Add BERTopic model

README.md

@@ -0,0 +1,169 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# newstopicsgaza_israel
+
+This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
+BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 
+
+## Usage 
+
+To use this model, please install BERTopic:
+
+```
+pip install -U bertopic
+```
+
+You can use the model as follows:
+
+```python
+from bertopic import BERTopic
+topic_model = BERTopic.load("MultipolarityReport/newstopicsgaza_israel")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 100
+* Number of training documents: 29730
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | blinken - netanyahu - ceasefire - deal - biden | 4910 | The recent developments in the Gaza conflict include agreements between Israel and Hamas for brief ceasefires, as reported by the World Health Organization (WHO). These pauses are specifically aimed at facilitating the distribution of thousands of polio vaccines in the region, amid ongoing hostilities. The situation highlights the urgent humanitarian needs arising from the crisis and the efforts being made to address public health concerns during the warfare. | 
+| 1 | hezbollah - beirut - lebanon - commander - rockets | 2231 | The topic centers around the recent events in the Israel-Hamas conflict, specifically focusing on the tragic outcome of six Israeli hostages who were killed by Hamas. Live updates indicate that there has been significant public outcry and protests in Israel demanding a resolution to the Gaza situation, especially following the Israeli Defense Forces' (IDF) announcement regarding the deaths of the hostages. The IDF has confirmed the recovery of the bodies, intensifying the urgency for action and dialogue regarding the ongoing military conflict. | 
+| 2 | bank - west - war - the - on | 2164 | The topic revolves around the ongoing negotiations for a ceasefire between Hamas and Israel, particularly in the context of the Gaza conflict. Recent documents indicate that Hamas is pushing for an immediate ceasefire based on a proposal from the U.S., while also accusing Israeli Prime Minister Netanyahu of introducing new conditions that hinder progress. There are concerns regarding hostages amid the ongoing war, with reports suggesting that Hamas may not agree to a ceasefire until certain demands are met. U.S. President Biden has also commented on the situation, urging Netanyahu to take more decisive action to facilitate a ceasefire with Hamas. | 
+| 3 | kill - palestinians - israeli - killed - least | 1870 | The topic focuses on the escalating conflict between Israel and Hezbollah, marked by a series of military strikes and ongoing tensions in the Middle East. Key developments include Israeli airstrikes in Beirut and a strong response from Israeli leadership, particularly Prime Minister Netanyahu, who has vowed to take whatever measures are necessary in response to the violence. The situation is unfolding with frequent updates on casualties, military actions, and the broader implications for the region, as both sides engage in aggressive exchanges amidst fears of an intensified war. | 
+| 4 | arms - condemns - general - un - over | 1712 | The topic centers around a tragic incident involving an Israeli strike on a school in Gaza, which resulted in the deaths of at least 22 people, according to the Gaza Health Ministry. The reports, which were repeated, highlight the ongoing violence and casualties affecting Palestinians in the region. | 
+| 5 | evacuation - orders - aid - hospital - food | 1648 | The topic focuses on recent events in Israel surrounding a national strike and protests in response to ongoing tensions related to hostages in Gaza. The Israeli union chief has called for a "complete strike" to support the hostages, following incidents of hostage deaths that have escalated political turmoil and unrest in the region. The situation remains fluid, with planned demonstrations and labor actions reflecting public outrage and solidarity with those affected by the hostage crisis amid the conflict with Hamas. | 
+| 6 | hostages - bodies - six - recovered - recovers | 1512 | The topic addresses the tragic discovery of six hostages, including Israeli-American Hersh Goldberg-Polin, who were found dead in Gaza. Reports emphasize the identities of the victims and highlight the ongoing conflict and military tensions in the region. The situation raises concerns regarding the safety of hostages and the implications of the deaths within the broader context of Israeli-Palestinian relations. | 
+| 7 | polio - vaccination - vaccinations - campaign - pauses | 1399 | The recent discourse surrounding the Israeli-Palestinian conflict highlights concerns over Israel's military strategies in both Gaza and the West Bank. Reports from a UN Rapporteur indicate a systematic approach by Israel to target both regions with an agenda that appears focused on elimination and expansion. This has led to discussions about the escalating violence and the potential for a unified resistance movement between the two territories. The international community is observing the simultaneous attacks as a significant development in the ongoing conflict, raising alarm over the humanitarian impact on the people affected amidst this turmoil. | 
+| 8 | school - strike - case - shelter - first | 1161 | The Israel Defense Forces (IDF) has conducted intelligence-based strikes in Gaza, targeting Hamas operatives and command centers. Notably, a command room was struck that was embedded in a former school, resulting in the deaths of Hamas operatives and other terrorists. These operations are part of the IDF's ongoing military efforts in the region. | 
+| 9 | idf - soldiers - military - vehicle - hamas | 1043 | The topic addresses the ongoing humanitarian crisis in Gaza, characterized by escalating violence and severe civilian casualties resulting from intensified Israeli strikes. With over a million people going without food aid, the situation has deteriorated dramatically, leading to widespread suffering and a deepening hunger catastrophe among the Palestinian population. The conflict continues to impact daily life in the region, exacerbating the already critical conditions faced by the people of Gaza. | 
+| 10 | 40 - toll - death - 000 - 41 | 855 | The ongoing conflict in Gaza has resulted in a staggering rise in the death toll, with reports indicating figures ranging from 40,738 to over 41,431 martyrs. Additionally, the number of injured has surpassed 95,800. These numbers highlight the devastating impact of the violence and the humanitarian crisis faced by Palestinians amidst the ongoing attacks. The situation is characterized by significant loss of life and widespread injuries, raising concerns about the implications of genocide in the region. | 
+| 11 | harris - kamala - democrats - dnc - convention | 628 | The topic focuses on recent military operations by Israel in the West Bank, highlighting the killing of prominent Palestinian militants. These events are part of the ongoing violence that has escalated since the onset of the Gaza war, marking one of the deadliest series of raids in the region. The reports emphasize the intersection of military actions and political tensions in the area, with updates reflecting the complex situation surrounding the Israeli-Palestinian conflict. | 
+| 12 | protesters - dnc - chicago - convention - democratic | 599 | The topic revolves around the ongoing conflict in Gaza, highlighting urgent calls for a ceasefire from various entities, including UNICEF and the Egyptian government, in an effort to protect civilians, particularly children. The situation has intensified following the recovery of six Israeli hostages' bodies, leading to protests and further demands for cessation of hostilities. The repeated emphasis on ceasefire reflects the global concern over the humanitarian crisis unfolding in the region amidst the war. | 
+| 13 | day - blog - live - massacre - genocide | 514 | The topic centers around the rising toll of Palestinian casualties resulting from Israeli military actions in Gaza. Recent reports indicate that Israeli forces and airstrikes have led to significant loss of life, with at least 48 Palestinians killed in various incidents, including bombardments and targeted strikes. These events highlight the ongoing conflict and the impact of violence on the civilian population in the region. | 
+| 14 | cairo - talks - white - egypt - house | 482 | The topic centers on the ongoing conflict in Gaza, specifically focusing on the sustained violence and aggression inflicted by Israeli forces over the course of several hundred days. Reports highlight attacks on civilian targets, including schools and medical workers, illustrating the dire humanitarian situation in the region. The narrative emphasizes the devastation and loss of life caused by military actions, framing the situation as a form of genocide against the Palestinian population, particularly in Gaza. The repeated reference to specific days of aggressive hostilities underscores the prolonged nature of the conflict and its impact on the lives of those affected. | 
+| 15 | mediators - cease - wider - fire - us | 438 | The topic centers around the recent actions and statements of Kamala Harris regarding the ongoing conflict in Gaza, with a particular focus on the urgent need for a ceasefire and a hostage release deal. Polls indicate a significant interest among American Muslim voters in the situation, highlighting concerns over genocide and the impacts of war. As advocates push for a resolution, Harris has voiced her support for Israel's defense while also calling for measures to alleviate the humanitarian crisis in Gaza. The documents collectively reflect the complexities of the current political climate and the humanitarian issues at stake in the conflict. | 
+| 16 | tunnel - tunnels - hostage - rescues - rescued | 428 | The topic revolves around the ongoing conflict in Gaza and the reactions from international figures and governments. Joseph Borrell, the EU's foreign policy chief, has suggested that the European Union should explore the possibility of imposing sanctions on Israeli ministers due to their statements regarding the war. In parallel, the U.K. has defended its decision to restrict arms sales to Israel, with Israeli Prime Minister Netanyahu expressing disappointment, describing the U.K. stance as "shameful." These developments highlight the tensions surrounding international responses to the Israeli-Palestinian conflict and the actions being taken amid the ongoing violence. | 
+| 17 | qatar - doha - talks - resume - ceasefire | 395 | The topic centers around the ongoing conflict in Gaza, with a focus on the characterization of Israeli actions as genocide. Prominent figures, including footballer Hakim Ziyech and Dutch officials, have raised concerns about the humanitarian crisis unfolding in Gaza. There are discussions about international responses to the situation, including the legitimacy of Israel's actions and its standing in global forums like the United Nations. The discourse highlights the urgent need for intervention as violence continues to escalate, drawing attention from both political leaders and the global community. | 
+| 18 | pier - pager - pagers - watchdog - devices | 345 | The topic centers around the recent Israeli military actions against Al Jazeera's bureau in Ramallah, located in the West Bank. Multiple reports indicate that Israeli forces have raided the office, ordering its shutdown amidst heightened tensions in the region. These developments are part of a broader context of conflict, where issues related to press freedom, military operations, and the ongoing situation in the West Bank are critically intertwined. The situation has drawn significant attention in news reports, highlighting concerns about the treatment of media outlets amidst allegations of human rights violations. | 
+| 19 | journalist - journalists - chronicle - columnists - jewish | 207 | The topic focuses on the Middle East and North Africa (MENA), a region characterized by its diverse cultures, historical significance, and geopolitical importance. This area encompasses various countries with unique political, social, and economic landscapes. The repetition of the phrase emphasizes the centrality of MENA in discussions related to international relations, development, and cultural exchanges. | 
+| 20 | university - protests - students - columbia - universities | 203 | The ongoing Gaza war has entered its twelfth month, with hopes for a ceasefire appearing increasingly slim. Despite widespread concern and desperation for peace, prospects for a resolution remain dim, even as the United States continues to express hope for a potential ceasefire. The situation is characterized by a protracted conflict with significant humanitarian implications for the Palestinian population. | 
+| 21 | turkey - turkish - erdogan - discuss - saudi | 193 | The topic centers around recent protests and reactions in U.S. universities regarding the ongoing conflict in Gaza and its implications for Palestinian rights. Following the Gaza war, many students have mobilized to protest their institutions' perceived complicity in the violence, leading to significant demonstrations and encampments. Notably, the first trial in the U.S. related to such protests resulted in a verdict of not guilty for demonstrators in New Orleans, highlighting the tensions surrounding freedom of expression. In response, some universities are opting for a strategy of silence, avoiding public discourse on the issue, which has drawn criticism from students advocating for awareness and action against what they describe as genocide and war crimes in the region. The dynamics of these protests reflect a broader movement to confront institutional attitudes towards the Israel-Palestine conflict. | 
+| 22 | egypt - border - affairs - foreign - inspects | 190 | The topic focuses on the ongoing conflict between Israel and Hamas, particularly emphasizing Israel's efforts to rescue hostages held by Hamas amid the challenges posed by the extensive network of tunnels in Gaza. Reports highlight significant developments, such as the elimination of Hamas' Rafah Brigade and the destruction of approximately 80% of the tunnels along the Philadelphi Route, as stated by the Israel Defense Forces (IDF). The situation remains critical as discussions around ceasefire calls and the fate of hostages continue to unfold in the context of the war. | 
+| 23 | visa - visas - australia - asio - boss | 182 | The topic centers around the ongoing conflict in Gaza, highlighting the recent escalation of hostilities and military actions. It encompasses various events and developments related to the war, emphasizing its implications on the region and the global community. The focus is on news reports, responses from involved parties, and the humanitarian impact of the situation, particularly regarding Israel's actions and the ramifications for the civilian population in Gaza. | 
+| 24 | africa - north - middle - east - and | 180 | The topic revolves around Israel's legal challenges to the International Criminal Court (ICC) regarding its investigations into alleged war crimes committed during the conflict in Gaza. Israel contests the ICC's jurisdiction, particularly concerning arrest warrants related to the Gaza war. Additionally, there are references to political leaders, such as South Africa's Ramaphosa, expressing confidence in presenting evidence at the International Court of Justice (ICJ) that argues Israel's actions could be classified as genocide. The discussions highlight the ongoing tensions and legal battles surrounding military actions in Gaza and the implications for both Israeli and Palestinian perspectives. | 
+| 25 | iran - iranian - president - promised - signals | 179 | The topic centers around the Quad leaders' expressions of deep concern regarding the ongoing war in Ukraine and the humanitarian crisis in Gaza. These documents emphasize the urgency and severity of the situations in both regions, highlighting the suffering caused by the conflicts. The repeated mention of the "raging war" in Ukraine and the "humanitarian crisis" in Gaza underscores the gravity of the issues at hand and the need for international attention and action. | 
+| 26 | resistance - elite - radwan - axis - long | 171 | The topic revolves around current global news, particularly focusing on significant events related to military actions and crises affecting Israel. Various news sources, including UNITED NEWS OF INDIA and AP News Summaries, provide updates on the unfolding situation, highlighting the international implications and responses to the ongoing challenges. The coverage emphasizes the urgency and complexity of the crisis, reflecting a broader concern for worldwide stability and security. | 
+| 27 | hopes - hope - slim - 12th - fade | 164 | The topic revolves around the tragic incident of an American woman who was shot and killed during a protest in the West Bank amid the ongoing Israel-Gaza conflict. The situation is part of a broader crisis in the Middle East, characterized by escalating violence and tensions. Updates and news reports on this incident highlight the severity of the circumstances and reflect the growing unrest in the region, underscoring the risks faced by individuals engaged in protests during times of conflict. | 
+| 28 | parents - american - family - hostage - son | 162 | The documents discuss the positions of Quad members regarding significant global issues such as the Ukraine conflict, the situation in Gaza, and the need for reform within the United Nations Security Council (UNSC). In their joint statement, they express a commitment to expand the UNSC to better reflect the current geopolitical landscape while addressing the ongoing crises in Ukraine and Gaza. The emphasis is on the necessity for collective action and cooperation among Quad nations to promote stability and uphold international norms in these troubled regions. | 
+| 29 | activist - american - turkish - shot - woman | 161 | The topic centers around global protests advocating for the Palestinian people amidst the ongoing crisis in Gaza, where demonstrators have gathered in various cities, including New Zealand, Stockholm, and Rome. These rallies emphasize the condemnation of what protestors describe as 'genocide' in Palestine, highlighting the urgency of the situation in the West Bank and Gaza. The protests showcase a unifying sentiment among people from different parts of the world who are rallying against the violence and advocating for peace and justice in the region. | 
+| 30 | ukraine - china - russia - wars - negotiation | 160 | The topic centers around a recent case of polio in Gaza, where a baby has contracted a strain of the virus that has been attributed to errors in the polio eradication campaign. This situation highlights ongoing public health concerns in the region, which is affected by conflict and challenges related to vaccination efforts. The repeated nature of the document emphasizes the significance of the issue and the need for accountability and effective health measures in Gaza amidst the broader context of tensions and attacks involving Palestinians and Israelis. | 
+| 31 | philadelphi - corridor - control - why - explained | 158 | The topic revolves around the ongoing conflict in Gaza and the surrounding geopolitical tensions, particularly focusing on Turkey's response to the situation. Türkiye's communications chief has called for immediate action to halt Israeli attacks on Gaza, while President Erdogan has accused Israel of attempting to escalate the war. Additionally, discussions among Palestinian and Saudi leaders are underway to address the conflict in Gaza and the West Bank. Meanwhile, Turkey has threatened to deport Palestinians who are protesting against what they describe as genocide in Gaza, reflecting heightened tensions and calls for intervention in the crisis. | 
+| 32 | goldberg - polin - hersh - american - including | 134 | The topic centers around a series of explosive devices that have caused significant fear and panic among the Lebanese population. This event underscores ongoing tensions and violence in the Middle East, reflecting the broader issues of war and security in the region. The repeated nature of the documents highlights the urgency and seriousness of the situation, revealing the struggles faced by individuals caught in the turmoil of conflict and the impact on their daily lives. | 
+| 33 | jazeera - al - bureau - ramallah - closure | 130 | The recent developments surrounding Steve Eisman, a prominent hedge fund executive, have drawn attention following his controversial social media post that appeared to celebrate the crisis and attacks in Gaza. As a result of the backlash, Eisman has deleted his X account and has been placed on a leave of absence from Neuberger Berman. The incident highlights the sensitive nature of commentary during global crises and the repercussions executives may face for their public statements. | 
+| 34 | jordan - election - islamists - trump - voters | 120 | The topic centers around a violent incident in the West Bank where Palestinian militants killed three Israeli police officers. This event is marked by ongoing tensions in the region, as indicated by repeated reports of the attack. The key themes include the ongoing conflict between Palestinians and Israelis, the casualties resulting from such confrontations, and the broader implications for security and peace in the area. | 
+| 35 | girl - roller - pink - skates - her | 103 | The topic revolves around the recovery of six bodies of hostages in Gaza by Israel, amid ongoing challenges in the region. This situation highlights the human toll of the conflict, involving the tragic loss of lives and the complex dynamics surrounding hostages. Additionally, the context includes the initiation of polio vaccinations, indicating public health efforts amidst the crises in the area. The keywords suggest a focus on the issues of hostages, their deaths, and the ongoing situation in Gaza. | 
+| 36 | firing - consider - minister - defense - said | 98 | Israel has informed the United States that gunfire struck a World Food Programme (WFP) vehicle in Gaza, attributing the incident to a 'communication error'. This explanation has been consistent across multiple reports, highlighting the ongoing tension and complexities of military operations in the region. | 
+| 37 | sinwar - yahya - leader - passage - chief | 97 | The topic centers around Hamas's ongoing efforts and rhetoric amidst the ongoing conflict in Gaza. Recent documents highlight Hamas's declarations of its capability to sustain resistance against Israel, as well as explicit calls for armed action to galvanize support among jihadist groups. These efforts aim to strengthen what is referred to as the 'Axis of Resistance' in the context of the Gaza war, reflecting a unified front against perceived occupations and provocations. The emphasis is on mobilizing individuals and groups in Palestine to intensify resistance against Israel, illustrating the strategic objectives of Hamas during this period of heightened conflict. | 
+| 38 | abbas - visit - parliament - mahmoud - he | 95 | The topic revolves around the recent developments concerning Hamas and the situation of hostages in Gaza. It highlights the distressing news of the body of an Israeli-American hostage being found in a tunnel in Gaza, prompting strong condemnation from President Biden towards Hamas. The discussions focus on the themes of terrorism, the loss of lives, and the ongoing conflict between Israel and Hamas, with a particular emphasis on the issues surrounding hostages and their tragic fate in the context of these attacks. | 
+| 39 | yemen - missile - houthi - houthis - lands | 89 | The ongoing crisis in Gaza has prompted urgent questions about the global response and the concept of humanity during wartime. A senior UN aid official has expressed deep concern about the lack of adequate aid and support for those affected by the conflict, highlighting a moral obligation for the international community to act. As the war rages on, the official's statements underscore the need for compassion and solidarity in addressing the humanitarian needs of people caught in the violence. | 
+| 40 | humanity - canada - canadian - election - affect | 81 | The topic highlights the tragic stories of individuals affected by the ongoing conflict in Gaza. It features the death of a popular Palestinian TikTok creator, who was killed in an airstrike, and the poignant image of a young Palestinian girl in pink roller skates, which has gone viral following her untimely death. Both incidents underscore the severe impact of violence in the region, drawing attention to the personal losses experienced by the Palestinian community amidst the conflict. | 
+| 41 | snp - whip - msp - mason - john | 79 | The recent escalation of the war in Gaza has prompted heightened security measures for the U.N. General Assembly, reflecting the broader global impact of the ongoing conflict. U.N. Chief has highlighted that peace is under threat worldwide, underscoring the urgent need for diplomatic efforts amid rising violence. Additionally, insights have been drawn from the U.S. Army's mission related to aid delivery in the region, emphasizing strategic lessons learned in the context of military operations during wartime. This collective focus on the situation in Gaza illustrates the interconnectedness of military actions, security concerns, and international peace efforts. | 
+| 42 | post - celebrating - hedge - bassem - youssef | 75 | The topic focuses on the ongoing Middle East crisis, highlighting the recent recovery of six dead hostages, which has elicited a strong emotional response characterized by grief and anger. The repeated coverage underscores the severity and tragic nature of the situation, reflecting the broader implications of conflict in the region. | 
+| 43 | oil - prices - decline - crude - concerns | 72 | The latest developments in the Israel-Hamas war report that overnight attacks in Gaza resulted in the deaths of at least 15 individuals. Israeli strikes have been a significant factor in the escalating violence, with multiple attacks contributing to the fatalities. Additionally, Hezbollah has engaged in hostilities by launching rockets at northern Israel, further intensifying the conflict between the involved parties. | 
+| 44 | economy - growth - q2 - budget - cuts | 70 | The topic highlights the psychological impact of the ongoing conflict in Gaza, particularly focusing on its effects on children's speech development. Reports indicate that a significant number of children in Gaza suffer from speech problems, with anxiety stemming from the fear of war being a major contributing factor. These issues are further emphasized by statements from individuals such as Councillor Sue Bolton, who notes that the repercussions of the Gaza conflict extend beyond the region, affecting communities far away. The overarching theme connects the experiences of individuals in Gaza with broader discussions about the consequences of war and its influence on mental health. | 
+| 45 | india - ukraine - jaishankar - indo - pacific | 68 | The topic highlights the experiences of the Gharbia family, along with many other Palestinian families, who have resettled in Australia after fleeing the ongoing conflict in Gaza. This situation reflects the broader challenges faced by Palestinians during times of crisis and their search for safety and stability in foreign lands. | 
+| 46 | malaysia - anwar - flown - treatment - pm | 64 | The topic revolves around humanitarian efforts in Gaza, particularly in response to the ongoing crises affecting Palestinians. Recent agreements between Kuwait and Britain highlight a commitment to provide $6 million in aid, while the UAE and Indonesia have partnered to deliver medical care to injured Palestinians. Additionally, the World Health Organization (WHO) is facilitating significant medical evacuations from Gaza to the UAE, underscoring the urgency and scale of the humanitarian response needed in the region. | 
+| 47 | icc - arrest - warrant - warrants - submits | 64 | The topic revolves around the experience of an Israeli individual who has been freed from Gaza and returns to their village, which faces significant challenges, including the fact that 70% of the homes in the area are targeted for demolition. This situation highlights the broader issues of displacement, conflict, and the impact of ongoing tensions in the region, as seen through the lens of those affected by these circumstances. | 
+| 48 | classroom - schoolgirl - rubble - teacher - longs | 63 | The topic revolves around the complex scenario facing journalists in Gaza amid ongoing conflicts and geopolitical tensions. It highlights the tragic incident of a journalist being killed in an Israeli attack, underscoring the dangers reporters face in conflict zones. Additionally, it addresses the participation of foreign media journalists in events related to Hamas, raising questions about their roles and responsibilities. Despite these challenges, some journalists from Gaza are finding temporary opportunities as researchers in the Netherlands, indicating a potential pathway for professional development and support outside their homeland. Overall, the situation reflects a mix of peril, activism, and resilience within the journalistic community in Gaza. | 
+| 49 | dutton - racist - kennett - slur - hears | 62 | The topic revolves around the recent discussions and clarifications made by the ASIO boss regarding visa applications for Palestinians fleeing Gaza. Amid rising concerns and calls for clarification from the Prime Minister on the status of these visas, the ASIO chief has addressed the security checks involved and clarified previous comments that may have been misunderstood. The situation highlights the ongoing challenges and political discourse surrounding the plight of Gaza refugees and Australia's immigration policies. | 
+| 50 | relations - saudi - morocco - cools - state | 62 | The topic focuses on the formation of a pro-Gaza alliance by Jeremy Corbyn with independent MPs, highlighting the latest developments in politics related to the Gaza situation. This alliance signifies a collaborative effort among like-minded politicians to address issues concerning Gaza, reflecting the ongoing discussions and actions in the political landscape. | 
+| 51 | sanders - bernie - dnc - horrific - sales | 60 | The topic revolves around the emotional reaction to the funeral of an Israeli-American hostage, highlighting a profound sense of loss and collective failure among attendees. It touches on the broader context of the ongoing conflict involving Israelis and Palestinians, particularly in relation to hostages taken during violent encounters. The documents stress the tragedy experienced by families and communities affected, as well as the complexities of the conflict between Israel and Gaza. | 
+| 52 | ghazi - mainz - payout - el - donate | 58 | The topic centers around the latest news concerning the 2024 election, specifically focusing on the final campaign efforts of Donald Trump and Kamala Harris as they prepare for the impending election on November 5. The repeated emphasis indicates a significant moment in the election cycle as both candidates gear up for their last push to engage voters and solidify their support. | 
+| 53 | mother - separated - newborns - mothers - triplets | 55 | The topic centers around Minnesota Governor Tim Walz's reactions to the discovery of six hostages found dead in Gaza, following reports of their connection to Hamas. In various instances, Walz is seen either walking away from questions regarding the situation or expressing shock over the circumstances surrounding the deaths of these hostages. The discussions highlight the sensitive nature of hostages, deaths, and the ongoing conflict in Gaza, which has implications for both American and Israeli interests. | 
+| 54 | investigation - worker - independent - inquiry - british | 54 | The topic revolves around Meghan Markle's talent agency, WME, which has recently been embroiled in controversy related to the ongoing Gaza crisis. A top celebrity agent at WME made a controversial statement expressing strong sentiments against the left in the context of the situation in Gaza. This has put the agency at the center of discussions about celebrity involvement and reactions to the conflict. Additionally, questions have arisen about whether José Andrés, a chef known for his humanitarian work and a favorite of Harry and Meghan, remains supportive of their initiatives amidst the controversy. Overall, the topic highlights the intersection of celebrity influence, social issues, and public discourse surrounding the Gaza conflict. | 
+| 55 | schools - unrwa - destroyed - 70 - damaged | 53 | The United Nations Relief and Works Agency (UNRWA) has reported that 70% of its schools in Gaza have been either destroyed or damaged due to ongoing conflict. This significant loss of educational infrastructure has severely impacted the ability to provide education, particularly for the large number of displaced people residing in these schools. The situation highlights the urgent humanitarian crisis in the region, as the destruction of these facilities exacerbates the challenges faced by the displaced population. | 
+| 56 | sudan - discuss - starmer - monday - biden | 52 | The topic revolves around the emotional response of Lindsey Graham regarding the situation in Gaza, specifically in relation to hostages. He expressed feelings of being "heartbroken" and "devastated" over the recovery of six hostages, which suggests a deep concern for the welfare of individuals involved in the conflict. Additionally, Graham criticized Vice President Kamala Harris, labeling her as a "wrecking ball" concerning Israel's stance and response following the tragic news that six hostages were found dead in Gaza. This reflects ongoing tensions between U.S. political figures regarding foreign policy in the Middle East, particularly concerning Israel and the treatment of hostages. | 
+| 57 | thunberg - greta - protest - danish - arrested | 51 | The topic centers around the emotional response and mourning in the Bay Area for a Berkeley native who was killed by Hamas in Gaza. Several vigils were held to honor the individual, reflecting the community's grief and solidarity in the face of violence and tragedy linked to the ongoing conflict involving Hamas and Israeli forces. The events highlight the impact of such conflicts on American citizens and their families. | 
+| 58 | graves - tiered - yards - corpses - buried | 50 | Environmental activist Greta Thunberg was arrested during a protest related to the ongoing Gaza war. The Danish police apprehended her while she was participating in demonstrations advocating for Palestinian rights. Multiple news outlets have reported on her involvement, highlighting her commitment to environmental and social justice issues amid the current geopolitical crisis. | 
+| 59 | village - demolition - returns - freed - bedouin | 49 | The recent conflict in Gaza has led to widespread boycotts of major soft drink brands such as Coca-Cola and Pepsi in Muslim-majority countries, particularly in the Middle East. As a result, local soda brands have experienced a significant surge in popularity and sales, capitalizing on the consumers' shift away from these international companies. The boycott reflects broader political sentiments and solidarity with the Palestinian cause among consumers in these regions, highlighting the impact of geopolitical issues on market dynamics. | 
+| 60 | emmy - bisan - owda - nomination - emmys | 48 | The topic revolves around the family of a British aid worker who was killed in Gaza, expressing their demands for an independent inquiry into the circumstances surrounding the death. This situation is set against the backdrop of the ongoing conflict in the region, highlighting issues related to aid, safety, and accountability amidst the violence. The repeated calls for investigation underscore the family's desire for transparency and justice in the aftermath of the tragedy. | 
+| 61 | 2024 - september - august - occupied - sitrep | 46 | The topic explores how allies of Donald Trump are viewing the ongoing Gaza war as an opportunity to attract Arab and Muslim voters. Despite the repetitive nature of the documents, the central theme revolves around the strategic political implications of the conflict and the potential for changing voter dynamics among these communities. | 
+| 62 | boycott - pepsi - coke - local - lifts | 42 | The topic revolves around the activities of the Egyptian military, specifically the Chief of Staff, who has been inspecting the security situation along the Gaza border. This inspection comes amid ongoing discussions and concerns about the ceasefire, as tensions persist between Israel and Gaza. The military's focus highlights Egypt's role and its proactive stance in monitoring the border dynamics and ensuring security in the region. | 
+| 63 | columbia - berkeley - vigil - calm - leadership | 41 | The topic explores the potential actions of the Norway wealth fund regarding its investments in companies that are perceived to support Israel amid the ongoing Gaza conflict. There is consideration of divestment from these companies due to their involvement in the war and the occupied territories, particularly in light of humanitarian concerns and calls for a cease in hostilities. The situation reflects a broader discourse on the ethical implications of financial support in conflict zones. | 
+| 64 | law - international - device - violate - ordinary | 38 | Israel has announced its 2025 budget plan, which includes significant spending cuts in response to the financial pressures resulting from the ongoing Gaza war. The decision reflects the government's efforts to manage costs amid the conflict, indicating a prioritization of fiscal responsibility in a challenging situation. | 
+| 65 | diplomat - resigns - uk - crimes - quits | 37 | The topic revolves around current news and insights related to significant global issues, particularly focusing on the ongoing conflict in the Palestinian territories, including Gaza and Israel. It includes coverage from various news sources, such as Press TV and European Sting, highlighting critical developments in European politics and other global affairs, with an emphasis on the humanitarian situation and geopolitical dynamics in the region. The discussions encompass not only the immediate conflict but also broader implications for international relations and civil rights. | 
+| 66 | sunlight - saltwater - clay - pots - drinkable | 36 | The topic focuses on the resilience and dedication of teachers in conflict zones, particularly highlighting efforts in Gaza. Despite the destruction and chaos surrounding them, these educators strive to provide hope and continuity in education for their students. The repeated stories emphasize the courage of teachers who create classrooms amid the rubble, showcasing their commitment to nurturing young minds in challenging circumstances. The overall narrative illustrates the transformative power of education even in the direst situations. | 
+| 67 | shiite - pilgrims - millions - iraq - karbala | 35 | The topic centers around the UN Security Council's diminishing patience regarding ceasefire talks in Gaza, as highlighted by statements from Slovenia. The repeated emphasis on these discussions reflects the urgency and importance of achieving peace in the region amidst ongoing tensions. | 
+| 68 | lingers - dread - clashes - mideast - middle | 35 | The topic centers around a recent court ruling by Meta's Oversight Board, which concluded that the phrase "from the river to the sea" does not constitute hate speech. This decision has garnered attention, particularly as some board members have previously criticized Israel regarding its actions in Gaza. The repeated emphasis on this ruling highlights ongoing debates surrounding free speech, hate speech, and the complexities of the Israeli-Palestinian conflict. | 
+| 69 | noa - argamani - celebrate - freed - life | 34 | The topic centers around the ongoing humanitarian crisis in Gaza, highlighted by repeated discussions about the emotional and emotional toll of the situation. The phrase "Running out of tears" suggests a sense of fatigue and helplessness in response to the continued suffering experienced by the people of Gaza. Alongside this, Robin Givhan's piece emphasizes that while the agony in Gaza persists daily, there appears to be a diminishing emotional response from the global community, representing a troubling shift in empathy and engagement regarding the crisis. | 
+| 70 | doctor - doctors - tragedies - saw - pediatric | 33 | The topic revolves around "The rise of the Gaza Five," which likely refers to a significant development or group emerging in the Gaza region. Although the exact nature of this rise is not explicitly detailed, it suggests a focus on the influence, actions, or impact of this group in Gaza. The repeated mention of the same document indicates a strong emphasis on this subject, implying that it is an important and potentially transformative event within the context of Gaza. The keywords associated with the topic point to its central location and relevance to ongoing narratives about the region. | 
+| 71 | overnight - 15 - multiple - latest - wafa | 33 | Minnesota Governor Tim Walz expressed support for Gaza demonstrators, stating they are protesting for "all the right reasons," while simultaneously condemning Hamas. His remarks highlight a recognition of the demonstrators' motivations amidst the ongoing conflict between Israel and Gaza. | 
+| 72 | lebanon - leave - citizens - commandos - immediately | 31 | The topic revolves around a UN proposal put forth by the Palestinians, which demands the withdrawal of Israel from Gaza and the West Bank within a six-month timeframe. The proposal is significant in the context of ongoing conflicts and discussions surrounding Palestine and Israel, highlighting the urgent call for an end to the occupation. The keywords associated with this topic emphasize key aspects such as the geographical regions of the West Bank and Gaza Strip, the parties involved, and the broader implications for peace in the region by 2024. | 
+| 73 | genocide - south - chile - africa - case | 30 | The topic centers around the upcoming elections in Jordan, set against a backdrop of economic difficulties and the ongoing Gaza war. The repeated focus on these issues highlights the significant challenges facing voters as they prepare to make decisions amid the turmoil. The situation is further complicated by the impact of the conflict, emphasizing the urgency for change and stability within the country. | 
+| 74 | farhan - qadi - qaid - rescued - alkadi | 30 | The Supreme Court has recently dismissed several petitions seeking to halt India's military aid and arms exports to Israel in light of the ongoing conflict in Gaza. The court ruled that the jurisdiction to make such decisions lies with the government, emphasizing that it would not interfere in matters regarding military support during wartime. These rulings reflect the judiciary's stance on the separation of powers and the responsibilities of the executive in foreign affairs and military engagements. | 
+| 75 | walz - tim - gutted - doug - emhoff | 29 | The topic revolves around the U.N. demanding a comprehensive investigation into the circumstances surrounding the death of a U.S. citizen. This repeated call emphasizes the importance of accountability and transparency in addressing the tragic incident, highlighting the U.N.'s role in advocating for justice and the protection of individual rights. | 
+| 76 | yousaf - humza - gharbias - forced - flee | 26 | The topic revolves around the ongoing conflicts in Ukraine and Gaza, highlighting the involvement of various actors, including the US and Iran, particularly in the context of military technology such as drones. Recent reports indicate that Iranian support for the Houthis in Yemen is framed in a narrative of solidarity with the Palestinians amid the Gaza war. Additionally, incidents of Houthis claiming to have downed a US MQ-9 drone underscore the tensions in the region. These events are part of a broader discourse surrounding the Palestinian struggle and the impact of warfare, including allegations of genocide, as the situation unfolds in Gaza. | 
+| 77 | poll - support - drop - survey - finds | 26 | The topic revolves around diplomatic discussions between US President Biden and UK Prime Minister Starmer, focusing on critical issues in the Middle East and Ukraine. Key points of discussion include the ongoing conflict in Gaza and the situation in Ukraine, with both leaders aiming to strengthen cooperation and address the complexities of these geopolitical challenges. Secretary of State Blinken is also engaged in discussions in the UK to further these topics, emphasizing the importance of international dialogue in times of war. | 
+| 78 | quran - burning - holy - mosques - copies | 23 | The topic revolves around a series of documents authored by Andrew Bolt, which question the Albanese government's decision to allocate taxpayer funds to Muslims. The repeated content suggests a critical examination of the government's financial decisions and policies regarding aid or support to the Muslim community. The emphasis is on the implications of such financial distributions and the broader context of government spending. | 
+| 79 | flights - airlines - suspension - extends - delta | 23 | The topic focuses on Iran's president, Pezeshkian, who has criticized Western nations for their stance on the ongoing conflict in Gaza and their support for Israel. The emphasis is on the perceived injustice of the West's involvement in the crisis, particularly in relation to the actions of Hamas and the broader implications for the region. The documents reflect a consistent theme of Iran's discontent with Western policies and their impact on the situation in Gaza. | 
+| 80 | sprint - nov - campaigns - clinton - final | 23 | The topic focuses on the recent decision by the United States to release $1.3 billion in military aid to Egypt. This move comes during ongoing discussions related to the situation in Gaza, highlighting the intersection of military support and regional geopolitical dynamics amid the conflict. | 
+| 81 | algerian - algeria - tebboune - build - president | 22 | The topic revolves around the recent strikes that have impacted humanitarian areas in Gaza, as illustrated by nighttime footage showing large craters and men digging through the sand in the aftermath. The documents collectively highlight the devastating effects of the strikes on civilian zones designated for humanitarian purposes, emphasizing the urgent need to address the consequences of such military actions. | 
+| 82 | parade - pride - queers - offered - lgbtq | 21 | The topic focuses on the use of 2,000-pound bombs in a military strike that occurred in Mawasi. Multiple reports confirm that these heavy munitions were deployed during the operation, highlighting the scale and intensity of the strike. The documents emphasize the significance of the weaponry utilized in the context of the conflict in Mawasi. | 
+| 83 | frustration - airs - about - military - strikes | 21 | Israeli forces have conducted new raids in two cities within the West Bank, with ongoing updates on the situation. These developments highlight the continuing tensions and military activities in the region. | 
+| 84 | divest - norway - wealth - fund - companies | 21 | The topic revolves around the tensions related to Palestinian Authority President Mahmoud Abbas's potential visit to the Gaza Strip. Reports indicate that while Egypt was willing to facilitate Abbas's entry into Gaza, Israel vetoed the visit. This refusal highlights ongoing political obstacles and the complexities of access within the region, specifically concerning relations between Israel and the Palestinian leadership. | 
+| 85 | restraint - cyprus - lebanon - member - fm | 19 | The topic revolves around ongoing conflicts in Ukraine and Gaza, emphasizing international calls for negotiation and ceasefire. The G7 labor summit in Cagliari condemned Russia's invasion of Ukraine and advocated for a ceasefire in Gaza, highlighting the urgent need to address these crises. China has echoed this sentiment, stressing that there are no winners in war and conflict and urging for negotiations to end the fighting in both regions, while also pointing out that tensions in the Red Sea are a consequence of the Gaza conflict. The focus remains on the pressing necessity for diplomatic efforts to resolve these issues as we approach 2024. | 
+| 86 | meghan - talent - whatsapp - bigotry - storm | 18 | Chile has taken a significant step by joining a landmark lawsuit in South Africa that accuses Israel of genocide related to the ongoing conflict in Gaza. This legal action reflects a growing international concern over the actions in the Gaza war, with Chile's intervention highlighting the global discourse surrounding allegations of wartime atrocities attributed to Israel. The situation continues to unfold as various nations and organizations assess the implications of these allegations in the context of international law and human rights. | 
+| 87 | taoiseach - shame - reflect - dark - time | 17 | The topic revolves around former Secretary of State Hillary Clinton's criticism of Israeli Prime Minister Benjamin Netanyahu concerning the events surrounding the attack on October 7. Clinton highlights what she perceives as Netanyahu's lack of responsibility in relation to the incident, indicating a strong disapproval of his actions or leadership during this critical situation. | 
+| 88 | tlaib - congress - rashida - congressional - submits | 16 | The topic revolves around a series of incidents involving individuals in the United States who have resorted to self-immolation as a form of protest against what they perceive as genocide in Gaza, particularly relating to the ongoing conflict and actions by Israel. These protests highlight deep frustrations over U.S. complicity in the situation, as activists seek to draw attention to the humanitarian crisis in the Gaza Strip and express their opposition to the violence and suffering faced by the Palestinian people. | 
+| 89 | was - imprisoned - trolls - online - captive | 16 | The topic revolves around the experiences of Gaza refugees and their challenges upon resettlement in Canada. Key documents highlight the financial uncertainties faced by these individuals after fleeing conflict, underscoring their loss and the complex emotions tied to displacement. Additionally, discussions reflect on geopolitical dynamics, including the portrayal of Gaza's struggles and the implications of resettlement in foreign countries like Canada and the Democratic Republic of Congo. There is a strong sentiment emphasizing that the people of Gaza have a rightful claim to their homeland, Palestine, rather than being viewed solely as refugees in another nation. | 
+| 90 | bolt - taxpayer - cash - giving - albanese | 14 | Former French Prime Minister Dominique de Villepin has condemned the West's response to the Gaza conflict, labeling it as a significant historical scandal. He criticizes the Western media for its bias and silence regarding the situation in Gaza, arguing that this lack of attention exemplifies double standards. De Villepin emphasizes that such inaction will have consequences, suggesting that the West will ultimately face repercussions for its failure to address the ongoing crisis. | 
+| 91 | coal - colombia - exports - colombian - bans | 13 | The topic centers around a recent escalation of conflict in the northern region, marked by repeated rocket attacks. Discussions within the security cabinet are focused on establishing new strategic objectives in the ongoing war, particularly considering the implications for a potential ceasefire. The situation highlights the complexities of Israeli security policies in response to these threats. | 
+| 92 | shohei - ohtani - robinson - judge - kentucky | 12 | The topic centers around a recent violent incident in Gaza, where Israeli forces are reported to have killed 40 individuals. This event has prompted a strong response from the United Nations chief, who is advocating for an end to the ongoing horrific violence in the region. The repeated references to the incident highlight the urgency and gravity of the situation, reflecting concerns over the humanitarian impact of the conflict in Gaza. | 
+| 93 | adesanya - joshua - anthony - dubois - daniel | 11 | During Prime Minister Modi's upcoming visit to the United States, critical international issues such as the conflicts in Ukraine and Gaza will be prominently discussed. The agenda underscores India's engagement with global challenges, particularly the ongoing wars in these regions and the implications for international relations, including the dynamics involving Israel. | 
+| 94 | himself - immolates - self - man - nelson | 11 | The topic centers on Hamas and its situation in Gaza amid ongoing conflict with Israel. The repeated documents highlight how Hamas is currently enduring the war, facing challenges, and expresses aspirations for future stability and rejuvenation in Gaza despite the adversities of the ongoing conflict. The situation underscores the broader implications of war, survival, and the quest for normalcy in a region marked by turmoil. | 
+| 95 | slovenia - patience - running - council - security | 11 | The topic centers around the United States expressing its frustration with Israel's military actions regarding strikes in Gaza. This sentiment reflects concerns over the impact of these military operations and indicates a potential strain in US-Israel relations amidst ongoing conflicts in the region. | 
+| 96 | graham - lindsey - heartbroken - devastated - wrecking | 10 | The topic revolves around the ongoing political turmoil in Israel during a crisis marked by conflict in Gaza. Key discussions are focused on Prime Minister Netanyahu's consideration of firing his Defense Minister, a move that has generated significant concern among business leaders and the public. As tensions rise, the situation remains dynamic, with developments being closely monitored in live updates. The implications of such a decision are critical, as they could impact Israel's military and political strategy amidst the ongoing war. | 
+| 97 | french - scandal - villepin - pm - de | 10 | The topic revolves around an initiative by 'Queers for Palestine', which has offered $1 million to organize a Pride parade in Gaza and the West Bank. This controversial proposal highlights the intersection of LGBTQ+ rights and the complex socio-political landscape of the region, particularly in the context of Palestinian identity and the ongoing Israeli-Palestinian conflict. The initiative underscores a call for visibility and support for queer individuals in Palestinian territories while provoking discussions about the feasibility and implications of such an event in a conservative cultural environment. | 
+| 98 | tears - column - running - out - of | 8 | The topic revolves around the tragic impact of the ongoing conflict in Gaza, highlighting the harrowing experiences of mothers affected by the violence. Reports include a nurse who lost her entire family, including her quadruplet children, in an airstrike, and a mother grappling with the emotional toll of being separated from her triplets. As the situation escalates, these narratives reflect the deep emotional connections and profound losses experienced by families amidst the chaos. | 
+| 99 | history - explained - conflict - zo - supremacy | 8 | The documents collectively highlight a significant decline in Palestinian support for Hamas' attack on Israel that occurred on October 7. Polls reflect a notable shift in public opinion, indicating that many Palestinians are reassessing their views on Hamas and the crisis in Gaza amidst the ongoing conflict. This change may reflect broader feelings towards the war and its implications for the Palestinian population. |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: True
+* language: None
+* low_memory: False
+* min_topic_size: 200
+* n_gram_range: (1, 1)
+* nr_topics: 100
+* seed_topic_list: None
+* top_n_words: 10
+* verbose: True
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 1.26.4
+* HDBSCAN: 0.8.37
+* UMAP: 0.5.6
+* Pandas: 2.2.2
+* Scikit-Learn: 1.5.1
+* Sentence-transformers: 2.7.0
+* Transformers: 4.44.2
+* Numba: 0.60.0
+* Plotly: 5.22.0
+* Python: 3.12.4

config.json

@@ -0,0 +1,17 @@
+{
+  "calculate_probabilities": true,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 200,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": 100,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null,
+  "embedding_model": "text-embedding-3-small"
+}

ctfidf.safetensors

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+size 601204

topic_embeddings.safetensors

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