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Datasets:
do-me
/
Eurovoc_en

Tasks:
Feature Extraction
Modalities:
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Formats:
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Languages:
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Size:
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Commit
708a196
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Add model2vec embeddings & scripts

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Files changed (2) hide show
  1. CELLAR_EN_16_05_2024.parquet +2 -2
  2. index_eurovoc.ipynb +597 -0
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "74c255d685774394927b0aa2baddff72",
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+ "text/plain": [
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+ "Generating train split: 0 examples [00:00, ? examples/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ }
50
+ ],
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+ "source": [
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+ "from datasets import load_dataset\n",
53
+ "\n",
54
+ "ds = load_dataset(\"do-me/Eurovoc_en\")\n",
55
+ "df = ds[\"train\"].to_pandas()\n",
56
+ "df"
57
+ ]
58
+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div>\n",
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+ "<style scoped>\n",
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " vertical-align: middle;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
79
+ " }\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>title</th>\n",
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+ " <th>date</th>\n",
87
+ " <th>eurovoc_concepts</th>\n",
88
+ " <th>url</th>\n",
89
+ " <th>lang</th>\n",
90
+ " <th>formats</th>\n",
91
+ " <th>text</th>\n",
92
+ " <th>__index_level_0__</th>\n",
93
+ " </tr>\n",
94
+ " </thead>\n",
95
+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>0</th>\n",
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+ " <td>96/493/EC: Council Decision of 29 March 1996 c...</td>\n",
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+ " <td>1996-03-29</td>\n",
100
+ " <td>[UNO, forest conservation, international agree...</td>\n",
101
+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>eng</td>\n",
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+ " <td>[fmx4, html, pdfa1b, print, xhtml]</td>\n",
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+ " <td>L_1996208EN. 01000101. xml 17. 8. 1996    EN O...</td>\n",
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+ " <td>29</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>Proposal for a COUNCIL AND COMMISSION DECISION...</td>\n",
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+ " <td>1996-03-29</td>\n",
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+ " <td>[Ukraine, accession to the European Union, coo...</td>\n",
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+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>eng</td>\n",
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+ " <td>[pdf]</td>\n",
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+ " <td>COMMISSION OI l l ll I UKOIM AN COMMUNIMI S Br...</td>\n",
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+ " <td>48</td>\n",
117
+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>Proposal for a COUNCIL AND COMMISSION DECISION...</td>\n",
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+ " <td>1996-03-29</td>\n",
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+ " <td>[EU relations, Moldova, accession to the Europ...</td>\n",
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+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>[pdf]</td>\n",
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+ " <td>, * ir ; COMMISSION OF THE EUROPEAN COMMUNITIE...</td>\n",
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+ " <td>54</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
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+ " <td>Amended proposal for a COUNCIL REGULATION (EC)...</td>\n",
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+ " <td>1996-03-28</td>\n",
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+ " <td>[Antarctic Ocean, authorised catch, conservati...</td>\n",
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+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>[html, pdf, pdfa1b, print]</td>\n",
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+ " <td>COMMISSION OF THE bUROPEAN COMMUNITIES Brussel...</td>\n",
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+ " <td>73</td>\n",
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+ " <td>Proposal for a COUNCIL DIRECTIVE amending Dire...</td>\n",
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+ " <td>[asylum seeker, external border of the EU, imm...</td>\n",
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+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>eng</td>\n",
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+ " <td>[pdf, pdfx4, print]</td>\n",
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+ " <td>21945</td>\n",
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+ " <tr>\n",
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+ " <th>352009</th>\n",
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+ " <td>2023-12-02</td>\n",
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+ " <td>[aid to refugees, asylum seeker, external bord...</td>\n",
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+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
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+ " <td>eng</td>\n",
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+ " <td>[pdf]</td>\n",
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+ " <td>Do you need support? lleuaa EUROPEAN UNION AGE...</td>\n",
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+ " <td>21946</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
207
+ " <th>352010</th>\n",
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+ " <td>Do you fear for your safety in your country? :...</td>\n",
209
+ " <td>2023-12-02</td>\n",
210
+ " <td>[aid to refugees, asylum seeker, external bord...</td>\n",
211
+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
212
+ " <td>eng</td>\n",
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+ " <td>[pdf, pdfx4, print]</td>\n",
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+ " <td>Do you fear for your safety in your country? T...</td>\n",
215
+ " <td>21947</td>\n",
216
+ " </tr>\n",
217
+ " </tbody>\n",
218
+ "</table>\n",
219
+ "<p>352011 rows × 8 columns</p>\n",
220
+ "</div>"
221
+ ],
222
+ "text/plain": [
223
+ " title date \\\n",
224
+ "0 96/493/EC: Council Decision of 29 March 1996 c... 1996-03-29 \n",
225
+ "1 Proposal for a COUNCIL AND COMMISSION DECISION... 1996-03-29 \n",
226
+ "2 Proposal for a COUNCIL AND COMMISSION DECISION... 1996-03-29 \n",
227
+ "3 Amended proposal for a COUNCIL REGULATION (EC)... 1996-03-28 \n",
228
+ "4 Proposal for a COUNCIL DIRECTIVE amending Dire... 1996-03-27 \n",
229
+ "... ... ... \n",
230
+ "352006 Non-opposition to a notified concentration (Ca... 2023-12-04 \n",
231
+ "352007 REPORT - on the proposal for a regulation of t... 2023-12-04 \n",
232
+ "352008 Steps in the asylum procedure. 2023-12-02 \n",
233
+ "352009 Do you need support? : 2023-12-02 \n",
234
+ "352010 Do you fear for your safety in your country? :... 2023-12-02 \n",
235
+ "\n",
236
+ " eurovoc_concepts \\\n",
237
+ "0 [UNO, forest conservation, international agree... \n",
238
+ "1 [Ukraine, accession to the European Union, coo... \n",
239
+ "2 [EU relations, Moldova, accession to the Europ... \n",
240
+ "3 [Antarctic Ocean, authorised catch, conservati... \n",
241
+ "4 [case law (EU), gender equality, job access, p... \n",
242
+ "... ... \n",
243
+ "352006 [India, economic concentration, electric vehic... \n",
244
+ "352007 [EU statistics, European Statistical System, d... \n",
245
+ "352008 [asylum seeker, external border of the EU, imm... \n",
246
+ "352009 [aid to refugees, asylum seeker, external bord... \n",
247
+ "352010 [aid to refugees, asylum seeker, external bord... \n",
248
+ "\n",
249
+ " url lang \\\n",
250
+ "0 http://publications.europa.eu/resource/cellar/... eng \n",
251
+ "1 http://publications.europa.eu/resource/cellar/... eng \n",
252
+ "2 http://publications.europa.eu/resource/cellar/... eng \n",
253
+ "3 http://publications.europa.eu/resource/cellar/... eng \n",
254
+ "4 http://publications.europa.eu/resource/cellar/... eng \n",
255
+ "... ... ... \n",
256
+ "352006 http://publications.europa.eu/resource/cellar/... eng \n",
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+ "352007 http://publications.europa.eu/resource/cellar/... eng \n",
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+ "352008 http://publications.europa.eu/resource/cellar/... eng \n",
259
+ "352009 http://publications.europa.eu/resource/cellar/... eng \n",
260
+ "352010 http://publications.europa.eu/resource/cellar/... eng \n",
261
+ "\n",
262
+ " formats \\\n",
263
+ "0 [fmx4, html, pdfa1b, print, xhtml] \n",
264
+ "1 [pdf] \n",
265
+ "2 [pdf] \n",
266
+ "3 [html, pdf, pdfa1b, print] \n",
267
+ "4 [html, pdf, pdfa1b, print] \n",
268
+ "... ... \n",
269
+ "352006 [fmx4, pdfa2a, xhtml] \n",
270
+ "352007 [URI] \n",
271
+ "352008 [pdf, pdfx4, print] \n",
272
+ "352009 [pdf] \n",
273
+ "352010 [pdf, pdfx4, print] \n",
274
+ "\n",
275
+ " text __index_level_0__ \n",
276
+ "0 L_1996208EN. 01000101. xml 17. 8. 1996    EN O... 29 \n",
277
+ "1 COMMISSION OI l l ll I UKOIM AN COMMUNIMI S Br... 48 \n",
278
+ "2 , * ir ; COMMISSION OF THE EUROPEAN COMMUNITIE... 54 \n",
279
+ "3 COMMISSION OF THE bUROPEAN COMMUNITIES Brussel... 73 \n",
280
+ "4 COMMISSION OF THE EUROPEAN COMMUNITIES Brussel... 108 \n",
281
+ "... ... ... \n",
282
+ "352006 C_202301503EN. 000101. fmx. xml Official Journ... 21936 \n",
283
+ "352007 None 21940 \n",
284
+ "352008 Steps in the asylum procedure Arrival 1 Applyi... 21945 \n",
285
+ "352009 Do you need support? lleuaa EUROPEAN UNION AGE... 21946 \n",
286
+ "352010 Do you fear for your safety in your country? T... 21947 \n",
287
+ "\n",
288
+ "[352011 rows x 8 columns]"
289
+ ]
290
+ },
291
+ "execution_count": 4,
292
+ "metadata": {},
293
+ "output_type": "execute_result"
294
+ }
295
+ ],
296
+ "source": [
297
+ "df = ds[\"train\"].to_pandas()\n",
298
+ "df"
299
+ ]
300
+ },
301
+ {
302
+ "cell_type": "code",
303
+ "execution_count": 6,
304
+ "metadata": {},
305
+ "outputs": [],
306
+ "source": [
307
+ "from datasets import load_dataset\n",
308
+ "from model2vec import StaticModel\n",
309
+ "\n",
310
+ "model = StaticModel.from_pretrained(\"minishlab/M2V_base_output\")"
311
+ ]
312
+ },
313
+ {
314
+ "cell_type": "code",
315
+ "execution_count": 8,
316
+ "metadata": {},
317
+ "outputs": [],
318
+ "source": [
319
+ "df[\"text\"] = df[\"text\"].fillna(\"\")"
320
+ ]
321
+ },
322
+ {
323
+ "cell_type": "code",
324
+ "execution_count": 9,
325
+ "metadata": {},
326
+ "outputs": [
327
+ {
328
+ "name": "stdout",
329
+ "output_type": "stream",
330
+ "text": [
331
+ "CPU times: user 17min 49s, sys: 16.3 s, total: 18min 6s\n",
332
+ "Wall time: 1min 36s\n"
333
+ ]
334
+ }
335
+ ],
336
+ "source": [
337
+ "%%time \n",
338
+ "embeddings = model.encode(df.text)\n",
339
+ "df[\"embeddings\"] = embeddings.tolist()"
340
+ ]
341
+ },
342
+ {
343
+ "cell_type": "code",
344
+ "execution_count": 19,
345
+ "metadata": {},
346
+ "outputs": [],
347
+ "source": [
348
+ "del df[\"__index_level_0__\"]"
349
+ ]
350
+ },
351
+ {
352
+ "cell_type": "code",
353
+ "execution_count": 28,
354
+ "metadata": {},
355
+ "outputs": [],
356
+ "source": [
357
+ "del df[\"cos_sim\"]"
358
+ ]
359
+ },
360
+ {
361
+ "cell_type": "code",
362
+ "execution_count": 30,
363
+ "metadata": {},
364
+ "outputs": [],
365
+ "source": [
366
+ "df = df.sort_index()"
367
+ ]
368
+ },
369
+ {
370
+ "cell_type": "code",
371
+ "execution_count": 31,
372
+ "metadata": {},
373
+ "outputs": [],
374
+ "source": [
375
+ "df.to_parquet(\"CELLAR_EN_16_05_2024.parquet\")"
376
+ ]
377
+ },
378
+ {
379
+ "cell_type": "markdown",
380
+ "metadata": {},
381
+ "source": [
382
+ "## Test query"
383
+ ]
384
+ },
385
+ {
386
+ "cell_type": "code",
387
+ "execution_count": null,
388
+ "metadata": {},
389
+ "outputs": [],
390
+ "source": [
391
+ "from model2vec import StaticModel\n",
392
+ "\n",
393
+ "model = StaticModel.from_pretrained(\"minishlab/M2V_base_output\")"
394
+ ]
395
+ },
396
+ {
397
+ "cell_type": "code",
398
+ "execution_count": 24,
399
+ "metadata": {},
400
+ "outputs": [],
401
+ "source": [
402
+ "import numpy as np\n",
403
+ "from sklearn.metrics.pairwise import cosine_similarity \n",
404
+ "\n",
405
+ "query = \"social democracy\"\n",
406
+ "quer_emb = model.encode(query)\n",
407
+ "\n",
408
+ "embeddings_matrix = np.stack(df['embeddings'].to_numpy())\n",
409
+ "df[\"cos_sim\"] = cosine_similarity(embeddings_matrix, quer_emb.reshape(1, -1))[:, 0]\n",
410
+ "df = df.sort_values(\"cos_sim\", ascending=False)"
411
+ ]
412
+ },
413
+ {
414
+ "cell_type": "code",
415
+ "execution_count": 26,
416
+ "metadata": {},
417
+ "outputs": [
418
+ {
419
+ "data": {
420
+ "text/html": [
421
+ "<div>\n",
422
+ "<style scoped>\n",
423
+ " .dataframe tbody tr th:only-of-type {\n",
424
+ " vertical-align: middle;\n",
425
+ " }\n",
426
+ "\n",
427
+ " .dataframe tbody tr th {\n",
428
+ " vertical-align: top;\n",
429
+ " }\n",
430
+ "\n",
431
+ " .dataframe thead th {\n",
432
+ " text-align: right;\n",
433
+ " }\n",
434
+ "</style>\n",
435
+ "<table border=\"1\" class=\"dataframe\">\n",
436
+ " <thead>\n",
437
+ " <tr style=\"text-align: right;\">\n",
438
+ " <th></th>\n",
439
+ " <th>title</th>\n",
440
+ " <th>date</th>\n",
441
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+ " <th>295413</th>\n",
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+ " <td>10 trends shaping democracy in a volatile world.</td>\n",
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+ " <td>2019-11-21</td>\n",
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+ " <td>[pdf]</td>\n",
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+ " <td>31 October 2019 10 TRENDS SHAPING DEMOCRACY IN...</td>\n",
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461
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464
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465
+ " <td>Defence of democracy.</td>\n",
466
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467
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468
+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
469
+ " <td>eng</td>\n",
470
+ " <td>[pdf]</td>\n",
471
+ " <td>Defence of Democracy #EUDemocracy 12 December ...</td>\n",
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+ " </tr>\n",
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481
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499
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500
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501
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502
+ " <td>2022-06-16</td>\n",
503
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504
+ " <td>http://publications.europa.eu/resource/cellar/...</td>\n",
505
+ " <td>eng</td>\n",
506
+ " <td>[pdf]</td>\n",
507
+ " <td>#HorizonEU June 2022 MAKING PARTICIPATORY AND ...</td>\n",
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+ "text/plain": [
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+ " title date \\\n",
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+ "295413 10 trends shaping democracy in a volatile world. 2019-11-21 \n",
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+ "351006 Defence of democracy. 2023-12-20 \n",
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+ "314572 EU citizenship report 2020 : factsheet. 2021-04-20 \n",
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+ "286936 Opinion of the European Economic and Social Co... 2019-03-20 \n",
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+ "330997 Making participatory and deliberative democrac... 2022-06-16 \n",
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+ "\n",
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+ " eurovoc_concepts \\\n",
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+ "295413 [democracy, digital technology, election, popu... \n",
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+ " text \\\n",
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+ "295413 31 October 2019 10 TRENDS SHAPING DEMOCRACY IN... \n",
546
+ "351006 Defence of Democracy #EUDemocracy 12 December ... \n",
547
+ "314572 EU Citizenship Report 2020 F A C T S H E E T 1... \n",
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+ "286936 C_2019228EN. 01002401. xml 5. 7. 2019    EN Of... \n",
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+ "330997 #HorizonEU June 2022 MAKING PARTICIPATORY AND ... \n",
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+ "\n",
551
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+ "295413 [-0.7749167680740356, 5.183741569519043, -4.15... 0.497865 \n",
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