File size: 50,670 Bytes
9d50a00 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 | {
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Repo card metadata block was not found. Setting CardData to empty.\n"
]
}
],
"source": [
"from datasets import load_dataset\n",
"dataset1 = load_dataset(\"nbertagnolli/counsel-chat\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DatasetDict({\n",
" train: Dataset({\n",
" features: ['questionID', 'questionTitle', 'questionText', 'questionLink', 'topic', 'therapistInfo', 'therapistURL', 'answerText', 'upvotes', 'views'],\n",
" num_rows: 2775\n",
" })\n",
"})"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset1"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>questionID</th>\n",
" <th>questionTitle</th>\n",
" <th>questionText</th>\n",
" <th>questionLink</th>\n",
" <th>topic</th>\n",
" <th>therapistInfo</th>\n",
" <th>therapistURL</th>\n",
" <th>answerText</th>\n",
" <th>upvotes</th>\n",
" <th>views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>Do I have too many issues for counseling?</td>\n",
" <td>I have so many issues to address. I have a his...</td>\n",
" <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
" <td>depression</td>\n",
" <td>Jennifer MolinariHypnotherapist & Licensed Cou...</td>\n",
" <td>https://counselchat.com/therapists/jennifer-mo...</td>\n",
" <td>It is very common for people to have multiple ...</td>\n",
" <td>3</td>\n",
" <td>1971</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>Do I have too many issues for counseling?</td>\n",
" <td>I have so many issues to address. I have a his...</td>\n",
" <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
" <td>depression</td>\n",
" <td>Jason Lynch, MS, LMHC, LCAC, ADSIndividual & C...</td>\n",
" <td>https://counselchat.com/therapists/jason-lynch...</td>\n",
" <td>I've never heard of someone having \"too many i...</td>\n",
" <td>2</td>\n",
" <td>386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>Do I have too many issues for counseling?</td>\n",
" <td>I have so many issues to address. I have a his...</td>\n",
" <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
" <td>depression</td>\n",
" <td>Shakeeta TorresFaith Based Mental Health Couns...</td>\n",
" <td>https://counselchat.com/therapists/shakeeta-to...</td>\n",
" <td>Absolutely not. I strongly recommending worki...</td>\n",
" <td>2</td>\n",
" <td>3071</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>Do I have too many issues for counseling?</td>\n",
" <td>I have so many issues to address. I have a his...</td>\n",
" <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
" <td>depression</td>\n",
" <td>Noorayne ChevalierMA, RP, CCC, CCAC, LLP (Mich...</td>\n",
" <td>https://counselchat.com/therapists/noorayne-ch...</td>\n",
" <td>Let me start by saying there are never too man...</td>\n",
" <td>2</td>\n",
" <td>2643</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>Do I have too many issues for counseling?</td>\n",
" <td>I have so many issues to address. I have a his...</td>\n",
" <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
" <td>depression</td>\n",
" <td>Toni Teixeira, LCSWYour road to healing begins...</td>\n",
" <td>https://counselchat.com/therapists/toni-teixei...</td>\n",
" <td>I just want to acknowledge you for the courage...</td>\n",
" <td>1</td>\n",
" <td>256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2770</th>\n",
" <td>939</td>\n",
" <td>Are some clients more difficult than others?</td>\n",
" <td>What are some difficulties that a counselor ca...</td>\n",
" <td>https://counselchat.com/questions/are-some-cli...</td>\n",
" <td>counseling-fundamentals</td>\n",
" <td>Audrey ONealBi-lingual Psychotherapist and Hea...</td>\n",
" <td>https://counselchat.com/therapists/audrey-oneal-3</td>\n",
" <td>Although many clients have the capacity to be ...</td>\n",
" <td>0</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2771</th>\n",
" <td>939</td>\n",
" <td>Are some clients more difficult than others?</td>\n",
" <td>What are some difficulties that a counselor ca...</td>\n",
" <td>https://counselchat.com/questions/are-some-cli...</td>\n",
" <td>counseling-fundamentals</td>\n",
" <td>Kaileen McMickle, MS, LPCLicensed Professional...</td>\n",
" <td>https://counselchat.com/therapists/kaileen-mcm...</td>\n",
" <td>I usually don't label a client as \"difficult\" ...</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2772</th>\n",
" <td>939</td>\n",
" <td>Are some clients more difficult than others?</td>\n",
" <td>What are some difficulties that a counselor ca...</td>\n",
" <td>https://counselchat.com/questions/are-some-cli...</td>\n",
" <td>counseling-fundamentals</td>\n",
" <td>Dr. Timothy Paul'man'; Online - \"Natural Healt...</td>\n",
" <td>https://counselchat.com/therapists/dr-timothy-...</td>\n",
" <td>Dang right! :)Heh heh, and correct me if I'm ...</td>\n",
" <td>0</td>\n",
" <td>23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2773</th>\n",
" <td>939</td>\n",
" <td>Are some clients more difficult than others?</td>\n",
" <td>What are some difficulties that a counselor ca...</td>\n",
" <td>https://counselchat.com/questions/are-some-cli...</td>\n",
" <td>counseling-fundamentals</td>\n",
" <td>David KleinHumanistic, LGBT-Affirmative Psycho...</td>\n",
" <td>https://counselchat.com/therapists/david-klein</td>\n",
" <td>Yes, just like some relationships outside of o...</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2774</th>\n",
" <td>939</td>\n",
" <td>Are some clients more difficult than others?</td>\n",
" <td>What are some difficulties that a counselor ca...</td>\n",
" <td>https://counselchat.com/questions/are-some-cli...</td>\n",
" <td>counseling-fundamentals</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>Each counselor will have their own list of \"di...</td>\n",
" <td>0</td>\n",
" <td>43</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2775 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" questionID questionTitle \\\n",
"0 0 Do I have too many issues for counseling? \n",
"1 0 Do I have too many issues for counseling? \n",
"2 0 Do I have too many issues for counseling? \n",
"3 0 Do I have too many issues for counseling? \n",
"4 0 Do I have too many issues for counseling? \n",
"... ... ... \n",
"2770 939 Are some clients more difficult than others? \n",
"2771 939 Are some clients more difficult than others? \n",
"2772 939 Are some clients more difficult than others? \n",
"2773 939 Are some clients more difficult than others? \n",
"2774 939 Are some clients more difficult than others? \n",
"\n",
" questionText \\\n",
"0 I have so many issues to address. I have a his... \n",
"1 I have so many issues to address. I have a his... \n",
"2 I have so many issues to address. I have a his... \n",
"3 I have so many issues to address. I have a his... \n",
"4 I have so many issues to address. I have a his... \n",
"... ... \n",
"2770 What are some difficulties that a counselor ca... \n",
"2771 What are some difficulties that a counselor ca... \n",
"2772 What are some difficulties that a counselor ca... \n",
"2773 What are some difficulties that a counselor ca... \n",
"2774 What are some difficulties that a counselor ca... \n",
"\n",
" questionLink \\\n",
"0 https://counselchat.com/questions/do-i-have-to... \n",
"1 https://counselchat.com/questions/do-i-have-to... \n",
"2 https://counselchat.com/questions/do-i-have-to... \n",
"3 https://counselchat.com/questions/do-i-have-to... \n",
"4 https://counselchat.com/questions/do-i-have-to... \n",
"... ... \n",
"2770 https://counselchat.com/questions/are-some-cli... \n",
"2771 https://counselchat.com/questions/are-some-cli... \n",
"2772 https://counselchat.com/questions/are-some-cli... \n",
"2773 https://counselchat.com/questions/are-some-cli... \n",
"2774 https://counselchat.com/questions/are-some-cli... \n",
"\n",
" topic \\\n",
"0 depression \n",
"1 depression \n",
"2 depression \n",
"3 depression \n",
"4 depression \n",
"... ... \n",
"2770 counseling-fundamentals \n",
"2771 counseling-fundamentals \n",
"2772 counseling-fundamentals \n",
"2773 counseling-fundamentals \n",
"2774 counseling-fundamentals \n",
"\n",
" therapistInfo \\\n",
"0 Jennifer MolinariHypnotherapist & Licensed Cou... \n",
"1 Jason Lynch, MS, LMHC, LCAC, ADSIndividual & C... \n",
"2 Shakeeta TorresFaith Based Mental Health Couns... \n",
"3 Noorayne ChevalierMA, RP, CCC, CCAC, LLP (Mich... \n",
"4 Toni Teixeira, LCSWYour road to healing begins... \n",
"... ... \n",
"2770 Audrey ONealBi-lingual Psychotherapist and Hea... \n",
"2771 Kaileen McMickle, MS, LPCLicensed Professional... \n",
"2772 Dr. Timothy Paul'man'; Online - \"Natural Healt... \n",
"2773 David KleinHumanistic, LGBT-Affirmative Psycho... \n",
"2774 Sherry Katz, LCSWCouples and Family Therapist,... \n",
"\n",
" therapistURL \\\n",
"0 https://counselchat.com/therapists/jennifer-mo... \n",
"1 https://counselchat.com/therapists/jason-lynch... \n",
"2 https://counselchat.com/therapists/shakeeta-to... \n",
"3 https://counselchat.com/therapists/noorayne-ch... \n",
"4 https://counselchat.com/therapists/toni-teixei... \n",
"... ... \n",
"2770 https://counselchat.com/therapists/audrey-oneal-3 \n",
"2771 https://counselchat.com/therapists/kaileen-mcm... \n",
"2772 https://counselchat.com/therapists/dr-timothy-... \n",
"2773 https://counselchat.com/therapists/david-klein \n",
"2774 https://counselchat.com/therapists/sherry-katz... \n",
"\n",
" answerText upvotes views \n",
"0 It is very common for people to have multiple ... 3 1971 \n",
"1 I've never heard of someone having \"too many i... 2 386 \n",
"2 Absolutely not. I strongly recommending worki... 2 3071 \n",
"3 Let me start by saying there are never too man... 2 2643 \n",
"4 I just want to acknowledge you for the courage... 1 256 \n",
"... ... ... ... \n",
"2770 Although many clients have the capacity to be ... 0 47 \n",
"2771 I usually don't label a client as \"difficult\" ... 0 22 \n",
"2772 Dang right! :)Heh heh, and correct me if I'm ... 0 23 \n",
"2773 Yes, just like some relationships outside of o... 0 41 \n",
"2774 Each counselor will have their own list of \"di... 0 43 \n",
"\n",
"[2775 rows x 10 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from datasets import DatasetDict\n",
"import numpy as np\n",
"\n",
"\n",
"train_ds = dataset1['train']\n",
"\n",
"df = train_ds.to_pandas()\n",
"\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"upvotes\n",
"0 1939\n",
"1 506\n",
"2 183\n",
"3 80\n",
"4 41\n",
"5 13\n",
"6 4\n",
"7 4\n",
"9 3\n",
"10 1\n",
"12 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['upvotes'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/rd/jwc8pz6n7t9d07lm_6zb3gc80000gn/T/ipykernel_50569/3274451497.py:12: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
" best_rows = df.groupby('questionText', group_keys=False).apply(select_best_answer)\n"
]
}
],
"source": [
"train_ds = dataset1['train']\n",
"\n",
"df = train_ds.to_pandas()\n",
"# Replace NaNs in upvotes with -1 for sorting logic\n",
"df['upvotes'] = df['upvotes'].fillna(-1)\n",
"\n",
"# Group by questionText\n",
"def select_best_answer(group):\n",
" # If any row has a non-negative upvote, filter those and pick max\n",
" if (group['upvotes'] >= 0).any():\n",
" return group.loc[group['upvotes'].idxmax()]\n",
" else:\n",
" return group.loc[group['views'].idxmax()]\n",
"\n",
"best_rows = df.groupby('questionText', group_keys=False).apply(select_best_answer)\n",
"\n",
"# Convert back to HuggingFace dataset if needed\n",
"from datasets import Dataset\n",
"best_dataset = Dataset.from_pandas(best_rows.reset_index(drop=True))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>questionID</th>\n",
" <th>questionTitle</th>\n",
" <th>questionText</th>\n",
" <th>questionLink</th>\n",
" <th>topic</th>\n",
" <th>therapistInfo</th>\n",
" <th>therapistURL</th>\n",
" <th>answerText</th>\n",
" <th>upvotes</th>\n",
" <th>views</th>\n",
" </tr>\n",
" <tr>\n",
" <th>questionText</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>A few nights ago I talked to this girl I know about my self esteem issues for the first time. We talked for hours and she told me time and again that I was a great guy. She told me I was attractive, and have a great personality, etc. I really started to feel better about myself by the time I woke up the next morning. Now, though, I can't stop thinking about her, but I leave to go back to college in a few days and I go to school 4 hours away from her. So now I feel constantly depressed because even if I told her how I felt it wouldn't matter. I feel helpless and I don't know what to do.</th>\n",
" <td>353</td>\n",
" <td>I'm a 19 year old male with low self esteem. I...</td>\n",
" <td>A few nights ago I talked to this girl I know ...</td>\n",
" <td>https://counselchat.com/questions/i-m-a-19-yea...</td>\n",
" <td>self-esteem</td>\n",
" <td>Amy Fortney ParksChild & Adolescent Psychologi...</td>\n",
" <td>https://counselchat.com/therapists/amy-fortney...</td>\n",
" <td>Hey! It takes a lot of courage to share your ...</td>\n",
" <td>1</td>\n",
" <td>232</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A few years ago I was making love to my wife when for no known reason I lost my erection, Now I'm In my early 30s and my problem has become more and more frequent. This is causing major problems for my ego and it's diminishing my self esteem. This has resulted in ongoing depression and tearing apart my marriage. I am devastated and cannot find a cause for these issues. I am very attracted to my wife and want to express it in the bedroom like I used to. What could be causing this, and what can I do about it?</th>\n",
" <td>11</td>\n",
" <td>Why am I experiencing dfficulty maintaining an...</td>\n",
" <td>A few years ago I was making love to my wife w...</td>\n",
" <td>https://counselchat.com/questions/why-am-i-exp...</td>\n",
" <td>depression</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>First step always is to do a medical rule out ...</td>\n",
" <td>1</td>\n",
" <td>138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A friend of mine taking psychology advised I go to my doctor to check if I have major depressive disorder. I'm afraid of the consequences of doing so. If I do become diagnosed with major depressive disorder, won’t that go on my records? I will never be able to become a counselor along with a list of other things I may be prohibited from. I’m also afraid of taking any anti-depressants. This year, my doctor gave me some for a \"dislocated hip.\" I had a severe reaction and passed out moments after taking them. Everyone I know who has taken anti-depressants says it’s a bad idea all around and you’re better getting treatment without them. I’m concerned they might take me to a clinic and force me to take medication because I am unable to make decisions on my own. I’m not really suicidal, but I am not really taking care of myself either. Someone also told me they still use electroshock therapy. I’m not keen on that. I’m wondering if I am better off just getting self-help and working things out on my own. It’s just that I've been an emotional mess since I was in elementary school. I’ve graduated now and tried to stay positive and be happy, but I cannot deny I still am not good.</th>\n",
" <td>127</td>\n",
" <td>I'm scared to go to a doctor or take anti-depr...</td>\n",
" <td>A friend of mine taking psychology advised I g...</td>\n",
" <td>https://counselchat.com/questions/i-m-scared-t...</td>\n",
" <td>depression</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>I admire your courage for stating your view ab...</td>\n",
" <td>1</td>\n",
" <td>179</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A girl and I were madly in love. We dated for over a year and were even talking about marriage and future plans together. She moved away for school, and we attempted a long distance relationship. We eventually broke up. It's been a year now, and I still haven't lost my feelings for her. I still love her the same way I did. I've suffered from depression ever since the breakup and have been unable to connect with anyone else. It's damaging me and my life.</th>\n",
" <td>111</td>\n",
" <td>I'm depressed and unable to connect with peopl...</td>\n",
" <td>A girl and I were madly in love. We dated for ...</td>\n",
" <td>https://counselchat.com/questions/i-m-depresse...</td>\n",
" <td>depression</td>\n",
" <td>Lynda MartensMarriage & Family Therapist, MSc,...</td>\n",
" <td>https://counselchat.com/therapists/ms-lynda-ma...</td>\n",
" <td>Hi Boise, I'm sorry that you've lost this love...</td>\n",
" <td>2</td>\n",
" <td>125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A lot of times, I avoid situations where I am to meet new people because I have a fear of embarrassing myself. I often avoid large groups of people, like parties, because I think they all constantly judge me.</th>\n",
" <td>193</td>\n",
" <td>How can I get over my fear of public embarrass...</td>\n",
" <td>A lot of times, I avoid situations where I am ...</td>\n",
" <td>https://counselchat.com/questions/how-can-i-ge...</td>\n",
" <td>anxiety</td>\n",
" <td>Robin Landwehr, DBH, LPCC, NCCMental Health in...</td>\n",
" <td>https://counselchat.com/therapists/robin-landw...</td>\n",
" <td>Hello, and thank you for your question. First,...</td>\n",
" <td>1</td>\n",
" <td>345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Why am I attracted to older men?</th>\n",
" <td>800</td>\n",
" <td>Why do I feel like I need a man in my life?</td>\n",
" <td>Why am I attracted to older men?</td>\n",
" <td>https://counselchat.com/questions/why-do-i-fee...</td>\n",
" <td>relationships</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>What a wonderful question!Good for you on clea...</td>\n",
" <td>2</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Why am I so afraid of it? I don't understand.</th>\n",
" <td>212</td>\n",
" <td>How can I be less afraid of rape?</td>\n",
" <td>Why am I so afraid of it? I don't understand.</td>\n",
" <td>https://counselchat.com/questions/how-can-i-be...</td>\n",
" <td>anxiety</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>Your fear is somewhat reasonable. No one want...</td>\n",
" <td>2</td>\n",
" <td>229</td>\n",
" </tr>\n",
" <tr>\n",
" <th>With college over, my boyfriend and I have such different work schedules. Since I can't see him often, I want to talk more on the phone. He plays video games while talking to players, so often I feel ignored. I find myself always telling him what to do in relation to me, things he should know.</th>\n",
" <td>511</td>\n",
" <td>How can I address my grievances to my boyfriend?</td>\n",
" <td>With college over, my boyfriend and I have suc...</td>\n",
" <td>https://counselchat.com/questions/how-can-i-ad...</td>\n",
" <td>intimacy</td>\n",
" <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
" <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
" <td>Directly tell him what you write here.Either h...</td>\n",
" <td>0</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>he just walks in the house whenever he wants to see his kids. My fiancé tells me it makes her angry and doesn't like it, but she seems afraid to say anything to him about it for some reason. Is it okay for him to do this?</th>\n",
" <td>253</td>\n",
" <td>My fiancé's ex-husband shows up unannounced</td>\n",
" <td>he just walks in the house whenever he wants t...</td>\n",
" <td>https://counselchat.com/questions/my-fianc-s-e...</td>\n",
" <td>parenting</td>\n",
" <td>Frank TheusMA, LPC, NCC, CSAT</td>\n",
" <td>https://counselchat.com/therapists/frank-theus</td>\n",
" <td>The short answer to your question is \"No\" it's...</td>\n",
" <td>2</td>\n",
" <td>380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>i was addicted to porn since the second grade. I'm in my early 40s and overcame my addiction during my separation from my wife of 15 years.</th>\n",
" <td>767</td>\n",
" <td>How can I rebuild the trust I destroyed from m...</td>\n",
" <td>i was addicted to porn since the second grade....</td>\n",
" <td>https://counselchat.com/questions/how-can-i-re...</td>\n",
" <td>relationships</td>\n",
" <td>Sonya WilsonLicensed Professional Counselor</td>\n",
" <td>https://counselchat.com/therapists/sonya-wilson</td>\n",
" <td>The person who can answer this question is the...</td>\n",
" <td>0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>865 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" questionID \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... 353 \n",
"A few years ago I was making love to my wife wh... 11 \n",
"A friend of mine taking psychology advised I go... 127 \n",
"A girl and I were madly in love. We dated for o... 111 \n",
"A lot of times, I avoid situations where I am t... 193 \n",
"... ... \n",
"Why am I attracted to older men? 800 \n",
"Why am I so afraid of it? I don't understand. 212 \n",
"With college over, my boyfriend and I have such... 511 \n",
"he just walks in the house whenever he wants to... 253 \n",
"i was addicted to porn since the second grade. ... 767 \n",
"\n",
" questionTitle \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... I'm a 19 year old male with low self esteem. I... \n",
"A few years ago I was making love to my wife wh... Why am I experiencing dfficulty maintaining an... \n",
"A friend of mine taking psychology advised I go... I'm scared to go to a doctor or take anti-depr... \n",
"A girl and I were madly in love. We dated for o... I'm depressed and unable to connect with peopl... \n",
"A lot of times, I avoid situations where I am t... How can I get over my fear of public embarrass... \n",
"... ... \n",
"Why am I attracted to older men? Why do I feel like I need a man in my life? \n",
"Why am I so afraid of it? I don't understand. How can I be less afraid of rape? \n",
"With college over, my boyfriend and I have such... How can I address my grievances to my boyfriend? \n",
"he just walks in the house whenever he wants to... My fiancé's ex-husband shows up unannounced \n",
"i was addicted to porn since the second grade. ... How can I rebuild the trust I destroyed from m... \n",
"\n",
" questionText \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... A few nights ago I talked to this girl I know ... \n",
"A few years ago I was making love to my wife wh... A few years ago I was making love to my wife w... \n",
"A friend of mine taking psychology advised I go... A friend of mine taking psychology advised I g... \n",
"A girl and I were madly in love. We dated for o... A girl and I were madly in love. We dated for ... \n",
"A lot of times, I avoid situations where I am t... A lot of times, I avoid situations where I am ... \n",
"... ... \n",
"Why am I attracted to older men? Why am I attracted to older men? \n",
"Why am I so afraid of it? I don't understand. Why am I so afraid of it? I don't understand. \n",
"With college over, my boyfriend and I have such... With college over, my boyfriend and I have suc... \n",
"he just walks in the house whenever he wants to... he just walks in the house whenever he wants t... \n",
"i was addicted to porn since the second grade. ... i was addicted to porn since the second grade.... \n",
"\n",
" questionLink \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... https://counselchat.com/questions/i-m-a-19-yea... \n",
"A few years ago I was making love to my wife wh... https://counselchat.com/questions/why-am-i-exp... \n",
"A friend of mine taking psychology advised I go... https://counselchat.com/questions/i-m-scared-t... \n",
"A girl and I were madly in love. We dated for o... https://counselchat.com/questions/i-m-depresse... \n",
"A lot of times, I avoid situations where I am t... https://counselchat.com/questions/how-can-i-ge... \n",
"... ... \n",
"Why am I attracted to older men? https://counselchat.com/questions/why-do-i-fee... \n",
"Why am I so afraid of it? I don't understand. https://counselchat.com/questions/how-can-i-be... \n",
"With college over, my boyfriend and I have such... https://counselchat.com/questions/how-can-i-ad... \n",
"he just walks in the house whenever he wants to... https://counselchat.com/questions/my-fianc-s-e... \n",
"i was addicted to porn since the second grade. ... https://counselchat.com/questions/how-can-i-re... \n",
"\n",
" topic \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... self-esteem \n",
"A few years ago I was making love to my wife wh... depression \n",
"A friend of mine taking psychology advised I go... depression \n",
"A girl and I were madly in love. We dated for o... depression \n",
"A lot of times, I avoid situations where I am t... anxiety \n",
"... ... \n",
"Why am I attracted to older men? relationships \n",
"Why am I so afraid of it? I don't understand. anxiety \n",
"With college over, my boyfriend and I have such... intimacy \n",
"he just walks in the house whenever he wants to... parenting \n",
"i was addicted to porn since the second grade. ... relationships \n",
"\n",
" therapistInfo \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... Amy Fortney ParksChild & Adolescent Psychologi... \n",
"A few years ago I was making love to my wife wh... Sherry Katz, LCSWCouples and Family Therapist,... \n",
"A friend of mine taking psychology advised I go... Sherry Katz, LCSWCouples and Family Therapist,... \n",
"A girl and I were madly in love. We dated for o... Lynda MartensMarriage & Family Therapist, MSc,... \n",
"A lot of times, I avoid situations where I am t... Robin Landwehr, DBH, LPCC, NCCMental Health in... \n",
"... ... \n",
"Why am I attracted to older men? Sherry Katz, LCSWCouples and Family Therapist,... \n",
"Why am I so afraid of it? I don't understand. Sherry Katz, LCSWCouples and Family Therapist,... \n",
"With college over, my boyfriend and I have such... Sherry Katz, LCSWCouples and Family Therapist,... \n",
"he just walks in the house whenever he wants to... Frank TheusMA, LPC, NCC, CSAT \n",
"i was addicted to porn since the second grade. ... Sonya WilsonLicensed Professional Counselor \n",
"\n",
" therapistURL \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... https://counselchat.com/therapists/amy-fortney... \n",
"A few years ago I was making love to my wife wh... https://counselchat.com/therapists/sherry-katz... \n",
"A friend of mine taking psychology advised I go... https://counselchat.com/therapists/sherry-katz... \n",
"A girl and I were madly in love. We dated for o... https://counselchat.com/therapists/ms-lynda-ma... \n",
"A lot of times, I avoid situations where I am t... https://counselchat.com/therapists/robin-landw... \n",
"... ... \n",
"Why am I attracted to older men? https://counselchat.com/therapists/sherry-katz... \n",
"Why am I so afraid of it? I don't understand. https://counselchat.com/therapists/sherry-katz... \n",
"With college over, my boyfriend and I have such... https://counselchat.com/therapists/sherry-katz... \n",
"he just walks in the house whenever he wants to... https://counselchat.com/therapists/frank-theus \n",
"i was addicted to porn since the second grade. ... https://counselchat.com/therapists/sonya-wilson \n",
"\n",
" answerText \\\n",
"questionText \n",
"A few nights ago I talked to this girl I know a... Hey! It takes a lot of courage to share your ... \n",
"A few years ago I was making love to my wife wh... First step always is to do a medical rule out ... \n",
"A friend of mine taking psychology advised I go... I admire your courage for stating your view ab... \n",
"A girl and I were madly in love. We dated for o... Hi Boise, I'm sorry that you've lost this love... \n",
"A lot of times, I avoid situations where I am t... Hello, and thank you for your question. First,... \n",
"... ... \n",
"Why am I attracted to older men? What a wonderful question!Good for you on clea... \n",
"Why am I so afraid of it? I don't understand. Your fear is somewhat reasonable. No one want... \n",
"With college over, my boyfriend and I have such... Directly tell him what you write here.Either h... \n",
"he just walks in the house whenever he wants to... The short answer to your question is \"No\" it's... \n",
"i was addicted to porn since the second grade. ... The person who can answer this question is the... \n",
"\n",
" upvotes views \n",
"questionText \n",
"A few nights ago I talked to this girl I know a... 1 232 \n",
"A few years ago I was making love to my wife wh... 1 138 \n",
"A friend of mine taking psychology advised I go... 1 179 \n",
"A girl and I were madly in love. We dated for o... 2 125 \n",
"A lot of times, I avoid situations where I am t... 1 345 \n",
"... ... ... \n",
"Why am I attracted to older men? 2 171 \n",
"Why am I so afraid of it? I don't understand. 2 229 \n",
"With college over, my boyfriend and I have such... 0 75 \n",
"he just walks in the house whenever he wants to... 2 380 \n",
"i was addicted to porn since the second grade. ... 0 113 \n",
"\n",
"[865 rows x 10 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_rows"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# https://huggingface.co/datasets/Amod/mental_health_counseling_conversations\n",
"import pandas as pd\n",
"# Login using e.g. `huggingface-cli login` to access this dataset\n",
"df = pd.read_json(\n",
" \"data/combined_dataset.json\", lines=True\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Context': \"I'm going through some things with my feelings and myself. I barely sleep and I do nothing but think about how I'm worthless and how I shouldn't be here.\\n I've never tried or contemplated suicide. I've always wanted to fix my issues, but I never get around to it.\\n How can I change my feeling of being worthless to everyone?\", 'Response': \"If everyone thinks you're worthless, then maybe you need to find new people to hang out with.Seriously, the social context in which a person lives is a big influence in self-esteem.Otherwise, you can go round and round trying to understand why you're not worthless, then go back to the same crowd and be knocked down again.There are many inspirational messages you can find in social media. \\xa0Maybe read some of the ones which state that no person is worthless, and that everyone has a good purpose to their life.Also, since our culture is so saturated with the belief that if someone doesn't feel good about themselves that this is somehow terrible.Bad feelings are part of living. \\xa0They are the motivation to remove ourselves from situations and relationships which do us more harm than good.Bad feelings do feel terrible. \\xa0 Your feeling of worthlessness may be good in the sense of motivating you to find out that you are much better than your feelings today.\"}\n"
]
}
],
"source": [
"data = []\n",
"with open(\"data/combined_dataset.json\", \"r\") as f:\n",
" for line in f:\n",
" data.append(json.loads(line))\n",
"\n",
"# Example: print one record\n",
"print(data[0])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Context</th>\n",
" <th>Response</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>I'm going through some things with my feelings...</td>\n",
" <td>If everyone thinks you're worthless, then mayb...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>I'm going through some things with my feelings...</td>\n",
" <td>Hello, and thank you for your question and see...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>I'm going through some things with my feelings...</td>\n",
" <td>First thing I'd suggest is getting the sleep y...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>I'm going through some things with my feelings...</td>\n",
" <td>Therapy is essential for those that are feelin...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>I'm going through some things with my feelings...</td>\n",
" <td>I first want to let you know that you are not ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3507</th>\n",
" <td>My grandson's step-mother sends him to school ...</td>\n",
" <td>Absolutely not! It is never in a child's best ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3508</th>\n",
" <td>My boyfriend is in recovery from drug addictio...</td>\n",
" <td>I'm sorry you have tension between you and you...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3509</th>\n",
" <td>The birth mother attempted suicide several tim...</td>\n",
" <td>The true answer is, \"no one can really say wit...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3510</th>\n",
" <td>I think adult life is making him depressed and...</td>\n",
" <td>How do you help yourself to believe you requir...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3511</th>\n",
" <td>I just took a job that requires me to travel f...</td>\n",
" <td>hmm this is a tough one!</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3512 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Context \\\n",
"0 I'm going through some things with my feelings... \n",
"1 I'm going through some things with my feelings... \n",
"2 I'm going through some things with my feelings... \n",
"3 I'm going through some things with my feelings... \n",
"4 I'm going through some things with my feelings... \n",
"... ... \n",
"3507 My grandson's step-mother sends him to school ... \n",
"3508 My boyfriend is in recovery from drug addictio... \n",
"3509 The birth mother attempted suicide several tim... \n",
"3510 I think adult life is making him depressed and... \n",
"3511 I just took a job that requires me to travel f... \n",
"\n",
" Response \n",
"0 If everyone thinks you're worthless, then mayb... \n",
"1 Hello, and thank you for your question and see... \n",
"2 First thing I'd suggest is getting the sleep y... \n",
"3 Therapy is essential for those that are feelin... \n",
"4 I first want to let you know that you are not ... \n",
"... ... \n",
"3507 Absolutely not! It is never in a child's best ... \n",
"3508 I'm sorry you have tension between you and you... \n",
"3509 The true answer is, \"no one can really say wit... \n",
"3510 How do you help yourself to believe you requir... \n",
"3511 hmm this is a tough one! \n",
"\n",
"[3512 rows x 2 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tellme_env (3.13.5)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|