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  1. .gitignore +2 -0
  2. Results/Human_Evaluation/human_eval.ipynb +750 -0
  3. Simulate_a_conversation_Results/chat_history_simulator.txt +11 -0
  4. Simulate_a_conversation_Results/prompt.txt +1 -0
  5. counsel_chat_data_processing.ipynb +948 -0
  6. llm_models.py +36 -6
  7. retrieval_eval_results.csv +31 -0
  8. retrieval_ground_truth.json +66 -0
  9. retrieval_ground_truth_pairs_30.json +182 -0
.gitignore ADDED
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+ Well_being_Planner_Results/
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+ *.mp3
Results/Human_Evaluation/human_eval.ipynb CHANGED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 13,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 14,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "human_eval=pd.read_csv(\"Human_Evaluation.csv\")"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 15,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "<div>\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>Human_Evaluation</th>\n",
48
+ " <th>Order</th>\n",
49
+ " <th>used_ai_for_emotions</th>\n",
50
+ " <th>Details</th>\n",
51
+ " <th>Rag_No_of_Turns</th>\n",
52
+ " <th>Rag_Helpfulness</th>\n",
53
+ " <th>Rag_Supportive</th>\n",
54
+ " <th>Rag_Clarity</th>\n",
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+ " <th>Rag_Groundedness</th>\n",
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+ " <th>Rag_Overall</th>\n",
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+ " <th>Rag_Comments</th>\n",
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+ " <th>Non_Rag_No_of_Turns</th>\n",
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+ " <th>Non_Rag_Helpfulness</th>\n",
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+ " <th>Non_Rag_Supportive</th>\n",
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+ " <th>Non_Rag_Clarity</th>\n",
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+ " <th>Non_Rag_Groundedness</th>\n",
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+ " <th>Non_Rag_Overall</th>\n",
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+ " <th>Non_Rag_Comments</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>0</th>\n",
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+ " <td>Participant_1</td>\n",
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+ " <td>nonrag -&gt; rag</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
74
+ " <td>8</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>The second model was slower but had comparativ...</td>\n",
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+ " <td>8</td>\n",
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+ " <td>2</td>\n",
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+ " <td>3</td>\n",
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+ " <td>4</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>Was quicker in response</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>Participant_2</td>\n",
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+ " <td>rag -&gt; nonrag</td>\n",
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+ " <td>Yes</td>\n",
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+ " <td>Chat gpt. Used very rarely</td>\n",
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+ " <td>6</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>The color combination making it very difficult...</td>\n",
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+ " <td>6</td>\n",
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+ " <td>3</td>\n",
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+ " <td>3</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>NaN</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>Participant_3</td>\n",
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+ " <td>nonrag -&gt; rag</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>5</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>This bot was very organized and gave on point ...</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>I feel the response can be more clear in terms...</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>Participant_4</td>\n",
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+ " <td>nonrag -&gt; rag</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>7</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>2</td>\n",
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+ " <td>4</td>\n",
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+ " <td>This one felt a bit more rebellious and did no...</td>\n",
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+ " <td>12</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>2</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>Does not have very clear opinions in difficult...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>Participant_5</td>\n",
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+ " <td>rag -&gt; non-rag</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>this was more emotional oriented then solution...</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
170
+ " <td>4</td>\n",
171
+ " <td>I like the 2nd approach because it is solution...</td>\n",
172
+ " </tr>\n",
173
+ " <tr>\n",
174
+ " <th>5</th>\n",
175
+ " <td>Participant_6</td>\n",
176
+ " <td>rag -&gt; non-rag</td>\n",
177
+ " <td>No</td>\n",
178
+ " <td>NaN</td>\n",
179
+ " <td>10</td>\n",
180
+ " <td>3</td>\n",
181
+ " <td>4</td>\n",
182
+ " <td>4</td>\n",
183
+ " <td>4</td>\n",
184
+ " <td>4</td>\n",
185
+ " <td>Builds relevant responses, with an approachabl...</td>\n",
186
+ " <td>14</td>\n",
187
+ " <td>3</td>\n",
188
+ " <td>2</td>\n",
189
+ " <td>3</td>\n",
190
+ " <td>4</td>\n",
191
+ " <td>3</td>\n",
192
+ " <td>Much faster response times\\n- Very brief at fi...</td>\n",
193
+ " </tr>\n",
194
+ " <tr>\n",
195
+ " <th>6</th>\n",
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+ " <td>Participant_7</td>\n",
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+ " <td>rag -&gt; non-rag</td>\n",
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+ " <td>No</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>13</td>\n",
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+ " <td>5</td>\n",
202
+ " <td>5</td>\n",
203
+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>5</td>\n",
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+ " <td>Clarified that it was a mental health/wellness...</td>\n",
207
+ " <td>15</td>\n",
208
+ " <td>5</td>\n",
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+ " <td>4</td>\n",
210
+ " <td>3</td>\n",
211
+ " <td>5</td>\n",
212
+ " <td>4</td>\n",
213
+ " <td>It was able to switch between different topics...</td>\n",
214
+ " </tr>\n",
215
+ " <tr>\n",
216
+ " <th>7</th>\n",
217
+ " <td>Participant_8</td>\n",
218
+ " <td>nonrag -&gt; rag</td>\n",
219
+ " <td>Yes</td>\n",
220
+ " <td>Chatgpt</td>\n",
221
+ " <td>9</td>\n",
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+ " <td>5</td>\n",
223
+ " <td>4</td>\n",
224
+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>3</td>\n",
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+ " <td>4</td>\n",
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+ " <td>3</td>\n",
234
+ " <td>NaN</td>\n",
235
+ " </tr>\n",
236
+ " <tr>\n",
237
+ " <th>8</th>\n",
238
+ " <td>Participant_9</td>\n",
239
+ " <td>rag -&gt; nonrag</td>\n",
240
+ " <td>Yes</td>\n",
241
+ " <td>ChatGPT a few times</td>\n",
242
+ " <td>6</td>\n",
243
+ " <td>2</td>\n",
244
+ " <td>3</td>\n",
245
+ " <td>5</td>\n",
246
+ " <td>4</td>\n",
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+ " <td>3</td>\n",
248
+ " <td>I didn't find it too humanely empathetic. It j...</td>\n",
249
+ " <td>5</td>\n",
250
+ " <td>4</td>\n",
251
+ " <td>4</td>\n",
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+ " <td>5</td>\n",
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+ " <td>4</td>\n",
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+ " <td>4</td>\n",
255
+ " <td>I found this bot to be more empathetic and foc...</td>\n",
256
+ " </tr>\n",
257
+ " <tr>\n",
258
+ " <th>9</th>\n",
259
+ " <td>Participant_10</td>\n",
260
+ " <td>rag -&gt; nonrag</td>\n",
261
+ " <td>Yes</td>\n",
262
+ " <td>Chatgpt, I use it time to time to talk out abo...</td>\n",
263
+ " <td>7</td>\n",
264
+ " <td>4</td>\n",
265
+ " <td>4</td>\n",
266
+ " <td>4</td>\n",
267
+ " <td>4</td>\n",
268
+ " <td>4</td>\n",
269
+ " <td>I feel the experience was really great. The as...</td>\n",
270
+ " <td>6</td>\n",
271
+ " <td>4</td>\n",
272
+ " <td>3</td>\n",
273
+ " <td>3</td>\n",
274
+ " <td>2</td>\n",
275
+ " <td>3</td>\n",
276
+ " <td>I felt talking to this assistant it was a litt...</td>\n",
277
+ " </tr>\n",
278
+ " </tbody>\n",
279
+ "</table>\n",
280
+ "</div>"
281
+ ],
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+ "text/plain": [
283
+ " Human_Evaluation Order used_ai_for_emotions \\\n",
284
+ "0 Participant_1 nonrag -> rag No \n",
285
+ "1 Participant_2 rag -> nonrag Yes \n",
286
+ "2 Participant_3 nonrag -> rag No \n",
287
+ "3 Participant_4 nonrag -> rag No \n",
288
+ "4 Participant_5 rag -> non-rag No \n",
289
+ "5 Participant_6 rag -> non-rag No \n",
290
+ "6 Participant_7 rag -> non-rag No \n",
291
+ "7 Participant_8 nonrag -> rag Yes \n",
292
+ "8 Participant_9 rag -> nonrag Yes \n",
293
+ "9 Participant_10 rag -> nonrag Yes \n",
294
+ "\n",
295
+ " Details Rag_No_of_Turns \\\n",
296
+ "0 NaN 8 \n",
297
+ "1 Chat gpt. Used very rarely 6 \n",
298
+ "2 NaN 5 \n",
299
+ "3 NaN 7 \n",
300
+ "4 NaN 4 \n",
301
+ "5 NaN 10 \n",
302
+ "6 NaN 13 \n",
303
+ "7 Chatgpt 9 \n",
304
+ "8 ChatGPT a few times 6 \n",
305
+ "9 Chatgpt, I use it time to time to talk out abo... 7 \n",
306
+ "\n",
307
+ " Rag_Helpfulness Rag_Supportive Rag_Clarity Rag_Groundedness \\\n",
308
+ "0 3 3 3 3 \n",
309
+ "1 5 4 4 3 \n",
310
+ "2 5 4 5 5 \n",
311
+ "3 4 4 4 2 \n",
312
+ "4 4 4 4 4 \n",
313
+ "5 3 4 4 4 \n",
314
+ "6 5 5 4 5 \n",
315
+ "7 5 4 5 4 \n",
316
+ "8 2 3 5 4 \n",
317
+ "9 4 4 4 4 \n",
318
+ "\n",
319
+ " Rag_Overall Rag_Comments \\\n",
320
+ "0 3 The second model was slower but had comparativ... \n",
321
+ "1 3 The color combination making it very difficult... \n",
322
+ "2 4 This bot was very organized and gave on point ... \n",
323
+ "3 4 This one felt a bit more rebellious and did no... \n",
324
+ "4 4 this was more emotional oriented then solution... \n",
325
+ "5 4 Builds relevant responses, with an approachabl... \n",
326
+ "6 5 Clarified that it was a mental health/wellness... \n",
327
+ "7 4 NaN \n",
328
+ "8 3 I didn't find it too humanely empathetic. It j... \n",
329
+ "9 4 I feel the experience was really great. The as... \n",
330
+ "\n",
331
+ " Non_Rag_No_of_Turns Non_Rag_Helpfulness Non_Rag_Supportive \\\n",
332
+ "0 8 2 3 \n",
333
+ "1 6 3 3 \n",
334
+ "2 5 4 5 \n",
335
+ "3 12 5 4 \n",
336
+ "4 4 5 5 \n",
337
+ "5 14 3 2 \n",
338
+ "6 15 5 4 \n",
339
+ "7 5 4 5 \n",
340
+ "8 5 4 4 \n",
341
+ "9 6 4 3 \n",
342
+ "\n",
343
+ " Non_Rag_Clarity Non_Rag_Groundedness Non_Rag_Overall \\\n",
344
+ "0 4 3 3 \n",
345
+ "1 4 4 4 \n",
346
+ "2 4 5 4 \n",
347
+ "3 2 4 4 \n",
348
+ "4 4 5 4 \n",
349
+ "5 3 4 3 \n",
350
+ "6 3 5 4 \n",
351
+ "7 3 4 3 \n",
352
+ "8 5 4 4 \n",
353
+ "9 3 2 3 \n",
354
+ "\n",
355
+ " Non_Rag_Comments \n",
356
+ "0 Was quicker in response \n",
357
+ "1 NaN \n",
358
+ "2 I feel the response can be more clear in terms... \n",
359
+ "3 Does not have very clear opinions in difficult... \n",
360
+ "4 I like the 2nd approach because it is solution... \n",
361
+ "5 Much faster response times\\n- Very brief at fi... \n",
362
+ "6 It was able to switch between different topics... \n",
363
+ "7 NaN \n",
364
+ "8 I found this bot to be more empathetic and foc... \n",
365
+ "9 I felt talking to this assistant it was a litt... "
366
+ ]
367
+ },
368
+ "execution_count": 15,
369
+ "metadata": {},
370
+ "output_type": "execute_result"
371
+ }
372
+ ],
373
+ "source": [
374
+ "human_eval"
375
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 16,
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+ "metadata": {},
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+ "outputs": [
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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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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>Rag_No_of_Turns</th>\n",
404
+ " <th>Rag_Helpfulness</th>\n",
405
+ " <th>Rag_Supportive</th>\n",
406
+ " <th>Rag_Clarity</th>\n",
407
+ " <th>Rag_Groundedness</th>\n",
408
+ " <th>Rag_Overall</th>\n",
409
+ " <th>Non_Rag_No_of_Turns</th>\n",
410
+ " <th>Non_Rag_Helpfulness</th>\n",
411
+ " <th>Non_Rag_Supportive</th>\n",
412
+ " <th>Non_Rag_Clarity</th>\n",
413
+ " <th>Non_Rag_Groundedness</th>\n",
414
+ " <th>Non_Rag_Overall</th>\n",
415
+ " </tr>\n",
416
+ " </thead>\n",
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+ " <tbody>\n",
418
+ " <tr>\n",
419
+ " <th>count</th>\n",
420
+ " <td>10.000000</td>\n",
421
+ " <td>10.000000</td>\n",
422
+ " <td>10.000000</td>\n",
423
+ " <td>10.000000</td>\n",
424
+ " <td>10.000000</td>\n",
425
+ " <td>10.000000</td>\n",
426
+ " <td>10.000000</td>\n",
427
+ " <td>10.000000</td>\n",
428
+ " <td>10.000000</td>\n",
429
+ " <td>10.000000</td>\n",
430
+ " <td>10.000000</td>\n",
431
+ " <td>10.000000</td>\n",
432
+ " </tr>\n",
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+ " <tr>\n",
434
+ " <th>mean</th>\n",
435
+ " <td>7.500000</td>\n",
436
+ " <td>4.000000</td>\n",
437
+ " <td>3.900000</td>\n",
438
+ " <td>4.200000</td>\n",
439
+ " <td>3.800000</td>\n",
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+ ],
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+ "text/plain": [
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+ " Rag_No_of_Turns Rag_Helpfulness Rag_Supportive Rag_Clarity \\\n",
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+ "count 10.000000 10.000000 10.000000 10.000000 \n",
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+ "mean 7.500000 4.000000 3.900000 4.200000 \n",
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+ "max 13.000000 5.000000 5.000000 5.000000 \n",
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+ "\n",
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+ " Rag_Groundedness Rag_Overall Non_Rag_No_of_Turns \\\n",
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+ "count 10.000000 10.000000 10.000000 \n",
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+ "mean 3.800000 3.800000 8.000000 \n",
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+ "std 0.918937 0.632456 4.109609 \n",
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+ "75% 4.000000 4.000000 11.000000 \n",
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+ "max 5.000000 5.000000 15.000000 \n",
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+ "\n",
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+ " Non_Rag_Helpfulness Non_Rag_Supportive Non_Rag_Clarity \\\n",
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+ "count 10.000000 10.000000 10.000000 \n",
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+ "mean 3.900000 3.800000 3.500000 \n",
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+ "std 0.994429 1.032796 0.849837 \n",
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+ "75% 4.750000 4.750000 4.000000 \n",
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+ "max 5.000000 5.000000 5.000000 \n",
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+ "\n",
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+ " Non_Rag_Groundedness Non_Rag_Overall \n",
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+ "count 10.000000 10.000000 \n",
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+ "mean 4.000000 3.600000 \n",
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+ "std 0.942809 0.516398 \n",
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+ "50% 4.000000 4.000000 \n",
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+ "75% 4.750000 4.000000 \n",
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+ "max 5.000000 4.000000 "
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+ ]
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+ },
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+ "execution_count": 16,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
590
+ "human_eval.describe()"
591
+ ]
592
+ },
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+ {
594
+ "cell_type": "code",
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+ "execution_count": 17,
596
+ "metadata": {},
597
+ "outputs": [
598
+ {
599
+ "data": {
600
+ "text/plain": [
601
+ "used_ai_for_emotions\n",
602
+ "No 6\n",
603
+ "Yes 4\n",
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+ "Name: count, dtype: int64"
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+ ]
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+ },
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+ "execution_count": 17,
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+ "metadata": {},
609
+ "output_type": "execute_result"
610
+ }
611
+ ],
612
+ "source": [
613
+ "human_eval['used_ai_for_emotions'].value_counts()"
614
+ ]
615
+ },
616
+ {
617
+ "cell_type": "code",
618
+ "execution_count": 18,
619
+ "metadata": {},
620
+ "outputs": [
621
+ {
622
+ "data": {
623
+ "text/plain": [
624
+ "Rag_Overall\n",
625
+ "4 6\n",
626
+ "3 3\n",
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+ "5 1\n",
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+ "Name: count, dtype: int64"
629
+ ]
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+ },
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+ "execution_count": 18,
632
+ "metadata": {},
633
+ "output_type": "execute_result"
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+ }
635
+ ],
636
+ "source": [
637
+ "human_eval['Rag_Overall'].value_counts()"
638
+ ]
639
+ },
640
+ {
641
+ "cell_type": "code",
642
+ "execution_count": 19,
643
+ "metadata": {},
644
+ "outputs": [
645
+ {
646
+ "data": {
647
+ "text/plain": [
648
+ "Non_Rag_Overall\n",
649
+ "4 6\n",
650
+ "3 4\n",
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+ "Name: count, dtype: int64"
652
+ ]
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+ },
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+ "execution_count": 19,
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+ "metadata": {},
656
+ "output_type": "execute_result"
657
+ }
658
+ ],
659
+ "source": [
660
+ "human_eval['Non_Rag_Overall'].value_counts()"
661
+ ]
662
+ },
663
+ {
664
+ "cell_type": "code",
665
+ "execution_count": 21,
666
+ "metadata": {},
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+ "outputs": [
668
+ {
669
+ "data": {
670
+ "text/plain": [
671
+ "['The second model was slower but had comparatively better response',\n",
672
+ " 'The color combination making it very difficult to read the stuff on the screen. \\\\nAnd the response time is very slow.',\n",
673
+ " 'This bot was very organized and gave on point answers. However, the tone was very direct. It would have been a great overall experience if the tone was slightly more warm and friendly.',\n",
674
+ " 'This one felt a bit more rebellious and did not seem to agree with what I said and was a lot more opinionated.',\n",
675
+ " 'this was more emotional oriented then solution driven ',\n",
676
+ " 'Builds relevant responses, with an approachable tone\\\\n+ Stays on point, and addresses questions\\\\n- Response time is very slow, takes up to 5-10sec to get answers for more complex questions\\\\n- Tone can be overly helpful at times',\n",
677
+ " 'Clarified that it was a mental health/wellness related bot and nudged me to go back to talking about what we were discussing (wellness related) when I randomly asked a very different question in between, which is interesting. But it is able to adapt when the same prompt about the random topic is structured differently in that wellness context which is good.',\n",
678
+ " nan,\n",
679
+ " \"I didn't find it too humanely empathetic. It just felt like a directional archive than assistant.\",\n",
680
+ " \"I feel the experience was really great. The assistant was able to rephrase and re-iterate some of my responsed kinda validating it. It felt good as it meant that I am being listened. I also liked the way it had questions in the end to continue the conversation or engage me more on the interaction. Though some of the list of advices were unsolicited but they were good enough basic advice. It felt like it tried to problem solve in areas where I don't want advice.\"]"
681
+ ]
682
+ },
683
+ "execution_count": 21,
684
+ "metadata": {},
685
+ "output_type": "execute_result"
686
+ }
687
+ ],
688
+ "source": [
689
+ "human_eval['Rag_Comments'].tolist()"
690
+ ]
691
+ },
692
+ {
693
+ "cell_type": "code",
694
+ "execution_count": 22,
695
+ "metadata": {},
696
+ "outputs": [
697
+ {
698
+ "data": {
699
+ "text/plain": [
700
+ "['Was quicker in response',\n",
701
+ " nan,\n",
702
+ " 'I feel the response can be more clear in terms of organization. Some prompts can be answered in bullet points rather than one huge paragraph.',\n",
703
+ " 'Does not have very clear opinions in difficult situations and tries to play it safe.',\n",
704
+ " 'I like the 2nd approach because it is solution oriented and comforting as well 2nd chatbot helped me build confidence in myself and made me understand that i cant worry about factors which are not under my control that makes me feel comfortable and confident for the challenges',\n",
705
+ " 'Much faster response times\\\\n- Very brief at first, had to be told to be more helpful\\\\n- Limited helpful questions or directions to steer the conversation\\\\n- Tone is slightly unfriendly and could come across as aloof',\n",
706
+ " \"It was able to switch between different topics very smoothly. Readability isn't that good, would be nice if it used bullet points for organizing instead of chunks of text.\",\n",
707
+ " nan,\n",
708
+ " \"I found this bot to be more empathetic and focused on what I'm saying and me rather than facts and trivia. I felt more listened to with it.\",\n",
709
+ " 'I felt talking to this assistant it was a little less humane. Like the responses were good in mirroring my thoughts or response, but the suggestion it gave was not listed as bullet points so it was hard to read. Also the assistant introduced some new words like anxiety that I never mentioned and than started giving examples like most people would do this.. kinda leading the user. This can lead to overthinking. Also it did not ask follow up questions to engage the conversation. I found the previous model better.']"
710
+ ]
711
+ },
712
+ "execution_count": 22,
713
+ "metadata": {},
714
+ "output_type": "execute_result"
715
+ }
716
+ ],
717
+ "source": [
718
+ "human_eval['Non_Rag_Comments'].tolist()"
719
+ ]
720
+ },
721
+ {
722
+ "cell_type": "code",
723
+ "execution_count": null,
724
+ "metadata": {},
725
+ "outputs": [],
726
+ "source": []
727
+ }
728
+ ],
729
+ "metadata": {
730
+ "kernelspec": {
731
+ "display_name": "tellme_env",
732
+ "language": "python",
733
+ "name": "python3"
734
+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
738
+ "version": 3
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+ },
740
+ "file_extension": ".py",
741
+ "mimetype": "text/x-python",
742
+ "name": "python",
743
+ "nbconvert_exporter": "python",
744
+ "pygments_lexer": "ipython3",
745
+ "version": "3.13.5"
746
+ }
747
+ },
748
+ "nbformat": 4,
749
+ "nbformat_minor": 2
750
+ }
Simulate_a_conversation_Results/chat_history_simulator.txt ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Therapist: Hi, thank you for joining me today. How have you been adjusting lately?
2
+
3
+ Client: I've been feeling a bit overwhelmed, to be honest. I've been spending a lot of time organizing the lab’s data sets and refining our experimental protocols because it feels like the only way to ensure our research stays on track, but I keep wondering if I’m actually contributing anything meaningful or if I’m just masking my own insecurities about whether I’m truly cut out for this field.
4
+
5
+ Therapist: It sounds like you're carrying a lot of pressure to meet expectations, and I'm curious about how this pressure affects your feelings and well-being outside of your academic work. How do these feelings of self-doubt and the need to ensure everything stays on track influence you in other areas of your life?
6
+
7
+ Client: Well, these feelings definitely spill over into other areas of my life. I often find myself second-guessing my decisions, even in simple day-to-day matters. It's like this constant need for everything to be perfect, not just in the lab but also at home and in my personal relationships. I worry a lot about making mistakes or not living up to what others expect of me, and it can be pretty exhausting. Sometimes, I feel like I'm just going through the motions without really enjoying anything.
8
+
9
+ Therapist: It sounds like this pressure and the need for perfection are impacting your overall sense of well-being and enjoyment in life. I'm curious about how you might find ways to alleviate some of this pressure. Have there been moments where you felt more at ease or were able to enjoy things without the weight of these expectations? What might it look like to create more of those moments?
10
+
11
+ Client: There have been a few moments where I've felt more at ease, usually when I'm doing something completely unrelated to work, like hiking or spending time with friends who aren't in my field. It's like those activities allow me to disconnect from the constant pressure and just be present. I think creating more of those moments might involve setting clearer boundaries between work and personal time, and maybe even challenging myself to let go of the need for everything to be perfect, at least in small, manageable ways. But it's hard because I feel like my identity is so tied to my work and my achievements.
Simulate_a_conversation_Results/prompt.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ A 24-year-old graduate student dealing with imposter syndrome, academic anxiety, and a persistent fear of failing their research advisor's expectations. In session, they heavily intellectualize their distress, treating their anxiety like an academic data problem to be solved, and will actively deflect by talking about lab logistics instead of their actual feelings.
counsel_chat_data_processing.ipynb ADDED
@@ -0,0 +1,948 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 11,
6
+ "metadata": {},
7
+ "outputs": [
8
+ {
9
+ "name": "stderr",
10
+ "output_type": "stream",
11
+ "text": [
12
+ "Repo card metadata block was not found. Setting CardData to empty.\n"
13
+ ]
14
+ }
15
+ ],
16
+ "source": [
17
+ "from datasets import load_dataset\n",
18
+ "dataset1 = load_dataset(\"nbertagnolli/counsel-chat\")"
19
+ ]
20
+ },
21
+ {
22
+ "cell_type": "code",
23
+ "execution_count": 12,
24
+ "metadata": {},
25
+ "outputs": [
26
+ {
27
+ "data": {
28
+ "text/plain": [
29
+ "DatasetDict({\n",
30
+ " train: Dataset({\n",
31
+ " features: ['questionID', 'questionTitle', 'questionText', 'questionLink', 'topic', 'therapistInfo', 'therapistURL', 'answerText', 'upvotes', 'views'],\n",
32
+ " num_rows: 2775\n",
33
+ " })\n",
34
+ "})"
35
+ ]
36
+ },
37
+ "execution_count": 12,
38
+ "metadata": {},
39
+ "output_type": "execute_result"
40
+ }
41
+ ],
42
+ "source": [
43
+ "dataset1"
44
+ ]
45
+ },
46
+ {
47
+ "cell_type": "code",
48
+ "execution_count": 13,
49
+ "metadata": {},
50
+ "outputs": [
51
+ {
52
+ "data": {
53
+ "text/html": [
54
+ "<div>\n",
55
+ "<style scoped>\n",
56
+ " .dataframe tbody tr th:only-of-type {\n",
57
+ " vertical-align: middle;\n",
58
+ " }\n",
59
+ "\n",
60
+ " .dataframe tbody tr th {\n",
61
+ " vertical-align: top;\n",
62
+ " }\n",
63
+ "\n",
64
+ " .dataframe thead th {\n",
65
+ " text-align: right;\n",
66
+ " }\n",
67
+ "</style>\n",
68
+ "<table border=\"1\" class=\"dataframe\">\n",
69
+ " <thead>\n",
70
+ " <tr style=\"text-align: right;\">\n",
71
+ " <th></th>\n",
72
+ " <th>questionID</th>\n",
73
+ " <th>questionTitle</th>\n",
74
+ " <th>questionText</th>\n",
75
+ " <th>questionLink</th>\n",
76
+ " <th>topic</th>\n",
77
+ " <th>therapistInfo</th>\n",
78
+ " <th>therapistURL</th>\n",
79
+ " <th>answerText</th>\n",
80
+ " <th>upvotes</th>\n",
81
+ " <th>views</th>\n",
82
+ " </tr>\n",
83
+ " </thead>\n",
84
+ " <tbody>\n",
85
+ " <tr>\n",
86
+ " <th>0</th>\n",
87
+ " <td>0</td>\n",
88
+ " <td>Do I have too many issues for counseling?</td>\n",
89
+ " <td>I have so many issues to address. I have a his...</td>\n",
90
+ " <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
91
+ " <td>depression</td>\n",
92
+ " <td>Jennifer MolinariHypnotherapist &amp; Licensed Cou...</td>\n",
93
+ " <td>https://counselchat.com/therapists/jennifer-mo...</td>\n",
94
+ " <td>It is very common for people to have multiple ...</td>\n",
95
+ " <td>3</td>\n",
96
+ " <td>1971</td>\n",
97
+ " </tr>\n",
98
+ " <tr>\n",
99
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+ " <td>Do I have too many issues for counseling?</td>\n",
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+ " <td>I have so many issues to address. I have a his...</td>\n",
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+ " <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
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+ " <td>depression</td>\n",
105
+ " <td>Jason Lynch, MS, LMHC, LCAC, ADSIndividual &amp; C...</td>\n",
106
+ " <td>https://counselchat.com/therapists/jason-lynch...</td>\n",
107
+ " <td>I've never heard of someone having \"too many i...</td>\n",
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+ " <td>2</td>\n",
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+ " <td>386</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>0</td>\n",
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+ " <td>Do I have too many issues for counseling?</td>\n",
115
+ " <td>I have so many issues to address. I have a his...</td>\n",
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+ " <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
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+ " <td>depression</td>\n",
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+ " <td>Shakeeta TorresFaith Based Mental Health Couns...</td>\n",
119
+ " <td>https://counselchat.com/therapists/shakeeta-to...</td>\n",
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+ " <td>Absolutely not.  I strongly recommending worki...</td>\n",
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+ " <td>2</td>\n",
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+ " <td>3071</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
125
+ " <th>3</th>\n",
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+ " <td>0</td>\n",
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+ " <td>Do I have too many issues for counseling?</td>\n",
128
+ " <td>I have so many issues to address. I have a his...</td>\n",
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+ " <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
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+ " <td>depression</td>\n",
131
+ " <td>Noorayne ChevalierMA, RP, CCC, CCAC, LLP (Mich...</td>\n",
132
+ " <td>https://counselchat.com/therapists/noorayne-ch...</td>\n",
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+ " <td>Let me start by saying there are never too man...</td>\n",
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+ " <td>2</td>\n",
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+ " <td>2643</td>\n",
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+ " </tr>\n",
137
+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>0</td>\n",
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+ " <td>Do I have too many issues for counseling?</td>\n",
141
+ " <td>I have so many issues to address. I have a his...</td>\n",
142
+ " <td>https://counselchat.com/questions/do-i-have-to...</td>\n",
143
+ " <td>depression</td>\n",
144
+ " <td>Toni Teixeira, LCSWYour road to healing begins...</td>\n",
145
+ " <td>https://counselchat.com/therapists/toni-teixei...</td>\n",
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+ " <td>I just want to acknowledge you for the courage...</td>\n",
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+ " <td>1</td>\n",
148
+ " <td>256</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>...</th>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>https://counselchat.com/questions/are-some-cli...</td>\n",
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+ " <td>counseling-fundamentals</td>\n",
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+ " <td>Audrey ONealBi-lingual Psychotherapist and Hea...</td>\n",
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+ " <td>https://counselchat.com/therapists/audrey-oneal-3</td>\n",
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+ " <td>47</td>\n",
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+ " <td>https://counselchat.com/questions/are-some-cli...</td>\n",
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+ " <td>counseling-fundamentals</td>\n",
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+ " <td>Kaileen McMickle, MS, LPCLicensed Professional...</td>\n",
184
+ " <td>https://counselchat.com/therapists/kaileen-mcm...</td>\n",
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+ " <td>I usually don't label a client as \"difficult\" ...</td>\n",
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+ " <td>0</td>\n",
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+ " <td>22</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2772</th>\n",
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+ " <td>939</td>\n",
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+ " <td>Are some clients more difficult than others?</td>\n",
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+ " <td>What are some difficulties that a counselor ca...</td>\n",
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+ " <td>https://counselchat.com/questions/are-some-cli...</td>\n",
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+ " <td>counseling-fundamentals</td>\n",
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+ " <td>Dr. Timothy Paul'man'; Online - \"Natural Healt...</td>\n",
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+ " <td>939</td>\n",
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+ " <td>Are some clients more difficult than others?</td>\n",
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+ " <td>What are some difficulties that a counselor ca...</td>\n",
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+ " <td>https://counselchat.com/questions/are-some-cli...</td>\n",
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+ " <td>counseling-fundamentals</td>\n",
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+ " <td>David KleinHumanistic, LGBT-Affirmative Psycho...</td>\n",
210
+ " <td>https://counselchat.com/therapists/david-klein</td>\n",
211
+ " <td>Yes, just like some relationships outside of o...</td>\n",
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+ " <td>41</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2774</th>\n",
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+ " <td>939</td>\n",
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+ " <td>Are some clients more difficult than others?</td>\n",
219
+ " <td>What are some difficulties that a counselor ca...</td>\n",
220
+ " <td>https://counselchat.com/questions/are-some-cli...</td>\n",
221
+ " <td>counseling-fundamentals</td>\n",
222
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
223
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
224
+ " <td>Each counselor will have their own list of \"di...</td>\n",
225
+ " <td>0</td>\n",
226
+ " <td>43</td>\n",
227
+ " </tr>\n",
228
+ " </tbody>\n",
229
+ "</table>\n",
230
+ "<p>2775 rows × 10 columns</p>\n",
231
+ "</div>"
232
+ ],
233
+ "text/plain": [
234
+ " questionID questionTitle \\\n",
235
+ "0 0 Do I have too many issues for counseling? \n",
236
+ "1 0 Do I have too many issues for counseling? \n",
237
+ "2 0 Do I have too many issues for counseling? \n",
238
+ "3 0 Do I have too many issues for counseling? \n",
239
+ "4 0 Do I have too many issues for counseling? \n",
240
+ "... ... ... \n",
241
+ "2770 939 Are some clients more difficult than others? \n",
242
+ "2771 939 Are some clients more difficult than others? \n",
243
+ "2772 939 Are some clients more difficult than others? \n",
244
+ "2773 939 Are some clients more difficult than others? \n",
245
+ "2774 939 Are some clients more difficult than others? \n",
246
+ "\n",
247
+ " questionText \\\n",
248
+ "0 I have so many issues to address. I have a his... \n",
249
+ "1 I have so many issues to address. I have a his... \n",
250
+ "2 I have so many issues to address. I have a his... \n",
251
+ "3 I have so many issues to address. I have a his... \n",
252
+ "4 I have so many issues to address. I have a his... \n",
253
+ "... ... \n",
254
+ "2770 What are some difficulties that a counselor ca... \n",
255
+ "2771 What are some difficulties that a counselor ca... \n",
256
+ "2772 What are some difficulties that a counselor ca... \n",
257
+ "2773 What are some difficulties that a counselor ca... \n",
258
+ "2774 What are some difficulties that a counselor ca... \n",
259
+ "\n",
260
+ " questionLink \\\n",
261
+ "0 https://counselchat.com/questions/do-i-have-to... \n",
262
+ "1 https://counselchat.com/questions/do-i-have-to... \n",
263
+ "2 https://counselchat.com/questions/do-i-have-to... \n",
264
+ "3 https://counselchat.com/questions/do-i-have-to... \n",
265
+ "4 https://counselchat.com/questions/do-i-have-to... \n",
266
+ "... ... \n",
267
+ "2770 https://counselchat.com/questions/are-some-cli... \n",
268
+ "2771 https://counselchat.com/questions/are-some-cli... \n",
269
+ "2772 https://counselchat.com/questions/are-some-cli... \n",
270
+ "2773 https://counselchat.com/questions/are-some-cli... \n",
271
+ "2774 https://counselchat.com/questions/are-some-cli... \n",
272
+ "\n",
273
+ " topic \\\n",
274
+ "0 depression \n",
275
+ "1 depression \n",
276
+ "2 depression \n",
277
+ "3 depression \n",
278
+ "4 depression \n",
279
+ "... ... \n",
280
+ "2770 counseling-fundamentals \n",
281
+ "2771 counseling-fundamentals \n",
282
+ "2772 counseling-fundamentals \n",
283
+ "2773 counseling-fundamentals \n",
284
+ "2774 counseling-fundamentals \n",
285
+ "\n",
286
+ " therapistInfo \\\n",
287
+ "0 Jennifer MolinariHypnotherapist & Licensed Cou... \n",
288
+ "1 Jason Lynch, MS, LMHC, LCAC, ADSIndividual & C... \n",
289
+ "2 Shakeeta TorresFaith Based Mental Health Couns... \n",
290
+ "3 Noorayne ChevalierMA, RP, CCC, CCAC, LLP (Mich... \n",
291
+ "4 Toni Teixeira, LCSWYour road to healing begins... \n",
292
+ "... ... \n",
293
+ "2770 Audrey ONealBi-lingual Psychotherapist and Hea... \n",
294
+ "2771 Kaileen McMickle, MS, LPCLicensed Professional... \n",
295
+ "2772 Dr. Timothy Paul'man'; Online - \"Natural Healt... \n",
296
+ "2773 David KleinHumanistic, LGBT-Affirmative Psycho... \n",
297
+ "2774 Sherry Katz, LCSWCouples and Family Therapist,... \n",
298
+ "\n",
299
+ " therapistURL \\\n",
300
+ "0 https://counselchat.com/therapists/jennifer-mo... \n",
301
+ "1 https://counselchat.com/therapists/jason-lynch... \n",
302
+ "2 https://counselchat.com/therapists/shakeeta-to... \n",
303
+ "3 https://counselchat.com/therapists/noorayne-ch... \n",
304
+ "4 https://counselchat.com/therapists/toni-teixei... \n",
305
+ "... ... \n",
306
+ "2770 https://counselchat.com/therapists/audrey-oneal-3 \n",
307
+ "2771 https://counselchat.com/therapists/kaileen-mcm... \n",
308
+ "2772 https://counselchat.com/therapists/dr-timothy-... \n",
309
+ "2773 https://counselchat.com/therapists/david-klein \n",
310
+ "2774 https://counselchat.com/therapists/sherry-katz... \n",
311
+ "\n",
312
+ " answerText upvotes views \n",
313
+ "0 It is very common for people to have multiple ... 3 1971 \n",
314
+ "1 I've never heard of someone having \"too many i... 2 386 \n",
315
+ "2 Absolutely not.  I strongly recommending worki... 2 3071 \n",
316
+ "3 Let me start by saying there are never too man... 2 2643 \n",
317
+ "4 I just want to acknowledge you for the courage... 1 256 \n",
318
+ "... ... ... ... \n",
319
+ "2770 Although many clients have the capacity to be ... 0 47 \n",
320
+ "2771 I usually don't label a client as \"difficult\" ... 0 22 \n",
321
+ "2772 Dang right!  :)Heh heh, and correct me if I'm ... 0 23 \n",
322
+ "2773 Yes, just like some relationships outside of o... 0 41 \n",
323
+ "2774 Each counselor will have their own list of \"di... 0 43 \n",
324
+ "\n",
325
+ "[2775 rows x 10 columns]"
326
+ ]
327
+ },
328
+ "execution_count": 13,
329
+ "metadata": {},
330
+ "output_type": "execute_result"
331
+ }
332
+ ],
333
+ "source": [
334
+ "from datasets import DatasetDict\n",
335
+ "import numpy as np\n",
336
+ "\n",
337
+ "\n",
338
+ "train_ds = dataset1['train']\n",
339
+ "\n",
340
+ "df = train_ds.to_pandas()\n",
341
+ "\n",
342
+ "df"
343
+ ]
344
+ },
345
+ {
346
+ "cell_type": "code",
347
+ "execution_count": 4,
348
+ "metadata": {},
349
+ "outputs": [
350
+ {
351
+ "data": {
352
+ "text/plain": [
353
+ "upvotes\n",
354
+ "0 1939\n",
355
+ "1 506\n",
356
+ "2 183\n",
357
+ "3 80\n",
358
+ "4 41\n",
359
+ "5 13\n",
360
+ "6 4\n",
361
+ "7 4\n",
362
+ "9 3\n",
363
+ "10 1\n",
364
+ "12 1\n",
365
+ "Name: count, dtype: int64"
366
+ ]
367
+ },
368
+ "execution_count": 4,
369
+ "metadata": {},
370
+ "output_type": "execute_result"
371
+ }
372
+ ],
373
+ "source": [
374
+ "df['upvotes'].value_counts()"
375
+ ]
376
+ },
377
+ {
378
+ "cell_type": "code",
379
+ "execution_count": null,
380
+ "metadata": {},
381
+ "outputs": [
382
+ {
383
+ "name": "stderr",
384
+ "output_type": "stream",
385
+ "text": [
386
+ "/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",
387
+ " best_rows = df.groupby('questionText', group_keys=False).apply(select_best_answer)\n"
388
+ ]
389
+ }
390
+ ],
391
+ "source": [
392
+ "train_ds = dataset1['train']\n",
393
+ "\n",
394
+ "df = train_ds.to_pandas()\n",
395
+ "# Replace NaNs in upvotes with -1 for sorting logic\n",
396
+ "df['upvotes'] = df['upvotes'].fillna(-1)\n",
397
+ "\n",
398
+ "# Group by questionText\n",
399
+ "def select_best_answer(group):\n",
400
+ " # If any row has a non-negative upvote, filter those and pick max\n",
401
+ " if (group['upvotes'] >= 0).any():\n",
402
+ " return group.loc[group['upvotes'].idxmax()]\n",
403
+ " else:\n",
404
+ " return group.loc[group['views'].idxmax()]\n",
405
+ "\n",
406
+ "best_rows = df.groupby('questionText', group_keys=False).apply(select_best_answer)\n",
407
+ "\n",
408
+ "# Convert back to HuggingFace dataset if needed\n",
409
+ "from datasets import Dataset\n",
410
+ "best_dataset = Dataset.from_pandas(best_rows.reset_index(drop=True))\n"
411
+ ]
412
+ },
413
+ {
414
+ "cell_type": "code",
415
+ "execution_count": 7,
416
+ "metadata": {},
417
+ "outputs": [
418
+ {
419
+ "data": {
420
+ "text/html": [
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422
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " .dataframe tbody tr th {\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
436
+ " <thead>\n",
437
+ " <tr style=\"text-align: right;\">\n",
438
+ " <th></th>\n",
439
+ " <th>questionID</th>\n",
440
+ " <th>questionTitle</th>\n",
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+ " <th>questionText</th>\n",
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+ " <th>questionLink</th>\n",
443
+ " <th>topic</th>\n",
444
+ " <th>therapistInfo</th>\n",
445
+ " <th>therapistURL</th>\n",
446
+ " <th>answerText</th>\n",
447
+ " <th>upvotes</th>\n",
448
+ " <th>views</th>\n",
449
+ " </tr>\n",
450
+ " <tr>\n",
451
+ " <th>questionText</th>\n",
452
+ " <th></th>\n",
453
+ " <th></th>\n",
454
+ " <th></th>\n",
455
+ " <th></th>\n",
456
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+ " <th></th>\n",
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+ " <th></th>\n",
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+ " <th></th>\n",
462
+ " </tr>\n",
463
+ " </thead>\n",
464
+ " <tbody>\n",
465
+ " <tr>\n",
466
+ " <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",
467
+ " <td>353</td>\n",
468
+ " <td>I'm a 19 year old male with low self esteem. I...</td>\n",
469
+ " <td>A few nights ago I talked to this girl I know ...</td>\n",
470
+ " <td>https://counselchat.com/questions/i-m-a-19-yea...</td>\n",
471
+ " <td>self-esteem</td>\n",
472
+ " <td>Amy Fortney ParksChild &amp; Adolescent Psychologi...</td>\n",
473
+ " <td>https://counselchat.com/therapists/amy-fortney...</td>\n",
474
+ " <td>Hey!  It takes a lot of courage to share your ...</td>\n",
475
+ " <td>1</td>\n",
476
+ " <td>232</td>\n",
477
+ " </tr>\n",
478
+ " <tr>\n",
479
+ " <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",
480
+ " <td>11</td>\n",
481
+ " <td>Why am I experiencing dfficulty maintaining an...</td>\n",
482
+ " <td>A few years ago I was making love to my wife w...</td>\n",
483
+ " <td>https://counselchat.com/questions/why-am-i-exp...</td>\n",
484
+ " <td>depression</td>\n",
485
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
486
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
487
+ " <td>First step always is to do a medical rule out ...</td>\n",
488
+ " <td>1</td>\n",
489
+ " <td>138</td>\n",
490
+ " </tr>\n",
491
+ " <tr>\n",
492
+ " <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",
493
+ " <td>127</td>\n",
494
+ " <td>I'm scared to go to a doctor or take anti-depr...</td>\n",
495
+ " <td>A friend of mine taking psychology advised I g...</td>\n",
496
+ " <td>https://counselchat.com/questions/i-m-scared-t...</td>\n",
497
+ " <td>depression</td>\n",
498
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
499
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
500
+ " <td>I admire your courage for stating your view ab...</td>\n",
501
+ " <td>1</td>\n",
502
+ " <td>179</td>\n",
503
+ " </tr>\n",
504
+ " <tr>\n",
505
+ " <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",
506
+ " <td>111</td>\n",
507
+ " <td>I'm depressed and unable to connect with peopl...</td>\n",
508
+ " <td>A girl and I were madly in love. We dated for ...</td>\n",
509
+ " <td>https://counselchat.com/questions/i-m-depresse...</td>\n",
510
+ " <td>depression</td>\n",
511
+ " <td>Lynda MartensMarriage &amp; Family Therapist, MSc,...</td>\n",
512
+ " <td>https://counselchat.com/therapists/ms-lynda-ma...</td>\n",
513
+ " <td>Hi Boise, I'm sorry that you've lost this love...</td>\n",
514
+ " <td>2</td>\n",
515
+ " <td>125</td>\n",
516
+ " </tr>\n",
517
+ " <tr>\n",
518
+ " <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",
519
+ " <td>193</td>\n",
520
+ " <td>How can I get over my fear of public embarrass...</td>\n",
521
+ " <td>A lot of times, I avoid situations where I am ...</td>\n",
522
+ " <td>https://counselchat.com/questions/how-can-i-ge...</td>\n",
523
+ " <td>anxiety</td>\n",
524
+ " <td>Robin Landwehr, DBH, LPCC, NCCMental Health in...</td>\n",
525
+ " <td>https://counselchat.com/therapists/robin-landw...</td>\n",
526
+ " <td>Hello, and thank you for your question. First,...</td>\n",
527
+ " <td>1</td>\n",
528
+ " <td>345</td>\n",
529
+ " </tr>\n",
530
+ " <tr>\n",
531
+ " <th>...</th>\n",
532
+ " <td>...</td>\n",
533
+ " <td>...</td>\n",
534
+ " <td>...</td>\n",
535
+ " <td>...</td>\n",
536
+ " <td>...</td>\n",
537
+ " <td>...</td>\n",
538
+ " <td>...</td>\n",
539
+ " <td>...</td>\n",
540
+ " <td>...</td>\n",
541
+ " <td>...</td>\n",
542
+ " </tr>\n",
543
+ " <tr>\n",
544
+ " <th>Why am I attracted to older men?</th>\n",
545
+ " <td>800</td>\n",
546
+ " <td>Why do I feel like I need a man in my life?</td>\n",
547
+ " <td>Why am I attracted to older men?</td>\n",
548
+ " <td>https://counselchat.com/questions/why-do-i-fee...</td>\n",
549
+ " <td>relationships</td>\n",
550
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
551
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
552
+ " <td>What a wonderful question!Good for you on clea...</td>\n",
553
+ " <td>2</td>\n",
554
+ " <td>171</td>\n",
555
+ " </tr>\n",
556
+ " <tr>\n",
557
+ " <th>Why am I so afraid of it? I don't understand.</th>\n",
558
+ " <td>212</td>\n",
559
+ " <td>How can I be less afraid of rape?</td>\n",
560
+ " <td>Why am I so afraid of it? I don't understand.</td>\n",
561
+ " <td>https://counselchat.com/questions/how-can-i-be...</td>\n",
562
+ " <td>anxiety</td>\n",
563
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
564
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
565
+ " <td>Your fear is somewhat reasonable.  No one want...</td>\n",
566
+ " <td>2</td>\n",
567
+ " <td>229</td>\n",
568
+ " </tr>\n",
569
+ " <tr>\n",
570
+ " <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",
571
+ " <td>511</td>\n",
572
+ " <td>How can I address my grievances to my boyfriend?</td>\n",
573
+ " <td>With college over, my boyfriend and I have suc...</td>\n",
574
+ " <td>https://counselchat.com/questions/how-can-i-ad...</td>\n",
575
+ " <td>intimacy</td>\n",
576
+ " <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
577
+ " <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
578
+ " <td>Directly tell him what you write here.Either h...</td>\n",
579
+ " <td>0</td>\n",
580
+ " <td>75</td>\n",
581
+ " </tr>\n",
582
+ " <tr>\n",
583
+ " <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",
584
+ " <td>253</td>\n",
585
+ " <td>My fiancé's ex-husband shows up unannounced</td>\n",
586
+ " <td>he just walks in the house whenever he wants t...</td>\n",
587
+ " <td>https://counselchat.com/questions/my-fianc-s-e...</td>\n",
588
+ " <td>parenting</td>\n",
589
+ " <td>Frank TheusMA, LPC, NCC, CSAT</td>\n",
590
+ " <td>https://counselchat.com/therapists/frank-theus</td>\n",
591
+ " <td>The short answer to your question is \"No\" it's...</td>\n",
592
+ " <td>2</td>\n",
593
+ " <td>380</td>\n",
594
+ " </tr>\n",
595
+ " <tr>\n",
596
+ " <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",
597
+ " <td>767</td>\n",
598
+ " <td>How can I rebuild the trust I destroyed from m...</td>\n",
599
+ " <td>i was addicted to porn since the second grade....</td>\n",
600
+ " <td>https://counselchat.com/questions/how-can-i-re...</td>\n",
601
+ " <td>relationships</td>\n",
602
+ " <td>Sonya WilsonLicensed Professional Counselor</td>\n",
603
+ " <td>https://counselchat.com/therapists/sonya-wilson</td>\n",
604
+ " <td>The person who can answer this question is the...</td>\n",
605
+ " <td>0</td>\n",
606
+ " <td>113</td>\n",
607
+ " </tr>\n",
608
+ " </tbody>\n",
609
+ "</table>\n",
610
+ "<p>865 rows × 10 columns</p>\n",
611
+ "</div>"
612
+ ],
613
+ "text/plain": [
614
+ " questionID \\\n",
615
+ "questionText \n",
616
+ "A few nights ago I talked to this girl I know a... 353 \n",
617
+ "A few years ago I was making love to my wife wh... 11 \n",
618
+ "A friend of mine taking psychology advised I go... 127 \n",
619
+ "A girl and I were madly in love. We dated for o... 111 \n",
620
+ "A lot of times, I avoid situations where I am t... 193 \n",
621
+ "... ... \n",
622
+ "Why am I attracted to older men? 800 \n",
623
+ "Why am I so afraid of it? I don't understand. 212 \n",
624
+ "With college over, my boyfriend and I have such... 511 \n",
625
+ "he just walks in the house whenever he wants to... 253 \n",
626
+ "i was addicted to porn since the second grade. ... 767 \n",
627
+ "\n",
628
+ " questionTitle \\\n",
629
+ "questionText \n",
630
+ "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",
631
+ "A few years ago I was making love to my wife wh... Why am I experiencing dfficulty maintaining an... \n",
632
+ "A friend of mine taking psychology advised I go... I'm scared to go to a doctor or take anti-depr... \n",
633
+ "A girl and I were madly in love. We dated for o... I'm depressed and unable to connect with peopl... \n",
634
+ "A lot of times, I avoid situations where I am t... How can I get over my fear of public embarrass... \n",
635
+ "... ... \n",
636
+ "Why am I attracted to older men? Why do I feel like I need a man in my life? \n",
637
+ "Why am I so afraid of it? I don't understand. How can I be less afraid of rape? \n",
638
+ "With college over, my boyfriend and I have such... How can I address my grievances to my boyfriend? \n",
639
+ "he just walks in the house whenever he wants to... My fiancé's ex-husband shows up unannounced \n",
640
+ "i was addicted to porn since the second grade. ... How can I rebuild the trust I destroyed from m... \n",
641
+ "\n",
642
+ " questionText \\\n",
643
+ "questionText \n",
644
+ "A few nights ago I talked to this girl I know a... A few nights ago I talked to this girl I know ... \n",
645
+ "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",
646
+ "A friend of mine taking psychology advised I go... A friend of mine taking psychology advised I g... \n",
647
+ "A girl and I were madly in love. We dated for o... A girl and I were madly in love. We dated for ... \n",
648
+ "A lot of times, I avoid situations where I am t... A lot of times, I avoid situations where I am ... \n",
649
+ "... ... \n",
650
+ "Why am I attracted to older men? Why am I attracted to older men? \n",
651
+ "Why am I so afraid of it? I don't understand. Why am I so afraid of it? I don't understand. \n",
652
+ "With college over, my boyfriend and I have such... With college over, my boyfriend and I have suc... \n",
653
+ "he just walks in the house whenever he wants to... he just walks in the house whenever he wants t... \n",
654
+ "i was addicted to porn since the second grade. ... i was addicted to porn since the second grade.... \n",
655
+ "\n",
656
+ " questionLink \\\n",
657
+ "questionText \n",
658
+ "A few nights ago I talked to this girl I know a... https://counselchat.com/questions/i-m-a-19-yea... \n",
659
+ "A few years ago I was making love to my wife wh... https://counselchat.com/questions/why-am-i-exp... \n",
660
+ "A friend of mine taking psychology advised I go... https://counselchat.com/questions/i-m-scared-t... \n",
661
+ "A girl and I were madly in love. We dated for o... https://counselchat.com/questions/i-m-depresse... \n",
662
+ "A lot of times, I avoid situations where I am t... https://counselchat.com/questions/how-can-i-ge... \n",
663
+ "... ... \n",
664
+ "Why am I attracted to older men? https://counselchat.com/questions/why-do-i-fee... \n",
665
+ "Why am I so afraid of it? I don't understand. https://counselchat.com/questions/how-can-i-be... \n",
666
+ "With college over, my boyfriend and I have such... https://counselchat.com/questions/how-can-i-ad... \n",
667
+ "he just walks in the house whenever he wants to... https://counselchat.com/questions/my-fianc-s-e... \n",
668
+ "i was addicted to porn since the second grade. ... https://counselchat.com/questions/how-can-i-re... \n",
669
+ "\n",
670
+ " topic \\\n",
671
+ "questionText \n",
672
+ "A few nights ago I talked to this girl I know a... self-esteem \n",
673
+ "A few years ago I was making love to my wife wh... depression \n",
674
+ "A friend of mine taking psychology advised I go... depression \n",
675
+ "A girl and I were madly in love. We dated for o... depression \n",
676
+ "A lot of times, I avoid situations where I am t... anxiety \n",
677
+ "... ... \n",
678
+ "Why am I attracted to older men? relationships \n",
679
+ "Why am I so afraid of it? I don't understand. anxiety \n",
680
+ "With college over, my boyfriend and I have such... intimacy \n",
681
+ "he just walks in the house whenever he wants to... parenting \n",
682
+ "i was addicted to porn since the second grade. ... relationships \n",
683
+ "\n",
684
+ " therapistInfo \\\n",
685
+ "questionText \n",
686
+ "A few nights ago I talked to this girl I know a... Amy Fortney ParksChild & Adolescent Psychologi... \n",
687
+ "A few years ago I was making love to my wife wh... Sherry Katz, LCSWCouples and Family Therapist,... \n",
688
+ "A friend of mine taking psychology advised I go... Sherry Katz, LCSWCouples and Family Therapist,... \n",
689
+ "A girl and I were madly in love. We dated for o... Lynda MartensMarriage & Family Therapist, MSc,... \n",
690
+ "A lot of times, I avoid situations where I am t... Robin Landwehr, DBH, LPCC, NCCMental Health in... \n",
691
+ "... ... \n",
692
+ "Why am I attracted to older men? Sherry Katz, LCSWCouples and Family Therapist,... \n",
693
+ "Why am I so afraid of it? I don't understand. Sherry Katz, LCSWCouples and Family Therapist,... \n",
694
+ "With college over, my boyfriend and I have such... Sherry Katz, LCSWCouples and Family Therapist,... \n",
695
+ "he just walks in the house whenever he wants to... Frank TheusMA, LPC, NCC, CSAT \n",
696
+ "i was addicted to porn since the second grade. ... Sonya WilsonLicensed Professional Counselor \n",
697
+ "\n",
698
+ " therapistURL \\\n",
699
+ "questionText \n",
700
+ "A few nights ago I talked to this girl I know a... https://counselchat.com/therapists/amy-fortney... \n",
701
+ "A few years ago I was making love to my wife wh... https://counselchat.com/therapists/sherry-katz... \n",
702
+ "A friend of mine taking psychology advised I go... https://counselchat.com/therapists/sherry-katz... \n",
703
+ "A girl and I were madly in love. We dated for o... https://counselchat.com/therapists/ms-lynda-ma... \n",
704
+ "A lot of times, I avoid situations where I am t... https://counselchat.com/therapists/robin-landw... \n",
705
+ "... ... \n",
706
+ "Why am I attracted to older men? https://counselchat.com/therapists/sherry-katz... \n",
707
+ "Why am I so afraid of it? I don't understand. https://counselchat.com/therapists/sherry-katz... \n",
708
+ "With college over, my boyfriend and I have such... https://counselchat.com/therapists/sherry-katz... \n",
709
+ "he just walks in the house whenever he wants to... https://counselchat.com/therapists/frank-theus \n",
710
+ "i was addicted to porn since the second grade. ... https://counselchat.com/therapists/sonya-wilson \n",
711
+ "\n",
712
+ " answerText \\\n",
713
+ "questionText \n",
714
+ "A few nights ago I talked to this girl I know a... Hey!  It takes a lot of courage to share your ... \n",
715
+ "A few years ago I was making love to my wife wh... First step always is to do a medical rule out ... \n",
716
+ "A friend of mine taking psychology advised I go... I admire your courage for stating your view ab... \n",
717
+ "A girl and I were madly in love. We dated for o... Hi Boise, I'm sorry that you've lost this love... \n",
718
+ "A lot of times, I avoid situations where I am t... Hello, and thank you for your question. First,... \n",
719
+ "... ... \n",
720
+ "Why am I attracted to older men? What a wonderful question!Good for you on clea... \n",
721
+ "Why am I so afraid of it? I don't understand. Your fear is somewhat reasonable.  No one want... \n",
722
+ "With college over, my boyfriend and I have such... Directly tell him what you write here.Either h... \n",
723
+ "he just walks in the house whenever he wants to... The short answer to your question is \"No\" it's... \n",
724
+ "i was addicted to porn since the second grade. ... The person who can answer this question is the... \n",
725
+ "\n",
726
+ " upvotes views \n",
727
+ "questionText \n",
728
+ "A few nights ago I talked to this girl I know a... 1 232 \n",
729
+ "A few years ago I was making love to my wife wh... 1 138 \n",
730
+ "A friend of mine taking psychology advised I go... 1 179 \n",
731
+ "A girl and I were madly in love. We dated for o... 2 125 \n",
732
+ "A lot of times, I avoid situations where I am t... 1 345 \n",
733
+ "... ... ... \n",
734
+ "Why am I attracted to older men? 2 171 \n",
735
+ "Why am I so afraid of it? I don't understand. 2 229 \n",
736
+ "With college over, my boyfriend and I have such... 0 75 \n",
737
+ "he just walks in the house whenever he wants to... 2 380 \n",
738
+ "i was addicted to porn since the second grade. ... 0 113 \n",
739
+ "\n",
740
+ "[865 rows x 10 columns]"
741
+ ]
742
+ },
743
+ "execution_count": 7,
744
+ "metadata": {},
745
+ "output_type": "execute_result"
746
+ }
747
+ ],
748
+ "source": [
749
+ "best_rows"
750
+ ]
751
+ },
752
+ {
753
+ "cell_type": "code",
754
+ "execution_count": null,
755
+ "metadata": {},
756
+ "outputs": [],
757
+ "source": [
758
+ "# https://huggingface.co/datasets/Amod/mental_health_counseling_conversations\n",
759
+ "import pandas as pd\n",
760
+ "# Login using e.g. `huggingface-cli login` to access this dataset\n",
761
+ "df = pd.read_json(\n",
762
+ " \"data/combined_dataset.json\", lines=True\n",
763
+ ")\n"
764
+ ]
765
+ },
766
+ {
767
+ "cell_type": "code",
768
+ "execution_count": 10,
769
+ "metadata": {},
770
+ "outputs": [
771
+ {
772
+ "name": "stdout",
773
+ "output_type": "stream",
774
+ "text": [
775
+ "{'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"
776
+ ]
777
+ }
778
+ ],
779
+ "source": [
780
+ "data = []\n",
781
+ "with open(\"data/combined_dataset.json\", \"r\") as f:\n",
782
+ " for line in f:\n",
783
+ " data.append(json.loads(line))\n",
784
+ "\n",
785
+ "# Example: print one record\n",
786
+ "print(data[0])"
787
+ ]
788
+ },
789
+ {
790
+ "cell_type": "code",
791
+ "execution_count": 5,
792
+ "metadata": {},
793
+ "outputs": [
794
+ {
795
+ "data": {
796
+ "text/html": [
797
+ "<div>\n",
798
+ "<style scoped>\n",
799
+ " .dataframe tbody tr th:only-of-type {\n",
800
+ " vertical-align: middle;\n",
801
+ " }\n",
802
+ "\n",
803
+ " .dataframe tbody tr th {\n",
804
+ " vertical-align: top;\n",
805
+ " }\n",
806
+ "\n",
807
+ " .dataframe thead th {\n",
808
+ " text-align: right;\n",
809
+ " }\n",
810
+ "</style>\n",
811
+ "<table border=\"1\" class=\"dataframe\">\n",
812
+ " <thead>\n",
813
+ " <tr style=\"text-align: right;\">\n",
814
+ " <th></th>\n",
815
+ " <th>Context</th>\n",
816
+ " <th>Response</th>\n",
817
+ " </tr>\n",
818
+ " </thead>\n",
819
+ " <tbody>\n",
820
+ " <tr>\n",
821
+ " <th>0</th>\n",
822
+ " <td>I'm going through some things with my feelings...</td>\n",
823
+ " <td>If everyone thinks you're worthless, then mayb...</td>\n",
824
+ " </tr>\n",
825
+ " <tr>\n",
826
+ " <th>1</th>\n",
827
+ " <td>I'm going through some things with my feelings...</td>\n",
828
+ " <td>Hello, and thank you for your question and see...</td>\n",
829
+ " </tr>\n",
830
+ " <tr>\n",
831
+ " <th>2</th>\n",
832
+ " <td>I'm going through some things with my feelings...</td>\n",
833
+ " <td>First thing I'd suggest is getting the sleep y...</td>\n",
834
+ " </tr>\n",
835
+ " <tr>\n",
836
+ " <th>3</th>\n",
837
+ " <td>I'm going through some things with my feelings...</td>\n",
838
+ " <td>Therapy is essential for those that are feelin...</td>\n",
839
+ " </tr>\n",
840
+ " <tr>\n",
841
+ " <th>4</th>\n",
842
+ " <td>I'm going through some things with my feelings...</td>\n",
843
+ " <td>I first want to let you know that you are not ...</td>\n",
844
+ " </tr>\n",
845
+ " <tr>\n",
846
+ " <th>...</th>\n",
847
+ " <td>...</td>\n",
848
+ " <td>...</td>\n",
849
+ " </tr>\n",
850
+ " <tr>\n",
851
+ " <th>3507</th>\n",
852
+ " <td>My grandson's step-mother sends him to school ...</td>\n",
853
+ " <td>Absolutely not! It is never in a child's best ...</td>\n",
854
+ " </tr>\n",
855
+ " <tr>\n",
856
+ " <th>3508</th>\n",
857
+ " <td>My boyfriend is in recovery from drug addictio...</td>\n",
858
+ " <td>I'm sorry you have tension between you and you...</td>\n",
859
+ " </tr>\n",
860
+ " <tr>\n",
861
+ " <th>3509</th>\n",
862
+ " <td>The birth mother attempted suicide several tim...</td>\n",
863
+ " <td>The true answer is, \"no one can really say wit...</td>\n",
864
+ " </tr>\n",
865
+ " <tr>\n",
866
+ " <th>3510</th>\n",
867
+ " <td>I think adult life is making him depressed and...</td>\n",
868
+ " <td>How do you help yourself to believe you requir...</td>\n",
869
+ " </tr>\n",
870
+ " <tr>\n",
871
+ " <th>3511</th>\n",
872
+ " <td>I just took a job that requires me to travel f...</td>\n",
873
+ " <td>hmm this is a tough one!</td>\n",
874
+ " </tr>\n",
875
+ " </tbody>\n",
876
+ "</table>\n",
877
+ "<p>3512 rows × 2 columns</p>\n",
878
+ "</div>"
879
+ ],
880
+ "text/plain": [
881
+ " Context \\\n",
882
+ "0 I'm going through some things with my feelings... \n",
883
+ "1 I'm going through some things with my feelings... \n",
884
+ "2 I'm going through some things with my feelings... \n",
885
+ "3 I'm going through some things with my feelings... \n",
886
+ "4 I'm going through some things with my feelings... \n",
887
+ "... ... \n",
888
+ "3507 My grandson's step-mother sends him to school ... \n",
889
+ "3508 My boyfriend is in recovery from drug addictio... \n",
890
+ "3509 The birth mother attempted suicide several tim... \n",
891
+ "3510 I think adult life is making him depressed and... \n",
892
+ "3511 I just took a job that requires me to travel f... \n",
893
+ "\n",
894
+ " Response \n",
895
+ "0 If everyone thinks you're worthless, then mayb... \n",
896
+ "1 Hello, and thank you for your question and see... \n",
897
+ "2 First thing I'd suggest is getting the sleep y... \n",
898
+ "3 Therapy is essential for those that are feelin... \n",
899
+ "4 I first want to let you know that you are not ... \n",
900
+ "... ... \n",
901
+ "3507 Absolutely not! It is never in a child's best ... \n",
902
+ "3508 I'm sorry you have tension between you and you... \n",
903
+ "3509 The true answer is, \"no one can really say wit... \n",
904
+ "3510 How do you help yourself to believe you requir... \n",
905
+ "3511 hmm this is a tough one! \n",
906
+ "\n",
907
+ "[3512 rows x 2 columns]"
908
+ ]
909
+ },
910
+ "execution_count": 5,
911
+ "metadata": {},
912
+ "output_type": "execute_result"
913
+ }
914
+ ],
915
+ "source": [
916
+ "df"
917
+ ]
918
+ },
919
+ {
920
+ "cell_type": "code",
921
+ "execution_count": null,
922
+ "metadata": {},
923
+ "outputs": [],
924
+ "source": []
925
+ }
926
+ ],
927
+ "metadata": {
928
+ "kernelspec": {
929
+ "display_name": "tellme_env (3.13.5)",
930
+ "language": "python",
931
+ "name": "python3"
932
+ },
933
+ "language_info": {
934
+ "codemirror_mode": {
935
+ "name": "ipython",
936
+ "version": 3
937
+ },
938
+ "file_extension": ".py",
939
+ "mimetype": "text/x-python",
940
+ "name": "python",
941
+ "nbconvert_exporter": "python",
942
+ "pygments_lexer": "ipython3",
943
+ "version": "3.13.5"
944
+ }
945
+ },
946
+ "nbformat": 4,
947
+ "nbformat_minor": 2
948
+ }
llm_models.py CHANGED
@@ -88,7 +88,11 @@ def Sentiment_chain(model):
88
 
89
  def Therapist_LLM_Model(therapist_prompt,model):
90
 
91
- memory_live = ConversationBufferMemory(memory_key="history")
 
 
 
 
92
 
93
  therapist_prompt_template = PromptTemplate(
94
  input_variables=["history", "user_input", "therapist_prompt"],
@@ -97,6 +101,16 @@ def Therapist_LLM_Model(therapist_prompt,model):
97
 
98
  \n\nConversation History:\n{history}\n\nClient: {user_input} \n\nTherapist:"""
99
  ).partial(therapist_prompt=therapist_prompt)
 
 
 
 
 
 
 
 
 
 
100
 
101
  # template="""
102
  # You are a compassionate therapist who listens and offers guidance, coping strategies, and emotional support.
@@ -134,7 +148,21 @@ def Therapist_LLM_Model(therapist_prompt,model):
134
 
135
  def Simulated_Client(client_prompt, model):
136
 
137
- memory_simulated = ConversationBufferMemory(memory_key="history")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
138
  client_template = PromptTemplate(
139
  input_variables=["history", "therapist_input", "client_prompt"],
140
  template="""
@@ -167,9 +195,10 @@ def create_client_prompt(model, client_profile):
167
  You are the CLIENT in a simulated therapy dialogue.
168
 
169
  - Only write responses as the CLIENT.
170
- - Do NOT write anything for the therapist.
 
171
  - Do NOT include explanations, notes, or meta-commentary.
172
- - Keep your replies natural, concise (1–4 sentences), and consistent with the persona below.
173
  - Always prefix your response with: "Client:"
174
 
175
  CLIENT PROFILE:
@@ -196,10 +225,11 @@ def create_therapist_prompt(model, client_profile):
196
  You are the THERAPIST in a simulated counseling conversation.
197
 
198
  - Only write responses as the THERAPIST.
199
- - Do NOT write anything for the client.
 
200
  - Do NOT include explanations, notes, or meta-commentary.
201
  - Use supportive, empathetic, and non-diagnostic language.
202
- - Keep responses concise (1–4 sentences).
203
  - Always prefix your response with: "Therapist:"
204
 
205
  CLIENT PROFILE (for context only — do not restate this to the client):
 
88
 
89
  def Therapist_LLM_Model(therapist_prompt,model):
90
 
91
+ memory_live = ConversationBufferMemory(
92
+ memory_key="history",
93
+ human_prefix="Client",
94
+ ai_prefix="Therapist"
95
+ )
96
 
97
  therapist_prompt_template = PromptTemplate(
98
  input_variables=["history", "user_input", "therapist_prompt"],
 
101
 
102
  \n\nConversation History:\n{history}\n\nClient: {user_input} \n\nTherapist:"""
103
  ).partial(therapist_prompt=therapist_prompt)
104
+
105
+ # memory_live = ConversationBufferMemory(memory_key="history")
106
+
107
+ # therapist_prompt_template = PromptTemplate(
108
+ # input_variables=["history", "user_input", "therapist_prompt"],
109
+ # template="""
110
+ # Use the template {therapist_prompt}
111
+
112
+ # \n\nConversation History:\n{history}\n\nClient: {user_input} \n\nTherapist:"""
113
+ # ).partial(therapist_prompt=therapist_prompt)
114
 
115
  # template="""
116
  # You are a compassionate therapist who listens and offers guidance, coping strategies, and emotional support.
 
148
 
149
  def Simulated_Client(client_prompt, model):
150
 
151
+ # memory_simulated = ConversationBufferMemory(memory_key="history")
152
+ # client_template = PromptTemplate(
153
+ # input_variables=["history", "therapist_input", "client_prompt"],
154
+ # template="""
155
+ # Use the template {client_prompt}
156
+
157
+ # \n\nConversation History:\n{history}\n\nTherapist: {therapist_input}\nClient:"""
158
+ # ).partial(client_prompt=client_prompt)
159
+
160
+ memory_simulated = ConversationBufferMemory(
161
+ memory_key="history",
162
+ human_prefix="Therapist",
163
+ ai_prefix="Client"
164
+ )
165
+
166
  client_template = PromptTemplate(
167
  input_variables=["history", "therapist_input", "client_prompt"],
168
  template="""
 
195
  You are the CLIENT in a simulated therapy dialogue.
196
 
197
  - Only write responses as the CLIENT.
198
+ - Provide exactly ONE continuous paragraph of response.
199
+ - Do NOT break your turn into multiple conversational segments or paragraph blocks.
200
  - Do NOT include explanations, notes, or meta-commentary.
201
+ - Keep your replies natural, concise (1–2 sentences), and consistent with the persona below.
202
  - Always prefix your response with: "Client:"
203
 
204
  CLIENT PROFILE:
 
225
  You are the THERAPIST in a simulated counseling conversation.
226
 
227
  - Only write responses as the THERAPIST.
228
+ - Provide exactly ONE continuous paragraph of response.
229
+ - Do NOT generate multiple separate responses or break your turn into multiple paragraphs.
230
  - Do NOT include explanations, notes, or meta-commentary.
231
  - Use supportive, empathetic, and non-diagnostic language.
232
+ - Keep responses concise (1–2 sentences).
233
  - Always prefix your response with: "Therapist:"
234
 
235
  CLIENT PROFILE (for context only — do not restate this to the client):
retrieval_eval_results.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ query_id,query,expected_node_id,retrieved_node_ids,hit_rate@5,mrr@5,rank
2
+ 0,"""How can I balance my own feelings of uncertainty and concern with the need to be patient and supportive, especially since we're still in the early stages of our relationship?""",b76d0e32-e5f3-4744-930a-ce5a250e3ff8,"['b76d0e32-e5f3-4744-930a-ce5a250e3ff8', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'e86562e4-5e2a-4d17-90a0-878c42966576', '34050c2b-491d-48cf-868d-8bbdc9ec0e11', '95da9e5c-641d-419b-9ee0-348ffa42f60b']",1,1.0,1
3
+ 1,How can I balance my desire for social connection with my need to protect myself after experiencing abuse?,95da9e5c-641d-419b-9ee0-348ffa42f60b,"['95da9e5c-641d-419b-9ee0-348ffa42f60b', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57']",1,1.0,1
4
+ 2,"""I've been considering moving out of my current apartment because of this issue. Is there anything I can do to make my new place more comfortable for me and my emotional support animal?""",6277a464-d7fb-4eeb-9f00-b518cd32cf28,"['6277a464-d7fb-4eeb-9f00-b518cd32cf28', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '95da9e5c-641d-419b-9ee0-348ffa42f60b', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1']",1,1.0,1
5
+ 3,"How do I find an experienced therapist who specializes in trauma-focused care and EMDR, so I can start working through my past traumas and nightmares?",ed3779fe-144f-41e6-b536-cd2f021b6df4,"['ed3779fe-144f-41e6-b536-cd2f021b6df4', '77ff11f4-07ed-49ea-a4b8-52b522ccd25b', '24423a4a-d0bc-4b57-8657-1fa74e01b64d', 'be778370-3fd6-483b-a75f-19dd75a0db1e', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1']",1,1.0,1
6
+ 4,"""Can I ever really trust him again after finding out he spent multiple nights alone with his ex-wife?""",55b36044-e2af-4eff-a8e4-312c29407b4f,"['55b36044-e2af-4eff-a8e4-312c29407b4f', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'c0e0a02c-c87a-4cca-bdfe-b664c2f669e8', '962aaa81-76fa-4f64-a3a8-58cf1153288d', 'ed3779fe-144f-41e6-b536-cd2f021b6df4']",1,1.0,1
7
+ 5,"""How can I work through my feelings about my childhood trauma when it's all a blur and I'm not even sure what happened?""",77ff11f4-07ed-49ea-a4b8-52b522ccd25b,"['77ff11f4-07ed-49ea-a4b8-52b522ccd25b', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '24423a4a-d0bc-4b57-8657-1fa74e01b64d']",1,1.0,1
8
+ 6,"""What do I need to focus on to find my true interests and passions?""",6825088c-7a1a-487a-a96b-9fe14ceb728b,"['cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '6825088c-7a1a-487a-a96b-9fe14ceb728b', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '962aaa81-76fa-4f64-a3a8-58cf1153288d', 'b76d0e32-e5f3-4744-930a-ce5a250e3ff8']",1,0.5,2
9
+ 7,"""How do I find a trauma therapist who is experienced in helping adults cope with anxiety related to childhood trauma?""",24423a4a-d0bc-4b57-8657-1fa74e01b64d,"['24423a4a-d0bc-4b57-8657-1fa74e01b64d', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', '95da9e5c-641d-419b-9ee0-348ffa42f60b', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', 'be778370-3fd6-483b-a75f-19dd75a0db1e']",1,1.0,1
10
+ 8,"""Should I trust him when he says he's not lying, even though multiple women have experienced similar situations?""",962aaa81-76fa-4f64-a3a8-58cf1153288d,"['962aaa81-76fa-4f64-a3a8-58cf1153288d', '55b36044-e2af-4eff-a8e4-312c29407b4f', 'b76d0e32-e5f3-4744-930a-ce5a250e3ff8', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'c0e0a02c-c87a-4cca-bdfe-b664c2f669e8']",1,1.0,1
11
+ 9,"""What are some practical tips for managing my anxiety while driving long distances on the road?""",3d6a9674-bd7f-4937-a8e1-52b3b5518e0d,"['3d6a9674-bd7f-4937-a8e1-52b3b5518e0d', 'e86562e4-5e2a-4d17-90a0-878c42966576', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '95da9e5c-641d-419b-9ee0-348ffa42f60b']",1,1.0,1
12
+ 10,How can I prioritize building deeper connections with a smaller group of people when it feels like everyone around me is so busy and distracted?,b59f9547-fa74-416d-a91e-cbc3d1e6e9e4,"['b59f9547-fa74-416d-a91e-cbc3d1e6e9e4', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '95da9e5c-641d-419b-9ee0-348ffa42f60b', 'e86562e4-5e2a-4d17-90a0-878c42966576', '6825088c-7a1a-487a-a96b-9fe14ceb728b']",1,1.0,1
13
+ 11,"""How do we get my fiancé to stand up for herself and communicate her concerns about his behavior without putting themselves or the kids in danger?""",c0e0a02c-c87a-4cca-bdfe-b664c2f669e8,"['c0e0a02c-c87a-4cca-bdfe-b664c2f669e8', '55b36044-e2af-4eff-a8e4-312c29407b4f', 'e07bc264-6acb-4d45-a9e0-4565f3edaad5', '95da9e5c-641d-419b-9ee0-348ffa42f60b', 'cbe16da4-8412-43d2-a4ad-1b1b7b410035']",1,1.0,1
14
+ 12,"""Am I doing something wrong that's causing my partner to push me away?""",34050c2b-491d-48cf-868d-8bbdc9ec0e11,"['34050c2b-491d-48cf-868d-8bbdc9ec0e11', 'f1bf325d-3253-4774-a235-527c721a8685', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'c0e0a02c-c87a-4cca-bdfe-b664c2f669e8', 'ed3779fe-144f-41e6-b536-cd2f021b6df4']",1,1.0,1
15
+ 13,Why do I always assume people are judging me even when we're just having a normal conversation?,b14a81c9-2d58-4186-b083-7a41706e57a8,"['b14a81c9-2d58-4186-b083-7a41706e57a8', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '95da9e5c-641d-419b-9ee0-348ffa42f60b', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', '6825088c-7a1a-487a-a96b-9fe14ceb728b']",1,1.0,1
16
+ 14,"How can I find a treatment program that addresses both my addiction and mental health struggles, given my history of substance abuse and bipolar disorder?",f445f4f6-f35d-4c44-a94f-cfd9719addae,"['f445f4f6-f35d-4c44-a94f-cfd9719addae', 'cbe16da4-8412-43d2-a4ad-1b1b7b410035', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', 'be778370-3fd6-483b-a75f-19dd75a0db1e', 'b76d0e32-e5f3-4744-930a-ce5a250e3ff8']",1,1.0,1
17
+ 15,"""What are some common types of therapy for OCD and how do I know if they'll be effective in treating my checking and cleaning compulsions?""",be778370-3fd6-483b-a75f-19dd75a0db1e,"['be778370-3fd6-483b-a75f-19dd75a0db1e', 'cbe16da4-8412-43d2-a4ad-1b1b7b410035', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'b76d0e32-e5f3-4744-930a-ce5a250e3ff8']",1,1.0,1
18
+ 16,"""How can I prioritize my own needs and desires when it feels like responsibilities are overwhelming me?""",cf90ef7b-03c3-4066-a695-4c8ab95d9b57,"['cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'e86562e4-5e2a-4d17-90a0-878c42966576', '6825088c-7a1a-487a-a96b-9fe14ceb728b', '95da9e5c-641d-419b-9ee0-348ffa42f60b']",1,1.0,1
19
+ 17,"""How can I find alternative indoor activities to replace my outdoor hobbies during the winter months?""",4ab4c530-4e3f-4749-a663-20c36a5a3e64,"['4ab4c530-4e3f-4749-a663-20c36a5a3e64', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '6277a464-d7fb-4eeb-9f00-b518cd32cf28', '95da9e5c-641d-419b-9ee0-348ffa42f60b']",1,1.0,1
20
+ 18,"""Is it common for people in therapy to still feel anxious about sharing their feelings even after a few sessions?""",67e871dc-95a1-4a5f-a536-8bd2c0af421d,"['67e871dc-95a1-4a5f-a536-8bd2c0af421d', '20b4e2de-5545-4640-a3b0-d2b3fb4b5d78', 'e86562e4-5e2a-4d17-90a0-878c42966576', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '24423a4a-d0bc-4b57-8657-1fa74e01b64d']",1,1.0,1
21
+ 19,"""How do I navigate my feelings without compromising my professional relationship?""",0252614f-e02b-4ff2-b5be-96d6c7a084c1,"['0252614f-e02b-4ff2-b5be-96d6c7a084c1', '962aaa81-76fa-4f64-a3a8-58cf1153288d', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '55b36044-e2af-4eff-a8e4-312c29407b4f', '6825088c-7a1a-487a-a96b-9fe14ceb728b']",1,1.0,1
22
+ 20,"How can I start acknowledging and expressing my emotions without feeling like I'm ""wrong"" for not being able to feel anything after what happened?",5092cbd9-da6b-40ae-bb57-5d59c1eca7d1,"['5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', '6825088c-7a1a-487a-a96b-9fe14ceb728b', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'e07bc264-6acb-4d45-a9e0-4565f3edaad5', 'e86562e4-5e2a-4d17-90a0-878c42966576']",1,1.0,1
23
+ 21,"""Is it common for people to still feel anxious after several sessions of therapy?""",20b4e2de-5545-4640-a3b0-d2b3fb4b5d78,"['67e871dc-95a1-4a5f-a536-8bd2c0af421d', '20b4e2de-5545-4640-a3b0-d2b3fb4b5d78', 'e86562e4-5e2a-4d17-90a0-878c42966576', '24423a4a-d0bc-4b57-8657-1fa74e01b64d', '7e563f6b-def9-4e6d-8634-0fefe68a1630']",1,0.5,2
24
+ 22,"""How can I support my daughter's boundaries and prioritize her emotional safety without forcing her to see her biological father if she doesn't want to?""",f4f79169-bf0a-4a50-9e0e-1f545fcc4daf,"['f4f79169-bf0a-4a50-9e0e-1f545fcc4daf', 'c0e0a02c-c87a-4cca-bdfe-b664c2f669e8', '55b36044-e2af-4eff-a8e4-312c29407b4f', '7fac0e22-4e42-4d1f-aec4-a063e9477155', '95da9e5c-641d-419b-9ee0-348ffa42f60b']",1,1.0,1
25
+ 23,"""Why do I always feel like I'm being dismissed when I try to talk about my emotions?""",e07bc264-6acb-4d45-a9e0-4565f3edaad5,"['7e563f6b-def9-4e6d-8634-0fefe68a1630', 'e86562e4-5e2a-4d17-90a0-878c42966576', 'e07bc264-6acb-4d45-a9e0-4565f3edaad5', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1', 'b59f9547-fa74-416d-a91e-cbc3d1e6e9e4']",1,0.3333333333333333,3
26
+ 24,"""Why can't I just distance myself from my sister and still maintain a good relationship with our parents?""",7fac0e22-4e42-4d1f-aec4-a063e9477155,"['7fac0e22-4e42-4d1f-aec4-a063e9477155', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '34050c2b-491d-48cf-868d-8bbdc9ec0e11', '95da9e5c-641d-419b-9ee0-348ffa42f60b', 'c0e0a02c-c87a-4cca-bdfe-b664c2f669e8']",1,1.0,1
27
+ 25,"Am I overreacting if I'm feeling anxious and unhappy in my relationship, but unsure what specific deal breakers are for me?",f1bf325d-3253-4774-a235-527c721a8685,"['f1bf325d-3253-4774-a235-527c721a8685', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'ed3779fe-144f-41e6-b536-cd2f021b6df4', 'e86562e4-5e2a-4d17-90a0-878c42966576', '962aaa81-76fa-4f64-a3a8-58cf1153288d']",1,1.0,1
28
+ 26,"""I'm worried that my anxiety is getting worse and I don't know why. Is there a pattern to when it happens, and how can I start to understand and overcome these feelings?""",e86562e4-5e2a-4d17-90a0-878c42966576,"['e86562e4-5e2a-4d17-90a0-878c42966576', '3d6a9674-bd7f-4937-a8e1-52b3b5518e0d', 'b14a81c9-2d58-4186-b083-7a41706e57a8', '7e563f6b-def9-4e6d-8634-0fefe68a1630', '67e871dc-95a1-4a5f-a536-8bd2c0af421d']",1,1.0,1
29
+ 27,"""What's the right way to approach my friend about her prescription medication abuse without feeling guilty or like I'm judging her?""",cbe16da4-8412-43d2-a4ad-1b1b7b410035,"['cbe16da4-8412-43d2-a4ad-1b1b7b410035', '7e563f6b-def9-4e6d-8634-0fefe68a1630', 'b76d0e32-e5f3-4744-930a-ce5a250e3ff8', '6825088c-7a1a-487a-a96b-9fe14ceb728b', 'e07bc264-6acb-4d45-a9e0-4565f3edaad5']",1,1.0,1
30
+ 28,"""What are some practical ways to distinguish between my own thoughts and the influence of others' opinions, so I'm not constantly questioning what's real or not?""",3f45991c-b90a-42bf-a7bd-cbc6af83e43e,"['6825088c-7a1a-487a-a96b-9fe14ceb728b', 'b14a81c9-2d58-4186-b083-7a41706e57a8', '3f45991c-b90a-42bf-a7bd-cbc6af83e43e', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57', '7e563f6b-def9-4e6d-8634-0fefe68a1630']",1,0.3333333333333333,3
31
+ 29,"""How can I stop feeling like I'm stuck in this pattern of always expecting to lose everything important to me again, and start believing that I deserve happiness and comfort?""",7e563f6b-def9-4e6d-8634-0fefe68a1630,"['7e563f6b-def9-4e6d-8634-0fefe68a1630', 'e86562e4-5e2a-4d17-90a0-878c42966576', 'cf90ef7b-03c3-4066-a695-4c8ab95d9b57', 'b14a81c9-2d58-4186-b083-7a41706e57a8', '5092cbd9-da6b-40ae-bb57-5d59c1eca7d1']",1,1.0,1
retrieval_ground_truth.json ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "queries": {
3
+ "5baed902-e584-4c1d-b201-1825621950c7": "Here are some potential questions based on the provided context:",
4
+ "9cad37bd-1f66-48ee-bcf6-d4e3a8a2d76a": "**Multiple Choice Questions**",
5
+ "f91f4d6b-9047-4d2f-b3dc-dfa7eaf2f05d": "What is a key message from the therapist regarding the boyfriend's situation?",
6
+ "09504c38-93c3-46c7-9afd-178b78ff76da": "a) He's not committed enough to the relationship",
7
+ "e563c7f1-3d85-4ce4-b33e-84c0daac0d08": "b) He needs time and space to process his thoughts and feelings",
8
+ "471cc2f7-acea-472a-9b66-9f5d9630990a": "c) His depression is caused by the relationship itself",
9
+ "651577eb-fa18-418a-8373-acbef064f138": "d) He should talk more about his issues",
10
+ "23da4911-f6c8-4aff-994f-05bbf78bf408": "Why might it be important for you to respect the boyfriend's need for time and space?",
11
+ "daf7218a-d4f8-41eb-8356-e126919b6046": "a) So he doesn't feel guilty or pressured",
12
+ "9e5a784e-bb58-49a7-a09b-4b2ab672076e": "b) To prove that you're a good listener",
13
+ "9001d5a8-44ce-4f7b-838e-d9274408dd8b": "c) Because it's just 3 weeks into the relationship",
14
+ "473d10fe-b0b2-4db7-9b7b-6df667b41365": "d) It has nothing to do with the situation",
15
+ "d83314e4-cc35-431b-98d6-ad8ba0637ce0": "**Short Answer Questions**",
16
+ "50ee3d1d-c087-4119-980f-dca074820fa7": "What does the therapist suggest you do if the boyfriend is not yet ready to talk about his issues?",
17
+ "4df1cb78-196e-4b8d-8816-ef219818368b": "(Answer should be something like: \"Give him time and space...\")",
18
+ "f5894cab-fdb1-40cb-a032-f17053545b7b": "How might your behavior show that you care about the boyfriend's well-being, even if he's not talking about it?",
19
+ "1b10e5a7-3fab-46b5-8387-e3f265b22667": "**Essay Questions**",
20
+ "b720ed31-2c67-4176-a87a-4207a08ca457": "Discuss the importance of respecting someone's need for time and space when they are dealing with personal issues. Use examples from the context to support your argument.",
21
+ "64025e4a-a7c6-4f74-99ec-a84d6572291f": "(Answer should demonstrate understanding of the therapist's advice and how it can help in this situation)",
22
+ "22d0d725-8704-464e-83c6-0a7ca3bfd5a4": "What are some potential pitfalls or challenges that you might face in this situation, and how could you overcome them?",
23
+ "803beff8-2d9c-45e5-b63f-ca0cd725a29a": "(Answer should show an understanding of the complexity of the situation and offer suggestions for navigating it successfully)",
24
+ "1d1f79b7-da03-4936-b111-8848fe9370a9": "Here are five questions that cover different aspects of the context:",
25
+ "46d18405-ceca-4f1a-bded-016787fb2aa3": "How did the user's decision to stop working after their son's diagnosis affect their daily life?",
26
+ "ebb812da-46aa-4ea3-bbcc-72270eaa0095": "What kind of abuse did the user experience in their previous relationship, and how did it impact their mental health?",
27
+ "09539f08-5812-4b3a-8591-a07692e71fe7": "In what ways has the user's living environment contributed to their feelings of nervousness around people?",
28
+ "95f316c8-e38f-4163-8554-fc87ab398c9f": "How does the therapist suggest the user can balance caution with connection when interacting with others?",
29
+ "367011ca-6c76-420b-a093-f71ef1d250ca": "According to the therapist, is it realistic for the user to strive for the same level of comfort they experienced before recent circumstances, or should they find a new normal?",
30
+ "93909496-12a5-429f-bc5b-53d81da95259": "Here are five questions based on the given context:",
31
+ "7d5f573d-944d-4bfc-9344-b66870098a81": "What type of animal is referred to as a \"Service Animal\" under American Disability Association (ADA) guidelines?",
32
+ "d831b910-29a1-475f-a16e-2d65b7148253": "According to the therapist, what is the primary difference between an Emotional Support Animal and a Service Animal?"
33
+ },
34
+ "responses": {
35
+ "5baed902-e584-4c1d-b201-1825621950c7": "Here's an answer to one of the potential questions:\n\nQ: Should I be concerned that he's only been open about his depression after we've started dating?\n\nA: No, it's not uncommon for people to keep their struggles with mental health private until they feel comfortable sharing with someone close. The fact that he's opening up to you now is a good sign that you're important to him and that he trusts you enough to share this part of himself.",
36
+ "9cad37bd-1f66-48ee-bcf6-d4e3a8a2d76a": "Based on the context information, here are some multiple-choice questions with their corresponding answers:\n\n**Question 1:** What should you do when your boyfriend says he has a lot on his mind?\n\nA) Try to talk him out of it and get him to focus on your relationship.\nB) Give him time and space to think about things.\nC) Get worried that he's not interested in the relationship anymore.\n\n**Answer:** B) Give him time and space to think about things.\n\n**Question 2:** Why should you respect your boyfriend's need for time and space?\n\nA) Because he's just being a typical man who doesn't want to talk.\nB) Because something is going on with him that he needs time to process, think about, and work through.\nC) Because you're not interested in the relationship anymore.\n\n**Answer:** B) Because something is going on with him that he needs time to process, think about, and work through.\n\n**Question 3:** What should you do when your boyfriend does decide to talk?\n\nA) Avoid listening to what he has to say.\nB) Be a comforting listener and put yourself in his shoes the best you can.\nC) Try to offer solutions to his problems right away.\n\n**Answer:** B) Be a comforting listener and put yourself in his shoes the best you can.",
37
+ "f91f4d6b-9047-4d2f-b3dc-dfa7eaf2f05d": "A key message from the therapist is that something is going on with the boyfriend that he needs to process and work through, and it's not necessarily related to you or your relationship. The therapist advises giving him time and space to think about his feelings and experiences without taking it personally.",
38
+ "09504c38-93c3-46c7-9afd-178b78ff76da": "Based on the therapist's advice, it is likely that the correct answer is:\n\n\"No\"\n\nThe therapist suggests giving him space and respecting his need to process and think about things. This implies that he may not be ready or willing to fully commit to the relationship yet, but this has nothing to do with his level of commitment in general. His depression and need for time to think are separate issues from his willingness to invest in the relationship.",
39
+ "e563c7f1-3d85-4ce4-b33e-84c0daac0d08": "**YES**\n\nAccording to the therapist's advice, it is suggested that you give your boyfriend the time and space he needs to process his thoughts and feelings. This indicates that something is going on with him that requires introspection and contemplation, and it's essential to respect his need for solitude at this time.",
40
+ "471cc2f7-acea-472a-9b66-9f5d9630990a": "Based on the context information, I would say that the answer is:\n\n**No**\n\nThe therapist's advice suggests that something is going on with him that he needs time to process and work through, implying that his depression may be a pre-existing condition or unrelated to the relationship. The therapist also advises the user not to take it personally, suggesting that the issue is not necessarily related to their own actions or the relationship itself.",
41
+ "651577eb-fa18-418a-8373-acbef064f138": "Based on the therapist's advice, I would answer:\n\n**No**, he doesn't necessarily need to talk more about his issues. In fact, the therapist suggests that men often take time to think and process their emotions before talking about them, so it may not be helpful to push him to open up right away. Instead, it's important for you to give him space and time to work through his feelings in his own way, and be a supportive listener when he is ready to talk.",
42
+ "23da4911-f6c8-4aff-994f-05bbf78bf408": "According to the therapist's advice, respecting the boyfriend's need for time and space is important because something is going on with him that he needs to process, think about, and work through. His depression may not be a new development, but rather something that has been going on for a while. Giving him the time and space he needs allows him to deal with these issues without feeling pressured or judged by you.",
43
+ "daf7218a-d4f8-41eb-8356-e126919b6046": "No, it's important to give him the time and space he needs (Therapist). Don't make him feel guilty or pressured for needing time to think about your relationship.",
44
+ "9e5a784e-bb58-49a7-a09b-4b2ab672076e": "When he is ready to talk, be a comforting listener and put yourself in his shoes the best you can to be the support he needs.",
45
+ "9001d5a8-44ce-4f7b-838e-d9274408dd8b": "According to the therapist's advice, because it's just 3 weeks into the relationship, you should:\n\n\"Give him the time and space he needs. Respect that most men are not talkers but more thinkers. If and when he is ready to talk, he will.\"\n\nThis suggests that even with a relatively new relationship, it's important to prioritize his emotional needs and give him the space to process his thoughts and feelings without feeling pressure to immediately open up and discuss everything.",
46
+ "473d10fe-b0b2-4db7-9b7b-6df667b41365": "It doesn't.\n\nThe therapist's advice suggests that the boyfriend's need for space and time is likely related to his depression and personal struggles, which may have been going on for a while. The fact that he's only been dating the user for three weeks and is now seeking space may indicate that his underlying issues are not directly related to their relationship or her personally.",
47
+ "d83314e4-cc35-431b-98d6-ad8ba0637ce0": "Based on the context information, here are some short answer questions with answers:\n\n1. What should you do if your boyfriend needs time to think about your relationship?\n\n**Answer:** Give him the time and space he needs.\n\n2. Why is it important to respect his need for time and space?\n\n**Answer:** Because something is going on with him that he needs time to process, think about, and work through.\n\n3. What should you do if he starts talking about his concerns?\n\n**Answer:** Be a comforting listener and put yourself in his shoes the best you can to be the support he needs.\n\n4. Should you take it personally that your boyfriend needs space?\n\n**Answer:** No, don't take it personal because you've only been dating 3 weeks and his depression may have been going on for a while.\n\n5. What should you show him if you want to support him during this time?\n\n**Answer:** Show him by being patient and supportive at this time.",
48
+ "50ee3d1d-c087-4119-980f-dca074820fa7": "According to the context, the therapist suggests that you give him the time and space he needs. This means not pressuring him to talk or revealing your concerns to him at this point. Instead, respect his need for silence and allow him to process his emotions without interference. The therapist implies that men often take time to think through their issues rather than talking about them immediately, so it's essential to be patient and understanding.",
49
+ "4df1cb78-196e-4b8d-8816-ef219818368b": "Give him time and space he needs.",
50
+ "f5894cab-fdb1-40cb-a032-f17053545b7b": "Based on the therapist's guidance, here are some ways to show that you care about the boyfriend's well-being without pressuring him to talk:\n\n* Give him time and space: Respect his need for solitude and give him the freedom to process his thoughts without feeling pressured or judged.\n* Be patient: Understand that his depression may be a long-term issue, and it takes time to work through. Don't put a timeline on when he should \"get over\" his issues.\n* Show empathy: Let him know you care by being a comforting listener. Even if he's not talking about it, your body language and tone of voice can convey understanding and support.\n* Validate his feelings: Acknowledge that what he's going through is real and that you're there to support him, even if he's not sharing details.\n* Offer help in small ways: Help with daily tasks or errands that might be weighing on him. These small gestures can show that you care without being too intrusive or overwhelming.\n\nRemember, the key is to be understanding, patient, and supportive without pressuring him to open up when he's not ready.",
51
+ "1b10e5a7-3fab-46b5-8387-e3f265b22667": "**What are some important takeaways from a therapist's advice to someone who just found out their boyfriend takes anti-depression medicine?**\n\nIn response to discovering that your boyfriend takes anti-depression medicine, it is crucial to remember several key points. First and foremost, give him the time and space he needs to process his emotions and work through whatever is troubling him. This may seem counterintuitive, especially since you've only been dating for three weeks, but respecting his need for solitude can actually strengthen your relationship in the long run.\n\nIt's also essential to recognize that men, in general, are not always talkers but rather thinkers. Allow him the time and opportunity to reflect on his thoughts and feelings before opening up to you about them. When he does eventually feel comfortable sharing his emotions with you, make sure to be a supportive listener. Put yourself in his shoes and try to understand what he's going through.\n\nFinally, do not take his need for solitude personally. His depression is likely a long-term issue that predates your relationship, and it's essential to separate his emotional struggles from your feelings about him as a person. If you genuinely care about him, showing patience and support during this challenging time can actually bring the two of you closer together.\n\nBy keeping these points in mind, you can create a safe and supportive environment for your boyfriend to work through his issues while also nurturing your relationship.",
52
+ "b720ed31-2c67-4176-a87a-4207a08ca457": "Respecting someone's need for time and space is crucial when they are dealing with personal issues, as seen in the context information provided. In this scenario, the boyfriend has been open about his struggles with depression and has expressed a desire to have some alone time to think and process his emotions. It is essential to respect this need, as it allows him to work through his feelings at his own pace.\n\nThe therapist's advice to give him \"time and space\" is particularly noteworthy, as it acknowledges that everyone deals with emotional struggles differently. Some people may need to talk about their issues, while others may prefer to think and reflect on their experiences. By respecting his need for time and space, the partner can create a safe and supportive environment where he feels comfortable opening up when he is ready.\n\nIn this context, not taking it personally and avoiding pressure to \"talk things out\" can be incredibly helpful. The boyfriend has been dating only three weeks, and his depression may be something that has been going on for much longer. It is essential to recognize that his struggles are not a reflection of the relationship or the partner's worth.\n\nBy respecting his need for time and space, the partner can show that they care about his well-being and are willing to support him during this challenging time. This can be achieved by being patient, understanding, and supportive, as suggested by the therapist.",
53
+ "64025e4a-a7c6-4f74-99ec-a84d6572291f": "I understand that the boyfriend is going through a tough time with depression, and it's essential to give him the space and time he needs to process his emotions. I'll respect his need for solitude and not take his silence personally, knowing that we've only been dating three weeks.\n\nTo support him, I'll be a comforting listener when he's ready to talk, putting myself in his shoes to understand what he's going through. This will help me provide the emotional support he needs without being judgmental or pushy.\n\nBy showing patience and understanding during this time, I'll demonstrate my commitment to our relationship and willingness to work through any challenges that may arise.",
54
+ "22d0d725-8704-464e-83c6-0a7ca3bfd5a4": "Based on the context information, here are some potential pitfalls or challenges that I might face in this situation:\n\n1. **Misinterpretation**: With his need for time and space to process his thoughts, I might misinterpret his actions as a lack of interest or commitment to our relationship.\n\t* Overcome it: By respecting his boundaries and giving him the space he needs, I can avoid jumping to conclusions.\n2. **Over-analysis**: As someone who's invested in the relationship, I might over-analyze every little thing he says or does, trying to read between the lines.\n\t* Overcome it: By focusing on being a comforting listener when we do talk, and avoiding assumptions about his motivations.\n3. **Feeling left out**: With him needing time to think, I might feel like I'm not a priority in our relationship or that he's prioritizing his mental health over our connection.\n\t* Overcome it: By acknowledging that his mental health is important, too, and focusing on building a strong foundation of trust and understanding.\n4. **Fear of the unknown**: Not knowing what's going on with him mentally might create uncertainty and anxiety for me.\n\t* Overcome it: By practicing patience and empathy, and focusing on supporting him in any way I can.\n5. **Blame or guilt-tripping**: If he doesn't open up about his struggles right away, I might feel the need to \"fix\" things or make him feel guilty for not sharing more with me.\n\t* Overcome it: By trusting that he'll come to me when he's ready, and avoiding putting pressure on him to share more than he's comfortable with.\n\nTo overcome these challenges, I can:\n\n1. Practice empathy and understanding by acknowledging the complexity of his mental health struggles.\n2. Focus on being a supportive listener when we do talk, rather than trying to fix everything immediately.\n3. Cultivate patience and trust that our relationship will grow stronger as we navigate this challenging time together.\n\nBy recognizing these potential pitfalls and taking steps to overcome them, I can build a strong foundation of support and understanding with my boyfriend, helping us navigate his mental health struggles and emerge stronger on the other side.",
55
+ "803beff8-2d9c-45e5-b63f-ca0cd725a29a": "I understand that this is a sensitive and complex situation. Your boyfriend's revelation about taking anti-depression medicine adds a new layer of depth to his recent need for time and space, which can be challenging to navigate, especially given your relatively short time together.\n\nFirstly, it's essential to acknowledge that his depression is likely a personal struggle that may have been going on for some time, and it's not necessarily about you or the relationship. It's crucial to separate his emotional state from your feelings and avoid taking it personally.\n\nTo navigate this situation successfully, I suggest the following:\n\n1. **Give him space**: Respect his need for time and space to process his emotions. Avoid pushing him to talk if he's not ready, as this can exacerbate the situation.\n2. **Educate yourself**: Learn about depression, its effects on mental health, and how it can impact relationships. This will help you better understand what your boyfriend is going through and provide informed support.\n3. **Be patient and understanding**: When your boyfriend does open up, be a comforting listener, and try to put yourself in his shoes. Avoid offering solutions or trying to \"fix\" the problem; instead, focus on being present and supportive.\n4. **Communicate openly (but not too much)**: While it's essential to give him space, occasional check-ins can help you stay connected and show your support. However, avoid bombarding him with questions or concerns that might make him feel overwhelmed.\n5. **Take care of yourself**: Navigating a partner's mental health struggles can be emotionally draining. Make sure to prioritize your own well-being by engaging in self-care activities, talking to trusted friends or family members, and seeking professional help if needed.\n\nRemember, this is not just about you or the relationship; it's also about supporting someone who may be struggling with their mental health. By being patient, understanding, and supportive, you can create a safe and nurturing environment for your boyfriend to work through his challenges.",
56
+ "1d1f79b7-da03-4936-b111-8848fe9370a9": "Here are my answers to the five questions:\n\n**Q1: How can she feel more comfortable around other people?**\n\nThe therapist suggests that her discomfort may be rooted in her environment and the people around her. If possible, it might be helpful for her to consider moving to a new neighborhood or living situation where she has more control over who she interacts with. Additionally, setting a new \"normal\" for herself and being discerning about the people she connects with could help her feel more at ease.\n\n**Q2: What are some potential factors that may have contributed to her feelings of nervousness around others?**\n\nBased on the context, it's likely that her experiences with an abusive relationship (mentally, physically, and emotionally) have left her feeling anxious or fearful around others. Additionally, being a stay-at-home parent for several years has also contributed to her social isolation.\n\n**Q3: How might her son's autism diagnosis affect her interactions with other people?**\n\nGiven the challenges that come with raising a child with autism, it's likely that she may have experienced some social isolation or difficulties navigating public spaces or social situations. This could have further reinforced her feelings of nervousness around others.\n\n**Q4: Are there any specific skills or strategies that might help her feel more comfortable in social situations?**\n\nThe therapist doesn't explicitly suggest specific skills or strategies, but it's possible that techniques like gradual exposure, mindfulness, or assertiveness training could be helpful. Additionally, finding a support group for parents of children with autism or seeking therapy to address trauma and anxiety could also be beneficial.\n\n**Q5: What kind of support or resources might she need to feel more comfortable around other people?**\n\nBased on the context, it seems like she may benefit from emotional support, resources, and possibly professional help. A therapist specializing in trauma, anxiety, or social skills training could be a good resource for her. Additionally, support groups for parents of children with autism or survivors of domestic violence might also provide a sense of community and understanding.",
57
+ "46d18405-ceca-4f1a-bded-016787fb2aa3": "Based on the provided context information, it can be inferred that the user's decision to stop working after their son's diagnosis led to significant changes in their daily life. The user mentions that they stopped working so they could take care of their son with autism, indicating that they prioritized their child's needs over their own career or professional life.\n\nThis decision likely resulted in the following effects on the user's daily life:\n\n1. Reduced social interaction: As a stay-at-home parent, the user may have had limited opportunities for social interaction outside of family and close friends.\n2. Increased responsibility: Taking care of a child with special needs requires significant time, effort, and emotional investment, which may have left the user feeling overwhelmed and exhausted.\n3. Loss of identity: The user's role as a caregiver might have overshadowed their professional or personal identity, potentially leading to feelings of isolation and disconnection from others.\n\nThe therapist's response also suggests that the user's environment (home and neighborhood) has likely changed since they stopped working, which may have contributed to their current feelings of nervousness around people.",
58
+ "ebb812da-46aa-4ea3-bbcc-72270eaa0095": "Based on the provided context, it can be inferred that the user experienced \"mentally, physically, and emotionally\" abuse in their previous relationship. This suggests that the abuse was a combination of verbal harassment, physical violence, and emotional manipulation, which can have a severe impact on one's mental health.\n\nThe fact that the user mentions they were living like a recluse and always feel nervous around people implies that the experience of abuse has left them with anxiety, fear, or hypervigilance. This is not surprising, as survivors of intimate partner abuse often report symptoms of post-traumatic stress disorder (PTSD), depression, and anxiety.\n\nThe user's decision to stop working and isolate themselves after their son's diagnosis and the abusive relationship suggests that they may be struggling with feelings of overwhelm, shame, or self-blame, which are common among individuals who have experienced trauma.",
59
+ "09539f08-5812-4b3a-8591-a07692e71fe7": "Based on the context, it can be inferred that the user's living environment may have contributed to their feelings of nervousness around people in several ways:\n\n1. Proximity to abusive relationship: The fact that the user still lives in the same home and neighborhood where they experienced abuse suggests that they are constantly reminded of those traumatic experiences. This proximity could make them feel anxious or on edge, leading to a general feeling of nervousness around people.\n2. Lack of support from neighbors: The user mentions that their neighbors didn't reach out when they heard their ex yelling or offer assistance and resources when their son acted differently than his peers. This lack of support may have made the user feel isolated and unsupported, leading them to become more withdrawn and nervous around others.\n\nOverall, it appears that the user's living environment has contributed to their feelings of nervousness by serving as a constant reminder of past trauma and lack of support from those around them.",
60
+ "95f316c8-e38f-4163-8554-fc87ab398c9f": "According to the therapist's response, they suggest that the user set a new bar for themselves, finding their \"new normal\" of comfort around people. They recommend being discerning and only connecting with individuals who will be supportive and raise the user's self-esteem, rather than trying to go back to feeling as comfortable as before their recent circumstances.",
61
+ "367011ca-6c76-420b-a093-f71ef1d250ca": "According to the therapist, it might not be realistic for the user to strive for the same level of comfort they experienced before their recent circumstances. The therapist suggests that the user may need to \"find your new normal\" and connect only with people who raise them up and bolster their self-esteem. This implies that the user's current environment and situation are different from what they were before, and it may be necessary to adapt to these changes rather than trying to recreate a past comfort level.",
62
+ "93909496-12a5-429f-bc5b-53d81da95259": "Here are the answers to the five questions:\n\nQ1: Why did the apartment manager deny the patient's request for an emotional support dog?\nA: The apartment manager denied the request because they believe that the patient is not \"disabled\" as defined by the American Disability Association (ADA), and therefore, the emotional support animal does not fall under the protected category of Service Animals.\n\nQ2: What type of animals are considered Emotional Support Animals (ESAs)?\nA: Emotional Support Animals (ESAs) are untrained animals that provide services to their owners, typically pets or other domestic animals.\n\nQ3: Why is it important for the patient's therapist to write a letter to the apartment manager?\nA: Writing a letter may help to clarify the benefits of having an emotional support dog and provide additional context to support the patient's request. However, since the apartment manager is aware of ADA guidelines, this step may not necessarily change their decision.\n\nQ4: What is the simplest course of action for the patient to take?\nA: The simplest course of action may be to find an alternative residence if that is a plausible option, as the apartment manager has denied the request and is unlikely to change their decision without further clarification or changes in circumstances.\n\nQ5: What type of animals are protected under specific laws and must be accommodated in public places?\nA: Service Animals that are trained to provide specific services for an individual with limitations that make them fall under what the ADA defines as \"disabled\" are protected under specific laws and must be accommodated in public places where the human they serve is present.",
63
+ "7d5f573d-944d-4bfc-9344-b66870098a81": "Based on the context information, Service Animals are trained animals that provide specific services for an individual with limitations that make them fall under what the ADA defines as \"disabled\".",
64
+ "d831b910-29a1-475f-a16e-2d65b7148253": "According to the therapist, the primary difference between an Emotional Support Animal (ESA) and a Service Animal is that ESAs are untrained animals that provide emotional support to their owners, while Service Animals are trained animals that provide specific services for individuals with limitations that make them fall under what the ADA defines as \"disabled\"."
65
+ }
66
+ }
retrieval_ground_truth_pairs_30.json ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "query_id": 0,
4
+ "query": "\"How can I balance my own feelings of uncertainty and concern with the need to be patient and supportive, especially since we're still in the early stages of our relationship?\"",
5
+ "expected_node_id": "b76d0e32-e5f3-4744-930a-ce5a250e3ff8",
6
+ "source_text": "User: I found out my boyfriend takes anti-depression medicine. Lately he's been saying he has a lot on his mind, and he needs time to think about us. We've only been dating 3 weeks but I like him a lot.\n\nTherapist: Give him the time and space he needs.  Obviously something is going on with him that he needs time to process, think about, and work through.  Respect that most men are not talkers but more thinkers.  If and when he is ready to talk, he will.  When and if he does talk, be a comforting listener and put yourself in his shoes the best you can to be the support he needs.  Don't take it personal because you just been dating 3 weeks and his depression maybe something that been going on for a while.  If you do like him...showing him by being patient and supportive at this time."
7
+ },
8
+ {
9
+ "query_id": 1,
10
+ "query": "How can I balance my desire for social connection with my need to protect myself after experiencing abuse?",
11
+ "expected_node_id": "95da9e5c-641d-419b-9ee0-348ffa42f60b",
12
+ "source_text": "User: My son was diagnosed with autism a few years ago and I stopped working so that I could take care of him. I also was dealing with an abusive relationship (mentally, physically, and emotionally). Now I live like a recluse and I always feel nervous around people.\n How can I feel more comfortable around other people?\n\nTherapist: I'd wonder first if you were still in the same home and neighborhood where you raised your son and experienced the abuse? In many ways, we react to our environments - and if you're still surrounded by neighbors who didn't reach out when they heard your ex yelling or offer assistance and resources when your son acted differently than his peers, it might make sense that you're more timid around folks. It might also be worth thinking about where your bar is set: do you want to be as comfortable around people as you were before your recent circumstances? Or find your new normal, and connect only with people who raise you up and bolster your self-esteem? You have the right to be both cautious (if you're still surrounded by the same folks and environment) and discerning - only connecting with people who will be supportive. All the best~"
13
+ },
14
+ {
15
+ "query_id": 2,
16
+ "query": "\"I've been considering moving out of my current apartment because of this issue. Is there anything I can do to make my new place more comfortable for me and my emotional support animal?\"",
17
+ "expected_node_id": "6277a464-d7fb-4eeb-9f00-b518cd32cf28",
18
+ "source_text": "User: I have been diagnosed with general anxiety and depression by my family doctor. They wrote a prescription for me to have an emotional support dog, I have the paper work, and I gave it to my apartment manager. They said I can't keep the ESD because I'm not disabled. What do you suggest I do?\n\nTherapist: At present, the American Disability Association (ADA) only allows protection and guiltiness for Service Animals, which is fall under a separate distinction from Emotional Support Animals. Emotional support animals are untrained animals (typically pets or other domestic animals) that provide wonderful services to their owners, and there are many benefits to having one.Service animals who are trained to provide specific services for an individual with limitations that make them fall under what the ADA defines as \"disabled\" are protected under specific laws, and must be accommodated in public places where the human they serve is present. While it may be beneficial to request that the therapist who \"prescribed\" the dog to you write a letter to the apartment manager, it sounds like the manager is aware of ADA guidelines, and the simplest course of action may be to find an alternative residence, if that is a plausible option."
19
+ },
20
+ {
21
+ "query_id": 3,
22
+ "query": "How do I find an experienced therapist who specializes in trauma-focused care and EMDR, so I can start working through my past traumas and nightmares?",
23
+ "expected_node_id": "ed3779fe-144f-41e6-b536-cd2f021b6df4",
24
+ "source_text": "User: I was the one who ended it, and I'm so glad I did. It was the best decision I made in my life. But how do I stop the nightmares and flashbacks? It is creating a wall in my current relationship.\n\nTherapist:   Thanks for sharing and asking for help.  You mention that you're the one who ended the relationship in the past, yet are haunted by nightmares and flashbacks. Your comments here lead me to wonder that you may have experienced some form of trauma in this past relationship; and, if so, I would encourage you to additionally consider the whole of your story-line as it relates to trauma. Doing so will serve you well for your own peace-of-mind especially so in your current relationship.  The best way to do all of this in a supportive fashion is to work with an experienced therapist who specializes in trauma-focused care. The therapist may, if indicated, wish to to incorporate EMDR (Eye Movement Desensitization and Reprocessing) which \"...is a psychotherapy that enables people to heal from the symptoms and emotional distress that are the result of disturbing life experiences.  Best wishes.Resource for Your Consideration: http://www.emdr.com/"
25
+ },
26
+ {
27
+ "query_id": 4,
28
+ "query": "\"Can I ever really trust him again after finding out he spent multiple nights alone with his ex-wife?\"",
29
+ "expected_node_id": "55b36044-e2af-4eff-a8e4-312c29407b4f",
30
+ "source_text": "User: My husband had an emotional affair with his ex-wife in November. She invited him to dinner, alone, with their daughter. I wasn’t aware of this until after 11pm when I asked where he was. He had been drinking, and I told him not to come home that night. The next morning, we talked about going to counseling. He went out that night with friends and said his ex-wife wasn't going. I found out in April that she did go. I gave him the chance to get everything out in the open. I found out that he stayed that second night with her. I asked if they slept in the same bed, and he said yes, both nights. His daughter wasn't there the second night. He claims they didn't have sex, but what else should I think?\n\nTherapist: I agree with you that professional counseling is a wise choice for your relationship.Your husband may not know, want to know or want to discuss with you, what his true feelings are toward you and the ex.The topic is very heated, which is why discussing these matters alone may do more harm than good,Usually people start deeply complex emotional matters discussion and get so upset the conversation goes off track and unintended hurts happen.In a therapist office, the two of you will be guided on talking about these critical areas and this will be much more productive than trying to do so only with the two of you."
31
+ },
32
+ {
33
+ "query_id": 5,
34
+ "query": "\"How can I work through my feelings about my childhood trauma when it's all a blur and I'm not even sure what happened?\"",
35
+ "expected_node_id": "77ff11f4-07ed-49ea-a4b8-52b522ccd25b",
36
+ "source_text": "User: As a child, my parents injured my brother, so they went to prison. I was there when he had gotten hurt, but I can't seem to remember. I also can't remember being with them quite well. It's a blur.\n\nTherapist: It's important to know that there are counselors who are trained in working with survivors of trauma and you can get help.  The \"blur\" in your memories is your brain's attempt to protect you from the experiences in your past.  To recover them can be a slow process done by a trained professional that you trust.  When you are ready and feel safe, those memories can be recovered and can be integrated with other memories.  This will help to lessen the potency of the memory, help to make sense of what has happened, and allow you to begin the healing process.  Check into therapist who are trained in EMDR (Eye Movement Desensitization and Reprocessing)."
37
+ },
38
+ {
39
+ "query_id": 6,
40
+ "query": "\"What do I need to focus on to find my true interests and passions?\"",
41
+ "expected_node_id": "6825088c-7a1a-487a-a96b-9fe14ceb728b",
42
+ "source_text": "User: I don't know what to say. I have never really known who I am.\n\nTherapist: Start by giving yourself enough quiet and time to remember about yourself what feels steady and consistent in your nature and interactions with others.Give yourself the freedom to your interest in having interests.  Are you motivated because of competing with others or because an activity itself feels satisfying?If you are able to develop a sense of defining yourself without fear of judging yourself, you will start coming close to knowing who you are."
43
+ },
44
+ {
45
+ "query_id": 7,
46
+ "query": "\"How do I find a trauma therapist who is experienced in helping adults cope with anxiety related to childhood trauma?\"",
47
+ "expected_node_id": "24423a4a-d0bc-4b57-8657-1fa74e01b64d",
48
+ "source_text": "User: I was raped repeatedly when I was younger. I told my parents and action was taken, but now that I’m an adult, I suffer from extreme anxiety.\n\nTherapist: It's not unusual for traumatic experiences that happened when we were younger to stay with us when we get older.  Traumatic experiences can become embedded in our bodies, as well as in our emotions.  If the issue doesn't get a chance to get resolved within, then external action doesn't necessarily take care of the problem.  Seek out a qualified trauma therapist so you can start to deal with the issues you're grappling with."
49
+ },
50
+ {
51
+ "query_id": 8,
52
+ "query": "\"Should I trust him when he says he's not lying, even though multiple women have experienced similar situations?\"",
53
+ "expected_node_id": "962aaa81-76fa-4f64-a3a8-58cf1153288d",
54
+ "source_text": "User: I found the guy I’m dating on dating websites. He was telling women that they were beautiful. He said it wasn’t him and that the phone was hacked. It has since happened two other times. He says he loves me and I’m the only girl he wants to be with, but I feel he is not telling me the truth.\n\nTherapist: I would suggest possibly talking about the type of relationship that both of you want to create. For example, you may want a relationship where honesty, listening, compassion, and romanticism are major parts. You could also see what your boyfriend wants.You may also consider taking five minutes to see if he will listen to your feelings about him being on the dating site and whether he can work to learn more about what you are experiencing with asking open-ended questions (not being answered with yes or no) and restating what you are saying to see if he has it right. After that, perhaps you could switch so that you can listen to his perspective for five minutes and learn more about what he is doing by asking open-ended questions.Remember that it takes two people to have  a relationship, so the choice is yours as to whether you choose to stay in the relationship and what kind of relationship you would like to have."
55
+ },
56
+ {
57
+ "query_id": 9,
58
+ "query": "\"What are some practical tips for managing my anxiety while driving long distances on the road?\"",
59
+ "expected_node_id": "3d6a9674-bd7f-4937-a8e1-52b3b5518e0d",
60
+ "source_text": "User: I just took a job that requires me to travel far away from home. My family and I really need this job.\n People keep telling me I have \"anxiety\" and I'm terrified of having an anxiety attack on the road. This is all new to me. What can I do?\n\nTherapist: It is ok to have anxiety.   Please don't be anxious about being anxious.If you feel anxiety coming over you, then pull off the road to a safe place.   Concentrate on centering yourself and to breath slowly.   Take some sips of water.  Sit still.     The anxiety should pass in about twenty minutes.If it does not pass, then continue calming yourself until you feel safe enough to drive to your hotel.     You can always explain to your supervisor that you were taking care of a medical problem, because anxiety is a medical problem."
61
+ },
62
+ {
63
+ "query_id": 10,
64
+ "query": "How can I prioritize building deeper connections with a smaller group of people when it feels like everyone around me is so busy and distracted?",
65
+ "expected_node_id": "b59f9547-fa74-416d-a91e-cbc3d1e6e9e4",
66
+ "source_text": "User: I live a normal life. I have tons of friends and family, but I feel lonely.\n\nTherapist: This may be happening because you and the others are not connected to each other on a level which reaches your emotions.Loneliness may show the absence of feeling a variety of emotions when you are among others.How many friends you have doesn't affect whether you and someone else feel emotionally engaged with one another.Consider if you feel like concentrating your friendship on more intensively sharing your feelings with a few of your friends.This may lead to fewer friends who are also more meaningful to you and your feeling a decrease of loneliness."
67
+ },
68
+ {
69
+ "query_id": 11,
70
+ "query": "\"How do we get my fiancé to stand up for herself and communicate her concerns about his behavior without putting themselves or the kids in danger?\"",
71
+ "expected_node_id": "c0e0a02c-c87a-4cca-bdfe-b664c2f669e8",
72
+ "source_text": "User: 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?\n\nTherapist:   The short answer to your question is \"No\" it's not okay for anyone to ever be doing this. There's a lot of unanswered questions and other factors going on here that need attention. Nevertheless, don't hesitate to seek out legal counsel and/or call 911.    Ideally, your fiancé would be able to speak directly to her ex-husband and set reasonable boundaries that honor whatever legal agreements are in force resultant from the divorce and custody agreements. The fact that she's afraid to say anything to him about his inappropriate behavior, and that she hasn't been able to give you any reason for her fear, suggests possible factors of past abusive behaviors, entitlement, and/or co-dependence.   I hope things work out well for all and I'm confident a skilled therapist could help all navigate how best to set boundaries and experience greater healing."
73
+ },
74
+ {
75
+ "query_id": 12,
76
+ "query": "\"Am I doing something wrong that's causing my partner to push me away?\"",
77
+ "expected_node_id": "34050c2b-491d-48cf-868d-8bbdc9ec0e11",
78
+ "source_text": "User: Then turn right back around and say he loves me and needs me. This rollercoaster is crazy.\n\nTherapist: Your partners obviously very confused when it comes to love. Sometimes people shy away from good and positive relationships and companionship because their afraid. They know that it's something worth holding on to but most feel they can't handle it and can't meet up to their partners expectations. Your partner loves you but must have fear that keeps standing in his way. It could also mean their afraid of getting hurt or disapointed in the long run.  Give your partner comfort and reassurance that they can come to you to confide in you about anything that may be bothering them."
79
+ },
80
+ {
81
+ "query_id": 13,
82
+ "query": "Why do I always assume people are judging me even when we're just having a normal conversation?",
83
+ "expected_node_id": "b14a81c9-2d58-4186-b083-7a41706e57a8",
84
+ "source_text": "User: I know this fear doesn't make sense. How can I overcome it?\n\nTherapist: Stop caring about what you imagine people are thinking about you!Really this is the simple and complicated answer to feel better about your situation.Maybe someone is judging you, maybe someone isn't judging you.Until the person tells you directly what they don't like about you, there's nothing you can do.It is okay that the fear doesn't make sense, most fears don't make sense."
85
+ },
86
+ {
87
+ "query_id": 14,
88
+ "query": "How can I find a treatment program that addresses both my addiction and mental health struggles, given my history of substance abuse and bipolar disorder?",
89
+ "expected_node_id": "f445f4f6-f35d-4c44-a94f-cfd9719addae",
90
+ "source_text": "User: I have bipolar II disorder, I'm addicted to alcohol and weed, and I'm hopeless. I keep drinking even though it's harming myself and others.\n\nTherapist: The first step to change is to admit that you have a problem that is in need of change.  Frequently our problems keep us in denial.  Although feeling hopeless is an uncomfortable feeling, it suggests to me that you know that you can not do this alone.  The best course of treatment for you is to treat all of these problems together.  Alcohol detox can be very dangerous so it is important that you do this under the supervision of a medical provider; preferably someone who specializes in addiction.  Know also that although marijuana may not appear to be as big as a problem as alcohol is, it will cause you to have an increase in alcohol cravings so complete abstinence from drugs and alcohol is needed. I really recommend an inpatient stay for at least 30 days for anyone who is dealing with addiction, whether combined with mental health issues or not.  If this is not a possibility, then the next best thing would be an Intensive outpatient program that treats both addiction and mental health issues.  Know that there is hope for what you are experiencing.  You can get control over these issues.  The next step is finding the team and/or facility that is going to help you do it."
91
+ },
92
+ {
93
+ "query_id": 15,
94
+ "query": "\"What are some common types of therapy for OCD and how do I know if they'll be effective in treating my checking and cleaning compulsions?\"",
95
+ "expected_node_id": "be778370-3fd6-483b-a75f-19dd75a0db1e",
96
+ "source_text": "User: I suffer from checking and cleaning OCD. Can counseling help me to get over it?\n\nTherapist: Possibly yes, and definitely worth a try.First read about different types of therapy for OCD so that you find a therapist who does the type of therapy which feels best when you read about it."
97
+ },
98
+ {
99
+ "query_id": 16,
100
+ "query": "\"How can I prioritize my own needs and desires when it feels like responsibilities are overwhelming me?\"",
101
+ "expected_node_id": "cf90ef7b-03c3-4066-a695-4c8ab95d9b57",
102
+ "source_text": "User: I just don't know what I want in life anymore. I'm can't figure out what it is that is keeping me distracted and unfocused. I can't put things into perspective at all. I'm just stuck, and I'm disappointed with my lack of accomplishments.\n\nTherapist: Thank you for sharing! It can be very disorienting not to know what you want and where you are headed. Sometimes we are so focused on something we haven't achieved yet or on comparing ourselves to others that we lose touch with what we actually want and need. At times like this, it's important to go back to basics. Try out this simple exercise, take a few minutes to write down all your present responsibilities. For example: make meals, complete homework...etc.  Then in the column next to it, write down the things that you do for yourself to recharge yourself and to enjoy your time. Is your list of responsibilities way longer than your list of stuff you do for yourself? It is easy to get lost in the sea of responsibilities and disconnect from what you want and need. To fix that, write another list of things that you enjoyed doing in the past for yourself and start incorporating them into your schedule on a regular basis. This will help you re-connect with yourself, and bring focus and clarity to your life."
103
+ },
104
+ {
105
+ "query_id": 17,
106
+ "query": "\"How can I find alternative indoor activities to replace my outdoor hobbies during the winter months?\"",
107
+ "expected_node_id": "4ab4c530-4e3f-4749-a663-20c36a5a3e64",
108
+ "source_text": "User: Every winter I find myself getting sad because of the weather. How can I fight this?\n\nTherapist: Sometimes its quite literally the lack of sunshine that can affect our mood - in these cases it can be worth experimenting with a sun lamp, to boost your dose of vitamin D, when the sun isn't naturally out. Also consider, what is it that the change in weather, changes in your life? If for example, when its sunny you are an outdoorsy, active person and when the weather changes, you're whole activity level changes along with it, you could explore how to get some of that activity replicated indoors in the winter months."
109
+ },
110
+ {
111
+ "query_id": 18,
112
+ "query": "\"Is it common for people in therapy to still feel anxious about sharing their feelings even after a few sessions?\"",
113
+ "expected_node_id": "67e871dc-95a1-4a5f-a536-8bd2c0af421d",
114
+ "source_text": "User: I've gone to a couple therapy sessions so far and still everytime I walk in I get nervous and shaky. Is this normal? Should I still be feeling like this?\n\nTherapist: For some people it's absolutely normal to feel nervous about coming to therapy.   It's sometimes hard to share our emotions and feelings with someone --- no matter how warm and caring the therapist is.     Are you comfortable with your therapist?  Is it a good relational fit?      Maybe this is a good thing to discuss with your specific therapist at the beginning of your next session --- maybe they can help you find some strategies or tools to make it easier?"
115
+ },
116
+ {
117
+ "query_id": 19,
118
+ "query": "\"How do I navigate my feelings without compromising my professional relationship?\"",
119
+ "expected_node_id": "0252614f-e02b-4ff2-b5be-96d6c7a084c1",
120
+ "source_text": "User: I've been suppressing it for quite some time, but there are days when I can't make eye contact with her. I think she knows, and we both admitted there was some type of vibe, but the overall discussion was vague. I think she could possibly be dating someone that works with us. It's driving me crazy. As an act of expression, I have purchased a gift for her that's personalized. I haven't given it to her yet.\n\nTherapist: There are many possible ways dating your boss could go awry and jeopardize your occupational well-being so my recommendation is to hold off on presenting your boss with a personalized gift and instead focus on building attraction and romantic interest with someone who is not at the workplace.  Sometimes the element of power and unavailability can heighten our sexual interest but that doesn't mean it's a healthy idea to pursue someone who is in a position of power over you at your workplace."
121
+ },
122
+ {
123
+ "query_id": 20,
124
+ "query": "How can I start acknowledging and expressing my emotions without feeling like I'm \"wrong\" for not being able to feel anything after what happened?",
125
+ "expected_node_id": "5092cbd9-da6b-40ae-bb57-5d59c1eca7d1",
126
+ "source_text": "User: I was raped a couple months ago, Since then, along with other unfortunately events that have occurred, I have been having trouble feeling emotions. It's almost as if I'm a sociopath lacking any feeling. What can I do to change this?\n\nTherapist: You are describing a very legitimate reaction to trauma.  Rape is an aweful experience and I am very sorry that happened to you.  When horrible things happen, people often react in a way that interferes with the ability to live a normal life and function the way they did in the past.  This is very common and the goal is to help you manage the stress caused by dealing with negative events and with help you can regain emotional well-being.  This is especially important if you have had more than one negative thing happen.  Oftentimes, the unconscious reaction is to become numb and avoid all feelings, especially if more than one negative event occurred.  A big part of what causes people trouble are feelings of guilt.  We often blame ourselves when bad things happen. It is actually difficult to comprehend the concept that we don't always have control of what happens in life.  In addition, when you mentioned feeling like a sociopath, it sounded like you feel like your reaction is wrong.  The first thing you can do is realize that your feelings and reactions are o.k., you aren't doing anything wrong, and nothing is wrong with you.  The next step is to start dealing with the impact of these traumatic experiences. Identifying your feelings, and knowing the thoughts and beliefs that are behind those emotions can help you regain your sense of happiness.  Research shows that understanding and expressing those thoughts and feelings can help.  If doesn't sound like you need to do anything to change yourself, but talking to a counselor can be helpful in managing your reaction to a incredibly traumatic experience.  I hope this helps you understand your feelings and can get to a place where you enjoy life."
127
+ },
128
+ {
129
+ "query_id": 21,
130
+ "query": "\"Is it common for people to still feel anxious after several sessions of therapy?\"",
131
+ "expected_node_id": "20b4e2de-5545-4640-a3b0-d2b3fb4b5d78",
132
+ "source_text": "User: I've gone to a couple therapy sessions so far and still everytime I walk in I get nervous and shaky. Is this normal? Should I still be feeling like this?\n\nTherapist: It’s very normal to be nervous going into therapy. You are being vulnerable and honest, which is always scary, no matter how many times you do it. The best part about therapy is that the more you go, the more confident you are in your ability to work through those difficult feelings, and while you still may sometimes get nervous, you will have confidence too!"
133
+ },
134
+ {
135
+ "query_id": 22,
136
+ "query": "\"How can I support my daughter's boundaries and prioritize her emotional safety without forcing her to see her biological father if she doesn't want to?\"",
137
+ "expected_node_id": "f4f79169-bf0a-4a50-9e0e-1f545fcc4daf",
138
+ "source_text": "User: My daughter didn't see her biological father for the last three years. She doesn’t want to see him because she remember really bad things from him such as domestic violence and child abuse. The visitation is with supervision, but she refuses to see him. Is it better to take my daughter to the therapist and try to see him after the therapy?\n\nTherapist: Has the father or the visitation supervisor contacted you regarding why your daughter hasn't shown up for the past three years' worth of supervised visitation?Or is the supervised visitation a new development for the bio dad and your daughter?If no one is pressuring or expecting your daughter to show up, no one has even asked where she is, why she isn't present, then I don't see any reason for you to offer more effort by your daughter, than the father is willing to make for seeing her.If your daughter is willing to talk with a therapist, then let her find out first hand if the sessions seem useful or not.The one move I'd avoid is to force your daughter to go to a therapist since growing up in a household in which child abuse took place, being forced may remind her of her own feelings from this past, of feeling no one heard or cared about the way she wanted to be treated."
139
+ },
140
+ {
141
+ "query_id": 23,
142
+ "query": "\"Why do I always feel like I'm being dismissed when I try to talk about my emotions?\"",
143
+ "expected_node_id": "e07bc264-6acb-4d45-a9e0-4565f3edaad5",
144
+ "source_text": "User: I tried telling my husband I was depressed, and he ignored me. He said \"you're always sad or depressed.\" And he picked up his phone and ignored me. I said, \"Please don't exaggerate, that isn't true.\" And he said, \"Whatever babe. You just want to be sad.\"\n How can I get through to him so he will take me seriously?\n\nTherapist: Oh dear.From what you write, your husband doesn't have any interest to know about you and your sad feelings.Stay clear in understanding that you already did your part by asking him to listen and care about the way you feel.In this example, he told you he doesn't care.Its up to him to open his mind and heart to you.Depending on how motivated to continue asking him to hear you, try until you feel satisfied that you've given him enough chances to know who you are.   At a certain number of tries at this, you'll either have success or not.Just don't try forever because doing so will increase your depressed feelings."
145
+ },
146
+ {
147
+ "query_id": 24,
148
+ "query": "\"Why can't I just distance myself from my sister and still maintain a good relationship with our parents?\"",
149
+ "expected_node_id": "7fac0e22-4e42-4d1f-aec4-a063e9477155",
150
+ "source_text": "User: I don’t love my sister. I would never wish her harm, but if I could, I would wish for us not to be related. Is this cruel? Why must blood mean we have to be friends? Am I being unreasonable and is there a way to fix this? I do care about her, like I do every human being, but I’d rather be with my friends than be with her at all. It’s not just a \"teenager phase.\" I still love my mom and dad, and I’m very close to them. However, it’s my sister I don’t love or have ever really liked at all.\n\nTherapist: Hi. My guess is there's a lot of deep history here that I don't know about. Have you felt hurt by your sister in the past, or are you just 'different people'? It's a common feeling people have about siblings; that they're very different and they wouldn't choose them as friends, but most people stay connected to family unless there's a good reason not to. We don't choose our family, do we? Your feelings are normal and they don't make you cruel. If you were mean to her, that might be a different thing. It might be considered cruel to cut her out of your life for no reason, but choosing to not hang out with her a lot isn't cruel, in my mind. Perhaps you at least owe your sister kindness and respect (if she respects you), but not necessarily friendship. How you respond here is up to you; there are no rules. You get to decide how much 'family' means to you and how much time you spend with friends or family. This may shift at different times in your life though. Cutting all ties with a sister now (you haven't said you want that though) might mean she won't want to be there for you in the future when you need her. Also, how you treat your sister affects your other family members as well. There are many things to consider here, but the bottom line is that you get to surround yourself with the people you want in your life."
151
+ },
152
+ {
153
+ "query_id": 25,
154
+ "query": "Am I overreacting if I'm feeling anxious and unhappy in my relationship, but unsure what specific deal breakers are for me?",
155
+ "expected_node_id": "f1bf325d-3253-4774-a235-527c721a8685",
156
+ "source_text": "User: How do I decide if I should end my relationship with my boyfriend?\n\nTherapist: The decision to end a relationship is often very difficult. It is important that you are aware of your personal \"deal breakers\". Some common deal breakers are abuse of any kind (physical, verbal, sexual, or emotional) or substance abuse; however, anything that is detrimental to your well being can be considered a deal breaker. I know of a young woman who broke up with her boyfriend because he decided to adopt a pet cat and she is highly allergic. For her, having a cat was a deal breaker !Healthy relationships enhance personal growth, and  we enhance our spiritual and emotional wellbeing by collaborating with our partner to work through problems and overcome challenges. My guess is that you would not be questioning whether or not to end your relationship if things were going smoothly. Are you both equally invested in finding a resolution to whatever is troubling you?An excellent book on relationship ambivalence is \"Too Good to Leave; Too Bad to Stay\" by Mira Kirshenbaum. By the last chapter you will have the answers that you seek."
157
+ },
158
+ {
159
+ "query_id": 26,
160
+ "query": "\"I'm worried that my anxiety is getting worse and I don't know why. Is there a pattern to when it happens, and how can I start to understand and overcome these feelings?\"",
161
+ "expected_node_id": "e86562e4-5e2a-4d17-90a0-878c42966576",
162
+ "source_text": "User: Sometimes, I'm fine and can go out or meet people, but other days, my heart races and words physically cannot come out of my mouth. I've always thought it was normal and I was just nervous, but the other day, it took me almost 30 minutes of sitting in my car to find the courage to enter Target by myself.\n\nTherapist: Your, sitting in your car for 30 minutes, story sounds so sad and frustrating.Yes, you're describing classic symptoms of anxiety.Anxiety itself is the indirect result of repeatedly being in positions of feeling helpless or frightened.Are you able to recall from your growing up years of feeling insecure?You may not have felt loved and nurtured as much as you needed.Some people develop anxiety from missing enough love.  They feel lacking in ability to take care of themselves, similar to the lack of being sufficiently taken care of when younger.Try understanding if you felt neglected emotionally.If \"yes\", then start the slow process of emotionally rewarding and acknowledging yourself.Progress will be slow.Eventually you'll stabilize the way you feel toward yourself.This will gradually result in decreased anxiety."
163
+ },
164
+ {
165
+ "query_id": 27,
166
+ "query": "\"What's the right way to approach my friend about her prescription medication abuse without feeling guilty or like I'm judging her?\"",
167
+ "expected_node_id": "cbe16da4-8412-43d2-a4ad-1b1b7b410035",
168
+ "source_text": "User: My friend is abusing her prescription medicine. Even though she told me she didn't have any more pills, I found she has prescriptions for anxiety medications.\n\nTherapist: First of all, where did you find the pills? Did you have to go into her private space or things to find them? If so, you might want to do some research on codependency. I recommend the book \"The Everything Guide to Codependency.\" You can find it here: https://www.amazon.ca/The-Everything-Guide-Codependency-codependent/dp/1440573905 . It's not honest to go searching through someone's things. You dislike the deceit in her, so why model it in yourself?If the pills were just left out, that's a different story. Again though, model honesty. Talk to about what you found. Avoid being accusitory. A good old \"I found these...what's going on with this?\" might be a good place to start. Tell her how it makes you feel. Have you ever heard of \"I statements?\" Google this....you will find a lot of good templates on how to frame this conversation. At the end of the day though, these are her choices. Not yours. All you can do is tell her how you feel, make a few gentle suggestions, and get back to taking care of you. If it gets to the point where seeing her downward spiral is too much for you, let her know this and tell her you can no longer be involved, for the sake of your own health and sanity. There is nothing wrong with trying to help, but ask yourself, are you really being helpful? If you are starting to feel resentful, know that you have crossed the line into codependency and back away.Hope this helps and all the best,Aleisha"
169
+ },
170
+ {
171
+ "query_id": 28,
172
+ "query": "\"What are some practical ways to distinguish between my own thoughts and the influence of others' opinions, so I'm not constantly questioning what's real or not?\"",
173
+ "expected_node_id": "3f45991c-b90a-42bf-a7bd-cbc6af83e43e",
174
+ "source_text": "User: Maybe this is a stupid question, but I sometimes don't know what's real or not. If feel at times like everyone's lying. How do I know if God is one of those lies?\n\nTherapist: Your question is actually thoughtful and reflects a true interest to know more about life.No one knows if god is a lie because \"god\" is a concept in which people either make up their own definition of this concept, or believe one of the concepts of what god is, handed down by religions.All the religions exclude the other god concepts, and expect loyalty to believing in their particular version of \"god\".Probably god is real in the sense that most people want to believe there is guided purpose to what goes on in life.This is as definite as what we can know about \"god\".\"God\" is not a lie because it is not a fact.  Beliefs aren't provable."
175
+ },
176
+ {
177
+ "query_id": 29,
178
+ "query": "\"How can I stop feeling like I'm stuck in this pattern of always expecting to lose everything important to me again, and start believing that I deserve happiness and comfort?\"",
179
+ "expected_node_id": "7e563f6b-def9-4e6d-8634-0fefe68a1630",
180
+ "source_text": "User: About 5 months ago my ex left without fully explaining why. For me it seemed out of the blue. I don't miss her as much as I used to but I just don't trust people anymore, not even my friends who I have known since my childhood not even my family. I'm so terrified of being judged or dismissed. Instead of acting like someone else or putting on a mask of a personality, I've just shut down. I haven't felt that sense of comfort and happiness with myself since everything fell apart. I'm scared to because I don't want it to be taken away from me again. I feel like ever lesson I learn only last a day. I just don't know what to do. I'm working at a place I know I should enjoy. I'm keeping up with my creative passions: working out, eating healthy, etc. I'm doing everything the books say I should do, but I don't feel any different. I just don't know what to do.\n\nTherapist: Sounds like you need closure. I'm sure your doing your best to overcome this feeling but seem to be struggling with your own happiness. Trust God no one else. Give this some time and don't close yourself off to the world or the people who love you. Be open hearted and minded. And know that no matter what reason your ex walked out of your life, she missed out on how great of a person you truly are and may have had personal issues of her own."
181
+ }
182
+ ]