From fe8c132abaac2df5c8386fccbd20de7398d4c9a9 Mon Sep 17 00:00:00 2001
From: natoverse <github@talkswithnumbers.com>
Date: Tue, 12 Nov 2024 00:48:54 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20microsof?=
 =?UTF-8?q?t/graphrag@e53422366db0b6f3712e2960ed82141bfbbc1656=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 cli/index.html                                |   40 +-
 examples_notebooks/drift_search/index.html    | 5389 ++++++++++-------
 examples_notebooks/global_search/index.html   |  287 +-
 .../index.html                                | 2817 +++++++++
 .../create_final_communities.parquet          |  Bin 0 -> 22321 bytes
 .../create_final_community_reports.parquet    |  Bin 71337 -> 119141 bytes
 .../create_final_covariates.parquet           |  Bin 38473 -> 59461 bytes
 .../create_final_entities.parquet             |  Bin 2271498 -> 1075847 bytes
 .../create_final_nodes.parquet                |  Bin 54835 -> 34500 bytes
 .../create_final_relationships.parquet        |  Bin 20389 -> 57461 bytes
 .../create_final_text_units.parquet           |  Bin 94690 -> 128009 bytes
 examples_notebooks/local_search/index.html    |  489 +-
 search/search_index.json                      |    2 +-
 sitemap.xml.gz                                |  Bin 127 -> 127 bytes
 14 files changed, 6433 insertions(+), 2591 deletions(-)
 create mode 100644 examples_notebooks/global_search_with_dynamic_community_selection/index.html
 create mode 100644 examples_notebooks/inputs/operation dulce/create_final_communities.parquet

diff --git a/cli/index.html b/cli/index.html
index 2ad855b4..6c7d563a 100644
--- a/cli/index.html
+++ b/cli/index.html
@@ -1483,24 +1483,28 @@
 <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a> query [OPTIONS]
 </code></pre></div>
 <p>Options:</p>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>  --method [local|global|drift]  The query algorithm to use.  [required]
-<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>  --query TEXT                   The query to execute.  [required]
-<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>  --config PATH                  The configuration to use.
-<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a>  --data PATH                    Indexing pipeline output directory (i.e.
-<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a>                                 contains the parquet files).
-<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a>  --root PATH                    The project root directory.  [default: .]
-<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a>  --community-level INTEGER      The community level in the Leiden community
-<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a>                                 hierarchy from which to load community
-<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a>                                 reports. Higher values represent reports from
-<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a>                                 smaller communities.  [default: 2]
-<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a>  --response-type TEXT           Free form text describing the response type
-<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a>                                 and format, can be anything, e.g. Multiple
-<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a>                                 Paragraphs, Single Paragraph, Single
-<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a>                                 Sentence, List of 3-7 Points, Single Page,
-<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a>                                 Multi-Page Report. Default: Multiple
-<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a>                                 Paragraphs  [default: Multiple Paragraphs]
-<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a>  --streaming / --no-streaming   Print response in a streaming manner.
-<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a>                                 [default: no-streaming]
+<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>  --method [local|global|drift]   The query algorithm to use.  [required]
+<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>  --query TEXT                    The query to execute.  [required]
+<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>  --config PATH                   The configuration to use.
+<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a>  --data PATH                     Indexing pipeline output directory (i.e.
+<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a>                                  contains the parquet files).
+<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a>  --root PATH                     The project root directory.  [default: .]
+<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a>  --community-level INTEGER       The community level in the Leiden community
+<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a>                                  hierarchy from which to load community
+<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a>                                  reports. Higher values represent reports
+<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a>                                  from smaller communities.  [default: 2]
+<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a>  --dynamic-community-selection / --no-dynamic-community-selection
+<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a>                                  Use global search with dynamic community
+<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a>                                  selection.  [default: no-dynamic-community-
+<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a>                                  selection]
+<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a>  --response-type TEXT            Free form text describing the response type
+<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a>                                  and format, can be anything, e.g. Multiple
+<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a>                                  Paragraphs, Single Paragraph, Single
+<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a>                                  Sentence, List of 3-7 Points, Single Page,
+<a id="__codelineno-9-19" name="__codelineno-9-19" href="#__codelineno-9-19"></a>                                  Multi-Page Report. Default: Multiple
+<a id="__codelineno-9-20" name="__codelineno-9-20" href="#__codelineno-9-20"></a>                                  Paragraphs  [default: Multiple Paragraphs]
+<a id="__codelineno-9-21" name="__codelineno-9-21" href="#__codelineno-9-21"></a>  --streaming / --no-streaming    Print response in a streaming manner.
+<a id="__codelineno-9-22" name="__codelineno-9-22" href="#__codelineno-9-22"></a>                                  [default: no-streaming]
 </code></pre></div>
 <h2 id="update">update</h2>
 <p>Update an existing knowledge graph index.</p>
diff --git a/examples_notebooks/drift_search/index.html b/examples_notebooks/drift_search/index.html
index 132aca01..e8c0b9d6 100644
--- a/examples_notebooks/drift_search/index.html
+++ b/examples_notebooks/drift_search/index.html
@@ -2010,16 +2010,16 @@ text_unit_df.head()</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Entity count: 434
-Relationship count: 276
-Text unit records: 12
+<pre>Entity count: 178
+Relationship count: 373
+Text unit records: 50
 </pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>[2024-11-09T00:01:18Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity_description_embeddings.lance, it will be created
+<pre>[2024-11-12T00:46:25Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity_description_embeddings.lance, it will be created
 </pre>
 </div>
 </div>
@@ -2056,53 +2056,53 @@ Text unit records: 12
 <tbody>
 <tr>
 <th>0</th>
-<td>2cf7a230c367a2dfaf0fc3c903eb8948</td>
+<td>06bdff339c02ab35c80fa49320d5da66</td>
 <td># Operation: Dulce\n\n## Chapter 1\n\nThe thru...</td>
-<td>2500</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
 <td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[ad5a2020-cdec-4982-acdf-dbe5ee530066, 9d8a0fe...</td>
+<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
+<td>[439081a3-bfeb-4693-968a-0f6189d8fa50, 3399e3d...</td>
 </tr>
 <tr>
 <th>1</th>
-<td>6d1255303acb7c9dc951cb0f5fc3042c</td>
-<td>be the same.\n\n\*\n\nThe sense of foreboding...</td>
-<td>2500</td>
+<td>28dc4aa41a3e99deb7f354682f3e9904</td>
+<td>'s authoritarian performance. _Protocols_, Jor...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
-<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[5d1c9126-c48d-4755-9f9c-f739c823f95f, ec64a42...</td>
+<td>[4119fd06010c494caa07f439b333f4c5, 077d2820ae1...</td>
+<td>[9a6f414210e14841a5b0e661aedc898d, db541b72609...</td>
+<td>[b09594cb-d4b7-4de4-a1af-97778300eb1b, f7c5ea4...</td>
 </tr>
 <tr>
 <th>2</th>
-<td>e841f178310356740b2ee9101d12c97f</td>
-<td>. "Your take on these signal inconsistencies?"...</td>
-<td>2500</td>
+<td>813db3138ef511c34be86f841f68aa8f</td>
+<td>, rehearsing the speech for their subordinates...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
-<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[0b22a34b-32e9-46a4-a0e8-d3d5466eba15, 7e14972...</td>
+<td>[b45241d70f0e43fca764df95b2b81f77, 077d2820ae1...</td>
+<td>[0467928aa65e4a4fba62bdb1467e3a54, 7cc3356d38d...</td>
+<td>[7642fe21-7cb9-4428-848b-d2e3f5ab10ca, 6fe3d6c...</td>
 </tr>
 <tr>
 <th>3</th>
-<td>f36d96862b9366d7240b5c7ceb04f12b</td>
-<td>, absorbed in the bewilderment of contact, whi...</td>
-<td>2500</td>
+<td>d0afd106abf3a2966ff88a99eef710db</td>
+<td>, weighing his words carefully. "Our tech is t...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
 <td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
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-<td>[9cd6d645-ab97-4b39-b02e-647cea9b5545, 50dc124...</td>
+<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
+<td>[956e4c22-e343-4b5d-ad3c-d44ca3ce5fb5]</td>
 </tr>
 <tr>
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-<td>f7d43808d2fb452cd953bf50c6de6bd4</td>
-<td>were at once coherent and enigmatic: "*Voyage...</td>
-<td>2500</td>
+<td>f4c7c95d7bf621c6eb73d331cbf0b608</td>
+<td>stepping into their exchange. The authority i...</td>
+<td>600</td>
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-<td>[87cf5900-6211-4e04-9115-50f3617c88b4]</td>
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 <pre>{'nodes': [{'query': 'Who is agent Mercer?',
-   'answer': "# Agent Alex Mercer's Role and Contributions\n\nAgent Alex Mercer is a key figure in the Paranormal Military Squad Team at Dulce Base. His involvement is integral to the team's mission, which orbits the analysis of paranormal activities and the operational management of the command center. Mercer's role is not only operational but also affects the strategy and psychological dynamics of the unit. This reflects his deep involvement in the mission's multifaceted objectives. Delving into the specifics, Mercer is pivotal in the analysis of first contact events and the broader implications these could have on human-alien relations. His awareness and articulation of these events are crucial for the strategic planning and psychological calibration of the mission.\n\nMercer's participation in the briefing room discussions reveals his expertise in intuition and trust-building, elements that are crucial in the high-stakes environment of interspecies communication. This aspect of his role illustrates the psychological complexities that come with interactions that can redefine our understanding of existence and civilizations beyond Earth. His shared concerns with his colleagues about the wider consequences of their discoveries indicate a responsible acknowledgment of the impact of their work. \n\nSuch discussions underscore Mercer’s importance not just as an agent but as a key contributor to the management of expectations and outcomes of their findings. The evolving mission of the squad from passive observation to proactive contact preparation highlights Mercer’s expanded role into active engagement, where his insights into possible strategies for extraterrestrial communication and diplomacy are vital.\n\nMercerat has formed significant collaborative relationships, particularly with Dr. Jordan Hayes, focusing on managing interspecies communication. The success of their combined efforts is vital, as they work to decode alien codes and assist in preparations for potential first contact scenarios. Their partnership symbolizes a united front in analyzing extraterrestrial patterns and preparing for potentially historic encounters.\n\nIn summary, Agent Alex Mercer's contributions to the Paranormal Military Squad Team involve critical analytical and operational actions fundamental to interstellar exchange efforts, highlighting a multifaceted role that extends beyond mere field operations to strategic, psychological, and collaborative dimensions.\n\n# Overview of Alex Mercer's Role in the Paranormal Military Squad and Dulce Base\n\nAlex Mercer is a pivotal leader within the Paranormal Military Squad, which operates primarily out of Dulce Base—a central hub for covert operations focused on interstellar communication with extraterrestrial entities. Mercer's leadership role is central to the squad's mission of establishing contact with alien intelligence, where he adopts a diplomatic approach coupled with strategic planning. His actions and decisions play an integral part in guiding the team towards potential first contact with extraterrestrial beings, characterized by a complex web of collaboration and hierarchy among peers such as Taylor Cruz and Dr. Jordan Hayes. \n\nMercer's role extends beyond simple strategic leadership; he is intricately involved in the diplomatic aspects of extraterrestrial engagement. This includes strategizing the dialogues and communication methods, ensuring that interactions with potential alien intelligences are handled with utmost care and respect. The squad, under his guidance, is not just a military contingent but also an ambassadorial team prepared for the profound implications of making first contact. This makes Mercer not just a military leader but also a key figure in possibly reshaping human understanding and diplomatic relations with otherworldly entities.\n\nThe activities at Dulce Base, facilitated by Mercer's leadership, involve high-stakes technological endeavors and significant strategic exercises to decrypt, analyze, and respond to alien signals. This site acts as a nucleus for the squad's clandestine activities, housing not only high-tech communication devices and efforts but also facilitating complex leadership dynamics and decision-making processes crucial for the success of the mission. Mercer’s collaboration and interactions with other squad members, including the skeptical analytical insights provided by Dr. Jordan Hayes and the strategic oversight of Taylor Cruz, ensure a balanced approach to operating at the intersection of military prowess and diplomatic tact.\n\nWith suspected first contact looming, the efforts led by Mercer are at the forefront of seismic changes in human-extraterrestrial relations, underlining his importance in both historical and strategic contexts. This highlights a potential paradigm shift in interstellar diplomacy spearheaded by Mercer's unique blend of leadership, strategy, and diplomacy.\n\n# Understanding Alex Mercer's Role in Operation: Dulce\n\nAlex Mercer is prominently identified as a key team member within Operation: Dulce, a secretive mission carried out by the Paranormal Military Squad at the Dulce Military Base in New Mexico. This operation focuses on establishing contact with extraterrestrial intelligence, marked by an exceptionally high level of secrecy. Mercer's specific position is of a leadership nature, implying a central role in directing and executing this sensitive mission. \n\nOperation: Dulce is of critical significance, presumably affecting national security or leading to substantive scientific discoveries. This requires a team composed of individuals with diverse and specialized skills, indicative of a strategic approach to overcoming numerous potential obstacles inherent in contacting and communicating with extraterrestrial beings. Alex Mercer's leadership likely involves coordinating between varied domains such as communication, decision-making, and analysis, making him integral to the mission's success.\n\nThe Dulce Military Base provides the necessary infrastructure for the Paranormal Military Squad, with team dynamics being potentially influenced by the base's isolated and secretive environment. As a leader, Mercer would be responsible for maintaining team morale and focus, ensuring that personal well-being does not hinder operational objectives.\n\nThe involvement in an operation of this nature highlights Mercer’s expertise in managing high-stakes, confidential projects. As the operation unfolds within New Mexico, with its distinctive environmental elements, such as frequent storms and secluded landscapes, Mercer's role likely involves contingency planning to navigate these additional challenges.\n\nFinally, Alex Mercer is not operating in isolation. He works alongside a highly skilled team: Sam Rivera, known for communication prowess; Taylor Cruz, noted for decision-making abilities; and Jordan Hayes, who excels at interpreting alien signals. This group synergy, under Mercer’s leadership, demonstrates the collaboration necessary to achieve the formidable task set by Operation: Dulce—possibly altering our understanding of life beyond Earth.\n\n# Understanding the Role of Agent Mercer at Dulce Base\n\nAgent Mercer is identified as a key figure in the operations conducted at the Dulce Base, a heavily classified facility focused on extraterrestrial research and communication. Situated in New Mexico, Dulce Base serves as the central hub for the Paranormal Military Squad’s covert operations regarding extraterrestrial activities. These operations include the decryption of alien signals—an essential task that demands the specialized expertise of personnel like Alex Mercer. Although further details about Mercer’s specific responsibilities or background are not explicitly outlined, it is highlighted that key personnel, including Mercer, Sam Rivera, Taylor Cruz, and Jordan Hayes, are pivotal to the effective functioning and success of the base's mission. Their roles may involve leadership, direct engagement in decryption processes, and overall management of interactions with extraterrestrial intelligence.\n\nGiven that Dulce Base operates under strict secrecy, the participation of an agent like Mercer in such high-stakes covert operations suggests a significant level of proficiency and trust in handling matters of both national and global security implications. In maintaining control over the base's activities, pragmatic oversight is crucial for navigating the unpredictable nature of extraterrestrial contact while ensuring effective communication and response strategies. This rigorous oversight likely involves Mercer, amongst other key personnel, in crafting or implementing communication protocols that address verified and suspected claims of extraterrestrial contact.\n\nAgent Mercer’s association with such critical tasks implies a leadership role in spearheading initiatives that strive towards understanding and interacting with otherworldly entities, which could potentially redefine humanity's perception of the universe. While the available information does not provide a comprehensive biography or personal details about Mercer, his involvement at Dulce Base is intrinsically tied to the broader goals of extraterrestrial research and maintaining strategic oversight over related operations. The absence of specific biographical information highlights the secretive nature of operations and personnel at Dulce Base.\n\n\n# Understanding Alex Mercer in the Context of the Paranormal Military Squad\n\nAlex Mercer is a key member of the Paranormal Military Squad at Dulce Base. This is an exclusive team known for its efforts in deciphering and establishing communication with extraterrestrial signals. The community summary reveals that Alex Mercer holds a significant position within this group by acting as a mentor to Sam Rivera, the cybersecurity expert spearheading the technical aspects of their mission. Mercer's mentorship role suggests a deep well of experience and knowledge, enabling them to provide critical guidance and support to other team members.\n\nWithin the squad, Mercer collaborates closely with key figures such as Sam Rivera, Taylor Cruz, and Jordan Hayes. These interpersonal relationships are vital for the team's success in its complex and pioneering endeavor of interpreting extraterrestrial communications. Alex Mercer appears to contribute not only through mentorship but by also being involved actively in the community's mission of responding to alien signals.\n\nMercer's involvement with the Paranormal Military Squad indicates a background possibly rich in technical or leadership skills, crucial for navigating the challenges posed by the enigmatic nature of extraterrestrial communications. Mercer’s role as a mentor implies a keenness towards fostering growth and learning within the team, supporting members like Sam Rivera, who plays a pivotal role in the squad’s endeavors.\n\nIn essence, Alex Mercer’s role is indispensable in maintaining the community's focus and determination, as indicated by their influence on team dynamics and morale. As a mentor and active team member, Mercer contributes to the technical innovations and strategic decisions necessary for the team's efforts at Dulce Base. The facility itself is noted for its strategic importance, underpinning operations and facilitating the resources needed for the squad's mission. Mercer's impact is thus both personal in terms of team dynamics as well as expansive, influencing larger operational outcomes.\n",
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+   'answer': "# Mercer's Role in the Paranormal Military Squad at Dulce Base\n\nMercer is a prominent figure within the Paranormal Military Squad stationed at Dulce Base, an underground facility dedicated to interstellar communication and engagements with extraterrestrial entities. In this high-stakes environment, Mercer acts as both a mentor and leader, providing crucial guidance and strategic insights that are vital for the success of the squad's mission. His leadership style is marked by a strong emphasis on maintaining morale and ensuring operational efficiency among team members, which include Jordan, Alex, Taylor Cruz, and Sam Rivera.\n\nMercer's involvement in the squad centers on his ability to mentor younger team members, fostering an environment of trust and open communication that is essential for deciphering complex alien messages. This task is not only a technical challenge but also one that holds significant cultural and strategic implications for humanity's future interactions with extraterrestrial beings.\n\nAt Dulce Base, Mercer collaborates closely with other key squad members like Taylor Cruz, who focuses on maintaining operational security, and Sam Rivera, who provides technological expertise. Together, they work harmoniously to decode and strategize responses to alien communications, navigating both the technological barriers and the ethical considerations that arise from such interactions.\n\nMercer's strategic influence is particularly noteworthy; he is deeply involved in high-level decision-making processes and plays a pivotal role in shaping the squad's engagement strategies. His cautious yet progressive approach ensures a careful balance between discovery and protocol adherence, aligning the squad's actions with broader cosmic and diplomatic goals.\n\nThe environment at Dulce Base enhances the complexity of the mission, adding layers of psychological and operational challenges. Here, Mercer's mentorship and ability to lead under pressure become indispensable, helping the team maintain focus and effectiveness in their pursuit of establishing a Cosmic Relationship, a foundational objective for the squad.\n\nOverall, Mercer's multifaceted role underscores his importance, from managing interpersonal dynamics and mentoring to making strategic decisions that carry far-reaching implications.\n\n\n# Agent Mercer and Their Role at Dulce Military Base\n\nAgent Mercer, identified as Alex Mercer, is a key figure involved in the critical operations at the Dulce Military Base, which is renowned for its efforts in extraterrestrial communication. The Dulce Base serves as a significant hub for decoding cosmic and alien signals, with Alex Mercer playing a pivotal role in these initiatives. Mercer, alongside other notable personnel like Taylor Cruz, Jordan Hayes, and Sam Rivera, contributes to the base's mission of establishing communication with extraterrestrial intelligence. Alex Mercer's expertise in signal analysis is crucial for deciphering the complex communications potentially emanating from intelligent alien sources, which are pivotal for the base’s objectives.\n\nTheir role is integral to the broader efforts undertaken at the Dulce Base, which encompasses analyzing and responding to potential communications from alien intelligence. This responsibility places them at the forefront of one of the most strategic scientific missions, which aims to understand and decode cosmic signals that could impact human interactions with extraterrestrial entities. Given the gravity of these operations, Mercer's contributions are seen as enhancing the team’s collective ability to interpret and respond to alien communications.\n\nFurthermore, the collaboration among the key personnel at Dulce, including Mercer, supports a cohesive operational dynamic essential for the success of their missions. The team’s composition allows them to efficiently tackle the decoding efforts, manage communications, and ensure strategic responses to any potential existential threats or opportunities that may arise from these interactions.\n\nIn summary, Alex Mercer is a prominent figure deeply entrenched in the communication efforts with alien entities at the Dulce Military Base. This position underscores their substantial role in employing advanced signal analysis to advance understanding and establish possible dialogues with extraterrestrial intelligence, highlighting their indispensable contributions to this field of study.\n\n# Agent Alex Mercer and His Role in Operation: Dulce\n\nAgent Alex Mercer is a prominent figure within the context of Operation: Dulce, a significant military mission focused on exploring paranormal anomalies and interstellar dialogue at the Dulce military base. As a key member of the Paranormal Military Squad, Mercer's involvement underscores his crucial role in advancing the strategic objectives of the operation. He is regarded as an influential leader, whose actions and decisions significantly shape the direction and outcomes of the mission. Mercer's strategic insight and commitment to the mission are evident in his various activities, which include guiding strategic decisions and interacting with other key team members such as Dr. Jordan Hayes.\n\nWithin the broader framework of the mission, Mercer is recognized for his determination and complex relationship with authority. Despite outward compliance, he exhibits a subtle yet notable resolve that hints at his independent thinking and critical influence on the mission's trajectory. His interactions with the mission's strategic hubs, such as the briefing room at the Dulce base and the Underground Command Center, further exemplify his leading hand in navigating the challenging and high-stakes environment of Operation: Dulce.\n\nAdditionally, Mercer's involvement goes beyond mere operational duties, extending to significant contributions to interspecies communication efforts. His leadership at the Dulce Team and Underground Command Center highlights his role in managing both strategic operations and critical communication tasks. This multifaceted involvement positions Mercer not only as a key figure within the direct mission but also as a central actor in facilitating groundbreaking advancements in interspecies communication.\n\nOverall, Agent Alex Mercer emerges as a pivotal force within the complex networks of Operation: Dulce and its related activities. His leadership and strategic contributions are instrumental in addressing the ambitions of the mission and the broader interspecies communication project, marking him as a vital figure within the operational community at the Dulce military base.\n\n\n# Agent Mercer's Role in Dulce Facility\n\nAgent Alex Mercer appears to be a key figure within the Dulce Facility community, deeply embedded in the operations concerning extraterrestrial communication. The knowledge graph surrounding the Dulce Facility and its role as an extraterrestrial communication hub indicates that Mercer is among other prominent personnel such as Taylor Cruz, Jordan Hayes, and Sam Rivera, all of whom play significant roles in the activities at this strategic location. Within the Dulce Facility, Mercer's role involves high-level responsibilities, likely related to setting and managing communication frequencies, which are crucial for the interstellar communication efforts facilitated by the Dulce Mainframe and Control Room.\n\nThe community highlights that the Dulce Facility is central to Earth's strategic initiatives in extraterrestrial engagement and communication, primarily due to its advanced technical infrastructure and personnel expertise. As part of the Paranormal Military Squad's efforts, Alex Mercer contributes to interpreting and decrypting signals, suggesting an intimate involvement in parsing alien communications and potentially establishing dialogues with extraterrestrial intelligences. This work is critical for Dulce's mission to secure Earth's standing within the broader galactic community by enhancing interstellar communication capabilities.\n\nThe interconnectedness of the Dulce Facility's entities, like the Control Room and Mainframe, promotes a streamlined operation where Mercer and his colleagues' coordinated efforts advance their overarching goal—effectively positioning Earth as a notable participant in cosmic diplomacy. The sensitive nature of these operations demands a high level of security and confidentiality, further underlining the importance and trust vested in figures like Agent Mercer.\n\nAgent Mercer's contributions are instrumental in supporting the Dulce Facility's objectives of maintaining seamless communication, laying the groundwork for Earth's eventual integration into the galactic community and ensuring significant advancements in Earth's technological and diplomatic prowess in the interstellar realm.\n\n# Overview of Alex Mercer's Role in Cosmic Interactions\n\nAlex Mercer is a prominent figure in the community centered around cosmic phenomena, specifically interacting with the concept of Cosmic Vocalization. This interaction is part of a broader narrative involving several key entities, including Taylor Cruz and the Paranormal Military Squad, focusing on how these cosmic events may affect the Universe and humanity's response to them.\n\nMercer's approach to Cosmic Vocalization is notably distinct; he perceives it as a part of an 'interstellar duet,' suggesting that it is not merely a random cosmic event but a form of communication that requires response and understanding. This perspective implies a potential ongoing dialogue or connection between cosmic sources and human consciousness, which might be critical for understanding cosmic events' broader implications.\n\nThis belief in a cosmic dialogue positions Mercer as an advocate for deeper investigation and potentially for preparation against unidentified cosmic influences or entities. His viewpoint contrasts with that of Taylor Cruz, who raises alarms about the possible risks associated with Cosmic Vocalization, considering it might be a dangerous homing signal that threatens planetary security.\n\nThe Paranormal Military Squad's involvement adds another layer to the interaction with Cosmic Vocalization, treating it as a significant element in their strategic operations and security measures. Their perceiving the Universe as a concert hall metaphorically underscores the importance of how cosmic events like these are interpreted – both scientifically and strategically.\n\nMercer's perception of Cosmic Vocalization as part of a non-threatening cosmic symphony reflects a more benign or neutral stance compared to others in the community who see potential threats requiring urgent strategic responses. This diversity in interpretation highlights the complex interplay between scientific curiosity and security concerns that characterize the community's overall approach to cosmic phenomena.\n\nThe community's dynamics involve a balance between open-ended exploration and the preparedness for potential threats, where Mercer's role in shaping these interpretations presents a narrative of cosmic events as opportunities for deeper understanding rather than immediate threats.",
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-  {'query': 'What are the specific paranormal activities Agent Mercer investigates?',
-   'answer': "Agent Alex Mercer is involved in investigating a range of paranormal activities, primarily centered around the enigmatic operations at Dulce Base. The narrative suggests that Mercer is part of a specialized team, the Paranormal Military Squad, tasked with decoding alien signals and engaging in interstellar communication. This involves decrypting complex alien codes that hint at a sophisticated extraterrestrial society, which the team believes could reveal thought patterns and behavioral algorithms of alien intelligence [Data: Sources (9, 11, 5)].\n\nThe activities at Dulce Base are shrouded in secrecy and involve high-stakes interactions with alien technology and signals. Mercer and his team are depicted as standing on the brink of a new kind of diplomacy, potentially engaging in a dialogue with an alien civilization. This involves not only understanding the alien signals but also preparing for the implications of such contact, which could range from peaceful communication to potential threats [Data: Sources (9, 11, 5)].\n\nMercer's role is crucial in navigating these uncharted territories, balancing the need for scientific discovery with the caution required in dealing with unknown extraterrestrial entities. The team's work is described as a partnership with an unseen cosmic congregation, suggesting that their investigations are not just about uncovering alien secrets but also about forging a new relationship with the cosmos [Data: Sources (9, 11)].",
-   'score': 85,
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+  {'query': 'What is the history and background of the Dulce Base?',
+   'answer': "The Dulce Base is often shrouded in mystery and conspiracy theories, primarily due to its alleged connections to extraterrestrial activities and secretive government operations. Located in New Mexico, the base is rumored to be an underground facility where covert operations involving advanced technology and alien interactions take place. These claims are largely fueled by anecdotal evidence and speculative narratives rather than concrete proof.\n\nIn the context of the provided data, the Dulce Base is depicted as a site of significant technological and possibly extraterrestrial engagement. The narrative suggests that the base is a hub for advanced communications and interactions with alien intelligences, as seen through the activities of the Paranormal Military Squad. This team, including agents like Alex Mercer, is portrayed as engaging in complex dialogues with alien entities, suggesting that the base serves as a critical point for interstellar communication and exploration [Data: Sources (6, 38, 27, 5, 9, 30, 46, 29, 31, 32, 3, 23, 47, 15, 35, 28)].\n\nThe base's history is intertwined with themes of secrecy and the unknown, often depicted as a place where the boundaries of human understanding and technology are pushed. The narrative within the data highlights the base as a setting for groundbreaking discoveries and the potential for humanity to engage with cosmic entities, reflecting the broader mythos surrounding Dulce Base as a site of both intrigue and potential danger.",
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-     'sources':    id                                               text
-     0   9  ; we are the threads that may weave a new cosm...
-     1  11  , the sentinel within them ever alert.\n\nAlex...
-     2   8  ences the full spectrum of human curiosity and...
-     3   5   the universe.\n\nIn a symphony of clicks and ...
-     4   1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11646},
+     'sources':     id                                               text
+     0    6   ordered, their voice echoing slightly before ...
+     1   38   urged, his voice bearing the gravitas of thei...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3    5   very walls of the shaft—a whisper of somethin...
+     4    9   "The silence here... It's almost as if the ba...
+     5   30   emissaries to a celestial congress we're only...
+     6   46   was now actively partaking in an exchange not...
+     7   29  crum of insight and expertise, and felt the so...
+     8   45   they faced. "If it's truly sentient, we're no...
+     9   31   set the tempo for an undertaking that travers...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11   3  , weighing his words carefully. "Our tech is t...
+     12  23  Sam Rivera, ever the source of technological a...
+     13  47   revealing a tinge of skepticism at Taylor Cru...
+     14  15   than the last.\n\nThen, with a sudden burst t...
+     15  35  , every keystroke an intricate step in their t...
+     16  28   "and in every word we script, in every respon...}},
    'id': 1},
-  {'query': 'How does Agent Mercer collaborate with Dr. Jordan Hayes?',
-   'answer': "Agent Alex Mercer and Dr. Jordan Hayes collaborate closely throughout their mission, demonstrating a dynamic partnership that balances scientific inquiry with operational pragmatism. Their collaboration is marked by mutual respect and a shared commitment to uncovering the mysteries of the Dulce Base.\n\n**Mutual Respect and Complementary Skills**\n\nAgent Mercer, with his authoritative presence and strategic mindset, often relies on Dr. Hayes's scientific expertise to navigate the complexities of their mission. For instance, Mercer acknowledges Hayes's analytical prowess, encouraging them to maintain their sharp analytical edge as they descend into the unknown depths of Dulce Base [Data: Sources (1)]. This respect is reciprocated by Hayes, who values Mercer's leadership and strategic insights, particularly when faced with the enigmatic alien technology they encounter [Data: Sources (8)].\n\n**Shared Goals and Intellectual Exchange**\n\nTheir collaboration is also characterized by a shared goal of understanding the alien signals and technology they encounter. Hayes's scientific curiosity and Mercer's strategic foresight create a synergy that drives their mission forward. They engage in intellectual exchanges that highlight their complementary skills, such as when they discuss the potential paradigm shifts that the alien technology could bring to humanity [Data: Sources (8)]. This dialogue underscores their joint effort to balance scientific discovery with the practicalities of their mission.\n\n**Navigating Challenges Together**\n\nThroughout their mission, Mercer and Hayes face numerous challenges that test their collaboration. They work together to decode alien signals, with Mercer providing the strategic oversight and Hayes applying their scientific expertise to unravel the complexities of the alien communications [Data: Sources (9)]. Their ability to navigate these challenges together is a testament to their effective collaboration, as they combine their strengths to address the unknown variables they encounter.\n\nIn summary, Agent Mercer and Dr. Jordan Hayes's collaboration is a blend of mutual respect, complementary skills, and a shared commitment to their mission. Their partnership is pivotal in navigating the complexities of the Dulce Base and the alien technology they encounter, highlighting the importance of interdisciplinary collaboration in addressing complex challenges.",
+  {'query': 'What specific technologies does Sam Rivera use to detect extraterrestrial communications?',
+   'answer': "Sam Rivera, a member of the Paranormal Military Squad, is depicted as utilizing a range of sophisticated technologies to detect and interpret extraterrestrial communications. The narrative suggests that Sam is deeply engaged with advanced audio interfaces and decoding equipment, which are crucial in transforming alien signals into comprehensible data [Data: Sources (25, 13, 24)]. Sam's role involves manipulating these interfaces to identify patterns and motifs within the signals, indicating a structured and intentional communication from an extraterrestrial source [Data: Sources (25, 13)].\n\nThe equipment Sam uses is described as being capable of adjusting sensitivity and decoding complex sequences, which implies the use of high-tech signal processing tools. These tools allow Sam to bridge human systems with alien signals, facilitating a form of communication that transcends traditional linguistic barriers [Data: Sources (13, 24)]. The narrative also highlights Sam's ability to work with a digital orchestra of equipment, suggesting a comprehensive setup that includes both hardware and software designed for real-time signal analysis and interpretation [Data: Sources (25, 13)].\n\nOverall, Sam Rivera's technological arsenal appears to be a blend of cutting-edge audio and signal processing technologies, enabling the detection and analysis of extraterrestrial communications in a manner that is both innovative and essential to the team's mission.",
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-     'sources':   id                                               text
-     0  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     1  8  ences the full spectrum of human curiosity and...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11147},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5   18   the universe.\n\nIn a symphony of clicks and ...
+     6    3  , weighing his words carefully. "Our tech is t...
+     7   21   an undercurrent of intensity carried forth in...
+     8   43   of a cosmic message that could redefine their...
+     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     10  42   the dark heart of Dulce's secrets. \n\nAnd th...
+     11  28   "and in every word we script, in every respon...
+     12  25   his fingers hovering over the command keys. W...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  30   emissaries to a celestial congress we're only...
+     15  13   primacy within.\n\n"The closer we get to unlo...
+     16  24  Keep the communication channels open. But let ...}},
    'id': 2},
-  {'query': 'What training and skills does Agent Mercer possess for his role?',
-   'answer': "Agent Alex Mercer is depicted as a highly competent and focused individual, integral to the operations at Dulce Base. His role involves overseeing and participating in the decryption and interpretation of alien signals, which suggests a strong background in cryptography and data analysis. Mercer's ability to maintain a steady and controlled presence in high-pressure situations indicates training in crisis management and leadership, essential for guiding his team through the complexities of interstellar communication [Data: Sources (9, 11, 5)].\n\nMercer is also portrayed as having a deep understanding of both military and scientific protocols, which is crucial for navigating the dual nature of his mission—balancing defense with exploration. His interactions with team members like Dr. Jordan Hayes and Taylor Cruz show that he values collaboration and is adept at integrating diverse expertise into cohesive strategies. This implies skills in team leadership and interdisciplinary coordination [Data: Sources (9, 11, 5)].\n\nFurthermore, Mercer's role as a liaison in the cosmic dialogue suggests he possesses diplomatic skills, necessary for interpreting and responding to extraterrestrial communications. His ability to adapt to the evolving nature of the mission, as well as his emphasis on understanding rather than confrontation, highlights his strategic thinking and problem-solving capabilities [Data: Sources (9, 11, 5)].",
+  {'query': 'How does Taylor Cruz contribute to the strategic missions at Dulce Base?',
+   'answer': "Taylor Cruz plays a significant role in the strategic missions at Dulce Base, primarily through their leadership and pragmatic approach to the challenges faced by the Paranormal Military Squad. As a key figure in the team, Taylor is often seen providing direction and maintaining focus during critical operations. Their assertive nature is evident in their interactions with other team members, where they emphasize the importance of adhering to protocols and maintaining discipline [Data: Sources (0, 9, 14, 21, 40)].\n\nTaylor's contributions are not limited to enforcing protocol; they also bring a level of caution and risk assessment to the missions. For instance, Taylor is quick to remind the team of the potential dangers associated with their interactions with alien signals, urging them to tread carefully and consider the implications of their actions [Data: Sources (16, 27, 31, 32)]. This cautious approach is crucial in balancing the team's enthusiasm for discovery with the need for security and strategic foresight.\n\nMoreover, Taylor's presence is a stabilizing force within the team, often stepping in to refocus discussions and ensure that the team's efforts are aligned with their objectives. This is particularly important in high-stakes situations where the team is navigating unknown territories and deciphering complex alien communications [Data: Sources (5, 9, 18, 41)]. Taylor's ability to maintain composure and provide clear directives helps the team to operate effectively under pressure, making them an indispensable part of the strategic missions at Dulce Base.",
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-     'sources':    id                                               text
-     0   9  ; we are the threads that may weave a new cosm...
-     1  11  , the sentinel within them ever alert.\n\nAlex...
-     2   3  , absorbed in the bewilderment of contact, whi...
-     3   8  ences the full spectrum of human curiosity and...
-     4   5   the universe.\n\nIn a symphony of clicks and ...},
-    'token_ct': 11630},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
    'id': 3},
-  {'query': 'What are some scenarios the team prepares for first contact?',
-   'answer': "The team at Dulce Base, led by Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, is engaged in a high-stakes operation to prepare for first contact with an alien intelligence. The preparation involves a blend of scientific analysis, strategic planning, and cautious anticipation.\n\n### Scenario Analysis and Preparation\n\nThe team is acutely aware of the potential for both profound discovery and peril. Alex Mercer, a seasoned agent, emphasizes the importance of staying alert as they approach what could be a momentous event in human history. The team is tasked with interpreting a signal that pulses with sentient curiosity, suggesting an active participant on the other end with an unknown agenda [Data: Sources (7)].\n\nDr. Jordan Hayes, leading the efforts, isolates the signal's harmonics, describing it as more than a call—it's a song, an interstellar siren’s call. This metaphor highlights the complexity and potential danger of the communication, as the team must learn this 'song' quickly to avoid metaphorically crashing upon unseen shores [Data: Sources (7)].\n\n### Technological and Strategic Readiness\n\nThe team employs a meticulous approach, using advanced technology to bridge the technological chasm between Earth and the alien intelligence. They are aware that the signal is evolving, adapting to their attempts to decrypt it, which suggests a learning intelligence on the other side. This realization shifts their mission from passive observation to active engagement, requiring them to be ready for whatever answers back [Data: Sources (7)].\n\nTaylor Cruz, maintaining a stoic demeanor, emphasizes the importance of securing and monitoring the communication stream, acknowledging the unknown nature of the intelligence they are dealing with. This highlights the team's strategic readiness to handle the unpredictable nature of first contact [Data: Sources (7)].\n\n### Emotional and Psychological Preparedness\n\nThe team also prepares emotionally and psychologically for the encounter. Sam Rivera, with a mix of awe and anxiety, notes that the situation gives 'talking to strangers' a whole new meaning, indicating the profound impact of this potential first contact on their understanding of communication and intelligence [Data: Sources (7)].\n\nOverall, the team at Dulce Base is preparing for first contact by combining scientific rigor, strategic foresight, and emotional resilience, understanding that their actions could redefine humanity's place in the cosmos.",
-   'score': 85,
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+  {'query': "What are the ethical considerations in the Paranormal Military Squad's extraterrestrial communications?",
+   'answer': "The Paranormal Military Squad's engagement with extraterrestrial communications raises several ethical considerations, primarily revolving around the implications of first contact and the responsibilities that come with it. \n\n### Communication and Consent\nOne of the foremost ethical concerns is the nature of communication and consent. The team is deciphering and responding to signals from an alien intelligence, which implies a form of dialogue. However, the question arises whether this communication is consensual and mutual, or if it is being imposed unilaterally by either party. The ethical implications of engaging with an intelligence that may not fully understand or agree to the terms of interaction are significant [Data: Sources (17, 32, 28, 34, 25)].\n\n### Intent and Interpretation\nAnother ethical consideration is the interpretation of the alien signals. The team must ensure that their interpretations are accurate and not influenced by human biases or misconceptions. Misinterpretation could lead to unintended consequences, such as conflict or misunderstanding. The responsibility to accurately decode and respond to these signals is immense, as it could shape the future of interstellar relations [Data: Sources (32, 28, 34, 25, 15)].\n\n### Impact on Humanity\nThe potential impact of these communications on humanity is another ethical dimension. The knowledge and technology that could be gained from such interactions might have profound effects on society, potentially altering power dynamics, economies, and cultural understandings. The team must consider how to manage and disseminate this information responsibly, ensuring it benefits humanity as a whole rather than a select few [Data: Sources (17, 32, 28, 34, 25)].\n\n### Security and Safety\nFinally, there is the ethical obligation to ensure the security and safety of both parties involved. The team must be cautious not to expose Earth to potential threats, whether intentional or accidental, from the alien intelligence. Similarly, they must ensure that their actions do not pose a threat to the extraterrestrial entities they are communicating with [Data: Sources (32, 28, 34, 25, 15)].\n\nThese ethical considerations highlight the complexity and gravity of the Paranormal Military Squad's mission, underscoring the need for careful deliberation and responsible action in their extraterrestrial communications.",
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-     'sources':    id                                               text
-     0   7   have a way in."\n\nA slight nod was Alex's im...
-     1   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3  11  , the sentinel within them ever alert.\n\nAlex...
-     4   7   have a way in."\n\nA slight nod was Alex's im...},
-    'token_ct': 9968},
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   28   "and in every word we script, in every respon...
+     3   34  Our responses so far have echoed their complex...
+     4   25   his fingers hovering over the command keys. W...
+     5   30   emissaries to a celestial congress we're only...
+     6   11  , whose steady presence and ready tech affirme...
+     7   36  's luminescence. "Remember, while we seek comm...
+     8   37   from across the console, their eyes not leavi...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  24  Keep the communication channels open. But let ...
+     13  49   on. In his eyes flashed the foreboding excite...
+     14  21   an undercurrent of intensity carried forth in...
+     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     16  23  Sam Rivera, ever the source of technological a...}},
    'id': 4},
-  {'query': "How does Agent Mercer's analysis impact the squad's approach to extraterrestrial communication?",
-   'answer': "Agent Alex Mercer plays a pivotal role in shaping the Paranormal Military Squad's approach to extraterrestrial communication. His leadership and analytical skills are crucial in navigating the complexities of the alien signals they encounter. Mercer's ability to maintain a steady presence amidst the technological whirlwind is evident as he directs his team to look for patterns and anomalies in the alien communications, emphasizing the importance of a thoughtful and measured response [Data: Sources (5, 8)].\n\nMercer's approach is characterized by a balance of caution and curiosity. He understands the gravity of their mission and the potential implications of their findings, urging his team to act as ambassadors rather than mere explorers. This perspective encourages the squad to engage with the alien signals not just as a technical challenge but as a diplomatic opportunity, highlighting the need for empathy and understanding in their responses [Data: Sources (8)].\n\nFurthermore, Mercer's leadership fosters a collaborative environment where each team member's expertise is valued. He acknowledges the insights of his colleagues, such as Dr. Jordan Hayes and Sam Rivera, and integrates their findings into the squad's strategy. This inclusive approach ensures that the team remains adaptable and prepared for the unknown, reinforcing their role as Earth's emissaries in a potential interstellar dialogue [Data: Sources (5, 8)].\n\nOverall, Mercer's analysis and leadership significantly influence the squad's approach, guiding them to navigate the delicate line between scientific inquiry and diplomatic engagement with extraterrestrial intelligence.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'What is the Cosmic Relationship that the squad is trying to establish?',
+   'answer': "The Paranormal Military Squad, led by Agent Alex Mercer, is engaged in a profound mission to establish a 'Cosmic Relationship' with an alien intelligence. This endeavor is centered around decoding and understanding a complex alien signal that has been intercepted at the Dulce Base's underground command center. The team, comprising Alex Mercer, Jordan Hayes, Taylor Cruz, and Sam Rivera, is tasked with deciphering the alien encryption and translating it into a form of communication that can bridge the gap between human and extraterrestrial understanding [Data: Sources (32, 30, 17, 28, 34)].\n\nThe squad's efforts are not merely about decoding signals but are aimed at translating intentions and establishing a dialogue that transcends the limitations of human language. The alien messages are described as resonating and designed to be felt, suggesting a form of communication that goes beyond words and requires a response that encompasses the full array of human expression [Data: Sources (32, 30, 28, 34)].\n\nThe mission is fraught with both opportunity and peril, as the team navigates the delicate balance between curiosity and caution. They are aware that their actions could either pave the way for a new era of interstellar diplomacy or lead to unforeseen consequences. The squad's work is described as a partnership with an unseen cosmic congregation, where each pulse sent and received is a line in Earth's envoi to the cosmic shores [Data: Sources (32, 30, 28, 34)].\n\nIn essence, the Cosmic Relationship the squad is trying to establish is one of mutual understanding and collaboration with an alien intelligence, with the hope of forming a rapport that could redefine humanity's place in the universe. This relationship is envisioned as a symphony of communication, where humanity's voice is harmonized with the cosmic ensemble, potentially leading to a new chapter in human history [Data: Sources (32, 30, 28, 34)].",
+   'score': 0,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10983,
+    'output_tokens': 491,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11037},
+     'sources':     id                                               text
+     0   32   cosmos—secrets that, until now, had been lost...
+     1   30   emissaries to a celestial congress we're only...
+     2   17   on the sequences that danced across the scree...
+     3   32   cosmos—secrets that, until now, had been lost...
+     4   28   "and in every word we script, in every respon...
+     5   34  Our responses so far have echoed their complex...
+     6   25   his fingers hovering over the command keys. W...
+     7   30   emissaries to a celestial congress we're only...
+     8   11  , whose steady presence and ready tech affirme...
+     9   36  's luminescence. "Remember, while we seek comm...
+     10  37   from across the console, their eyes not leavi...
+     11  15   than the last.\n\nThen, with a sudden burst t...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  24  Keep the communication channels open. But let ...
+     15  49   on. In his eyes flashed the foreboding excite...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 5},
-  {'query': 'What are the specific responsibilities of Alex Mercer within the Paranormal Military Squad?',
-   'answer': "Alex Mercer plays a pivotal role within the Paranormal Military Squad, primarily characterized by his leadership and strategic oversight during critical missions. As depicted in the sources, Mercer is often seen guiding his team through complex and unprecedented situations, such as deciphering alien codes and managing interspecies communications [Data: Sources (5, 8)]. His responsibilities include ensuring the team remains focused and coordinated, as well as making crucial decisions that balance scientific curiosity with diplomatic caution.\n\nIn the command center of Dulce Base, Mercer is portrayed as a stabilizing presence, offering direction and support to his team members, such as Dr. Jordan Hayes and Taylor Cruz, as they navigate the challenges of alien contact [Data: Sources (5, 8)]. He emphasizes the importance of understanding and diplomacy over confrontation, highlighting his role in shaping the team's approach to extraterrestrial interactions [Data: Sources (5, 8)].\n\nMercer's leadership style is marked by a blend of military precision and a diplomatic mindset, which is crucial in the high-stakes environment of the Paranormal Military Squad. He is responsible for maintaining the team's morale and ensuring that their actions are aligned with the broader mission objectives, which include securing knowledge for humanity and potentially redefining human existence through interstellar diplomacy [Data: Sources (5, 8)].",
+  {'query': 'What specific role does Alex Mercer fulfill in the context of decoding alien signals?',
+   'answer': "Alex Mercer plays a pivotal role in the decoding of alien signals, acting as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to interpret and respond to the signals, ensuring that communication channels remain open and that no message goes unchecked [Data: Sources (45, 23, 24)]. Mercer is depicted as a figure of authority and reliability, providing guidance and support to his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they navigate the complexities of the alien communication [Data: Sources (45, 23, 24)].\n\nMercer's approach is characterized by a balance of caution and optimism. He emphasizes the importance of understanding the intentions behind the signals, whether they are friendly or hostile, and encourages his team to proceed with both curiosity and prudence [Data: Sources (23, 24, 26)]. His leadership style is collaborative, as he values the expertise of his team members and fosters an environment where their insights contribute to the mission's success [Data: Sources (23, 24, 26)].\n\nIn addition to his leadership role, Mercer is actively involved in the technical aspects of the mission. He works closely with his team to decode the signals, often engaging in discussions about the potential implications of their findings and the strategies needed to address them [Data: Sources (23, 24, 26)]. His presence is a constant source of stability and direction, as he navigates the challenges of first contact with an unknown intelligence [Data: Sources (23, 24, 26)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 436,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  5   the universe.\n\nIn a symphony of clicks and ...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11006},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 6},
-  {'query': "How does Alex Mercer's leadership style influence the squad's operations at Dulce Base?",
+  {'query': "How does Alex Mercer's expertise contribute to the communication efforts at Dulce Base?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 7},
-  {'query': "What is the nature of Alex Mercer's diplomatic strategies in extraterrestrial engagement?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
+  {'query': 'Who are the other key figures alongside Alex Mercer in the Dulce Base operations?',
+   'answer': "In the operations at Dulce Base, several key figures work alongside Alex Mercer, each contributing their unique expertise to the mission.\n\n### Dr. Jordan Hayes\nDr. Jordan Hayes is a pivotal member of the team, primarily responsible for working on decryption algorithms and interpreting the alien signals. Their role is crucial in understanding the complex patterns and potential communications from extraterrestrial sources. Jordan's analytical skills and ability to adapt to evolving situations make them an indispensable asset to the team [Data: Sources (45, 31, 27, 23, 24)].\n\n### Taylor Cruz\nTaylor Cruz is another significant figure, known for their pragmatic and cautious approach. They often emphasize the importance of protocol and risk assessment, ensuring that the team remains grounded and aware of potential threats. Taylor's leadership and strategic thinking help maintain the team's focus and safety during the operation [Data: Sources (45, 31, 27, 23, 24)].\n\n### Sam Rivera\nSam Rivera brings technological acumen to the team, often contributing insights into the adaptive nature of the alien signals. Their enthusiasm and technical expertise are vital in navigating the complexities of the mission, as they work closely with Jordan to decode and understand the signals [Data: Sources (45, 31, 27, 23, 24)].\n\nTogether, these individuals form a cohesive unit with Alex Mercer, each playing a critical role in the unfolding events at Dulce Base. Their combined efforts are directed towards understanding and potentially communicating with an alien intelligence, a task that requires both caution and innovation.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 429,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 8},
-  {'query': 'How does the Paranormal Military Squad determine their communication strategy with extraterrestrial entities?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
+  {'query': 'What technologies does Alex Mercer utilize in his signal analysis at Dulce?',
+   'answer': 'In the context of the Dulce Base operations, Alex Mercer and his team employ a variety of advanced technologies to analyze and interact with the alien signal they have encountered. The command center is equipped with sophisticated communication equipment and decryption algorithms, which are crucial for deciphering the complex alien code [Data: Sources (45, 31, 27, 23, 24)]. The team uses a central terminal and a bank of monitors to track and interpret the evolving signal, which is described as adapting and learning in real-time, suggesting the use of dynamic and possibly AI-driven analytical tools [Data: Sources (45, 23, 24, 44)].\n\nDr. Jordan Hayes, a key member of the team, is noted for working with decryption algorithms, indicating the use of specialized software designed to break down and understand encrypted communications [Data: Sources (45, 23)]. The environment is described as being filled with the hum of electronic equipment, suggesting a high-tech setup with possibly custom-built interfaces to handle the unique nature of the signal [Data: Sources (31, 27, 44)].\n\nOverall, the technologies utilized by Alex Mercer and his team at Dulce are advanced and tailored for the specific challenges of extraterrestrial communication, involving a combination of decryption, real-time signal adaptation, and possibly AI-enhanced analysis to facilitate their groundbreaking work.',
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 386,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 9},
-  {'query': 'What insights does Dr. Jordan Hayes provide on the alien signal decryption process?',
-   'answer': "Dr. Jordan Hayes plays a pivotal role in the decryption of the alien signal, providing critical insights that guide the team through the complexities of the task. Throughout the process, Jordan is depicted as a highly analytical and focused individual, deeply engaged in unraveling the mysteries of the alien communication.\n\nIn the command center of Dulce Base, Jordan is seen meticulously analyzing the alien signal, identifying it as a pattern rather than random static. This realization marks a significant breakthrough, suggesting that the signal is a deliberate message, possibly containing a form of communication or even a message from an extraterrestrial intelligence [Data: Sources (4, 5)]. Jordan's expertise allows the team to recognize the potential for the signal to reveal extraterrestrial thought patterns, which could fundamentally alter their understanding of alien intelligence and communication [Data: Sources (5)].\n\nJordan's approach to the decryption process is characterized by a balance of scientific rigor and open-mindedness. They acknowledge the possibility that the signal's complexity might indicate an advanced form of communication, one that could involve elements of recognition, learning, and even empathy. This perspective underscores the importance of interpreting the signal not just as a technical challenge but as a potential bridge to understanding alien cognition [Data: Sources (8)].\n\nOverall, Dr. Jordan Hayes's contributions are crucial in steering the team towards a more profound comprehension of the alien signal, emphasizing the need for a careful and thoughtful approach to this unprecedented form of communication.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  4   were at once coherent and enigmatic: "*Voyage...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  8  ences the full spectrum of human curiosity and...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11033},
+  {'query': "What are the strategic implications of Alex Mercer's work at Dulce for extraterrestrial communication?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 10},
-  {'query': "What is the Paranormal Military Squad's history and past missions?",
+  {'query': 'What specific paranormal anomalies are involved in Operation: Dulce?',
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 11},
-  {'query': "Who are the key members of Alex Mercer's team and their backgrounds?",
-   'answer': "Alex Mercer's team, as depicted in the provided sources, consists of several key members, each bringing unique skills and backgrounds to their mission at Dulce Base.\n\n**Dr. Jordan Hayes** is a prominent figure within the team, known for their scientific expertise and analytical prowess. They are often seen working on deciphering alien technology and signals, indicating a strong background in physics or a related scientific field. Jordan's role is crucial in understanding the extraterrestrial elements they encounter, and they are portrayed as someone who balances scientific curiosity with the weight of potential paradigm shifts [Data: Sources (3, 5, 8)].\n\n**Taylor Cruz** serves as a commanding presence within the team, often taking on a leadership role. Their background likely includes military or strategic training, as they are depicted as someone who maintains control and order, even in the face of the unknown. Taylor's pragmatic approach and focus on actionable intelligence suggest a background in military operations or security [Data: Sources (3, 5, 8)].\n\n**Sam Rivera** is characterized by their youthful energy and technological expertise. They are responsible for handling communication relays and decoding equipment, indicating a background in technology or engineering. Sam's role involves bridging human and alien communication, showcasing their technical skills and innovative thinking [Data: Sources (3, 5, 8)].\n\nTogether, these team members complement Alex Mercer's leadership, each contributing their specialized knowledge to the mission's success. Their diverse backgrounds enable the team to tackle the complex challenges posed by their encounters at Dulce Base.",
+  {'query': "How has Agent Alex Mercer's leadership impacted the outcomes of Operation: Dulce?",
+   'answer': "Agent Alex Mercer plays a pivotal role in the unfolding events of Operation: Dulce, demonstrating leadership qualities that significantly impact the mission's outcomes. His leadership is characterized by a balance of military discipline and a deep-seated curiosity, which allows him to navigate the complexities of the operation effectively.\n\nThroughout the mission, Mercer is portrayed as a steadying force amidst the chaos and uncertainty that surrounds the team. His ability to maintain composure and provide clear directives is evident in several instances. For example, when faced with the enigmatic alien signals, Mercer emphasizes the importance of keeping communication channels open while ensuring that no message goes unchecked, highlighting his strategic foresight and caution [Data: Sources (23, 24, 31, 41, 44)].\n\nMercer's leadership is also marked by his collaborative approach. He values the expertise of his team members, such as Dr. Jordan Hayes and Sam Rivera, and encourages their input, which fosters a sense of unity and shared purpose. This is particularly evident when he acknowledges the potential of the alien signal to be a 'Rosetta Stone' or a 'Tower of Babel,' urging the team to proceed with both optimism and caution [Data: Sources (23, 24, 41, 44)].\n\nMoreover, Mercer's leadership is transformative, as he guides the team from a position of mere investigation to active engagement with the unknown. His ability to adapt to the evolving situation and his willingness to embrace the unknown are crucial in steering the team towards a broader understanding of their mission. This adaptability is reflected in his interactions with the team, where he balances military protocol with the need for scientific exploration [Data: Sources (23, 24, 41, 44)].\n\nIn summary, Agent Alex Mercer's leadership significantly impacts the outcomes of Operation: Dulce by fostering a collaborative environment, maintaining strategic oversight, and guiding the team through the complexities of interstellar communication. His ability to balance caution with curiosity enables the team to navigate the unknown effectively, ultimately contributing to the mission's success.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10980,
+    'output_tokens': 521,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11057},
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1    9   "The silence here... It's almost as if the ba...
+     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     3   45   they faced. "If it's truly sentient, we're no...
+     4   31   set the tempo for an undertaking that travers...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6   23  Sam Rivera, ever the source of technological a...
+     7   24  Keep the communication channels open. But let ...
+     8   26  eterred, Jordan cast a determined glance at th...
+     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     11  32   cosmos—secrets that, until now, had been lost...
+     12  14   a communal outreach beyond the stars. As dawn...
+     13  18   the universe.\n\nIn a symphony of clicks and ...
+     14  44   It's a... symphony. It's as if they're teachi...
+     15  41   conviction that knowledge was more than power...
+     16   8   I'm right, what we're looking at isn't random...}},
    'id': 12},
-  {'query': 'What techniques are used by the Paranormal Military Squad to contact extraterrestrial life?',
-   'answer': 'The Paranormal Military Squad employs a variety of techniques to establish contact with extraterrestrial life, as depicted in the narrative of their operations. The team operates from a highly secure underground command center, where they utilize advanced technology to decode and interpret alien signals. Dr. Jordan Hayes plays a crucial role in deciphering extraterrestrial patterns, which are described as a complex mosaic of potential threats and untapped wisdom [Data: Sources (6, 0, 5)].\n\nThe team approaches the task with a blend of scientific acuity and diplomatic caution. They focus on aligning sequences and syncing communications to facilitate direct engagement with the alien signals. This process is likened to a symphony, where the modulation of signals is seen as a form of teaching and learning a new language [Data: Sources (6, 5)].\n\nAgent Alex Mercer emphasizes the importance of allowing the data to weave its narrative, suggesting that the signals encode more than just information—they outline a civilization. This approach underscores the need for a balanced strategy that combines understanding with caution, as the team navigates the unknown [Data: Sources (6, 5)].\n\nThe team also considers the potential for these communications to be either an olive branch or an invitation to conflict, highlighting the dual nature of their mission as both a scientific endeavor and a strategic operation. This duality is reflected in their cautious yet optimistic approach, as they aim to map out a new kind of diplomacy across the cosmos [Data: Sources (5, 6)].',
+  {'query': 'What role does the Dulce military base play in interstellar dialogue?',
+   'answer': "The Dulce military base serves as a pivotal hub for interstellar communication and exploration, as depicted in the provided sources. Within its confines, a team of experts, including Dr. Jordan Hayes, Alex Mercer, Taylor Cruz, and Sam Rivera, work tirelessly to decode and respond to signals from an extraterrestrial intelligence. The base is equipped with advanced technology that allows the team to engage in a complex dialogue with an alien entity, which is described as a sentient and potentially empathetic intelligence [Data: Sources (25, 16, 8, 6, 38)].\n\nThe narrative suggests that the Dulce base is not just a physical location but a symbol of humanity's first steps into a broader cosmic conversation. The team at Dulce is portrayed as Earth's emissaries, tasked with interpreting and responding to alien communications that could redefine human understanding of the universe. This mission involves not only technical expertise but also a deep sense of responsibility and caution, as the implications of this contact are profound and far-reaching [Data: Sources (46, 29, 31, 32)].\n\nThe base's role extends beyond mere communication; it is a site of potential transformation, where the boundaries of human knowledge and the unknown are actively explored. The team is aware of the risks and opportunities presented by this interstellar dialogue, and they approach their task with a mix of scientific rigor and philosophical contemplation. The Dulce base, therefore, represents a frontier of human exploration, where the mysteries of the cosmos are met with curiosity and a desire for understanding [Data: Sources (45, 47, 23)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 446,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   6  cribed not in the dust of desert confines, but...
-     1   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3  11  , the sentinel within them ever alert.\n\nAlex...
-     4   5   the universe.\n\nIn a symphony of clicks and ...
-     5  11  , the sentinel within them ever alert.\n\nAlex...},
-    'token_ct': 10435},
+     'sources':     id                                               text
+     0   25   his fingers hovering over the command keys. W...
+     1   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     2    8   I'm right, what we're looking at isn't random...
+     3    6   ordered, their voice echoing slightly before ...
+     4   38   urged, his voice bearing the gravitas of thei...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6    5   very walls of the shaft—a whisper of somethin...
+     7    9   "The silence here... It's almost as if the ba...
+     8   30   emissaries to a celestial congress we're only...
+     9   46   was now actively partaking in an exchange not...
+     10  29  crum of insight and expertise, and felt the so...
+     11  45   they faced. "If it's truly sentient, we're no...
+     12  31   set the tempo for an undertaking that travers...
+     13  32   cosmos—secrets that, until now, had been lost...
+     14   3  , weighing his words carefully. "Our tech is t...
+     15  23  Sam Rivera, ever the source of technological a...
+     16  47   revealing a tinge of skepticism at Taylor Cru...}},
    'id': 13},
-  {'query': 'What are the implications of establishing contact with extraterrestrial intelligence?',
-   'answer': "Establishing contact with extraterrestrial intelligence carries profound implications across various domains, including science, philosophy, and society. The potential discovery of extraterrestrial life would fundamentally alter our understanding of the universe and our place within it. Scientifically, it would provide unprecedented opportunities to study alien biology, technology, and culture, potentially leading to breakthroughs in fields such as physics, biology, and communication technologies.\n\nPhilosophically, contact with extraterrestrial intelligence would challenge existing beliefs and paradigms about life, consciousness, and the uniqueness of human experience. It could lead to a reevaluation of humanity's role in the cosmos and prompt new ethical considerations regarding our interactions with other intelligent beings.\n\nSocially, the implications are equally significant. The revelation of extraterrestrial life could unite humanity with a shared sense of purpose and curiosity, fostering global cooperation in the pursuit of knowledge. However, it could also lead to fear, uncertainty, and geopolitical tensions as nations grapple with the potential risks and benefits of such contact.\n\nThe narrative from the sources suggests that the Paranormal Military Squad, led by Alex Mercer, is on the brink of such a historic event. The team is depicted as navigating the delicate balance between scientific discovery and the potential perils of interstellar diplomacy [Data: Sources (5, 7, 8)]. Their mission underscores the importance of cautious and thoughtful engagement with extraterrestrial intelligence, highlighting the need for preparedness and adaptability in the face of the unknown.",
-   'score': 0,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'Who are the other key members of the Paranormal Military Squad besides Alex Mercer?',
+   'answer': "The Paranormal Military Squad, as depicted in the provided sources, includes several key members besides Agent Alex Mercer. These members play significant roles in the unfolding narrative of Operation: Dulce.\n\n**Dr. Jordan Hayes** is a prominent figure within the team, known for their expertise in alien technology and decryption algorithms. Jordan is depicted as a composed and analytical individual, often working closely with Alex Mercer to unravel the mysteries of the alien signals. Their role is crucial in interpreting the communications as cosmic diplomacy and understanding the potential paradigm shifts that the alien technology could bring [Data: Sources (40, 45, 31, 23, 24)].\n\n**Taylor Cruz** is another key member, characterized by their authoritative and pragmatic approach. Taylor often emphasizes the importance of caution and protocol, reminding the team of the potential risks involved in their mission. Despite their stern demeanor, Taylor shows moments of reverence for the alien technology and acknowledges the significance of the team's discoveries [Data: Sources (40, 45, 31, 23, 24)].\n\n**Sam Rivera** is noted for their technological acumen and youthful enthusiasm. Sam contributes to the team's efforts by providing insights into the adaptive nature of the alien signals and the potential for forming a connection with an entirely new form of consciousness. Their optimism and energy are vital to the team's dynamic, offering a fresh perspective on the challenges they face [Data: Sources (45, 23, 24, 44)].\n\nTogether, these individuals form a cohesive unit, each bringing their unique skills and perspectives to the mission. Their interactions and combined efforts are central to navigating the complexities of the alien communications and the broader implications for humanity.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 458,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  5   the universe.\n\nIn a symphony of clicks and ...
-     1  7   have a way in."\n\nA slight nod was Alex's im...
-     2  4   were at once coherent and enigmatic: "*Voyage...
-     3  8  ences the full spectrum of human curiosity and...},
-    'token_ct': 11039},
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   31   set the tempo for an undertaking that travers...
+     3   27  , and not a small measure of trepidation. "Thi...
+     4   23  Sam Rivera, ever the source of technological a...
+     5   24  Keep the communication channels open. But let ...
+     6   26  eterred, Jordan cast a determined glance at th...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   32   cosmos—secrets that, until now, had been lost...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11  18   the universe.\n\nIn a symphony of clicks and ...
+     12  44   It's a... symphony. It's as if they're teachi...
+     13  41   conviction that knowledge was more than power...
+     14   8   I'm right, what we're looking at isn't random...
+     15  10   but felt by all. The walls didn't just whispe...
+     16   3  , weighing his words carefully. "Our tech is t...}},
    'id': 14},
-  {'query': 'How is the Dulce Military Base equipped for operations like Operation: Dulce?',
-   'answer': "The Dulce Military Base, as depicted in the provided sources, is a highly secretive and technologically advanced facility designed to handle complex and potentially extraterrestrial operations. The base is equipped with a command center that serves as the nerve center for operations like Operation: Dulce. This command center is filled with advanced machinery and monitors that are capable of processing and interpreting alien signals, as evidenced by the team's ability to engage with extraterrestrial communications [Data: Sources (3, 4, 7)].\n\nThe base's infrastructure supports a range of activities, from data analysis to direct communication with alien intelligences. The presence of a server room and a central communications hub indicates that the base is well-prepared for handling large volumes of data and maintaining secure communications. The team, including Dr. Jordan Hayes and Sam Rivera, utilizes these facilities to decode and interact with alien messages, suggesting that the base is equipped with cutting-edge technology for signal processing and cryptographic analysis [Data: Sources (3, 4)].\n\nMoreover, the base's design includes secure and isolated environments, such as underground corridors and shielded rooms, which are essential for maintaining the secrecy and security of sensitive operations. This setup allows the team to work without external interference, ensuring that their findings and communications remain confidential [Data: Sources (2, 3)].\n\nOverall, the Dulce Military Base is portrayed as a sophisticated and secure facility, capable of supporting high-stakes operations that involve unknown and potentially hazardous extraterrestrial elements. The base's equipment and infrastructure are integral to the success of missions like Operation: Dulce, providing the necessary tools and environment for the team to explore and engage with cosmic phenomena.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  4   were at once coherent and enigmatic: "*Voyage...
-     2  7   have a way in."\n\nA slight nod was Alex's im...
-     3  2  . "Your take on these signal inconsistencies?"...},
-    'token_ct': 11081},
+  {'query': 'What are the broader implications of the interspecies communication project at the Dulce base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 15},
-  {'query': 'Who are the other key personnel at Dulce Base?',
-   'answer': "Dulce Base is a highly secretive facility where a team of specialized agents, known as the Paranormal Military Squad, operates. Among the key personnel at Dulce Base, several individuals stand out due to their roles and contributions to the operations.\n\n**Alex Mercer** is a central figure, often seen as a leader or coordinator within the team. He is depicted as a steady and focused presence, guiding the team through complex and potentially dangerous situations. His leadership is marked by a balance of authority and empathy, as he navigates the challenges of interstellar communication and exploration [Data: Sources (8, 11, 9)].\n\n**Dr. Jordan Hayes** is another pivotal member, serving as the team's analytical mind. Hayes is responsible for deciphering alien signals and is noted for their ability to see through complex patterns and data. Their role is crucial in translating and understanding the intentions behind extraterrestrial communications, making them an indispensable part of the team [Data: Sources (8, 11, 9)].\n\n**Taylor Cruz** is characterized by their pragmatic and authoritative approach. They often emphasize the importance of protocols and caution, ensuring that the team remains grounded and prepared for any unforeseen developments. Cruz's role is to maintain order and focus within the team, balancing the enthusiasm and curiosity of other members with a more cautious perspective [Data: Sources (8, 11, 9)].\n\n**Sam Rivera** brings a youthful energy and optimism to the team. Rivera is involved in the technical aspects of the operations, often working on devices and systems that facilitate communication with alien intelligences. Their enthusiasm and innovative thinking are vital in pushing the boundaries of what the team can achieve [Data: Sources (8, 11, 9)].\n\nTogether, these individuals form a cohesive unit, each contributing their unique skills and perspectives to the mission at Dulce Base. Their interactions and combined efforts are essential in navigating the complex and often mysterious challenges they face.",
+  {'query': 'What specific tasks does Alex Mercer perform at the Dulce Facility?',
+   'answer': "### Overview of Alex Mercer's Role at Dulce Facility\n\nAlex Mercer is a central figure in the operations at the Dulce Facility, primarily involved in the complex task of establishing communication with an alien signal. His role is multifaceted, encompassing leadership, strategic planning, and direct engagement with the technological and diplomatic challenges posed by the extraterrestrial contact.\n\n### Leadership and Strategic Planning\n\nMercer is depicted as a leader who oversees the Paranormal Military Squad's efforts to decode and respond to the alien signal. He is responsible for maintaining the focus and morale of his team, which includes Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera. His leadership style is characterized by a balance of caution and optimism, as he encourages his team to keep communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)].\n\n### Technological Engagement\n\nAlex is actively involved in the technological aspects of the mission. He works closely with Dr. Jordan Hayes on decryption algorithms and monitors the progress of the signal's adaptation to their interactions. His technical acumen is evident as he participates in identifying potential entry points or digital handshakes within the alien code, indicating his hands-on approach to the technological challenges at Dulce [Data: Sources (24, 26, 44)].\n\n### Diplomatic and Ethical Considerations\n\nBeyond the technical and leadership roles, Mercer is also engaged in the ethical and diplomatic dimensions of the mission. He is aware of the potential implications of the signal's awareness and the need for a balanced strategy in their interactions. His approach reflects a deep understanding of the historical significance of their task, as he contemplates the broader narrative of human contact with the unknown [Data: Sources (45, 31, 32)].\n\n### Conclusion\n\nIn summary, Alex Mercer's tasks at the Dulce Facility are diverse and critical to the mission's success. He leads his team through the complexities of alien communication, engages directly with the technological challenges, and navigates the ethical and diplomatic implications of their work. His role is pivotal in shaping humanity's response to the cosmic dialogue initiated at Dulce.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 548,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   8  ences the full spectrum of human curiosity and...
-     1   8  ences the full spectrum of human curiosity and...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     4   9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11769},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 16},
-  {'query': 'What is the Paranormal Military Squad?',
-   'answer': "The Paranormal Military Squad is a specialized team operating within the Dulce military complex, tasked with investigating and interacting with extraterrestrial signals and phenomena. The team is composed of individuals with diverse expertise, including Dr. Jordan Hayes, Sam Rivera, Taylor Cruz, and Alex Mercer, each bringing unique skills to the mission. Their primary objective is to decode and understand alien communications, which have been detected as signals of increasing complexity and sophistication [Data: Sources (3, 10, 8, 9)].\n\nThe squad operates under high-stakes conditions, balancing the need for scientific discovery with the potential risks associated with first contact scenarios. They are described as both protectors of Earth's secrets and pioneers in the realm of interstellar communication, tasked with bridging the gap between human and alien intelligences. This involves not only decoding messages but also responding in a way that reflects humanity's intent and understanding [Data: Sources (3, 10, 8, 9)].\n\nThe narrative surrounding the Paranormal Military Squad highlights their role as Earth's emissaries in a cosmic dialogue, where they must navigate the challenges of unknown variables and potential threats. Their work is characterized by a blend of scientific rigor, strategic caution, and a profound sense of responsibility as they engage with the unknown [Data: Sources (3, 10, 8, 9)].",
-   'score': 0,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'How does Agent Mercer interact with other key personnel at Dulce?',
+   'answer': "Agent Alex Mercer is depicted as a determined and thoughtful member of the Paranormal Military Squad, navigating the complexities of his mission at Dulce with a blend of compliance and curiosity. His interactions with other key personnel reveal a nuanced dynamic shaped by both professional respect and underlying tensions.\n\n**Interactions with Dr. Jordan Hayes:**\n\nMercer shares a collaborative and respectful relationship with Dr. Jordan Hayes. They often engage in discussions that reflect a shared understanding of the mission's gravity and the potential implications of their discoveries. For instance, Mercer acknowledges Hayes's expertise and supports their efforts in decrypting alien signals, indicating a partnership built on mutual respect and intellectual camaraderie [Data: Sources (23, 24, 41)]. Their exchanges often involve a blend of scientific inquiry and philosophical reflection, highlighting their joint commitment to understanding the unknown [Data: Sources (16, 18, 32)].\n\n**Interactions with Taylor Cruz:**\n\nMercer's interactions with Taylor Cruz are marked by a tension between compliance and subtle defiance. Cruz's authoritative demeanor often clashes with Mercer's more inquisitive nature. While Mercer outwardly adheres to Cruz's commands, there are moments where his internal conflict is evident, as he grapples with the rigid protocols imposed by Cruz [Data: Sources (0, 8, 9)]. Despite this, Mercer recognizes the importance of Cruz's caution and leadership, especially when dealing with the potential risks of alien contact [Data: Sources (14, 18, 44)].\n\n**Interactions with Sam Rivera:**\n\nWith Sam Rivera, Mercer exhibits a supportive and encouraging demeanor. He values Rivera's technological acumen and often seeks their input on deciphering alien communications. Mercer's interactions with Rivera are characterized by a sense of mentorship and trust, as he acknowledges Rivera's role in navigating the complexities of their mission [Data: Sources (23, 24, 41)]. This dynamic underscores Mercer's ability to foster a collaborative environment, even amidst the high-stakes nature of their work.\n\nOverall, Agent Mercer navigates his interactions with key personnel at Dulce with a balance of respect, curiosity, and strategic compliance. His relationships are shaped by the shared goal of uncovering the mysteries of Dulce, while also reflecting the individual personalities and priorities of his team members.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10980,
+    'output_tokens': 578,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   3  , absorbed in the bewilderment of contact, whi...
-     1  10   every transmission," Jordan Hayes murmured, t...
-     2   8  ences the full spectrum of human curiosity and...
-     3   9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11018},
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   40   and the distant hum of machinery hinted at Du...
+     3   45   they faced. "If it's truly sentient, we're no...
+     4   31   set the tempo for an undertaking that travers...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6   23  Sam Rivera, ever the source of technological a...
+     7   24  Keep the communication channels open. But let ...
+     8   26  eterred, Jordan cast a determined glance at th...
+     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     11  32   cosmos—secrets that, until now, had been lost...
+     12  14   a communal outreach beyond the stars. As dawn...
+     13  18   the universe.\n\nIn a symphony of clicks and ...
+     14  44   It's a... symphony. It's as if they're teachi...
+     15  41   conviction that knowledge was more than power...
+     16   8   I'm right, what we're looking at isn't random...}},
    'id': 17},
-  {'query': 'What specific role does Mr. Mercer have in encryption processes?',
-   'answer': "Agent Alex Mercer plays a pivotal role in the encryption processes at Dulce Base, as depicted in the provided sources. His responsibilities are deeply intertwined with the decryption and interpretation of alien signals, which are crucial to the mission of the Paranormal Military Squad. Mercer's leadership is evident as he guides his team through the complexities of alien communication, emphasizing the importance of thoughtful and measured responses to the signals they receive [Data: Sources (8, 5, 1)].\n\nIn the command center, Mercer is portrayed as a figure of authority and stability, overseeing the decryption efforts led by Dr. Jordan Hayes and other team members. His strategic mindset is highlighted when he advises the team to focus on the syntax and nuances of the alien signals, underscoring the need to translate not just the language but the intentions behind the communications [Data: Sources (8, 5)]. Mercer's role is not just technical but also diplomatic, as he recognizes the broader implications of their work and the potential for establishing a new kind of interstellar dialogue [Data: Sources (8, 5)].\n\nOverall, Mercer's involvement in the encryption processes is characterized by his leadership, strategic thinking, and the ability to navigate the delicate balance between scientific exploration and diplomatic engagement with extraterrestrial intelligences.",
+  {'query': "What is the history of Alex Mercer's involvement with the Paranormal Military Squad?",
+   'answer': "Agent Alex Mercer is a key figure within the Paranormal Military Squad, a specialized unit tasked with handling extraordinary and enigmatic situations. His involvement with the squad is marked by a blend of determination, strategic thinking, and a deep-seated curiosity about the unknown.\n\nFrom the outset, Alex Mercer is portrayed as a determined and reliable agent, often finding himself at the center of high-stakes operations. His role in Operation: Dulce, a mission shrouded in mystery and potential extraterrestrial contact, highlights his ability to navigate complex and unprecedented challenges. Throughout the mission, Alex demonstrates a balance between adhering to protocol and exercising intuition, which is crucial in dealing with the unknown variables that the squad encounters [Data: Sources (0, 3, 8, 10, 16)].\n\nAlex's interactions with his team members, such as Dr. Jordan Hayes and Taylor Cruz, reveal his leadership qualities and his capacity to foster collaboration in high-pressure environments. He often acts as a bridge between the scientific and military aspects of the squad's operations, ensuring that both perspectives are considered in their approach to solving the mysteries they face [Data: Sources (16, 23, 24, 31, 32)].\n\nHis history with the squad is also characterized by a willingness to question and explore beyond the immediate mission parameters. This is evident in his discussions with team members about the broader implications of their discoveries, such as the potential for first contact with an alien intelligence. Alex's ability to maintain focus while contemplating the larger existential questions posed by their mission underscores his depth as an agent [Data: Sources (18, 23, 24, 44)].\n\nOverall, Alex Mercer's involvement with the Paranormal Military Squad is defined by his strategic acumen, his commitment to the mission, and his openness to the unknown, making him a pivotal figure in the squad's efforts to navigate the complexities of their operations.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 510,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 10999},
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   31   set the tempo for an undertaking that travers...
+     3   27  , and not a small measure of trepidation. "Thi...
+     4   23  Sam Rivera, ever the source of technological a...
+     5   24  Keep the communication channels open. But let ...
+     6   26  eterred, Jordan cast a determined glance at th...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   32   cosmos—secrets that, until now, had been lost...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11  18   the universe.\n\nIn a symphony of clicks and ...
+     12  44   It's a... symphony. It's as if they're teachi...
+     13  41   conviction that knowledge was more than power...
+     14   8   I'm right, what we're looking at isn't random...
+     15  10   but felt by all. The walls didn't just whispe...
+     16   3  , weighing his words carefully. "Our tech is t...}},
    'id': 18},
-  {'query': 'What are the known extraterrestrial activities at Dulce Base?',
-   'answer': "The narrative surrounding Dulce Base, as depicted in the provided sources, suggests a complex and secretive operation involving extraterrestrial activities. The base is portrayed as a hub of advanced technological and interstellar communication efforts, where a team known as the Paranormal Military Squad is engaged in deciphering alien signals and establishing contact with extraterrestrial intelligences.\n\nIn the story, the team, led by Agent Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, is tasked with interpreting a mysterious signal from beyond the stars. This signal is described as containing complex patterns that suggest a form of intelligence capable of recognition, learning, and possibly even empathy [Data: Sources (0, 8, 11)]. The team is depicted as working in a high-stakes environment, where they must balance the potential for groundbreaking discoveries with the inherent risks of engaging with unknown extraterrestrial entities.\n\nThe activities at Dulce Base are characterized by a blend of scientific inquiry and military protocol, as the team navigates the challenges of decoding alien messages and preparing humanity's response. The narrative emphasizes the importance of understanding and caution, as the team seeks to bridge the gap between human and alien civilizations through careful communication and analysis [Data: Sources (0, 8, 11)].\n\nOverall, the story presents Dulce Base as a focal point for potential first contact with extraterrestrial life, highlighting the complexities and uncertainties involved in such an endeavor.",
-   'score': 75,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'What technological advancements has Alex Mercer contributed to at the Dulce Facility?',
+   'answer': "Alex Mercer is a key figure at the Dulce Facility, primarily involved in the groundbreaking work of decoding and interacting with an alien signal. His contributions are not explicitly detailed in terms of specific technological advancements, but his role is crucial in the strategic and operational aspects of the mission. Mercer is depicted as a leader who guides his team through the complexities of alien communication, emphasizing the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked [Data: Sources (23, 24, 45)].\n\nMercer’s leadership is characterized by a balance of caution and curiosity, as he navigates the team through the potential risks and rewards of engaging with an extraterrestrial intelligence. He is portrayed as someone who understands the gravity of their task and the potential for their work to serve as a 'Rosetta Stone' or a 'Tower of Babel' for humanity [Data: Sources (23, 24)].\n\nWhile the specific technological advancements Mercer has contributed to are not detailed, his strategic oversight and decision-making are pivotal in the team's efforts to decode the alien signal and establish a form of communication. His role involves ensuring that the team remains focused and that their actions are aligned with the broader goals of understanding and potentially forming a connection with the alien intelligence [Data: Sources (23, 24, 45)].",
+   'score': 60,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 389,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     1  11  , the sentinel within them ever alert.\n\nAlex...
-     2   8  ences the full spectrum of human curiosity and...
-     3   8  ences the full spectrum of human curiosity and...
-     4  11  , the sentinel within them ever alert.\n\nAlex...},
-    'token_ct': 9790},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 19},
-  {'query': "How is Dulce Base's secrecy maintained?",
-   'answer': "Dulce Base's secrecy is maintained through a combination of strict protocols, advanced technology, and the careful management of information. The base operates under a veil of confidentiality, with only select personnel having access to its operations and the sensitive data it handles. This is evident from the way the Paranormal Military Squad operates, with each member being highly specialized and aware of the protocols that govern their actions [Data: Sources (0, 8, 11)].\n\nThe base itself is described as a subterranean facility, which inherently provides a level of physical security and isolation from the outside world. This underground location not only shields the base from prying eyes but also from potential external threats, making it an ideal location for conducting secretive operations [Data: Sources (8, 11)].\n\nFurthermore, the personnel at Dulce Base, such as Alex Mercer and his team, are depicted as highly disciplined and focused on their mission, which involves deciphering alien signals and maintaining the integrity of their operations. The emphasis on protocol and the need for adaptability in the face of unknown variables suggest a culture of vigilance and control, essential for maintaining secrecy [Data: Sources (0, 11)].\n\nOverall, the combination of a secure location, strict adherence to protocols, and a highly trained team ensures that Dulce Base remains shrouded in secrecy, allowing it to conduct its operations without external interference.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'What are the future plans for the Dulce Facility that involve Alex Mercer?',
+   'answer': "The Dulce Facility, as depicted in the provided sources, is a hub of intense activity and groundbreaking research, particularly in the realm of extraterrestrial communication. Alex Mercer, a key figure in these operations, is deeply involved in the ongoing efforts to decode and understand alien signals that have been intercepted by the Paranormal Military Squad.\n\nIn the narrative, Alex Mercer is portrayed as a leader and strategist, guiding his team through the complexities of interstellar communication. His future plans at the Dulce Facility seem to revolve around maintaining and expanding this dialogue with extraterrestrial intelligences. This involves not only decoding the signals but also ensuring that the communication channels remain open and secure, as highlighted by his insistence on cautious optimism and strategic engagement [Data: Sources (45, 31, 27, 23, 24)].\n\nMercer's role is crucial in navigating the delicate balance between scientific discovery and potential threats, as the signals they are dealing with could either be a Rosetta Stone or a Tower of Babel, as he metaphorically describes it. His plans likely include further developing the team's ability to interpret these signals and preparing for any eventualities that may arise from this unprecedented contact [Data: Sources (45, 23, 24)].\n\nOverall, Alex Mercer's future at the Dulce Facility is intertwined with the broader mission of the Paranormal Military Squad to explore and understand the unknown, potentially redefining humanity's place in the cosmos through these interstellar exchanges.",
+   'score': 70,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 419,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   6  cribed not in the dust of desert confines, but...
-     1   8  ences the full spectrum of human curiosity and...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     4   9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11655},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 20},
-  {'query': 'What specific skills does Alex Mercer possess in the Paranormal Military Squad?',
-   'answer': 'Alex Mercer is depicted as a leader with a strong presence and a strategic mindset within the Paranormal Military Squad. His skills are multifaceted, combining elements of leadership, diplomacy, and tactical acumen.\n\n### Leadership and Command\nAlex Mercer is portrayed as a figure of authority and stability, often guiding his team through complex and unprecedented situations. His ability to maintain composure and provide clear directives is evident when he instructs his team to "look for patterns, anomalies" in alien communications, demonstrating his strategic thinking and ability to focus on critical details [Data: Sources (5)].\n\n### Diplomatic Approach\nMercer exhibits a diplomatic approach to potential extraterrestrial contact. He emphasizes understanding over confrontation, suggesting a preference for peaceful and constructive engagement with unknown entities. This is highlighted when he states, "We approach with the aim to understand, not to confront," indicating his skill in navigating delicate situations with a focus on mutual understanding [Data: Sources (5)].\n\n### Analytical and Problem-Solving Skills\nMercer is also shown to possess strong analytical skills, as he is involved in deciphering complex alien codes alongside his team. His ability to interpret and respond to these codes is crucial in the context of their mission, as it involves making first contact with extraterrestrial intelligence [Data: Sources (5)].\n\n### Team Coordination and Motivation\nAlex Mercer is adept at coordinating his team, ensuring that each member\'s strengths are utilized effectively. He fosters a collaborative environment, encouraging input from team members like Dr. Jordan Hayes and Taylor Cruz, which highlights his ability to motivate and harness the collective expertise of his squad [Data: Sources (5)].\n\nOverall, Alex Mercer\'s skills in leadership, diplomacy, analysis, and team coordination make him a pivotal figure in the Paranormal Military Squad\'s efforts to engage with extraterrestrial intelligence.',
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+  {'query': 'What are the specific roles of the Paranormal Military Squad regarding cosmic phenomena?',
+   'answer': "The Paranormal Military Squad is depicted as a specialized team tasked with engaging and deciphering cosmic phenomena, particularly those involving extraterrestrial signals and intelligence. Their roles are multifaceted, involving both technical and strategic elements.\n\n**Technical Expertise and Decryption:**\nThe team is heavily involved in the technical aspects of decoding alien signals. Dr. Jordan Hayes, for instance, is responsible for working on decryption algorithms to break through layers of alien encryption, indicating a role focused on understanding and translating extraterrestrial communications [Data: Sources (17, 32, 28, 25, 18)]. Sam Rivera contributes by managing the communication relays and analyzing the patterns within the signals, suggesting a role centered on technological acumen and data analysis [Data: Sources (32, 25, 23)].\n\n**Strategic and Diplomatic Engagement:**\nAgent Alex Mercer appears to play a strategic role, overseeing the operations and ensuring that the team's actions are aligned with broader mission objectives. His leadership is characterized by a balance between caution and curiosity, as he guides the team in maintaining open communication channels while being wary of potential threats [Data: Sources (17, 32, 28, 25, 18)]. Taylor Cruz, on the other hand, provides oversight and ensures that the team remains focused and adheres to protocols, highlighting a role that combines command with caution [Data: Sources (32, 25, 23)].\n\n**Exploration and Adaptation:**\nThe squad is also tasked with exploring the unknown and adapting to new information as it becomes available. This involves not only understanding the signals but also interpreting the intentions behind them, which could range from benign communication to potential threats. The team is portrayed as being on the front lines of humanity's interaction with extraterrestrial intelligence, acting as both investigators and potential ambassadors [Data: Sources (17, 32, 28, 25, 18)].\n\nOverall, the Paranormal Military Squad's roles are crucial in bridging the gap between human understanding and cosmic phenomena, with each member contributing their expertise to unravel the mysteries of the universe.",
+   'score': 80,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 542,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   5   the universe.\n\nIn a symphony of clicks and ...
-     1   9  ; we are the threads that may weave a new cosm...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   8  ences the full spectrum of human curiosity and...
-     4   5   the universe.\n\nIn a symphony of clicks and ...},
-    'token_ct': 11745},
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   28   "and in every word we script, in every respon...
+     3   34  Our responses so far have echoed their complex...
+     4   25   his fingers hovering over the command keys. W...
+     5   30   emissaries to a celestial congress we're only...
+     6   11  , whose steady presence and ready tech affirme...
+     7   36  's luminescence. "Remember, while we seek comm...
+     8   37   from across the console, their eyes not leavi...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  24  Keep the communication channels open. But let ...
+     13  49   on. In his eyes flashed the foreboding excite...
+     14  21   an undercurrent of intensity carried forth in...
+     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     16  23  Sam Rivera, ever the source of technological a...}},
    'id': 21},
-  {'query': "How does Alex Mercer's mentorship influence other team members?",
-   'answer': "Alex Mercer's mentorship plays a significant role in shaping the dynamics and effectiveness of the team during their mission at the Dulce military base. His influence is particularly evident in his interactions with Sam Rivera and Dr. Jordan Hayes.\n\nMercer is portrayed as a figure of respect and authority, yet he maintains a respectful distance that allows his team members to grow and develop their own skills. For instance, Sam Rivera is encouraged by Mercer's subtle approval and is driven to take on a more significant role within the team. This is evident when Sam identifies a structured anomaly in the signal patterns, a task that goes beyond their initial technical responsibilities [Data: Sources (2)]. Mercer's belief in Sam's capabilities is further highlighted when Sam steps forward to bridge communication systems with an alien protocol, showcasing the confidence instilled in them by Mercer's mentorship [Data: Sources (3)].\n\nSimilarly, Mercer's influence extends to Dr. Jordan Hayes, who transitions from a skeptical analyst to a proactive agent. This transformation is partly due to Mercer's support and the shared understanding they develop during the mission. Mercer's ability to foster a sense of camaraderie and shared purpose among the team members is crucial as they face the unknown challenges of the Dulce base [Data: Sources (2, 3)].\n\nOverall, Mercer's mentorship is characterized by a balance of guidance and autonomy, allowing team members to harness their potential and contribute meaningfully to the mission. His leadership style not only enhances the team's cohesion but also prepares them to tackle the complex and unpredictable nature of their task.",
+  {'query': "How does Taylor Cruz's perception of Cosmic Vocalization influence community strategies?",
+   'answer': "Taylor Cruz's perception of the Cosmic Vocalization is marked by a cautious and pragmatic approach, which significantly influences the strategies adopted by the community, particularly the Paranormal Military Squad. Taylor's skepticism about the potential aggressiveness of alien intent suggests a strategy that prioritizes caution and risk assessment. This is evident in their insistence on maintaining protocol and ensuring that every communication is monitored and secured [Data: Sources (37, 45, 27, 16, 5)].\n\nTaylor's approach is characterized by a balance between curiosity and caution. While they acknowledge the potential for empathy and connection in the signals received, they remain vigilant about the risks involved. This dual perspective influences the community's strategy by ensuring that while they are open to the possibilities of interstellar communication, they are also prepared for any potential threats [Data: Sources (31, 14, 41, 3)].\n\nMoreover, Taylor's leadership style, which emphasizes discipline and adherence to protocol, helps maintain a structured approach to the unknown. This ensures that the community remains focused on their objectives while navigating the complexities of cosmic communication. Taylor's influence is crucial in shaping a strategy that is both exploratory and defensive, allowing the community to engage with the unknown while safeguarding their interests [Data: Sources (0, 20, 32, 28)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 389,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  2  . "Your take on these signal inconsistencies?"...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11058},
+     'sources':     id                                               text
+     0   37   from across the console, their eyes not leavi...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     4   31   set the tempo for an undertaking that travers...
+     5   14   a communal outreach beyond the stars. As dawn...
+     6    5   very walls of the shaft—a whisper of somethin...
+     7   18   the universe.\n\nIn a symphony of clicks and ...
+     8    9   "The silence here... It's almost as if the ba...
+     9   41   conviction that knowledge was more than power...
+     10   3  , weighing his words carefully. "Our tech is t...
+     11  21   an undercurrent of intensity carried forth in...
+     12  43   of a cosmic message that could redefine their...
+     13   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     14  20   bridge—or the abysses into which they might u...
+     15  32   cosmos—secrets that, until now, had been lost...
+     16  28   "and in every word we script, in every respon...}},
    'id': 22},
-  {'query': 'What other roles does Alex Mercer have within the squad aside from mentorship?',
-   'answer': "Alex Mercer plays a multifaceted role within the Paranormal Military Squad, extending beyond mentorship. As a key figure in the team, Mercer is depicted as a leader who balances the demands of military discipline with the intellectual curiosity necessary for their mission. His role involves not only guiding and mentoring younger team members like Sam Rivera but also acting as a stabilizing force within the group, ensuring that the team remains focused and grounded amidst the uncertainties they face [Data: Sources (2, 3, 8)].\n\nMercer is portrayed as a soldier with a deep understanding of the complexities of their mission, which involves deciphering alien communications and understanding the implications of these interactions. His military background provides him with the skills to navigate the operational challenges of the mission, while his open-mindedness allows him to engage with the scientific and exploratory aspects of their work [Data: Sources (3, 8)].\n\nAdditionally, Mercer is seen as a mediator within the team, often bridging the gap between the practical concerns of the mission and the more speculative, scientific inquiries posed by his colleagues. This dual role highlights his ability to adapt to the evolving nature of their mission, which requires both strategic thinking and a willingness to embrace the unknown [Data: Sources (3, 8)].\n\nOverall, Alex Mercer's roles within the squad are diverse, encompassing leadership, mentorship, strategic planning, and mediation, all of which are crucial to the success of their mission in the face of unprecedented challenges.",
+  {'query': 'What specific events led Alex Mercer to see Cosmic Vocalization as an interstellar duet?',
+   'answer': "Alex Mercer's journey towards viewing Cosmic Vocalization as an interstellar duet is deeply rooted in the experiences and revelations encountered during the operations at Dulce Base. The narrative unfolds with Alex and his team, including Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they engage with an enigmatic signal from beyond the stars. This signal, initially perceived as a mere code, gradually reveals itself to be a form of communication, suggesting an intelligence that is both aware and adaptive [Data: Sources (45, 31, 27, 23, 24)].\n\nThe turning point for Alex comes as the team deciphers layers of encryption, uncovering a signal that not only communicates but also evolves in response to their interactions. This dynamic exchange is likened to a conversation where both parties are learning each other's language in real time, a realization that transforms the mission from a simple decryption task to a profound dialogue with an alien consciousness [Data: Sources (23, 24, 44, 41)].\n\nAlex's perspective is further shaped by the collaborative efforts of his team, who bring diverse insights and cautionary advice to the table. Dr. Jordan Hayes's observations about the signal's complexity and potential empathy, along with Sam Rivera's technological acumen, contribute to a growing understanding that this is not just a one-sided communication but a mutual exchange—a duet of sorts [Data: Sources (31, 26, 44, 41)].\n\nUltimately, Alex's resolve to keep communication channels open and to approach the signal with cautious optimism underscores his belief in the potential for a harmonious interstellar dialogue. This belief is encapsulated in his directive to echo the signal's patterns and speak its language, viewing the interaction as a symphony that could bridge galaxies [Data: Sources (45, 44, 41)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
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+    'prompt_tokens': 10982,
+    'output_tokens': 487,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  2  . "Your take on these signal inconsistencies?"...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  8  ences the full spectrum of human curiosity and...},
-    'token_ct': 11043},
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
    'id': 23},
-  {'query': 'What is the relationship between Alex Mercer and Taylor Cruz?',
-   'answer': "The relationship between Alex Mercer and Taylor Cruz is characterized by a blend of professional respect and underlying tension, as they navigate the complexities of their mission at Dulce Base. Alex Mercer, who is portrayed as a leader with a depth of experience and a contemplative nature, often finds himself at odds with Taylor Cruz's more pragmatic and authoritative approach.\n\nIn the narrative, Alex is depicted as someone who values understanding and diplomacy, especially when dealing with the unknown elements of their mission. This is evident when he emphasizes the importance of approaching their extraterrestrial findings with the aim to understand rather than confront [Data: Sources (5, 8)]. On the other hand, Taylor Cruz is portrayed as a figure of military precision and control, often asserting the need for actionable intelligence and maintaining a focus on the mission's objectives [Data: Sources (5, 8)].\n\nDespite their differences, there are moments where mutual respect surfaces. For instance, Taylor acknowledges the potential game-changing nature of the alien technology they are dealing with, which hints at a reluctant respect for the scientific and exploratory aspects that Alex and his team bring to the table [Data: Sources (5, 8)]. This dynamic creates a complex relationship where both characters must balance their differing perspectives to achieve their common goals.\n\nOverall, the relationship between Alex Mercer and Taylor Cruz is one of professional collaboration, underscored by a tension that arises from their differing approaches to leadership and problem-solving in the face of unprecedented challenges.",
+  {'query': 'Are there any documented interactions between Cosmic Vocalization and the Paranormal Military Squad?',
+   'answer': "The documented interactions between Cosmic Vocalization and the Paranormal Military Squad are detailed in several sources. The Paranormal Military Squad, led by Agent Alex Mercer, is engaged in deciphering a complex alien signal that is described as a 'cosmic vocalization' [Data: Sources (37, 44, 49)]. This signal is not just a transmission but resonates with a form of communication that stretches beyond words, suggesting a sentient origin [Data: Sources (30, 44)].\n\nDr. Jordan Hayes, a key member of the team, is instrumental in decoding this signal, which is described as evolving and responsive, indicating a dialogue with an intelligent entity [Data: Sources (44, 49)]. The team, including members like Sam Rivera and Taylor Cruz, is aware of the potential risks and opportunities this interaction presents, as they navigate the delicate balance between understanding and caution [Data: Sources (44, 49)].\n\nThe interactions are characterized by a series of breakthroughs in decoding the alien script, which is seen as a potential bridge to a new form of communication with extraterrestrial intelligence. The team is aware that their actions could alter the course of human history, as they stand on the brink of a new age of understanding or the onset of an unprecedented threat [Data: Sources (44, 49)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 382,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11037},
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   28   "and in every word we script, in every respon...
+     3   34  Our responses so far have echoed their complex...
+     4   25   his fingers hovering over the command keys. W...
+     5   30   emissaries to a celestial congress we're only...
+     6   11  , whose steady presence and ready tech affirme...
+     7   36  's luminescence. "Remember, while we seek comm...
+     8   37   from across the console, their eyes not leavi...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  24  Keep the communication channels open. But let ...
+     13  49   on. In his eyes flashed the foreboding excite...
+     14  21   an undercurrent of intensity carried forth in...
+     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     16  23  Sam Rivera, ever the source of technological a...}},
    'id': 24},
-  {'query': 'How does Alex Mercer help in interpreting extraterrestrial signals?',
-   'answer': "Alex Mercer plays a pivotal role in the interpretation of extraterrestrial signals, primarily through his leadership and strategic oversight. As the team navigates the complexities of alien communication, Alex's presence is a stabilizing force, ensuring that the team remains focused and coordinated in their efforts. His military background provides a framework for disciplined analysis and decision-making, which is crucial when dealing with the unknown variables presented by extraterrestrial signals.\n\nIn the command center of Dulce Base, Alex is seen guiding his team through the process of decoding alien messages. He emphasizes the importance of understanding the intent behind these signals, urging his team to approach the task with both caution and curiosity. Alex's leadership style is characterized by a balance of authority and collaboration, as he encourages input from team members like Dr. Jordan Hayes and Sam Rivera, who bring their technical expertise to the forefront [Data: Sources (8, 5, 1)].\n\nAlex's role extends beyond mere supervision; he actively engages with the data and contributes to the strategic interpretation of the signals. His ability to synthesize information and anticipate potential outcomes is critical in determining the team's approach to the alien communications. By fostering an environment of open dialogue and mutual respect, Alex ensures that the team can effectively translate the extraterrestrial signals into actionable intelligence, thereby advancing their mission and potentially redefining humanity's understanding of the cosmos [Data: Sources (5, 1, 3)].",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11030},
+  {'query': 'What implications does Cosmic Vocalization have on global security according to the community?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 25},
-  {'query': "How do Alex Mercer and Taylor Cruz's leadership styles differ?",
+  {'query': 'What specific skills does Agent Mercer bring to the Paranormal Military Squad?',
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 26},
-  {'query': 'What specific events highlight the tension between Alex Mercer and Taylor Cruz?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 27},
-  {'query': 'How do Alex Mercer and Taylor Cruz collaborate to achieve their mission objectives?',
-   'answer': 'Alex Mercer and Taylor Cruz are key figures in the Paranormal Military Squad team, working together to navigate the complexities of their mission at the Dulce military complex. Their collaboration is marked by a blend of military discipline and scientific inquiry, as they strive to uncover the truth behind the enigmatic signals and messages they encounter.\n\nAlex Mercer, with his military background, brings a sense of discipline and strategic thinking to the team. He is portrayed as someone who balances his soldier\'s instincts with a growing curiosity about the unknown, which is crucial in a mission that involves deciphering alien communications and understanding their implications [Data: Sources (3)]. His interactions with Taylor Cruz reveal a dynamic where both respect each other\'s roles and expertise, even as they occasionally clash over the approach to take.\n\nTaylor Cruz, on the other hand, is depicted as a commanding presence, often emphasizing the need for facts and practical solutions over speculative theories. Despite this, Cruz is not entirely dismissive of the unknown, as seen when they acknowledge the potential significance of the alien messages and the need to understand their intent [Data: Sources (3)]. This pragmatic approach complements Mercer\'s more inquisitive nature, allowing them to cover a broader spectrum of possibilities as they work towards their objectives.\n\nTheir collaboration is further highlighted in moments of tension and decision-making. For instance, when faced with the cryptic message "Voyage. Convergence. Peril," both Mercer and Cruz recognize the gravity of the situation and the need to adapt their mission objectives from mere observation to active engagement with the alien signals [Data: Sources (3)]. This shift in strategy underscores their ability to work together, balancing Cruz\'s focus on operational security with Mercer\'s drive to explore and understand the broader implications of their findings.\n\nOverall, the partnership between Alex Mercer and Taylor Cruz is characterized by a mutual respect for each other\'s strengths and a shared commitment to the mission, despite their differing perspectives. This dynamic allows them to effectively navigate the challenges posed by the Dulce operation, ultimately positioning them as both protectors and pioneers in the face of cosmic mysteries.',
-   'score': 75,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  2  . "Your take on these signal inconsistencies?"...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11161},
-   'id': 28},
-  {'query': 'What are the personal backgrounds of Alex Mercer and Taylor Cruz?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 29},
-  {'query': 'How does the team perceive the dynamic between Alex Mercer and Taylor Cruz?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 30},
-  {'query': 'What specific actions does Alex Mercer take to mentor Sam Rivera?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 31},
-  {'query': "How does Alex Mercer's military background influence his mentorship style?",
-   'answer': "Alex Mercer's military background significantly influences his mentorship style, as evidenced by his interactions with his team members in the Paranormal Military Squad. His approach is characterized by a blend of discipline, strategic thinking, and a focus on teamwork, which are hallmarks of military training.\n\nIn the context of the Dulce operation, Mercer demonstrates a leadership style that is both authoritative and supportive. He is seen encouraging his team to maintain focus and composure in high-pressure situations, a trait likely honed through military experience. For instance, when Dr. Jordan Hayes is working on decoding alien technology, Mercer acknowledges the gravity of their task and encourages a balance between scientific inquiry and operational caution [Data: Sources (5, 8)].\n\nMercer's mentorship is also evident in his interactions with Sam Rivera. He recognizes Sam's technical expertise and encourages him to take initiative, which reflects a military leader's ability to identify and nurture talent within the ranks. This is seen when Mercer supports Sam's analysis of signal patterns, affirming his role as a key intellectual contributor to the mission [Data: Sources (5, 8)].\n\nOverall, Mercer's military background instills a sense of duty and preparedness in his team, fostering an environment where each member feels valued and empowered to contribute to the mission's success. His leadership style is a blend of strategic oversight and personal encouragement, ensuring that the team remains cohesive and focused on their objectives.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11030},
-   'id': 32},
-  {'query': 'In what ways does Alex Mercer support Dr. Jordan Hayes during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 33},
-  {'query': "How does the team dynamic change as a result of Mercer's mentorship?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 34},
-  {'query': 'What challenges does Alex Mercer face in his role as a mentor?',
-   'answer': "Alex Mercer, as depicted in the provided sources, faces several challenges in his role as a mentor within the Paranormal Military Squad. One of the primary challenges is the balance between maintaining authority and fostering a supportive environment for his team members, particularly Sam Rivera. Mercer is portrayed as having a protective mentorship role, which involves a respectful distance that acknowledges the gulf of experience between him and Sam [Data: Sources (2)]. This dynamic requires Mercer to navigate the fine line between guiding Sam and allowing him the space to grow and contribute meaningfully to the mission.\n\nAnother challenge Mercer encounters is the need to adapt to the evolving nature of their mission. The mission at Dulce is fraught with uncertainty and potential danger, which requires Mercer to be both a soldier and an investigator. This dual role demands that he not only follow orders but also question the narrative they have been given, as seen when he expresses skepticism about the silence and atmosphere of the Dulce base [Data: Sources (2)]. This skepticism is crucial for his mentorship role, as it encourages his team to think critically and remain vigilant.\n\nAdditionally, Mercer must manage the tension between adhering to military protocols and embracing the unknown elements of their mission. The mission's complexity and the potential for groundbreaking discoveries place Mercer in a position where he must weigh the risks and benefits of their actions. This is evident when he acknowledges the need to consider all possibilities, even as he feels the pressure of compliance with military hierarchy [Data: Sources (2)].\n\nOverall, Alex Mercer's challenges as a mentor are multifaceted, involving the nurturing of his team's potential, the navigation of an uncertain and high-stakes mission, and the reconciliation of military discipline with the pursuit of knowledge.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  2  . "Your take on these signal inconsistencies?"...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11089},
-   'id': 35},
-  {'query': 'What specific technologies are used at Dulce Military Base for extraterrestrial communication?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 36},
-  {'query': 'How does the command structure at Dulce Base support operations like Operation: Dulce?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 37},
-  {'query': 'What are the security measures in place at Dulce Base to protect against external threats?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 38},
-  {'query': 'How does the team at Dulce Base prepare for potential extraterrestrial threats?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 39},
-  {'query': 'What role does Dr. Jordan Hayes play in the operations at Dulce Base?',
-   'answer': "Dr. Jordan Hayes plays a crucial role in the operations at Dulce Base, primarily focusing on the scientific and analytical aspects of the mission. As a key member of the Paranormal Military Squad, Jordan is deeply involved in deciphering alien codes and understanding extraterrestrial communications. Their expertise in behavioral algorithms and alien data analysis is pivotal in revealing extraterrestrial thought patterns, which is a significant part of the team's mission to make intergalactic contact [Data: Sources (5)].\n\nJordan is portrayed as a highly analytical and focused individual, often seen working intently on screens filled with alien code. Their role involves isolating sequences that might represent communication protocols, which could potentially lead to first contact with extraterrestrial beings [Data: Sources (5)]. This task requires not only technical skill but also a deep understanding of the implications of such communications, as they are tasked with interpreting signals that could redefine human existence [Data: Sources (5)].\n\nThroughout the operations, Jordan is depicted as a central figure in the command center, often collaborating with other team members like Alex Mercer and Taylor Cruz. They are recognized for their ability to balance scientific acuity with diplomatic caution, understanding the gravity of their mission and the potential risks involved [Data: Sources (5)]. Their contributions are not limited to technical expertise; they also provide strategic insights that help guide the team's approach to the unknown challenges they face at Dulce Base.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   5   the universe.\n\nIn a symphony of clicks and ...
-     1  11  , the sentinel within them ever alert.\n\nAlex...
-     2   3  , absorbed in the bewilderment of contact, whi...
-     3   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     4   8  ences the full spectrum of human curiosity and...},
-    'token_ct': 11658},
-   'id': 40},
-  {'query': 'What specific skills does Agent Mercer bring to the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 41},
-  {'query': "How does Mercer's leadership style affect team dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 42},
-  {'query': "What are the potential risks and rewards of Mercer's approach to alien communication?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 43},
-  {'query': "How do other team members perceive Mercer's role in the mission?",
-   'answer': 'In the context of the mission at the Dulce military complex, Alex Mercer is perceived by his team members as a central figure whose role is pivotal in navigating the complexities of their extraterrestrial encounter. Mercer\'s presence is marked by a blend of military discipline and a strategic mindset, which is crucial in maintaining the team\'s focus and ensuring their safety as they delve into the unknown [Data: Sources (3, 4)].\n\nMercer is seen as a leader who balances authority with collaboration. For instance, when Dr. Jordan Hayes is on the brink of a significant discovery, Mercer\'s inquiry, "Find something?" is not just a command but a bridge between leadership and camaraderie, inviting input and fostering a sense of shared purpose [Data: Sources (4)]. This approach is indicative of his ability to inspire confidence and trust among his team members, encouraging them to contribute their expertise to the mission\'s success.\n\nMoreover, Mercer\'s interactions with Taylor Cruz highlight his role as a stabilizing force. While Cruz brings a pragmatic and sometimes skeptical perspective, Mercer\'s acknowledgment of their caution underscores his understanding of the need for a balanced approach to the mission\'s challenges [Data: Sources (4)]. This dynamic suggests that Mercer values diverse viewpoints and integrates them into the team\'s strategy, reinforcing his role as a unifying leader.\n\nOverall, Mercer\'s role is perceived as that of a guiding force, one who not only leads but also listens and adapts, ensuring that the team remains cohesive and effective in the face of unprecedented challenges.',
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  4   were at once coherent and enigmatic: "*Voyage...},
-    'token_ct': 11050},
-   'id': 44},
-  {'query': 'What previous experiences might have prepared Mercer for this mission?',
-   'answer': "Agent Alex Mercer is depicted as a central figure in the Paranormal Military Squad, tasked with navigating the complexities of extraterrestrial communication and potential threats. His previous experiences likely include a strong military background, as suggested by his ability to maintain composure and provide decisive leadership in high-stakes situations. Mercer's military resolve is momentarily suspended as he absorbs the hypothesis of celestial mechanics, indicating a familiarity with strategic thinking and adaptability in the face of new information [Data: Sources (3)].\n\nMercer is also portrayed as someone who values collaboration and the expertise of his team members. He seeks the counsel of his team, such as Dr. Jordan Hayes and Sam Rivera, and encourages a diplomatic approach to the mission, suggesting experience in team leadership and interdisciplinary cooperation [Data: Sources (3, 8)]. His ability to balance military precision with the need for scientific inquiry and diplomacy indicates a background that includes both tactical training and exposure to scientific or intelligence operations.\n\nFurthermore, Mercer's role in the mission involves interpreting and responding to alien communications, which implies a familiarity with intelligence analysis and possibly previous encounters with unconventional threats. His understanding of the stakes involved and his strategic foresight suggest that he has been involved in operations that required both critical thinking and the ability to manage uncertainty [Data: Sources (5)].\n\nOverall, Mercer's preparation for this mission likely stems from a combination of military experience, leadership in high-pressure environments, and exposure to interdisciplinary collaboration, all of which are crucial for navigating the unknowns of extraterrestrial contact.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  8  ences the full spectrum of human curiosity and...
-     3  5   the universe.\n\nIn a symphony of clicks and ...},
-    'token_ct': 11048},
-   'id': 45},
-  {'query': "How does Dr. Jordan Hayes's scientific expertise contribute to the mission?",
-   'answer': "Dr. Jordan Hayes plays a pivotal role in the mission due to their scientific expertise, which is crucial in deciphering the alien signals and understanding the broader implications of the extraterrestrial contact. In the narrative, Dr. Hayes is depicted as a central figure in the analysis and interpretation of the alien code, which is described as a daunting mosaic of potential threats and untapped wisdom [Data: Sources (5, 11)]. Their ability to isolate sequences that recur with intention suggests that they are adept at identifying patterns that could represent a form of communication or 'handshake' protocol, which is essential for establishing a connection with the extraterrestrial entities [Data: Sources (11)].\n\nDr. Hayes's scientific acumen is further highlighted by their capacity to balance the signal's syntax with human algorithms, suggesting that they are not only skilled in data analysis but also in adapting existing technology to new and unprecedented challenges [Data: Sources (11)]. This adaptability is crucial as the team navigates the complexities of potential interspecies communication, where Dr. Hayes's insights help bridge the gap between terrestrial science and celestial unknowns [Data: Sources (11)].\n\nMoreover, Dr. Hayes's role is not limited to technical expertise; they also contribute to the strategic discussions within the team. Their observations and interpretations of the data provide a foundation for the team's understanding of the alien culture, which is described as steeped in complexities that the team is only beginning to fathom [Data: Sources (11)]. This intellectual contribution is vital as the team grapples with the dual nature of the mission—securing knowledge for humanity while guarding against potential threats [Data: Sources (11)].\n\nOverall, Dr. Jordan Hayes's scientific expertise is a cornerstone of the mission, enabling the team to decode and interpret alien communications, thereby transforming the mission from mere observation to active engagement with the unknown.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   3  , absorbed in the bewilderment of contact, whi...
-     1   3  , absorbed in the bewilderment of contact, whi...
-     2   5   the universe.\n\nIn a symphony of clicks and ...
-     3  11  , the sentinel within them ever alert.\n\nAlex...
-     4   3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11751},
-   'id': 46},
-  {'query': 'What challenges do Mercer and Hayes face during their mission?',
-   'answer': 'During their mission, Mercer and Hayes face a multitude of challenges that test their resolve, intellect, and teamwork. The mission, set in the enigmatic Dulce base, is fraught with both physical and psychological obstacles. \n\n**Psychological Challenges:**\n\nThe mission\'s psychological toll is evident as the team descends into the depths of the base, carrying the weight of an "invisible war" that is as much about confronting the unknown as it is about tangible threats [Data: Sources (1)]. Dr. Jordan Hayes, in particular, grapples with the challenge of reconciling empirical evidence with the unexplained phenomena they encounter. This internal conflict is highlighted by their reluctance to accept possibilities beyond their scientific understanding, which begins to crack under the pressure of the mission [Data: Sources (1)].\n\n**Technological and Environmental Challenges:**\n\nThe team faces technological challenges, such as dealing with electronic anomalies and adapting their equipment to decode alien signals. Sam Rivera, a tech-savvy member of the team, plays a crucial role in bridging their systems to communicate with the foreign signals, highlighting the complexity and unpredictability of the technology they encounter [Data: Sources (3)]. The environment of the Dulce base itself is a challenge, with its oppressive silence and the eerie calm that pervades the sub-levels, creating a sense of foreboding and unease [Data: Sources (1)].\n\n**Leadership and Team Dynamics:**\n\nLeadership dynamics also pose a challenge, particularly with Taylor Cruz\'s authoritative approach, which sometimes clashes with the more inquisitive and analytical nature of Mercer and Hayes. This tension is evident when Cruz dismisses philosophical discussions in favor of actionable intel, underscoring the differing priorities within the team [Data: Sources (3)]. Despite these challenges, the team must work together to navigate the unknown, balancing their individual strengths and perspectives to achieve their mission objectives.\n\nOverall, the mission at Dulce base is a complex interplay of psychological, technological, and interpersonal challenges that Mercer and Hayes must navigate to uncover the truth hidden within its depths.',
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  2  . "Your take on these signal inconsistencies?"...},
-    'token_ct': 11160},
-   'id': 47},
-  {'query': 'How does the team dynamic change when new information is discovered?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 48},
-  {'query': "What role does communication play in Mercer and Hayes's collaboration?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 49},
-  {'query': 'What are the specific challenges Mercer faces in the encryption processes?',
-   'answer': "Agent Alex Mercer is deeply involved in the encryption processes as part of the Paranormal Military Squad's mission to decode alien signals. The challenges he faces are multifaceted and stem from both the technical complexity of the task and the broader implications of their work.\n\n### Technical Challenges\n\nMercer is tasked with overseeing the decryption of alien codes, which are described as being highly complex and evolving in real-time. This requires not only a deep understanding of encryption algorithms but also the ability to adapt to the dynamic nature of the signals. The alien code is not static; it modifies itself in response to the team's inputs, suggesting a level of sentience or advanced programming that is unprecedented [Data: Sources (6, 8)]. This presents a significant challenge as traditional decryption methods may not be sufficient, necessitating innovative approaches and constant vigilance.\n\n### Strategic and Diplomatic Challenges\n\nBeyond the technical hurdles, Mercer must also navigate the strategic and diplomatic implications of their work. The potential for the alien signals to be either a form of communication or a threat adds a layer of complexity to the decryption process. Mercer and his team must balance the need for scientific discovery with the caution required to avoid provoking a potentially hostile entity [Data: Sources (6, 5)]. This dual focus on technical precision and diplomatic sensitivity is a recurring theme in their mission.\n\n### Psychological and Team Dynamics\n\nMercer also faces psychological challenges, both personally and within the team. The weight of potentially making first contact with an alien intelligence is immense, and the pressure to succeed without error is significant. Additionally, he must manage the dynamics within his team, ensuring that each member's expertise is utilized effectively while maintaining morale and focus under the stress of their mission [Data: Sources (6, 5)].\n\nOverall, Mercer's challenges in the encryption processes are not just about breaking codes but also about understanding the broader context of their mission and the potential consequences of their actions.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  6  cribed not in the dust of desert confines, but...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11130},
-   'id': 50},
-  {'query': "How does Mercer's leadership style influence the team's approach to encryption?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 51},
-  {'query': 'What is the significance of the alien signals Mercer is working to decrypt?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 52},
-  {'query': 'How does Mercer collaborate with other team members like Dr. Jordan Hayes in the encryption process?',
-   'answer': "Agent Alex Mercer plays a pivotal role in the collaborative efforts of the Paranormal Military Squad, particularly in the encryption process alongside Dr. Jordan Hayes. Mercer is depicted as a leader who balances urgency with respect for his team's expertise. His interactions with Dr. Jordan Hayes are marked by a blend of trust and encouragement, as seen when he acknowledges Jordan's analytical skills and urges them to maintain their sharp focus during critical moments [Data: Sources (6, 8)].\n\nIn the command center, Mercer often stands by Jordan as they work on decrypting alien signals, providing both moral support and strategic oversight. He is described as having a steady presence, which is crucial in maintaining the team's focus amidst the high-stakes environment of interstellar communication. Mercer's leadership style is collaborative; he respects Jordan's expertise and often engages in discussions that highlight the importance of their work, such as when they contemplate the implications of the alien code they are deciphering [Data: Sources (6, 9)].\n\nMercer's collaboration with Jordan is not just about technical support but also about fostering a shared vision of their mission's significance. He encourages a dialogue that goes beyond mere decryption, urging the team to consider the broader implications of their discoveries. This approach helps in aligning the team's efforts towards a common goal, ensuring that each member's contributions are valued and integrated into their collective strategy [Data: Sources (8, 9)].",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  6  cribed not in the dust of desert confines, but...
-     1  8  ences the full spectrum of human curiosity and...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11031},
-   'id': 53},
-  {'query': "What are the potential consequences of Mercer's work on encryption for humanity?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 54},
-  {'query': 'What role does Agent Alex Mercer play in the operations at Dulce Base?',
-   'answer': "Agent Alex Mercer plays a pivotal role in the operations at Dulce Base, serving as a central figure in the Paranormal Military Squad's efforts to engage with extraterrestrial intelligence. His presence is marked by a combination of leadership, strategic insight, and a deep sense of responsibility towards the mission and his team.\n\nIn the tense environment of Dulce Base's underground command center, Alex Mercer is depicted as a steady and controlled presence, essential for maintaining focus amidst the gravity of their undertaking. He is involved in overseeing the decryption of alien signals, working closely with Dr. Jordan Hayes and other team members to interpret the complex data streaming from the cosmos [Data: Sources (9, 11)]. His leadership style is characterized by a balance of authority and collaboration, as he invites input from his team while guiding them through the challenges of first contact with an alien intelligence [Data: Sources (5, 8)].\n\nMercer's role extends beyond mere command; he is portrayed as a thoughtful and diplomatic figure, aware of the broader implications of their mission. He emphasizes the importance of understanding and dialogue over confrontation, reflecting a strategic approach to the unknown challenges posed by the alien signals [Data: Sources (5, 8)]. This approach is crucial as the team navigates the delicate balance between scientific discovery and potential existential threats.\n\nOverall, Agent Alex Mercer is a key leader at Dulce Base, whose actions and decisions are central to the success of the Paranormal Military Squad's mission. His ability to maintain composure and foster a collaborative environment underpins the team's efforts to bridge the gap between humanity and extraterrestrial intelligence.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   9  ; we are the threads that may weave a new cosm...
-     1  11  , the sentinel within them ever alert.\n\nAlex...
-     2   8  ences the full spectrum of human curiosity and...
-     3   5   the universe.\n\nIn a symphony of clicks and ...
-     4   1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11699},
-   'id': 55},
-  {'query': 'How does the team at Dulce Base approach the challenge of decoding alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 56},
-  {'query': 'What are the potential risks and benefits of the extraterrestrial activities at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 57},
-  {'query': 'How do the characters in the story perceive the extraterrestrial signals they are studying?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 58},
-  {'query': 'What protocols are in place at Dulce Base to handle contact with extraterrestrial intelligences?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 59},
-  {'query': 'What specific role does Alex Mercer play in the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 60},
-  {'query': 'How does the team handle the risks associated with alien contact?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 61},
-  {'query': 'What are the backgrounds and expertise of the other team members?',
-   'answer': "The team members of the Paranormal Military Squad, as depicted in the provided sources, each bring unique backgrounds and expertise to their mission at the Dulce military complex.\n\n**Dr. Jordan Hayes** is portrayed as a scientist with a strong focus on decryption and analysis of alien signals. Their role involves interpreting complex data and aligning satellite information with decoded messages. Jordan's scientific acuity is evident in their ability to work through encryption layers and their understanding of cosmic phenomena, such as zenithal star alignments [Data: Sources (3, 6)].\n\n**Sam Rivera** is characterized by their technical prowess and youthful enthusiasm. They are responsible for adapting communication systems to interface with alien signals, demonstrating a keen ability to bridge technological gaps. Sam's optimism and technical skills are crucial in decoding and interpreting the alien syntax, which they describe as a 'symphony' of modulation [Data: Sources (3, 6)].\n\n**Taylor Cruz** embodies military precision and leadership. They maintain a focus on the operational aspects of the mission, emphasizing caution and the potential risks involved. Taylor's role involves ensuring the team remains grounded and adheres to protocols, balancing the scientific exploration with military discipline [Data: Sources (3, 6)].\n\nTogether, these team members complement each other, combining scientific inquiry, technical innovation, and military strategy to navigate the complexities of their mission. Their collective efforts are directed towards understanding and engaging with the alien signals, with each member contributing their expertise to the unfolding narrative of cosmic discovery.",
-   'score': 75,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  6  cribed not in the dust of desert confines, but...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11046},
-   'id': 62},
-  {'query': 'What is the significance of the Dulce military complex in their operations?',
-   'answer': "The Dulce military complex plays a pivotal role in the operations of the Paranormal Military Squad, serving as the central hub for their mission to decode and understand an alien signal. The complex is depicted as a place of mystery and high stakes, where the team is engaged in a delicate balance between scientific exploration and military protocol.\n\n### Setting and Atmosphere\nThe Dulce base is described as an underground facility, shrouded in secrecy and filled with an air of anticipation and tension. The environment is portrayed as both a physical and metaphorical labyrinth, where the team navigates through corridors that echo with whispered conspiracies and hidden truths [Data: Sources (3, 4, 7)]. This setting underscores the gravity of their mission and the potential implications of their discoveries.\n\n### Mission and Challenges\nWithin the Dulce complex, the team is tasked with deciphering a complex alien signal that could redefine humanity's understanding of the universe. The base serves as the operational ground where they employ advanced technology to bridge communication with an extraterrestrial intelligence. The challenges they face are not only technical but also existential, as they grapple with the unknown and the potential risks of their findings [Data: Sources (3, 4, 7)].\n\n### Symbolism and Themes\nThe Dulce military complex symbolizes the intersection of human curiosity and the unknown. It is a place where the boundaries of science and military discipline are tested, and where the team must confront the duality of their roles as both protectors and explorers. The complex is a microcosm of the broader cosmic narrative, representing the threshold between Earth and the vast, uncharted territories of space [Data: Sources (3, 4, 7)].\n\nIn summary, the Dulce military complex is significant as it encapsulates the essence of the team's mission—an exploration of the unknown that challenges their understanding of reality and their place within it.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  4   were at once coherent and enigmatic: "*Voyage...
-     2  7   have a way in."\n\nA slight nod was Alex's im...
-     3  2  . "Your take on these signal inconsistencies?"...},
-    'token_ct': 11127},
-   'id': 63},
-  {'query': 'How does the team interpret and respond to the alien signals they receive?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 64},
-  {'query': 'What is the role of the Paranormal Military Squad in the investigations?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 65},
-  {'query': 'How does Agent Mercer approach the decryption of alien signals?',
-   'answer': 'Agent Alex Mercer approaches the decryption of alien signals with a blend of caution, leadership, and collaboration. In the command center of the Dulce military base, Mercer is depicted as a steady and resilient figure, guiding his team through the complexities of interpreting extraterrestrial communications. His approach is characterized by a balance between scientific curiosity and the need for careful diplomacy, as he acknowledges the potential risks and opportunities that come with such unprecedented contact [Data: Sources (7, 8)].\n\nMercer emphasizes the importance of understanding and not confronting the alien signals, suggesting a diplomatic stance rather than a purely scientific or military one. He encourages his team to focus on the syntax and nuances of the signals, recognizing that they are not just decoding messages but translating intentions. This reflects his awareness of the broader implications of their work, as they stand on the brink of a new kind of diplomacy [Data: Sources (5, 8)].\n\nThroughout the process, Mercer maintains a calm and commanding presence, ensuring that his team remains focused and diligent. He understands the gravity of their mission and the potential for their work to redefine human understanding of the cosmos. By fostering a collaborative environment, Mercer enables his team to harness their collective expertise and creativity, which is crucial in navigating the unknown territory of interstellar communication [Data: Sources (7, 8)].',
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  7   have a way in."\n\nA slight nod was Alex's im...
-     1  8  ences the full spectrum of human curiosity and...
-     2  8  ences the full spectrum of human curiosity and...
-     3  5   the universe.\n\nIn a symphony of clicks and ...},
-    'token_ct': 11010},
-   'id': 66},
-  {'query': 'What are the potential risks associated with the paranormal activities at Dulce Base?',
-   'answer': 'The potential risks associated with the paranormal activities at Dulce Base are multifaceted, involving both technological and existential threats. The narrative surrounding Dulce Base suggests that the Paranormal Military Squad is engaged in deciphering alien signals, which implies a risk of miscommunication or misunderstanding with an extraterrestrial intelligence. This could lead to unintended consequences, such as provoking a hostile response or misinterpreting the intentions of the alien entities [Data: Sources (6, 8, 9)].\n\nAnother significant risk is the potential for technological failure or sabotage. The complexity of the alien code and the advanced technology required to interpret it could lead to system malfunctions or breaches, which might compromise the security of the base and the safety of its personnel. The narrative indicates that the team is working with highly sensitive equipment, and any errors in handling or interpreting the data could have catastrophic results [Data: Sources (6, 8, 11)].\n\nFurthermore, there is an existential risk associated with the unknown nature of the alien intelligence. The signals being interpreted are described as evolving and potentially sentient, suggesting that the team is dealing with an intelligence that could surpass human understanding. This raises concerns about the implications of such contact on human society, including the potential for cultural or psychological impacts if the nature of the alien intelligence is revealed to the public [Data: Sources (6, 9, 11)].\n\nOverall, the activities at Dulce Base involve navigating a delicate balance between scientific discovery and the potential for significant risks, both to the individuals involved and to humanity as a whole.',
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   6  cribed not in the dust of desert confines, but...
-     1   8  ences the full spectrum of human curiosity and...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     4   9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11689},
-   'id': 67},
-  {'query': 'How does the team prepare for potential contact with extraterrestrial intelligence?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 68},
-  {'query': 'What are the implications of the findings from the investigations for humanity?',
-   'answer': "The findings from the investigations at Dulce Base have profound implications for humanity, as they suggest the potential for first contact with an extraterrestrial intelligence. The narrative describes a team of agents, including Alex Mercer, who are engaged in deciphering a complex alien signal that appears to be more than just a message—it is a form of communication that is evolving and responding to human interaction [Data: Sources (4, 5, 8)]. This suggests that the signal is not only intelligent but also capable of adapting and possibly understanding human responses.\n\nThe implications of such a discovery are vast. Firstly, it challenges the current understanding of humanity's place in the universe, suggesting that we are not alone and that there are other intelligent beings capable of communication across the cosmos. This could lead to a paradigm shift in scientific, philosophical, and theological perspectives, as humanity grapples with the reality of extraterrestrial life.\n\nMoreover, the potential for communication with an alien intelligence opens up possibilities for unprecedented technological and cultural exchanges. If the signal is indeed a form of interstellar dialogue, it could lead to advancements in technology, science, and even social structures, as humanity learns from and interacts with a civilization that may be far more advanced.\n\nHowever, there are also significant risks involved. The narrative highlights the need for caution, as the intentions of the alien intelligence are unknown. The agents are aware that the signal could represent either an opportunity for peaceful coexistence or a potential threat, depending on how the interaction unfolds [Data: Sources (4, 5, 8)]. This underscores the importance of careful and strategic communication, as the outcome of this first contact could have far-reaching consequences for global security and stability.\n\nIn summary, the findings from the investigations at Dulce Base suggest that humanity is on the brink of a new era of cosmic diplomacy. The potential for contact with an extraterrestrial intelligence offers both exciting opportunities and daunting challenges, requiring a balanced approach that prioritizes understanding and caution.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  4   were at once coherent and enigmatic: "*Voyage...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  8  ences the full spectrum of human curiosity and...
-     3  7   have a way in."\n\nA slight nod was Alex's im...},
-    'token_ct': 11139},
-   'id': 69},
-  {'query': 'What role does Alex Mercer play in the Paranormal Military Squad?',
-   'answer': "Alex Mercer plays a pivotal role in the Paranormal Military Squad, serving as a leader and a stabilizing force within the team. His presence is described as a 'stable beacon amidst the technological whirlwind,' indicating his role in providing guidance and direction during critical moments of their mission [Data: Sources (5, 9)]. Mercer is portrayed as someone who balances military precision with diplomatic foresight, emphasizing the importance of understanding and collaboration over confrontation [Data: Sources (5, 9)].\n\nIn the command center of Dulce Base, Alex Mercer is seen overseeing the operations and ensuring that the team approaches their mission with a blend of caution and curiosity. He encourages his team to look for patterns and anomalies in the alien communications, suggesting a strategic and analytical approach to their work [Data: Sources (5, 9)]. His leadership style is characterized by a quiet resolve and the ability to adapt to unprecedented scenarios, which is crucial in navigating the complexities of interstellar communication [Data: Sources (5, 9)].\n\nMercer's interactions with his team members, such as Dr. Jordan Hayes and Taylor Cruz, reflect his ability to foster a collaborative environment where each member's expertise is valued. He is depicted as someone who understands the gravity of their mission and the potential implications of their discoveries, positioning him as a key figure in the squad's efforts to bridge the gap between humanity and extraterrestrial intelligence [Data: Sources (5, 9)].",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   5   the universe.\n\nIn a symphony of clicks and ...
-     1   9  ; we are the threads that may weave a new cosm...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   8  ences the full spectrum of human curiosity and...
-     4   5   the universe.\n\nIn a symphony of clicks and ...},
-    'token_ct': 11665},
-   'id': 70},
-  {'query': 'How does the team prepare for potential risks associated with extraterrestrial contact?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 71},
-  {'query': 'What are the specific challenges faced by the team in decoding alien communication?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 72},
-  {'query': "How does the narrative describe the team's approach to interstellar diplomacy?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 73},
-  {'query': "What are the potential societal impacts of the team's mission as described in the sources?",
-   'answer': "The mission undertaken by the Paranormal Military Squad, as described in the sources, has profound potential societal impacts, primarily revolving around the themes of interstellar communication and the expansion of human understanding. The team's efforts to decode and respond to an alien signal represent a significant leap in human interaction with extraterrestrial intelligence, which could redefine humanity's place in the universe.\n\nOne of the most immediate societal impacts could be the shift in global perspectives regarding humanity's uniqueness and isolation in the cosmos. The confirmation of extraterrestrial intelligence would challenge existing scientific, philosophical, and religious beliefs, potentially leading to a reevaluation of humanity's role and responsibilities in a broader cosmic context. This could foster a sense of unity among nations, as the realization of a shared human identity in the face of a larger universe might encourage collaboration and peace [Data: Sources (5, 4, 3)].\n\nFurthermore, the technological advancements required to establish and maintain communication with an alien civilization could spur innovation and development in various fields, including communication technologies, artificial intelligence, and space exploration. These advancements could have trickle-down effects, improving everyday technologies and potentially leading to new industries and economic opportunities [Data: Sources (8, 4)].\n\nHowever, the mission also poses potential risks and challenges. The introduction of alien technology and knowledge could disrupt existing power structures and economies, leading to geopolitical tensions. There is also the risk of miscommunication or misunderstanding with the extraterrestrial entities, which could lead to unintended conflicts or threats to global security [Data: Sources (5, 3)].\n\nOverall, the mission's success could herald a new era of human exploration and understanding, but it also requires careful management of the societal, ethical, and security implications that accompany such a monumental discovery.",
-   'score': 0,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  5   the universe.\n\nIn a symphony of clicks and ...
-     1  4   were at once coherent and enigmatic: "*Voyage...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  8  ences the full spectrum of human curiosity and...},
-    'token_ct': 11095},
-   'id': 74},
-  {'query': 'What specific roles do each of these key personnel play in the operations at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 75},
-  {'query': 'How do the personalities and skills of these key personnel complement each other?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 76},
-  {'query': 'What are the main challenges faced by the team at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 77},
-  {'query': "How does the leadership style of Alex Mercer influence the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 78},
-  {'query': 'What are the potential risks and rewards of the missions undertaken by the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 79},
-  {'query': 'What specific actions does Alex Mercer take to keep the team grounded?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 80},
-  {'query': "How does Alex Mercer's military background influence his role in the squad?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 81},
-  {'query': 'In what ways does Alex Mercer act as a mediator within the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 82},
-  {'query': 'What are the challenges Alex Mercer faces in balancing military discipline with scientific exploration?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 83},
-  {'query': "How does Alex Mercer contribute to the team's understanding of alien communications?",
-   'answer': "Alex Mercer plays a pivotal role in the team's efforts to understand alien communications, primarily through his leadership and strategic insights. As the team navigates the complexities of decoding extraterrestrial signals, Alex's presence is a stabilizing force, ensuring that the team remains focused and cohesive in their approach. His leadership is characterized by a balance of military precision and diplomatic foresight, which is crucial in managing the delicate task of interpreting alien messages.\n\nIn the command center of Dulce Base, Alex is seen guiding his team with a calm yet commanding presence. He encourages collaboration and values the expertise of his team members, such as Dr. Jordan Hayes, who is instrumental in deciphering the alien code. Alex's ability to foster an environment of mutual respect and open communication allows the team to explore the nuances of the alien signals with both scientific rigor and creative intuition [Data: Sources (8, 5, 1)].\n\nMoreover, Alex's strategic mindset is evident when he emphasizes the importance of understanding the intent behind the alien communications. He recognizes the potential implications of these messages, whether they are warnings or invitations, and steers the team towards a cautious yet optimistic engagement with the unknown. This approach not only aids in the technical decryption of the signals but also in framing the broader context of their mission as potential emissaries to a cosmic dialogue [Data: Sources (8, 5, 1)].\n\nOverall, Alex Mercer's contributions are integral to the team's success in navigating the uncharted territory of alien communications. His leadership ensures that the team remains aligned in their objectives, while his strategic insights help them to interpret the signals in a way that balances scientific inquiry with the potential for interstellar diplomacy.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11083},
-   'id': 84},
-  {'query': "What is Alex Mercer's background before joining the Paranormal Military Squad?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 85},
-  {'query': "How does Alex Mercer's leadership style differ from other members of the team?",
-   'answer': "Alex Mercer's leadership style is characterized by a blend of decisiveness and empathy, which sets him apart from other members of the Paranormal Military Squad team. Mercer is portrayed as a leader who values collaboration and the input of his team members, often inviting their thoughts and expertise rather than dictating orders. This is evident when he asks for the team's thoughts during a tense moment, acknowledging their expertise and inviting collaboration [Data: Sources (5)]. His approach is more diplomatic, as he emphasizes understanding and unity, especially when facing the unknown, suggesting a leadership style that is inclusive and considerate of the team's collective strengths [Data: Sources (5)].\n\nIn contrast, Taylor Cruz exhibits a more authoritative and pragmatic leadership style. Cruz is often seen giving direct orders and maintaining a focus on control and order, as seen when they remind the team to focus on actionable intel rather than philosophical musings [Data: Sources (5)]. Cruz's approach is more rigid, emphasizing the importance of maintaining control and adhering to protocols, which can sometimes clash with Mercer's more open and collaborative style.\n\nDr. Jordan Hayes, while not a leader in the traditional sense, brings a scientific and analytical perspective to the team. Hayes is deeply focused on the task at hand, often absorbed in the technical and scientific aspects of their mission. Their leadership is more about guiding the team through the complexities of the scientific challenges they face, rather than managing the team dynamics [Data: Sources (5)].\n\nSam Rivera, the youngest member of the team, brings a sense of enthusiasm and technical expertise. While not in a leadership position, Rivera's contributions are crucial, and their youthful energy and optimism often provide a counterbalance to the more serious and cautious approaches of Mercer and Cruz [Data: Sources (5)].\n\nOverall, Mercer's leadership style is distinct in its emphasis on collaboration, empathy, and a balanced approach to the challenges faced by the team, contrasting with Cruz's authoritative style and Hayes's scientific focus.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11141},
-   'id': 86},
-  {'query': 'What specific missions has Alex Mercer led within the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 87},
-  {'query': 'How does Alex Mercer handle conflicts or disagreements within the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 88},
-  {'query': 'What are the key challenges Alex Mercer faces in his role within the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 89},
-  {'query': 'What specific roles do each team member play in preparing for first contact?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 90},
-  {'query': 'How does the team plan to communicate with the alien intelligence?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 91},
-  {'query': 'What are the potential risks the team anticipates during first contact?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 92},
-  {'query': 'How does the team balance scientific curiosity with caution in their approach?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 93},
-  {'query': 'What technologies are being used to facilitate communication with the alien intelligence?',
-   'answer': "In the efforts to communicate with alien intelligence, the Paranormal Military Squad employs a range of advanced technologies and methodologies. The team, led by Alex Mercer, is deeply engaged in decoding and interpreting alien signals, which are described as complex and evolving [Data: Sources (6, 7)].\n\n### Decryption Algorithms and Signal Analysis\nDr. Jordan Hayes is at the forefront of using decryption algorithms to unravel the layers of alien code. The process involves breaking through multiple layers of encryption, suggesting the use of sophisticated computational techniques to interpret the signals [Data: Sources (6, 7)]. The signals are described as reflexive and responsive, indicating that the technology used must be capable of real-time adaptation and learning [Data: Sources (6, 7)].\n\n### Communication Interfaces\nSam Rivera is noted for manipulating a complex array of audio interfaces, which suggests the use of advanced communication technologies that can handle structured and intentional patterns within the signals [Data: Sources (7)]. This implies the use of technologies that can translate these patterns into a form understandable by humans, possibly involving machine learning or AI-driven interfaces.\n\n### Cosmic Translators\nThe mention of cosmic translators indicates the use of specialized equipment designed to bridge the gap between human and alien languages. These translators likely involve a combination of hardware and software solutions capable of interpreting and responding to the alien signals in a meaningful way [Data: Sources (7)].\n\n### Overall Technological Framework\nThe overall technological framework appears to be a blend of cutting-edge computational tools, real-time signal processing, and adaptive learning systems. The team's approach is described as a symphony, suggesting a harmonious integration of various technologies to facilitate this unprecedented form of communication [Data: Sources (6, 7)].\n\nThese technologies are not only pivotal in decoding the alien messages but also in ensuring that the communication remains secure and controlled, as emphasized by Taylor Cruz's cautionary stance [Data: Sources (7)].",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
-     Columns: [in_context]
-     Index: [],
-     'sources':    id                                               text
-     0   6  cribed not in the dust of desert confines, but...
-     1   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   6  cribed not in the dust of desert confines, but...
-     4   7   have a way in."\n\nA slight nod was Alex's im...},
-    'token_ct': 11763},
-   'id': 94},
-  {'query': 'What role does Agent Alex Mercer play in the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 95},
   {'query': 'How does the team ensure the security of their communications with extraterrestrial entities?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 96},
-  {'query': 'What are the potential risks associated with contacting extraterrestrial life?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 97},
-  {'query': 'How does the team balance scientific exploration with military strategy?',
-   'answer': "The team at Dulce Base, led by Alex Mercer, exemplifies a delicate balance between scientific exploration and military strategy. This balance is crucial as they engage with an alien signal that could redefine humanity's understanding of the universe. The team, comprising Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, operates in a high-stakes environment where each decision could have profound implications.\n\nDr. Jordan Hayes plays a pivotal role in the scientific exploration aspect, focusing on decrypting alien codes and understanding the complex signals that suggest a form of sentient communication. Their work is characterized by a blend of curiosity and caution, as they navigate the unknown territories of alien cognition [Data: Sources (8, 5, 6)]. Jordan's approach is methodical, ensuring that each step taken is backed by scientific rigor and a deep understanding of the potential for interstellar dialogue.\n\nOn the other hand, Taylor Cruz embodies the military strategy aspect, constantly reminding the team of the potential risks involved. Taylor's strategic mindset ensures that the team remains vigilant, aware that the alien signal could pose a threat as much as it offers an opportunity for discovery. Their role is to maintain a balance between advancing scientific knowledge and safeguarding against possible dangers [Data: Sources (5, 6)].\n\nAlex Mercer, as the leader, synthesizes these two approaches, guiding the team with a strategy that is both cautious and forward-thinking. He emphasizes the importance of understanding the alien signal while ensuring that the team's actions are measured and deliberate. Mercer's leadership is characterized by a diplomatic approach, recognizing the potential for both peaceful engagement and conflict [Data: Sources (8, 5, 6)].\n\nSam Rivera adds a youthful optimism to the team, often highlighting the potential for forming a connection with the alien intelligence. This optimism is tempered by the team's collective experience and strategic foresight, ensuring that their exploration is both hopeful and grounded in reality [Data: Sources (5, 6)].\n\nOverall, the team at Dulce Base navigates the intersection of scientific exploration and military strategy with a nuanced approach, balancing the excitement of discovery with the necessity of caution.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 27},
+  {'query': 'What protocols are in place for the Paranormal Military Squad when engaging with unknown cosmic phenomena?',
+   'answer': "The Paranormal Military Squad operates under a set of protocols designed to ensure both the safety of the team and the integrity of their mission when engaging with unknown cosmic phenomena. These protocols emphasize caution, adaptability, and a balance between scientific inquiry and operational security.\n\n### Protocols and Procedures\n\n1. **Cautious Engagement**: The team is advised to approach unknown signals with caution, recognizing the potential for both breakthrough and disaster. This is evident in the repeated emphasis on maintaining a careful balance between curiosity and prudence [Data: Sources (18, 23, 24)].\n\n2. **Communication and Adaptation**: The team is instructed to keep communication channels open while ensuring that no message or signal goes unchecked. This approach is likened to a conversation where both parties are learning each other's language in real time, highlighting the importance of adaptability in their interactions [Data: Sources (23, 24)].\n\n3. **Scientific and Diplomatic Approach**: The team is encouraged to approach with the aim to understand rather than confront, suggesting a diplomatic stance in their interactions with extraterrestrial intelligence. This is reinforced by the leadership's focus on ensuring that their message is clear and full, leveraging humanity's strengths in dialogue [Data: Sources (18, 21, 23)].\n\n4. **Operational Security**: The protocols also stress the importance of maintaining operational security, with a focus on understanding the intent behind the signals. This involves analyzing whether the signals are reactive or proactive, which could indicate different levels of threat or opportunity [Data: Sources (23, 24)].\n\n### Commentary\n\nThe protocols reflect a sophisticated understanding of the complexities involved in engaging with unknown cosmic phenomena. They balance the need for scientific exploration with the imperative of security, ensuring that the team remains grounded while navigating the unknown. The emphasis on adaptability and communication suggests a dynamic approach, where the team is prepared to adjust their strategies based on the evolving nature of the signals they encounter.\n\nOverall, these protocols are designed to guide the Paranormal Military Squad through the uncertainties of cosmic engagement, ensuring that their actions are informed, deliberate, and aligned with both their mission objectives and the broader interests of humanity.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 559,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  6  cribed not in the dust of desert confines, but...},
-    'token_ct': 11171},
-   'id': 98},
-  {'query': 'What technologies are used to decode and interpret alien signals?',
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   32   cosmos—secrets that, until now, had been lost...
+     2   28   "and in every word we script, in every respon...
+     3   34  Our responses so far have echoed their complex...
+     4   25   his fingers hovering over the command keys. W...
+     5   30   emissaries to a celestial congress we're only...
+     6   11  , whose steady presence and ready tech affirme...
+     7   36  's luminescence. "Remember, while we seek comm...
+     8   37   from across the console, their eyes not leavi...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  24  Keep the communication channels open. But let ...
+     13  49   on. In his eyes flashed the foreboding excite...
+     14  21   an undercurrent of intensity carried forth in...
+     15   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     16  23  Sam Rivera, ever the source of technological a...}},
+   'id': 28},
+  {'query': 'How does the team balance scientific exploration with military objectives?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 99},
-  {'query': 'What specific missions has Agent Mercer been involved in?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 100},
-  {'query': 'How does Agent Mercer interact with other team members?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 101},
-  {'query': 'What are the challenges Agent Mercer faces in his role?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 102},
-  {'query': "What is Agent Mercer's background before joining the Paranormal Military Squad?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 103},
-  {'query': 'How does Agent Mercer handle high-pressure situations?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 104},
-  {'query': 'What specific role does Alex Mercer play within the team?',
-   'answer': "Alex Mercer plays a pivotal role within the Paranormal Military Squad team, serving as a leader and a stabilizing force amidst the uncertainty and high stakes of their mission. His presence is marked by a combination of military discipline and a deep understanding of the broader implications of their work. Mercer is depicted as someone who balances the need for strategic oversight with the ability to inspire and guide his team through complex and unprecedented situations.\n\nIn the narrative, Mercer is often seen providing direction and making critical decisions that reflect both his experience and his commitment to the mission's success. For instance, he is described as having a 'steely gaze' and a 'commanding reassurance,' which suggests his role as a figure of authority and confidence [Data: Sources (5, 8)]. He is also portrayed as someone who values the input and expertise of his team members, such as when he acknowledges Jordan Hayes' expertise and invites collaboration rather than dictating orders [Data: Sources (5, 8)].\n\nMercer's leadership style is characterized by a blend of diplomacy and pragmatism. He is aware of the potential risks and rewards of their mission, and he encourages his team to approach their tasks with both caution and curiosity. This is evident when he emphasizes the importance of understanding the intent behind the alien signals they are decoding, highlighting his role as a mediator between the known and the unknown [Data: Sources (5, 8)].\n\nOverall, Alex Mercer is a central figure in the team, embodying the qualities of a seasoned leader who is both a protector and a pioneer in the face of extraterrestrial mysteries.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 29},
+  {'query': 'What are the potential risks the team faces when interacting with alien signals?',
+   'answer': "The team, led by Agent Alex Mercer, faces several potential risks when interacting with alien signals. One of the primary concerns is the uncertainty surrounding the intentions of the alien intelligence. The signals they are deciphering could be either a friendly attempt at communication or a prelude to a more sinister agenda. This ambiguity is highlighted by Taylor Cruz's cautionary stance, emphasizing the need to determine whether the signals represent a friend or foe [Data: Sources (17, 19, 22)].\n\nAnother significant risk is the potential for miscommunication. The alien signals are described as complex patterns and sequences that require careful interpretation. Any misstep in understanding these signals could lead to unintended consequences, possibly provoking a hostile response or missing an opportunity for peaceful engagement. The team is aware of this, as they work meticulously to decode the signals and establish a dialogue [Data: Sources (15, 17, 25)].\n\nAdditionally, there is the existential risk of encountering technology or knowledge that could fundamentally alter human understanding of the universe. Dr. Jordan Hayes notes that the alien technology could change the laws of physics as they know them, which presents both an opportunity and a threat. The team must navigate these discoveries carefully to avoid potential dangers that could arise from such paradigm shifts [Data: Sources (40, 12, 36)].\n\nFinally, the psychological and emotional toll on the team members is a risk that cannot be overlooked. The pressure of being at the forefront of such a significant event, coupled with the potential for life-altering discoveries, places a heavy burden on each team member. This is evident in the shared moments of tension and resolve among the team as they grapple with the enormity of their mission [Data: Sources (19, 20, 14)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 460,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11066},
-   'id': 105},
-  {'query': "How do the team members' backgrounds influence their approach to the mission?",
-   'answer': "The team members' backgrounds significantly influence their approach to the mission, as evidenced by their interactions and decision-making processes. Alex Mercer, with a military background, brings a sense of discipline and strategic thinking to the team. His prior military resolve is momentarily suspended as he absorbs the hypothesis about the signal disruptions with a visible hunger, indicating his openness to new ideas despite his structured background [Data: Sources (3)]. This openness allows him to piece together cryptic communications with a growing sense of obligation, suggesting that his military training has equipped him with the ability to handle high-pressure situations and make decisive actions [Data: Sources (3)].\n\nDr. Jordan Hayes, presumably with a scientific background, approaches the mission with a focus on data and analysis. Their white-knuckled grip on the briefing room table and their attention to the constellation data suggest a deep commitment to understanding the scientific implications of the mission. Jordan's hypothesis about the signal disruptions being linked to zenithal star alignments shows their inclination towards scientific reasoning and cosmic discovery [Data: Sources (3)].\n\nSam Rivera, likely with a technical or engineering background, plays a crucial role in adapting the team's gear to communicate with the foreign signals. Their ability to transmute these signals into something the team can dissect highlights their technical expertise and problem-solving skills. Sam's steady presence and readiness to engage with the unknown demonstrate their adaptability and willingness to embrace new challenges [Data: Sources (3)].\n\nTaylor Cruz, who seems to have a leadership or command role, maintains a focus on practicality and facts. Their skepticism towards mystic conjecture and insistence on critical intel reflect a pragmatic approach, likely influenced by their leadership responsibilities. Taylor's command to document everything and their reliance on Mercer to keep the team grounded indicate a strategic mindset aimed at minimizing risks and ensuring mission success [Data: Sources (3)].\n\nOverall, the diverse backgrounds of the team members contribute to a multifaceted approach to the mission, combining military strategy, scientific inquiry, technical innovation, and practical leadership to navigate the complexities of their cosmic encounter.",
-   'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+     'sources':     id                                               text
+     0   15   than the last.\n\nThen, with a sudden burst t...
+     1   17   on the sequences that danced across the scree...
+     2   40   and the distant hum of machinery hinted at Du...
+     3   25   his fingers hovering over the command keys. W...
+     4   32   cosmos—secrets that, until now, had been lost...
+     5   17   on the sequences that danced across the scree...
+     6   19   extraterrestrial sentience that had outreache...
+     7   34  Our responses so far have echoed their complex...
+     8   11  , whose steady presence and ready tech affirme...
+     9   20   bridge—or the abysses into which they might u...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11   6   ordered, their voice echoing slightly before ...
+     12  12   keep the team grounded. No one goes off-cours...
+     13  36  's luminescence. "Remember, while we seek comm...
+     14  33   were locked onto the display screen, where an...
+     15  14   a communal outreach beyond the stars. As dawn...
+     16  22   his team into the core of their approach, his...}},
+   'id': 30},
+  {'query': 'What specific operations are conducted at Dulce Base according to the sources?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 31},
+  {'query': 'Who are the key personnel involved in the activities at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 32},
+  {'query': 'What evidence exists to support the claims of extraterrestrial activity at Dulce Base?',
+   'answer': "The narrative surrounding Dulce Base is steeped in mystery and speculation, often centered around alleged extraterrestrial activity. The sources provided offer a fictionalized account of events at Dulce Base, portraying it as a site of significant cosmic interaction. In these accounts, the base is depicted as a hub of frenetic activity where a team of agents, including Alex Mercer, engage in decoding and responding to alien signals [Data: Sources (26, 6, 38, 27, 5)].\n\nThe story describes the base as a place where humanity's first contact with an extraterrestrial intelligence might be occurring. The agents are portrayed as working tirelessly to interpret complex alien signals, which are described as evolving and adapting in response to human attempts at communication. This suggests a form of sentience or intelligence behind the signals, which the team is attempting to understand and engage with [Data: Sources (38, 27, 46, 29, 31)].\n\nWhile these sources provide a rich narrative of potential extraterrestrial contact, it is important to note that they are fictional and do not constitute factual evidence of extraterrestrial activity at Dulce Base. The stories serve more as a creative exploration of what such an encounter might entail, rather than a documentation of real events.\n\nIn the broader context of conspiracy theories, Dulce Base is often cited as a site of alleged secretive government and alien collaboration, but these claims lack verifiable evidence and are largely based on anecdotal reports and speculative narratives.",
+   'score': 0,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 449,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11158},
-   'id': 106},
-  {'query': 'What are the dynamics between Alex Mercer and the other team members?',
-   'answer': "The dynamics between Alex Mercer and the other team members of the Paranormal Military Squad are complex and multifaceted, characterized by a blend of mutual respect, tension, and shared purpose.\n\n### Relationship with Dr. Jordan Hayes\nAlex Mercer and Dr. Jordan Hayes share a professional relationship grounded in mutual respect and a shared commitment to their mission. Jordan is portrayed as a composed and focused individual, deeply engaged in the scientific aspects of their work. Alex admires Jordan's expertise and dedication, as seen when he watches Jordan work with admiration and acknowledges the shared enormity of their situation [Data: Sources (5, 8)]. Their interactions suggest a partnership where both value each other's insights and contributions, particularly in the context of deciphering alien technology and understanding its implications for humanity.\n\n### Interaction with Taylor Cruz\nThe relationship between Alex Mercer and Taylor Cruz is marked by a tension that stems from their differing approaches to the mission. Taylor is depicted as a pragmatic and authoritative figure, often taking a commanding role in the team's operations. This sometimes leads to friction, as Taylor's focus on control and order contrasts with Alex's more diplomatic and contemplative approach. Despite this, there are moments of mutual understanding, such as when Taylor acknowledges the potential game-changing nature of the alien technology, indicating a grudging respect for the mission's broader implications [Data: Sources (5, 8)].\n\n### Connection with Sam Rivera\nAlex Mercer's relationship with Sam Rivera is characterized by a mentor-mentee dynamic. Alex recognizes Sam's technical skills and potential, often encouraging and affirming Sam's contributions to the team's efforts. This is evident when Alex acknowledges Sam's keen observations about signal inconsistencies, reinforcing Sam's role as a critical thinker within the team [Data: Sources (5, 8)]. Sam's youthful enthusiasm and technical expertise are valued by Alex, who sees Sam as an integral part of navigating the uncertainties of their mission.\n\nOverall, Alex Mercer serves as a stabilizing force within the team, balancing the diverse personalities and expertise of his colleagues. His leadership is marked by a blend of respect for individual strengths and a commitment to the collective goal of understanding and engaging with the unknown.",
+     'sources':     id                                               text
+     0   26  eterred, Jordan cast a determined glance at th...
+     1    6   ordered, their voice echoing slightly before ...
+     2   38   urged, his voice bearing the gravitas of thei...
+     3   27  , and not a small measure of trepidation. "Thi...
+     4    5   very walls of the shaft—a whisper of somethin...
+     5    9   "The silence here... It's almost as if the ba...
+     6   30   emissaries to a celestial congress we're only...
+     7   46   was now actively partaking in an exchange not...
+     8   29  crum of insight and expertise, and felt the so...
+     9   45   they faced. "If it's truly sentient, we're no...
+     10  31   set the tempo for an undertaking that travers...
+     11  32   cosmos—secrets that, until now, had been lost...
+     12   3  , weighing his words carefully. "Our tech is t...
+     13  23  Sam Rivera, ever the source of technological a...
+     14  47   revealing a tinge of skepticism at Taylor Cru...
+     15  15   than the last.\n\nThen, with a sudden burst t...
+     16  35  , every keystroke an intricate step in their t...}},
+   'id': 33},
+  {'query': 'How does the narrative of Dulce Base compare to other alleged secret bases?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 34},
+  {'query': 'What role does Alex Mercer play in the operations at Dulce Base?',
+   'answer': "Alex Mercer plays a pivotal role in the operations at Dulce Base, serving as a key figure in the Paranormal Military Squad's efforts to decode and understand an alien signal. His leadership and strategic thinking are crucial as the team navigates the complexities of potential first contact with an extraterrestrial intelligence. Mercer is depicted as a determined and thoughtful leader, balancing the need for caution with the excitement of discovery.\n\nIn the command center of Dulce Base, Mercer is seen coordinating with his team, which includes Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera. He is responsible for maintaining open communication channels and ensuring that every message and signal is carefully analyzed to avoid any missteps that could lead to disaster [Data: Sources (45, 31, 27, 23, 24)]. Mercer's approach is characterized by a blend of military discipline and diplomatic acumen, as he understands the gravity of their mission and the potential implications for humanity [Data: Sources (26, 0, 16, 32, 14)].\n\nMercer's interactions with his team highlight his role as a leader who values collaboration and the expertise of his colleagues. He is seen encouraging Dr. Hayes and others to continue their work with diligence and caution, recognizing the historic significance of their task [Data: Sources (18, 44, 41, 8, 3)]. His ability to adapt to the evolving situation and his commitment to understanding the alien signal underscore his importance in the operation at Dulce Base [Data: Sources (21, 10, 41, 3)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 433,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11180},
-   'id': 107},
-  {'query': "How does the team's composition affect their ability to handle extraterrestrial encounters?",
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 35},
+  {'query': 'What specific role does Alex Mercer play in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 108},
-  {'query': 'What are the key challenges faced by the team at Dulce Base?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 36},
+  {'query': 'How does Alex Mercer plan to address potential threats from extraterrestrial communications?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 109},
-  {'query': 'What specific protocols are in place at Dulce Base to ensure secrecy?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 37},
+  {'query': 'What are the challenges faced by Alex Mercer and his team at the Dulce Facility?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 110},
-  {'query': 'How does the team at Dulce Base handle breaches of security?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 111},
-  {'query': 'What role does technology play in maintaining the secrecy of Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 112},
-  {'query': 'Who are the key personnel responsible for maintaining secrecy at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 113},
-  {'query': 'How does the location of Dulce Base contribute to its secrecy?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 114},
-  {'query': 'What specific skills does Alex Mercer bring to the team in handling extraterrestrial communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 115},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to decoding alien signals?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 116},
-  {'query': 'What challenges does Alex Mercer face in interpreting extraterrestrial signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 117},
-  {'query': 'How does Alex Mercer collaborate with other team members like Dr. Jordan Hayes and Sam Rivera?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 118},
-  {'query': 'What are the potential implications of successfully interpreting extraterrestrial signals for Alex Mercer and his team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 119},
-  {'query': 'What specific methods does Dr. Jordan Hayes use to analyze the alien signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 120},
-  {'query': "How does Dr. Jordan Hayes's background influence their approach to the decryption process?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 121},
-  {'query': 'What challenges does Dr. Jordan Hayes face during the decryption of the alien signal?',
-   'answer': "Dr. Jordan Hayes faces several challenges during the decryption of the alien signal, as depicted in the provided sources. One of the primary challenges is the complexity and evolving nature of the signal itself. The signal is described as not just a static message but as something that is evolving and responding, suggesting a level of intelligence and adaptability that is unprecedented [Data: Sources (4, 8)]. This requires Dr. Hayes to constantly adapt their approach and remain vigilant to the changes in the signal's patterns.\n\nAnother significant challenge is the pressure of the unknown. The signal's origin and intent are shrouded in mystery, and there is a constant tension between the potential for groundbreaking discovery and the risk of misunderstanding or miscommunication with an alien intelligence. This is compounded by the need to balance scientific curiosity with caution, as any misstep could have profound consequences [Data: Sources (4, 8)].\n\nAdditionally, Dr. Hayes must navigate the interpersonal dynamics and differing perspectives within the team. While they are focused on the scientific and analytical aspects of the mission, there are other team members, such as Taylor Cruz, who emphasize the need for caution and the potential risks involved. This requires Dr. Hayes to not only focus on the technical challenges but also to manage the team's dynamics and ensure that their scientific insights are effectively communicated and integrated into the team's strategy [Data: Sources (8, 9)].\n\nOverall, Dr. Hayes's challenges are multifaceted, involving technical, strategic, and interpersonal elements as they work to decrypt and understand the alien signal.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 38},
+  {'query': "How does the Dulce Facility's mission align with Alex Mercer's personal goals?",
+   'answer': "The mission at the Dulce Facility is a complex and high-stakes operation that involves deciphering and engaging with an alien signal, which has the potential to redefine humanity's understanding of extraterrestrial life and communication. Alex Mercer, as a key figure in this mission, is portrayed as a determined and thoughtful leader, deeply invested in the success of the operation and the broader implications it holds for humanity.\n\nAlex Mercer's personal goals seem to align closely with the mission's objectives. He is depicted as someone who is not only committed to the mission's success but also deeply aware of the historical significance of their work. His leadership style is characterized by a balance of caution and curiosity, as he encourages his team to keep communication channels open while ensuring that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. This approach reflects a personal goal of ensuring that humanity's first contact with an alien intelligence is handled with the utmost care and responsibility.\n\nMoreover, Alex's interactions with his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, reveal his commitment to fostering a collaborative environment where each member's expertise is valued. This is evident in his encouragement of open dialogue and his respect for the team's collective acumen [Data: Sources (45, 23, 24)]. His personal goals likely include not only achieving the mission's objectives but also ensuring that the team operates as a cohesive unit, capable of navigating the unknown with both scientific rigor and diplomatic sensitivity.\n\nIn summary, Alex Mercer's personal goals appear to be closely aligned with the mission at the Dulce Facility. He is driven by a desire to explore and understand the unknown, to lead his team effectively, and to ensure that humanity's first steps into interstellar communication are taken with caution and respect. This alignment suggests that Mercer sees the mission as an opportunity to contribute to a significant leap in human knowledge and to play a pivotal role in shaping the future of human-alien relations.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 505,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  4   were at once coherent and enigmatic: "*Voyage...
-     1  8  ences the full spectrum of human curiosity and...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11057},
-   'id': 122},
-  {'query': "How does the team respond to Dr. Jordan Hayes's insights on the alien signal?",
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 39},
+  {'query': "What are the implications of the Dulce Facility's work for humanity, according to Alex Mercer?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 123},
-  {'query': "What are the implications of Dr. Jordan Hayes's findings on the team's mission objectives?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 40},
+  {'query': 'What are the specific challenges Alex Mercer faces in decoding the alien signals?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 124},
-  {'query': 'What specific roles do each team member play in balancing exploration and strategy?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 41},
+  {'query': "How does Alex Mercer's leadership style influence the team's approach to the mission?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 125},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 126},
-  {'query': 'What are the potential risks the team faces in their mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 127},
-  {'query': 'How does the team ensure their scientific findings are secure?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 128},
-  {'query': 'What protocols are in place for potential threats from the alien signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 129},
-  {'query': 'What are the specific missions Alex Mercer has led in the Paranormal Military Squad?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 130},
-  {'query': "How does Alex Mercer's leadership style compare to other leaders in similar roles?",
-   'answer': "Alex Mercer's leadership style is characterized by a blend of strategic foresight, collaborative engagement, and a deep sense of responsibility towards his team and mission. In the context of the Paranormal Military Squad, Mercer demonstrates a unique ability to balance military discipline with the flexibility required for unprecedented situations, such as the encounter with extraterrestrial intelligence at Dulce Base.\n\nMercer is portrayed as a leader who values the input and expertise of his team members, as seen in his interactions with Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera. He encourages open dialogue and collaboration, fostering an environment where each member feels empowered to contribute their insights and skills. This approach is evident when he invites thoughts from his team, acknowledging their expertise and inviting collaboration rather than dictating orders [Data: Sources (3, 4, 8)].\n\nCompared to other leaders in similar roles, such as those in military or scientific exploration teams, Mercer's style is notably inclusive and adaptive. While maintaining the necessary command presence, he is open to new ideas and willing to adapt strategies based on the evolving situation. This is particularly important in the context of dealing with unknown and potentially dangerous phenomena, where rigid adherence to protocol might hinder progress.\n\nMercer's leadership is also marked by a strong sense of duty and ethical consideration. He is aware of the broader implications of their mission, not just for the team but for humanity as a whole. This is reflected in his cautious yet optimistic approach to the alien signal, emphasizing the need for thoughtful and measured responses [Data: Sources (3, 4, 8)].\n\nIn summary, Alex Mercer's leadership style is a blend of strategic acumen, collaborative spirit, and ethical responsibility, setting him apart from more traditional, hierarchical leadership models. His ability to navigate the complexities of interstellar communication while maintaining team cohesion and morale is a testament to his effectiveness as a leader in high-stakes, uncertain environments.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 42},
+  {'query': 'What is the relationship between Alex Mercer and other team members like Dr. Jordan Hayes?',
+   'answer': "Alex Mercer, a key figure in the Paranormal Military Squad, shares a complex and multifaceted relationship with his team members, particularly Dr. Jordan Hayes. Their interactions are characterized by mutual respect and a shared sense of purpose as they navigate the challenges posed by their mission at Dulce Base.\n\n### Relationship Dynamics\n\nAlex Mercer is portrayed as a leader who values the expertise and insights of his team members. His relationship with Dr. Jordan Hayes is marked by a blend of camaraderie and professional respect. For instance, Alex often seeks Jordan's input on critical matters, acknowledging their expertise in decryption algorithms and alien communication [Data: Sources (45, 23, 24)]. This dynamic is evident when Alex leans on Jordan's shoulder, a gesture that signifies trust and companionship, as they work together to decode alien signals [Data: Sources (23, 24)].\n\n### Collaborative Efforts\n\nThe collaboration between Alex and Jordan is pivotal to the team's success. They work closely to unravel the complexities of the alien signal, with Alex providing strategic oversight and Jordan focusing on the technical aspects of the mission. This partnership is crucial as they attempt to bridge the gap between human and alien communication, with Alex often encouraging Jordan to keep communication channels open and to proceed with cautious optimism [Data: Sources (45, 23, 24)].\n\n### Shared Challenges and Goals\n\nBoth Alex and Jordan are acutely aware of the historic significance of their mission. They share a common goal of understanding the alien signal and its implications for humanity. This shared objective fosters a sense of unity and purpose, as they navigate the uncertainties and potential risks associated with their work. Alex's leadership style, which balances caution with curiosity, complements Jordan's analytical approach, creating a synergy that enhances their ability to tackle the challenges they face [Data: Sources (45, 23, 24)].\n\nOverall, the relationship between Alex Mercer and Dr. Jordan Hayes is one of mutual respect and collaboration, underscored by a shared commitment to their mission and the broader implications of their work.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 541,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  4   were at once coherent and enigmatic: "*Voyage...
-     2  3  , absorbed in the bewilderment of contact, whi...
-     3  8  ences the full spectrum of human curiosity and...},
-    'token_ct': 11130},
-   'id': 131},
-  {'query': 'What challenges has Alex Mercer faced in his role, and how has he overcome them?',
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 43},
+  {'query': 'How does Alex Mercer balance caution and optimism in his role?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 132},
-  {'query': 'What is the background and training that prepared Alex Mercer for his role in the squad?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 44},
+  {'query': 'What are the potential implications of the alien signals that Alex Mercer is concerned about?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 133},
-  {'query': "How do other team members perceive Alex Mercer's leadership and skills?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 134},
-  {'query': 'What role does Alex Mercer play in the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 135},
-  {'query': 'How does the team plan to communicate with the extraterrestrial intelligence?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 136},
-  {'query': 'What are the potential risks associated with the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 137},
-  {'query': 'How might global politics be affected by the discovery of extraterrestrial life?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 138},
-  {'query': "What technological advancements are necessary for the mission's success?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 139},
-  {'query': 'What specific roles does Agent Mercer play in managing these risks?',
-   'answer': "Agent Alex Mercer plays a pivotal role in managing the risks associated with the mission at Dulce Base. As a leader, Mercer is depicted as a stabilizing force amidst the uncertainty and potential peril of their operation. His leadership style is characterized by a balance of military precision and diplomatic tact, which is crucial in navigating the complexities of extraterrestrial communication and potential threats.\n\nIn the narrative, Mercer is seen providing guidance and support to his team members, such as Dr. Jordan Hayes and Sam Rivera, encouraging them to maintain their analytical edge and focus on the task at hand [Data: Sources (1, 5)]. He acknowledges the enormity of their mission, emphasizing the importance of understanding the implications of their discoveries for humanity [Data: Sources (5)]. This shows his awareness of the broader impact of their work beyond immediate operational goals.\n\nMercer also demonstrates a commitment to fostering a collaborative environment, where each team member's expertise is valued. He listens to the insights of his colleagues, such as when Sam Rivera identifies structured anomalies in the signal patterns, and affirms their contributions to the mission [Data: Sources (5)]. This approach not only mitigates risks by leveraging the team's collective knowledge but also ensures that decisions are well-informed and balanced.\n\nFurthermore, Mercer's ability to adapt his leadership style to the evolving situation is evident when he shifts from a military bearing to a more diplomatic stance, recognizing the potential for their mission to become a new kind of diplomacy [Data: Sources (5)]. This adaptability is crucial in managing the risks associated with unknown extraterrestrial entities and the potential for miscommunication or conflict.\n\nOverall, Agent Mercer plays a critical role in managing risks by providing steady leadership, fostering collaboration, and maintaining a strategic focus on both immediate and long-term implications of their mission.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 45},
+  {'query': 'What specific protocols does Taylor Cruz enforce during missions?',
+   'answer': "Taylor Cruz is depicted as a figure of authority and discipline within the Paranormal Military Squad, often emphasizing the importance of adhering to established protocols during missions. Throughout the narrative, Cruz is portrayed as someone who prioritizes structure and order, ensuring that the team remains focused on their objectives and minimizes unnecessary risks.\n\nOne of the key protocols enforced by Taylor Cruz is maintaining communication discipline. Cruz is noted for reminding the team to keep chatter to a minimum, emphasizing that unnecessary conversation can be a liability during operations [Data: Sources (9)]. This reflects a broader commitment to operational security and efficiency, ensuring that the team remains alert and responsive to any developments.\n\nCruz also insists on regular systems checks and maintaining readiness, as seen when they command the team to perform a systems check following a power fluctuation [Data: Sources (5)]. This protocol underscores the importance of being prepared for any technical anomalies or unexpected events that may arise during their missions.\n\nFurthermore, Cruz is depicted as someone who values actionable intelligence over speculation. They often remind the team to focus on gathering concrete data and avoid getting sidetracked by philosophical discussions or conjecture [Data: Sources (40)]. This approach ensures that the team remains grounded in their mission objectives and prioritizes tangible outcomes over abstract theorizing.\n\nOverall, Taylor Cruz's enforcement of protocols is characterized by a focus on communication discipline, readiness, and a results-oriented mindset, all of which contribute to the effective execution of their missions.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 401,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11103},
-   'id': 140},
-  {'query': 'How does the team at Dulce Base prepare for potential alien threats?',
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
+   'id': 46},
+  {'query': "How does Taylor Cruz's leadership style affect team dynamics?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 141},
-  {'query': 'What protocols are in place to handle technological failures at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 142},
-  {'query': 'How does the team ensure accurate communication with alien entities?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 143},
-  {'query': 'What are the psychological impacts on the team working at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 144},
-  {'query': 'What specific skills does Dr. Jordan Hayes bring to the team at Dulce Base?',
-   'answer': "Dr. Jordan Hayes is a pivotal member of the team at Dulce Base, bringing a unique set of skills that are crucial to the mission's success. As a scientist, Jordan possesses a strong analytical mind, capable of deciphering complex data and identifying patterns that others might overlook. This is evident in their ability to interpret alien codes and signals, which are critical to understanding the extraterrestrial communications they encounter [Data: Sources (5, 11)].\n\nJordan's expertise in behavioral algorithms suggests a deep understanding of both human and potentially extraterrestrial thought patterns, which is invaluable in the context of their mission. Their ability to remain composed and focused under pressure allows them to navigate the challenges posed by the unknown variables they face at Dulce Base [Data: Sources (5)].\n\nMoreover, Jordan's role as a communicator and collaborator is highlighted by their interactions with other team members. They are seen as a bridge between the scientific and operational aspects of the mission, often providing insights that help guide the team's decisions. Their capacity to balance skepticism with open-mindedness enables them to adapt to the unpredictable nature of their mission, making them a key asset in the team's efforts to decode and respond to the alien messages [Data: Sources (3, 5)].",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 47},
+  {'query': "In what ways does Taylor Cruz's caution impact mission outcomes?",
+   'answer': "Taylor Cruz's caution plays a significant role in shaping the mission outcomes by ensuring that the team remains vigilant and prepared for unforeseen challenges. Throughout the mission, Cruz's emphasis on protocol and readiness is evident in their interactions with the team. For instance, Cruz's insistence on maintaining a systems check and ensuring that all agents are prepared highlights their focus on operational security and preparedness [Data: Sources (5, 6)]. This approach helps the team to stay grounded and focused, especially when faced with the unknown elements of their mission.\n\nCruz's cautious nature also manifests in their interactions with other team members, often serving as a counterbalance to more adventurous or speculative approaches. For example, when the team encounters potential alien technology, Cruz urges caution, reminding the team of the potential risks involved and the need to assess the situation carefully [Data: Sources (16, 27)]. This perspective helps to prevent hasty decisions that could lead to unintended consequences, thereby safeguarding the mission's objectives.\n\nMoreover, Cruz's caution is not just about maintaining control but also about fostering a sense of trust and empowerment within the team. By acknowledging the importance of trust and adaptability, Cruz helps to create an environment where team members feel supported and empowered to make decisions in the face of uncertainty [Data: Sources (2, 12)]. This balance between caution and empowerment is crucial in navigating the complex and unpredictable nature of their mission, ultimately contributing to the team's ability to adapt and respond effectively to the challenges they encounter.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10984,
+    'output_tokens': 405,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   3  , absorbed in the bewilderment of contact, whi...
-     1   5   the universe.\n\nIn a symphony of clicks and ...
-     2  11  , the sentinel within them ever alert.\n\nAlex...
-     3   3  , absorbed in the bewilderment of contact, whi...
-     4   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...},
-    'token_ct': 11627},
-   'id': 145},
-  {'query': 'How does Dr. Jordan Hayes interact with other team members during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 146},
-  {'query': 'What are the challenges Dr. Jordan Hayes faces in deciphering alien communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 147},
-  {'query': "How does Dr. Jordan Hayes's role evolve throughout the mission at Dulce Base?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 148},
-  {'query': 'What impact does Dr. Jordan Hayes have on the overall success of the mission?',
-   'answer': "Dr. Jordan Hayes plays a pivotal role in the success of the mission, primarily through their expertise in analyzing and interpreting extraterrestrial signals. Their analytical skills are crucial in deciphering the alien code, which is described as a daunting mosaic of potential threats and untapped wisdom [Data: Sources (5, 11)]. Jordan's ability to isolate recurring sequences in the data suggests that they might be making first contact, highlighting their importance in bridging communication between humans and extraterrestrial entities [Data: Sources (11)].\n\nJordan's presence is marked by a blend of scientific acuity and diplomatic caution, as they navigate the complexities of the alien messages. Their work is not just about decoding information but understanding the nuances of a culture steeped in complexities that humanity is only beginning to fathom [Data: Sources (11)]. This understanding is critical as it paints a picture of a civilization that could either be a potential ally or a threat, depending on how the information is interpreted and acted upon.\n\nMoreover, Jordan's interactions with other team members, such as Alex Mercer and Taylor Cruz, demonstrate their ability to collaborate effectively, ensuring that the mission's objectives are met with a balance of caution and curiosity. Their role in aligning the satellite data with the alien message and identifying it as a warning or a call to action further underscores their impact on the mission's direction and success [Data: Sources (3, 5)].\n\nIn summary, Dr. Jordan Hayes is instrumental in the mission's success due to their expertise in data analysis, their ability to interpret complex extraterrestrial communications, and their collaborative approach with the team, which collectively drives the mission towards achieving its objectives.",
+     'sources':     id                                               text
+     0    4   stepping into their exchange. The authority i...
+     1   12   keep the team grounded. No one goes off-cours...
+     2    2  , rehearsing the speech for their subordinates...
+     3    6   ordered, their voice echoing slightly before ...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5    7  , while Alex clenched his jaw, the buzz of fru...
+     6   45   they faced. "If it's truly sentient, we're no...
+     7   27  , and not a small measure of trepidation. "Thi...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   31   set the tempo for an undertaking that travers...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11   5   very walls of the shaft—a whisper of somethin...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13   9   "The silence here... It's almost as if the ba...
+     14  41   conviction that knowledge was more than power...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 48},
+  {'query': "What are some examples of Taylor Cruz's strategic decisions at Dulce Base?",
+   'answer': "Taylor Cruz, a member of the Paranormal Military Squad at Dulce Base, is depicted as a pragmatic and authoritative figure, often making strategic decisions that emphasize caution and protocol. One example of Cruz's strategic decision-making is their insistence on maintaining a secure and monitored communication stream when dealing with the alien signal. Cruz reminds the team of the importance of protocol amidst uncertainty, highlighting the need to assess the risk to humanity with every new discovery [Data: Sources (27, 31, 14)].\n\nAnother instance is when Cruz emphasizes the importance of focusing on actionable intelligence rather than speculation. This is evident when Cruz interrupts a philosophical discussion between Alex Mercer and Jordan Hayes, urging them to concentrate on the task at hand and gather concrete data [Data: Sources (0, 3)]. Cruz's approach is characterized by a balance between maintaining control and acknowledging the potential of the unknown, as seen when they express the need to understand alien technology while still adhering to military discipline [Data: Sources (40, 5)].\n\nCruz also demonstrates strategic foresight by acknowledging the potential risks and benefits of the alien signal. They caution the team to tread carefully, recognizing that the situation is not just about being heard but about being understood, which could have significant implications for humanity [Data: Sources (28, 40)]. These examples illustrate Cruz's role as a stabilizing force within the team, ensuring that their actions are measured and aligned with their mission objectives.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 408,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   3  , absorbed in the bewilderment of contact, whi...
-     1   3  , absorbed in the bewilderment of contact, whi...
-     2   5   the universe.\n\nIn a symphony of clicks and ...
-     3  11  , the sentinel within them ever alert.\n\nAlex...
-     4   3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11709},
-   'id': 149},
-  {'query': 'What specific algorithms are being used for decryption?',
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
+   'id': 49},
+  {'query': "How does Taylor Cruz's approach compare to other team members like Alex Mercer?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 150},
-  {'query': 'How does the team ensure the security of the communication channels?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 50},
+  {'query': 'What specific challenges did Agent Mercer face during Operation: Dulce?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 151},
-  {'query': 'What role does AI play in interpreting the alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 152},
-  {'query': 'Are there any known limitations of the current technologies being used?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 153},
-  {'query': 'How does the team plan to verify the accuracy of the translations?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 154},
-  {'query': "What specific military experiences might have shaped Mercer's leadership style?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 155},
-  {'query': 'How does Mercer handle conflicts or disagreements within his team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 156},
-  {'query': 'In what ways does Mercer balance military discipline with the need for scientific exploration?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 157},
-  {'query': "How do other team members perceive Mercer's mentorship style?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 158},
-  {'query': "What are some examples of Mercer's decision-making process in high-stakes situations?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 159},
-  {'query': 'What specific actions does Alex Mercer take during the mission?',
-   'answer': "Alex Mercer plays a pivotal role in the mission at Dulce Base, demonstrating leadership and strategic thinking throughout the operation. As the team navigates the complexities of interstellar communication, Alex is seen providing guidance and support to his team members, ensuring that they remain focused and aligned with the mission's objectives. His presence is described as a stabilizing force, offering reassurance and direction in moments of uncertainty.\n\nIn the command center, Alex surveys his team with a keen eye, recognizing the importance of each member's contribution to the mission's success. He encourages collaboration and values the insights of his colleagues, particularly Dr. Jordan Hayes, whose expertise in decoding alien signals is crucial. Alex's leadership style is characterized by a balance of authority and empathy, as he acknowledges the enormity of their task and the potential implications of their discoveries [Data: Sources (8, 5, 1)].\n\nAlex also demonstrates a diplomatic approach when considering the broader implications of their findings. He emphasizes the need for thoughtful and measured responses to the alien signals, understanding that their actions could have far-reaching consequences. This perspective highlights his role as not just a military leader but also as an ambassador for humanity in this unprecedented encounter with extraterrestrial intelligence [Data: Sources (8, 5)].\n\nThroughout the mission, Alex remains vigilant and adaptable, ready to address any challenges that arise. His ability to maintain composure and inspire confidence in his team is a testament to his experience and dedication to the mission's success. As the team stands on the brink of a new era of interstellar diplomacy, Alex's leadership is instrumental in guiding them through the unknown [Data: Sources (8, 5, 1)].",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 51},
+  {'query': "How did Agent Mercer's leadership style differ from that of Taylor Cruz?",
+   'answer': "Agent Alex Mercer and Taylor Cruz exhibit contrasting leadership styles, which are evident in their interactions and decision-making processes throughout their mission at Dulce Base.\n\n**Agent Alex Mercer's Leadership Style**\n\nAlex Mercer is portrayed as a leader who values collaboration and open communication. He often seeks input from his team members, fostering an environment where their expertise is acknowledged and utilized. For instance, Mercer shows a blend of curiosity and solidarity when he asks Dr. Jordan Hayes about their findings, bridging the gap between command and collaboration [Data: Sources (16, 18)]. His leadership is characterized by a balance between military discipline and a genuine interest in understanding the unknown, as seen when he encourages his team to keep communication channels open and to approach the alien signal with cautious optimism [Data: Sources (23, 24)]. Mercer's approach is diplomatic, as he emphasizes the importance of dialogue and understanding, rather than confrontation, when dealing with the extraterrestrial signal [Data: Sources (32, 44)].\n\n**Taylor Cruz's Leadership Style**\n\nIn contrast, Taylor Cruz's leadership style is more authoritative and protocol-driven. Cruz often emphasizes the importance of following established procedures and maintaining control over the situation. This is evident when Cruz reminds the team to focus and adhere to protocols, viewing speculation as counter-productive [Data: Sources (0, 8)]. Cruz's pragmatic approach is highlighted by their insistence on caution and control, especially when dealing with the potential risks associated with the alien signal [Data: Sources (14, 18)]. Cruz's leadership is marked by a firm stance on maintaining order and discipline, ensuring that the team remains focused on their mission objectives [Data: Sources (10, 41)].\n\n**Conclusion**\n\nOverall, Mercer's leadership style is more inclusive and adaptive, encouraging team input and fostering a collaborative environment. In contrast, Cruz's style is more rigid and protocol-oriented, focusing on maintaining control and adhering to established procedures. These differing approaches reflect their individual perspectives on leadership and the challenges they face during their mission.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 521,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11082},
-   'id': 160},
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   45   they faced. "If it's truly sentient, we're no...
+     3   31   set the tempo for an undertaking that travers...
+     4   27  , and not a small measure of trepidation. "Thi...
+     5   23  Sam Rivera, ever the source of technological a...
+     6   24  Keep the communication channels open. But let ...
+     7   26  eterred, Jordan cast a determined glance at th...
+     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11  14   a communal outreach beyond the stars. As dawn...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  41   conviction that knowledge was more than power...
+     15   8   I'm right, what we're looking at isn't random...
+     16  10   but felt by all. The walls didn't just whispe...}},
+   'id': 52},
+  {'query': "What role did Dr. Jordan Hayes play in supporting Mercer's leadership?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 53},
+  {'query': "How did the team dynamics evolve under Mercer's leadership?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 54},
+  {'query': "What were the key outcomes of Operation: Dulce influenced by Mercer's decisions?",
+   'answer': "Operation: Dulce was a complex mission involving a team of agents, including Alex Mercer, who played a significant role in navigating the challenges and uncertainties of the operation. Mercer's decisions were pivotal in several key outcomes of the mission.\n\n**Navigating Uncertainty and Compliance**\n\nFrom the outset, Mercer demonstrated a balance between compliance with protocols and a willingness to question the status quo. Despite the pressure from Taylor Cruz to adhere strictly to protocols, Mercer maintained a subtle form of resistance, driven by a deeper understanding of the mission's stakes [Data: Sources (0, 9, 40)]. This duality allowed Mercer to remain open to the unknown variables that the team encountered, fostering an environment where adaptability was valued [Data: Sources (0, 12, 40)].\n\n**Facilitating Communication and Understanding**\n\nMercer's role in facilitating communication was crucial as the team engaged with alien signals. His decision to keep communication channels open, while ensuring that no message went unchecked, was instrumental in transforming the mission from passive observation to active engagement [Data: Sources (23, 27, 31)]. This approach allowed the team to decode and interact with the alien signals, marking a significant breakthrough in the operation [Data: Sources (15, 23, 27)].\n\n**Promoting Team Cohesion and Strategic Thinking**\n\nThroughout the mission, Mercer fostered a sense of unity and strategic thinking among the team. His interactions with team members like Jordan Hayes and Sam Rivera highlighted his ability to inspire trust and collaboration, which were essential in navigating the mission's complexities [Data: Sources (20, 23, 27)]. Mercer's leadership style, characterized by a balance of caution and optimism, helped the team to remain focused on their objectives while being prepared for unforeseen challenges [Data: Sources (20, 23, 27)].\n\nIn summary, Mercer's decisions during Operation: Dulce were instrumental in achieving key outcomes such as maintaining adaptability, facilitating communication with alien entities, and promoting team cohesion. These outcomes not only advanced the mission's objectives but also positioned the team as pioneers in interstellar communication.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10978,
+    'output_tokens': 545,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   12   keep the team grounded. No one goes off-cours...
+     3   40   and the distant hum of machinery hinted at Du...
+     4    6   ordered, their voice echoing slightly before ...
+     5    8   I'm right, what we're looking at isn't random...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   33   were locked onto the display screen, where an...
+     8   15   than the last.\n\nThen, with a sudden burst t...
+     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     10  40   and the distant hum of machinery hinted at Du...
+     11  26  eterred, Jordan cast a determined glance at th...
+     12  20   bridge—or the abysses into which they might u...
+     13  45   they faced. "If it's truly sentient, we're no...
+     14  31   set the tempo for an undertaking that travers...
+     15  27  , and not a small measure of trepidation. "Thi...
+     16  23  Sam Rivera, ever the source of technological a...}},
+   'id': 55},
+  {'query': 'What specific roles do each of these key figures play in the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 56},
+  {'query': 'How do the personalities of these team members influence their approach to the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 57},
+  {'query': 'What challenges do these key figures face during the Dulce Base operations?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 58},
+  {'query': 'How does the team dynamic affect the outcome of their mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 59},
+  {'query': 'What is the significance of the Dulce Base operations in the broader context of their work?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 60},
+  {'query': 'What are the specific challenges Alex Mercer faces in his role?',
+   'answer': "### Challenges Faced by Alex Mercer\n\nAlex Mercer, a key figure in the Paranormal Military Squad, is confronted with a multitude of challenges in his role, primarily revolving around the complexities of interstellar communication and the potential implications of first contact with an alien intelligence.\n\n#### Navigating Unknown Territories\n\nOne of the primary challenges Alex faces is the uncertainty and unpredictability of engaging with an alien signal that exhibits signs of sentience. The signal's evolving nature, which adapts and responds to human interaction, presents a unique challenge as it requires Alex and his team to continuously adapt their strategies and maintain open communication channels without compromising security [Data: Sources (23, 24, 26, 31, 32)].\n\n#### Balancing Caution and Curiosity\n\nAlex must strike a delicate balance between cautious skepticism and the pursuit of knowledge. The potential for the signal to be either a Rosetta Stone or a Tower of Babel underscores the need for a measured approach. This duality is further complicated by the need to ensure that no message or pulse goes unchecked, as the consequences of misinterpretation could be significant [Data: Sources (23, 24, 45)].\n\n#### Leadership and Team Dynamics\n\nAs a leader, Alex is responsible for guiding his team through the complexities of their mission. This involves not only technical acumen but also the ability to foster trust and collaboration among team members, each of whom brings their own perspectives and expertise to the table. The challenge lies in harmonizing these diverse viewpoints to achieve a common goal [Data: Sources (0, 3, 8, 10, 21)].\n\n#### Ethical and Existential Implications\n\nThe potential for first contact with an alien intelligence raises profound ethical and existential questions. Alex must consider the broader implications of their actions, not just for the Paranormal Military Squad, but for humanity as a whole. This includes the responsibility of ensuring that their interactions do not inadvertently provoke hostility or misunderstanding [Data: Sources (14, 18, 41, 44)].\n\n### Conclusion\n\nIn summary, Alex Mercer faces significant challenges in his role, ranging from technical and strategic complexities to ethical considerations and leadership responsibilities. These challenges require a nuanced approach that balances caution with curiosity, ensuring that the team navigates the unknown with both diligence and open-mindedness.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 599,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 61},
   {'query': "How does Alex Mercer's leadership style affect the team's dynamics?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 161},
-  {'query': 'What are the challenges Alex Mercer faces in his role?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 62},
+  {'query': 'What is the significance of the alien signal that Alex Mercer is working with?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 162},
-  {'query': 'How does Alex Mercer interact with other team members like Dr. Jordan Hayes?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 163},
-  {'query': "What is the significance of Alex Mercer's decisions in the context of the mission?",
-   'answer': "Alex Mercer's decisions play a crucial role in the unfolding of the mission at Dulce Base, as they reflect a balance between military precision and a deeper understanding of the broader implications of their actions. As the leader of the Paranormal Military Squad, Mercer is tasked with navigating the complexities of interstellar communication and potential alien contact, which requires a nuanced approach that goes beyond standard military protocol.\n\nIn the context of the mission, Mercer's decisions are significant because they demonstrate a commitment to understanding and diplomacy rather than confrontation. For instance, when faced with the possibility of making first contact with an alien intelligence, Mercer emphasizes the importance of a thoughtful and measured response, recognizing the team as ambassadors rather than mere explorers [Data: Sources (8, 5, 1)]. This perspective is crucial in ensuring that the team's actions do not inadvertently escalate tensions or misunderstandings with the extraterrestrial entities they are engaging with.\n\nMoreover, Mercer's leadership style fosters a collaborative environment where each team member's expertise is valued. This is evident in his interactions with Dr. Jordan Hayes and Sam Rivera, where he encourages their scientific insights and technical skills to guide the mission's direction. By doing so, Mercer not only strengthens the team's cohesion but also enhances their ability to adapt to the unpredictable nature of their mission [Data: Sources (8, 5, 1)].\n\nOverall, Alex Mercer's decisions are pivotal in steering the mission towards a path of discovery and potential interstellar diplomacy, highlighting the importance of leadership that is both strategic and empathetic in the face of the unknown.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 63},
+  {'query': 'How does Alex Mercer balance technological and ethical considerations in his tasks?',
+   'answer': "### Technological and Ethical Balance\n\nAlex Mercer, a key figure in the Paranormal Military Squad, is depicted as a leader who navigates the complex interplay between technological advancement and ethical responsibility. His role involves deciphering alien signals and engaging in potential first contact scenarios, which inherently require a balance between leveraging cutting-edge technology and maintaining ethical integrity.\n\nIn the context of Operation: Dulce, Alex is portrayed as someone who values both the technological prowess of his team and the ethical implications of their mission. He is seen encouraging his team to keep communication channels open while ensuring that no message or pulse goes unchecked, highlighting his awareness of the potential consequences of their actions [Data: Sources (45, 23, 24)]. This approach reflects a commitment to using technology responsibly, ensuring that their interactions with alien intelligence are conducted with caution and respect.\n\n### Ethical Considerations\n\nAlex's leadership style is characterized by a cautious optimism, as he acknowledges the historic weight of their task and the potential for both breakthrough and disaster. He emphasizes the importance of understanding the intentions behind the alien signals, urging his team to proceed with a balanced strategy that considers both the technological and ethical dimensions of their work [Data: Sources (45, 23, 24)].\n\nMoreover, Alex's interactions with his team members, such as Dr. Jordan Hayes and Taylor Cruz, demonstrate his commitment to ethical decision-making. He values their input and expertise, fostering a collaborative environment where ethical considerations are as important as technological achievements. This is evident in his discussions about the potential risks and benefits of their mission, where he stresses the need for a measured response to new discoveries [Data: Sources (45, 23, 24)].\n\n### Conclusion\n\nOverall, Alex Mercer exemplifies a leader who is acutely aware of the dual responsibilities of advancing technological frontiers and upholding ethical standards. His approach to balancing these considerations is rooted in a deep understanding of the potential impact of their work on humanity and the broader universe.\n",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 518,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  5   the universe.\n\nIn a symphony of clicks and ...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11059},
-   'id': 164},
-  {'query': 'What specific scientific methods does Dr. Jordan Hayes use to decode the alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 165},
-  {'query': "How does Dr. Hayes's expertise compare to other team members in terms of impact on the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 166},
-  {'query': 'What challenges does Dr. Hayes face in interpreting the alien data?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 167},
-  {'query': "How does Dr. Hayes's role evolve throughout the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 168},
-  {'query': "What are the potential risks associated with Dr. Hayes's interpretations of the alien signals?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 169},
-  {'query': 'What role does Alex Mercer play in supporting Dr. Jordan Hayes during the decryption process?',
-   'answer': "Alex Mercer plays a crucial supportive role in assisting Dr. Jordan Hayes during the decryption process at Dulce Base. As the team works to decode alien signals, Alex provides a steady and controlled presence, essential for the gravity of their undertaking. He is depicted as a figure of authority and reassurance, offering encouragement and maintaining focus on the task at hand [Data: Sources (8, 9, 7)].\n\nThroughout the process, Alex is seen leaning over Jordan's shoulder, observing the decryption efforts and providing silent communication that respects Jordan's expertise. His presence is described as necessary, indicating that his leadership and support are vital to the team's success [Data: Sources (9, 7)]. Alex's interactions with Jordan are marked by mutual respect and understanding, as he acknowledges the complexity of the task and the potential implications of their findings [Data: Sources (8, 9)].\n\nMoreover, Alex's role extends beyond mere observation; he actively engages with the team, asking pertinent questions and ensuring that the decryption process remains within their control. His leadership is characterized by a balance of authority and collaboration, as he encourages the team to remain focused and ready for any developments that may arise from their work [Data: Sources (9, 7)].",
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 64},
+  {'query': "What are the potential risks associated with Alex Mercer's mission at Dulce?",
+   'answer': "Agent Alex Mercer's mission at Dulce is fraught with numerous potential risks, both known and unknown, as the team delves into the enigmatic depths of the Dulce base. The mission involves interacting with alien technology and deciphering complex signals, which inherently carries the risk of misinterpretation or unintended consequences. The alien signals, described as structured anomalies, suggest the presence of an intelligent architect, which could imply either a peaceful or hostile intent [Data: Sources (8, 16, 33)].\n\nOne of the primary risks is the potential for the alien technology to fundamentally alter human understanding of physics, as noted by Dr. Jordan Hayes. This could lead to a paradigm shift with unpredictable outcomes, potentially elevating or condemning humanity [Data: Sources (40, 6)]. The mission also involves a delicate balance between maintaining protocol and adapting to unknown variables, as highlighted by the tension between the need for actionable intelligence and the philosophical implications of their discoveries [Data: Sources (0, 12)].\n\nFurthermore, the mission's success hinges on the team's ability to communicate effectively with an alien intelligence that is aware and possibly reactive. This interaction could either be a breakthrough in cosmic diplomacy or a disaster if mismanaged [Data: Sources (23, 45)]. The evolving nature of the alien signal, which adapts in real-time, adds another layer of complexity, requiring the team to remain vigilant and cautious [Data: Sources (24, 26)].\n\nOverall, the risks associated with Alex Mercer's mission at Dulce are significant, encompassing both the potential for groundbreaking discoveries and the threat of existential peril. The mission demands a careful navigation of these risks to ensure the safety and advancement of humanity.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10979,
+    'output_tokens': 458,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  8  ences the full spectrum of human curiosity and...
-     1  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     2  9  ; we are the threads that may weave a new cosm...
-     3  7   have a way in."\n\nA slight nod was Alex's im...},
-    'token_ct': 10995},
-   'id': 170},
-  {'query': 'How does the team manage the evolving nature of the alien signal?',
-   'answer': "The team, led by Alex Mercer, manages the evolving nature of the alien signal with a combination of scientific rigor, strategic caution, and collaborative effort. As the signal begins to show signs of intelligence and responsiveness, the team recognizes the need to adapt their approach from mere observation to active engagement. Dr. Jordan Hayes plays a crucial role in interpreting the signal, noting its evolution from static patterns to a more dynamic and responsive form. This suggests a level of sentience or advanced artificial intelligence, prompting the team to proceed with caution [Data: Sources (4, 6, 7)].\n\nAlex Mercer emphasizes the importance of maintaining control over the situation, advising the team to keep communication channels open while ensuring that no message or pulse goes unchecked. This reflects a balanced strategy that combines curiosity with the need for security, as the team navigates the potential risks and rewards of this unprecedented contact [Data: Sources (6, 7)].\n\nTaylor Cruz, with their pragmatic approach, reminds the team of the potential for both friendly and hostile intentions behind the signal, urging them to remain vigilant. Meanwhile, Sam Rivera expresses optimism about forming a connection, highlighting the signal's complexity and the possibility of establishing a new form of dialogue that transcends traditional communication methods [Data: Sources (4, 6, 7)].\n\nOverall, the team manages the evolving nature of the alien signal by leveraging their diverse expertise and maintaining a focus on both scientific discovery and the potential implications of their findings. They are acutely aware of the historical significance of their work and the responsibility they bear as potential ambassadors of humanity in this cosmic dialogue.",
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1   12   keep the team grounded. No one goes off-cours...
+     2   40   and the distant hum of machinery hinted at Du...
+     3    6   ordered, their voice echoing slightly before ...
+     4    8   I'm right, what we're looking at isn't random...
+     5    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     6   33   were locked onto the display screen, where an...
+     7   15   than the last.\n\nThen, with a sudden burst t...
+     8   45   they faced. "If it's truly sentient, we're no...
+     9   31   set the tempo for an undertaking that travers...
+     10  27  , and not a small measure of trepidation. "Thi...
+     11  23  Sam Rivera, ever the source of technological a...
+     12  24  Keep the communication channels open. But let ...
+     13  26  eterred, Jordan cast a determined glance at th...
+     14   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     15  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     16  32   cosmos—secrets that, until now, had been lost...}},
+   'id': 65},
+  {'query': 'What role does Agent Alex Mercer play in the mission?',
+   'answer': "Agent Alex Mercer plays a pivotal role in the mission as a key member of the Paranormal Military Squad tasked with uncovering the mysteries of the Dulce Base. His character is portrayed as a determined and reliable leader, often acting as a bridge between the technical expertise of Dr. Jordan Hayes and the pragmatic oversight of Taylor Cruz. Mercer's role involves not only leading the team through the complexities of the mission but also maintaining a balance between caution and curiosity as they navigate the unknown [Data: Sources (40, 45, 31, 27, 23)].\n\nMercer is depicted as someone who values both protocol and intuition, understanding the importance of adhering to mission guidelines while also recognizing the need for adaptability in the face of unprecedented challenges. His interactions with other team members, such as Jordan Hayes and Sam Rivera, highlight his ability to foster collaboration and trust, essential qualities for the success of their mission [Data: Sources (0, 16, 32, 14, 18)].\n\nThroughout the mission, Mercer is shown to be a steadying presence, often providing guidance and support to his team. He is acutely aware of the historical significance of their task and the potential implications of their discoveries, which drives him to ensure that every step they take is measured and deliberate. His leadership is characterized by a blend of military discipline and a deep-seated curiosity about the cosmic unknown, making him a crucial figure in the unfolding narrative of Operation: Dulce [Data: Sources (44, 41, 8, 10, 3)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 416,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  4   were at once coherent and enigmatic: "*Voyage...
-     1  7   have a way in."\n\nA slight nod was Alex's im...
-     2  6  cribed not in the dust of desert confines, but...
-     3  7   have a way in."\n\nA slight nod was Alex's im...},
-    'token_ct': 11067},
-   'id': 171},
-  {'query': 'What are the potential risks associated with misinterpreting the alien signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 172},
-  {'query': 'How do the interpersonal dynamics within the team affect the decryption process?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 173},
-  {'query': 'What specific strategies does Dr. Jordan Hayes employ to adapt to the changing signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 174},
-  {'query': 'What specific skills does Agent Mercer bring to the team in handling alien communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 175},
-  {'query': "How does Agent Mercer's leadership style influence the team's approach to the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 176},
-  {'query': 'What are the potential risks that Agent Mercer is concerned about in decrypting alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 177},
-  {'query': "How does the team respond to Agent Mercer's guidance during the decryption process?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 178},
-  {'query': "What are the implications of Agent Mercer's approach for future interstellar communications?",
-   'answer': "Agent Alex Mercer's approach to interstellar communications, as depicted in the provided sources, emphasizes a balance between caution and curiosity. This dual approach is crucial for future interstellar communications, as it allows for the exploration of unknown territories while maintaining a safeguard against potential threats. Mercer's leadership style is characterized by a strategic blend of military discipline and open-mindedness, which is essential when dealing with the unknown variables of extraterrestrial contact [Data: Sources (5, 4, 6, 11)].\n\nMercer's insistence on understanding the alien signal as a narrative of civilization rather than mere data points suggests a profound respect for the complexity and potential of extraterrestrial cultures. This perspective encourages a diplomatic and respectful approach to interstellar communications, which could foster mutual understanding and cooperation between species [Data: Sources (11, 6)].\n\nFurthermore, Mercer's collaboration with his team, particularly with Dr. Jordan Hayes, highlights the importance of interdisciplinary efforts in decoding and interpreting alien communications. By valuing the insights of his team members, Mercer ensures a comprehensive analysis of the signals, which is vital for accurate interpretation and response [Data: Sources (5, 6, 11)].\n\nOverall, Mercer's approach underscores the need for a balanced strategy that combines scientific inquiry with diplomatic caution, setting a precedent for future interstellar communications that prioritize understanding and safety.",
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   31   set the tempo for an undertaking that travers...
+     3   27  , and not a small measure of trepidation. "Thi...
+     4   23  Sam Rivera, ever the source of technological a...
+     5   24  Keep the communication channels open. But let ...
+     6   26  eterred, Jordan cast a determined glance at th...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   32   cosmos—secrets that, until now, had been lost...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11  18   the universe.\n\nIn a symphony of clicks and ...
+     12  44   It's a... symphony. It's as if they're teachi...
+     13  41   conviction that knowledge was more than power...
+     14   8   I'm right, what we're looking at isn't random...
+     15  10   but felt by all. The walls didn't just whispe...
+     16   3  , weighing his words carefully. "Our tech is t...}},
+   'id': 66},
+  {'query': 'How does the team plan to decode the alien signals?',
+   'answer': "The team at Dulce Base, led by Agent Alex Mercer, Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, is engaged in a complex operation to decode alien signals. Their approach is multifaceted, combining scientific analysis with strategic caution. Dr. Jordan Hayes is at the forefront of the decryption efforts, focusing on identifying patterns and anomalies within the alien data streams. They are isolating sequences that appear to have intentional structure, which could serve as a 'handshake' protocol for establishing communication [Data: Sources (20, 21, 22)].\n\nAlex Mercer provides leadership and strategic oversight, ensuring that the team remains focused on both the technical and philosophical implications of their task. He emphasizes the importance of understanding the syntax and nuances of the signals, recognizing that they are not just decoding data but translating intentions [Data: Sources (32, 31)].\n\nTaylor Cruz maintains a pragmatic stance, reminding the team of the potential risks involved and the need for caution. They stress the importance of securing knowledge for humanity while being wary of the unknown [Data: Sources (21, 31)].\n\nSam Rivera contributes with a sense of optimism, viewing the signals as a potential bridge to forming a rapport with an alien consciousness. They highlight the dynamic nature of the signals, which seem to adapt and evolve with each interaction, suggesting a form of advanced communication [Data: Sources (32, 31)].\n\nOverall, the team's plan involves a careful balance of scientific inquiry, strategic caution, and open-mindedness to the possibilities of interstellar communication. They are aware that their actions could have profound implications for humanity's understanding of the universe and its place within it.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 449,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':    id                                               text
-     0   5   the universe.\n\nIn a symphony of clicks and ...
-     1   4   were at once coherent and enigmatic: "*Voyage...
-     2   6  cribed not in the dust of desert confines, but...
-     3   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-     4  11  , the sentinel within them ever alert.\n\nAlex...},
-    'token_ct': 11646},
-   'id': 179},
-  {'query': 'What specific role does Alex Mercer play in the team?',
+     'sources':     id                                               text
+     0   15   than the last.\n\nThen, with a sudden burst t...
+     1   17   on the sequences that danced across the scree...
+     2   22   his team into the core of their approach, his...
+     3   40   and the distant hum of machinery hinted at Du...
+     4   25   his fingers hovering over the command keys. W...
+     5   32   cosmos—secrets that, until now, had been lost...
+     6   45   they faced. "If it's truly sentient, we're no...
+     7   27  , and not a small measure of trepidation. "Thi...
+     8   24  Keep the communication channels open. But let ...
+     9   21   an undercurrent of intensity carried forth in...
+     10  22   his team into the core of their approach, his...
+     11   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     12  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     13  20   bridge—or the abysses into which they might u...
+     14  31   set the tempo for an undertaking that travers...
+     15  32   cosmos—secrets that, until now, had been lost...
+     16  14   a communal outreach beyond the stars. As dawn...}},
+   'id': 67},
+  {'query': 'What are the potential risks involved in establishing this Cosmic Relationship?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 180},
-  {'query': 'What are the potential risks and challenges faced by the team?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 68},
+  {'query': 'What is the significance of the Dulce Base in this mission?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 181},
-  {'query': "How does the team's dynamic evolve throughout the mission?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 69},
+  {'query': 'How does the team balance caution and curiosity in their approach?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 182},
-  {'query': 'What is the significance of the alien signals they are decoding?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 183},
-  {'query': 'What specific skills does Mercer bring to the team that aid in the encryption process?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 184},
-  {'query': "How does Mercer's leadership style influence the team's dynamics and effectiveness?",
-   'answer': "Agent Alex Mercer plays a pivotal role in shaping the dynamics and effectiveness of the Paranormal Military Squad team through his leadership style, which is characterized by a blend of strategic foresight, empathy, and adaptability. Mercer's approach is not just about giving orders but involves actively engaging with his team members, fostering a sense of shared purpose and collaboration.\n\nMercer demonstrates a keen ability to balance military discipline with intellectual curiosity. This is evident in his interactions with team members like Sam Rivera, where he acknowledges and values their insights, thus empowering them to contribute meaningfully to the mission [Data: Sources (2)]. His leadership style encourages open communication and respects the expertise of his colleagues, as seen when he seeks input from Dr. Jordan Hayes and others, creating an environment where diverse perspectives are considered [Data: Sources (3, 4)].\n\nMoreover, Mercer's leadership is marked by a strategic mindset that is both cautious and forward-thinking. He understands the gravity of their mission and the potential implications of their discoveries, which is reflected in his careful consideration of the team's actions and decisions [Data: Sources (3, 4)]. This strategic approach helps maintain focus and direction, ensuring that the team remains aligned with their objectives even as they navigate the uncertainties of their mission.\n\nOverall, Mercer's leadership style enhances the team's effectiveness by fostering a collaborative atmosphere, encouraging critical thinking, and maintaining a clear strategic focus. His ability to adapt to the evolving challenges of their mission and to inspire confidence in his team members is crucial to their success in the complex and high-stakes environment of Operation: Dulce.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 70},
+  {'query': 'What specific role does Alex Mercer play in the signal analysis process?',
+   'answer': "Alex Mercer plays a pivotal role in the signal analysis process as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to decode and understand the alien signal, ensuring that communication channels remain open, and that no message or pulse goes unchecked [Data: Sources (45, 23, 24)]. Alex is depicted as a figure of authority and reliability, providing guidance and support to his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, as they navigate the complexities of the signal [Data: Sources (23, 24, 31)].\n\nAlex's approach is characterized by a balance of caution and optimism. He emphasizes the importance of maintaining open communication and adapting to the evolving nature of the signal, which is described as learning and changing in real-time [Data: Sources (23, 24)]. His leadership is marked by a commitment to understanding the signal's intent, whether it is friendly or hostile, and preparing the team for potential first contact with an extraterrestrial intelligence [Data: Sources (16, 18, 44)].\n\nThroughout the process, Alex demonstrates a deep understanding of the historical significance of their work, recognizing the potential for the signal to either bridge or divide humanity's relationship with the cosmos. He encourages his team to proceed with cautious optimism, acknowledging the delicate nature of their task and the profound implications of their findings [Data: Sources (45, 31, 44)].",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 415,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  4   were at once coherent and enigmatic: "*Voyage...
-     3  2  . "Your take on these signal inconsistencies?"...},
-    'token_ct': 11063},
-   'id': 185},
-  {'query': 'What are the challenges faced by Mercer and Hayes during the encryption process?',
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 71},
+  {'query': 'How does the team ensure the security of their communications with the alien signal?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 186},
-  {'query': "How does the team's approach to encryption evolve throughout their mission?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 72},
+  {'query': 'What are the potential risks associated with the technologies used at Dulce?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 187},
-  {'query': "What role does communication play in Mercer's collaboration with other team members?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 73},
+  {'query': 'How does the team adapt their technology to the evolving nature of the alien signal?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 188},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to their mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 189},
-  {'query': "In what ways does Sam Rivera's technical expertise contribute to the team's success?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 190},
-  {'query': "What are Dr. Jordan Hayes' views on Alex Mercer's approach to the mission?",
-   'answer': "Dr. Jordan Hayes appears to have a complex and evolving view of Alex Mercer's approach to the mission. Initially, there is a sense of mutual respect and acknowledgment of each other's strengths. For instance, Alex compliments Jordan on their analytical skills, which Jordan receives with newfound assertiveness, indicating a level of trust and respect between them [Data: Sources (1)]. This mutual respect is further highlighted when Alex expresses admiration for Jordan's deft handling of alien technology, suggesting a shared understanding of the mission's stakes and the potential paradigm shifts involved [Data: Sources (8)].\n\nHowever, there is also an undercurrent of tension and differing perspectives. Jordan is portrayed as someone who values empirical evidence and is cautious about the unknown, which contrasts with Alex's more philosophical and existential considerations about the mission's implications for humanity [Data: Sources (8)]. This difference in approach is evident when Taylor Cruz interrupts their discussion, emphasizing the need for actionable intel over philosophical musings, which suggests that Jordan might be caught between Alex's broader vision and the immediate demands of the mission [Data: Sources (8)].\n\nOverall, while Jordan respects Alex's insights and shares a commitment to discovery, there is a tension between their scientific skepticism and the broader existential questions that Alex raises. This dynamic reflects the broader theme of balancing empirical evidence with the unknown possibilities that the mission presents.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 74},
+  {'query': "What is the significance of the signal's ability to adapt and learn in real-time?",
+   'answer': "The signal's ability to adapt and learn in real-time is a profound development in the narrative of interstellar communication. This capability suggests that the signal is not merely a static transmission but an active, intelligent entity capable of engaging in a dynamic exchange with the team at Dulce Base. Such adaptability indicates a level of sentience or advanced artificial intelligence, which transforms the nature of the interaction from a simple decoding task to a complex dialogue between two intelligent parties [Data: Sources (15, 16, 25, 41, 44)].\n\nThis real-time adaptability implies that the signal is capable of understanding and responding to the team's actions, which elevates the stakes of the encounter. It requires the team to approach the situation with caution and strategic thinking, as their responses could influence the signal's behavior and intentions. The potential for the signal to learn and evolve suggests that it could be testing the team's comprehension and readiness for a deeper level of communication, possibly paving the way for a significant breakthrough in understanding extraterrestrial intelligence [Data: Sources (14, 17, 18, 27, 31)].\n\nMoreover, the signal's learning ability could mean that it is attempting to establish a common language or protocol for communication, which would be a monumental step in bridging the gap between human and alien cognition. This aspect of the signal's behavior underscores the importance of the team's role as mediators and interpreters in this unprecedented exchange, highlighting the potential for both great discovery and significant risk [Data: Sources (14, 16, 18, 45)].",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10983,
+    'output_tokens': 437,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   25   his fingers hovering over the command keys. W...
+     1   15   than the last.\n\nThen, with a sudden burst t...
+     2   41   conviction that knowledge was more than power...
+     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     4   34  Our responses so far have echoed their complex...
+     5   17   on the sequences that danced across the scree...
+     6   44   It's a... symphony. It's as if they're teachi...
+     7   25   his fingers hovering over the command keys. W...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   17   on the sequences that danced across the scree...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11  45   they faced. "If it's truly sentient, we're no...
+     12  27  , and not a small measure of trepidation. "Thi...
+     13  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     14  31   set the tempo for an undertaking that travers...
+     15  14   a communal outreach beyond the stars. As dawn...
+     16  18   the universe.\n\nIn a symphony of clicks and ...}},
+   'id': 75},
+  {'query': 'What specific role does Alex Mercer play in the operations at Dulce base?',
+   'answer': "Alex Mercer plays a pivotal role in the operations at Dulce Base, primarily as a leader and strategist within the Paranormal Military Squad. His responsibilities include overseeing the team's efforts to decode and understand alien signals, which are believed to be a form of communication from an extraterrestrial intelligence. Mercer is depicted as a figure of authority and reliability, often providing guidance and making critical decisions that could impact the outcome of their mission [Data: Sources (45, 31, 27, 23, 24)].\n\nIn the context of the operations, Mercer is seen as a steadying presence, balancing the need for caution with the drive for discovery. He is involved in discussions about the potential implications of the signals they are receiving, emphasizing the importance of maintaining open communication channels while ensuring that no message goes unchecked. This highlights his role in managing the delicate balance between exploration and security [Data: Sources (45, 23, 24)].\n\nMercer's interactions with his team members, such as Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera, further illustrate his leadership qualities. He is portrayed as someone who values the expertise of his colleagues, often seeking their input and fostering a collaborative environment. This approach is crucial in navigating the complexities of their mission, as they attempt to engage with an unknown intelligence that could redefine humanity's understanding of the cosmos [Data: Sources (45, 31, 27, 23, 24)].",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 407,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 76},
+  {'query': 'How does the team at Dulce base ensure the security of their communications with extraterrestrial entities?',
+   'answer': "The team at Dulce Base employs a multifaceted approach to ensure the security of their communications with extraterrestrial entities. This involves a combination of technological vigilance, strategic protocols, and adaptive strategies to manage the unknown variables inherent in such unprecedented interactions.\n\n### Technological Vigilance\n\nThe team, led by figures such as Alex Mercer and Dr. Jordan Hayes, utilizes advanced decryption algorithms and cosmic translators to interpret and respond to alien signals. The command center is equipped with high-tech machinery that allows them to monitor and control the flow of information meticulously. Jordan Hayes, for instance, is noted for their focus on the syntax and nuances of the alien signals, ensuring that the team is not just decoding messages but also translating intentions [Data: Sources (32, 46)].\n\n### Strategic Protocols\n\nTaylor Cruz, a key member of the team, emphasizes the importance of maintaining secure communication streams. They remind the team to keep the communication channels open but to ensure that no message or pulse goes unchecked, highlighting the need for caution in every interaction [Data: Sources (23, 45)]. This approach is crucial in managing the delicate balance between breakthrough and disaster, as the team navigates the line between understanding and potential threats.\n\n### Adaptive Strategies\n\nThe team acknowledges the unpredictable nature of their mission, with members like Sam Rivera advocating for adaptability in interpreting signal distortions and system malfunctions. This adaptability is seen as key to understanding the erratic nature of the signals and ensuring that the team can respond effectively to any changes in the communication patterns [Data: Sources (47, 3)].\n\n### Conclusion\n\nOverall, the security of communications at Dulce Base is maintained through a combination of cutting-edge technology, strict adherence to protocols, and a flexible approach to the unknown. This comprehensive strategy allows the team to engage with extraterrestrial entities while safeguarding against potential risks, ensuring that their role as humanity's emissaries is conducted with the utmost care and precision.",
    'score': 75,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 513,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     1  8  ences the full spectrum of human curiosity and...
-     2  1   be the same.\n\n\*\n\nThe sense of foreboding...
-     3  9  ; we are the threads that may weave a new cosm...},
-    'token_ct': 11016},
-   'id': 191},
-  {'query': "How do the team members' backgrounds influence their interactions with Alex Mercer?",
-   'answer': "The interactions between Alex Mercer and the other team members are deeply influenced by their diverse backgrounds and expertise, which shape the dynamics within the Paranormal Military Squad.\n\n**Sam Rivera** is portrayed as a young, tech-savvy member of the team, whose enthusiasm and technical skills are crucial in deciphering alien signals. Sam's youthful energy and curiosity often bring a fresh perspective to the team, and Alex seems to appreciate this, as seen when he acknowledges Sam's keen observations about signal inconsistencies [Data: Sources (3, 5)]. This dynamic suggests a mentor-mentee relationship, where Alex values Sam's input and encourages his growth within the team.\n\n**Dr. Jordan Hayes** is depicted as a scientist with a deep understanding of physics and a strong analytical mindset. Their interactions with Alex are marked by mutual respect and a shared commitment to scientific discovery. Jordan's ability to focus on the task at hand and their philosophical musings about the implications of their work resonate with Alex, who shares a similar curiosity about the broader impact of their mission [Data: Sources (3, 5)]. This intellectual camaraderie fosters a collaborative environment where both can explore the unknown together.\n\n**Taylor Cruz** brings a more pragmatic and authoritative approach to the team, often emphasizing the importance of maintaining control and focus during their operations. Taylor's military precision and strategic mindset sometimes clash with the more exploratory nature of Alex and Jordan's approach. However, Taylor's leadership qualities and ability to make decisive calls are respected by Alex, who recognizes the necessity of Taylor's role in ensuring the team's safety and mission success [Data: Sources (5, 8)]. This dynamic creates a balance between exploration and caution, essential for navigating the complexities of their mission.\n\nOverall, the diverse backgrounds of the team members contribute to a rich tapestry of interactions with Alex Mercer, where each member's strengths are acknowledged and leveraged to achieve their common goals.",
+     'sources':     id                                               text
+     0   22   his team into the core of their approach, his...
+     1   26  eterred, Jordan cast a determined glance at th...
+     2   36  's luminescence. "Remember, while we seek comm...
+     3    6   ordered, their voice echoing slightly before ...
+     4   38   urged, his voice bearing the gravitas of thei...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6    5   very walls of the shaft—a whisper of somethin...
+     7    9   "The silence here... It's almost as if the ba...
+     8   30   emissaries to a celestial congress we're only...
+     9   46   was now actively partaking in an exchange not...
+     10  29  crum of insight and expertise, and felt the so...
+     11  45   they faced. "If it's truly sentient, we're no...
+     12  31   set the tempo for an undertaking that travers...
+     13  32   cosmos—secrets that, until now, had been lost...
+     14   3  , weighing his words carefully. "Our tech is t...
+     15  23  Sam Rivera, ever the source of technological a...
+     16  47   revealing a tinge of skepticism at Taylor Cru...}},
+   'id': 77},
+  {'query': 'What are the potential risks associated with the interstellar dialogue conducted at Dulce base?',
+   'answer': "The interstellar dialogue conducted at Dulce base presents several potential risks, as highlighted by the various interactions and observations of the team involved in Operation: Dulce. One of the primary concerns is the unpredictability of the alien intelligence they are communicating with. The signals received are not just random noise but structured anomalies that suggest a complex and possibly sentient origin [Data: Sources (8, 33, 38)]. This raises the risk of misinterpretation or misunderstanding, which could lead to unintended consequences.\n\nAnother significant risk is the potential for the alien intelligence to be hostile or to have motives that are not aligned with human interests. Taylor Cruz, one of the team members, emphasizes the need for caution, suggesting that the intelligence they are dealing with could pose a threat if not properly understood and managed [Data: Sources (38, 45)]. The dialogue is not just about exchanging information but involves understanding the intentions behind the communication, which is fraught with uncertainty.\n\nFurthermore, the technological and psychological readiness of the team is a concern. The team is aware that they are stepping into uncharted territory, where the usual protocols may not apply, and adaptability is crucial [Data: Sources (0, 12, 30)]. The pressure of being humanity's first line of contact with an extraterrestrial intelligence adds a layer of stress that could impact decision-making and operational effectiveness.\n\nLastly, there is the risk of technological failure or interference. The team relies heavily on advanced technology to decode and respond to the signals, and any malfunction or miscalculation could jeopardize the entire operation [Data: Sources (6, 15, 27)]. The presence of drones and other surveillance equipment within the base also suggests a need for heightened security and vigilance against potential breaches or espionage [Data: Sources (6, 5)].\n\nIn summary, the interstellar dialogue at Dulce base is fraught with risks related to miscommunication, potential hostility, operational readiness, and technological reliability. These factors underscore the need for careful management and strategic planning as the team navigates this unprecedented venture.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 545,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  3  , absorbed in the bewilderment of contact, whi...
-     1  8  ences the full spectrum of human curiosity and...
-     2  5   the universe.\n\nIn a symphony of clicks and ...
-     3  1   be the same.\n\n\*\n\nThe sense of foreboding...},
-    'token_ct': 11129},
-   'id': 192},
-  {'query': 'What role does Alex Mercer play in the investigation at Dulce Base?',
+     'sources':     id                                               text
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   12   keep the team grounded. No one goes off-cours...
+     2   40   and the distant hum of machinery hinted at Du...
+     3    6   ordered, their voice echoing slightly before ...
+     4    8   I'm right, what we're looking at isn't random...
+     5    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     6   33   were locked onto the display screen, where an...
+     7   15   than the last.\n\nThen, with a sudden burst t...
+     8    6   ordered, their voice echoing slightly before ...
+     9   38   urged, his voice bearing the gravitas of thei...
+     10  27  , and not a small measure of trepidation. "Thi...
+     11   5   very walls of the shaft—a whisper of somethin...
+     12   9   "The silence here... It's almost as if the ba...
+     13  30   emissaries to a celestial congress we're only...
+     14  46   was now actively partaking in an exchange not...
+     15  29  crum of insight and expertise, and felt the so...
+     16  45   they faced. "If it's truly sentient, we're no...}},
+   'id': 78},
+  {'query': 'How does the technology at Dulce base facilitate communication with alien intelligences?',
+   'answer': "The technology at Dulce Base plays a crucial role in facilitating communication with alien intelligences, as depicted in the various scenarios involving the Paranormal Military Squad. The base is equipped with advanced consoles and mainframes that allow the team to interact with and decode complex alien signals. These signals are described as evolving and adapting, suggesting a form of sentience or intelligence that the team must carefully interpret and respond to [Data: Sources (26, 22, 38, 27, 5)].\n\nDr. Jordan Hayes and their team utilize sophisticated decryption algorithms to unravel the alien code, which is not just a sequence of bits but a potential dialogue with extraterrestrial entities. The technology enables the team to detect patterns and modulations in the signals, which are described as a symphony or a new form of language that transcends traditional communication methods [Data: Sources (22, 38, 30, 46)].\n\nThe command center at Dulce Base is described as a hub of frenetic energy, with monitors casting an otherworldly glow as they display alien characters. This environment supports the team's efforts to maintain a secure and monitored communication stream, ensuring that they can engage in what might be humanity's first interspecies communication bridge [Data: Sources (26, 22, 38, 27, 5)].\n\nOverall, the technology at Dulce Base is portrayed as both a tool and a conduit for interstellar diplomacy, allowing the team to navigate the unknown and potentially rewrite human history through their interactions with alien intelligences [Data: Sources (26, 22, 38, 27, 5)].",
+   'score': 0,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 449,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   22   his team into the core of their approach, his...
+     2    6   ordered, their voice echoing slightly before ...
+     3   38   urged, his voice bearing the gravitas of thei...
+     4   27  , and not a small measure of trepidation. "Thi...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6    9   "The silence here... It's almost as if the ba...
+     7   30   emissaries to a celestial congress we're only...
+     8   46   was now actively partaking in an exchange not...
+     9   29  crum of insight and expertise, and felt the so...
+     10  45   they faced. "If it's truly sentient, we're no...
+     11  31   set the tempo for an undertaking that travers...
+     12  32   cosmos—secrets that, until now, had been lost...
+     13   3  , weighing his words carefully. "Our tech is t...
+     14  23  Sam Rivera, ever the source of technological a...
+     15  47   revealing a tinge of skepticism at Taylor Cru...
+     16  15   than the last.\n\nThen, with a sudden burst t...}},
+   'id': 79},
+  {'query': "What are the implications of the interstellar dialogue for humanity's understanding of the universe?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 193},
-  {'query': 'What are the potential risks of miscommunication with the extraterrestrial signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 194},
-  {'query': 'How might this discovery impact global politics and security?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 195},
-  {'query': 'What technological advancements could result from this interstellar communication?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 196},
-  {'query': 'What are the specific challenges Alex Mercer faces in his leadership role?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 197},
-  {'query': "How does Alex Mercer's military background influence his approach to the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 198},
-  {'query': 'In what ways does Alex Mercer collaborate with other team members like Jordan Hayes and Sam Rivera?',
-   'answer': "Alex Mercer plays a pivotal role in collaborating with his team members, Jordan Hayes and Sam Rivera, during their mission at the Dulce military base. His interactions with them are marked by a blend of mentorship, mutual respect, and shared purpose.\n\n**Mentorship and Guidance**\n\nAlex Mercer exhibits a mentorship role, particularly towards Sam Rivera. He acknowledges Sam's potential and encourages him to take on a more significant role in the mission. For instance, when Sam identifies a structured anomaly in the signal patterns, Alex's approval and encouragement affirm Sam's importance beyond just technical support [Data: Sources (2)]. This mentorship is crucial as it empowers Sam to contribute more actively to the mission's success.\n\n**Mutual Respect and Collaboration**\n\nWith Jordan Hayes, Alex shares a relationship built on mutual respect and intellectual collaboration. As they navigate the complexities of the Dulce base, Alex and Jordan work together to decipher the enigmatic signals and documents they encounter. Their collaboration is evident when they explore a room filled with scattered reports, where Alex supports Jordan's analytical approach to uncovering critical insights [Data: Sources (2, 3)]. This partnership highlights their shared commitment to uncovering the truth behind the mission.\n\n**Shared Purpose and Team Dynamics**\n\nThroughout the mission, Alex, Jordan, and Sam are united by a shared purpose that transcends their individual roles. They collectively face the unknown, driven by the need to understand the alien signals and the implications for their mission. Alex's leadership is instrumental in maintaining the team's focus and cohesion, especially when they encounter unexpected challenges, such as the alien communication protocol [Data: Sources (3)]. This shared purpose fosters a sense of unity and determination among the team members, allowing them to adapt and respond to the evolving situation effectively.\n\nIn summary, Alex Mercer's collaboration with Jordan Hayes and Sam Rivera is characterized by mentorship, mutual respect, and a shared commitment to their mission's objectives. His leadership and ability to foster a collaborative environment are crucial to the team's ability to navigate the complexities of their task at the Dulce base.",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 80},
+  {'query': "What is Agent Mercer's role in the Paranormal Military Squad?",
+   'answer': "Agent Alex Mercer plays a pivotal role in the Paranormal Military Squad, a team tasked with navigating the complexities of Operation: Dulce. His character is portrayed as a determined and reliable figure, often acting as a bridge between the technical and strategic aspects of the mission. Mercer's role involves not only leading the team through the enigmatic challenges posed by the Dulce Base but also ensuring that the mission's objectives are met with precision and caution.\n\nThroughout the operation, Mercer is depicted as a figure of authority and trust, often providing guidance and support to his colleagues, such as Dr. Jordan Hayes and Sam Rivera. His interactions with the team highlight his ability to balance military discipline with the need for scientific inquiry and exploration. For instance, Mercer is seen encouraging open communication and collaboration among team members, fostering an environment where both intuition and protocol are valued [Data: Sources (0, 3, 8, 10, 16)].\n\nMercer's leadership is further emphasized by his strategic mindset, as he navigates the unknown variables of the mission. He is portrayed as someone who understands the gravity of their task, often contemplating the broader implications of their discoveries. This is evident in his discussions with team members about the potential impact of their findings on humanity and the importance of maintaining open communication channels with the unknown entities they encounter [Data: Sources (23, 24, 31, 32, 44)].\n\nOverall, Agent Mercer is a central figure in the Paranormal Military Squad, embodying the qualities of a leader who is both cautious and forward-thinking, guiding his team through the uncertainties of their mission with a focus on both immediate objectives and long-term consequences.",
    'score': 85,
-   'metadata': {'context_data': {'entities': Empty DataFrame
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 441,
+    'context_data': {'entities': Empty DataFrame
      Columns: [in_context]
      Index: [],
-     'sources':   id                                               text
-     0  2  . "Your take on these signal inconsistencies?"...
-     1  3  , absorbed in the bewilderment of contact, whi...
-     2  2  . "Your take on these signal inconsistencies?"...
-     3  3  , absorbed in the bewilderment of contact, whi...},
-    'token_ct': 11161},
-   'id': 199},
-  {'query': 'What are the key decisions made by Alex Mercer during the mission?',
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   31   set the tempo for an undertaking that travers...
+     3   27  , and not a small measure of trepidation. "Thi...
+     4   23  Sam Rivera, ever the source of technological a...
+     5   24  Keep the communication channels open. But let ...
+     6   26  eterred, Jordan cast a determined glance at th...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   32   cosmos—secrets that, until now, had been lost...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11  18   the universe.\n\nIn a symphony of clicks and ...
+     12  44   It's a... symphony. It's as if they're teachi...
+     13  41   conviction that knowledge was more than power...
+     14   8   I'm right, what we're looking at isn't random...
+     15  10   but felt by all. The walls didn't just whispe...
+     16   3  , weighing his words carefully. "Our tech is t...}},
+   'id': 81},
+  {'query': 'How does Agent Mercer approach the ethical challenges of extraterrestrial communication?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 82},
+  {'query': "What are the potential risks associated with Agent Mercer's decisions in the squad?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 83},
+  {'query': 'How does the team ensure ethical standards are maintained during their operations?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 84},
+  {'query': 'What protocols are in place to address ethical dilemmas in extraterrestrial communications?',
+   'answer': "The data provided does not explicitly outline specific protocols for addressing ethical dilemmas in extraterrestrial communications. However, the narrative surrounding the Paranormal Military Squad's mission at Dulce Base suggests a framework of cautious and strategic engagement with extraterrestrial intelligence. \n\n### Ethical Considerations in Extraterrestrial Communication\n\nThe team, led by figures such as Alex Mercer, Taylor Cruz, and Dr. Jordan Hayes, operates under a blend of scientific inquiry and military precision. This dual approach implies a protocol that balances the pursuit of knowledge with the need for security and caution. For instance, Taylor Cruz emphasizes the importance of maintaining control and being wary of potential threats, suggesting a protocol that prioritizes safety and strategic caution [Data: Sources (17, 19, 22, 26, 32)].\n\nMoreover, the team's discussions often reflect a philosophical and ethical awareness of their actions. Alex Mercer, for example, is portrayed as someone who understands the gravity of their mission, recognizing the potential for both profound discovery and existential risk [Data: Sources (19, 22, 32)]. This indicates an underlying protocol that considers the broader implications of their interactions with extraterrestrial intelligence.\n\n### General Protocols in Extraterrestrial Communication\n\nIn general, protocols for addressing ethical dilemmas in extraterrestrial communications would likely involve international cooperation and adherence to established scientific and ethical guidelines. These might include ensuring transparency, prioritizing peaceful intentions, and considering the potential impact on both human and extraterrestrial societies. Such protocols would be designed to prevent misunderstandings and conflicts, while fostering mutual understanding and respect.\n\n### Conclusion\n\nWhile the specific protocols in place at Dulce Base are not detailed in the data, the narrative suggests a careful and considered approach to extraterrestrial communication, balancing scientific curiosity with ethical responsibility and security concerns.",
+   'score': 60,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 480,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   17   on the sequences that danced across the scree...
+     1   19   extraterrestrial sentience that had outreache...
+     2   26  eterred, Jordan cast a determined glance at th...
+     3   17   on the sequences that danced across the scree...
+     4   22   his team into the core of their approach, his...
+     5   11  , whose steady presence and ready tech affirme...
+     6   25   his fingers hovering over the command keys. W...
+     7   32   cosmos—secrets that, until now, had been lost...
+     8   40   and the distant hum of machinery hinted at Du...
+     9   45   they faced. "If it's truly sentient, we're no...
+     10  27  , and not a small measure of trepidation. "Thi...
+     11  24  Keep the communication channels open. But let ...
+     12  21   an undercurrent of intensity carried forth in...
+     13  22   his team into the core of their approach, his...
+     14   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     15  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     16  20   bridge—or the abysses into which they might u...}},
+   'id': 85},
+  {'query': 'What specific role does Agent Alex Mercer play in the interactions with Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 86},
+  {'query': 'How does the Paranormal Military Squad interpret the intentions behind the Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 87},
+  {'query': 'What are the potential risks identified by the Paranormal Military Squad in interacting with Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 88},
+  {'query': 'How does the team plan to respond to the Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 89},
+  {'query': 'What technological methods are being used to decode the Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 90},
+  {'query': 'What specific protocols does Taylor Cruz emphasize in response to the Cosmic Vocalization?',
+   'answer': "### Protocols Emphasized by Taylor Cruz\n\nIn response to the Cosmic Vocalization, Taylor Cruz emphasizes the importance of adhering to established protocols and maintaining a cautious approach. Taylor's focus is on ensuring that the team remains disciplined and vigilant in their interactions with the unknown signal. This is evident in several instances where Taylor insists on the importance of protocol and caution:\n\n1. **Adherence to Protocols:** Taylor Cruz is portrayed as a figure who values structure and discipline, often reminding the team of the importance of following established procedures. For example, Taylor stresses that speculation is counter-productive and that the team should focus on the protocols in place [Data: Sources (0, 9)].\n\n2. **Cautious Engagement:** Taylor advises the team to keep the communication stream secured and monitored, highlighting the need for caution in their interactions with the alien signal. This reflects a pragmatic approach to the potential risks involved in engaging with an unknown intelligence [Data: Sources (16, 27)].\n\n3. **Risk Assessment:** Taylor is also concerned with assessing the potential risks to humanity, emphasizing that every new discovery warrants a measured response. This underscores the importance of evaluating the implications of their actions carefully [Data: Sources (12, 14)].\n\n4. **Command and Control:** Throughout the narrative, Taylor maintains a commanding presence, often taking charge of the situation and ensuring that the team remains focused on their objectives. This includes directing the team to prepare for recording and analyzing the alien signal, ensuring that they are ready to respond appropriately [Data: Sources (5, 9)].\n\nOverall, Taylor Cruz's emphasis on protocols reflects a commitment to maintaining control and ensuring the safety of the team and humanity as they navigate the complexities of the Cosmic Vocalization.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 458,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   37   from across the console, their eyes not leavi...
+     1   45   they faced. "If it's truly sentient, we're no...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     4   31   set the tempo for an undertaking that travers...
+     5   14   a communal outreach beyond the stars. As dawn...
+     6    5   very walls of the shaft—a whisper of somethin...
+     7   18   the universe.\n\nIn a symphony of clicks and ...
+     8    9   "The silence here... It's almost as if the ba...
+     9   41   conviction that knowledge was more than power...
+     10   3  , weighing his words carefully. "Our tech is t...
+     11  21   an undercurrent of intensity carried forth in...
+     12  43   of a cosmic message that could redefine their...
+     13   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     14  20   bridge—or the abysses into which they might u...
+     15  32   cosmos—secrets that, until now, had been lost...
+     16  28   "and in every word we script, in every respon...}},
+   'id': 91},
+  {'query': "How does Taylor Cruz's leadership style affect the dynamics within the Paranormal Military Squad?",
+   'answer': "Taylor Cruz's leadership style significantly impacts the dynamics within the Paranormal Military Squad, as evidenced by the interactions and responses of the team members. Taylor is portrayed as a pragmatic and authoritative figure, often emphasizing the importance of protocol and discipline. This approach is evident in their interactions with other team members, where they frequently remind them to focus on the task at hand and adhere to established procedures [Data: Sources (0, 3, 5, 9, 14)].\n\nTaylor's leadership style can create tension within the team, particularly with members like Alex Mercer and Jordan Hayes, who occasionally express a desire to explore beyond the strict confines of protocol. For instance, Alex's internal conflict between compliance and his natural inclination to question and explore is highlighted in his interactions with Taylor, suggesting that Taylor's authoritative approach may sometimes stifle creativity and open dialogue [Data: Sources (0, 3, 9)].\n\nDespite this, Taylor's leadership also provides a sense of structure and order, which is crucial in high-stakes situations involving potential extraterrestrial contact. Their insistence on maintaining focus and discipline ensures that the team remains grounded and prepared for any eventuality, which is vital given the unpredictable nature of their mission [Data: Sources (5, 9, 14)].\n\nOverall, Taylor Cruz's leadership style is a double-edged sword; it offers the necessary discipline and focus required for the squad's operations but can also lead to friction and a lack of flexibility among team members who may feel constrained by the rigid adherence to protocol.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 425,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
+   'id': 92},
+  {'query': 'What are the potential risks that Taylor Cruz is concerned about regarding the Cosmic Vocalization?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 93},
+  {'query': "How do other members of the Paranormal Military Squad perceive Taylor Cruz's cautious approach?",
+   'answer': "Taylor Cruz is perceived by other members of the Paranormal Military Squad as a figure of authority and caution, often emphasizing the importance of protocol and measured responses in the face of unknown threats. This cautious approach is evident in several interactions with the team.\n\nFor instance, Taylor is described as maintaining an appearance of ironclad composure amidst uncertainty, reminding the team to keep communication streams secured and monitored due to the unknown nature of the alien signal they are dealing with [Data: Sources (27, 16, 31)]. This reflects a pragmatic standpoint, as Taylor is aware of the potential risks involved in their mission and insists on a disciplined approach.\n\nTaylor's cautious nature sometimes clashes with the more exploratory or philosophical inclinations of other team members. For example, when Alex Mercer and Jordan Hayes engage in a discussion about the broader implications of their mission, Taylor interjects sharply, emphasizing the need for focus and actionable intelligence rather than philosophical musings [Data: Sources (0, 3, 5)]. This indicates that while Taylor values the team's expertise, they prioritize the mission's immediate objectives and the safety protocols over speculative discussions.\n\nDespite this, there are moments when Taylor's demeanor softens, revealing a deeper understanding of the mission's significance. In one instance, Taylor acknowledges the potential of alien technology with a quieter tone, suggesting a recognition of the mission's broader implications beyond immediate tactical concerns [Data: Sources (40, 41)]. This duality in Taylor's character—balancing caution with an underlying respect for the unknown—shapes how they are perceived by their peers, as both a steadfast leader and a cautious guardian of the team's safety.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 452,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
+   'id': 94},
+  {'query': "In what ways does Taylor Cruz's perception of the Cosmic Vocalization differ from other team members?",
+   'answer': "Taylor Cruz's perception of the Cosmic Vocalization is marked by a pragmatic and cautious approach, contrasting with the more optimistic and exploratory attitudes of other team members. Taylor consistently emphasizes the need for caution and adherence to protocol, reflecting a concern for potential risks associated with the unknown nature of the signal. For instance, Taylor questions the potential aggressiveness of alien intent and urges the team to maintain a secure and monitored communication stream, highlighting a focus on security and risk management [Data: Sources (45, 27, 16)].\n\nIn contrast, other team members, such as Sam Rivera and Jordan Hayes, exhibit a more optimistic and curious stance. Sam expresses enthusiasm about forming a connection and views the evolving signal as an opportunity to witness the birth of a new form of dialogue that spans galaxies [Data: Sources (45, 27)]. Jordan Hayes, while acknowledging the unknown variables, is focused on the potential for understanding and interpreting the signal's intentions, suggesting a more open-minded approach to the possibilities of cosmic diplomacy [Data: Sources (45, 31)].\n\nAlex Mercer, the team leader, adopts a balanced strategy, recognizing the importance of both caution and exploration. He encourages keeping communication channels open while ensuring that no message goes unchecked, reflecting a nuanced understanding of the situation that incorporates both Taylor's caution and the optimism of other team members [Data: Sources (45, 16)].\n\nOverall, Taylor Cruz's perspective is characterized by a focus on security and risk assessment, which stands in contrast to the more exploratory and optimistic views of other team members who are eager to engage with the signal and uncover its potential meanings.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 460,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   27  , and not a small measure of trepidation. "Thi...
+     2   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     3   31   set the tempo for an undertaking that travers...
+     4   14   a communal outreach beyond the stars. As dawn...
+     5    5   very walls of the shaft—a whisper of somethin...
+     6   18   the universe.\n\nIn a symphony of clicks and ...
+     7    9   "The silence here... It's almost as if the ba...
+     8   41   conviction that knowledge was more than power...
+     9    3  , weighing his words carefully. "Our tech is t...
+     10  21   an undercurrent of intensity carried forth in...
+     11  43   of a cosmic message that could redefine their...
+     12   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     13  20   bridge—or the abysses into which they might u...
+     14  32   cosmos—secrets that, until now, had been lost...
+     15  28   "and in every word we script, in every respon...
+     16  40   and the distant hum of machinery hinted at Du...}},
+   'id': 95},
+  {'query': 'What specific roles do each of these key members play in the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 96},
+  {'query': 'How do the dynamics between these team members influence their mission outcomes?',
+   'answer': "The dynamics between the team members significantly influence their mission outcomes, as evidenced by their interactions and the evolving relationships among them. The team is composed of individuals with distinct roles and personalities, each contributing to the mission in unique ways.\n\n**Leadership and Authority**\n\nTaylor Cruz, as a leader, exerts a strong authoritative presence, often pulling the team back to focus on the mission's immediate needs. Their leadership style is characterized by a strict adherence to protocols and a desire for control, which sometimes clashes with the more exploratory and intuitive approaches of other team members like Alex Mercer and Jordan Hayes [Data: Sources (4, 6, 7)]. This tension between control and exploration creates a dynamic where the team must balance following orders with adapting to unforeseen challenges.\n\n**Trust and Collaboration**\n\nTrust is a recurring theme in the team's interactions. Jordan Hayes emphasizes the importance of trust over strict command, suggesting that survival in the depths of their mission relies more on mutual empowerment than on hierarchy [Data: Sources (2, 6)]. This perspective is echoed by Alex Mercer, who values the analytical and intuitive insights of his colleagues, particularly Sam Rivera, whose technical expertise and intuition are crucial in navigating the mission's complexities [Data: Sources (3, 7)].\n\n**Adaptability and Innovation**\n\nThe team's ability to adapt and innovate is highlighted by their response to unexpected challenges, such as the encounter with a drone. Sam Rivera's quick thinking and technical skills allow the team to neutralize potential threats, demonstrating the importance of adaptability and the integration of diverse skills in achieving mission success [Data: Sources (6, 12)].\n\n**Shared Purpose and Transformation**\n\nAs the mission progresses, the team members undergo a transformation, moving from individual roles to a cohesive unit with a shared purpose. This evolution is marked by moments of mutual respect and understanding, such as the exchange between Taylor and Jordan, where a mutual acknowledgment of the mission's gravity leads to a softening of previously rigid stances [Data: Sources (7, 42)]. This shared purpose ultimately strengthens their resolve and enhances their ability to face the unknown together.\n\nIn summary, the dynamics between the team members—characterized by leadership, trust, adaptability, and a shared sense of purpose—play a crucial role in shaping the outcomes of their mission. These interactions not only influence their immediate actions but also contribute to their overall success in navigating the complexities of their mission.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10984,
+    'output_tokens': 606,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    4   stepping into their exchange. The authority i...
+     1   12   keep the team grounded. No one goes off-cours...
+     2    2  , rehearsing the speech for their subordinates...
+     3    6   ordered, their voice echoing slightly before ...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5    7  , while Alex clenched his jaw, the buzz of fru...
+     6    2  , rehearsing the speech for their subordinates...
+     7    3  , weighing his words carefully. "Our tech is t...
+     8    6   ordered, their voice echoing slightly before ...
+     9    1  's authoritarian performance. _Protocols_, Jor...
+     10   2  , rehearsing the speech for their subordinates...
+     11  10   but felt by all. The walls didn't just whispe...
+     12  42   the dark heart of Dulce's secrets. \n\nAnd th...
+     13  15   than the last.\n\nThen, with a sudden burst t...
+     14   4   stepping into their exchange. The authority i...
+     15   7  , while Alex clenched his jaw, the buzz of fru...
+     16   6   ordered, their voice echoing slightly before ...}},
+   'id': 97},
+  {'query': 'What are the backgrounds and expertise of Dr. Jordan Hayes, Taylor Cruz, and Sam Rivera?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 98},
+  {'query': 'How does the leadership style of Alex Mercer compare to that of Taylor Cruz?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 99},
+  {'query': 'What challenges do the team members face in understanding and interacting with the alien signals?',
+   'answer': "The team members of the Paranormal Military Squad face several challenges in understanding and interacting with the alien signals. One of the primary challenges is the complexity and intelligence behind the signals, which are described as having a thought process alien to human understanding [Data: Sources (17, 25)]. The signals are not just random static but are patterns that require careful analysis to unravel their origin and intent [Data: Sources (17, 25)].\n\nAnother significant challenge is the need to determine whether the signals represent a friend or foe. This uncertainty adds a layer of existential risk, as the team's lives may depend on the answers they provide [Data: Sources (17, 25)]. The signals are described as a linguistic lock, a test of comprehension that the team must solve to establish dialogue [Data: Sources (17, 25)].\n\nThe team also faces the challenge of adapting to the signals' dynamic nature. The signals are described as adapting every time the team interacts with them, suggesting a real-time learning process akin to a conversation where both parties are learning each other's language [Data: Sources (23, 24)]. This requires the team to remain vigilant and adaptable, as the signals could represent either a Rosetta Stone or a Tower of Babel, with the potential to either unlock new understanding or lead to miscommunication [Data: Sources (23, 24)].\n\nFurthermore, the team must navigate the balance between scientific inquiry and military protocol. There is a tension between the need for scientific exploration and the military's demand for actionable intelligence, which can sometimes conflict with the open-ended nature of scientific discovery [Data: Sources (1, 7, 47)]. This tension is evident in the interactions between team members, such as the cautious approach advocated by Dr. Jordan Hayes and the more authoritative stance of Taylor Cruz [Data: Sources (1, 7, 47)].\n\nOverall, the challenges faced by the team are multifaceted, involving technical, existential, and interpersonal dimensions as they attempt to bridge the gap between human and alien understanding.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 530,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   15   than the last.\n\nThen, with a sudden burst t...
+     1   17   on the sequences that danced across the scree...
+     2   17   on the sequences that danced across the scree...
+     3   25   his fingers hovering over the command keys. W...
+     4   32   cosmos—secrets that, until now, had been lost...
+     5   22   his team into the core of their approach, his...
+     6   24  Keep the communication channels open. But let ...
+     7   23  Sam Rivera, ever the source of technological a...
+     8   40   and the distant hum of machinery hinted at Du...
+     9    9   "The silence here... It's almost as if the ba...
+     10  20   bridge—or the abysses into which they might u...
+     11  33   were locked onto the display screen, where an...
+     12  13   primacy within.\n\n"The closer we get to unlo...
+     13   4   stepping into their exchange. The authority i...
+     14   1  's authoritarian performance. _Protocols_, Jor...
+     15   7  , while Alex clenched his jaw, the buzz of fru...
+     16  47   revealing a tinge of skepticism at Taylor Cru...}},
+   'id': 100},
+  {'query': "What role did Dr. Jordan Hayes play in shaping Alex Mercer's perspective on the signal?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 101},
+  {'query': "How did the team's dynamics influence Alex Mercer's approach to the Cosmic Vocalization?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 102},
+  {'query': 'What specific challenges did Alex Mercer face during the decryption process?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 103},
+  {'query': "How did Taylor Cruz's cautionary stance impact the team's strategy?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 104},
+  {'query': 'What technological advancements were utilized by Sam Rivera to facilitate communication with the signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 105},
+  {'query': 'What specific technologies are being used at the Dulce Facility to decode the alien signal?',
+   'answer': "The Dulce Facility employs a range of advanced technologies to decode the alien signal, as described in the sources. The command center is equipped with high-tech equipment that includes sophisticated consoles and mainframes, which are used to align frequencies and set the signal in motion [Data: Sources (26)]. The facility's underground command center is described as being filled with banks of electronic machinery and monitors that display alien characters, indicating the use of advanced computing systems to translate and interpret the signals [Data: Sources (22, 36)].\n\nThe team at Dulce, including Dr. Jordan Hayes and Sam Rivera, utilizes decryption algorithms to unravel the alien code, suggesting the use of complex software designed for cryptographic analysis [Data: Sources (38, 45)]. Additionally, the presence of cosmic translators and a communications relay system indicates the use of specialized hardware to facilitate the translation of extraterrestrial patterns into comprehensible data [Data: Sources (29, 31)].\n\nOverall, the technologies at Dulce are a combination of cutting-edge computing systems, decryption software, and communication hardware, all working in concert to engage with and interpret the alien signals. These technologies are crucial for the team to maintain control over the evolving patterns and ensure that the communication remains within their grasp [Data: Sources (22, 36, 38)].",
+   'score': 0,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 381,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   22   his team into the core of their approach, his...
+     2   36  's luminescence. "Remember, while we seek comm...
+     3    6   ordered, their voice echoing slightly before ...
+     4   38   urged, his voice bearing the gravitas of thei...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6    5   very walls of the shaft—a whisper of somethin...
+     7    9   "The silence here... It's almost as if the ba...
+     8   30   emissaries to a celestial congress we're only...
+     9   46   was now actively partaking in an exchange not...
+     10  29  crum of insight and expertise, and felt the so...
+     11  45   they faced. "If it's truly sentient, we're no...
+     12  31   set the tempo for an undertaking that travers...
+     13  32   cosmos—secrets that, until now, had been lost...
+     14   3  , weighing his words carefully. "Our tech is t...
+     15  23  Sam Rivera, ever the source of technological a...
+     16  47   revealing a tinge of skepticism at Taylor Cru...}},
+   'id': 106},
+  {'query': "How does Alex Mercer's leadership style influence the technological advancements at the Dulce Facility?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 107},
+  {'query': 'What are the potential risks and rewards associated with the technological efforts at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 108},
+  {'query': 'Who are the other key figures working alongside Alex Mercer at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 109},
+  {'query': 'What is the significance of the alien signal being decoded at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 110},
+  {'query': 'What specific challenges does Agent Mercer face in his role at Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 111},
+  {'query': "How does Agent Mercer's leadership style influence the team's dynamics?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 112},
+  {'query': "What are the key differences in Mercer's interactions with Hayes and Cruz?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 200},
-  {'query': "How does Alex Mercer's leadership style impact the team's dynamics and mission outcomes?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 113},
+  {'query': "How does Mercer's background prepare him for the mission at Dulce?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 201},
-  {'query': 'What specific skills does Alex Mercer bring to the team?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 114},
+  {'query': "What are the potential consequences of Mercer's decisions during the mission?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 202},
-  {'query': "How does Taylor Cruz's leadership style impact the team's dynamics?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 115},
+  {'query': 'What specific missions has Alex Mercer been involved in with the Paranormal Military Squad?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 203},
-  {'query': 'What are the key challenges faced by the team during the Dulce operation?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 116},
+  {'query': "How does Alex Mercer's leadership style influence the dynamics of the Paranormal Military Squad?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 204},
-  {'query': "How do the team's scientific and military approaches complement each other?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 117},
+  {'query': 'What are the key challenges Alex Mercer has faced during his missions?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 205},
-  {'query': "What role does Sam Rivera play in supporting Mercer and Cruz's objectives?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 118},
+  {'query': "How do Alex Mercer's interactions with other team members reflect his role in the squad?",
+   'answer': "Alex Mercer's interactions with his team members in the Paranormal Military Squad reveal a multifaceted role that combines leadership, collaboration, and strategic thinking. As the team navigates the complexities of their mission at Dulce Base, Alex's demeanor and actions underscore his position as a central figure in the squad.\n\n### Leadership and Strategy\n\nAlex is portrayed as a leader who balances authority with empathy. His interactions with Dr. Jordan Hayes, for instance, show a blend of command and camaraderie. He places trust in Jordan's expertise, as seen when he rests a hand on Jordan's shoulder, signaling both companionship and affirmation of trust [Data: Sources (23, 24)]. This gesture highlights his ability to foster a supportive environment while maintaining the strategic oversight necessary for their mission.\n\n### Collaboration and Trust\n\nAlex's relationship with his team is built on mutual respect and collaboration. He engages with Sam Rivera, acknowledging their technological acumen and encouraging open communication. This is evident when he emphasizes the importance of keeping communication channels open and ensuring that no message goes unchecked, likening their task to deciphering a Rosetta Stone or avoiding a Tower of Babel [Data: Sources (23, 24)]. Such interactions reflect his understanding of the team's collective strength and the importance of each member's contribution.\n\n### Caution and Diplomacy\n\nThroughout the mission, Alex demonstrates a cautious yet optimistic approach. He is aware of the potential risks involved in their interactions with the alien signal and urges the team to proceed with caution. His dialogue with Taylor Cruz, who often brings a pragmatic perspective, shows his ability to balance optimism with the necessary caution, ensuring that the team remains vigilant [Data: Sources (31, 32)].\n\n### Conclusion\n\nIn summary, Alex Mercer's interactions with his team members reflect his role as a leader who values collaboration, strategic thinking, and cautious optimism. His ability to navigate the complexities of their mission while fostering a supportive and respectful team environment underscores his importance in the squad.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 517,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   45   they faced. "If it's truly sentient, we're no...
+     1   31   set the tempo for an undertaking that travers...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3   23  Sam Rivera, ever the source of technological a...
+     4   24  Keep the communication channels open. But let ...
+     5   26  eterred, Jordan cast a determined glance at th...
+     6    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     7   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     8   32   cosmos—secrets that, until now, had been lost...
+     9   14   a communal outreach beyond the stars. As dawn...
+     10  18   the universe.\n\nIn a symphony of clicks and ...
+     11  44   It's a... symphony. It's as if they're teachi...
+     12  41   conviction that knowledge was more than power...
+     13   8   I'm right, what we're looking at isn't random...
+     14  10   but felt by all. The walls didn't just whispe...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 119},
+  {'query': "What are the implications of Alex Mercer's actions for the future of the Paranormal Military Squad?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 206},
-  {'query': 'What specific actions has Mercer taken that demonstrate his leadership qualities?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 120},
+  {'query': 'What role does Sam Rivera play in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 207},
-  {'query': "How does Mercer's military background influence his approach to the mission?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 121},
+  {'query': "How does Sam Rivera's technology compare to that used by other team members?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 208},
-  {'query': 'In what ways does Mercer collaborate with other team members like Jordan Hayes and Sam Rivera?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 122},
+  {'query': 'What specific challenges does Sam Rivera face when interpreting extraterrestrial signals?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 209},
-  {'query': 'What challenges does Mercer face in maintaining team cohesion during the mission?',
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 123},
+  {'query': "How does Sam Rivera's background contribute to their expertise in using these technologies?",
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 210},
-  {'query': "How do Mercer's decisions impact the overall success of the mission?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 124},
+  {'query': 'What are the implications of successfully decoding extraterrestrial communications for the team?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 211},
-  {'query': "What specific instances demonstrate Alex Mercer's leadership style in action?",
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 125},
+  {'query': 'What specific roles do Alex Mercer and Dr. Jordan Hayes play in the Paranormal Military Squad?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 212},
-  {'query': 'How do team dynamics shift when Alex Mercer is leading compared to when Taylor Cruz is in charge?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 213},
-  {'query': "In what ways does Alex Mercer's leadership impact the team's decision-making process?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 214},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to handling extraterrestrial threats?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 215},
-  {'query': "What are the strengths and weaknesses of Alex Mercer's leadership style compared to other team members?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 216},
-  {'query': 'What specific military operations has Mercer been involved in?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 217},
-  {'query': "How does Mercer's leadership style influence the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 218},
-  {'query': "What is Mercer's relationship with other team members like Dr. Jordan Hayes and Sam Rivera?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 219},
-  {'query': 'Has Mercer had any previous encounters with extraterrestrial phenomena?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 220},
-  {'query': 'What training has Mercer undergone to prepare for unconventional threats?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 221},
-  {'query': 'What specific military experiences does Alex Mercer draw upon during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 222},
-  {'query': "How does Dr. Jordan Hayes' scientific expertise shape their interactions with the team?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 223},
-  {'query': 'What technical skills does Sam Rivera utilize to bridge communication systems?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 224},
-  {'query': "In what ways does Taylor Cruz's leadership style impact team dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 225},
-  {'query': "How do the team members' backgrounds complement each other in achieving mission objectives?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 226},
-  {'query': 'What specific skills does Sam Rivera bring to the team that influence his interactions with Alex Mercer?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 227},
-  {'query': "How does Dr. Jordan Hayes' scientific background affect their relationship with Alex Mercer?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 228},
-  {'query': "In what ways does Taylor Cruz's military experience shape their interactions with Alex Mercer?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 229},
-  {'query': "How do the team members' backgrounds contribute to the overall success of their mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 230},
-  {'query': 'What are some examples of conflicts or collaborations between Alex Mercer and other team members due to their backgrounds?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 231},
-  {'query': "How does Alex Mercer view Dr. Jordan Hayes' contributions to the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 232},
-  {'query': 'What specific instances highlight the collaboration between Alex Mercer and Dr. Jordan Hayes?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 233},
-  {'query': "How does Taylor Cruz's leadership style impact the dynamic between Alex Mercer and Dr. Jordan Hayes?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 234},
-  {'query': 'What are the key challenges faced by the team during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 235},
-  {'query': "How do the team's interactions reflect their individual approaches to the mission's objectives?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 236},
-  {'query': 'What specific roles do each team member play in managing the alien signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 237},
-  {'query': "How does Alex Mercer's leadership style influence the team's approach to the signal?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 238},
-  {'query': 'What are the potential risks the team faces in engaging with the alien signal?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 239},
-  {'query': 'How does the team balance scientific curiosity with the need for caution?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 240},
-  {'query': 'What protocols are in place for first contact with an alien intelligence?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 241},
-  {'query': 'What specific skills does Mercer bring to the encryption process?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 242},
-  {'query': 'How does Mercer manage team dynamics during the decryption efforts?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 243},
-  {'query': 'What are the potential risks if the encryption process fails?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 244},
-  {'query': 'How does the team balance scientific discovery with caution?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 245},
-  {'query': 'What role does Mercer play in the strategic planning of the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 246},
-  {'query': "How does Alex Mercer's military background influence his mentoring style?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 247},
-  {'query': "What are the key moments that highlight Alex Mercer's mentorship in the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 248},
-  {'query': 'How does Alex Mercer balance his role as a mentor with his responsibilities as a team leader?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 249},
-  {'query': "What impact does the mission's uncertainty have on Alex Mercer's mentoring approach?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 250},
-  {'query': "What is Dr. Jordan Hayes' background and how did they become involved with the Paranormal Military Squad?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 251},
-  {'query': "How does Dr. Jordan Hayes' approach to problem-solving differ from other team members at Dulce Base?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 252},
-  {'query': 'What specific challenges has Dr. Jordan Hayes faced during the mission, and how have they overcome them?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 253},
-  {'query': "How does Dr. Jordan Hayes' relationship with other team members influence their effectiveness in the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 254},
-  {'query': "What role does Dr. Jordan Hayes play in interpreting the alien messages, and how critical is this to the mission's success?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 255},
-  {'query': 'What specific challenges did Alex Mercer face during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 256},
-  {'query': "How did Alex Mercer's leadership style influence the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 257},
-  {'query': "What were the potential risks associated with Mercer's decisions?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 258},
-  {'query': "How did Mercer's decisions impact the outcome of the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 259},
-  {'query': "What role did other team members play in supporting Mercer's decisions?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 260},
-  {'query': 'What specific skills does Agent Mercer bring to the team at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 261},
-  {'query': "How does Agent Mercer's leadership style affect the team's dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 262},
-  {'query': 'What are the challenges Agent Mercer faces during the operations at Dulce Base?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 263},
-  {'query': 'How does Agent Mercer interact with other key team members like Dr. Jordan Hayes?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 264},
-  {'query': "What are the potential risks and rewards of Agent Mercer's approach to the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 265},
-  {'query': 'What specific strategies does Agent Mercer use to ensure team safety during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 266},
-  {'query': "How does Agent Mercer's military background influence his approach to risk management?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 267},
-  {'query': 'In what ways does Agent Mercer collaborate with other team members to address potential threats?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 268},
-  {'query': 'What are the key challenges Agent Mercer faces in balancing military objectives with diplomatic opportunities?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 269},
-  {'query': "How does Agent Mercer's leadership style evolve throughout the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 270},
-  {'query': "How does Agent Mercer's leadership style influence his team's approach to interstellar communication?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 271},
-  {'query': 'What specific strategies does Mercer employ to balance caution and curiosity in his approach?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 272},
-  {'query': "How does Mercer's collaboration with Dr. Jordan Hayes enhance their understanding of alien signals?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 273},
-  {'query': "What are the potential risks of Mercer's approach to interstellar communication?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 274},
-  {'query': "How might Mercer's approach be adapted for future missions involving extraterrestrial contact?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 275},
-  {'query': 'What specific strategies does Alex Mercer use to maintain team cohesion?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 276},
-  {'query': "How does Alex Mercer's leadership style impact the team's decision-making process?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 277},
-  {'query': 'In what ways does Alex Mercer adapt his leadership style to the challenges of extraterrestrial communication?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 278},
-  {'query': "How do team members perceive Alex Mercer's leadership style?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 279},
-  {'query': "What are the key differences between Alex Mercer's leadership and traditional military leadership styles?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 280},
-  {'query': "What is Alex Mercer's background and how does it influence his actions during the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 281},
-  {'query': 'How does Alex Mercer interact with other team members, such as Dr. Jordan Hayes and Taylor Cruz?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 282},
-  {'query': 'What are the specific challenges Alex Mercer faces during the mission, and how does he address them?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 283},
-  {'query': "How does Alex Mercer's leadership style impact the team's approach to the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 284},
-  {'query': "What are the potential consequences of Alex Mercer's decisions during the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 285},
-  {'query': 'What specific actions has Mercer taken that demonstrate his leadership style?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 286},
-  {'query': "How do other team members perceive Mercer's leadership?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 287},
-  {'query': "In what ways does Mercer's military background influence his leadership approach?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 288},
-  {'query': 'How does Mercer handle conflicts or disagreements within the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 289},
-  {'query': 'What are the key challenges Mercer faces as a leader in this mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 290},
-  {'query': 'What specific skills does Dr. Jordan Hayes bring to the team?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 291},
-  {'query': 'What challenges does Dr. Jordan Hayes face in interpreting the alien signals?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 292},
-  {'query': "How does Dr. Jordan Hayes' work influence the team's decision-making process?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 293},
-  {'query': "What are the potential risks associated with Dr. Jordan Hayes' interpretations of the alien messages?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 294},
-  {'query': "How does Alex Mercer's leadership style affect team dynamics?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 295},
-  {'query': 'What challenges does Alex Mercer face in his role during the mission?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 296},
-  {'query': "What is Alex Mercer's background and how does it influence his actions in the mission?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 297},
-  {'query': 'What challenges does Alex Mercer face in interpreting alien communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 298},
-  {'query': 'How does Alex Mercer collaborate with Dr. Jordan Hayes in the decoding process?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 299},
-  {'query': 'What are the potential risks Alex Mercer considers in engaging with alien communications?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 300},
-  {'query': 'What specific roles do the team members play in the operations at Dulce?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 301},
-  {'query': 'How does the Dulce complex facilitate communication with extraterrestrial intelligence?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 302},
-  {'query': 'What are the potential risks associated with the operations at Dulce?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 303},
-  {'query': "How does the setting of Dulce influence the team's dynamics and decision-making?",
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 304},
-  {'query': 'What historical or fictional precedents might have inspired the depiction of the Dulce complex?',
-   'answer': None,
-   'score': None,
-   'metadata': {},
-   'id': 305},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 126},
   {'query': "How does Alex Mercer's leadership style influence the team's dynamics?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 127},
+  {'query': 'What are the key challenges faced by Alex Mercer and his team at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 128},
+  {'query': 'How do other team members, like Taylor Cruz and Sam Rivera, interact with Alex Mercer?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 129},
+  {'query': "What is the significance of the alien signal in the team's mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 130},
+  {'query': 'What specific skills does Alex Mercer bring to the Dulce Facility mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 131},
+  {'query': "How does Alex Mercer's leadership style impact the team's dynamics?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 132},
+  {'query': 'What are the potential risks Alex Mercer is concerned about in the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 133},
+  {'query': 'How does Alex Mercer handle conflicts or disagreements within the team?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 134},
+  {'query': "What are Alex Mercer's long-term aspirations beyond the Dulce Facility mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 135},
+  {'query': "What specific actions does Taylor Cruz take to ensure the team's safety during missions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 136},
+  {'query': "How does Taylor Cruz's approach compare to Alex Mercer's leadership style?",
+   'answer': "Taylor Cruz and Alex Mercer exhibit contrasting leadership styles, each shaped by their unique perspectives and roles within the team. Taylor Cruz is characterized by a more authoritarian and command-driven approach. Cruz often emphasizes the importance of maintaining protocols and order, as seen when they remind the team to stay grounded and not go off-course [Data: Sources (12)]. This approach is evident in their interactions, where they often assert control and prioritize adherence to established procedures, even in the face of unknown challenges [Data: Sources (1, 9)]. Cruz's leadership style is rooted in a desire for control and a focus on the potential risks associated with their mission, as they frequently urge caution and emphasize the need to assess threats to humanity [Data: Sources (31)].\n\nIn contrast, Alex Mercer demonstrates a more collaborative and adaptive leadership style. Mercer values intuition and trust, recognizing that technology alone may not suffice in navigating the complexities of their mission [Data: Sources (3)]. He encourages open dialogue and values the insights of his team members, fostering an environment where collaboration and shared understanding are prioritized. Mercer's leadership is marked by a balance between military discipline and a diplomatic approach, as he seeks to understand and engage with the unknown rather than confront it [Data: Sources (18)]. This is reflected in his interactions with team members like Jordan Hayes and Sam Rivera, where he acknowledges their expertise and encourages a collective effort to decipher the alien signals [Data: Sources (21)].\n\nOverall, while Cruz's leadership is more rigid and protocol-driven, Mercer's style is flexible and inclusive, focusing on leveraging the strengths of his team to navigate the uncertainties of their mission. This difference in approach highlights the dynamic interplay between maintaining order and embracing adaptability in the face of unprecedented challenges.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10984,
+    'output_tokens': 470,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    4   stepping into their exchange. The authority i...
+     1   12   keep the team grounded. No one goes off-cours...
+     2    2  , rehearsing the speech for their subordinates...
+     3    6   ordered, their voice echoing slightly before ...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5    7  , while Alex clenched his jaw, the buzz of fru...
+     6   45   they faced. "If it's truly sentient, we're no...
+     7   27  , and not a small measure of trepidation. "Thi...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   31   set the tempo for an undertaking that travers...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11   5   very walls of the shaft—a whisper of somethin...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13   9   "The silence here... It's almost as if the ba...
+     14  41   conviction that knowledge was more than power...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 137},
+  {'query': "In what ways does Taylor Cruz's cautious nature impact the team's decision-making process?",
+   'answer': "Taylor Cruz's cautious nature significantly influences the team's decision-making process, often acting as a counterbalance to the more exploratory and risk-taking tendencies of other team members. Cruz's approach is characterized by a strong adherence to protocol and a focus on maintaining control over the situation, which can sometimes create tension within the team but also ensures that decisions are made with a clear understanding of potential risks.\n\nFor instance, Cruz's insistence on maintaining communication protocols and conducting regular systems checks highlights their focus on preparedness and risk management [Data: Sources (5, 6)]. This cautious approach is evident when Cruz emphasizes the importance of staying grounded and not going off-course, which serves as both a command and a plea to the team to remain focused on their mission objectives [Data: Sources (12)].\n\nCruz's pragmatism is also reflected in their interactions with other team members, such as when they remind the team of the potential aggressiveness of alien intent, urging caution in their approach to the unknown [Data: Sources (45)]. This perspective often leads to a more measured response to the challenges they face, ensuring that the team does not act impulsively and considers the broader implications of their actions.\n\nOverall, Taylor Cruz's cautious nature acts as a stabilizing force within the team, encouraging a balanced approach to decision-making that weighs the potential benefits of exploration against the inherent risks of their mission. This dynamic is crucial in maintaining the team's focus and ensuring that their actions are aligned with their overarching goals.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10984,
+    'output_tokens': 419,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    4   stepping into their exchange. The authority i...
+     1   12   keep the team grounded. No one goes off-cours...
+     2    2  , rehearsing the speech for their subordinates...
+     3    6   ordered, their voice echoing slightly before ...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5    7  , while Alex clenched his jaw, the buzz of fru...
+     6   45   they faced. "If it's truly sentient, we're no...
+     7   27  , and not a small measure of trepidation. "Thi...
+     8   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     9   31   set the tempo for an undertaking that travers...
+     10  14   a communal outreach beyond the stars. As dawn...
+     11   5   very walls of the shaft—a whisper of somethin...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13   9   "The silence here... It's almost as if the ba...
+     14  41   conviction that knowledge was more than power...
+     15   3  , weighing his words carefully. "Our tech is t...
+     16  21   an undercurrent of intensity carried forth in...}},
+   'id': 138},
+  {'query': "Are there any instances where Taylor Cruz's caution is challenged by other team members?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 139},
+  {'query': "How does Taylor Cruz's background influence their cautious approach in the Paranormal Military Squad?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 140},
+  {'query': 'What specific protocols are in place to manage the risks at Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 141},
+  {'query': 'How does the team plan to interpret and respond to the alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 142},
+  {'query': 'What are the potential consequences of a miscommunication with the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 143},
+  {'query': "How does Alex Mercer's leadership style influence the team's approach to these risks?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 144},
+  {'query': 'What role does Dr. Jordan Hayes play in mitigating the scientific risks of the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 145},
+  {'query': 'What are the specific challenges Alex Mercer faces during the operations at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 146},
+  {'query': 'What is the nature of the alien signals that Alex Mercer and his team are trying to decode?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 147},
+  {'query': "How do other team members perceive Alex Mercer's role and decisions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 148},
+  {'query': 'What are the potential consequences of the operations led by Alex Mercer at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 149},
+  {'query': 'What role does Alex Mercer play in the operations at the Dulce Facility?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 150},
+  {'query': 'How does the team at Dulce ensure the security of their communications with the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 151},
+  {'query': 'What are the potential risks associated with decoding and responding to the alien signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 152},
+  {'query': 'How does the technology at Dulce compare to other known facilities dealing with extraterrestrial communications?',
+   'answer': "The technology at the Dulce facility, as described in the sources, appears to be highly advanced and specialized for the purpose of extraterrestrial communication. The facility is equipped with sophisticated mainframes and consoles that are capable of decrypting and interpreting complex alien signals. The team at Dulce, including Dr. Jordan Hayes and Alex Mercer, utilizes this technology to engage in what is described as a potential first contact scenario with an extraterrestrial intelligence [Data: Sources (26, 22, 36, 42, 1)].\n\nThe descriptions suggest that the technology at Dulce is not only advanced but also adaptive, capable of evolving in response to the alien signals it receives. This is evident from the way the signals are described as evolving and adapting, suggesting a level of interaction that goes beyond simple reception and transmission [Data: Sources (26, 22, 36, 42, 1)].\n\nIn comparison to other known facilities dealing with extraterrestrial communications, such as the SETI Institute, which primarily uses radio telescopes to search for extraterrestrial signals, Dulce's technology seems to be more interactive and possibly more advanced in terms of direct communication capabilities. While SETI focuses on detecting signals, the technology at Dulce appears to be designed for active engagement and interpretation of complex alien languages, as indicated by the references to symphonic modulation and the potential for interspecies communication [Data: Sources (26, 22, 36, 42, 1)].\n\nOverall, the technology at Dulce is portrayed as being at the forefront of extraterrestrial communication efforts, with capabilities that suggest a readiness for direct interaction with alien intelligences, a step beyond the passive listening approach of other facilities.",
+   'score': 70,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10983,
+    'output_tokens': 470,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   26  eterred, Jordan cast a determined glance at th...
+     1   22   his team into the core of their approach, his...
+     2   36  's luminescence. "Remember, while we seek comm...
+     3   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     4    1  's authoritarian performance. _Protocols_, Jor...
+     5   41   conviction that knowledge was more than power...
+     6   10   but felt by all. The walls didn't just whispe...
+     7   34  Our responses so far have echoed their complex...
+     8   38   urged, his voice bearing the gravitas of thei...
+     9    7  , while Alex clenched his jaw, the buzz of fru...
+     10   2  , rehearsing the speech for their subordinates...
+     11  17   on the sequences that danced across the scree...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  22   his team into the core of their approach, his...
+     15   6   ordered, their voice echoing slightly before ...
+     16  38   urged, his voice bearing the gravitas of thei...}},
+   'id': 153},
+  {'query': 'What are the implications of successfully decoding the alien signal for humanity?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 154},
+  {'query': "What specific instances highlight Mercer's collaborative approach?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 155},
+  {'query': "How does Cruz's emphasis on protocol impact team dynamics?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 156},
+  {'query': "In what ways does Mercer's leadership style influence the team's response to the alien signal?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 157},
+  {'query': "How do team members respond to Cruz's authoritative leadership?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 158},
+  {'query': 'What are the potential advantages and disadvantages of each leadership style in high-stakes situations?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 159},
+  {'query': 'What specific technologies does Alex Mercer use in his missions?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 160},
+  {'query': 'How does Alex Mercer handle conflicts within his team regarding ethical decisions?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 161},
+  {'query': 'What are the potential risks Alex Mercer faces in balancing technology and ethics?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 162},
+  {'query': "How does Alex Mercer's leadership style influence his team's approach to ethical dilemmas?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 163},
+  {'query': 'What role does Alex Mercer play in the decision-making process of the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 164},
+  {'query': 'What is the historical background of Dulce Base and its alleged connections to extraterrestrial activity?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 165},
+  {'query': 'Are there any credible sources or investigations that have explored the claims of extraterrestrial activity at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 166},
+  {'query': 'How do the fictional accounts of Dulce Base compare to other popular conspiracy theories about government and alien interactions?',
+   'answer': 'The fictional accounts of Dulce Base, as depicted in the provided sources, present a narrative rich with intrigue, advanced technology, and the potential for interstellar communication. These stories often revolve around a secretive underground facility where a team of agents, including Alex Mercer, engage in decoding alien signals and preparing humanity for first contact. The narrative is filled with tension, as the team navigates the unknown, balancing the potential for groundbreaking discovery with the inherent risks of interacting with an alien intelligence [Data: Sources (6, 38, 27, 5, 9)].\n\nThis portrayal of Dulce Base aligns with several popular conspiracy theories about government and alien interactions, which often suggest that secretive military bases are sites of extraterrestrial contact and advanced technological experimentation. For instance, the Roswell incident and Area 51 are two of the most famous conspiracy theories that claim the U.S. government is hiding evidence of alien life and technology. These theories often include elements of secrecy, government cover-ups, and the potential for alien-human collaboration or conflict, similar to the themes explored in the Dulce Base narrative [Data: Sources (30, 46, 15, 35)].\n\nHowever, the fictional accounts of Dulce Base add a layer of narrative depth by focusing on the human element—how individuals like Alex Mercer and his team respond to the challenges of potential first contact. This human-centric approach contrasts with many conspiracy theories that focus more on the broader implications of government secrecy and less on the personal experiences of those involved. The stories of Dulce Base emphasize the emotional and ethical dimensions of such interactions, exploring themes of trust, communication, and the unknown [Data: Sources (28, 32, 3, 23)].\n\nOverall, while the fictional accounts of Dulce Base share common elements with other conspiracy theories about government and alien interactions, they offer a unique perspective by delving into the personal and psychological aspects of such encounters, providing a narrative that is both thrilling and thought-provoking.',
+   'score': 75,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10982,
+    'output_tokens': 529,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    6   ordered, their voice echoing slightly before ...
+     1   38   urged, his voice bearing the gravitas of thei...
+     2   27  , and not a small measure of trepidation. "Thi...
+     3    5   very walls of the shaft—a whisper of somethin...
+     4    9   "The silence here... It's almost as if the ba...
+     5   30   emissaries to a celestial congress we're only...
+     6   46   was now actively partaking in an exchange not...
+     7   29  crum of insight and expertise, and felt the so...
+     8   45   they faced. "If it's truly sentient, we're no...
+     9   31   set the tempo for an undertaking that travers...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11   3  , weighing his words carefully. "Our tech is t...
+     12  23  Sam Rivera, ever the source of technological a...
+     13  47   revealing a tinge of skepticism at Taylor Cru...
+     14  15   than the last.\n\nThen, with a sudden burst t...
+     15  35  , every keystroke an intricate step in their t...
+     16  28   "and in every word we script, in every respon...}},
+   'id': 167},
+  {'query': 'What role does Alex Mercer play in the fictional narrative of Dulce Base, and how does it relate to the theme of extraterrestrial contact?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 168},
+  {'query': 'What are the common elements in stories about secretive military bases and extraterrestrial activity?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 169},
+  {'query': "What is Taylor Cruz's role within the Paranormal Military Squad?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 170},
+  {'query': "How does Taylor Cruz's approach to protocols compare to other team members?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 171},
+  {'query': "What are some specific examples of missions where Taylor Cruz's protocols were crucial?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 172},
+  {'query': "How do team members respond to Taylor Cruz's enforcement of protocols?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 173},
+  {'query': "What impact do Taylor Cruz's protocols have on the success of missions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 174},
+  {'query': 'What are the specific challenges Agent Mercer faces during the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 175},
+  {'query': "How does Agent Mercer's leadership style affect the team's dynamics?",
+   'answer': "Agent Alex Mercer's leadership style significantly influences the dynamics of the Paranormal Military Squad team, fostering a balance between discipline and open communication. Mercer's approach is characterized by a blend of military precision and a willingness to engage with the team's insights, which is crucial in the high-stakes environment of Dulce Base.\n\nMercer demonstrates a strong sense of responsibility and strategic foresight, often encouraging team members like Dr. Jordan Hayes and Sam Rivera to contribute their expertise to the mission. This is evident when Mercer acknowledges the importance of keeping communication channels open and ensuring that no message or pulse goes unchecked, highlighting his trust in the team's collective acumen [Data: Sources (23, 24, 31, 41, 44)]. His leadership is not just about giving orders but also about fostering an environment where team members feel valued and empowered to share their insights, as seen when he invites collaboration rather than dictating orders [Data: Sources (18, 41)].\n\nMoreover, Mercer's leadership style is adaptive, as he balances the need for caution with the pursuit of discovery. He is aware of the potential risks involved in their mission and urges the team to proceed with caution, yet he also recognizes the importance of understanding and engaging with the unknown [Data: Sources (9, 23, 24)]. This dual focus on safety and exploration helps maintain a dynamic where team members are encouraged to think critically and creatively, contributing to a cohesive and effective team dynamic.\n\nOverall, Mercer's leadership style is instrumental in navigating the complexities of their mission, as it promotes a culture of mutual respect and shared responsibility, allowing the team to operate effectively under pressure and uncertainty.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10981,
+    'output_tokens': 436,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   45   they faced. "If it's truly sentient, we're no...
+     3   31   set the tempo for an undertaking that travers...
+     4   27  , and not a small measure of trepidation. "Thi...
+     5   23  Sam Rivera, ever the source of technological a...
+     6   24  Keep the communication channels open. But let ...
+     7   26  eterred, Jordan cast a determined glance at th...
+     8    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     9   16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     10  32   cosmos—secrets that, until now, had been lost...
+     11  14   a communal outreach beyond the stars. As dawn...
+     12  18   the universe.\n\nIn a symphony of clicks and ...
+     13  44   It's a... symphony. It's as if they're teachi...
+     14  41   conviction that knowledge was more than power...
+     15   8   I'm right, what we're looking at isn't random...
+     16  10   but felt by all. The walls didn't just whispe...}},
+   'id': 176},
+  {'query': "What is Agent Mercer's relationship with Dr. Jordan Hayes?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 177},
+  {'query': 'How does Agent Mercer balance protocol with the need for adaptability?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 178},
+  {'query': 'What are the key decisions made by Agent Mercer during the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 179},
+  {'query': 'What specific role does Agent Mercer play in managing these risks?',
+   'answer': "Agent Alex Mercer plays a crucial role in managing the risks associated with the mission at Dulce Base, primarily through his leadership and strategic decision-making. As a member of the Paranormal Military Squad, Mercer is depicted as a steady and reliable presence amidst the uncertainty and potential dangers posed by the alien signals they are investigating. His role involves balancing caution with the pursuit of knowledge, ensuring that the team remains focused on their objectives while being mindful of the potential consequences of their actions.\n\nMercer is portrayed as someone who values the input and expertise of his team members, such as Dr. Jordan Hayes and Sam Rivera, and he actively seeks their insights to inform the team's approach to the alien communication [Data: Sources (9, 42, 45, 23, 24)]. This collaborative approach helps mitigate risks by leveraging the diverse skills and perspectives within the team, allowing them to adapt to the evolving situation effectively.\n\nFurthermore, Mercer's experience and intuition guide the team in maintaining open communication channels with the alien intelligence, while also ensuring that no message or signal goes unchecked. This careful monitoring is crucial in managing the risk of miscommunication or unintended escalation with the extraterrestrial entity [Data: Sources (23, 24, 44, 41)]. His leadership is characterized by a blend of military discipline and a willingness to explore the unknown, which helps the team navigate the complex and potentially hazardous landscape of first contact with an alien intelligence.\n\nOverall, Agent Mercer's role in managing risks is defined by his ability to maintain a strategic focus, foster collaboration among his team, and balance the pursuit of groundbreaking discoveries with the need for caution and preparedness.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10980,
+    'output_tokens': 437,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0    9   "The silence here... It's almost as if the ba...
+     1   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     2   40   and the distant hum of machinery hinted at Du...
+     3   45   they faced. "If it's truly sentient, we're no...
+     4   31   set the tempo for an undertaking that travers...
+     5   27  , and not a small measure of trepidation. "Thi...
+     6   23  Sam Rivera, ever the source of technological a...
+     7   24  Keep the communication channels open. But let ...
+     8   26  eterred, Jordan cast a determined glance at th...
+     9    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     10  16   a new cosmic paradigm.\n\nAlex Mercer watched...
+     11  32   cosmos—secrets that, until now, had been lost...
+     12  14   a communal outreach beyond the stars. As dawn...
+     13  18   the universe.\n\nIn a symphony of clicks and ...
+     14  44   It's a... symphony. It's as if they're teachi...
+     15  41   conviction that knowledge was more than power...
+     16   8   I'm right, what we're looking at isn't random...}},
+   'id': 180},
+  {'query': 'How does the team prepare for potential hostile encounters with alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 181},
+  {'query': 'What protocols are in place for first contact with extraterrestrial beings?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 182},
+  {'query': 'How does the team balance scientific curiosity with the need for caution?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 183},
+  {'query': 'What are the psychological impacts on the team members during this mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 184},
+  {'query': "How does Taylor Cruz's leadership style compare to Alex Mercer's?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 185},
+  {'query': "What specific instances demonstrate Taylor Cruz's impact on team dynamics?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 186},
+  {'query': "How does Taylor Cruz's caution influence the team's decision-making process?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 187},
+  {'query': "In what ways does Taylor Cruz's approach to protocol affect the mission's success?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 188},
+  {'query': "How do other team members perceive Taylor Cruz's cautious nature?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 189},
+  {'query': 'What specific strategies does Alex Mercer employ to manage his team effectively?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 190},
+  {'query': 'How does Alex Mercer balance the need for caution with the pursuit of knowledge?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 191},
+  {'query': 'What are the potential risks associated with the alien signal, and how does Alex address them?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 192},
+  {'query': 'How do the team dynamics influence the decision-making process in the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 193},
+  {'query': 'What ethical considerations does Alex Mercer face in the context of potential first contact with alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 194},
+  {'query': 'What specific protocols are in place to manage the risks of interstellar communication at Dulce base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 195},
+  {'query': 'How does the team at Dulce base prepare for potential hostile actions from the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 196},
+  {'query': 'What role does Agent Mercer play in mitigating the risks associated with the interstellar dialogue?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 197},
+  {'query': 'How does the team ensure the security and integrity of their communication systems during the operation?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 198},
+  {'query': 'What are the psychological impacts on the team members involved in this high-stakes operation?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 199},
+  {'query': 'What specific strategies does Alex Mercer employ to maintain team morale during the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 200},
+  {'query': "How does Alex Mercer's leadership style compare to that of Taylor Cruz?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 201},
+  {'query': 'In what ways does Alex Mercer adapt his communication style to different team members?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 202},
+  {'query': 'What challenges does Alex Mercer face in balancing caution and optimism?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 203},
+  {'query': "How does Alex Mercer's role evolve throughout the mission at Dulce Base?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 204},
+  {'query': 'What specific challenges does Agent Mercer face during Operation: Dulce?',
+   'answer': "Agent Alex Mercer faces a multitude of challenges during Operation: Dulce, both external and internal, as he navigates the complexities of the mission. One of the primary challenges is the enigmatic nature of the Dulce base itself, which is shrouded in mystery and filled with advanced alien technology that defies conventional understanding. This environment demands a high level of adaptability and problem-solving skills from Mercer and his team [Data: Sources (40, 42, 9)].\n\nInternally, Mercer grapples with the tension between adhering to strict protocols and his natural inclination to question and explore beyond the given parameters. This internal conflict is exacerbated by the authoritative presence of Taylor Cruz, whose rigid adherence to protocol often clashes with Mercer's more inquisitive nature. This dynamic creates a competitive undercurrent that challenges Mercer's ability to balance compliance with his desire for deeper understanding [Data: Sources (0, 6, 8)].\n\nAdditionally, Mercer faces the challenge of maintaining team cohesion and morale in the face of existential threats and the unknown. The mission's high stakes and the potential for groundbreaking discoveries weigh heavily on him, as he must ensure that the team remains focused and united despite the pressures and uncertainties they encounter [Data: Sources (12, 15, 23)].\n\nOverall, Mercer's challenges are multifaceted, involving the navigation of complex interpersonal dynamics, the management of high-stakes scientific exploration, and the reconciliation of his personal convictions with the mission's demands.",
+   'score': 85,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10978,
+    'output_tokens': 406,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   40   and the distant hum of machinery hinted at Du...
+     1    9   "The silence here... It's almost as if the ba...
+     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     3   12   keep the team grounded. No one goes off-cours...
+     4   40   and the distant hum of machinery hinted at Du...
+     5    6   ordered, their voice echoing slightly before ...
+     6    8   I'm right, what we're looking at isn't random...
+     7    0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+     8   33   were locked onto the display screen, where an...
+     9   15   than the last.\n\nThen, with a sudden burst t...
+     10  45   they faced. "If it's truly sentient, we're no...
+     11  31   set the tempo for an undertaking that travers...
+     12  27  , and not a small measure of trepidation. "Thi...
+     13  23  Sam Rivera, ever the source of technological a...
+     14  24  Keep the communication channels open. But let ...
+     15  26  eterred, Jordan cast a determined glance at th...
+     16   0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...}},
+   'id': 205},
+  {'query': 'What are the key interactions between Agent Mercer and Dr. Jordan Hayes?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 206},
+  {'query': 'How does Agent Mercer balance military protocol with scientific exploration?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 207},
+  {'query': 'What are the potential consequences of the mission for Agent Mercer and his team?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 208},
+  {'query': 'What are the specific challenges Alex Mercer faces during the signal analysis?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 209},
+  {'query': "How does Alex Mercer's leadership style influence the team's approach to the signal?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 210},
+  {'query': 'What is the nature of the relationship between Alex Mercer and other team members like Dr. Jordan Hayes?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 211},
+  {'query': 'How does Alex Mercer balance caution and optimism in the face of potential first contact?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 212},
+  {'query': 'What are the potential consequences of the signal analysis for humanity, according to Alex Mercer?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 213},
+  {'query': 'What specific technologies are used by the Dulce team to secure communications?',
+   'answer': 'The Dulce team employs a variety of advanced technologies to secure their communications, as evidenced by the detailed descriptions of their operations. One of the primary technologies mentioned is the use of encrypted radio transmitters, which are crucial for maintaining secure lines of communication within the facility and potentially with extraterrestrial entities [Data: Sources (2)]. This technology is highlighted in the context of ensuring that communication lines with Dulce are re-established and that the secrets it conceals are illuminated.\n\nAdditionally, the team utilizes a complex array of audio interfaces and decryption machines to handle the alien signals they are attempting to decode. These devices are described as being capable of translating alien characters and signals into a form that the team can understand and respond to, indicating a high level of sophistication in their communication technology [Data: Sources (25, 36)]. The use of such technology suggests a focus on both security and the ability to adapt to unknown and potentially hostile communication protocols.\n\nFurthermore, the team is described as working with supercomputers and other high-tech equipment that bathe the command center in an eerie blue light, suggesting the use of advanced computational power to process and secure the vast amounts of data they are dealing with [Data: Sources (36)]. This setup is essential for managing the encrypted dialogue and ensuring that any communication with extraterrestrial intelligences is both secure and effective.\n\nOverall, the technologies used by the Dulce team reflect a blend of military precision and scientific innovation, aimed at securing their communications while engaging with potentially groundbreaking extraterrestrial signals.',
+   'score': 70,
+   'metadata': {'llm_calls': 1,
+    'prompt_tokens': 10983,
+    'output_tokens': 423,
+    'context_data': {'entities': Empty DataFrame
+     Columns: [in_context]
+     Index: [],
+     'sources':     id                                               text
+     0   22   his team into the core of their approach, his...
+     1   26  eterred, Jordan cast a determined glance at th...
+     2   42   the dark heart of Dulce's secrets. \n\nAnd th...
+     3    1  's authoritarian performance. _Protocols_, Jor...
+     4   41   conviction that knowledge was more than power...
+     5   10   but felt by all. The walls didn't just whispe...
+     6   34  Our responses so far have echoed their complex...
+     7   38   urged, his voice bearing the gravitas of thei...
+     8    7  , while Alex clenched his jaw, the buzz of fru...
+     9    2  , rehearsing the speech for their subordinates...
+     10  17   on the sequences that danced across the scree...
+     11  18   the universe.\n\nIn a symphony of clicks and ...
+     12  44   It's a... symphony. It's as if they're teachi...
+     13  22   his team into the core of their approach, his...
+     14  36  's luminescence. "Remember, while we seek comm...
+     15  25   his fingers hovering over the command keys. W...
+     16  16   a new cosmic paradigm.\n\nAlex Mercer watched...}},
+   'id': 214},
+  {'query': "How does Alex Mercer's leadership influence the team's communication strategies?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 215},
+  {'query': 'What are the potential risks identified by the team in communicating with extraterrestrial entities?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 216},
+  {'query': 'How does the team adapt their strategies in response to evolving alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 217},
+  {'query': 'What role does each team member play in ensuring communication security at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 218},
+  {'query': "What specific actions does Taylor Cruz take to ensure the team's safety during the mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 219},
+  {'query': "How does Alex Mercer's leadership style influence the team's approach to the Cosmic Vocalization?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 220},
+  {'query': "How do Sam Rivera's and Jordan Hayes's views on the Cosmic Vocalization complement or conflict with Taylor Cruz's perspective?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 221},
+  {'query': "In what ways does the team's dynamic change as they progress in understanding the Cosmic Vocalization?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 222},
+  {'query': 'What specific skills does Alex Mercer bring to the team?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 223},
+  {'query': "How does Sam Rivera's technical expertise impact the mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 224},
+  {'query': "In what ways does Taylor Cruz's leadership style affect team morale?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 225},
+  {'query': "How do Jordan Hayes' analytical skills contribute to the mission's success?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 226},
+  {'query': 'What are the key challenges the team faces during their mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 227},
+  {'query': 'What are the potential consequences of the risks Agent Mercer is managing?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 228},
+  {'query': 'How does Agent Mercer balance military protocol with the need for adaptability?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 229},
+  {'query': "What role do other team members play in supporting Agent Mercer's risk management efforts?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 230},
+  {'query': 'What are the potential risks associated with interacting with an adaptive and learning signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 231},
+  {'query': 'How does the team at Dulce Base plan to manage the evolving nature of the signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 232},
+  {'query': 'What protocols are in place for first contact with an intelligent extraterrestrial signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 233},
+  {'query': "How does the signal's adaptability compare to known artificial intelligence technologies?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 234},
+  {'query': "What are the implications of the signal's learning ability for future interstellar communications?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 235},
+  {'query': 'What is the nature of the alien technology encountered by Agent Mercer?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 236},
+  {'query': 'How does Agent Mercer manage his relationship with Taylor Cruz during the mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 237},
+  {'query': 'What role does Dr. Jordan Hayes play in supporting Agent Mercer?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 238},
+  {'query': 'How does the team respond to the existential threats they face?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 239},
+  {'query': 'What are the potential implications of the discoveries made during Operation: Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 240},
+  {'query': 'What specific technologies are used at Dulce for extraterrestrial communication?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 241},
+  {'query': 'How does the team at Dulce interpret and respond to alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 242},
+  {'query': 'What are the roles of key personnel like Dr. Jordan Hayes and Alex Mercer in managing the technology at Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 243},
+  {'query': 'How does the technology at Dulce adapt to evolving alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 244},
+  {'query': 'What are the potential risks associated with the technology used at Dulce for extraterrestrial communication?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 245},
+  {'query': "What role does Alex Mercer play in the Dulce team's operations?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 246},
+  {'query': 'How does the Dulce team ensure the security of their data against potential extraterrestrial threats?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 247},
+  {'query': 'What are the specific challenges faced by the Dulce team in decoding alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 248},
+  {'query': 'How does the team balance military protocols with scientific exploration in their mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 249},
+  {'query': 'What are the potential risks associated with the technologies used by the Dulce team?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 250},
+  {'query': 'What specific roles do team members like Alex Mercer and Jordan Hayes play in these protocols?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 251},
+  {'query': 'What historical precedents or experiences have shaped these protocols?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 252},
+  {'query': 'How does the team balance scientific curiosity with the potential risks of engaging with unknown phenomena?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 253},
+  {'query': 'What training do team members undergo to prepare for such encounters?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 254},
+  {'query': 'What specific challenges did Mercer face during Operation: Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 255},
+  {'query': "How did Mercer's leadership style differ from Taylor Cruz's during the mission?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 256},
+  {'query': 'What were the long-term implications of the communication established with the alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 257},
+  {'query': 'How did the team dynamics evolve throughout Operation: Dulce?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 258},
+  {'query': "What role did Jordan Hayes and Sam Rivera play in supporting Mercer's decisions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 259},
+  {'query': "How does Taylor Cruz's leadership style compare to that of Alex Mercer?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 260},
+  {'query': "What specific instances demonstrate Taylor Cruz's impact on the team's mission outcomes?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 261},
+  {'query': "How do other team members perceive Taylor Cruz's cautious approach?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 262},
+  {'query': "In what ways does Taylor Cruz's caution affect the team's interactions with potential extraterrestrial entities?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 263},
+  {'query': "How does Taylor Cruz's cautious nature influence the team's overall strategy in Operation: Dulce?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 264},
+  {'query': 'What specific instances highlight the tension between Taylor Cruz and other team members?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 265},
+  {'query': "How does Alex Mercer's approach to leadership differ from Taylor Cruz's?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 266},
+  {'query': "In what ways does Taylor Cruz's leadership contribute to the success of the Paranormal Military Squad's missions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 267},
+  {'query': "How do other team members perceive Taylor Cruz's leadership style?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 268},
+  {'query': "What are the potential benefits and drawbacks of Taylor Cruz's emphasis on protocol?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 269},
+  {'query': 'What specific roles do the characters like Alex Mercer play in the Dulce Base narrative?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 270},
+  {'query': 'How do the themes of trust and communication manifest in the Dulce Base stories?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 271},
+  {'query': 'What are the most common elements found in conspiracy theories about government and alien interactions?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 272},
+  {'query': 'How does the portrayal of technology in Dulce Base compare to other fictional accounts of alien contact?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 273},
+  {'query': 'What are the ethical implications explored in the Dulce Base narrative regarding first contact with aliens?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 274},
+  {'query': "What is Alex Mercer's role and how does it complement or conflict with Taylor Cruz's strategies?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 275},
+  {'query': "How does Taylor Cruz's leadership style impact the team's dynamics at Dulce Base?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 276},
+  {'query': 'What are some specific challenges Taylor Cruz faces in maintaining protocol at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 277},
+  {'query': "How do other team members perceive Taylor Cruz's strategic decisions?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 278},
+  {'query': "What are the potential consequences of Taylor Cruz's decisions on the mission's outcome?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 279},
+  {'query': 'What specific actions does Mercer take to foster team collaboration?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 280},
+  {'query': "How do other team members perceive Mercer's leadership style?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 281},
+  {'query': "In what ways does Mercer's military background influence his decision-making?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 282},
+  {'query': 'How does Mercer handle conflicts or disagreements within the team?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 283},
+  {'query': "What are the potential challenges Mercer's leadership style might face in high-stress situations?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 284},
+  {'query': 'What specific roles do each team member play in the decoding process?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 285},
+  {'query': 'How does the team ensure the security of their communications with the alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 286},
+  {'query': 'What are the potential risks identified by the team in decoding the signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 287},
+  {'query': 'How does the team plan to handle the ethical implications of communicating with an alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 288},
+  {'query': 'What technologies are being used by the team to decode the alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 289},
+  {'query': 'What is the role of Taylor Cruz in the Paranormal Military Squad?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 290},
+  {'query': "How does Taylor Cruz's approach differ from other team members like Alex Mercer?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 291},
+  {'query': 'What are the potential risks associated with the Cosmic Vocalization that Taylor Cruz is concerned about?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 292},
+  {'query': "How does Taylor Cruz's emphasis on protocol impact the team's decision-making process?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 293},
+  {'query': 'What specific protocols are in place for first contact scenarios in the narrative?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 294},
+  {'query': 'What specific roles do each team member play in deciphering the alien signals?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 295},
+  {'query': 'How does the team balance military protocol with scientific exploration?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 296},
+  {'query': 'What are the potential risks and rewards of successfully communicating with the alien intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 297},
+  {'query': "How do the team members' backgrounds and expertise contribute to their approach to the alien signals?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 298},
+  {'query': "What are the implications of the alien signals for humanity's understanding of the universe?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 299},
+  {'query': 'What specific role does Alex Mercer play in the communication process at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 300},
+  {'query': 'How does the team ensure the security of the communication stream with alien intelligences?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 301},
+  {'query': 'What are the potential risks associated with the technology used at Dulce Base?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 302},
+  {'query': 'How does the team interpret the alien signals, and what challenges do they face?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 303},
+  {'query': "What is the significance of the alien signals being described as a 'symphony'?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 304},
+  {'query': 'What specific strategies does Alex Mercer employ in handling the alien signal?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 305},
+  {'query': "How does Alex Mercer's leadership style affect the team's dynamics at Dulce Base?",
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 306},
-  {'query': 'What challenges does Alex Mercer face during the decryption process?',
+  {'query': "What are the potential risks and rewards of Alex Mercer's approach to the alien signal?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 307},
-  {'query': 'How does Alex Mercer coordinate with other team members besides Dr. Jordan Hayes?',
+  {'query': 'How does Alex Mercer balance military protocol with the need for scientific exploration?',
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 308},
-  {'query': 'What is the significance of the decryption process in the broader context of their mission?',
+  {'query': 'What are the key challenges Alex Mercer faces during the operation at Dulce Base?',
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 309},
-  {'query': 'What specific role does Mercer play in the mission?',
+  {'query': 'What specific instances highlight the differences in decision-making between Taylor Cruz and Alex Mercer?',
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 310},
-  {'query': "How does Hayes' scientific background influence their approach to the mission?",
+  {'query': "How do team members respond to Taylor Cruz's leadership style compared to Alex Mercer's?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 311},
-  {'query': 'What are the implications of the alien signals they encounter?',
+  {'query': "What are the potential advantages and disadvantages of Taylor Cruz's authoritarian approach?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 312},
-  {'query': 'How does the team dynamic evolve throughout the mission?',
+  {'query': "In what ways does Alex Mercer's leadership style impact the team's ability to handle unexpected challenges?",
    'answer': None,
    'score': None,
-   'metadata': {},
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
    'id': 313},
-  {'query': "What are the potential consequences of the mission's outcome for humanity?",
+  {'query': 'How do Taylor Cruz and Alex Mercer handle conflicts or disagreements within the team?',
    'answer': None,
    'score': None,
-   'metadata': {},
-   'id': 314}],
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 314},
+  {'query': 'What specific roles do Alex Mercer and Taylor Cruz play in managing ethical dilemmas?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 315},
+  {'query': 'How does the Paranormal Military Squad balance scientific inquiry with security concerns?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 316},
+  {'query': 'Are there any international guidelines or treaties that govern extraterrestrial communication?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 317},
+  {'query': 'What are the potential risks and benefits of engaging with extraterrestrial intelligence?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 318},
+  {'query': 'How does the team ensure transparency and ethical responsibility in their mission?',
+   'answer': None,
+   'score': None,
+   'metadata': {'llm_calls': 0, 'prompt_tokens': 0, 'output_tokens': 0},
+   'id': 319}],
  'edges': [{'source': 0, 'target': 1, 'weight': 1.0},
   {'source': 0, 'target': 2, 'weight': 1.0},
   {'source': 0, 'target': 3, 'weight': 1.0},
@@ -4873,306 +5740,306 @@ search = DRIFTSearch(
   {'source': 0, 'target': 23, 'weight': 1.0},
   {'source': 0, 'target': 24, 'weight': 1.0},
   {'source': 0, 'target': 25, 'weight': 1.0},
-  {'source': 1, 'target': 65, 'weight': 1.0},
-  {'source': 1, 'target': 66, 'weight': 1.0},
-  {'source': 1, 'target': 67, 'weight': 1.0},
-  {'source': 1, 'target': 68, 'weight': 1.0},
-  {'source': 1, 'target': 69, 'weight': 1.0},
-  {'source': 2, 'target': 41, 'weight': 1.0},
-  {'source': 2, 'target': 46, 'weight': 1.0},
-  {'source': 2, 'target': 47, 'weight': 1.0},
-  {'source': 2, 'target': 48, 'weight': 1.0},
-  {'source': 2, 'target': 49, 'weight': 1.0},
-  {'source': 3, 'target': 100, 'weight': 1.0},
-  {'source': 3, 'target': 101, 'weight': 1.0},
-  {'source': 3, 'target': 102, 'weight': 1.0},
-  {'source': 3, 'target': 103, 'weight': 1.0},
-  {'source': 3, 'target': 104, 'weight': 1.0},
-  {'source': 4, 'target': 90, 'weight': 1.0},
-  {'source': 4, 'target': 91, 'weight': 1.0},
-  {'source': 4, 'target': 92, 'weight': 1.0},
-  {'source': 4, 'target': 93, 'weight': 1.0},
-  {'source': 4, 'target': 94, 'weight': 1.0},
-  {'source': 5, 'target': 41, 'weight': 1.0},
-  {'source': 5, 'target': 42, 'weight': 1.0},
-  {'source': 5, 'target': 43, 'weight': 1.0},
-  {'source': 5, 'target': 44, 'weight': 1.0},
-  {'source': 5, 'target': 45, 'weight': 1.0},
-  {'source': 6, 'target': 85, 'weight': 1.0},
-  {'source': 6, 'target': 86, 'weight': 1.0},
-  {'source': 6, 'target': 87, 'weight': 1.0},
-  {'source': 6, 'target': 88, 'weight': 1.0},
-  {'source': 6, 'target': 89, 'weight': 1.0},
-  {'source': 10, 'target': 120, 'weight': 1.0},
-  {'source': 10, 'target': 121, 'weight': 1.0},
-  {'source': 10, 'target': 122, 'weight': 1.0},
-  {'source': 10, 'target': 123, 'weight': 1.0},
-  {'source': 10, 'target': 124, 'weight': 1.0},
-  {'source': 12, 'target': 105, 'weight': 1.0},
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@@ -5211,7 +6078,7 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
 <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[8]:</div>
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>"# Agent Alex Mercer's Role and Contributions\n\nAgent Alex Mercer is a key figure in the Paranormal Military Squad Team at Dulce Base. His involvement is integral to the team's mission, which orbits the analysis of paranormal activities and the operational management of the command center. Mercer's role is not only operational but also affects the strategy and psychological dynamics of the unit. This reflects his deep involvement in the mission's multifaceted objectives. Delving into the specifics, Mercer is pivotal in the analysis of first contact events and the broader implications these could have on human-alien relations. His awareness and articulation of these events are crucial for the strategic planning and psychological calibration of the mission.\n\nMercer's participation in the briefing room discussions reveals his expertise in intuition and trust-building, elements that are crucial in the high-stakes environment of interspecies communication. This aspect of his role illustrates the psychological complexities that come with interactions that can redefine our understanding of existence and civilizations beyond Earth. His shared concerns with his colleagues about the wider consequences of their discoveries indicate a responsible acknowledgment of the impact of their work. \n\nSuch discussions underscore Mercer’s importance not just as an agent but as a key contributor to the management of expectations and outcomes of their findings. The evolving mission of the squad from passive observation to proactive contact preparation highlights Mercer’s expanded role into active engagement, where his insights into possible strategies for extraterrestrial communication and diplomacy are vital.\n\nMercerat has formed significant collaborative relationships, particularly with Dr. Jordan Hayes, focusing on managing interspecies communication. The success of their combined efforts is vital, as they work to decode alien codes and assist in preparations for potential first contact scenarios. Their partnership symbolizes a united front in analyzing extraterrestrial patterns and preparing for potentially historic encounters.\n\nIn summary, Agent Alex Mercer's contributions to the Paranormal Military Squad Team involve critical analytical and operational actions fundamental to interstellar exchange efforts, highlighting a multifaceted role that extends beyond mere field operations to strategic, psychological, and collaborative dimensions.\n\n# Overview of Alex Mercer's Role in the Paranormal Military Squad and Dulce Base\n\nAlex Mercer is a pivotal leader within the Paranormal Military Squad, which operates primarily out of Dulce Base—a central hub for covert operations focused on interstellar communication with extraterrestrial entities. Mercer's leadership role is central to the squad's mission of establishing contact with alien intelligence, where he adopts a diplomatic approach coupled with strategic planning. His actions and decisions play an integral part in guiding the team towards potential first contact with extraterrestrial beings, characterized by a complex web of collaboration and hierarchy among peers such as Taylor Cruz and Dr. Jordan Hayes. \n\nMercer's role extends beyond simple strategic leadership; he is intricately involved in the diplomatic aspects of extraterrestrial engagement. This includes strategizing the dialogues and communication methods, ensuring that interactions with potential alien intelligences are handled with utmost care and respect. The squad, under his guidance, is not just a military contingent but also an ambassadorial team prepared for the profound implications of making first contact. This makes Mercer not just a military leader but also a key figure in possibly reshaping human understanding and diplomatic relations with otherworldly entities.\n\nThe activities at Dulce Base, facilitated by Mercer's leadership, involve high-stakes technological endeavors and significant strategic exercises to decrypt, analyze, and respond to alien signals. This site acts as a nucleus for the squad's clandestine activities, housing not only high-tech communication devices and efforts but also facilitating complex leadership dynamics and decision-making processes crucial for the success of the mission. Mercer’s collaboration and interactions with other squad members, including the skeptical analytical insights provided by Dr. Jordan Hayes and the strategic oversight of Taylor Cruz, ensure a balanced approach to operating at the intersection of military prowess and diplomatic tact.\n\nWith suspected first contact looming, the efforts led by Mercer are at the forefront of seismic changes in human-extraterrestrial relations, underlining his importance in both historical and strategic contexts. This highlights a potential paradigm shift in interstellar diplomacy spearheaded by Mercer's unique blend of leadership, strategy, and diplomacy.\n\n# Understanding Alex Mercer's Role in Operation: Dulce\n\nAlex Mercer is prominently identified as a key team member within Operation: Dulce, a secretive mission carried out by the Paranormal Military Squad at the Dulce Military Base in New Mexico. This operation focuses on establishing contact with extraterrestrial intelligence, marked by an exceptionally high level of secrecy. Mercer's specific position is of a leadership nature, implying a central role in directing and executing this sensitive mission. \n\nOperation: Dulce is of critical significance, presumably affecting national security or leading to substantive scientific discoveries. This requires a team composed of individuals with diverse and specialized skills, indicative of a strategic approach to overcoming numerous potential obstacles inherent in contacting and communicating with extraterrestrial beings. Alex Mercer's leadership likely involves coordinating between varied domains such as communication, decision-making, and analysis, making him integral to the mission's success.\n\nThe Dulce Military Base provides the necessary infrastructure for the Paranormal Military Squad, with team dynamics being potentially influenced by the base's isolated and secretive environment. As a leader, Mercer would be responsible for maintaining team morale and focus, ensuring that personal well-being does not hinder operational objectives.\n\nThe involvement in an operation of this nature highlights Mercer’s expertise in managing high-stakes, confidential projects. As the operation unfolds within New Mexico, with its distinctive environmental elements, such as frequent storms and secluded landscapes, Mercer's role likely involves contingency planning to navigate these additional challenges.\n\nFinally, Alex Mercer is not operating in isolation. He works alongside a highly skilled team: Sam Rivera, known for communication prowess; Taylor Cruz, noted for decision-making abilities; and Jordan Hayes, who excels at interpreting alien signals. This group synergy, under Mercer’s leadership, demonstrates the collaboration necessary to achieve the formidable task set by Operation: Dulce—possibly altering our understanding of life beyond Earth.\n\n# Understanding the Role of Agent Mercer at Dulce Base\n\nAgent Mercer is identified as a key figure in the operations conducted at the Dulce Base, a heavily classified facility focused on extraterrestrial research and communication. Situated in New Mexico, Dulce Base serves as the central hub for the Paranormal Military Squad’s covert operations regarding extraterrestrial activities. These operations include the decryption of alien signals—an essential task that demands the specialized expertise of personnel like Alex Mercer. Although further details about Mercer’s specific responsibilities or background are not explicitly outlined, it is highlighted that key personnel, including Mercer, Sam Rivera, Taylor Cruz, and Jordan Hayes, are pivotal to the effective functioning and success of the base's mission. Their roles may involve leadership, direct engagement in decryption processes, and overall management of interactions with extraterrestrial intelligence.\n\nGiven that Dulce Base operates under strict secrecy, the participation of an agent like Mercer in such high-stakes covert operations suggests a significant level of proficiency and trust in handling matters of both national and global security implications. In maintaining control over the base's activities, pragmatic oversight is crucial for navigating the unpredictable nature of extraterrestrial contact while ensuring effective communication and response strategies. This rigorous oversight likely involves Mercer, amongst other key personnel, in crafting or implementing communication protocols that address verified and suspected claims of extraterrestrial contact.\n\nAgent Mercer’s association with such critical tasks implies a leadership role in spearheading initiatives that strive towards understanding and interacting with otherworldly entities, which could potentially redefine humanity's perception of the universe. While the available information does not provide a comprehensive biography or personal details about Mercer, his involvement at Dulce Base is intrinsically tied to the broader goals of extraterrestrial research and maintaining strategic oversight over related operations. The absence of specific biographical information highlights the secretive nature of operations and personnel at Dulce Base.\n\n\n# Understanding Alex Mercer in the Context of the Paranormal Military Squad\n\nAlex Mercer is a key member of the Paranormal Military Squad at Dulce Base. This is an exclusive team known for its efforts in deciphering and establishing communication with extraterrestrial signals. The community summary reveals that Alex Mercer holds a significant position within this group by acting as a mentor to Sam Rivera, the cybersecurity expert spearheading the technical aspects of their mission. Mercer's mentorship role suggests a deep well of experience and knowledge, enabling them to provide critical guidance and support to other team members.\n\nWithin the squad, Mercer collaborates closely with key figures such as Sam Rivera, Taylor Cruz, and Jordan Hayes. These interpersonal relationships are vital for the team's success in its complex and pioneering endeavor of interpreting extraterrestrial communications. Alex Mercer appears to contribute not only through mentorship but by also being involved actively in the community's mission of responding to alien signals.\n\nMercer's involvement with the Paranormal Military Squad indicates a background possibly rich in technical or leadership skills, crucial for navigating the challenges posed by the enigmatic nature of extraterrestrial communications. Mercer’s role as a mentor implies a keenness towards fostering growth and learning within the team, supporting members like Sam Rivera, who plays a pivotal role in the squad’s endeavors.\n\nIn essence, Alex Mercer’s role is indispensable in maintaining the community's focus and determination, as indicated by their influence on team dynamics and morale. As a mentor and active team member, Mercer contributes to the technical innovations and strategic decisions necessary for the team's efforts at Dulce Base. The facility itself is noted for its strategic importance, underpinning operations and facilitating the resources needed for the squad's mission. Mercer's impact is thus both personal in terms of team dynamics as well as expansive, influencing larger operational outcomes.\n"</pre>
+<pre>"# Mercer's Role in the Paranormal Military Squad at Dulce Base\n\nMercer is a prominent figure within the Paranormal Military Squad stationed at Dulce Base, an underground facility dedicated to interstellar communication and engagements with extraterrestrial entities. In this high-stakes environment, Mercer acts as both a mentor and leader, providing crucial guidance and strategic insights that are vital for the success of the squad's mission. His leadership style is marked by a strong emphasis on maintaining morale and ensuring operational efficiency among team members, which include Jordan, Alex, Taylor Cruz, and Sam Rivera.\n\nMercer's involvement in the squad centers on his ability to mentor younger team members, fostering an environment of trust and open communication that is essential for deciphering complex alien messages. This task is not only a technical challenge but also one that holds significant cultural and strategic implications for humanity's future interactions with extraterrestrial beings.\n\nAt Dulce Base, Mercer collaborates closely with other key squad members like Taylor Cruz, who focuses on maintaining operational security, and Sam Rivera, who provides technological expertise. Together, they work harmoniously to decode and strategize responses to alien communications, navigating both the technological barriers and the ethical considerations that arise from such interactions.\n\nMercer's strategic influence is particularly noteworthy; he is deeply involved in high-level decision-making processes and plays a pivotal role in shaping the squad's engagement strategies. His cautious yet progressive approach ensures a careful balance between discovery and protocol adherence, aligning the squad's actions with broader cosmic and diplomatic goals.\n\nThe environment at Dulce Base enhances the complexity of the mission, adding layers of psychological and operational challenges. Here, Mercer's mentorship and ability to lead under pressure become indispensable, helping the team maintain focus and effectiveness in their pursuit of establishing a Cosmic Relationship, a foundational objective for the squad.\n\nOverall, Mercer's multifaceted role underscores his importance, from managing interpersonal dynamics and mentoring to making strategic decisions that carry far-reaching implications.\n\n\n# Agent Mercer and Their Role at Dulce Military Base\n\nAgent Mercer, identified as Alex Mercer, is a key figure involved in the critical operations at the Dulce Military Base, which is renowned for its efforts in extraterrestrial communication. The Dulce Base serves as a significant hub for decoding cosmic and alien signals, with Alex Mercer playing a pivotal role in these initiatives. Mercer, alongside other notable personnel like Taylor Cruz, Jordan Hayes, and Sam Rivera, contributes to the base's mission of establishing communication with extraterrestrial intelligence. Alex Mercer's expertise in signal analysis is crucial for deciphering the complex communications potentially emanating from intelligent alien sources, which are pivotal for the base’s objectives.\n\nTheir role is integral to the broader efforts undertaken at the Dulce Base, which encompasses analyzing and responding to potential communications from alien intelligence. This responsibility places them at the forefront of one of the most strategic scientific missions, which aims to understand and decode cosmic signals that could impact human interactions with extraterrestrial entities. Given the gravity of these operations, Mercer's contributions are seen as enhancing the team’s collective ability to interpret and respond to alien communications.\n\nFurthermore, the collaboration among the key personnel at Dulce, including Mercer, supports a cohesive operational dynamic essential for the success of their missions. The team’s composition allows them to efficiently tackle the decoding efforts, manage communications, and ensure strategic responses to any potential existential threats or opportunities that may arise from these interactions.\n\nIn summary, Alex Mercer is a prominent figure deeply entrenched in the communication efforts with alien entities at the Dulce Military Base. This position underscores their substantial role in employing advanced signal analysis to advance understanding and establish possible dialogues with extraterrestrial intelligence, highlighting their indispensable contributions to this field of study.\n\n# Agent Alex Mercer and His Role in Operation: Dulce\n\nAgent Alex Mercer is a prominent figure within the context of Operation: Dulce, a significant military mission focused on exploring paranormal anomalies and interstellar dialogue at the Dulce military base. As a key member of the Paranormal Military Squad, Mercer's involvement underscores his crucial role in advancing the strategic objectives of the operation. He is regarded as an influential leader, whose actions and decisions significantly shape the direction and outcomes of the mission. Mercer's strategic insight and commitment to the mission are evident in his various activities, which include guiding strategic decisions and interacting with other key team members such as Dr. Jordan Hayes.\n\nWithin the broader framework of the mission, Mercer is recognized for his determination and complex relationship with authority. Despite outward compliance, he exhibits a subtle yet notable resolve that hints at his independent thinking and critical influence on the mission's trajectory. His interactions with the mission's strategic hubs, such as the briefing room at the Dulce base and the Underground Command Center, further exemplify his leading hand in navigating the challenging and high-stakes environment of Operation: Dulce.\n\nAdditionally, Mercer's involvement goes beyond mere operational duties, extending to significant contributions to interspecies communication efforts. His leadership at the Dulce Team and Underground Command Center highlights his role in managing both strategic operations and critical communication tasks. This multifaceted involvement positions Mercer not only as a key figure within the direct mission but also as a central actor in facilitating groundbreaking advancements in interspecies communication.\n\nOverall, Agent Alex Mercer emerges as a pivotal force within the complex networks of Operation: Dulce and its related activities. His leadership and strategic contributions are instrumental in addressing the ambitions of the mission and the broader interspecies communication project, marking him as a vital figure within the operational community at the Dulce military base.\n\n\n# Agent Mercer's Role in Dulce Facility\n\nAgent Alex Mercer appears to be a key figure within the Dulce Facility community, deeply embedded in the operations concerning extraterrestrial communication. The knowledge graph surrounding the Dulce Facility and its role as an extraterrestrial communication hub indicates that Mercer is among other prominent personnel such as Taylor Cruz, Jordan Hayes, and Sam Rivera, all of whom play significant roles in the activities at this strategic location. Within the Dulce Facility, Mercer's role involves high-level responsibilities, likely related to setting and managing communication frequencies, which are crucial for the interstellar communication efforts facilitated by the Dulce Mainframe and Control Room.\n\nThe community highlights that the Dulce Facility is central to Earth's strategic initiatives in extraterrestrial engagement and communication, primarily due to its advanced technical infrastructure and personnel expertise. As part of the Paranormal Military Squad's efforts, Alex Mercer contributes to interpreting and decrypting signals, suggesting an intimate involvement in parsing alien communications and potentially establishing dialogues with extraterrestrial intelligences. This work is critical for Dulce's mission to secure Earth's standing within the broader galactic community by enhancing interstellar communication capabilities.\n\nThe interconnectedness of the Dulce Facility's entities, like the Control Room and Mainframe, promotes a streamlined operation where Mercer and his colleagues' coordinated efforts advance their overarching goal—effectively positioning Earth as a notable participant in cosmic diplomacy. The sensitive nature of these operations demands a high level of security and confidentiality, further underlining the importance and trust vested in figures like Agent Mercer.\n\nAgent Mercer's contributions are instrumental in supporting the Dulce Facility's objectives of maintaining seamless communication, laying the groundwork for Earth's eventual integration into the galactic community and ensuring significant advancements in Earth's technological and diplomatic prowess in the interstellar realm.\n\n# Overview of Alex Mercer's Role in Cosmic Interactions\n\nAlex Mercer is a prominent figure in the community centered around cosmic phenomena, specifically interacting with the concept of Cosmic Vocalization. This interaction is part of a broader narrative involving several key entities, including Taylor Cruz and the Paranormal Military Squad, focusing on how these cosmic events may affect the Universe and humanity's response to them.\n\nMercer's approach to Cosmic Vocalization is notably distinct; he perceives it as a part of an 'interstellar duet,' suggesting that it is not merely a random cosmic event but a form of communication that requires response and understanding. This perspective implies a potential ongoing dialogue or connection between cosmic sources and human consciousness, which might be critical for understanding cosmic events' broader implications.\n\nThis belief in a cosmic dialogue positions Mercer as an advocate for deeper investigation and potentially for preparation against unidentified cosmic influences or entities. His viewpoint contrasts with that of Taylor Cruz, who raises alarms about the possible risks associated with Cosmic Vocalization, considering it might be a dangerous homing signal that threatens planetary security.\n\nThe Paranormal Military Squad's involvement adds another layer to the interaction with Cosmic Vocalization, treating it as a significant element in their strategic operations and security measures. Their perceiving the Universe as a concert hall metaphorically underscores the importance of how cosmic events like these are interpreted – both scientifically and strategically.\n\nMercer's perception of Cosmic Vocalization as part of a non-threatening cosmic symphony reflects a more benign or neutral stance compared to others in the community who see potential threats requiring urgent strategic responses. This diversity in interpretation highlights the complex interplay between scientific curiosity and security concerns that characterize the community's overall approach to cosmic phenomena.\n\nThe community's dynamics involve a balance between open-ended exploration and the preparedness for potential threats, where Mercer's role in shaping these interpretations presents a narrative of cosmic events as opportunities for deeper understanding rather than immediate threats."</pre>
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diff --git a/examples_notebooks/global_search/index.html b/examples_notebooks/global_search/index.html
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--- a/examples_notebooks/global_search/index.html
+++ b/examples_notebooks/global_search/index.html
@@ -2026,7 +2026,11 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
 <span class="kn">import</span> <span class="nn">tiktoken</span>
 
-<span class="kn">from</span> <span class="nn">graphrag.query.indexer_adapters</span> <span class="kn">import</span> <span class="n">read_indexer_entities</span><span class="p">,</span> <span class="n">read_indexer_reports</span>
+<span class="kn">from</span> <span class="nn">graphrag.query.indexer_adapters</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">read_indexer_communities</span><span class="p">,</span>
+    <span class="n">read_indexer_entities</span><span class="p">,</span>
+    <span class="n">read_indexer_reports</span><span class="p">,</span>
+<span class="p">)</span>
 <span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.chat_openai</span> <span class="kn">import</span> <span class="n">ChatOpenAI</span>
 <span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.typing</span> <span class="kn">import</span> <span class="n">OpenaiApiType</span>
 <span class="kn">from</span> <span class="nn">graphrag.query.structured_search.global_search.community_context</span> <span class="kn">import</span> <span class="p">(</span>
@@ -2039,7 +2043,11 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 import pandas as pd
 import tiktoken
 
-from graphrag.query.indexer_adapters import read_indexer_entities, read_indexer_reports
+from graphrag.query.indexer_adapters import (
+    read_indexer_communities,
+    read_indexer_entities,
+    read_indexer_reports,
+)
 from graphrag.query.llm.oai.chat_openai import ChatOpenAI
 from graphrag.query.llm.oai.typing import OpenaiApiType
 from graphrag.query.structured_search.global_search.community_context import (
@@ -2102,7 +2110,7 @@ from graphrag.query.structured_search.global_search.search import GlobalSearch</
     <span class="n">max_retries</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span>
 <span class="p">)</span>
 
-<span class="n">token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">get_encoding</span><span class="p">(</span><span class="s2">"cl100k_base"</span><span class="p">)</span>
+<span class="n">token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">encoding_for_model</span><span class="p">(</span><span class="n">llm_model</span><span class="p">)</span>
 </pre></div>
 <div class="clipboard-copy-txt" id="cell-3">api_key = os.environ["GRAPHRAG_API_KEY"]
 llm_model = os.environ["GRAPHRAG_LLM_MODEL"]
@@ -2114,7 +2122,7 @@ llm = ChatOpenAI(
     max_retries=20,
 )
 
-token_encoder = tiktoken.get_encoding("cl100k_base")</div>
+token_encoder = tiktoken.encoding_for_model(llm_model)</div>
 </div>
 </div>
 </div>
@@ -2129,7 +2137,8 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <h3 id="load-community-reports-as-context-for-global-search">Load community reports as context for global search<a class="anchor-link" href="#load-community-reports-as-context-for-global-search">¶</a></h3><ul>
 <li>Load all community reports in the <code>create_final_community_reports</code> table from the ire-indexing engine, to be used as context data for global search.</li>
-<li>Load entities from the <code>create_final_nodes</code> and <code>create_final_entities</code> tables from the ire-indexing engine, to be used for calculating community weights for context ranking. Note that this is optional (if no entities are provided, we will not calculate community weights and only use the <code>rank</code> attribute in the community reports table for context ranking)</li>
+<li>Load entities from the <code>create_final_nodes</code> and <code>create_final_entities</code> tables from the ire-indexing engine, to be used for calculating community weights for context ranking. Note that this is optional (if no entities are provided, we will not calculate community weights and only use the rank attribute in the community reports table for context ranking)</li>
+<li>Load all communities in the <code>create_final_communites</code> table from the ire-indexing engine, to be used to reconstruct the community graph hierarchy for dynamic community selection.</li>
 </ul>
 </div>
 </div>
@@ -2155,6 +2164,7 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
 </div>
 <div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># parquet files generated from indexing pipeline</span>
 <span class="n">INPUT_DIR</span> <span class="o">=</span> <span class="s2">"./inputs/operation dulce"</span>
+<span class="n">COMMUNITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_communities"</span>
 <span class="n">COMMUNITY_REPORT_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_community_reports"</span>
 <span class="n">ENTITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_nodes"</span>
 <span class="n">ENTITY_EMBEDDING_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_entities"</span>
@@ -2165,6 +2175,7 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
 </pre></div>
 <div class="clipboard-copy-txt" id="cell-4"># parquet files generated from indexing pipeline
 INPUT_DIR = "./inputs/operation dulce"
+COMMUNITY_TABLE = "create_final_communities"
 COMMUNITY_REPORT_TABLE = "create_final_community_reports"
 ENTITY_TABLE = "create_final_nodes"
 ENTITY_EMBEDDING_TABLE = "create_final_entities"
@@ -2196,28 +2207,36 @@ COMMUNITY_LEVEL = 2</div>
 </div>
 </clipboard-copy>
 </div>
-<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">entity_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">community_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+<span class="n">entity_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
 <span class="n">report_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_REPORT_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
 <span class="n">entity_embedding_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_EMBEDDING_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
 
+<span class="n">communities</span> <span class="o">=</span> <span class="n">read_indexer_communities</span><span class="p">(</span><span class="n">community_df</span><span class="p">,</span> <span class="n">entity_df</span><span class="p">,</span> <span class="n">report_df</span><span class="p">)</span>
 <span class="n">reports</span> <span class="o">=</span> <span class="n">read_indexer_reports</span><span class="p">(</span><span class="n">report_df</span><span class="p">,</span> <span class="n">entity_df</span><span class="p">,</span> <span class="n">COMMUNITY_LEVEL</span><span class="p">)</span>
 <span class="n">entities</span> <span class="o">=</span> <span class="n">read_indexer_entities</span><span class="p">(</span><span class="n">entity_df</span><span class="p">,</span> <span class="n">entity_embedding_df</span><span class="p">,</span> <span class="n">COMMUNITY_LEVEL</span><span class="p">)</span>
+
 <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Total report count: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">report_df</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
 <span class="nb">print</span><span class="p">(</span>
     <span class="sa">f</span><span class="s2">"Report count after filtering by community level </span><span class="si">{</span><span class="n">COMMUNITY_LEVEL</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">reports</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span>
 <span class="p">)</span>
+
 <span class="n">report_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
 </pre></div>
-<div class="clipboard-copy-txt" id="cell-5">entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
+<div class="clipboard-copy-txt" id="cell-5">community_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_TABLE}.parquet")
+entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
 report_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_REPORT_TABLE}.parquet")
 entity_embedding_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_EMBEDDING_TABLE}.parquet")
 
+communities = read_indexer_communities(community_df, entity_df, report_df)
 reports = read_indexer_reports(report_df, entity_df, COMMUNITY_LEVEL)
 entities = read_indexer_entities(entity_df, entity_embedding_df, COMMUNITY_LEVEL)
+
 print(f"Total report count: {len(report_df)}")
 print(
     f"Report count after filtering by community level {COMMUNITY_LEVEL}: {len(reports)}"
 )
+
 report_df.head()</div>
 </div>
 </div>
@@ -2230,8 +2249,8 @@ report_df.head()</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Total report count: 6
-Report count after filtering by community level 2: 5
+<pre>Total report count: 20
+Report count after filtering by community level 2: 17
 </pre>
 </div>
 </div>
@@ -2271,68 +2290,68 @@ Report count after filtering by community level 2: 5
 <tbody>
 <tr>
 <th>0</th>
-<td>4</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
+<td>10</td>
+<td># Paranormal Military Squad at Dulce Base: Dec...</td>
 <td>1</td>
 <td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad: ...</td>
+<td>Paranormal Military Squad at Dulce Base: Decod...</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Dulce Base, a...</td>
-<td>[{'explanation': 'Dulce Base is the primary lo...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>6f8ba6b6-506e-46c1-83ce-982d59622554</td>
+<td>The Paranormal Military Squad, stationed at Du...</td>
+<td>[{'explanation': 'Jordan is a central figure i...</td>
+<td>{\n    "title": "Paranormal Military Squad at ...</td>
+<td>1ba2d200-dd26-4693-affe-a5539d0a0e0d</td>
 </tr>
 <tr>
 <th>1</th>
-<td>5</td>
-<td># Sam Rivera and the Paranormal Military Squad...</td>
+<td>11</td>
+<td># Dulce and Paranormal Military Squad Operatio...</td>
 <td>1</td>
-<td>7.5</td>
-<td>Sam Rivera and the Paranormal Military Squad a...</td>
+<td>8.5</td>
+<td>Dulce and Paranormal Military Squad Operations</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Sam Rivera, a...</td>
-<td>[{'explanation': 'Sam Rivera is recognized for...</td>
-<td>{\n    "title": "Sam Rivera and the Paranormal...</td>
-<td>418f4536-d673-4212-8a7c-ca1aac547d0f</td>
+<td>The community centers around Dulce, a secretiv...</td>
+<td>[{'explanation': 'Dulce is described as a top-...</td>
+<td>{\n    "title": "Dulce and Paranormal Military...</td>
+<td>a8a530b0-ae6b-44ea-b11c-9f70d138298d</td>
 </tr>
 <tr>
 <th>2</th>
-<td>0</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
-<td>0</td>
-<td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad Team</td>
-<td>The impact severity rating is high due to the ...</td>
-<td>Dulce Base serves as the operational hub for t...</td>
-<td>[{'explanation': 'The Paranormal Military Squa...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>251df57e-fd49-49a7-b262-ccaff95d7a51</td>
+<td>12</td>
+<td># Paranormal Military Squad and Dulce Base Ope...</td>
+<td>1</td>
+<td>7.5</td>
+<td>Paranormal Military Squad and Dulce Base Opera...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>The community centers around the Paranormal Mi...</td>
+<td>[{'explanation': 'Taylor is a central figure w...</td>
+<td>{\n    "title": "Paranormal Military Squad and...</td>
+<td>0478975b-c805-4cc1-b746-82f3e689e2f3</td>
 </tr>
 <tr>
 <th>3</th>
+<td>13</td>
+<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
 <td>1</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
-<td>0</td>
-<td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad: ...</td>
-<td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Dulce Base, a...</td>
-<td>[{'explanation': 'Sam Rivera is recognized for...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>6e536385-8056-4a82-8670-c0ccaf007fb4</td>
+<td>7.5</td>
+<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>This report explores the intricate dynamics of...</td>
+<td>[{'explanation': 'Cruz is a central figure in ...</td>
+<td>{\n    "title": "Mission Dynamics and Leadersh...</td>
+<td>b56f6e68-3951-4f07-8760-63700944a375</td>
 </tr>
 <tr>
 <th>4</th>
-<td>2</td>
-<td># Dulce Base: Extraterrestrial Research and Co...</td>
-<td>0</td>
+<td>14</td>
+<td># Dulce Base and Paranormal Military Squad: Br...</td>
+<td>1</td>
 <td>8.5</td>
-<td>Dulce Base: Extraterrestrial Research and Comm...</td>
+<td>Dulce Base and Paranormal Military Squad: Brid...</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>Dulce Base is a highly classified facility in ...</td>
-<td>[{'explanation': 'Dulce Base is the epicenter ...</td>
-<td>{\n    "title": "Dulce Base: Extraterrestrial ...</td>
-<td>660c8fba-b65f-4fcd-9c98-203600cf1981</td>
+<td>The community centers around the Dulce Base, a...</td>
+<td>[{'explanation': 'Sam Rivera, a member of the ...</td>
+<td>{\n    "title": "Dulce Base and Paranormal Mil...</td>
+<td>736e7006-d050-4abb-a122-00febf3f540f</td>
 </tr>
 </tbody>
 </table>
@@ -2374,12 +2393,14 @@ Report count after filtering by community level 2: 5
 </div>
 <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">context_builder</span> <span class="o">=</span> <span class="n">GlobalCommunityContext</span><span class="p">(</span>
     <span class="n">community_reports</span><span class="o">=</span><span class="n">reports</span><span class="p">,</span>
+    <span class="n">communities</span><span class="o">=</span><span class="n">communities</span><span class="p">,</span>
     <span class="n">entities</span><span class="o">=</span><span class="n">entities</span><span class="p">,</span>  <span class="c1"># default to None if you don't want to use community weights for ranking</span>
     <span class="n">token_encoder</span><span class="o">=</span><span class="n">token_encoder</span><span class="p">,</span>
 <span class="p">)</span>
 </pre></div>
 <div class="clipboard-copy-txt" id="cell-6">context_builder = GlobalCommunityContext(
     community_reports=reports,
+    communities=communities,
     entities=entities,  # default to None if you don't want to use community weights for ranking
     token_encoder=token_encoder,
 )</div>
@@ -2541,13 +2562,13 @@ reduce_llm_params = {
 </clipboard-copy>
 </div>
 <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">search_engine</span><span class="o">.</span><span class="n">asearch</span><span class="p">(</span>
-    <span class="s2">"What is the major conflict in this story and who are the protagonist and antagonist?"</span>
+    <span class="s2">"What is Cosmic Vocalization and who are involved in it?"</span>
 <span class="p">)</span>
 
 <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">response</span><span class="p">)</span>
 </pre></div>
 <div class="clipboard-copy-txt" id="cell-9">result = await search_engine.asearch(
-    "What is the major conflict in this story and who are the protagonist and antagonist?"
+    "What is Cosmic Vocalization and who are involved in it?"
 )
 
 print(result.response)</div>
@@ -2562,17 +2583,23 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>### Major Conflict
+<pre>### Overview of Cosmic Vocalization
 
-The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This mission involves deciphering alien signals and managing the potential implications of first contact. The conflict is marked by the secrecy and high stakes associated with the mission, as well as the challenges posed by the unknown nature of the extraterrestrial entities [Data: Reports (4, 5, 2, 3, 0)].
+Cosmic Vocalization is a significant phenomenon that has captured the attention of various individuals and groups within the community. It is perceived as an interstellar event, with some interpreting it as a form of communication or interaction with cosmic entities. This has led to diverse interpretations and responses from those involved.
 
-### Protagonists
+### Key Individuals and Groups
 
-The protagonists are the key members of the Paranormal Military Squad, including Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a crucial role in the mission, bringing their expertise in leadership, signal decryption, diplomatic engagement, and technical innovation to the forefront [Data: Reports (4, 5, 2, 3, 0)].
+1. **Alex Mercer**: Alex views Cosmic Vocalization as part of an interstellar duet, suggesting a responsive and possibly harmonious interaction with cosmic events. This perspective highlights the potential for Cosmic Vocalization to be a form of communication or exchange with the universe [Data: Reports (6)].
 
-### Antagonist
+2. **Taylor Cruz**: Taylor expresses concerns about the nature of Cosmic Vocalization, fearing it might be a homing tune. This interpretation adds a layer of urgency and potential threat, suggesting that the phenomenon could have implications for security or safety [Data: Reports (6)].
 
-The antagonist in the story is not a single entity or character. Instead, it may be considered the unknown and potentially hostile nature of the extraterrestrial entities and the challenges they present to the Paranormal Military Squad's mission [Data: Reports (4, 5, 2, 3, 0)].
+3. **Paranormal Military Squad**: This group is actively engaged with Cosmic Vocalization, indicating its strategic importance in their operations. Their involvement underscores the significance of Cosmic Vocalization in security measures and suggests that it is being monitored and analyzed for potential threats or opportunities [Data: Reports (6)].
+
+### Interpretations and Implications
+
+The Paranormal Military Squad metaphorically treats the universe as a concert hall, which suggests a broader perspective on how cosmic events like Cosmic Vocalization are interpreted and responded to by human entities. This metaphor implies that the phenomenon is not only a subject of scientific interest but also of cultural and philosophical significance [Data: Reports (6)].
+
+In summary, Cosmic Vocalization is a complex and multifaceted phenomenon that has drawn interest from various sectors, each interpreting it through their unique lenses. The involvement of individuals like Alex Mercer and Taylor Cruz, along with the strategic engagement of the Paranormal Military Squad, highlights the diverse implications and potential impacts of this cosmic event.
 </pre>
 </div>
 </div>
@@ -2642,44 +2669,140 @@ result.context_data["reports"]</div>
 <tbody>
 <tr>
 <th>0</th>
-<td>4</td>
+<td>15</td>
 <td>Dulce Base and the Paranormal Military Squad: ...</td>
-<td>1.000000</td>
+<td>1.00</td>
 <td># Dulce Base and the Paranormal Military Squad...</td>
-<td>8.5</td>
+<td>9.5</td>
 </tr>
 <tr>
 <th>1</th>
-<td>5</td>
-<td>Sam Rivera and the Paranormal Military Squad a...</td>
-<td>1.000000</td>
-<td># Sam Rivera and the Paranormal Military Squad...</td>
-<td>7.5</td>
+<td>11</td>
+<td>Dulce and Paranormal Military Squad Operations</td>
+<td>0.30</td>
+<td># Dulce and Paranormal Military Squad Operatio...</td>
+<td>8.5</td>
 </tr>
 <tr>
 <th>2</th>
-<td>2</td>
-<td>Dulce Base: Extraterrestrial Research and Comm...</td>
-<td>0.750000</td>
-<td># Dulce Base: Extraterrestrial Research and Co...</td>
+<td>10</td>
+<td>Paranormal Military Squad at Dulce Base: Decod...</td>
+<td>0.30</td>
+<td># Paranormal Military Squad at Dulce Base: Dec...</td>
 <td>8.5</td>
 </tr>
 <tr>
 <th>3</th>
-<td>3</td>
+<td>7</td>
 <td>Operation: Dulce and the Paranormal Military S...</td>
-<td>0.583333</td>
+<td>0.20</td>
 <td># Operation: Dulce and the Paranormal Military...</td>
 <td>8.5</td>
 </tr>
 <tr>
 <th>4</th>
-<td>0</td>
-<td>Dulce Base and the Paranormal Military Squad Team</td>
-<td>0.416667</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
+<td>8</td>
+<td>Dr. Jordan Hayes and the Paranormal Military S...</td>
+<td>0.18</td>
+<td># Dr. Jordan Hayes and the Paranormal Military...</td>
 <td>8.5</td>
 </tr>
+<tr>
+<th>5</th>
+<td>1</td>
+<td>Earth's Interstellar Communication Initiative</td>
+<td>0.16</td>
+<td># Earth's Interstellar Communication Initiativ...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>6</th>
+<td>12</td>
+<td>Paranormal Military Squad and Dulce Base Opera...</td>
+<td>0.16</td>
+<td># Paranormal Military Squad and Dulce Base Ope...</td>
+<td>7.5</td>
+</tr>
+<tr>
+<th>7</th>
+<td>13</td>
+<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
+<td>0.16</td>
+<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
+<td>7.5</td>
+</tr>
+<tr>
+<th>8</th>
+<td>14</td>
+<td>Dulce Base and Paranormal Military Squad: Brid...</td>
+<td>0.12</td>
+<td># Dulce Base and Paranormal Military Squad: Br...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>9</th>
+<td>16</td>
+<td>Dulce Military Base and Alien Intelligence Com...</td>
+<td>0.08</td>
+<td># Dulce Military Base and Alien Intelligence C...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>10</th>
+<td>18</td>
+<td>Paranormal Military Squad Team and Dulce Base'...</td>
+<td>0.04</td>
+<td># Paranormal Military Squad Team and Dulce Bas...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>11</th>
+<td>5</td>
+<td>Alien Script and First Contact Operations</td>
+<td>0.02</td>
+<td># Alien Script and First Contact Operations\n\...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>12</th>
+<td>4</td>
+<td>Dulce Facility and Control Room of Dulce: Extr...</td>
+<td>0.02</td>
+<td># Dulce Facility and Control Room of Dulce: Ex...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>13</th>
+<td>17</td>
+<td>Dulce Team and Underground Command Center: Int...</td>
+<td>0.02</td>
+<td># Dulce Team and Underground Command Center: I...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>14</th>
+<td>19</td>
+<td>Central Terminal and Viewing Monitors at Dulce...</td>
+<td>0.02</td>
+<td># Central Terminal and Viewing Monitors at Dul...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>15</th>
+<td>6</td>
+<td>Cosmic Vocalization and Universe Interactions</td>
+<td>0.02</td>
+<td># Cosmic Vocalization and Universe Interaction...</td>
+<td>7.5</td>
+</tr>
+<tr>
+<th>16</th>
+<td>9</td>
+<td>Dulce Base Exploration by TEAM and MAINFRAME ROOM</td>
+<td>0.02</td>
+<td># Dulce Base Exploration by TEAM and MAINFRAME...</td>
+<td>7.5</td>
+</tr>
 </tbody>
 </table>
 </div>
@@ -2708,10 +2831,14 @@ result.context_data["reports"]</div>
 </clipboard-copy>
 </div>
 <div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># inspect number of LLM calls and tokens</span>
-<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"LLM calls: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. LLM tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">"LLM calls: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. Prompt tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">. Output tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">output_tokens</span><span class="si">}</span><span class="s2">."</span>
+<span class="p">)</span>
 </pre></div>
 <div class="clipboard-copy-txt" id="cell-11"># inspect number of LLM calls and tokens
-print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div>
+print(
+    f"LLM calls: {result.llm_calls}. Prompt tokens: {result.prompt_tokens}. Output tokens: {result.output_tokens}."
+)</div>
 </div>
 </div>
 </div>
@@ -2723,7 +2850,7 @@ print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>LLM calls: 2. LLM tokens: 5270
+<pre>LLM calls: 2. Prompt tokens: 11291. Output tokens: 606.
 </pre>
 </div>
 </div>
diff --git a/examples_notebooks/global_search_with_dynamic_community_selection/index.html b/examples_notebooks/global_search_with_dynamic_community_selection/index.html
new file mode 100644
index 00000000..745b6bc8
--- /dev/null
+++ b/examples_notebooks/global_search_with_dynamic_community_selection/index.html
@@ -0,0 +1,2817 @@
+
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+      <a href="../../get_started/" class="md-nav__link">
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+  </span>
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+            <span class="md-nav__icon md-icon"></span>
+            Indexing
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+    <li class="md-nav__item">
+      <a href="../../index/overview/" class="md-nav__link">
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+    Overview
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+    <li class="md-nav__item">
+      <a href="../../index/architecture/" class="md-nav__link">
+        
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+    Architecture
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+    </li>
+  
+
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+    <li class="md-nav__item">
+      <a href="../../index/default_dataflow/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Dataflow
+  </span>
+  
+
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+    </li>
+  
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+    <li class="md-nav__item md-nav__item--nested">
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
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+          <label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Configuration
+  </span>
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+          <label class="md-nav__title" for="__nav_2_4">
+            <span class="md-nav__icon md-icon"></span>
+            Configuration
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
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+  
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+  
+    <li class="md-nav__item">
+      <a href="../../config/overview/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
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+  
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+  
+    <li class="md-nav__item">
+      <a href="../../config/init/" class="md-nav__link">
+        
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+  <span class="md-ellipsis">
+    Init Command
+  </span>
+  
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/env_vars/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Using Env Vars
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/json_yaml/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Using JSON or YAML
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/custom/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Fully Custom
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../config/template/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Template
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
+        
+          
+          <label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Prompt Tuning
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3">
+            <span class="md-nav__icon md-icon"></span>
+            Prompt Tuning
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/auto_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Auto Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../prompt_tuning/manual_prompt_tuning/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Manual Tuning
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+      
+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
+        
+          
+          <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Query
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4">
+            <span class="md-nav__icon md-icon"></span>
+            Query
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/global_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Global Search
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/local_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Local Search
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/drift_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    DRIFT Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/question_generation/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Question Generation
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
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+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Notebooks
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_6">
+            <span class="md-nav__icon md-icon"></span>
+            Notebooks
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../query/notebooks/overview/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Overview
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../global_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Global Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../local_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Local Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../drift_search/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    DRIFT Search
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
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+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../blog_posts/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Microsoft Research Blog
+  </span>
+  
+
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+    </li>
+  
+
+    
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+      
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
+        
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+          <label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
+            
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+  <span class="md-ellipsis">
+    Extras
+  </span>
+  
+
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+          </label>
+        
+        <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_6">
+            <span class="md-nav__icon md-icon"></span>
+            Extras
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../cli/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    CLI
+  </span>
+  
+
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+    </li>
+  
+
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+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../visualization_guide/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Visualization Guide
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+    
+      
+      
+    
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+    <li class="md-nav__item md-nav__item--nested">
+      
+        
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_3" >
+        
+          
+          <label class="md-nav__link" for="__nav_6_3" id="__nav_6_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Operation Dulce
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_6_3">
+            <span class="md-nav__icon md-icon"></span>
+            Operation Dulce
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/ABOUT/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    About
+  </span>
+  
+
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+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../data/operation_dulce/Operation%20Dulce%20v2%201%201/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Document
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+              
+              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
+                <div class="md-sidebar__scrollwrap">
+                  <div class="md-sidebar__inner">
+                    
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#global-search-example" class="md-nav__link">
+    <span class="md-ellipsis">
+      Global Search example
+    </span>
+  </a>
+  
+    <nav class="md-nav" aria-label="Global Search example">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#llm-setup" class="md-nav__link">
+    <span class="md-ellipsis">
+      LLM setup
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#load-community-reports-as-context-for-global-search" class="md-nav__link">
+    <span class="md-ellipsis">
+      Load community reports as context for global search
+    </span>
+  </a>
+  
+    <nav class="md-nav" aria-label="Load community reports as context for global search">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#build-global-context-with-dynamic-community-selection" class="md-nav__link">
+    <span class="md-ellipsis">
+      Build global context with dynamic community selection
+    </span>
+  </a>
+  
+</li>
+        
+          <li class="md-nav__item">
+  <a href="#perform-global-search-with-dynamic-community-selection" class="md-nav__link">
+    <span class="md-ellipsis">
+      Perform global search with dynamic community selection
+    </span>
+  </a>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  
+
+  
+  
+
+
+  <h1>Global search with dynamic community selection</h1>
+
+<script>
+(function (global, factory) {
+    typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() :
+    typeof define === 'function' && define.amd ? define(factory) :
+    (global = global || self, global.ClipboardCopyElement = factory());
+  }(this, function () { 'use strict';
+
+    function createNode(text) {
+      const node = document.createElement('pre');
+      node.style.width = '1px';
+      node.style.height = '1px';
+      node.style.position = 'fixed';
+      node.style.top = '5px';
+      node.textContent = text;
+      return node;
+    }
+
+    function copyNode(node) {
+      if ('clipboard' in navigator) {
+        // eslint-disable-next-line flowtype/no-flow-fix-me-comments
+        // $FlowFixMe Clipboard is not defined in Flow yet.
+        return navigator.clipboard.writeText(node.textContent);
+      }
+
+      const selection = getSelection();
+
+      if (selection == null) {
+        return Promise.reject(new Error());
+      }
+
+      selection.removeAllRanges();
+      const range = document.createRange();
+      range.selectNodeContents(node);
+      selection.addRange(range);
+      document.execCommand('copy');
+      selection.removeAllRanges();
+      return Promise.resolve();
+    }
+    function copyText(text) {
+      if ('clipboard' in navigator) {
+        // eslint-disable-next-line flowtype/no-flow-fix-me-comments
+        // $FlowFixMe Clipboard is not defined in Flow yet.
+        return navigator.clipboard.writeText(text);
+      }
+
+      const body = document.body;
+
+      if (!body) {
+        return Promise.reject(new Error());
+      }
+
+      const node = createNode(text);
+      body.appendChild(node);
+      copyNode(node);
+      body.removeChild(node);
+      return Promise.resolve();
+    }
+
+    function copy(button) {
+      const id = button.getAttribute('for');
+      const text = button.getAttribute('value');
+
+      function trigger() {
+        button.dispatchEvent(new CustomEvent('clipboard-copy', {
+          bubbles: true
+        }));
+      }
+
+      if (text) {
+        copyText(text).then(trigger);
+      } else if (id) {
+        const root = 'getRootNode' in Element.prototype ? button.getRootNode() : button.ownerDocument;
+        if (!(root instanceof Document || 'ShadowRoot' in window && root instanceof ShadowRoot)) return;
+        const node = root.getElementById(id);
+        if (node) copyTarget(node).then(trigger);
+      }
+    }
+
+    function copyTarget(content) {
+      if (content instanceof HTMLInputElement || content instanceof HTMLTextAreaElement) {
+        return copyText(content.value);
+      } else if (content instanceof HTMLAnchorElement && content.hasAttribute('href')) {
+        return copyText(content.href);
+      } else {
+        return copyNode(content);
+      }
+    }
+
+    function clicked(event) {
+      const button = event.currentTarget;
+
+      if (button instanceof HTMLElement) {
+        copy(button);
+      }
+    }
+
+    function keydown(event) {
+      if (event.key === ' ' || event.key === 'Enter') {
+        const button = event.currentTarget;
+
+        if (button instanceof HTMLElement) {
+          event.preventDefault();
+          copy(button);
+        }
+      }
+    }
+
+    function focused(event) {
+      event.currentTarget.addEventListener('keydown', keydown);
+    }
+
+    function blurred(event) {
+      event.currentTarget.removeEventListener('keydown', keydown);
+    }
+
+    class ClipboardCopyElement extends HTMLElement {
+      constructor() {
+        super();
+        this.addEventListener('click', clicked);
+        this.addEventListener('focus', focused);
+        this.addEventListener('blur', blurred);
+      }
+
+      connectedCallback() {
+        if (!this.hasAttribute('tabindex')) {
+          this.setAttribute('tabindex', '0');
+        }
+
+        if (!this.hasAttribute('role')) {
+          this.setAttribute('role', 'button');
+        }
+      }
+
+      get value() {
+        return this.getAttribute('value') || '';
+      }
+
+      set value(text) {
+        this.setAttribute('value', text);
+      }
+
+    }
+
+    if (!window.customElements.get('clipboard-copy')) {
+      window.ClipboardCopyElement = ClipboardCopyElement;
+      window.customElements.define('clipboard-copy', ClipboardCopyElement);
+    }
+
+    return ClipboardCopyElement;
+
+  }));
+</script>
+<script>
+      document.addEventListener('clipboard-copy', function(event) {
+        const notice = event.target.querySelector('.notice')
+        notice.hidden = false
+        setTimeout(function() {
+          notice.hidden = true
+        }, 1000)
+      })
+</script>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight-ipynb .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight-ipynb { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight-ipynb .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight-ipynb .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight-ipynb .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
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+.highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
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+.highlight-ipynb .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight-ipynb .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight-ipynb .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight-ipynb .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight-ipynb .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight-ipynb .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight-ipynb .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight-ipynb .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight-ipynb .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight-ipynb .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight-ipynb .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight-ipynb .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight-ipynb .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight-ipynb .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight-ipynb .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight-ipynb .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight-ipynb .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+<style type="text/css">
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);--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-400);--jp-border-color1: var(--md-grey-400);--jp-border-color2: var(--md-grey-300);--jp-border-color3: var(--md-grey-200);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(0, 0, 0, 1);--jp-ui-font-color1: rgba(0, 0, 0, .87);--jp-ui-font-color2: rgba(0, 0, 0, .54);--jp-ui-font-color3: rgba(0, 0, 0, .38);--jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);--jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);--jp-ui-inverse-font-color2: rgba(255, 255, 255, .7);--jp-ui-inverse-font-color3: rgba(255, 255, 255, .5);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(0, 0, 0, 1);--jp-content-font-color1: rgba(0, 0, 0, .87);--jp-content-font-color2: rgba(0, 0, 0, .54);--jp-content-font-color3: rgba(0, 0, 0, .38);--jp-content-link-color: var(--md-blue-700);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: white;--jp-layout-color1: white;--jp-layout-color2: var(--md-grey-200);--jp-layout-color3: var(--md-grey-400);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: #111111;--jp-inverse-layout-color1: var(--md-grey-900);--jp-inverse-layout-color2: var(--md-grey-800);--jp-inverse-layout-color3: var(--md-grey-700);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-900);--jp-brand-color1: var(--md-blue-700);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-900);--jp-accent-color1: var(--md-green-700);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-900);--jp-warn-color1: var(--md-orange-700);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-900);--jp-error-color1: var(--md-red-700);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-900);--jp-success-color1: var(--md-green-700);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-900);--jp-info-color1: var(--md-cyan-700);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--md-grey-100);--jp-cell-editor-border-color: var(--md-grey-300);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: .5;--jp-cell-prompt-not-active-font-color: var(--md-grey-700);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: var(--md-blue-50);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: #fdd;--jp-rendermime-table-row-background: var(--md-grey-100);--jp-rendermime-table-row-hover-background: var(--md-light-blue-50);--jp-dialog-background: rgba(0, 0, 0, .25);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color1);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .24);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--md-grey-300);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color1);--jp-input-hover-background: var(--jp-layout-color1);--jp-input-background: var(--md-grey-100);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: #d9d9d9;--jp-editor-selected-focused-background: #d7d4f0;--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: #008000;--jp-mirror-editor-atom-color: #88f;--jp-mirror-editor-number-color: #080;--jp-mirror-editor-def-color: #00f;--jp-mirror-editor-variable-color: var(--md-grey-900);--jp-mirror-editor-variable-2-color: #05a;--jp-mirror-editor-variable-3-color: #085;--jp-mirror-editor-punctuation-color: #05a;--jp-mirror-editor-property-color: #05a;--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ba2121;--jp-mirror-editor-string-2-color: #708;--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: #008000;--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: #170;--jp-mirror-editor-attribute-color: #00c;--jp-mirror-editor-header-color: blue;--jp-mirror-editor-quote-color: #090;--jp-mirror-editor-link-color: #00c;--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ffad8e;--jp-collaborator-color2: #dac83d;--jp-collaborator-color3: #72dd76;--jp-collaborator-color4: #00e4d0;--jp-collaborator-color5: #45d4ff;--jp-collaborator-color6: #e2b1ff;--jp-collaborator-color7: #ff9de6;--jp-vega-background: white;--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .5;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(245, 200, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-700);--jp-console-icon-background-color: var(--md-blue-700);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-800);--jp-terminal-icon-color: var(--md-grey-200);--jp-text-editor-icon-color: var(--md-grey-700);--jp-inspector-icon-color: var(--md-grey-700);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-900)}[data-md-color-scheme=slate] .jupyter-wrapper{--jp-shadow-base-lightness: 32;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 );--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-700);--jp-border-color1: var(--md-grey-700);--jp-border-color2: var(--md-grey-800);--jp-border-color3: var(--md-grey-900);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(255, 255, 255, 1);--jp-ui-font-color1: rgba(255, 255, 255, .87);--jp-ui-font-color2: rgba(255, 255, 255, .54);--jp-ui-font-color3: rgba(255, 255, 255, .38);--jp-ui-inverse-font-color0: rgba(0, 0, 0, 1);--jp-ui-inverse-font-color1: rgba(0, 0, 0, .8);--jp-ui-inverse-font-color2: rgba(0, 0, 0, .5);--jp-ui-inverse-font-color3: rgba(0, 0, 0, .3);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(255, 255, 255, 1);--jp-content-font-color1: rgba(255, 255, 255, 1);--jp-content-font-color2: rgba(255, 255, 255, .7);--jp-content-font-color3: rgba(255, 255, 255, .5);--jp-content-link-color: var(--md-blue-300);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: #111111;--jp-layout-color1: var(--md-grey-900);--jp-layout-color2: var(--md-grey-800);--jp-layout-color3: var(--md-grey-700);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: white;--jp-inverse-layout-color1: white;--jp-inverse-layout-color2: var(--md-grey-200);--jp-inverse-layout-color3: var(--md-grey-400);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-700);--jp-brand-color1: var(--md-blue-500);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-700);--jp-accent-color1: var(--md-green-500);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-700);--jp-warn-color1: var(--md-orange-500);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-700);--jp-error-color1: var(--md-red-500);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-700);--jp-success-color1: var(--md-green-500);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-700);--jp-info-color1: var(--md-cyan-500);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--jp-layout-color1);--jp-cell-editor-border-color: var(--md-grey-700);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: 1;--jp-cell-prompt-not-active-font-color: var(--md-grey-300);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: rgba(33, 150, 243, .24);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: rgba(244, 67, 54, .28);--jp-rendermime-table-row-background: var(--md-grey-900);--jp-rendermime-table-row-hover-background: rgba(3, 169, 244, .2);--jp-dialog-background: rgba(0, 0, 0, .6);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color2);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .8);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--jp-layout-color0);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color0);--jp-input-hover-background: var(--jp-layout-color2);--jp-input-background: var(--md-grey-800);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: var(--jp-layout-color2);--jp-editor-selected-focused-background: rgba(33, 150, 243, .24);--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: var(--md-green-500);--jp-mirror-editor-atom-color: var(--md-blue-300);--jp-mirror-editor-number-color: var(--md-green-400);--jp-mirror-editor-def-color: var(--md-blue-600);--jp-mirror-editor-variable-color: var(--md-grey-300);--jp-mirror-editor-variable-2-color: var(--md-blue-400);--jp-mirror-editor-variable-3-color: var(--md-green-600);--jp-mirror-editor-punctuation-color: var(--md-blue-400);--jp-mirror-editor-property-color: var(--md-blue-400);--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ff7070;--jp-mirror-editor-string-2-color: var(--md-purple-300);--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: var(--md-green-600);--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: var(--md-green-700);--jp-mirror-editor-attribute-color: var(--md-blue-700);--jp-mirror-editor-header-color: var(--md-blue-500);--jp-mirror-editor-quote-color: var(--md-green-300);--jp-mirror-editor-link-color: var(--md-blue-700);--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ad4a00;--jp-collaborator-color2: #7b6a00;--jp-collaborator-color3: #007e00;--jp-collaborator-color4: #008772;--jp-collaborator-color5: #0079b9;--jp-collaborator-color6: #8b45c6;--jp-collaborator-color7: #be208b;--jp-vega-background: var(--md-grey-400);--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .6;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(255, 225, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( 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+<!-- End of mermaid configuration --><div class="jupyter-wrapper">
+<div class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [1]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-1">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># Copyright (c) 2024 Microsoft Corporation.</span>
+<span class="c1"># Licensed under the MIT License.</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-1"># Copyright (c) 2024 Microsoft Corporation.
+# Licensed under the MIT License.</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-2">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">tiktoken</span>
+
+<span class="kn">from</span> <span class="nn">graphrag.query.indexer_adapters</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">read_indexer_communities</span><span class="p">,</span>
+    <span class="n">read_indexer_entities</span><span class="p">,</span>
+    <span class="n">read_indexer_reports</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.chat_openai</span> <span class="kn">import</span> <span class="n">ChatOpenAI</span>
+<span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.typing</span> <span class="kn">import</span> <span class="n">OpenaiApiType</span>
+<span class="kn">from</span> <span class="nn">graphrag.query.structured_search.global_search.community_context</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">GlobalCommunityContext</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">graphrag.query.structured_search.global_search.search</span> <span class="kn">import</span> <span class="n">GlobalSearch</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-2">import os
+
+import pandas as pd
+import tiktoken
+
+from graphrag.query.indexer_adapters import (
+    read_indexer_communities,
+    read_indexer_entities,
+    read_indexer_reports,
+)
+from graphrag.query.llm.oai.chat_openai import ChatOpenAI
+from graphrag.query.llm.oai.typing import OpenaiApiType
+from graphrag.query.structured_search.global_search.community_context import (
+    GlobalCommunityContext,
+)
+from graphrag.query.structured_search.global_search.search import GlobalSearch</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="global-search-example">Global Search example<a class="anchor-link" href="#global-search-example">¶</a></h2><p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="llm-setup">LLM setup<a class="anchor-link" href="#llm-setup">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [3]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
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+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
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+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
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+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">api_key</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">"GRAPHRAG_API_KEY"</span><span class="p">]</span>
+<span class="n">llm_model</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">"GRAPHRAG_LLM_MODEL"</span><span class="p">]</span>
+
+<span class="n">llm</span> <span class="o">=</span> <span class="n">ChatOpenAI</span><span class="p">(</span>
+    <span class="n">api_key</span><span class="o">=</span><span class="n">api_key</span><span class="p">,</span>
+    <span class="n">model</span><span class="o">=</span><span class="n">llm_model</span><span class="p">,</span>
+    <span class="n">api_type</span><span class="o">=</span><span class="n">OpenaiApiType</span><span class="o">.</span><span class="n">OpenAI</span><span class="p">,</span>  <span class="c1"># OpenaiApiType.OpenAI or OpenaiApiType.AzureOpenAI</span>
+    <span class="n">max_retries</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="n">token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">encoding_for_model</span><span class="p">(</span><span class="n">llm_model</span><span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-3">api_key = os.environ["GRAPHRAG_API_KEY"]
+llm_model = os.environ["GRAPHRAG_LLM_MODEL"]
+
+llm = ChatOpenAI(
+    api_key=api_key,
+    model=llm_model,
+    api_type=OpenaiApiType.OpenAI,  # OpenaiApiType.OpenAI or OpenaiApiType.AzureOpenAI
+    max_retries=20,
+)
+
+token_encoder = tiktoken.encoding_for_model(llm_model)</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="load-community-reports-as-context-for-global-search">Load community reports as context for global search<a class="anchor-link" href="#load-community-reports-as-context-for-global-search">¶</a></h3><ul>
+<li>Load all community reports in the <code>create_final_community_reports</code> table from the ire-indexing engine, to be used as context data for global search.</li>
+<li>Load entities from the <code>create_final_nodes</code> and <code>create_final_entities</code> tables from the ire-indexing engine, to be used for calculating community weights for context ranking. Note that this is optional (if no entities are provided, we will not calculate community weights and only use the rank attribute in the community reports table for context ranking)</li>
+<li>Load all communities in the <code>create_final_communites</code> table from the ire-indexing engine, to be used to reconstruct the community graph hierarchy for dynamic community selection.</li>
+</ul>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [4]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
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+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># parquet files generated from indexing pipeline</span>
+<span class="n">INPUT_DIR</span> <span class="o">=</span> <span class="s2">"./inputs/operation dulce"</span>
+<span class="n">COMMUNITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_communities"</span>
+<span class="n">COMMUNITY_REPORT_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_community_reports"</span>
+<span class="n">ENTITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_nodes"</span>
+<span class="n">ENTITY_EMBEDDING_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_entities"</span>
+
+<span class="c1"># we don't fix a specific community level but instead use an agent to dynamicially</span>
+<span class="c1"># search through all the community reports to check if they are relevant.</span>
+<span class="n">COMMUNITY_LEVEL</span> <span class="o">=</span> <span class="kc">None</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-4"># parquet files generated from indexing pipeline
+INPUT_DIR = "./inputs/operation dulce"
+COMMUNITY_TABLE = "create_final_communities"
+COMMUNITY_REPORT_TABLE = "create_final_community_reports"
+ENTITY_TABLE = "create_final_nodes"
+ENTITY_EMBEDDING_TABLE = "create_final_entities"
+
+# we don't fix a specific community level but instead use an agent to dynamicially
+# search through all the community reports to check if they are relevant.
+COMMUNITY_LEVEL = None</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [5]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
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+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">community_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+<span class="n">entity_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+<span class="n">report_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_REPORT_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+<span class="n">entity_embedding_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_EMBEDDING_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
+
+<span class="n">communities</span> <span class="o">=</span> <span class="n">read_indexer_communities</span><span class="p">(</span><span class="n">community_df</span><span class="p">,</span> <span class="n">entity_df</span><span class="p">,</span> <span class="n">report_df</span><span class="p">)</span>
+<span class="n">reports</span> <span class="o">=</span> <span class="n">read_indexer_reports</span><span class="p">(</span>
+    <span class="n">report_df</span><span class="p">,</span>
+    <span class="n">entity_df</span><span class="p">,</span>
+    <span class="n">community_level</span><span class="o">=</span><span class="n">COMMUNITY_LEVEL</span><span class="p">,</span>
+    <span class="n">dynamic_community_selection</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="n">entities</span> <span class="o">=</span> <span class="n">read_indexer_entities</span><span class="p">(</span>
+    <span class="n">entity_df</span><span class="p">,</span> <span class="n">entity_embedding_df</span><span class="p">,</span> <span class="n">community_level</span><span class="o">=</span><span class="n">COMMUNITY_LEVEL</span>
+<span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Total report count: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">report_df</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">"Report count after filtering by community level </span><span class="si">{</span><span class="n">COMMUNITY_LEVEL</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">reports</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span>
+<span class="p">)</span>
+
+<span class="n">report_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-5">community_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_TABLE}.parquet")
+entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
+report_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_REPORT_TABLE}.parquet")
+entity_embedding_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_EMBEDDING_TABLE}.parquet")
+
+communities = read_indexer_communities(community_df, entity_df, report_df)
+reports = read_indexer_reports(
+    report_df,
+    entity_df,
+    community_level=COMMUNITY_LEVEL,
+    dynamic_community_selection=True,
+)
+entities = read_indexer_entities(
+    entity_df, entity_embedding_df, community_level=COMMUNITY_LEVEL
+)
+
+print(f"Total report count: {len(report_df)}")
+print(
+    f"Report count after filtering by community level {COMMUNITY_LEVEL}: {len(reports)}"
+)
+
+report_df.head()</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>Total report count: 20
+Report count after filtering by community level None: 20
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[5]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>community</th>
+<th>full_content</th>
+<th>level</th>
+<th>rank</th>
+<th>title</th>
+<th>rank_explanation</th>
+<th>summary</th>
+<th>findings</th>
+<th>full_content_json</th>
+<th>id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>10</td>
+<td># Paranormal Military Squad at Dulce Base: Dec...</td>
+<td>1</td>
+<td>8.5</td>
+<td>Paranormal Military Squad at Dulce Base: Decod...</td>
+<td>The impact severity rating is high due to the ...</td>
+<td>The Paranormal Military Squad, stationed at Du...</td>
+<td>[{'explanation': 'Jordan is a central figure i...</td>
+<td>{\n    "title": "Paranormal Military Squad at ...</td>
+<td>1ba2d200-dd26-4693-affe-a5539d0a0e0d</td>
+</tr>
+<tr>
+<th>1</th>
+<td>11</td>
+<td># Dulce and Paranormal Military Squad Operatio...</td>
+<td>1</td>
+<td>8.5</td>
+<td>Dulce and Paranormal Military Squad Operations</td>
+<td>The impact severity rating is high due to the ...</td>
+<td>The community centers around Dulce, a secretiv...</td>
+<td>[{'explanation': 'Dulce is described as a top-...</td>
+<td>{\n    "title": "Dulce and Paranormal Military...</td>
+<td>a8a530b0-ae6b-44ea-b11c-9f70d138298d</td>
+</tr>
+<tr>
+<th>2</th>
+<td>12</td>
+<td># Paranormal Military Squad and Dulce Base Ope...</td>
+<td>1</td>
+<td>7.5</td>
+<td>Paranormal Military Squad and Dulce Base Opera...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>The community centers around the Paranormal Mi...</td>
+<td>[{'explanation': 'Taylor is a central figure w...</td>
+<td>{\n    "title": "Paranormal Military Squad and...</td>
+<td>0478975b-c805-4cc1-b746-82f3e689e2f3</td>
+</tr>
+<tr>
+<th>3</th>
+<td>13</td>
+<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
+<td>1</td>
+<td>7.5</td>
+<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>This report explores the intricate dynamics of...</td>
+<td>[{'explanation': 'Cruz is a central figure in ...</td>
+<td>{\n    "title": "Mission Dynamics and Leadersh...</td>
+<td>b56f6e68-3951-4f07-8760-63700944a375</td>
+</tr>
+<tr>
+<th>4</th>
+<td>14</td>
+<td># Dulce Base and Paranormal Military Squad: Br...</td>
+<td>1</td>
+<td>8.5</td>
+<td>Dulce Base and Paranormal Military Squad: Brid...</td>
+<td>The impact severity rating is high due to the ...</td>
+<td>The community centers around the Dulce Base, a...</td>
+<td>[{'explanation': 'Sam Rivera, a member of the ...</td>
+<td>{\n    "title": "Dulce Base and Paranormal Mil...</td>
+<td>736e7006-d050-4abb-a122-00febf3f540f</td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h4 id="build-global-context-with-dynamic-community-selection">Build global context with dynamic community selection<a class="anchor-link" href="#build-global-context-with-dynamic-community-selection">¶</a></h4><p>The goal of dynamic community selection reduce the number of community reports that need to be processed in the map-reduce operation. To that end, we take advantage of the hierachical structure of the indexed dataset. We first ask the LLM to rate how relevant each level 0 community is with respect to the user query, we then traverse down the child node(s) if the current community report is deemed relevant.</p>
+<p>You can still set a <code>COMMUNITY_LEVEL</code> to filter out lower level community reports and apply dynamic community selection on the filtered reports.</p>
+<p>Note that the dataset is quite small, with only consist of 20 communities from 2 levels (level 0 and 1). Dynamic community selection is more effective when there are large amount of content to be filtered out.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
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+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">mini_llm</span> <span class="o">=</span> <span class="n">ChatOpenAI</span><span class="p">(</span>
+    <span class="n">api_key</span><span class="o">=</span><span class="n">api_key</span><span class="p">,</span>
+    <span class="n">model</span><span class="o">=</span><span class="s2">"gpt-4o-mini"</span><span class="p">,</span>
+    <span class="n">api_type</span><span class="o">=</span><span class="n">OpenaiApiType</span><span class="o">.</span><span class="n">OpenAI</span><span class="p">,</span>  <span class="c1"># OpenaiApiType.OpenAI or OpenaiApiType.AzureOpenAI</span>
+    <span class="n">max_retries</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="n">mini_token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">encoding_for_model</span><span class="p">(</span><span class="n">mini_llm</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
+
+<span class="n">context_builder</span> <span class="o">=</span> <span class="n">GlobalCommunityContext</span><span class="p">(</span>
+    <span class="n">community_reports</span><span class="o">=</span><span class="n">reports</span><span class="p">,</span>
+    <span class="n">communities</span><span class="o">=</span><span class="n">communities</span><span class="p">,</span>
+    <span class="n">entities</span><span class="o">=</span><span class="n">entities</span><span class="p">,</span>  <span class="c1"># default to None if you don't want to use community weights for ranking</span>
+    <span class="n">token_encoder</span><span class="o">=</span><span class="n">token_encoder</span><span class="p">,</span>
+    <span class="n">dynamic_community_selection</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+    <span class="n">dynamic_community_selection_kwargs</span><span class="o">=</span><span class="p">{</span>
+        <span class="s2">"llm"</span><span class="p">:</span> <span class="n">mini_llm</span><span class="p">,</span>
+        <span class="s2">"token_encoder"</span><span class="p">:</span> <span class="n">mini_token_encoder</span><span class="p">,</span>
+    <span class="p">},</span>
+<span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-6">mini_llm = ChatOpenAI(
+    api_key=api_key,
+    model="gpt-4o-mini",
+    api_type=OpenaiApiType.OpenAI,  # OpenaiApiType.OpenAI or OpenaiApiType.AzureOpenAI
+    max_retries=20,
+)
+mini_token_encoder = tiktoken.encoding_for_model(mini_llm.model)
+
+context_builder = GlobalCommunityContext(
+    community_reports=reports,
+    communities=communities,
+    entities=entities,  # default to None if you don't want to use community weights for ranking
+    token_encoder=token_encoder,
+    dynamic_community_selection=True,
+    dynamic_community_selection_kwargs={
+        "llm": mini_llm,
+        "token_encoder": mini_token_encoder,
+    },
+)</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h4 id="perform-global-search-with-dynamic-community-selection">Perform global search with dynamic community selection<a class="anchor-link" href="#perform-global-search-with-dynamic-community-selection">¶</a></h4>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
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+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">context_builder_params</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">"use_community_summary"</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>  <span class="c1"># False means using full community reports. True means using community short summaries.</span>
+    <span class="s2">"shuffle_data"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="s2">"include_community_rank"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="s2">"min_community_rank"</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+    <span class="s2">"community_rank_name"</span><span class="p">:</span> <span class="s2">"rank"</span><span class="p">,</span>
+    <span class="s2">"include_community_weight"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="s2">"community_weight_name"</span><span class="p">:</span> <span class="s2">"occurrence weight"</span><span class="p">,</span>
+    <span class="s2">"normalize_community_weight"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="s2">"max_tokens"</span><span class="p">:</span> <span class="mi">12_000</span><span class="p">,</span>  <span class="c1"># change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 5000)</span>
+    <span class="s2">"context_name"</span><span class="p">:</span> <span class="s2">"Reports"</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="n">map_llm_params</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">"max_tokens"</span><span class="p">:</span> <span class="mi">1000</span><span class="p">,</span>
+    <span class="s2">"temperature"</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span>
+    <span class="s2">"response_format"</span><span class="p">:</span> <span class="p">{</span><span class="s2">"type"</span><span class="p">:</span> <span class="s2">"json_object"</span><span class="p">},</span>
+<span class="p">}</span>
+
+<span class="n">reduce_llm_params</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">"max_tokens"</span><span class="p">:</span> <span class="mi">2000</span><span class="p">,</span>  <span class="c1"># change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 1000-1500)</span>
+    <span class="s2">"temperature"</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span>
+<span class="p">}</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-7">context_builder_params = {
+    "use_community_summary": False,  # False means using full community reports. True means using community short summaries.
+    "shuffle_data": True,
+    "include_community_rank": True,
+    "min_community_rank": 0,
+    "community_rank_name": "rank",
+    "include_community_weight": True,
+    "community_weight_name": "occurrence weight",
+    "normalize_community_weight": True,
+    "max_tokens": 12_000,  # change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 5000)
+    "context_name": "Reports",
+}
+
+map_llm_params = {
+    "max_tokens": 1000,
+    "temperature": 0.0,
+    "response_format": {"type": "json_object"},
+}
+
+reduce_llm_params = {
+    "max_tokens": 2000,  # change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 1000-1500)
+    "temperature": 0.0,
+}</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [8]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-8">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">search_engine</span> <span class="o">=</span> <span class="n">GlobalSearch</span><span class="p">(</span>
+    <span class="n">llm</span><span class="o">=</span><span class="n">llm</span><span class="p">,</span>
+    <span class="n">context_builder</span><span class="o">=</span><span class="n">context_builder</span><span class="p">,</span>
+    <span class="n">token_encoder</span><span class="o">=</span><span class="n">token_encoder</span><span class="p">,</span>
+    <span class="n">max_data_tokens</span><span class="o">=</span><span class="mi">12_000</span><span class="p">,</span>  <span class="c1"># change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 5000)</span>
+    <span class="n">map_llm_params</span><span class="o">=</span><span class="n">map_llm_params</span><span class="p">,</span>
+    <span class="n">reduce_llm_params</span><span class="o">=</span><span class="n">reduce_llm_params</span><span class="p">,</span>
+    <span class="n">allow_general_knowledge</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>  <span class="c1"># set this to True will add instruction to encourage the LLM to incorporate general knowledge in the response, which may increase hallucinations, but could be useful in some use cases.</span>
+    <span class="n">json_mode</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>  <span class="c1"># set this to False if your LLM model does not support JSON mode.</span>
+    <span class="n">context_builder_params</span><span class="o">=</span><span class="n">context_builder_params</span><span class="p">,</span>
+    <span class="n">concurrent_coroutines</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span>
+    <span class="n">response_type</span><span class="o">=</span><span class="s2">"multiple paragraphs"</span><span class="p">,</span>  <span class="c1"># free form text describing the response type and format, can be anything, e.g. prioritized list, single paragraph, multiple paragraphs, multiple-page report</span>
+<span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-8">search_engine = GlobalSearch(
+    llm=llm,
+    context_builder=context_builder,
+    token_encoder=token_encoder,
+    max_data_tokens=12_000,  # change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 5000)
+    map_llm_params=map_llm_params,
+    reduce_llm_params=reduce_llm_params,
+    allow_general_knowledge=False,  # set this to True will add instruction to encourage the LLM to incorporate general knowledge in the response, which may increase hallucinations, but could be useful in some use cases.
+    json_mode=True,  # set this to False if your LLM model does not support JSON mode.
+    context_builder_params=context_builder_params,
+    concurrent_coroutines=32,
+    response_type="multiple paragraphs",  # free form text describing the response type and format, can be anything, e.g. prioritized list, single paragraph, multiple paragraphs, multiple-page report
+)</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [9]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-9">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">search_engine</span><span class="o">.</span><span class="n">asearch</span><span class="p">(</span>
+    <span class="s2">"What is Cosmic Vocalization and who are involved in it?"</span>
+<span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">response</span><span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-9">result = await search_engine.asearch(
+    "What is Cosmic Vocalization and who are involved in it?"
+)
+
+print(result.response)</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>### Overview of Cosmic Vocalization
+
+Cosmic Vocalization is a phenomenon that has captured the attention of various individuals and groups within the community. It is perceived as a significant cosmic event, with implications that extend beyond mere observation. The concept is central to the community's focus, suggesting its importance in both cultural and strategic contexts [Data: Reports (6)].
+
+### Key Perspectives and Concerns
+
+Alex Mercer views Cosmic Vocalization as part of an interstellar duet, indicating a responsive and perhaps interactive approach to these cosmic events. This perspective suggests that Cosmic Vocalization may not be a solitary occurrence but part of a larger cosmic interaction [Data: Reports (6)].
+
+On the other hand, Taylor Cruz raises concerns about the potential implications of Cosmic Vocalization, fearing it might serve as a homing tune. This adds a layer of urgency and potential threat, as it implies that the phenomenon could attract attention from unknown entities or forces [Data: Reports (6)].
+
+### Strategic and Metaphorical Interpretations
+
+The Paranormal Military Squad's involvement with Cosmic Vocalization highlights its strategic importance. Their engagement suggests that these cosmic phenomena are not only of scientific interest but also of security concern, warranting a structured response as part of their mission [Data: Reports (6)].
+
+Furthermore, the Universe is metaphorically treated as a concert hall by the Paranormal Military Squad. This metaphorical interpretation suggests a broader perspective on how cosmic events are perceived and responded to by human entities, emphasizing the cultural and philosophical dimensions of Cosmic Vocalization [Data: Reports (6)].
+
+In summary, Cosmic Vocalization is a multifaceted phenomenon involving various stakeholders, each with their own interpretations and concerns. Its significance spans cultural, strategic, and security domains, making it a subject of considerable interest and debate within the community.
+</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [10]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-10">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># inspect the data used to build the context for the LLM responses</span>
+<span class="n">result</span><span class="o">.</span><span class="n">context_data</span><span class="p">[</span><span class="s2">"reports"</span><span class="p">]</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-10"># inspect the data used to build the context for the LLM responses
+result.context_data["reports"]</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[10]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
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+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>id</th>
+<th>title</th>
+<th>occurrence weight</th>
+<th>content</th>
+<th>rank</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>15</td>
+<td>Dulce Base and the Paranormal Military Squad: ...</td>
+<td>1.00</td>
+<td># Dulce Base and the Paranormal Military Squad...</td>
+<td>9.5</td>
+</tr>
+<tr>
+<th>1</th>
+<td>16</td>
+<td>Dulce Military Base and Alien Intelligence Com...</td>
+<td>0.08</td>
+<td># Dulce Military Base and Alien Intelligence C...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>2</th>
+<td>18</td>
+<td>Paranormal Military Squad Team and Dulce Base'...</td>
+<td>0.04</td>
+<td># Paranormal Military Squad Team and Dulce Bas...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>3</th>
+<td>19</td>
+<td>Central Terminal and Viewing Monitors at Dulce...</td>
+<td>0.02</td>
+<td># Central Terminal and Viewing Monitors at Dul...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>4</th>
+<td>17</td>
+<td>Dulce Team and Underground Command Center: Int...</td>
+<td>0.02</td>
+<td># Dulce Team and Underground Command Center: I...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>5</th>
+<td>4</td>
+<td>Dulce Facility and Control Room of Dulce: Extr...</td>
+<td>0.02</td>
+<td># Dulce Facility and Control Room of Dulce: Ex...</td>
+<td>8.5</td>
+</tr>
+<tr>
+<th>6</th>
+<td>6</td>
+<td>Cosmic Vocalization and Universe Interactions</td>
+<td>0.02</td>
+<td># Cosmic Vocalization and Universe Interaction...</td>
+<td>7.5</td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [11]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="CodeMirror cm-s-jupyter">
+<div class="zeroclipboard-container">
+<clipboard-copy ,="" aria-label="Copy to Clipboard" for="cell-11">
+<div>
+<span class="notice" hidden="">Copied!</span>
+<svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20">
+<path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+<path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path>
+</svg>
+</div>
+</clipboard-copy>
+</div>
+<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># inspect number of LLM calls and tokens in dynamic community selection</span>
+<span class="n">llm_calls</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">llm_calls_categories</span><span class="p">[</span><span class="s2">"build_context"</span><span class="p">]</span>
+<span class="n">prompt_tokens</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens_categories</span><span class="p">[</span><span class="s2">"build_context"</span><span class="p">]</span>
+<span class="n">output_tokens</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">output_tokens_categories</span><span class="p">[</span><span class="s2">"build_context"</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">"Build context (</span><span class="si">{</span><span class="n">mini_llm</span><span class="o">.</span><span class="n">model</span><span class="si">}</span><span class="s2">)</span><span class="se">\n</span><span class="s2">LLM calls: </span><span class="si">{</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. Prompt tokens: </span><span class="si">{</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">. Output tokens: </span><span class="si">{</span><span class="n">output_tokens</span><span class="si">}</span><span class="s2">."</span>
+<span class="p">)</span>
+<span class="c1"># inspect number of LLM calls and tokens in map-reduce</span>
+<span class="n">llm_calls</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">llm_calls_categories</span><span class="p">[</span><span class="s2">"map"</span><span class="p">]</span> <span class="o">+</span> <span class="n">result</span><span class="o">.</span><span class="n">llm_calls_categories</span><span class="p">[</span><span class="s2">"reduce"</span><span class="p">]</span>
+<span class="n">prompt_tokens</span> <span class="o">=</span> <span class="p">(</span>
+    <span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens_categories</span><span class="p">[</span><span class="s2">"map"</span><span class="p">]</span> <span class="o">+</span> <span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens_categories</span><span class="p">[</span><span class="s2">"reduce"</span><span class="p">]</span>
+<span class="p">)</span>
+<span class="n">output_tokens</span> <span class="o">=</span> <span class="p">(</span>
+    <span class="n">result</span><span class="o">.</span><span class="n">output_tokens_categories</span><span class="p">[</span><span class="s2">"map"</span><span class="p">]</span> <span class="o">+</span> <span class="n">result</span><span class="o">.</span><span class="n">output_tokens_categories</span><span class="p">[</span><span class="s2">"reduce"</span><span class="p">]</span>
+<span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">"Map-reduce (</span><span class="si">{</span><span class="n">llm</span><span class="o">.</span><span class="n">model</span><span class="si">}</span><span class="s2">)</span><span class="se">\n</span><span class="s2">LLM calls: </span><span class="si">{</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. Prompt tokens: </span><span class="si">{</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">. Output tokens: </span><span class="si">{</span><span class="n">output_tokens</span><span class="si">}</span><span class="s2">."</span>
+<span class="p">)</span>
+</pre></div>
+<div class="clipboard-copy-txt" id="cell-11"># inspect number of LLM calls and tokens in dynamic community selection
+llm_calls = result.llm_calls_categories["build_context"]
+prompt_tokens = result.prompt_tokens_categories["build_context"]
+output_tokens = result.output_tokens_categories["build_context"]
+print(
+    f"Build context ({mini_llm.model})\nLLM calls: {llm_calls}. Prompt tokens: {prompt_tokens}. Output tokens: {output_tokens}."
+)
+# inspect number of LLM calls and tokens in map-reduce
+llm_calls = result.llm_calls_categories["map"] + result.llm_calls_categories["reduce"]
+prompt_tokens = (
+    result.prompt_tokens_categories["map"] + result.prompt_tokens_categories["reduce"]
+)
+output_tokens = (
+    result.output_tokens_categories["map"] + result.output_tokens_categories["reduce"]
+)
+print(
+    f"Map-reduce ({llm.model})\nLLM calls: {llm_calls}. Prompt tokens: {prompt_tokens}. Output tokens: {output_tokens}."
+)</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>Build context (gpt-4o-mini)
+LLM calls: 12. Prompt tokens: 8565. Output tokens: 1109.
+Map-reduce (gpt-4o)
+LLM calls: 2. Prompt tokens: 5834. Output tokens: 600.
+</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div> <!-- jp-Notebook -->
+</div> <!-- jupyter-wrapper -->
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diff --git a/examples_notebooks/inputs/operation dulce/create_final_community_reports.parquet b/examples_notebooks/inputs/operation dulce/create_final_community_reports.parquet
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diff --git a/examples_notebooks/inputs/operation dulce/create_final_nodes.parquet b/examples_notebooks/inputs/operation dulce/create_final_nodes.parquet
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diff --git a/examples_notebooks/inputs/operation dulce/create_final_relationships.parquet b/examples_notebooks/inputs/operation dulce/create_final_relationships.parquet
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diff --git a/examples_notebooks/local_search/index.html b/examples_notebooks/local_search/index.html
index 052331b5..1e086e5d 100644
--- a/examples_notebooks/local_search/index.html
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+<td>89c08e793298442686292454a1abff31</td>
+<td>1</td>
+<td>57</td>
+<td>48</td>
+<td>105</td>
 </tr>
 <tr>
 <th>2</th>
 <td>ALEX MERCER</td>
-<td>TAYLOR CRUZ</td>
-<td>7.0</td>
-<td>Alex Mercer and Taylor Cruz are integral membe...</td>
-<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
-<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
-<td>0</td>
-<td>9</td>
-<td>12</td>
-<td>21</td>
+<td>SAM RIVERA</td>
+<td>20.0</td>
+<td>Alex Mercer and Sam Rivera are integral member...</td>
+<td>[06bdff339c02ab35c80fa49320d5da66, 1f2c6c263f1...</td>
+<td>0467928aa65e4a4fba62bdb1467e3a54</td>
+<td>2</td>
+<td>57</td>
+<td>48</td>
+<td>105</td>
 </tr>
 <tr>
 <th>3</th>
 <td>ALEX MERCER</td>
-<td>TAYLOR CRUZ</td>
-<td>7.0</td>
-<td>Alex Mercer and Taylor Cruz are integral membe...</td>
-<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
-<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
-<td>0</td>
-<td>9</td>
-<td>12</td>
-<td>21</td>
+<td>OPERATION: DULCE BRIEFING ROOM</td>
+<td>1.0</td>
+<td>Alex Mercer was present in the Operation: Dulc...</td>
+<td>[06bdff339c02ab35c80fa49320d5da66]</td>
+<td>43c3390303c6476cb65f584e37c3e81c</td>
+<td>3</td>
+<td>57</td>
+<td>4</td>
+<td>61</td>
 </tr>
 <tr>
 <th>4</th>
 <td>ALEX MERCER</td>
-<td>JORDAN HAYES</td>
-<td>6.0</td>
-<td>Alex Mercer and Jordan Hayes are colleagues wh...</td>
-<td>[00fafabae48948779fee2afe600f5143, 2cf7a230c36...</td>
-<td>a97e2ecd870944cfbe71c79bc0fcc752</td>
-<td>1</td>
-<td>9</td>
-<td>9</td>
-<td>18</td>
+<td>PARANORMAL MILITARY SQUAD</td>
+<td>20.0</td>
+<td>Alex Mercer is a prominent and influential lea...</td>
+<td>[06bdff339c02ab35c80fa49320d5da66, 2db9206de77...</td>
+<td>fa14b16c17e3417dba5a4b473ea5b18d</td>
+<td>4</td>
+<td>57</td>
+<td>48</td>
+<td>105</td>
 </tr>
 </tbody>
 </table>
@@ -2731,7 +2725,7 @@ covariates = {"claims": claims}</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Claim records: 89
+<pre>Claim records: 156
 </pre>
 </div>
 </div>
@@ -2790,7 +2784,7 @@ report_df.head()</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Report records: 6
+<pre>Report records: 20
 </pre>
 </div>
 </div>
@@ -2830,68 +2824,68 @@ report_df.head()</div>
 <tbody>
 <tr>
 <th>0</th>
-<td>4</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
+<td>10</td>
+<td># Paranormal Military Squad at Dulce Base: Dec...</td>
 <td>1</td>
 <td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad: ...</td>
+<td>Paranormal Military Squad at Dulce Base: Decod...</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Dulce Base, a...</td>
-<td>[{'explanation': 'Dulce Base is the primary lo...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>6f8ba6b6-506e-46c1-83ce-982d59622554</td>
+<td>The Paranormal Military Squad, stationed at Du...</td>
+<td>[{'explanation': 'Jordan is a central figure i...</td>
+<td>{\n    "title": "Paranormal Military Squad at ...</td>
+<td>1ba2d200-dd26-4693-affe-a5539d0a0e0d</td>
 </tr>
 <tr>
 <th>1</th>
-<td>5</td>
-<td># Sam Rivera and the Paranormal Military Squad...</td>
+<td>11</td>
+<td># Dulce and Paranormal Military Squad Operatio...</td>
 <td>1</td>
-<td>7.5</td>
-<td>Sam Rivera and the Paranormal Military Squad a...</td>
+<td>8.5</td>
+<td>Dulce and Paranormal Military Squad Operations</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Sam Rivera, a...</td>
-<td>[{'explanation': 'Sam Rivera is recognized for...</td>
-<td>{\n    "title": "Sam Rivera and the Paranormal...</td>
-<td>418f4536-d673-4212-8a7c-ca1aac547d0f</td>
+<td>The community centers around Dulce, a secretiv...</td>
+<td>[{'explanation': 'Dulce is described as a top-...</td>
+<td>{\n    "title": "Dulce and Paranormal Military...</td>
+<td>a8a530b0-ae6b-44ea-b11c-9f70d138298d</td>
 </tr>
 <tr>
 <th>2</th>
-<td>0</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
-<td>0</td>
-<td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad Team</td>
-<td>The impact severity rating is high due to the ...</td>
-<td>Dulce Base serves as the operational hub for t...</td>
-<td>[{'explanation': 'The Paranormal Military Squa...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>251df57e-fd49-49a7-b262-ccaff95d7a51</td>
+<td>12</td>
+<td># Paranormal Military Squad and Dulce Base Ope...</td>
+<td>1</td>
+<td>7.5</td>
+<td>Paranormal Military Squad and Dulce Base Opera...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>The community centers around the Paranormal Mi...</td>
+<td>[{'explanation': 'Taylor is a central figure w...</td>
+<td>{\n    "title": "Paranormal Military Squad and...</td>
+<td>0478975b-c805-4cc1-b746-82f3e689e2f3</td>
 </tr>
 <tr>
 <th>3</th>
+<td>13</td>
+<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
 <td>1</td>
-<td># Dulce Base and the Paranormal Military Squad...</td>
-<td>0</td>
-<td>8.5</td>
-<td>Dulce Base and the Paranormal Military Squad: ...</td>
-<td>The impact severity rating is high due to the ...</td>
-<td>The community is centered around Dulce Base, a...</td>
-<td>[{'explanation': 'Sam Rivera is recognized for...</td>
-<td>{\n    "title": "Dulce Base and the Paranormal...</td>
-<td>6e536385-8056-4a82-8670-c0ccaf007fb4</td>
+<td>7.5</td>
+<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
+<td>The impact severity rating is relatively high ...</td>
+<td>This report explores the intricate dynamics of...</td>
+<td>[{'explanation': 'Cruz is a central figure in ...</td>
+<td>{\n    "title": "Mission Dynamics and Leadersh...</td>
+<td>b56f6e68-3951-4f07-8760-63700944a375</td>
 </tr>
 <tr>
 <th>4</th>
-<td>2</td>
-<td># Dulce Base: Extraterrestrial Research and Co...</td>
-<td>0</td>
+<td>14</td>
+<td># Dulce Base and Paranormal Military Squad: Br...</td>
+<td>1</td>
 <td>8.5</td>
-<td>Dulce Base: Extraterrestrial Research and Comm...</td>
+<td>Dulce Base and Paranormal Military Squad: Brid...</td>
 <td>The impact severity rating is high due to the ...</td>
-<td>Dulce Base is a highly classified facility in ...</td>
-<td>[{'explanation': 'Dulce Base is the epicenter ...</td>
-<td>{\n    "title": "Dulce Base: Extraterrestrial ...</td>
-<td>660c8fba-b65f-4fcd-9c98-203600cf1981</td>
+<td>The community centers around the Dulce Base, a...</td>
+<td>[{'explanation': 'Sam Rivera, a member of the ...</td>
+<td>{\n    "title": "Dulce Base and Paranormal Mil...</td>
+<td>736e7006-d050-4abb-a122-00febf3f540f</td>
 </tr>
 </tbody>
 </table>
@@ -2953,7 +2947,7 @@ text_unit_df.head()</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Text unit records: 12
+<pre>Text unit records: 50
 </pre>
 </div>
 </div>
@@ -2990,53 +2984,53 @@ text_unit_df.head()</div>
 <tbody>
 <tr>
 <th>0</th>
-<td>2cf7a230c367a2dfaf0fc3c903eb8948</td>
+<td>06bdff339c02ab35c80fa49320d5da66</td>
 <td># Operation: Dulce\n\n## Chapter 1\n\nThe thru...</td>
-<td>2500</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
 <td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[ad5a2020-cdec-4982-acdf-dbe5ee530066, 9d8a0fe...</td>
+<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
+<td>[439081a3-bfeb-4693-968a-0f6189d8fa50, 3399e3d...</td>
 </tr>
 <tr>
 <th>1</th>
-<td>6d1255303acb7c9dc951cb0f5fc3042c</td>
-<td>be the same.\n\n\*\n\nThe sense of foreboding...</td>
-<td>2500</td>
+<td>28dc4aa41a3e99deb7f354682f3e9904</td>
+<td>'s authoritarian performance. _Protocols_, Jor...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
-<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[5d1c9126-c48d-4755-9f9c-f739c823f95f, ec64a42...</td>
+<td>[4119fd06010c494caa07f439b333f4c5, 077d2820ae1...</td>
+<td>[9a6f414210e14841a5b0e661aedc898d, db541b72609...</td>
+<td>[b09594cb-d4b7-4de4-a1af-97778300eb1b, f7c5ea4...</td>
 </tr>
 <tr>
 <th>2</th>
-<td>e841f178310356740b2ee9101d12c97f</td>
-<td>. "Your take on these signal inconsistencies?"...</td>
-<td>2500</td>
+<td>813db3138ef511c34be86f841f68aa8f</td>
+<td>, rehearsing the speech for their subordinates...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
-<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
-<td>[0b22a34b-32e9-46a4-a0e8-d3d5466eba15, 7e14972...</td>
+<td>[b45241d70f0e43fca764df95b2b81f77, 077d2820ae1...</td>
+<td>[0467928aa65e4a4fba62bdb1467e3a54, 7cc3356d38d...</td>
+<td>[7642fe21-7cb9-4428-848b-d2e3f5ab10ca, 6fe3d6c...</td>
 </tr>
 <tr>
 <th>3</th>
-<td>f36d96862b9366d7240b5c7ceb04f12b</td>
-<td>, absorbed in the bewilderment of contact, whi...</td>
-<td>2500</td>
+<td>d0afd106abf3a2966ff88a99eef710db</td>
+<td>, weighing his words carefully. "Our tech is t...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
 <td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[b35c3d1a7daa4924b6bdb58bc69c354d, 09f18f81442...</td>
-<td>[9cd6d645-ab97-4b39-b02e-647cea9b5545, 50dc124...</td>
+<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
+<td>[956e4c22-e343-4b5d-ad3c-d44ca3ce5fb5]</td>
 </tr>
 <tr>
 <th>4</th>
-<td>f7d43808d2fb452cd953bf50c6de6bd4</td>
-<td>were at once coherent and enigmatic: "*Voyage...</td>
-<td>2500</td>
+<td>f4c7c95d7bf621c6eb73d331cbf0b608</td>
+<td>stepping into their exchange. The authority i...</td>
+<td>600</td>
 <td>[958fdd043f17ade63cb13570b59df295]</td>
-<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
-<td>[e02be3e37ca0454883a4c1fd859c24bb, 1dbc51475cb...</td>
-<td>[87cf5900-6211-4e04-9115-50f3617c88b4]</td>
+<td>[077d2820ae1845bcbb1803379a3d1eae, 1fd3fa8bb5a...</td>
+<td>[478e4c72d8fb46dd8cc9f0691c9878fd, 82b0446e7c9...</td>
+<td>[a54eda4d-b5bf-471d-989f-370eb9aff961, 9f85274...</td>
 </tr>
 </tbody>
 </table>
@@ -3366,25 +3360,23 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>### Overview of Agent Alex Mercer
+<pre>### Overview of Agent Mercer
 
-Agent Alex Mercer is a prominent figure within the Paranormal Military Squad, stationed at Dulce Base. He holds a leadership role, overseeing operations and making critical decisions during potential first contact scenarios with extraterrestrial intelligence. His responsibilities include ensuring a cautious approach to interspecies communication, unraveling galactic mysteries, and engaging with alien signals [Data: Entities (0); Relationships (5, 8, 7, 6)].
+Agent Alex Mercer is a prominent figure within the Paranormal Military Squad, playing a crucial role in Operation: Dulce at the Dulce Base. He is recognized for his strategic and commanding presence, particularly in overseeing operations related to communication with extraterrestrial intelligence. His responsibilities include initiating broadcasts to communicate with extraterrestrial beings, decoding alien messages, and leading the team in understanding and responding to these communications [Data: Entities (0)].
 
 ### Role and Responsibilities
 
-Mercer's role is multifaceted, encompassing both the analysis of paranormal activities and participation in the operational aspects of the base's command center. He is deeply involved in overseeing the team's efforts to engage with extraterrestrial intelligence, leveraging his military background to enhance the mission's success. His leadership and expertise are vital to the Paranormal Military Squad as they navigate the complexities of communicating with beings from other worlds [Data: Entities (209, 0); Relationships (5, 8, 6)].
+Alex Mercer is deeply involved in the philosophical and strategic aspects of interstellar communication, viewing these interactions as a form of cosmic dialogue. His leadership style is characterized by a blend of determination, compliance with mission protocols, and a protective approach towards his team. He emphasizes the importance of intuition and trust beyond protocol, particularly in his mentorship of team members like Sam Rivera [Data: Entities (0); Relationships (167)].
 
-### Relationships and Team Dynamics
+### Involvement in Operation: Dulce
 
-Within the team, Mercer is recognized for his leadership and mentorship qualities. He works closely with colleagues such as Jordan Hayes, with whom he shares a mutual respect and understanding of each other's analytical skills. This partnership is crucial for the success of their mission, as they collaborate on decrypting and communicating with extraterrestrial intelligence [Data: Entities (0); Relationships (1, 4, 26, 67)].
+During Operation: Dulce, Alex Mercer collaborates with team members such as Jordan Hayes, exploring secured areas and engaging in high-stakes, secretive operations. His role extends to analyzing cosmic signals, strategizing contact efforts, and maintaining clarity in human-alien communication. His experiences during encounters with alien signals have led to profound changes, reinforcing his role as a key decision-maker and guardian in missions that transcend traditional boundaries [Data: Entities (0); Relationships (336, 245)].
 
-Mercer also interacts with other team members like Sam Rivera, emphasizing the importance of intuition and trust in addition to technology for the success of their mission. This relationship is built on intuition and trust, with Mercer providing guidance to Rivera in their missions [Data: Relationships (2, 37); Claims (8)].
+### Leadership and Mentorship
 
-### Challenges and Hypotheses
+Mercer is also recognized as a mentor to the team, providing belief and guidance, which highlights his influential role in both leadership and operational contexts. His intellectual curiosity and deep involvement in the mission's philosophical aspects make him a thoughtful leader, particularly in high-stakes situations such as the first contact with alien communications [Data: Entities (30, 0); Relationships (167)].
 
-Agent Mercer is involved in the decryption and analysis of alien signals, contributing to the understanding of an extraterrestrial society. He has expressed concerns about being a pawn in a larger game and the need to remain vigilant during Operation: Dulce. His approach to potential extraterrestrial contact is diplomatic, emphasizing the importance of understanding and engaging with the signals [Data: Claims (73, 9, 85, 82)].
-
-In summary, Agent Alex Mercer is a central figure in the Paranormal Military Squad, leading efforts to establish contact with extraterrestrial intelligence while navigating the complexities and challenges of such a mission. His leadership, analytical skills, and ability to foster trust within his team are crucial to the success of their operations at Dulce Base.
+In summary, Agent Alex Mercer is a pivotal figure in the Paranormal Military Squad, known for his strategic leadership and deep involvement in extraterrestrial communication efforts. His role in Operation: Dulce and his mentorship of team members underscore his importance in navigating the complexities of interstellar dialogue.
 </pre>
 </div>
 </div>
@@ -3430,21 +3422,21 @@ print(result.response)</div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>### Overview of Dr. Jordan Hayes
 
-Dr. Jordan Hayes is a prominent figure within the Paranormal Military Squad, a specialized team based at Dulce Base, dedicated to the exploration and understanding of extraterrestrial intelligence and phenomena. Dr. Hayes plays a crucial role in the squad, focusing on deciphering alien code and interpreting extraterrestrial patterns, which are essential for interspecies communication [Data: Entities (104, 2); Relationships (22, 40, 64)].
+Dr. Jordan Hayes is a prominent scientist at Dulce Base, playing a crucial role in the Paranormal Military Squad. Their work is primarily focused on the analysis and decryption of alien communications, which is vital for interstellar communication and potential interspecies interaction. Dr. Hayes is known for their expertise in deciphering alien codes and understanding extraterrestrial thought patterns, which are essential for leading communications with extraterrestrial entities [Data: Entities (17, 2); Relationships (201, 322, 283)].
 
-### Expertise and Contributions
+### Role and Contributions
 
-Dr. Hayes is known for their analytical and skeptical approach, emphasizing empirical evidence and adaptability in the face of the unknown. This mindset is particularly evident when the team explores underground facilities, where Dr. Hayes remains cautious about non-empirical possibilities while reflecting on potential data discoveries [Data: Entities (2); Claims (12, 13, 26)]. Their expertise in decryption algorithms and signal analysis is vital to the team's mission, as they work on deciphering extraterrestrial signals and engaging in interstellar communication [Data: Entities (2, 180, 166)].
+Dr. Hayes's contributions are significant in the context of Operation: Dulce, where they are deeply involved in scientific exploration and the decryption of alien communications. Their work involves decrypting algorithms, interpreting cosmic signals, and analyzing the implications of alien society. This includes isolating and understanding complex alien signals that resemble human cognition, suggesting a tandem evolution with humanity [Data: Entities (2); Claims (60, 83, 91, 134)].
 
-### Collaborative Efforts
+### Collaboration and Leadership
 
-Dr. Hayes collaborates closely with other team members, including Alex Mercer, with whom they share a mutual respect and understanding of each other's strengths and the mission's significance. This partnership is central to their efforts in decrypting and communicating with extraterrestrial intelligence [Data: Relationships (1, 4, 67); Claims (18, 42)]. Additionally, Dr. Hayes works alongside colleagues like Sam Rivera and Taylor Cruz, contributing to the team's objectives at Dulce Base through their combined skills and knowledge [Data: Relationships (21, 9, 15)].
+Dr. Hayes collaborates closely with other key members of the Paranormal Military Squad, such as Alex Mercer and Taylor Cruz. Despite some tension with Cruz due to differing leadership styles, Dr. Hayes's analytical skills and adaptability are highly valued by their colleagues. They are involved in setting up lab stations, operating the mainframe, and playing a crucial role in the command center at Dulce Base. Their leadership style emphasizes adaptability and skepticism, which are crucial given the uncertainties and unknown challenges of their mission [Data: Entities (2); Relationships (26, 82, 175, 270)].
 
-### Mission and Impact
+### Scientific Breakthroughs and Challenges
 
-The mission at Dulce Base involves uncovering the mysteries of extraterrestrial intelligence, with Dr. Hayes leading efforts in isolating signal harmonics, decrypting alien messages, and interpreting signals related to star alignments. Their work is pivotal in the team's focus on analyzing and interpreting alien signals, which is a cornerstone of their operation [Data: Entities (2, 140, 192); Claims (36, 39, 54)]. Dr. Hayes's role is not only about scientific discovery but also about ensuring that humanity approaches potential interspecies communication with understanding and diplomacy [Data: Claims (54, 61, 68)].
+Dr. Hayes is on the verge of significant scientific breakthroughs, as they lead efforts in isolating and understanding alien signals. Their work suggests that these signals are artificial and patterned, indicating a tandem evolution with humanity. This involves crafting humanity's responses to cosmic alignments with stars and responsive galactic signals, navigating the dark corridors of Dulce with a focus on the unknown variables and challenges beyond established protocols [Data: Entities (2); Claims (60, 83, 91, 134)].
 
-In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squad, bringing a critical and methodical approach to the team's extraordinary endeavors in understanding and interacting with alien entities. Their work at Dulce Base is instrumental in bridging the gap between human and extraterrestrial communication, highlighting the importance of their role in this unique and challenging field.
+In summary, Dr. Jordan Hayes is a central figure in the efforts to understand and communicate with extraterrestrial entities, contributing significantly to the scientific and strategic objectives of the Paranormal Military Squad at Dulce Base. Their work is characterized by a blend of scientific rigor, adaptability, and a commitment to discovery, making them a vital asset to their team and mission.
 </pre>
 </div>
 </div>
@@ -3523,42 +3515,42 @@ In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squa
 <tbody>
 <tr>
 <th>0</th>
-<td>104</td>
+<td>17</td>
 <td>DR. JORDAN HAYES</td>
-<td>Dr. Jordan Hayes is a member of the Paranormal...</td>
-<td>7</td>
+<td>Dr. Jordan Hayes is a key scientist at Dulce B...</td>
+<td>18</td>
 <td>True</td>
 </tr>
 <tr>
 <th>1</th>
-<td>153</td>
-<td>EXPERTISE</td>
-<td>The specialized knowledge or skill that team m...</td>
-<td>0</td>
+<td>7</td>
+<td>JORDAN</td>
+<td>Jordan Hayes is a key member of the Paranormal...</td>
+<td>22</td>
 <td>True</td>
 </tr>
 <tr>
 <th>2</th>
 <td>2</td>
 <td>JORDAN HAYES</td>
-<td>Dr. Jordan Hayes is a key character in a narra...</td>
-<td>9</td>
+<td>Dr. Jordan Hayes is a central figure at Dulce ...</td>
+<td>48</td>
 <td>True</td>
 </tr>
 <tr>
 <th>3</th>
-<td>148</td>
-<td>DATA ANALYSIS</td>
-<td>The process of examining and interpreting info...</td>
-<td>0</td>
+<td>47</td>
+<td>DR. HAYES</td>
+<td>Dr. Hayes is a scientist working on understand...</td>
+<td>1</td>
 <td>True</td>
 </tr>
 <tr>
 <th>4</th>
-<td>140</td>
-<td>STAR ALIGNMENTS</td>
-<td>Celestial configurations that Dr. Jordan Hayes...</td>
-<td>0</td>
+<td>10</td>
+<td>AGENT HAYES</td>
+<td>Agent Hayes is known for emphasizing empowerme...</td>
+<td>4</td>
 <td>True</td>
 </tr>
 </tbody>
@@ -3633,56 +3625,56 @@ In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squa
 <tbody>
 <tr>
 <th>0</th>
-<td>21</td>
-<td>JORDAN HAYES</td>
-<td>SAM RIVERA</td>
-<td>Jordan Hayes and Sam Rivera are colleagues at ...</td>
-<td>5.0</td>
-<td>24</td>
-<td>2</td>
+<td>260</td>
+<td>JORDAN</td>
+<td>DR. JORDAN HAYES</td>
+<td>Dr. Jordan Hayes and Jordan refer to the same ...</td>
+<td>1.0</td>
+<td>40</td>
+<td>1</td>
 <td>True</td>
 </tr>
 <tr>
 <th>1</th>
-<td>22</td>
-<td>JORDAN HAYES</td>
-<td>PARANORMAL MILITARY SQUAD</td>
-<td>Jordan Hayes is a member of the Paranormal Mil...</td>
-<td>5.0</td>
-<td>23</td>
+<td>50</td>
+<td>ALEX MERCER</td>
+<td>JORDAN</td>
+<td>Alex Mercer values Jordan's analytical approac...</td>
+<td>1.0</td>
+<td>79</td>
 <td>2</td>
 <td>True</td>
 </tr>
 <tr>
 <th>2</th>
-<td>34</td>
-<td>SAM RIVERA</td>
+<td>26</td>
+<td>ALEX MERCER</td>
 <td>DR. JORDAN HAYES</td>
-<td>Dr. Jordan Hayes and Sam Rivera are colleagues...</td>
-<td>1.0</td>
-<td>22</td>
+<td>Alex Mercer and Dr. Jordan Hayes are collabora...</td>
+<td>5.0</td>
+<td>75</td>
 <td>2</td>
 <td>True</td>
 </tr>
 <tr>
 <th>3</th>
-<td>9</td>
+<td>77</td>
 <td>TAYLOR CRUZ</td>
-<td>JORDAN HAYES</td>
-<td>Taylor Cruz and Jordan Hayes are both integral...</td>
-<td>6.0</td>
-<td>21</td>
+<td>JORDAN</td>
+<td>Jordan and Taylor Cruz are team members workin...</td>
+<td>4.0</td>
+<td>74</td>
 <td>2</td>
 <td>True</td>
 </tr>
 <tr>
 <th>4</th>
-<td>40</td>
-<td>PARANORMAL MILITARY SQUAD</td>
+<td>82</td>
+<td>TAYLOR CRUZ</td>
 <td>DR. JORDAN HAYES</td>
-<td>Dr. Jordan Hayes is a key member of the Parano...</td>
-<td>2.0</td>
-<td>21</td>
+<td>Dr. Jordan Hayes and Taylor Cruz are colleague...</td>
+<td>4.0</td>
+<td>70</td>
 <td>2</td>
 <td>True</td>
 </tr>
@@ -3797,18 +3789,28 @@ Cell <span class="ansi-green-fg">In[17], line 1</span>
 <tbody>
 <tr>
 <th>0</th>
-<td>5</td>
-<td>the universe.\n\nIn a symphony of clicks and ...</td>
+<td>40</td>
+<td>and the distant hum of machinery hinted at Du...</td>
 </tr>
 <tr>
 <th>1</th>
-<td>11</td>
-<td>, the sentinel within them ever alert.\n\nAlex...</td>
+<td>18</td>
+<td>the universe.\n\nIn a symphony of clicks and ...</td>
 </tr>
 <tr>
 <th>2</th>
-<td>3</td>
-<td>, absorbed in the bewilderment of contact, whi...</td>
+<td>37</td>
+<td>from across the console, their eyes not leavi...</td>
+</tr>
+<tr>
+<th>3</th>
+<td>19</td>
+<td>extraterrestrial sentience that had outreache...</td>
+</tr>
+<tr>
+<th>4</th>
+<td>44</td>
+<td>It's a... symphony. It's as if they're teachi...</td>
 </tr>
 </tbody>
 </table>
@@ -3853,19 +3855,19 @@ Cell <span class="ansi-green-fg">In[17], line 1</span>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>   id            entity object_id     status start_date end_date  \
-0  12  DR. JORDAN HAYES      NONE       TRUE       NONE     NONE   
-1  13  DR. JORDAN HAYES      NONE  SUSPECTED       NONE     NONE   
-2  18  DR. JORDAN HAYES      ALEX       TRUE       NONE     NONE   
-3  49  DR. JORDAN HAYES      NONE  SUSPECTED       NONE     NONE   
-4  74  DR. JORDAN HAYES      NONE  SUSPECTED       NONE     NONE   
+<pre>   id            entity object_id status start_date end_date  \
+0   2  DR. JORDAN HAYES      NONE   TRUE       NONE     NONE   
+1  13  DR. JORDAN HAYES      NONE   TRUE       NONE     NONE   
+2  60  DR. JORDAN HAYES      NONE   TRUE       NONE     NONE   
+3  83  DR. JORDAN HAYES      NONE   TRUE       NONE     NONE   
+4  91  DR. JORDAN HAYES      NONE   TRUE       NONE     NONE   
 
                                          description  in_context  
-0  Dr. Jordan Hayes contemplates their skepticism...        True  
-1  Dr. Jordan Hayes mused over the layers of data...        True  
-2  Dr. Jordan Hayes and Alex discovered a panel h...        True  
-3  Dr. Jordan Hayes was focused on deciphering al...        True  
-4  Dr. Jordan Hayes is analyzing the evolving ali...        True  
+0  Dr. Jordan Hayes emphasizes the importance of ...        True  
+1  Dr. Jordan Hayes reflected on their own skepti...        True  
+2  Dr. Jordan Hayes was focused on deciphering al...        True  
+3  Dr. Jordan Hayes successfully worked through t...        True  
+4  Dr. Jordan Hayes led the efforts in isolating ...        True  
 </pre>
 </div>
 </div>
@@ -3979,9 +3981,34 @@ print(candidate_questions.response)</div>
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>['- What is the role of Alex Mercer at the Dulce military base?', '- How does the Paranormal Military Squad operate within the Dulce military base?', '- What are the main objectives of Operation: Dulce at the Dulce military base?', '- How does the Dulce military base facilitate communication with extraterrestrial intelligence?', '- What is the significance of the Dulce military base in the context of interstellar communication efforts?']
-</pre>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">TypeError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[21], line 5</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> question_history <span style="color: rgb(98,98,98)">=</span> [
+<span class="ansi-green-intense-fg ansi-bold">      2</span>     <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">Tell me about Agent Mercer</span><span style="color: rgb(175,0,0)">"</span>,
+<span class="ansi-green-intense-fg ansi-bold">      3</span>     <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">What happens in Dulce military base?</span><span style="color: rgb(175,0,0)">"</span>,
+<span class="ansi-green-intense-fg ansi-bold">      4</span> ]
+<span class="ansi-green-fg">----&gt; 5</span> candidate_questions <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">await</span> question_generator<span style="color: rgb(98,98,98)">.</span>agenerate(
+<span class="ansi-green-intense-fg ansi-bold">      6</span>     question_history<span style="color: rgb(98,98,98)">=</span>question_history, context_data<span style="color: rgb(98,98,98)">=</span><span class="ansi-bold" style="color: rgb(0,135,0)">None</span>, question_count<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">5</span>
+<span class="ansi-green-intense-fg ansi-bold">      7</span> )
+<span class="ansi-green-intense-fg ansi-bold">      8</span> <span style="color: rgb(0,135,0)">print</span>(candidate_questions<span style="color: rgb(98,98,98)">.</span>response)
+
+File <span class="ansi-green-fg">~/work/graphrag/graphrag/graphrag/query/question_gen/local_gen.py:74</span>, in <span class="ansi-cyan-fg">LocalQuestionGen.agenerate</span><span class="ansi-blue-fg">(self, question_history, context_data, question_count, **kwargs)</span>
+<span class="ansi-green-intense-fg ansi-bold">     70</span>     conversation_history <span style="color: rgb(98,98,98)">=</span> ConversationHistory<span style="color: rgb(98,98,98)">.</span>from_list(history)
+<span class="ansi-green-intense-fg ansi-bold">     72</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> context_data <span class="ansi-bold" style="color: rgb(175,0,255)">is</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>:
+<span class="ansi-green-intense-fg ansi-bold">     73</span>     <span style="color: rgb(95,135,135)"># generate context data based on the question history</span>
+<span class="ansi-green-fg">---&gt; 74</span>     context_data, context_records <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>context_builder<span style="color: rgb(98,98,98)">.</span>build_context(
+<span class="ansi-green-intense-fg ansi-bold">     75</span>         query<span style="color: rgb(98,98,98)">=</span>question_text,
+<span class="ansi-green-intense-fg ansi-bold">     76</span>         conversation_history<span style="color: rgb(98,98,98)">=</span>conversation_history,
+<span class="ansi-green-intense-fg ansi-bold">     77</span>         <span style="color: rgb(98,98,98)">*</span><span style="color: rgb(98,98,98)">*</span>kwargs,
+<span class="ansi-green-intense-fg ansi-bold">     78</span>         <span style="color: rgb(98,98,98)">*</span><span style="color: rgb(98,98,98)">*</span><span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>context_builder_params,
+<span class="ansi-green-intense-fg ansi-bold">     79</span>     )  <span style="color: rgb(95,135,135)"># type: ignore</span>
+<span class="ansi-green-intense-fg ansi-bold">     80</span> <span class="ansi-bold" style="color: rgb(0,135,0)">else</span>:
+<span class="ansi-green-intense-fg ansi-bold">     81</span>     context_records <span style="color: rgb(98,98,98)">=</span> {<span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">context_data</span><span style="color: rgb(175,0,0)">"</span>: context_data}
+
+<span class="ansi-red-fg">TypeError</span>: cannot unpack non-iterable ContextBuilderResult object</pre>
 </div>
 </div>
 </div>
diff --git a/search/search_index.json b/search/search_index.json
index 2ab5bcbc..1121b4f3 100644
--- a/search/search_index.json
+++ b/search/search_index.json
@@ -1 +1 @@
-{"config": {"lang": ["en"], "separator": "[\\s\\-]+", "pipeline": ["stopWordFilter"]}, "docs": [{"location": "", "title": "Welcome to GraphRAG", "text": "<p>\ud83d\udc49 Microsoft Research Blog Post  \ud83d\udc49 GraphRAG Accelerator  \ud83d\udc49 GraphRAG Arxiv</p> <p> </p> <p> Figure 1: An LLM-generated knowledge graph built using GPT-4 Turbo. </p> <p>GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.</p> <p>To learn more about GraphRAG and how it can be used to enhance your LLMs ability to reason about your private data, please visit the Microsoft Research Blog Post.</p>"}, {"location": "#solution-accelerator", "title": "Solution Accelerator \ud83d\ude80", "text": "<p>To quickstart the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "#get-started-with-graphrag", "title": "Get Started with GraphRAG \ud83d\ude80", "text": "<p>To start using GraphRAG, check out the Get Started guide. For a deeper dive into the main sub-systems, please visit the docpages for the Indexer and Query packages.</p>"}, {"location": "#graphrag-vs-baseline-rag", "title": "GraphRAG vs Baseline RAG \ud83d\udd0d", "text": "<p>Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call Baseline RAG. GraphRAG uses knowledge graphs to provide substantial improvements in question-and-answer performance when reasoning about complex information. RAG techniques have shown promise in helping LLMs to reason about private datasets - data that the LLM is not trained on and has never seen before, such as an enterprise\u2019s proprietary research, business documents, or communications. Baseline RAG was created to help solve this problem, but we observe situations where baseline RAG performs very poorly. For example:</p> <ul> <li>Baseline RAG struggles to connect the dots. This happens when answering a question requires traversing disparate pieces of information through their shared attributes in order to provide new synthesized insights.</li> <li>Baseline RAG performs poorly when being asked to holistically understand summarized semantic concepts over large data collections or even singular large documents.</li> </ul> <p>To address this, the tech community is working to develop methods that extend and enhance RAG. Microsoft Research\u2019s new approach, GraphRAG, uses LLMs to create a knowledge graph based on an input corpus. This graph, along with community summaries and graph machine learning outputs, are used to augment prompts at query time. GraphRAG shows substantial improvement in answering the two classes of questions described above, demonstrating intelligence or mastery that outperforms other approaches previously applied to private datasets.</p>"}, {"location": "#the-graphrag-process", "title": "The GraphRAG Process \ud83e\udd16", "text": "<p>GraphRAG builds upon our prior research and tooling using graph machine learning. The basic steps of the GraphRAG process are as follows:</p>"}, {"location": "#index", "title": "Index", "text": "<ul> <li>Slice up an input corpus into a series of TextUnits, which act as analyzable units for the rest of the process, and provide fine-grained references in our outputs.</li> <li>Extract all entities, relationships, and key claims from the TextUnits using an LLM.</li> <li>Perform a hierarchical clustering of the graph using the Leiden technique. To see this visually, check out Figure 1 above. Each circle is an entity (e.g., a person, place, or organization), with the size representing the degree of the entity, and the color representing its community.</li> <li>Generate summaries of each community and its constituents from the bottom-up. This aids in holistic understanding of the dataset.</li> </ul>"}, {"location": "#query", "title": "Query", "text": "<p>At query time, these structures are used to provide materials for the LLM context window when answering a question. The primary query modes are:</p> <ul> <li>Global Search for reasoning about holistic questions about the corpus by leveraging the community summaries.</li> <li>Local Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li> <li>DRIFT Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts, but with the added context of community information.</li> </ul>"}, {"location": "#prompt-tuning", "title": "Prompt Tuning", "text": "<p>Using GraphRAG with your data out of the box may not yield the best possible results. We strongly recommend to fine-tune your prompts following the Prompt Tuning Guide in our documentation.</p>"}, {"location": "blog_posts/", "title": "Microsoft Research Blog", "text": "<ul> <li> <p> GraphRAG: Unlocking LLM discovery on narrative private data</p> <p>Published February 13, 2024 <p>By Jonathan Larson, Senior Principal Data Architect; Steven Truitt, Principal Program Manager</p> <li> <p> GraphRAG: New tool for complex data discovery now on GitHub</p> <p>Published July 2, 2024 <p>By Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> GraphRAG auto-tuning provides rapid adaptation to new domains</p> <p>Published September 9, 2024 <p>By Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Katy Smith, Data Scientist II; Joshua Bradley, Senior Data Scientist; Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Sarah Smith, Senior Program Manager; Ben Cutler, Senior Director; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency</p> <p>Published October 31, 2024 <p>By Julian Whiting, Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Ha Trinh, Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; Jonathan Larson, Senior Principal Data Architect</p>"}, {"location": "cli/", "title": "CLI Reference", "text": "<p>This page documents the command-line interface of the graphrag library.</p>"}, {"location": "cli/#graphrag", "title": "graphrag", "text": "<p>GraphRAG: A graph-based retrieval-augmented generation (RAG) system.</p> <p>Usage:</p> <pre><code> [OPTIONS] COMMAND [ARGS]...\n</code></pre> <p>Options:</p> <pre><code>  --install-completion  Install completion for the current shell.\n  --show-completion     Show completion for the current shell, to copy it or\n                        customize the installation.\n</code></pre>"}, {"location": "cli/#index", "title": "index", "text": "<p>Build a knowledge graph index.</p> <p>Usage:</p> <pre><code> index [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --resume TEXT                   Resume a given indexing run\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --dry-run / --no-dry-run        Run the indexing pipeline without executing\n                                  any steps to inspect and validate the\n                                  configuration.  [default: no-dry-run]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "cli/#init", "title": "init", "text": "<p>Generate a default configuration file.</p> <p>Usage:</p> <pre><code> init [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH  The project root directory.  [required]\n</code></pre>"}, {"location": "cli/#prompt-tune", "title": "prompt-tune", "text": "<p>Generate custom graphrag prompts with your own data (i.e. auto templating).</p> <p>Usage:</p> <pre><code> prompt-tune [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH                     The project root directory.  [default: .]\n  --config PATH                   The configuration to use.\n  --domain TEXT                   The domain your input data is related to.\n                                  For example 'space science', 'microbiology',\n                                  'environmental news'. If not defined, a\n                                  domain will be inferred from the input data.\n  --selection-method [all|random|top|auto]\n                                  The text chunk selection method.  [default:\n                                  random]\n  --n-subset-max INTEGER          The number of text chunks to embed when\n                                  --selection-method=auto.  [default: 300]\n  --k INTEGER                     The maximum number of documents to select\n                                  from each centroid when --selection-\n                                  method=auto.  [default: 15]\n  --limit INTEGER                 The number of documents to load when\n                                  --selection-method={random,top}.  [default:\n                                  15]\n  --max-tokens INTEGER            The max token count for prompt generation.\n                                  [default: 2000]\n  --min-examples-required INTEGER\n                                  The minimum number of examples to\n                                  generate/include in the entity extraction\n                                  prompt.  [default: 2]\n  --chunk-size INTEGER            The max token count for prompt generation.\n                                  [default: 200]\n  --language TEXT                 The primary language used for inputs and\n                                  outputs in graphrag prompts.\n  --discover-entity-types / --no-discover-entity-types\n                                  Discover and extract unspecified entity\n                                  types.  [default: discover-entity-types]\n  --output PATH                   The directory to save prompts to, relative\n                                  to the project root directory.  [default:\n                                  prompts]\n</code></pre>"}, {"location": "cli/#query", "title": "query", "text": "<p>Query a knowledge graph index.</p> <p>Usage:</p> <pre><code> query [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --method [local|global|drift]  The query algorithm to use.  [required]\n  --query TEXT                   The query to execute.  [required]\n  --config PATH                  The configuration to use.\n  --data PATH                    Indexing pipeline output directory (i.e.\n                                 contains the parquet files).\n  --root PATH                    The project root directory.  [default: .]\n  --community-level INTEGER      The community level in the Leiden community\n                                 hierarchy from which to load community\n                                 reports. Higher values represent reports from\n                                 smaller communities.  [default: 2]\n  --response-type TEXT           Free form text describing the response type\n                                 and format, can be anything, e.g. Multiple\n                                 Paragraphs, Single Paragraph, Single\n                                 Sentence, List of 3-7 Points, Single Page,\n                                 Multi-Page Report. Default: Multiple\n                                 Paragraphs  [default: Multiple Paragraphs]\n  --streaming / --no-streaming   Print response in a streaming manner.\n                                 [default: no-streaming]\n</code></pre>"}, {"location": "cli/#update", "title": "update", "text": "<p>Update an existing knowledge graph index.</p> <p>Applies a default storage configuration (if not provided by config), saving the new index to the local file system in the <code>update_output</code> folder.</p> <p>Usage:</p> <pre><code> update [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "developing/", "title": "Development Guide", "text": ""}, {"location": "developing/#requirements", "title": "Requirements", "text": "Name Installation Purpose Python 3.10-3.12 Download The library is Python-based. Poetry Instructions Poetry is used for package management and virtualenv management in Python codebases"}, {"location": "developing/#getting-started", "title": "Getting Started", "text": ""}, {"location": "developing/#install-dependencies", "title": "Install Dependencies", "text": "<pre><code># Install Python dependencies.\npoetry install\n</code></pre>"}, {"location": "developing/#execute-the-indexing-engine", "title": "Execute the Indexing Engine", "text": "<pre><code>poetry run poe index &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#executing-queries", "title": "Executing Queries", "text": "<pre><code>poetry run poe query &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#azurite", "title": "Azurite", "text": "<p>Some unit and smoke tests use Azurite to emulate Azure resources. This can be started by running:</p> <pre><code>./scripts/start-azurite.sh\n</code></pre> <p>or by simply running <code>azurite</code> in the terminal if already installed globally. See the Azurite documentation for more information about how to install and use Azurite.</p>"}, {"location": "developing/#lifecycle-scripts", "title": "Lifecycle Scripts", "text": "<p>Our Python package utilizes Poetry to manage dependencies and poethepoet to manage build scripts.</p> <p>Available scripts are:</p> <ul> <li><code>poetry run poe index</code> - Run the Indexing CLI</li> <li><code>poetry run poe query</code> - Run the Query CLI</li> <li><code>poetry build</code> - This invokes <code>poetry build</code>, which will build a wheel file and other distributable artifacts.</li> <li><code>poetry run poe test</code> - This will execute all tests.</li> <li><code>poetry run poe test_unit</code> - This will execute unit tests.</li> <li><code>poetry run poe test_integration</code> - This will execute integration tests.</li> <li><code>poetry run poe test_smoke</code> - This will execute smoke tests.</li> <li><code>poetry run poe check</code> - This will perform a suite of static checks across the package, including:</li> <li>formatting</li> <li>documentation formatting</li> <li>linting</li> <li>security patterns</li> <li>type-checking</li> <li><code>poetry run poe fix</code> - This will apply any available auto-fixes to the package. Usually this is just formatting fixes.</li> <li><code>poetry run poe fix_unsafe</code> - This will apply any available auto-fixes to the package, including those that may be unsafe.</li> <li><code>poetry run poe format</code> - Explicitly run the formatter across the package.</li> </ul>"}, {"location": "developing/#troubleshooting", "title": "Troubleshooting", "text": ""}, {"location": "developing/#runtimeerror-llvm-config-failed-executing-please-point-llvm_config-to-the-path-for-llvm-config-when-running-poetry-install", "title": "\"RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config\" when running poetry install", "text": "<p>Make sure llvm-9 and llvm-9-dev are installed:</p> <p><code>sudo apt-get install llvm-9 llvm-9-dev</code></p> <p>and then in your bashrc, add</p> <p><code>export LLVM_CONFIG=/usr/bin/llvm-config-9</code></p>"}, {"location": "developing/#numba_pymoduleh610-fatal-error-pythonh-no-such-file-or-directory-when-running-poetry-install", "title": "\"numba/_pymodule.h:6:10: fatal error: Python.h: No such file or directory\" when running poetry install", "text": "<p>Make sure you have python3.10-dev installed or more generally <code>python&lt;version&gt;-dev</code></p> <p><code>sudo apt-get install python3.10-dev</code></p>"}, {"location": "developing/#llm-call-constantly-exceeds-tpm-rpm-or-time-limits", "title": "LLM call constantly exceeds TPM, RPM or time limits", "text": "<p><code>GRAPHRAG_LLM_THREAD_COUNT</code> and <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> are both set to 50 by default. You can modify this values to reduce concurrency. Please refer to the Configuration Documents</p>"}, {"location": "get_started/", "title": "Getting Started", "text": ""}, {"location": "get_started/#requirements", "title": "Requirements", "text": "<p>Python 3.10-3.12</p> <p>To get started with the GraphRAG system, you have a few options:</p> <p>\ud83d\udc49 Use the GraphRAG Accelerator solution  \ud83d\udc49 Install from pypi.  \ud83d\udc49 Use it from source</p>"}, {"location": "get_started/#quickstart", "title": "Quickstart", "text": "<p>To get started with the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "get_started/#top-level-modules", "title": "Top-Level Modules", "text": "<ul> <li>Indexing Pipeline Overview</li> <li>Query Engine Overview</li> </ul>"}, {"location": "get_started/#overview", "title": "Overview", "text": "<p>The following is a simple end-to-end example for using the GraphRAG system. It shows how to use the system to index some text, and then use the indexed data to answer questions about the documents.</p>"}, {"location": "get_started/#install-graphrag", "title": "Install GraphRAG", "text": "<pre><code>pip install graphrag\n</code></pre> <p>The graphrag library includes a CLI for a no-code approach to getting started. Please review the full CLI documentation for further detail.</p>"}, {"location": "get_started/#running-the-indexer", "title": "Running the Indexer", "text": "<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the default configuration mode, which you can customize as needed using a config file, which we recommend, or environment variables.</p> <p>First let's get a sample dataset ready:</p> <pre><code>mkdir -p ./ragtest/input\n</code></pre> <p>Now let's get a copy of A Christmas Carol by Charles Dickens from a trusted source</p> <pre><code>curl https://www.gutenberg.org/cache/epub/24022/pg24022.txt -o ./ragtest/input/book.txt\n</code></pre> <p>Next we'll inject some required config variables:</p>"}, {"location": "get_started/#set-up-your-workspace-variables", "title": "Set Up Your Workspace Variables", "text": "<p>First let's make sure to setup the required environment variables. For details on these environment variables, and what environment variables are available, see the variables documentation.</p> <p>To initialize your workspace, first run the <code>graphrag init</code> command. Since we have already configured a directory named <code>./ragtest</code> in the previous step, run the following command:</p> <pre><code>graphrag init --root ./ragtest\n</code></pre> <p>This will create two files: <code>.env</code> and <code>settings.yaml</code> in the <code>./ragtest</code> directory.</p> <ul> <li><code>.env</code> contains the environment variables required to run the GraphRAG pipeline. If you inspect the file, you'll see a single environment variable defined,   <code>GRAPHRAG_API_KEY=&lt;API_KEY&gt;</code>. This is the API key for the OpenAI API or Azure OpenAI endpoint. You can replace this with your own API key. If you are using another form of authentication (i.e. managed identity), please delete this file.</li> <li><code>settings.yaml</code> contains the settings for the pipeline. You can modify this file to change the settings for the pipeline.   </li> </ul>"}, {"location": "get_started/#openai-and-azure-openai", "title": "OpenAI and Azure OpenAI", "text": "<p>If running in OpenAI mode, update the value of <code>GRAPHRAG_API_KEY</code> in the <code>.env</code> file with your OpenAI API key.</p>"}, {"location": "get_started/#azure-openai", "title": "Azure OpenAI", "text": "<p>In addition, Azure OpenAI users should set the following variables in the settings.yaml file. To find the appropriate sections, just search for the <code>llm:</code> configuration, you should see two sections, one for the chat endpoint and one for the embeddings endpoint. Here is an example of how to configure the chat endpoint:</p> <pre><code>type: azure_openai_chat # Or azure_openai_embedding for embeddings\napi_base: https://&lt;instance&gt;.openai.azure.com\napi_version: 2024-02-15-preview # You can customize this for other versions\ndeployment_name: &lt;azure_model_deployment_name&gt;\n</code></pre> <ul> <li>For more details about configuring GraphRAG, see the configuration documentation.</li> <li>To learn more about Initialization, refer to the Initialization documentation.</li> <li>For more details about using the CLI, refer to the CLI documentation.</li> </ul>"}, {"location": "get_started/#running-the-indexing-pipeline", "title": "Running the Indexing pipeline", "text": "<p>Finally we'll run the pipeline!</p> <pre><code>graphrag index --root ./ragtest\n</code></pre> <p></p> <p>This process will take some time to run. This depends on the size of your input data, what model you're using, and the text chunk size being used (these can be configured in your <code>settings.yml</code> file). Once the pipeline is complete, you should see a new folder called <code>./ragtest/output</code> with a series of parquet files.</p>"}, {"location": "get_started/#using-the-query-engine", "title": "Using the Query Engine", "text": ""}, {"location": "get_started/#running-the-query-engine", "title": "Running the Query Engine", "text": "<p>Now let's ask some questions using this dataset.</p> <p>Here is an example using Global search to ask a high-level question:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method global \\\n--query \"What are the top themes in this story?\"\n</code></pre> <p>Here is an example using Local search to ask a more specific question about a particular character:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method local \\\n--query \"Who is Scrooge and what are his main relationships?\"\n</code></pre> <p>Please refer to Query Engine docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>"}, {"location": "get_started/#visualizing-the-graph", "title": "Visualizing the Graph", "text": "<p>Check out our visualization guide for a more interactive experience in debugging and exploring the knowledge graph.</p>"}, {"location": "visualization_guide/", "title": "Visualizing and Debugging Your Knowledge Graph", "text": "<p>The following step-by-step guide walks through the process to visualize a knowledge graph after it's been constructed by graphrag. Note that some of the settings recommended below are based on our own experience of what works well. Feel free to change and explore other settings for a better visualization experience!</p>"}, {"location": "visualization_guide/#1-run-the-pipeline", "title": "1. Run the Pipeline", "text": "<p>Before building an index, please review your <code>settings.yaml</code> configuration file and ensure that graphml snapshots is enabled. <pre><code>snapshots:\n  graphml: true\n</code></pre> (Optional) To support other visualization tools and exploration, additional parameters can be enabled that provide access to vector embeddings. <pre><code>embed_graph:\n  enabled: true # will generate node2vec embeddings for nodes\numap:\n  enabled: true # will generate UMAP embeddings for nodes\n</code></pre> After running the indexing pipeline over your data, there will be an output folder (defined by the <code>storage.base_dir</code> setting).</p> <ul> <li>Output Folder: Contains artifacts from the LLM\u2019s indexing pass.</li> </ul>"}, {"location": "visualization_guide/#2-locate-the-knowledge-graph", "title": "2. Locate the Knowledge Graph", "text": "<p>In the output folder, look for a file named <code>merged_graph.graphml</code>. graphml is a standard file format supported by many visualization tools. We recommend trying Gephi.</p>"}, {"location": "visualization_guide/#3-open-the-graph-in-gephi", "title": "3. Open the Graph in Gephi", "text": "<ol> <li>Install and open Gephi</li> <li>Navigate to the <code>output</code> folder containing the various parquet files.</li> <li>Import the <code>merged_graph.graphml</code> file into Gephi. This will result in a fairly plain view of the undirected graph nodes and edges.</li> </ol>"}, {"location": "visualization_guide/#4-install-the-leiden-algorithm-plugin", "title": "4. Install the Leiden Algorithm Plugin", "text": "<ol> <li>Go to <code>Tools</code> -&gt; <code>Plugins</code>.</li> <li>Search for \"Leiden Algorithm\".</li> <li>Click <code>Install</code> and restart Gephi.</li> </ol>"}, {"location": "visualization_guide/#5-run-statistics", "title": "5. Run Statistics", "text": "<ol> <li>In the <code>Statistics</code> tab on the right, click <code>Run</code> for <code>Average Degree</code> and <code>Leiden Algorithm</code>.</li> </ol> <ol> <li>For the Leiden Algorithm, adjust the settings:</li> <li>Quality function: Modularity</li> <li>Resolution: 1</li> </ol>"}, {"location": "visualization_guide/#6-color-the-graph-by-clusters", "title": "6. Color the Graph by Clusters", "text": "<ol> <li>Go to the <code>Appearance</code> pane in the upper left side of Gephi.</li> </ol> <ol> <li>Select <code>Nodes</code>, then <code>Partition</code>, and click the color palette icon in the upper right.</li> <li>Choose <code>Cluster</code> from the dropdown.</li> <li>Click the <code>Palette...</code> hyperlink, then <code>Generate...</code>.</li> <li>Uncheck <code>Limit number of colors</code>, click <code>Generate</code>, and then <code>Ok</code>.</li> <li>Click <code>Apply</code> to color the graph. This will color the graph based on the partitions discovered by Leiden.</li> </ol>"}, {"location": "visualization_guide/#7-resize-nodes-by-degree-centrality", "title": "7. Resize Nodes by Degree Centrality", "text": "<ol> <li>In the <code>Appearance</code> pane in the upper left, select <code>Nodes</code> -&gt; <code>Ranking</code></li> <li>Select the <code>Sizing</code> icon in the upper right.</li> <li>Choose <code>Degree</code> and set:</li> <li>Min: 10</li> <li>Max: 150</li> <li>Click <code>Apply</code>.</li> </ol>"}, {"location": "visualization_guide/#8-layout-the-graph", "title": "8. Layout the Graph", "text": "<ol> <li>In the <code>Layout</code> tab in the lower left, select <code>OpenORD</code>.</li> </ol> <ol> <li>Set <code>Liquid</code> and <code>Expansion</code> stages to 50, and everything else to 0.</li> <li>Click <code>Run</code> and monitor the progress.</li> </ol>"}, {"location": "visualization_guide/#9-run-forceatlas2", "title": "9. Run ForceAtlas2", "text": "<ol> <li>Select <code>Force Atlas 2</code> in the layout options.</li> </ol> <ol> <li>Adjust the settings:</li> <li>Scaling: 15</li> <li>Dissuade Hubs: checked</li> <li>LinLog mode: uncheck</li> <li>Prevent Overlap: checked</li> <li>Click <code>Run</code> and wait.</li> <li>Press <code>Stop</code> when it looks like the graph nodes have settled and no longer change position significantly.</li> </ol>"}, {"location": "visualization_guide/#10-add-text-labels-optional", "title": "10. Add Text Labels (Optional)", "text": "<ol> <li>Turn on text labels in the appropriate section.</li> <li>Configure and resize them as needed.</li> </ol> <p>Your final graph should now be visually organized and ready for analysis!</p>"}, {"location": "config/custom/", "title": "Fully Custom Config", "text": "<p>The primary configuration sections for Indexing Engine pipelines are described below. Each configuration section can be expressed in Python (for use in Python API mode) as well as YAML, but YAML is show here for brevity.</p> <p>Using custom configuration is an advanced use-case. Most users will want to use the Default Configuration instead.</p>"}, {"location": "config/custom/#indexing-engine-examples", "title": "Indexing Engine Examples", "text": "<p>The examples directory contains several examples of how to use the indexing engine with custom configuration.</p> <p>Most examples include two different forms of running the pipeline, both are contained in the examples <code>run.py</code></p> <ol> <li>Using mostly the Python API</li> <li>Using mostly the a pipeline configuration file</li> </ol> <p>To run an example:</p> <ul> <li>Run <code>poetry shell</code> to activate a virtual environment with the required dependencies.</li> <li>Run <code>PYTHONPATH=\"$(pwd)\" python examples/path_to_example/run.py</code> from the <code>root</code> directory.</li> </ul> <p>For example to run the single_verb example, you would run the following commands:</p> <pre><code>poetry shell\n</code></pre> <pre><code>PYTHONPATH=\"$(pwd)\" python examples/single_verb/run.py\n</code></pre>"}, {"location": "config/custom/#configuration-sections", "title": "Configuration Sections", "text": ""}, {"location": "config/custom/#extends", "title": "&gt; extends", "text": "<p>This configuration allows you to extend a base configuration file or files.</p> <pre><code># single base\nextends: ../base_config.yml\n</code></pre> <pre><code># multiple bases\nextends:\n  - ../base_config.yml\n  - ../base_config2.yml\n</code></pre>"}, {"location": "config/custom/#root_dir", "title": "&gt; root_dir", "text": "<p>This configuration allows you to set the root directory for the pipeline. All data inputs and outputs are assumed to be relative to this path.</p> <pre><code>root_dir: /workspace/data_project\n</code></pre>"}, {"location": "config/custom/#storage", "title": "&gt; storage", "text": "<p>This configuration allows you define the output strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of storage to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the data in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#cache", "title": "&gt; cache", "text": "<p>This configuration allows you define the cache strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of cache to use. Options are <code>file</code> and <code>memory</code>, and <code>blob</code>.</li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the cache in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#reporting", "title": "&gt; reporting", "text": "<p>This configuration allows you define the reporting strategy for the pipeline. Report files are generated artifacts that summarize the performance metrics of the pipeline and emit any error messages.</p> <ul> <li><code>type</code>: The type of reporting to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the reports in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#workflows", "title": "&gt; workflows", "text": "<p>This configuration section defines the workflow DAG for the pipeline. Here we define an array of workflows and express their inter-dependencies in steps:</p> <ul> <li><code>name</code>: The name of the workflow. This is used to reference the workflow in other parts of the config.</li> <li><code>steps</code>: The DataShaper steps that this workflow comprises. If a step defines an input in the form of <code>workflow:&lt;workflow_name&gt;</code>, then it is assumed to have a dependency on the output of that workflow.</li> </ul> <pre><code>workflows:\n  - name: workflow1\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n  - name: workflow2\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n        input:\n          # dependency established here\n          source: workflow:workflow1\n</code></pre>"}, {"location": "config/custom/#input", "title": "&gt; input", "text": "<ul> <li><code>type</code>: The type of input to use. Options are <code>file</code> or <code>blob</code>.</li> <li><code>file_type</code>: The file type field discriminates between the different input types. Options are <code>csv</code> and <code>text</code>.</li> <li><code>base_dir</code>: The base directory to read the input files from. This is relative to the config file.</li> <li><code>file_pattern</code>: A regex to match the input files. The regex must have named groups for each of the fields in the file_filter.</li> <li><code>post_process</code>: A DataShaper workflow definition to apply to the input before executing the primary workflow.</li> <li><code>source_column</code> (<code>type: csv</code> only): The column containing the source/author of the data</li> <li><code>text_column</code> (<code>type: csv</code> only): The column containing the text of the data</li> <li><code>timestamp_column</code> (<code>type: csv</code> only): The column containing the timestamp of the data</li> <li><code>timestamp_format</code> (<code>type: csv</code> only): The format of the timestamp</li> </ul> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  source_column: \"author\" # the column containing the source/author of the data\n  text_column: \"message\" # the column containing the text of the data\n  timestamp_column: \"date(yyyyMMddHHmmss)\" # optional, the column containing the timestamp of the data\n  timestamp_format: \"%Y%m%d%H%M%S\" # optional,  the format of the timestamp\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre>"}, {"location": "config/env_vars/", "title": "Default Configuration Mode (using Env Vars)", "text": ""}, {"location": "config/env_vars/#text-embeddings-customization", "title": "Text-Embeddings Customization", "text": "<p>By default, the GraphRAG indexer will only emit embeddings required for our query methods. However, the model has embeddings defined for all plaintext fields, and these can be generated by setting the <code>GRAPHRAG_EMBEDDING_TARGET</code> environment variable to <code>all</code>.</p> <p>If the embedding target is <code>all</code>, and you want to only embed a subset of these fields, you may specify which embeddings to skip using the <code>GRAPHRAG_EMBEDDING_SKIP</code> argument described below.</p>"}, {"location": "config/env_vars/#embedded-fields", "title": "Embedded Fields", "text": "<ul> <li><code>text_unit.text</code></li> <li><code>document.raw_content</code></li> <li><code>entity.name</code></li> <li><code>entity.description</code></li> <li><code>relationship.description</code></li> <li><code>community.title</code></li> <li><code>community.summary</code></li> <li><code>community.full_content</code></li> </ul>"}, {"location": "config/env_vars/#input-data", "title": "Input Data", "text": "<p>Our pipeline can ingest .csv or .txt data from an input folder. These files can be nested within subfolders. To configure how input data is handled, what fields are mapped over, and how timestamps are parsed, look for configuration values starting with <code>GRAPHRAG_INPUT_</code> below. In general, CSV-based data provides the most customizability. Each CSV should at least contain a <code>text</code> field (which can be mapped with environment variables), but it's helpful if they also have <code>title</code>, <code>timestamp</code>, and <code>source</code> fields. Additional fields can be included as well, which will land as extra fields on the <code>Document</code> table.</p>"}, {"location": "config/env_vars/#base-llm-settings", "title": "Base LLM Settings", "text": "<p>These are the primary settings for configuring LLM connectivity.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_API_KEY</code> Yes for OpenAI. Optional for AOAI The API key. (Note: <code>OPENAI_API_KEY is also used as a fallback). If not defined when using AOAI, managed identity will be used. |</code>str<code>|</code>None` <code>GRAPHRAG_API_BASE</code> For AOAI The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_API_VERSION</code> For AOAI The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_API_ORGANIZATION</code> The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code>"}, {"location": "config/env_vars/#text-generation-settings", "title": "Text Generation Settings", "text": "<p>These settings control the text generation model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_LLM_TYPE</code> For AOAI The LLM operation type. Either <code>openai_chat</code> or <code>azure_openai_chat</code> <code>str</code> <code>openai_chat</code> <code>GRAPHRAG_LLM_DEPLOYMENT_NAME</code> For AOAI The AOAI model deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_KEY</code> Yes (uses fallback) The API key. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_BASE</code> For AOAI (uses fallback) The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_VERSION</code> For AOAI (uses fallback) The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_MODEL</code> The LLM model. <code>str</code> <code>gpt-4-turbo-preview</code> <code>GRAPHRAG_LLM_MAX_TOKENS</code> The maximum number of tokens. <code>int</code> <code>4000</code> <code>GRAPHRAG_LLM_REQUEST_TIMEOUT</code> The maximum number of seconds to wait for a response from the chat client. <code>int</code> <code>180</code> <code>GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</code> Indicates whether the given model supports JSON output mode. <code>True</code> to enable. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_THREAD_COUNT</code> The number of threads to use for LLM parallelization. <code>int</code> 50 <code>GRAPHRAG_LLM_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread. <code>float</code> 0.3 <code>GRAPHRAG_LLM_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_LLM_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_LLM_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code> <code>GRAPHRAG_LLM_TEMPERATURE</code> The temperature to use generation. <code>float</code> 0 <code>GRAPHRAG_LLM_TOP_P</code> The top_p to use for sampling. <code>float</code> 1 <code>GRAPHRAG_LLM_N</code> The number of responses to generate. <code>int</code> 1"}, {"location": "config/env_vars/#text-embedding-settings", "title": "Text Embedding Settings", "text": "<p>These settings control the text embedding model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required ? Description Type Default <code>GRAPHRAG_EMBEDDING_TYPE</code> For AOAI The embedding client to use. Either <code>openai_embedding</code> or <code>azure_openai_embedding</code> <code>str</code> <code>openai_embedding</code> <code>GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME</code> For AOAI The AOAI deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_KEY</code> Yes (uses fallback) The API key to use for the embedding client. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_BASE</code> For AOAI (uses fallback) The API base URL. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_VERSION</code> For AOAI (uses fallback) The AOAI API version to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_PROXY</code> The AOAI proxy to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_MODEL</code> The model to use for the embedding client. <code>str</code> <code>text-embedding-3-small</code> <code>GRAPHRAG_EMBEDDING_BATCH_SIZE</code> The number of texts to embed at once. (Azure limit is 16) <code>int</code> 16 <code>GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS</code> The maximum tokens per batch (Azure limit is 8191) <code>int</code> 8191 <code>GRAPHRAG_EMBEDDING_TARGET</code> The target fields to embed. Either <code>required</code> or <code>all</code>. <code>str</code> <code>required</code> <code>GRAPHRAG_EMBEDDING_SKIP</code> A comma-separated list of fields to skip embeddings for . (e.g. 'relationship.description') <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> The number of threads to use for parallelization for embeddings. <code>int</code> <code>GRAPHRAG_EMBEDDING_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread for embeddings. <code>float</code> 50 <code>GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_EMBEDDING_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code>"}, {"location": "config/env_vars/#input-settings", "title": "Input Settings", "text": "<p>These settings control the data input used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p>"}, {"location": "config/env_vars/#plaintext-input-data-graphrag_input_file_typetext", "title": "Plaintext Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=text)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code>"}, {"location": "config/env_vars/#csv-input-data-graphrag_input_file_typecsv", "title": "CSV Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=csv)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_TYPE</code> The input storage type to use when reading files. (<code>file</code> or <code>blob</code>) <code>str</code> optional <code>file</code> <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code> <code>GRAPHRAG_INPUT_SOURCE_COLUMN</code> The 'source' column to use when reading CSV input files. <code>str</code> optional <code>source</code> <code>GRAPHRAG_INPUT_TIMESTAMP_COLUMN</code> The 'timestamp' column to use when reading CSV input files. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TIMESTAMP_FORMAT</code> The timestamp format to use when parsing timestamps in the timestamp column. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TEXT_COLUMN</code> The 'text' column to use when reading CSV input files. <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_DOCUMENT_ATTRIBUTE_COLUMNS</code> A list of CSV columns, comma-separated, to incorporate as document fields. <code>str</code> optional <code>id</code> <code>GRAPHRAG_INPUT_TITLE_COLUMN</code> The 'title' column to use when reading CSV input files. <code>str</code> optional <code>title</code> <code>GRAPHRAG_INPUT_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONNECTION_STRING</code> The connection string to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONTAINER_NAME</code> The container name to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_BASE_DIR</code> The base directory to read input files from. <code>str</code> optional <code>None</code>"}, {"location": "config/env_vars/#data-mapping-settings", "title": "Data Mapping Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_TYPE</code> The type of input data, <code>csv</code> or <code>text</code> <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_ENCODING</code> The encoding to apply when reading CSV/text input files. <code>str</code> optional <code>utf-8</code>"}, {"location": "config/env_vars/#data-chunking", "title": "Data Chunking", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_CHUNK_SIZE</code> The chunk size in tokens for text-chunk analysis windows. <code>str</code> optional 1200 <code>GRAPHRAG_CHUNK_OVERLAP</code> The chunk overlap in tokens for text-chunk analysis windows. <code>str</code> optional 100 <code>GRAPHRAG_CHUNK_BY_COLUMNS</code> A comma-separated list of document attributes to groupby when performing TextUnit chunking. <code>str</code> optional <code>id</code> <code>GRAPHRAG_CHUNK_ENCODING_MODEL</code> The encoding model to use for chunking. <code>str</code> optional The top-level encoding model."}, {"location": "config/env_vars/#prompting-overrides", "title": "Prompting Overrides", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> The path (relative to the root) of an entity extraction prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting entities in a loop. <code>int</code> optional 1 <code>GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES</code> A comma-separated list of entity types to extract. <code>str</code> optional <code>organization,person,event,geo</code> <code>GRAPHRAG_ENTITY_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for entity extraction. <code>str</code> optional The top-level encoding model. <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> The path (relative to the root) of an description summarization prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH</code> The maximum number of tokens to generate per description summarization. <code>int</code> optional 500 <code>GRAPHRAG_CLAIM_EXTRACTION_ENABLED</code> Whether claim extraction is enabled for this pipeline. <code>bool</code> optional <code>False</code> <code>GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION</code> The claim_description prompting argument to utilize. <code>string</code> optional \"Any claims or facts that could be relevant to threat analysis.\" <code>GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE</code> The claim extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting claims in a loop. <code>int</code> optional 1 <code>GRAPHRAG_CLAIM_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for claim extraction. <code>str</code> optional The top-level encoding model <code>GRAPHRAG_COMMUNITY_REPORTS_PROMPT_FILE</code> The community reports extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_COMMUNITY_REPORTS_MAX_LENGTH</code> The maximum number of tokens to generate per community reports. <code>int</code> optional 1500"}, {"location": "config/env_vars/#storage", "title": "Storage", "text": "<p>This section controls the storage mechanism used by the pipeline used for emitting output tables.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_STORAGE_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>memory</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_STORAGE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_BASE_DIR</code> The base path to data outputs outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#cache", "title": "Cache", "text": "<p>This section controls the cache mechanism used by the pipeline. This is used to cache LLM invocation results.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_CACHE_TYPE</code> The type of cache to use. Options are <code>file</code>, <code>memory</code>, <code>none</code> or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_CACHE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_CACHE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_BASE_DIR</code> The base path to the cache files. <code>str</code> optional None"}, {"location": "config/env_vars/#reporting", "title": "Reporting", "text": "<p>This section controls the reporting mechanism used by the pipeline, for common events and error messages. The default is to write reports to a file in the output directory. However, you can also choose to write reports to the console or to an Azure Blob Storage container.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_REPORTING_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>console</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_REPORTING_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_BASE_DIR</code> The base path to the reporting outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#node2vec-parameters", "title": "Node2Vec Parameters", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_NODE2VEC_ENABLED</code> Whether to enable Node2Vec <code>bool</code> optional False <code>GRAPHRAG_NODE2VEC_NUM_WALKS</code> The Node2Vec number of walks to perform <code>int</code> optional 10 <code>GRAPHRAG_NODE2VEC_WALK_LENGTH</code> The Node2Vec walk length <code>int</code> optional 40 <code>GRAPHRAG_NODE2VEC_WINDOW_SIZE</code> The Node2Vec window size <code>int</code> optional 2 <code>GRAPHRAG_NODE2VEC_ITERATIONS</code> The number of iterations to run node2vec <code>int</code> optional 3 <code>GRAPHRAG_NODE2VEC_RANDOM_SEED</code> The random seed to use for node2vec <code>int</code> optional 597832"}, {"location": "config/env_vars/#data-snapshotting", "title": "Data Snapshotting", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_SNAPSHOT_EMBEDDINGS</code> Whether to enable embeddings snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_GRAPHML</code> Whether to enable GraphML snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_RAW_ENTITIES</code> Whether to enable raw entity snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES</code> Whether to enable top-level node snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TRANSIENT</code> Whether to enable transient table snapshots. <code>bool</code> optional False"}, {"location": "config/env_vars/#miscellaneous-settings", "title": "Miscellaneous Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ASYNC_MODE</code> Which async mode to use. Either <code>asyncio</code> or <code>threaded</code>. <code>str</code> optional <code>asyncio</code> <code>GRAPHRAG_ENCODING_MODEL</code> The text encoding model, used in tiktoken, to encode text. <code>str</code> optional <code>cl100k_base</code> <code>GRAPHRAG_MAX_CLUSTER_SIZE</code> The maximum number of entities to include in a single Leiden cluster. <code>int</code> optional 10 <code>GRAPHRAG_SKIP_WORKFLOWS</code> A comma-separated list of workflow names to skip. <code>str</code> optional <code>None</code> <code>GRAPHRAG_UMAP_ENABLED</code> Whether to enable UMAP layouts <code>bool</code> optional False"}, {"location": "config/init/", "title": "Configuring GraphRAG Indexing", "text": "<p>To start using GraphRAG, you must generate a configuration file. The <code>init</code> command is the easiest way to get started. It will create a <code>.env</code> and <code>settings.yaml</code> files in the specified directory with the necessary configuration settings. It will also output the default LLM prompts used by GraphRAG.</p>"}, {"location": "config/init/#usage", "title": "Usage", "text": "<pre><code>graphrag init [--root PATH]\n</code></pre>"}, {"location": "config/init/#options", "title": "Options", "text": "<ul> <li><code>--root PATH</code> - The project root directory to initialize graphrag at. Default is the current directory.</li> </ul>"}, {"location": "config/init/#example", "title": "Example", "text": "<pre><code>graphrag init --root ./ragtest\n</code></pre>"}, {"location": "config/init/#output", "title": "Output", "text": "<p>The <code>init</code> command will create the following files in the specified directory:</p> <ul> <li><code>settings.yaml</code> - The configuration settings file. This file contains the configuration settings for GraphRAG.</li> <li><code>.env</code> - The environment variables file. These are referenced in the <code>settings.yaml</code> file.</li> <li><code>prompts/</code> - The LLM prompts folder. This contains the default prompts used by GraphRAG, you can modify them or run the Auto Prompt Tuning command to generate new prompts adapted to your data.</li> </ul>"}, {"location": "config/init/#next-steps", "title": "Next Steps", "text": "<p>After initializing your workspace, you can either run the Prompt Tuning command to adapt the prompts to your data or even start running the Indexing Pipeline to index your data. For more information on configuring GraphRAG, see the Configuration documentation.</p>"}, {"location": "config/json_yaml/", "title": "Default Configuration Mode (using JSON/YAML)", "text": "<p>The default configuration mode may be configured by using a <code>settings.json</code> or <code>settings.yml</code> file in the data project root. If a <code>.env</code> file is present along with this config file, then it will be loaded, and the environment variables defined therein will be available for token replacements in your configuration document using <code>${ENV_VAR}</code> syntax.</p> <p>For example:</p> <pre><code># .env\nAPI_KEY=some_api_key\n\n# settings.json\n{\n    \"llm\": {\n        \"api_key\": \"${API_KEY}\"\n    }\n}\n</code></pre>"}, {"location": "config/json_yaml/#config-sections", "title": "Config Sections", "text": ""}, {"location": "config/json_yaml/#input", "title": "input", "text": ""}, {"location": "config/json_yaml/#fields", "title": "Fields", "text": "<ul> <li><code>type</code> file|blob - The input type to use. Default=<code>file</code></li> <li><code>file_type</code> text|csv - The type of input data to load. Either <code>text</code> or <code>csv</code>. Default is <code>text</code></li> <li><code>file_encoding</code> str - The encoding of the input file. Default is <code>utf-8</code></li> <li><code>file_pattern</code> str - A regex to match input files. Default is <code>.*\\.csv$</code> if in csv mode and <code>.*\\.txt$</code> if in text mode.</li> <li><code>source_column</code> str - (CSV Mode Only) The source column name.</li> <li><code>timestamp_column</code> str - (CSV Mode Only) The timestamp column name.</li> <li><code>timestamp_format</code> str - (CSV Mode Only) The source format.</li> <li><code>text_column</code> str - (CSV Mode Only) The text column name.</li> <li><code>title_column</code> str - (CSV Mode Only) The title column name.</li> <li><code>document_attribute_columns</code> list[str] - (CSV Mode Only) The additional document attributes to include.</li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to read input from, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#llm", "title": "llm", "text": "<p>This is the base LLM configuration section. Other steps may override this configuration with their own LLM configuration.</p>"}, {"location": "config/json_yaml/#fields_1", "title": "Fields", "text": "<ul> <li><code>api_key</code> str - The OpenAI API key to use.</li> <li><code>type</code> openai_chat|azure_openai_chat|openai_embedding|azure_openai_embedding - The type of LLM to use.</li> <li><code>model</code> str - The model name.</li> <li><code>max_tokens</code> int - The maximum number of output tokens.</li> <li><code>request_timeout</code> float - The per-request timeout.</li> <li><code>api_base</code> str - The API base url to use.</li> <li><code>api_version</code> str - The API version</li> <li><code>organization</code> str - The client organization.</li> <li><code>proxy</code> str - The proxy URL to use.</li> <li><code>audience</code> str - (Azure OpenAI only) The URI of the target Azure resource/service for which a managed identity token is requested. Used if <code>api_key</code> is not defined. Default=<code>https://cognitiveservices.azure.com/.default</code></li> <li><code>deployment_name</code> str - The deployment name to use (Azure).</li> <li><code>model_supports_json</code> bool - Whether the model supports JSON-mode output.</li> <li><code>tokens_per_minute</code> int - Set a leaky-bucket throttle on tokens-per-minute.</li> <li><code>requests_per_minute</code> int - Set a leaky-bucket throttle on requests-per-minute.</li> <li><code>max_retries</code> int - The maximum number of retries to use.</li> <li><code>max_retry_wait</code> float - The maximum backoff time.</li> <li><code>sleep_on_rate_limit_recommendation</code> bool - Whether to adhere to sleep recommendations (Azure).</li> <li><code>concurrent_requests</code> int The number of open requests to allow at once.</li> <li><code>temperature</code> float - The temperature to use.</li> <li><code>top_p</code> float - The top-p value to use.</li> <li><code>n</code> int - The number of completions to generate.</li> </ul>"}, {"location": "config/json_yaml/#parallelization", "title": "parallelization", "text": ""}, {"location": "config/json_yaml/#fields_2", "title": "Fields", "text": "<ul> <li><code>stagger</code> float - The threading stagger value.</li> <li><code>num_threads</code> int - The maximum number of work threads.</li> </ul>"}, {"location": "config/json_yaml/#async_mode", "title": "async_mode", "text": "<p>asyncio|threaded The async mode to use. Either <code>asyncio</code> or `threaded.</p>"}, {"location": "config/json_yaml/#embeddings", "title": "embeddings", "text": ""}, {"location": "config/json_yaml/#fields_3", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>batch_size</code> int - The maximum batch size to use.</li> <li><code>batch_max_tokens</code> int - The maximum batch # of tokens.</li> <li><code>target</code> required|all|none - Determines which set of embeddings to emit.</li> <li><code>skip</code> list[str] - Which embeddings to skip. Only useful if target=all to customize the list.</li> <li><code>vector_store</code> dict - The vector store to use. Configured for lancedb by default.</li> <li><code>type</code> str - <code>lancedb</code> or <code>azure_ai_search</code>. Default=<code>lancedb</code></li> <li><code>db_uri</code> str (only for lancedb) - The database uri. Default=<code>storage.base_dir/lancedb</code></li> <li><code>url</code> str (only for AI Search) - AI Search endpoint</li> <li><code>api_key</code> str (optional - only for AI Search) - The AI Search api key to use.</li> <li><code>audience</code> str (only for AI Search) - Audience for managed identity token if managed identity authentication is used.</li> <li><code>overwrite</code> bool (only used at index creation time) - Overwrite collection if it exist. Default=<code>True</code></li> <li><code>container_name</code> str - The name of a vector container. This stores all indexes (tables) for a given dataset ingest. Default=<code>default</code></li> <li><code>strategy</code> dict - Fully override the text-embedding strategy.</li> </ul>"}, {"location": "config/json_yaml/#chunks", "title": "chunks", "text": ""}, {"location": "config/json_yaml/#fields_4", "title": "Fields", "text": "<ul> <li><code>size</code> int - The max chunk size in tokens.</li> <li><code>overlap</code> int - The chunk overlap in tokens.</li> <li><code>group_by_columns</code> list[str] - group documents by fields before chunking.</li> <li><code>encoding_model</code> str - The text encoding model to use. Default is to use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the chunking strategy.</li> </ul>"}, {"location": "config/json_yaml/#cache", "title": "cache", "text": ""}, {"location": "config/json_yaml/#fields_5", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|none|blob - The cache type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write cache to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#storage", "title": "storage", "text": ""}, {"location": "config/json_yaml/#fields_6", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|blob - The storage type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#reporting", "title": "reporting", "text": ""}, {"location": "config/json_yaml/#fields_7", "title": "Fields", "text": "<ul> <li><code>type</code> file|console|blob - The reporting type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#entity_extraction", "title": "entity_extraction", "text": ""}, {"location": "config/json_yaml/#fields_8", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>entity_types</code> list[str] - The entity types to identify.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the entity extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#summarize_descriptions", "title": "summarize_descriptions", "text": ""}, {"location": "config/json_yaml/#fields_9", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per summarization.</li> <li><code>strategy</code> dict - Fully override the summarize description strategy.</li> </ul>"}, {"location": "config/json_yaml/#claim_extraction", "title": "claim_extraction", "text": ""}, {"location": "config/json_yaml/#fields_10", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable claim extraction. default=False</li> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>description</code> str - Describes the types of claims we want to extract.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the claim extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#community_reports", "title": "community_reports", "text": ""}, {"location": "config/json_yaml/#fields_11", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per report.</li> <li><code>max_input_length</code> int - The maximum number of input tokens to use when generating reports.</li> <li><code>strategy</code> dict - Fully override the community reports strategy.</li> </ul>"}, {"location": "config/json_yaml/#cluster_graph", "title": "cluster_graph", "text": ""}, {"location": "config/json_yaml/#fields_12", "title": "Fields", "text": "<ul> <li><code>max_cluster_size</code> int - The maximum cluster size to emit.</li> <li><code>strategy</code> dict - Fully override the cluster_graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#embed_graph", "title": "embed_graph", "text": ""}, {"location": "config/json_yaml/#fields_13", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable graph embeddings.</li> <li><code>num_walks</code> int - The node2vec number of walks.</li> <li><code>walk_length</code> int - The node2vec walk length.</li> <li><code>window_size</code> int - The node2vec window size.</li> <li><code>iterations</code> int - The node2vec number of iterations.</li> <li><code>random_seed</code> int - The node2vec random seed.</li> <li><code>strategy</code> dict - Fully override the embed graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#umap", "title": "umap", "text": ""}, {"location": "config/json_yaml/#fields_14", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable UMAP layouts.</li> </ul>"}, {"location": "config/json_yaml/#snapshots", "title": "snapshots", "text": ""}, {"location": "config/json_yaml/#fields_15", "title": "Fields", "text": "<ul> <li><code>embeddings</code> bool - Emit embeddings snapshots to parquet.</li> <li><code>graphml</code> bool - Emit graph snapshots to GraphML.</li> <li><code>raw_entities</code> bool - Emit raw entity snapshots to JSON.</li> <li><code>top_level_nodes</code> bool - Emit top-level-node snapshots to JSON.</li> <li><code>transient</code> bool - Emit transient workflow tables snapshots to parquet.</li> </ul>"}, {"location": "config/json_yaml/#encoding_model", "title": "encoding_model", "text": "<p>str - The text encoding model to use. Default=<code>cl100k_base</code>.</p>"}, {"location": "config/json_yaml/#skip_workflows", "title": "skip_workflows", "text": "<p>list[str] - Which workflow names to skip.</p>"}, {"location": "config/overview/", "title": "Configuring GraphRAG Indexing", "text": "<p>The GraphRAG system is highly configurable. This page provides an overview of the configuration options available for the GraphRAG indexing engine.</p>"}, {"location": "config/overview/#default-configuration-mode", "title": "Default Configuration Mode", "text": "<p>The default configuration mode is the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. The primary configuration sections for the Indexing Engine pipelines are described below. The main ways to set up GraphRAG in Default Configuration mode are via:</p> <ul> <li>Init command (recommended)</li> <li>Purely using environment variables</li> <li>Using JSON or YAML for deeper control</li> </ul>"}, {"location": "config/overview/#custom-configuration-mode", "title": "Custom Configuration Mode", "text": "<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the Custom Configuration Mode documentation.</p>"}, {"location": "config/template/", "title": "Configuration Template", "text": "<p>The following template can be used and stored as a <code>.env</code> in the the directory where you're are pointing the <code>--root</code> parameter on your Indexing Pipeline execution.</p> <p>For details about how to run the Indexing Pipeline, refer to the Index CLI documentation.</p>"}, {"location": "config/template/#env-file-template", "title": ".env File Template", "text": "<p>Required variables are uncommented. All the optional configuration can be turned on or off as needed.</p>"}, {"location": "config/template/#minimal-configuration", "title": "Minimal Configuration", "text": "<pre><code># Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n\n# Text Generation Settings\nGRAPHRAG_LLM_TYPE=\"azure_openai_chat\" # or openai_chat\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"gpt-4-turbo-preview\"\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True\n\n# Text Embedding Settings\nGRAPHRAG_EMBEDDING_TYPE=\"azure_openai_embedding\" # or openai_embedding\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"text-embedding-3-small\"\n\n# Data Mapping Settings\nGRAPHRAG_INPUT_TYPE=\"text\"\n</code></pre>"}, {"location": "config/template/#full-configuration", "title": "Full Configuration", "text": "<pre><code># Required LLM Config\n\n# Input Data Configuration\nGRAPHRAG_INPUT_TYPE=\"file\"\n\n# Plaintext Input Data Configuration\n# GRAPHRAG_INPUT_FILE_PATTERN=.*\\.txt\n\n# Text Input Data Configuration\nGRAPHRAG_INPUT_FILE_TYPE=\"text\"\nGRAPHRAG_INPUT_FILE_PATTERN=\".*\\.txt$\"\nGRAPHRAG_INPUT_SOURCE_COLUMN=source\n# GRAPHRAG_INPUT_TIMESTAMP_COLUMN=None\n# GRAPHRAG_INPUT_TIMESTAMP_FORMAT=None\n# GRAPHRAG_INPUT_TEXT_COLUMN=\"text\"\n# GRAPHRAG_INPUT_ATTRIBUTE_COLUMNS=id\n# GRAPHRAG_INPUT_TITLE_COLUMN=\"title\"\n# GRAPHRAG_INPUT_TYPE=\"file\"\n# GRAPHRAG_INPUT_CONNECTION_STRING=None\n# GRAPHRAG_INPUT_CONTAINER_NAME=None\n# GRAPHRAG_INPUT_BASE_DIR=None\n\n# Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n# GRAPHRAG_API_ORGANIZATION=None\n# GRAPHRAG_API_PROXY=None\n\n# Text Generation Settings\n# GRAPHRAG_LLM_TYPE=openai_chat\nGRAPHRAG_LLM_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_LLM_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_LLM_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True # Suggested by default\n# GRAPHRAG_LLM_API_ORGANIZATION=None\n# GRAPHRAG_LLM_API_PROXY=None\n# GRAPHRAG_LLM_DEPLOYMENT_NAME=None\n# GRAPHRAG_LLM_MODEL=gpt-4-turbo-preview\n# GRAPHRAG_LLM_MAX_TOKENS=4000\n# GRAPHRAG_LLM_REQUEST_TIMEOUT=180\n# GRAPHRAG_LLM_THREAD_COUNT=50\n# GRAPHRAG_LLM_THREAD_STAGGER=0.3\n# GRAPHRAG_LLM_CONCURRENT_REQUESTS=25\n# GRAPHRAG_LLM_TPM=0\n# GRAPHRAG_LLM_RPM=0\n# GRAPHRAG_LLM_MAX_RETRIES=10\n# GRAPHRAG_LLM_MAX_RETRY_WAIT=10\n# GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Text Embedding Settings\n# GRAPHRAG_EMBEDDING_TYPE=openai_embedding\nGRAPHRAG_EMBEDDING_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_EMBEDDING_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\"  # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_EMBEDDING_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\n# GRAPHRAG_EMBEDDING_API_ORGANIZATION=None\n# GRAPHRAG_EMBEDDING_API_PROXY=None\n# GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME=None\n# GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-small\n# GRAPHRAG_EMBEDDING_BATCH_SIZE=16\n# GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS=8191\n# GRAPHRAG_EMBEDDING_TARGET=required\n# GRAPHRAG_EMBEDDING_SKIP=None\n# GRAPHRAG_EMBEDDING_THREAD_COUNT=None\n# GRAPHRAG_EMBEDDING_THREAD_STAGGER=50\n# GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS=25\n# GRAPHRAG_EMBEDDING_TPM=0\n# GRAPHRAG_EMBEDDING_RPM=0\n# GRAPHRAG_EMBEDDING_MAX_RETRIES=10\n# GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT=10\n# GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Data Mapping Settings\n# GRAPHRAG_INPUT_ENCODING=utf-8\n\n# Data Chunking\n# GRAPHRAG_CHUNK_SIZE=1200\n# GRAPHRAG_CHUNK_OVERLAP=100\n# GRAPHRAG_CHUNK_BY_COLUMNS=id\n\n# Prompting Overrides\n# GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES=organization,person,event,geo\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE=None\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH=500\n# GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION=\"Any claims or facts that could be relevant to threat analysis.\"\n# GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE=None\n# GRAPHRAG_COMMUNITY_REPORT_MAX_LENGTH=1500\n\n# Storage\n# GRAPHRAG_STORAGE_TYPE=file\n# GRAPHRAG_STORAGE_CONNECTION_STRING=None\n# GRAPHRAG_STORAGE_CONTAINER_NAME=None\n# GRAPHRAG_STORAGE_BASE_DIR=None\n\n# Cache\n# GRAPHRAG_CACHE_TYPE=file\n# GRAPHRAG_CACHE_CONNECTION_STRING=None\n# GRAPHRAG_CACHE_CONTAINER_NAME=None\n# GRAPHRAG_CACHE_BASE_DIR=None\n\n# Reporting\n# GRAPHRAG_REPORTING_TYPE=file\n# GRAPHRAG_REPORTING_CONNECTION_STRING=None\n# GRAPHRAG_REPORTING_CONTAINER_NAME=None\n# GRAPHRAG_REPORTING_BASE_DIR=None\n\n# Node2Vec Parameters\n# GRAPHRAG_NODE2VEC_ENABLED=False\n# GRAPHRAG_NODE2VEC_NUM_WALKS=10\n# GRAPHRAG_NODE2VEC_WALK_LENGTH=40\n# GRAPHRAG_NODE2VEC_WINDOW_SIZE=2\n# GRAPHRAG_NODE2VEC_ITERATIONS=3\n# GRAPHRAG_NODE2VEC_RANDOM_SEED=597832\n\n# Data Snapshotting\n# GRAPHRAG_SNAPSHOT_GRAPHML=False\n# GRAPHRAG_SNAPSHOT_RAW_ENTITIES=False\n# GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES=False\n\n# Miscellaneous Settings\n# GRAPHRAG_ASYNC_MODE=asyncio\n# GRAPHRAG_ENCODING_MODEL=cl100k_base\n# GRAPHRAG_MAX_CLUSTER_SIZE=10\n# GRAPHRAG_SKIP_WORKFLOWS=None\n# GRAPHRAG_UMAP_ENABLED=False\n</code></pre>"}, {"location": "data/operation_dulce/ABOUT/", "title": "About", "text": "<p>This document (Operation Dulce) is an AI-generated science fiction novella, included here for the purposes of integration testing.</p>"}, {"location": "index/architecture/", "title": "Indexing Architecture", "text": ""}, {"location": "index/architecture/#key-concepts", "title": "Key Concepts", "text": ""}, {"location": "index/architecture/#knowledge-model", "title": "Knowledge Model", "text": "<p>In order to support the GraphRAG system, the outputs of the indexing engine (in the Default Configuration Mode) are aligned to a knowledge model we call the GraphRAG Knowledge Model. This model is designed to be an abstraction over the underlying data storage technology, and to provide a common interface for the GraphRAG system to interact with. In normal use-cases the outputs of the GraphRAG Indexer would be loaded into a database system, and the GraphRAG's Query Engine would interact with the database using the knowledge model data-store types.</p>"}, {"location": "index/architecture/#datashaper-workflows", "title": "DataShaper Workflows", "text": "<p>GraphRAG's Indexing Pipeline is built on top of our open-source library, DataShaper. DataShaper is a data processing library that allows users to declaratively express data pipelines, schemas, and related assets using well-defined schemas. DataShaper has implementations in JavaScript and Python, and is designed to be extensible to other languages.</p> <p>One of the core resource types within DataShaper is a Workflow. Workflows are expressed as sequences of steps, which we call verbs. Each step has a verb name and a configuration object. In DataShaper, these verbs model relational concepts such as SELECT, DROP, JOIN, etc.. Each verb transforms an input data table, and that table is passed down the pipeline.</p> <pre><code>---\ntitle: Sample Workflow\n---\nflowchart LR\n    input[Input Table] --&gt; select[SELECT] --&gt; join[JOIN] --&gt; binarize[BINARIZE] --&gt; output[Output Table]</code></pre>"}, {"location": "index/architecture/#llm-based-workflow-steps", "title": "LLM-based Workflow Steps", "text": "<p>GraphRAG's Indexing Pipeline implements a handful of custom verbs on top of the standard, relational verbs that our DataShaper library provides. These verbs give us the ability to augment text documents with rich, structured data using the power of LLMs such as GPT-4. We utilize these verbs in our standard workflow to extract entities, relationships, claims, community structures, and community reports and summaries. This behavior is customizable and can be extended to support many kinds of AI-based data enrichment and extraction tasks.</p>"}, {"location": "index/architecture/#workflow-graphs", "title": "Workflow Graphs", "text": "<p>Because of the complexity of our data indexing tasks, we needed to be able to express our data pipeline as series of multiple, interdependent workflows. In the GraphRAG Indexing Pipeline, each workflow may define dependencies on other workflows, effectively forming a directed acyclic graph (DAG) of workflows, which is then used to schedule processing.</p> <pre><code>---\ntitle: Sample Workflow DAG\n---\nstateDiagram-v2\n    [*] --&gt; Prepare\n    Prepare --&gt; Chunk\n    Chunk --&gt; ExtractGraph\n    Chunk --&gt; EmbedDocuments\n    ExtractGraph --&gt; GenerateReports\n    ExtractGraph --&gt; EmbedEntities\n    ExtractGraph --&gt; EmbedGraph</code></pre>"}, {"location": "index/architecture/#dataframe-message-format", "title": "Dataframe Message Format", "text": "<p>The primary unit of communication between workflows, and between workflow steps is an instance of <code>pandas.DataFrame</code>. Although side-effects are possible, our goal is to be data-centric and table-centric in our approach to data processing. This allows us to easily reason about our data, and to leverage the power of dataframe-based ecosystems. Our underlying dataframe technology may change over time, but our primary goal is to support the DataShaper workflow schema while retaining single-machine ease of use and developer ergonomics.</p>"}, {"location": "index/architecture/#llm-caching", "title": "LLM Caching", "text": "<p>The GraphRAG library was designed with LLM interactions in mind, and a common setback when working with LLM APIs is various errors due to network latency, throttling, etc.. Because of these potential error cases, we've added a cache layer around LLM interactions. When completion requests are made using the same input set (prompt and tuning parameters), we return a cached result if one exists. This allows our indexer to be more resilient to network issues, to act idempotently, and to provide a more efficient end-user experience.</p>"}, {"location": "index/default_dataflow/", "title": "Indexing Dataflow", "text": ""}, {"location": "index/default_dataflow/#the-graphrag-knowledge-model", "title": "The GraphRAG Knowledge Model", "text": "<p>The knowledge model is a specification for data outputs that conform to our data-model definition. You can find these definitions in the python/graphrag/graphrag/model folder within the GraphRAG repository. The following entity types are provided. The fields here represent the fields that are text-embedded by default.</p> <ul> <li><code>Document</code> - An input document into the system. These either represent individual rows in a CSV or individual .txt file.</li> <li><code>TextUnit</code> - A chunk of text to analyze. The size of these chunks, their overlap, and whether they adhere to any data boundaries may be configured below. A common use case is to set <code>CHUNK_BY_COLUMNS</code> to <code>id</code> so that there is a 1-to-many relationship between documents and TextUnits instead of a many-to-many.</li> <li><code>Entity</code> - An entity extracted from a TextUnit. These represent people, places, events, or some other entity-model that you provide.</li> <li><code>Relationship</code> - A relationship between two entities. These are generated from the covariates.</li> <li><code>Covariate</code> - Extracted claim information, which contains statements about entities which may be time-bound.</li> <li><code>Community Report</code> - Once entities are generated, we perform hierarchical community detection on them and generate reports for each community in this hierarchy.</li> <li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li> </ul>"}, {"location": "index/default_dataflow/#the-default-configuration-workflow", "title": "The Default Configuration Workflow", "text": "<p>Let's take a look at how the default-configuration workflow transforms text documents into the GraphRAG Knowledge Model. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the configuration documentation.</p> <pre><code>---\ntitle: Dataflow Overview\n---\nflowchart TB\n    subgraph phase1[Phase 1: Compose TextUnits]\n    documents[Documents] --&gt; chunk[Chunk]\n    chunk --&gt; embed[Embed] --&gt; textUnits[Text Units]\n    end\n    subgraph phase2[Phase 2: Graph Extraction]\n    textUnits --&gt; graph_extract[Entity &amp; Relationship Extraction]\n    graph_extract --&gt; graph_summarize[Entity &amp; Relationship Summarization]\n    graph_summarize --&gt; claim_extraction[Claim Extraction]\n    claim_extraction --&gt; graph_outputs[Graph Tables]\n    end\n    subgraph phase3[Phase 3: Graph Augmentation]\n    graph_outputs --&gt; community_detect[Community Detection]\n    community_detect --&gt; graph_embed[Graph Embedding]\n    graph_embed --&gt; augmented_graph[Augmented Graph Tables]\n    end\n    subgraph phase4[Phase 4: Community Summarization]\n    augmented_graph --&gt; summarized_communities[Community Summarization]\n    summarized_communities --&gt; embed_communities[Community Embedding]\n    embed_communities --&gt; community_outputs[Community Tables]\n    end\n    subgraph phase5[Phase 5: Document Processing]\n    documents --&gt; link_to_text_units[Link to TextUnits]\n    textUnits --&gt; link_to_text_units\n    link_to_text_units --&gt; embed_documents[Document Embedding]\n    embed_documents --&gt; document_graph[Document Graph Creation]\n    document_graph --&gt; document_outputs[Document Tables]\n    end\n    subgraph phase6[Phase 6: Network Visualization]\n    document_outputs --&gt; umap_docs[Umap Documents]\n    augmented_graph --&gt; umap_entities[Umap Entities]\n    umap_docs --&gt; combine_nodes[Nodes Table]\n    umap_entities --&gt; combine_nodes\n    end</code></pre>"}, {"location": "index/default_dataflow/#phase-1-compose-textunits", "title": "Phase 1: Compose TextUnits", "text": "<p>The first phase of the default-configuration workflow is to transform input documents into TextUnits. A TextUnit is a chunk of text that is used for our graph extraction techniques. They are also used as source-references by extracted knowledge items in order to empower breadcrumbs and provenance by concepts back to their original source tex.</p> <p>The chunk size (counted in tokens), is user-configurable. By default this is set to 300 tokens, although we've had positive experience with 1200-token chunks using a single \"glean\" step. (A \"glean\" step is a follow-on extraction). Larger chunks result in lower-fidelity output and less meaningful reference texts; however, using larger chunks can result in much faster processing time.</p> <p>The group-by configuration is also user-configurable. By default, we align our chunks to document boundaries, meaning that there is a strict 1-to-many relationship between Documents and TextUnits. In rare cases, this can be turned into a many-to-many relationship. This is useful when the documents are very short and we need several of them to compose a meaningful analysis unit (e.g. Tweets or a chat log)</p> <p>Each of these text-units are text-embedded and passed into the next phase of the pipeline.</p> <pre><code>---\ntitle: Documents into Text Chunks\n---\nflowchart LR\n    doc1[Document 1] --&gt; tu1[TextUnit 1]\n    doc1 --&gt; tu2[TextUnit 2]\n    doc2[Document 2] --&gt; tu3[TextUnit 3]\n    doc2 --&gt; tu4[TextUnit 4]\n</code></pre>"}, {"location": "index/default_dataflow/#phase-2-graph-extraction", "title": "Phase 2: Graph Extraction", "text": "<p>In this phase, we analyze each text unit and extract our graph primitives: Entities, Relationships, and Claims. Entities and Relationships are extracted at once in our entity_extract verb, and claims are extracted in our claim_extract verb. Results are then combined and passed into following phases of the pipeline.</p> <pre><code>---\ntitle: Graph Extraction\n---\nflowchart LR\n    tu[TextUnit] --&gt; ge[Graph Extraction] --&gt; gs[Graph Summarization]\n    tu --&gt; ce[Claim Extraction]</code></pre>"}, {"location": "index/default_dataflow/#entity-relationship-extraction", "title": "Entity &amp; Relationship Extraction", "text": "<p>In this first step of graph extraction, we process each text-unit in order to extract entities and relationships out of the raw text using the LLM. The output of this step is a subgraph-per-TextUnit containing a list of entities with a name, type, and description, and a list of relationships with a source, target, and description.</p> <p>These subgraphs are merged together - any entities with the same name and type are merged by creating an array of their descriptions. Similarly, any relationships with the same source and target are merged by creating an array of their descriptions.</p>"}, {"location": "index/default_dataflow/#entity-relationship-summarization", "title": "Entity &amp; Relationship Summarization", "text": "<p>Now that we have a graph of entities and relationships, each with a list of descriptions, we can summarize these lists into a single description per entity and relationship. This is done by asking the LLM for a short summary that captures all of the distinct information from each description. This allows all of our entities and relationships to have a single concise description.</p>"}, {"location": "index/default_dataflow/#claim-extraction-emission", "title": "Claim Extraction &amp; Emission", "text": "<p>Finally, as an independent workflow, we extract claims from the source TextUnits. These claims represent positive factual statements with an evaluated status and time-bounds. These are emitted as a primary artifact called Covariates.</p> <p>Note: claim extraction is optional and turned off by default. This is because claim extraction generally needs prompt tuning to be useful.</p>"}, {"location": "index/default_dataflow/#phase-3-graph-augmentation", "title": "Phase 3: Graph Augmentation", "text": "<p>Now that we have a usable graph of entities and relationships, we want to understand their community structure and augment the graph with additional information. This is done in two steps: Community Detection and Graph Embedding. These give us explicit (communities) and implicit (embeddings) ways of understanding the topological structure of our graph.</p> <pre><code>---\ntitle: Graph Augmentation\n---\nflowchart LR\n    cd[Leiden Hierarchical Community Detection] --&gt; ge[Node2Vec Graph Embedding] --&gt; ag[Graph Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#community-detection", "title": "Community Detection", "text": "<p>In this step, we generate a hierarchy of entity communities using the Hierarchical Leiden Algorithm. This method will apply a recursive community-clustering to our graph until we reach a community-size threshold. This will allow us to understand the community structure of our graph and provide a way to navigate and summarize the graph at different levels of granularity.</p>"}, {"location": "index/default_dataflow/#graph-embedding", "title": "Graph Embedding", "text": "<p>In this step, we generate a vector representation of our graph using the Node2Vec algorithm. This will allow us to understand the implicit structure of our graph and provide an additional vector-space in which to search for related concepts during our query phase.</p>"}, {"location": "index/default_dataflow/#graph-tables-emission", "title": "Graph Tables Emission", "text": "<p>Once our graph augmentation steps are complete, the final Entities and Relationships tables are emitted after their text fields are text-embedded.</p>"}, {"location": "index/default_dataflow/#phase-4-community-summarization", "title": "Phase 4: Community Summarization", "text": "<pre><code>---\ntitle: Community Summarization\n---\nflowchart LR\n    sc[Generate Community Reports] --&gt; ss[Summarize Community Reports] --&gt; ce[Community Embedding] --&gt; co[Community Tables Emission]</code></pre> <p>At this point, we have a functional graph of entities and relationships, a hierarchy of communities for the entities, as well as node2vec embeddings.</p> <p>Now we want to build on the communities data and generate reports for each community. This gives us a high-level understanding of the graph at several points of graph granularity. For example, if community A is the top-level community, we'll get a report about the entire graph. If the community is lower-level, we'll get a report about a local cluster.</p>"}, {"location": "index/default_dataflow/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>In this step, we generate a summary of each community using the LLM. This will allow us to understand the distinct information contained within each community and provide a scoped understanding of the graph, from either a high-level or a low-level perspective. These reports contain an executive overview and reference the key entities, relationships, and claims within the community sub-structure.</p>"}, {"location": "index/default_dataflow/#summarize-community-reports", "title": "Summarize Community Reports", "text": "<p>In this step, each community report is then summarized via the LLM for shorthand use.</p>"}, {"location": "index/default_dataflow/#community-embedding", "title": "Community Embedding", "text": "<p>In this step, we generate a vector representation of our communities by generating text embeddings of the community report, the community report summary, and the title of the community report.</p>"}, {"location": "index/default_dataflow/#community-tables-emission", "title": "Community Tables Emission", "text": "<p>At this point, some bookkeeping work is performed and we emit the Communities and CommunityReports tables.</p>"}, {"location": "index/default_dataflow/#phase-5-document-processing", "title": "Phase 5: Document Processing", "text": "<p>In this phase of the workflow, we create the Documents table for the knowledge model.</p> <pre><code>---\ntitle: Document Processing\n---\nflowchart LR\n    aug[Augment] --&gt; dp[Link to TextUnits] --&gt; de[Avg. Embedding] --&gt; dg[Document Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#augment-with-columns-csv-only", "title": "Augment with Columns (CSV Only)", "text": "<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the configuration documentation.</p>"}, {"location": "index/default_dataflow/#link-to-textunits", "title": "Link to TextUnits", "text": "<p>In this step, we link each document to the text-units that were created in the first phase. This allows us to understand which documents are related to which text-units and vice-versa.</p>"}, {"location": "index/default_dataflow/#document-embedding", "title": "Document Embedding", "text": "<p>In this step, we generate a vector representation of our documents using an average embedding of document slices. We re-chunk documents without overlapping chunks, and then generate an embedding for each chunk. We create an average of these chunks weighted by token-count and use this as the document embedding. This will allow us to understand the implicit relationship between documents, and will help us generate a network representation of our documents.</p>"}, {"location": "index/default_dataflow/#documents-table-emission", "title": "Documents Table Emission", "text": "<p>At this point, we can emit the Documents table into the knowledge Model.</p>"}, {"location": "index/default_dataflow/#phase-6-network-visualization", "title": "Phase 6: Network Visualization", "text": "<p>In this phase of the workflow, we perform some steps to support network visualization of our high-dimensional vector spaces within our existing graphs. At this point there are two logical graphs at play: the Entity-Relationship graph and the Document graph.</p> <pre><code>---\ntitle: Network Visualization Workflows\n---\nflowchart LR\n    nv[Umap Documents] --&gt; ne[Umap Entities] --&gt; ng[Nodes Table Emission]</code></pre> <p>For each of the logical graphs, we perform a UMAP dimensionality reduction to generate a 2D representation of the graph. This will allow us to visualize the graph in a 2D space and understand the relationships between the nodes in the graph. The UMAP embeddings are then emitted as a table of Nodes. The rows of this table include a discriminator indicating whether the node is a document or an entity, and the UMAP coordinates.</p>"}, {"location": "index/overview/", "title": "GraphRAG Indexing \ud83e\udd16", "text": "<p>The GraphRAG indexing package is a data pipeline and transformation suite that is designed to extract meaningful, structured data from unstructured text using LLMs.</p> <p>Indexing Pipelines are configurable. They are composed of workflows, standard and custom steps, prompt templates, and input/output adapters. Our standard pipeline is designed to:</p> <ul> <li>extract entities, relationships and claims from raw text</li> <li>perform community detection in entities</li> <li>generate community summaries and reports at multiple levels of granularity</li> <li>embed entities into a graph vector space</li> <li>embed text chunks into a textual vector space</li> </ul> <p>The outputs of the pipeline can be stored in a variety of formats, including JSON and Parquet - or they can be handled manually via the Python API.</p>"}, {"location": "index/overview/#getting-started", "title": "Getting Started", "text": ""}, {"location": "index/overview/#requirements", "title": "Requirements", "text": "<p>See the requirements section in Get Started for details on setting up a development environment.</p> <p>The Indexing Engine can be used in either a default configuration mode or with a custom pipeline. To configure GraphRAG, see the configuration documentation. After you have a config file you can run the pipeline using the CLI or the Python API.</p>"}, {"location": "index/overview/#usage", "title": "Usage", "text": ""}, {"location": "index/overview/#cli", "title": "CLI", "text": "<pre><code># Via Poetry\npoetry run poe cli --root &lt;data_root&gt; # default config mode\npoetry run poe cli --config your_pipeline.yml # custom config mode\n\n# Via Node\nyarn run:index --root &lt;data_root&gt; # default config mode\nyarn run:index --config your_pipeline.yml # custom config mode\n</code></pre>"}, {"location": "index/overview/#python-api", "title": "Python API", "text": "<pre><code>from graphrag.index import run_pipeline\nfrom graphrag.index.config import PipelineWorkflowReference\n\nworkflows: list[PipelineWorkflowReference] = [\n    PipelineWorkflowReference(\n        steps=[\n            {\n                # built-in verb\n                \"verb\": \"derive\",  # https://github.com/microsoft/datashaper/blob/main/python/datashaper/datashaper/verbs/derive.py\n                \"args\": {\n                    \"column1\": \"col1\",  # from above\n                    \"column2\": \"col2\",  # from above\n                    \"to\": \"col_multiplied\",  # new column name\n                    \"operator\": \"*\",  # multiply the two columns\n                },\n                # Since we're trying to act on the default input, we don't need explicitly to specify an input\n            }\n        ]\n    ),\n]\n\ndataset = pd.DataFrame([{\"col1\": 2, \"col2\": 4}, {\"col1\": 5, \"col2\": 10}])\noutputs = []\nasync for output in await run_pipeline(dataset=dataset, workflows=workflows):\n    outputs.append(output)\npipeline_result = outputs[-1]\nprint(pipeline_result)\n</code></pre>"}, {"location": "index/overview/#further-reading", "title": "Further Reading", "text": "<ul> <li>To start developing within the GraphRAG project, see getting started</li> <li>To understand the underlying concepts and execution model of the indexing library, see the architecture documentation</li> <li>To get running with a series of examples, see the examples documentation</li> <li>To read more about configuring the indexing engine, see the configuration documentation</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/", "title": "Auto Prompt Tuning \u2699\ufe0f", "text": "<p>GraphRAG provides the ability to create domain adapted prompts for the generation of the knowledge graph. This step is optional, though it is highly encouraged to run it as it will yield better results when executing an Index Run.</p> <p>These are generated by loading the inputs, splitting them into chunks (text units) and then running a series of LLM invocations and template substitutions to generate the final prompts. We suggest using the default values provided by the script, but in this page you'll find the detail of each in case you want to further explore and tweak the prompt tuning algorithm.</p> <p> </p> <p> Figure 1: Auto Tuning Conceptual Diagram. </p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#prerequisites", "title": "Prerequisites", "text": "<p>Before running auto tuning, ensure you have already initialized your workspace with the <code>graphrag init</code> command. This will create the necessary configuration files and the default prompts. Refer to the Init Documentation for more information about the initialization process.</p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#usage", "title": "Usage", "text": "<p>You can run the main script from the command line with various options:</p> <pre><code>graphrag prompt-tune [--root ROOT] [--domain DOMAIN]  [--method METHOD] [--limit LIMIT] [--language LANGUAGE] \\\n[--max-tokens MAX_TOKENS] [--chunk-size CHUNK_SIZE] [--n-subset-max N_SUBSET_MAX] [--k K] \\\n[--min-examples-required MIN_EXAMPLES_REQUIRED] [--no-entity-types] [--output OUTPUT]\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#command-line-options", "title": "Command-Line Options", "text": "<ul> <li> <p><code>--config</code> (required): The path to the configuration file. This is required to load the data and model settings.</p> </li> <li> <p><code>--root</code> (optional): The data project root directory, including the config files (YML, JSON, or .env). Defaults to the current directory.</p> </li> <li> <p><code>--domain</code> (optional): The domain related to your input data, such as 'space science', 'microbiology', or 'environmental news'. If left empty, the domain will be inferred from the input data.</p> </li> <li> <p><code>--method</code> (optional): The method to select documents. Options are all, random, auto or top. Default is random.</p> </li> <li> <p><code>--limit</code> (optional): The limit of text units to load when using random or top selection. Default is 15.</p> </li> <li> <p><code>--language</code> (optional): The language to use for input processing. If it is different from the inputs' language, the LLM will translate. Default is \"\" meaning it will be automatically detected from the inputs.</p> </li> <li> <p><code>--max-tokens</code> (optional): Maximum token count for prompt generation. Default is 2000.</p> </li> <li> <p><code>--chunk-size</code> (optional): The size in tokens to use for generating text units from input documents. Default is 200.</p> </li> <li> <p><code>--n-subset-max</code> (optional): The number of text chunks to embed when using auto selection method. Default is 300.</p> </li> <li> <p><code>--k</code> (optional): The number of documents to select when using auto selection method. Default is 15.</p> </li> <li> <p><code>--min-examples-required</code> (optional): The minimum number of examples required for entity extraction prompts. Default is 2.</p> </li> <li> <p><code>--no-entity-types</code> (optional): Use untyped entity extraction generation. We recommend using this when your data covers a lot of topics or it is highly randomized.</p> </li> <li> <p><code>--output</code> (optional): The folder to save the generated prompts. Default is \"prompts\".</p> </li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#example-usage", "title": "Example Usage", "text": "<pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --domain \"environmental news\" \\\n--method random --limit 10 --language English --max-tokens 2048 --chunk-size 256 --min-examples-required 3 \\\n--no-entity-types --output /path/to/output\n</code></pre> <p>or, with minimal configuration (suggested):</p> <pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --no-entity-types\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#document-selection-methods", "title": "Document Selection Methods", "text": "<p>The auto tuning feature ingests the input data and then divides it into text units the size of the chunk size parameter. After that, it uses one of the following selection methods to pick a sample to work with for prompt generation:</p> <ul> <li><code>random</code>: Select text units randomly. This is the default and recommended option.</li> <li><code>top</code>: Select the head n text units.</li> <li><code>all</code>: Use all text units for the generation. Use only with small datasets; this option is not usually recommended.</li> <li><code>auto</code>: Embed text units in a lower-dimensional space and select the k nearest neighbors to the centroid. This is useful when you have a large dataset and want to select a representative sample.</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#modify-env-vars", "title": "Modify Env Vars", "text": "<p>After running auto tuning, you should modify the following environment variables (or config variables) to pick up the new prompts on your index run. Note: Please make sure to update the correct path to the generated prompts, in this example we are using the default \"prompts\" path.</p> <ul> <li> <p><code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> = \"prompts/entity_extraction.txt\"</p> </li> <li> <p><code>GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE</code> = \"prompts/community_report.txt\"</p> </li> <li> <p><code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> = \"prompts/summarize_descriptions.txt\"</p> </li> </ul> <p>or in your yaml config file:</p> <pre><code>entity_extraction:\n  prompt: \"prompts/entity_extraction.txt\"\n\nsummarize_descriptions:\n  prompt: \"prompts/summarize_descriptions.txt\"\n\ncommunity_reports:\n  prompt: \"prompts/community_report.txt\"\n</code></pre>"}, {"location": "prompt_tuning/manual_prompt_tuning/", "title": "Manual Prompt Tuning \u2699\ufe0f", "text": "<p>The GraphRAG indexer, by default, will run with a handful of prompts that are designed to work well in the broad context of knowledge discovery. However, it is quite common to want to tune the prompts to better suit your specific use case. We provide a means for you to do this by allowing you to specify a custom prompt file, which will each use a series of token-replacements internally.</p> <p>Each of these prompts may be overridden by writing a custom prompt file in plaintext. We use token-replacements in the form of <code>{token_name}</code>, and the descriptions for the available tokens can be found below.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#entityrelationship-extraction", "title": "Entity/Relationship Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{entity_types} - A list of entity types</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#summarize-entityrelationship-descriptions", "title": "Summarize Entity/Relationship Descriptions", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_1", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{entity_name} - The name of the entity or the source/target pair of the relationship.</li> <li>{description_list} - A list of descriptions for the entity or relationship.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#claim-extraction", "title": "Claim Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_2", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul> <p>Note: there is additional parameter for the <code>Claim Description</code> that is used in claim extraction. The default value is</p> <p><code>\"Any claims or facts that could be relevant to information discovery.\"</code></p> <p>See the configuration documentation for details on how to change this.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_3", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to generate the report with. This will contain tables of entities and relationships.</li> </ul>"}, {"location": "prompt_tuning/overview/", "title": "Prompt Tuning \u2699\ufe0f", "text": "<p>This page provides an overview of the prompt tuning options available for the GraphRAG indexing engine.</p>"}, {"location": "prompt_tuning/overview/#default-prompts", "title": "Default Prompts", "text": "<p>The default prompts are the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. You can find more detail about these prompts in the following links:</p> <ul> <li>Entity/Relationship Extraction</li> <li>Entity/Relationship Description Summarization</li> <li>Claim Extraction</li> <li>Community Reports</li> </ul>"}, {"location": "prompt_tuning/overview/#auto-tuning", "title": "Auto Tuning", "text": "<p>Auto Tuning leverages your input data and LLM interactions to create domain adapted prompts for the generation of the knowledge graph. It is highly encouraged to run it as it will yield better results when executing an Index Run. For more details about how to use it, please refer to the Auto Tuning documentation.</p>"}, {"location": "prompt_tuning/overview/#manual-tuning", "title": "Manual Tuning", "text": "<p>Manual tuning is an advanced use-case. Most users will want to use the Auto Tuning feature instead. Details about how to use manual configuration are available in the Manual Tuning documentation.</p>"}, {"location": "query/drift_search/", "title": "DRIFT Search \ud83d\udd0e", "text": ""}, {"location": "query/drift_search/#combining-local-and-global-search", "title": "Combining Local and Global Search", "text": "<p>GraphRAG is a technique that uses large language models (LLMs) to create knowledge graphs and summaries from unstructured text documents and leverages them to improve retrieval-augmented generation (RAG) operations on private datasets. It offers comprehensive global overviews of large, private troves of unstructured text documents while also enabling exploration of detailed, localized information. By using LLMs to create comprehensive knowledge graphs that connect and describe entities and relationships contained in those documents, GraphRAG leverages semantic structuring of the data to generate responses to a wide variety of complex user queries.</p> <p>DRIFT search (Dynamic Reasoning and Inference with Flexible Traversal) builds upon Microsoft\u2019s GraphRAG technique, combining characteristics of both global and local search to generate detailed responses in a method that balances computational costs with quality outcomes using our drift search method.</p>"}, {"location": "query/drift_search/#methodology", "title": "Methodology", "text": "<p> Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user\u2019s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive.</p> <p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p>"}, {"location": "query/drift_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the DRIFTSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports and query information</li> <li><code>config</code>: model to define the DRIFT Search hyperparameters. DRIFT Config model</li> <li><code>token_encoder</code>: token encoder for tracking the budget for the algorithm.</li> <li><code>query_state</code>: a state object as defined in Query State that allows to track execution of a DRIFT Search instance, alongside follow ups and DRIFT actions.</li> </ul>"}, {"location": "query/drift_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/drift_search/#learn-more", "title": "Learn More", "text": "<p>For a more in-depth look at the DRIFT search method, please refer to our DRIFT Search blog post</p>"}, {"location": "query/global_search/", "title": "Global Search \ud83d\udd0e", "text": ""}, {"location": "query/global_search/#whole-dataset-reasoning", "title": "Whole Dataset Reasoning", "text": "<p>Baseline RAG struggles with queries that require aggregation of information across the dataset to compose an answer. Queries such as \u201cWhat are the top 5 themes in the data?\u201d perform terribly because baseline RAG relies on a vector search of semantically similar text content within the dataset. There is nothing in the query to direct it to the correct information.</p> <p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our global search method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>"}, {"location": "query/global_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Global Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] --- .1\n    ch1[Conversation History] --- .1\n\n    subgraph RIR\n        direction TB\n        ri1[Rated Intermediate&lt;br/&gt;Response 1]~~~ri2[Rated Intermediate&lt;br/&gt;Response 2] -.\"{1..N}\".-rin[Rated Intermediate&lt;br/&gt;Response N]\n    end\n\n    .1--Shuffled Community&lt;br/&gt;Report Batch 1--&gt;RIR\n    .1--Shuffled Community&lt;br/&gt;Report Batch 2--&gt;RIR---.2\n    .1--Shuffled Community&lt;br/&gt;Report Batch N--&gt;RIR\n\n    .2--Ranking +&lt;br/&gt;Filtering--&gt;agr[Aggregated Intermediate&lt;br/&gt;Responses]--&gt;res[Response]\n\n\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise;\n     class ri1,ri2,rin rose;\n     class agr orange;\n     class res purple;\n     class .1,.2 invisible;\n</code></pre> <p>Given a user query and, optionally, the conversation history, the global search method uses a collection of LLM-generated community reports from a specified level of the graph's community hierarchy as context data to generate response in a map-reduce manner. At the <code>map</code> step, community reports are segmented into text chunks of pre-defined size. Each text chunk is then used to produce an intermediate response containing a list of point, each of which is accompanied by a numerical rating indicating the importance of the point. At the <code>reduce</code> step, a filtered set of the most important points from the intermediate responses are aggregated and used as the context to generate the final response. </p> <p>The quality of the global search\u2019s response can be heavily influenced by the level of the community hierarchy chosen for sourcing community reports. Lower hierarchy levels, with their detailed reports, tend to yield more thorough responses, but may also increase the time and LLM resources needed to generate the final response due to the volume of reports.</p>"}, {"location": "query/global_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the GlobalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports</li> <li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at map_system_prompt</li> <li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at reduce_system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>allow_general_knowledge</code>: setting this to True will include additional instructions to the <code>reduce_system_prompt</code> to prompt the LLM to incorporate relevant real-world knowledge outside of the dataset. Note that this may increase hallucinations, but can be useful for certain scenarios. Default is False *<code>general_knowledge_inclusion_prompt</code>: instruction to add to the <code>reduce_system_prompt</code> if <code>allow_general_knowledge</code> is enabled. Default instruction can be found at general_knowledge_instruction</li> <li><code>max_data_tokens</code>: token budget for the context data</li> <li><code>map_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call at the <code>map</code> stage</li> <li><code>reduce_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to passed to the LLM call at the <code>reduce</code> stage</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context window for the <code>map</code> stage.</li> <li><code>concurrent_coroutines</code>: controls the degree of parallelism in the <code>map</code> stage.</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/global_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/local_search/", "title": "Local Search \ud83d\udd0e", "text": ""}, {"location": "query/local_search/#entity-based-reasoning", "title": "Entity-based Reasoning", "text": "<p>The local search method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., \u201cWhat are the healing properties of chamomile?\u201d).</p>"}, {"location": "query/local_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Local Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] ---.1\n    ch1[Conversation&lt;br/&gt;History]---.1\n\n    .1--Entity&lt;br/&gt;Description&lt;br/&gt;Embedding--&gt; ee[Extracted Entities]\n\n    ee[Extracted Entities] ---.2--Entity-Text&lt;br/&gt;Unit Mapping--&gt; ctu[Candidate&lt;br/&gt;Text Units]--Ranking + &lt;br/&gt;Filtering --&gt;ptu[Prioritized&lt;br/&gt;Text Units]---.3\n    .2--Entity-Report&lt;br/&gt;Mapping--&gt; ccr[Candidate&lt;br/&gt;Community Reports]--Ranking + &lt;br/&gt;Filtering --&gt;pcr[Prioritized&lt;br/&gt;Community Reports]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; ce[Candidate&lt;br/&gt;Entities]--Ranking + &lt;br/&gt;Filtering --&gt;pe[Prioritized&lt;br/&gt;Entities]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; cr[Candidate&lt;br/&gt;Relationships]--Ranking + &lt;br/&gt;Filtering --&gt;pr[Prioritized&lt;br/&gt;Relationships]---.3\n    .2--Entity-Covariate&lt;br/&gt;Mappings--&gt; cc[Candidate&lt;br/&gt;Covariates]--Ranking + &lt;br/&gt;Filtering --&gt;pc[Prioritized&lt;br/&gt;Covariates]---.3\n    ch1 --&gt;ch2[Conversation History]---.3\n    .3--&gt;res[Response]\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise\n     class ee green\n     class ctu,ccr,ce,cr,cc rose\n     class ptu,pcr,pe,pr,pc,ch2 orange\n     class res purple\n     class .1,.2,.3 invisible\n\n</code></pre> <p>Given a user query and, optionally, the conversation history, the local search method identifies a set of entities from the knowledge graph that are semantically-related to the user input. These entities serve as access points into the knowledge graph, enabling the extraction of further relevant details such as connected entities, relationships, entity covariates, and community reports. Additionally, it also extracts relevant text chunks from the raw input documents that are associated with the identified entities. These candidate data sources are then prioritized and filtered to fit within a single context window of pre-defined size, which is used to generate a response to the user query.</p>"}, {"location": "query/local_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the LocalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects</li> <li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the search prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/local_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a local search scenario can be found in the following notebook.</p>"}, {"location": "query/overview/", "title": "Query Engine \ud83d\udd0e", "text": "<p>The Query Engine is the retrieval module of the Graph RAG Library. It is one of the two main components of the Graph RAG library, the other being the Indexing Pipeline (see Indexing Pipeline). It is responsible for the following tasks:</p> <ul> <li>Local Search</li> <li>Global Search</li> <li>DRIFT Search</li> <li>Question Generation</li> </ul>"}, {"location": "query/overview/#local-search", "title": "Local Search", "text": "<p>Local search method generates answers by combining relevant data from the AI-extracted knowledge-graph with text chunks of the raw documents. This method is suitable for questions that require an understanding of specific entities mentioned in the documents (e.g. What are the healing properties of chamomile?).</p> <p>For more details about how Local Search works please refer to the Local Search documentation.</p>"}, {"location": "query/overview/#global-search", "title": "Global Search", "text": "<p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p> <p>More about this can be checked at the Global Search documentation.</p>"}, {"location": "query/overview/#drift-search", "title": "DRIFT Search", "text": "<p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p> <p>To learn more about DRIFT Search, please refer to the DRIFT Search documentation.</p>"}, {"location": "query/overview/#question-generation", "title": "Question Generation", "text": "<p>This functionality takes a list of user queries and generates the next candidate questions. This is useful for generating follow-up questions in a conversation or for generating a list of questions for the investigator to dive deeper into the dataset.</p> <p>Information about how question generation works can be found at the Question Generation documentation page.</p>"}, {"location": "query/question_generation/", "title": "Question Generation \u2754", "text": ""}, {"location": "query/question_generation/#entity-based-question-generation", "title": "Entity-based Question Generation", "text": "<p>The question generation method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>"}, {"location": "query/question_generation/#methodology", "title": "Methodology", "text": "<p>Given a list of prior user questions, the question generation method uses the same context-building approach employed in local search to extract and prioritize relevant structured and unstructured data, including entities, relationships, covariates, community reports and raw text chunks. These data records are then fitted into a single LLM prompt to generate candidate follow-up questions that represent the most important or urgent information content or themes in the data.</p>"}, {"location": "query/question_generation/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the Question Generation class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li> <li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at system_prompt</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the question generation prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/question_generation/#how-to-use", "title": "How to Use", "text": "<p>An example of the question generation function can be found in the following notebook.</p>"}, {"location": "query/notebooks/overview/", "title": "Query Engine Notebooks", "text": "<p>For examples about running Query please refer to the following notebooks:</p> <ul> <li>Global Search Notebook</li> <li>Local Search Notebook</li> <li>DRIFT Search Notebook</li> </ul> <p>The test dataset for these notebooks can be found in dataset.zip.</p>"}]}
\ No newline at end of file
+{"config": {"lang": ["en"], "separator": "[\\s\\-]+", "pipeline": ["stopWordFilter"]}, "docs": [{"location": "", "title": "Welcome to GraphRAG", "text": "<p>\ud83d\udc49 Microsoft Research Blog Post  \ud83d\udc49 GraphRAG Accelerator  \ud83d\udc49 GraphRAG Arxiv</p> <p> </p> <p> Figure 1: An LLM-generated knowledge graph built using GPT-4 Turbo. </p> <p>GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.</p> <p>To learn more about GraphRAG and how it can be used to enhance your LLMs ability to reason about your private data, please visit the Microsoft Research Blog Post.</p>"}, {"location": "#solution-accelerator", "title": "Solution Accelerator \ud83d\ude80", "text": "<p>To quickstart the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "#get-started-with-graphrag", "title": "Get Started with GraphRAG \ud83d\ude80", "text": "<p>To start using GraphRAG, check out the Get Started guide. For a deeper dive into the main sub-systems, please visit the docpages for the Indexer and Query packages.</p>"}, {"location": "#graphrag-vs-baseline-rag", "title": "GraphRAG vs Baseline RAG \ud83d\udd0d", "text": "<p>Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call Baseline RAG. GraphRAG uses knowledge graphs to provide substantial improvements in question-and-answer performance when reasoning about complex information. RAG techniques have shown promise in helping LLMs to reason about private datasets - data that the LLM is not trained on and has never seen before, such as an enterprise\u2019s proprietary research, business documents, or communications. Baseline RAG was created to help solve this problem, but we observe situations where baseline RAG performs very poorly. For example:</p> <ul> <li>Baseline RAG struggles to connect the dots. This happens when answering a question requires traversing disparate pieces of information through their shared attributes in order to provide new synthesized insights.</li> <li>Baseline RAG performs poorly when being asked to holistically understand summarized semantic concepts over large data collections or even singular large documents.</li> </ul> <p>To address this, the tech community is working to develop methods that extend and enhance RAG. Microsoft Research\u2019s new approach, GraphRAG, uses LLMs to create a knowledge graph based on an input corpus. This graph, along with community summaries and graph machine learning outputs, are used to augment prompts at query time. GraphRAG shows substantial improvement in answering the two classes of questions described above, demonstrating intelligence or mastery that outperforms other approaches previously applied to private datasets.</p>"}, {"location": "#the-graphrag-process", "title": "The GraphRAG Process \ud83e\udd16", "text": "<p>GraphRAG builds upon our prior research and tooling using graph machine learning. The basic steps of the GraphRAG process are as follows:</p>"}, {"location": "#index", "title": "Index", "text": "<ul> <li>Slice up an input corpus into a series of TextUnits, which act as analyzable units for the rest of the process, and provide fine-grained references in our outputs.</li> <li>Extract all entities, relationships, and key claims from the TextUnits using an LLM.</li> <li>Perform a hierarchical clustering of the graph using the Leiden technique. To see this visually, check out Figure 1 above. Each circle is an entity (e.g., a person, place, or organization), with the size representing the degree of the entity, and the color representing its community.</li> <li>Generate summaries of each community and its constituents from the bottom-up. This aids in holistic understanding of the dataset.</li> </ul>"}, {"location": "#query", "title": "Query", "text": "<p>At query time, these structures are used to provide materials for the LLM context window when answering a question. The primary query modes are:</p> <ul> <li>Global Search for reasoning about holistic questions about the corpus by leveraging the community summaries.</li> <li>Local Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li> <li>DRIFT Search for reasoning about specific entities by fanning-out to their neighbors and associated concepts, but with the added context of community information.</li> </ul>"}, {"location": "#prompt-tuning", "title": "Prompt Tuning", "text": "<p>Using GraphRAG with your data out of the box may not yield the best possible results. We strongly recommend to fine-tune your prompts following the Prompt Tuning Guide in our documentation.</p>"}, {"location": "blog_posts/", "title": "Microsoft Research Blog", "text": "<ul> <li> <p> GraphRAG: Unlocking LLM discovery on narrative private data</p> <p>Published February 13, 2024 <p>By Jonathan Larson, Senior Principal Data Architect; Steven Truitt, Principal Program Manager</p> <li> <p> GraphRAG: New tool for complex data discovery now on GitHub</p> <p>Published July 2, 2024 <p>By Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> GraphRAG auto-tuning provides rapid adaptation to new domains</p> <p>Published September 9, 2024 <p>By Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Katy Smith, Data Scientist II; Joshua Bradley, Senior Data Scientist; Darren Edge, Senior Director; Ha Trinh, Senior Data Scientist; Sarah Smith, Senior Program Manager; Ben Cutler, Senior Director; Steven Truitt, Principal Program Manager; Jonathan Larson, Senior Principal Data Architect</p> <li> <p> Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency</p> <p>Published October 31, 2024 <p>By Julian Whiting, Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; Alonso Guevara Fern\u00e1ndez, Sr. Software Engineer; Ha Trinh, Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; Jonathan Larson, Senior Principal Data Architect</p>"}, {"location": "cli/", "title": "CLI Reference", "text": "<p>This page documents the command-line interface of the graphrag library.</p>"}, {"location": "cli/#graphrag", "title": "graphrag", "text": "<p>GraphRAG: A graph-based retrieval-augmented generation (RAG) system.</p> <p>Usage:</p> <pre><code> [OPTIONS] COMMAND [ARGS]...\n</code></pre> <p>Options:</p> <pre><code>  --install-completion  Install completion for the current shell.\n  --show-completion     Show completion for the current shell, to copy it or\n                        customize the installation.\n</code></pre>"}, {"location": "cli/#index", "title": "index", "text": "<p>Build a knowledge graph index.</p> <p>Usage:</p> <pre><code> index [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --resume TEXT                   Resume a given indexing run\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --dry-run / --no-dry-run        Run the indexing pipeline without executing\n                                  any steps to inspect and validate the\n                                  configuration.  [default: no-dry-run]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "cli/#init", "title": "init", "text": "<p>Generate a default configuration file.</p> <p>Usage:</p> <pre><code> init [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH  The project root directory.  [required]\n</code></pre>"}, {"location": "cli/#prompt-tune", "title": "prompt-tune", "text": "<p>Generate custom graphrag prompts with your own data (i.e. auto templating).</p> <p>Usage:</p> <pre><code> prompt-tune [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --root PATH                     The project root directory.  [default: .]\n  --config PATH                   The configuration to use.\n  --domain TEXT                   The domain your input data is related to.\n                                  For example 'space science', 'microbiology',\n                                  'environmental news'. If not defined, a\n                                  domain will be inferred from the input data.\n  --selection-method [all|random|top|auto]\n                                  The text chunk selection method.  [default:\n                                  random]\n  --n-subset-max INTEGER          The number of text chunks to embed when\n                                  --selection-method=auto.  [default: 300]\n  --k INTEGER                     The maximum number of documents to select\n                                  from each centroid when --selection-\n                                  method=auto.  [default: 15]\n  --limit INTEGER                 The number of documents to load when\n                                  --selection-method={random,top}.  [default:\n                                  15]\n  --max-tokens INTEGER            The max token count for prompt generation.\n                                  [default: 2000]\n  --min-examples-required INTEGER\n                                  The minimum number of examples to\n                                  generate/include in the entity extraction\n                                  prompt.  [default: 2]\n  --chunk-size INTEGER            The max token count for prompt generation.\n                                  [default: 200]\n  --language TEXT                 The primary language used for inputs and\n                                  outputs in graphrag prompts.\n  --discover-entity-types / --no-discover-entity-types\n                                  Discover and extract unspecified entity\n                                  types.  [default: discover-entity-types]\n  --output PATH                   The directory to save prompts to, relative\n                                  to the project root directory.  [default:\n                                  prompts]\n</code></pre>"}, {"location": "cli/#query", "title": "query", "text": "<p>Query a knowledge graph index.</p> <p>Usage:</p> <pre><code> query [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --method [local|global|drift]   The query algorithm to use.  [required]\n  --query TEXT                    The query to execute.  [required]\n  --config PATH                   The configuration to use.\n  --data PATH                     Indexing pipeline output directory (i.e.\n                                  contains the parquet files).\n  --root PATH                     The project root directory.  [default: .]\n  --community-level INTEGER       The community level in the Leiden community\n                                  hierarchy from which to load community\n                                  reports. Higher values represent reports\n                                  from smaller communities.  [default: 2]\n  --dynamic-community-selection / --no-dynamic-community-selection\n                                  Use global search with dynamic community\n                                  selection.  [default: no-dynamic-community-\n                                  selection]\n  --response-type TEXT            Free form text describing the response type\n                                  and format, can be anything, e.g. Multiple\n                                  Paragraphs, Single Paragraph, Single\n                                  Sentence, List of 3-7 Points, Single Page,\n                                  Multi-Page Report. Default: Multiple\n                                  Paragraphs  [default: Multiple Paragraphs]\n  --streaming / --no-streaming    Print response in a streaming manner.\n                                  [default: no-streaming]\n</code></pre>"}, {"location": "cli/#update", "title": "update", "text": "<p>Update an existing knowledge graph index.</p> <p>Applies a default storage configuration (if not provided by config), saving the new index to the local file system in the <code>update_output</code> folder.</p> <p>Usage:</p> <pre><code> update [OPTIONS]\n</code></pre> <p>Options:</p> <pre><code>  --config PATH                   The configuration to use.\n  --root PATH                     The project root directory.  [default: .]\n  --verbose / --no-verbose        Run the indexing pipeline with verbose\n                                  logging  [default: no-verbose]\n  --memprofile / --no-memprofile  Run the indexing pipeline with memory\n                                  profiling  [default: no-memprofile]\n  --reporter [rich|print|none]    The progress reporter to use.  [default:\n                                  rich]\n  --emit TEXT                     The data formats to emit, comma-separated.\n                                  [default: parquet]\n  --cache / --no-cache            Use LLM cache.  [default: cache]\n  --skip-validation / --no-skip-validation\n                                  Skip any preflight validation. Useful when\n                                  running no LLM steps.  [default: no-skip-\n                                  validation]\n  --output PATH                   Indexing pipeline output directory.\n                                  Overrides storage.base_dir in the\n                                  configuration file.\n</code></pre>"}, {"location": "developing/", "title": "Development Guide", "text": ""}, {"location": "developing/#requirements", "title": "Requirements", "text": "Name Installation Purpose Python 3.10-3.12 Download The library is Python-based. Poetry Instructions Poetry is used for package management and virtualenv management in Python codebases"}, {"location": "developing/#getting-started", "title": "Getting Started", "text": ""}, {"location": "developing/#install-dependencies", "title": "Install Dependencies", "text": "<pre><code># Install Python dependencies.\npoetry install\n</code></pre>"}, {"location": "developing/#execute-the-indexing-engine", "title": "Execute the Indexing Engine", "text": "<pre><code>poetry run poe index &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#executing-queries", "title": "Executing Queries", "text": "<pre><code>poetry run poe query &lt;...args&gt;\n</code></pre>"}, {"location": "developing/#azurite", "title": "Azurite", "text": "<p>Some unit and smoke tests use Azurite to emulate Azure resources. This can be started by running:</p> <pre><code>./scripts/start-azurite.sh\n</code></pre> <p>or by simply running <code>azurite</code> in the terminal if already installed globally. See the Azurite documentation for more information about how to install and use Azurite.</p>"}, {"location": "developing/#lifecycle-scripts", "title": "Lifecycle Scripts", "text": "<p>Our Python package utilizes Poetry to manage dependencies and poethepoet to manage build scripts.</p> <p>Available scripts are:</p> <ul> <li><code>poetry run poe index</code> - Run the Indexing CLI</li> <li><code>poetry run poe query</code> - Run the Query CLI</li> <li><code>poetry build</code> - This invokes <code>poetry build</code>, which will build a wheel file and other distributable artifacts.</li> <li><code>poetry run poe test</code> - This will execute all tests.</li> <li><code>poetry run poe test_unit</code> - This will execute unit tests.</li> <li><code>poetry run poe test_integration</code> - This will execute integration tests.</li> <li><code>poetry run poe test_smoke</code> - This will execute smoke tests.</li> <li><code>poetry run poe check</code> - This will perform a suite of static checks across the package, including:</li> <li>formatting</li> <li>documentation formatting</li> <li>linting</li> <li>security patterns</li> <li>type-checking</li> <li><code>poetry run poe fix</code> - This will apply any available auto-fixes to the package. Usually this is just formatting fixes.</li> <li><code>poetry run poe fix_unsafe</code> - This will apply any available auto-fixes to the package, including those that may be unsafe.</li> <li><code>poetry run poe format</code> - Explicitly run the formatter across the package.</li> </ul>"}, {"location": "developing/#troubleshooting", "title": "Troubleshooting", "text": ""}, {"location": "developing/#runtimeerror-llvm-config-failed-executing-please-point-llvm_config-to-the-path-for-llvm-config-when-running-poetry-install", "title": "\"RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config\" when running poetry install", "text": "<p>Make sure llvm-9 and llvm-9-dev are installed:</p> <p><code>sudo apt-get install llvm-9 llvm-9-dev</code></p> <p>and then in your bashrc, add</p> <p><code>export LLVM_CONFIG=/usr/bin/llvm-config-9</code></p>"}, {"location": "developing/#numba_pymoduleh610-fatal-error-pythonh-no-such-file-or-directory-when-running-poetry-install", "title": "\"numba/_pymodule.h:6:10: fatal error: Python.h: No such file or directory\" when running poetry install", "text": "<p>Make sure you have python3.10-dev installed or more generally <code>python&lt;version&gt;-dev</code></p> <p><code>sudo apt-get install python3.10-dev</code></p>"}, {"location": "developing/#llm-call-constantly-exceeds-tpm-rpm-or-time-limits", "title": "LLM call constantly exceeds TPM, RPM or time limits", "text": "<p><code>GRAPHRAG_LLM_THREAD_COUNT</code> and <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> are both set to 50 by default. You can modify this values to reduce concurrency. Please refer to the Configuration Documents</p>"}, {"location": "get_started/", "title": "Getting Started", "text": ""}, {"location": "get_started/#requirements", "title": "Requirements", "text": "<p>Python 3.10-3.12</p> <p>To get started with the GraphRAG system, you have a few options:</p> <p>\ud83d\udc49 Use the GraphRAG Accelerator solution  \ud83d\udc49 Install from pypi.  \ud83d\udc49 Use it from source</p>"}, {"location": "get_started/#quickstart", "title": "Quickstart", "text": "<p>To get started with the GraphRAG system we recommend trying the Solution Accelerator package. This provides a user-friendly end-to-end experience with Azure resources.</p>"}, {"location": "get_started/#top-level-modules", "title": "Top-Level Modules", "text": "<ul> <li>Indexing Pipeline Overview</li> <li>Query Engine Overview</li> </ul>"}, {"location": "get_started/#overview", "title": "Overview", "text": "<p>The following is a simple end-to-end example for using the GraphRAG system. It shows how to use the system to index some text, and then use the indexed data to answer questions about the documents.</p>"}, {"location": "get_started/#install-graphrag", "title": "Install GraphRAG", "text": "<pre><code>pip install graphrag\n</code></pre> <p>The graphrag library includes a CLI for a no-code approach to getting started. Please review the full CLI documentation for further detail.</p>"}, {"location": "get_started/#running-the-indexer", "title": "Running the Indexer", "text": "<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the default configuration mode, which you can customize as needed using a config file, which we recommend, or environment variables.</p> <p>First let's get a sample dataset ready:</p> <pre><code>mkdir -p ./ragtest/input\n</code></pre> <p>Now let's get a copy of A Christmas Carol by Charles Dickens from a trusted source</p> <pre><code>curl https://www.gutenberg.org/cache/epub/24022/pg24022.txt -o ./ragtest/input/book.txt\n</code></pre> <p>Next we'll inject some required config variables:</p>"}, {"location": "get_started/#set-up-your-workspace-variables", "title": "Set Up Your Workspace Variables", "text": "<p>First let's make sure to setup the required environment variables. For details on these environment variables, and what environment variables are available, see the variables documentation.</p> <p>To initialize your workspace, first run the <code>graphrag init</code> command. Since we have already configured a directory named <code>./ragtest</code> in the previous step, run the following command:</p> <pre><code>graphrag init --root ./ragtest\n</code></pre> <p>This will create two files: <code>.env</code> and <code>settings.yaml</code> in the <code>./ragtest</code> directory.</p> <ul> <li><code>.env</code> contains the environment variables required to run the GraphRAG pipeline. If you inspect the file, you'll see a single environment variable defined,   <code>GRAPHRAG_API_KEY=&lt;API_KEY&gt;</code>. This is the API key for the OpenAI API or Azure OpenAI endpoint. You can replace this with your own API key. If you are using another form of authentication (i.e. managed identity), please delete this file.</li> <li><code>settings.yaml</code> contains the settings for the pipeline. You can modify this file to change the settings for the pipeline.   </li> </ul>"}, {"location": "get_started/#openai-and-azure-openai", "title": "OpenAI and Azure OpenAI", "text": "<p>If running in OpenAI mode, update the value of <code>GRAPHRAG_API_KEY</code> in the <code>.env</code> file with your OpenAI API key.</p>"}, {"location": "get_started/#azure-openai", "title": "Azure OpenAI", "text": "<p>In addition, Azure OpenAI users should set the following variables in the settings.yaml file. To find the appropriate sections, just search for the <code>llm:</code> configuration, you should see two sections, one for the chat endpoint and one for the embeddings endpoint. Here is an example of how to configure the chat endpoint:</p> <pre><code>type: azure_openai_chat # Or azure_openai_embedding for embeddings\napi_base: https://&lt;instance&gt;.openai.azure.com\napi_version: 2024-02-15-preview # You can customize this for other versions\ndeployment_name: &lt;azure_model_deployment_name&gt;\n</code></pre> <ul> <li>For more details about configuring GraphRAG, see the configuration documentation.</li> <li>To learn more about Initialization, refer to the Initialization documentation.</li> <li>For more details about using the CLI, refer to the CLI documentation.</li> </ul>"}, {"location": "get_started/#running-the-indexing-pipeline", "title": "Running the Indexing pipeline", "text": "<p>Finally we'll run the pipeline!</p> <pre><code>graphrag index --root ./ragtest\n</code></pre> <p></p> <p>This process will take some time to run. This depends on the size of your input data, what model you're using, and the text chunk size being used (these can be configured in your <code>settings.yml</code> file). Once the pipeline is complete, you should see a new folder called <code>./ragtest/output</code> with a series of parquet files.</p>"}, {"location": "get_started/#using-the-query-engine", "title": "Using the Query Engine", "text": ""}, {"location": "get_started/#running-the-query-engine", "title": "Running the Query Engine", "text": "<p>Now let's ask some questions using this dataset.</p> <p>Here is an example using Global search to ask a high-level question:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method global \\\n--query \"What are the top themes in this story?\"\n</code></pre> <p>Here is an example using Local search to ask a more specific question about a particular character:</p> <pre><code>graphrag query \\\n--root ./ragtest \\\n--method local \\\n--query \"Who is Scrooge and what are his main relationships?\"\n</code></pre> <p>Please refer to Query Engine docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>"}, {"location": "get_started/#visualizing-the-graph", "title": "Visualizing the Graph", "text": "<p>Check out our visualization guide for a more interactive experience in debugging and exploring the knowledge graph.</p>"}, {"location": "visualization_guide/", "title": "Visualizing and Debugging Your Knowledge Graph", "text": "<p>The following step-by-step guide walks through the process to visualize a knowledge graph after it's been constructed by graphrag. Note that some of the settings recommended below are based on our own experience of what works well. Feel free to change and explore other settings for a better visualization experience!</p>"}, {"location": "visualization_guide/#1-run-the-pipeline", "title": "1. Run the Pipeline", "text": "<p>Before building an index, please review your <code>settings.yaml</code> configuration file and ensure that graphml snapshots is enabled. <pre><code>snapshots:\n  graphml: true\n</code></pre> (Optional) To support other visualization tools and exploration, additional parameters can be enabled that provide access to vector embeddings. <pre><code>embed_graph:\n  enabled: true # will generate node2vec embeddings for nodes\numap:\n  enabled: true # will generate UMAP embeddings for nodes\n</code></pre> After running the indexing pipeline over your data, there will be an output folder (defined by the <code>storage.base_dir</code> setting).</p> <ul> <li>Output Folder: Contains artifacts from the LLM\u2019s indexing pass.</li> </ul>"}, {"location": "visualization_guide/#2-locate-the-knowledge-graph", "title": "2. Locate the Knowledge Graph", "text": "<p>In the output folder, look for a file named <code>merged_graph.graphml</code>. graphml is a standard file format supported by many visualization tools. We recommend trying Gephi.</p>"}, {"location": "visualization_guide/#3-open-the-graph-in-gephi", "title": "3. Open the Graph in Gephi", "text": "<ol> <li>Install and open Gephi</li> <li>Navigate to the <code>output</code> folder containing the various parquet files.</li> <li>Import the <code>merged_graph.graphml</code> file into Gephi. This will result in a fairly plain view of the undirected graph nodes and edges.</li> </ol>"}, {"location": "visualization_guide/#4-install-the-leiden-algorithm-plugin", "title": "4. Install the Leiden Algorithm Plugin", "text": "<ol> <li>Go to <code>Tools</code> -&gt; <code>Plugins</code>.</li> <li>Search for \"Leiden Algorithm\".</li> <li>Click <code>Install</code> and restart Gephi.</li> </ol>"}, {"location": "visualization_guide/#5-run-statistics", "title": "5. Run Statistics", "text": "<ol> <li>In the <code>Statistics</code> tab on the right, click <code>Run</code> for <code>Average Degree</code> and <code>Leiden Algorithm</code>.</li> </ol> <ol> <li>For the Leiden Algorithm, adjust the settings:</li> <li>Quality function: Modularity</li> <li>Resolution: 1</li> </ol>"}, {"location": "visualization_guide/#6-color-the-graph-by-clusters", "title": "6. Color the Graph by Clusters", "text": "<ol> <li>Go to the <code>Appearance</code> pane in the upper left side of Gephi.</li> </ol> <ol> <li>Select <code>Nodes</code>, then <code>Partition</code>, and click the color palette icon in the upper right.</li> <li>Choose <code>Cluster</code> from the dropdown.</li> <li>Click the <code>Palette...</code> hyperlink, then <code>Generate...</code>.</li> <li>Uncheck <code>Limit number of colors</code>, click <code>Generate</code>, and then <code>Ok</code>.</li> <li>Click <code>Apply</code> to color the graph. This will color the graph based on the partitions discovered by Leiden.</li> </ol>"}, {"location": "visualization_guide/#7-resize-nodes-by-degree-centrality", "title": "7. Resize Nodes by Degree Centrality", "text": "<ol> <li>In the <code>Appearance</code> pane in the upper left, select <code>Nodes</code> -&gt; <code>Ranking</code></li> <li>Select the <code>Sizing</code> icon in the upper right.</li> <li>Choose <code>Degree</code> and set:</li> <li>Min: 10</li> <li>Max: 150</li> <li>Click <code>Apply</code>.</li> </ol>"}, {"location": "visualization_guide/#8-layout-the-graph", "title": "8. Layout the Graph", "text": "<ol> <li>In the <code>Layout</code> tab in the lower left, select <code>OpenORD</code>.</li> </ol> <ol> <li>Set <code>Liquid</code> and <code>Expansion</code> stages to 50, and everything else to 0.</li> <li>Click <code>Run</code> and monitor the progress.</li> </ol>"}, {"location": "visualization_guide/#9-run-forceatlas2", "title": "9. Run ForceAtlas2", "text": "<ol> <li>Select <code>Force Atlas 2</code> in the layout options.</li> </ol> <ol> <li>Adjust the settings:</li> <li>Scaling: 15</li> <li>Dissuade Hubs: checked</li> <li>LinLog mode: uncheck</li> <li>Prevent Overlap: checked</li> <li>Click <code>Run</code> and wait.</li> <li>Press <code>Stop</code> when it looks like the graph nodes have settled and no longer change position significantly.</li> </ol>"}, {"location": "visualization_guide/#10-add-text-labels-optional", "title": "10. Add Text Labels (Optional)", "text": "<ol> <li>Turn on text labels in the appropriate section.</li> <li>Configure and resize them as needed.</li> </ol> <p>Your final graph should now be visually organized and ready for analysis!</p>"}, {"location": "config/custom/", "title": "Fully Custom Config", "text": "<p>The primary configuration sections for Indexing Engine pipelines are described below. Each configuration section can be expressed in Python (for use in Python API mode) as well as YAML, but YAML is show here for brevity.</p> <p>Using custom configuration is an advanced use-case. Most users will want to use the Default Configuration instead.</p>"}, {"location": "config/custom/#indexing-engine-examples", "title": "Indexing Engine Examples", "text": "<p>The examples directory contains several examples of how to use the indexing engine with custom configuration.</p> <p>Most examples include two different forms of running the pipeline, both are contained in the examples <code>run.py</code></p> <ol> <li>Using mostly the Python API</li> <li>Using mostly the a pipeline configuration file</li> </ol> <p>To run an example:</p> <ul> <li>Run <code>poetry shell</code> to activate a virtual environment with the required dependencies.</li> <li>Run <code>PYTHONPATH=\"$(pwd)\" python examples/path_to_example/run.py</code> from the <code>root</code> directory.</li> </ul> <p>For example to run the single_verb example, you would run the following commands:</p> <pre><code>poetry shell\n</code></pre> <pre><code>PYTHONPATH=\"$(pwd)\" python examples/single_verb/run.py\n</code></pre>"}, {"location": "config/custom/#configuration-sections", "title": "Configuration Sections", "text": ""}, {"location": "config/custom/#extends", "title": "&gt; extends", "text": "<p>This configuration allows you to extend a base configuration file or files.</p> <pre><code># single base\nextends: ../base_config.yml\n</code></pre> <pre><code># multiple bases\nextends:\n  - ../base_config.yml\n  - ../base_config2.yml\n</code></pre>"}, {"location": "config/custom/#root_dir", "title": "&gt; root_dir", "text": "<p>This configuration allows you to set the root directory for the pipeline. All data inputs and outputs are assumed to be relative to this path.</p> <pre><code>root_dir: /workspace/data_project\n</code></pre>"}, {"location": "config/custom/#storage", "title": "&gt; storage", "text": "<p>This configuration allows you define the output strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of storage to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the data in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#cache", "title": "&gt; cache", "text": "<p>This configuration allows you define the cache strategy for the pipeline.</p> <ul> <li><code>type</code>: The type of cache to use. Options are <code>file</code> and <code>memory</code>, and <code>blob</code>.</li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the cache in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#reporting", "title": "&gt; reporting", "text": "<p>This configuration allows you define the reporting strategy for the pipeline. Report files are generated artifacts that summarize the performance metrics of the pipeline and emit any error messages.</p> <ul> <li><code>type</code>: The type of reporting to use. Options are <code>file</code>, <code>memory</code>, and <code>blob</code></li> <li><code>base_dir</code> (<code>type: file</code> only): The base directory to store the reports in. This is relative to the config root.</li> <li><code>connection_string</code> (<code>type: blob</code> only): The connection string to use for blob storage.</li> <li><code>container_name</code> (<code>type: blob</code> only): The container to use for blob storage.</li> </ul>"}, {"location": "config/custom/#workflows", "title": "&gt; workflows", "text": "<p>This configuration section defines the workflow DAG for the pipeline. Here we define an array of workflows and express their inter-dependencies in steps:</p> <ul> <li><code>name</code>: The name of the workflow. This is used to reference the workflow in other parts of the config.</li> <li><code>steps</code>: The DataShaper steps that this workflow comprises. If a step defines an input in the form of <code>workflow:&lt;workflow_name&gt;</code>, then it is assumed to have a dependency on the output of that workflow.</li> </ul> <pre><code>workflows:\n  - name: workflow1\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n  - name: workflow2\n    steps:\n      - verb: derive\n        args:\n          column1: \"col1\"\n          column2: \"col2\"\n        input:\n          # dependency established here\n          source: workflow:workflow1\n</code></pre>"}, {"location": "config/custom/#input", "title": "&gt; input", "text": "<ul> <li><code>type</code>: The type of input to use. Options are <code>file</code> or <code>blob</code>.</li> <li><code>file_type</code>: The file type field discriminates between the different input types. Options are <code>csv</code> and <code>text</code>.</li> <li><code>base_dir</code>: The base directory to read the input files from. This is relative to the config file.</li> <li><code>file_pattern</code>: A regex to match the input files. The regex must have named groups for each of the fields in the file_filter.</li> <li><code>post_process</code>: A DataShaper workflow definition to apply to the input before executing the primary workflow.</li> <li><code>source_column</code> (<code>type: csv</code> only): The column containing the source/author of the data</li> <li><code>text_column</code> (<code>type: csv</code> only): The column containing the text of the data</li> <li><code>timestamp_column</code> (<code>type: csv</code> only): The column containing the timestamp of the data</li> <li><code>timestamp_format</code> (<code>type: csv</code> only): The format of the timestamp</li> </ul> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  source_column: \"author\" # the column containing the source/author of the data\n  text_column: \"message\" # the column containing the text of the data\n  timestamp_column: \"date(yyyyMMddHHmmss)\" # optional, the column containing the timestamp of the data\n  timestamp_format: \"%Y%m%d%H%M%S\" # optional,  the format of the timestamp\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre> <pre><code>input:\n  type: file\n  file_type: csv\n  base_dir: ../data/csv # the directory containing the CSV files, this is relative to the config file\n  file_pattern: '.*[\\/](?P&lt;source&gt;[^\\/]+)[\\/](?P&lt;year&gt;\\d{4})-(?P&lt;month&gt;\\d{2})-(?P&lt;day&gt;\\d{2})_(?P&lt;author&gt;[^_]+)_\\d+\\.csv$' # a regex to match the CSV files\n  # An additional file filter which uses the named groups from the file_pattern to further filter the files\n  # file_filter:\n  #   # source: (source_filter)\n  #   year: (2023)\n  #   month: (06)\n  #   # day: (22)\n  post_process: # Optional, set of steps to process the data before going into the workflow\n    - verb: filter\n      args:\n        column: \"title\",\n        value: \"My document\"\n</code></pre>"}, {"location": "config/env_vars/", "title": "Default Configuration Mode (using Env Vars)", "text": ""}, {"location": "config/env_vars/#text-embeddings-customization", "title": "Text-Embeddings Customization", "text": "<p>By default, the GraphRAG indexer will only emit embeddings required for our query methods. However, the model has embeddings defined for all plaintext fields, and these can be generated by setting the <code>GRAPHRAG_EMBEDDING_TARGET</code> environment variable to <code>all</code>.</p> <p>If the embedding target is <code>all</code>, and you want to only embed a subset of these fields, you may specify which embeddings to skip using the <code>GRAPHRAG_EMBEDDING_SKIP</code> argument described below.</p>"}, {"location": "config/env_vars/#embedded-fields", "title": "Embedded Fields", "text": "<ul> <li><code>text_unit.text</code></li> <li><code>document.raw_content</code></li> <li><code>entity.name</code></li> <li><code>entity.description</code></li> <li><code>relationship.description</code></li> <li><code>community.title</code></li> <li><code>community.summary</code></li> <li><code>community.full_content</code></li> </ul>"}, {"location": "config/env_vars/#input-data", "title": "Input Data", "text": "<p>Our pipeline can ingest .csv or .txt data from an input folder. These files can be nested within subfolders. To configure how input data is handled, what fields are mapped over, and how timestamps are parsed, look for configuration values starting with <code>GRAPHRAG_INPUT_</code> below. In general, CSV-based data provides the most customizability. Each CSV should at least contain a <code>text</code> field (which can be mapped with environment variables), but it's helpful if they also have <code>title</code>, <code>timestamp</code>, and <code>source</code> fields. Additional fields can be included as well, which will land as extra fields on the <code>Document</code> table.</p>"}, {"location": "config/env_vars/#base-llm-settings", "title": "Base LLM Settings", "text": "<p>These are the primary settings for configuring LLM connectivity.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_API_KEY</code> Yes for OpenAI. Optional for AOAI The API key. (Note: <code>OPENAI_API_KEY is also used as a fallback). If not defined when using AOAI, managed identity will be used. |</code>str<code>|</code>None` <code>GRAPHRAG_API_BASE</code> For AOAI The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_API_VERSION</code> For AOAI The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_API_ORGANIZATION</code> The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code>"}, {"location": "config/env_vars/#text-generation-settings", "title": "Text Generation Settings", "text": "<p>These settings control the text generation model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required? Description Type Default Value <code>GRAPHRAG_LLM_TYPE</code> For AOAI The LLM operation type. Either <code>openai_chat</code> or <code>azure_openai_chat</code> <code>str</code> <code>openai_chat</code> <code>GRAPHRAG_LLM_DEPLOYMENT_NAME</code> For AOAI The AOAI model deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_KEY</code> Yes (uses fallback) The API key. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_BASE</code> For AOAI (uses fallback) The API Base URL <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_VERSION</code> For AOAI (uses fallback) The AOAI API version. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_API_PROXY</code> The AOAI proxy. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_MODEL</code> The LLM model. <code>str</code> <code>gpt-4-turbo-preview</code> <code>GRAPHRAG_LLM_MAX_TOKENS</code> The maximum number of tokens. <code>int</code> <code>4000</code> <code>GRAPHRAG_LLM_REQUEST_TIMEOUT</code> The maximum number of seconds to wait for a response from the chat client. <code>int</code> <code>180</code> <code>GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</code> Indicates whether the given model supports JSON output mode. <code>True</code> to enable. <code>str</code> <code>None</code> <code>GRAPHRAG_LLM_THREAD_COUNT</code> The number of threads to use for LLM parallelization. <code>int</code> 50 <code>GRAPHRAG_LLM_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread. <code>float</code> 0.3 <code>GRAPHRAG_LLM_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_LLM_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the LLM client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_LLM_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_LLM_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code> <code>GRAPHRAG_LLM_TEMPERATURE</code> The temperature to use generation. <code>float</code> 0 <code>GRAPHRAG_LLM_TOP_P</code> The top_p to use for sampling. <code>float</code> 1 <code>GRAPHRAG_LLM_N</code> The number of responses to generate. <code>int</code> 1"}, {"location": "config/env_vars/#text-embedding-settings", "title": "Text Embedding Settings", "text": "<p>These settings control the text embedding model used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p> Parameter Required ? Description Type Default <code>GRAPHRAG_EMBEDDING_TYPE</code> For AOAI The embedding client to use. Either <code>openai_embedding</code> or <code>azure_openai_embedding</code> <code>str</code> <code>openai_embedding</code> <code>GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME</code> For AOAI The AOAI deployment name. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_KEY</code> Yes (uses fallback) The API key to use for the embedding client. If not defined when using AOAI, managed identity will be used. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_BASE</code> For AOAI (uses fallback) The API base URL. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_VERSION</code> For AOAI (uses fallback) The AOAI API version to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_ORGANIZATION</code> For AOAI (uses fallback) The AOAI organization to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_API_PROXY</code> The AOAI proxy to use for the embedding client. <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_MODEL</code> The model to use for the embedding client. <code>str</code> <code>text-embedding-3-small</code> <code>GRAPHRAG_EMBEDDING_BATCH_SIZE</code> The number of texts to embed at once. (Azure limit is 16) <code>int</code> 16 <code>GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS</code> The maximum tokens per batch (Azure limit is 8191) <code>int</code> 8191 <code>GRAPHRAG_EMBEDDING_TARGET</code> The target fields to embed. Either <code>required</code> or <code>all</code>. <code>str</code> <code>required</code> <code>GRAPHRAG_EMBEDDING_SKIP</code> A comma-separated list of fields to skip embeddings for . (e.g. 'relationship.description') <code>str</code> <code>None</code> <code>GRAPHRAG_EMBEDDING_THREAD_COUNT</code> The number of threads to use for parallelization for embeddings. <code>int</code> <code>GRAPHRAG_EMBEDDING_THREAD_STAGGER</code> The time to wait (in seconds) between starting each thread for embeddings. <code>float</code> 50 <code>GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS</code> The number of concurrent requests to allow for the embedding client. <code>int</code> 25 <code>GRAPHRAG_EMBEDDING_TOKENS_PER_MINUTE</code> The number of tokens per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_REQUESTS_PER_MINUTE</code> The number of requests per minute to allow for the embedding client. 0 = Bypass <code>int</code> 0 <code>GRAPHRAG_EMBEDDING_MAX_RETRIES</code> The maximum number of retries to attempt when a request fails. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT</code> The maximum number of seconds to wait between retries. <code>int</code> 10 <code>GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION</code> Whether to sleep on rate limit recommendation. (Azure Only) <code>bool</code> <code>True</code>"}, {"location": "config/env_vars/#input-settings", "title": "Input Settings", "text": "<p>These settings control the data input used by the pipeline. Any settings with a fallback will use the base LLM settings, if available.</p>"}, {"location": "config/env_vars/#plaintext-input-data-graphrag_input_file_typetext", "title": "Plaintext Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=text)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code>"}, {"location": "config/env_vars/#csv-input-data-graphrag_input_file_typecsv", "title": "CSV Input Data (<code>GRAPHRAG_INPUT_FILE_TYPE</code>=csv)", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_TYPE</code> The input storage type to use when reading files. (<code>file</code> or <code>blob</code>) <code>str</code> optional <code>file</code> <code>GRAPHRAG_INPUT_FILE_PATTERN</code> The file pattern regexp to use when reading input files from the input directory. <code>str</code> optional <code>.*\\.txt$</code> <code>GRAPHRAG_INPUT_SOURCE_COLUMN</code> The 'source' column to use when reading CSV input files. <code>str</code> optional <code>source</code> <code>GRAPHRAG_INPUT_TIMESTAMP_COLUMN</code> The 'timestamp' column to use when reading CSV input files. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TIMESTAMP_FORMAT</code> The timestamp format to use when parsing timestamps in the timestamp column. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_TEXT_COLUMN</code> The 'text' column to use when reading CSV input files. <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_DOCUMENT_ATTRIBUTE_COLUMNS</code> A list of CSV columns, comma-separated, to incorporate as document fields. <code>str</code> optional <code>id</code> <code>GRAPHRAG_INPUT_TITLE_COLUMN</code> The 'title' column to use when reading CSV input files. <code>str</code> optional <code>title</code> <code>GRAPHRAG_INPUT_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONNECTION_STRING</code> The connection string to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_CONTAINER_NAME</code> The container name to use when reading CSV input files from Azure Blob Storage. <code>str</code> optional <code>None</code> <code>GRAPHRAG_INPUT_BASE_DIR</code> The base directory to read input files from. <code>str</code> optional <code>None</code>"}, {"location": "config/env_vars/#data-mapping-settings", "title": "Data Mapping Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_INPUT_FILE_TYPE</code> The type of input data, <code>csv</code> or <code>text</code> <code>str</code> optional <code>text</code> <code>GRAPHRAG_INPUT_ENCODING</code> The encoding to apply when reading CSV/text input files. <code>str</code> optional <code>utf-8</code>"}, {"location": "config/env_vars/#data-chunking", "title": "Data Chunking", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_CHUNK_SIZE</code> The chunk size in tokens for text-chunk analysis windows. <code>str</code> optional 1200 <code>GRAPHRAG_CHUNK_OVERLAP</code> The chunk overlap in tokens for text-chunk analysis windows. <code>str</code> optional 100 <code>GRAPHRAG_CHUNK_BY_COLUMNS</code> A comma-separated list of document attributes to groupby when performing TextUnit chunking. <code>str</code> optional <code>id</code> <code>GRAPHRAG_CHUNK_ENCODING_MODEL</code> The encoding model to use for chunking. <code>str</code> optional The top-level encoding model."}, {"location": "config/env_vars/#prompting-overrides", "title": "Prompting Overrides", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> The path (relative to the root) of an entity extraction prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting entities in a loop. <code>int</code> optional 1 <code>GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES</code> A comma-separated list of entity types to extract. <code>str</code> optional <code>organization,person,event,geo</code> <code>GRAPHRAG_ENTITY_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for entity extraction. <code>str</code> optional The top-level encoding model. <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> The path (relative to the root) of an description summarization prompt template text file. <code>str</code> optional <code>None</code> <code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH</code> The maximum number of tokens to generate per description summarization. <code>int</code> optional 500 <code>GRAPHRAG_CLAIM_EXTRACTION_ENABLED</code> Whether claim extraction is enabled for this pipeline. <code>bool</code> optional <code>False</code> <code>GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION</code> The claim_description prompting argument to utilize. <code>string</code> optional \"Any claims or facts that could be relevant to threat analysis.\" <code>GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE</code> The claim extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS</code> The maximum number of redrives (gleanings) to invoke when extracting claims in a loop. <code>int</code> optional 1 <code>GRAPHRAG_CLAIM_EXTRACTION_ENCODING_MODEL</code> The encoding model to use for claim extraction. <code>str</code> optional The top-level encoding model <code>GRAPHRAG_COMMUNITY_REPORTS_PROMPT_FILE</code> The community reports extraction prompt to utilize. <code>string</code> optional <code>None</code> <code>GRAPHRAG_COMMUNITY_REPORTS_MAX_LENGTH</code> The maximum number of tokens to generate per community reports. <code>int</code> optional 1500"}, {"location": "config/env_vars/#storage", "title": "Storage", "text": "<p>This section controls the storage mechanism used by the pipeline used for emitting output tables.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_STORAGE_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>memory</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_STORAGE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_STORAGE_BASE_DIR</code> The base path to data outputs outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#cache", "title": "Cache", "text": "<p>This section controls the cache mechanism used by the pipeline. This is used to cache LLM invocation results.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_CACHE_TYPE</code> The type of cache to use. Options are <code>file</code>, <code>memory</code>, <code>none</code> or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_CACHE_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_CACHE_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_CACHE_BASE_DIR</code> The base path to the cache files. <code>str</code> optional None"}, {"location": "config/env_vars/#reporting", "title": "Reporting", "text": "<p>This section controls the reporting mechanism used by the pipeline, for common events and error messages. The default is to write reports to a file in the output directory. However, you can also choose to write reports to the console or to an Azure Blob Storage container.</p> Parameter Description Type Required or Optional Default <code>GRAPHRAG_REPORTING_TYPE</code> The type of reporter to use. Options are <code>file</code>, <code>console</code>, or <code>blob</code> <code>str</code> optional <code>file</code> <code>GRAPHRAG_REPORTING_STORAGE_ACCOUNT_BLOB_URL</code> The Azure Storage blob endpoint to use when in <code>blob</code> mode and using managed identity. Will have the format <code>https://&lt;storage_account_name&gt;.blob.core.windows.net</code> <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONNECTION_STRING</code> The Azure Storage connection string to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_CONTAINER_NAME</code> The Azure Storage container name to use when in <code>blob</code> mode. <code>str</code> optional None <code>GRAPHRAG_REPORTING_BASE_DIR</code> The base path to the reporting outputs. <code>str</code> optional None"}, {"location": "config/env_vars/#node2vec-parameters", "title": "Node2Vec Parameters", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_NODE2VEC_ENABLED</code> Whether to enable Node2Vec <code>bool</code> optional False <code>GRAPHRAG_NODE2VEC_NUM_WALKS</code> The Node2Vec number of walks to perform <code>int</code> optional 10 <code>GRAPHRAG_NODE2VEC_WALK_LENGTH</code> The Node2Vec walk length <code>int</code> optional 40 <code>GRAPHRAG_NODE2VEC_WINDOW_SIZE</code> The Node2Vec window size <code>int</code> optional 2 <code>GRAPHRAG_NODE2VEC_ITERATIONS</code> The number of iterations to run node2vec <code>int</code> optional 3 <code>GRAPHRAG_NODE2VEC_RANDOM_SEED</code> The random seed to use for node2vec <code>int</code> optional 597832"}, {"location": "config/env_vars/#data-snapshotting", "title": "Data Snapshotting", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_SNAPSHOT_EMBEDDINGS</code> Whether to enable embeddings snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_GRAPHML</code> Whether to enable GraphML snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_RAW_ENTITIES</code> Whether to enable raw entity snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES</code> Whether to enable top-level node snapshots. <code>bool</code> optional False <code>GRAPHRAG_SNAPSHOT_TRANSIENT</code> Whether to enable transient table snapshots. <code>bool</code> optional False"}, {"location": "config/env_vars/#miscellaneous-settings", "title": "Miscellaneous Settings", "text": "Parameter Description Type Required or Optional Default <code>GRAPHRAG_ASYNC_MODE</code> Which async mode to use. Either <code>asyncio</code> or <code>threaded</code>. <code>str</code> optional <code>asyncio</code> <code>GRAPHRAG_ENCODING_MODEL</code> The text encoding model, used in tiktoken, to encode text. <code>str</code> optional <code>cl100k_base</code> <code>GRAPHRAG_MAX_CLUSTER_SIZE</code> The maximum number of entities to include in a single Leiden cluster. <code>int</code> optional 10 <code>GRAPHRAG_SKIP_WORKFLOWS</code> A comma-separated list of workflow names to skip. <code>str</code> optional <code>None</code> <code>GRAPHRAG_UMAP_ENABLED</code> Whether to enable UMAP layouts <code>bool</code> optional False"}, {"location": "config/init/", "title": "Configuring GraphRAG Indexing", "text": "<p>To start using GraphRAG, you must generate a configuration file. The <code>init</code> command is the easiest way to get started. It will create a <code>.env</code> and <code>settings.yaml</code> files in the specified directory with the necessary configuration settings. It will also output the default LLM prompts used by GraphRAG.</p>"}, {"location": "config/init/#usage", "title": "Usage", "text": "<pre><code>graphrag init [--root PATH]\n</code></pre>"}, {"location": "config/init/#options", "title": "Options", "text": "<ul> <li><code>--root PATH</code> - The project root directory to initialize graphrag at. Default is the current directory.</li> </ul>"}, {"location": "config/init/#example", "title": "Example", "text": "<pre><code>graphrag init --root ./ragtest\n</code></pre>"}, {"location": "config/init/#output", "title": "Output", "text": "<p>The <code>init</code> command will create the following files in the specified directory:</p> <ul> <li><code>settings.yaml</code> - The configuration settings file. This file contains the configuration settings for GraphRAG.</li> <li><code>.env</code> - The environment variables file. These are referenced in the <code>settings.yaml</code> file.</li> <li><code>prompts/</code> - The LLM prompts folder. This contains the default prompts used by GraphRAG, you can modify them or run the Auto Prompt Tuning command to generate new prompts adapted to your data.</li> </ul>"}, {"location": "config/init/#next-steps", "title": "Next Steps", "text": "<p>After initializing your workspace, you can either run the Prompt Tuning command to adapt the prompts to your data or even start running the Indexing Pipeline to index your data. For more information on configuring GraphRAG, see the Configuration documentation.</p>"}, {"location": "config/json_yaml/", "title": "Default Configuration Mode (using JSON/YAML)", "text": "<p>The default configuration mode may be configured by using a <code>settings.json</code> or <code>settings.yml</code> file in the data project root. If a <code>.env</code> file is present along with this config file, then it will be loaded, and the environment variables defined therein will be available for token replacements in your configuration document using <code>${ENV_VAR}</code> syntax.</p> <p>For example:</p> <pre><code># .env\nAPI_KEY=some_api_key\n\n# settings.json\n{\n    \"llm\": {\n        \"api_key\": \"${API_KEY}\"\n    }\n}\n</code></pre>"}, {"location": "config/json_yaml/#config-sections", "title": "Config Sections", "text": ""}, {"location": "config/json_yaml/#input", "title": "input", "text": ""}, {"location": "config/json_yaml/#fields", "title": "Fields", "text": "<ul> <li><code>type</code> file|blob - The input type to use. Default=<code>file</code></li> <li><code>file_type</code> text|csv - The type of input data to load. Either <code>text</code> or <code>csv</code>. Default is <code>text</code></li> <li><code>file_encoding</code> str - The encoding of the input file. Default is <code>utf-8</code></li> <li><code>file_pattern</code> str - A regex to match input files. Default is <code>.*\\.csv$</code> if in csv mode and <code>.*\\.txt$</code> if in text mode.</li> <li><code>source_column</code> str - (CSV Mode Only) The source column name.</li> <li><code>timestamp_column</code> str - (CSV Mode Only) The timestamp column name.</li> <li><code>timestamp_format</code> str - (CSV Mode Only) The source format.</li> <li><code>text_column</code> str - (CSV Mode Only) The text column name.</li> <li><code>title_column</code> str - (CSV Mode Only) The title column name.</li> <li><code>document_attribute_columns</code> list[str] - (CSV Mode Only) The additional document attributes to include.</li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to read input from, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#llm", "title": "llm", "text": "<p>This is the base LLM configuration section. Other steps may override this configuration with their own LLM configuration.</p>"}, {"location": "config/json_yaml/#fields_1", "title": "Fields", "text": "<ul> <li><code>api_key</code> str - The OpenAI API key to use.</li> <li><code>type</code> openai_chat|azure_openai_chat|openai_embedding|azure_openai_embedding - The type of LLM to use.</li> <li><code>model</code> str - The model name.</li> <li><code>max_tokens</code> int - The maximum number of output tokens.</li> <li><code>request_timeout</code> float - The per-request timeout.</li> <li><code>api_base</code> str - The API base url to use.</li> <li><code>api_version</code> str - The API version</li> <li><code>organization</code> str - The client organization.</li> <li><code>proxy</code> str - The proxy URL to use.</li> <li><code>audience</code> str - (Azure OpenAI only) The URI of the target Azure resource/service for which a managed identity token is requested. Used if <code>api_key</code> is not defined. Default=<code>https://cognitiveservices.azure.com/.default</code></li> <li><code>deployment_name</code> str - The deployment name to use (Azure).</li> <li><code>model_supports_json</code> bool - Whether the model supports JSON-mode output.</li> <li><code>tokens_per_minute</code> int - Set a leaky-bucket throttle on tokens-per-minute.</li> <li><code>requests_per_minute</code> int - Set a leaky-bucket throttle on requests-per-minute.</li> <li><code>max_retries</code> int - The maximum number of retries to use.</li> <li><code>max_retry_wait</code> float - The maximum backoff time.</li> <li><code>sleep_on_rate_limit_recommendation</code> bool - Whether to adhere to sleep recommendations (Azure).</li> <li><code>concurrent_requests</code> int The number of open requests to allow at once.</li> <li><code>temperature</code> float - The temperature to use.</li> <li><code>top_p</code> float - The top-p value to use.</li> <li><code>n</code> int - The number of completions to generate.</li> </ul>"}, {"location": "config/json_yaml/#parallelization", "title": "parallelization", "text": ""}, {"location": "config/json_yaml/#fields_2", "title": "Fields", "text": "<ul> <li><code>stagger</code> float - The threading stagger value.</li> <li><code>num_threads</code> int - The maximum number of work threads.</li> </ul>"}, {"location": "config/json_yaml/#async_mode", "title": "async_mode", "text": "<p>asyncio|threaded The async mode to use. Either <code>asyncio</code> or `threaded.</p>"}, {"location": "config/json_yaml/#embeddings", "title": "embeddings", "text": ""}, {"location": "config/json_yaml/#fields_3", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>batch_size</code> int - The maximum batch size to use.</li> <li><code>batch_max_tokens</code> int - The maximum batch # of tokens.</li> <li><code>target</code> required|all|none - Determines which set of embeddings to emit.</li> <li><code>skip</code> list[str] - Which embeddings to skip. Only useful if target=all to customize the list.</li> <li><code>vector_store</code> dict - The vector store to use. Configured for lancedb by default.</li> <li><code>type</code> str - <code>lancedb</code> or <code>azure_ai_search</code>. Default=<code>lancedb</code></li> <li><code>db_uri</code> str (only for lancedb) - The database uri. Default=<code>storage.base_dir/lancedb</code></li> <li><code>url</code> str (only for AI Search) - AI Search endpoint</li> <li><code>api_key</code> str (optional - only for AI Search) - The AI Search api key to use.</li> <li><code>audience</code> str (only for AI Search) - Audience for managed identity token if managed identity authentication is used.</li> <li><code>overwrite</code> bool (only used at index creation time) - Overwrite collection if it exist. Default=<code>True</code></li> <li><code>container_name</code> str - The name of a vector container. This stores all indexes (tables) for a given dataset ingest. Default=<code>default</code></li> <li><code>strategy</code> dict - Fully override the text-embedding strategy.</li> </ul>"}, {"location": "config/json_yaml/#chunks", "title": "chunks", "text": ""}, {"location": "config/json_yaml/#fields_4", "title": "Fields", "text": "<ul> <li><code>size</code> int - The max chunk size in tokens.</li> <li><code>overlap</code> int - The chunk overlap in tokens.</li> <li><code>group_by_columns</code> list[str] - group documents by fields before chunking.</li> <li><code>encoding_model</code> str - The text encoding model to use. Default is to use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the chunking strategy.</li> </ul>"}, {"location": "config/json_yaml/#cache", "title": "cache", "text": ""}, {"location": "config/json_yaml/#fields_5", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|none|blob - The cache type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write cache to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#storage", "title": "storage", "text": ""}, {"location": "config/json_yaml/#fields_6", "title": "Fields", "text": "<ul> <li><code>type</code> file|memory|blob - The storage type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#reporting", "title": "reporting", "text": ""}, {"location": "config/json_yaml/#fields_7", "title": "Fields", "text": "<ul> <li><code>type</code> file|console|blob - The reporting type to use. Default=<code>file</code></li> <li><code>connection_string</code> str - (blob only) The Azure Storage connection string.</li> <li><code>container_name</code> str - (blob only) The Azure Storage container name.</li> <li><code>base_dir</code> str - The base directory to write reports to, relative to the root.</li> <li><code>storage_account_blob_url</code> str - The storage account blob URL to use.</li> </ul>"}, {"location": "config/json_yaml/#entity_extraction", "title": "entity_extraction", "text": ""}, {"location": "config/json_yaml/#fields_8", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>entity_types</code> list[str] - The entity types to identify.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the entity extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#summarize_descriptions", "title": "summarize_descriptions", "text": ""}, {"location": "config/json_yaml/#fields_9", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per summarization.</li> <li><code>strategy</code> dict - Fully override the summarize description strategy.</li> </ul>"}, {"location": "config/json_yaml/#claim_extraction", "title": "claim_extraction", "text": ""}, {"location": "config/json_yaml/#fields_10", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable claim extraction. default=False</li> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>description</code> str - Describes the types of claims we want to extract.</li> <li><code>max_gleanings</code> int - The maximum number of gleaning cycles to use.</li> <li><code>encoding_model</code> str - The text encoding model to use. By default, this will use the top-level encoding model.</li> <li><code>strategy</code> dict - Fully override the claim extraction strategy.</li> </ul>"}, {"location": "config/json_yaml/#community_reports", "title": "community_reports", "text": ""}, {"location": "config/json_yaml/#fields_11", "title": "Fields", "text": "<ul> <li><code>llm</code> (see LLM top-level config)</li> <li><code>parallelization</code> (see Parallelization top-level config)</li> <li><code>async_mode</code> (see Async Mode top-level config)</li> <li><code>prompt</code> str - The prompt file to use.</li> <li><code>max_length</code> int - The maximum number of output tokens per report.</li> <li><code>max_input_length</code> int - The maximum number of input tokens to use when generating reports.</li> <li><code>strategy</code> dict - Fully override the community reports strategy.</li> </ul>"}, {"location": "config/json_yaml/#cluster_graph", "title": "cluster_graph", "text": ""}, {"location": "config/json_yaml/#fields_12", "title": "Fields", "text": "<ul> <li><code>max_cluster_size</code> int - The maximum cluster size to emit.</li> <li><code>strategy</code> dict - Fully override the cluster_graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#embed_graph", "title": "embed_graph", "text": ""}, {"location": "config/json_yaml/#fields_13", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable graph embeddings.</li> <li><code>num_walks</code> int - The node2vec number of walks.</li> <li><code>walk_length</code> int - The node2vec walk length.</li> <li><code>window_size</code> int - The node2vec window size.</li> <li><code>iterations</code> int - The node2vec number of iterations.</li> <li><code>random_seed</code> int - The node2vec random seed.</li> <li><code>strategy</code> dict - Fully override the embed graph strategy.</li> </ul>"}, {"location": "config/json_yaml/#umap", "title": "umap", "text": ""}, {"location": "config/json_yaml/#fields_14", "title": "Fields", "text": "<ul> <li><code>enabled</code> bool - Whether to enable UMAP layouts.</li> </ul>"}, {"location": "config/json_yaml/#snapshots", "title": "snapshots", "text": ""}, {"location": "config/json_yaml/#fields_15", "title": "Fields", "text": "<ul> <li><code>embeddings</code> bool - Emit embeddings snapshots to parquet.</li> <li><code>graphml</code> bool - Emit graph snapshots to GraphML.</li> <li><code>raw_entities</code> bool - Emit raw entity snapshots to JSON.</li> <li><code>top_level_nodes</code> bool - Emit top-level-node snapshots to JSON.</li> <li><code>transient</code> bool - Emit transient workflow tables snapshots to parquet.</li> </ul>"}, {"location": "config/json_yaml/#encoding_model", "title": "encoding_model", "text": "<p>str - The text encoding model to use. Default=<code>cl100k_base</code>.</p>"}, {"location": "config/json_yaml/#skip_workflows", "title": "skip_workflows", "text": "<p>list[str] - Which workflow names to skip.</p>"}, {"location": "config/overview/", "title": "Configuring GraphRAG Indexing", "text": "<p>The GraphRAG system is highly configurable. This page provides an overview of the configuration options available for the GraphRAG indexing engine.</p>"}, {"location": "config/overview/#default-configuration-mode", "title": "Default Configuration Mode", "text": "<p>The default configuration mode is the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. The primary configuration sections for the Indexing Engine pipelines are described below. The main ways to set up GraphRAG in Default Configuration mode are via:</p> <ul> <li>Init command (recommended)</li> <li>Purely using environment variables</li> <li>Using JSON or YAML for deeper control</li> </ul>"}, {"location": "config/overview/#custom-configuration-mode", "title": "Custom Configuration Mode", "text": "<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the Custom Configuration Mode documentation.</p>"}, {"location": "config/template/", "title": "Configuration Template", "text": "<p>The following template can be used and stored as a <code>.env</code> in the the directory where you're are pointing the <code>--root</code> parameter on your Indexing Pipeline execution.</p> <p>For details about how to run the Indexing Pipeline, refer to the Index CLI documentation.</p>"}, {"location": "config/template/#env-file-template", "title": ".env File Template", "text": "<p>Required variables are uncommented. All the optional configuration can be turned on or off as needed.</p>"}, {"location": "config/template/#minimal-configuration", "title": "Minimal Configuration", "text": "<pre><code># Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n\n# Text Generation Settings\nGRAPHRAG_LLM_TYPE=\"azure_openai_chat\" # or openai_chat\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"gpt-4-turbo-preview\"\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True\n\n# Text Embedding Settings\nGRAPHRAG_EMBEDDING_TYPE=\"azure_openai_embedding\" # or openai_embedding\nGRAPHRAG_LLM_DEPLOYMENT_NAME=\"text-embedding-3-small\"\n\n# Data Mapping Settings\nGRAPHRAG_INPUT_TYPE=\"text\"\n</code></pre>"}, {"location": "config/template/#full-configuration", "title": "Full Configuration", "text": "<pre><code># Required LLM Config\n\n# Input Data Configuration\nGRAPHRAG_INPUT_TYPE=\"file\"\n\n# Plaintext Input Data Configuration\n# GRAPHRAG_INPUT_FILE_PATTERN=.*\\.txt\n\n# Text Input Data Configuration\nGRAPHRAG_INPUT_FILE_TYPE=\"text\"\nGRAPHRAG_INPUT_FILE_PATTERN=\".*\\.txt$\"\nGRAPHRAG_INPUT_SOURCE_COLUMN=source\n# GRAPHRAG_INPUT_TIMESTAMP_COLUMN=None\n# GRAPHRAG_INPUT_TIMESTAMP_FORMAT=None\n# GRAPHRAG_INPUT_TEXT_COLUMN=\"text\"\n# GRAPHRAG_INPUT_ATTRIBUTE_COLUMNS=id\n# GRAPHRAG_INPUT_TITLE_COLUMN=\"title\"\n# GRAPHRAG_INPUT_TYPE=\"file\"\n# GRAPHRAG_INPUT_CONNECTION_STRING=None\n# GRAPHRAG_INPUT_CONTAINER_NAME=None\n# GRAPHRAG_INPUT_BASE_DIR=None\n\n# Base LLM Settings\nGRAPHRAG_API_KEY=\"your_api_key\"\nGRAPHRAG_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users\nGRAPHRAG_API_VERSION=\"api_version\" # For Azure OpenAI Users\n# GRAPHRAG_API_ORGANIZATION=None\n# GRAPHRAG_API_PROXY=None\n\n# Text Generation Settings\n# GRAPHRAG_LLM_TYPE=openai_chat\nGRAPHRAG_LLM_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_LLM_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\" # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_LLM_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\nGRAPHRAG_LLM_MODEL_SUPPORTS_JSON=True # Suggested by default\n# GRAPHRAG_LLM_API_ORGANIZATION=None\n# GRAPHRAG_LLM_API_PROXY=None\n# GRAPHRAG_LLM_DEPLOYMENT_NAME=None\n# GRAPHRAG_LLM_MODEL=gpt-4-turbo-preview\n# GRAPHRAG_LLM_MAX_TOKENS=4000\n# GRAPHRAG_LLM_REQUEST_TIMEOUT=180\n# GRAPHRAG_LLM_THREAD_COUNT=50\n# GRAPHRAG_LLM_THREAD_STAGGER=0.3\n# GRAPHRAG_LLM_CONCURRENT_REQUESTS=25\n# GRAPHRAG_LLM_TPM=0\n# GRAPHRAG_LLM_RPM=0\n# GRAPHRAG_LLM_MAX_RETRIES=10\n# GRAPHRAG_LLM_MAX_RETRY_WAIT=10\n# GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Text Embedding Settings\n# GRAPHRAG_EMBEDDING_TYPE=openai_embedding\nGRAPHRAG_EMBEDDING_API_KEY=\"your_api_key\" # If GRAPHRAG_API_KEY is not set\nGRAPHRAG_EMBEDDING_API_BASE=\"http://&lt;domain&gt;.openai.azure.com\"  # For Azure OpenAI Users and if GRAPHRAG_API_BASE is not set\nGRAPHRAG_EMBEDDING_API_VERSION=\"api_version\" # For Azure OpenAI Users and if GRAPHRAG_API_VERSION is not set\n# GRAPHRAG_EMBEDDING_API_ORGANIZATION=None\n# GRAPHRAG_EMBEDDING_API_PROXY=None\n# GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME=None\n# GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-small\n# GRAPHRAG_EMBEDDING_BATCH_SIZE=16\n# GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS=8191\n# GRAPHRAG_EMBEDDING_TARGET=required\n# GRAPHRAG_EMBEDDING_SKIP=None\n# GRAPHRAG_EMBEDDING_THREAD_COUNT=None\n# GRAPHRAG_EMBEDDING_THREAD_STAGGER=50\n# GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS=25\n# GRAPHRAG_EMBEDDING_TPM=0\n# GRAPHRAG_EMBEDDING_RPM=0\n# GRAPHRAG_EMBEDDING_MAX_RETRIES=10\n# GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT=10\n# GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION=True\n\n# Data Mapping Settings\n# GRAPHRAG_INPUT_ENCODING=utf-8\n\n# Data Chunking\n# GRAPHRAG_CHUNK_SIZE=1200\n# GRAPHRAG_CHUNK_OVERLAP=100\n# GRAPHRAG_CHUNK_BY_COLUMNS=id\n\n# Prompting Overrides\n# GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES=organization,person,event,geo\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE=None\n# GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH=500\n# GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION=\"Any claims or facts that could be relevant to threat analysis.\"\n# GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE=None\n# GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS=1\n# GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE=None\n# GRAPHRAG_COMMUNITY_REPORT_MAX_LENGTH=1500\n\n# Storage\n# GRAPHRAG_STORAGE_TYPE=file\n# GRAPHRAG_STORAGE_CONNECTION_STRING=None\n# GRAPHRAG_STORAGE_CONTAINER_NAME=None\n# GRAPHRAG_STORAGE_BASE_DIR=None\n\n# Cache\n# GRAPHRAG_CACHE_TYPE=file\n# GRAPHRAG_CACHE_CONNECTION_STRING=None\n# GRAPHRAG_CACHE_CONTAINER_NAME=None\n# GRAPHRAG_CACHE_BASE_DIR=None\n\n# Reporting\n# GRAPHRAG_REPORTING_TYPE=file\n# GRAPHRAG_REPORTING_CONNECTION_STRING=None\n# GRAPHRAG_REPORTING_CONTAINER_NAME=None\n# GRAPHRAG_REPORTING_BASE_DIR=None\n\n# Node2Vec Parameters\n# GRAPHRAG_NODE2VEC_ENABLED=False\n# GRAPHRAG_NODE2VEC_NUM_WALKS=10\n# GRAPHRAG_NODE2VEC_WALK_LENGTH=40\n# GRAPHRAG_NODE2VEC_WINDOW_SIZE=2\n# GRAPHRAG_NODE2VEC_ITERATIONS=3\n# GRAPHRAG_NODE2VEC_RANDOM_SEED=597832\n\n# Data Snapshotting\n# GRAPHRAG_SNAPSHOT_GRAPHML=False\n# GRAPHRAG_SNAPSHOT_RAW_ENTITIES=False\n# GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES=False\n\n# Miscellaneous Settings\n# GRAPHRAG_ASYNC_MODE=asyncio\n# GRAPHRAG_ENCODING_MODEL=cl100k_base\n# GRAPHRAG_MAX_CLUSTER_SIZE=10\n# GRAPHRAG_SKIP_WORKFLOWS=None\n# GRAPHRAG_UMAP_ENABLED=False\n</code></pre>"}, {"location": "data/operation_dulce/ABOUT/", "title": "About", "text": "<p>This document (Operation Dulce) is an AI-generated science fiction novella, included here for the purposes of integration testing.</p>"}, {"location": "index/architecture/", "title": "Indexing Architecture", "text": ""}, {"location": "index/architecture/#key-concepts", "title": "Key Concepts", "text": ""}, {"location": "index/architecture/#knowledge-model", "title": "Knowledge Model", "text": "<p>In order to support the GraphRAG system, the outputs of the indexing engine (in the Default Configuration Mode) are aligned to a knowledge model we call the GraphRAG Knowledge Model. This model is designed to be an abstraction over the underlying data storage technology, and to provide a common interface for the GraphRAG system to interact with. In normal use-cases the outputs of the GraphRAG Indexer would be loaded into a database system, and the GraphRAG's Query Engine would interact with the database using the knowledge model data-store types.</p>"}, {"location": "index/architecture/#datashaper-workflows", "title": "DataShaper Workflows", "text": "<p>GraphRAG's Indexing Pipeline is built on top of our open-source library, DataShaper. DataShaper is a data processing library that allows users to declaratively express data pipelines, schemas, and related assets using well-defined schemas. DataShaper has implementations in JavaScript and Python, and is designed to be extensible to other languages.</p> <p>One of the core resource types within DataShaper is a Workflow. Workflows are expressed as sequences of steps, which we call verbs. Each step has a verb name and a configuration object. In DataShaper, these verbs model relational concepts such as SELECT, DROP, JOIN, etc.. Each verb transforms an input data table, and that table is passed down the pipeline.</p> <pre><code>---\ntitle: Sample Workflow\n---\nflowchart LR\n    input[Input Table] --&gt; select[SELECT] --&gt; join[JOIN] --&gt; binarize[BINARIZE] --&gt; output[Output Table]</code></pre>"}, {"location": "index/architecture/#llm-based-workflow-steps", "title": "LLM-based Workflow Steps", "text": "<p>GraphRAG's Indexing Pipeline implements a handful of custom verbs on top of the standard, relational verbs that our DataShaper library provides. These verbs give us the ability to augment text documents with rich, structured data using the power of LLMs such as GPT-4. We utilize these verbs in our standard workflow to extract entities, relationships, claims, community structures, and community reports and summaries. This behavior is customizable and can be extended to support many kinds of AI-based data enrichment and extraction tasks.</p>"}, {"location": "index/architecture/#workflow-graphs", "title": "Workflow Graphs", "text": "<p>Because of the complexity of our data indexing tasks, we needed to be able to express our data pipeline as series of multiple, interdependent workflows. In the GraphRAG Indexing Pipeline, each workflow may define dependencies on other workflows, effectively forming a directed acyclic graph (DAG) of workflows, which is then used to schedule processing.</p> <pre><code>---\ntitle: Sample Workflow DAG\n---\nstateDiagram-v2\n    [*] --&gt; Prepare\n    Prepare --&gt; Chunk\n    Chunk --&gt; ExtractGraph\n    Chunk --&gt; EmbedDocuments\n    ExtractGraph --&gt; GenerateReports\n    ExtractGraph --&gt; EmbedEntities\n    ExtractGraph --&gt; EmbedGraph</code></pre>"}, {"location": "index/architecture/#dataframe-message-format", "title": "Dataframe Message Format", "text": "<p>The primary unit of communication between workflows, and between workflow steps is an instance of <code>pandas.DataFrame</code>. Although side-effects are possible, our goal is to be data-centric and table-centric in our approach to data processing. This allows us to easily reason about our data, and to leverage the power of dataframe-based ecosystems. Our underlying dataframe technology may change over time, but our primary goal is to support the DataShaper workflow schema while retaining single-machine ease of use and developer ergonomics.</p>"}, {"location": "index/architecture/#llm-caching", "title": "LLM Caching", "text": "<p>The GraphRAG library was designed with LLM interactions in mind, and a common setback when working with LLM APIs is various errors due to network latency, throttling, etc.. Because of these potential error cases, we've added a cache layer around LLM interactions. When completion requests are made using the same input set (prompt and tuning parameters), we return a cached result if one exists. This allows our indexer to be more resilient to network issues, to act idempotently, and to provide a more efficient end-user experience.</p>"}, {"location": "index/default_dataflow/", "title": "Indexing Dataflow", "text": ""}, {"location": "index/default_dataflow/#the-graphrag-knowledge-model", "title": "The GraphRAG Knowledge Model", "text": "<p>The knowledge model is a specification for data outputs that conform to our data-model definition. You can find these definitions in the python/graphrag/graphrag/model folder within the GraphRAG repository. The following entity types are provided. The fields here represent the fields that are text-embedded by default.</p> <ul> <li><code>Document</code> - An input document into the system. These either represent individual rows in a CSV or individual .txt file.</li> <li><code>TextUnit</code> - A chunk of text to analyze. The size of these chunks, their overlap, and whether they adhere to any data boundaries may be configured below. A common use case is to set <code>CHUNK_BY_COLUMNS</code> to <code>id</code> so that there is a 1-to-many relationship between documents and TextUnits instead of a many-to-many.</li> <li><code>Entity</code> - An entity extracted from a TextUnit. These represent people, places, events, or some other entity-model that you provide.</li> <li><code>Relationship</code> - A relationship between two entities. These are generated from the covariates.</li> <li><code>Covariate</code> - Extracted claim information, which contains statements about entities which may be time-bound.</li> <li><code>Community Report</code> - Once entities are generated, we perform hierarchical community detection on them and generate reports for each community in this hierarchy.</li> <li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li> </ul>"}, {"location": "index/default_dataflow/#the-default-configuration-workflow", "title": "The Default Configuration Workflow", "text": "<p>Let's take a look at how the default-configuration workflow transforms text documents into the GraphRAG Knowledge Model. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the configuration documentation.</p> <pre><code>---\ntitle: Dataflow Overview\n---\nflowchart TB\n    subgraph phase1[Phase 1: Compose TextUnits]\n    documents[Documents] --&gt; chunk[Chunk]\n    chunk --&gt; embed[Embed] --&gt; textUnits[Text Units]\n    end\n    subgraph phase2[Phase 2: Graph Extraction]\n    textUnits --&gt; graph_extract[Entity &amp; Relationship Extraction]\n    graph_extract --&gt; graph_summarize[Entity &amp; Relationship Summarization]\n    graph_summarize --&gt; claim_extraction[Claim Extraction]\n    claim_extraction --&gt; graph_outputs[Graph Tables]\n    end\n    subgraph phase3[Phase 3: Graph Augmentation]\n    graph_outputs --&gt; community_detect[Community Detection]\n    community_detect --&gt; graph_embed[Graph Embedding]\n    graph_embed --&gt; augmented_graph[Augmented Graph Tables]\n    end\n    subgraph phase4[Phase 4: Community Summarization]\n    augmented_graph --&gt; summarized_communities[Community Summarization]\n    summarized_communities --&gt; embed_communities[Community Embedding]\n    embed_communities --&gt; community_outputs[Community Tables]\n    end\n    subgraph phase5[Phase 5: Document Processing]\n    documents --&gt; link_to_text_units[Link to TextUnits]\n    textUnits --&gt; link_to_text_units\n    link_to_text_units --&gt; embed_documents[Document Embedding]\n    embed_documents --&gt; document_graph[Document Graph Creation]\n    document_graph --&gt; document_outputs[Document Tables]\n    end\n    subgraph phase6[Phase 6: Network Visualization]\n    document_outputs --&gt; umap_docs[Umap Documents]\n    augmented_graph --&gt; umap_entities[Umap Entities]\n    umap_docs --&gt; combine_nodes[Nodes Table]\n    umap_entities --&gt; combine_nodes\n    end</code></pre>"}, {"location": "index/default_dataflow/#phase-1-compose-textunits", "title": "Phase 1: Compose TextUnits", "text": "<p>The first phase of the default-configuration workflow is to transform input documents into TextUnits. A TextUnit is a chunk of text that is used for our graph extraction techniques. They are also used as source-references by extracted knowledge items in order to empower breadcrumbs and provenance by concepts back to their original source tex.</p> <p>The chunk size (counted in tokens), is user-configurable. By default this is set to 300 tokens, although we've had positive experience with 1200-token chunks using a single \"glean\" step. (A \"glean\" step is a follow-on extraction). Larger chunks result in lower-fidelity output and less meaningful reference texts; however, using larger chunks can result in much faster processing time.</p> <p>The group-by configuration is also user-configurable. By default, we align our chunks to document boundaries, meaning that there is a strict 1-to-many relationship between Documents and TextUnits. In rare cases, this can be turned into a many-to-many relationship. This is useful when the documents are very short and we need several of them to compose a meaningful analysis unit (e.g. Tweets or a chat log)</p> <p>Each of these text-units are text-embedded and passed into the next phase of the pipeline.</p> <pre><code>---\ntitle: Documents into Text Chunks\n---\nflowchart LR\n    doc1[Document 1] --&gt; tu1[TextUnit 1]\n    doc1 --&gt; tu2[TextUnit 2]\n    doc2[Document 2] --&gt; tu3[TextUnit 3]\n    doc2 --&gt; tu4[TextUnit 4]\n</code></pre>"}, {"location": "index/default_dataflow/#phase-2-graph-extraction", "title": "Phase 2: Graph Extraction", "text": "<p>In this phase, we analyze each text unit and extract our graph primitives: Entities, Relationships, and Claims. Entities and Relationships are extracted at once in our entity_extract verb, and claims are extracted in our claim_extract verb. Results are then combined and passed into following phases of the pipeline.</p> <pre><code>---\ntitle: Graph Extraction\n---\nflowchart LR\n    tu[TextUnit] --&gt; ge[Graph Extraction] --&gt; gs[Graph Summarization]\n    tu --&gt; ce[Claim Extraction]</code></pre>"}, {"location": "index/default_dataflow/#entity-relationship-extraction", "title": "Entity &amp; Relationship Extraction", "text": "<p>In this first step of graph extraction, we process each text-unit in order to extract entities and relationships out of the raw text using the LLM. The output of this step is a subgraph-per-TextUnit containing a list of entities with a name, type, and description, and a list of relationships with a source, target, and description.</p> <p>These subgraphs are merged together - any entities with the same name and type are merged by creating an array of their descriptions. Similarly, any relationships with the same source and target are merged by creating an array of their descriptions.</p>"}, {"location": "index/default_dataflow/#entity-relationship-summarization", "title": "Entity &amp; Relationship Summarization", "text": "<p>Now that we have a graph of entities and relationships, each with a list of descriptions, we can summarize these lists into a single description per entity and relationship. This is done by asking the LLM for a short summary that captures all of the distinct information from each description. This allows all of our entities and relationships to have a single concise description.</p>"}, {"location": "index/default_dataflow/#claim-extraction-emission", "title": "Claim Extraction &amp; Emission", "text": "<p>Finally, as an independent workflow, we extract claims from the source TextUnits. These claims represent positive factual statements with an evaluated status and time-bounds. These are emitted as a primary artifact called Covariates.</p> <p>Note: claim extraction is optional and turned off by default. This is because claim extraction generally needs prompt tuning to be useful.</p>"}, {"location": "index/default_dataflow/#phase-3-graph-augmentation", "title": "Phase 3: Graph Augmentation", "text": "<p>Now that we have a usable graph of entities and relationships, we want to understand their community structure and augment the graph with additional information. This is done in two steps: Community Detection and Graph Embedding. These give us explicit (communities) and implicit (embeddings) ways of understanding the topological structure of our graph.</p> <pre><code>---\ntitle: Graph Augmentation\n---\nflowchart LR\n    cd[Leiden Hierarchical Community Detection] --&gt; ge[Node2Vec Graph Embedding] --&gt; ag[Graph Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#community-detection", "title": "Community Detection", "text": "<p>In this step, we generate a hierarchy of entity communities using the Hierarchical Leiden Algorithm. This method will apply a recursive community-clustering to our graph until we reach a community-size threshold. This will allow us to understand the community structure of our graph and provide a way to navigate and summarize the graph at different levels of granularity.</p>"}, {"location": "index/default_dataflow/#graph-embedding", "title": "Graph Embedding", "text": "<p>In this step, we generate a vector representation of our graph using the Node2Vec algorithm. This will allow us to understand the implicit structure of our graph and provide an additional vector-space in which to search for related concepts during our query phase.</p>"}, {"location": "index/default_dataflow/#graph-tables-emission", "title": "Graph Tables Emission", "text": "<p>Once our graph augmentation steps are complete, the final Entities and Relationships tables are emitted after their text fields are text-embedded.</p>"}, {"location": "index/default_dataflow/#phase-4-community-summarization", "title": "Phase 4: Community Summarization", "text": "<pre><code>---\ntitle: Community Summarization\n---\nflowchart LR\n    sc[Generate Community Reports] --&gt; ss[Summarize Community Reports] --&gt; ce[Community Embedding] --&gt; co[Community Tables Emission]</code></pre> <p>At this point, we have a functional graph of entities and relationships, a hierarchy of communities for the entities, as well as node2vec embeddings.</p> <p>Now we want to build on the communities data and generate reports for each community. This gives us a high-level understanding of the graph at several points of graph granularity. For example, if community A is the top-level community, we'll get a report about the entire graph. If the community is lower-level, we'll get a report about a local cluster.</p>"}, {"location": "index/default_dataflow/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>In this step, we generate a summary of each community using the LLM. This will allow us to understand the distinct information contained within each community and provide a scoped understanding of the graph, from either a high-level or a low-level perspective. These reports contain an executive overview and reference the key entities, relationships, and claims within the community sub-structure.</p>"}, {"location": "index/default_dataflow/#summarize-community-reports", "title": "Summarize Community Reports", "text": "<p>In this step, each community report is then summarized via the LLM for shorthand use.</p>"}, {"location": "index/default_dataflow/#community-embedding", "title": "Community Embedding", "text": "<p>In this step, we generate a vector representation of our communities by generating text embeddings of the community report, the community report summary, and the title of the community report.</p>"}, {"location": "index/default_dataflow/#community-tables-emission", "title": "Community Tables Emission", "text": "<p>At this point, some bookkeeping work is performed and we emit the Communities and CommunityReports tables.</p>"}, {"location": "index/default_dataflow/#phase-5-document-processing", "title": "Phase 5: Document Processing", "text": "<p>In this phase of the workflow, we create the Documents table for the knowledge model.</p> <pre><code>---\ntitle: Document Processing\n---\nflowchart LR\n    aug[Augment] --&gt; dp[Link to TextUnits] --&gt; de[Avg. Embedding] --&gt; dg[Document Table Emission]</code></pre>"}, {"location": "index/default_dataflow/#augment-with-columns-csv-only", "title": "Augment with Columns (CSV Only)", "text": "<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the configuration documentation.</p>"}, {"location": "index/default_dataflow/#link-to-textunits", "title": "Link to TextUnits", "text": "<p>In this step, we link each document to the text-units that were created in the first phase. This allows us to understand which documents are related to which text-units and vice-versa.</p>"}, {"location": "index/default_dataflow/#document-embedding", "title": "Document Embedding", "text": "<p>In this step, we generate a vector representation of our documents using an average embedding of document slices. We re-chunk documents without overlapping chunks, and then generate an embedding for each chunk. We create an average of these chunks weighted by token-count and use this as the document embedding. This will allow us to understand the implicit relationship between documents, and will help us generate a network representation of our documents.</p>"}, {"location": "index/default_dataflow/#documents-table-emission", "title": "Documents Table Emission", "text": "<p>At this point, we can emit the Documents table into the knowledge Model.</p>"}, {"location": "index/default_dataflow/#phase-6-network-visualization", "title": "Phase 6: Network Visualization", "text": "<p>In this phase of the workflow, we perform some steps to support network visualization of our high-dimensional vector spaces within our existing graphs. At this point there are two logical graphs at play: the Entity-Relationship graph and the Document graph.</p> <pre><code>---\ntitle: Network Visualization Workflows\n---\nflowchart LR\n    nv[Umap Documents] --&gt; ne[Umap Entities] --&gt; ng[Nodes Table Emission]</code></pre> <p>For each of the logical graphs, we perform a UMAP dimensionality reduction to generate a 2D representation of the graph. This will allow us to visualize the graph in a 2D space and understand the relationships between the nodes in the graph. The UMAP embeddings are then emitted as a table of Nodes. The rows of this table include a discriminator indicating whether the node is a document or an entity, and the UMAP coordinates.</p>"}, {"location": "index/overview/", "title": "GraphRAG Indexing \ud83e\udd16", "text": "<p>The GraphRAG indexing package is a data pipeline and transformation suite that is designed to extract meaningful, structured data from unstructured text using LLMs.</p> <p>Indexing Pipelines are configurable. They are composed of workflows, standard and custom steps, prompt templates, and input/output adapters. Our standard pipeline is designed to:</p> <ul> <li>extract entities, relationships and claims from raw text</li> <li>perform community detection in entities</li> <li>generate community summaries and reports at multiple levels of granularity</li> <li>embed entities into a graph vector space</li> <li>embed text chunks into a textual vector space</li> </ul> <p>The outputs of the pipeline can be stored in a variety of formats, including JSON and Parquet - or they can be handled manually via the Python API.</p>"}, {"location": "index/overview/#getting-started", "title": "Getting Started", "text": ""}, {"location": "index/overview/#requirements", "title": "Requirements", "text": "<p>See the requirements section in Get Started for details on setting up a development environment.</p> <p>The Indexing Engine can be used in either a default configuration mode or with a custom pipeline. To configure GraphRAG, see the configuration documentation. After you have a config file you can run the pipeline using the CLI or the Python API.</p>"}, {"location": "index/overview/#usage", "title": "Usage", "text": ""}, {"location": "index/overview/#cli", "title": "CLI", "text": "<pre><code># Via Poetry\npoetry run poe cli --root &lt;data_root&gt; # default config mode\npoetry run poe cli --config your_pipeline.yml # custom config mode\n\n# Via Node\nyarn run:index --root &lt;data_root&gt; # default config mode\nyarn run:index --config your_pipeline.yml # custom config mode\n</code></pre>"}, {"location": "index/overview/#python-api", "title": "Python API", "text": "<pre><code>from graphrag.index import run_pipeline\nfrom graphrag.index.config import PipelineWorkflowReference\n\nworkflows: list[PipelineWorkflowReference] = [\n    PipelineWorkflowReference(\n        steps=[\n            {\n                # built-in verb\n                \"verb\": \"derive\",  # https://github.com/microsoft/datashaper/blob/main/python/datashaper/datashaper/verbs/derive.py\n                \"args\": {\n                    \"column1\": \"col1\",  # from above\n                    \"column2\": \"col2\",  # from above\n                    \"to\": \"col_multiplied\",  # new column name\n                    \"operator\": \"*\",  # multiply the two columns\n                },\n                # Since we're trying to act on the default input, we don't need explicitly to specify an input\n            }\n        ]\n    ),\n]\n\ndataset = pd.DataFrame([{\"col1\": 2, \"col2\": 4}, {\"col1\": 5, \"col2\": 10}])\noutputs = []\nasync for output in await run_pipeline(dataset=dataset, workflows=workflows):\n    outputs.append(output)\npipeline_result = outputs[-1]\nprint(pipeline_result)\n</code></pre>"}, {"location": "index/overview/#further-reading", "title": "Further Reading", "text": "<ul> <li>To start developing within the GraphRAG project, see getting started</li> <li>To understand the underlying concepts and execution model of the indexing library, see the architecture documentation</li> <li>To get running with a series of examples, see the examples documentation</li> <li>To read more about configuring the indexing engine, see the configuration documentation</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/", "title": "Auto Prompt Tuning \u2699\ufe0f", "text": "<p>GraphRAG provides the ability to create domain adapted prompts for the generation of the knowledge graph. This step is optional, though it is highly encouraged to run it as it will yield better results when executing an Index Run.</p> <p>These are generated by loading the inputs, splitting them into chunks (text units) and then running a series of LLM invocations and template substitutions to generate the final prompts. We suggest using the default values provided by the script, but in this page you'll find the detail of each in case you want to further explore and tweak the prompt tuning algorithm.</p> <p> </p> <p> Figure 1: Auto Tuning Conceptual Diagram. </p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#prerequisites", "title": "Prerequisites", "text": "<p>Before running auto tuning, ensure you have already initialized your workspace with the <code>graphrag init</code> command. This will create the necessary configuration files and the default prompts. Refer to the Init Documentation for more information about the initialization process.</p>"}, {"location": "prompt_tuning/auto_prompt_tuning/#usage", "title": "Usage", "text": "<p>You can run the main script from the command line with various options:</p> <pre><code>graphrag prompt-tune [--root ROOT] [--domain DOMAIN]  [--method METHOD] [--limit LIMIT] [--language LANGUAGE] \\\n[--max-tokens MAX_TOKENS] [--chunk-size CHUNK_SIZE] [--n-subset-max N_SUBSET_MAX] [--k K] \\\n[--min-examples-required MIN_EXAMPLES_REQUIRED] [--no-entity-types] [--output OUTPUT]\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#command-line-options", "title": "Command-Line Options", "text": "<ul> <li> <p><code>--config</code> (required): The path to the configuration file. This is required to load the data and model settings.</p> </li> <li> <p><code>--root</code> (optional): The data project root directory, including the config files (YML, JSON, or .env). Defaults to the current directory.</p> </li> <li> <p><code>--domain</code> (optional): The domain related to your input data, such as 'space science', 'microbiology', or 'environmental news'. If left empty, the domain will be inferred from the input data.</p> </li> <li> <p><code>--method</code> (optional): The method to select documents. Options are all, random, auto or top. Default is random.</p> </li> <li> <p><code>--limit</code> (optional): The limit of text units to load when using random or top selection. Default is 15.</p> </li> <li> <p><code>--language</code> (optional): The language to use for input processing. If it is different from the inputs' language, the LLM will translate. Default is \"\" meaning it will be automatically detected from the inputs.</p> </li> <li> <p><code>--max-tokens</code> (optional): Maximum token count for prompt generation. Default is 2000.</p> </li> <li> <p><code>--chunk-size</code> (optional): The size in tokens to use for generating text units from input documents. Default is 200.</p> </li> <li> <p><code>--n-subset-max</code> (optional): The number of text chunks to embed when using auto selection method. Default is 300.</p> </li> <li> <p><code>--k</code> (optional): The number of documents to select when using auto selection method. Default is 15.</p> </li> <li> <p><code>--min-examples-required</code> (optional): The minimum number of examples required for entity extraction prompts. Default is 2.</p> </li> <li> <p><code>--no-entity-types</code> (optional): Use untyped entity extraction generation. We recommend using this when your data covers a lot of topics or it is highly randomized.</p> </li> <li> <p><code>--output</code> (optional): The folder to save the generated prompts. Default is \"prompts\".</p> </li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#example-usage", "title": "Example Usage", "text": "<pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --domain \"environmental news\" \\\n--method random --limit 10 --language English --max-tokens 2048 --chunk-size 256 --min-examples-required 3 \\\n--no-entity-types --output /path/to/output\n</code></pre> <p>or, with minimal configuration (suggested):</p> <pre><code>python -m graphrag prompt-tune --root /path/to/project --config /path/to/settings.yaml --no-entity-types\n</code></pre>"}, {"location": "prompt_tuning/auto_prompt_tuning/#document-selection-methods", "title": "Document Selection Methods", "text": "<p>The auto tuning feature ingests the input data and then divides it into text units the size of the chunk size parameter. After that, it uses one of the following selection methods to pick a sample to work with for prompt generation:</p> <ul> <li><code>random</code>: Select text units randomly. This is the default and recommended option.</li> <li><code>top</code>: Select the head n text units.</li> <li><code>all</code>: Use all text units for the generation. Use only with small datasets; this option is not usually recommended.</li> <li><code>auto</code>: Embed text units in a lower-dimensional space and select the k nearest neighbors to the centroid. This is useful when you have a large dataset and want to select a representative sample.</li> </ul>"}, {"location": "prompt_tuning/auto_prompt_tuning/#modify-env-vars", "title": "Modify Env Vars", "text": "<p>After running auto tuning, you should modify the following environment variables (or config variables) to pick up the new prompts on your index run. Note: Please make sure to update the correct path to the generated prompts, in this example we are using the default \"prompts\" path.</p> <ul> <li> <p><code>GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE</code> = \"prompts/entity_extraction.txt\"</p> </li> <li> <p><code>GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE</code> = \"prompts/community_report.txt\"</p> </li> <li> <p><code>GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE</code> = \"prompts/summarize_descriptions.txt\"</p> </li> </ul> <p>or in your yaml config file:</p> <pre><code>entity_extraction:\n  prompt: \"prompts/entity_extraction.txt\"\n\nsummarize_descriptions:\n  prompt: \"prompts/summarize_descriptions.txt\"\n\ncommunity_reports:\n  prompt: \"prompts/community_report.txt\"\n</code></pre>"}, {"location": "prompt_tuning/manual_prompt_tuning/", "title": "Manual Prompt Tuning \u2699\ufe0f", "text": "<p>The GraphRAG indexer, by default, will run with a handful of prompts that are designed to work well in the broad context of knowledge discovery. However, it is quite common to want to tune the prompts to better suit your specific use case. We provide a means for you to do this by allowing you to specify a custom prompt file, which will each use a series of token-replacements internally.</p> <p>Each of these prompts may be overridden by writing a custom prompt file in plaintext. We use token-replacements in the form of <code>{token_name}</code>, and the descriptions for the available tokens can be found below.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#entityrelationship-extraction", "title": "Entity/Relationship Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{entity_types} - A list of entity types</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#summarize-entityrelationship-descriptions", "title": "Summarize Entity/Relationship Descriptions", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_1", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{entity_name} - The name of the entity or the source/target pair of the relationship.</li> <li>{description_list} - A list of descriptions for the entity or relationship.</li> </ul>"}, {"location": "prompt_tuning/manual_prompt_tuning/#claim-extraction", "title": "Claim Extraction", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_2", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to be processed.</li> <li>{tuple_delimiter} - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li> <li>{record_delimiter} - A delimiter for separating tuple instances.</li> <li>{completion_delimiter} - An indicator for when generation is complete.</li> </ul> <p>Note: there is additional parameter for the <code>Claim Description</code> that is used in claim extraction. The default value is</p> <p><code>\"Any claims or facts that could be relevant to information discovery.\"</code></p> <p>See the configuration documentation for details on how to change this.</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#generate-community-reports", "title": "Generate Community Reports", "text": "<p>Prompt Source</p>"}, {"location": "prompt_tuning/manual_prompt_tuning/#tokens-values-provided-by-extractor_3", "title": "Tokens (values provided by extractor)", "text": "<ul> <li>{input_text} - The input text to generate the report with. This will contain tables of entities and relationships.</li> </ul>"}, {"location": "prompt_tuning/overview/", "title": "Prompt Tuning \u2699\ufe0f", "text": "<p>This page provides an overview of the prompt tuning options available for the GraphRAG indexing engine.</p>"}, {"location": "prompt_tuning/overview/#default-prompts", "title": "Default Prompts", "text": "<p>The default prompts are the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. You can find more detail about these prompts in the following links:</p> <ul> <li>Entity/Relationship Extraction</li> <li>Entity/Relationship Description Summarization</li> <li>Claim Extraction</li> <li>Community Reports</li> </ul>"}, {"location": "prompt_tuning/overview/#auto-tuning", "title": "Auto Tuning", "text": "<p>Auto Tuning leverages your input data and LLM interactions to create domain adapted prompts for the generation of the knowledge graph. It is highly encouraged to run it as it will yield better results when executing an Index Run. For more details about how to use it, please refer to the Auto Tuning documentation.</p>"}, {"location": "prompt_tuning/overview/#manual-tuning", "title": "Manual Tuning", "text": "<p>Manual tuning is an advanced use-case. Most users will want to use the Auto Tuning feature instead. Details about how to use manual configuration are available in the Manual Tuning documentation.</p>"}, {"location": "query/drift_search/", "title": "DRIFT Search \ud83d\udd0e", "text": ""}, {"location": "query/drift_search/#combining-local-and-global-search", "title": "Combining Local and Global Search", "text": "<p>GraphRAG is a technique that uses large language models (LLMs) to create knowledge graphs and summaries from unstructured text documents and leverages them to improve retrieval-augmented generation (RAG) operations on private datasets. It offers comprehensive global overviews of large, private troves of unstructured text documents while also enabling exploration of detailed, localized information. By using LLMs to create comprehensive knowledge graphs that connect and describe entities and relationships contained in those documents, GraphRAG leverages semantic structuring of the data to generate responses to a wide variety of complex user queries.</p> <p>DRIFT search (Dynamic Reasoning and Inference with Flexible Traversal) builds upon Microsoft\u2019s GraphRAG technique, combining characteristics of both global and local search to generate detailed responses in a method that balances computational costs with quality outcomes using our drift search method.</p>"}, {"location": "query/drift_search/#methodology", "title": "Methodology", "text": "<p> Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user\u2019s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive.</p> <p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p>"}, {"location": "query/drift_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the DRIFTSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports and query information</li> <li><code>config</code>: model to define the DRIFT Search hyperparameters. DRIFT Config model</li> <li><code>token_encoder</code>: token encoder for tracking the budget for the algorithm.</li> <li><code>query_state</code>: a state object as defined in Query State that allows to track execution of a DRIFT Search instance, alongside follow ups and DRIFT actions.</li> </ul>"}, {"location": "query/drift_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/drift_search/#learn-more", "title": "Learn More", "text": "<p>For a more in-depth look at the DRIFT search method, please refer to our DRIFT Search blog post</p>"}, {"location": "query/global_search/", "title": "Global Search \ud83d\udd0e", "text": ""}, {"location": "query/global_search/#whole-dataset-reasoning", "title": "Whole Dataset Reasoning", "text": "<p>Baseline RAG struggles with queries that require aggregation of information across the dataset to compose an answer. Queries such as \u201cWhat are the top 5 themes in the data?\u201d perform terribly because baseline RAG relies on a vector search of semantically similar text content within the dataset. There is nothing in the query to direct it to the correct information.</p> <p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our global search method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>"}, {"location": "query/global_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Global Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] --- .1\n    ch1[Conversation History] --- .1\n\n    subgraph RIR\n        direction TB\n        ri1[Rated Intermediate&lt;br/&gt;Response 1]~~~ri2[Rated Intermediate&lt;br/&gt;Response 2] -.\"{1..N}\".-rin[Rated Intermediate&lt;br/&gt;Response N]\n    end\n\n    .1--Shuffled Community&lt;br/&gt;Report Batch 1--&gt;RIR\n    .1--Shuffled Community&lt;br/&gt;Report Batch 2--&gt;RIR---.2\n    .1--Shuffled Community&lt;br/&gt;Report Batch N--&gt;RIR\n\n    .2--Ranking +&lt;br/&gt;Filtering--&gt;agr[Aggregated Intermediate&lt;br/&gt;Responses]--&gt;res[Response]\n\n\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise;\n     class ri1,ri2,rin rose;\n     class agr orange;\n     class res purple;\n     class .1,.2 invisible;\n</code></pre> <p>Given a user query and, optionally, the conversation history, the global search method uses a collection of LLM-generated community reports from a specified level of the graph's community hierarchy as context data to generate response in a map-reduce manner. At the <code>map</code> step, community reports are segmented into text chunks of pre-defined size. Each text chunk is then used to produce an intermediate response containing a list of point, each of which is accompanied by a numerical rating indicating the importance of the point. At the <code>reduce</code> step, a filtered set of the most important points from the intermediate responses are aggregated and used as the context to generate the final response. </p> <p>The quality of the global search\u2019s response can be heavily influenced by the level of the community hierarchy chosen for sourcing community reports. Lower hierarchy levels, with their detailed reports, tend to yield more thorough responses, but may also increase the time and LLM resources needed to generate the final response due to the volume of reports.</p>"}, {"location": "query/global_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the GlobalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from community reports</li> <li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at map_system_prompt</li> <li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at reduce_system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>allow_general_knowledge</code>: setting this to True will include additional instructions to the <code>reduce_system_prompt</code> to prompt the LLM to incorporate relevant real-world knowledge outside of the dataset. Note that this may increase hallucinations, but can be useful for certain scenarios. Default is False *<code>general_knowledge_inclusion_prompt</code>: instruction to add to the <code>reduce_system_prompt</code> if <code>allow_general_knowledge</code> is enabled. Default instruction can be found at general_knowledge_instruction</li> <li><code>max_data_tokens</code>: token budget for the context data</li> <li><code>map_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call at the <code>map</code> stage</li> <li><code>reduce_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to passed to the LLM call at the <code>reduce</code> stage</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context window for the <code>map</code> stage.</li> <li><code>concurrent_coroutines</code>: controls the degree of parallelism in the <code>map</code> stage.</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/global_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a global search scenario can be found in the following notebook.</p>"}, {"location": "query/local_search/", "title": "Local Search \ud83d\udd0e", "text": ""}, {"location": "query/local_search/#entity-based-reasoning", "title": "Entity-based Reasoning", "text": "<p>The local search method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., \u201cWhat are the healing properties of chamomile?\u201d).</p>"}, {"location": "query/local_search/#methodology", "title": "Methodology", "text": "<pre><code>---\ntitle: Local Search Dataflow\n---\n%%{ init: { 'flowchart': { 'curve': 'step' } } }%%\nflowchart LR\n\n    uq[User Query] ---.1\n    ch1[Conversation&lt;br/&gt;History]---.1\n\n    .1--Entity&lt;br/&gt;Description&lt;br/&gt;Embedding--&gt; ee[Extracted Entities]\n\n    ee[Extracted Entities] ---.2--Entity-Text&lt;br/&gt;Unit Mapping--&gt; ctu[Candidate&lt;br/&gt;Text Units]--Ranking + &lt;br/&gt;Filtering --&gt;ptu[Prioritized&lt;br/&gt;Text Units]---.3\n    .2--Entity-Report&lt;br/&gt;Mapping--&gt; ccr[Candidate&lt;br/&gt;Community Reports]--Ranking + &lt;br/&gt;Filtering --&gt;pcr[Prioritized&lt;br/&gt;Community Reports]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; ce[Candidate&lt;br/&gt;Entities]--Ranking + &lt;br/&gt;Filtering --&gt;pe[Prioritized&lt;br/&gt;Entities]---.3\n    .2--Entity-Entity&lt;br/&gt;Relationships--&gt; cr[Candidate&lt;br/&gt;Relationships]--Ranking + &lt;br/&gt;Filtering --&gt;pr[Prioritized&lt;br/&gt;Relationships]---.3\n    .2--Entity-Covariate&lt;br/&gt;Mappings--&gt; cc[Candidate&lt;br/&gt;Covariates]--Ranking + &lt;br/&gt;Filtering --&gt;pc[Prioritized&lt;br/&gt;Covariates]---.3\n    ch1 --&gt;ch2[Conversation History]---.3\n    .3--&gt;res[Response]\n\n     classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;\n     classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;\n     classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;\n     classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;\n     classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;\n     classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;\n     class uq,ch1 turquoise\n     class ee green\n     class ctu,ccr,ce,cr,cc rose\n     class ptu,pcr,pe,pr,pc,ch2 orange\n     class res purple\n     class .1,.2,.3 invisible\n\n</code></pre> <p>Given a user query and, optionally, the conversation history, the local search method identifies a set of entities from the knowledge graph that are semantically-related to the user input. These entities serve as access points into the knowledge graph, enabling the extraction of further relevant details such as connected entities, relationships, entity covariates, and community reports. Additionally, it also extracts relevant text chunks from the raw input documents that are associated with the identified entities. These candidate data sources are then prioritized and filtered to fit within a single context window of pre-defined size, which is used to generate a response to the user query.</p>"}, {"location": "query/local_search/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the LocalSearch class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects</li> <li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at system_prompt</li> <li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the search prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/local_search/#how-to-use", "title": "How to Use", "text": "<p>An example of a local search scenario can be found in the following notebook.</p>"}, {"location": "query/overview/", "title": "Query Engine \ud83d\udd0e", "text": "<p>The Query Engine is the retrieval module of the Graph RAG Library. It is one of the two main components of the Graph RAG library, the other being the Indexing Pipeline (see Indexing Pipeline). It is responsible for the following tasks:</p> <ul> <li>Local Search</li> <li>Global Search</li> <li>DRIFT Search</li> <li>Question Generation</li> </ul>"}, {"location": "query/overview/#local-search", "title": "Local Search", "text": "<p>Local search method generates answers by combining relevant data from the AI-extracted knowledge-graph with text chunks of the raw documents. This method is suitable for questions that require an understanding of specific entities mentioned in the documents (e.g. What are the healing properties of chamomile?).</p> <p>For more details about how Local Search works please refer to the Local Search documentation.</p>"}, {"location": "query/overview/#global-search", "title": "Global Search", "text": "<p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p> <p>More about this can be checked at the Global Search documentation.</p>"}, {"location": "query/overview/#drift-search", "title": "DRIFT Search", "text": "<p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query\u2019s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p> <p>To learn more about DRIFT Search, please refer to the DRIFT Search documentation.</p>"}, {"location": "query/overview/#question-generation", "title": "Question Generation", "text": "<p>This functionality takes a list of user queries and generates the next candidate questions. This is useful for generating follow-up questions in a conversation or for generating a list of questions for the investigator to dive deeper into the dataset.</p> <p>Information about how question generation works can be found at the Question Generation documentation page.</p>"}, {"location": "query/question_generation/", "title": "Question Generation \u2754", "text": ""}, {"location": "query/question_generation/#entity-based-question-generation", "title": "Entity-based Question Generation", "text": "<p>The question generation method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>"}, {"location": "query/question_generation/#methodology", "title": "Methodology", "text": "<p>Given a list of prior user questions, the question generation method uses the same context-building approach employed in local search to extract and prioritize relevant structured and unstructured data, including entities, relationships, covariates, community reports and raw text chunks. These data records are then fitted into a single LLM prompt to generate candidate follow-up questions that represent the most important or urgent information content or themes in the data.</p>"}, {"location": "query/question_generation/#configuration", "title": "Configuration", "text": "<p>Below are the key parameters of the Question Generation class:</p> <ul> <li><code>llm</code>: OpenAI model object to be used for response generation</li> <li><code>context_builder</code>: context builder object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li> <li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at system_prompt</li> <li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li> <li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <code>context_builder</code> object when building context for the question generation prompt</li> <li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li> </ul>"}, {"location": "query/question_generation/#how-to-use", "title": "How to Use", "text": "<p>An example of the question generation function can be found in the following notebook.</p>"}, {"location": "query/notebooks/overview/", "title": "Query Engine Notebooks", "text": "<p>For examples about running Query please refer to the following notebooks:</p> <ul> <li>Global Search Notebook</li> <li>Local Search Notebook</li> <li>DRIFT Search Notebook</li> </ul> <p>The test dataset for these notebooks can be found in dataset.zip.</p>"}]}
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