ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
04_lda_with_sklearn.ipynb
(1565692B)
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {
6 "slideshow": {
7 "slide_type": "slide"
8 }
9 },
10 "source": [
11 "## Topic Modeling: Latent Dirichlet Allocation with sklearn"
12 ]
13 },
14 {
15 "cell_type": "markdown",
16 "metadata": {
17 "slideshow": {
18 "slide_type": "slide"
19 }
20 },
21 "source": [
22 "### Imports"
23 ]
24 },
25 {
26 "cell_type": "code",
27 "execution_count": 1,
28 "metadata": {
29 "ExecuteTime": {
30 "end_time": "2018-11-30T19:40:09.329229Z",
31 "start_time": "2018-11-30T19:40:09.314888Z"
32 },
33 "slideshow": {
34 "slide_type": "fragment"
35 }
36 },
37 "outputs": [],
38 "source": [
39 "import warnings\n",
40 "from collections import OrderedDict\n",
41 "from pathlib import Path\n",
42 "\n",
43 "import numpy as np\n",
44 "import pandas as pd\n",
45 "\n",
46 "# Visualization\n",
47 "from ipywidgets import interact, FloatSlider\n",
48 "import matplotlib.pyplot as plt\n",
49 "from matplotlib.ticker import FuncFormatter\n",
50 "import seaborn as sns\n",
51 "\n",
52 "import pyLDAvis\n",
53 "from pyLDAvis.sklearn import prepare\n",
54 "\n",
55 "from wordcloud import WordCloud\n",
56 "from termcolor import colored\n",
57 "\n",
58 "# spacy for language processing\n",
59 "import spacy\n",
60 "\n",
61 "# sklearn for feature extraction & modeling\n",
62 "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, TfidfTransformer\n",
63 "from sklearn.decomposition import LatentDirichletAllocation, TruncatedSVD, NMF\n",
64 "from sklearn.model_selection import train_test_split\n",
65 "from sklearn.externals import joblib"
66 ]
67 },
68 {
69 "cell_type": "code",
70 "execution_count": 3,
71 "metadata": {
72 "ExecuteTime": {
73 "end_time": "2018-11-30T19:40:09.545949Z",
74 "start_time": "2018-11-30T19:40:09.534298Z"
75 }
76 },
77 "outputs": [],
78 "source": [
79 "%matplotlib inline\n",
80 "plt.style.use('ggplot')\n",
81 "plt.rcParams['figure.figsize'] = (14.0, 8.7)\n",
82 "pyLDAvis.enable_notebook()\n",
83 "warnings.filterwarnings('ignore')\n",
84 "pd.options.display.float_format = '{:,.2f}'.format"
85 ]
86 },
87 {
88 "cell_type": "code",
89 "execution_count": 20,
90 "metadata": {},
91 "outputs": [],
92 "source": [
93 "# change to your data path if necessary\n",
94 "DATA_DIR = Path('../data')\n",
95 "data_path = DATA_DIR / 'bbc'"
96 ]
97 },
98 {
99 "cell_type": "code",
100 "execution_count": 21,
101 "metadata": {
102 "ExecuteTime": {
103 "end_time": "2018-11-30T19:42:14.414990Z",
104 "start_time": "2018-11-30T19:42:14.412960Z"
105 }
106 },
107 "outputs": [],
108 "source": [
109 "results_path = Path('results')\n",
110 "model_path = Path('results', 'bbc')\n",
111 "if not model_path.exists():\n",
112 " model_path.mkdir(exist_ok=True, parents=True)"
113 ]
114 },
115 {
116 "cell_type": "markdown",
117 "metadata": {
118 "slideshow": {
119 "slide_type": "skip"
120 }
121 },
122 "source": [
123 "## Load BBC data"
124 ]
125 },
126 {
127 "cell_type": "markdown",
128 "metadata": {},
129 "source": [
130 "Using the BBC data as before, we use [sklearn.decomposition.LatentDirichletAllocation](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html) to train an LDA model with five topics."
131 ]
132 },
133 {
134 "cell_type": "code",
135 "execution_count": 6,
136 "metadata": {
137 "ExecuteTime": {
138 "end_time": "2018-11-30T16:00:39.606772Z",
139 "start_time": "2018-11-30T16:00:39.503364Z"
140 },
141 "slideshow": {
142 "slide_type": "skip"
143 }
144 },
145 "outputs": [],
146 "source": [
147 "files = data_path.glob('**/*.txt')\n",
148 "doc_list = []\n",
149 "for i, file in enumerate(files):\n",
150 " with open(str(file), encoding='latin1') as f:\n",
151 " topic = file.parts[-2]\n",
152 " lines = f.readlines()\n",
153 " heading = lines[0].strip()\n",
154 " body = ' '.join([l.strip() for l in lines[1:]])\n",
155 " doc_list.append([topic.capitalize(), heading, body])"
156 ]
157 },
158 {
159 "cell_type": "markdown",
160 "metadata": {
161 "slideshow": {
162 "slide_type": "skip"
163 }
164 },
165 "source": [
166 "### Convert to DataFrame"
167 ]
168 },
169 {
170 "cell_type": "code",
171 "execution_count": 10,
172 "metadata": {
173 "ExecuteTime": {
174 "end_time": "2018-11-30T19:42:55.652212Z",
175 "start_time": "2018-11-30T19:42:55.636063Z"
176 },
177 "slideshow": {
178 "slide_type": "skip"
179 }
180 },
181 "outputs": [
182 {
183 "name": "stdout",
184 "output_type": "stream",
185 "text": [
186 "<class 'pandas.core.frame.DataFrame'>\n",
187 "RangeIndex: 2225 entries, 0 to 2224\n",
188 "Data columns (total 3 columns):\n",
189 "topic 2225 non-null object\n",
190 "heading 2225 non-null object\n",
191 "article 2225 non-null object\n",
192 "dtypes: object(3)\n",
193 "memory usage: 52.2+ KB\n"
194 ]
195 }
196 ],
197 "source": [
198 "docs = pd.DataFrame(doc_list, columns=['topic', 'heading', 'article'])\n",
199 "docs.info()"
200 ]
201 },
202 {
203 "cell_type": "markdown",
204 "metadata": {
205 "slideshow": {
206 "slide_type": "slide"
207 }
208 },
209 "source": [
210 "## Create Train & Test Sets"
211 ]
212 },
213 {
214 "cell_type": "code",
215 "execution_count": 11,
216 "metadata": {
217 "ExecuteTime": {
218 "end_time": "2018-11-30T19:40:19.137441Z",
219 "start_time": "2018-11-30T19:40:19.133495Z"
220 },
221 "slideshow": {
222 "slide_type": "fragment"
223 }
224 },
225 "outputs": [],
226 "source": [
227 "train_docs, test_docs = train_test_split(docs, \n",
228 " stratify=docs.topic, \n",
229 " test_size=50, \n",
230 " random_state=42)"
231 ]
232 },
233 {
234 "cell_type": "code",
235 "execution_count": 12,
236 "metadata": {
237 "ExecuteTime": {
238 "end_time": "2018-11-30T19:40:19.291520Z",
239 "start_time": "2018-11-30T19:40:19.288743Z"
240 },
241 "slideshow": {
242 "slide_type": "fragment"
243 }
244 },
245 "outputs": [
246 {
247 "data": {
248 "text/plain": [
249 "((2175, 3), (50, 3))"
250 ]
251 },
252 "execution_count": 12,
253 "metadata": {},
254 "output_type": "execute_result"
255 }
256 ],
257 "source": [
258 "train_docs.shape, test_docs.shape"
259 ]
260 },
261 {
262 "cell_type": "code",
263 "execution_count": 13,
264 "metadata": {
265 "ExecuteTime": {
266 "end_time": "2018-11-30T19:40:19.466392Z",
267 "start_time": "2018-11-30T19:40:19.450748Z"
268 },
269 "slideshow": {
270 "slide_type": "fragment"
271 }
272 },
273 "outputs": [
274 {
275 "data": {
276 "text/plain": [
277 "Sport 12\n",
278 "Business 11\n",
279 "Tech 9\n",
280 "Politics 9\n",
281 "Entertainment 9\n",
282 "Name: topic, dtype: int64"
283 ]
284 },
285 "execution_count": 13,
286 "metadata": {},
287 "output_type": "execute_result"
288 }
289 ],
290 "source": [
291 "pd.Series(test_docs.topic).value_counts()"
292 ]
293 },
294 {
295 "cell_type": "markdown",
296 "metadata": {
297 "slideshow": {
298 "slide_type": "slide"
299 }
300 },
301 "source": [
302 "### Vectorize train & test sets"
303 ]
304 },
305 {
306 "cell_type": "code",
307 "execution_count": 14,
308 "metadata": {
309 "ExecuteTime": {
310 "end_time": "2018-11-30T19:49:39.517317Z",
311 "start_time": "2018-11-30T19:49:39.133587Z"
312 },
313 "slideshow": {
314 "slide_type": "fragment"
315 }
316 },
317 "outputs": [
318 {
319 "data": {
320 "text/plain": [
321 "<2175x2899 sparse matrix of type '<class 'numpy.float64'>'\n",
322 "\twith 204945 stored elements in Compressed Sparse Row format>"
323 ]
324 },
325 "execution_count": 14,
326 "metadata": {},
327 "output_type": "execute_result"
328 }
329 ],
330 "source": [
331 "vectorizer = TfidfVectorizer(max_df=.2, \n",
332 " min_df=.01, \n",
333 " stop_words='english')\n",
334 "\n",
335 "train_dtm = vectorizer.fit_transform(train_docs.article)\n",
336 "words = vectorizer.get_feature_names()\n",
337 "train_dtm"
338 ]
339 },
340 {
341 "cell_type": "code",
342 "execution_count": 15,
343 "metadata": {
344 "ExecuteTime": {
345 "end_time": "2018-11-30T19:49:39.531883Z",
346 "start_time": "2018-11-30T19:49:39.518634Z"
347 },
348 "scrolled": true,
349 "slideshow": {
350 "slide_type": "fragment"
351 }
352 },
353 "outputs": [
354 {
355 "data": {
356 "text/plain": [
357 "<50x2899 sparse matrix of type '<class 'numpy.float64'>'\n",
358 "\twith 4759 stored elements in Compressed Sparse Row format>"
359 ]
360 },
361 "execution_count": 15,
362 "metadata": {},
363 "output_type": "execute_result"
364 }
365 ],
366 "source": [
367 "test_dtm = vectorizer.transform(test_docs.article)\n",
368 "test_dtm"
369 ]
370 },
371 {
372 "cell_type": "markdown",
373 "metadata": {
374 "slideshow": {
375 "slide_type": "slide"
376 }
377 },
378 "source": [
379 "### LDA with sklearn"
380 ]
381 },
382 {
383 "cell_type": "code",
384 "execution_count": 16,
385 "metadata": {
386 "ExecuteTime": {
387 "end_time": "2018-11-30T19:49:39.546213Z",
388 "start_time": "2018-11-30T19:49:39.532992Z"
389 }
390 },
391 "outputs": [],
392 "source": [
393 "n_components = 5\n",
394 "topic_labels = ['Topic {}'.format(i) for i in range(1, n_components+1)]"
395 ]
396 },
397 {
398 "cell_type": "code",
399 "execution_count": 17,
400 "metadata": {
401 "ExecuteTime": {
402 "end_time": "2018-11-30T19:49:41.714915Z",
403 "start_time": "2018-11-30T19:49:39.551060Z"
404 },
405 "slideshow": {
406 "slide_type": "fragment"
407 }
408 },
409 "outputs": [
410 {
411 "data": {
412 "text/plain": [
413 "LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
414 " evaluate_every=-1, learning_decay=0.7,\n",
415 " learning_method='batch', learning_offset=10.0,\n",
416 " max_doc_update_iter=100, max_iter=10, mean_change_tol=0.001,\n",
417 " n_components=5, n_jobs=-1, n_topics=None, perp_tol=0.1,\n",
418 " random_state=None, topic_word_prior=None,\n",
419 " total_samples=1000000.0, verbose=0)"
420 ]
421 },
422 "execution_count": 17,
423 "metadata": {},
424 "output_type": "execute_result"
425 }
426 ],
427 "source": [
428 "lda_base = LatentDirichletAllocation(n_components=n_components,\n",
429 " n_jobs=-1,\n",
430 " learning_method='batch',\n",
431 " max_iter=10)\n",
432 "lda_base.fit(train_dtm)"
433 ]
434 },
435 {
436 "cell_type": "markdown",
437 "metadata": {
438 "slideshow": {
439 "slide_type": "slide"
440 }
441 },
442 "source": [
443 "#### Persist model"
444 ]
445 },
446 {
447 "cell_type": "markdown",
448 "metadata": {},
449 "source": [
450 "The model tracks the in-sample perplexity during training and stops iterating once this measure stops improving. We can persist and load the result as usual with sklearn objects:"
451 ]
452 },
453 {
454 "cell_type": "code",
455 "execution_count": 22,
456 "metadata": {
457 "ExecuteTime": {
458 "end_time": "2018-11-30T19:49:41.720781Z",
459 "start_time": "2018-11-30T19:49:41.716641Z"
460 },
461 "slideshow": {
462 "slide_type": "fragment"
463 }
464 },
465 "outputs": [
466 {
467 "data": {
468 "text/plain": [
469 "['results/bbc/lda_10_iter.pkl']"
470 ]
471 },
472 "execution_count": 22,
473 "metadata": {},
474 "output_type": "execute_result"
475 }
476 ],
477 "source": [
478 "joblib.dump(lda_base, model_path / 'lda_10_iter.pkl')"
479 ]
480 },
481 {
482 "cell_type": "code",
483 "execution_count": 23,
484 "metadata": {
485 "ExecuteTime": {
486 "end_time": "2018-11-30T19:49:41.746608Z",
487 "start_time": "2018-11-30T19:49:41.722101Z"
488 },
489 "slideshow": {
490 "slide_type": "fragment"
491 }
492 },
493 "outputs": [
494 {
495 "data": {
496 "text/plain": [
497 "LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
498 " evaluate_every=-1, learning_decay=0.7,\n",
499 " learning_method='batch', learning_offset=10.0,\n",
500 " max_doc_update_iter=100, max_iter=10, mean_change_tol=0.001,\n",
501 " n_components=5, n_jobs=-1, n_topics=None, perp_tol=0.1,\n",
502 " random_state=None, topic_word_prior=None,\n",
503 " total_samples=1000000.0, verbose=0)"
504 ]
505 },
506 "execution_count": 23,
507 "metadata": {},
508 "output_type": "execute_result"
509 }
510 ],
511 "source": [
512 "lda_base = joblib.load(model_path / 'lda_10_iter.pkl') \n",
513 "lda_base"
514 ]
515 },
516 {
517 "cell_type": "markdown",
518 "metadata": {
519 "slideshow": {
520 "slide_type": "slide"
521 }
522 },
523 "source": [
524 "### Explore topics & word distributions"
525 ]
526 },
527 {
528 "cell_type": "code",
529 "execution_count": 24,
530 "metadata": {
531 "ExecuteTime": {
532 "end_time": "2018-11-30T19:49:41.761666Z",
533 "start_time": "2018-11-30T19:49:41.747920Z"
534 },
535 "slideshow": {
536 "slide_type": "fragment"
537 }
538 },
539 "outputs": [
540 {
541 "name": "stdout",
542 "output_type": "stream",
543 "text": [
544 "(5, 2899)\n"
545 ]
546 },
547 {
548 "data": {
549 "text/plain": [
550 "array([[13.6484 , 8.92765995, 1.31418808, ..., 1.99495236,\n",
551 " 0.20661246, 0.73422033],\n",
552 " [ 1.12298041, 0.57822241, 0.89849244, ..., 0.90932536,\n",
553 " 0.20011641, 0.21499239],\n",
554 " [ 3.5594674 , 0.62943508, 0.64723764, ..., 0.34056913,\n",
555 " 0.20001791, 0.30883726],\n",
556 " [ 0.20017937, 0.20022822, 0.20016096, ..., 0.20015571,\n",
557 " 11.59332613, 0.20018161],\n",
558 " [ 4.56503009, 0.94708874, 2.04736569, ..., 0.86563724,\n",
559 " 0.20001157, 5.03625788]])"
560 ]
561 },
562 "execution_count": 24,
563 "metadata": {},
564 "output_type": "execute_result"
565 }
566 ],
567 "source": [
568 "# pseudo counts\n",
569 "topics_count = lda_base.components_\n",
570 "print(topics_count.shape)\n",
571 "topics_count[:5]"
572 ]
573 },
574 {
575 "cell_type": "code",
576 "execution_count": 25,
577 "metadata": {
578 "ExecuteTime": {
579 "end_time": "2018-11-30T19:49:41.778786Z",
580 "start_time": "2018-11-30T19:49:41.763855Z"
581 },
582 "scrolled": true,
583 "slideshow": {
584 "slide_type": "slide"
585 }
586 },
587 "outputs": [
588 {
589 "data": {
590 "text/html": [
591 "<div>\n",
592 "<style scoped>\n",
593 " .dataframe tbody tr th:only-of-type {\n",
594 " vertical-align: middle;\n",
595 " }\n",
596 "\n",
597 " .dataframe tbody tr th {\n",
598 " vertical-align: top;\n",
599 " }\n",
600 "\n",
601 " .dataframe thead th {\n",
602 " text-align: right;\n",
603 " }\n",
604 "</style>\n",
605 "<table border=\"1\" class=\"dataframe\">\n",
606 " <thead>\n",
607 " <tr style=\"text-align: right;\">\n",
608 " <th></th>\n",
609 " <th>Topic 1</th>\n",
610 " <th>Topic 2</th>\n",
611 " <th>Topic 3</th>\n",
612 " <th>Topic 4</th>\n",
613 " <th>Topic 5</th>\n",
614 " </tr>\n",
615 " </thead>\n",
616 " <tbody>\n",
617 " <tr>\n",
618 " <th>10</th>\n",
619 " <td>0.00</td>\n",
620 " <td>0.00</td>\n",
621 " <td>0.00</td>\n",
622 " <td>0.00</td>\n",
623 " <td>0.00</td>\n",
624 " </tr>\n",
625 " <tr>\n",
626 " <th>100</th>\n",
627 " <td>0.00</td>\n",
628 " <td>0.00</td>\n",
629 " <td>0.00</td>\n",
630 " <td>0.00</td>\n",
631 " <td>0.00</td>\n",
632 " </tr>\n",
633 " <tr>\n",
634 " <th>100m</th>\n",
635 " <td>0.00</td>\n",
636 " <td>0.00</td>\n",
637 " <td>0.00</td>\n",
638 " <td>0.00</td>\n",
639 " <td>0.00</td>\n",
640 " </tr>\n",
641 " <tr>\n",
642 " <th>11</th>\n",
643 " <td>0.00</td>\n",
644 " <td>0.00</td>\n",
645 " <td>0.00</td>\n",
646 " <td>0.00</td>\n",
647 " <td>0.00</td>\n",
648 " </tr>\n",
649 " <tr>\n",
650 " <th>12</th>\n",
651 " <td>0.00</td>\n",
652 " <td>0.00</td>\n",
653 " <td>0.00</td>\n",
654 " <td>0.00</td>\n",
655 " <td>0.00</td>\n",
656 " </tr>\n",
657 " </tbody>\n",
658 "</table>\n",
659 "</div>"
660 ],
661 "text/plain": [
662 " Topic 1 Topic 2 Topic 3 Topic 4 Topic 5\n",
663 "10 0.00 0.00 0.00 0.00 0.00\n",
664 "100 0.00 0.00 0.00 0.00 0.00\n",
665 "100m 0.00 0.00 0.00 0.00 0.00\n",
666 "11 0.00 0.00 0.00 0.00 0.00\n",
667 "12 0.00 0.00 0.00 0.00 0.00"
668 ]
669 },
670 "execution_count": 25,
671 "metadata": {},
672 "output_type": "execute_result"
673 }
674 ],
675 "source": [
676 "topics_prob = topics_count / topics_count.sum(axis=1).reshape(-1, 1)\n",
677 "topics = pd.DataFrame(topics_prob.T,\n",
678 " index=words,\n",
679 " columns=topic_labels)\n",
680 "topics.head()"
681 ]
682 },
683 {
684 "cell_type": "code",
685 "execution_count": 26,
686 "metadata": {
687 "ExecuteTime": {
688 "end_time": "2018-11-30T19:49:41.784465Z",
689 "start_time": "2018-11-30T19:49:41.780609Z"
690 },
691 "slideshow": {
692 "slide_type": "fragment"
693 }
694 },
695 "outputs": [
696 {
697 "data": {
698 "text/plain": [
699 "True"
700 ]
701 },
702 "execution_count": 26,
703 "metadata": {},
704 "output_type": "execute_result"
705 }
706 ],
707 "source": [
708 "# all words have positive probability for all topics\n",
709 "topics[topics.gt(0).all(1)].shape[0] == topics.shape[0]"
710 ]
711 },
712 {
713 "cell_type": "code",
714 "execution_count": 27,
715 "metadata": {
716 "ExecuteTime": {
717 "end_time": "2018-11-30T19:49:42.249926Z",
718 "start_time": "2018-11-30T19:49:41.785858Z"
719 },
720 "scrolled": false,
721 "slideshow": {
722 "slide_type": "slide"
723 }
724 },
725 "outputs": [
726 {
727 "data": {
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\n",
729 "text/plain": [
730 "<Figure size 1008x626.4 with 2 Axes>"
731 ]
732 },
733 "metadata": {},
734 "output_type": "display_data"
735 }
736 ],
737 "source": [
738 "sns.heatmap(topics, cmap='Blues');"
739 ]
740 },
741 {
742 "cell_type": "code",
743 "execution_count": 28,
744 "metadata": {
745 "ExecuteTime": {
746 "end_time": "2018-11-30T19:49:42.260937Z",
747 "start_time": "2018-11-30T19:49:42.250986Z"
748 },
749 "slideshow": {
750 "slide_type": "slide"
751 }
752 },
753 "outputs": [
754 {
755 "data": {
756 "text/html": [
757 "<div>\n",
758 "<style scoped>\n",
759 " .dataframe tbody tr th:only-of-type {\n",
760 " vertical-align: middle;\n",
761 " }\n",
762 "\n",
763 " .dataframe tbody tr th {\n",
764 " vertical-align: top;\n",
765 " }\n",
766 "\n",
767 " .dataframe thead th {\n",
768 " text-align: right;\n",
769 " }\n",
770 "</style>\n",
771 "<table border=\"1\" class=\"dataframe\">\n",
772 " <thead>\n",
773 " <tr style=\"text-align: right;\">\n",
774 " <th></th>\n",
775 " <th>Topic 1</th>\n",
776 " <th>Topic 2</th>\n",
777 " <th>Topic 3</th>\n",
778 " <th>Topic 4</th>\n",
779 " <th>Topic 5</th>\n",
780 " </tr>\n",
781 " </thead>\n",
782 " <tbody>\n",
783 " <tr>\n",
784 " <th>0</th>\n",
785 " <td>company</td>\n",
786 " <td>labour</td>\n",
787 " <td>film</td>\n",
788 " <td>yukos</td>\n",
789 " <td>game</td>\n",
790 " </tr>\n",
791 " <tr>\n",
792 " <th>1</th>\n",
793 " <td>market</td>\n",
794 " <td>party</td>\n",
795 " <td>best</td>\n",
796 " <td>russian</td>\n",
797 " <td>england</td>\n",
798 " </tr>\n",
799 " <tr>\n",
800 " <th>2</th>\n",
801 " <td>firm</td>\n",
802 " <td>election</td>\n",
803 " <td>awards</td>\n",
804 " <td>sullivan</td>\n",
805 " <td>win</td>\n",
806 " </tr>\n",
807 " <tr>\n",
808 " <th>3</th>\n",
809 " <td>sales</td>\n",
810 " <td>blair</td>\n",
811 " <td>award</td>\n",
812 " <td>auction</td>\n",
813 " <td>club</td>\n",
814 " </tr>\n",
815 " <tr>\n",
816 " <th>4</th>\n",
817 " <td>mobile</td>\n",
818 " <td>brown</td>\n",
819 " <td>band</td>\n",
820 " <td>mikhail</td>\n",
821 " <td>match</td>\n",
822 " </tr>\n",
823 " <tr>\n",
824 " <th>5</th>\n",
825 " <td>growth</td>\n",
826 " <td>minister</td>\n",
827 " <td>star</td>\n",
828 " <td>russia</td>\n",
829 " <td>cup</td>\n",
830 " </tr>\n",
831 " <tr>\n",
832 " <th>6</th>\n",
833 " <td>2004</td>\n",
834 " <td>howard</td>\n",
835 " <td>album</td>\n",
836 " <td>ambitions</td>\n",
837 " <td>team</td>\n",
838 " </tr>\n",
839 " <tr>\n",
840 " <th>7</th>\n",
841 " <td>technology</td>\n",
842 " <td>prime</td>\n",
843 " <td>music</td>\n",
844 " <td>bankruptcy</td>\n",
845 " <td>play</td>\n",
846 " </tr>\n",
847 " <tr>\n",
848 " <th>8</th>\n",
849 " <td>economy</td>\n",
850 " <td>chancellor</td>\n",
851 " <td>actor</td>\n",
852 " <td>court</td>\n",
853 " <td>players</td>\n",
854 " </tr>\n",
855 " <tr>\n",
856 " <th>9</th>\n",
857 " <td>million</td>\n",
858 " <td>tory</td>\n",
859 " <td>festival</td>\n",
860 " <td>judge</td>\n",
861 " <td>injury</td>\n",
862 " </tr>\n",
863 " </tbody>\n",
864 "</table>\n",
865 "</div>"
866 ],
867 "text/plain": [
868 " Topic 1 Topic 2 Topic 3 Topic 4 Topic 5\n",
869 "0 company labour film yukos game\n",
870 "1 market party best russian england\n",
871 "2 firm election awards sullivan win\n",
872 "3 sales blair award auction club\n",
873 "4 mobile brown band mikhail match\n",
874 "5 growth minister star russia cup\n",
875 "6 2004 howard album ambitions team\n",
876 "7 technology prime music bankruptcy play\n",
877 "8 economy chancellor actor court players\n",
878 "9 million tory festival judge injury"
879 ]
880 },
881 "execution_count": 28,
882 "metadata": {},
883 "output_type": "execute_result"
884 }
885 ],
886 "source": [
887 "top_words = {}\n",
888 "for topic, words_ in topics.items():\n",
889 " top_words[topic] = words_.nlargest(10).index.tolist()\n",
890 "pd.DataFrame(top_words)"
891 ]
892 },
893 {
894 "cell_type": "code",
895 "execution_count": 29,
896 "metadata": {
897 "ExecuteTime": {
898 "end_time": "2018-11-30T19:49:44.417306Z",
899 "start_time": "2018-11-30T19:49:42.262028Z"
900 },
901 "slideshow": {
902 "slide_type": "slide"
903 }
904 },
905 "outputs": [
906 {
907 "data": {
908 "image/png": 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\n",
909 "text/plain": [
910 "<Figure size 720x1080 with 5 Axes>"
911 ]
912 },
913 "metadata": {},
914 "output_type": "display_data"
915 }
916 ],
917 "source": [
918 "fig, axes = plt.subplots(nrows=5, sharey=True, sharex=True, figsize=(10, 15))\n",
919 "for i, (topic, prob) in enumerate(topics.items()):\n",
920 " sns.distplot(prob, ax=axes[i], bins=100, kde=False, norm_hist=False)\n",
921 " axes[i].set_yscale('log')\n",
922 " axes[i].xaxis.set_major_formatter(FuncFormatter(lambda x, _: '{:.1%}'.format(x)))\n",
923 "fig.suptitle('Topic Distributions')\n",
924 "fig.tight_layout()"
925 ]
926 },
927 {
928 "cell_type": "markdown",
929 "metadata": {
930 "slideshow": {
931 "slide_type": "slide"
932 }
933 },
934 "source": [
935 "### Evaluate Fit on Train Set"
936 ]
937 },
938 {
939 "cell_type": "code",
940 "execution_count": 30,
941 "metadata": {
942 "ExecuteTime": {
943 "end_time": "2018-11-30T19:49:44.483449Z",
944 "start_time": "2018-11-30T19:49:44.418413Z"
945 },
946 "slideshow": {
947 "slide_type": "fragment"
948 }
949 },
950 "outputs": [
951 {
952 "data": {
953 "text/plain": [
954 "(2175, 5)"
955 ]
956 },
957 "execution_count": 30,
958 "metadata": {},
959 "output_type": "execute_result"
960 }
961 ],
962 "source": [
963 "train_preds = lda_base.transform(train_dtm)\n",
964 "train_preds.shape"
965 ]
966 },
967 {
968 "cell_type": "code",
969 "execution_count": 31,
970 "metadata": {
971 "ExecuteTime": {
972 "end_time": "2018-11-30T19:49:44.490802Z",
973 "start_time": "2018-11-30T19:49:44.484542Z"
974 },
975 "slideshow": {
976 "slide_type": "fragment"
977 }
978 },
979 "outputs": [
980 {
981 "data": {
982 "text/html": [
983 "<div>\n",
984 "<style scoped>\n",
985 " .dataframe tbody tr th:only-of-type {\n",
986 " vertical-align: middle;\n",
987 " }\n",
988 "\n",
989 " .dataframe tbody tr th {\n",
990 " vertical-align: top;\n",
991 " }\n",
992 "\n",
993 " .dataframe thead th {\n",
994 " text-align: right;\n",
995 " }\n",
996 "</style>\n",
997 "<table border=\"1\" class=\"dataframe\">\n",
998 " <thead>\n",
999 " <tr style=\"text-align: right;\">\n",
1000 " <th></th>\n",
1001 " <th>Topic 1</th>\n",
1002 " <th>Topic 2</th>\n",
1003 " <th>Topic 3</th>\n",
1004 " <th>Topic 4</th>\n",
1005 " <th>Topic 5</th>\n",
1006 " </tr>\n",
1007 " <tr>\n",
1008 " <th>topic</th>\n",
1009 " <th></th>\n",
1010 " <th></th>\n",
1011 " <th></th>\n",
1012 " <th></th>\n",
1013 " <th></th>\n",
1014 " </tr>\n",
1015 " </thead>\n",
1016 " <tbody>\n",
1017 " <tr>\n",
1018 " <th>Entertainment</th>\n",
1019 " <td>0.72</td>\n",
1020 " <td>0.20</td>\n",
1021 " <td>0.03</td>\n",
1022 " <td>0.03</td>\n",
1023 " <td>0.03</td>\n",
1024 " </tr>\n",
1025 " <tr>\n",
1026 " <th>Tech</th>\n",
1027 " <td>0.92</td>\n",
1028 " <td>0.02</td>\n",
1029 " <td>0.02</td>\n",
1030 " <td>0.02</td>\n",
1031 " <td>0.02</td>\n",
1032 " </tr>\n",
1033 " <tr>\n",
1034 " <th>Entertainment</th>\n",
1035 " <td>0.15</td>\n",
1036 " <td>0.03</td>\n",
1037 " <td>0.77</td>\n",
1038 " <td>0.03</td>\n",
1039 " <td>0.03</td>\n",
1040 " </tr>\n",
1041 " <tr>\n",
1042 " <th>Business</th>\n",
1043 " <td>0.91</td>\n",
1044 " <td>0.02</td>\n",
1045 " <td>0.02</td>\n",
1046 " <td>0.02</td>\n",
1047 " <td>0.02</td>\n",
1048 " </tr>\n",
1049 " <tr>\n",
1050 " <th>Sport</th>\n",
1051 " <td>0.03</td>\n",
1052 " <td>0.91</td>\n",
1053 " <td>0.02</td>\n",
1054 " <td>0.02</td>\n",
1055 " <td>0.02</td>\n",
1056 " </tr>\n",
1057 " </tbody>\n",
1058 "</table>\n",
1059 "</div>"
1060 ],
1061 "text/plain": [
1062 " Topic 1 Topic 2 Topic 3 Topic 4 Topic 5\n",
1063 "topic \n",
1064 "Entertainment 0.72 0.20 0.03 0.03 0.03\n",
1065 "Tech 0.92 0.02 0.02 0.02 0.02\n",
1066 "Entertainment 0.15 0.03 0.77 0.03 0.03\n",
1067 "Business 0.91 0.02 0.02 0.02 0.02\n",
1068 "Sport 0.03 0.91 0.02 0.02 0.02"
1069 ]
1070 },
1071 "execution_count": 31,
1072 "metadata": {},
1073 "output_type": "execute_result"
1074 }
1075 ],
1076 "source": [
1077 "train_eval = pd.DataFrame(train_preds, columns=topic_labels, index=train_docs.topic)\n",
1078 "train_eval.head()"
1079 ]
1080 },
1081 {
1082 "cell_type": "code",
1083 "execution_count": 32,
1084 "metadata": {
1085 "ExecuteTime": {
1086 "end_time": "2018-11-30T19:49:44.736935Z",
1087 "start_time": "2018-11-30T19:49:44.491770Z"
1088 },
1089 "slideshow": {
1090 "slide_type": "slide"
1091 }
1092 },
1093 "outputs": [
1094 {
1095 "data": {
1096 "image/png": 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\n",
1097 "text/plain": [
1098 "<Figure size 1008x626.4 with 1 Axes>"
1099 ]
1100 },
1101 "metadata": {},
1102 "output_type": "display_data"
1103 }
1104 ],
1105 "source": [
1106 "train_eval.groupby(level='topic').mean().plot.bar(title='Avg. Topic Probabilities');"
1107 ]
1108 },
1109 {
1110 "cell_type": "code",
1111 "execution_count": 33,
1112 "metadata": {
1113 "ExecuteTime": {
1114 "end_time": "2018-11-30T19:49:44.949269Z",
1115 "start_time": "2018-11-30T19:49:44.738042Z"
1116 },
1117 "slideshow": {
1118 "slide_type": "slide"
1119 }
1120 },
1121 "outputs": [
1122 {
1123 "data": {
1124 "image/png": 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\n",
1125 "text/plain": [
1126 "<Figure size 1008x626.4 with 2 Axes>"
1127 ]
1128 },
1129 "metadata": {},
1130 "output_type": "display_data"
1131 }
1132 ],
1133 "source": [
1134 "df = train_eval.groupby(level='topic').idxmax(\n",
1135 " axis=1).reset_index(-1, drop=True)\n",
1136 "sns.heatmap(df.groupby(level='topic').value_counts(normalize=True)\n",
1137 " .unstack(-1), annot=True, fmt='.1%', cmap='Blues', square=True)\n",
1138 "plt.title('Train Data: Topic Assignments');"
1139 ]
1140 },
1141 {
1142 "cell_type": "markdown",
1143 "metadata": {
1144 "slideshow": {
1145 "slide_type": "slide"
1146 }
1147 },
1148 "source": [
1149 "### Evaluate Fit on Test Set "
1150 ]
1151 },
1152 {
1153 "cell_type": "code",
1154 "execution_count": 34,
1155 "metadata": {
1156 "ExecuteTime": {
1157 "end_time": "2018-11-30T19:49:44.964159Z",
1158 "start_time": "2018-11-30T19:49:44.950323Z"
1159 },
1160 "slideshow": {
1161 "slide_type": "fragment"
1162 }
1163 },
1164 "outputs": [
1165 {
1166 "data": {
1167 "text/html": [
1168 "<div>\n",
1169 "<style scoped>\n",
1170 " .dataframe tbody tr th:only-of-type {\n",
1171 " vertical-align: middle;\n",
1172 " }\n",
1173 "\n",
1174 " .dataframe tbody tr th {\n",
1175 " vertical-align: top;\n",
1176 " }\n",
1177 "\n",
1178 " .dataframe thead th {\n",
1179 " text-align: right;\n",
1180 " }\n",
1181 "</style>\n",
1182 "<table border=\"1\" class=\"dataframe\">\n",
1183 " <thead>\n",
1184 " <tr style=\"text-align: right;\">\n",
1185 " <th></th>\n",
1186 " <th>Topic 1</th>\n",
1187 " <th>Topic 2</th>\n",
1188 " <th>Topic 3</th>\n",
1189 " <th>Topic 4</th>\n",
1190 " <th>Topic 5</th>\n",
1191 " </tr>\n",
1192 " <tr>\n",
1193 " <th>topic</th>\n",
1194 " <th></th>\n",
1195 " <th></th>\n",
1196 " <th></th>\n",
1197 " <th></th>\n",
1198 " <th></th>\n",
1199 " </tr>\n",
1200 " </thead>\n",
1201 " <tbody>\n",
1202 " <tr>\n",
1203 " <th>Entertainment</th>\n",
1204 " <td>0.03</td>\n",
1205 " <td>0.03</td>\n",
1206 " <td>0.87</td>\n",
1207 " <td>0.03</td>\n",
1208 " <td>0.03</td>\n",
1209 " </tr>\n",
1210 " <tr>\n",
1211 " <th>Tech</th>\n",
1212 " <td>0.89</td>\n",
1213 " <td>0.03</td>\n",
1214 " <td>0.03</td>\n",
1215 " <td>0.03</td>\n",
1216 " <td>0.03</td>\n",
1217 " </tr>\n",
1218 " <tr>\n",
1219 " <th>Tech</th>\n",
1220 " <td>0.70</td>\n",
1221 " <td>0.02</td>\n",
1222 " <td>0.14</td>\n",
1223 " <td>0.02</td>\n",
1224 " <td>0.12</td>\n",
1225 " </tr>\n",
1226 " <tr>\n",
1227 " <th>Business</th>\n",
1228 " <td>0.91</td>\n",
1229 " <td>0.02</td>\n",
1230 " <td>0.02</td>\n",
1231 " <td>0.02</td>\n",
1232 " <td>0.03</td>\n",
1233 " </tr>\n",
1234 " <tr>\n",
1235 " <th>Sport</th>\n",
1236 " <td>0.03</td>\n",
1237 " <td>0.03</td>\n",
1238 " <td>0.02</td>\n",
1239 " <td>0.02</td>\n",
1240 " <td>0.90</td>\n",
1241 " </tr>\n",
1242 " </tbody>\n",
1243 "</table>\n",
1244 "</div>"
1245 ],
1246 "text/plain": [
1247 " Topic 1 Topic 2 Topic 3 Topic 4 Topic 5\n",
1248 "topic \n",
1249 "Entertainment 0.03 0.03 0.87 0.03 0.03\n",
1250 "Tech 0.89 0.03 0.03 0.03 0.03\n",
1251 "Tech 0.70 0.02 0.14 0.02 0.12\n",
1252 "Business 0.91 0.02 0.02 0.02 0.03\n",
1253 "Sport 0.03 0.03 0.02 0.02 0.90"
1254 ]
1255 },
1256 "execution_count": 34,
1257 "metadata": {},
1258 "output_type": "execute_result"
1259 }
1260 ],
1261 "source": [
1262 "test_preds = lda_base.transform(test_dtm)\n",
1263 "test_eval = pd.DataFrame(test_preds, columns=topic_labels, index=test_docs.topic)\n",
1264 "test_eval.head()"
1265 ]
1266 },
1267 {
1268 "cell_type": "code",
1269 "execution_count": 35,
1270 "metadata": {
1271 "ExecuteTime": {
1272 "end_time": "2018-11-30T19:49:45.218439Z",
1273 "start_time": "2018-11-30T19:49:44.966951Z"
1274 },
1275 "slideshow": {
1276 "slide_type": "slide"
1277 }
1278 },
1279 "outputs": [
1280 {
1281 "data": {
1282 "image/png": 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\n",
1283 "text/plain": [
1284 "<Figure size 1008x626.4 with 1 Axes>"
1285 ]
1286 },
1287 "metadata": {},
1288 "output_type": "display_data"
1289 }
1290 ],
1291 "source": [
1292 "test_eval.groupby(level='topic').mean().plot.bar(title='Avg. Topic Probabilities');"
1293 ]
1294 },
1295 {
1296 "cell_type": "code",
1297 "execution_count": 36,
1298 "metadata": {
1299 "ExecuteTime": {
1300 "end_time": "2018-11-30T19:49:45.489100Z",
1301 "start_time": "2018-11-30T19:49:45.220089Z"
1302 },
1303 "slideshow": {
1304 "slide_type": "slide"
1305 }
1306 },
1307 "outputs": [
1308 {
1309 "data": {
1310 "image/png": 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\n",
1311 "text/plain": [
1312 "<Figure size 1008x626.4 with 2 Axes>"
1313 ]
1314 },
1315 "metadata": {},
1316 "output_type": "display_data"
1317 }
1318 ],
1319 "source": [
1320 "df = test_eval.groupby(level='topic').idxmax(\n",
1321 " axis=1).reset_index(-1, drop=True)\n",
1322 "sns.heatmap(df.groupby(level='topic').value_counts(normalize=True)\n",
1323 " .unstack(-1), annot=True, fmt='.1%', cmap='Blues', square=True)\n",
1324 "plt.title('Topic Assignments');"
1325 ]
1326 },
1327 {
1328 "cell_type": "markdown",
1329 "metadata": {
1330 "slideshow": {
1331 "slide_type": "slide"
1332 }
1333 },
1334 "source": [
1335 "### Retrain until perplexity no longer decreases"
1336 ]
1337 },
1338 {
1339 "cell_type": "code",
1340 "execution_count": 37,
1341 "metadata": {
1342 "ExecuteTime": {
1343 "end_time": "2018-11-30T19:50:04.237294Z",
1344 "start_time": "2018-11-30T19:49:45.490499Z"
1345 },
1346 "slideshow": {
1347 "slide_type": "fragment"
1348 }
1349 },
1350 "outputs": [
1351 {
1352 "name": "stdout",
1353 "output_type": "stream",
1354 "text": [
1355 "iteration: 1 of max_iter: 500\n",
1356 "iteration: 2 of max_iter: 500\n",
1357 "iteration: 3 of max_iter: 500\n",
1358 "iteration: 4 of max_iter: 500\n",
1359 "iteration: 5 of max_iter: 500, perplexity: 5307.4876\n",
1360 "iteration: 6 of max_iter: 500\n",
1361 "iteration: 7 of max_iter: 500\n",
1362 "iteration: 8 of max_iter: 500\n",
1363 "iteration: 9 of max_iter: 500\n",
1364 "iteration: 10 of max_iter: 500, perplexity: 5138.1714\n",
1365 "iteration: 11 of max_iter: 500\n",
1366 "iteration: 12 of max_iter: 500\n",
1367 "iteration: 13 of max_iter: 500\n",
1368 "iteration: 14 of max_iter: 500\n",
1369 "iteration: 15 of max_iter: 500, perplexity: 5053.3613\n",
1370 "iteration: 16 of max_iter: 500\n",
1371 "iteration: 17 of max_iter: 500\n",
1372 "iteration: 18 of max_iter: 500\n",
1373 "iteration: 19 of max_iter: 500\n",
1374 "iteration: 20 of max_iter: 500, perplexity: 4979.2082\n",
1375 "iteration: 21 of max_iter: 500\n",
1376 "iteration: 22 of max_iter: 500\n",
1377 "iteration: 23 of max_iter: 500\n",
1378 "iteration: 24 of max_iter: 500\n",
1379 "iteration: 25 of max_iter: 500, perplexity: 4942.3991\n",
1380 "iteration: 26 of max_iter: 500\n",
1381 "iteration: 27 of max_iter: 500\n",
1382 "iteration: 28 of max_iter: 500\n",
1383 "iteration: 29 of max_iter: 500\n",
1384 "iteration: 30 of max_iter: 500, perplexity: 4905.8883\n",
1385 "iteration: 31 of max_iter: 500\n",
1386 "iteration: 32 of max_iter: 500\n",
1387 "iteration: 33 of max_iter: 500\n",
1388 "iteration: 34 of max_iter: 500\n",
1389 "iteration: 35 of max_iter: 500, perplexity: 4855.0633\n",
1390 "iteration: 36 of max_iter: 500\n",
1391 "iteration: 37 of max_iter: 500\n",
1392 "iteration: 38 of max_iter: 500\n",
1393 "iteration: 39 of max_iter: 500\n",
1394 "iteration: 40 of max_iter: 500, perplexity: 4748.0643\n",
1395 "iteration: 41 of max_iter: 500\n",
1396 "iteration: 42 of max_iter: 500\n",
1397 "iteration: 43 of max_iter: 500\n",
1398 "iteration: 44 of max_iter: 500\n",
1399 "iteration: 45 of max_iter: 500, perplexity: 4688.7965\n",
1400 "iteration: 46 of max_iter: 500\n",
1401 "iteration: 47 of max_iter: 500\n",
1402 "iteration: 48 of max_iter: 500\n",
1403 "iteration: 49 of max_iter: 500\n",
1404 "iteration: 50 of max_iter: 500, perplexity: 4680.3516\n",
1405 "iteration: 51 of max_iter: 500\n",
1406 "iteration: 52 of max_iter: 500\n",
1407 "iteration: 53 of max_iter: 500\n",
1408 "iteration: 54 of max_iter: 500\n",
1409 "iteration: 55 of max_iter: 500, perplexity: 4677.8205\n",
1410 "iteration: 56 of max_iter: 500\n",
1411 "iteration: 57 of max_iter: 500\n",
1412 "iteration: 58 of max_iter: 500\n",
1413 "iteration: 59 of max_iter: 500\n",
1414 "iteration: 60 of max_iter: 500, perplexity: 4677.2711\n",
1415 "iteration: 61 of max_iter: 500\n",
1416 "iteration: 62 of max_iter: 500\n",
1417 "iteration: 63 of max_iter: 500\n",
1418 "iteration: 64 of max_iter: 500\n",
1419 "iteration: 65 of max_iter: 500, perplexity: 4677.1106\n",
1420 "iteration: 66 of max_iter: 500\n",
1421 "iteration: 67 of max_iter: 500\n",
1422 "iteration: 68 of max_iter: 500\n",
1423 "iteration: 69 of max_iter: 500\n",
1424 "iteration: 70 of max_iter: 500, perplexity: 4677.0012\n",
1425 "iteration: 71 of max_iter: 500\n",
1426 "iteration: 72 of max_iter: 500\n",
1427 "iteration: 73 of max_iter: 500\n",
1428 "iteration: 74 of max_iter: 500\n",
1429 "iteration: 75 of max_iter: 500, perplexity: 4676.9818\n"
1430 ]
1431 },
1432 {
1433 "data": {
1434 "text/plain": [
1435 "LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
1436 " evaluate_every=5, learning_decay=0.7, learning_method='batch',\n",
1437 " learning_offset=10.0, max_doc_update_iter=100, max_iter=500,\n",
1438 " mean_change_tol=0.001, n_components=5, n_jobs=-1,\n",
1439 " n_topics=None, perp_tol=0.1, random_state=42,\n",
1440 " topic_word_prior=None, total_samples=1000000.0, verbose=1)"
1441 ]
1442 },
1443 "execution_count": 37,
1444 "metadata": {},
1445 "output_type": "execute_result"
1446 }
1447 ],
1448 "source": [
1449 "lda_opt = LatentDirichletAllocation(n_components=5, \n",
1450 " n_jobs=-1, \n",
1451 " max_iter=500,\n",
1452 " learning_method='batch', \n",
1453 " evaluate_every=5,\n",
1454 " verbose=1, \n",
1455 " random_state=42)\n",
1456 "lda_opt.fit(train_dtm)"
1457 ]
1458 },
1459 {
1460 "cell_type": "code",
1461 "execution_count": 38,
1462 "metadata": {
1463 "ExecuteTime": {
1464 "end_time": "2018-11-30T19:50:04.241750Z",
1465 "start_time": "2018-11-30T19:50:04.238382Z"
1466 },
1467 "slideshow": {
1468 "slide_type": "skip"
1469 }
1470 },
1471 "outputs": [
1472 {
1473 "data": {
1474 "text/plain": [
1475 "['results/bbc/lda_opt.pkl']"
1476 ]
1477 },
1478 "execution_count": 38,
1479 "metadata": {},
1480 "output_type": "execute_result"
1481 }
1482 ],
1483 "source": [
1484 "joblib.dump(lda_opt, model_path / 'lda_opt.pkl')"
1485 ]
1486 },
1487 {
1488 "cell_type": "code",
1489 "execution_count": 39,
1490 "metadata": {
1491 "ExecuteTime": {
1492 "end_time": "2018-11-30T19:50:04.258733Z",
1493 "start_time": "2018-11-30T19:50:04.242733Z"
1494 },
1495 "slideshow": {
1496 "slide_type": "skip"
1497 }
1498 },
1499 "outputs": [],
1500 "source": [
1501 "lda_opt = joblib.load(model_path / 'lda_opt.pkl')"
1502 ]
1503 },
1504 {
1505 "cell_type": "code",
1506 "execution_count": 40,
1507 "metadata": {
1508 "ExecuteTime": {
1509 "end_time": "2018-11-30T19:50:04.307285Z",
1510 "start_time": "2018-11-30T19:50:04.259746Z"
1511 },
1512 "slideshow": {
1513 "slide_type": "slide"
1514 }
1515 },
1516 "outputs": [],
1517 "source": [
1518 "train_opt_eval = pd.DataFrame(data=lda_opt.transform(train_dtm),\n",
1519 " columns=topic_labels,\n",
1520 " index=train_docs.topic)"
1521 ]
1522 },
1523 {
1524 "cell_type": "code",
1525 "execution_count": 41,
1526 "metadata": {
1527 "ExecuteTime": {
1528 "end_time": "2018-11-30T19:50:04.316209Z",
1529 "start_time": "2018-11-30T19:50:04.308180Z"
1530 },
1531 "slideshow": {
1532 "slide_type": "fragment"
1533 }
1534 },
1535 "outputs": [],
1536 "source": [
1537 "test_opt_eval = pd.DataFrame(data=lda_opt.transform(test_dtm),\n",
1538 " columns=topic_labels, \n",
1539 " index=test_docs.topic)"
1540 ]
1541 },
1542 {
1543 "cell_type": "markdown",
1544 "metadata": {
1545 "slideshow": {
1546 "slide_type": "slide"
1547 }
1548 },
1549 "source": [
1550 "### Compare Train & Test Topic Assignments "
1551 ]
1552 },
1553 {
1554 "cell_type": "code",
1555 "execution_count": 42,
1556 "metadata": {
1557 "ExecuteTime": {
1558 "end_time": "2018-11-30T19:50:04.650742Z",
1559 "start_time": "2018-11-30T19:50:04.317240Z"
1560 },
1561 "slideshow": {
1562 "slide_type": "fragment"
1563 }
1564 },
1565 "outputs": [
1566 {
1567 "data": {
1568 "image/png": 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\n",
1569 "text/plain": [
1570 "<Figure size 1008x626.4 with 4 Axes>"
1571 ]
1572 },
1573 "metadata": {},
1574 "output_type": "display_data"
1575 }
1576 ],
1577 "source": [
1578 "fig, axes = plt.subplots(ncols=2)\n",
1579 "source = ['Train', 'Test']\n",
1580 "for i, df in enumerate([train_opt_eval, test_opt_eval]):\n",
1581 " df = df.groupby(level='topic').idxmax(\n",
1582 " axis=1).reset_index(-1, drop=True)\n",
1583 " sns.heatmap(df.groupby(level='topic').value_counts(normalize=True)\n",
1584 " .unstack(-1), annot=True, fmt='.1%', cmap='Blues', square=True, ax=axes[i])\n",
1585 " axes[i].set_title('{} Data: Topic Assignments'.format(source[i]));"
1586 ]
1587 },
1588 {
1589 "cell_type": "markdown",
1590 "metadata": {
1591 "slideshow": {
1592 "slide_type": "slide"
1593 }
1594 },
1595 "source": [
1596 "### Explore misclassified articles "
1597 ]
1598 },
1599 {
1600 "cell_type": "code",
1601 "execution_count": 43,
1602 "metadata": {
1603 "ExecuteTime": {
1604 "end_time": "2018-11-30T19:50:04.665773Z",
1605 "start_time": "2018-11-30T19:50:04.652016Z"
1606 },
1607 "slideshow": {
1608 "slide_type": "fragment"
1609 }
1610 },
1611 "outputs": [
1612 {
1613 "data": {
1614 "text/html": [
1615 "<div>\n",
1616 "<style scoped>\n",
1617 " .dataframe tbody tr th:only-of-type {\n",
1618 " vertical-align: middle;\n",
1619 " }\n",
1620 "\n",
1621 " .dataframe tbody tr th {\n",
1622 " vertical-align: top;\n",
1623 " }\n",
1624 "\n",
1625 " .dataframe thead th {\n",
1626 " text-align: right;\n",
1627 " }\n",
1628 "</style>\n",
1629 "<table border=\"1\" class=\"dataframe\">\n",
1630 " <thead>\n",
1631 " <tr style=\"text-align: right;\">\n",
1632 " <th></th>\n",
1633 " <th>topic</th>\n",
1634 " <th>predicted</th>\n",
1635 " <th>heading</th>\n",
1636 " <th>article</th>\n",
1637 " </tr>\n",
1638 " </thead>\n",
1639 " <tbody>\n",
1640 " <tr>\n",
1641 " <th>0</th>\n",
1642 " <td>Business</td>\n",
1643 " <td>Topic 1</td>\n",
1644 " <td>Brits return Keane to number one</td>\n",
1645 " <td>Brits success has helped return Keane's award...</td>\n",
1646 " </tr>\n",
1647 " <tr>\n",
1648 " <th>1</th>\n",
1649 " <td>Business</td>\n",
1650 " <td>Topic 1</td>\n",
1651 " <td>Anti-spam screensaver scrapped</td>\n",
1652 " <td>A contentious campaign to bump up the bandwid...</td>\n",
1653 " </tr>\n",
1654 " <tr>\n",
1655 " <th>2</th>\n",
1656 " <td>Business</td>\n",
1657 " <td>Topic 1</td>\n",
1658 " <td>The Force is strong in Battlefront</td>\n",
1659 " <td>The warm reception that has greeted Star Wars...</td>\n",
1660 " </tr>\n",
1661 " <tr>\n",
1662 " <th>3</th>\n",
1663 " <td>Business</td>\n",
1664 " <td>Topic 1</td>\n",
1665 " <td>Rover deal 'may cost 2,000 jobs'</td>\n",
1666 " <td>Some 2,000 jobs at MG Rover's Midlands plant ...</td>\n",
1667 " </tr>\n",
1668 " <tr>\n",
1669 " <th>4</th>\n",
1670 " <td>Business</td>\n",
1671 " <td>Topic 1</td>\n",
1672 " <td>Sculthorpe wants Lions captaincy</td>\n",
1673 " <td>Paul Sculthorpe has admitted he would love to...</td>\n",
1674 " </tr>\n",
1675 " </tbody>\n",
1676 "</table>\n",
1677 "</div>"
1678 ],
1679 "text/plain": [
1680 " topic predicted heading \\\n",
1681 "0 Business Topic 1 Brits return Keane to number one \n",
1682 "1 Business Topic 1 Anti-spam screensaver scrapped \n",
1683 "2 Business Topic 1 The Force is strong in Battlefront \n",
1684 "3 Business Topic 1 Rover deal 'may cost 2,000 jobs' \n",
1685 "4 Business Topic 1 Sculthorpe wants Lions captaincy \n",
1686 "\n",
1687 " article \n",
1688 "0 Brits success has helped return Keane's award... \n",
1689 "1 A contentious campaign to bump up the bandwid... \n",
1690 "2 The warm reception that has greeted Star Wars... \n",
1691 "3 Some 2,000 jobs at MG Rover's Midlands plant ... \n",
1692 "4 Paul Sculthorpe has admitted he would love to... "
1693 ]
1694 },
1695 "execution_count": 43,
1696 "metadata": {},
1697 "output_type": "execute_result"
1698 }
1699 ],
1700 "source": [
1701 "test_assignments = test_opt_eval.groupby(level='topic').idxmax(axis=1)\n",
1702 "test_assignments = test_assignments.reset_index(-1, drop=True).to_frame('predicted').reset_index()\n",
1703 "test_assignments['heading'] = test_docs.heading.values\n",
1704 "test_assignments['article'] = test_docs.article.values\n",
1705 "test_assignments.head()"
1706 ]
1707 },
1708 {
1709 "cell_type": "code",
1710 "execution_count": 44,
1711 "metadata": {
1712 "ExecuteTime": {
1713 "end_time": "2018-11-30T19:50:04.674799Z",
1714 "start_time": "2018-11-30T19:50:04.667325Z"
1715 },
1716 "slideshow": {
1717 "slide_type": "slide"
1718 }
1719 },
1720 "outputs": [
1721 {
1722 "data": {
1723 "text/plain": [
1724 "Series([], Name: heading, dtype: object)"
1725 ]
1726 },
1727 "execution_count": 44,
1728 "metadata": {},
1729 "output_type": "execute_result"
1730 }
1731 ],
1732 "source": [
1733 "misclassified = test_assignments[(test_assignments.topic == 'business') & (\n",
1734 " test_assignments.predicted == 'Topic 3')]\n",
1735 "misclassified.heading"
1736 ]
1737 },
1738 {
1739 "cell_type": "code",
1740 "execution_count": 45,
1741 "metadata": {
1742 "ExecuteTime": {
1743 "end_time": "2018-11-30T19:50:04.682670Z",
1744 "start_time": "2018-11-30T19:50:04.675798Z"
1745 },
1746 "slideshow": {
1747 "slide_type": "fragment"
1748 }
1749 },
1750 "outputs": [
1751 {
1752 "data": {
1753 "text/plain": [
1754 "[]"
1755 ]
1756 },
1757 "execution_count": 45,
1758 "metadata": {},
1759 "output_type": "execute_result"
1760 }
1761 ],
1762 "source": [
1763 "misclassified.article.tolist()"
1764 ]
1765 },
1766 {
1767 "cell_type": "markdown",
1768 "metadata": {
1769 "slideshow": {
1770 "slide_type": "slide"
1771 }
1772 },
1773 "source": [
1774 "### PyLDAVis\n",
1775 "\n",
1776 "LDAvis helps you interpret LDA results by answer 3 questions:\n",
1777 "\n",
1778 "1. What is the meaning of each topic?\n",
1779 "2. How prevalent is each topic?\n",
1780 "3. How do topics relate to each other?"
1781 ]
1782 },
1783 {
1784 "cell_type": "markdown",
1785 "metadata": {},
1786 "source": [
1787 "Topic visualization facilitates the evaluation of topic quality using human judgment. pyLDAvis is a python port of LDAvis, developed in R and D3.js. We will introduce the key concepts; each LDA implementation notebook contains examples.\n",
1788 "\n",
1789 "pyLDAvis displays the global relationships among topics while also facilitating their semantic evaluation by inspecting the terms most closely associated with each individual topic and, inversely, the topics associated with each term. It also addresses the challenge that terms that are frequent in a corpus tend to dominate the multinomial distribution over words that define a topic. LDAVis introduces the relevance r of term w to topic t to produce a flexible ranking of key terms using a weight parameter 0<=ƛ<=1. \n",
1790 "\n",
1791 "With $\\phi_{wt}$ as the model’s probability estimate of observing the term w for topic t, and as the marginal probability of w in the corpus:\n",
1792 "$$r(w, k | \\lambda) = \\lambda \\log(\\phi_{kw}) + (1 − \\lambda) \\log \\frac{\\phi_{kw}}{p_w}$$\n",
1793 "\n",
1794 "The first term measures the degree of association of term t with topic w, and the second term measures the lift or saliency, i.e., how much more likely the term is for the topic than in the corpus. \n",
1795 "\n",
1796 "The tool allows the user to interactively change ƛ to adjust the relevance, which updates the ranking of terms. User studies have found that ƛ=0.6 produces the most plausible results. "
1797 ]
1798 },
1799 {
1800 "cell_type": "markdown",
1801 "metadata": {
1802 "slideshow": {
1803 "slide_type": "slide"
1804 }
1805 },
1806 "source": [
1807 "#### Refit using all data"
1808 ]
1809 },
1810 {
1811 "cell_type": "code",
1812 "execution_count": 46,
1813 "metadata": {
1814 "ExecuteTime": {
1815 "end_time": "2018-11-30T19:50:05.065336Z",
1816 "start_time": "2018-11-30T19:50:04.683655Z"
1817 },
1818 "slideshow": {
1819 "slide_type": "fragment"
1820 }
1821 },
1822 "outputs": [],
1823 "source": [
1824 "vectorizer = CountVectorizer(max_df=.5, \n",
1825 " min_df=5,\n",
1826 " stop_words='english',\n",
1827 " max_features=2000)\n",
1828 "dtm = vectorizer.fit_transform(docs.article)"
1829 ]
1830 },
1831 {
1832 "cell_type": "code",
1833 "execution_count": 47,
1834 "metadata": {
1835 "ExecuteTime": {
1836 "end_time": "2018-11-30T19:50:44.424849Z",
1837 "start_time": "2018-11-30T19:50:05.066345Z"
1838 },
1839 "scrolled": false,
1840 "slideshow": {
1841 "slide_type": "fragment"
1842 }
1843 },
1844 "outputs": [
1845 {
1846 "name": "stdout",
1847 "output_type": "stream",
1848 "text": [
1849 "iteration: 1 of max_iter: 500\n",
1850 "iteration: 2 of max_iter: 500\n",
1851 "iteration: 3 of max_iter: 500\n",
1852 "iteration: 4 of max_iter: 500\n",
1853 "iteration: 5 of max_iter: 500\n",
1854 "iteration: 6 of max_iter: 500\n",
1855 "iteration: 7 of max_iter: 500\n",
1856 "iteration: 8 of max_iter: 500\n",
1857 "iteration: 9 of max_iter: 500\n",
1858 "iteration: 10 of max_iter: 500, perplexity: 1022.6552\n",
1859 "iteration: 11 of max_iter: 500\n",
1860 "iteration: 12 of max_iter: 500\n",
1861 "iteration: 13 of max_iter: 500\n",
1862 "iteration: 14 of max_iter: 500\n",
1863 "iteration: 15 of max_iter: 500\n",
1864 "iteration: 16 of max_iter: 500\n",
1865 "iteration: 17 of max_iter: 500\n",
1866 "iteration: 18 of max_iter: 500\n",
1867 "iteration: 19 of max_iter: 500\n",
1868 "iteration: 20 of max_iter: 500, perplexity: 1007.1868\n",
1869 "iteration: 21 of max_iter: 500\n",
1870 "iteration: 22 of max_iter: 500\n",
1871 "iteration: 23 of max_iter: 500\n",
1872 "iteration: 24 of max_iter: 500\n",
1873 "iteration: 25 of max_iter: 500\n",
1874 "iteration: 26 of max_iter: 500\n",
1875 "iteration: 27 of max_iter: 500\n",
1876 "iteration: 28 of max_iter: 500\n",
1877 "iteration: 29 of max_iter: 500\n",
1878 "iteration: 30 of max_iter: 500, perplexity: 1003.1695\n",
1879 "iteration: 31 of max_iter: 500\n",
1880 "iteration: 32 of max_iter: 500\n",
1881 "iteration: 33 of max_iter: 500\n",
1882 "iteration: 34 of max_iter: 500\n",
1883 "iteration: 35 of max_iter: 500\n",
1884 "iteration: 36 of max_iter: 500\n",
1885 "iteration: 37 of max_iter: 500\n",
1886 "iteration: 38 of max_iter: 500\n",
1887 "iteration: 39 of max_iter: 500\n",
1888 "iteration: 40 of max_iter: 500, perplexity: 997.6211\n",
1889 "iteration: 41 of max_iter: 500\n",
1890 "iteration: 42 of max_iter: 500\n",
1891 "iteration: 43 of max_iter: 500\n",
1892 "iteration: 44 of max_iter: 500\n",
1893 "iteration: 45 of max_iter: 500\n",
1894 "iteration: 46 of max_iter: 500\n",
1895 "iteration: 47 of max_iter: 500\n",
1896 "iteration: 48 of max_iter: 500\n",
1897 "iteration: 49 of max_iter: 500\n",
1898 "iteration: 50 of max_iter: 500, perplexity: 996.7851\n",
1899 "iteration: 51 of max_iter: 500\n",
1900 "iteration: 52 of max_iter: 500\n",
1901 "iteration: 53 of max_iter: 500\n",
1902 "iteration: 54 of max_iter: 500\n",
1903 "iteration: 55 of max_iter: 500\n",
1904 "iteration: 56 of max_iter: 500\n",
1905 "iteration: 57 of max_iter: 500\n",
1906 "iteration: 58 of max_iter: 500\n",
1907 "iteration: 59 of max_iter: 500\n",
1908 "iteration: 60 of max_iter: 500, perplexity: 995.8875\n",
1909 "iteration: 61 of max_iter: 500\n",
1910 "iteration: 62 of max_iter: 500\n",
1911 "iteration: 63 of max_iter: 500\n",
1912 "iteration: 64 of max_iter: 500\n",
1913 "iteration: 65 of max_iter: 500\n",
1914 "iteration: 66 of max_iter: 500\n",
1915 "iteration: 67 of max_iter: 500\n",
1916 "iteration: 68 of max_iter: 500\n",
1917 "iteration: 69 of max_iter: 500\n",
1918 "iteration: 70 of max_iter: 500, perplexity: 995.6225\n",
1919 "iteration: 71 of max_iter: 500\n",
1920 "iteration: 72 of max_iter: 500\n",
1921 "iteration: 73 of max_iter: 500\n",
1922 "iteration: 74 of max_iter: 500\n",
1923 "iteration: 75 of max_iter: 500\n",
1924 "iteration: 76 of max_iter: 500\n",
1925 "iteration: 77 of max_iter: 500\n",
1926 "iteration: 78 of max_iter: 500\n",
1927 "iteration: 79 of max_iter: 500\n",
1928 "iteration: 80 of max_iter: 500, perplexity: 995.5889\n"
1929 ]
1930 },
1931 {
1932 "data": {
1933 "text/plain": [
1934 "LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
1935 " evaluate_every=10, learning_decay=0.7,\n",
1936 " learning_method='batch', learning_offset=10.0,\n",
1937 " max_doc_update_iter=100, max_iter=500, mean_change_tol=0.001,\n",
1938 " n_components=5, n_jobs=None, n_topics=None, perp_tol=0.1,\n",
1939 " random_state=42, topic_word_prior=None,\n",
1940 " total_samples=1000000.0, verbose=1)"
1941 ]
1942 },
1943 "execution_count": 47,
1944 "metadata": {},
1945 "output_type": "execute_result"
1946 }
1947 ],
1948 "source": [
1949 "lda_all = LatentDirichletAllocation(n_components=5,\n",
1950 " max_iter=500,\n",
1951 " learning_method='batch',\n",
1952 " evaluate_every=10,\n",
1953 " random_state=42,\n",
1954 " verbose=1)\n",
1955 "lda_all.fit(dtm)"
1956 ]
1957 },
1958 {
1959 "cell_type": "code",
1960 "execution_count": 48,
1961 "metadata": {
1962 "ExecuteTime": {
1963 "end_time": "2018-11-30T19:50:44.429369Z",
1964 "start_time": "2018-11-30T19:50:44.426160Z"
1965 },
1966 "slideshow": {
1967 "slide_type": "skip"
1968 }
1969 },
1970 "outputs": [
1971 {
1972 "data": {
1973 "text/plain": [
1974 "['results/bbc/lda_all.pkl']"
1975 ]
1976 },
1977 "execution_count": 48,
1978 "metadata": {},
1979 "output_type": "execute_result"
1980 }
1981 ],
1982 "source": [
1983 "joblib.dump(lda_all, model_path /'lda_all.pkl')"
1984 ]
1985 },
1986 {
1987 "cell_type": "code",
1988 "execution_count": 49,
1989 "metadata": {
1990 "ExecuteTime": {
1991 "end_time": "2018-11-30T19:50:44.441265Z",
1992 "start_time": "2018-11-30T19:50:44.430445Z"
1993 },
1994 "slideshow": {
1995 "slide_type": "skip"
1996 }
1997 },
1998 "outputs": [],
1999 "source": [
2000 "lda_all = joblib.load(model_path / 'lda_all.pkl') "
2001 ]
2002 },
2003 {
2004 "cell_type": "markdown",
2005 "metadata": {
2006 "slideshow": {
2007 "slide_type": "slide"
2008 }
2009 },
2010 "source": [
2011 "#### Lambda\n",
2012 "\n",
2013 "- **$\\lambda$ = 0**: how probable is a word to appear in a topic - words are ranked on lift P(word | topic) / P(word)\n",
2014 "- **$\\lambda$ = 1**: how exclusive is a word to a topic - words are purely ranked on P(word | topic)\n",
2015 "\n",
2016 "The ranking formula is $\\lambda * P(\\text{word} \\vert \\text{topic}) + (1 - \\lambda) * \\text{lift}$\n",
2017 "\n",
2018 "User studies suggest $\\lambda = 0.6$ works for most people."
2019 ]
2020 },
2021 {
2022 "cell_type": "code",
2023 "execution_count": 50,
2024 "metadata": {
2025 "ExecuteTime": {
2026 "end_time": "2018-11-30T19:50:45.029278Z",
2027 "start_time": "2018-11-30T19:50:44.442353Z"
2028 },
2029 "slideshow": {
2030 "slide_type": "slide"
2031 }
2032 },
2033 "outputs": [
2034 {
2035 "data": {
2036 "text/html": [
2037 "\n",
2038 "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
2039 "\n",
2040 "\n",
2041 "<div id=\"ldavis_el148941401178767767766009981747\"></div>\n",
2042 "<script type=\"text/javascript\">\n",
2043 "\n",
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2045 "\n",
2046 "function LDAvis_load_lib(url, callback){\n",
2047 " var s = document.createElement('script');\n",
2048 " s.src = url;\n",
2049 " s.async = true;\n",
2050 " s.onreadystatechange = s.onload = callback;\n",
2051 " s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
2052 " document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
2053 "}\n",
2054 "\n",
2055 "if(typeof(LDAvis) !== \"undefined\"){\n",
2056 " // already loaded: just create the visualization\n",
2057 " !function(LDAvis){\n",
2058 " new LDAvis(\"#\" + \"ldavis_el148941401178767767766009981747\", ldavis_el148941401178767767766009981747_data);\n",
2059 " }(LDAvis);\n",
2060 "}else if(typeof define === \"function\" && define.amd){\n",
2061 " // require.js is available: use it to load d3/LDAvis\n",
2062 " require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
2063 " require([\"d3\"], function(d3){\n",
2064 " window.d3 = d3;\n",
2065 " LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
2066 " new LDAvis(\"#\" + \"ldavis_el148941401178767767766009981747\", ldavis_el148941401178767767766009981747_data);\n",
2067 " });\n",
2068 " });\n",
2069 "}else{\n",
2070 " // require.js not available: dynamically load d3 & LDAvis\n",
2071 " LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
2072 " LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
2073 " new LDAvis(\"#\" + \"ldavis_el148941401178767767766009981747\", ldavis_el148941401178767767766009981747_data);\n",
2074 " })\n",
2075 " });\n",
2076 "}\n",
2077 "</script>"
2078 ],
2079 "text/plain": [
2080 "PreparedData(topic_coordinates= x y topics cluster Freq\n",
2081 "topic \n",
2082 "2 0.07 0.08 1 1 25.51\n",
2083 "3 0.09 -0.10 2 1 21.82\n",
2084 "0 0.14 0.01 3 1 20.96\n",
2085 "4 -0.14 0.14 4 1 18.70\n",
2086 "1 -0.17 -0.13 5 1 13.01, topic_info= Category Freq Term Total loglift logprob\n",
2087 "1200 Default 2,987.00 mr 2,987.00 30.00 30.00\n",
2088 "724 Default 838.00 film 838.00 29.00 29.00\n",
2089 "230 Default 960.00 best 960.00 28.00 28.00\n",
2090 "1022 Default 770.00 labour 770.00 27.00 27.00\n",
2091 "780 Default 855.00 game 855.00 26.00 26.00\n",
2092 "817 Default 1,151.00 government 1,151.00 25.00 25.00\n",
2093 "1206 Default 810.00 music 810.00 24.00 24.00\n",
2094 "619 Default 630.00 election 630.00 23.00 23.00\n",
2095 "1305 Default 624.00 party 624.00 22.00 22.00\n",
2096 "1177 Default 521.00 mobile 521.00 21.00 21.00\n",
2097 "1788 Default 553.00 technology 553.00 20.00 20.00\n",
2098 "240 Default 551.00 blair 551.00 19.00 19.00\n",
2099 "631 Default 593.00 england 593.00 18.00 18.00\n",
2100 "1319 Default 2,030.00 people 2,030.00 17.00 17.00\n",
2101 "1129 Default 683.00 market 683.00 16.00 16.00\n",
2102 "1884 Default 406.00 users 406.00 15.00 15.00\n",
2103 "551 Default 404.00 digital 404.00 14.00 14.00\n",
2104 "195 Default 291.00 awards 291.00 13.00 13.00\n",
2105 "194 Default 280.00 award 280.00 12.00 12.00\n",
2106 "1658 Default 373.00 software 373.00 11.00 11.00\n",
2107 "205 Default 360.00 bank 360.00 10.00 10.00\n",
2108 "832 Default 443.00 growth 443.00 9.00 9.00\n",
2109 "1170 Default 552.00 minister 552.00 8.00 8.00\n",
2110 "1329 Default 373.00 phone 373.00 7.00 7.00\n",
2111 "1968 Default 589.00 won 589.00 6.00 6.00\n",
2112 "403 Default 678.00 company 678.00 5.00 5.00\n",
2113 "1346 Default 513.00 players 513.00 4.00 4.00\n",
2114 "1957 Default 580.00 win 580.00 3.00 3.00\n",
2115 "380 Default 364.00 club 364.00 2.00 2.00\n",
2116 "608 Default 421.00 economy 421.00 1.00 1.00\n",
2117 "... ... ... ... ... ... ...\n",
2118 "575 Topic5 56.72 doping 57.52 2.03 -6.48\n",
2119 "387 Topic5 130.06 comedy 131.91 2.03 -5.65\n",
2120 "724 Topic5 818.47 film 838.10 2.02 -3.81\n",
2121 "1661 Topic5 171.90 song 177.54 2.01 -5.38\n",
2122 "204 Topic5 211.33 band 223.18 1.99 -5.17\n",
2123 "1395 Topic5 148.73 prize 158.69 1.97 -5.52\n",
2124 "325 Topic5 102.17 ceremony 107.12 1.99 -5.90\n",
2125 "1705 Topic5 127.00 stars 137.86 1.96 -5.68\n",
2126 "1703 Topic5 249.12 star 292.57 1.88 -5.00\n",
2127 "230 Topic5 698.84 best 960.17 1.72 -3.97\n",
2128 "1456 Topic5 101.37 ray 108.11 1.98 -5.90\n",
2129 "725 Topic5 211.01 films 254.01 1.85 -5.17\n",
2130 "316 Topic5 95.88 category 102.16 1.98 -5.96\n",
2131 "1206 Topic5 404.05 music 810.44 1.34 -4.52\n",
2132 "1194 Topic5 127.67 movie 158.77 1.82 -5.67\n",
2133 "1968 Topic5 290.56 won 589.23 1.33 -4.85\n",
2134 "556 Topic5 230.87 director 426.78 1.43 -5.08\n",
2135 "266 Topic5 224.16 british 533.06 1.17 -5.11\n",
2136 "920 Topic5 182.56 including 404.97 1.24 -5.31\n",
2137 "1238 Topic5 228.73 number 748.61 0.85 -5.09\n",
2138 "1992 Topic5 232.24 years 991.66 0.59 -5.07\n",
2139 "1224 Topic5 285.88 new 1,896.89 0.15 -4.87\n",
2140 "1863 Topic5 176.87 tv 481.87 1.04 -5.35\n",
2141 "1866 Topic5 210.95 uk 1,047.95 0.44 -5.17\n",
2142 "216 Topic5 162.82 bbc 747.90 0.52 -5.43\n",
2143 "1081 Topic5 145.36 london 454.66 0.90 -5.54\n",
2144 "1816 Topic5 158.76 time 1,303.51 -0.07 -5.45\n",
2145 "1607 Topic5 136.04 series 252.07 1.42 -5.61\n",
2146 "1977 Topic5 147.68 world 1,173.24 -0.03 -5.53\n",
2147 "1165 Topic5 135.86 million 574.09 0.60 -5.61\n",
2148 "\n",
2149 "[353 rows x 6 columns], token_table= Topic Freq Term\n",
2150 "term \n",
2151 "0 1 0.27 000\n",
2152 "0 2 0.22 000\n",
2153 "0 3 0.38 000\n",
2154 "0 4 0.01 000\n",
2155 "0 5 0.12 000\n",
2156 "26 1 0.04 2004\n",
2157 "26 2 0.17 2004\n",
2158 "26 3 0.58 2004\n",
2159 "26 4 0.05 2004\n",
2160 "26 5 0.17 2004\n",
2161 "27 1 0.03 2005\n",
2162 "27 2 0.28 2005\n",
2163 "27 3 0.53 2005\n",
2164 "27 4 0.08 2005\n",
2165 "27 5 0.08 2005\n",
2166 "47 3 0.99 3bn\n",
2167 "55 2 0.03 5bn\n",
2168 "55 3 0.96 5bn\n",
2169 "65 3 0.99 8bn\n",
2170 "85 5 1.00 actor\n",
2171 "87 5 1.00 actress\n",
2172 "117 2 0.01 airline\n",
2173 "117 3 0.97 airline\n",
2174 "118 3 0.99 airlines\n",
2175 "120 5 1.00 album\n",
2176 "134 2 0.20 analysts\n",
2177 "134 3 0.80 analysts\n",
2178 "137 5 0.99 angeles\n",
2179 "148 2 0.99 apple\n",
2180 "158 4 1.00 arsenal\n",
2181 "... ... ... ...\n",
2182 "1935 2 0.99 web\n",
2183 "1937 2 1.00 websites\n",
2184 "1955 4 0.83 williams\n",
2185 "1955 5 0.17 williams\n",
2186 "1957 1 0.09 win\n",
2187 "1957 2 0.02 win\n",
2188 "1957 3 0.01 win\n",
2189 "1957 4 0.73 win\n",
2190 "1957 5 0.15 win\n",
2191 "1958 2 1.00 windows\n",
2192 "1965 2 1.00 wireless\n",
2193 "1968 1 0.06 won\n",
2194 "1968 2 0.02 won\n",
2195 "1968 3 0.04 won\n",
2196 "1968 4 0.38 won\n",
2197 "1968 5 0.49 won\n",
2198 "1977 1 0.07 world\n",
2199 "1977 2 0.19 world\n",
2200 "1977 3 0.26 world\n",
2201 "1977 4 0.36 world\n",
2202 "1977 5 0.13 world\n",
2203 "1978 3 0.99 worldcom\n",
2204 "1992 1 0.19 years\n",
2205 "1992 2 0.12 years\n",
2206 "1992 3 0.27 years\n",
2207 "1992 4 0.19 years\n",
2208 "1992 5 0.23 years\n",
2209 "1997 3 0.99 yugansk\n",
2210 "1998 3 1.00 yukos\n",
2211 "1999 4 0.99 zealand\n",
2212 "\n",
2213 "[671 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[3, 4, 1, 5, 2])"
2214 ]
2215 },
2216 "execution_count": 50,
2217 "metadata": {},
2218 "output_type": "execute_result"
2219 }
2220 ],
2221 "source": [
2222 "prepare(lda_all, dtm, vectorizer)"
2223 ]
2224 },
2225 {
2226 "cell_type": "markdown",
2227 "metadata": {
2228 "slideshow": {
2229 "slide_type": "slide"
2230 }
2231 },
2232 "source": [
2233 "### Topics as WordClouds"
2234 ]
2235 },
2236 {
2237 "cell_type": "code",
2238 "execution_count": 51,
2239 "metadata": {
2240 "ExecuteTime": {
2241 "end_time": "2018-11-30T19:50:45.034261Z",
2242 "start_time": "2018-11-30T19:50:45.030443Z"
2243 },
2244 "slideshow": {
2245 "slide_type": "fragment"
2246 }
2247 },
2248 "outputs": [],
2249 "source": [
2250 "topics_prob = lda_all.components_ / lda_all.components_.sum(axis=1).reshape(-1, 1)\n",
2251 "topics = pd.DataFrame(topics_prob.T,\n",
2252 " index=vectorizer.get_feature_names(),\n",
2253 " columns=topic_labels)"
2254 ]
2255 },
2256 {
2257 "cell_type": "code",
2258 "execution_count": 52,
2259 "metadata": {
2260 "ExecuteTime": {
2261 "end_time": "2018-11-30T19:50:46.861925Z",
2262 "start_time": "2018-11-30T19:50:45.035410Z"
2263 },
2264 "scrolled": false,
2265 "slideshow": {
2266 "slide_type": "slide"
2267 }
2268 },
2269 "outputs": [
2270 {
2271 "data": {
2272 "image/png": 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\n",
2273 "text/plain": [
2274 "<Figure size 1080x2160 with 5 Axes>"
2275 ]
2276 },
2277 "metadata": {},
2278 "output_type": "display_data"
2279 }
2280 ],
2281 "source": [
2282 "w = WordCloud()\n",
2283 "fig, axes = plt.subplots(nrows=5, figsize=(15, 30))\n",
2284 "axes = axes.flatten()\n",
2285 "for t, (topic, freq) in enumerate(topics.items()):\n",
2286 " w.generate_from_frequencies(freq.to_dict())\n",
2287 " axes[t].imshow(w, interpolation='bilinear')\n",
2288 " axes[t].set_title(topic, fontsize=18)\n",
2289 " axes[t].axis('off')"
2290 ]
2291 },
2292 {
2293 "cell_type": "markdown",
2294 "metadata": {
2295 "slideshow": {
2296 "slide_type": "slide"
2297 }
2298 },
2299 "source": [
2300 "### Visualize topic-word assocations per document"
2301 ]
2302 },
2303 {
2304 "cell_type": "code",
2305 "execution_count": 53,
2306 "metadata": {
2307 "ExecuteTime": {
2308 "end_time": "2018-11-30T19:50:47.232499Z",
2309 "start_time": "2018-11-30T19:50:46.863080Z"
2310 },
2311 "slideshow": {
2312 "slide_type": "fragment"
2313 }
2314 },
2315 "outputs": [],
2316 "source": [
2317 "dtm_ = pd.DataFrame(data=lda_all.transform(dtm),\n",
2318 " columns=topic_labels,\n",
2319 " index=docs.topic)"
2320 ]
2321 },
2322 {
2323 "cell_type": "code",
2324 "execution_count": 54,
2325 "metadata": {
2326 "ExecuteTime": {
2327 "end_time": "2018-11-30T19:50:47.235706Z",
2328 "start_time": "2018-11-30T19:50:47.233574Z"
2329 },
2330 "slideshow": {
2331 "slide_type": "skip"
2332 }
2333 },
2334 "outputs": [],
2335 "source": [
2336 "color_dict = OrderedDict()\n",
2337 "color_dict['Topic 1'] = {'color': 'white', 'on_color': 'on_blue'}\n",
2338 "color_dict['Topic 2'] = {'color': 'white', 'on_color': 'on_green'}\n",
2339 "color_dict['Topic 3'] = {'color': 'white', 'on_color': 'on_red'}\n",
2340 "color_dict['Topic 4'] = {'color': 'white', 'on_color': 'on_magenta'}\n",
2341 "color_dict['Topic 5'] = {'color': 'blue', 'on_color': 'on_yellow'}"
2342 ]
2343 },
2344 {
2345 "cell_type": "code",
2346 "execution_count": 55,
2347 "metadata": {
2348 "ExecuteTime": {
2349 "end_time": "2018-11-30T19:50:47.254133Z",
2350 "start_time": "2018-11-30T19:50:47.236833Z"
2351 },
2352 "slideshow": {
2353 "slide_type": "fragment"
2354 }
2355 },
2356 "outputs": [
2357 {
2358 "data": {
2359 "text/html": [
2360 "<div>\n",
2361 "<style scoped>\n",
2362 " .dataframe tbody tr th:only-of-type {\n",
2363 " vertical-align: middle;\n",
2364 " }\n",
2365 "\n",
2366 " .dataframe tbody tr th {\n",
2367 " vertical-align: top;\n",
2368 " }\n",
2369 "\n",
2370 " .dataframe thead th {\n",
2371 " text-align: right;\n",
2372 " }\n",
2373 "</style>\n",
2374 "<table border=\"1\" class=\"dataframe\">\n",
2375 " <thead>\n",
2376 " <tr style=\"text-align: right;\">\n",
2377 " <th></th>\n",
2378 " <th>Topic 1</th>\n",
2379 " <th>Topic 2</th>\n",
2380 " <th>Topic 3</th>\n",
2381 " <th>Topic 4</th>\n",
2382 " <th>Topic 5</th>\n",
2383 " <th>article</th>\n",
2384 " <th>heading</th>\n",
2385 " </tr>\n",
2386 " <tr>\n",
2387 " <th>topic</th>\n",
2388 " <th></th>\n",
2389 " <th></th>\n",
2390 " <th></th>\n",
2391 " <th></th>\n",
2392 " <th></th>\n",
2393 " <th></th>\n",
2394 " <th></th>\n",
2395 " </tr>\n",
2396 " </thead>\n",
2397 " <tbody>\n",
2398 " <tr>\n",
2399 " <th>Entertainment</th>\n",
2400 " <td>0.14</td>\n",
2401 " <td>0.28</td>\n",
2402 " <td>0.23</td>\n",
2403 " <td>0.23</td>\n",
2404 " <td>0.11</td>\n",
2405 " <td>Women in the UK film industry earn less than ...</td>\n",
2406 " <td>Women in film 'are earning less'</td>\n",
2407 " </tr>\n",
2408 " </tbody>\n",
2409 "</table>\n",
2410 "</div>"
2411 ],
2412 "text/plain": [
2413 " Topic 1 Topic 2 Topic 3 Topic 4 Topic 5 \\\n",
2414 "topic \n",
2415 "Entertainment 0.14 0.28 0.23 0.23 0.11 \n",
2416 "\n",
2417 " article \\\n",
2418 "topic \n",
2419 "Entertainment Women in the UK film industry earn less than ... \n",
2420 "\n",
2421 " heading \n",
2422 "topic \n",
2423 "Entertainment Women in film 'are earning less' "
2424 ]
2425 },
2426 "execution_count": 55,
2427 "metadata": {},
2428 "output_type": "execute_result"
2429 }
2430 ],
2431 "source": [
2432 "dtm_['article'] = docs.article.values\n",
2433 "dtm_['heading'] = docs.heading.values\n",
2434 "sample = dtm_[dtm_[topic_labels].gt(.1).all(1)]\n",
2435 "sample"
2436 ]
2437 },
2438 {
2439 "cell_type": "code",
2440 "execution_count": 57,
2441 "metadata": {
2442 "ExecuteTime": {
2443 "end_time": "2018-11-30T19:50:47.257934Z",
2444 "start_time": "2018-11-30T19:50:47.255213Z"
2445 },
2446 "slideshow": {
2447 "slide_type": "slide"
2448 }
2449 },
2450 "outputs": [
2451 {
2452 "name": "stdout",
2453 "output_type": "stream",
2454 "text": [
2455 "\u001b[44m\u001b[37mTopic 1\u001b[0m \u001b[42m\u001b[37mTopic 2\u001b[0m \u001b[41m\u001b[37mTopic 3\u001b[0m \u001b[45m\u001b[37mTopic 4\u001b[0m \u001b[43m\u001b[34mTopic 5\u001b[0m\n",
2456 "\n",
2457 " Women in film 'are earning less' \n",
2458 "\n",
2459 "\u001b[41m\u001b[37mWomen\u001b[0m in the \u001b[42m\u001b[37mUK\u001b[0m \u001b[42m\u001b[37mfilm\u001b[0m \u001b[45m\u001b[37mindustry\u001b[0m earn less than their male counterparts \u001b[44m\u001b[37mdespite\u001b[0m being \u001b[43m\u001b[34mbetter\u001b[0m qualified, \u001b[45m\u001b[37maccording\u001b[0m to a \u001b[45m\u001b[37mstudy\u001b[0m \u001b[42m\u001b[37mreleased\u001b[0m on Wednesday. Only 16% of \u001b[41m\u001b[37mwomen\u001b[0m earn more than £50,000, \u001b[44m\u001b[37mcompared\u001b[0m with 30% of men. \u001b[41m\u001b[37mWomen\u001b[0m \u001b[45m\u001b[37mmake\u001b[0m up a third of the workforce. The \u001b[45m\u001b[37mresearch\u001b[0m was \u001b[41m\u001b[37mcarried\u001b[0m out jointly by the \u001b[42m\u001b[37mUK\u001b[0m \u001b[42m\u001b[37mFilm\u001b[0m \u001b[41m\u001b[37mCouncil\u001b[0m and \u001b[45m\u001b[37mindustry\u001b[0m \u001b[43m\u001b[34mtraining\u001b[0m \u001b[42m\u001b[37mbody\u001b[0m Skillset. It also found that \u001b[41m\u001b[37mwomen\u001b[0m in the \u001b[45m\u001b[37mindustry\u001b[0m were less \u001b[44m\u001b[37mlikely\u001b[0m than \u001b[41m\u001b[37mmen\u001b[0m to be married or have dependant children. The study, which \u001b[41m\u001b[37mclaims\u001b[0m to be the most in-depth so \u001b[43m\u001b[34mfar\u001b[0m conducted, found 60% of \u001b[41m\u001b[37mwomen\u001b[0m in the \u001b[42m\u001b[37mfilm\u001b[0m \u001b[45m\u001b[37mindustry\u001b[0m \u001b[45m\u001b[37mhold\u001b[0m degrees, \u001b[44m\u001b[37mcompared\u001b[0m with 39% of men. Whilst 17% of \u001b[41m\u001b[37mmen\u001b[0m in the \u001b[45m\u001b[37mindustry\u001b[0m had no qualifications, this was \u001b[42m\u001b[37mtrue\u001b[0m for only five per cent of women. In the \u001b[44m\u001b[37mlower\u001b[0m salary bracket, 35% of \u001b[41m\u001b[37mwomen\u001b[0m earn less than £20,000 a year, \u001b[44m\u001b[37mcompared\u001b[0m to only 18% of men. The \u001b[45m\u001b[37mresearch\u001b[0m found very few \u001b[41m\u001b[37mwomen\u001b[0m \u001b[42m\u001b[37mworked\u001b[0m in the camera, sound, electrical and construction departments, but they made up a \u001b[41m\u001b[37mmajority\u001b[0m of those \u001b[41m\u001b[37mworking\u001b[0m in make-up and hairdressing. \u001b[42m\u001b[37mUK\u001b[0m \u001b[42m\u001b[37mFilm\u001b[0m \u001b[41m\u001b[37mCouncil\u001b[0m \u001b[44m\u001b[37mchief\u001b[0m \u001b[44m\u001b[37mexecutive\u001b[0m \u001b[42m\u001b[37mJohn\u001b[0m \u001b[43m\u001b[34mWoodward\u001b[0m said: \"Whilst the \u001b[42m\u001b[37mUK\u001b[0m has benefited \u001b[45m\u001b[37mhugely\u001b[0m from its highly-qualified \u001b[42m\u001b[37mfilm\u001b[0m \u001b[44m\u001b[37mproduction\u001b[0m workforce there are still many barriers \u001b[44m\u001b[37mfacing\u001b[0m \u001b[45m\u001b[37mpeople\u001b[0m who \u001b[43m\u001b[34mwant\u001b[0m to get in and \u001b[43m\u001b[34mstay\u001b[0m in the industry.\" \"Developing the \u001b[42m\u001b[37mfilm\u001b[0m \u001b[44m\u001b[37mproduction\u001b[0m workforce must be underpinned with a commitment to diversity as well as training.\" The workforce is largely focused around London, with 78% in the \u001b[45m\u001b[37mindustry\u001b[0m \u001b[45m\u001b[37mbased\u001b[0m in the \u001b[44m\u001b[37mcapital\u001b[0m and the \u001b[44m\u001b[37msouth\u001b[0m \u001b[41m\u001b[37meast\u001b[0m of England. The \u001b[45m\u001b[37mindustry\u001b[0m depends heavily on \u001b[45m\u001b[37mword\u001b[0m of mouth, with 81% being recruited in that way. In total, only five percent of the workforce is made up of ethnic minorities, although in \u001b[42m\u001b[37mLondon\u001b[0m the \u001b[44m\u001b[37mfigure\u001b[0m \u001b[44m\u001b[37mrises\u001b[0m to 24%. The necessity of completing unpaid \u001b[45m\u001b[37mwork\u001b[0m \u001b[43m\u001b[34mexperience\u001b[0m to get into the workforce has also \u001b[43m\u001b[34mshot\u001b[0m up, from 5% before the 1980s, to 45% after 2000.\n"
2460 ]
2461 }
2462 ],
2463 "source": [
2464 "colored_text = []\n",
2465 "for word in sample.iloc[0, 5].split():\n",
2466 " try:\n",
2467 " topic = topics.loc[word.strip().lower()].idxmax()\n",
2468 " colored_text.append(colored(word, **color_dict[topic]))\n",
2469 " except:\n",
2470 " colored_text.append(word)\n",
2471 "\n",
2472 "print(' '.join([colored(k, **v) for k, v in color_dict.items()]))\n",
2473 "print('\\n',sample.iloc[0, 6], '\\n')\n",
2474 "text = ' '.join(colored_text)\n",
2475 "print(text)"
2476 ]
2477 }
2478 ],
2479 "metadata": {
2480 "celltoolbar": "Slideshow",
2481 "hide_input": false,
2482 "kernelspec": {
2483 "display_name": "Python 3",
2484 "language": "python",
2485 "name": "python3"
2486 },
2487 "language_info": {
2488 "codemirror_mode": {
2489 "name": "ipython",
2490 "version": 3
2491 },
2492 "file_extension": ".py",
2493 "mimetype": "text/x-python",
2494 "name": "python",
2495 "nbconvert_exporter": "python",
2496 "pygments_lexer": "ipython3",
2497 "version": "3.6.8"
2498 },
2499 "name": "_merged",
2500 "toc": {
2501 "base_numbering": 1,
2502 "nav_menu": {},
2503 "number_sections": true,
2504 "sideBar": true,
2505 "skip_h1_title": false,
2506 "title_cell": "Table of Contents",
2507 "title_sidebar": "Contents",
2508 "toc_cell": false,
2509 "toc_position": {
2510 "height": "100px",
2511 "left": "85.9915px",
2512 "right": "1064px",
2513 "top": "66.3352px",
2514 "width": "301.562px"
2515 },
2516 "toc_section_display": true,
2517 "toc_window_display": true
2518 }
2519 },
2520 "nbformat": 4,
2521 "nbformat_minor": 2
2522 }