Datasets:

brandburner
/

happyvalley2-mega-narrative-kg

source_node_id stringlengths 20 34 ⌀	target_node_id stringlengths 20 34 ⌀	relationship_type stringclasses 23 values	properties_json stringlengths 2 9.16k
ger_agent_00c6a4acec17	cand_evt_scene_24cee963c84be956_01	PARTICIPATED_AS	{"incarnation_identifier": "40+ Woman 1 as the Reluctant Moral Voice", "goals_at_event": ["To voice disapproval of the youths\u2019 behavior, if only to salve her own conscience.", "To avoid getting more involved than necessary\u2014this isn\u2019t her problem to fix."], "observed_status": "40+ Woman 1 stands among the...
ger_agent_00c6a4acec17	cand_evt_scene_24cee963c84be956_02	PARTICIPATED_AS	{"incarnation_identifier": "40+ Woman 1 as the Reluctant Moral Voice", "goals_at_event": ["Express disapproval of the youths\u2019 heckling", "Maintain a semblance of moral order in the crowd"], "observed_status": "40+ Woman 1 stands in the crowd, her disapproval of the youths\u2019 heckling brief but pointed ('They wa...
ger_agent_00c6a4acec17	cand_evt_scene_24cee963c84be956_03	PARTICIPATED_AS	{"goals_at_event": ["To quiet the crowd and restore a sense of order", "To voice disapproval of the youths\u2019 behavior without getting directly involved"], "observed_status": "40+ Woman 1 stands among the indifferent crowd, her disapproval directed at the heckling youths. She urges them to quiet down, her voice cutt...
ger_agent_e7ba8230eac0	cand_evt_scene_83c0a4c1d309ff7f_01	PARTICIPATED_AS	{"goals_at_event": ["To reassert his own sense of justice by calling out what he perceives as police brutality (Aaron\u2019s case).", "To regain Clare\u2019s attention and approval, positioning himself as her ally against Catherine\u2019s perceived betrayal."], "observed_status": "Spike stumbles into the sisters\u2019 ...
ger_agent_e7ba8230eac0	cand_evt_scene_83c0a4c1d309ff7f_02	PARTICIPATED_AS	{"goals_at_event": ["To reconnect with Clare (his initial embrace and chatter are attempts to revive old bonds)", "To vent his grievances about police brutality (Aaron\u2019s case is a stand-in for broader frustrations)", "To assert his own moral high ground (by attacking \u2018the system\u2019 through Catherine, even ...
ger_agent_873bd03d3f27	ger_organization_e501815d156f	AFFILIATED_WITH	{"reasoning": "Alastair's description explicitly states he operates in an 'operational support role focused on message relay and logistical tasks' within 'H-MIT police operations,' which is the Homicide and Major Investigation Team (H-MIT) at Norland Road Police Station. His sphere of influence ('H-MIT police operation...
ger_agent_873bd03d3f27	cand_evt_scene_b8ad3d65ac67e5df_01	PARTICIPATED_AS	{"goals_at_event": ["To follow Jodie\u2019s instructions and contact the witnesses who left messages about being in Ripponden.", "To contribute to the investigation by gathering information that may help solve Vicky Fleming\u2019s murder."], "observed_status": "Alastair is assigned by Jodie to phone people who left mes...
ger_agent_c3448d529432	ger_organization_d8179cf7552c	AFFILIATED_WITH	{"reasoning": "Alec is explicitly described as a Family Liaison Officer with West Yorkshire Police, a role that aligns directly with the West Yorkshire Police Family Liaison Unit (org_582da3442223). His duties\u2014contacting families like Nevison Gallagher to relay updates on prisoners (e.g., Tommy Lee Royce),...
ger_agent_c3448d529432	cand_evt_scene_965d8353209a6129_01	PARTICIPATED_AS	{"goals_at_event": ["To inform Nevison about Tommy Lee Royce\u2019s temporary release as part of his official duties.", "To ensure Nevison is aware of the potential risks and emotional impacts associated with Royce\u2019s release."], "observed_status": "Alec is mentioned indirectly as the Family Liaison Officer who inf...
ger_agent_c3448d529432	cand_evt_scene_965d8353209a6129_02	PARTICIPATED_AS	{"goals_at_event": ["To inform Nevison of Tommy Lee Royce\u2019s temporary release as part of his official duties", "To maintain procedural transparency, even as it disrupts the Gallagher family\u2019s emotional equilibrium"], "observed_status": "Alec, the Family Liaison Officer, is mentioned briefly by Nevison as the ...
ger_agent_c3448d529432	cand_evt_scene_965d8353209a6129_03	PARTICIPATED_AS	{"goals_at_event": ["To fulfill his duty as a Family Liaison Officer by informing Nevison of Royce\u2019s release, regardless of the personal consequences.", "To maintain the procedural integrity of the police force, even if it means delivering news that will cause distress."], "observed_status": "Alec, the Family Liai...
ger_agent_594d3770cd23	ger_conflictarc_0863c5fd359a	INVOLVED_IN_ARC	{}
ger_agent_594d3770cd23	ger_conflictarc_06bf85f83fda	INVOLVED_IN_ARC	{}
ger_agent_594d3770cd23	cand_evt_scene_61f07c11b1114966_01	PARTICIPATED_AS	{"goals_at_event": ["Convey the severity of the thefts and the ignorance of the thieves to Catherine, hoping for police intervention.", "Protect her son Daryl from further harm or embarrassment, especially given his past head injury."], "observed_status": "Alison Garrs slumps in her grimy living room, her weary cynicis...
ger_agent_594d3770cd23	cand_evt_scene_ac0e2761d1e7a747_01	PARTICIPATED_AS	{"actor_name": "Ruth Bradley", "goals_at_event": ["To ensure the harassment is treated as a serious crime, not dismissed as a minor incident.", "To protect Daryl from further retaliation, even if it means engaging with the police."], "observed_status": "Alison arrives at the police station visibly agitated, her discomf...
ger_agent_594d3770cd23	cand_evt_scene_d74722e0436e5a60_01	PARTICIPATED_AS	{"goals_at_event": ["Protect Daryl for as long as possible, even in the face of the inevitable", "Minimize further harm to her family by cooperating with the police, despite her distrust of institutions"], "observed_status": "Alison Garrs answers the door with a weary resignation, her voice flat and her demeanor subdue...
ger_agent_594d3770cd23	cand_evt_scene_aa061bc14449de42_01	PARTICIPATED_AS	{"goals_at_event": ["Protect Daryl from the consequences of his actions by appealing to the officers\u2019 empathy.", "Ensure Daryl is not left alone during the arrest process, despite institutional barriers."], "observed_status": "Alison Garrs desperately tries to intervene during Daryl\u2019s arrest, arguing that his...
ger_agent_594d3770cd23	cand_evt_scene_aa061bc14449de42_02	PARTICIPATED_AS	{"goals_at_event": ["Protect Daryl from arrest at all costs (initially denies his involvement, then shifts to mitigating the situation).", "Force the officers to acknowledge Daryl\u2019s provocation and the systemic failures that led to this moment."], "observed_status": "\nAlison Garrs is a storm of protective fury, h...
ger_agent_594d3770cd23	cand_evt_scene_f6f643a442730693_01	PARTICIPATED_AS	{"goals_at_event": ["Locate Daryl to confront him about the car\u2019s damage and hold him accountable for the financial repercussions.", "Assess the full extent of the repairs needed and mentally prepare for the budgetary impact, ensuring the car passes its MOT."], "observed_status": "Alison Garrs stands motionless in...
ger_agent_594d3770cd23	cand_evt_scene_9752d1bb77497df1_01	PARTICIPATED_AS	{"goals_at_event": ["Force Daryl to acknowledge the severity of the car damage and the potential consequences of his reckless behavior.", "Highlight the financial and legal risks associated with his actions to instill a sense of responsibility and urgency."], "observed_status": "Alison discovers the severely damaged fr...
ger_agent_594d3770cd23	cand_evt_scene_0ff278eec2672f08_01	PARTICIPATED_AS	{"goals_at_event": ["To ensure Daryl provides a plausible explanation for the damaged car before the police question him", "To shield Daryl from suspicion and protect their fragile family dynamic"], "observed_status": "Alison Garrs is visibly panicked and urgent, confronting Daryl about the damaged red Peugeot and the ...
ger_agent_594d3770cd23	cand_evt_scene_2118cfb2c1f56f4d_01	PARTICIPATED_AS	{"goals_at_event": ["To extract the truth from Daryl while simultaneously avoiding full confirmation of his crimes.", "To maintain her role as his protector, even as she grapples with the horror of what he has done."], "observed_status": "\n Alison is jolted from sleep by Daryl\u2019s persistent calls, her initi...
ger_agent_594d3770cd23	cand_evt_scene_ff5f7d7ec85b0fa5_01	PARTICIPATED_AS	{"goals_at_event": ["To find a way to protect Daryl from prison, even if it means defying the law or societal expectations.", "To maintain the farm and their isolated life, as it is the only stability either of them has left."], "observed_status": "Alison sits across from Daryl, her face pale and shell-shocked, sipping...
ger_agent_594d3770cd23	cand_evt_scene_755d78fdde7a8188_01	PARTICIPATED_AS	{"goals_at_event": ["To manipulate Daryl into a false sense of security, lowering his guard so she can execute her plan without resistance.", "To justify her actions as a necessary sacrifice to protect others from Daryl\u2019s potential violence, even if it means destroying their relationship."], "observed_status": "Al...
ger_agent_594d3770cd23	cand_evt_scene_755d78fdde7a8188_02	PARTICIPATED_AS	{"incarnation_identifier": "Alison as Executioner", "goals_at_event": ["To ensure the shotgun is ready and that her aim is true, leaving no room for failure or hesitation.", "To return to the kitchen before Daryl suspects anything, maintaining the deception until the moment of the act."], "observed_status": "Alison\u20...
ger_agent_594d3770cd23	cand_evt_scene_acbe140b3581e93a_01	PARTICIPATED_AS	{"goals_at_event": ["To spare Daryl from the public exposure and legal punishment that would follow his crimes, believing it is the only way to protect what little remains of his humanity.", "To end the cycle of violence and suffering that has consumed their lives, even if it means becoming a killer herself."], "observ...
ger_agent_594d3770cd23	cand_evt_scene_15021dccd502e462_01	PARTICIPATED_AS	{"goals_at_event": ["To protect Daryl from the police at all costs, even if it means lying, obstructing, or escalating conflict.", "To maintain control over the farm and its secrets, ensuring that Catherine and Shaf do not uncover the truth about Daryl\u2019s involvement in Vicky Fleming\u2019s murder."], "observed_sta...
ger_agent_594d3770cd23	cand_evt_scene_15021dccd502e462_02	PARTICIPATED_AS	{"actor_name": "Ruth Bradley", "goals_at_event": ["Protect Daryl from the police and the legal consequences of his actions, regardless of the cost to herself.", "Maintain the facade of normalcy at the farm to avoid suspicion, even as the clues (like the damaged car) suggest otherwise."], "observed_status": "Alison Garr...
ger_agent_594d3770cd23	cand_evt_scene_74c7a656adb7150b_01	PARTICIPATED_AS	{"incarnation_identifier": "Alison in the Aftermath", "goals_at_event": ["Escape the immediate horror of the scene, even if her body won\u2019t cooperate.", "Somehow communicate what happened, though she lacks the words or clarity to do so."], "observed_status": "\n Alison Garrs is found slumped at the kitchen tab...
ger_agent_594d3770cd23	cand_evt_scene_74c7a656adb7150b_02	PARTICIPATED_AS	{"incarnation_identifier": "Alison in Traumatized Collapse", "actor_name": "Ruth Everatt", "goals_at_event": ["Escape the immediate horror of the scene, even if her body won\u2019t cooperate.", "Avoid confronting the reality of Daryl\u2019s death and her role in it, though her traumatized reactions betray her guilt."],...
ger_agent_594d3770cd23	cand_evt_scene_300c4e94a182ed4b_01	PARTICIPATED_AS	{"incarnation_identifier": "Daryl as the Silent Victim", "goals_at_event": [], "observed_status": "Daryl Garrs is physically absent from this scene, but his presence looms large. He is the unspoken center of the conflict, his death the catalyst for Alison\u2019s overdose and confession. The shotgun wound that killed hi...
ger_agent_594d3770cd23	cand_evt_scene_300c4e94a182ed4b_02	PARTICIPATED_AS	{"goals_at_event": ["To escape the horror of her actions through overdose and unconsciousness.", "To protect her son\u2019s memory (initially denying involvement in his death).", "To confess under duress (the combination of Catherine\u2019s interrogation and physical collapse breaking her resistance).", "To...
ger_agent_594d3770cd23	cand_evt_scene_300c4e94a182ed4b_03	PARTICIPATED_AS	{"actor_name": "Sally Lindsay", "goals_at_event": ["Escape the consequences of her actions through self-destruction (overdose).", "Avoid confronting the full horror of what she has done to her son."], "observed_status": "Alison Garrs is the emotional and physical epicenter of the event, her body wracked by the effects ...
ger_agent_594d3770cd23	cand_evt_scene_2d9149a022e11cc0_01	PARTICIPATED_AS	{"goals_at_event": ["To stop her son\u2019s killing spree, even if it means taking his life and her own.", "To absolve herself of complicity in his crimes by confessing to Catherine Cawood."], "observed_status": "Alison Garrs is referenced indirectly through Jodie\u2019s account of the Wainstalls shooting. Her actions\...
ger_agent_594d3770cd23	cand_evt_scene_2d9149a022e11cc0_02	PARTICIPATED_AS	{"goals_at_event": ["To silence her son\u2019s confessions and protect his reputation, even in death.", "To escape the consequences of her own role in enabling his crimes."], "observed_status": "Alison Garrs is indirectly referenced as the woman in Wainstalls who shot her son and overdosed after his confession. Her act...
ger_agent_594d3770cd23	cand_evt_scene_ed4ef21ae7a134f1_01	PARTICIPATED_AS	{"goals_at_event": ["To protect her son Daryl from the consequences of his crimes (misguidedly)", "To escape the unbearable weight of her own complicity and guilt"], "observed_status": "Alison Garrs is referenced through Catherine\u2019s admission about shooting her own child. Her actions\u2014both the murder of Daryl ...
ger_agent_594d3770cd23	cand_evt_scene_79df50021045b68a_01	PARTICIPATED_AS	{"goals_at_event": ["N/A (Deceased and not actively pursuing goals in this event)", "N/A"], "observed_status": "Alison Garrs is referenced indirectly as the mother of Daryl Garrs and the perpetrator of the murder-suicide that has created a PR crisis for the investigation. Though physically absent from the scene, her ac...
ger_agent_594d3770cd23	cand_evt_scene_1259e10a56fe2ada_01	PARTICIPATED_AS	{"goals_at_event": ["To rebuild her life and gain independence (a goal supported by Winnie and Clare).", "To distance herself from the trauma of her past (implied by her new job and the alarm installed at Winnie\u2019s)."], "observed_status": "Ilinka is mentioned by Clare as having been given a job at the White Lion th...
ger_agent_594d3770cd23	cand_evt_scene_24d22a715e729627_01	PARTICIPATED_AS	{"incarnation_identifier": "Alison in the Aftermath of Trauma", "goals_at_event": ["To assess whether Catherine\u2019s offer is genuine or another form of control.", "To cling to the fragile hope of connection without fully surrendering to vulnerability."], "observed_status": "Alison lies in the hospital bed, pale and ...
ger_agent_594d3770cd23	cand_evt_scene_d187d581cbbc568c_01	PARTICIPATED_AS	{"goals_at_event": ["To be heard, even if indirectly through Catherine.", "To warn others (like Catherine) of the dangers of silence."], "observed_status": "Alison is the absent but dominant force in the scene. Catherine\u2019s recounting of her story\u2014\u2018her dad. He interfered with her\u2019\u2014brings her int...
ger_agent_084b2226e3a5	cand_evt_scene_755d78fdde7a8188_01	PARTICIPATED_AS	{"goals_at_event": ["To maintain the farm\u2019s operations in Alison\u2019s absence, albeit for compensation.", "To represent the broader family network\u2019s pragmatic approach to supporting one another, even in crisis."], "observed_status": "Alison\u2019s sister is mentioned indirectly as a potential caretaker for ...
ger_agent_4e47744bac8c	ger_organization_0dfc8ed5cefa	AFFILIATED_WITH	{"reasoning": "Amanda Wadsworth is indirectly tied to the UK Police and Legal System (Todmorden Regional Force) through her husband John Wadsworth (a sergeant in the Uniformed Police) and her own confrontations with police protocols (e.g., bail procedures, alibi threats). While she is not an employee or formal repr...
ger_agent_4e47744bac8c	cand_evt_scene_0f832f71f9a9f067_01	PARTICIPATED_AS	{"goals_at_event": ["Maintain household order and discipline during dinner.", "Prevent the children from derailing the meal with arguments or distractions."], "observed_status": "Amanda Wadsworth stands at the stove, orchestrating the family\u2019s dinner chaos with practiced efficiency. She scolds Ben for swearing, me...
ger_agent_4e47744bac8c	cand_evt_scene_f6acc0a27b7800b7_01	PARTICIPATED_AS	{"goals_at_event": ["To locate John and ensure his safety, her maternal instincts overriding her suspicion.", "To understand why he\u2019s evading her, even if she doesn\u2019t yet articulate the fear that he\u2019s hiding something irreversible."], "observed_status": "Amanda\u2019s voice, though off-screen, is a palpa...
ger_agent_4e47744bac8c	cand_evt_scene_09cdf0dddb0fd6b6_01	PARTICIPATED_AS	{"goals_at_event": ["To engage in typical morning banter and teasing with his siblings.", "To prepare for school with minimal fuss."], "observed_status": "Jack, the eldest child, is also in the kitchen, participating in the morning chaos with his usual boisterous energy. He teases his siblings, packs his school bag, an...
ger_agent_4e47744bac8c	cand_evt_scene_53a9d4d7e004ebc3_01	PARTICIPATED_AS	{"goals_at_event": ["To perform their duties efficiently without unnecessary interaction.", "To maintain the hotel\u2019s operations without being overly attentive to individual guests."], "observed_status": "White Lion Hotel staff are depicted as indifferent and slow to respond to Frances Drummond\u2019s attempts to c...
ger_agent_4e47744bac8c	cand_evt_scene_53a9d4d7e004ebc3_02	PARTICIPATED_AS	{"goals_at_event": ["Ensure John is cared for (making coffee, suggesting a doctor).", "Maintain the family\u2019s routine, unaware it is already collapsing."], "observed_status": "Amanda is briefly mentioned as the one who answers the landline and relays Vicky\u2019s message to John. Her role here is passive but pivota...
ger_agent_4e47744bac8c	cand_evt_scene_1addbf2b5eb9604b_01	PARTICIPATED_AS	{"goals_at_event": ["To serve as the symbolic obstacle Vicky must overcome to 'free' John.", "To represent the moral anchor John is torn between preserving and abandoning."], "observed_status": "\n Amanda is never physically present in the scene but looms as a symbolic barrier to Vicky\u2019s dem...
ger_agent_4e47744bac8c	cand_evt_scene_b826687be9e78970_01	PARTICIPATED_AS	{"incarnation_identifier": "Amanda as the Resigned Wife", "goals_at_event": ["To maintain the appearance of a functional family, even as it crumbles internally.", "To shield the children from the truth of John\u2019s infidelity and the blackmail, preserving their innocence."], "observed_status": "Amanda unloads superma...
ger_agent_4e47744bac8c	cand_evt_scene_9be92587f6b24a15_01	PARTICIPATED_AS	{"goals_at_event": ["To understand the full extent of John\u2019s betrayal and decide how to respond.", "To protect her family and herself from the fallout of John\u2019s actions."], "observed_status": "Amanda is mentioned in dialogue as John\u2019s wife, whose suspected knowledge of his infidelity is a point of interr...
ger_agent_4e47744bac8c	cand_evt_scene_9be92587f6b24a15_02	PARTICIPATED_AS	{"goals_at_event": ["None directly, as Amanda is not physically present; however, her potential actions (e.g., confronting John, leaving him) are a source of leverage for Vicky.", "Her absence highlights the power dynamics at play, with John\u2019s fear of her reaction driving the scene\u2019s tension."], "observed_sta...
ger_agent_4e47744bac8c	cand_evt_scene_d99cb497ddbabf25_01	PARTICIPATED_AS	{"goals_at_event": ["N/A (Amanda\u2019s goals are not directly relevant to this event; her role is symbolic\u2014representing John\u2019s personal collapse).", "N/A"], "observed_status": "Amanda Wadsworth appears exclusively in the flashback triggered by John\u2019s confession. The flashback shows her in bed with Graha...
ger_agent_4e47744bac8c	cand_evt_scene_d99cb497ddbabf25_02	PARTICIPATED_AS	{"goals_at_event": [], "observed_status": "\n Amanda Wadsworth is referenced in John\u2019s confession and the flashback of the affair, her betrayal framed as a pivotal moment in his unraveling. The flashback shows her stunned reaction (Shit.) alongside Graham Tattersall, her guilt and shock mirroring John\u2019...
ger_agent_4e47744bac8c	cand_evt_scene_d99cb497ddbabf25_03	PARTICIPATED_AS	{"incarnation_identifier": "Caught-in-the-act Amanda (guilt-ridden, defensive)", "goals_at_event": ["Avoid further confrontation or exposure of the affair", "Protect her relationship with Graham and her family\u2019s stability"], "observed_status": "Amanda Wadsworth appears in the flashback, her stunned reaction to Joh...
ger_agent_4e47744bac8c	cand_evt_scene_d99cb497ddbabf25_04	PARTICIPATED_AS	{"goals_at_event": [], "observed_status": "\n Amanda Wadsworth is invoked solely through John\u2019s flashback confession, her presence a specter of betrayal that haunts the scene. The flashback of her and Graham Tattersall in the act is a brutal, silent tableau, her stunned reaction (\u2018Shit.\u2019) capturin...
ger_agent_4e47744bac8c	cand_evt_scene_63365f606c09ec4e_01	PARTICIPATED_AS	{"goals_at_event": ["Expose John\u2019s lies to force him out of the house", "Protect the children from his neglect and absence"], "observed_status": "\n Amanda Wadsworth is the driving force of this confrontation, clattering dishes noisily into the dishwasher as she accuses John of infidelity and neglect. S...
ger_agent_4e47744bac8c	cand_evt_scene_63365f606c09ec4e_02	PARTICIPATED_AS	{"goals_at_event": ["Expose John\u2019s alibi to force a confession or confrontation", "Undermine his authority in the marriage and household"], "observed_status": "Amanda Wadsworth aggressively loads the dishwasher, the clatter of plates amplifying the tension as she seizes the moment to confront John about his false ...
ger_agent_4e47744bac8c	cand_evt_scene_c20668a2dad08d30_01	PARTICIPATED_AS	{"incarnation_identifier": "Amanda as the architect of finality", "goals_at_event": ["To ensure John understands the marriage is over\u2014no negotiations, no second chances\u2014by making the end as undeniable and public as his infidelity was private.", "To reclaim her agency and her home, to assert that she is no lon...
ger_agent_4e47744bac8c	cand_evt_scene_4c72531445e53ca9_01	PARTICIPATED_AS	{"incarnation_identifier": "Amanda as the protective gatekeeper", "goals_at_event": ["To protect her children from witnessing John\u2019s emotional breakdown and the potential fallout of his desperation.", "To assert her authority and maintain control over the situation, even as it becomes increasingly volatile."], "ob...
ger_agent_4e47744bac8c	cand_evt_scene_4e7d67358c9fd3f8_01	PARTICIPATED_AS	{"incarnation_identifier": "Amanda, the unyielding gatekeeper", "goals_at_event": ["To protect her children from John\u2019s volatile behavior.", "To assert her independence and agency in the face of John\u2019s attempts to reassert control."], "observed_status": "Amanda Wadsworth stands firm inside the house, refusing...
ger_agent_4e47744bac8c	cand_evt_scene_4e7d67358c9fd3f8_02	PARTICIPATED_AS	{"incarnation_identifier": "Amanda, resolute and unyielding", "goals_at_event": ["To protect her children from John\u2019s volatile behavior and the escalating conflict.", "To assert her independence and make it clear that John is no longer welcome in the home."], "observed_status": "Amanda stands firm inside the house...
ger_agent_4e47744bac8c	cand_evt_scene_4e7d67358c9fd3f8_03	PARTICIPATED_AS	{"incarnation_identifier": "Amanda as the unyielding protector", "goals_at_event": ["To keep John out of the house to protect the children from his volatile behavior.", "To assert her authority and make it clear that his actions have consequences, even if it means escalating the conflict."], "observed_status": "Amanda ...
ger_agent_4e47744bac8c	cand_evt_scene_8b5044b5aba5b318_01	PARTICIPATED_AS	{"goals_at_event": ["To maintain a sense of normalcy in the household, despite the underlying marital strife", "To avoid direct confrontation with John, at least in this initial moment"], "observed_status": "Amanda Wadsworth is present in the kitchen, oblivious to Jack\u2019s vigil or John\u2019s imminent arrival. Her ...
ger_agent_4e47744bac8c	cand_evt_scene_657dd659cc089df7_01	PARTICIPATED_AS	{"incarnation_identifier": "Amanda as the cornered matriarch", "goals_at_event": ["To prevent John from driving to Mirfield and confronting Graham or his wife.", "To protect her children from further emotional harm and assert her right to stay in the house."], "observed_status": "Amanda is caught off-guard by John\u201...
ger_agent_4e47744bac8c	cand_evt_scene_8af3ee73273be234_01	PARTICIPATED_AS	{"goals_at_event": ["Maintain the illusion of domestic normalcy by focusing on mundane tasks (loading the dishwasher).", "Avoid escalating the conflict, thereby protecting herself from John\u2019s volatile state and the family\u2019s fracturing dynamics."], "observed_status": "Amanda stands at the dishwasher, loading i...
ger_agent_4e47744bac8c	cand_evt_scene_16bec084faabb040_01	PARTICIPATED_AS	{"goals_at_event": ["To maintain her composure and avoid drawing attention to her internal panic.", "To suppress the memories of her affair and the night John discovered it, lest they overwhelm her."], "observed_status": "Amanda sits rigidly on the couch, her eyes fixed on the television screen as Andy Shepherd\u2019s ...
ger_agent_4e47744bac8c	cand_evt_scene_aa951bd347f05887_01	PARTICIPATED_AS	{"goals_at_event": ["None directly observable in this event (off-screen), but her actions indirectly aim to protect her family or herself from scandal.", "Her involvement in the affair creates the alibi that implicates John Wadsworth, inadvertently advancing the investigation."], "observed_status": "Amanda Wadsworth is...
ger_agent_4e47744bac8c	cand_evt_scene_11b7430c345213de_01	PARTICIPATED_AS	{"goals_at_event": ["To protect her children from the fallout of her affair and John\u2019s violence (implied by Graham\u2019s mention of \u2018plodding on for the kids\u2019).", "To avoid direct confrontation with John, whose erratic behavior suggests she fears for her safety (inferred from Graham\u2019s description o...
ger_agent_00b74e657c1e	cand_evt_scene_0f832f71f9a9f067_01	PARTICIPATED_AS	{"goals_at_event": ["Satisfy her immediate curiosity (opening the juice carton, exploring future possibilities like tattoos).", "Gain attention or approval from her mother."], "observed_status": "Amber Wadsworth struggles to open a juice carton, her small hands fumbling with the screw-top. She asks Amanda if she can ge...
ger_agent_00b74e657c1e	cand_evt_scene_09cdf0dddb0fd6b6_01	PARTICIPATED_AS	{"goals_at_event": ["To prepare for school and engage in typical morning activities.", "To seek minor attention or validation from her parents (e.g., asking about tattoos or pets)."], "observed_status": "Amber, the youngest child, is present in the kitchen, engaged in her morning routine\u2014packing her school bag, ch...
ger_agent_00b74e657c1e	cand_evt_scene_b826687be9e78970_01	PARTICIPATED_AS	{"incarnation_identifier": "Amber as the Innocent Observer", "goals_at_event": ["To satisfy her curiosity about John\u2019s departure, though she does not yet grasp its significance.", "To engage with her parents, even if their responses are evasive."], "observed_status": "Amber wanders into the kitchen to refill her g...
ger_agent_00b74e657c1e	cand_evt_scene_63365f606c09ec4e_01	PARTICIPATED_AS	{"goals_at_event": ["Avoid the conflict (implied by her compliance with Amanda\u2019s direction)", "Maintain a sense of normalcy (brushing teeth as a routine)"], "observed_status": "\n Amber Wadsworth is briefly mentioned as one of the children directed by Amanda to brush her teeth. Her sullen demeanor refle...
ger_agent_00b74e657c1e	cand_evt_scene_63365f606c09ec4e_02	PARTICIPATED_AS	{"goals_at_event": ["Avoid escalating the conflict (by staying out of earshot)", "Maintain routine as a coping mechanism"], "observed_status": "Amber Wadsworth, the youngest child, is briefly mentioned as one of the children Amanda instructs to brush their teeth. Her presence is peripheral but symbolic, a silent witnes...
ger_agent_00b74e657c1e	cand_evt_scene_4c72531445e53ca9_01	PARTICIPATED_AS	{"incarnation_identifier": "Amber as the resistant witness", "goals_at_event": ["To stay close to her father, even if she doesn\u2019t fully understand what is happening.", "To assert her own agency in a situation where she feels powerless, by resisting Amanda\u2019s attempts to move her."], "observed_status": "Amber s...
ger_agent_00b74e657c1e	cand_evt_scene_4e7d67358c9fd3f8_01	PARTICIPATED_AS	{"incarnation_identifier": "Amber, the conflicted witness", "goals_at_event": ["To prevent her father from being shut out, despite her mixed feelings about him.", "To understand why her parents are fighting and to find a way to make it stop."], "observed_status": "Amber Wadsworth, standing inside the house, expresses h...
ger_agent_00b74e657c1e	cand_evt_scene_4e7d67358c9fd3f8_03	PARTICIPATED_AS	{"incarnation_identifier": "Amber as the empathetic mediator", "goals_at_event": ["To convince Amanda to let John back in, arguing that it\u2019s unfair to exclude him.", "To protect her father\u2019s place in the family, even if she doesn\u2019t fully understand the complexities of the adult conflict."], "observed_sta...
ger_agent_00b74e657c1e	cand_evt_scene_657dd659cc089df7_01	PARTICIPATED_AS	{"incarnation_identifier": "Amber as the distressed witness", "goals_at_event": ["To prevent her father from leaving and to restore a sense of safety.", "To be acknowledged and comforted amid the chaos."], "observed_status": "Amber, the youngest, appears with Ben after hearing the raised voices. She reacts with visible...
ger_agent_00b74e657c1e	cand_evt_scene_8af3ee73273be234_01	PARTICIPATED_AS	{"goals_at_event": ["Force John to acknowledge his outburst and the instability it reveals, thereby protecting the family from further harm.", "Create a moment of clarity in the household, even if it is uncomfortable, to address the unspoken tensions."], "observed_status": "Amber confronts John after his outburst with ...
ger_agent_00b74e657c1e	cand_evt_scene_16bec084faabb040_01	PARTICIPATED_AS	{"goals_at_event": ["To enjoy her evening without disruption.", "To remain unaware of the family\u2019s underlying conflicts."], "observed_status": "Amber is present in the sitting room, likely engaged in her own activities, much like her brothers. Her youthful innocence contrasts with the adult betrayals and secrets s...
ger_agent_a94ad9ca2d0d	cand_evt_scene_d23fca1a4263e49d_01	PARTICIPATED_AS	{"goals_at_event": ["N/A (Ana\u2019s role is symbolic, not active in this event.)"], "observed_status": "Ana Vasalescu is invoked solely through her name, serving as the catalyst for Sean\u2019s confession. Her presence in the scene is spectral\u2014she\u2019s not physically there, but her DNA evidence looms large, tyi...
ger_agent_13c60e9d8b8d	cand_evt_scene_34b5957475ab9cf2_02	PARTICIPATED_AS	{"goals_at_event": ["To provide practical assistance in rural crises", "To defer to official intervention when the situation exceeds local capabilities"], "observed_status": "Andrew is mentioned only in passing by the little old lady, his role in the events already resolved. He was called to assess the situation after ...
ger_agent_6ac87f086f92	ger_conflictarc_2b6e6e8a2760	INVOLVED_IN_ARC	{}
ger_agent_6ac87f086f92	ger_conflictarc_333b151bce7c	INVOLVED_IN_ARC	{}
ger_agent_6ac87f086f92	ger_conflictarc_da3129fc8afc	INVOLVED_IN_ARC	{}
ger_agent_6ac87f086f92	ger_conflictarc_06bf85f83fda	INVOLVED_IN_ARC	{}
ger_agent_6ac87f086f92	ger_organization_5216e119d786	AFFILIATED_WITH	{"reasoning": "Andy Shepherd is a Detective Superintendent within West Yorkshire Police, the regional law enforcement agency overseeing Norland Road Police Station and H-MIT. His authority, sphere of influence (homicide investigations), and shared events (e.g., public appeals, internal briefings, CPS coordination) ...
ger_agent_6ac87f086f92	ger_organization_f2d2c8094b44	AFFILIATED_WITH	{"reasoning": "Norland Road Police Station is the operational hub for Andy Shepherd\u2019s work, where he leads H-MIT, conducts investigations, and interacts with colleagues (e.g., Jodie Shackleton, John Wadsworth). His frequent presence in station-related events (e.g., office meetings, CPS updates, internal reprim...
ger_agent_6ac87f086f92	ger_organization_e501815d156f	AFFILIATED_WITH	{"reasoning": "Andy Shepherd is explicitly described as the head of the Homicide and Major Incident Team (H-MIT) at Norland Road Police Station, where he directs murder probes, oversees forensics, runs briefings, and coordinates with scene teams. His role as Detective Superintendent and **Senior Investigating O...
ger_agent_6ac87f086f92	cand_evt_scene_68d6f9f0902bc28a_01	PARTICIPATED_AS	{"goals_at_event": ["Establish a clear investigative path by prioritizing CCTV and house-to-house searches", "Ensure the team is fully engaged and accountable (e.g., calling out John Wadsworth)"], "observed_status": "\n Detective Superintendent Andy Shepherd dominates the briefing room, his voice steady and comm...
ger_agent_6ac87f086f92	cand_evt_scene_68d6f9f0902bc28a_02	PARTICIPATED_AS	{"goals_at_event": ["Ensuring the team treats this as a potential serial killer case by securing Lynn Dewhurst\u2019s address and preparing for a search.", "Keeping the investigation on track despite personal or emotional distractions (e.g., Wadsworth\u2019s disengagement, Taylor\u2019s reactive intensity)."], "observe...
ger_agent_6ac87f086f92	cand_evt_scene_937f7a848859a625_01	PARTICIPATED_AS	{"actor_name": "Jason Hughes", "goals_at_event": ["To ensure that the team fully understands the implications of the case being upgraded to Category A and the need for increased resources and coordination.", "To maintain control and focus in the briefing room, despite the excitement and tension generated by the revelat...
ger_agent_6ac87f086f92	cand_evt_scene_937f7a848859a625_02	PARTICIPATED_AS	{"goals_at_event": ["To ensure the team fully grasps the seriousness of the serial offender threat", "To mobilize resources and accelerate decision-making under the new Category A parameters"], "observed_status": "\n Detective Superintendent Andy Shepherd commands the room with an air of **authoritativ...
ger_agent_6ac87f086f92	cand_evt_scene_58755d17029a1555_01	PARTICIPATED_AS	{"actor_name": "Adrian Dunbar", "goals_at_event": ["Support Jodie\u2019s professional assessment of Catherine\u2019s status", "Maintain the team\u2019s unified front in the face of internal tensions"], "observed_status": "\n Andy is a silent but present figure in the stairwell, his role as a superior officer lendi...
ger_agent_6ac87f086f92	cand_evt_scene_58755d17029a1555_02	PARTICIPATED_AS	{"incarnation_identifier": "Andy as the Silent Authority", "actor_name": "Adrian Dunbar", "goals_at_event": ["To support Jodie\u2019s authority and the team\u2019s focus on the Calderdale murders", "To avoid escalating the confrontation between Catherine and the team", "To maintain the appearance of a unified front in ...
ger_agent_6ac87f086f92	cand_evt_scene_58755d17029a1555_03	PARTICIPATED_AS	{"actor_name": "Jason Hughes", "goals_at_event": ["Maintain the team\u2019s focus on the house-to-house searches without distractions (including Catherine\u2019s presence).", "Avoid publicly challenging Jodie\u2019s remark to preserve institutional unity."], "observed_status": "\nAndy Shepherd passes Catherine in the s...
ger_agent_6ac87f086f92	cand_evt_scene_37772d42de6fe17c_01	PARTICIPATED_AS	{"actor_name": "Adrian Rawlins", "goals_at_event": ["To acknowledge Winnie\u2019s contribution to the investigation while quickly pivoting to address Catherine privately, indicating a need for institutional control.", "To reinforce his authority and the urgency of the case, subtly reminding Catherine of her professiona...
ger_agent_6ac87f086f92	cand_evt_scene_37772d42de6fe17c_02	PARTICIPATED_AS	{"actor_name": "Adrian Dunbar", "goals_at_event": ["To isolate Catherine for a private conversation, ensuring no civilian (e.g., Winnie) overhears or influences the discussion.", "To reassert institutional control over the case, particularly given Catherine\u2019s personal investment in Ilinka\u2019s situation."], "obs...
ger_agent_6ac87f086f92	cand_evt_scene_311c583035a4e2df_01	PARTICIPATED_AS	{"goals_at_event": ["To eliminate any perceived threats to their operation (e.g., Ilinka, Winnie).", "To maintain their grip on the trafficking ring through fear and violence."], "observed_status": "\n The Knezevics crime family is the unseen, malevolent force driving the scene\u2019s tension. Their presence is in...
ger_agent_6ac87f086f92	cand_evt_scene_3b66ca52eabcd83e_01	PARTICIPATED_AS	{"goals_at_event": ["To ensure the team\u2019s shift in focus is justified and procedurally sound", "To provide moral and logistical support as the case escalates"], "observed_status": "\n Mike Taylor is a silent but observant presence in the briefing, taking in every detail without active participation. His pos...
ger_agent_6ac87f086f92	cand_evt_scene_a59cad9db1bdd8b0_01	PARTICIPATED_AS	{"goals_at_event": ["To regain a sense of agency by confronting Vicky Fleming", "To justify his impending decision to leave Amanda as an act of \u2018decisive action\u2019"], "observed_status": "John Wadsworth emerges from the men\u2019s restroom, his demeanor permanently preoccupied and emotionally unmoored. As Andy S...

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Happy Valley - Narrative Knowledge Graph

A rich narrative knowledge graph extracted from Happy Valley screenplays using the Fabula pipeline. Contains characters, locations, objects, organizations, events, themes, and conflict arcs with full participation semantics and Graph Gravity importance tiers.

Dataset Overview

Metric	Value
Source database	`happyvalley2.mega`
Type	Megagraph (cross-season merged)
Episodes	12
Seasons merged	1, 2
Total nodes	5,627
Total edges	14,029
Schema version	1.1.0
Exported	2026-02-24

Entity Breakdown

Type	Count
Act	35
Agent	371
ConflictArc	36
Episode	12
Event	987
Location	485
Object	1,098
Organization	110
PlotBeat	1,767
SceneBoundary	725
Writer	1

Graph Gravity Tiers

Tier	Count	Description
anchor	49	Main characters / key locations
planet	282	Recurring entities
asteroid	1,733	Minor / one-off entities

Relationship Types

AFFILIATED_WITH, BELONGS_TO_EPISODE, CALLBACK, CAUSAL, CHARACTER_CONTINUITY, CONTAINS_BEAT, CREDITED_ON, EMOTIONAL_ECHO, ESCALATION, FORESHADOWING, INVOLVED_IN_ARC, INVOLVED_WITH, IN_EVENT, NARRATIVELY_FOLLOWS, OCCURS_IN, PARTICIPATED_AS, PART_OF, PART_OF_ACT, PART_OF_ARC, PART_OF_EPISODE ... and 3 more

Files

File	Description
`nodes.parquet`	All graph nodes with properties
`edges.parquet`	All relationships with properties
`positions.parquet`	3D layout coordinates for visualization
`meta.json`	Dataset metadata and entity counts

Schema

Nodes (`nodes.parquet`)

Column	Type	Description
`node_id`	string	Unique node identifier (UUID)
`primary_label`	string	Node type (Agent, Location, Event, etc.)
`name`	string	Display name
`description`	string	Foundational description
`tier`	string (nullable)	Graph Gravity tier: anchor / planet / asteroid
`episode_count`	int (nullable)	Number of distinct episodes entity appears in
`first_episode_seq`	int (nullable)	First appearance episode
`last_episode_seq`	int (nullable)	Last appearance episode
`properties_json`	string	Full node properties as JSON

Edges (`edges.parquet`)

Column	Type	Description
`source_node_id`	string	Source node UUID
`target_node_id`	string	Target node UUID
`relationship_type`	string	Relationship type (e.g., PARTICIPATED_AS)
`properties_json`	string	Edge properties as JSON

Positions (`positions.parquet`)

Column	Type	Description
`node_id`	string	Node UUID
`x`, `y`, `z`	float	3D coordinates
`size`	float	Node size (Graph Gravity weighted)
`r`, `g`, `b`	int	RGB color by entity type
`community`	int	Louvain community index
`tier`	string (nullable)	Graph Gravity tier

Usage

from datasets import load_dataset
import pandas as pd

# Load from HuggingFace
ds = load_dataset("brandburner/happyvalley2-mega-narrative-kg")

# Or load parquet directly
nodes = pd.read_parquet("nodes.parquet")
edges = pd.read_parquet("edges.parquet")

# Filter to anchor characters
anchors = nodes[(nodes['primary_label'] == 'Agent') & (nodes['tier'] == 'anchor')]

# Build a NetworkX graph
import networkx as nx
G = nx.DiGraph()
for _, n in nodes.iterrows():
    G.add_node(n['node_id'], label=n['primary_label'], name=n['name'])
for _, e in edges.iterrows():
    G.add_edge(e['source_node_id'], e['target_node_id'], type=e['relationship_type'])

Citation

@misc{fabula_happyvalley2_mega,
  title = {Happy Valley Narrative Knowledge Graph},
  author = {Fabula Pipeline},
  year = {2026},
  publisher = {HuggingFace},
  howpublished = {\url{https://huggingface.co/datasets/brandburner/happyvalley2-mega-narrative-kg}}
}