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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from huggingface_hub import login\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "from src.chat import SchoolChatbot\n",
    "from config import BASE_MODEL, MY_MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "25e32283f7ee4afe97fea3101c6d1e0a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "TODO: Add your Hugging Face token\n",
    "Options:\n",
    "1. Use login() and enter token when prompted. It won't ask for your token if you already logged in using the command: huggingface-cli login in the terminal.\n",
    "2. Set environment variable HUGGINGFACE_TOKEN\n",
    "3. Pass token directly (not recommended for shared notebooks)\n",
    "\"\"\"\n",
    "\n",
    "login()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Allston</td>\n",
       "      <td>123 Harvard Avenue, Boston, MA 02134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Back Bay</td>\n",
       "      <td>500 Boylston Street, Boston, MA 02116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bay Village</td>\n",
       "      <td>15 Fayette Street, Boston, MA 02116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Beacon Hill</td>\n",
       "      <td>21 Charles Street, Boston, MA 02114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>370 Washington Street, Boston, MA 02135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Charlestown</td>\n",
       "      <td>1 Monument Square, Boston, MA 02129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Chinatown–Leather District</td>\n",
       "      <td>66 Harrison Avenue, Boston, MA 02111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dorchester</td>\n",
       "      <td>1450 Dorchester Avenue, Boston, MA 02122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Downtown</td>\n",
       "      <td>1 Washington Mall, Boston, MA 02108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>East Boston</td>\n",
       "      <td>946 Bennington Street, Boston, MA 02128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fenway–Kenmore</td>\n",
       "      <td>4 Yawkey Way, Boston, MA 02215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Hyde Park</td>\n",
       "      <td>1179 River Street, Boston, MA 02136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jamaica Plain</td>\n",
       "      <td>403 Centre Street, Boston, MA 02130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mattapan</td>\n",
       "      <td>1575 Blue Hill Avenue, Boston, MA 02126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mission Hill</td>\n",
       "      <td>1575 Tremont Street, Boston, MA 02120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>North End</td>\n",
       "      <td>226 Hanover Street, Boston, MA 02113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Roslindale</td>\n",
       "      <td>4195 Washington Street, Boston, MA 02131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Roxbury</td>\n",
       "      <td>2101 Washington Street, Boston, MA 02119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>South Boston</td>\n",
       "      <td>200 Seaport Boulevard, Boston, MA 02210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>South End</td>\n",
       "      <td>541 Tremont Street, Boston, MA 02116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>West End</td>\n",
       "      <td>100 Blossom Street, Boston, MA 02114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>West Roxbury</td>\n",
       "      <td>1885 Centre Street, Boston, MA 02132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Seaport District</td>\n",
       "      <td>1 Seaport Lane, Boston, MA 02210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Longwood Medical Area</td>\n",
       "      <td>75 Francis Street, Boston, MA 02115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kenmore Square</td>\n",
       "      <td>645 Beacon Street, Boston, MA 02215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Allston</td>\n",
       "      <td>85 Brighton Avenue, Boston, MA 02134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Back Bay</td>\n",
       "      <td>800 Boylston Street, Boston, MA 02199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Bay Village</td>\n",
       "      <td>10 Church Street, Boston, MA 02116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Beacon Hill</td>\n",
       "      <td>45 Beacon Street, Boston, MA 02108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>1500 Commonwealth Avenue, Boston, MA 02135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Charlestown</td>\n",
       "      <td>55 Constitution Road, Boston, MA 02129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Chinatown–Leather District</td>\n",
       "      <td>88 Kneeland Street, Boston, MA 02111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Dorchester</td>\n",
       "      <td>1100 Washington Street, Boston, MA 02124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Downtown</td>\n",
       "      <td>100 Federal Street, Boston, MA 02110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>East Boston</td>\n",
       "      <td>20 Maverick Square, Boston, MA 02128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Fenway–Kenmore</td>\n",
       "      <td>70 Brookline Avenue, Boston, MA 02215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Hyde Park</td>\n",
       "      <td>1250 Hyde Park Avenue, Boston, MA 02136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jamaica Plain</td>\n",
       "      <td>500 Centre Street, Boston, MA 02130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Mattapan</td>\n",
       "      <td>1200 Blue Hill Avenue, Boston, MA 02126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Mission Hill</td>\n",
       "      <td>800 Huntington Avenue, Boston, MA 02115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>North End</td>\n",
       "      <td>300 Hanover Street, Boston, MA 02113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Roslindale</td>\n",
       "      <td>4500 Washington Street, Boston, MA 02131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Roxbury</td>\n",
       "      <td>2200 Washington Street, Boston, MA 02119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>South Boston</td>\n",
       "      <td>250 Northern Avenue, Boston, MA 02210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>South End</td>\n",
       "      <td>600 Tremont Street, Boston, MA 02118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>West End</td>\n",
       "      <td>120 Staniford Street, Boston, MA 02114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>West Roxbury</td>\n",
       "      <td>2000 Centre Street, Boston, MA 02132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Seaport District</td>\n",
       "      <td>5 Fan Pier Boulevard, Boston, MA 02210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Longwood Medical Area</td>\n",
       "      <td>99 Brookline Avenue, Boston, MA 02215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Kenmore Square</td>\n",
       "      <td>700 Commonwealth Avenue, Boston, MA 02215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Neighborhood                                     Address\n",
       "0                      Allston        123 Harvard Avenue, Boston, MA 02134\n",
       "1                     Back Bay       500 Boylston Street, Boston, MA 02116\n",
       "2                  Bay Village         15 Fayette Street, Boston, MA 02116\n",
       "3                  Beacon Hill         21 Charles Street, Boston, MA 02114\n",
       "4                     Brighton     370 Washington Street, Boston, MA 02135\n",
       "5                  Charlestown         1 Monument Square, Boston, MA 02129\n",
       "6   Chinatown–Leather District        66 Harrison Avenue, Boston, MA 02111\n",
       "7                   Dorchester    1450 Dorchester Avenue, Boston, MA 02122\n",
       "8                     Downtown         1 Washington Mall, Boston, MA 02108\n",
       "9                  East Boston     946 Bennington Street, Boston, MA 02128\n",
       "10              Fenway–Kenmore              4 Yawkey Way, Boston, MA 02215\n",
       "11                   Hyde Park         1179 River Street, Boston, MA 02136\n",
       "12               Jamaica Plain         403 Centre Street, Boston, MA 02130\n",
       "13                    Mattapan     1575 Blue Hill Avenue, Boston, MA 02126\n",
       "14                Mission Hill       1575 Tremont Street, Boston, MA 02120\n",
       "15                   North End        226 Hanover Street, Boston, MA 02113\n",
       "16                  Roslindale    4195 Washington Street, Boston, MA 02131\n",
       "17                     Roxbury    2101 Washington Street, Boston, MA 02119\n",
       "18                South Boston     200 Seaport Boulevard, Boston, MA 02210\n",
       "19                   South End        541 Tremont Street, Boston, MA 02116\n",
       "20                    West End        100 Blossom Street, Boston, MA 02114\n",
       "21                West Roxbury        1885 Centre Street, Boston, MA 02132\n",
       "22            Seaport District            1 Seaport Lane, Boston, MA 02210\n",
       "23       Longwood Medical Area         75 Francis Street, Boston, MA 02115\n",
       "24              Kenmore Square         645 Beacon Street, Boston, MA 02215\n",
       "25                     Allston        85 Brighton Avenue, Boston, MA 02134\n",
       "26                    Back Bay       800 Boylston Street, Boston, MA 02199\n",
       "27                 Bay Village          10 Church Street, Boston, MA 02116\n",
       "28                 Beacon Hill          45 Beacon Street, Boston, MA 02108\n",
       "29                    Brighton  1500 Commonwealth Avenue, Boston, MA 02135\n",
       "30                 Charlestown      55 Constitution Road, Boston, MA 02129\n",
       "31  Chinatown–Leather District        88 Kneeland Street, Boston, MA 02111\n",
       "32                  Dorchester    1100 Washington Street, Boston, MA 02124\n",
       "33                    Downtown        100 Federal Street, Boston, MA 02110\n",
       "34                 East Boston        20 Maverick Square, Boston, MA 02128\n",
       "35              Fenway–Kenmore       70 Brookline Avenue, Boston, MA 02215\n",
       "36                   Hyde Park     1250 Hyde Park Avenue, Boston, MA 02136\n",
       "37               Jamaica Plain         500 Centre Street, Boston, MA 02130\n",
       "38                    Mattapan     1200 Blue Hill Avenue, Boston, MA 02126\n",
       "39                Mission Hill     800 Huntington Avenue, Boston, MA 02115\n",
       "40                   North End        300 Hanover Street, Boston, MA 02113\n",
       "41                  Roslindale    4500 Washington Street, Boston, MA 02131\n",
       "42                     Roxbury    2200 Washington Street, Boston, MA 02119\n",
       "43                South Boston       250 Northern Avenue, Boston, MA 02210\n",
       "44                   South End        600 Tremont Street, Boston, MA 02118\n",
       "45                    West End      120 Staniford Street, Boston, MA 02114\n",
       "46                West Roxbury        2000 Centre Street, Boston, MA 02132\n",
       "47            Seaport District      5 Fan Pier Boulevard, Boston, MA 02210\n",
       "48       Longwood Medical Area       99 Brookline Avenue, Boston, MA 02215\n",
       "49              Kenmore Square   700 Commonwealth Avenue, Boston, MA 02215"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "addy = pd.read_csv(\"boston_50_addresses.csv\")\n",
    "addy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"123 Harvard Avenue, Boston, MA 02134\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Baldwin Early Learning Pilot Academy\n",
      "   Address: 121 Corey Rd Brighton, MA 02135\n",
      "\n",
      "2. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "3. Edison Elementary School\n",
      "   Address: 60 Glenmont Rd Brighton, MA 02135\n",
      "\n",
      "4. Gardner Pilot Academy\n",
      "   Address: 30 Athol St Allston, MA 02134\n",
      "\n",
      "5. Hennigan Elementary School\n",
      "   Address: 200 Heath St Jamaica Plain, MA 02130\n",
      "\n",
      "6. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "7. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "8. John F Kennedy Elementary School\n",
      "   Address: 7 Bolster St Jamaica Plain, MA 02130\n",
      "\n",
      "9. Lyon Elementary School\n",
      "   Address: 50 Beechcroft St Brighton, MA 02135\n",
      "\n",
      "10. Mario Umana Academy\n",
      "   Address: 312 Border St East Boston, MA 02128\n",
      "\n",
      "\n",
      "There are 14 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"500 Boylston Street, Boston, MA 02116\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Blackstone Elementary School\n",
      "   Address: 380 Shawmut Ave South End, MA 02118\n",
      "\n",
      "2. Condon K-8 School\n",
      "   Address: 200 D St South Boston, MA 02127\n",
      "\n",
      "3. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "4. East Boston Early Education Center\n",
      "   Address: 135 Gove St East Boston, MA 02128\n",
      "\n",
      "5. Edison Elementary School\n",
      "   Address: 60 Glenmont Rd Brighton, MA 02135\n",
      "\n",
      "6. Eliot K-8 Innovation School\n",
      "   Address: 16 Charter St North End, MA 02113\n",
      "\n",
      "7. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "8. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "9. Mario Umana Academy\n",
      "   Address: 312 Border St East Boston, MA 02128\n",
      "\n",
      "10. Mason Elementary School\n",
      "   Address: 150 Norfolk Ave Roxbury, MA 02119\n",
      "\n",
      "\n",
      "There are 15 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"15 Fayette Street, Boston, MA 02116\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Blackstone Elementary School\n",
      "   Address: 380 Shawmut Ave South End, MA 02118\n",
      "\n",
      "2. Condon K-8 School\n",
      "   Address: 200 D St South Boston, MA 02127\n",
      "\n",
      "3. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "4. East Boston Early Education Center\n",
      "   Address: 135 Gove St East Boston, MA 02128\n",
      "\n",
      "5. Edison Elementary School\n",
      "   Address: 60 Glenmont Rd Brighton, MA 02135\n",
      "\n",
      "6. Eliot K-8 Innovation School\n",
      "   Address: 16 Charter St North End, MA 02113\n",
      "\n",
      "7. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "8. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "9. Mario Umana Academy\n",
      "   Address: 312 Border St East Boston, MA 02128\n",
      "\n",
      "10. Mason Elementary School\n",
      "   Address: 150 Norfolk Ave Roxbury, MA 02119\n",
      "\n",
      "\n",
      "There are 16 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"21 Charles Street, Boston, MA 02114\". What schools can he attend?\n",
      "API error: API request failed with status code 400: {\"message\":\"Could not find google place ID for address\"}\n",
      "Response: I apologize, but I encountered an error searching for schools: API request failed with status code 400: {\"message\":\"Could not find google place ID for address\"}\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"370 Washington Street, Boston, MA 02135\". What schools can he attend?\n",
      "API error: API request failed with status code 400: {\"message\":\"Could not find google place ID for address\"}\n",
      "Response: I apologize, but I encountered an error searching for schools: API request failed with status code 400: {\"message\":\"Could not find google place ID for address\"}\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"1 Monument Square, Boston, MA 02129\". What schools can he attend?\n",
      "API error: API request failed with status code 500: {\"message\":\"HTTP error! status: 500\"}\n",
      "Response: I apologize, but I encountered an error searching for schools: API request failed with status code 500: {\"message\":\"HTTP error! status: 500\"}\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"66 Harrison Avenue, Boston, MA 02111\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Blackstone Elementary School\n",
      "   Address: 380 Shawmut Ave South End, MA 02118\n",
      "\n",
      "2. Condon K-8 School\n",
      "   Address: 200 D St South Boston, MA 02127\n",
      "\n",
      "3. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "4. East Boston Early Education Center\n",
      "   Address: 135 Gove St East Boston, MA 02128\n",
      "\n",
      "5. Edison Elementary School\n",
      "   Address: 60 Glenmont Rd Brighton, MA 02135\n",
      "\n",
      "6. Eliot K-8 Innovation School\n",
      "   Address: 16 Charter St North End, MA 02113\n",
      "\n",
      "7. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "8. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "9. Mario Umana Academy\n",
      "   Address: 312 Border St East Boston, MA 02128\n",
      "\n",
      "10. Perkins Elementary School\n",
      "   Address: 50 Rev Burke St South Boston, MA 02127\n",
      "\n",
      "\n",
      "There are 14 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"1450 Dorchester Avenue, Boston, MA 02122\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Dever Elementary School\n",
      "   Address: 325 Mt Vernon St Dorchester, MA 02125\n",
      "\n",
      "2. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "3. Everett Elementary School\n",
      "   Address: 71 Pleasant St Dorchester, MA 02125\n",
      "\n",
      "4. Haynes Early Education Center\n",
      "   Address: 263 Blue Hill Ave Roxbury, MA 02119\n",
      "\n",
      "5. Henderson K-12 Inclusion School (Lower)\n",
      "   Address: 1669 Dorchester Ave Dorchester, MA 02122\n",
      "\n",
      "6. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "7. Holmes Elementary School\n",
      "   Address: 40 School St Dorchester, MA 02124\n",
      "\n",
      "8. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "9. Kenny Elementary School\n",
      "   Address: 19 Oakton Ave Dorchester, MA 02122\n",
      "\n",
      "10. King Elementary School\n",
      "   Address: 77 Lawrence Ave Dorchester, MA 02121\n",
      "\n",
      "\n",
      "There are 22 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"1 Washington Mall, Boston, MA 02108\". What schools can he attend?\n",
      "API error: API request failed with status code 500: {\"message\":\"HTTP error! status: 500\"}\n",
      "Response: I apologize, but I encountered an error searching for schools: API request failed with status code 500: {\"message\":\"HTTP error! status: 500\"}\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"946 Bennington Street, Boston, MA 02128\". What schools can he attend?\n",
      "Response: Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Adams Elementary School\n",
      "   Address: 165 Webster St East Boston, MA 02128\n",
      "\n",
      "2. Bradley Elementary School\n",
      "   Address: 110 Beachview Rd East Boston, MA 02128\n",
      "\n",
      "3. Condon K-8 School\n",
      "   Address: 200 D St South Boston, MA 02127\n",
      "\n",
      "4. Dante Alighieri Montessori School\n",
      "   Address: 37 Gove St East Boston, MA 02128\n",
      "\n",
      "5. Dudley Street Neighborhood Charter School\n",
      "   Address: 6 Shirley St Roxbury, MA 02119\n",
      "\n",
      "6. East Boston Early Education Center\n",
      "   Address: 135 Gove St East Boston, MA 02128\n",
      "\n",
      "7. Guild Elementary School\n",
      "   Address: 195 Leyden St East Boston, MA 02128\n",
      "\n",
      "8. Harvard-Kent Elementary School\n",
      "   Address: 50 Bunker Hill St Charlestown, MA 02129\n",
      "\n",
      "9. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "10. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "\n",
      "There are 18 eligible schools in total. For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n",
      "\n",
      "Question: I'm looking for schools my child is eligible to attend. Our address is \"4 Yawkey Way, Boston, MA 02215\". What schools can he attend?\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mKeyboardInterrupt\u001b[39m                         Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[43]\u001b[39m\u001b[32m, line 16\u001b[39m\n\u001b[32m     13\u001b[39m test_question = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mI\u001b[39m\u001b[33m'\u001b[39m\u001b[33mm looking for schools my child is eligible to attend. Our address is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00maddress\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m. What schools can he attend?\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m     15\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33mQuestion: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtest_question\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m16\u001b[39m response = \u001b[43mchatbot\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtest_question\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m     17\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mResponse: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresponse\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m     18\u001b[39m data[\u001b[33m\"\u001b[39m\u001b[33mAddress\u001b[39m\u001b[33m\"\u001b[39m].append(address)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/src/chat.py:619\u001b[39m, in \u001b[36mSchoolChatbot.get_response\u001b[39m\u001b[34m(self, user_input, history)\u001b[39m\n\u001b[32m    615\u001b[39m missing = \u001b[38;5;28mself\u001b[39m.determine_missing_info()\n\u001b[32m    617\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m missing:\n\u001b[32m    618\u001b[39m     \u001b[38;5;66;03m# We have all the info we need, proceed with search\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m619\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43msearch_eligible_schools\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    620\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m    621\u001b[39m     \u001b[38;5;66;03m# Ask for the first missing piece of information\u001b[39;00m\n\u001b[32m    622\u001b[39m     first_missing = missing[\u001b[32m0\u001b[39m]\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/src/chat.py:549\u001b[39m, in \u001b[36mSchoolChatbot.search_eligible_schools\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    546\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mTo find eligible schools, I still need your \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[33m'\u001b[39m\u001b[33m, \u001b[39m\u001b[33m'\u001b[39m.join(missing)\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m    548\u001b[39m \u001b[38;5;66;03m# Call the API to find eligible schools using the retrieved values\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m549\u001b[39m results = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43meligibility_api\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfind_eligible_schools\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m    550\u001b[39m \u001b[43m    \u001b[49m\u001b[43mgrade_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcurrent_grade\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    551\u001b[39m \u001b[43m    \u001b[49m\u001b[43maddress\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcurrent_address\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    552\u001b[39m \u001b[43m    \u001b[49m\u001b[43mlanguage_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcurrent_language\u001b[49m\n\u001b[32m    553\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    555\u001b[39m \u001b[38;5;66;03m# Process results\u001b[39;00m\n\u001b[32m    556\u001b[39m eligible_schools = results.get(\u001b[33m\"\u001b[39m\u001b[33mschools\u001b[39m\u001b[33m\"\u001b[39m, [])\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/src/eligibility_api.py:116\u001b[39m, in \u001b[36mEligibilityAPI.find_eligible_schools\u001b[39m\u001b[34m(self, grade_id, address, language_id)\u001b[39m\n\u001b[32m     92\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m     93\u001b[39m \u001b[33;03mFind eligible schools based on student details.\u001b[39;00m\n\u001b[32m     94\u001b[39m \u001b[33;03m\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    105\u001b[39m \u001b[33;03m    Exception: If the API request fails\u001b[39;00m\n\u001b[32m    106\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    107\u001b[39m payload = {\n\u001b[32m    108\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mapplicationType\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33mExplore\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m    109\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mquestionIdToAnswer\u001b[39m\u001b[33m\"\u001b[39m: {\n\u001b[32m   (...)\u001b[39m\u001b[32m    113\u001b[39m     }\n\u001b[32m    114\u001b[39m }\n\u001b[32m--> \u001b[39m\u001b[32m116\u001b[39m response = \u001b[43mrequests\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpost\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mBASE_URL\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjson\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpayload\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    118\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m response.ok:\n\u001b[32m    119\u001b[39m     api_response = response.json()\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/requests/api.py:115\u001b[39m, in \u001b[36mpost\u001b[39m\u001b[34m(url, data, json, **kwargs)\u001b[39m\n\u001b[32m    103\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(url, data=\u001b[38;5;28;01mNone\u001b[39;00m, json=\u001b[38;5;28;01mNone\u001b[39;00m, **kwargs):\n\u001b[32m    104\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33mr\u001b[39m\u001b[33;03m\"\"\"Sends a POST request.\u001b[39;00m\n\u001b[32m    105\u001b[39m \n\u001b[32m    106\u001b[39m \u001b[33;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    112\u001b[39m \u001b[33;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[32m    113\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m115\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpost\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjson\u001b[49m\u001b[43m=\u001b[49m\u001b[43mjson\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/requests/api.py:59\u001b[39m, in \u001b[36mrequest\u001b[39m\u001b[34m(method, url, **kwargs)\u001b[39m\n\u001b[32m     55\u001b[39m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[32m     56\u001b[39m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[32m     57\u001b[39m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[32m     58\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m sessions.Session() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[32m---> \u001b[39m\u001b[32m59\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m=\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/requests/sessions.py:589\u001b[39m, in \u001b[36mSession.request\u001b[39m\u001b[34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[39m\n\u001b[32m    584\u001b[39m send_kwargs = {\n\u001b[32m    585\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mtimeout\u001b[39m\u001b[33m\"\u001b[39m: timeout,\n\u001b[32m    586\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mallow_redirects\u001b[39m\u001b[33m\"\u001b[39m: allow_redirects,\n\u001b[32m    587\u001b[39m }\n\u001b[32m    588\u001b[39m send_kwargs.update(settings)\n\u001b[32m--> \u001b[39m\u001b[32m589\u001b[39m resp = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    591\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/requests/sessions.py:703\u001b[39m, in \u001b[36mSession.send\u001b[39m\u001b[34m(self, request, **kwargs)\u001b[39m\n\u001b[32m    700\u001b[39m start = preferred_clock()\n\u001b[32m    702\u001b[39m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m703\u001b[39m r = \u001b[43madapter\u001b[49m\u001b[43m.\u001b[49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    705\u001b[39m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[32m    706\u001b[39m elapsed = preferred_clock() - start\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/requests/adapters.py:667\u001b[39m, in \u001b[36mHTTPAdapter.send\u001b[39m\u001b[34m(self, request, stream, timeout, verify, cert, proxies)\u001b[39m\n\u001b[32m    664\u001b[39m     timeout = TimeoutSauce(connect=timeout, read=timeout)\n\u001b[32m    666\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m667\u001b[39m     resp = \u001b[43mconn\u001b[49m\u001b[43m.\u001b[49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m    668\u001b[39m \u001b[43m        \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    669\u001b[39m \u001b[43m        \u001b[49m\u001b[43murl\u001b[49m\u001b[43m=\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    670\u001b[39m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m.\u001b[49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    671\u001b[39m \u001b[43m        \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m.\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    672\u001b[39m \u001b[43m        \u001b[49m\u001b[43mredirect\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m    673\u001b[39m \u001b[43m        \u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m    674\u001b[39m \u001b[43m        \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m    675\u001b[39m \u001b[43m        \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m    676\u001b[39m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    677\u001b[39m \u001b[43m        \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    678\u001b[39m \u001b[43m        \u001b[49m\u001b[43mchunked\u001b[49m\u001b[43m=\u001b[49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    679\u001b[39m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    681\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m (ProtocolError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m    682\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(err, request=request)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/urllib3/connectionpool.py:787\u001b[39m, in \u001b[36mHTTPConnectionPool.urlopen\u001b[39m\u001b[34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[39m\n\u001b[32m    784\u001b[39m response_conn = conn \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m release_conn \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m    786\u001b[39m \u001b[38;5;66;03m# Make the request on the HTTPConnection object\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m787\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m    788\u001b[39m \u001b[43m    \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    789\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    790\u001b[39m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    791\u001b[39m \u001b[43m    \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    792\u001b[39m \u001b[43m    \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    793\u001b[39m \u001b[43m    \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m=\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    794\u001b[39m \u001b[43m    \u001b[49m\u001b[43mchunked\u001b[49m\u001b[43m=\u001b[49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    795\u001b[39m \u001b[43m    \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m=\u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    796\u001b[39m \u001b[43m    \u001b[49m\u001b[43mresponse_conn\u001b[49m\u001b[43m=\u001b[49m\u001b[43mresponse_conn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    797\u001b[39m \u001b[43m    \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    798\u001b[39m \u001b[43m    \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    799\u001b[39m \u001b[43m    \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mresponse_kw\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    800\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    802\u001b[39m \u001b[38;5;66;03m# Everything went great!\u001b[39;00m\n\u001b[32m    803\u001b[39m clean_exit = \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/urllib3/connectionpool.py:534\u001b[39m, in \u001b[36mHTTPConnectionPool._make_request\u001b[39m\u001b[34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001b[39m\n\u001b[32m    532\u001b[39m \u001b[38;5;66;03m# Receive the response from the server\u001b[39;00m\n\u001b[32m    533\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m534\u001b[39m     response = \u001b[43mconn\u001b[49m\u001b[43m.\u001b[49m\u001b[43mgetresponse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    535\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m (BaseSSLError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m    536\u001b[39m     \u001b[38;5;28mself\u001b[39m._raise_timeout(err=e, url=url, timeout_value=read_timeout)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/Git/6.s041-chatbot/6s041_chatbot/lib/python3.13/site-packages/urllib3/connection.py:516\u001b[39m, in \u001b[36mHTTPConnection.getresponse\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    513\u001b[39m _shutdown = \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m.sock, \u001b[33m\"\u001b[39m\u001b[33mshutdown\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[32m    515\u001b[39m \u001b[38;5;66;03m# Get the response from http.client.HTTPConnection\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m516\u001b[39m httplib_response = \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mgetresponse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    518\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m    519\u001b[39m     assert_header_parsing(httplib_response.msg)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/http/client.py:1428\u001b[39m, in \u001b[36mHTTPConnection.getresponse\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1426\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m   1427\u001b[39m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1428\u001b[39m         \u001b[43mresponse\u001b[49m\u001b[43m.\u001b[49m\u001b[43mbegin\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1429\u001b[39m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m:\n\u001b[32m   1430\u001b[39m         \u001b[38;5;28mself\u001b[39m.close()\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/http/client.py:331\u001b[39m, in \u001b[36mHTTPResponse.begin\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    329\u001b[39m \u001b[38;5;66;03m# read until we get a non-100 response\u001b[39;00m\n\u001b[32m    330\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m331\u001b[39m     version, status, reason = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_read_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    332\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m status != CONTINUE:\n\u001b[32m    333\u001b[39m         \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/http/client.py:292\u001b[39m, in \u001b[36mHTTPResponse._read_status\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    291\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_read_status\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m--> \u001b[39m\u001b[32m292\u001b[39m     line = \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfp\u001b[49m\u001b[43m.\u001b[49m\u001b[43mreadline\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_MAXLINE\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m)\u001b[49m, \u001b[33m\"\u001b[39m\u001b[33miso-8859-1\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m    293\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(line) > _MAXLINE:\n\u001b[32m    294\u001b[39m         \u001b[38;5;28;01mraise\u001b[39;00m LineTooLong(\u001b[33m\"\u001b[39m\u001b[33mstatus line\u001b[39m\u001b[33m\"\u001b[39m)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/socket.py:719\u001b[39m, in \u001b[36mSocketIO.readinto\u001b[39m\u001b[34m(self, b)\u001b[39m\n\u001b[32m    717\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mcannot read from timed out object\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m    718\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m719\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_sock\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    720\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[32m    721\u001b[39m     \u001b[38;5;28mself\u001b[39m._timeout_occurred = \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/ssl.py:1304\u001b[39m, in \u001b[36mSSLSocket.recv_into\u001b[39m\u001b[34m(self, buffer, nbytes, flags)\u001b[39m\n\u001b[32m   1300\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m flags != \u001b[32m0\u001b[39m:\n\u001b[32m   1301\u001b[39m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m   1302\u001b[39m           \u001b[33m\"\u001b[39m\u001b[33mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[33m\"\u001b[39m %\n\u001b[32m   1303\u001b[39m           \u001b[38;5;28mself\u001b[39m.\u001b[34m__class__\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1304\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1305\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m   1306\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m().recv_into(buffer, nbytes, flags)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m/opt/homebrew/Cellar/python@3.13/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/ssl.py:1138\u001b[39m, in \u001b[36mSSLSocket.read\u001b[39m\u001b[34m(self, len, buffer)\u001b[39m\n\u001b[32m   1136\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m   1137\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1138\u001b[39m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_sslobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1139\u001b[39m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m   1140\u001b[39m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._sslobj.read(\u001b[38;5;28mlen\u001b[39m)\n",
      "\u001b[31mKeyboardInterrupt\u001b[39m: "
     ]
    }
   ],
   "source": [
    "## Run tests of all the addresses and get all the responses stored in a csv file.\n",
    "data = {\"Address\": [], \"Result\": []}\n",
    "for address in addy[\"Address\"]:\n",
    "    \"\"\"\n",
    "    Create chatbot instance using chat.py\n",
    "    \"\"\"\n",
    "    chatbot = SchoolChatbot()\n",
    "\n",
    "    \"\"\"\n",
    "    Test out generating some responses from the chatbot.\n",
    "    Inference time\n",
    "    \"\"\"\n",
    "    test_question = f\"I'm looking for schools my child is eligible to attend. Our address is {address}. What schools can he attend?\"\n",
    "\n",
    "    print(f\"\\nQuestion: {test_question}\")\n",
    "    response = chatbot.get_response(test_question)\n",
    "    print(f\"Response: {response}\")\n",
    "    data[\"Address\"].append(address)\n",
    "    data[\"Result\"].append(response)\n",
    "\n",
    "results = pd.DataFrame(data)\n",
    "results.to_csv(\"location_results.csv\", index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200 Seaport Boulevard, Boston, MA 02210\n",
      "Based on your location and student information, these schools are available:\n",
      "\n",
      "1. Hernandez Elementary School\n",
      "   Address: 61 School St Roxbury, MA 02119\n",
      "\n",
      "2. Hurley K-8 School\n",
      "   Address: 70 Worcester St South End, MA 02118\n",
      "\n",
      "3. Mario Umana Academy\n",
      "   Address: 312 Border St East Boston, MA 02128\n",
      "\n",
      "4. Sarah Greenwood K-8 School\n",
      "   Address: 186 Glenway Street Dorchester, MA 02121\n",
      "\n",
      "For more details, please visit: https://boston.explore.avela.org/\n",
      "\n",
      "You can ask me for more information about any specific school by name or number (e.g., 'Tell me more about #3').\n"
     ]
    }
   ],
   "source": [
    "n = 18\n",
    "print(results[\"Address\"][n])\n",
    "print(results[\"Result\"][n])"
   ]
  }
 ],
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