From c1b18acde2dcc9bd9206304ed48a71dac83db967 Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Mon, 13 Jan 2025 16:53:24 -0500
Subject: [PATCH 1/9] updating nb

---
 docs/notebooks/analyze_evaluations.ipynb | 5532 ++++++++++++++--------
 1 file changed, 3553 insertions(+), 1979 deletions(-)

diff --git a/docs/notebooks/analyze_evaluations.ipynb b/docs/notebooks/analyze_evaluations.ipynb
index c3552bbab..25568bfb4 100644
--- a/docs/notebooks/analyze_evaluations.ipynb
+++ b/docs/notebooks/analyze_evaluations.ipynb
@@ -12,10 +12,10 @@
    },
    "source": [
     "# Analyzing course evaluations\n",
-    "This notebook provides sample [EDSL](https://pypi.org/project/edsl/) code for using a language model to analyze course evaluations. The analysis is designed as a survey of questions about the evaluations that we prompt an AI agent to answer, using a language model to generate the responses as a dataset.\n",
+    "This notebook provides sample [EDSL](https://pypi.org/project/edsl/) code for using a language model to analyze course evaluations. The analysis is designed as a survey of questions about a set of evaluations that we prompt an AI agent to answer, using a language model to generate the responses as a dataset.\n",
     "\n",
     "[EDSL is an open-source library](https://github.com/expectedparrot/edsl) for simulating surveys, experiments and other research with AI agents and large language models. \n",
-    "Before running the code below, please ensure that you have [installed the EDSL library](https://docs.expectedparrot.com/en/latest/installation.html) and either [activated remote inference](https://docs.expectedparrot.com/en/latest/remote_inference.html) from your [Coop account](https://docs.expectedparrot.com/en/latest/coop.html) or [stored API keys](https://docs.expectedparrot.com/en/latest/api_keys.html) for the language models that you want to use with EDSL. Please also see our [documentation page](https://docs.expectedparrot.com/) for tips and tutorials on getting started using EDSL."
+    "Before running the code below, please ensure that you have [installed the EDSL library](https://docs.expectedparrot.com/en/latest/installation.html) and either [activated remote inference](https://docs.expectedparrot.com/en/latest/remote_inference.html) from your [Coop account](https://docs.expectedparrot.com/en/latest/coop.html) or [stored API keys](https://docs.expectedparrot.com/en/latest/api_keys.html) for the language models that you want to use with EDSL. Please also see our [documentation page](https://docs.expectedparrot.com/) for tips and tutorials on getting started."
    ]
   },
   {
@@ -24,7 +24,7 @@
    "metadata": {},
    "source": [
     "## Create questions\n",
-    "We start by creating questions about a set of course evaluations for an agent to answer. EDSL comes with a [variety of question types](https://docs.expectedparrot.com/en/latest/questions.html) that we can choose from based on the form of the response that we want to get back from a model (multiple choice, linear scale, checkbox, free text, etc.). We can use a `{{ placeholder }}` in the question texts to parameterize them with each evaluation. This allows us to create different \"scenarios\" of the questions that we can administer at once."
+    "We start by creating questions about a set of course evaluations for an agent to answer. EDSL comes with a [variety of question types](https://docs.expectedparrot.com/en/latest/questions.html) that we can choose from based on the form of the response that we want to get back from a model (multiple choice, linear scale, checkbox, free text, numerical, dictionary, etc.). We can use a `{{ placeholder }}` in the question texts to parameterize them with each evaluation. This allows us to create different \"scenarios\" of the questions that we can administer at once."
    ]
   },
   {
@@ -194,437 +194,1060 @@
    "id": "368018f9-4979-4e63-9f48-fd1ab548d35a",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/a16174/edsl/edsl/inference_services/AvailableModelFetcher.py:139: UserWarning: No models found for service ollama\n",
+      "  warnings.warn(f\"No models found for service {service_name}\")\n"
+     ]
+    },
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-       "<tr><th>Model Name                                   </th><th>Service Name  </th><th style=\"text-align: right;\">  Code</th></tr>\n",
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-       "<tr><td>Austism/chronos-hermes-13b-v2                </td><td>deep_infra    </td><td style=\"text-align: right;\">     0</td></tr>\n",
-       "<tr><td>BAAI/bge-base-en-v1.5                        </td><td>together      </td><td style=\"text-align: right;\">     1</td></tr>\n",
-       "<tr><td>BAAI/bge-large-en-v1.5                       </td><td>together      </td><td style=\"text-align: right;\">     2</td></tr>\n",
-       "<tr><td>Gryphe/MythoMax-L2-13b                       </td><td>deep_infra    </td><td style=\"text-align: right;\">     3</td></tr>\n",
-       "<tr><td>Gryphe/MythoMax-L2-13b                       </td><td>together      </td><td style=\"text-align: right;\">     4</td></tr>\n",
-       "<tr><td>Gryphe/MythoMax-L2-13b-Lite                  </td><td>together      </td><td style=\"text-align: right;\">     5</td></tr>\n",
-       "<tr><td>Meta-Llama/Llama-Guard-7b                    </td><td>together      </td><td style=\"text-align: right;\">     6</td></tr>\n",
-       "<tr><td>NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO  </td><td>together      </td><td style=\"text-align: right;\">     7</td></tr>\n",
-       "<tr><td>NousResearch/Nous-Hermes-2-Yi-34B            </td><td>together      </td><td style=\"text-align: right;\">     8</td></tr>\n",
-       "<tr><td>Qwen/Qwen1.5-110B-Chat                       </td><td>together      </td><td style=\"text-align: right;\">     9</td></tr>\n",
-       "<tr><td>Qwen/Qwen1.5-72B-Chat                        </td><td>together      </td><td style=\"text-align: right;\">    10</td></tr>\n",
-       "<tr><td>Qwen/Qwen2-72B-Instruct                      </td><td>deep_infra    </td><td style=\"text-align: right;\">    11</td></tr>\n",
-       "<tr><td>Qwen/Qwen2-72B-Instruct                      </td><td>together      </td><td style=\"text-align: right;\">    12</td></tr>\n",
-       "<tr><td>Qwen/Qwen2-7B-Instruct                       </td><td>deep_infra    </td><td style=\"text-align: right;\">    13</td></tr>\n",
-       "<tr><td>Qwen/Qwen2.5-72B-Instruct                    </td><td>deep_infra    </td><td style=\"text-align: right;\">    14</td></tr>\n",
-       "<tr><td>Salesforce/Llama-Rank-V1                     </td><td>together      </td><td style=\"text-align: right;\">    15</td></tr>\n",
-       "<tr><td>Sao10K/L3-70B-Euryale-v2.1                   </td><td>deep_infra    </td><td style=\"text-align: right;\">    16</td></tr>\n",
-       "<tr><td>Sao10K/L3.1-70B-Euryale-v2.2                 </td><td>deep_infra    </td><td style=\"text-align: right;\">    17</td></tr>\n",
-       "<tr><td>WhereIsAI/UAE-Large-V1                       </td><td>together      </td><td style=\"text-align: right;\">    18</td></tr>\n",
-       "<tr><td>amazon.titan-text-express-v1                 </td><td>bedrock       </td><td style=\"text-align: right;\">    19</td></tr>\n",
-       "<tr><td>amazon.titan-text-lite-v1                    </td><td>bedrock       </td><td style=\"text-align: right;\">    20</td></tr>\n",
-       "<tr><td>anthropic.claude-3-5-sonnet-20240620-v1:0    </td><td>bedrock       </td><td style=\"text-align: right;\">    21</td></tr>\n",
-       "<tr><td>anthropic.claude-3-haiku-20240307-v1:0       </td><td>bedrock       </td><td style=\"text-align: right;\">    22</td></tr>\n",
-       "<tr><td>anthropic.claude-3-opus-20240229-v1:0        </td><td>bedrock       </td><td style=\"text-align: right;\">    23</td></tr>\n",
-       "<tr><td>anthropic.claude-3-sonnet-20240229-v1:0      </td><td>bedrock       </td><td style=\"text-align: right;\">    24</td></tr>\n",
-       "<tr><td>anthropic.claude-instant-v1                  </td><td>bedrock       </td><td style=\"text-align: right;\">    25</td></tr>\n",
-       "<tr><td>anthropic.claude-v2                          </td><td>bedrock       </td><td style=\"text-align: right;\">    26</td></tr>\n",
-       "<tr><td>anthropic.claude-v2:1                        </td><td>bedrock       </td><td style=\"text-align: right;\">    27</td></tr>\n",
-       "<tr><td>azure:gpt-4o                                 </td><td>azure         </td><td style=\"text-align: right;\">    28</td></tr>\n",
-       "<tr><td>azure:gpt-4o-mini                            </td><td>azure         </td><td style=\"text-align: right;\">    29</td></tr>\n",
-       "<tr><td>chatgpt-4o-latest                            </td><td>openai        </td><td style=\"text-align: right;\">    30</td></tr>\n",
-       "<tr><td>claude-3-5-sonnet-20240620                   </td><td>anthropic     </td><td style=\"text-align: right;\">    31</td></tr>\n",
-       "<tr><td>claude-3-haiku-20240307                      </td><td>anthropic     </td><td style=\"text-align: right;\">    32</td></tr>\n",
-       "<tr><td>claude-3-opus-20240229                       </td><td>anthropic     </td><td style=\"text-align: right;\">    33</td></tr>\n",
-       "<tr><td>claude-3-sonnet-20240229                     </td><td>anthropic     </td><td style=\"text-align: right;\">    34</td></tr>\n",
-       "<tr><td>codellama/CodeLlama-34b-Instruct-hf          </td><td>together      </td><td style=\"text-align: right;\">    35</td></tr>\n",
-       "<tr><td>codestral-2405                               </td><td>mistral       </td><td style=\"text-align: right;\">    36</td></tr>\n",
-       "<tr><td>cohere.command-light-text-v14                </td><td>bedrock       </td><td style=\"text-align: right;\">    37</td></tr>\n",
-       "<tr><td>cohere.command-r-plus-v1:0                   </td><td>bedrock       </td><td style=\"text-align: right;\">    38</td></tr>\n",
-       "<tr><td>cohere.command-r-v1:0                        </td><td>bedrock       </td><td style=\"text-align: right;\">    39</td></tr>\n",
-       "<tr><td>cohere.command-text-v14                      </td><td>bedrock       </td><td style=\"text-align: right;\">    40</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-11-30-12-58-24        </td><td>openai        </td><td style=\"text-align: right;\">    41</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-01-04-36        </td><td>openai        </td><td style=\"text-align: right;\">    42</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-01-51-20        </td><td>openai        </td><td style=\"text-align: right;\">    43</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-14-16-46        </td><td>openai        </td><td style=\"text-align: right;\">    44</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-14-28-00        </td><td>openai        </td><td style=\"text-align: right;\">    45</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-14-49-45        </td><td>openai        </td><td style=\"text-align: right;\">    46</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-15-29-32        </td><td>openai        </td><td style=\"text-align: right;\">    47</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-15-42-25        </td><td>openai        </td><td style=\"text-align: right;\">    48</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-15-52-24        </td><td>openai        </td><td style=\"text-align: right;\">    49</td></tr>\n",
-       "<tr><td>curie:ft-emeritus-2022-12-01-16-40-12        </td><td>openai        </td><td style=\"text-align: right;\">    50</td></tr>\n",
-       "<tr><td>cursor/Llama-3-8b-hf                         </td><td>together      </td><td style=\"text-align: right;\">    51</td></tr>\n",
-       "<tr><td>databricks/dbrx-instruct                     </td><td>together      </td><td style=\"text-align: right;\">    52</td></tr>\n",
-       "<tr><td>davinci:ft-emeritus-2022-11-30-14-57-33      </td><td>openai        </td><td style=\"text-align: right;\">    53</td></tr>\n",
-       "<tr><td>deepseek-ai/deepseek-llm-67b-chat            </td><td>together      </td><td style=\"text-align: right;\">    54</td></tr>\n",
-       "<tr><td>gemini-1.0-pro                               </td><td>google        </td><td style=\"text-align: right;\">    55</td></tr>\n",
-       "<tr><td>gemini-1.5-flash                             </td><td>google        </td><td style=\"text-align: right;\">    56</td></tr>\n",
-       "<tr><td>gemini-1.5-pro                               </td><td>google        </td><td style=\"text-align: right;\">    57</td></tr>\n",
-       "<tr><td>gemini-pro                                   </td><td>google        </td><td style=\"text-align: right;\">    58</td></tr>\n",
-       "<tr><td>gemma-7b-it                                  </td><td>groq          </td><td style=\"text-align: right;\">    59</td></tr>\n",
-       "<tr><td>gemma2-9b-it                                 </td><td>groq          </td><td style=\"text-align: right;\">    60</td></tr>\n",
-       "<tr><td>google/gemma-2-27b-it                        </td><td>deep_infra    </td><td style=\"text-align: right;\">    61</td></tr>\n",
-       "<tr><td>google/gemma-2-27b-it                        </td><td>together      </td><td style=\"text-align: right;\">    62</td></tr>\n",
-       "<tr><td>google/gemma-2-9b-it                         </td><td>deep_infra    </td><td style=\"text-align: right;\">    63</td></tr>\n",
-       "<tr><td>google/gemma-2-9b-it                         </td><td>together      </td><td style=\"text-align: right;\">    64</td></tr>\n",
-       "<tr><td>google/gemma-2b-it                           </td><td>together      </td><td style=\"text-align: right;\">    65</td></tr>\n",
-       "<tr><td>gpt-3.5-turbo                                </td><td>openai        </td><td style=\"text-align: right;\">    66</td></tr>\n",
-       "<tr><td>gpt-3.5-turbo-0125                           </td><td>openai        </td><td style=\"text-align: right;\">    67</td></tr>\n",
-       "<tr><td>gpt-3.5-turbo-1106                           </td><td>openai        </td><td style=\"text-align: right;\">    68</td></tr>\n",
-       "<tr><td>gpt-3.5-turbo-16k                            </td><td>openai        </td><td style=\"text-align: right;\">    69</td></tr>\n",
-       "<tr><td>gpt-4                                        </td><td>openai        </td><td style=\"text-align: right;\">    70</td></tr>\n",
-       "<tr><td>gpt-4-0125-preview                           </td><td>openai        </td><td style=\"text-align: right;\">    71</td></tr>\n",
-       "<tr><td>gpt-4-0613                                   </td><td>openai        </td><td style=\"text-align: right;\">    72</td></tr>\n",
-       "<tr><td>gpt-4-1106-preview                           </td><td>openai        </td><td style=\"text-align: right;\">    73</td></tr>\n",
-       "<tr><td>gpt-4-turbo                                  </td><td>openai        </td><td style=\"text-align: right;\">    74</td></tr>\n",
-       "<tr><td>gpt-4-turbo-2024-04-09                       </td><td>openai        </td><td style=\"text-align: right;\">    75</td></tr>\n",
-       "<tr><td>gpt-4-turbo-preview                          </td><td>openai        </td><td style=\"text-align: right;\">    76</td></tr>\n",
-       "<tr><td>gpt-4o                                       </td><td>openai        </td><td style=\"text-align: right;\">    77</td></tr>\n",
-       "<tr><td>gpt-4o-2024-05-13                            </td><td>openai        </td><td style=\"text-align: right;\">    78</td></tr>\n",
-       "<tr><td>gpt-4o-2024-08-06                            </td><td>openai        </td><td style=\"text-align: right;\">    79</td></tr>\n",
-       "<tr><td>gpt-4o-2024-11-20                            </td><td>openai        </td><td style=\"text-align: right;\">    80</td></tr>\n",
-       "<tr><td>gpt-4o-audio-preview                         </td><td>openai        </td><td style=\"text-align: right;\">    81</td></tr>\n",
-       "<tr><td>gpt-4o-audio-preview-2024-10-01              </td><td>openai        </td><td style=\"text-align: right;\">    82</td></tr>\n",
-       "<tr><td>gpt-4o-mini                                  </td><td>openai        </td><td style=\"text-align: right;\">    83</td></tr>\n",
-       "<tr><td>gpt-4o-mini-2024-07-18                       </td><td>openai        </td><td style=\"text-align: right;\">    84</td></tr>\n",
-       "<tr><td>gpt-4o-realtime-preview                      </td><td>openai        </td><td style=\"text-align: right;\">    85</td></tr>\n",
-       "<tr><td>gpt-4o-realtime-preview-2024-10-01           </td><td>openai        </td><td style=\"text-align: right;\">    86</td></tr>\n",
-       "<tr><td>lizpreciatior/lzlv_70b_fp16_hf               </td><td>deep_infra    </td><td style=\"text-align: right;\">    87</td></tr>\n",
-       "<tr><td>llama-3.1-70b-versatile                      </td><td>groq          </td><td style=\"text-align: right;\">    88</td></tr>\n",
-       "<tr><td>llama-3.1-8b-instant                         </td><td>groq          </td><td style=\"text-align: right;\">    89</td></tr>\n",
-       "<tr><td>llama-3.1-sonar-huge-128k-online             </td><td>perplexity    </td><td style=\"text-align: right;\">    90</td></tr>\n",
-       "<tr><td>llama-3.1-sonar-large-128k-online            </td><td>perplexity    </td><td style=\"text-align: right;\">    91</td></tr>\n",
-       "<tr><td>llama-3.1-sonar-small-128k-online            </td><td>perplexity    </td><td style=\"text-align: right;\">    92</td></tr>\n",
-       "<tr><td>llama-guard-3-8b                             </td><td>groq          </td><td style=\"text-align: right;\">    93</td></tr>\n",
-       "<tr><td>llama3-70b-8192                              </td><td>groq          </td><td style=\"text-align: right;\">    94</td></tr>\n",
-       "<tr><td>llama3-8b-8192                               </td><td>groq          </td><td style=\"text-align: right;\">    95</td></tr>\n",
-       "<tr><td>llama3-groq-70b-8192-tool-use-preview        </td><td>groq          </td><td style=\"text-align: right;\">    96</td></tr>\n",
-       "<tr><td>llama3-groq-8b-8192-tool-use-preview         </td><td>groq          </td><td style=\"text-align: right;\">    97</td></tr>\n",
-       "<tr><td>meta-llama/Llama-2-13b-chat-hf               </td><td>together      </td><td style=\"text-align: right;\">    98</td></tr>\n",
-       "<tr><td>meta-llama/Llama-2-70b-hf                    </td><td>together      </td><td style=\"text-align: right;\">    99</td></tr>\n",
-       "<tr><td>meta-llama/Llama-2-7b-chat-hf                </td><td>together      </td><td style=\"text-align: right;\">   100</td></tr>\n",
-       "<tr><td>meta-llama/Llama-3-70b-chat-hf               </td><td>together      </td><td style=\"text-align: right;\">   101</td></tr>\n",
-       "<tr><td>meta-llama/Llama-3-8b-chat-hf                </td><td>together      </td><td style=\"text-align: right;\">   102</td></tr>\n",
-       "<tr><td>meta-llama/LlamaGuard-2-8b                   </td><td>together      </td><td style=\"text-align: right;\">   103</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-70B-Instruct         </td><td>deep_infra    </td><td style=\"text-align: right;\">   104</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-70B-Instruct-Lite    </td><td>together      </td><td style=\"text-align: right;\">   105</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-70B-Instruct-Turbo   </td><td>together      </td><td style=\"text-align: right;\">   106</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-8B-Instruct          </td><td>deep_infra    </td><td style=\"text-align: right;\">   107</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-8B-Instruct-Lite     </td><td>together      </td><td style=\"text-align: right;\">   108</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3-8B-Instruct-Turbo    </td><td>together      </td><td style=\"text-align: right;\">   109</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-405B-Instruct      </td><td>deep_infra    </td><td style=\"text-align: right;\">   110</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo</td><td>together      </td><td style=\"text-align: right;\">   111</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-70B-Instruct       </td><td>deep_infra    </td><td style=\"text-align: right;\">   112</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo </td><td>together      </td><td style=\"text-align: right;\">   113</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-8B-Instruct        </td><td>deep_infra    </td><td style=\"text-align: right;\">   114</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo  </td><td>together      </td><td style=\"text-align: right;\">   115</td></tr>\n",
-       "<tr><td>meta-llama/Meta-Llama-Guard-3-8B             </td><td>together      </td><td style=\"text-align: right;\">   116</td></tr>\n",
-       "<tr><td>meta.llama3-1-405b-instruct-v1:0             </td><td>bedrock       </td><td style=\"text-align: right;\">   117</td></tr>\n",
-       "<tr><td>meta.llama3-1-70b-instruct-v1:0              </td><td>bedrock       </td><td style=\"text-align: right;\">   118</td></tr>\n",
-       "<tr><td>meta.llama3-1-8b-instruct-v1:0               </td><td>bedrock       </td><td style=\"text-align: right;\">   119</td></tr>\n",
-       "<tr><td>meta.llama3-70b-instruct-v1:0                </td><td>bedrock       </td><td style=\"text-align: right;\">   120</td></tr>\n",
-       "<tr><td>meta.llama3-8b-instruct-v1:0                 </td><td>bedrock       </td><td style=\"text-align: right;\">   121</td></tr>\n",
-       "<tr><td>microsoft/Phi-3-medium-4k-instruct           </td><td>deep_infra    </td><td style=\"text-align: right;\">   122</td></tr>\n",
-       "<tr><td>microsoft/WizardLM-2-7B                      </td><td>deep_infra    </td><td style=\"text-align: right;\">   123</td></tr>\n",
-       "<tr><td>microsoft/WizardLM-2-8x22B                   </td><td>deep_infra    </td><td style=\"text-align: right;\">   124</td></tr>\n",
-       "<tr><td>microsoft/WizardLM-2-8x22B                   </td><td>together      </td><td style=\"text-align: right;\">   125</td></tr>\n",
-       "<tr><td>mistral-embed                                </td><td>mistral       </td><td style=\"text-align: right;\">   126</td></tr>\n",
-       "<tr><td>mistral-large-2407                           </td><td>mistral       </td><td style=\"text-align: right;\">   127</td></tr>\n",
-       "<tr><td>mistral-medium-latest                        </td><td>mistral       </td><td style=\"text-align: right;\">   128</td></tr>\n",
-       "<tr><td>mistral-small-2409                           </td><td>mistral       </td><td style=\"text-align: right;\">   129</td></tr>\n",
-       "<tr><td>mistral-small-latest                         </td><td>mistral       </td><td style=\"text-align: right;\">   130</td></tr>\n",
-       "<tr><td>mistral.mistral-7b-instruct-v0:2             </td><td>bedrock       </td><td style=\"text-align: right;\">   131</td></tr>\n",
-       "<tr><td>mistral.mistral-large-2402-v1:0              </td><td>bedrock       </td><td style=\"text-align: right;\">   132</td></tr>\n",
-       "<tr><td>mistral.mixtral-8x7b-instruct-v0:1           </td><td>bedrock       </td><td style=\"text-align: right;\">   133</td></tr>\n",
-       "<tr><td>mistralai/Mistral-7B-Instruct-v0.1           </td><td>together      </td><td style=\"text-align: right;\">   134</td></tr>\n",
-       "<tr><td>mistralai/Mistral-7B-Instruct-v0.2           </td><td>together      </td><td style=\"text-align: right;\">   135</td></tr>\n",
-       "<tr><td>mistralai/Mistral-7B-Instruct-v0.3           </td><td>deep_infra    </td><td style=\"text-align: right;\">   136</td></tr>\n",
-       "<tr><td>mistralai/Mistral-7B-Instruct-v0.3           </td><td>together      </td><td style=\"text-align: right;\">   137</td></tr>\n",
-       "<tr><td>mistralai/Mistral-7B-v0.1                    </td><td>together      </td><td style=\"text-align: right;\">   138</td></tr>\n",
-       "<tr><td>mistralai/Mistral-Nemo-Instruct-2407         </td><td>deep_infra    </td><td style=\"text-align: right;\">   139</td></tr>\n",
-       "<tr><td>mistralai/Mixtral-8x22B-Instruct-v0.1        </td><td>together      </td><td style=\"text-align: right;\">   140</td></tr>\n",
-       "<tr><td>mistralai/Mixtral-8x7B-Instruct-v0.1         </td><td>deep_infra    </td><td style=\"text-align: right;\">   141</td></tr>\n",
-       "<tr><td>mistralai/Mixtral-8x7B-Instruct-v0.1         </td><td>together      </td><td style=\"text-align: right;\">   142</td></tr>\n",
-       "<tr><td>mistralai/Mixtral-8x7B-v0.1                  </td><td>together      </td><td style=\"text-align: right;\">   143</td></tr>\n",
-       "<tr><td>mixtral-8x7b-32768                           </td><td>groq          </td><td style=\"text-align: right;\">   144</td></tr>\n",
-       "<tr><td>o1-mini                                      </td><td>openai        </td><td style=\"text-align: right;\">   145</td></tr>\n",
-       "<tr><td>o1-mini-2024-09-12                           </td><td>openai        </td><td style=\"text-align: right;\">   146</td></tr>\n",
-       "<tr><td>o1-preview                                   </td><td>openai        </td><td style=\"text-align: right;\">   147</td></tr>\n",
-       "<tr><td>o1-preview-2024-09-12                        </td><td>openai        </td><td style=\"text-align: right;\">   148</td></tr>\n",
-       "<tr><td>omni-moderation-2024-09-26                   </td><td>openai        </td><td style=\"text-align: right;\">   149</td></tr>\n",
-       "<tr><td>omni-moderation-latest                       </td><td>openai        </td><td style=\"text-align: right;\">   150</td></tr>\n",
-       "<tr><td>open-mistral-7b                              </td><td>mistral       </td><td style=\"text-align: right;\">   151</td></tr>\n",
-       "<tr><td>open-mistral-nemo-2407                       </td><td>mistral       </td><td style=\"text-align: right;\">   152</td></tr>\n",
-       "<tr><td>open-mixtral-8x22b                           </td><td>mistral       </td><td style=\"text-align: right;\">   153</td></tr>\n",
-       "<tr><td>open-mixtral-8x7b                            </td><td>mistral       </td><td style=\"text-align: right;\">   154</td></tr>\n",
-       "<tr><td>openbmb/MiniCPM-Llama3-V-2_5                 </td><td>deep_infra    </td><td style=\"text-align: right;\">   155</td></tr>\n",
-       "<tr><td>openchat/openchat_3.5                        </td><td>deep_infra    </td><td style=\"text-align: right;\">   156</td></tr>\n",
-       "<tr><td>pixtral-12b-2409                             </td><td>mistral       </td><td style=\"text-align: right;\">   157</td></tr>\n",
-       "<tr><td>test                                         </td><td>test          </td><td style=\"text-align: right;\">   158</td></tr>\n",
-       "<tr><td>togethercomputer/StripedHyena-Nous-7B        </td><td>together      </td><td style=\"text-align: right;\">   159</td></tr>\n",
-       "<tr><td>togethercomputer/m2-bert-80M-2k-retrieval    </td><td>together      </td><td style=\"text-align: right;\">   160</td></tr>\n",
-       "<tr><td>togethercomputer/m2-bert-80M-32k-retrieval   </td><td>together      </td><td style=\"text-align: right;\">   161</td></tr>\n",
-       "<tr><td>togethercomputer/m2-bert-80M-8k-retrieval    </td><td>together      </td><td style=\"text-align: right;\">   162</td></tr>\n",
-       "<tr><td>upstage/SOLAR-10.7B-Instruct-v1.0            </td><td>together      </td><td style=\"text-align: right;\">   163</td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_568fc\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_568fc_level0_col0\" class=\"col_heading level0 col0\" >Model Name</th>\n",
+       "      <th id=\"T_568fc_level0_col1\" class=\"col_heading level0 col1\" >Service Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_568fc_row0_col0\" class=\"data row0 col0\" >Austism/chronos-hermes-13b-v2</td>\n",
+       "      <td id=\"T_568fc_row0_col1\" class=\"data row0 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_568fc_row1_col0\" class=\"data row1 col0\" >Gryphe/MythoMax-L2-13b</td>\n",
+       "      <td id=\"T_568fc_row1_col1\" class=\"data row1 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_568fc_row2_col0\" class=\"data row2 col0\" >Qwen/Qwen2-72B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row2_col1\" class=\"data row2 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_568fc_row3_col0\" class=\"data row3 col0\" >Qwen/Qwen2-7B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row3_col1\" class=\"data row3 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_568fc_row4_col0\" class=\"data row4 col0\" >Qwen/Qwen2.5-72B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row4_col1\" class=\"data row4 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_568fc_row5_col0\" class=\"data row5 col0\" >Sao10K/L3-70B-Euryale-v2.1</td>\n",
+       "      <td id=\"T_568fc_row5_col1\" class=\"data row5 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_568fc_row6_col0\" class=\"data row6 col0\" >Sao10K/L3.1-70B-Euryale-v2.2</td>\n",
+       "      <td id=\"T_568fc_row6_col1\" class=\"data row6 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_568fc_row7_col0\" class=\"data row7 col0\" >google/gemma-2-27b-it</td>\n",
+       "      <td id=\"T_568fc_row7_col1\" class=\"data row7 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_568fc_row8_col0\" class=\"data row8 col0\" >google/gemma-2-9b-it</td>\n",
+       "      <td id=\"T_568fc_row8_col1\" class=\"data row8 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_568fc_row9_col0\" class=\"data row9 col0\" >lizpreciatior/lzlv_70b_fp16_hf</td>\n",
+       "      <td id=\"T_568fc_row9_col1\" class=\"data row9 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
+       "      <td id=\"T_568fc_row10_col0\" class=\"data row10 col0\" >meta-llama/Meta-Llama-3-70B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row10_col1\" class=\"data row10 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
+       "      <td id=\"T_568fc_row11_col0\" class=\"data row11 col0\" >meta-llama/Meta-Llama-3-8B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row11_col1\" class=\"data row11 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
+       "      <td id=\"T_568fc_row12_col0\" class=\"data row12 col0\" >meta-llama/Meta-Llama-3.1-405B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row12_col1\" class=\"data row12 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
+       "      <td id=\"T_568fc_row13_col0\" class=\"data row13 col0\" >meta-llama/Meta-Llama-3.1-70B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row13_col1\" class=\"data row13 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
+       "      <td id=\"T_568fc_row14_col0\" class=\"data row14 col0\" >meta-llama/Meta-Llama-3.1-8B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row14_col1\" class=\"data row14 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
+       "      <td id=\"T_568fc_row15_col0\" class=\"data row15 col0\" >mistralai/Mistral-7B-Instruct-v0.3</td>\n",
+       "      <td id=\"T_568fc_row15_col1\" class=\"data row15 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
+       "      <td id=\"T_568fc_row16_col0\" class=\"data row16 col0\" >microsoft/Phi-3-medium-4k-instruct</td>\n",
+       "      <td id=\"T_568fc_row16_col1\" class=\"data row16 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
+       "      <td id=\"T_568fc_row17_col0\" class=\"data row17 col0\" >microsoft/WizardLM-2-7B</td>\n",
+       "      <td id=\"T_568fc_row17_col1\" class=\"data row17 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
+       "      <td id=\"T_568fc_row18_col0\" class=\"data row18 col0\" >microsoft/WizardLM-2-8x22B</td>\n",
+       "      <td id=\"T_568fc_row18_col1\" class=\"data row18 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
+       "      <td id=\"T_568fc_row19_col0\" class=\"data row19 col0\" >mistralai/Mistral-Nemo-Instruct-2407</td>\n",
+       "      <td id=\"T_568fc_row19_col1\" class=\"data row19 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
+       "      <td id=\"T_568fc_row20_col0\" class=\"data row20 col0\" >mistralai/Mixtral-8x7B-Instruct-v0.1</td>\n",
+       "      <td id=\"T_568fc_row20_col1\" class=\"data row20 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
+       "      <td id=\"T_568fc_row21_col0\" class=\"data row21 col0\" >openbmb/MiniCPM-Llama3-V-2_5</td>\n",
+       "      <td id=\"T_568fc_row21_col1\" class=\"data row21 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
+       "      <td id=\"T_568fc_row22_col0\" class=\"data row22 col0\" >openchat/openchat_3.5</td>\n",
+       "      <td id=\"T_568fc_row22_col1\" class=\"data row22 col1\" >deep_infra</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
+       "      <td id=\"T_568fc_row23_col0\" class=\"data row23 col0\" >gemma-7b-it</td>\n",
+       "      <td id=\"T_568fc_row23_col1\" class=\"data row23 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
+       "      <td id=\"T_568fc_row24_col0\" class=\"data row24 col0\" >gemma2-9b-it</td>\n",
+       "      <td id=\"T_568fc_row24_col1\" class=\"data row24 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
+       "      <td id=\"T_568fc_row25_col0\" class=\"data row25 col0\" >llama-3.1-70b-versatile</td>\n",
+       "      <td id=\"T_568fc_row25_col1\" class=\"data row25 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
+       "      <td id=\"T_568fc_row26_col0\" class=\"data row26 col0\" >llama-3.1-8b-instant</td>\n",
+       "      <td id=\"T_568fc_row26_col1\" class=\"data row26 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
+       "      <td id=\"T_568fc_row27_col0\" class=\"data row27 col0\" >llama-guard-3-8b</td>\n",
+       "      <td id=\"T_568fc_row27_col1\" class=\"data row27 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
+       "      <td id=\"T_568fc_row28_col0\" class=\"data row28 col0\" >llama3-70b-8192</td>\n",
+       "      <td id=\"T_568fc_row28_col1\" class=\"data row28 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
+       "      <td id=\"T_568fc_row29_col0\" class=\"data row29 col0\" >llama3-8b-8192</td>\n",
+       "      <td id=\"T_568fc_row29_col1\" class=\"data row29 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
+       "      <td id=\"T_568fc_row30_col0\" class=\"data row30 col0\" >llama3-groq-70b-8192-tool-use-preview</td>\n",
+       "      <td id=\"T_568fc_row30_col1\" class=\"data row30 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
+       "      <td id=\"T_568fc_row31_col0\" class=\"data row31 col0\" >llama3-groq-8b-8192-tool-use-preview</td>\n",
+       "      <td id=\"T_568fc_row31_col1\" class=\"data row31 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
+       "      <td id=\"T_568fc_row32_col0\" class=\"data row32 col0\" >mixtral-8x7b-32768</td>\n",
+       "      <td id=\"T_568fc_row32_col1\" class=\"data row32 col1\" >groq</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
+       "      <td id=\"T_568fc_row33_col0\" class=\"data row33 col0\" >gpt-4o-realtime-preview</td>\n",
+       "      <td id=\"T_568fc_row33_col1\" class=\"data row33 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
+       "      <td id=\"T_568fc_row34_col0\" class=\"data row34 col0\" >gpt-4o-realtime-preview-2024-10-01</td>\n",
+       "      <td id=\"T_568fc_row34_col1\" class=\"data row34 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
+       "      <td id=\"T_568fc_row35_col0\" class=\"data row35 col0\" >o1-mini-2024-09-12</td>\n",
+       "      <td id=\"T_568fc_row35_col1\" class=\"data row35 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
+       "      <td id=\"T_568fc_row36_col0\" class=\"data row36 col0\" >gpt-4-1106-preview</td>\n",
+       "      <td id=\"T_568fc_row36_col1\" class=\"data row36 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
+       "      <td id=\"T_568fc_row37_col0\" class=\"data row37 col0\" >gpt-3.5-turbo-16k</td>\n",
+       "      <td id=\"T_568fc_row37_col1\" class=\"data row37 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
+       "      <td id=\"T_568fc_row38_col0\" class=\"data row38 col0\" >gpt-4-0125-preview</td>\n",
+       "      <td id=\"T_568fc_row38_col1\" class=\"data row38 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
+       "      <td id=\"T_568fc_row39_col0\" class=\"data row39 col0\" >gpt-4-turbo-preview</td>\n",
+       "      <td id=\"T_568fc_row39_col1\" class=\"data row39 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
+       "      <td id=\"T_568fc_row40_col0\" class=\"data row40 col0\" >omni-moderation-latest</td>\n",
+       "      <td id=\"T_568fc_row40_col1\" class=\"data row40 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
+       "      <td id=\"T_568fc_row41_col0\" class=\"data row41 col0\" >gpt-4o-2024-05-13</td>\n",
+       "      <td id=\"T_568fc_row41_col1\" class=\"data row41 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
+       "      <td id=\"T_568fc_row42_col0\" class=\"data row42 col0\" >omni-moderation-2024-09-26</td>\n",
+       "      <td id=\"T_568fc_row42_col1\" class=\"data row42 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
+       "      <td id=\"T_568fc_row43_col0\" class=\"data row43 col0\" >chatgpt-4o-latest</td>\n",
+       "      <td id=\"T_568fc_row43_col1\" class=\"data row43 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
+       "      <td id=\"T_568fc_row44_col0\" class=\"data row44 col0\" >gpt-4</td>\n",
+       "      <td id=\"T_568fc_row44_col1\" class=\"data row44 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
+       "      <td id=\"T_568fc_row45_col0\" class=\"data row45 col0\" >gpt-4-0613</td>\n",
+       "      <td id=\"T_568fc_row45_col1\" class=\"data row45 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
+       "      <td id=\"T_568fc_row46_col0\" class=\"data row46 col0\" >gpt-4o</td>\n",
+       "      <td id=\"T_568fc_row46_col1\" class=\"data row46 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
+       "      <td id=\"T_568fc_row47_col0\" class=\"data row47 col0\" >gpt-4o-2024-08-06</td>\n",
+       "      <td id=\"T_568fc_row47_col1\" class=\"data row47 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
+       "      <td id=\"T_568fc_row48_col0\" class=\"data row48 col0\" >o1-mini</td>\n",
+       "      <td id=\"T_568fc_row48_col1\" class=\"data row48 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
+       "      <td id=\"T_568fc_row49_col0\" class=\"data row49 col0\" >gpt-3.5-turbo</td>\n",
+       "      <td id=\"T_568fc_row49_col1\" class=\"data row49 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
+       "      <td id=\"T_568fc_row50_col0\" class=\"data row50 col0\" >gpt-3.5-turbo-0125</td>\n",
+       "      <td id=\"T_568fc_row50_col1\" class=\"data row50 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
+       "      <td id=\"T_568fc_row51_col0\" class=\"data row51 col0\" >o1-preview</td>\n",
+       "      <td id=\"T_568fc_row51_col1\" class=\"data row51 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
+       "      <td id=\"T_568fc_row52_col0\" class=\"data row52 col0\" >o1-preview-2024-09-12</td>\n",
+       "      <td id=\"T_568fc_row52_col1\" class=\"data row52 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
+       "      <td id=\"T_568fc_row53_col0\" class=\"data row53 col0\" >gpt-4-turbo</td>\n",
+       "      <td id=\"T_568fc_row53_col1\" class=\"data row53 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
+       "      <td id=\"T_568fc_row54_col0\" class=\"data row54 col0\" >gpt-4-turbo-2024-04-09</td>\n",
+       "      <td id=\"T_568fc_row54_col1\" class=\"data row54 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
+       "      <td id=\"T_568fc_row55_col0\" class=\"data row55 col0\" >gpt-3.5-turbo-1106</td>\n",
+       "      <td id=\"T_568fc_row55_col1\" class=\"data row55 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
+       "      <td id=\"T_568fc_row56_col0\" class=\"data row56 col0\" >gpt-4o-mini-2024-07-18</td>\n",
+       "      <td id=\"T_568fc_row56_col1\" class=\"data row56 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
+       "      <td id=\"T_568fc_row57_col0\" class=\"data row57 col0\" >gpt-4o-audio-preview</td>\n",
+       "      <td id=\"T_568fc_row57_col1\" class=\"data row57 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
+       "      <td id=\"T_568fc_row58_col0\" class=\"data row58 col0\" >gpt-4o-audio-preview-2024-10-01</td>\n",
+       "      <td id=\"T_568fc_row58_col1\" class=\"data row58 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
+       "      <td id=\"T_568fc_row59_col0\" class=\"data row59 col0\" >gpt-4o-mini</td>\n",
+       "      <td id=\"T_568fc_row59_col1\" class=\"data row59 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row60\" class=\"row_heading level0 row60\" >60</th>\n",
+       "      <td id=\"T_568fc_row60_col0\" class=\"data row60 col0\" >gpt-4o-realtime-preview-2024-12-17</td>\n",
+       "      <td id=\"T_568fc_row60_col1\" class=\"data row60 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row61\" class=\"row_heading level0 row61\" >61</th>\n",
+       "      <td id=\"T_568fc_row61_col0\" class=\"data row61 col0\" >gpt-4o-mini-realtime-preview</td>\n",
+       "      <td id=\"T_568fc_row61_col1\" class=\"data row61 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row62\" class=\"row_heading level0 row62\" >62</th>\n",
+       "      <td id=\"T_568fc_row62_col0\" class=\"data row62 col0\" >gpt-4o-mini-realtime-preview-2024-12-17</td>\n",
+       "      <td id=\"T_568fc_row62_col1\" class=\"data row62 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row63\" class=\"row_heading level0 row63\" >63</th>\n",
+       "      <td id=\"T_568fc_row63_col0\" class=\"data row63 col0\" >gpt-4o-2024-11-20</td>\n",
+       "      <td id=\"T_568fc_row63_col1\" class=\"data row63 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row64\" class=\"row_heading level0 row64\" >64</th>\n",
+       "      <td id=\"T_568fc_row64_col0\" class=\"data row64 col0\" >gpt-4o-audio-preview-2024-12-17</td>\n",
+       "      <td id=\"T_568fc_row64_col1\" class=\"data row64 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row65\" class=\"row_heading level0 row65\" >65</th>\n",
+       "      <td id=\"T_568fc_row65_col0\" class=\"data row65 col0\" >gpt-4o-mini-audio-preview</td>\n",
+       "      <td id=\"T_568fc_row65_col1\" class=\"data row65 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row66\" class=\"row_heading level0 row66\" >66</th>\n",
+       "      <td id=\"T_568fc_row66_col0\" class=\"data row66 col0\" >gpt-4o-mini-audio-preview-2024-12-17</td>\n",
+       "      <td id=\"T_568fc_row66_col1\" class=\"data row66 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row67\" class=\"row_heading level0 row67\" >67</th>\n",
+       "      <td id=\"T_568fc_row67_col0\" class=\"data row67 col0\" >curie:ft-emeritus-2022-12-01-14-49-45</td>\n",
+       "      <td id=\"T_568fc_row67_col1\" class=\"data row67 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row68\" class=\"row_heading level0 row68\" >68</th>\n",
+       "      <td id=\"T_568fc_row68_col0\" class=\"data row68 col0\" >curie:ft-emeritus-2022-12-01-16-40-12</td>\n",
+       "      <td id=\"T_568fc_row68_col1\" class=\"data row68 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row69\" class=\"row_heading level0 row69\" >69</th>\n",
+       "      <td id=\"T_568fc_row69_col0\" class=\"data row69 col0\" >curie:ft-emeritus-2022-11-30-12-58-24</td>\n",
+       "      <td id=\"T_568fc_row69_col1\" class=\"data row69 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row70\" class=\"row_heading level0 row70\" >70</th>\n",
+       "      <td id=\"T_568fc_row70_col0\" class=\"data row70 col0\" >davinci:ft-emeritus-2022-11-30-14-57-33</td>\n",
+       "      <td id=\"T_568fc_row70_col1\" class=\"data row70 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row71\" class=\"row_heading level0 row71\" >71</th>\n",
+       "      <td id=\"T_568fc_row71_col0\" class=\"data row71 col0\" >curie:ft-emeritus-2022-12-01-01-51-20</td>\n",
+       "      <td id=\"T_568fc_row71_col1\" class=\"data row71 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row72\" class=\"row_heading level0 row72\" >72</th>\n",
+       "      <td id=\"T_568fc_row72_col0\" class=\"data row72 col0\" >curie:ft-emeritus-2022-12-01-01-04-36</td>\n",
+       "      <td id=\"T_568fc_row72_col1\" class=\"data row72 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row73\" class=\"row_heading level0 row73\" >73</th>\n",
+       "      <td id=\"T_568fc_row73_col0\" class=\"data row73 col0\" >curie:ft-emeritus-2022-12-01-15-42-25</td>\n",
+       "      <td id=\"T_568fc_row73_col1\" class=\"data row73 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row74\" class=\"row_heading level0 row74\" >74</th>\n",
+       "      <td id=\"T_568fc_row74_col0\" class=\"data row74 col0\" >curie:ft-emeritus-2022-12-01-15-29-32</td>\n",
+       "      <td id=\"T_568fc_row74_col1\" class=\"data row74 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row75\" class=\"row_heading level0 row75\" >75</th>\n",
+       "      <td id=\"T_568fc_row75_col0\" class=\"data row75 col0\" >curie:ft-emeritus-2022-12-01-15-52-24</td>\n",
+       "      <td id=\"T_568fc_row75_col1\" class=\"data row75 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row76\" class=\"row_heading level0 row76\" >76</th>\n",
+       "      <td id=\"T_568fc_row76_col0\" class=\"data row76 col0\" >curie:ft-emeritus-2022-12-01-14-28-00</td>\n",
+       "      <td id=\"T_568fc_row76_col1\" class=\"data row76 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row77\" class=\"row_heading level0 row77\" >77</th>\n",
+       "      <td id=\"T_568fc_row77_col0\" class=\"data row77 col0\" >curie:ft-emeritus-2022-12-01-14-16-46</td>\n",
+       "      <td id=\"T_568fc_row77_col1\" class=\"data row77 col1\" >openai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row78\" class=\"row_heading level0 row78\" >78</th>\n",
+       "      <td id=\"T_568fc_row78_col0\" class=\"data row78 col0\" >meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo</td>\n",
+       "      <td id=\"T_568fc_row78_col1\" class=\"data row78 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row79\" class=\"row_heading level0 row79\" >79</th>\n",
+       "      <td id=\"T_568fc_row79_col0\" class=\"data row79 col0\" >mistralai/Mixtral-8x22B-Instruct-v0.1</td>\n",
+       "      <td id=\"T_568fc_row79_col1\" class=\"data row79 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row80\" class=\"row_heading level0 row80\" >80</th>\n",
+       "      <td id=\"T_568fc_row80_col0\" class=\"data row80 col0\" >meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo</td>\n",
+       "      <td id=\"T_568fc_row80_col1\" class=\"data row80 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row81\" class=\"row_heading level0 row81\" >81</th>\n",
+       "      <td id=\"T_568fc_row81_col0\" class=\"data row81 col0\" >meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo</td>\n",
+       "      <td id=\"T_568fc_row81_col1\" class=\"data row81 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row82\" class=\"row_heading level0 row82\" >82</th>\n",
+       "      <td id=\"T_568fc_row82_col0\" class=\"data row82 col0\" >Gryphe/MythoMax-L2-13b-Lite</td>\n",
+       "      <td id=\"T_568fc_row82_col1\" class=\"data row82 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row83\" class=\"row_heading level0 row83\" >83</th>\n",
+       "      <td id=\"T_568fc_row83_col0\" class=\"data row83 col0\" >Salesforce/Llama-Rank-V1</td>\n",
+       "      <td id=\"T_568fc_row83_col1\" class=\"data row83 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row84\" class=\"row_heading level0 row84\" >84</th>\n",
+       "      <td id=\"T_568fc_row84_col0\" class=\"data row84 col0\" >meta-llama/Meta-Llama-Guard-3-8B</td>\n",
+       "      <td id=\"T_568fc_row84_col1\" class=\"data row84 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row85\" class=\"row_heading level0 row85\" >85</th>\n",
+       "      <td id=\"T_568fc_row85_col0\" class=\"data row85 col0\" >meta-llama/Meta-Llama-3-70B-Instruct-Turbo</td>\n",
+       "      <td id=\"T_568fc_row85_col1\" class=\"data row85 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row86\" class=\"row_heading level0 row86\" >86</th>\n",
+       "      <td id=\"T_568fc_row86_col0\" class=\"data row86 col0\" >meta-llama/Meta-Llama-3-70B-Instruct-Lite</td>\n",
+       "      <td id=\"T_568fc_row86_col1\" class=\"data row86 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row87\" class=\"row_heading level0 row87\" >87</th>\n",
+       "      <td id=\"T_568fc_row87_col0\" class=\"data row87 col0\" >meta-llama/Meta-Llama-3-8B-Instruct-Lite</td>\n",
+       "      <td id=\"T_568fc_row87_col1\" class=\"data row87 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row88\" class=\"row_heading level0 row88\" >88</th>\n",
+       "      <td id=\"T_568fc_row88_col0\" class=\"data row88 col0\" >meta-llama/Meta-Llama-3-8B-Instruct-Turbo</td>\n",
+       "      <td id=\"T_568fc_row88_col1\" class=\"data row88 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row89\" class=\"row_heading level0 row89\" >89</th>\n",
+       "      <td id=\"T_568fc_row89_col0\" class=\"data row89 col0\" >meta-llama/Llama-3-70b-chat-hf</td>\n",
+       "      <td id=\"T_568fc_row89_col1\" class=\"data row89 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row90\" class=\"row_heading level0 row90\" >90</th>\n",
+       "      <td id=\"T_568fc_row90_col0\" class=\"data row90 col0\" >meta-llama/Llama-3-8b-chat-hf</td>\n",
+       "      <td id=\"T_568fc_row90_col1\" class=\"data row90 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row91\" class=\"row_heading level0 row91\" >91</th>\n",
+       "      <td id=\"T_568fc_row91_col0\" class=\"data row91 col0\" >Qwen/Qwen2-72B-Instruct</td>\n",
+       "      <td id=\"T_568fc_row91_col1\" class=\"data row91 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row92\" class=\"row_heading level0 row92\" >92</th>\n",
+       "      <td id=\"T_568fc_row92_col0\" class=\"data row92 col0\" >google/gemma-2-27b-it</td>\n",
+       "      <td id=\"T_568fc_row92_col1\" class=\"data row92 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row93\" class=\"row_heading level0 row93\" >93</th>\n",
+       "      <td id=\"T_568fc_row93_col0\" class=\"data row93 col0\" >google/gemma-2-9b-it</td>\n",
+       "      <td id=\"T_568fc_row93_col1\" class=\"data row93 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row94\" class=\"row_heading level0 row94\" >94</th>\n",
+       "      <td id=\"T_568fc_row94_col0\" class=\"data row94 col0\" >mistralai/Mistral-7B-Instruct-v0.3</td>\n",
+       "      <td id=\"T_568fc_row94_col1\" class=\"data row94 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row95\" class=\"row_heading level0 row95\" >95</th>\n",
+       "      <td id=\"T_568fc_row95_col0\" class=\"data row95 col0\" >Qwen/Qwen1.5-110B-Chat</td>\n",
+       "      <td id=\"T_568fc_row95_col1\" class=\"data row95 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row96\" class=\"row_heading level0 row96\" >96</th>\n",
+       "      <td id=\"T_568fc_row96_col0\" class=\"data row96 col0\" >meta-llama/LlamaGuard-2-8b</td>\n",
+       "      <td id=\"T_568fc_row96_col1\" class=\"data row96 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row97\" class=\"row_heading level0 row97\" >97</th>\n",
+       "      <td id=\"T_568fc_row97_col0\" class=\"data row97 col0\" >microsoft/WizardLM-2-8x22B</td>\n",
+       "      <td id=\"T_568fc_row97_col1\" class=\"data row97 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row98\" class=\"row_heading level0 row98\" >98</th>\n",
+       "      <td id=\"T_568fc_row98_col0\" class=\"data row98 col0\" >togethercomputer/StripedHyena-Nous-7B</td>\n",
+       "      <td id=\"T_568fc_row98_col1\" class=\"data row98 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row99\" class=\"row_heading level0 row99\" >99</th>\n",
+       "      <td id=\"T_568fc_row99_col0\" class=\"data row99 col0\" >databricks/dbrx-instruct</td>\n",
+       "      <td id=\"T_568fc_row99_col1\" class=\"data row99 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row100\" class=\"row_heading level0 row100\" >100</th>\n",
+       "      <td id=\"T_568fc_row100_col0\" class=\"data row100 col0\" >deepseek-ai/deepseek-llm-67b-chat</td>\n",
+       "      <td id=\"T_568fc_row100_col1\" class=\"data row100 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row101\" class=\"row_heading level0 row101\" >101</th>\n",
+       "      <td id=\"T_568fc_row101_col0\" class=\"data row101 col0\" >google/gemma-2b-it</td>\n",
+       "      <td id=\"T_568fc_row101_col1\" class=\"data row101 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row102\" class=\"row_heading level0 row102\" >102</th>\n",
+       "      <td id=\"T_568fc_row102_col0\" class=\"data row102 col0\" >mistralai/Mistral-7B-Instruct-v0.2</td>\n",
+       "      <td id=\"T_568fc_row102_col1\" class=\"data row102 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row103\" class=\"row_heading level0 row103\" >103</th>\n",
+       "      <td id=\"T_568fc_row103_col0\" class=\"data row103 col0\" >mistralai/Mixtral-8x7B-Instruct-v0.1</td>\n",
+       "      <td id=\"T_568fc_row103_col1\" class=\"data row103 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row104\" class=\"row_heading level0 row104\" >104</th>\n",
+       "      <td id=\"T_568fc_row104_col0\" class=\"data row104 col0\" >mistralai/Mixtral-8x7B-v0.1</td>\n",
+       "      <td id=\"T_568fc_row104_col1\" class=\"data row104 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row105\" class=\"row_heading level0 row105\" >105</th>\n",
+       "      <td id=\"T_568fc_row105_col0\" class=\"data row105 col0\" >Qwen/Qwen1.5-72B-Chat</td>\n",
+       "      <td id=\"T_568fc_row105_col1\" class=\"data row105 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row106\" class=\"row_heading level0 row106\" >106</th>\n",
+       "      <td id=\"T_568fc_row106_col0\" class=\"data row106 col0\" >NousResearch/Nous-Hermes-2-Yi-34B</td>\n",
+       "      <td id=\"T_568fc_row106_col1\" class=\"data row106 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row107\" class=\"row_heading level0 row107\" >107</th>\n",
+       "      <td id=\"T_568fc_row107_col0\" class=\"data row107 col0\" >Meta-Llama/Llama-Guard-7b</td>\n",
+       "      <td id=\"T_568fc_row107_col1\" class=\"data row107 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row108\" class=\"row_heading level0 row108\" >108</th>\n",
+       "      <td id=\"T_568fc_row108_col0\" class=\"data row108 col0\" >NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO</td>\n",
+       "      <td id=\"T_568fc_row108_col1\" class=\"data row108 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row109\" class=\"row_heading level0 row109\" >109</th>\n",
+       "      <td id=\"T_568fc_row109_col0\" class=\"data row109 col0\" >mistralai/Mistral-7B-Instruct-v0.1</td>\n",
+       "      <td id=\"T_568fc_row109_col1\" class=\"data row109 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row110\" class=\"row_heading level0 row110\" >110</th>\n",
+       "      <td id=\"T_568fc_row110_col0\" class=\"data row110 col0\" >mistralai/Mistral-7B-v0.1</td>\n",
+       "      <td id=\"T_568fc_row110_col1\" class=\"data row110 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row111\" class=\"row_heading level0 row111\" >111</th>\n",
+       "      <td id=\"T_568fc_row111_col0\" class=\"data row111 col0\" >meta-llama/Llama-2-13b-chat-hf</td>\n",
+       "      <td id=\"T_568fc_row111_col1\" class=\"data row111 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row112\" class=\"row_heading level0 row112\" >112</th>\n",
+       "      <td id=\"T_568fc_row112_col0\" class=\"data row112 col0\" >meta-llama/Llama-2-7b-chat-hf</td>\n",
+       "      <td id=\"T_568fc_row112_col1\" class=\"data row112 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row113\" class=\"row_heading level0 row113\" >113</th>\n",
+       "      <td id=\"T_568fc_row113_col0\" class=\"data row113 col0\" >meta-llama/Llama-2-70b-hf</td>\n",
+       "      <td id=\"T_568fc_row113_col1\" class=\"data row113 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row114\" class=\"row_heading level0 row114\" >114</th>\n",
+       "      <td id=\"T_568fc_row114_col0\" class=\"data row114 col0\" >codellama/CodeLlama-34b-Instruct-hf</td>\n",
+       "      <td id=\"T_568fc_row114_col1\" class=\"data row114 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row115\" class=\"row_heading level0 row115\" >115</th>\n",
+       "      <td id=\"T_568fc_row115_col0\" class=\"data row115 col0\" >upstage/SOLAR-10.7B-Instruct-v1.0</td>\n",
+       "      <td id=\"T_568fc_row115_col1\" class=\"data row115 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row116\" class=\"row_heading level0 row116\" >116</th>\n",
+       "      <td id=\"T_568fc_row116_col0\" class=\"data row116 col0\" >togethercomputer/m2-bert-80M-32k-retrieval</td>\n",
+       "      <td id=\"T_568fc_row116_col1\" class=\"data row116 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row117\" class=\"row_heading level0 row117\" >117</th>\n",
+       "      <td id=\"T_568fc_row117_col0\" class=\"data row117 col0\" >togethercomputer/m2-bert-80M-8k-retrieval</td>\n",
+       "      <td id=\"T_568fc_row117_col1\" class=\"data row117 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row118\" class=\"row_heading level0 row118\" >118</th>\n",
+       "      <td id=\"T_568fc_row118_col0\" class=\"data row118 col0\" >togethercomputer/m2-bert-80M-2k-retrieval</td>\n",
+       "      <td id=\"T_568fc_row118_col1\" class=\"data row118 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row119\" class=\"row_heading level0 row119\" >119</th>\n",
+       "      <td id=\"T_568fc_row119_col0\" class=\"data row119 col0\" >WhereIsAI/UAE-Large-V1</td>\n",
+       "      <td id=\"T_568fc_row119_col1\" class=\"data row119 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row120\" class=\"row_heading level0 row120\" >120</th>\n",
+       "      <td id=\"T_568fc_row120_col0\" class=\"data row120 col0\" >BAAI/bge-large-en-v1.5</td>\n",
+       "      <td id=\"T_568fc_row120_col1\" class=\"data row120 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row121\" class=\"row_heading level0 row121\" >121</th>\n",
+       "      <td id=\"T_568fc_row121_col0\" class=\"data row121 col0\" >BAAI/bge-base-en-v1.5</td>\n",
+       "      <td id=\"T_568fc_row121_col1\" class=\"data row121 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row122\" class=\"row_heading level0 row122\" >122</th>\n",
+       "      <td id=\"T_568fc_row122_col0\" class=\"data row122 col0\" >Gryphe/MythoMax-L2-13b</td>\n",
+       "      <td id=\"T_568fc_row122_col1\" class=\"data row122 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row123\" class=\"row_heading level0 row123\" >123</th>\n",
+       "      <td id=\"T_568fc_row123_col0\" class=\"data row123 col0\" >cursor/Llama-3-8b-hf</td>\n",
+       "      <td id=\"T_568fc_row123_col1\" class=\"data row123 col1\" >together</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row124\" class=\"row_heading level0 row124\" >124</th>\n",
+       "      <td id=\"T_568fc_row124_col0\" class=\"data row124 col0\" >gemini-1.0-pro</td>\n",
+       "      <td id=\"T_568fc_row124_col1\" class=\"data row124 col1\" >google</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row125\" class=\"row_heading level0 row125\" >125</th>\n",
+       "      <td id=\"T_568fc_row125_col0\" class=\"data row125 col0\" >gemini-1.5-flash</td>\n",
+       "      <td id=\"T_568fc_row125_col1\" class=\"data row125 col1\" >google</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row126\" class=\"row_heading level0 row126\" >126</th>\n",
+       "      <td id=\"T_568fc_row126_col0\" class=\"data row126 col0\" >gemini-1.5-pro</td>\n",
+       "      <td id=\"T_568fc_row126_col1\" class=\"data row126 col1\" >google</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row127\" class=\"row_heading level0 row127\" >127</th>\n",
+       "      <td id=\"T_568fc_row127_col0\" class=\"data row127 col0\" >gemini-pro</td>\n",
+       "      <td id=\"T_568fc_row127_col1\" class=\"data row127 col1\" >google</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row128\" class=\"row_heading level0 row128\" >128</th>\n",
+       "      <td id=\"T_568fc_row128_col0\" class=\"data row128 col0\" >azure:gpt-4o</td>\n",
+       "      <td id=\"T_568fc_row128_col1\" class=\"data row128 col1\" >azure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row129\" class=\"row_heading level0 row129\" >129</th>\n",
+       "      <td id=\"T_568fc_row129_col0\" class=\"data row129 col0\" >azure:gpt-4o-mini</td>\n",
+       "      <td id=\"T_568fc_row129_col1\" class=\"data row129 col1\" >azure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row130\" class=\"row_heading level0 row130\" >130</th>\n",
+       "      <td id=\"T_568fc_row130_col0\" class=\"data row130 col0\" >amazon.titan-text-express-v1</td>\n",
+       "      <td id=\"T_568fc_row130_col1\" class=\"data row130 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row131\" class=\"row_heading level0 row131\" >131</th>\n",
+       "      <td id=\"T_568fc_row131_col0\" class=\"data row131 col0\" >amazon.titan-text-lite-v1</td>\n",
+       "      <td id=\"T_568fc_row131_col1\" class=\"data row131 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row132\" class=\"row_heading level0 row132\" >132</th>\n",
+       "      <td id=\"T_568fc_row132_col0\" class=\"data row132 col0\" >anthropic.claude-3-5-sonnet-20240620-v1:0</td>\n",
+       "      <td id=\"T_568fc_row132_col1\" class=\"data row132 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row133\" class=\"row_heading level0 row133\" >133</th>\n",
+       "      <td id=\"T_568fc_row133_col0\" class=\"data row133 col0\" >anthropic.claude-3-haiku-20240307-v1:0</td>\n",
+       "      <td id=\"T_568fc_row133_col1\" class=\"data row133 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row134\" class=\"row_heading level0 row134\" >134</th>\n",
+       "      <td id=\"T_568fc_row134_col0\" class=\"data row134 col0\" >anthropic.claude-3-opus-20240229-v1:0</td>\n",
+       "      <td id=\"T_568fc_row134_col1\" class=\"data row134 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row135\" class=\"row_heading level0 row135\" >135</th>\n",
+       "      <td id=\"T_568fc_row135_col0\" class=\"data row135 col0\" >anthropic.claude-3-sonnet-20240229-v1:0</td>\n",
+       "      <td id=\"T_568fc_row135_col1\" class=\"data row135 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row136\" class=\"row_heading level0 row136\" >136</th>\n",
+       "      <td id=\"T_568fc_row136_col0\" class=\"data row136 col0\" >anthropic.claude-instant-v1</td>\n",
+       "      <td id=\"T_568fc_row136_col1\" class=\"data row136 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row137\" class=\"row_heading level0 row137\" >137</th>\n",
+       "      <td id=\"T_568fc_row137_col0\" class=\"data row137 col0\" >anthropic.claude-v2</td>\n",
+       "      <td id=\"T_568fc_row137_col1\" class=\"data row137 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row138\" class=\"row_heading level0 row138\" >138</th>\n",
+       "      <td id=\"T_568fc_row138_col0\" class=\"data row138 col0\" >anthropic.claude-v2:1</td>\n",
+       "      <td id=\"T_568fc_row138_col1\" class=\"data row138 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row139\" class=\"row_heading level0 row139\" >139</th>\n",
+       "      <td id=\"T_568fc_row139_col0\" class=\"data row139 col0\" >cohere.command-light-text-v14</td>\n",
+       "      <td id=\"T_568fc_row139_col1\" class=\"data row139 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row140\" class=\"row_heading level0 row140\" >140</th>\n",
+       "      <td id=\"T_568fc_row140_col0\" class=\"data row140 col0\" >cohere.command-r-plus-v1:0</td>\n",
+       "      <td id=\"T_568fc_row140_col1\" class=\"data row140 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row141\" class=\"row_heading level0 row141\" >141</th>\n",
+       "      <td id=\"T_568fc_row141_col0\" class=\"data row141 col0\" >cohere.command-r-v1:0</td>\n",
+       "      <td id=\"T_568fc_row141_col1\" class=\"data row141 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row142\" class=\"row_heading level0 row142\" >142</th>\n",
+       "      <td id=\"T_568fc_row142_col0\" class=\"data row142 col0\" >cohere.command-text-v14</td>\n",
+       "      <td id=\"T_568fc_row142_col1\" class=\"data row142 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row143\" class=\"row_heading level0 row143\" >143</th>\n",
+       "      <td id=\"T_568fc_row143_col0\" class=\"data row143 col0\" >meta.llama3-1-405b-instruct-v1:0</td>\n",
+       "      <td id=\"T_568fc_row143_col1\" class=\"data row143 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row144\" class=\"row_heading level0 row144\" >144</th>\n",
+       "      <td id=\"T_568fc_row144_col0\" class=\"data row144 col0\" >meta.llama3-1-70b-instruct-v1:0</td>\n",
+       "      <td id=\"T_568fc_row144_col1\" class=\"data row144 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row145\" class=\"row_heading level0 row145\" >145</th>\n",
+       "      <td id=\"T_568fc_row145_col0\" class=\"data row145 col0\" >meta.llama3-1-8b-instruct-v1:0</td>\n",
+       "      <td id=\"T_568fc_row145_col1\" class=\"data row145 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row146\" class=\"row_heading level0 row146\" >146</th>\n",
+       "      <td id=\"T_568fc_row146_col0\" class=\"data row146 col0\" >meta.llama3-70b-instruct-v1:0</td>\n",
+       "      <td id=\"T_568fc_row146_col1\" class=\"data row146 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row147\" class=\"row_heading level0 row147\" >147</th>\n",
+       "      <td id=\"T_568fc_row147_col0\" class=\"data row147 col0\" >meta.llama3-8b-instruct-v1:0</td>\n",
+       "      <td id=\"T_568fc_row147_col1\" class=\"data row147 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row148\" class=\"row_heading level0 row148\" >148</th>\n",
+       "      <td id=\"T_568fc_row148_col0\" class=\"data row148 col0\" >mistral.mistral-7b-instruct-v0:2</td>\n",
+       "      <td id=\"T_568fc_row148_col1\" class=\"data row148 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row149\" class=\"row_heading level0 row149\" >149</th>\n",
+       "      <td id=\"T_568fc_row149_col0\" class=\"data row149 col0\" >mistral.mistral-large-2402-v1:0</td>\n",
+       "      <td id=\"T_568fc_row149_col1\" class=\"data row149 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row150\" class=\"row_heading level0 row150\" >150</th>\n",
+       "      <td id=\"T_568fc_row150_col0\" class=\"data row150 col0\" >mistral.mixtral-8x7b-instruct-v0:1</td>\n",
+       "      <td id=\"T_568fc_row150_col1\" class=\"data row150 col1\" >bedrock</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row151\" class=\"row_heading level0 row151\" >151</th>\n",
+       "      <td id=\"T_568fc_row151_col0\" class=\"data row151 col0\" >claude-3-5-sonnet-20240620</td>\n",
+       "      <td id=\"T_568fc_row151_col1\" class=\"data row151 col1\" >anthropic</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row152\" class=\"row_heading level0 row152\" >152</th>\n",
+       "      <td id=\"T_568fc_row152_col0\" class=\"data row152 col0\" >claude-3-opus-20240229</td>\n",
+       "      <td id=\"T_568fc_row152_col1\" class=\"data row152 col1\" >anthropic</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row153\" class=\"row_heading level0 row153\" >153</th>\n",
+       "      <td id=\"T_568fc_row153_col0\" class=\"data row153 col0\" >claude-3-sonnet-20240229</td>\n",
+       "      <td id=\"T_568fc_row153_col1\" class=\"data row153 col1\" >anthropic</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row154\" class=\"row_heading level0 row154\" >154</th>\n",
+       "      <td id=\"T_568fc_row154_col0\" class=\"data row154 col0\" >claude-3-haiku-20240307</td>\n",
+       "      <td id=\"T_568fc_row154_col1\" class=\"data row154 col1\" >anthropic</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row155\" class=\"row_heading level0 row155\" >155</th>\n",
+       "      <td id=\"T_568fc_row155_col0\" class=\"data row155 col0\" >test</td>\n",
+       "      <td id=\"T_568fc_row155_col1\" class=\"data row155 col1\" >test</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row156\" class=\"row_heading level0 row156\" >156</th>\n",
+       "      <td id=\"T_568fc_row156_col0\" class=\"data row156 col0\" >llama-3.1-sonar-huge-128k-online</td>\n",
+       "      <td id=\"T_568fc_row156_col1\" class=\"data row156 col1\" >perplexity</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row157\" class=\"row_heading level0 row157\" >157</th>\n",
+       "      <td id=\"T_568fc_row157_col0\" class=\"data row157 col0\" >llama-3.1-sonar-large-128k-online</td>\n",
+       "      <td id=\"T_568fc_row157_col1\" class=\"data row157 col1\" >perplexity</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row158\" class=\"row_heading level0 row158\" >158</th>\n",
+       "      <td id=\"T_568fc_row158_col0\" class=\"data row158 col0\" >llama-3.1-sonar-small-128k-online</td>\n",
+       "      <td id=\"T_568fc_row158_col1\" class=\"data row158 col1\" >perplexity</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row159\" class=\"row_heading level0 row159\" >159</th>\n",
+       "      <td id=\"T_568fc_row159_col0\" class=\"data row159 col0\" >codestral-2405</td>\n",
+       "      <td id=\"T_568fc_row159_col1\" class=\"data row159 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row160\" class=\"row_heading level0 row160\" >160</th>\n",
+       "      <td id=\"T_568fc_row160_col0\" class=\"data row160 col0\" >mistral-embed</td>\n",
+       "      <td id=\"T_568fc_row160_col1\" class=\"data row160 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row161\" class=\"row_heading level0 row161\" >161</th>\n",
+       "      <td id=\"T_568fc_row161_col0\" class=\"data row161 col0\" >mistral-large-2407</td>\n",
+       "      <td id=\"T_568fc_row161_col1\" class=\"data row161 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row162\" class=\"row_heading level0 row162\" >162</th>\n",
+       "      <td id=\"T_568fc_row162_col0\" class=\"data row162 col0\" >mistral-medium-latest</td>\n",
+       "      <td id=\"T_568fc_row162_col1\" class=\"data row162 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row163\" class=\"row_heading level0 row163\" >163</th>\n",
+       "      <td id=\"T_568fc_row163_col0\" class=\"data row163 col0\" >mistral-small-2409</td>\n",
+       "      <td id=\"T_568fc_row163_col1\" class=\"data row163 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row164\" class=\"row_heading level0 row164\" >164</th>\n",
+       "      <td id=\"T_568fc_row164_col0\" class=\"data row164 col0\" >mistral-small-latest</td>\n",
+       "      <td id=\"T_568fc_row164_col1\" class=\"data row164 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row165\" class=\"row_heading level0 row165\" >165</th>\n",
+       "      <td id=\"T_568fc_row165_col0\" class=\"data row165 col0\" >open-mistral-7b</td>\n",
+       "      <td id=\"T_568fc_row165_col1\" class=\"data row165 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row166\" class=\"row_heading level0 row166\" >166</th>\n",
+       "      <td id=\"T_568fc_row166_col0\" class=\"data row166 col0\" >open-mistral-nemo-2407</td>\n",
+       "      <td id=\"T_568fc_row166_col1\" class=\"data row166 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row167\" class=\"row_heading level0 row167\" >167</th>\n",
+       "      <td id=\"T_568fc_row167_col0\" class=\"data row167 col0\" >open-mixtral-8x22b</td>\n",
+       "      <td id=\"T_568fc_row167_col1\" class=\"data row167 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row168\" class=\"row_heading level0 row168\" >168</th>\n",
+       "      <td id=\"T_568fc_row168_col0\" class=\"data row168 col0\" >open-mixtral-8x7b</td>\n",
+       "      <td id=\"T_568fc_row168_col1\" class=\"data row168 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_568fc_level0_row169\" class=\"row_heading level0 row169\" >169</th>\n",
+       "      <td id=\"T_568fc_row169_col0\" class=\"data row169 col0\" >pixtral-12b-2409</td>\n",
+       "      <td id=\"T_568fc_row169_col1\" class=\"data row169 col1\" >mistral</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "PrettyList([['Austism/chronos-hermes-13b-v2', 'deep_infra', 0],\n",
-       "            ['BAAI/bge-base-en-v1.5', 'together', 1],\n",
-       "            ['BAAI/bge-large-en-v1.5', 'together', 2],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'deep_infra', 3],\n",
-       "            ['Gryphe/MythoMax-L2-13b', 'together', 4],\n",
-       "            ['Gryphe/MythoMax-L2-13b-Lite', 'together', 5],\n",
-       "            ['Meta-Llama/Llama-Guard-7b', 'together', 6],\n",
-       "            ['NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO', 'together', 7],\n",
-       "            ['NousResearch/Nous-Hermes-2-Yi-34B', 'together', 8],\n",
-       "            ['Qwen/Qwen1.5-110B-Chat', 'together', 9],\n",
-       "            ['Qwen/Qwen1.5-72B-Chat', 'together', 10],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'deep_infra', 11],\n",
-       "            ['Qwen/Qwen2-72B-Instruct', 'together', 12],\n",
-       "            ['Qwen/Qwen2-7B-Instruct', 'deep_infra', 13],\n",
-       "            ['Qwen/Qwen2.5-72B-Instruct', 'deep_infra', 14],\n",
-       "            ['Salesforce/Llama-Rank-V1', 'together', 15],\n",
-       "            ['Sao10K/L3-70B-Euryale-v2.1', 'deep_infra', 16],\n",
-       "            ['Sao10K/L3.1-70B-Euryale-v2.2', 'deep_infra', 17],\n",
-       "            ['WhereIsAI/UAE-Large-V1', 'together', 18],\n",
-       "            ['amazon.titan-text-express-v1', 'bedrock', 19],\n",
-       "            ['amazon.titan-text-lite-v1', 'bedrock', 20],\n",
-       "            ['anthropic.claude-3-5-sonnet-20240620-v1:0', 'bedrock', 21],\n",
-       "            ['anthropic.claude-3-haiku-20240307-v1:0', 'bedrock', 22],\n",
-       "            ['anthropic.claude-3-opus-20240229-v1:0', 'bedrock', 23],\n",
-       "            ['anthropic.claude-3-sonnet-20240229-v1:0', 'bedrock', 24],\n",
-       "            ['anthropic.claude-instant-v1', 'bedrock', 25],\n",
-       "            ['anthropic.claude-v2', 'bedrock', 26],\n",
-       "            ['anthropic.claude-v2:1', 'bedrock', 27],\n",
-       "            ['azure:gpt-4o', 'azure', 28],\n",
-       "            ['azure:gpt-4o-mini', 'azure', 29],\n",
-       "            ['chatgpt-4o-latest', 'openai', 30],\n",
-       "            ['claude-3-5-sonnet-20240620', 'anthropic', 31],\n",
-       "            ['claude-3-haiku-20240307', 'anthropic', 32],\n",
-       "            ['claude-3-opus-20240229', 'anthropic', 33],\n",
-       "            ['claude-3-sonnet-20240229', 'anthropic', 34],\n",
-       "            ['codellama/CodeLlama-34b-Instruct-hf', 'together', 35],\n",
-       "            ['codestral-2405', 'mistral', 36],\n",
-       "            ['cohere.command-light-text-v14', 'bedrock', 37],\n",
-       "            ['cohere.command-r-plus-v1:0', 'bedrock', 38],\n",
-       "            ['cohere.command-r-v1:0', 'bedrock', 39],\n",
-       "            ['cohere.command-text-v14', 'bedrock', 40],\n",
-       "            ['curie:ft-emeritus-2022-11-30-12-58-24', 'openai', 41],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-04-36', 'openai', 42],\n",
-       "            ['curie:ft-emeritus-2022-12-01-01-51-20', 'openai', 43],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-16-46', 'openai', 44],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-28-00', 'openai', 45],\n",
-       "            ['curie:ft-emeritus-2022-12-01-14-49-45', 'openai', 46],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-29-32', 'openai', 47],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-42-25', 'openai', 48],\n",
-       "            ['curie:ft-emeritus-2022-12-01-15-52-24', 'openai', 49],\n",
-       "            ['curie:ft-emeritus-2022-12-01-16-40-12', 'openai', 50],\n",
-       "            ['cursor/Llama-3-8b-hf', 'together', 51],\n",
-       "            ['databricks/dbrx-instruct', 'together', 52],\n",
-       "            ['davinci:ft-emeritus-2022-11-30-14-57-33', 'openai', 53],\n",
-       "            ['deepseek-ai/deepseek-llm-67b-chat', 'together', 54],\n",
-       "            ['gemini-1.0-pro', 'google', 55],\n",
-       "            ['gemini-1.5-flash', 'google', 56],\n",
-       "            ['gemini-1.5-pro', 'google', 57],\n",
-       "            ['gemini-pro', 'google', 58],\n",
-       "            ['gemma-7b-it', 'groq', 59],\n",
-       "            ['gemma2-9b-it', 'groq', 60],\n",
-       "            ['google/gemma-2-27b-it', 'deep_infra', 61],\n",
-       "            ['google/gemma-2-27b-it', 'together', 62],\n",
-       "            ['google/gemma-2-9b-it', 'deep_infra', 63],\n",
-       "            ['google/gemma-2-9b-it', 'together', 64],\n",
-       "            ['google/gemma-2b-it', 'together', 65],\n",
-       "            ['gpt-3.5-turbo', 'openai', 66],\n",
-       "            ['gpt-3.5-turbo-0125', 'openai', 67],\n",
-       "            ['gpt-3.5-turbo-1106', 'openai', 68],\n",
-       "            ['gpt-3.5-turbo-16k', 'openai', 69],\n",
-       "            ['gpt-4', 'openai', 70],\n",
-       "            ['gpt-4-0125-preview', 'openai', 71],\n",
-       "            ['gpt-4-0613', 'openai', 72],\n",
-       "            ['gpt-4-1106-preview', 'openai', 73],\n",
-       "            ['gpt-4-turbo', 'openai', 74],\n",
-       "            ['gpt-4-turbo-2024-04-09', 'openai', 75],\n",
-       "            ['gpt-4-turbo-preview', 'openai', 76],\n",
-       "            ['gpt-4o', 'openai', 77],\n",
-       "            ['gpt-4o-2024-05-13', 'openai', 78],\n",
-       "            ['gpt-4o-2024-08-06', 'openai', 79],\n",
-       "            ['gpt-4o-2024-11-20', 'openai', 80],\n",
-       "            ['gpt-4o-audio-preview', 'openai', 81],\n",
-       "            ['gpt-4o-audio-preview-2024-10-01', 'openai', 82],\n",
-       "            ['gpt-4o-mini', 'openai', 83],\n",
-       "            ['gpt-4o-mini-2024-07-18', 'openai', 84],\n",
-       "            ['gpt-4o-realtime-preview', 'openai', 85],\n",
-       "            ['gpt-4o-realtime-preview-2024-10-01', 'openai', 86],\n",
-       "            ['lizpreciatior/lzlv_70b_fp16_hf', 'deep_infra', 87],\n",
-       "            ['llama-3.1-70b-versatile', 'groq', 88],\n",
-       "            ['llama-3.1-8b-instant', 'groq', 89],\n",
-       "            ['llama-3.1-sonar-huge-128k-online', 'perplexity', 90],\n",
-       "            ['llama-3.1-sonar-large-128k-online', 'perplexity', 91],\n",
-       "            ['llama-3.1-sonar-small-128k-online', 'perplexity', 92],\n",
-       "            ['llama-guard-3-8b', 'groq', 93],\n",
-       "            ['llama3-70b-8192', 'groq', 94],\n",
-       "            ['llama3-8b-8192', 'groq', 95],\n",
-       "            ['llama3-groq-70b-8192-tool-use-preview', 'groq', 96],\n",
-       "            ['llama3-groq-8b-8192-tool-use-preview', 'groq', 97],\n",
-       "            ['meta-llama/Llama-2-13b-chat-hf', 'together', 98],\n",
-       "            ['meta-llama/Llama-2-70b-hf', 'together', 99],\n",
-       "            ['meta-llama/Llama-2-7b-chat-hf', 'together', 100],\n",
-       "            ['meta-llama/Llama-3-70b-chat-hf', 'together', 101],\n",
-       "            ['meta-llama/Llama-3-8b-chat-hf', 'together', 102],\n",
-       "            ['meta-llama/LlamaGuard-2-8b', 'together', 103],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct', 'deep_infra', 104],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Lite', 'together', 105],\n",
-       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Turbo', 'together', 106],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct', 'deep_infra', 107],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Lite', 'together', 108],\n",
-       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Turbo', 'together', 109],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct', 'deep_infra', 110],\n",
-       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo', 'together', 111],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct', 'deep_infra', 112],\n",
-       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo', 'together', 113],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct', 'deep_infra', 114],\n",
-       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo', 'together', 115],\n",
-       "            ['meta-llama/Meta-Llama-Guard-3-8B', 'together', 116],\n",
-       "            ['meta.llama3-1-405b-instruct-v1:0', 'bedrock', 117],\n",
-       "            ['meta.llama3-1-70b-instruct-v1:0', 'bedrock', 118],\n",
-       "            ['meta.llama3-1-8b-instruct-v1:0', 'bedrock', 119],\n",
-       "            ['meta.llama3-70b-instruct-v1:0', 'bedrock', 120],\n",
-       "            ['meta.llama3-8b-instruct-v1:0', 'bedrock', 121],\n",
-       "            ['microsoft/Phi-3-medium-4k-instruct', 'deep_infra', 122],\n",
-       "            ['microsoft/WizardLM-2-7B', 'deep_infra', 123],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'deep_infra', 124],\n",
-       "            ['microsoft/WizardLM-2-8x22B', 'together', 125],\n",
-       "            ['mistral-embed', 'mistral', 126],\n",
-       "            ['mistral-large-2407', 'mistral', 127],\n",
-       "            ['mistral-medium-latest', 'mistral', 128],\n",
-       "            ['mistral-small-2409', 'mistral', 129],\n",
-       "            ['mistral-small-latest', 'mistral', 130],\n",
-       "            ['mistral.mistral-7b-instruct-v0:2', 'bedrock', 131],\n",
-       "            ['mistral.mistral-large-2402-v1:0', 'bedrock', 132],\n",
-       "            ['mistral.mixtral-8x7b-instruct-v0:1', 'bedrock', 133],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.1', 'together', 134],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.2', 'together', 135],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'deep_infra', 136],\n",
-       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'together', 137],\n",
-       "            ['mistralai/Mistral-7B-v0.1', 'together', 138],\n",
-       "            ['mistralai/Mistral-Nemo-Instruct-2407', 'deep_infra', 139],\n",
-       "            ['mistralai/Mixtral-8x22B-Instruct-v0.1', 'together', 140],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'deep_infra', 141],\n",
-       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'together', 142],\n",
-       "            ['mistralai/Mixtral-8x7B-v0.1', 'together', 143],\n",
-       "            ['mixtral-8x7b-32768', 'groq', 144],\n",
-       "            ['o1-mini', 'openai', 145],\n",
-       "            ['o1-mini-2024-09-12', 'openai', 146],\n",
-       "            ['o1-preview', 'openai', 147],\n",
-       "            ['o1-preview-2024-09-12', 'openai', 148],\n",
-       "            ['omni-moderation-2024-09-26', 'openai', 149],\n",
-       "            ['omni-moderation-latest', 'openai', 150],\n",
-       "            ['open-mistral-7b', 'mistral', 151],\n",
-       "            ['open-mistral-nemo-2407', 'mistral', 152],\n",
-       "            ['open-mixtral-8x22b', 'mistral', 153],\n",
-       "            ['open-mixtral-8x7b', 'mistral', 154],\n",
-       "            ['openbmb/MiniCPM-Llama3-V-2_5', 'deep_infra', 155],\n",
-       "            ['openchat/openchat_3.5', 'deep_infra', 156],\n",
-       "            ['pixtral-12b-2409', 'mistral', 157],\n",
-       "            ['test', 'test', 158],\n",
-       "            ['togethercomputer/StripedHyena-Nous-7B', 'together', 159],\n",
-       "            ['togethercomputer/m2-bert-80M-2k-retrieval', 'together', 160],\n",
-       "            ['togethercomputer/m2-bert-80M-32k-retrieval', 'together', 161],\n",
-       "            ['togethercomputer/m2-bert-80M-8k-retrieval', 'together', 162],\n",
-       "            ['upstage/SOLAR-10.7B-Instruct-v1.0', 'together', 163]])"
+       "PrettyList([['Austism/chronos-hermes-13b-v2', 'deep_infra'],\n",
+       "            ['Gryphe/MythoMax-L2-13b', 'deep_infra'],\n",
+       "            ['Qwen/Qwen2-72B-Instruct', 'deep_infra'],\n",
+       "            ['Qwen/Qwen2-7B-Instruct', 'deep_infra'],\n",
+       "            ['Qwen/Qwen2.5-72B-Instruct', 'deep_infra'],\n",
+       "            ['Sao10K/L3-70B-Euryale-v2.1', 'deep_infra'],\n",
+       "            ['Sao10K/L3.1-70B-Euryale-v2.2', 'deep_infra'],\n",
+       "            ['google/gemma-2-27b-it', 'deep_infra'],\n",
+       "            ['google/gemma-2-9b-it', 'deep_infra'],\n",
+       "            ['lizpreciatior/lzlv_70b_fp16_hf', 'deep_infra'],\n",
+       "            ['meta-llama/Meta-Llama-3-70B-Instruct', 'deep_infra'],\n",
+       "            ['meta-llama/Meta-Llama-3-8B-Instruct', 'deep_infra'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct', 'deep_infra'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct', 'deep_infra'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct', 'deep_infra'],\n",
+       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'deep_infra'],\n",
+       "            ['microsoft/Phi-3-medium-4k-instruct', 'deep_infra'],\n",
+       "            ['microsoft/WizardLM-2-7B', 'deep_infra'],\n",
+       "            ['microsoft/WizardLM-2-8x22B', 'deep_infra'],\n",
+       "            ['mistralai/Mistral-Nemo-Instruct-2407', 'deep_infra'],\n",
+       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'deep_infra'],\n",
+       "            ['openbmb/MiniCPM-Llama3-V-2_5', 'deep_infra'],\n",
+       "            ['openchat/openchat_3.5', 'deep_infra'],\n",
+       "            ['gemma-7b-it', 'groq'],\n",
+       "            ['gemma2-9b-it', 'groq'],\n",
+       "            ['llama-3.1-70b-versatile', 'groq'],\n",
+       "            ['llama-3.1-8b-instant', 'groq'],\n",
+       "            ['llama-guard-3-8b', 'groq'],\n",
+       "            ['llama3-70b-8192', 'groq'],\n",
+       "            ['llama3-8b-8192', 'groq'],\n",
+       "            ['llama3-groq-70b-8192-tool-use-preview', 'groq'],\n",
+       "            ['llama3-groq-8b-8192-tool-use-preview', 'groq'],\n",
+       "            ['mixtral-8x7b-32768', 'groq'],\n",
+       "            ['gpt-4o-realtime-preview', 'openai'],\n",
+       "            ['gpt-4o-realtime-preview-2024-10-01', 'openai'],\n",
+       "            ['o1-mini-2024-09-12', 'openai'],\n",
+       "            ['gpt-4-1106-preview', 'openai'],\n",
+       "            ['gpt-3.5-turbo-16k', 'openai'],\n",
+       "            ['gpt-4-0125-preview', 'openai'],\n",
+       "            ['gpt-4-turbo-preview', 'openai'],\n",
+       "            ['omni-moderation-latest', 'openai'],\n",
+       "            ['gpt-4o-2024-05-13', 'openai'],\n",
+       "            ['omni-moderation-2024-09-26', 'openai'],\n",
+       "            ['chatgpt-4o-latest', 'openai'],\n",
+       "            ['gpt-4', 'openai'],\n",
+       "            ['gpt-4-0613', 'openai'],\n",
+       "            ['gpt-4o', 'openai'],\n",
+       "            ['gpt-4o-2024-08-06', 'openai'],\n",
+       "            ['o1-mini', 'openai'],\n",
+       "            ['gpt-3.5-turbo', 'openai'],\n",
+       "            ['gpt-3.5-turbo-0125', 'openai'],\n",
+       "            ['o1-preview', 'openai'],\n",
+       "            ['o1-preview-2024-09-12', 'openai'],\n",
+       "            ['gpt-4-turbo', 'openai'],\n",
+       "            ['gpt-4-turbo-2024-04-09', 'openai'],\n",
+       "            ['gpt-3.5-turbo-1106', 'openai'],\n",
+       "            ['gpt-4o-mini-2024-07-18', 'openai'],\n",
+       "            ['gpt-4o-audio-preview', 'openai'],\n",
+       "            ['gpt-4o-audio-preview-2024-10-01', 'openai'],\n",
+       "            ['gpt-4o-mini', 'openai'],\n",
+       "            ['gpt-4o-realtime-preview-2024-12-17', 'openai'],\n",
+       "            ['gpt-4o-mini-realtime-preview', 'openai'],\n",
+       "            ['gpt-4o-mini-realtime-preview-2024-12-17', 'openai'],\n",
+       "            ['gpt-4o-2024-11-20', 'openai'],\n",
+       "            ['gpt-4o-audio-preview-2024-12-17', 'openai'],\n",
+       "            ['gpt-4o-mini-audio-preview', 'openai'],\n",
+       "            ['gpt-4o-mini-audio-preview-2024-12-17', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-14-49-45', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-16-40-12', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-11-30-12-58-24', 'openai'],\n",
+       "            ['davinci:ft-emeritus-2022-11-30-14-57-33', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-01-51-20', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-01-04-36', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-15-42-25', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-15-29-32', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-15-52-24', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-14-28-00', 'openai'],\n",
+       "            ['curie:ft-emeritus-2022-12-01-14-16-46', 'openai'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo', 'together'],\n",
+       "            ['mistralai/Mixtral-8x22B-Instruct-v0.1', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo', 'together'],\n",
+       "            ['Gryphe/MythoMax-L2-13b-Lite', 'together'],\n",
+       "            ['Salesforce/Llama-Rank-V1', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-Guard-3-8B', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Turbo', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3-70B-Instruct-Lite', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Lite', 'together'],\n",
+       "            ['meta-llama/Meta-Llama-3-8B-Instruct-Turbo', 'together'],\n",
+       "            ['meta-llama/Llama-3-70b-chat-hf', 'together'],\n",
+       "            ['meta-llama/Llama-3-8b-chat-hf', 'together'],\n",
+       "            ['Qwen/Qwen2-72B-Instruct', 'together'],\n",
+       "            ['google/gemma-2-27b-it', 'together'],\n",
+       "            ['google/gemma-2-9b-it', 'together'],\n",
+       "            ['mistralai/Mistral-7B-Instruct-v0.3', 'together'],\n",
+       "            ['Qwen/Qwen1.5-110B-Chat', 'together'],\n",
+       "            ['meta-llama/LlamaGuard-2-8b', 'together'],\n",
+       "            ['microsoft/WizardLM-2-8x22B', 'together'],\n",
+       "            ['togethercomputer/StripedHyena-Nous-7B', 'together'],\n",
+       "            ['databricks/dbrx-instruct', 'together'],\n",
+       "            ['deepseek-ai/deepseek-llm-67b-chat', 'together'],\n",
+       "            ['google/gemma-2b-it', 'together'],\n",
+       "            ['mistralai/Mistral-7B-Instruct-v0.2', 'together'],\n",
+       "            ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'together'],\n",
+       "            ['mistralai/Mixtral-8x7B-v0.1', 'together'],\n",
+       "            ['Qwen/Qwen1.5-72B-Chat', 'together'],\n",
+       "            ['NousResearch/Nous-Hermes-2-Yi-34B', 'together'],\n",
+       "            ['Meta-Llama/Llama-Guard-7b', 'together'],\n",
+       "            ['NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO', 'together'],\n",
+       "            ['mistralai/Mistral-7B-Instruct-v0.1', 'together'],\n",
+       "            ['mistralai/Mistral-7B-v0.1', 'together'],\n",
+       "            ['meta-llama/Llama-2-13b-chat-hf', 'together'],\n",
+       "            ['meta-llama/Llama-2-7b-chat-hf', 'together'],\n",
+       "            ['meta-llama/Llama-2-70b-hf', 'together'],\n",
+       "            ['codellama/CodeLlama-34b-Instruct-hf', 'together'],\n",
+       "            ['upstage/SOLAR-10.7B-Instruct-v1.0', 'together'],\n",
+       "            ['togethercomputer/m2-bert-80M-32k-retrieval', 'together'],\n",
+       "            ['togethercomputer/m2-bert-80M-8k-retrieval', 'together'],\n",
+       "            ['togethercomputer/m2-bert-80M-2k-retrieval', 'together'],\n",
+       "            ['WhereIsAI/UAE-Large-V1', 'together'],\n",
+       "            ['BAAI/bge-large-en-v1.5', 'together'],\n",
+       "            ['BAAI/bge-base-en-v1.5', 'together'],\n",
+       "            ['Gryphe/MythoMax-L2-13b', 'together'],\n",
+       "            ['cursor/Llama-3-8b-hf', 'together'],\n",
+       "            ['gemini-1.0-pro', 'google'],\n",
+       "            ['gemini-1.5-flash', 'google'],\n",
+       "            ['gemini-1.5-pro', 'google'],\n",
+       "            ['gemini-pro', 'google'],\n",
+       "            ['azure:gpt-4o', 'azure'],\n",
+       "            ['azure:gpt-4o-mini', 'azure'],\n",
+       "            ['amazon.titan-text-express-v1', 'bedrock'],\n",
+       "            ['amazon.titan-text-lite-v1', 'bedrock'],\n",
+       "            ['anthropic.claude-3-5-sonnet-20240620-v1:0', 'bedrock'],\n",
+       "            ['anthropic.claude-3-haiku-20240307-v1:0', 'bedrock'],\n",
+       "            ['anthropic.claude-3-opus-20240229-v1:0', 'bedrock'],\n",
+       "            ['anthropic.claude-3-sonnet-20240229-v1:0', 'bedrock'],\n",
+       "            ['anthropic.claude-instant-v1', 'bedrock'],\n",
+       "            ['anthropic.claude-v2', 'bedrock'],\n",
+       "            ['anthropic.claude-v2:1', 'bedrock'],\n",
+       "            ['cohere.command-light-text-v14', 'bedrock'],\n",
+       "            ['cohere.command-r-plus-v1:0', 'bedrock'],\n",
+       "            ['cohere.command-r-v1:0', 'bedrock'],\n",
+       "            ['cohere.command-text-v14', 'bedrock'],\n",
+       "            ['meta.llama3-1-405b-instruct-v1:0', 'bedrock'],\n",
+       "            ['meta.llama3-1-70b-instruct-v1:0', 'bedrock'],\n",
+       "            ['meta.llama3-1-8b-instruct-v1:0', 'bedrock'],\n",
+       "            ['meta.llama3-70b-instruct-v1:0', 'bedrock'],\n",
+       "            ['meta.llama3-8b-instruct-v1:0', 'bedrock'],\n",
+       "            ['mistral.mistral-7b-instruct-v0:2', 'bedrock'],\n",
+       "            ['mistral.mistral-large-2402-v1:0', 'bedrock'],\n",
+       "            ['mistral.mixtral-8x7b-instruct-v0:1', 'bedrock'],\n",
+       "            ['claude-3-5-sonnet-20240620', 'anthropic'],\n",
+       "            ['claude-3-opus-20240229', 'anthropic'],\n",
+       "            ['claude-3-sonnet-20240229', 'anthropic'],\n",
+       "            ['claude-3-haiku-20240307', 'anthropic'],\n",
+       "            ['test', 'test'],\n",
+       "            ['llama-3.1-sonar-huge-128k-online', 'perplexity'],\n",
+       "            ['llama-3.1-sonar-large-128k-online', 'perplexity'],\n",
+       "            ['llama-3.1-sonar-small-128k-online', 'perplexity'],\n",
+       "            ['codestral-2405', 'mistral'],\n",
+       "            ['mistral-embed', 'mistral'],\n",
+       "            ['mistral-large-2407', 'mistral'],\n",
+       "            ['mistral-medium-latest', 'mistral'],\n",
+       "            ['mistral-small-2409', 'mistral'],\n",
+       "            ['mistral-small-latest', 'mistral'],\n",
+       "            ['open-mistral-7b', 'mistral'],\n",
+       "            ['open-mistral-nemo-2407', 'mistral'],\n",
+       "            ['open-mixtral-8x22b', 'mistral'],\n",
+       "            ['open-mixtral-8x7b', 'mistral'],\n",
+       "            ['pixtral-12b-2409', 'mistral']])"
       ]
      },
      "execution_count": 8,
@@ -653,115 +1276,60 @@
     {
      "data": {
       "text/html": [
-       "<p><a href=''>LanguageModel</a></p>\n",
-       "        <style>\n",
-       "            :root {\n",
-       "  --containerHeight: 290px;\n",
-       "  --headerColor: blue;\n",
-       "}\n",
-       "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
-       "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
-       "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
-       "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
-       "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
-       "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
-       "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
-       "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
+       "<p><a href=''>gemini-1.5-flash</a></p>\n",
+       "            <div style=\"max-height: 500px; overflow-y: auto;\">\n",
+       "                <style type=\"text/css\">\n",
+       "#T_cebc0_row0_col0, #T_cebc0_row0_col1, #T_cebc0_row1_col0, #T_cebc0_row1_col1, #T_cebc0_row2_col0, #T_cebc0_row2_col1, #T_cebc0_row3_col0, #T_cebc0_row3_col1, #T_cebc0_row4_col0, #T_cebc0_row4_col1, #T_cebc0_row5_col0, #T_cebc0_row5_col1 {\n",
+       "  text-align: left;\n",
        "}\n",
-       "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        </style>\n",
-       "        <div class=\"table-container\">\n",
-       "            <div class=\"scroll-table-wrapper\">\n",
-       "                <table class=\"scroll-table\">\n",
-       "<thead>\n",
-       "<tr><th>key                         </th><th>value  </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>model                       </td><td>gpt-4o </td></tr>\n",
-       "<tr><td>parameters:temperature      </td><td>0.5    </td></tr>\n",
-       "<tr><td>parameters:max_tokens       </td><td>1000   </td></tr>\n",
-       "<tr><td>parameters:top_p            </td><td>1      </td></tr>\n",
-       "<tr><td>parameters:frequency_penalty</td><td>0      </td></tr>\n",
-       "<tr><td>parameters:presence_penalty </td><td>0      </td></tr>\n",
-       "<tr><td>parameters:logprobs         </td><td>False  </td></tr>\n",
-       "<tr><td>parameters:top_logprobs     </td><td>3      </td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_cebc0\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_cebc0_level0_col0\" class=\"col_heading level0 col0\" >key</th>\n",
+       "      <th id=\"T_cebc0_level0_col1\" class=\"col_heading level0 col1\" >value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_cebc0_row0_col0\" class=\"data row0 col0\" >model</td>\n",
+       "      <td id=\"T_cebc0_row0_col1\" class=\"data row0 col1\" >gemini-1.5-flash</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_cebc0_row1_col0\" class=\"data row1 col0\" >parameters:temperature</td>\n",
+       "      <td id=\"T_cebc0_row1_col1\" class=\"data row1 col1\" >0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_cebc0_row2_col0\" class=\"data row2 col0\" >parameters:topP</td>\n",
+       "      <td id=\"T_cebc0_row2_col1\" class=\"data row2 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_cebc0_row3_col0\" class=\"data row3 col0\" >parameters:topK</td>\n",
+       "      <td id=\"T_cebc0_row3_col1\" class=\"data row3 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_cebc0_row4_col0\" class=\"data row4 col0\" >parameters:maxOutputTokens</td>\n",
+       "      <td id=\"T_cebc0_row4_col1\" class=\"data row4 col1\" >2048</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cebc0_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_cebc0_row5_col0\" class=\"data row5 col0\" >parameters:stopSequences</td>\n",
+       "      <td id=\"T_cebc0_row5_col1\" class=\"data row5 col1\" >[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Model(model_name = 'gpt-4o', temperature = 0.5, max_tokens = 1000, top_p = 1, frequency_penalty = 0, presence_penalty = 0, logprobs = False, top_logprobs = 3)"
+       "Model(model_name = 'gemini-1.5-flash', temperature = 0.5, topP = 1, topK = 1, maxOutputTokens = 2048, stopSequences = [])"
       ]
      },
      "execution_count": 9,
@@ -770,7 +1338,7 @@
     }
    ],
    "source": [
-    "model = Model(\"gpt-4o\")\n",
+    "model = Model(\"gemini-1.5-flash\")\n",
     "model"
    ]
   },
@@ -793,26 +1361,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            <div style=\"border: 1px solid #ccc; margin: 10px 0; max-width: 800px;\">\n",
-       "                <div onclick=\"document.getElementById('content-47738707-8f90-4856-aa24-3bec2826dd0c').style.display = document.getElementById('content-47738707-8f90-4856-aa24-3bec2826dd0c').style.display === 'none' ? 'block' : 'none';\n",
-       "                             document.getElementById('arrow-47738707-8f90-4856-aa24-3bec2826dd0c').innerHTML = document.getElementById('content-47738707-8f90-4856-aa24-3bec2826dd0c').style.display === 'none' ? '▶' : '▼';\"\n",
-       "                     style=\"padding: 10px; background: #f5f5f5; cursor: pointer;\">\n",
-       "                    <span id=\"arrow-47738707-8f90-4856-aa24-3bec2826dd0c\">▼</span> Remote Job Log (2024-12-14 10:08:22)\n",
+       "            <!-- #region Remove Inference Info -->\n",
+       "            <div id=\"logger-f6280e19-05cd-4c67-98dd-29dd66749f07\" class=\"job-logger\">\n",
+       "                <div class=\"job-logger-header\">\n",
+       "                    <span>\n",
+       "                        <span id=\"arrow-f6280e19-05cd-4c67-98dd-29dd66749f07\">▼</span> \n",
+       "                        Job Status (2025-01-13 16:37:17)\n",
+       "                    </span>\n",
        "                </div>\n",
-       "                <div id=\"content-47738707-8f90-4856-aa24-3bec2826dd0c\" style=\"padding: 10px; display: block;\">\n",
-       "                    <div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Remote inference activated. Sending job to server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Your survey is running at the Expected Parrot server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job sent to server. (Job uuid=5689db09-0cfb-492d-8397-94f967573f93).</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job details are available at your Coop account <a href=\"https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">View job progress here: <a href=\"https://www.expectedparrot.com/home/remote-job-progress/5689db09-0cfb-492d-8397-94f967573f93\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-job-progress/5689db09-0cfb-492d-8397-94f967573f93</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:08:06 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:08:09 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:08:12 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:08:15 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:08:19 AM</div>\n",
-       "<div style=\"border-left: 3px solid #22c55e; padding: 5px 10px; margin: 5px 0;\">Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/3fde5a2d-7f4e-42cd-b67e-b42e36ce5492\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/content/3fde5a2d-7f4e-42cd-b67e-b42e36ce5492</a></div>\n",
+       "                <div id=\"content-f6280e19-05cd-4c67-98dd-29dd66749f07\" style=\"display: block;\">\n",
+       "                    <table class=\"job-logger-table\">\n",
+       "                        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Job UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">93073e7c-6837-4ef3-87ca-2ebd7fcf2831</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Progress Bar URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\"><a href=\"https://www.expectedparrot.com/home/remote-job-progress/93073e7c-6837-4ef3-87ca-2ebd7fcf2831\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/home/remote-job-progress/93073e7c-6837-4ef3-87ca-2ebd7fcf2831</a></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Error Report URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">07846ba6-a514-401f-a8ac-bc02f3e81783</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "                    </table>\n",
+       "                    \n",
+       "                <div class=\"job-logger-status\">\n",
+       "                    <span style=\"margin-right: 8px;\" class=\"job-logger-success\">✓</span><strong>Current Status:</strong> Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/07846ba6-a514-401f-a8ac-bc02f3e81783\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/content/07846ba6-a514-401f-a8ac-bc02f3e81783</a>\n",
+       "                </div>\n",
+       "            \n",
        "                </div>\n",
        "            </div>\n",
+       "            <!-- # endregion -->\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <style>\n",
+       "            /* Base theme variables */\n",
+       "            :root {\n",
+       "                --jl-bg-primary: #ffffff;\n",
+       "                --jl-bg-secondary: #f5f5f5;\n",
+       "                --jl-border-color: #e0e0e0;\n",
+       "                --jl-text-primary: #24292e;\n",
+       "                --jl-text-secondary: #586069;\n",
+       "                --jl-link-color: #0366d6;\n",
+       "                --jl-success-color: #28a745;\n",
+       "                --jl-error-color: #d73a49;\n",
+       "                --jl-header-bg: #f1f1f1;\n",
+       "            }\n",
+       "            \n",
+       "            /* Dark theme variables */\n",
+       "            .theme-dark {\n",
+       "                --jl-bg-primary: #1e1e1e;\n",
+       "                --jl-bg-secondary: #252526;\n",
+       "                --jl-border-color: #2d2d2d;\n",
+       "                --jl-text-primary: #cccccc;\n",
+       "                --jl-text-secondary: #999999;\n",
+       "                --jl-link-color: #4e94ce;\n",
+       "                --jl-success-color: #89d185;\n",
+       "                --jl-error-color: #f14c4c;\n",
+       "                --jl-header-bg: #333333;\n",
+       "            }\n",
+       "\n",
+       "            /* High contrast theme variables */\n",
+       "            .theme-high-contrast {\n",
+       "                --jl-bg-primary: #000000;\n",
+       "                --jl-bg-secondary: #1a1a1a;\n",
+       "                --jl-border-color: #404040;\n",
+       "                --jl-text-primary: #ffffff;\n",
+       "                --jl-text-secondary: #cccccc;\n",
+       "                --jl-link-color: #66b3ff;\n",
+       "                --jl-success-color: #00ff00;\n",
+       "                --jl-error-color: #ff0000;\n",
+       "                --jl-header-bg: #262626;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger {\n",
+       "                font-family: system-ui, -apple-system, sans-serif;\n",
+       "                max-width: 800px;\n",
+       "                margin: 10px 0;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                box-shadow: 0 1px 3px rgba(0,0,0,0.12);\n",
+       "                border-radius: 4px;\n",
+       "                overflow: hidden;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-header {\n",
+       "                padding: 12px 16px;\n",
+       "                background: var(--jl-header-bg);\n",
+       "                border: none;\n",
+       "                border-radius: 4px 4px 0 0;\n",
+       "                cursor: pointer;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                user-select: none;\n",
+       "                font-weight: 500;\n",
+       "                letter-spacing: 0.3px;\n",
+       "                display: flex;\n",
+       "                justify-content: space-between;\n",
+       "                align-items: center;\n",
+       "            }\n",
+       "            \n",
+       "            .theme-select {\n",
+       "                padding: 4px 8px;\n",
+       "                border-radius: 4px;\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.9em;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-table {\n",
+       "                width: 100%;\n",
+       "                border-collapse: separate;\n",
+       "                border-spacing: 0;\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                margin-top: -1px;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-cell {\n",
+       "                padding: 12px 16px;\n",
+       "                border-bottom: 1px solid var(--jl-border-color);\n",
+       "                line-height: 1.4;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-label {\n",
+       "                font-weight: 500;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                width: 25%;\n",
+       "                background: var(--jl-bg-secondary);\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-value {\n",
+       "                color: var(--jl-text-secondary);\n",
+       "                word-break: break-word;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-status {\n",
+       "                margin: 0;\n",
+       "                padding: 12px 16px;\n",
+       "                background-color: var(--jl-bg-secondary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                border-top: none;\n",
+       "                border-radius: 0 0 4px 4px;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.95em;\n",
+       "            }\n",
+       "        </style>\n",
+       "        \n",
+       "        <script>\n",
+       "            class ThemeManager {\n",
+       "                constructor(logId, initialTheme = 'auto') {\n",
+       "                    this.logId = logId;\n",
+       "                    this.currentTheme = initialTheme;\n",
+       "                    this.darkModeMediaQuery = window.matchMedia('(prefers-color-scheme: dark)');\n",
+       "                    this.init();\n",
+       "                }\n",
+       "                \n",
+       "                init() {\n",
+       "                    this.setupThemeSwitcher();\n",
+       "                    this.updateTheme(this.currentTheme);\n",
+       "                    \n",
+       "                    this.darkModeMediaQuery.addListener(() => {\n",
+       "                        if (this.currentTheme === 'auto') {\n",
+       "                            this.updateTheme('auto');\n",
+       "                        }\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                setupThemeSwitcher() {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    const switcher = document.createElement('div');\n",
+       "                    switcher.className = 'theme-switcher';\n",
+       "                    switcher.innerHTML = `\n",
+       "                        <select id=\"theme-select-${this.logId}\" class=\"theme-select\">\n",
+       "                            <option value=\"auto\">Auto</option>\n",
+       "                            <option value=\"light\">Light</option>\n",
+       "                            <option value=\"dark\">Dark</option>\n",
+       "                            <option value=\"high-contrast\">High Contrast</option>\n",
+       "                        </select>\n",
+       "                    `;\n",
+       "                    \n",
+       "                    const header = logger.querySelector('.job-logger-header');\n",
+       "                    header.appendChild(switcher);\n",
+       "                    \n",
+       "                    const select = switcher.querySelector('select');\n",
+       "                    select.value = this.currentTheme;\n",
+       "                    select.addEventListener('change', (e) => {\n",
+       "                        this.updateTheme(e.target.value);\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                updateTheme(theme) {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    this.currentTheme = theme;\n",
+       "                    \n",
+       "                    logger.classList.remove('theme-light', 'theme-dark', 'theme-high-contrast');\n",
+       "                    \n",
+       "                    if (theme === 'auto') {\n",
+       "                        const isDark = this.darkModeMediaQuery.matches;\n",
+       "                        logger.classList.add(isDark ? 'theme-dark' : 'theme-light');\n",
+       "                    } else {\n",
+       "                        logger.classList.add(`theme-${theme}`);\n",
+       "                    }\n",
+       "                    \n",
+       "                    try {\n",
+       "                        localStorage.setItem('jobLoggerTheme', theme);\n",
+       "                    } catch (e) {\n",
+       "                        console.warn('Unable to save theme preference:', e);\n",
+       "                    }\n",
+       "                }\n",
+       "            }\n",
+       "            \n",
+       "            window.initThemeManager = (logId, initialTheme) => {\n",
+       "                new ThemeManager(logId, initialTheme);\n",
+       "            };\n",
+       "        </script>\n",
+       "        \n",
+       "        <script>\n",
+       "            document.addEventListener('DOMContentLoaded', () => {\n",
+       "                window.initThemeManager('f6280e19-05cd-4c67-98dd-29dd66749f07', 'auto');\n",
+       "            });\n",
+       "        </script>\n",
        "        "
       ],
       "text/plain": [
@@ -846,157 +1643,237 @@
      "data": {
       "text/html": [
        "\n",
-       "        <style>\n",
-       "            :root {\n",
-       "  --containerHeight: 400px;\n",
-       "  --headerColor: blue;\n",
-       "}\n",
-       "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
-       "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
-       "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
-       "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
-       "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
-       "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
-       "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
-       "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
-       "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
+       "            <div style=\"max-height: 500px; overflow-y: auto;\">\n",
+       "                <style type=\"text/css\">\n",
+       "#T_41531_row0_col0, #T_41531_row1_col0, #T_41531_row2_col0, #T_41531_row3_col0, #T_41531_row4_col0, #T_41531_row5_col0, #T_41531_row6_col0, #T_41531_row7_col0, #T_41531_row8_col0, #T_41531_row9_col0, #T_41531_row10_col0, #T_41531_row11_col0, #T_41531_row12_col0, #T_41531_row13_col0, #T_41531_row14_col0, #T_41531_row15_col0, #T_41531_row16_col0, #T_41531_row17_col0, #T_41531_row18_col0, #T_41531_row19_col0, #T_41531_row20_col0, #T_41531_row21_col0, #T_41531_row22_col0, #T_41531_row23_col0, #T_41531_row24_col0, #T_41531_row25_col0, #T_41531_row26_col0, #T_41531_row27_col0, #T_41531_row28_col0, #T_41531_row29_col0, #T_41531_row30_col0, #T_41531_row31_col0, #T_41531_row32_col0, #T_41531_row33_col0, #T_41531_row34_col0, #T_41531_row35_col0, #T_41531_row36_col0, #T_41531_row37_col0, #T_41531_row38_col0, #T_41531_row39_col0, #T_41531_row40_col0, #T_41531_row41_col0, #T_41531_row42_col0, #T_41531_row43_col0, #T_41531_row44_col0, #T_41531_row45_col0, #T_41531_row46_col0, #T_41531_row47_col0, #T_41531_row48_col0, #T_41531_row49_col0 {\n",
+       "  text-align: left;\n",
        "}\n",
-       "        </style>\n",
-       "        <div class=\"table-container\">\n",
-       "            <div class=\"scroll-table-wrapper\">\n",
-       "                <table class=\"scroll-table\">\n",
-       "<thead>\n",
-       "<tr><th>0                                                 </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>agent.agent_instruction                           </td></tr>\n",
-       "<tr><td>agent.agent_name                                  </td></tr>\n",
-       "<tr><td>agent.persona                                     </td></tr>\n",
-       "<tr><td>answer.improvements                               </td></tr>\n",
-       "<tr><td>answer.sentiment                                  </td></tr>\n",
-       "<tr><td>answer.themes                                     </td></tr>\n",
-       "<tr><td>comment.improvements_comment                      </td></tr>\n",
-       "<tr><td>comment.sentiment_comment                         </td></tr>\n",
-       "<tr><td>comment.themes_comment                            </td></tr>\n",
-       "<tr><td>generated_tokens.improvements_generated_tokens    </td></tr>\n",
-       "<tr><td>generated_tokens.sentiment_generated_tokens       </td></tr>\n",
-       "<tr><td>generated_tokens.themes_generated_tokens          </td></tr>\n",
-       "<tr><td>iteration.iteration                               </td></tr>\n",
-       "<tr><td>model.frequency_penalty                           </td></tr>\n",
-       "<tr><td>model.logprobs                                    </td></tr>\n",
-       "<tr><td>model.max_tokens                                  </td></tr>\n",
-       "<tr><td>model.model                                       </td></tr>\n",
-       "<tr><td>model.presence_penalty                            </td></tr>\n",
-       "<tr><td>model.temperature                                 </td></tr>\n",
-       "<tr><td>model.top_logprobs                                </td></tr>\n",
-       "<tr><td>model.top_p                                       </td></tr>\n",
-       "<tr><td>prompt.improvements_system_prompt                 </td></tr>\n",
-       "<tr><td>prompt.improvements_user_prompt                   </td></tr>\n",
-       "<tr><td>prompt.sentiment_system_prompt                    </td></tr>\n",
-       "<tr><td>prompt.sentiment_user_prompt                      </td></tr>\n",
-       "<tr><td>prompt.themes_system_prompt                       </td></tr>\n",
-       "<tr><td>prompt.themes_user_prompt                         </td></tr>\n",
-       "<tr><td>question_options.improvements_question_options    </td></tr>\n",
-       "<tr><td>question_options.sentiment_question_options       </td></tr>\n",
-       "<tr><td>question_options.themes_question_options          </td></tr>\n",
-       "<tr><td>question_text.improvements_question_text          </td></tr>\n",
-       "<tr><td>question_text.sentiment_question_text             </td></tr>\n",
-       "<tr><td>question_text.themes_question_text                </td></tr>\n",
-       "<tr><td>question_type.improvements_question_type          </td></tr>\n",
-       "<tr><td>question_type.sentiment_question_type             </td></tr>\n",
-       "<tr><td>question_type.themes_question_type                </td></tr>\n",
-       "<tr><td>raw_model_response.improvements_cost              </td></tr>\n",
-       "<tr><td>raw_model_response.improvements_one_usd_buys      </td></tr>\n",
-       "<tr><td>raw_model_response.improvements_raw_model_response</td></tr>\n",
-       "<tr><td>raw_model_response.sentiment_cost                 </td></tr>\n",
-       "<tr><td>raw_model_response.sentiment_one_usd_buys         </td></tr>\n",
-       "<tr><td>raw_model_response.sentiment_raw_model_response   </td></tr>\n",
-       "<tr><td>raw_model_response.themes_cost                    </td></tr>\n",
-       "<tr><td>raw_model_response.themes_one_usd_buys            </td></tr>\n",
-       "<tr><td>raw_model_response.themes_raw_model_response      </td></tr>\n",
-       "<tr><td>scenario.evaluation                               </td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_41531\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_41531_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_41531_row0_col0\" class=\"data row0 col0\" >agent.agent_index</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_41531_row1_col0\" class=\"data row1 col0\" >agent.agent_instruction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_41531_row2_col0\" class=\"data row2 col0\" >agent.agent_name</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_41531_row3_col0\" class=\"data row3 col0\" >agent.persona</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_41531_row4_col0\" class=\"data row4 col0\" >answer.improvements</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_41531_row5_col0\" class=\"data row5 col0\" >answer.sentiment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_41531_row6_col0\" class=\"data row6 col0\" >answer.themes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_41531_row7_col0\" class=\"data row7 col0\" >cache_used.improvements_cache_used</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_41531_row8_col0\" class=\"data row8 col0\" >cache_used.sentiment_cache_used</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_41531_row9_col0\" class=\"data row9 col0\" >cache_used.themes_cache_used</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
+       "      <td id=\"T_41531_row10_col0\" class=\"data row10 col0\" >comment.improvements_comment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
+       "      <td id=\"T_41531_row11_col0\" class=\"data row11 col0\" >comment.sentiment_comment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
+       "      <td id=\"T_41531_row12_col0\" class=\"data row12 col0\" >comment.themes_comment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
+       "      <td id=\"T_41531_row13_col0\" class=\"data row13 col0\" >generated_tokens.improvements_generated_tokens</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
+       "      <td id=\"T_41531_row14_col0\" class=\"data row14 col0\" >generated_tokens.sentiment_generated_tokens</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
+       "      <td id=\"T_41531_row15_col0\" class=\"data row15 col0\" >generated_tokens.themes_generated_tokens</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
+       "      <td id=\"T_41531_row16_col0\" class=\"data row16 col0\" >iteration.iteration</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
+       "      <td id=\"T_41531_row17_col0\" class=\"data row17 col0\" >model.maxOutputTokens</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
+       "      <td id=\"T_41531_row18_col0\" class=\"data row18 col0\" >model.model</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
+       "      <td id=\"T_41531_row19_col0\" class=\"data row19 col0\" >model.model_index</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
+       "      <td id=\"T_41531_row20_col0\" class=\"data row20 col0\" >model.stopSequences</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
+       "      <td id=\"T_41531_row21_col0\" class=\"data row21 col0\" >model.temperature</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
+       "      <td id=\"T_41531_row22_col0\" class=\"data row22 col0\" >model.topK</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
+       "      <td id=\"T_41531_row23_col0\" class=\"data row23 col0\" >model.topP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
+       "      <td id=\"T_41531_row24_col0\" class=\"data row24 col0\" >prompt.improvements_system_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
+       "      <td id=\"T_41531_row25_col0\" class=\"data row25 col0\" >prompt.improvements_user_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
+       "      <td id=\"T_41531_row26_col0\" class=\"data row26 col0\" >prompt.sentiment_system_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
+       "      <td id=\"T_41531_row27_col0\" class=\"data row27 col0\" >prompt.sentiment_user_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
+       "      <td id=\"T_41531_row28_col0\" class=\"data row28 col0\" >prompt.themes_system_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
+       "      <td id=\"T_41531_row29_col0\" class=\"data row29 col0\" >prompt.themes_user_prompt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
+       "      <td id=\"T_41531_row30_col0\" class=\"data row30 col0\" >question_options.improvements_question_options</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
+       "      <td id=\"T_41531_row31_col0\" class=\"data row31 col0\" >question_options.sentiment_question_options</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
+       "      <td id=\"T_41531_row32_col0\" class=\"data row32 col0\" >question_options.themes_question_options</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
+       "      <td id=\"T_41531_row33_col0\" class=\"data row33 col0\" >question_text.improvements_question_text</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
+       "      <td id=\"T_41531_row34_col0\" class=\"data row34 col0\" >question_text.sentiment_question_text</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
+       "      <td id=\"T_41531_row35_col0\" class=\"data row35 col0\" >question_text.themes_question_text</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
+       "      <td id=\"T_41531_row36_col0\" class=\"data row36 col0\" >question_type.improvements_question_type</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
+       "      <td id=\"T_41531_row37_col0\" class=\"data row37 col0\" >question_type.sentiment_question_type</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
+       "      <td id=\"T_41531_row38_col0\" class=\"data row38 col0\" >question_type.themes_question_type</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
+       "      <td id=\"T_41531_row39_col0\" class=\"data row39 col0\" >raw_model_response.improvements_cost</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
+       "      <td id=\"T_41531_row40_col0\" class=\"data row40 col0\" >raw_model_response.improvements_one_usd_buys</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
+       "      <td id=\"T_41531_row41_col0\" class=\"data row41 col0\" >raw_model_response.improvements_raw_model_response</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
+       "      <td id=\"T_41531_row42_col0\" class=\"data row42 col0\" >raw_model_response.sentiment_cost</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
+       "      <td id=\"T_41531_row43_col0\" class=\"data row43 col0\" >raw_model_response.sentiment_one_usd_buys</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
+       "      <td id=\"T_41531_row44_col0\" class=\"data row44 col0\" >raw_model_response.sentiment_raw_model_response</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
+       "      <td id=\"T_41531_row45_col0\" class=\"data row45 col0\" >raw_model_response.themes_cost</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
+       "      <td id=\"T_41531_row46_col0\" class=\"data row46 col0\" >raw_model_response.themes_one_usd_buys</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
+       "      <td id=\"T_41531_row47_col0\" class=\"data row47 col0\" >raw_model_response.themes_raw_model_response</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
+       "      <td id=\"T_41531_row48_col0\" class=\"data row48 col0\" >scenario.evaluation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_41531_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
+       "      <td id=\"T_41531_row49_col0\" class=\"data row49 col0\" >scenario.scenario_index</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "PrettyList(['agent.agent_instruction',\n",
+       "PrettyList(['agent.agent_index',\n",
+       "            'agent.agent_instruction',\n",
        "            'agent.agent_name',\n",
        "            'agent.persona',\n",
        "            'answer.improvements',\n",
        "            'answer.sentiment',\n",
        "            'answer.themes',\n",
+       "            'cache_used.improvements_cache_used',\n",
+       "            'cache_used.sentiment_cache_used',\n",
+       "            'cache_used.themes_cache_used',\n",
        "            'comment.improvements_comment',\n",
        "            'comment.sentiment_comment',\n",
        "            'comment.themes_comment',\n",
@@ -1004,14 +1881,13 @@
        "            'generated_tokens.sentiment_generated_tokens',\n",
        "            'generated_tokens.themes_generated_tokens',\n",
        "            'iteration.iteration',\n",
-       "            'model.frequency_penalty',\n",
-       "            'model.logprobs',\n",
-       "            'model.max_tokens',\n",
+       "            'model.maxOutputTokens',\n",
        "            'model.model',\n",
-       "            'model.presence_penalty',\n",
+       "            'model.model_index',\n",
+       "            'model.stopSequences',\n",
        "            'model.temperature',\n",
-       "            'model.top_logprobs',\n",
-       "            'model.top_p',\n",
+       "            'model.topK',\n",
+       "            'model.topP',\n",
        "            'prompt.improvements_system_prompt',\n",
        "            'prompt.improvements_user_prompt',\n",
        "            'prompt.sentiment_system_prompt',\n",
@@ -1036,7 +1912,8 @@
        "            'raw_model_response.themes_cost',\n",
        "            'raw_model_response.themes_one_usd_buys',\n",
        "            'raw_model_response.themes_raw_model_response',\n",
-       "            'scenario.evaluation'])"
+       "            'scenario.evaluation',\n",
+       "            'scenario.scenario_index'])"
       ]
      },
      "execution_count": 11,
@@ -1066,133 +1943,121 @@
      "data": {
       "text/html": [
        "\n",
-       "        <style>\n",
-       "            :root {\n",
-       "  --containerHeight: 350px;\n",
-       "  --headerColor: blue;\n",
+       "            <div style=\"max-height: 500px; overflow-y: auto;\">\n",
+       "                <style type=\"text/css\">\n",
+       "#T_95287_row0_col0, #T_95287_row0_col1, #T_95287_row0_col2, #T_95287_row0_col3, #T_95287_row1_col0, #T_95287_row1_col1, #T_95287_row1_col2, #T_95287_row1_col3, #T_95287_row2_col0, #T_95287_row2_col1, #T_95287_row2_col2, #T_95287_row2_col3, #T_95287_row3_col0, #T_95287_row3_col1, #T_95287_row3_col2, #T_95287_row3_col3, #T_95287_row4_col0, #T_95287_row4_col1, #T_95287_row4_col2, #T_95287_row4_col3, #T_95287_row5_col0, #T_95287_row5_col1, #T_95287_row5_col2, #T_95287_row5_col3, #T_95287_row6_col0, #T_95287_row6_col1, #T_95287_row6_col2, #T_95287_row6_col3, #T_95287_row7_col0, #T_95287_row7_col1, #T_95287_row7_col2, #T_95287_row7_col3, #T_95287_row8_col0, #T_95287_row8_col1, #T_95287_row8_col2, #T_95287_row8_col3, #T_95287_row9_col0, #T_95287_row9_col1, #T_95287_row9_col2, #T_95287_row9_col3 {\n",
+       "  text-align: left;\n",
        "}\n",
+       "</style>\n",
+       "<table id=\"T_95287\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_95287_level0_col0\" class=\"col_heading level0 col0\" >answer.sentiment</th>\n",
+       "      <th id=\"T_95287_level0_col1\" class=\"col_heading level0 col1\" >answer.themes</th>\n",
+       "      <th id=\"T_95287_level0_col2\" class=\"col_heading level0 col2\" >generated_tokens.themes_generated_tokens</th>\n",
+       "      <th id=\"T_95287_level0_col3\" class=\"col_heading level0 col3\" >answer.improvements</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_95287_row0_col0\" class=\"data row0 col0\" >Positive</td>\n",
+       "      <td id=\"T_95287_row0_col1\" class=\"data row0 col1\" >['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings']</td>\n",
+       "      <td id=\"T_95287_row0_col2\" class=\"data row0 col2\" >[\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
        "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
-       "    overflow: auto;  /* This enables both horizontal and vertical scrolling */\n",
-       "    border: 1px solid #d4d4d4;\n",
-       "    background: transparent;\n",
-       "    position: relative;  /* Create stacking context for sticky header */\n",
-       "}\n",
+       "The student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.</td>\n",
+       "      <td id=\"T_95287_row0_col3\" class=\"data row0 col3\" >['Adjust the pace of lectures and incorporate more opportunities for student engagement.', 'Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.', 'Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_95287_row1_col0\" class=\"data row1 col0\" >Negative</td>\n",
+       "      <td id=\"T_95287_row1_col1\" class=\"data row1 col1\" >['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement']</td>\n",
+       "      <td id=\"T_95287_row1_col2\" class=\"data row1 col2\" >[\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
        "\n",
-       ".scroll-table {\n",
-       "    /* Remove width: 100% to prevent table from being constrained */\n",
-       "    /* min-width: 100% ensures table takes at least full container width */\n",
-       "    min-width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "The three points directly address the student's criticisms and are concise.  They avoid subjective interpretations and focus on the student's stated concerns.</td>\n",
+       "      <td id=\"T_95287_row1_col3\" class=\"data row1 col3\" >['Incorporate more real-world examples and case studies', 'Connect course material to current events', 'Develop more engaging teaching methods to improve student comprehension']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_95287_row2_col0\" class=\"data row2 col0\" >Positive</td>\n",
+       "      <td id=\"T_95287_row2_col1\" class=\"data row2 col1\" >['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours']</td>\n",
+       "      <td id=\"T_95287_row2_col2\" class=\"data row2 col2\" >[\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
        "\n",
-       ".scroll-table th {\n",
-       "    background: transparent;  /* Semi-transparent background to ensure text readability */\n",
-       "    position: sticky;\n",
-       "    top: 0;\n",
-       "    z-index: 1;\n",
-       "    text-align: left !important;\n",
-       "    padding: 8px;\n",
-       "    font-weight: bold;\n",
-       "    white-space: nowrap;  /* Prevent header text from wrapping */\n",
-       "    min-width: 100px;    /* Ensure minimum column width */\n",
-       "    backdrop-filter: blur(8px);  /* Optional: adds extra clarity */\n",
-       "    color: var(--headerColor);\n",
-       "}\n",
+       "The three points chosen directly reflect the student's positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.</td>\n",
+       "      <td id=\"T_95287_row2_col3\" class=\"data row2 col3\" >['Consider incorporating more diverse case studies', 'Explore alternative assessment methods to gauge deeper understanding beyond practical assignments', 'Enhance online resources and accessibility for students with varying learning styles']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_95287_row3_col0\" class=\"data row3 col0\" >Neutral</td>\n",
+       "      <td id=\"T_95287_row3_col1\" class=\"data row3 col1\" >['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice']</td>\n",
+       "      <td id=\"T_95287_row3_col2\" class=\"data row3 col2\" >[\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
        "\n",
-       ".scroll-table td {\n",
-       "    padding: 8px;\n",
-       "    text-align: left !important;\n",
-       "    white-space: pre-wrap;\n",
-       "    word-wrap: break-word;\n",
-       "    vertical-align: top;\n",
-       "    color: inherit;\n",
-       "    border-bottom: none;\n",
-       "    background: transparent;\n",
-       "    min-width: 100px;    /* Match header minimum width */\n",
-       "}\n",
+       "The student's feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.</td>\n",
+       "      <td id=\"T_95287_row3_col3\" class=\"data row3 col3\" >['Incorporate real-world case studies into lectures', 'Dedicate class time for discussions linking theoretical concepts to current events', 'Assign application-based problem sets or projects']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_95287_row4_col0\" class=\"data row4 col0\" >Positive</td>\n",
+       "      <td id=\"T_95287_row4_col1\" class=\"data row4 col1\" >['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement']</td>\n",
+       "      <td id=\"T_95287_row4_col2\" class=\"data row4 col2\" >[\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
+       "The student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.</td>\n",
+       "      <td id=\"T_95287_row4_col3\" class=\"data row4 col3\" >['Enhance feedback detail on assignments', 'Consider providing more specific rubric criteria', 'Explore alternative assessment methods to complement group projects']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_95287_row5_col0\" class=\"data row5 col0\" >Neutral</td>\n",
+       "      <td id=\"T_95287_row5_col1\" class=\"data row5 col1\" >['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers']</td>\n",
+       "      <td id=\"T_95287_row5_col2\" class=\"data row5 col2\" >[\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
        "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "The summary accurately reflects the student's main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.</td>\n",
+       "      <td id=\"T_95287_row5_col3\" class=\"data row5 col3\" >['Incorporate more visual aids into lectures', 'Consider inviting guest lecturers from the industry', 'Review lecture delivery to improve clarity and engagement']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_95287_row6_col0\" class=\"data row6 col0\" >Positive</td>\n",
+       "      <td id=\"T_95287_row6_col1\" class=\"data row6 col1\" >['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies']</td>\n",
+       "      <td id=\"T_95287_row6_col2\" class=\"data row6 col2\" >[\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
        "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
-       "}\n",
+       "The student's positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.</td>\n",
+       "      <td id=\"T_95287_row6_col3\" class=\"data row6 col3\" >['Increase quantitative problem sets', 'Explore alternative assessment methods alongside exams', 'Incorporate more interactive class discussions']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_95287_row7_col0\" class=\"data row7 col0\" >Negative</td>\n",
+       "      <td id=\"T_95287_row7_col1\" class=\"data row7 col1\" >['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures']</td>\n",
+       "      <td id=\"T_95287_row7_col2\" class=\"data row7 col2\" >[\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
        "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "The student clearly identifies three interconnected issues: the textbook's difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.</td>\n",
+       "      <td id=\"T_95287_row7_col3\" class=\"data row7 col3\" >['Simplify textbook selection or supplement with clearer materials', 'Incorporate textbook jargon into lectures with explicit definitions', 'Designate additional time for clarifying complex concepts']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_95287_row8_col0\" class=\"data row8 col0\" >Neutral</td>\n",
+       "      <td id=\"T_95287_row8_col1\" class=\"data row8 col1\" >['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles']</td>\n",
+       "      <td id=\"T_95287_row8_col2\" class=\"data row8 col2\" >[\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
        "\n",
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-       "<thead>\n",
-       "<tr><th>answer.sentiment  </th><th>answer.themes                                                                                                                                                        </th><th>generated_tokens.themes_generated_tokens  </th><th>answer.improvements                                                                                                                                                                        </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>Positive          </td><td>[&#x27;Course was engaging and informative&#x27;, &#x27;Professor effectively simplified complex concepts&#x27;, &#x27;Pace of the course was too fast for some students&#x27;]                    </td><td>[&quot;Course was engaging and informative&quot;, &quot;Professor effectively simplified complex concepts&quot;, &quot;Pace of the course was too fast for some students&quot;] \n",
-       "\n",
-       "These points highlight the strengths of the course in terms of engagement and clarity, while also noting a common concern regarding the course&#x27;s pace, which is valuable for adjusting future syllabi or providing additional support.                                           </td><td>[&#x27;Adjust the pacing of the lectures&#x27;, &#x27;Provide additional resources or summaries for weekly readings&#x27;, &#x27;Incorporate more review sessions or Q&amp;A periods&#x27;]                                  </td></tr>\n",
-       "<tr><td>Negative          </td><td>[&#x27;Material felt dry&#x27;, &#x27;Difficult to connect with real-world applications&#x27;, &#x27;More current event examples needed&#x27;]                                                     </td><td>[&quot;Material felt dry&quot;, &quot;Difficult to connect with real-world applications&quot;, &quot;More current event examples needed&quot;]  \n",
-       "The student found the course material unengaging, struggled to see its relevance to real-world situations, and suggested incorporating current events to enhance interest and understanding.                                           </td><td>[&#x27;Incorporate more real-world applications&#x27;, &#x27;Use current events to illustrate concepts&#x27;, &#x27;Enhance engagement with interactive activities&#x27;]                                                </td></tr>\n",
-       "<tr><td>Positive          </td><td>[&quot;Professor&#x27;s enthusiasm and availability for extra help&quot;, &#x27;Interactive lectures&#x27;, &#x27;Practical assignments enhanced understanding&#x27;]                                   </td><td>[&quot;Professor&#x27;s enthusiasm and availability for extra help&quot;, &quot;Interactive lectures&quot;, &quot;Practical assignments enhanced understanding&quot;]  \n",
-       "The evaluation highlights your enthusiasm and willingness to assist students, the effectiveness of interactive lectures, and the practical assignments that helped students grasp theoretical concepts better.                                           </td><td>[&#x27;Increase variety of teaching methods&#x27;, &#x27;Provide more real-world examples&#x27;, &#x27;Enhance feedback on assignments&#x27;]                                                                            </td></tr>\n",
-       "<tr><td>Neutral           </td><td>[&#x27;Appreciation for analytical rigor&#x27;, &#x27;Desire for more practical discussions&#x27;, &#x27;Course felt isolated from real-world issues&#x27;]                                        </td><td>[&quot;Appreciation for analytical rigor&quot;, &quot;Desire for more practical discussions&quot;, &quot;Course felt isolated from real-world issues&quot;] \n",
-       "\n",
-       "These points highlight the student&#x27;s appreciation for the mathematical depth of the course, their wish for more application of theories to real-world contexts, and the sense that the course lacked practical relevance.                                           </td><td>[&#x27;Incorporate real-world case studies into lectures&#x27;, &#x27;Facilitate class discussions on current economic events&#x27;, &#x27;Assign projects that apply theories to contemporary issues&#x27;]             </td></tr>\n",
-       "<tr><td>Positive          </td><td>[&#x27;Enjoyed the course, especially group projects&#x27;, &#x27;Appreciated applying economic concepts to real-life problems&#x27;, &#x27;Desire for more detailed feedback on assignments&#x27;]</td><td>[&quot;Enjoyed the course, especially group projects&quot;, &quot;Appreciated applying economic concepts to real-life problems&quot;, &quot;Desire for more detailed feedback on assignments&quot;] \n",
-       "\n",
-       "These points encapsulate the student&#x27;s positive experience with the group projects and the practical application of course content, while also highlighting a constructive suggestion for improvement regarding feedback on assignments.                                           </td><td>[&#x27;Provide more detailed feedback on assignments&#x27;, &#x27;Incorporate more real-life problem-solving exercises&#x27;, &#x27;Ensure group projects are effectively facilitated&#x27;]                             </td></tr>\n",
-       "<tr><td>Neutral           </td><td>[&#x27;Course content was well-organized&#x27;, &#x27;Lectures were monotonous and hard to follow&#x27;, &#x27;Suggested incorporating visual aids and guest lectures&#x27;]                       </td><td>[&quot;Course content was well-organized&quot;, &quot;Lectures were monotonous and hard to follow&quot;, &quot;Suggested incorporating visual aids and guest lectures&quot;]  \n",
-       "The feedback highlights the organization of the course content as a positive aspect, while pointing out that the lectures lacked engagement. The student suggests using visual aids and inviting guest speakers to enhance the learning experience and make sessions more dynamic.                                           </td><td>[&#x27;Incorporate more visual aids into lectures&#x27;, &#x27;Invite guest speakers from industry&#x27;, &#x27;Engage students with interactive activities&#x27;]                                                       </td></tr>\n",
-       "<tr><td>Positive          </td><td>[&#x27;Favorite class this semester&#x27;, &#x27;Perfect mix of theory and case studies&#x27;, &#x27;Appreciation for diversity in global economic perspectives&#x27;]                             </td><td>[&quot;Favorite class this semester&quot;, &quot;Perfect mix of theory and case studies&quot;, &quot;Appreciation for diversity in global economic perspectives&quot;] \n",
-       "\n",
-       "The student&#x27;s evaluation highlights their overall enjoyment of the course, the effective balance between theoretical content and practical case studies, and the value they found in exploring diverse global economic perspectives.                                           </td><td>[&#x27;Increase opportunities for student participation&#x27;, &#x27;Enhance feedback on assignments&#x27;, &#x27;Incorporate more interactive digital tools&#x27;]                                                      </td></tr>\n",
-       "<tr><td>Negative          </td><td>[&#x27;Textbook is too complex for an introductory course&#x27;, &#x27;Textbook uses unexplained jargon&#x27;, &#x27;Simpler materials or more explanatory lectures needed&#x27;]                  </td><td>[&quot;Textbook is too complex for an introductory course&quot;, &quot;Textbook uses unexplained jargon&quot;, &quot;Simpler materials or more explanatory lectures needed&quot;] \n",
-       "\n",
-       "These points directly address the student&#x27;s concerns about the complexity and accessibility of the course materials, offering a clear direction for potential improvements.                                           </td><td>[&#x27;Select a more accessible textbook for introductory students&#x27;, &#x27;Provide supplemental materials that clarify textbook jargon&#x27;, &#x27;Incorporate more lecture time to explain complex concepts&#x27;]</td></tr>\n",
-       "<tr><td>Neutral           </td><td>[&#x27;Professor is knowledgeable and passionate&#x27;, &#x27;Course relies too heavily on tests&#x27;, &#x27;More varied assignments needed for different learning styles&#x27;]                  </td><td>[&quot;Professor is knowledgeable and passionate&quot;, &quot;Course relies too heavily on tests&quot;, &quot;More varied assignments needed for different learning styles&quot;] \n",
-       "\n",
-       "The evaluation highlights your expertise and enthusiasm for the subject, but suggests that the assessment methods could be diversified to accommodate different learning preferences, which could enhance accessibility and engagement.                                           </td><td>[&#x27;Incorporate diverse assessment methods&#x27;, &#x27;Include project-based assignments&#x27;, &#x27;Offer optional creative assignments&#x27;]                                                                     </td></tr>\n",
-       "<tr><td>Neutral           </td><td>[&#x27;Solid introduction to economics&#x27;, &#x27;Heavily focused on theoretical aspects&#x27;, &#x27;Desire for more real-world discussion&#x27;]                                               </td><td>[&quot;Solid introduction to economics&quot;, &quot;Heavily focused on theoretical aspects&quot;, &quot;Desire for more real-world discussion&quot;] \n",
-       "\n",
-       "The student appreciates the course as a foundational introduction but notes an overemphasis on theory. They suggest incorporating more discussions on real-world applications to improve understanding and retention.                                           </td><td>[&#x27;Incorporate more real-world case studies&#x27;, &#x27;Facilitate class discussions on current economic events&#x27;, &#x27;Include practical applications in assignments&#x27;]                                   </td></tr>\n",
-       "</tbody>\n",
+       "The summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.</td>\n",
+       "      <td id=\"T_95287_row8_col3\" class=\"data row8 col3\" >['Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)', 'Explore alternative ways to evaluate understanding beyond high-stakes exams', 'Design assignments catering to varied learning styles and preferences']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95287_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_95287_row9_col0\" class=\"data row9 col0\" >Neutral</td>\n",
+       "      <td id=\"T_95287_row9_col1\" class=\"data row9 col1\" >[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples']</td>\n",
+       "      <td id=\"T_95287_row9_col2\" class=\"data row9 col2\" >[\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
+       "\n",
+       "The three points accurately reflect the student's main concerns and suggestions, capturing both positive and negative feedback concisely.</td>\n",
+       "      <td id=\"T_95287_row9_col3\" class=\"data row9 col3\" >['Incorporate more case studies illustrating real-world applications of economic theories', 'Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings', 'Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class']</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
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-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'answer.sentiment': ['Positive', 'Negative', 'Positive', 'Neutral', 'Positive', 'Neutral', 'Positive', 'Negative', 'Neutral', 'Neutral']}, {'answer.themes': [['Course was engaging and informative', 'Professor effectively simplified complex concepts', 'Pace of the course was too fast for some students'], ['Material felt dry', 'Difficult to connect with real-world applications', 'More current event examples needed'], [\"Professor's enthusiasm and availability for extra help\", 'Interactive lectures', 'Practical assignments enhanced understanding'], ['Appreciation for analytical rigor', 'Desire for more practical discussions', 'Course felt isolated from real-world issues'], ['Enjoyed the course, especially group projects', 'Appreciated applying economic concepts to real-life problems', 'Desire for more detailed feedback on assignments'], ['Course content was well-organized', 'Lectures were monotonous and hard to follow', 'Suggested incorporating visual aids and guest lectures'], ['Favorite class this semester', 'Perfect mix of theory and case studies', 'Appreciation for diversity in global economic perspectives'], ['Textbook is too complex for an introductory course', 'Textbook uses unexplained jargon', 'Simpler materials or more explanatory lectures needed'], ['Professor is knowledgeable and passionate', 'Course relies too heavily on tests', 'More varied assignments needed for different learning styles'], ['Solid introduction to economics', 'Heavily focused on theoretical aspects', 'Desire for more real-world discussion']]}, {'generated_tokens.themes_generated_tokens': ['[\"Course was engaging and informative\", \"Professor effectively simplified complex concepts\", \"Pace of the course was too fast for some students\"] \\n\\nThese points highlight the strengths of the course in terms of engagement and clarity, while also noting a common concern regarding the course\\'s pace, which is valuable for adjusting future syllabi or providing additional support.', '[\"Material felt dry\", \"Difficult to connect with real-world applications\", \"More current event examples needed\"]  \\nThe student found the course material unengaging, struggled to see its relevance to real-world situations, and suggested incorporating current events to enhance interest and understanding.', '[\"Professor\\'s enthusiasm and availability for extra help\", \"Interactive lectures\", \"Practical assignments enhanced understanding\"]  \\nThe evaluation highlights your enthusiasm and willingness to assist students, the effectiveness of interactive lectures, and the practical assignments that helped students grasp theoretical concepts better.', '[\"Appreciation for analytical rigor\", \"Desire for more practical discussions\", \"Course felt isolated from real-world issues\"] \\n\\nThese points highlight the student\\'s appreciation for the mathematical depth of the course, their wish for more application of theories to real-world contexts, and the sense that the course lacked practical relevance.', '[\"Enjoyed the course, especially group projects\", \"Appreciated applying economic concepts to real-life problems\", \"Desire for more detailed feedback on assignments\"] \\n\\nThese points encapsulate the student\\'s positive experience with the group projects and the practical application of course content, while also highlighting a constructive suggestion for improvement regarding feedback on assignments.', '[\"Course content was well-organized\", \"Lectures were monotonous and hard to follow\", \"Suggested incorporating visual aids and guest lectures\"]  \\nThe feedback highlights the organization of the course content as a positive aspect, while pointing out that the lectures lacked engagement. The student suggests using visual aids and inviting guest speakers to enhance the learning experience and make sessions more dynamic.', '[\"Favorite class this semester\", \"Perfect mix of theory and case studies\", \"Appreciation for diversity in global economic perspectives\"] \\n\\nThe student\\'s evaluation highlights their overall enjoyment of the course, the effective balance between theoretical content and practical case studies, and the value they found in exploring diverse global economic perspectives.', '[\"Textbook is too complex for an introductory course\", \"Textbook uses unexplained jargon\", \"Simpler materials or more explanatory lectures needed\"] \\n\\nThese points directly address the student\\'s concerns about the complexity and accessibility of the course materials, offering a clear direction for potential improvements.', '[\"Professor is knowledgeable and passionate\", \"Course relies too heavily on tests\", \"More varied assignments needed for different learning styles\"] \\n\\nThe evaluation highlights your expertise and enthusiasm for the subject, but suggests that the assessment methods could be diversified to accommodate different learning preferences, which could enhance accessibility and engagement.', '[\"Solid introduction to economics\", \"Heavily focused on theoretical aspects\", \"Desire for more real-world discussion\"] \\n\\nThe student appreciates the course as a foundational introduction but notes an overemphasis on theory. They suggest incorporating more discussions on real-world applications to improve understanding and retention.']}, {'answer.improvements': [['Adjust the pacing of the lectures', 'Provide additional resources or summaries for weekly readings', 'Incorporate more review sessions or Q&A periods'], ['Incorporate more real-world applications', 'Use current events to illustrate concepts', 'Enhance engagement with interactive activities'], ['Increase variety of teaching methods', 'Provide more real-world examples', 'Enhance feedback on assignments'], ['Incorporate real-world case studies into lectures', 'Facilitate class discussions on current economic events', 'Assign projects that apply theories to contemporary issues'], ['Provide more detailed feedback on assignments', 'Incorporate more real-life problem-solving exercises', 'Ensure group projects are effectively facilitated'], ['Incorporate more visual aids into lectures', 'Invite guest speakers from industry', 'Engage students with interactive activities'], ['Increase opportunities for student participation', 'Enhance feedback on assignments', 'Incorporate more interactive digital tools'], ['Select a more accessible textbook for introductory students', 'Provide supplemental materials that clarify textbook jargon', 'Incorporate more lecture time to explain complex concepts'], ['Incorporate diverse assessment methods', 'Include project-based assignments', 'Offer optional creative assignments'], ['Incorporate more real-world case studies', 'Facilitate class discussions on current economic events', 'Include practical applications in assignments']]}])"
+       "Dataset([{'answer.sentiment': ['Positive', 'Negative', 'Positive', 'Neutral', 'Positive', 'Neutral', 'Positive', 'Negative', 'Neutral', 'Neutral']}, {'answer.themes': [['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'], ['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'], ['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'], ['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'], ['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'], ['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'], ['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'], ['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'], ['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'], [\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples']]}, {'generated_tokens.themes_generated_tokens': ['[\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\\n\\nThe student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.', '[\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\\n\\nThe three points directly address the student\\'s criticisms and are concise.  They avoid subjective interpretations and focus on the student\\'s stated concerns.', '[\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\\n\\nThe three points chosen directly reflect the student\\'s positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.', '[\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\\n\\nThe student\\'s feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.', '[\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\\n\\nThe student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.', '[\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\\n\\nThe summary accurately reflects the student\\'s main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.', '[\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\\n\\nThe student\\'s positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.', '[\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\\n\\nThe student clearly identifies three interconnected issues: the textbook\\'s difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.', '[\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\\n\\nThe summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.', '[\"Positive assessment of the course\\'s introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\\n\\nThe three points accurately reflect the student\\'s main concerns and suggestions, capturing both positive and negative feedback concisely.']}, {'answer.improvements': [['Adjust the pace of lectures and incorporate more opportunities for student engagement.', 'Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.', 'Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.'], ['Incorporate more real-world examples and case studies', 'Connect course material to current events', 'Develop more engaging teaching methods to improve student comprehension'], ['Consider incorporating more diverse case studies', 'Explore alternative assessment methods to gauge deeper understanding beyond practical assignments', 'Enhance online resources and accessibility for students with varying learning styles'], ['Incorporate real-world case studies into lectures', 'Dedicate class time for discussions linking theoretical concepts to current events', 'Assign application-based problem sets or projects'], ['Enhance feedback detail on assignments', 'Consider providing more specific rubric criteria', 'Explore alternative assessment methods to complement group projects'], ['Incorporate more visual aids into lectures', 'Consider inviting guest lecturers from the industry', 'Review lecture delivery to improve clarity and engagement'], ['Increase quantitative problem sets', 'Explore alternative assessment methods alongside exams', 'Incorporate more interactive class discussions'], ['Simplify textbook selection or supplement with clearer materials', 'Incorporate textbook jargon into lectures with explicit definitions', 'Designate additional time for clarifying complex concepts'], ['Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)', 'Explore alternative ways to evaluate understanding beyond high-stakes exams', 'Design assignments catering to varied learning styles and preferences'], ['Incorporate more case studies illustrating real-world applications of economic theories', 'Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings', 'Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class']]}])"
       ]
      },
      "execution_count": 12,
@@ -1222,106 +2087,51 @@
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+       "      <td id=\"T_f0dc0_row0_col1\" class=\"data row0 col1\" >4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f0dc0_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_f0dc0_row1_col0\" class=\"data row1 col0\" >Neutral</td>\n",
+       "      <td id=\"T_f0dc0_row1_col1\" class=\"data row1 col1\" >4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_f0dc0_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_f0dc0_row2_col0\" class=\"data row2 col0\" >Negative</td>\n",
+       "      <td id=\"T_f0dc0_row2_col1\" class=\"data row2 col1\" >2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
        "Dataset([{'answer.sentiment': ['Positive', 'Neutral', 'Negative']}, {'count': [4, 4, 2]}])"
@@ -1374,201 +2184,187 @@
        "      <th>answer.themes</th>\n",
        "      <th>answer.sentiment</th>\n",
        "      <th>answer.improvements</th>\n",
+       "      <th>scenario.scenario_index</th>\n",
        "      <th>scenario.evaluation</th>\n",
-       "      <th>agent.agent_name</th>\n",
+       "      <th>agent.agent_index</th>\n",
        "      <th>agent.persona</th>\n",
+       "      <th>agent.agent_name</th>\n",
        "      <th>agent.agent_instruction</th>\n",
-       "      <th>model.temperature</th>\n",
-       "      <th>model.logprobs</th>\n",
-       "      <th>model.frequency_penalty</th>\n",
+       "      <th>model.topP</th>\n",
        "      <th>...</th>\n",
-       "      <th>question_options.improvements_question_options</th>\n",
        "      <th>question_type.improvements_question_type</th>\n",
-       "      <th>question_type.themes_question_type</th>\n",
-       "      <th>question_type.sentiment_question_type</th>\n",
-       "      <th>comment.sentiment_comment</th>\n",
        "      <th>comment.themes_comment</th>\n",
        "      <th>comment.improvements_comment</th>\n",
-       "      <th>generated_tokens.sentiment_generated_tokens</th>\n",
-       "      <th>generated_tokens.improvements_generated_tokens</th>\n",
+       "      <th>comment.sentiment_comment</th>\n",
        "      <th>generated_tokens.themes_generated_tokens</th>\n",
+       "      <th>generated_tokens.improvements_generated_tokens</th>\n",
+       "      <th>generated_tokens.sentiment_generated_tokens</th>\n",
+       "      <th>cache_used.themes_cache_used</th>\n",
+       "      <th>cache_used.sentiment_cache_used</th>\n",
+       "      <th>cache_used.improvements_cache_used</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>['Course was engaging and informative', 'Profe...</td>\n",
+       "      <td>['Engaging and informative course content', 'E...</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>['Adjust the pacing of the lectures', 'Provide...</td>\n",
+       "      <td>['Adjust the pace of lectures and incorporate ...</td>\n",
+       "      <td>0</td>\n",
        "      <td>I found the course very engaging and informati...</td>\n",
-       "      <td>Agent_0</td>\n",
+       "      <td>0</td>\n",
        "      <td>You are a professor reviewing student evaluati...</td>\n",
+       "      <td>Agent_10</td>\n",
        "      <td>Be very specific and constructive in providing...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>list</td>\n",
        "      <td>list</td>\n",
-       "      <td>multiple_choice</td>\n",
-       "      <td>The evaluation is largely positive, highlighti...</td>\n",
-       "      <td>These points highlight the strengths of the co...</td>\n",
-       "      <td>The feedback highlights that while the course ...</td>\n",
-       "      <td>Positive\\n\\nThe evaluation is largely positive...</td>\n",
-       "      <td>[\"Adjust the pacing of the lectures\", \"Provide...</td>\n",
-       "      <td>[\"Course was engaging and informative\", \"Profe...</td>\n",
+       "      <td>The student found the course to be highly enga...</td>\n",
+       "      <td>The student's feedback highlights two key area...</td>\n",
+       "      <td>The student clearly expresses overall positive...</td>\n",
+       "      <td>[\"Engaging and informative course content\", \"E...</td>\n",
+       "      <td>[\"Adjust the pace of lectures and incorporate ...</td>\n",
+       "      <td>Positive\\n\\nThe student clearly expresses over...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>['Material felt dry', 'Difficult to connect wi...</td>\n",
+       "      <td>['Student found the material dry and difficult...</td>\n",
        "      <td>Negative</td>\n",
-       "      <td>['Incorporate more real-world applications', '...</td>\n",
+       "      <td>['Incorporate more real-world examples and cas...</td>\n",
+       "      <td>1</td>\n",
        "      <td>This class was a struggle for me. The material...</td>\n",
-       "      <td>Agent_1</td>\n",
+       "      <td>0</td>\n",
        "      <td>You are a professor reviewing student evaluati...</td>\n",
+       "      <td>Agent_10</td>\n",
        "      <td>Be very specific and constructive in providing...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>list</td>\n",
-       "      <td>list</td>\n",
-       "      <td>multiple_choice</td>\n",
-       "      <td>The evaluation expresses dissatisfaction with ...</td>\n",
-       "      <td>The student found the course material unengagi...</td>\n",
-       "      <td>By integrating more real-world applications an...</td>\n",
-       "      <td>Negative\\n\\nThe evaluation expresses dissatisf...</td>\n",
-       "      <td>[\"Incorporate more real-world applications\", \"...</td>\n",
-       "      <td>[\"Material felt dry\", \"Difficult to connect wi...</td>\n",
+       "      <td>The three points directly address the student'...</td>\n",
+       "      <td>These suggestions directly address the student...</td>\n",
+       "      <td>The student explicitly states the class was a ...</td>\n",
+       "      <td>[\"Student found the material dry and difficult...</td>\n",
+       "      <td>[\"Incorporate more real-world examples and cas...</td>\n",
+       "      <td>Negative\\n\\nThe student explicitly states the ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>[\"Professor's enthusiasm and availability for ...</td>\n",
+       "      <td>['Excellent instruction and enthusiasm', 'Effe...</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>['Increase variety of teaching methods', 'Prov...</td>\n",
+       "      <td>['Consider incorporating more diverse case stu...</td>\n",
+       "      <td>2</td>\n",
        "      <td>Excellent introductory course! The professor w...</td>\n",
-       "      <td>Agent_2</td>\n",
+       "      <td>0</td>\n",
        "      <td>You are a professor reviewing student evaluati...</td>\n",
+       "      <td>Agent_10</td>\n",
        "      <td>Be very specific and constructive in providing...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>list</td>\n",
        "      <td>list</td>\n",
-       "      <td>multiple_choice</td>\n",
-       "      <td>The evaluation highlights several positive asp...</td>\n",
-       "      <td>The evaluation highlights your enthusiasm and ...</td>\n",
-       "      <td>While the evaluation is positive, incorporatin...</td>\n",
-       "      <td>Positive\\n\\nThe evaluation highlights several ...</td>\n",
-       "      <td>[\"Increase variety of teaching methods\", \"Prov...</td>\n",
-       "      <td>[\"Professor's enthusiasm and availability for ...</td>\n",
+       "      <td>The three points chosen directly reflect the s...</td>\n",
+       "      <td>While the feedback is largely positive,  the s...</td>\n",
+       "      <td>The student uses overwhelmingly positive langu...</td>\n",
+       "      <td>[\"Excellent instruction and enthusiasm\", \"Effe...</td>\n",
+       "      <td>[\"Consider incorporating more diverse case stu...</td>\n",
+       "      <td>Positive\\n\\nThe student uses overwhelmingly po...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>['Appreciation for analytical rigor', 'Desire ...</td>\n",
+       "      <td>['Appreciated analytical rigor', 'Desired more...</td>\n",
        "      <td>Neutral</td>\n",
        "      <td>['Incorporate real-world case studies into lec...</td>\n",
+       "      <td>3</td>\n",
        "      <td>As someone with a strong background in math, I...</td>\n",
-       "      <td>Agent_3</td>\n",
+       "      <td>0</td>\n",
        "      <td>You are a professor reviewing student evaluati...</td>\n",
+       "      <td>Agent_10</td>\n",
        "      <td>Be very specific and constructive in providing...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>list</td>\n",
-       "      <td>list</td>\n",
-       "      <td>multiple_choice</td>\n",
+       "      <td>The student's feedback highlights both a posit...</td>\n",
+       "      <td>The student's feedback highlights a disconnect...</td>\n",
        "      <td>The evaluation contains both positive and nega...</td>\n",
-       "      <td>These points highlight the student's appreciat...</td>\n",
-       "      <td>These suggestions aim to bridge the gap betwee...</td>\n",
-       "      <td>Neutral\\n\\nThe evaluation contains both positi...</td>\n",
+       "      <td>[\"Appreciated analytical rigor\", \"Desired more...</td>\n",
        "      <td>[\"Incorporate real-world case studies into lec...</td>\n",
-       "      <td>[\"Appreciation for analytical rigor\", \"Desire ...</td>\n",
+       "      <td>Neutral\\n\\nThe evaluation contains both positi...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>['Enjoyed the course, especially group project...</td>\n",
+       "      <td>['Enjoyed the course and group projects', 'Pro...</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>['Provide more detailed feedback on assignment...</td>\n",
+       "      <td>['Enhance feedback detail on assignments', 'Co...</td>\n",
+       "      <td>4</td>\n",
        "      <td>I enjoyed the course, especially the group pro...</td>\n",
-       "      <td>Agent_4</td>\n",
+       "      <td>0</td>\n",
        "      <td>You are a professor reviewing student evaluati...</td>\n",
+       "      <td>Agent_10</td>\n",
        "      <td>Be very specific and constructive in providing...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>list</td>\n",
        "      <td>list</td>\n",
-       "      <td>multiple_choice</td>\n",
-       "      <td>The overall sentiment is positive because the ...</td>\n",
-       "      <td>These points encapsulate the student's positiv...</td>\n",
-       "      <td>The student appreciated the group projects and...</td>\n",
-       "      <td>Positive\\n\\nThe overall sentiment is positive ...</td>\n",
-       "      <td>[\"Provide more detailed feedback on assignment...</td>\n",
-       "      <td>[\"Enjoyed the course, especially group project...</td>\n",
+       "      <td>The student enjoyed the course material and fo...</td>\n",
+       "      <td>The student enjoyed the course and group proje...</td>\n",
+       "      <td>The student clearly enjoyed the course and fou...</td>\n",
+       "      <td>[\"Enjoyed the course and group projects\", \"Pro...</td>\n",
+       "      <td>[\"Enhance feedback detail on assignments\", \"Co...</td>\n",
+       "      <td>Positive\\n\\nThe student clearly enjoyed the co...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 46 columns</p>\n",
+       "<p>5 rows × 50 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                       answer.themes answer.sentiment  \\\n",
-       "0  ['Course was engaging and informative', 'Profe...         Positive   \n",
-       "1  ['Material felt dry', 'Difficult to connect wi...         Negative   \n",
-       "2  [\"Professor's enthusiasm and availability for ...         Positive   \n",
-       "3  ['Appreciation for analytical rigor', 'Desire ...          Neutral   \n",
-       "4  ['Enjoyed the course, especially group project...         Positive   \n",
-       "\n",
-       "                                 answer.improvements  \\\n",
-       "0  ['Adjust the pacing of the lectures', 'Provide...   \n",
-       "1  ['Incorporate more real-world applications', '...   \n",
-       "2  ['Increase variety of teaching methods', 'Prov...   \n",
-       "3  ['Incorporate real-world case studies into lec...   \n",
-       "4  ['Provide more detailed feedback on assignment...   \n",
-       "\n",
-       "                                 scenario.evaluation agent.agent_name  \\\n",
-       "0  I found the course very engaging and informati...          Agent_0   \n",
-       "1  This class was a struggle for me. The material...          Agent_1   \n",
-       "2  Excellent introductory course! The professor w...          Agent_2   \n",
-       "3  As someone with a strong background in math, I...          Agent_3   \n",
-       "4  I enjoyed the course, especially the group pro...          Agent_4   \n",
-       "\n",
-       "                                       agent.persona  \\\n",
-       "0  You are a professor reviewing student evaluati...   \n",
-       "1  You are a professor reviewing student evaluati...   \n",
-       "2  You are a professor reviewing student evaluati...   \n",
-       "3  You are a professor reviewing student evaluati...   \n",
-       "4  You are a professor reviewing student evaluati...   \n",
-       "\n",
-       "                             agent.agent_instruction  model.temperature  \\\n",
-       "0  Be very specific and constructive in providing...                0.5   \n",
-       "1  Be very specific and constructive in providing...                0.5   \n",
-       "2  Be very specific and constructive in providing...                0.5   \n",
-       "3  Be very specific and constructive in providing...                0.5   \n",
-       "4  Be very specific and constructive in providing...                0.5   \n",
-       "\n",
-       "   model.logprobs  model.frequency_penalty  ...  \\\n",
-       "0           False                        0  ...   \n",
-       "1           False                        0  ...   \n",
-       "2           False                        0  ...   \n",
-       "3           False                        0  ...   \n",
-       "4           False                        0  ...   \n",
-       "\n",
-       "  question_options.improvements_question_options  \\\n",
-       "0                                            NaN   \n",
-       "1                                            NaN   \n",
-       "2                                            NaN   \n",
-       "3                                            NaN   \n",
-       "4                                            NaN   \n",
+       "0  ['Engaging and informative course content', 'E...         Positive   \n",
+       "1  ['Student found the material dry and difficult...         Negative   \n",
+       "2  ['Excellent instruction and enthusiasm', 'Effe...         Positive   \n",
+       "3  ['Appreciated analytical rigor', 'Desired more...          Neutral   \n",
+       "4  ['Enjoyed the course and group projects', 'Pro...         Positive   \n",
+       "\n",
+       "                                 answer.improvements  scenario.scenario_index  \\\n",
+       "0  ['Adjust the pace of lectures and incorporate ...                        0   \n",
+       "1  ['Incorporate more real-world examples and cas...                        1   \n",
+       "2  ['Consider incorporating more diverse case stu...                        2   \n",
+       "3  ['Incorporate real-world case studies into lec...                        3   \n",
+       "4  ['Enhance feedback detail on assignments', 'Co...                        4   \n",
+       "\n",
+       "                                 scenario.evaluation  agent.agent_index  \\\n",
+       "0  I found the course very engaging and informati...                  0   \n",
+       "1  This class was a struggle for me. The material...                  0   \n",
+       "2  Excellent introductory course! The professor w...                  0   \n",
+       "3  As someone with a strong background in math, I...                  0   \n",
+       "4  I enjoyed the course, especially the group pro...                  0   \n",
+       "\n",
+       "                                       agent.persona agent.agent_name  \\\n",
+       "0  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "1  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "2  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "3  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "4  You are a professor reviewing student evaluati...         Agent_10   \n",
+       "\n",
+       "                             agent.agent_instruction  model.topP  ...  \\\n",
+       "0  Be very specific and constructive in providing...           1  ...   \n",
+       "1  Be very specific and constructive in providing...           1  ...   \n",
+       "2  Be very specific and constructive in providing...           1  ...   \n",
+       "3  Be very specific and constructive in providing...           1  ...   \n",
+       "4  Be very specific and constructive in providing...           1  ...   \n",
        "\n",
        "   question_type.improvements_question_type  \\\n",
        "0                                      list   \n",
@@ -1577,56 +2373,63 @@
        "3                                      list   \n",
        "4                                      list   \n",
        "\n",
-       "   question_type.themes_question_type  question_type.sentiment_question_type  \\\n",
-       "0                                list                        multiple_choice   \n",
-       "1                                list                        multiple_choice   \n",
-       "2                                list                        multiple_choice   \n",
-       "3                                list                        multiple_choice   \n",
-       "4                                list                        multiple_choice   \n",
-       "\n",
-       "                           comment.sentiment_comment  \\\n",
-       "0  The evaluation is largely positive, highlighti...   \n",
-       "1  The evaluation expresses dissatisfaction with ...   \n",
-       "2  The evaluation highlights several positive asp...   \n",
-       "3  The evaluation contains both positive and nega...   \n",
-       "4  The overall sentiment is positive because the ...   \n",
-       "\n",
        "                              comment.themes_comment  \\\n",
-       "0  These points highlight the strengths of the co...   \n",
-       "1  The student found the course material unengagi...   \n",
-       "2  The evaluation highlights your enthusiasm and ...   \n",
-       "3  These points highlight the student's appreciat...   \n",
-       "4  These points encapsulate the student's positiv...   \n",
+       "0  The student found the course to be highly enga...   \n",
+       "1  The three points directly address the student'...   \n",
+       "2  The three points chosen directly reflect the s...   \n",
+       "3  The student's feedback highlights both a posit...   \n",
+       "4  The student enjoyed the course material and fo...   \n",
        "\n",
        "                        comment.improvements_comment  \\\n",
-       "0  The feedback highlights that while the course ...   \n",
-       "1  By integrating more real-world applications an...   \n",
-       "2  While the evaluation is positive, incorporatin...   \n",
-       "3  These suggestions aim to bridge the gap betwee...   \n",
-       "4  The student appreciated the group projects and...   \n",
+       "0  The student's feedback highlights two key area...   \n",
+       "1  These suggestions directly address the student...   \n",
+       "2  While the feedback is largely positive,  the s...   \n",
+       "3  The student's feedback highlights a disconnect...   \n",
+       "4  The student enjoyed the course and group proje...   \n",
        "\n",
-       "         generated_tokens.sentiment_generated_tokens  \\\n",
-       "0  Positive\\n\\nThe evaluation is largely positive...   \n",
-       "1  Negative\\n\\nThe evaluation expresses dissatisf...   \n",
-       "2  Positive\\n\\nThe evaluation highlights several ...   \n",
-       "3  Neutral\\n\\nThe evaluation contains both positi...   \n",
-       "4  Positive\\n\\nThe overall sentiment is positive ...   \n",
+       "                           comment.sentiment_comment  \\\n",
+       "0  The student clearly expresses overall positive...   \n",
+       "1  The student explicitly states the class was a ...   \n",
+       "2  The student uses overwhelmingly positive langu...   \n",
+       "3  The evaluation contains both positive and nega...   \n",
+       "4  The student clearly enjoyed the course and fou...   \n",
+       "\n",
+       "            generated_tokens.themes_generated_tokens  \\\n",
+       "0  [\"Engaging and informative course content\", \"E...   \n",
+       "1  [\"Student found the material dry and difficult...   \n",
+       "2  [\"Excellent instruction and enthusiasm\", \"Effe...   \n",
+       "3  [\"Appreciated analytical rigor\", \"Desired more...   \n",
+       "4  [\"Enjoyed the course and group projects\", \"Pro...   \n",
        "\n",
        "      generated_tokens.improvements_generated_tokens  \\\n",
-       "0  [\"Adjust the pacing of the lectures\", \"Provide...   \n",
-       "1  [\"Incorporate more real-world applications\", \"...   \n",
-       "2  [\"Increase variety of teaching methods\", \"Prov...   \n",
+       "0  [\"Adjust the pace of lectures and incorporate ...   \n",
+       "1  [\"Incorporate more real-world examples and cas...   \n",
+       "2  [\"Consider incorporating more diverse case stu...   \n",
        "3  [\"Incorporate real-world case studies into lec...   \n",
-       "4  [\"Provide more detailed feedback on assignment...   \n",
+       "4  [\"Enhance feedback detail on assignments\", \"Co...   \n",
        "\n",
-       "            generated_tokens.themes_generated_tokens  \n",
-       "0  [\"Course was engaging and informative\", \"Profe...  \n",
-       "1  [\"Material felt dry\", \"Difficult to connect wi...  \n",
-       "2  [\"Professor's enthusiasm and availability for ...  \n",
-       "3  [\"Appreciation for analytical rigor\", \"Desire ...  \n",
-       "4  [\"Enjoyed the course, especially group project...  \n",
-       "\n",
-       "[5 rows x 46 columns]"
+       "         generated_tokens.sentiment_generated_tokens  \\\n",
+       "0  Positive\\n\\nThe student clearly expresses over...   \n",
+       "1  Negative\\n\\nThe student explicitly states the ...   \n",
+       "2  Positive\\n\\nThe student uses overwhelmingly po...   \n",
+       "3  Neutral\\n\\nThe evaluation contains both positi...   \n",
+       "4  Positive\\n\\nThe student clearly enjoyed the co...   \n",
+       "\n",
+       "  cache_used.themes_cache_used cache_used.sentiment_cache_used  \\\n",
+       "0                        False                           False   \n",
+       "1                        False                           False   \n",
+       "2                        False                           False   \n",
+       "3                        False                           False   \n",
+       "4                        False                           False   \n",
+       "\n",
+       "  cache_used.improvements_cache_used  \n",
+       "0                              False  \n",
+       "1                              False  \n",
+       "2                              False  \n",
+       "3                              False  \n",
+       "4                              False  \n",
+       "\n",
+       "[5 rows x 50 columns]"
       ]
      },
      "execution_count": 14,
@@ -1700,133 +2503,99 @@
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        "\n",
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+       "#T_ff6f3_row0_col0, #T_ff6f3_row0_col1, #T_ff6f3_row1_col0, #T_ff6f3_row1_col1, #T_ff6f3_row2_col0, #T_ff6f3_row2_col1, #T_ff6f3_row3_col0, #T_ff6f3_row3_col1, #T_ff6f3_row4_col0, #T_ff6f3_row4_col1, #T_ff6f3_row5_col0, #T_ff6f3_row5_col1, #T_ff6f3_row6_col0, #T_ff6f3_row6_col1, #T_ff6f3_row7_col0, #T_ff6f3_row7_col1, #T_ff6f3_row8_col0, #T_ff6f3_row8_col1, #T_ff6f3_row9_col0, #T_ff6f3_row9_col1 {\n",
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+       "<table id=\"T_ff6f3\">\n",
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+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_ff6f3_level0_col0\" class=\"col_heading level0 col0\" >answer.themes</th>\n",
+       "      <th id=\"T_ff6f3_level0_col1\" class=\"col_heading level0 col1\" >generated_tokens.themes_generated_tokens</th>\n",
+       "    </tr>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_ff6f3_row0_col0\" class=\"data row0 col0\" >['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings']</td>\n",
+       "      <td id=\"T_ff6f3_row0_col1\" class=\"data row0 col1\" >[\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\n",
        "\n",
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+       "The student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_ff6f3_row1_col0\" class=\"data row1 col0\" >['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement']</td>\n",
+       "      <td id=\"T_ff6f3_row1_col1\" class=\"data row1 col1\" >[\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\n",
        "\n",
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-       "    border-spacing: 4px;\n",
-       "    background: transparent;\n",
-       "    table-layout: auto;  /* Allow table to size based on content */\n",
-       "}\n",
+       "The three points directly address the student's criticisms and are concise.  They avoid subjective interpretations and focus on the student's stated concerns.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_ff6f3_row2_col0\" class=\"data row2 col0\" >['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours']</td>\n",
+       "      <td id=\"T_ff6f3_row2_col1\" class=\"data row2 col1\" >[\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\n",
        "\n",
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-       "    color: var(--headerColor);\n",
-       "}\n",
+       "The three points chosen directly reflect the student's positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_ff6f3_row3_col0\" class=\"data row3 col0\" >['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice']</td>\n",
+       "      <td id=\"T_ff6f3_row3_col1\" class=\"data row3 col1\" >[\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\n",
        "\n",
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-       "}\n",
+       "The student's feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_ff6f3_row4_col0\" class=\"data row4 col0\" >['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement']</td>\n",
+       "      <td id=\"T_ff6f3_row4_col1\" class=\"data row4 col1\" >[\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\n",
        "\n",
-       ".scroll-table tbody tr:hover {\n",
-       "    background: transparent;\n",
-       "}\n",
+       "The student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_ff6f3_row5_col0\" class=\"data row5 col0\" >['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers']</td>\n",
+       "      <td id=\"T_ff6f3_row5_col1\" class=\"data row5 col1\" >[\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\n",
        "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
-       "}\n",
+       "The summary accurately reflects the student's main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_ff6f3_row6_col0\" class=\"data row6 col0\" >['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies']</td>\n",
+       "      <td id=\"T_ff6f3_row6_col1\" class=\"data row6 col1\" >[\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\n",
        "\n",
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-       "}\n",
+       "The student's positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_ff6f3_row7_col0\" class=\"data row7 col0\" >['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures']</td>\n",
+       "      <td id=\"T_ff6f3_row7_col1\" class=\"data row7 col1\" >[\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\n",
        "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
-       "}\n",
+       "The student clearly identifies three interconnected issues: the textbook's difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_ff6f3_row8_col0\" class=\"data row8 col0\" >['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles']</td>\n",
+       "      <td id=\"T_ff6f3_row8_col1\" class=\"data row8 col1\" >[\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\n",
        "\n",
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-       ".jp-OutputArea-output .table-container {\n",
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-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
-       "}\n",
-       "        </style>\n",
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-       "            <div class=\"scroll-table-wrapper\">\n",
-       "                <table class=\"scroll-table\">\n",
-       "<thead>\n",
-       "<tr><th>answer.themes                                                                                                                                                        </th><th>generated_tokens.themes_generated_tokens  </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>[&#x27;Course was engaging and informative&#x27;, &#x27;Professor effectively simplified complex concepts&#x27;, &#x27;Pace of the course was too fast for some students&#x27;]                    </td><td>[&quot;Course was engaging and informative&quot;, &quot;Professor effectively simplified complex concepts&quot;, &quot;Pace of the course was too fast for some students&quot;] \n",
-       "\n",
-       "These points highlight the strengths of the course in terms of engagement and clarity, while also noting a common concern regarding the course&#x27;s pace, which is valuable for adjusting future syllabi or providing additional support.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Material felt dry&#x27;, &#x27;Difficult to connect with real-world applications&#x27;, &#x27;More current event examples needed&#x27;]                                                     </td><td>[&quot;Material felt dry&quot;, &quot;Difficult to connect with real-world applications&quot;, &quot;More current event examples needed&quot;]  \n",
-       "The student found the course material unengaging, struggled to see its relevance to real-world situations, and suggested incorporating current events to enhance interest and understanding.                                           </td></tr>\n",
-       "<tr><td>[&quot;Professor&#x27;s enthusiasm and availability for extra help&quot;, &#x27;Interactive lectures&#x27;, &#x27;Practical assignments enhanced understanding&#x27;]                                   </td><td>[&quot;Professor&#x27;s enthusiasm and availability for extra help&quot;, &quot;Interactive lectures&quot;, &quot;Practical assignments enhanced understanding&quot;]  \n",
-       "The evaluation highlights your enthusiasm and willingness to assist students, the effectiveness of interactive lectures, and the practical assignments that helped students grasp theoretical concepts better.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Appreciation for analytical rigor&#x27;, &#x27;Desire for more practical discussions&#x27;, &#x27;Course felt isolated from real-world issues&#x27;]                                        </td><td>[&quot;Appreciation for analytical rigor&quot;, &quot;Desire for more practical discussions&quot;, &quot;Course felt isolated from real-world issues&quot;] \n",
-       "\n",
-       "These points highlight the student&#x27;s appreciation for the mathematical depth of the course, their wish for more application of theories to real-world contexts, and the sense that the course lacked practical relevance.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Enjoyed the course, especially group projects&#x27;, &#x27;Appreciated applying economic concepts to real-life problems&#x27;, &#x27;Desire for more detailed feedback on assignments&#x27;]</td><td>[&quot;Enjoyed the course, especially group projects&quot;, &quot;Appreciated applying economic concepts to real-life problems&quot;, &quot;Desire for more detailed feedback on assignments&quot;] \n",
-       "\n",
-       "These points encapsulate the student&#x27;s positive experience with the group projects and the practical application of course content, while also highlighting a constructive suggestion for improvement regarding feedback on assignments.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Course content was well-organized&#x27;, &#x27;Lectures were monotonous and hard to follow&#x27;, &#x27;Suggested incorporating visual aids and guest lectures&#x27;]                       </td><td>[&quot;Course content was well-organized&quot;, &quot;Lectures were monotonous and hard to follow&quot;, &quot;Suggested incorporating visual aids and guest lectures&quot;]  \n",
-       "The feedback highlights the organization of the course content as a positive aspect, while pointing out that the lectures lacked engagement. The student suggests using visual aids and inviting guest speakers to enhance the learning experience and make sessions more dynamic.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Favorite class this semester&#x27;, &#x27;Perfect mix of theory and case studies&#x27;, &#x27;Appreciation for diversity in global economic perspectives&#x27;]                             </td><td>[&quot;Favorite class this semester&quot;, &quot;Perfect mix of theory and case studies&quot;, &quot;Appreciation for diversity in global economic perspectives&quot;] \n",
-       "\n",
-       "The student&#x27;s evaluation highlights their overall enjoyment of the course, the effective balance between theoretical content and practical case studies, and the value they found in exploring diverse global economic perspectives.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Textbook is too complex for an introductory course&#x27;, &#x27;Textbook uses unexplained jargon&#x27;, &#x27;Simpler materials or more explanatory lectures needed&#x27;]                  </td><td>[&quot;Textbook is too complex for an introductory course&quot;, &quot;Textbook uses unexplained jargon&quot;, &quot;Simpler materials or more explanatory lectures needed&quot;] \n",
-       "\n",
-       "These points directly address the student&#x27;s concerns about the complexity and accessibility of the course materials, offering a clear direction for potential improvements.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Professor is knowledgeable and passionate&#x27;, &#x27;Course relies too heavily on tests&#x27;, &#x27;More varied assignments needed for different learning styles&#x27;]                  </td><td>[&quot;Professor is knowledgeable and passionate&quot;, &quot;Course relies too heavily on tests&quot;, &quot;More varied assignments needed for different learning styles&quot;] \n",
-       "\n",
-       "The evaluation highlights your expertise and enthusiasm for the subject, but suggests that the assessment methods could be diversified to accommodate different learning preferences, which could enhance accessibility and engagement.                                           </td></tr>\n",
-       "<tr><td>[&#x27;Solid introduction to economics&#x27;, &#x27;Heavily focused on theoretical aspects&#x27;, &#x27;Desire for more real-world discussion&#x27;]                                               </td><td>[&quot;Solid introduction to economics&quot;, &quot;Heavily focused on theoretical aspects&quot;, &quot;Desire for more real-world discussion&quot;] \n",
-       "\n",
-       "The student appreciates the course as a foundational introduction but notes an overemphasis on theory. They suggest incorporating more discussions on real-world applications to improve understanding and retention.                                           </td></tr>\n",
-       "</tbody>\n",
+       "The summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ff6f3_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_ff6f3_row9_col0\" class=\"data row9 col0\" >[\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples']</td>\n",
+       "      <td id=\"T_ff6f3_row9_col1\" class=\"data row9 col1\" >[\"Positive assessment of the course's introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\n",
+       "\n",
+       "The three points accurately reflect the student's main concerns and suggestions, capturing both positive and negative feedback concisely.</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'answer.themes': [['Course was engaging and informative', 'Professor effectively simplified complex concepts', 'Pace of the course was too fast for some students'], ['Material felt dry', 'Difficult to connect with real-world applications', 'More current event examples needed'], [\"Professor's enthusiasm and availability for extra help\", 'Interactive lectures', 'Practical assignments enhanced understanding'], ['Appreciation for analytical rigor', 'Desire for more practical discussions', 'Course felt isolated from real-world issues'], ['Enjoyed the course, especially group projects', 'Appreciated applying economic concepts to real-life problems', 'Desire for more detailed feedback on assignments'], ['Course content was well-organized', 'Lectures were monotonous and hard to follow', 'Suggested incorporating visual aids and guest lectures'], ['Favorite class this semester', 'Perfect mix of theory and case studies', 'Appreciation for diversity in global economic perspectives'], ['Textbook is too complex for an introductory course', 'Textbook uses unexplained jargon', 'Simpler materials or more explanatory lectures needed'], ['Professor is knowledgeable and passionate', 'Course relies too heavily on tests', 'More varied assignments needed for different learning styles'], ['Solid introduction to economics', 'Heavily focused on theoretical aspects', 'Desire for more real-world discussion']]}, {'generated_tokens.themes_generated_tokens': ['[\"Course was engaging and informative\", \"Professor effectively simplified complex concepts\", \"Pace of the course was too fast for some students\"] \\n\\nThese points highlight the strengths of the course in terms of engagement and clarity, while also noting a common concern regarding the course\\'s pace, which is valuable for adjusting future syllabi or providing additional support.', '[\"Material felt dry\", \"Difficult to connect with real-world applications\", \"More current event examples needed\"]  \\nThe student found the course material unengaging, struggled to see its relevance to real-world situations, and suggested incorporating current events to enhance interest and understanding.', '[\"Professor\\'s enthusiasm and availability for extra help\", \"Interactive lectures\", \"Practical assignments enhanced understanding\"]  \\nThe evaluation highlights your enthusiasm and willingness to assist students, the effectiveness of interactive lectures, and the practical assignments that helped students grasp theoretical concepts better.', '[\"Appreciation for analytical rigor\", \"Desire for more practical discussions\", \"Course felt isolated from real-world issues\"] \\n\\nThese points highlight the student\\'s appreciation for the mathematical depth of the course, their wish for more application of theories to real-world contexts, and the sense that the course lacked practical relevance.', '[\"Enjoyed the course, especially group projects\", \"Appreciated applying economic concepts to real-life problems\", \"Desire for more detailed feedback on assignments\"] \\n\\nThese points encapsulate the student\\'s positive experience with the group projects and the practical application of course content, while also highlighting a constructive suggestion for improvement regarding feedback on assignments.', '[\"Course content was well-organized\", \"Lectures were monotonous and hard to follow\", \"Suggested incorporating visual aids and guest lectures\"]  \\nThe feedback highlights the organization of the course content as a positive aspect, while pointing out that the lectures lacked engagement. The student suggests using visual aids and inviting guest speakers to enhance the learning experience and make sessions more dynamic.', '[\"Favorite class this semester\", \"Perfect mix of theory and case studies\", \"Appreciation for diversity in global economic perspectives\"] \\n\\nThe student\\'s evaluation highlights their overall enjoyment of the course, the effective balance between theoretical content and practical case studies, and the value they found in exploring diverse global economic perspectives.', '[\"Textbook is too complex for an introductory course\", \"Textbook uses unexplained jargon\", \"Simpler materials or more explanatory lectures needed\"] \\n\\nThese points directly address the student\\'s concerns about the complexity and accessibility of the course materials, offering a clear direction for potential improvements.', '[\"Professor is knowledgeable and passionate\", \"Course relies too heavily on tests\", \"More varied assignments needed for different learning styles\"] \\n\\nThe evaluation highlights your expertise and enthusiasm for the subject, but suggests that the assessment methods could be diversified to accommodate different learning preferences, which could enhance accessibility and engagement.', '[\"Solid introduction to economics\", \"Heavily focused on theoretical aspects\", \"Desire for more real-world discussion\"] \\n\\nThe student appreciates the course as a foundational introduction but notes an overemphasis on theory. They suggest incorporating more discussions on real-world applications to improve understanding and retention.']}])"
+       "Dataset([{'answer.themes': [['Engaging and informative course content', 'Effective explanation of complex concepts', 'Fast pace and challenging readings'], ['Student found the material dry and difficult', 'Lack of real-world connection and examples cited', 'Desire for more current event examples to increase engagement'], ['Excellent instruction and enthusiasm', 'Effective interactive lectures and practical assignments', 'Readily available extra help during office hours'], ['Appreciated analytical rigor', 'Desired more real-world application discussions', 'Felt disconnect between theory and practice'], ['Enjoyed the course and group projects', 'Project application of concepts was valuable', 'Feedback on assignments needs improvement'], ['Well-organized course content', 'Monotonous and hard-to-follow lectures', 'Suggestions for improvement: visual aids and guest lecturers'], ['Enjoyed the balance of theory and case studies', 'Exams perceived as fair', 'Appreciated diverse perspectives on global economic policies'], ['Textbook complexity', 'Unexplained jargon', 'Need for simpler materials or more explanatory lectures'], ['Professor possesses strong subject matter expertise and enthusiasm', 'Course over-reliance on testing limits accessibility for diverse learners', 'More varied assignments needed to cater to different learning styles'], [\"Positive assessment of the course's introductory nature\", 'Critique of insufficient real-world application focus', 'Suggestion for increased emphasis on practical examples']]}, {'generated_tokens.themes_generated_tokens': ['[\"Engaging and informative course content\", \"Effective explanation of complex concepts\", \"Fast pace and challenging readings\"]\\n\\nThe student found the course to be highly engaging and well-taught, but noted the pace was too fast, impacting their ability to keep up with the readings.  These three points capture the essence of the feedback.', '[\"Student found the material dry and difficult\", \"Lack of real-world connection and examples cited\", \"Desire for more current event examples to increase engagement\"]\\n\\nThe three points directly address the student\\'s criticisms and are concise.  They avoid subjective interpretations and focus on the student\\'s stated concerns.', '[\"Excellent instruction and enthusiasm\", \"Effective interactive lectures and practical assignments\", \"Readily available extra help during office hours\"]\\n\\nThe three points chosen directly reflect the student\\'s positive feedback on teaching quality, course structure, and accessibility of the instructor.  They are concise and capture the essence of the evaluation.', '[\"Appreciated analytical rigor\", \"Desired more real-world application discussions\", \"Felt disconnect between theory and practice\"]\\n\\nThe student\\'s feedback highlights both a positive aspect (strong math foundation) and a key area for improvement (linking theory to practical examples).  The three points concisely capture the essence of the evaluation.', '[\"Enjoyed the course and group projects\", \"Project application of concepts was valuable\", \"Feedback on assignments needs improvement\"]\\n\\nThe student enjoyed the course material and found the group projects particularly engaging and beneficial for applying economic concepts.  However, they clearly identified a need for more detailed feedback on assignments to improve learning.  This summarizes the key points concisely and addresses both positive and negative aspects.', '[\"Well-organized course content\", \"Monotonous and hard-to-follow lectures\", \"Suggestions for improvement: visual aids and guest lecturers\"]\\n\\nThe summary accurately reflects the student\\'s main points: positive feedback on organization, negative feedback on lecture style, and concrete suggestions for improvement.  The three points are concise and capture the essence of the evaluation.', '[\"Enjoyed the balance of theory and case studies\", \"Exams perceived as fair\", \"Appreciated diverse perspectives on global economic policies\"]\\n\\nThe student\\'s positive feedback highlights three key aspects: the course structure, assessment fairness, and the inclusion of diverse viewpoints.  These are valuable points for course improvement and demonstrate student engagement.', '[\"Textbook complexity\", \"Unexplained jargon\", \"Need for simpler materials or more explanatory lectures\"]\\n\\nThe student clearly identifies three interconnected issues: the textbook\\'s difficulty, the use of undefined jargon, and the resulting need for either simpler readings or more thorough lecture explanations.  These are the core complaints and represent the most important points to address.', '[\"Professor possesses strong subject matter expertise and enthusiasm\", \"Course over-reliance on testing limits accessibility for diverse learners\", \"More varied assignments needed to cater to different learning styles\"]\\n\\nThe summary focuses on the core strengths and weaknesses highlighted in the evaluation, prioritizing conciseness and clarity for efficient review.', '[\"Positive assessment of the course\\'s introductory nature\", \"Critique of insufficient real-world application focus\", \"Suggestion for increased emphasis on practical examples\"]\\n\\nThe three points accurately reflect the student\\'s main concerns and suggestions, capturing both positive and negative feedback concisely.']}])"
       ]
      },
      "execution_count": 16,
@@ -1890,25 +2659,255 @@
      "data": {
       "text/html": [
        "\n",
-       "            <div style=\"border: 1px solid #ccc; margin: 10px 0; max-width: 800px;\">\n",
-       "                <div onclick=\"document.getElementById('content-281846b7-e296-48d2-93cc-ac47bb51cb13').style.display = document.getElementById('content-281846b7-e296-48d2-93cc-ac47bb51cb13').style.display === 'none' ? 'block' : 'none';\n",
-       "                             document.getElementById('arrow-281846b7-e296-48d2-93cc-ac47bb51cb13').innerHTML = document.getElementById('content-281846b7-e296-48d2-93cc-ac47bb51cb13').style.display === 'none' ? '▶' : '▼';\"\n",
-       "                     style=\"padding: 10px; background: #f5f5f5; cursor: pointer;\">\n",
-       "                    <span id=\"arrow-281846b7-e296-48d2-93cc-ac47bb51cb13\">▼</span> Remote Job Log (2024-12-14 10:09:15)\n",
+       "            <!-- #region Remove Inference Info -->\n",
+       "            <div id=\"logger-ff0c0d55-02a0-4991-9303-7a04ec65e72f\" class=\"job-logger\">\n",
+       "                <div class=\"job-logger-header\">\n",
+       "                    <span>\n",
+       "                        <span id=\"arrow-ff0c0d55-02a0-4991-9303-7a04ec65e72f\">▼</span> \n",
+       "                        Job Status (2025-01-13 16:49:30)\n",
+       "                    </span>\n",
+       "                </div>\n",
+       "                <div id=\"content-ff0c0d55-02a0-4991-9303-7a04ec65e72f\" style=\"display: block;\">\n",
+       "                    <table class=\"job-logger-table\">\n",
+       "                        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Job UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">71d589e6-f842-4c72-a3f3-e45634370220</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Progress Bar URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\"><a href=\"https://www.expectedparrot.com/home/remote-job-progress/71d589e6-f842-4c72-a3f3-e45634370220\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/home/remote-job-progress/71d589e6-f842-4c72-a3f3-e45634370220</a></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Error Report URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">2a2c0493-2364-4a50-b15d-32cec16cabc3</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "                    </table>\n",
+       "                    \n",
+       "                <div class=\"job-logger-status\">\n",
+       "                    <span style=\"margin-right: 8px;\" class=\"job-logger-success\">✓</span><strong>Current Status:</strong> Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/2a2c0493-2364-4a50-b15d-32cec16cabc3\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/content/2a2c0493-2364-4a50-b15d-32cec16cabc3</a>\n",
        "                </div>\n",
-       "                <div id=\"content-281846b7-e296-48d2-93cc-ac47bb51cb13\" style=\"padding: 10px; display: block;\">\n",
-       "                    <div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Remote inference activated. Sending job to server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Your survey is running at the Expected Parrot server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job sent to server. (Job uuid=f00681f8-c998-4130-889e-2c81d73c3f84).</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job details are available at your Coop account <a href=\"https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">View job progress here: <a href=\"https://www.expectedparrot.com/home/remote-job-progress/f00681f8-c998-4130-889e-2c81d73c3f84\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-job-progress/f00681f8-c998-4130-889e-2c81d73c3f84</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:09:02 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:05 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:08 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:11 AM</div>\n",
-       "<div style=\"border-left: 3px solid #22c55e; padding: 5px 10px; margin: 5px 0;\">Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/5a8186a2-9109-4b85-bd25-e2b161854390\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/content/5a8186a2-9109-4b85-bd25-e2b161854390</a></div>\n",
+       "            \n",
        "                </div>\n",
        "            </div>\n",
+       "            <!-- # endregion -->\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <style>\n",
+       "            /* Base theme variables */\n",
+       "            :root {\n",
+       "                --jl-bg-primary: #ffffff;\n",
+       "                --jl-bg-secondary: #f5f5f5;\n",
+       "                --jl-border-color: #e0e0e0;\n",
+       "                --jl-text-primary: #24292e;\n",
+       "                --jl-text-secondary: #586069;\n",
+       "                --jl-link-color: #0366d6;\n",
+       "                --jl-success-color: #28a745;\n",
+       "                --jl-error-color: #d73a49;\n",
+       "                --jl-header-bg: #f1f1f1;\n",
+       "            }\n",
+       "            \n",
+       "            /* Dark theme variables */\n",
+       "            .theme-dark {\n",
+       "                --jl-bg-primary: #1e1e1e;\n",
+       "                --jl-bg-secondary: #252526;\n",
+       "                --jl-border-color: #2d2d2d;\n",
+       "                --jl-text-primary: #cccccc;\n",
+       "                --jl-text-secondary: #999999;\n",
+       "                --jl-link-color: #4e94ce;\n",
+       "                --jl-success-color: #89d185;\n",
+       "                --jl-error-color: #f14c4c;\n",
+       "                --jl-header-bg: #333333;\n",
+       "            }\n",
+       "\n",
+       "            /* High contrast theme variables */\n",
+       "            .theme-high-contrast {\n",
+       "                --jl-bg-primary: #000000;\n",
+       "                --jl-bg-secondary: #1a1a1a;\n",
+       "                --jl-border-color: #404040;\n",
+       "                --jl-text-primary: #ffffff;\n",
+       "                --jl-text-secondary: #cccccc;\n",
+       "                --jl-link-color: #66b3ff;\n",
+       "                --jl-success-color: #00ff00;\n",
+       "                --jl-error-color: #ff0000;\n",
+       "                --jl-header-bg: #262626;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger {\n",
+       "                font-family: system-ui, -apple-system, sans-serif;\n",
+       "                max-width: 800px;\n",
+       "                margin: 10px 0;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                box-shadow: 0 1px 3px rgba(0,0,0,0.12);\n",
+       "                border-radius: 4px;\n",
+       "                overflow: hidden;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-header {\n",
+       "                padding: 12px 16px;\n",
+       "                background: var(--jl-header-bg);\n",
+       "                border: none;\n",
+       "                border-radius: 4px 4px 0 0;\n",
+       "                cursor: pointer;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                user-select: none;\n",
+       "                font-weight: 500;\n",
+       "                letter-spacing: 0.3px;\n",
+       "                display: flex;\n",
+       "                justify-content: space-between;\n",
+       "                align-items: center;\n",
+       "            }\n",
+       "            \n",
+       "            .theme-select {\n",
+       "                padding: 4px 8px;\n",
+       "                border-radius: 4px;\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.9em;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-table {\n",
+       "                width: 100%;\n",
+       "                border-collapse: separate;\n",
+       "                border-spacing: 0;\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                margin-top: -1px;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-cell {\n",
+       "                padding: 12px 16px;\n",
+       "                border-bottom: 1px solid var(--jl-border-color);\n",
+       "                line-height: 1.4;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-label {\n",
+       "                font-weight: 500;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                width: 25%;\n",
+       "                background: var(--jl-bg-secondary);\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-value {\n",
+       "                color: var(--jl-text-secondary);\n",
+       "                word-break: break-word;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-status {\n",
+       "                margin: 0;\n",
+       "                padding: 12px 16px;\n",
+       "                background-color: var(--jl-bg-secondary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                border-top: none;\n",
+       "                border-radius: 0 0 4px 4px;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.95em;\n",
+       "            }\n",
+       "        </style>\n",
+       "        \n",
+       "        <script>\n",
+       "            class ThemeManager {\n",
+       "                constructor(logId, initialTheme = 'auto') {\n",
+       "                    this.logId = logId;\n",
+       "                    this.currentTheme = initialTheme;\n",
+       "                    this.darkModeMediaQuery = window.matchMedia('(prefers-color-scheme: dark)');\n",
+       "                    this.init();\n",
+       "                }\n",
+       "                \n",
+       "                init() {\n",
+       "                    this.setupThemeSwitcher();\n",
+       "                    this.updateTheme(this.currentTheme);\n",
+       "                    \n",
+       "                    this.darkModeMediaQuery.addListener(() => {\n",
+       "                        if (this.currentTheme === 'auto') {\n",
+       "                            this.updateTheme('auto');\n",
+       "                        }\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                setupThemeSwitcher() {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    const switcher = document.createElement('div');\n",
+       "                    switcher.className = 'theme-switcher';\n",
+       "                    switcher.innerHTML = `\n",
+       "                        <select id=\"theme-select-${this.logId}\" class=\"theme-select\">\n",
+       "                            <option value=\"auto\">Auto</option>\n",
+       "                            <option value=\"light\">Light</option>\n",
+       "                            <option value=\"dark\">Dark</option>\n",
+       "                            <option value=\"high-contrast\">High Contrast</option>\n",
+       "                        </select>\n",
+       "                    `;\n",
+       "                    \n",
+       "                    const header = logger.querySelector('.job-logger-header');\n",
+       "                    header.appendChild(switcher);\n",
+       "                    \n",
+       "                    const select = switcher.querySelector('select');\n",
+       "                    select.value = this.currentTheme;\n",
+       "                    select.addEventListener('change', (e) => {\n",
+       "                        this.updateTheme(e.target.value);\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                updateTheme(theme) {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    this.currentTheme = theme;\n",
+       "                    \n",
+       "                    logger.classList.remove('theme-light', 'theme-dark', 'theme-high-contrast');\n",
+       "                    \n",
+       "                    if (theme === 'auto') {\n",
+       "                        const isDark = this.darkModeMediaQuery.matches;\n",
+       "                        logger.classList.add(isDark ? 'theme-dark' : 'theme-light');\n",
+       "                    } else {\n",
+       "                        logger.classList.add(`theme-${theme}`);\n",
+       "                    }\n",
+       "                    \n",
+       "                    try {\n",
+       "                        localStorage.setItem('jobLoggerTheme', theme);\n",
+       "                    } catch (e) {\n",
+       "                        console.warn('Unable to save theme preference:', e);\n",
+       "                    }\n",
+       "                }\n",
+       "            }\n",
+       "            \n",
+       "            window.initThemeManager = (logId, initialTheme) => {\n",
+       "                new ThemeManager(logId, initialTheme);\n",
+       "            };\n",
+       "        </script>\n",
+       "        \n",
+       "        <script>\n",
+       "            document.addEventListener('DOMContentLoaded', () => {\n",
+       "                window.initThemeManager('ff0c0d55-02a0-4991-9303-7a04ec65e72f', 'auto');\n",
+       "            });\n",
+       "        </script>\n",
        "        "
       ],
       "text/plain": [
@@ -1921,16 +2920,16 @@
     {
      "data": {
       "text/plain": [
-       "['Engaging and informative course',\n",
-       " 'Effective simplification of complex concepts',\n",
-       " 'Need for more real-world applications',\n",
-       " 'Desire for more practical and varied assignments',\n",
-       " \"Appreciation for professor's enthusiasm and support\",\n",
-       " 'Course content organization and clarity',\n",
-       " 'Need for more interactive and dynamic lectures',\n",
-       " 'Appreciation for diversity in perspectives',\n",
-       " 'Challenges with textbook complexity',\n",
-       " 'Balance between theory and practical examples']"
+       "['Engaging and informative course content',\n",
+       " 'Effective explanation of complex concepts',\n",
+       " 'Need for more real-world examples and applications',\n",
+       " 'Excellent instruction and enthusiasm',\n",
+       " 'Desire for more varied and accessible learning materials',\n",
+       " 'Well-organized course content',\n",
+       " 'Constructive feedback on assignments',\n",
+       " 'Appreciated analytical rigor and diverse perspectives',\n",
+       " 'Suggestions for improvement: visual aids and guest lecturers',\n",
+       " 'Fair exams and valuable project applications']"
       ]
      },
      "execution_count": 19,
@@ -1985,25 +2984,51 @@
      "data": {
       "text/html": [
        "\n",
-       "            <div style=\"border: 1px solid #ccc; margin: 10px 0; max-width: 800px;\">\n",
-       "                <div onclick=\"document.getElementById('content-19b1e436-0a55-48c4-aae6-10a7215df39e').style.display = document.getElementById('content-19b1e436-0a55-48c4-aae6-10a7215df39e').style.display === 'none' ? 'block' : 'none';\n",
-       "                             document.getElementById('arrow-19b1e436-0a55-48c4-aae6-10a7215df39e').innerHTML = document.getElementById('content-19b1e436-0a55-48c4-aae6-10a7215df39e').style.display === 'none' ? '▶' : '▼';\"\n",
-       "                     style=\"padding: 10px; background: #f5f5f5; cursor: pointer;\">\n",
-       "                    <span id=\"arrow-19b1e436-0a55-48c4-aae6-10a7215df39e\">▼</span> Remote Job Log (2024-12-14 10:09:40)\n",
+       "            <!-- #region Remove Inference Info -->\n",
+       "            <div id=\"logger-9b50f3f7-0d6f-451d-852c-622bc1c84473\" class=\"job-logger\">\n",
+       "                <div class=\"job-logger-header\">\n",
+       "                    <span>\n",
+       "                        <span id=\"arrow-9b50f3f7-0d6f-451d-852c-622bc1c84473\">▼</span> \n",
+       "                        Job Status (2025-01-13 16:50:06)\n",
+       "                    </span>\n",
        "                </div>\n",
-       "                <div id=\"content-19b1e436-0a55-48c4-aae6-10a7215df39e\" style=\"padding: 10px; display: block;\">\n",
-       "                    <div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Remote inference activated. Sending job to server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Your survey is running at the Expected Parrot server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job sent to server. (Job uuid=99cfb536-2588-48d5-b5e8-70b365dbad03).</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job details are available at your Coop account <a href=\"https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">View job progress here: <a href=\"https://www.expectedparrot.com/home/remote-job-progress/99cfb536-2588-48d5-b5e8-70b365dbad03\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-job-progress/99cfb536-2588-48d5-b5e8-70b365dbad03</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:09:27 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:30 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:33 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:09:37 AM</div>\n",
-       "<div style=\"border-left: 3px solid #22c55e; padding: 5px 10px; margin: 5px 0;\">Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/cab4eec7-f445-450c-90a5-588eb80ea8d5\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/content/cab4eec7-f445-450c-90a5-588eb80ea8d5</a></div>\n",
+       "                <div id=\"content-9b50f3f7-0d6f-451d-852c-622bc1c84473\" style=\"display: block;\">\n",
+       "                    <table class=\"job-logger-table\">\n",
+       "                        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Job UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">141752af-2db7-4896-9445-83d272105d1d</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Progress Bar URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\"><a href=\"https://www.expectedparrot.com/home/remote-job-progress/141752af-2db7-4896-9445-83d272105d1d\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/home/remote-job-progress/141752af-2db7-4896-9445-83d272105d1d</a></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Error Report URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">7a9b833b-b952-431c-b7b0-9ab8321b6a86</td>\n",
+       "            </tr>\n",
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+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "                    </table>\n",
+       "                    \n",
+       "                <div class=\"job-logger-status\">\n",
+       "                    <span style=\"margin-right: 8px;\" class=\"job-logger-success\">✓</span><strong>Current Status:</strong> Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/7a9b833b-b952-431c-b7b0-9ab8321b6a86\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/content/7a9b833b-b952-431c-b7b0-9ab8321b6a86</a>\n",
+       "                </div>\n",
+       "            \n",
        "                </div>\n",
        "            </div>\n",
+       "            <!-- # endregion -->\n",
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        "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
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+       "#T_91b6a_row0_col0, #T_91b6a_row0_col1, #T_91b6a_row1_col0, #T_91b6a_row1_col1, #T_91b6a_row2_col0, #T_91b6a_row2_col1, #T_91b6a_row3_col0, #T_91b6a_row3_col1, #T_91b6a_row4_col0, #T_91b6a_row4_col1, #T_91b6a_row5_col0, #T_91b6a_row5_col1, #T_91b6a_row6_col0, #T_91b6a_row6_col1, #T_91b6a_row7_col0, #T_91b6a_row7_col1, #T_91b6a_row8_col0, #T_91b6a_row8_col1, #T_91b6a_row9_col0, #T_91b6a_row9_col1 {\n",
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-       "<thead>\n",
-       "<tr><th>scenario.evaluation                                                                                                                                                                                                                                                                  </th><th>answer.themes_list                                                                                                                        </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.        </td><td>[&#x27;Engaging and informative course&#x27;, &#x27;Effective simplification of complex concepts&#x27;]                                                       </td></tr>\n",
-       "<tr><td>This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.                                  </td><td>[&#x27;Need for more real-world applications&#x27;, &#x27;Need for more interactive and dynamic lectures&#x27;]                                               </td></tr>\n",
-       "<tr><td>Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.                                                  </td><td>[&#x27;Engaging and informative course&#x27;, &#x27;Effective simplification of complex concepts&#x27;, &quot;Appreciation for professor&#x27;s enthusiasm and support&quot;]</td></tr>\n",
-       "<tr><td>As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.        </td><td>[&#x27;Need for more real-world applications&#x27;, &#x27;Balance between theory and practical examples&#x27;]                                                </td></tr>\n",
-       "<tr><td>I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td><td>[&#x27;Engaging and informative course&#x27;, &#x27;Desire for more practical and varied assignments&#x27;]                                                   </td></tr>\n",
-       "<tr><td>The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.                                              </td><td>[&#x27;Course content organization and clarity&#x27;, &#x27;Need for more interactive and dynamic lectures&#x27;]                                             </td></tr>\n",
-       "<tr><td>This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.                                    </td><td>[&#x27;Engaging and informative course&#x27;, &#x27;Appreciation for diversity in perspectives&#x27;, &#x27;Balance between theory and practical examples&#x27;]        </td></tr>\n",
-       "<tr><td>I found the textbook to be overly complex for an introductory course. It often used jargon that hadn&#x27;t been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.               </td><td>[&#x27;Course content organization and clarity&#x27;, &#x27;Challenges with textbook complexity&#x27;]                                                        </td></tr>\n",
-       "<tr><td>The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.   </td><td>[&#x27;Desire for more practical and varied assignments&#x27;, &quot;Appreciation for professor&#x27;s enthusiasm and support&quot;]                               </td></tr>\n",
-       "<tr><td>This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.     </td><td>[&#x27;Need for more real-world applications&#x27;, &#x27;Balance between theory and practical examples&#x27;]                                                </td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_91b6a\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_91b6a_level0_col0\" class=\"col_heading level0 col0\" >scenario.evaluation</th>\n",
+       "      <th id=\"T_91b6a_level0_col1\" class=\"col_heading level0 col1\" >answer.themes_list</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_91b6a_row0_col0\" class=\"data row0 col0\" >I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.</td>\n",
+       "      <td id=\"T_91b6a_row0_col1\" class=\"data row0 col1\" >['Engaging and informative course content', 'Effective explanation of complex concepts']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_91b6a_row1_col0\" class=\"data row1 col0\" >This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.</td>\n",
+       "      <td id=\"T_91b6a_row1_col1\" class=\"data row1 col1\" >['Need for more real-world examples and applications', 'Desire for more varied and accessible learning materials']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_91b6a_row2_col0\" class=\"data row2 col0\" >Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.</td>\n",
+       "      <td id=\"T_91b6a_row2_col1\" class=\"data row2 col1\" >['Engaging and informative course content', 'Excellent instruction and enthusiasm']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_91b6a_row3_col0\" class=\"data row3 col0\" >As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.</td>\n",
+       "      <td id=\"T_91b6a_row3_col1\" class=\"data row3 col1\" >['Need for more real-world examples and applications', 'Appreciated analytical rigor and diverse perspectives']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_91b6a_row4_col0\" class=\"data row4 col0\" >I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td>\n",
+       "      <td id=\"T_91b6a_row4_col1\" class=\"data row4 col1\" >['Engaging and informative course content', 'Constructive feedback on assignments', 'Fair exams and valuable project applications']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_91b6a_row5_col0\" class=\"data row5 col0\" >The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.</td>\n",
+       "      <td id=\"T_91b6a_row5_col1\" class=\"data row5 col1\" >['Well-organized course content', 'Suggestions for improvement: visual aids and guest lecturers']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_91b6a_row6_col0\" class=\"data row6 col0\" >This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.</td>\n",
+       "      <td id=\"T_91b6a_row6_col1\" class=\"data row6 col1\" >['Engaging and informative course content', 'Appreciated analytical rigor and diverse perspectives', 'Fair exams and valuable project applications']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_91b6a_row7_col0\" class=\"data row7 col0\" >I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.</td>\n",
+       "      <td id=\"T_91b6a_row7_col1\" class=\"data row7 col1\" >['Effective explanation of complex concepts', 'Desire for more varied and accessible learning materials']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_91b6a_row8_col0\" class=\"data row8 col0\" >The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.</td>\n",
+       "      <td id=\"T_91b6a_row8_col1\" class=\"data row8 col1\" >['Excellent instruction and enthusiasm', 'Desire for more varied and accessible learning materials']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91b6a_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_91b6a_row9_col0\" class=\"data row9 col0\" >This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.</td>\n",
+       "      <td id=\"T_91b6a_row9_col1\" class=\"data row9 col1\" >['Need for more real-world examples and applications']</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'scenario.evaluation': ['I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.']}, {'answer.themes_list': [['Engaging and informative course', 'Effective simplification of complex concepts'], ['Need for more real-world applications', 'Need for more interactive and dynamic lectures'], ['Engaging and informative course', 'Effective simplification of complex concepts', \"Appreciation for professor's enthusiasm and support\"], ['Need for more real-world applications', 'Balance between theory and practical examples'], ['Engaging and informative course', 'Desire for more practical and varied assignments'], ['Course content organization and clarity', 'Need for more interactive and dynamic lectures'], ['Engaging and informative course', 'Appreciation for diversity in perspectives', 'Balance between theory and practical examples'], ['Course content organization and clarity', 'Challenges with textbook complexity'], ['Desire for more practical and varied assignments', \"Appreciation for professor's enthusiasm and support\"], ['Need for more real-world applications', 'Balance between theory and practical examples']]}])"
+       "Dataset([{'scenario.evaluation': ['I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.']}, {'answer.themes_list': [['Engaging and informative course content', 'Effective explanation of complex concepts'], ['Need for more real-world examples and applications', 'Desire for more varied and accessible learning materials'], ['Engaging and informative course content', 'Excellent instruction and enthusiasm'], ['Need for more real-world examples and applications', 'Appreciated analytical rigor and diverse perspectives'], ['Engaging and informative course content', 'Constructive feedback on assignments', 'Fair exams and valuable project applications'], ['Well-organized course content', 'Suggestions for improvement: visual aids and guest lecturers'], ['Engaging and informative course content', 'Appreciated analytical rigor and diverse perspectives', 'Fair exams and valuable project applications'], ['Effective explanation of complex concepts', 'Desire for more varied and accessible learning materials'], ['Excellent instruction and enthusiasm', 'Desire for more varied and accessible learning materials'], ['Need for more real-world examples and applications']]}])"
       ]
      },
      "execution_count": 21,
@@ -2148,129 +3340,135 @@
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+       "<p><a href='https://docs.expectedparrot.com/en/latest/scenarios.html#scenariolist'>ScenarioList</a> scenarios: 21; keys: ['theme', 'evaluation'];</p>\n",
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-       "<thead>\n",
-       "<tr><th>evaluation                                                                                                                                                                                                                                                                           </th><th>theme                                              </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.        </td><td>Engaging and informative course                    </td></tr>\n",
-       "<tr><td>I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.        </td><td>Effective simplification of complex concepts       </td></tr>\n",
-       "<tr><td>This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.                                  </td><td>Need for more real-world applications              </td></tr>\n",
-       "<tr><td>This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.                                  </td><td>Need for more interactive and dynamic lectures     </td></tr>\n",
-       "<tr><td>Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.                                                  </td><td>Engaging and informative course                    </td></tr>\n",
-       "<tr><td>Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.                                                  </td><td>Effective simplification of complex concepts       </td></tr>\n",
-       "<tr><td>Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.                                                  </td><td>Appreciation for professor&#x27;s enthusiasm and support</td></tr>\n",
-       "<tr><td>As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.        </td><td>Need for more real-world applications              </td></tr>\n",
-       "<tr><td>As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.        </td><td>Balance between theory and practical examples      </td></tr>\n",
-       "<tr><td>I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td><td>Engaging and informative course                    </td></tr>\n",
-       "<tr><td>I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td><td>Desire for more practical and varied assignments   </td></tr>\n",
-       "<tr><td>The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.                                              </td><td>Course content organization and clarity            </td></tr>\n",
-       "<tr><td>The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.                                              </td><td>Need for more interactive and dynamic lectures     </td></tr>\n",
-       "<tr><td>This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.                                    </td><td>Engaging and informative course                    </td></tr>\n",
-       "<tr><td>This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.                                    </td><td>Appreciation for diversity in perspectives         </td></tr>\n",
-       "<tr><td>This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.                                    </td><td>Balance between theory and practical examples      </td></tr>\n",
-       "<tr><td>I found the textbook to be overly complex for an introductory course. It often used jargon that hadn&#x27;t been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.               </td><td>Course content organization and clarity            </td></tr>\n",
-       "<tr><td>I found the textbook to be overly complex for an introductory course. It often used jargon that hadn&#x27;t been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.               </td><td>Challenges with textbook complexity                </td></tr>\n",
-       "<tr><td>The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.   </td><td>Desire for more practical and varied assignments   </td></tr>\n",
-       "<tr><td>The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.   </td><td>Appreciation for professor&#x27;s enthusiasm and support</td></tr>\n",
-       "<tr><td>This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.     </td><td>Need for more real-world applications              </td></tr>\n",
-       "<tr><td>This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.     </td><td>Balance between theory and practical examples      </td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_1a953\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_1a953_level0_col0\" class=\"col_heading level0 col0\" >evaluation</th>\n",
+       "      <th id=\"T_1a953_level0_col1\" class=\"col_heading level0 col1\" >theme</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_1a953_row0_col0\" class=\"data row0 col0\" >I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.</td>\n",
+       "      <td id=\"T_1a953_row0_col1\" class=\"data row0 col1\" >Engaging and informative course content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_1a953_row1_col0\" class=\"data row1 col0\" >I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.</td>\n",
+       "      <td id=\"T_1a953_row1_col1\" class=\"data row1 col1\" >Effective explanation of complex concepts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_1a953_row2_col0\" class=\"data row2 col0\" >This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.</td>\n",
+       "      <td id=\"T_1a953_row2_col1\" class=\"data row2 col1\" >Need for more real-world examples and applications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_1a953_row3_col0\" class=\"data row3 col0\" >This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.</td>\n",
+       "      <td id=\"T_1a953_row3_col1\" class=\"data row3 col1\" >Desire for more varied and accessible learning materials</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_1a953_row4_col0\" class=\"data row4 col0\" >Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.</td>\n",
+       "      <td id=\"T_1a953_row4_col1\" class=\"data row4 col1\" >Engaging and informative course content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_1a953_row5_col0\" class=\"data row5 col0\" >Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.</td>\n",
+       "      <td id=\"T_1a953_row5_col1\" class=\"data row5 col1\" >Excellent instruction and enthusiasm</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_1a953_row6_col0\" class=\"data row6 col0\" >As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.</td>\n",
+       "      <td id=\"T_1a953_row6_col1\" class=\"data row6 col1\" >Need for more real-world examples and applications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_1a953_row7_col0\" class=\"data row7 col0\" >As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.</td>\n",
+       "      <td id=\"T_1a953_row7_col1\" class=\"data row7 col1\" >Appreciated analytical rigor and diverse perspectives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_1a953_row8_col0\" class=\"data row8 col0\" >I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td>\n",
+       "      <td id=\"T_1a953_row8_col1\" class=\"data row8 col1\" >Engaging and informative course content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_1a953_row9_col0\" class=\"data row9 col0\" >I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td>\n",
+       "      <td id=\"T_1a953_row9_col1\" class=\"data row9 col1\" >Constructive feedback on assignments</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
+       "      <td id=\"T_1a953_row10_col0\" class=\"data row10 col0\" >I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td>\n",
+       "      <td id=\"T_1a953_row10_col1\" class=\"data row10 col1\" >Fair exams and valuable project applications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
+       "      <td id=\"T_1a953_row11_col0\" class=\"data row11 col0\" >The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.</td>\n",
+       "      <td id=\"T_1a953_row11_col1\" class=\"data row11 col1\" >Well-organized course content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
+       "      <td id=\"T_1a953_row12_col0\" class=\"data row12 col0\" >The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.</td>\n",
+       "      <td id=\"T_1a953_row12_col1\" class=\"data row12 col1\" >Suggestions for improvement: visual aids and guest lecturers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
+       "      <td id=\"T_1a953_row13_col0\" class=\"data row13 col0\" >This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.</td>\n",
+       "      <td id=\"T_1a953_row13_col1\" class=\"data row13 col1\" >Engaging and informative course content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
+       "      <td id=\"T_1a953_row14_col0\" class=\"data row14 col0\" >This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.</td>\n",
+       "      <td id=\"T_1a953_row14_col1\" class=\"data row14 col1\" >Appreciated analytical rigor and diverse perspectives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
+       "      <td id=\"T_1a953_row15_col0\" class=\"data row15 col0\" >This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.</td>\n",
+       "      <td id=\"T_1a953_row15_col1\" class=\"data row15 col1\" >Fair exams and valuable project applications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
+       "      <td id=\"T_1a953_row16_col0\" class=\"data row16 col0\" >I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.</td>\n",
+       "      <td id=\"T_1a953_row16_col1\" class=\"data row16 col1\" >Effective explanation of complex concepts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
+       "      <td id=\"T_1a953_row17_col0\" class=\"data row17 col0\" >I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.</td>\n",
+       "      <td id=\"T_1a953_row17_col1\" class=\"data row17 col1\" >Desire for more varied and accessible learning materials</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
+       "      <td id=\"T_1a953_row18_col0\" class=\"data row18 col0\" >The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.</td>\n",
+       "      <td id=\"T_1a953_row18_col1\" class=\"data row18 col1\" >Excellent instruction and enthusiasm</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
+       "      <td id=\"T_1a953_row19_col0\" class=\"data row19 col0\" >The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.</td>\n",
+       "      <td id=\"T_1a953_row19_col1\" class=\"data row19 col1\" >Desire for more varied and accessible learning materials</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1a953_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
+       "      <td id=\"T_1a953_row20_col0\" class=\"data row20 col0\" >This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.</td>\n",
+       "      <td id=\"T_1a953_row20_col1\" class=\"data row20 col1\" >Need for more real-world examples and applications</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "ScenarioList([Scenario({'evaluation': 'I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'theme': 'Engaging and informative course'}), Scenario({'evaluation': 'I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'theme': 'Effective simplification of complex concepts'}), Scenario({'evaluation': 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'theme': 'Need for more real-world applications'}), Scenario({'evaluation': 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'theme': 'Need for more interactive and dynamic lectures'}), Scenario({'evaluation': 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'theme': 'Engaging and informative course'}), Scenario({'evaluation': 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'theme': 'Effective simplification of complex concepts'}), Scenario({'evaluation': 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'theme': \"Appreciation for professor's enthusiasm and support\"}), Scenario({'evaluation': 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'theme': 'Need for more real-world applications'}), Scenario({'evaluation': 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'theme': 'Balance between theory and practical examples'}), Scenario({'evaluation': 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'theme': 'Engaging and informative course'}), Scenario({'evaluation': 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'theme': 'Desire for more practical and varied assignments'}), Scenario({'evaluation': 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'theme': 'Course content organization and clarity'}), Scenario({'evaluation': 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'theme': 'Need for more interactive and dynamic lectures'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Engaging and informative course'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Appreciation for diversity in perspectives'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Balance between theory and practical examples'}), Scenario({'evaluation': \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'theme': 'Course content organization and clarity'}), Scenario({'evaluation': \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'theme': 'Challenges with textbook complexity'}), Scenario({'evaluation': 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'theme': 'Desire for more practical and varied assignments'}), Scenario({'evaluation': 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'theme': \"Appreciation for professor's enthusiasm and support\"}), Scenario({'evaluation': 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.', 'theme': 'Need for more real-world applications'}), Scenario({'evaluation': 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.', 'theme': 'Balance between theory and practical examples'})])"
+       "ScenarioList([Scenario({'evaluation': 'I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'theme': 'Engaging and informative course content'}), Scenario({'evaluation': 'I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'theme': 'Effective explanation of complex concepts'}), Scenario({'evaluation': 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'theme': 'Need for more real-world examples and applications'}), Scenario({'evaluation': 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'theme': 'Desire for more varied and accessible learning materials'}), Scenario({'evaluation': 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'theme': 'Engaging and informative course content'}), Scenario({'evaluation': 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'theme': 'Excellent instruction and enthusiasm'}), Scenario({'evaluation': 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'theme': 'Need for more real-world examples and applications'}), Scenario({'evaluation': 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'theme': 'Appreciated analytical rigor and diverse perspectives'}), Scenario({'evaluation': 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'theme': 'Engaging and informative course content'}), Scenario({'evaluation': 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'theme': 'Constructive feedback on assignments'}), Scenario({'evaluation': 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'theme': 'Fair exams and valuable project applications'}), Scenario({'evaluation': 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'theme': 'Well-organized course content'}), Scenario({'evaluation': 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'theme': 'Suggestions for improvement: visual aids and guest lecturers'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Engaging and informative course content'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Appreciated analytical rigor and diverse perspectives'}), Scenario({'evaluation': 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', 'theme': 'Fair exams and valuable project applications'}), Scenario({'evaluation': \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'theme': 'Effective explanation of complex concepts'}), Scenario({'evaluation': \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'theme': 'Desire for more varied and accessible learning materials'}), Scenario({'evaluation': 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'theme': 'Excellent instruction and enthusiasm'}), Scenario({'evaluation': 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'theme': 'Desire for more varied and accessible learning materials'}), Scenario({'evaluation': 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.', 'theme': 'Need for more real-world examples and applications'})])"
       ]
      },
      "execution_count": 22,
@@ -2293,116 +3491,99 @@
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-       "            <div class=\"scroll-table-wrapper\">\n",
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-       "<thead>\n",
-       "<tr><th>theme                                              </th><th style=\"text-align: right;\">  count</th></tr>\n",
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-       "<tr><td>Engaging and informative course                    </td><td style=\"text-align: right;\">      4</td></tr>\n",
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+       "</style>\n",
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+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_95994_level0_col0\" class=\"col_heading level0 col0\" >theme</th>\n",
+       "      <th id=\"T_95994_level0_col1\" class=\"col_heading level0 col1\" >count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_95994_row0_col0\" class=\"data row0 col0\" >Engaging and informative course content</td>\n",
+       "      <td id=\"T_95994_row0_col1\" class=\"data row0 col1\" >4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_95994_row1_col0\" class=\"data row1 col0\" >Need for more real-world examples and applications</td>\n",
+       "      <td id=\"T_95994_row1_col1\" class=\"data row1 col1\" >3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_95994_row2_col0\" class=\"data row2 col0\" >Desire for more varied and accessible learning materials</td>\n",
+       "      <td id=\"T_95994_row2_col1\" class=\"data row2 col1\" >3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_95994_row3_col0\" class=\"data row3 col0\" >Effective explanation of complex concepts</td>\n",
+       "      <td id=\"T_95994_row3_col1\" class=\"data row3 col1\" >2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_95994_row4_col0\" class=\"data row4 col0\" >Excellent instruction and enthusiasm</td>\n",
+       "      <td id=\"T_95994_row4_col1\" class=\"data row4 col1\" >2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_95994_row5_col0\" class=\"data row5 col0\" >Appreciated analytical rigor and diverse perspectives</td>\n",
+       "      <td id=\"T_95994_row5_col1\" class=\"data row5 col1\" >2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_95994_row6_col0\" class=\"data row6 col0\" >Fair exams and valuable project applications</td>\n",
+       "      <td id=\"T_95994_row6_col1\" class=\"data row6 col1\" >2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_95994_row7_col0\" class=\"data row7 col0\" >Constructive feedback on assignments</td>\n",
+       "      <td id=\"T_95994_row7_col1\" class=\"data row7 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_95994_row8_col0\" class=\"data row8 col0\" >Well-organized course content</td>\n",
+       "      <td id=\"T_95994_row8_col1\" class=\"data row8 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_95994_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_95994_row9_col0\" class=\"data row9 col0\" >Suggestions for improvement: visual aids and guest lecturers</td>\n",
+       "      <td id=\"T_95994_row9_col1\" class=\"data row9 col1\" >1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'theme': ['Engaging and informative course', 'Need for more real-world applications', 'Balance between theory and practical examples', 'Effective simplification of complex concepts', 'Need for more interactive and dynamic lectures', \"Appreciation for professor's enthusiasm and support\", 'Desire for more practical and varied assignments', 'Course content organization and clarity', 'Appreciation for diversity in perspectives', 'Challenges with textbook complexity']}, {'count': [4, 3, 3, 2, 2, 2, 2, 2, 1, 1]}])"
+       "Dataset([{'theme': ['Engaging and informative course content', 'Need for more real-world examples and applications', 'Desire for more varied and accessible learning materials', 'Effective explanation of complex concepts', 'Excellent instruction and enthusiasm', 'Appreciated analytical rigor and diverse perspectives', 'Fair exams and valuable project applications', 'Constructive feedback on assignments', 'Well-organized course content', 'Suggestions for improvement: visual aids and guest lecturers']}, {'count': [4, 3, 3, 2, 2, 2, 2, 1, 1, 1]}])"
       ]
      },
      "execution_count": 23,
@@ -2432,165 +3613,177 @@
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+       "            <div style=\"max-height: 500px; overflow-y: auto;\">\n",
+       "                <style type=\"text/css\">\n",
+       "#T_db246_row0_col0, #T_db246_row1_col0, #T_db246_row2_col0, #T_db246_row3_col0, #T_db246_row4_col0, #T_db246_row5_col0, #T_db246_row6_col0, #T_db246_row7_col0, #T_db246_row8_col0, #T_db246_row9_col0, #T_db246_row10_col0, #T_db246_row11_col0, #T_db246_row12_col0, #T_db246_row13_col0, #T_db246_row14_col0, #T_db246_row15_col0, #T_db246_row16_col0, #T_db246_row17_col0, #T_db246_row18_col0, #T_db246_row19_col0, #T_db246_row20_col0, #T_db246_row21_col0, #T_db246_row22_col0, #T_db246_row23_col0, #T_db246_row24_col0, #T_db246_row25_col0, #T_db246_row26_col0, #T_db246_row27_col0, #T_db246_row28_col0, #T_db246_row29_col0 {\n",
+       "  text-align: left;\n",
        "}\n",
-       "        </style>\n",
-       "        <div class=\"table-container\">\n",
-       "            <div class=\"scroll-table-wrapper\">\n",
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-       "<thead>\n",
-       "<tr><th>0                                                            </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>Adjust the pacing of the lectures                            </td></tr>\n",
-       "<tr><td>Provide additional resources or summaries for weekly readings</td></tr>\n",
-       "<tr><td>Incorporate more review sessions or Q&amp;A periods              </td></tr>\n",
-       "<tr><td>Incorporate more real-world applications                     </td></tr>\n",
-       "<tr><td>Use current events to illustrate concepts                    </td></tr>\n",
-       "<tr><td>Enhance engagement with interactive activities               </td></tr>\n",
-       "<tr><td>Increase variety of teaching methods                         </td></tr>\n",
-       "<tr><td>Provide more real-world examples                             </td></tr>\n",
-       "<tr><td>Enhance feedback on assignments                              </td></tr>\n",
-       "<tr><td>Incorporate real-world case studies into lectures            </td></tr>\n",
-       "<tr><td>Facilitate class discussions on current economic events      </td></tr>\n",
-       "<tr><td>Assign projects that apply theories to contemporary issues   </td></tr>\n",
-       "<tr><td>Provide more detailed feedback on assignments                </td></tr>\n",
-       "<tr><td>Incorporate more real-life problem-solving exercises         </td></tr>\n",
-       "<tr><td>Ensure group projects are effectively facilitated            </td></tr>\n",
-       "<tr><td>Incorporate more visual aids into lectures                   </td></tr>\n",
-       "<tr><td>Invite guest speakers from industry                          </td></tr>\n",
-       "<tr><td>Engage students with interactive activities                  </td></tr>\n",
-       "<tr><td>Increase opportunities for student participation             </td></tr>\n",
-       "<tr><td>Enhance feedback on assignments                              </td></tr>\n",
-       "<tr><td>Incorporate more interactive digital tools                   </td></tr>\n",
-       "<tr><td>Select a more accessible textbook for introductory students  </td></tr>\n",
-       "<tr><td>Provide supplemental materials that clarify textbook jargon  </td></tr>\n",
-       "<tr><td>Incorporate more lecture time to explain complex concepts    </td></tr>\n",
-       "<tr><td>Incorporate diverse assessment methods                       </td></tr>\n",
-       "<tr><td>Include project-based assignments                            </td></tr>\n",
-       "<tr><td>Offer optional creative assignments                          </td></tr>\n",
-       "<tr><td>Incorporate more real-world case studies                     </td></tr>\n",
-       "<tr><td>Facilitate class discussions on current economic events      </td></tr>\n",
-       "<tr><td>Include practical applications in assignments                </td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_db246\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_db246_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_db246_row0_col0\" class=\"data row0 col0\" >Adjust the pace of lectures and incorporate more opportunities for student engagement.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_db246_row1_col0\" class=\"data row1 col0\" >Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_db246_row2_col0\" class=\"data row2 col0\" >Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_db246_row3_col0\" class=\"data row3 col0\" >Incorporate more real-world examples and case studies</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_db246_row4_col0\" class=\"data row4 col0\" >Connect course material to current events</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_db246_row5_col0\" class=\"data row5 col0\" >Develop more engaging teaching methods to improve student comprehension</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_db246_row6_col0\" class=\"data row6 col0\" >Consider incorporating more diverse case studies</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_db246_row7_col0\" class=\"data row7 col0\" >Explore alternative assessment methods to gauge deeper understanding beyond practical assignments</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_db246_row8_col0\" class=\"data row8 col0\" >Enhance online resources and accessibility for students with varying learning styles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_db246_row9_col0\" class=\"data row9 col0\" >Incorporate real-world case studies into lectures</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
+       "      <td id=\"T_db246_row10_col0\" class=\"data row10 col0\" >Dedicate class time for discussions linking theoretical concepts to current events</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
+       "      <td id=\"T_db246_row11_col0\" class=\"data row11 col0\" >Assign application-based problem sets or projects</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
+       "      <td id=\"T_db246_row12_col0\" class=\"data row12 col0\" >Enhance feedback detail on assignments</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
+       "      <td id=\"T_db246_row13_col0\" class=\"data row13 col0\" >Consider providing more specific rubric criteria</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
+       "      <td id=\"T_db246_row14_col0\" class=\"data row14 col0\" >Explore alternative assessment methods to complement group projects</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
+       "      <td id=\"T_db246_row15_col0\" class=\"data row15 col0\" >Incorporate more visual aids into lectures</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
+       "      <td id=\"T_db246_row16_col0\" class=\"data row16 col0\" >Consider inviting guest lecturers from the industry</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
+       "      <td id=\"T_db246_row17_col0\" class=\"data row17 col0\" >Review lecture delivery to improve clarity and engagement</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
+       "      <td id=\"T_db246_row18_col0\" class=\"data row18 col0\" >Increase quantitative problem sets</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
+       "      <td id=\"T_db246_row19_col0\" class=\"data row19 col0\" >Explore alternative assessment methods alongside exams</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
+       "      <td id=\"T_db246_row20_col0\" class=\"data row20 col0\" >Incorporate more interactive class discussions</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
+       "      <td id=\"T_db246_row21_col0\" class=\"data row21 col0\" >Simplify textbook selection or supplement with clearer materials</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
+       "      <td id=\"T_db246_row22_col0\" class=\"data row22 col0\" >Incorporate textbook jargon into lectures with explicit definitions</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
+       "      <td id=\"T_db246_row23_col0\" class=\"data row23 col0\" >Designate additional time for clarifying complex concepts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
+       "      <td id=\"T_db246_row24_col0\" class=\"data row24 col0\" >Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
+       "      <td id=\"T_db246_row25_col0\" class=\"data row25 col0\" >Explore alternative ways to evaluate understanding beyond high-stakes exams</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
+       "      <td id=\"T_db246_row26_col0\" class=\"data row26 col0\" >Design assignments catering to varied learning styles and preferences</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
+       "      <td id=\"T_db246_row27_col0\" class=\"data row27 col0\" >Incorporate more case studies illustrating real-world applications of economic theories</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
+       "      <td id=\"T_db246_row28_col0\" class=\"data row28 col0\" >Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_db246_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
+       "      <td id=\"T_db246_row29_col0\" class=\"data row29 col0\" >Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "PrettyList(['Adjust the pacing of the lectures',\n",
-       "            'Provide additional resources or summaries for weekly readings',\n",
-       "            'Incorporate more review sessions or Q&A periods',\n",
-       "            'Incorporate more real-world applications',\n",
-       "            'Use current events to illustrate concepts',\n",
-       "            'Enhance engagement with interactive activities',\n",
-       "            'Increase variety of teaching methods',\n",
-       "            'Provide more real-world examples',\n",
-       "            'Enhance feedback on assignments',\n",
+       "PrettyList(['Adjust the pace of lectures and incorporate more opportunities for student engagement.',\n",
+       "            'Provide more structured guidance on tackling the weekly readings, perhaps by suggesting specific questions to consider.',\n",
+       "            'Consider offering supplemental resources, such as online tutorials or practice problems, to reinforce concepts.',\n",
+       "            'Incorporate more real-world examples and case studies',\n",
+       "            'Connect course material to current events',\n",
+       "            'Develop more engaging teaching methods to improve student comprehension',\n",
+       "            'Consider incorporating more diverse case studies',\n",
+       "            'Explore alternative assessment methods to gauge deeper understanding beyond practical assignments',\n",
+       "            'Enhance online resources and accessibility for students with varying learning styles',\n",
        "            'Incorporate real-world case studies into lectures',\n",
-       "            'Facilitate class discussions on current economic events',\n",
-       "            'Assign projects that apply theories to contemporary issues',\n",
-       "            'Provide more detailed feedback on assignments',\n",
-       "            'Incorporate more real-life problem-solving exercises',\n",
-       "            'Ensure group projects are effectively facilitated',\n",
+       "            'Dedicate class time for discussions linking theoretical concepts to current events',\n",
+       "            'Assign application-based problem sets or projects',\n",
+       "            'Enhance feedback detail on assignments',\n",
+       "            'Consider providing more specific rubric criteria',\n",
+       "            'Explore alternative assessment methods to complement group projects',\n",
        "            'Incorporate more visual aids into lectures',\n",
-       "            'Invite guest speakers from industry',\n",
-       "            'Engage students with interactive activities',\n",
-       "            'Increase opportunities for student participation',\n",
-       "            'Enhance feedback on assignments',\n",
-       "            'Incorporate more interactive digital tools',\n",
-       "            'Select a more accessible textbook for introductory students',\n",
-       "            'Provide supplemental materials that clarify textbook jargon',\n",
-       "            'Incorporate more lecture time to explain complex concepts',\n",
-       "            'Incorporate diverse assessment methods',\n",
-       "            'Include project-based assignments',\n",
-       "            'Offer optional creative assignments',\n",
-       "            'Incorporate more real-world case studies',\n",
-       "            'Facilitate class discussions on current economic events',\n",
-       "            'Include practical applications in assignments'])"
+       "            'Consider inviting guest lecturers from the industry',\n",
+       "            'Review lecture delivery to improve clarity and engagement',\n",
+       "            'Increase quantitative problem sets',\n",
+       "            'Explore alternative assessment methods alongside exams',\n",
+       "            'Incorporate more interactive class discussions',\n",
+       "            'Simplify textbook selection or supplement with clearer materials',\n",
+       "            'Incorporate textbook jargon into lectures with explicit definitions',\n",
+       "            'Designate additional time for clarifying complex concepts',\n",
+       "            'Incorporate more diverse assessment methods (e.g., group projects, presentations, essays)',\n",
+       "            'Explore alternative ways to evaluate understanding beyond high-stakes exams',\n",
+       "            'Design assignments catering to varied learning styles and preferences',\n",
+       "            'Incorporate more case studies illustrating real-world applications of economic theories',\n",
+       "            'Design in-class activities and discussions focusing on current economic events and their theoretical underpinnings',\n",
+       "            'Assign projects or papers requiring students to analyze real-world economic issues using the concepts learned in class'])"
       ]
      },
      "execution_count": 24,
@@ -2629,24 +3822,255 @@
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-       "                <div onclick=\"document.getElementById('content-82b3fd40-96f5-42a5-998e-09dc04ea46a1').style.display = document.getElementById('content-82b3fd40-96f5-42a5-998e-09dc04ea46a1').style.display === 'none' ? 'block' : 'none';\n",
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-       "                     style=\"padding: 10px; background: #f5f5f5; cursor: pointer;\">\n",
-       "                    <span id=\"arrow-82b3fd40-96f5-42a5-998e-09dc04ea46a1\">▼</span> Remote Job Log (2024-12-14 10:10:29)\n",
+       "            <!-- #region Remove Inference Info -->\n",
+       "            <div id=\"logger-d284a8f5-4ead-4412-823c-1c98021f62eb\" class=\"job-logger\">\n",
+       "                <div class=\"job-logger-header\">\n",
+       "                    <span>\n",
+       "                        <span id=\"arrow-d284a8f5-4ead-4412-823c-1c98021f62eb\">▼</span> \n",
+       "                        Job Status (2025-01-13 16:50:53)\n",
+       "                    </span>\n",
+       "                </div>\n",
+       "                <div id=\"content-d284a8f5-4ead-4412-823c-1c98021f62eb\" style=\"display: block;\">\n",
+       "                    <table class=\"job-logger-table\">\n",
+       "                        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Job UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">d636dc50-f043-4419-b5b9-187654d66197</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Progress Bar URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\"><a href=\"https://www.expectedparrot.com/home/remote-job-progress/d636dc50-f043-4419-b5b9-187654d66197\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/home/remote-job-progress/d636dc50-f043-4419-b5b9-187654d66197</a></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Error Report URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">94a10c71-6c06-4b9a-94c8-e15e5806ff4e</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "                    </table>\n",
+       "                    \n",
+       "                <div class=\"job-logger-status\">\n",
+       "                    <span style=\"margin-right: 8px;\" class=\"job-logger-success\">✓</span><strong>Current Status:</strong> Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/94a10c71-6c06-4b9a-94c8-e15e5806ff4e\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/content/94a10c71-6c06-4b9a-94c8-e15e5806ff4e</a>\n",
        "                </div>\n",
-       "                <div id=\"content-82b3fd40-96f5-42a5-998e-09dc04ea46a1\" style=\"padding: 10px; display: block;\">\n",
-       "                    <div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Remote inference activated. Sending job to server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Your survey is running at the Expected Parrot server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job sent to server. (Job uuid=c4cc28ae-eedc-45e0-ac21-b75bda5d4050).</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job details are available at your Coop account <a href=\"https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">View job progress here: <a href=\"https://www.expectedparrot.com/home/remote-job-progress/c4cc28ae-eedc-45e0-ac21-b75bda5d4050\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-job-progress/c4cc28ae-eedc-45e0-ac21-b75bda5d4050</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:10:04 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:10:07 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:10:13 AM</div>\n",
-       "<div style=\"border-left: 3px solid #22c55e; padding: 5px 10px; margin: 5px 0;\">Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/afacf866-3f27-4183-989c-46d5325cd15d\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/content/afacf866-3f27-4183-989c-46d5325cd15d</a></div>\n",
+       "            \n",
        "                </div>\n",
        "            </div>\n",
+       "            <!-- # endregion -->\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <style>\n",
+       "            /* Base theme variables */\n",
+       "            :root {\n",
+       "                --jl-bg-primary: #ffffff;\n",
+       "                --jl-bg-secondary: #f5f5f5;\n",
+       "                --jl-border-color: #e0e0e0;\n",
+       "                --jl-text-primary: #24292e;\n",
+       "                --jl-text-secondary: #586069;\n",
+       "                --jl-link-color: #0366d6;\n",
+       "                --jl-success-color: #28a745;\n",
+       "                --jl-error-color: #d73a49;\n",
+       "                --jl-header-bg: #f1f1f1;\n",
+       "            }\n",
+       "            \n",
+       "            /* Dark theme variables */\n",
+       "            .theme-dark {\n",
+       "                --jl-bg-primary: #1e1e1e;\n",
+       "                --jl-bg-secondary: #252526;\n",
+       "                --jl-border-color: #2d2d2d;\n",
+       "                --jl-text-primary: #cccccc;\n",
+       "                --jl-text-secondary: #999999;\n",
+       "                --jl-link-color: #4e94ce;\n",
+       "                --jl-success-color: #89d185;\n",
+       "                --jl-error-color: #f14c4c;\n",
+       "                --jl-header-bg: #333333;\n",
+       "            }\n",
+       "\n",
+       "            /* High contrast theme variables */\n",
+       "            .theme-high-contrast {\n",
+       "                --jl-bg-primary: #000000;\n",
+       "                --jl-bg-secondary: #1a1a1a;\n",
+       "                --jl-border-color: #404040;\n",
+       "                --jl-text-primary: #ffffff;\n",
+       "                --jl-text-secondary: #cccccc;\n",
+       "                --jl-link-color: #66b3ff;\n",
+       "                --jl-success-color: #00ff00;\n",
+       "                --jl-error-color: #ff0000;\n",
+       "                --jl-header-bg: #262626;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger {\n",
+       "                font-family: system-ui, -apple-system, sans-serif;\n",
+       "                max-width: 800px;\n",
+       "                margin: 10px 0;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                box-shadow: 0 1px 3px rgba(0,0,0,0.12);\n",
+       "                border-radius: 4px;\n",
+       "                overflow: hidden;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-header {\n",
+       "                padding: 12px 16px;\n",
+       "                background: var(--jl-header-bg);\n",
+       "                border: none;\n",
+       "                border-radius: 4px 4px 0 0;\n",
+       "                cursor: pointer;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                user-select: none;\n",
+       "                font-weight: 500;\n",
+       "                letter-spacing: 0.3px;\n",
+       "                display: flex;\n",
+       "                justify-content: space-between;\n",
+       "                align-items: center;\n",
+       "            }\n",
+       "            \n",
+       "            .theme-select {\n",
+       "                padding: 4px 8px;\n",
+       "                border-radius: 4px;\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.9em;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-table {\n",
+       "                width: 100%;\n",
+       "                border-collapse: separate;\n",
+       "                border-spacing: 0;\n",
+       "                background: var(--jl-bg-primary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                margin-top: -1px;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-cell {\n",
+       "                padding: 12px 16px;\n",
+       "                border-bottom: 1px solid var(--jl-border-color);\n",
+       "                line-height: 1.4;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-label {\n",
+       "                font-weight: 500;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                width: 25%;\n",
+       "                background: var(--jl-bg-secondary);\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-value {\n",
+       "                color: var(--jl-text-secondary);\n",
+       "                word-break: break-word;\n",
+       "            }\n",
+       "            \n",
+       "            .job-logger-status {\n",
+       "                margin: 0;\n",
+       "                padding: 12px 16px;\n",
+       "                background-color: var(--jl-bg-secondary);\n",
+       "                border: 1px solid var(--jl-border-color);\n",
+       "                border-top: none;\n",
+       "                border-radius: 0 0 4px 4px;\n",
+       "                color: var(--jl-text-primary);\n",
+       "                font-size: 0.95em;\n",
+       "            }\n",
+       "        </style>\n",
+       "        \n",
+       "        <script>\n",
+       "            class ThemeManager {\n",
+       "                constructor(logId, initialTheme = 'auto') {\n",
+       "                    this.logId = logId;\n",
+       "                    this.currentTheme = initialTheme;\n",
+       "                    this.darkModeMediaQuery = window.matchMedia('(prefers-color-scheme: dark)');\n",
+       "                    this.init();\n",
+       "                }\n",
+       "                \n",
+       "                init() {\n",
+       "                    this.setupThemeSwitcher();\n",
+       "                    this.updateTheme(this.currentTheme);\n",
+       "                    \n",
+       "                    this.darkModeMediaQuery.addListener(() => {\n",
+       "                        if (this.currentTheme === 'auto') {\n",
+       "                            this.updateTheme('auto');\n",
+       "                        }\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                setupThemeSwitcher() {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    const switcher = document.createElement('div');\n",
+       "                    switcher.className = 'theme-switcher';\n",
+       "                    switcher.innerHTML = `\n",
+       "                        <select id=\"theme-select-${this.logId}\" class=\"theme-select\">\n",
+       "                            <option value=\"auto\">Auto</option>\n",
+       "                            <option value=\"light\">Light</option>\n",
+       "                            <option value=\"dark\">Dark</option>\n",
+       "                            <option value=\"high-contrast\">High Contrast</option>\n",
+       "                        </select>\n",
+       "                    `;\n",
+       "                    \n",
+       "                    const header = logger.querySelector('.job-logger-header');\n",
+       "                    header.appendChild(switcher);\n",
+       "                    \n",
+       "                    const select = switcher.querySelector('select');\n",
+       "                    select.value = this.currentTheme;\n",
+       "                    select.addEventListener('change', (e) => {\n",
+       "                        this.updateTheme(e.target.value);\n",
+       "                    });\n",
+       "                }\n",
+       "                \n",
+       "                updateTheme(theme) {\n",
+       "                    const logger = document.querySelector(`#logger-${this.logId}`);\n",
+       "                    if (!logger) return;\n",
+       "                    \n",
+       "                    this.currentTheme = theme;\n",
+       "                    \n",
+       "                    logger.classList.remove('theme-light', 'theme-dark', 'theme-high-contrast');\n",
+       "                    \n",
+       "                    if (theme === 'auto') {\n",
+       "                        const isDark = this.darkModeMediaQuery.matches;\n",
+       "                        logger.classList.add(isDark ? 'theme-dark' : 'theme-light');\n",
+       "                    } else {\n",
+       "                        logger.classList.add(`theme-${theme}`);\n",
+       "                    }\n",
+       "                    \n",
+       "                    try {\n",
+       "                        localStorage.setItem('jobLoggerTheme', theme);\n",
+       "                    } catch (e) {\n",
+       "                        console.warn('Unable to save theme preference:', e);\n",
+       "                    }\n",
+       "                }\n",
+       "            }\n",
+       "            \n",
+       "            window.initThemeManager = (logId, initialTheme) => {\n",
+       "                new ThemeManager(logId, initialTheme);\n",
+       "            };\n",
+       "        </script>\n",
+       "        \n",
+       "        <script>\n",
+       "            document.addEventListener('DOMContentLoaded', () => {\n",
+       "                window.initThemeManager('d284a8f5-4ead-4412-823c-1c98021f62eb', 'auto');\n",
+       "            });\n",
+       "        </script>\n",
        "        "
       ],
       "text/plain": [
@@ -2659,16 +4083,16 @@
     {
      "data": {
       "text/plain": [
-       "['Adjust lecture pacing and incorporate interactive activities',\n",
-       " 'Provide additional resources and summaries for readings',\n",
-       " 'Enhance feedback and provide detailed assignment critiques',\n",
-       " 'Incorporate real-world applications and examples',\n",
-       " 'Facilitate discussions and projects on current events',\n",
-       " 'Increase variety and use of teaching methods and visual aids',\n",
-       " 'Incorporate diverse and project-based assessments',\n",
-       " 'Invite guest speakers and use real-world case studies',\n",
-       " 'Select accessible and clear textbooks',\n",
-       " 'Include practical applications and problem-solving exercises']"
+       "['Adjust the pace of lectures and enhance engagement through interactive methods',\n",
+       " 'Provide structured guidance and supplemental resources for weekly readings',\n",
+       " 'Incorporate real-world examples, case studies, and current events into the curriculum',\n",
+       " 'Explore diverse and alternative assessment methods beyond traditional exams',\n",
+       " 'Enhance feedback and provide detailed rubric criteria for assignments',\n",
+       " 'Improve clarity and engagement in lecture delivery with visual aids',\n",
+       " 'Develop assignments catering to varied learning styles and preferences',\n",
+       " 'Incorporate industry insights through guest lecturers and practical examples',\n",
+       " 'Designate time for discussions linking theory to real-world applications',\n",
+       " 'Simplify and supplement textbook materials for clarity and comprehension']"
       ]
      },
      "execution_count": 26,
@@ -2707,26 +4131,51 @@
      "data": {
       "text/html": [
        "\n",
-       "            <div style=\"border: 1px solid #ccc; margin: 10px 0; max-width: 800px;\">\n",
-       "                <div onclick=\"document.getElementById('content-74642eef-1bab-4311-ae18-dc499e54845d').style.display = document.getElementById('content-74642eef-1bab-4311-ae18-dc499e54845d').style.display === 'none' ? 'block' : 'none';\n",
-       "                             document.getElementById('arrow-74642eef-1bab-4311-ae18-dc499e54845d').innerHTML = document.getElementById('content-74642eef-1bab-4311-ae18-dc499e54845d').style.display === 'none' ? '▶' : '▼';\"\n",
-       "                     style=\"padding: 10px; background: #f5f5f5; cursor: pointer;\">\n",
-       "                    <span id=\"arrow-74642eef-1bab-4311-ae18-dc499e54845d\">▼</span> Remote Job Log (2024-12-14 10:11:12)\n",
+       "            <!-- #region Remove Inference Info -->\n",
+       "            <div id=\"logger-d2e0f520-d267-4ec8-88a8-74a4e00b65bf\" class=\"job-logger\">\n",
+       "                <div class=\"job-logger-header\">\n",
+       "                    <span>\n",
+       "                        <span id=\"arrow-d2e0f520-d267-4ec8-88a8-74a4e00b65bf\">▼</span> \n",
+       "                        Job Status (2025-01-13 16:51:34)\n",
+       "                    </span>\n",
        "                </div>\n",
-       "                <div id=\"content-74642eef-1bab-4311-ae18-dc499e54845d\" style=\"padding: 10px; display: block;\">\n",
-       "                    <div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Remote inference activated. Sending job to server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Your survey is running at the Expected Parrot server...</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job sent to server. (Job uuid=c0140c60-e385-4eb1-8cf9-309f5759e8bf).</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job details are available at your Coop account <a href=\"https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-inferencehttps://www.expectedparrot.com/home/remote-inference</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">View job progress here: <a href=\"https://www.expectedparrot.com/home/remote-job-progress/c0140c60-e385-4eb1-8cf9-309f5759e8bf\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/home/remote-job-progress/c0140c60-e385-4eb1-8cf9-309f5759e8bf</a></div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:10:55 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: queued - last update: 2024-12-14 10:10:58 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:11:02 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:11:05 AM</div>\n",
-       "<div style=\"border-left: 3px solid #3b82f6; padding: 5px 10px; margin: 5px 0;\">Job status: running - last update: 2024-12-14 10:11:08 AM</div>\n",
-       "<div style=\"border-left: 3px solid #22c55e; padding: 5px 10px; margin: 5px 0;\">Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/cd99d33b-9283-42dc-92d8-766d9e403550\" target=\"_blank\" style=\"color: #3b82f6; text-decoration: underline;\">https://www.expectedparrot.com/content/cd99d33b-9283-42dc-92d8-766d9e403550</a></div>\n",
+       "                <div id=\"content-d2e0f520-d267-4ec8-88a8-74a4e00b65bf\" style=\"display: block;\">\n",
+       "                    <table class=\"job-logger-table\">\n",
+       "                        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Job UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">97580159-903a-4555-986a-1529654b41fa</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Progress Bar URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\"><a href=\"https://www.expectedparrot.com/home/remote-job-progress/97580159-903a-4555-986a-1529654b41fa\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/home/remote-job-progress/97580159-903a-4555-986a-1529654b41fa</a></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Error Report URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results UUID</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">71193b91-5f0c-4c22-9b79-e9ed3d0c97ce</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td class=\"job-logger-cell job-logger-label\">Results URL</td>\n",
+       "                <td class=\"job-logger-cell job-logger-value\">None</td>\n",
+       "            </tr>\n",
+       "        \n",
+       "                    </table>\n",
+       "                    \n",
+       "                <div class=\"job-logger-status\">\n",
+       "                    <span style=\"margin-right: 8px;\" class=\"job-logger-success\">✓</span><strong>Current Status:</strong> Job completed and Results stored on Coop: <a href=\"https://www.expectedparrot.com/content/71193b91-5f0c-4c22-9b79-e9ed3d0c97ce\" target=\"_blank\" class=\"job-logger-link\">https://www.expectedparrot.com/content/71193b91-5f0c-4c22-9b79-e9ed3d0c97ce</a>\n",
+       "                </div>\n",
+       "            \n",
        "                </div>\n",
        "            </div>\n",
+       "            <!-- # endregion -->\n",
        "        "
       ],
       "text/plain": [
@@ -2741,115 +4190,282 @@
       "text/html": [
        "\n",
        "        <style>\n",
+       "            /* Base theme variables */\n",
        "            :root {\n",
-       "  --containerHeight: 350px;\n",
-       "  --headerColor: blue;\n",
-       "}\n",
-       "\n",
-       ".table-container {\n",
-       "    height: var(--containerHeight) !important;\n",
-       "    width: 100%;\n",
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        "\n",
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-       "<thead>\n",
-       "<tr><th>scenario.evaluation                                                                                                                                                                                                                                                                  </th><th>answer.improvements_list                                                                                                                                                     </th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.        </td><td>[&#x27;Adjust lecture pacing and incorporate interactive activities&#x27;, &#x27;Provide additional resources and summaries for readings&#x27;]                                                  </td></tr>\n",
-       "<tr><td>This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.                                  </td><td>[&#x27;Incorporate real-world applications and examples&#x27;, &#x27;Facilitate discussions and projects on current events&#x27;]                                                                </td></tr>\n",
-       "<tr><td>Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.                                                  </td><td>[]                                                                                                                                                                           </td></tr>\n",
-       "<tr><td>As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.        </td><td>[&#x27;Incorporate real-world applications and examples&#x27;, &#x27;Facilitate discussions and projects on current events&#x27;, &#x27;Include practical applications and problem-solving exercises&#x27;]</td></tr>\n",
-       "<tr><td>I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td><td>[&#x27;Enhance feedback and provide detailed assignment critiques&#x27;]                                                                                                               </td></tr>\n",
-       "<tr><td>The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.                                              </td><td>[&#x27;Increase variety and use of teaching methods and visual aids&#x27;, &#x27;Invite guest speakers and use real-world case studies&#x27;]                                                    </td></tr>\n",
-       "<tr><td>This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.                                    </td><td>[]                                                                                                                                                                           </td></tr>\n",
-       "<tr><td>I found the textbook to be overly complex for an introductory course. It often used jargon that hadn&#x27;t been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.               </td><td>[&#x27;Provide additional resources and summaries for readings&#x27;, &#x27;Select accessible and clear textbooks&#x27;]                                                                         </td></tr>\n",
-       "<tr><td>The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.   </td><td>[&#x27;Incorporate diverse and project-based assessments&#x27;]                                                                                                                        </td></tr>\n",
-       "<tr><td>This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.     </td><td>[&#x27;Incorporate real-world applications and examples&#x27;, &#x27;Facilitate discussions and projects on current events&#x27;, &#x27;Include practical applications and problem-solving exercises&#x27;]</td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_97abb\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_97abb_level0_col0\" class=\"col_heading level0 col0\" >scenario.evaluation</th>\n",
+       "      <th id=\"T_97abb_level0_col1\" class=\"col_heading level0 col1\" >answer.improvements_list</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_97abb_row0_col0\" class=\"data row0 col0\" >I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.</td>\n",
+       "      <td id=\"T_97abb_row0_col1\" class=\"data row0 col1\" >['Adjust the pace of lectures and enhance engagement through interactive methods', 'Provide structured guidance and supplemental resources for weekly readings']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_97abb_row1_col0\" class=\"data row1 col0\" >This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.</td>\n",
+       "      <td id=\"T_97abb_row1_col1\" class=\"data row1 col1\" >['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_97abb_row2_col0\" class=\"data row2 col0\" >Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.</td>\n",
+       "      <td id=\"T_97abb_row2_col1\" class=\"data row2 col1\" >[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_97abb_row3_col0\" class=\"data row3 col0\" >As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.</td>\n",
+       "      <td id=\"T_97abb_row3_col1\" class=\"data row3 col1\" >['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_97abb_row4_col0\" class=\"data row4 col0\" >I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.</td>\n",
+       "      <td id=\"T_97abb_row4_col1\" class=\"data row4 col1\" >['Enhance feedback and provide detailed rubric criteria for assignments']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_97abb_row5_col0\" class=\"data row5 col0\" >The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.</td>\n",
+       "      <td id=\"T_97abb_row5_col1\" class=\"data row5 col1\" >['Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_97abb_row6_col0\" class=\"data row6 col0\" >This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.</td>\n",
+       "      <td id=\"T_97abb_row6_col1\" class=\"data row6 col1\" >[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_97abb_row7_col0\" class=\"data row7 col0\" >I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.</td>\n",
+       "      <td id=\"T_97abb_row7_col1\" class=\"data row7 col1\" >['Provide structured guidance and supplemental resources for weekly readings', 'Simplify and supplement textbook materials for clarity and comprehension']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_97abb_row8_col0\" class=\"data row8 col0\" >The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.</td>\n",
+       "      <td id=\"T_97abb_row8_col1\" class=\"data row8 col1\" >['Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences']</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_97abb_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_97abb_row9_col0\" class=\"data row9 col0\" >This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.</td>\n",
+       "      <td id=\"T_97abb_row9_col1\" class=\"data row9 col1\" >['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
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       ],
       "text/plain": [
-       "Dataset([{'scenario.evaluation': ['I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.']}, {'answer.improvements_list': [['Adjust lecture pacing and incorporate interactive activities', 'Provide additional resources and summaries for readings'], ['Incorporate real-world applications and examples', 'Facilitate discussions and projects on current events'], [], ['Incorporate real-world applications and examples', 'Facilitate discussions and projects on current events', 'Include practical applications and problem-solving exercises'], ['Enhance feedback and provide detailed assignment critiques'], ['Increase variety and use of teaching methods and visual aids', 'Invite guest speakers and use real-world case studies'], [], ['Provide additional resources and summaries for readings', 'Select accessible and clear textbooks'], ['Incorporate diverse and project-based assessments'], ['Incorporate real-world applications and examples', 'Facilitate discussions and projects on current events', 'Include practical applications and problem-solving exercises']]}])"
+       "Dataset([{'scenario.evaluation': ['I found the course very engaging and informative. The professor did an excellent job breaking down complex concepts, making them accessible to those of us new to economics. However, the pace was a bit fast, and I sometimes struggled to keep up with the weekly readings.', 'This class was a struggle for me. The material felt dry and difficult to connect with real-world applications, which I think could have made it more interesting. More examples from current events would definitely have helped spark my interest.', 'Excellent introductory course! The professor was enthusiastic and always willing to offer extra help during office hours. The interactive lectures and the practical assignments made the theory much more digestible and engaging.', 'As someone with a strong background in math, I appreciated the analytical rigor of this course. However, I wish there had been more discussions that connected the theories we learned to everyday economic issues. It felt a bit isolated from practical realities at times.', 'I enjoyed the course, especially the group projects, which were both challenging and rewarding. It was great to apply economic concepts to solve real-life problems. I did feel, however, that the feedback on assignments could be more detailed to help us understand our mistakes.', 'The course content was well-organized, but the lectures were somewhat monotonous and hard to follow. I would suggest incorporating more visual aids and maybe some guest lectures from industry professionals to liven up the sessions.', 'This was my favorite class this semester! The mix of theory and case studies was perfect, and the exams were fair. I also really appreciated the diversity of perspectives we explored in class, especially in terms of global economic policies.', \"I found the textbook to be overly complex for an introductory course. It often used jargon that hadn't been explained in lectures, which was confusing. Simpler reading materials or more explanatory lectures would make a big difference for newcomers to economics.\", 'The professor was knowledgeable and clearly passionate about economics, but I felt the course relied too heavily on tests rather than more creative forms of assessment. More varied assignments would make the course more accessible to students with different learning styles.', 'This class was a solid introduction to economics, though it leaned heavily on theoretical aspects. I would have liked more opportunities to discuss the real-world implications of economic theories, which I believe would enhance understanding and retention of the material.']}, {'answer.improvements_list': [['Adjust the pace of lectures and enhance engagement through interactive methods', 'Provide structured guidance and supplemental resources for weekly readings'], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications'], [], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications'], ['Enhance feedback and provide detailed rubric criteria for assignments'], ['Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples'], [], ['Provide structured guidance and supplemental resources for weekly readings', 'Simplify and supplement textbook materials for clarity and comprehension'], ['Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences'], ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications']]}])"
       ]
      },
      "execution_count": 28,
@@ -2888,116 +4504,94 @@
      "data": {
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-       ".scroll-table tbody tr:hover {\n",
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-       "}\n",
-       "\n",
-       "/* Additional rule to ensure header background is truly transparent */\n",
-       ".scroll-table thead tr {\n",
-       "    background: transparent !important;\n",
+       "            <div style=\"max-height: 500px; overflow-y: auto;\">\n",
+       "                <style type=\"text/css\">\n",
+       "#T_ecee2_row0_col0, #T_ecee2_row1_col0, #T_ecee2_row2_col0, #T_ecee2_row3_col0, #T_ecee2_row4_col0, #T_ecee2_row5_col0, #T_ecee2_row6_col0, #T_ecee2_row7_col0, #T_ecee2_row8_col0, #T_ecee2_row9_col0 {\n",
+       "  text-align: left;\n",
        "}\n",
-       "\n",
-       "/* Add shadow to indicate scrollable content */\n",
-       ".table-container::after {\n",
-       "    content: '';\n",
-       "    position: absolute;\n",
-       "    top: 0;\n",
-       "    right: 0;\n",
-       "    bottom: 0;\n",
-       "    width: 5px;\n",
-       "    background: linear-gradient(to right, transparent, rgba(242, 6, 6, 0.1));\n",
-       "    pointer-events: none;\n",
-       "    opacity: 0;\n",
-       "    transition: opacity 0.3s;\n",
+       "#T_ecee2_row0_col1, #T_ecee2_row1_col1 {\n",
+       "  text-align: left;\n",
+       "  background-color: #023858;\n",
+       "  color: #f1f1f1;\n",
        "}\n",
-       "\n",
-       ".table-container:hover::after {\n",
-       "    opacity: 1;\n",
+       "#T_ecee2_row2_col1 {\n",
+       "  text-align: left;\n",
+       "  background-color: #73a9cf;\n",
+       "  color: #f1f1f1;\n",
        "}\n",
-       "\n",
-       "/* Handle Jupyter notebook specific styling */\n",
-       ".jp-OutputArea-output .table-container {\n",
-       "    max-width: 100%;\n",
-       "    margin: 0;\n",
-       "    overflow-x: auto;\n",
+       "#T_ecee2_row3_col1, #T_ecee2_row4_col1, #T_ecee2_row5_col1, #T_ecee2_row6_col1, #T_ecee2_row7_col1, #T_ecee2_row8_col1, #T_ecee2_row9_col1 {\n",
+       "  text-align: left;\n",
+       "  background-color: #fff7fb;\n",
+       "  color: #000000;\n",
        "}\n",
-       "        </style>\n",
-       "        <div class=\"table-container\">\n",
-       "            <div class=\"scroll-table-wrapper\">\n",
-       "                <table class=\"scroll-table\">\n",
-       "<thead>\n",
-       "<tr><th>theme                                                       </th><th style=\"text-align: right;\">  count</th></tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr><td>Incorporate real-world applications and examples            </td><td style=\"text-align: right;\">      3</td></tr>\n",
-       "<tr><td>Facilitate discussions and projects on current events       </td><td style=\"text-align: right;\">      3</td></tr>\n",
-       "<tr><td>Provide additional resources and summaries for readings     </td><td style=\"text-align: right;\">      2</td></tr>\n",
-       "<tr><td>Include practical applications and problem-solving exercises</td><td style=\"text-align: right;\">      2</td></tr>\n",
-       "<tr><td>Adjust lecture pacing and incorporate interactive activities</td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "<tr><td>Enhance feedback and provide detailed assignment critiques  </td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "<tr><td>Increase variety and use of teaching methods and visual aids</td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "<tr><td>Invite guest speakers and use real-world case studies       </td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "<tr><td>Select accessible and clear textbooks                       </td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "<tr><td>Incorporate diverse and project-based assessments           </td><td style=\"text-align: right;\">      1</td></tr>\n",
-       "</tbody>\n",
+       "</style>\n",
+       "<table id=\"T_ecee2\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_ecee2_level0_col0\" class=\"col_heading level0 col0\" >theme</th>\n",
+       "      <th id=\"T_ecee2_level0_col1\" class=\"col_heading level0 col1\" >count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_ecee2_row0_col0\" class=\"data row0 col0\" >Incorporate real-world examples, case studies, and current events into the curriculum</td>\n",
+       "      <td id=\"T_ecee2_row0_col1\" class=\"data row0 col1\" >3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_ecee2_row1_col0\" class=\"data row1 col0\" >Designate time for discussions linking theory to real-world applications</td>\n",
+       "      <td id=\"T_ecee2_row1_col1\" class=\"data row1 col1\" >3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_ecee2_row2_col0\" class=\"data row2 col0\" >Provide structured guidance and supplemental resources for weekly readings</td>\n",
+       "      <td id=\"T_ecee2_row2_col1\" class=\"data row2 col1\" >2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_ecee2_row3_col0\" class=\"data row3 col0\" >Adjust the pace of lectures and enhance engagement through interactive methods</td>\n",
+       "      <td id=\"T_ecee2_row3_col1\" class=\"data row3 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_ecee2_row4_col0\" class=\"data row4 col0\" >Enhance feedback and provide detailed rubric criteria for assignments</td>\n",
+       "      <td id=\"T_ecee2_row4_col1\" class=\"data row4 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_ecee2_row5_col0\" class=\"data row5 col0\" >Improve clarity and engagement in lecture delivery with visual aids</td>\n",
+       "      <td id=\"T_ecee2_row5_col1\" class=\"data row5 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_ecee2_row6_col0\" class=\"data row6 col0\" >Incorporate industry insights through guest lecturers and practical examples</td>\n",
+       "      <td id=\"T_ecee2_row6_col1\" class=\"data row6 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_ecee2_row7_col0\" class=\"data row7 col0\" >Simplify and supplement textbook materials for clarity and comprehension</td>\n",
+       "      <td id=\"T_ecee2_row7_col1\" class=\"data row7 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_ecee2_row8_col0\" class=\"data row8 col0\" >Explore diverse and alternative assessment methods beyond traditional exams</td>\n",
+       "      <td id=\"T_ecee2_row8_col1\" class=\"data row8 col1\" >1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ecee2_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+       "      <td id=\"T_ecee2_row9_col0\" class=\"data row9 col0\" >Develop assignments catering to varied learning styles and preferences</td>\n",
+       "      <td id=\"T_ecee2_row9_col1\" class=\"data row9 col1\" >1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
        "</table>\n",
+       "\n",
        "            </div>\n",
-       "        </div>\n",
-       "        "
+       "            "
       ],
       "text/plain": [
-       "Dataset([{'theme': ['Incorporate real-world applications and examples', 'Facilitate discussions and projects on current events', 'Provide additional resources and summaries for readings', 'Include practical applications and problem-solving exercises', 'Adjust lecture pacing and incorporate interactive activities', 'Enhance feedback and provide detailed assignment critiques', 'Increase variety and use of teaching methods and visual aids', 'Invite guest speakers and use real-world case studies', 'Select accessible and clear textbooks', 'Incorporate diverse and project-based assessments']}, {'count': [3, 3, 2, 2, 1, 1, 1, 1, 1, 1]}])"
+       "Dataset([{'theme': ['Incorporate real-world examples, case studies, and current events into the curriculum', 'Designate time for discussions linking theory to real-world applications', 'Provide structured guidance and supplemental resources for weekly readings', 'Adjust the pace of lectures and enhance engagement through interactive methods', 'Enhance feedback and provide detailed rubric criteria for assignments', 'Improve clarity and engagement in lecture delivery with visual aids', 'Incorporate industry insights through guest lecturers and practical examples', 'Simplify and supplement textbook materials for clarity and comprehension', 'Explore diverse and alternative assessment methods beyond traditional exams', 'Develop assignments catering to varied learning styles and preferences']}, {'count': [3, 3, 2, 1, 1, 1, 1, 1, 1, 1]}])"
       ]
      },
      "execution_count": 30,
@@ -3009,26 +4603,6 @@
     "wide_themes.tally(\"theme\")"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "fc027f86",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "improvements_summary = wide_themes.tally(\"theme\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "8a331493",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "summary_string = improvements_summary.print(format = \"markdown\", return_string = True)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "f73ef4c2-8cff-4d4a-a081-77f12e3ca60f",
@@ -3059,7 +4633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 34,
    "id": "1d55e46a-cd9b-4743-bf80-08cc81d18e55",
    "metadata": {
     "editable": true,
@@ -3077,7 +4651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 35,
    "id": "fdf35b32-a9b4-48b2-8650-2ac8b70f1559",
    "metadata": {
     "editable": true,
@@ -3095,7 +4669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 36,
    "id": "32f42634-5054-4d79-82ed-fa32024626e5",
    "metadata": {
     "editable": true,
@@ -3112,13 +4686,13 @@
       "text/plain": [
        "{'description': 'Example code for analyzing course evaluations',\n",
        " 'object_type': 'notebook',\n",
-       " 'url': 'https://www.expectedparrot.com/content/fd042fd0-b29a-4721-89b4-3b6f418e94a6',\n",
-       " 'uuid': 'fd042fd0-b29a-4721-89b4-3b6f418e94a6',\n",
-       " 'version': '0.1.39.dev1',\n",
+       " 'url': 'https://www.expectedparrot.com/content/4e2808a7-2b4e-4603-8ad2-6e1a65989ccb',\n",
+       " 'uuid': '4e2808a7-2b4e-4603-8ad2-6e1a65989ccb',\n",
+       " 'version': '0.1.40.dev1',\n",
        " 'visibility': 'public'}"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3138,7 +4712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 37,
    "id": "2a6dc5d1-c06c-40a5-b997-62ca8d50592c",
    "metadata": {
     "editable": true,
@@ -3156,7 +4730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 38,
    "id": "1dc3a94f-c82f-4601-aea4-8daf696407e1",
    "metadata": {
     "editable": true,
@@ -3174,7 +4748,7 @@
        "{'status': 'success'}"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }

From 259ab006d59982b63c0cf691bd85d3387218b81f Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Wed, 15 Jan 2025 06:01:50 -0500
Subject: [PATCH 2/9] updating changelog

---
 CHANGELOG.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index acc4df28a..e2720944b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,16 @@
 # Changelog
 
+## [0.1.40] - TBD
+### Added
+- Question type `QuestionDict` returns a response as a dictionary with specified keys and (optionally) specified value types and descriptions. Details: https://docs.expectedparrot.com/en/latest/questions.html#questiodict-class
+
+### Changed
+- Previously, results of jobs run remotely were automatically synced to your local cache. Now, results are only added to the cache where the job is being run, local or remote.
+
+### Fixed
+- Occasional timeout issue should be fixed by modifications to caching.
+
+
 ## [0.1.39] - 2025-01-08
 ### Added
 - Question type `QuestionMatrix`. Details: https://docs.expectedparrot.com/en/latest/questions.html#questionmatrix-class

From 576b99bb16dd24328a3c7a0027222701c9303562 Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Wed, 15 Jan 2025 06:04:49 -0500
Subject: [PATCH 3/9] updating changelog

---
 CHANGELOG.md | 20 +-------------------
 1 file changed, 1 insertion(+), 19 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e2720944b..624e54533 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -46,25 +46,7 @@
 
 ## [0.1.37] - 2024-11-14
 ### Added
-- EDSL auth token: It will automatically retrieve your EXPECTED_PARROT_API_KEY and write it to your *.env* file. *How it works:* If you try to run a survey remotely without storing your EXPECTED_PARROT_API_KEY, you will see a message with a Coop login link that will automatically write your key to your *.env* file when you click on the link and log in. Example message:
-```
-You're missing some of the API keys needed to run this job:
-     🔑 OPENAI_API_KEY
-
-You can either add the missing keys to your .env file, or use remote inference.
-Remote inference allows you to run jobs on our server.
-
-🚀 To use remote inference, sign up at the following link:
-    https://www.expectedparrot.com/login?edsl_auth_token=gVSxKvDcuB1x6d_dqa7xrA
-
-Once you log in, we will automatically retrieve your Expected Parrot API key and continue your job remotely.
-⠇ Waiting for login. Last checked: 2024-11-13 11:36:44 AM
-```
-
-Once you have logged in you will see a confirmation message:
-```
-✨ API key retrieved and written to .env file. 
-```
+- EDSL auth token: It will automatically retrieve your EXPECTED_PARROT_API_KEY and write it to your *.env* file. *How it works:* If you try to run a survey remotely without storing your EXPECTED_PARROT_API_KEY, you will see a message with a Coop login link that will automatically write your key to your *.env* file when you click on the link and log in. 
 
 ### Changed
 - The `AgentList` method `from_csv()` now allows you to (optionally) automatically specify the `name` parameters for agents by including a column "name" in the CSV. Other columns are (still) passed as agent `traits`. See an example: https://docs.expectedparrot.com/en/latest/agents.html#from-a-csv-file

From 10f7c49ae429ddaa3e451e02c3f06d30a10dacb8 Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Wed, 15 Jan 2025 06:06:39 -0500
Subject: [PATCH 4/9] updating changelog

---
 CHANGELOG.md | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 624e54533..624c12850 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,15 +7,17 @@
 ### Changed
 - Previously, results of jobs run remotely were automatically synced to your local cache. Now, results are only added to the cache where the job is being run, local or remote.
 
+- Improvements to web-based progress bar for remote jobs.
+
 ### Fixed
-- Occasional timeout issue should be fixed by modifications to caching.
+- Occasional timeout issue should be fixed by modifications to caching noted above.
 
 
 ## [0.1.39] - 2025-01-08
 ### Added
 - Question type `QuestionMatrix`. Details: https://docs.expectedparrot.com/en/latest/questions.html#questionmatrix-class
 
-- A `join()` method for objects. Examples:
+- A `join()` method for objects. 
 
 - `FileStore` method `create_link()` embeds a file in the HTML of a notebook and generates a download link for it. Examples: https://docs.expectedparrot.com/en/latest/filestore.html
 
@@ -32,7 +34,6 @@
 - Progress bar shows total interviews instead of total unique interviews (iterations may be >1).
 
 
-
 ## [0.1.38] - 2024-11-26
 ### Added
 - `Results` are now automatically displayed in a scrollable table when you call `select()` on them. You can also call `table().long()` to display results in a long-view table. This replaces the need to call `print(format="rich")`. See examples in the starter tutorial.

From ef74d4f2a7e4e6aa3583fc00d4c03186e4f544f4 Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Wed, 15 Jan 2025 06:11:41 -0500
Subject: [PATCH 5/9] updating changelog

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 624c12850..71595e8dd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -47,7 +47,7 @@
 
 ## [0.1.37] - 2024-11-14
 ### Added
-- EDSL auth token: It will automatically retrieve your EXPECTED_PARROT_API_KEY and write it to your *.env* file. *How it works:* If you try to run a survey remotely without storing your EXPECTED_PARROT_API_KEY, you will see a message with a Coop login link that will automatically write your key to your *.env* file when you click on the link and log in. 
+- EDSL Authentication Token:  If you attempt to run a survey remotely without having stored your EXPECTED_PARROT_API_KEY, a message will appear providing a Coop login link. Clicking this link and logging in will automatically store your key in your *.env* file.
 
 ### Changed
 - The `AgentList` method `from_csv()` now allows you to (optionally) automatically specify the `name` parameters for agents by including a column "name" in the CSV. Other columns are (still) passed as agent `traits`. See an example: https://docs.expectedparrot.com/en/latest/agents.html#from-a-csv-file

From 36e18d39867d0618ff9ac8f22f593621d7e0ceca Mon Sep 17 00:00:00 2001
From: robin <robin@goemeritus.com>
Date: Wed, 15 Jan 2025 14:16:16 -0500
Subject: [PATCH 6/9] updating changelog

---
 CHANGELOG.md | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c85763838..b2ff1e91a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,8 +1,7 @@
 # Changelog
 
-## [0.1.40] - TBD
+## [0.1.40] - 2025-01-15
 ### Added
-<<<<<<< HEAD
 - Question type `QuestionDict` returns a response as a dictionary with specified keys and (optionally) specified value types and descriptions. Details: https://docs.expectedparrot.com/en/latest/questions.html#questiodict-class
 
 ### Changed
@@ -12,9 +11,6 @@
 
 ### Fixed
 - Occasional timeout issue should be fixed by modifications to caching noted above.
-=======
-- Question type `QuestionDict`. Details: https://docs.expectedparrot.com/en/latest/questions.html#questiodict-class
->>>>>>> 4c3c79a05961a0dcf2819c5ef31680c2293d4f57
 
 
 ## [0.1.39] - 2025-01-08

From 2713bc6a69ebe35c515ca73f12aef98f4da007db Mon Sep 17 00:00:00 2001
From: John Horton <john.joseph.horton@gmail.com>
Date: Thu, 16 Jan 2025 07:17:32 -0500
Subject: [PATCH 7/9] Fix invigilator serialization issue

---
 .../jobs/interviews/InterviewExceptionEntry.py | 18 ++++++++++++++----
 1 file changed, 14 insertions(+), 4 deletions(-)

diff --git a/edsl/jobs/interviews/InterviewExceptionEntry.py b/edsl/jobs/interviews/InterviewExceptionEntry.py
index 74f7638f5..8e3db7d34 100644
--- a/edsl/jobs/interviews/InterviewExceptionEntry.py
+++ b/edsl/jobs/interviews/InterviewExceptionEntry.py
@@ -1,5 +1,6 @@
 import traceback
 import datetime
+from edsl.agents.InvigilatorBase import InvigilatorBase
 
 
 class InterviewExceptionEntry:
@@ -9,7 +10,7 @@ def __init__(
         self,
         *,
         exception: Exception,
-        invigilator: "Invigilator",
+        invigilator: "InvigilatorBase",
         traceback_format="text",
         answers=None,
     ):
@@ -20,6 +21,8 @@ def __init__(
         self.traceback_format = traceback_format
         self.answers = answers
 
+        # breakpoint()
+
     @property
     def question_type(self):
         # return self.failed_question.question.question_type
@@ -163,12 +166,16 @@ def to_dict(self) -> dict:
         >>> entry = InterviewExceptionEntry.example()
         >>> _ = entry.to_dict()
         """
-        return {
+        invigilator = (
+            self.invigilator.to_dict() if self.invigilator is not None else None
+        )
+        d = {
             "exception": self.serialize_exception(self.exception),
             "time": self.time,
             "traceback": self.traceback,
-            "invigilator": self.invigilator.to_dict(),
+            "invigilator": invigilator,
         }
+        return d
 
     @classmethod
     def from_dict(cls, data: dict) -> "InterviewExceptionEntry":
@@ -176,7 +183,10 @@ def from_dict(cls, data: dict) -> "InterviewExceptionEntry":
         from edsl.agents.Invigilator import InvigilatorAI
 
         exception = cls.deserialize_exception(data["exception"])
-        invigilator = InvigilatorAI.from_dict(data["invigilator"])
+        if data["invigilator"] is None:
+            invigilator = None
+        else:
+            invigilator = InvigilatorAI.from_dict(data["invigilator"])
         return cls(exception=exception, invigilator=invigilator)
 
 

From 130f8a60ead2bf2ee7341fc5df695e07988f8dea Mon Sep 17 00:00:00 2001
From: John Horton <john.joseph.horton@gmail.com>
Date: Sat, 18 Jan 2025 12:39:56 -0500
Subject: [PATCH 8/9] Draw defaults from config file

---
 edsl/language_models/key_management/KeyLookupBuilder.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/edsl/language_models/key_management/KeyLookupBuilder.py b/edsl/language_models/key_management/KeyLookupBuilder.py
index 7eb62ea83..050a52cb7 100644
--- a/edsl/language_models/key_management/KeyLookupBuilder.py
+++ b/edsl/language_models/key_management/KeyLookupBuilder.py
@@ -54,8 +54,12 @@ class KeyLookupBuilder:
     ('openai', 'rpm')
     """
 
-    DEFAULT_RPM = 10
-    DEFAULT_TPM = 2000000
+    # DEFAULT_RPM = 10
+    # DEFAULT_TPM = 2000000
+    from edsl.config import CONFIG
+
+    DEFAULT_RPM = CONFIG.get("EDSL_SERVICE_RPM_BASELINE")
+    DEFAULT_TPM = CONFIG.get("EDSL_SERVICE_TPM_BASELINE")
 
     def __init__(self, fetch_order: Optional[tuple[str]] = None):
         if fetch_order is None:

From 35c0f083d4c4a69ad4d8eb8e92b9d0f192f994c7 Mon Sep 17 00:00:00 2001
From: John Horton <john.joseph.horton@gmail.com>
Date: Sat, 18 Jan 2025 13:04:23 -0500
Subject: [PATCH 9/9] Pass tests

---
 edsl/language_models/key_management/KeyLookupBuilder.py | 6 +++---
 tests/language_models/test_KeyLookupBuilder.py          | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/edsl/language_models/key_management/KeyLookupBuilder.py b/edsl/language_models/key_management/KeyLookupBuilder.py
index 050a52cb7..a0aa52fe9 100644
--- a/edsl/language_models/key_management/KeyLookupBuilder.py
+++ b/edsl/language_models/key_management/KeyLookupBuilder.py
@@ -36,7 +36,7 @@ class KeyLookupBuilder:
 
     >>> builder = KeyLookupBuilder(fetch_order=("config", "env"))
     >>> builder.DEFAULT_RPM
-    10
+    100
     >>> builder.DEFAULT_TPM
     2000000
     >>> builder.fetch_order
@@ -58,8 +58,8 @@ class KeyLookupBuilder:
     # DEFAULT_TPM = 2000000
     from edsl.config import CONFIG
 
-    DEFAULT_RPM = CONFIG.get("EDSL_SERVICE_RPM_BASELINE")
-    DEFAULT_TPM = CONFIG.get("EDSL_SERVICE_TPM_BASELINE")
+    DEFAULT_RPM = int(CONFIG.get("EDSL_SERVICE_RPM_BASELINE"))
+    DEFAULT_TPM = int(CONFIG.get("EDSL_SERVICE_TPM_BASELINE"))
 
     def __init__(self, fetch_order: Optional[tuple[str]] = None):
         if fetch_order is None:
diff --git a/tests/language_models/test_KeyLookupBuilder.py b/tests/language_models/test_KeyLookupBuilder.py
index dca52d40e..7dd67d3b5 100644
--- a/tests/language_models/test_KeyLookupBuilder.py
+++ b/tests/language_models/test_KeyLookupBuilder.py
@@ -137,8 +137,8 @@ def test_default_limits():
 
     result = builder.get_language_model_input("test")
 
-    assert result.rpm == builder.DEFAULT_RPM
-    assert result.tpm == builder.DEFAULT_TPM
+    assert float(result.rpm) == float(builder.DEFAULT_RPM)
+    assert float(result.tpm) == float(builder.DEFAULT_TPM)
 
 
 def test_build_method():