From b82a7e185d5fa10ecbfed9ab81b85eaaf079fa19 Mon Sep 17 00:00:00 2001 From: Leon van Bokhorst Date: Wed, 13 Nov 2024 19:42:38 +0100 Subject: [PATCH 1/2] feat(bias-detection): Implement bias detection system with LLM integration - Add BiasDetector class for analyzing various cognitive biases in text - Implement async document analysis with chunking support - Add confidence scoring using embedding similarity - Support multiple bias types: confirmation, stereotypical, ingroup-outgroup, anchoring, and availability - Include comprehensive error handling and logging - Remove example narrative stories file Technical details: - Uses Ollama for LLM integration and embeddings - Implements cosine similarity for confidence scoring - Supports async processing of large documents - Preserves semantic boundaries in text chunking --- docs/bias.md | 55 ++ docs/mini-schoof-analysis.md | 85 +++ docs/mini-schoof-results.txt | 159 ++++++ docs/mini-schoof.txt | 102 ++++ {src => docs}/nfd_three_story_evolve.md | 0 docs/schoof.txt | 700 ++++++++++++++++++++++++ src/bias_detection.py | 262 +++++++++ 7 files changed, 1363 insertions(+) create mode 100644 docs/bias.md create mode 100644 docs/mini-schoof-analysis.md create mode 100644 docs/mini-schoof-results.txt create mode 100644 docs/mini-schoof.txt rename {src => docs}/nfd_three_story_evolve.md (100%) create mode 100644 docs/schoof.txt create mode 100644 src/bias_detection.py diff --git a/docs/bias.md b/docs/bias.md new file mode 100644 index 0000000..7919609 --- /dev/null +++ b/docs/bias.md @@ -0,0 +1,55 @@ +# Bias + +Bias is a fascinating and complex topic that spans multiple domains. Here are the key aspects: + +## Fundamental Definition + +At its core, bias is a systematic deviation from a standard of rationality or neutrality +It can be conscious (explicit) or unconscious (implicit) +Not all biases are negative - some serve as useful mental shortcuts (heuristics) + +## Types of Cognitive Biases + +- Confirmation Bias: Seeking information that confirms existing beliefs +- Availability Bias: Overestimating the likelihood of events based on how easily they come to mind +- Anchoring Bias: Over-relying on the first piece of information encountered +- In-group/Out-group Bias: Favoring members of your own group while being prejudiced against others +- Status Quo Bias: Preferring things to stay the same +- Dunning-Kruger Effect: Less skilled people overestimating their abilities + +### Social and Cultural Biases + +- Stereotypes: Oversimplified beliefs about particular groups +- Prejudice: Preconceived opinions not based on reason +- Discrimination: Acting on prejudices +- Systemic Bias: Built into social systems and institutions + +### Statistical and Data Bias + +- Selection Bias: Sample not representative of population +- Measurement Bias: Systematic errors in measurement +- Survivorship Bias: Focusing only on "survivors" while ignoring failures + +## Impact Areas + +- Decision Making: Can lead to poor choices +- Relationships: May damage interpersonal connections +- Workplace: Can affect hiring, promotion, and collaboration +- Healthcare: May influence diagnosis and treatment +- Education: Can affect student evaluation and opportunities +- Technology: Can be embedded in algorithms and AI systems + +## Mitigating Bias + +- Awareness: Recognizing our own biases +- Education: Learning about different perspectives +- Diverse Exposure: Interacting with different groups +- Systematic Processes: Using structured decision-making methods +- Data-Driven Approaches: Relying on evidence rather than assumptions + +## Modern Context + +- Role of social media in amplifying biases +- Impact of filter bubbles and echo chambers +- Importance in AI and machine learning +- Workplace diversity and inclusion initiatives diff --git a/docs/mini-schoof-analysis.md b/docs/mini-schoof-analysis.md new file mode 100644 index 0000000..2801ce0 --- /dev/null +++ b/docs/mini-schoof-analysis.md @@ -0,0 +1,85 @@ +# Analyse Persconferentie Schoof + +## Hoofdlijnen van de Persconferentie + +Schoof's persconferentie draaide voornamelijk om de reactie op antisemitisch geweld in Amsterdam en de daaropvolgende maatregelen. Uit de analyse blijken verschillende patronen in zijn communicatie en benadering van de situatie. + +## Kernboodschappen + +1. Sterke veroordeling van antisemitisch geweld +2. Nadruk op veiligheid van de Joodse gemeenschap +3. Focus op aanpak van daders +4. Behoefte aan bredere maatschappelijke dialoog +5. Verantwoording over eigen handelen tijdens de crisis + +## Geïdentificeerde Biases + +### 1. Confirmation Bias + +- Schoof zoekt en interpreteert informatie die zijn bestaande overtuigingen bevestigt over: + - De ernst van het antisemitisme + - De noodzaak van harde maatregelen + - De juistheid van zijn eigen handelen tijdens de crisis +- Hij legt minder nadruk op alternatieve perspectieven of contextuele factoren + +### 2. Ingroup-Outgroup Dynamiek + +- Duidelijke scheiding tussen verschillende groepen: + - De Joodse gemeenschap als slachtoffer + - Daders als moreel verwerpelijke buitenstaanders + - De Nederlandse overheid als beschermer +- Deze framing versterkt mogelijk bestaande maatschappelijke tegenstellingen + +### 3. Anchoring Bias + +- Initiële framing van het incident als "onversneden antisemitisme" bepaalt de toon +- Vroege focus op schaamte en verontwaardiging kleurt de rest van het gesprek +- Reacties en maatregelen worden gepresenteerd vanuit dit ankerpunt + +### 4. Availability Bias + +- Sterke focus op recente, emotioneel geladen gebeurtenissen +- Overmatige aandacht voor zichtbare incidenten +- Minder aandacht voor structurele oorzaken en langetermijntrends + +## Communicatiestrategie + +### Sterktes + +1. Duidelijke morele stellingname +2. Concrete acties en maatregelen +3. Erkenning van emoties binnen de Joodse gemeenschap +4. Balans tussen acute respons en langetermijnstrategie + +### Zwaktes + +1. Beperkte nuance in analyse van oorzaken +2. Risico op polariserende effecten +3. Mogelijk te sterke focus op incidentele gebeurtenissen +4. Onvoldoende aandacht voor preventieve maatregelen + +## Institutionele Respons + +### Korte Termijn + +- Prioriteit bij opsporing en vervolging daders +- Intensief contact met Joodse gemeenschap +- Overleg met verschillende stakeholders + +### Lange Termijn + +- Ontwikkeling brede antisemitismestrategie +- Aandacht voor integratie en onderwijs +- Focus op verbinding tussen verschillende gemeenschappen + +## Conclusie + +Schoof's persconferentie toont een sterke morele veroordeling van antisemitisch geweld, maar vertoont ook verschillende cognitieve biases die de analyse en aanpak mogelijk beïnvloeden. De communicatie is effectief in het tonen van daadkracht en empathie, maar riskeert bepaalde maatschappelijke tegenstellingen te versterken. De uitdaging ligt in het vinden van een balans tussen het krachtig veroordelen van antisemitisme en het bevorderen van maatschappelijke cohesie. + +### Aanbevelingen + +1. Meer aandacht voor preventieve maatregelen +2. Inclusievere dialoog met verschillende gemeenschappen +3. Betere balans tussen acute respons en structurele aanpak +4. Meer empirische onderbouwing van beleidskeuzes +5. Grotere focus op verbindende elementen in de communicatie diff --git a/docs/mini-schoof-results.txt b/docs/mini-schoof-results.txt new file mode 100644 index 0000000..0a9f8cc --- /dev/null +++ b/docs/mini-schoof-results.txt @@ -0,0 +1,159 @@ +confirmation_bias: +- Confidence: 0.5655977304460964 +- Explanation: The author seeks and interprets information to confirm their existing beliefs about antisemitism and the Jewish community's fears. The author does not consider alternative perspectives or challenge their own assumptions. They focus on the emotional impact of the events on the Jewish community without critically analyzing the underlying causes or broader context. +- Affected segments: ['The author describes a very intense conversation with representatives of the Jewish community in Amsterdam, less than 24 hours after the antisemitic violence outbreak.', "The quote 'This is what we have always been so afraid of' is repeated and emphasized by the author, showing their alignment with the Jewish community's fears.", 'The author expresses his own shock, shame, and anger about the events, suggesting they are unexpected and unworthy of the Netherlands.', 'The author states that the Dutch government discussed the incidents extensively in the ministers council, indicating a shared sense of outrage and responsibility.', "The author describes the scenes and stories as 'shocking' and 'horrifying', without questioning or analyzing the root causes or broader context."] +- Confidence: 0.7110152337923233 +- Explanation: The author selectively presents information to confirm their pre-existing beliefs about a specific group of young people with a migration background being overrepresented in hit-and-run attacks, and that this requires a strong response from society. The text ignores potential counterarguments or alternative explanations for the behavior, focusing only on the negative aspects while acknowledging other incidents briefly. +- Affected segments: ['The author mentions observing videos showing a specific group of young people with a migration background overrepresented in hit-and-run attacks, confirming their belief that these individuals are behaving in an uncouth manner.', 'The author argues that intolerance cannot be answered with tolerance, and that society must take a strong stand against the perpetrators.', "The author briefly acknowledges other incidents like Maccabi supporters' behavior and people having difficulty with events in Gaza, but does not dwell on these aspects, maintaining focus on their original point."] +- Confidence: 0.6747572265013004 +- Explanation: The author presents information as facts without questioning or examining alternative perspectives. They assume that the incident was solely motivated by antisemitism without considering other potential factors or motivations for the violence. This one-sided view confirms their existing belief in the severity of the antisemitic attack and the need to pursue justice vigorously. +- Affected segments: ["Want er is niets, helemaal niets dat als excuus kan dienen voor het doelbewust opzoeken en opjagen van Joden. - This segment assumes that there can be no excuse or justification for targeting Jews, confirming the author's belief in the absolute wrongness of antisemitism.", 'Er is niets dat antisemitisch geweld rechtvaardigt. - Again, the author asserts that nothing justifies antisemitic violence, reinforcing their pre-existing stance on the issue without considering nuance or complexity.', 'Het spreekt vanzelf dat de daders zo snel mogelijk moeten worden opgepakt en vervolgd. - The author takes it for granted that the perpetrators should be caught and prosecuted as quickly as possible, confirming their belief in swift and decisive justice.', 'Daar wordt met man en macht en dag en nacht aan gewerkt. - This segment assumes that maximum effort is being put into investigating and prosecuting the attackers, without questioning or examining potential challenges or limitations in the process.'] +- Confidence: 0.6843261774161168 +- Explanation: The author presents information and opinions that confirm their existing beliefs about the need for strong measures against antisemitism, integration, education, and security. The text does not seem to consider or present counterarguments or differing perspectives on these topics. +- Affected segments: ['We hebben dat ook gisteren weer gezien op de Dam. Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen. Tot hier en niet verder.', 'Maar we moeten als land ook verder met elkaar. En dat betekent dat we antisemitisme een halt moeten toeroepen. Dat we het moeten uitbannen.', 'Het betekent ook dat we elkaar moeten blijven vinden in een luisterend gesprek. Een gesprek waarin het ook gaat over integratie, opvoeding en onderwijs. En dat is een zaak van langere adem en van ons allemaal.', 'Daarom heb ik voor morgen een sessie belegd in het Catshuis met vertegenwoordigers van de Joodse gemeenschap, maar ook van het lokaal bestuur, sportbestuurders, onderwijs en bedrijfsleven. En daarom praten we deze week in het kabinet over een brede antisemitismestrategie...', '...waar ik u na de ministerraad van vrijdag meer concreet over kan informeren. Maar het is zonneklaar dat veiligheid daarin een heel belangrijk punt is. De Joodse gemeenschap in Nederland moet zich veilig weten.'] +- Confidence: 0.6283121007748433 +- Explanation: The author seems to be focusing on and interpreting information that confirms their belief about the situation involving politicians, Jews, and antisemitism in the Netherlands. They mention specific politicians and events that fit their narrative, without providing counterarguments or considering alternative perspectives. +- Affected segments: ["politicians spoke about 'Jodenjacht'", "'Jodenjacht' is called 'Jodenjagt' by the author", 'the situation is described as raw antisemitism', 'the author has spoken with relevant government officials and Netanyahu'] +- Confidence: 0.5137464596211817 +- Explanation: The author interprets their actions as confirmation that they made the right choices during the incident. When discussing their European colleagues' reactions to antisemitism and how they managed other issues while he was away, the author does not consider alternative perspectives or question whether their approach might have been flawed. +- Affected segments: ['I found that I could better allocate my energy by talking about antisemitism with my European colleagues, which I also did during the European Council, and the other subjects. And I returned as soon as I had done that.', 'SCHOOF', 'No, I think what I did was right given what I could do at the time. And by the end of the afternoon in the Netherlands, I also went into discussion with Jewish organizations. So I managed to do everything I should have done.'] +- Confidence: 0.5388650324576973 +- Explanation: The author appears to have a bias in favor of the minister-president Mark Rutte. In this text, the author asks if the AIVD or NCTV had any warnings and then states that these matters are being investigated. The author does not seem skeptical about the claims made by Rutte earlier - he accepts them without questioning further. +- Affected segments: ['U vraagt het aan mij persoonlijk', 'althans in mijn functie als MP natuurlijk, en ik heb als minister-president geen enkele waarschuwing van wie dan ook gehad.', 'Dat wordt nu allemaal onderzocht'] +- Confidence: 0.5567416555501139 +- Explanation: The author presents information that confirms their existing beliefs about the importance of addressing antisemitism and the broader impact it has on Dutch society. They interpret the situation as something that 'we' (the Dutch people) should be concerned about and take action to combat, rather than focusing on specific groups or incidents. +- Affected segments: ['The author emphasizes the importance of expressing disgust towards antisemitism, confirming their belief that this is a crucial issue.', 'They mention that antisemitism affects Jewish Dutch people but also extends beyond specific groups.', 'The author states that they have already planned to accelerate discussions with Jewish organizations and sectors about the antisemitism strategy.', 'The interviewer asks if the author has spoken with Jewish representatives and apologized for the situation in the Netherlands.'] +- Confidence: 0.6220616764357794 +- Explanation: The author appears to have a confirmation bias in the way they interpret and present information. They focus on instances where violence and aggression were directed at people or events they seem to disagree with, while downplaying or ignoring cases where similar behavior was directed towards their own beliefs or political allies. This selective focus serves to reinforce their existing viewpoint. +- Affected segments: ['Ik heb gezegd dat ik me schaam. En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren.', 'DE KRUIJF', 'En als je dat dan ook in het licht, u zei ook net, ik heb ook die beelden gezien van die Maccabi-supporters, die ook gewelddadig waren. Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar?', 'SCHOOF', 'Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien.', 'WARNAR (SBS6)', 'Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël, maar pas nadat Van Weel, Yeşilgöz en Wilders dat hadden gedaan. Hoe kijkt u er dan naar dat de coalitiepartijen eigenlijk eerder waren dan u?', 'SCHOOF', 'De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort. Een lid van het kabinet ontvangt de minister van Buitenlandse Zaken van een ander land.'] +- Confidence: 0.7513448729468273 +- Explanation: The author interprets the sequence of meetings with the foreign minister as being in a 'prima volgorde' or perfect order, without providing any objective analysis or considering alternative perspectives. This suggests that they are seeking to confirm their existing belief that this ordering of events is optimal. +- Affected segments: ['Daarna hebben de fractievoorzitters met hem gesproken', 'En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol', 'en hebben ik zeg maar zijn indrukken van zijn gesprekken tot me kunnen nemen. Dat lijkt me een prima volgorde.'] + +stereotypical_bias: +- Confidence: 0.576066914585641 +- Explanation: The text contains stereotypical bias by referring to the 'Joodse gemeenschap' (Jewish community) in Amsterdam. It assumes that the Jewish community is a distinct, homogeneous group that can be represented and spoken for by a few 'vertegenwoordigers' (representatives). This oversimplifies the diverse nature of any community, including the Jewish community in Amsterdam, which likely consists of many individuals with different perspectives, experiences, and backgrounds. The text also implies that the Jewish community is inherently fearful or vulnerable due to the mention of their past fears ('bang voor waren'). There is no acknowledgment of the strength, resilience, and diversity within the Jewish community. +- Affected segments: ['Joodse gemeenschap in Amsterdam', "'Dit is waar we altijd zo bang voor waren'", 'De angst die eruit spreekt, het gevoel van onveiligheid'] +- Confidence: 0.7095746967670128 +- Explanation: The text contains stereotypical bias against a specific group of young people with a migration background, implying they are overrepresented in hit-and-run actions and engaging in unacceptable behavior that doesn't fit the open and tolerant Dutch society. The language used to describe these individuals is moralizing and judgmental, without acknowledging their individual circumstances or potential reasons behind their actions. +- Affected segments: ['specifieke groep jongeren met een migratieachtergrond', 'onaangepast gedrag', 'moreel volstrekt ontaard', 'daders'] +- Confidence: 0.6845254973975622 +- Explanation: The given text does not contain any stereotypical bias or oversimplified beliefs about particular groups. The passage discusses the importance of condemning antisemitism and anti-Semitic violence, as well as the need to apprehend and prosecute the perpetrators. It also expresses appreciation for the efforts made by the Amsterdam security authorities in investigating the incident. +- Affected segments: ['The text addresses the issue of antisemitism and the need to strongly condemn it.', 'It emphasizes that there is nothing that justifies anti-Semitic violence or excuses its intentional pursuit.', 'The passage mentions that the events that took place in Amsterdam on a specific night were pure, unfiltered antisemitism and anti-Semitic violence.', "It highlights the Dutch government's unwavering stance against such acts and the importance of the country taking an uncompromising position.", 'The text discusses the priority given to apprehending and prosecuting the perpetrators of the crime.', 'It expresses gratitude for the efforts made by the Amsterdam security authorities in investigating the incident.', "The passage mentions that Amsterdam's rule of law is never a calm possession, implying the challenges faced by the city in maintaining law and order."] +- Confidence: 0.6949561187924869 +- Explanation: The text does not contain any overt stereotypical biases or oversimplified assumptions about particular groups, such as Jews or other ethnicities. It focuses on the need to combat antisemitism and promote safety and inclusion for Jewish communities in the Netherlands through dialogue and collaboration with various stakeholders, including local government, education, and business. +- Affected segments: ['The text mentions a previous incident at Dam Square that led to calls for strong measures against extremism.', 'It emphasizes the need to go beyond these measures and address antisemitism specifically.', 'The speaker announces a meeting at Catshuis with representatives from the Jewish community, local government, sports organizations, education, and business.', 'They also mention discussing an antisemitism strategy in cabinet this week, with further details to be provided after the ministerial council on Friday.', 'Safety is highlighted as crucial in this context, and it must be clear that the Jewish community in the Netherlands feels safe.'] +- Confidence: 0.6690393504998875 +- Explanation: The text contains a stereotypical bias by equating the political debate with 'Jodenjacht' (a reference to hunting Jews) as equivalent to raw antisemitism without providing context or evidence for such a strong assertion. It oversimplifies and sensationalizes the situation. +- Affected segments: ["Politicians speak about 'Jodenjagt'", "'Jodenjagt' called raw antisemitism by the speaker", 'Speaker suggests returning to Netherlands due to this'] +- Confidence: 0.5087494888847437 +- Explanation: The text does not contain any overt stereotypical biases or oversimplified assumptions about particular groups. The conversation appears to be a factual discussion between two individuals without making generalized statements or prejudices towards specific ethnicities, religions, or nationalities. +- Affected segments: ['En ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook could besteden met mijn Europese collega’s over antisemitisme spreken', 'Dus ik heb alles kunnen doen wat ik had moeten doen.'] +- Confidence: 0.5354861883719216 +- Explanation: The text contains a stereotypical bias in the form of an oversimplified assumption about Jewish people. When asked by journalist De Kruif if he had received any warnings from the AIVD or NCTV intelligence agencies, minister Schoof responds that these matters are still being investigated and he doesn't want to speculate before having all the facts. However, when De Kruif mentions that the government is discussing 'Jodenjacht' (which translates to 'Jewish hunt'), presumably referring to a search for or focus on Jews, Schoof does not directly address this, but rather says he wants to be sure of the facts first. This response implies that finding Jews might be an 'integratieprobleem', or integration problem, without explaining what exactly this means or whether it's justified to call it a 'Jodenjacht'. By allowing 'Jewish hunt' to stand in for some unnamed issue without further context, it suggests an unfair generalization that Jewish people pose special challenges. +- Affected segments: ["DE KRUIJF: Het kabinet spreekt dus nu over 'Jodenjacht', over een groot integratieprobleem. Wat kunt u concreet betekenen voor al die mensen die bezorgd zijn?", 'SCHOOF: Daar kan ik op dit moment, dat wordt nog onderzocht, dus daar wil ik op dit moment noch antwoord op geven. Eerst alles zeker weten.'] +- Confidence: 0.5721285861992884 +- Explanation: The text contains an oversimplified assumption that the antisemitic incidents mentioned affect only Jewish people in the Netherlands. While it's true that Jewish community is directly impacted, the statement simplifies the issue by suggesting it doesn't affect others or other parts of society more broadly. +- Affected segments: ['Joodse Nederlanders', 'Nederland zeg maar als land moeten we ons zorgen maken', 'Het treft de Joodse Nederlanders'] +- Confidence: 0.665168550412754 +- Explanation: The given text does not contain any stereotypical bias or oversimplified beliefs about particular groups. The conversation appears to be a neutral discussion between individuals, focusing on the topic of violence and anti-Semitic behavior at a sporting event. +- Affected segments: ['Ik heb gezegd dat ik me schaam. En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren.', 'DE KRUIJF\n\n En als je dat dan ook in het licht, u zei ook net, ik heb ook die beelden gezien van die Maccabi-supporters, die ook gewelddadig waren. Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar?', 'SCHOOF\n\n Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien.', 'WARNAR (SBS6)\n\n Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël, maar pas nadat Van Weel, Yeşilgöz en Wilders dat hadden gedaan. Hoe kijkt u er dan naar dat de coalitiepartijen eigenlijk eerder waren dan u?', 'SCHOOF\n\n De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort. Een lid van het kabinet ontvangt de minister van Buitenlandse Zaken van een ander land.'] +- Confidence: 0.7429783715130207 +- Explanation: The text does not contain any obvious stereotypical biases or oversimplified assumptions about specific groups. It appears to be a neutral description of the order in which different individuals had conversations with the foreign minister. +- Affected segments: ['Daarna hebben de fractievoorzitters met hem gesproken', 'de minister van Buitenlandse Zaken heeft dat inderdaad zaterdag tussen de middag gedaan', 'En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol', 'en heb ik zeg maar zijn indrukken van zijn gesprekken tot me kunnen nemen'] + +ingroup_outgroup_bias: +- Confidence: 0.577416450358299 +- Explanation: The text contains several instances of ingroup-outgroup bias. It favors the Jewish community and expresses sympathy for their suffering due to antisemitic violence in Amsterdam. The author describes his conversation with representatives from the Jewish community as 'a very, very intense discussion' and quotes one participant saying 'this is what we have always been so afraid of'. The text also mentions that the Dutch government took the incidents seriously and discussed them extensively in their cabinet meeting, expressing shock, shame and anger. The author condemns the antisemitic attacks as undigestible and unworthy of the Netherlands. This shows favoritism towards the Jewish group over other groups not mentioned or shown compassion for. +- Affected segments: ['Vrijdagavond sprak ik met vertegenwoordigers van de Joodse gemeenschap in Amsterdam.', "'Dit is waar we altijd zo bang voor waren', zei een van de deelnemers.", 'U begrijpt dat we in de ministerraad uitgebreid stil hebben gestaan bij de afschuwelijke gebeurtenissen in Amsterdam.', 'De schok, de schaamte en de boosheid zijn na vier dagen bepaald nog niet minder geworden.'] +- Confidence: 0.6615213040687776 +- Explanation: The text exhibits ingroup-outgroup bias by favoring the Dutch 'ingroup' and condemning a specific outgroup of young people with migration backgrounds who are involved in hit-and-run actions. The author argues that these outgroup members are behaving in an unadapted, intolerant manner that does not fit the open and tolerant society of the Netherlands. They suggest that intolerance cannot be answered with tolerance, implying that strong action should be taken against this outgroup. While acknowledging other incidents and opinions, the focus remains on condemning the outgroup's actions. +- Affected segments: ['specifieke groep jongeren met een migratieachtergrond (specific outgroup of young people with migration backgrounds)', 'onaangepast gedrag vertoont die op geen enkele manier past in de open en tolerante samenleving die Nederland is (unadapted behavior that in no way fits the open and tolerant society of the Netherlands)', 'moreel volstrekt ontaard (morally utterly depraved)'] +- Confidence: 0.7009802460575705 +- Explanation: The text does not display ingroup-outgroup bias. It focuses on condemning antisemitic violence and expressing support for the Amsterdam police and justice system in their efforts to apprehend and prosecute the perpetrators. +- Affected segments: ['Want er is niets, helemaal niets dat als excuus kan dienen voor het doelbewust opzoeken en opjagen van Joden. Er is niets dat antisemitisch geweld rechtvaardigt.', 'Het spreekt vanzelf dat de daders zo snel mogelijk moeten worden opgepakt en vervolgd. Dat heeft nu ook de absolute prioriteit van politie en justitie.', 'Daar wordt met man en macht en dag en nacht aan gewerkt. En ik wil vandaag mijn waardering uitspreken voor alles wat de Amsterdamse veiligheidsdriehoek de afgelopen dagen met enorme inzet heeft gedaan.'] +- Confidence: 0.668488575800444 +- Explanation: The text shows favoritism towards the 'Joodse gemeenschap' (Jewish community) and an outgroup bias against other groups by suggesting that a special session with only Jewish representatives will be held to address antisemitism. The focus on specifically addressing antisemitism while not mentioning the need to tackle other forms of prejudice suggests an in-group bias. +- Affected segments: ['We hebben dat ook gisteren weer gezien op de Dam. Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen. Tot hier en niet verder. Maar we moeten als land ook verder met elkaar. En dat betekent dat we antisemitisme een halt moeten toeroepen. Dat we het moeten uitbannen.', 'Het betekent ook dat we elkaar moeten blijven vinden in een luisterend gesprek. Een gesprek waarin het ook gaat over integratie, opvoeding en onderwijs. En dat is een zaak van langere adem en van ons allemaal.', 'Daarom heb ik voor morgen een sessie belegd in het Catshuis met vertegenwoordigers van de Joodse gemeenschap, maar ook van het lokaal bestuur, sportbestuurders, onderwijs en bedrijfsleven.', 'En daarom praten we deze week in het kabinet over een brede antisemitismestrategie, waar ik u na de ministerraad van vrijdag meer concreet over kan informeren. Maar het is zonneklaar dat veiligheid daarin een heel belangrijk punt is.'] +- Confidence: 0.6522983328869649 +- Explanation: The text contains ingroup-outgroup bias by favoring the Dutch 'we' and implying responsibility towards 'our' youth, while not mentioning any specific actions or responsibilities for the outgroup of young people mentioned as being 'jaagd op Joden' (hunted for being Jewish). The conversation focuses on the politician's activities in dealing with this issue within the Netherlands but does not address how to engage or support the Jewish community specifically. There is a lack of equitable concern and solutions proposed for the outgroup. +- Affected segments: ['We hebben hier in Nederland allemaal een verantwoordelijkheid. Hoe we de ontsporing van jongeren kunnen voorkomen.', 'En dat we de verbinding in het land met elkaar zoeken.'] +- Confidence: 0.503908013876965 +- Explanation: The text shows a clear in-group bias towards European colleagues and organizations. The speaker mentions that they spent their energy discussing antisemitism with European colleagues at the European Council, implying that this was the appropriate use of their energy and resources. There is no mention or favor shown to non-European groups or organizations. +- Affected segments: ['En ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook could besteden met mijn Europese collega’s over antisemitisme spreken', 'wat ik ook tijdens de Europese Raad heb gedaan'] +- Confidence: 0.5171639051973198 +- Explanation: The text contains an outgroup reference with potential bias against a specific group of people. The Dutch word 'Jodenjacht' translates to 'Jew hunt', which is a negative term implying persecution or targeting of Jewish people. This phrase was used in the context of discussing a major integration problem for those people, suggesting there is a significant issue that needs to be addressed due to their background. +- Affected segments: ["Het kabinet spreekt dus nu over 'Jodenjacht'", "'over een groot integratieprobleem'", 'Wat kunt u concreet betekenen voor al die mensen die bezorgd zijn?'] +- Confidence: 0.560614973573192 +- Explanation: The text shows ingroup-outgroup bias by favoring the Dutch and Jewish community as the 'us' group, while discussing antisemitism happening in the Netherlands. The speaker emphasizes that the whole country should be concerned about what has happened to the Jewish community, rather than just focusing on a specific group or city like Amsterdam. This suggests an in-group preference to care more broadly about the situation of Jews in the Netherlands. The conversation with Jewish representatives and the urgency to work together with them further indicates bias towards this particular 'us' group. +- Affected segments: ['Nederland zeg maar als land moeten we ons zorgen maken over wat er gebeurd is. Dus niet alleen maar Amsterdam en niet een specifieca groep.', 'Ik denk dat we dat met elkaar zullen moeten doen.', 'ik heb vertolkt, namelijk de afschuw uitspreken', 'we hadden die afspraak in december gepland, met de Joodse organisatie en sectoren, die ook versneld doen', 'met de Joodse vertegenwoordigers gesproken'] +- Confidence: 0.6511821035880463 +- Explanation: The text shows ingroup-outgroup bias by favoring the Dutch 'ingroup' over other groups. The speaker expresses shame that violent behavior can happen in the Netherlands, suggesting it is not acceptable for their own group, while accepting or downplaying violence from outgroups like Maccabi supporters. The interviewer then asks about antisemitic violence specifically, to which Schoof responds that it is unjustified and condemns it. However, he does not make the same distinction between justified and unjustified violence against his own group. The final question and answer also focus on how the Dutch political 'ingroup' treated the Israeli foreign minister, framing it as a positive that they met him first. +- Affected segments: ['Ik schaam mij dat dit in Nederland kan gebeuren.', 'Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar?', 'De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort.'] +- Confidence: 0.7275640639039139 +- Explanation: The text does not show any clear ingroup-outgroup bias. It simply states that the fraction leaders, the minister of Foreign Affairs, and the author themselves had conversations with a person, likely someone important or visiting from abroad. The text favors no particular group and shows neutral treatment. +- Affected segments: ['Daarna hebben de fractievoorzitters met hem gesproken', 'de minister van Buitenlandse Zaken heeft dat inderdaad zaterdag tussen de middag gedaan', 'En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol'] + +anchoring_bias: +- Confidence: 0.6035683553344184 +- Explanation: The text contains anchoring bias as the opening sentence 'Antisemitisch geweld' sets a negative tone and influences the rest of the passage. The author then discusses their emotionally impactful meeting with Jewish community representatives less than 24 hours after the antisemitic violence in Amsterdam, which was 'very, very penetrating.' This framing colors the reader's perception of the events described. +- Affected segments: ['Antisemitisch geweld', 'Meeting with Jewish community representatives emotional impact', "Events are called 'indringing'", "Author's feelings of shock, shame and anger not diminished after 4 days", "Described as 'shocking', 'disgusting'"] +- Confidence: 0.6914648366601919 +- Explanation: The text contains anchoring bias in the form of leading statements that disproportionately influence the reader's perspective on the issues discussed. The author starts by highlighting a specific group of young people with a migration background being overrepresented in hit-and-run attacks, framing them as 'morally perverted' and not fitting into the open and tolerant society of the Netherlands. This initial information then anchors the rest of the text, where the author argues for strong action against these 'daders', while acknowledging that there are also other issues and perspectives to consider. +- Affected segments: ['En ik heb ook de beelden gezien', 'een specifieke groep jongeren met een migratieacherrgrond oververtegenwoordigd is in die hit-en-run-acties', 'De daders zijn moreel volstrekt ontaard'] +- Confidence: 0.6667431653449174 +- Explanation: The text does not contain any instances of anchoring bias. It presents a clear and consistent message condemning antisemitism and the violent attacks that took place in Amsterdam. The government's stance is unequivocal, with a focus on bringing the perpetrators to justice as quickly as possible. There is no information provided initially that disproportionately influences the decision-making process or the overall narrative. +- Affected segments: ['The text condemns antisemitism and violence against Jews, stating there is nothing that can justify it.', 'It emphasizes that the attack in Amsterdam was plain antisemitism and antisemitic violence.', "The government's position is clear in rejecting such hatred and violence.", 'The focus shifts to apprehending and prosecuting the perpetrators quickly, with law enforcement and justice prioritizing this task.', 'The text expresses appreciation for the work of the Amsterdam security triangle, acknowledging their efforts amidst the high-pressure situation.'] +- Confidence: 0.6727321105749562 +- Explanation: The text contains instances where the author's previous experience and perception of events on the Dam influence their decision-making and views on how to address antisemitism. The phrase 'Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen' suggests that the author believes harsh measures are necessary based on their past encounters with what they deem as 'outrages'. This initial framing of issues shapes their proposed solutions and approach to tackling antisemitism, without providing a broader context or considering alternative viewpoints. +- Affected segments: ['We hebben dat ook gisteren weer gezien op de Dam. Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen.', 'Maar we moeten als land ook verder met elkaar.'] +- Confidence: 0.6516531678105046 +- Explanation: The text discusses the responsibility of Dutch people to address the derailment of young people and seek connection within the country. It then suddenly shifts to a conversation about antisemitism and Jewish persecution in Hungary, with no clear connection established between these two topics. The initial focus on youth issues and national responsibility seems to disproportionately influence the subsequent decision by the speaker (presumably Schoof) to return to the Netherlands immediately. This abrupt shift in topic could indicate anchoring bias, where the initial information about Dutch responsibility influences the subsequent decision without a logical bridge between the two subjects. +- Affected segments: ['Dat moet het vertrekpunt zijn van alles wat ons nu te doen staat.', '...We hebben hier in Nederland allemaal een verantwoordelijkheid...', 'Er is gejaagd op Joden. En dat is gewoon, zoals ik zei, onversneden antisemitisme.', 'Ik ben vrijdagochtend, de hele ochtend, met iedereen die betrokken was, in contact geweest.'] +- Confidence: 0.5034873803914881 +- Explanation: The text shows anchoring bias in the decision-making process. The initial information about Mr. Schoof's assessment of better allocating his energy to discuss antisemitism with European colleagues influences his belief that he did everything right at that moment. He justifies his actions based on what he could do then, rather than considering if there were other more effective ways to handle the situation. +- Affected segments: ['En ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook kon besteden met mijn Europese collega’s over antisemitisme spreken, wat ik ook tijdens de Europese Raad heb gedaan', 'en ik ben teruggekeerd zodra ik dat heb gedaan.', 'En het moment dat ik terug was in Nederland, eind van de middag, ben ik daarna ook in gesprek gegaan met de Joodse organisaties.'] +- Confidence: 0.5259798722051842 +- Explanation: The initial information about the minister-president having no warnings plays a disproportionate role in shaping the answers provided. Schoof repeatedly defers to this fact, stating he had 'no warning' from anyone, before answering further questions. This suggests the early statement anchors and influences his subsequent responses more than it should. +- Affected segments: ['U vraagt het aan mij persoonlijk, althans in mijn functie als MP natuurlijk, en ik heb als minister-president geen enkele waarschuwing van wie dan ook gehad.', 'Dat wordt nu allemaal onderzocht en daarover zal ongetwijfeld ook in het Kamerdebat woensdag, hoop ik, de antwoorden, dan wel de minister van Justitie en Veiligheid of Binnenlandse Zaken, daarop te kunnen geven.', 'Daar heeft u nog geen antwoord op?', 'Daar kan ik op dit moment, dat wordt nog onderzocht, dus daar wil ik op dit moment nog geen antwoord op geven. Eerst alles zeker weten.'] +- Confidence: 0.5482998259621243 +- Explanation: The text contains statements that seem to anchor the discussion and response around the fact that the speaker believes it is important to express disgust about what has happened. This initial assessment ('the importance of expressing disgust') appears to shape subsequent decisions, such as the decision to 'accelerate' plans for discussions with Jewish organizations and sectors to make their strategy sharper. The speaker's conclusion ('we must do this together') also seems influenced by the framing that they started with. +- Affected segments: ['The speaker emphasizes the importance of expressing disgust about what has happened, not just in Amsterdam or to a specific group.', "They mention that Jewish organizations and sectors already had their strategy on the agenda, but decide to 'accelerate' plans to make it sharper.", 'In response to the question, the speaker does not directly state whether they have apologized to Jewish representatives. The focus remains on the need to address the situation.'] +- Confidence: 0.6570671196404582 +- Explanation: In this text, the speaker's initial statement about feeling ashamed that something like this can happen in the Netherlands sets the tone for the rest of the conversation. The subsequent questions and responses are framed around that core sentiment, as if to justify or explain it further. This allows the initial feeling to disproportionately influence and shape the dialogue that follows. +- Affected segments: ['Ik heb gezegd dat ik me schaam. En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren.', ' DE KRUIJF ', 'En als je dat dan ook in het licht, u zei ook net, ik heb ook die beelden gezien van die Maccabi-supporters, die ook gewelddadig waren. Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar?', 'SCHOOF ', 'Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien.', 'WARNAR (SBS6) ', 'Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël, maar pas nadat Van Weel, Yeşilgöz en Wilders dat hadden gedaan. Hoe kijkt u er dan naar dat de coalitiepartijen eigenlijk eerder waren dan u?', 'SCHOOF ', 'De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort. Een lid van het kabinet ontvangt de minister van Buitenlandse Zaken van een ander land.'] +- Confidence: 0.7293562335547427 +- Explanation: The text exhibits anchoring bias, where the decision to speak with the minister of Foreign Affairs is influenced by and anchors to the earlier conversation with the fraction leaders. The order of speaking with the minister and then with the fraction leaders is justified as 'prima', which seems to take for granted the initial interaction with the faction leaders. +- Affected segments: ['Daarna hebben de fractievoorzitters met hem gesproken,', 'de minister van Buitenlandse Zaken heeft dat inderdaad zaterdag tussen de middag gedaan. En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol, en', 'heb ik zeg maar zijn indrukken van zijn gesprekken tot me kunnen nemen.'] + +availability_bias: +- Confidence: 0.5812683237553911 +- Explanation: The text contains availability bias in the statement 'Dit is waar we altijd zo bang voor waren' ('This is what we have always been so afraid of'). The author seems to be influenced by the recent antisemitic violence in Amsterdam, which is easily recalled and fresh in memory. This makes them overestimate the prevalence and severity of antisemitism compared to a complete data analysis that would include less dramatic but more common incidents. +- Affected segments: ['Vrijdagavond sprak ik met vertegenwoordigers van de Joodse gemeenschap in Amsterdam.', 'Dat was – minder dan 24 uur na de antisemitische geweldsuitbarsting in Amsterdam – een zéér, zéér indringend gesprek.', "'Dit is waar we altijd zo bang voor waren', zei een van de deelnemers."] +- Confidence: 0.7280687214909073 +- Explanation: The text contains availability bias in the form of focusing on easily recalled examples, such as the 'hit-and-run-acties' involving a specific group of young people with a migration background, without considering the full context or looking at data from other similar incidents. The author seems to be using these vivid examples to make a larger point about intolerance and the need for the Netherlands to take a strong stand against it. +- Affected segments: ['En ik heb ook de beelden gezien', 'een specifieke groep jongeren met een migratieacherrgrond oververtegenwoordigd is in die hit-en-run-acties', 'Het is duidelijk dat we wat te doen hebben met elkaar in dit land', 'De daders zijn moreel volstrekt ontaard', 'Hun daden zijn schokkend', 'Er is in ons land een groeiende groep mensen die grote moeite heeft met wat er in Gaza gebeurt'] +- Confidence: 0.6759837106133706 +- Explanation: The given text does not contain any judgments influenced by easily recalled examples rather than complete data. It is a political statement condemning antisemitism and violence against Jews, and discussing the efforts to apprehend and prosecute the perpetrators of a specific incident in Amsterdam. The speaker emphasizes that there is nothing that justifies antisemitic violence or excuses the events that occurred, and stresses the importance of upholding the rule of law in the city. +- Affected segments: ['Want er is niets, helemaal niets dat als excuus kan dienen voor het doelbewust opzoeken en opjagen van Joden. Er is niets dat antisemitisch geweld rechtvaardigt.', 'Er is niets dat goed kan praten wat er in de nacht van donderdag op vrijdag in Amsterdam gebeurde. Het was onversneden antisemitisme, onversneden antisemitisch geweld.', 'Dat wijzen we als kabinet onvoorwaardelijk van de hand en dat moeten we als land onvoorwaardelijk van de hand wijzen.', 'Het spreekt vanzelf dat de daders zo snel mogelijk moeten worden opgepakt en vervolgd. Dat heeft nu ook de absolute prioriteit van politie en justitie.', 'Daar wordt met man en macht en dag en nacht aan gewerkt. En ik wil vandaag mijn waardering uitspreken voor alles wat de Amsterdamse veiligheidsdriehoek de afgelopen dagen met enorme inzet heeft gedaan.', 'In een stad als Amsterdam is de rechtsstaat nooit een rustig bezit en ik geef het iedereen te doen om onder zo’n hoogspanning zaken in goede banen te leiden.'] +- Confidence: 0.5 +- Explanation: +- Affected segments: [] +- Confidence: 0.6313796877893993 +- Explanation: The given text does not contain any statements or judgments that appear to be influenced by easily recalled examples rather than complete data. It consists of a conversation between two individuals discussing various topics, including the speaker's responsibilities in the Netherlands and their interactions with government officials and other politicians abroad. The text does not seem to contain any clear instances of availability bias. +- Affected segments: ['Dat moet het vertrekpunt zijn van alles wat ons nu te doen staat.', 'En dan tot slot, laat ik dit nog zeggen. We hebben hier in Nederland allemaal een verantwoordelijkheid. Hoe we de ontsporing van jongeren kunnen voorkomen. Dat we niet wegkijken, ook de ouders van deze kinderen niet. En dat we de verbinding in het land met elkaar zoeken.', 'Daarom wil ik ook graag gesprek ook met andere religieuze en maatschappelijke organisaties.', 'DE KRUIJF (RTL)', 'Een aantal politici spraken over ‘Jodenjacht’, noemt u het ook ‘Jodenjacht’?', 'SCHOOF', 'Er is gejaagd op Joden. En dat is gewoon, zoals ik zei, onversneden antisemitisme.', 'DE KRUIJF', 'Is dat geen reden om vrijdag direct terug te keren naar Nederland, voor u?', 'SCHOOF', 'Ik ben vrijdagochtend, de hele ochtend, met iedereen die betrokken was, de minister van Buitenlandse Zaken, de minister van Justitie en Veiligheid, burgemeester Halsema, en de NCTV, in contact geweest. Ik heb met Netanyahu vrijdagochtend gesproken vanuit Boedapest.'] +- Confidence: 0.5136724115496863 +- Explanation: The speaker's judgment that they handled everything correctly is influenced by the easily recalled example of their ability to discuss antisemitism with European colleagues and return to the Netherlands. This limited perspective does not consider other factors, potential warnings or threats from Israel, that may have been missed in the complete situation. +- Affected segments: ['Ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook could besteden with my European collega’s over antisemitisme spreken', 'En ik ben teruggekeerd zodra ik dat heb gedaan. En ondertussen hebben alle betrokkenen gewoon their werk kunnen doen.', 'Ik heb eerder die week geen waarschuwing gehad van Israël.'] +- Confidence: 0.5348240596353055 +- Explanation: The text shows availability bias in the discussion of whether the AIVD or NCTV received warnings about the crisis. Mark Rutte says he had no warnings as PM, and Sigrid Kaag mentioned she didn't get any either. However, this is just relying on their personal recollections rather than complete data on what warnings were received by various parties. The focus on these individual examples biases the perspective towards 'no prior warnings' without considering all available information. +- Affected segments: ['U vraagt het aan mij persoonlijk, althans in mijn functie als MP natuurlijk, en ik heb als minister-president geen enkele waarschuwing van wie dan ook gehad.', 'Dat wordt nu allemaal onderzocht en daarover zal ongetwijfeld ook in het Kamerdebat woensdag, hoop ik, de antwoorden, dan wel de minister van Justitie en Veiligheid of Binnenlandse Zaken, daarop te kunnen geven.', 'Daar kan ik op dit moment, dat wordt nog onderzocht, dus daar wil ik op dit moment nog geen antwoord op geven. Eerst alles zeker weten.'] +- Confidence: 0.5497806581004219 +- Explanation: The text displays availability bias by focusing on the recent events and reactions to them, rather than presenting a comprehensive analysis. The speaker emphasizes the importance of expressing disgust about the incidents that have recently occurred in Amsterdam, without providing context or full data on antisemitism trends in the Netherlands over time. The discussion is centered around the need to urgently speed up plans and strategies in response to the recent events, without considering if this approach would be effective or necessary based on a complete understanding of the situation. +- Affected segments: ['the importance of expressing disgust about recent incidents', 'recent events in Amsterdam', 'urgency to speed up plans with Jewish organizations', 'no broader context or data provided'] +- Confidence: 0.6484189373066425 +- Explanation: The statement 'Ik schaam mij dat dit in Nederland kan gebeuren' (I am ashamed that this can happen in the Netherlands) shows a bias based on easily recalled examples rather than complete data. It suggests that the speaker is shocked and ashamed that such incidents, presumably related to violence or antisocial behavior, are taking place in their country, without providing any actual statistics or broader context about the frequency or nature of these events. The speaker seems to be letting this one example influence their overall judgment about the situation in the Netherlands. +- Affected segments: ['Ik heb gezegd dat ik me schaam', 'En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren.', 'DE KRUIJF En als je dat dan ook in het licht, u zei ook net...', 'SCHOOF Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien.', 'WARNAR (SBS6) Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël...', 'SCHOOF De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft...'] +- Confidence: 0.7375330978815071 +- Explanation: The text mentions specific instances of people speaking with the individual in question (the minister), without providing a complete list or considering other relevant parties who might have interacted with them as well. The easily recalled examples of the faction leaders, foreign minister, and the speaker himself meeting the minister bias the judgment that this is 'a perfect order' based on incomplete information. +- Affected segments: ['fractievoorzitters met hem gesproken', 'minister van Buitenlandse Zaken heeft dat zaterdag tussen de middag gedaan', 'ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol'] \ No newline at end of file diff --git a/docs/mini-schoof.txt b/docs/mini-schoof.txt new file mode 100644 index 0000000..701f50b --- /dev/null +++ b/docs/mini-schoof.txt @@ -0,0 +1,102 @@ +Antisemitisch geweld +SCHOOF + +Goedemiddag. Vrijdagavond sprak ik met vertegenwoordigers van de Joodse gemeenschap in Amsterdam. Dat was – minder dan 24 uur na de antisemitische geweldsuitbarsting in Amsterdam – een zéér, zéér indringend gesprek. ‘Dit is waar we altijd zo bang voor waren’, zei een van de deelnemers. Laat dat eens op u inwerken, ‘Dit is waar we altijd zo bang voor waren.’ Mij laten die woorden nu al een paar dagen niet los. De angst die eruit spreekt, het gevoel van onveiligheid, het gevoel als groep in de steek gelaten te worden – het is onverteerbaar en het is Nederland onwaardig. U begrijpt dat we in de ministerraad uitgebreid stil hebben gestaan bij de afschuwelijke gebeurtenissen in Amsterdam. De schok, de schaamte en de boosheid zijn na vier dagen bepaald nog niet minder geworden. Bij mij en de rest van het kabinet in ieder geval niet. Want de beelden die we de laatste dagen hebben gezien en de verhalen die we horen, zijn in één woord stuitend. + +En ik heb ook de beelden gezien, en gezien dat een specifieke groep jongeren met een migratieachtergrond oververtegenwoordigd is in die hit-en-run-acties. Het is duidelijk dat we wat te doen hebben met elkaar in dit land. Een groep die onaangepast gedrag vertoont die op geen enkele manier past in de open en tolerante samenleving die Nederland is. Intolerantie kunnen wij niet met tolerantie beantwoorden. Daar moeten we hard tegen optreden en een grens trekken. De daders zijn moreel volstrekt ontaard. Hun daden zijn schokkend. + +En ja, ik weet dat er ook beelden en verhalen zijn over het gedrag van de Maccabi-supporters. Dat is allemaal in onderzoek en het is belangrijk dat alle feiten boven water komen. En ja, er is in ons land een groeiende groep mensen die grote moeite heeft met wat er in Gaza gebeurt. Ook daar moet ruimte voor zijn – ook daar moet het gesprek over gevoerd kunnen worden. Maar ik ga het probleem niet kleiner maken dan het is. Want er is niets, helemaal niets dat als excuus kan dienen voor het doelbewust opzoeken en opjagen van Joden. Er is niets dat antisemitisch geweld rechtvaardigt. Er is niets dat goed kan praten wat er in de nacht van donderdag op vrijdag in Amsterdam gebeurde. Het was onversneden antisemitisme, onversneden antisemitisch geweld. Dat wijzen we als kabinet onvoorwaardelijk van de hand en dat moeten we als land onvoorwaardelijk van de hand wijzen. + +Het spreekt vanzelf dat de daders zo snel mogelijk moeten worden opgepakt en vervolgd. Dat heeft nu ook de absolute prioriteit van politie en justitie. Daar wordt met man en macht en dag en nacht aan gewerkt. En ik wil vandaag mijn waardering uitspreken voor alles wat de Amsterdamse veiligheidsdriehoek de afgelopen dagen met enorme inzet heeft gedaan. In een stad als Amsterdam is de rechtsstaat nooit een rustig bezit en ik geef het iedereen te doen om onder zo’n hoogspanning zaken in goede banen te leiden. We hebben dat ook gisteren weer gezien op de Dam. Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen. Tot hier en niet verder. Maar we moeten als land ook verder met elkaar. En dat betekent dat we antisemitisme een halt moeten toeroepen. Dat we het moeten uitbannen. Het betekent ook dat we elkaar moeten blijven vinden in een luisterend gesprek. Een gesprek waarin het ook gaat over integratie, opvoeding en onderwijs. En dat is een zaak van langere adem en van ons allemaal. + +Daarom heb ik voor morgen een sessie belegd in het Catshuis met vertegenwoordigers van de Joodse gemeenschap, maar ook van het lokaal bestuur, sportbestuurders, onderwijs en bedrijfsleven. En daarom praten we deze week in het kabinet over een brede antisemitismestrategie, waar ik u na de ministerraad van vrijdag meer concreet over kan informeren. Maar het is zonneklaar dat veiligheid daarin een heel belangrijk punt is. De Joodse gemeenschap in Nederland moet zich veilig weten. Dat moet het vertrekpunt zijn van alles wat ons nu te doen staat. + +En dan tot slot, laat ik dit nog zeggen. We hebben hier in Nederland allemaal een verantwoordelijkheid. Hoe we de ontsporing van jongeren kunnen voorkomen. Dat we niet wegkijken, ook de ouders van deze kinderen niet. En dat we de verbinding in het land met elkaar zoeken. Daarom wil ik ook graag gesprek ook met andere religieuze en maatschappelijke organisaties. + +DE KRUIJF (RTL) + +Een aantal politici spraken over ‘Jodenjacht’, noemt u het ook ‘Jodenjacht’? + +SCHOOF + +Er is gejaagd op Joden. En dat is gewoon, zoals ik zei, onversneden antisemitisme. + +DE KRUIJF + +Is dat geen reden om vrijdag direct terug te keren naar Nederland, voor u? + +SCHOOF + +Ik ben vrijdagochtend, de hele ochtend, met iedereen die betrokken was, de minister van Buitenlandse Zaken, de minister van Justitie en Veiligheid, burgemeester Halsema, en de NCTV, in contact geweest. Ik heb met Netanyahu vrijdagochtend gesproken vanuit Boedapest. En ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook kon besteden met mijn Europese collega’s over antisemitisme spreken, wat ik ook tijdens de Europese Raad heb gedaan, en de andere onderwerpen. En ik ben teruggekeerd zodra ik dat heb gedaan. En ondertussen hebben alle betrokkenen gewoon hun werk kunnen doen. + +DE KRUIJF + +Was het achteraf een inschattingsfout? + +SCHOOF + +Nee, ik denk dat datgene wat ik gedaan heb het juiste was wat ik op dat moment kon doen. En het moment dat ik terug was in Nederland, eind van de middag, ben ik daarna ook in gesprek gegaan met de Joodse organisaties. Dus ik heb alles kunnen doen wat ik had moeten doen. + +DE KRUIJF + +Heeft u ook een waarschuwing gehad van Israël eerder die week? + +SCHOOF + +Ik heb eerder die week geen waarschuwing gehad van Israël. + +DE KRUIJF + +Geen Mossad, Schin Bet of de Israëlische regering die zei ‘let op, wij hebben signalen gekregen’? + +SCHOOF + +U vraagt het aan mij persoonlijk, althans in mijn functie als MP natuurlijk, en ik heb als minister-president geen enkele waarschuwing van wie dan ook gehad. + +DE KRUIJF + +Had de AIVD of de NCTV signalen gekregen? + +SCHOOF + +Dat wordt nu allemaal onderzocht en daarover zal ongetwijfeld ook in het Kamerdebat woensdag, hoop ik, de antwoorden, dan wel de minister van Justitie en Veiligheid of Binnenlandse Zaken, daarop te kunnen geven. + +DE KRUIJF + +Daar heeft u nog geen antwoord op? + +SCHOOF + +Daar kan ik op dit moment, dat wordt nog onderzocht, dus daar wil ik op dit moment nog geen antwoord op geven. Eerst alles zeker weten. + +DE KRUIJF + +Het kabinet spreekt dus nu over ‘Jodenjacht’, over een groot integratieprobleem. Wat kunt u concreet betekenen voor al die mensen die bezorgd zijn? + +SCHOOF + +Nou ik denk dat het belangrijk is dat zeg maar het geluid wat ik ook vandaag vertolk, wat ik ook op vrijdag zowel bij de nationale pers als internationale pers heb vertolkt, namelijk de afschuw uitspreken, dat dat belangrijk is. Want dat is denk ik voor iedereen zeg maar goed om te weten. Wat ik ook zei: dat Nederland zeg maar als land moeten we ons zorgen maken over wat er gebeurd is. Dus niet alleen maar Amsterdam en niet een specifieke groep. Het treft de Joodse Nederlanders, maar het is veel breder dan dat. En daarom dat ik ook morgen eigenlijk versneld, want we hadden die afspraak in december gepland, met de Joodse organisatie en sectoren, die ook versneld doen. We hadden de antisemitismestrategie al op de agenda staan. Dat is ook goed. Die kunnen we nu extra scherp maken. En ik denk dat we dat met elkaar zullen moeten doen. + +DE KRUIJF + +Nou heeft u met enkele Joodse vertegenwoordigers gesproken, heeft u dan ook excuses aangeboden dat dit in Nederland plaatsvindt? + +SCHOOF + +Ik heb gezegd dat ik me schaam. En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren. + +DE KRUIJF + +En als je dat dan ook in het licht, u zei ook net, ik heb ook die beelden gezien van die Maccabi-supporters, die ook gewelddadig waren. Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar? + +SCHOOF + +Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien. + +WARNAR (SBS6) + +Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël, maar pas nadat Van Weel, Yeşilgöz en Wilders dat hadden gedaan. Hoe kijkt u er dan naar dat de coalitiepartijen eigenlijk eerder waren dan u? + +SCHOOF + +De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort. Een lid van het kabinet ontvangt de minister van Buitenlandse Zaken van een ander land. Daarna hebben de fractievoorzitters met hem gesproken, de minister van Buitenlandse Zaken heeft dat inderdaad zaterdag tussen de middag gedaan. En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol, en heb ik zeg maar zijn indrukken van zijn gesprekken tot me kunnen nemen. Dat lijkt me een prima volgorde. \ No newline at end of file diff --git a/src/nfd_three_story_evolve.md b/docs/nfd_three_story_evolve.md similarity index 100% rename from src/nfd_three_story_evolve.md rename to docs/nfd_three_story_evolve.md diff --git a/docs/schoof.txt b/docs/schoof.txt new file mode 100644 index 0000000..40ddeeb --- /dev/null +++ b/docs/schoof.txt @@ -0,0 +1,700 @@ +Antisemitisch geweld +SCHOOF + +Goedemiddag. Vrijdagavond sprak ik met vertegenwoordigers van de Joodse gemeenschap in Amsterdam. Dat was – minder dan 24 uur na de antisemitische geweldsuitbarsting in Amsterdam – een zéér, zéér indringend gesprek. ‘Dit is waar we altijd zo bang voor waren’, zei een van de deelnemers. Laat dat eens op u inwerken, ‘Dit is waar we altijd zo bang voor waren.’ Mij laten die woorden nu al een paar dagen niet los. De angst die eruit spreekt, het gevoel van onveiligheid, het gevoel als groep in de steek gelaten te worden – het is onverteerbaar en het is Nederland onwaardig. U begrijpt dat we in de ministerraad uitgebreid stil hebben gestaan bij de afschuwelijke gebeurtenissen in Amsterdam. De schok, de schaamte en de boosheid zijn na vier dagen bepaald nog niet minder geworden. Bij mij en de rest van het kabinet in ieder geval niet. Want de beelden die we de laatste dagen hebben gezien en de verhalen die we horen, zijn in één woord stuitend. + +En ik heb ook de beelden gezien, en gezien dat een specifieke groep jongeren met een migratieachtergrond oververtegenwoordigd is in die hit-en-run-acties. Het is duidelijk dat we wat te doen hebben met elkaar in dit land. Een groep die onaangepast gedrag vertoont die op geen enkele manier past in de open en tolerante samenleving die Nederland is. Intolerantie kunnen wij niet met tolerantie beantwoorden. Daar moeten we hard tegen optreden en een grens trekken. De daders zijn moreel volstrekt ontaard. Hun daden zijn schokkend. + +En ja, ik weet dat er ook beelden en verhalen zijn over het gedrag van de Maccabi-supporters. Dat is allemaal in onderzoek en het is belangrijk dat alle feiten boven water komen. En ja, er is in ons land een groeiende groep mensen die grote moeite heeft met wat er in Gaza gebeurt. Ook daar moet ruimte voor zijn – ook daar moet het gesprek over gevoerd kunnen worden. Maar ik ga het probleem niet kleiner maken dan het is. Want er is niets, helemaal niets dat als excuus kan dienen voor het doelbewust opzoeken en opjagen van Joden. Er is niets dat antisemitisch geweld rechtvaardigt. Er is niets dat goed kan praten wat er in de nacht van donderdag op vrijdag in Amsterdam gebeurde. Het was onversneden antisemitisme, onversneden antisemitisch geweld. Dat wijzen we als kabinet onvoorwaardelijk van de hand en dat moeten we als land onvoorwaardelijk van de hand wijzen. + +Het spreekt vanzelf dat de daders zo snel mogelijk moeten worden opgepakt en vervolgd. Dat heeft nu ook de absolute prioriteit van politie en justitie. Daar wordt met man en macht en dag en nacht aan gewerkt. En ik wil vandaag mijn waardering uitspreken voor alles wat de Amsterdamse veiligheidsdriehoek de afgelopen dagen met enorme inzet heeft gedaan. In een stad als Amsterdam is de rechtsstaat nooit een rustig bezit en ik geef het iedereen te doen om onder zo’n hoogspanning zaken in goede banen te leiden. We hebben dat ook gisteren weer gezien op de Dam. Tegen uitwassen zoals die van vorige week passen alleen harde maatregelen. Tot hier en niet verder. Maar we moeten als land ook verder met elkaar. En dat betekent dat we antisemitisme een halt moeten toeroepen. Dat we het moeten uitbannen. Het betekent ook dat we elkaar moeten blijven vinden in een luisterend gesprek. Een gesprek waarin het ook gaat over integratie, opvoeding en onderwijs. En dat is een zaak van langere adem en van ons allemaal. + +Daarom heb ik voor morgen een sessie belegd in het Catshuis met vertegenwoordigers van de Joodse gemeenschap, maar ook van het lokaal bestuur, sportbestuurders, onderwijs en bedrijfsleven. En daarom praten we deze week in het kabinet over een brede antisemitismestrategie, waar ik u na de ministerraad van vrijdag meer concreet over kan informeren. Maar het is zonneklaar dat veiligheid daarin een heel belangrijk punt is. De Joodse gemeenschap in Nederland moet zich veilig weten. Dat moet het vertrekpunt zijn van alles wat ons nu te doen staat. + +En dan tot slot, laat ik dit nog zeggen. We hebben hier in Nederland allemaal een verantwoordelijkheid. Hoe we de ontsporing van jongeren kunnen voorkomen. Dat we niet wegkijken, ook de ouders van deze kinderen niet. En dat we de verbinding in het land met elkaar zoeken. Daarom wil ik ook graag gesprek ook met andere religieuze en maatschappelijke organisaties. + +DE KRUIJF (RTL) + +Een aantal politici spraken over ‘Jodenjacht’, noemt u het ook ‘Jodenjacht’? + +SCHOOF + +Er is gejaagd op Joden. En dat is gewoon, zoals ik zei, onversneden antisemitisme. + +DE KRUIJF + +Is dat geen reden om vrijdag direct terug te keren naar Nederland, voor u? + +SCHOOF + +Ik ben vrijdagochtend, de hele ochtend, met iedereen die betrokken was, de minister van Buitenlandse Zaken, de minister van Justitie en Veiligheid, burgemeester Halsema, en de NCTV, in contact geweest. Ik heb met Netanyahu vrijdagochtend gesproken vanuit Boedapest. En ik heb geconstateerd dat ik mijn energie beter, op dat moment, ook kon besteden met mijn Europese collega’s over antisemitisme spreken, wat ik ook tijdens de Europese Raad heb gedaan, en de andere onderwerpen. En ik ben teruggekeerd zodra ik dat heb gedaan. En ondertussen hebben alle betrokkenen gewoon hun werk kunnen doen. + +DE KRUIJF + +Was het achteraf een inschattingsfout? + +SCHOOF + +Nee, ik denk dat datgene wat ik gedaan heb het juiste was wat ik op dat moment kon doen. En het moment dat ik terug was in Nederland, eind van de middag, ben ik daarna ook in gesprek gegaan met de Joodse organisaties. Dus ik heb alles kunnen doen wat ik had moeten doen. + +DE KRUIJF + +Heeft u ook een waarschuwing gehad van Israël eerder die week? + +SCHOOF + +Ik heb eerder die week geen waarschuwing gehad van Israël. + +DE KRUIJF + +Geen Mossad, Schin Bet of de Israëlische regering die zei ‘let op, wij hebben signalen gekregen’? + +SCHOOF + +U vraagt het aan mij persoonlijk, althans in mijn functie als MP natuurlijk, en ik heb als minister-president geen enkele waarschuwing van wie dan ook gehad. + +DE KRUIJF + +Had de AIVD of de NCTV signalen gekregen? + +SCHOOF + +Dat wordt nu allemaal onderzocht en daarover zal ongetwijfeld ook in het Kamerdebat woensdag, hoop ik, de antwoorden, dan wel de minister van Justitie en Veiligheid of Binnenlandse Zaken, daarop te kunnen geven. + +DE KRUIJF + +Daar heeft u nog geen antwoord op? + +SCHOOF + +Daar kan ik op dit moment, dat wordt nog onderzocht, dus daar wil ik op dit moment nog geen antwoord op geven. Eerst alles zeker weten. + +DE KRUIJF + +Het kabinet spreekt dus nu over ‘Jodenjacht’, over een groot integratieprobleem. Wat kunt u concreet betekenen voor al die mensen die bezorgd zijn? + +SCHOOF + +Nou ik denk dat het belangrijk is dat zeg maar het geluid wat ik ook vandaag vertolk, wat ik ook op vrijdag zowel bij de nationale pers als internationale pers heb vertolkt, namelijk de afschuw uitspreken, dat dat belangrijk is. Want dat is denk ik voor iedereen zeg maar goed om te weten. Wat ik ook zei: dat Nederland zeg maar als land moeten we ons zorgen maken over wat er gebeurd is. Dus niet alleen maar Amsterdam en niet een specifieke groep. Het treft de Joodse Nederlanders, maar het is veel breder dan dat. En daarom dat ik ook morgen eigenlijk versneld, want we hadden die afspraak in december gepland, met de Joodse organisatie en sectoren, die ook versneld doen. We hadden de antisemitismestrategie al op de agenda staan. Dat is ook goed. Die kunnen we nu extra scherp maken. En ik denk dat we dat met elkaar zullen moeten doen. + +DE KRUIJF + +Nou heeft u met enkele Joodse vertegenwoordigers gesproken, heeft u dan ook excuses aangeboden dat dit in Nederland plaatsvindt? + +SCHOOF + +Ik heb gezegd dat ik me schaam. En dat heb ik, dacht ik in mijn inleidende statement, net ook weer, in iets andere bewoordingen ook gezegd. Ik schaam mij dat dit in Nederland kan gebeuren. + +DE KRUIJF + +En als je dat dan ook in het licht, u zei ook net, ik heb ook die beelden gezien van die Maccabi-supporters, die ook gewelddadig waren. Als u dat dan afweegt tegen elkaar, hoe kijkt u er dan naar? + +SCHOOF + +Niet gerechtvaardigd geweld en in de antisemitische vorm zoals we dat afgelopen donderdagnacht hebben gezien. + +WARNAR (SBS6) + +Meneer Schoof, u ontmoette de minister van Buitenlandse Zaken uit Israël, maar pas nadat Van Weel, Yeşilgöz en Wilders dat hadden gedaan. Hoe kijkt u er dan naar dat de coalitiepartijen eigenlijk eerder waren dan u? + +SCHOOF + +De heer Van Weel was de eerste minister die hem ook netjes ontvangen heeft, zoals dat hoort. Een lid van het kabinet ontvangt de minister van Buitenlandse Zaken van een ander land. Daarna hebben de fractievoorzitters met hem gesproken, de minister van Buitenlandse Zaken heeft dat inderdaad zaterdag tussen de middag gedaan. En ik heb met hem gesproken op het Catshuis, vlak voordat hij vertrok naar Schiphol, en heb ik zeg maar zijn indrukken van zijn gesprekken tot me kunnen nemen. Dat lijkt me een prima volgorde. + +WARNAR + +Niet helemaal antwoord op mijn vraag, want hoe kijkt u er dan naar dat die coalitiepartijen daar ook zo actief mee bezig zijn geweest? + +SCHOOF + +Maar Kamerfractievoorzitters mogen dat. Dat ga ik helemaal niet verbieden. Ik heb gekeken naar de rol die het kabinet heeft genomen, dan constateer ik dat minister Van Weel namens het kabinet de minister ontvangen heeft, zoals dat hoort. Dat hij ook een goed gesprek met hem heeft vervoerd. Dat de minister van Buitenlandse Zaken een goed gesprek met hem heeft vervoerd. Dat ik afrondend met de minister van Buitenlandse Zaken heb gesproken nadat ik overigens vrijdagochtend premier Netanyahu had gesproken. + +WARNAR + +En bijvoorbeeld ook telefoontje naar Netanyahu, dat heeft Wilders na u ook nog gedaan. Bent u dan ook maar een beetje op de hoogte van of jullie wel hetzelfde verkondigen of dat Wilders misschien iets heel anders zegt? + +SCHOOF + +Wat belangrijk is, is dat ik spreek namens het kabinet. En dat de heer Wilders ook praat, dat mag. Dat ga ik ook helemaal niet verbieden. Dat hoeft ook niet in lijn met het kabinetsbeleid te zijn, want hij praat vanuit een hele andere functie, namelijk als fractievoorzitter. + +WARNAR + +Maar daar kunt u wel iets over vinden natuurlijk. + +SCHOOF + +Nee, maar wat belangrijk is, is dat de heer Netanyahu weet dat ik namens het kabinet spreek en niet de heer Wilders. + +WARNAR + +Dus u zegt eigenlijk daarmee: de heer Netanyahu die luistert naar Wilders maar die hoeft hem niet zo serieus te nemen als wat hij mij moet nemen? + +SCHOOF + +Nee, ik zeg precies wat ik heb gezegd, u legt me nu woorden in de mond. Voor premier Netanyahu is het belangrijk dat hij weet dat hij met de premier spreekt als hij met mij spreekt. En dat weten we ook van elkaar. En de heer Wilders, natuurlijk mag hij met premiers van een andere land bellen, zolang hij maar niet daarmee de indruk wekt dat namens het kabinet te doen en ik ben ervan overtuigd dat de heer Wilders dat ook niet doet. + +WARNAR + +Dan waren er ook nog binnen de coalitiepartijen tussen Yeşilgöz en Wilders, die waren ontevreden met de aanpak van het kabinet. Ook naar elkaar hier en daar een uithaal. Hoe gaat u ervoor zorgen dat op dit thema binnen die coalitiepartijen er weer overeenstemming komt? + +SCHOOF + +Ik heb in die zin goede hoop dat we in het debat aanstaande woensdag, tenminste ik ga er vanuit dat het woensdag is, dat moet de Kamer overigens nog besluiten, maar daar heb ik nu in mijn agenda in ieder geval rekening mee gehouden, dat dan ook de fractievoorzitters een gemeenschappelijkheid hebben met het veroordelen. En dat er een fatsoenlijk gesprek, een waardig gesprek met het kabinet, en dat geldt overigens voor alle partijen in de Kamer, gediscussieerd wordt over de aanpak en ook over de mate van urgentie die het kabinet hier echt zwaar in legt. + +WARNAR + +Welke bewindspersonen zijn aanwezig bij dat debat? + +SCHOOF + +Dat is mede afhankelijk van wie de Kamer uitnodigt. Maar ik ga er in ieder geval van uit dat de minister van Justitie en Veiligheid en ik aanwezig zullen zijn. En we zullen kijken, afhankelijk van de thematiek die men wil aansnijden, of ook andere bewindslieden daarbij aanwezig zullen zijn. + +WARNAR + +Nog één vraag: de coalitiepartijen zijn het vrijwel allemaal erover eens dat Nederland mensen met een dubbele nationaliteit die antisemitisch zijn of dat uiten, dat daarvan de Nederlandse nationaliteit afgepakt moet worden. Dat zijn de coalitiepartijen. Hoe heeft het kabinet het erover gehad, hoe jullie daarnaar kijken? + +SCHOOF + +Dat is één van de, nee, laat ik het anders formuleren: daarvoor moet de wet worden gewijzigd. In het hoofdlijnakkoord staan zaken die daaraan raken, waar het gaat bijvoorbeeld over de verscherpen van het terrorismewetgeving, maar ook daar waar het gaat over het ontnemen van het Nederlanderschap. En in die context zullen we daar ook naar kijken. + +WARNAR + +Maar staat u daar positief of negatief tegenover? + +SCHOOF + +Ik druk me even voorzichtig uit want ik vind ook dat we daar nog een Kamerdebat over moeten voeren, maar ik verwijs naar het hoofdlijnakkoord waarin staat dat er gekeken moet worden of ook in andere omstandigheden dan terrorisme het Nederlanderschap kan worden ontnomen. En er staat ook in dat we naast terrorisme ook aanscherping van de regelgeving willen. Dus zullen we als dit een majeure wens is uit de Kamer ook kijken hoe we daarop kunnen reageren. + +WARNAR + +Dus antisemitisme zou daaronder kunnen vallen? + +SCHOOF + +Dat hangt ook mede van het Kamerdebat af. + +VAN DER MEIJDEN (NOS) + +Ja, toch nog één vraag daarover. Want als u zegt: dit staat in het regeerprogramma, zegt u daarmee dat het afpakken van het Nederlanderschap mogelijk een oplossing zou kunnen zijn voor wat er nu speelt? + +SCHOOF + +Nee, ik wil eerst het Kamerdebat afwachten op dat punt. En ik heb aangegeven dat het hoofdlijnakkoord een paar handreikingen geeft zou ik bijna zeggen, het is dus in het debat van de fractievoorzitters eerder heel nadrukkelijk aan de orde geweest, nog los van antisemitisme, maar over criminaliteit en dat het niet alleen maar over terrorisme gaat. En ik denk dat we in het debat met de Kamer zeg maar moeten kijken of dit één van de oplossingsrichtingen is waarnaar gekeken moet worden. + +VAN DER MEIJDEN + +Maar het zal er vandaag in de ministerraad ook over zijn gegaan. Want de heer Wilders had deze optie al eerder op tafel gelegd. + +SCHOOF + +Maar we hebben vandaag in de ministerraad vooral ook met elkaar gesproken: hoe kijken we nou tegen deze situatie aan? En we hebben ook geconstateerd dat we ook nog een paar uur hebben voordat het debat is. Dus we hebben ook morgen nog de onderraden. Dus we kijken ook nog hoe we ons verder voorbereiden op het Kamerdebat de komende week. + +VAN DER MEIJDEN + +Heeft Nederland een integratieprobleem? + +SCHOOF + +Ik denk dat we zonder al te veel de moeite kunnen stellen dat we een integratieprobleem hebben. Als we zien dat jongeren dit soort activiteiten plegen. En daarom ook mijn oproep dat het niet alleen maar gaat over antisemitismebestrijding, het is wel zeg maar hét onderwerp waar we nu naar moeten kijken, dat is nu acuut, maar dat we een breder achterliggend probleem hebben en dat een integratieprobleem is, wat zich de afgelopen vijftig jaar heeft ontwikkeld. + +VAN DER MEIJDEN + +Ja, want ziet het kabinet integratie dan ook als de onderliggende oorzaak van wat er in Amsterdam is gebeurd? + +SCHOOF + +Het heeft er ongetwijfeld toe bijgedragen, maar er zijn vele oorzaken dus ik ga niet zeggen, en er moet ook nog onderzoek plaatsvinden, ik ga nu niet zeggen dat er één reden is geweest waarom een specifieke groep jongeren dit gedrag heeft vertoond. + +VAN DER MEIJDEN + +De staatssecretaris zei vandaag wel dat islamitische jongeren voor een groot deel onze waarden niet onderschrijven. Daarmee zegt hij natuurlijk nogal wat over een grote groep mensen. Waar baseert hij dat op? + +SCHOOF + +Hij baseerde dat op, als ik me goed herinner, ging zijn verklaring verder met de mededeling dat er nogal wat jongeren waren die Arabisch spraken, dus dat je dan ook kon constateren dat het blijkbaar jongeren waren met een andere achtergrond, dus met een migratieachtergrond, en dat hij op grond daarvan ook sprak over integratieproblemen. + +VAN DER MEIJDEN + +Maar dat gaat natuurlijk over de jongeren die daar aanwezig waren en die dat gedrag hebben vertoond, de uitspraak van de staatssecretaris leek toch wel over een zeer grote groep Islamitische jongeren te gaan. + +SCHOOF + +Nee, maar de kleine groep jongeren, laat ik niet klein zeggen, want dat weten we eigenlijk niet eens, maar de groep jongeren die in Amsterdam daar op deze manier antisemitisch gewelddadig gedrag heeft vertoond, is in die zin een uiting waar we naar moeten kijken, die breed strekt, en daarom heb ik ook exclusief benoemd dat voor zover nu bekend het ook nadrukkelijk gaat over een groep jongeren, die een migratieachtergrond heeft, dat we dat nadrukkelijk onder ogen moeten zien, en daarom ook onder ogen moeten zien dat we een integratieprobleem hebben, want anders had dit niet zo kunnen ontsporen. Maar nogmaals, dit gaat over heel specifiek antisemitisch geweld, dat is de eerste prioriteit, + +daar moeten we met elkaar over in gesprek, we moeten zorgen dat Joden zich weer veilig weten in Nederland en in Amsterdam. + +VAN DER MEIJDEN + +Ja, u noemt inderdaad opnieuw integratie. In hoeverre vindt het kabinet dat wat er gebeurd is, losstaat van wat er op dit moment in Gaza gebeurt? + +SCHOOF + +Ik heb gezegd dat er ook over Gaza gedemonstreerd kan en mag worden, dat heb ik ook in eerdere discussies meerdere keren gezegd, dat is een belangrijk goed dat we vrijheid van demonstratierecht hebben in Nederland en ook vrijheid van meningsuiting, maar dat kan nooit een excuus zijn om dit type van antisemitisch geweld uiteindelijk te laten zien zoals dat donderdagnacht gebeurde. Dat kan nooit daarvoor een excuus zijn. + +VAN DER MEIJDEN + +Er is op dit moment heel veel spanning in de samenleving tussen verschillende groepen, wat gaat u eraan doen om groepen weer enigszins bij elkaar te brengen? + +SCHOOF + +Nou, dat is datgene waar ik net zojuist mijn verklaring mee ben geëindigd, namelijk dat ik erg graag, normaal is het wel alles in de juiste volgorde, eerst met de Joodse organisatie in de sectoren in relatie tot antisemitisch geweld en antisemitisme, maar vervolgens ook met alle groepen in de Nederlandse samenleving en organisatie in gesprek wil, omdat dit een breder probleem is, dan de kleine groep jongeren in Amsterdam met antisemitisch geweld. + +VAN DER MEIJDEN + +En als integratie, laatste vraag, als integratie inderdaad één van de problemen zou zijn, wat kunt u daaraan doen? + +SCHOOF + +Dat betekent dat we het integratiebeleid opnieuw onder de loep moeten nemen en kijken of we dat op een andere manier kunnen vormgeven. + +DE WINTHER (TELEGRAAF) + +Ja, meneer Schoof, de Israëlische president zegt dat de koning heeft gezegd ‘we hebben de Joodse gemeenschap in Nederland in de Tweede Wereldoorlog in de steek gelaten en gisteravond hebben we opnieuw gefaald’. Waren dat de woorden van de koning? + +SCHOOF + +Ik moet even nadenken of dat de woorden van de koning waren, want hij heeft het expliciet in de tweet opgenomen. Dus als u de tweet citeert, dan zijn dat de woorden van de koning. + +DE WINTHER + +Ja, maar het luistert nogal nauw. + +SCHOOF + +Ja, maar daarom reageer ik ook even heel specifiek. De woorden van de koning zijn de woorden zoals die in de tweet zijn verwoord. + +DE WINTHER + +Ja, dus niet de weergave zoals de Israëlische president die heeft? + +SCHOOF + +Ik durf even niet te zeggen of daar verschil in zit. Dat voert even te ver, omdat ik de exacte bewoording van de koning niet meteen op mijn netvlies heb. Er zaten veel overeenkomsten tussen. In die zin herkende ik de tekst wel. + +DE WINTHER + +Laat ik het dan bij u houden. Hebben wij gefaald? Heeft Nederland gefaald om de Joodse gemeenschap te beschermen? + +SCHOOF + +Ik denk dat wij gefaald hebben, ja. En daarom schaam ik me ook voor datgene wat er gebeurd is. En dat valt ook gewoon niet goed te praten. En dat ligt primair aan de jongeren die dit gedaan hebben. Maar het beeld nationaal en internationaal, dat Nederland, Amsterdam, zeg maar wat ook door de Israëli, maar wereldwijd, wordt gezien als een plek waar je veilig bent, dat dat niet zo is. Ja, dat kan niet anders dan dat je met elkaar als Nederland inderdaad hebt gefaald. Geen specifieke groepen of specifieke organisaties daarin noemen, maar je hebt collectief als Nederland gefaald om die veiligheid aan de Joodse gemeenschap te bieden. + +DE WINTHER + +U gaat weer, volgens mij, aan tafel met mensen van de Joodse gemeenschap om te spreken over antisemitisme. Dat is, ik zeg ‘weer’, omdat het door u is gebeurd, uw voorganger natuurlijk ook. Wat verwacht u nou voor nieuws te horen? + +SCHOOF + +Nou, ik verwacht misschien niet meteen iets nieuws te horen, maar wat ik hoop en verwacht, en zo heb ik er ook vrijdagavond met de vertegenwoordigers van de Joodse organisaties over gesproken, dat we met elkaar niet alleen maar praten, maar ook concrete acties kunnen benoemen die we daadwerkelijk kunnen oppakken om te gaan uitvoeren. Dat is ook het, zeg maar, er zijn meerdere dingen gezegd de afgelopen vrijdagavond, maar één van de dingen die ook heel indringend is gezegd van, ik zeg het maar even in mijn eigen woorden, ‘beste premier, wij waarderen uw woorden, wij waarderen uw veroordeling, maar waar het nu op aankomt, is dat u laat zien dat u iets doet’. + +DE WINTHER + +Ja, maar wat kan u doen? + +SCHOOF + +Nou, daar gaan we morgen ook met de organisaties over praten, om te kijken wat we kunnen doen. En ik hoop dat we daar een aantal concrete punten uit weten te halen, die we met elkaar kunnen doen. En dat zal ook voor een deel verwoord worden in de antisemitismestrategie, die door het ministerie, door de minister van Justitie en Veiligheid, morgen in de onderraad wordt besproken, en vrijdag in de raad. + +DE WINTHER + +U noemde ook dat u met mensen uit het onderwijs ging spreken en nu heeft dit kabinet, of eigenlijk deze coalitie, afgesproken, dat aan artikel 23, wat ook de vrijheid voor Islamitisch onderwijs biedt, niets veranderd gaat worden. Was dat met de kennis van nu zo’n goede beslissing geweest? + +SCHOOF + +Dat vind ik een vergaande vraag. Althans, het antwoord daarop geef ik niet vandaag. Ik denk dat we zeg maar op basis van wat donderdagnacht is gebeurd, niet tot zulke vergaande conclusies moeten komen. En tegelijkertijd zullen we met elkaar alles onder ogen moeten zien. + +DE WINTHER + +Er is al langer grote twijfel. En zelfs uw kabinet en de vorige kabinetten hebben regelmatig ook allerlei aanwijzingen moeten geven aan Islamitische scholen omdat er zorgen waren over het burgerschap bijvoorbeeld. Zolang de vrijheid van onderwijs in de huidige vorm blijft bestaan, keer op keer ga je bij de rechter nat en zegt de rechter, ‘u heeft daar niet zoveel over te zeggen want het mag onderwijs zelf bepalen’. Dus dan is het toch een legitieme vraag? + +SCHOOF + +Keer op keer zullen wij ook via de inspectie aandacht vragen voor het feit dat zowel de kwaliteit van het onderwijs, als ook zeg maar het democratische gedachtegoed op deze scholen, ook goed wordt onderwezen. En zullen we ook in datgene wat we op onderwijs op dit moment aan het ontwikkelen zijn, daar ook expliciete aandacht voor vragen. + +DE WINTHER + +Vindt u dat het kabinet voldoende grip heeft op wat er in de klas gebeurt als het gaat om Islamitisch onderwijs? + +SCHOOF + +Ik denk dat onze grootste zorgen op dit moment zitten op de weekendscholen. En u weet dat er ook een wetvoorstel wordt voorbereid zeg maar om zeg maar die weekendscholen onder veel strakkere reguleringen te zetten, dan wel te voorkomen dat die weekendscholen daadwerkelijk weekendscholen zijn zonder controle van de inspectie. + +DE WINTHER + +Dan nog even één laatste vraag over de vervangingsregeling of het feit dat u in het buitenland was, niet eerder terugkeerde, ook al was daar misschien wel enige aanleiding toe. U zegt ‘ik heb daar met collega’s gesproken over antisemitisme’. Wat heeft dat eigenlijk opgeleverd? + +SCHOOF + +Nou kijk, wat ik vrijdag heb gedaan, want ik was vrijdag eind van de middag terug. Vrijdag was de situatie-Amsterdam. En wat doen we met Amsterdam? Nou ja, dat klinkt misschien iets te groot. Maar en hoe gaan we om met die systematiek? Het was tegelijkertijd, ‘s ochtends om vijf uur, was er een rust in Amsterdam weergekeerd, dus het was de belangrijkste opgave, was met elkaar te bespreken: wat zijn onze vervolgstappen in Amsterdam? Hoe gaan we om met de opsporing en vervolging? Hoe richten we onze communicatie met Israël in? Op welke manier kunnen wij Israël ondersteunen in het terughalen van de supporters? Hoe zorgen we ervoor dat de supporters hier ook veilig kunnen bewegen van Amsterdam naar Schiphol? Daarover zijn vrijdagochtend, in de telefoongesprekken die ik heb gevoerd, allemaal afspraken gemaakt. En dat was voor mij ook de reden dat ik vond dat ik op dat moment in Boedapest kon blijven. + +DE WINTHER + +Ik meen dat u net zei dat u met Europese collega’s heeft gesproken over antisemitisme. Dus ik vroeg me af, wat levert dat dan op? + +SCHOOF + +Nou ja, dat levert in ieder geval op dat je met elkaar deelt de afschuw over het antisemitisme, dat ook veel van mijn collega’s zich in de loop van de ochtend daar ook al hebben uitgelaten. En dat had ik ze ook nadrukkelijk gevraagd, want ik vond dat we tot een internationale veroordeling moesten komen van datgene wat er, dat dat ons helpt om duidelijk te maken wat er gebeurd is, dat dat voor niemand acceptabel is, ook in het buitenland niet, ook voor Nederland niet. En we hebben gesproken over de mogelijkheid - en daar hebben we met de minister van Buitenlandse Zaken ook over gesproken op – op welke manier wij verder internationaal kunnen samenwerken over antisemitisme, omdat, niet alleen in Nederland, maar in de nodige Europese landen, antisemitisme helaas, en ook zeker na 7 oktober, alleen maar groeit. + +DE WINTHER + +U was er dus niet, u was in Boedapest. Er waren wel vier vicepremiers in het land. Daar hebben we eigenlijk, met uitzondering van die van BBB, de hele dag niets van gehoord. Past dat eigenlijk nog wel in de manier waarop je aan land leidt? Dat je vier vicepremiers aanstelt, die er eigenlijk voor zijn om u te vervangen op het moment dat u in het buitenland bent. En die zijn de hele dag onzichtbaar en onhoorbaar. + +SCHOOF + +Ja, ik was zichtbaar en hoorbaar. En daarom was het geen probleem. Ik heb met alle betrokkenen de hele dag contact gehad. Ik heb ‘s ochtends vroeg de nationale, althans voor de nationale pers, een persconferentie gegeven, ik heb tussen de middag een grote nationale slash internationale persconferentie gegeven. Dus in alle opzichten was ik als premier in die zin aanwezig, hoorbaar, en ook een gezicht, naast zeg maar de eerste minister die verantwoordelijk was, namelijk de minister van Justitie en Veiligheid, en natuurlijk de burgemeester van Amsterdam. + +DE WINTHER + +Oh well. + +SCHRAM (ANP) + +Meneer Schoof. U hebt het in uw inleiding over intolerantie die we niet met tolerantie kunnen bestrijden. Kunt u uitleggen wat u daar precies mee bedoelt? + +SCHOOF + +Ja hoor. Dat als een groep mensen intolerant is met ons, omdat wij door onze tolerantie die ruimte geven om dat te doen, dat we dat niet meer kunnen accepteren als dat over alle grenzen heen gaat van wat wij acceptabel vinden. En dat is gewelddadig antisemitisme. Er kan geen discussie over zijn. En dan kan je dus niet met tolerantie reageren of je kan het niet goed praten, je kan geen excuus aanvoeren daarvoor. Daar moet je gewoon hard tegen optreden en dat bedoel ik met het feit dat we die intolerantie niet met tolerantie kunnen beantwoorden + +SCHRAM + +Want hoe ziet die intolerantie er dan uit straks? + +SCHOOF + +Met te beginnen met het expliciet veroordelen. En vervolgens zijn we nu met elkaar aan het kijken op welke manier wij, één, deze groep - de individuen die dit hebben gedaan - ook opsporen en vervolgen. En dat is ook een vorm van intolerantie, namelijk de grens trekken en niet rusten voordat we ze uiteindelijk hebben opgepakt, want dat is denk ik belangrijk ook om het recht alleen laat te zegevieren. En dat is zeg maar die intolerantie waar ik het over heb. En dat je het gedachtegoed wat hier blijkbaar achter zit, dat je antisemitisme, dat je dat blijkbaar normaal vindt, dat je dat door middel van geweld uit door voetbalsupporters naar hun paspoort te vragen, te vragen of ze Jood zijn en dan te gaan meppen, dat je dat niet doet. + +SCHRAM + +U heeft het over harde maatregelen. Tegelijkertijd zegt u: we gaan nu eerst kijken of en hoe we iets moeten doen in het integratiebeleid. Maar met harde maatregelen en geen ruimte voor tolerantie, dan klinkt het niet alsof daar al een conclusie is getrokken. + +SCHOOF + +De conclusie is dat we dit niet langer kunnen tolereren, als we het al in het verleden getolereerd hebben. En ik heb ook gezegd dat het bestrijden van het antisemitisme, dat dat samen met de Joodse organisaties nu de eerste prioriteit is waarvoor we staan, gelet op datgene wat er donderdag gebeurd is. Naast overigens het oppakken van degenen die dit gedaan hebben. Vervolgens heb ik gezegd: daarnaast moeten we volgens mij een breder debat met elkaar voeren, en ook met veel meer organisaties, over wat er nou eigenlijk in Nederland aan de hand is en wat we daaraan kunnen doen. Maar die intolerantie, die slaat op het antisemitisme. + +ORNSTEIN (BUITENHOF) + +U bent ooit geïntroduceerd als de premier die de veiligheidsdiensten goed kent. U hebt bij de NCTV en de AIVD gewerkt. Heeft dit een georganiseerd karakter mogelijk vanuit het buitenland? We hebben u daar vaker in vorige functies daarvoor horen waarschuwen. Wat denkt u daarvan? + +SCHOOF + +Nou, laat ik even proberen bij de feiten te blijven en dat wordt op dit moment onderzocht. Dat is zeg maar het feit. En ik vind het te snel om daar vooruit te lopen. Want dat is speculeren. Wat ik wel kan zeggen is, er is bijvoorbeeld gisteren een filmpje opgedoken waarin Hamas claimde dat ze hierachter zaten, dat dat een publiciteitscampagne was en in ieder geval niet op enige werkelijkheid gestoeld was. + +ORNSTEIN + +Hoe vond u het optreden van burgemeester Halsema? + +SCHOOF + +Dat is primair aan de Raad om daarover te oordelen. En de burgemeester heeft, ik dacht morgen vanaf 12 uur, maar het tijdstip moet u hem even vergeven, heeft eerst een debat daarover in de Raad. En dat is ook de juiste plek waar het moet gebeuren. En mij past op dit moment niet een oordeel over de burgemeester. + +ORNSTEIN + +Waarom niet? + +SCHOOF + +Nou, omdat dat in institutionele verhoudingen is dat in eerste instantie aan de Raad en niet aan het kabinet en premier om een oordeel uit te spreken over het handelen van de burgemeester. + +ORNSTEIN + +U zegt ook dat u met religieuze gemeenschappen gaat praten. Welke religieuze gemeenschappen? + +SCHOOF + +Ja, ik denk alles wat we in Nederland hebben. En maatschappelijke organisaties heb ik ook gezegd. Omdat ik denk dat het belangrijk is om met al die organisaties, als je iets van verbinding wil aanbrengen, als je met elkaar in gesprek wil blijven, en nadat je het vraagstuk van het antisemitisme goed met elkaar hebt besproken, moet je het vraagstuk een stap verder brengen en het daadwerkelijk hebben over integratie en over ontsporing en hoe dat heeft kunnen gebeuren. De rol die de ouders daarin spelen, de rol die misschien religie daarin speelt, de rol die andere organisaties daarin spelen. Daar moet je met elkaar het open debat over durven aangaan. En daarom heb ik gezegd, wil ik met alle religieuze maatschappelijke organisaties dat gesprek ook voeren. Maar wel in de juiste volgorde: eerst het antisemitisme met de joodse organisaties en sectoren, dan het bredere debat. Tegen de context, zoals net de vragen gingen, dat de intolerantie niet met tolerantie kan worden beantwoord. + +ORNSTEIN + +U zegt ‘durven voeren’. Daarmee zegt u eigenlijk: tot nu toe hebben dat eerlijke debat nog niet durven voeren tussen Joodse gemeenschappen, Islamitische gemeenschappen en andere organisaties. + +SCHOOF + +Ik denk dat er ook de afgelopen dagen veel gezegd is, ook vanochtend in ons kabinetsberaad, hebben we het regelmatig gehad over het letterlijk durven benoemen van wat hier aan de hand is. Daarom heb ik ook mijn woorden gekozen in mijn inleidende statement zojuist, mede tegen die achtergrond. En ik denk dat we daar echt het debat met elkaar over zullen moeten voeren, willen wij in Nederland met elkaar verder. Want aan toegenomen polarisatie heeft helemaal niemand, maakt niet uit met welke groep in Nederland je praat. Maar we moeten het antisemitisme echt hard aanpakken, kan niet anders. Als we zien wat er gebeurd is, en de schade en de schande die dat teweegbrengt, dat moeten we doen. Maar als we met elkaar in dit land samen verder willen, zullen we ook met elkaar het gesprek moeten voeren: over wat is hier nou eigenlijk gebeurd? Wat zijn daar de oorzaken voor? Op welke manieren willen we met elkaar zorgen dat we elkaar weer helpen in plaats van elkaar naar het leven, soms letterlijk, naar het leven staan? + +ORNSTEIN + +We hebben burgemeester Marcouch van Arnhem heel moedig horen spreken over dit probleem. Verder was het vrij stil. Behalve dan de nationale ophef. Hoe verklaart u dat? + +SCHOOF + +Dat vind ik een moeilijke vraag een paar dagen na dit alles. Kijk, ik denk dat het, het debat in de raad, morgen mijn eigen gesprek met de Joodse organisaties en sectoren, het parlementaire debat woensdag zal ook voor een deel zeg maar in deze context worden gevoerd, schat ik in. En ik hoop dat we dat debat zowel met moed kunnen doen, maar ook tegelijkertijd waardig kunnen doen. Ook steeds vanuit het besef dat we echt antisemitisme snoeihard moeten aanpakken, maar ook in het land met elkaar verder willen leven. + +ORNSTEIN + +Verbinding, daar gaat het om. Wat moeten Joodse Nederlanders doen die zich op dit moment onveilig voelen? En dat zijn er nogal wat. + +SCHOOF + +Ja, dat zijn er heel veel. + +ORNSTEIN + +Wat moeten die doen? + +SCHOOF + +Veel te veel. Ik hoop dat ook zij de moed opbrengen toch gewoon Jood te zijn en zich niet te verschuilen voor hun Jood zijn. Dat zou zeg maar de schande van Nederland alleen nog maar groter maken als dat, en ik hoor het, want ik heb het ook vrijdagavond gehoord, als dat het resultaat is van wat er zeg maar donderdag en wat er in Nederland überhaupt aan antisemitisme plaatsvindt. Dus dat we dat weten te voorkomen met elkaar, dan wel weer weten terug te brengen, dat mensen gewoon weer durven Joods te zijn. + +AHAROUAY (NRC) + +Om hoeveel Marokkaans-Nederlandse jongens ging het eigenlijk op donderdagavond? + +SCHOOF + +Daar moet nog steeds onderzoek naar plaatsvinden, dus daar kan ik op dit moment geen uitspraak over doen. + +AHAROUAY + +U heeft de feiten nog niet? + +SCHOOF + +Nee, ik zei eerder dat ik het graag bij de feiten hou en daarover zijn de aantallen en de feiten nog niet helder. + +AHAROUAY + +Dan zegt u over die Maccabi-supporters ‘ik maak een beetje een terughoudende houding, we wachten eerst nog even het onderzoek af om te kunnen reconstrueren wat zij precies hebben gedaan’, maar over deze Nederlands-Marokkaanse jongens zegt u al meteen ‘er is sprake van een integratieprobleem’. Waarom neemt u daar niet die afwachtende houding aan? + +SCHOOF + +Nou, ik denk dat we, als het gaat om de Nederlandse jongeren met een migratieachtergrond, dat is een zaak van veel langere adem, van een, ik denk, in onze samenleving wat dieper fenomeen. Terwijl waar we spreken over de Maccabi-supporters, ik heb ze overigens nadrukkelijk genoemd en ook de geluiden die daarover zijn, maar dat ik zeg dat dat op geen enkele manier een excuus is. Dus ik heb daar niet verwezen naar een onderzoek. Ik heb gezegd: het is geen excuus. + +AHAROUAY + +Maar veroordeelt u het gedrag dat die Maccabi-supporters hebben laten zien en de spreekkoren die ze hebben gebruikt? + +SCHOOF + +Nee, ik vind het belangrijk dat het geen excuus kan zijn voor datgene- + +AHAROUAY + +Nee, dat is helder. Maar veroordeelt u ook- + +SCHOOF + +Dat vind ik op dit moment belangrijk en dat vind ik het belangrijkste statement wat ik daarover kan doen. + +AHAROUAY + +Dus u wilt niet het gedrag veroordelen van deze- + +SCHOOF + +Nou, dit gedrag is natuurlijk nooit goed te praten, maar we kunnen- er is een groot verschil tussen, zeg maar, vernielen en mensen ongeveer naar het leven staan. + +AHAROUAY + +Kunt u dat eens uitleggen, wat u daarmee bedoelt? + +SCHOOF + +Ja. Een vlag van een gebouw afrukken en daarbij intimideren en spreekkoren, is iets fundamenteel anders dan op scootertjes achter Joden jagen. Zo simpel. + +AHAROUAY + +‘Jodenjacht’ is een veelgebruikt woord de afgelopen dagen. Het kwam ook voorbij in allerlei Telegramgroepen. Jodenjacht is ook een woord dat veelvuldig gebruikt wordt door voetbalsupporters, bijvoorbeeld Feyenoorders, of eigenlijk veel supporters die onderweg zijn naar een wedstrijd met Ajax. In die maatregelen die tegen antisemitisme nu worden genomen, worden die antisemitische spreekkoren bijvoorbeeld- is dat daar onderdeel van? Of is het helemaal gericht op integratie en jongeren met een migratieachtergrond? + +SCHOOF + +Nee, er is ook al meerdere keren enorm afschuw uitgesproken over voetbalhooligans die vervolgens ook antisemitisch geluid laten horen. Dat is net zo verwerpelijk. + +AHAROUAY + +Maar de vraag is, in het maatregelenpakket zal dat- + +SCHOOF + +Dat zal ongetwijfeld daar ook op - ik weet niet precies op welke manier dat daar onderdeel van uitmaakt – we spreken er ook morgen nog over in de onderraden van het kabinet, maar ik denk dat het belangrijk is om hier te constateren dat de verwerpelijkheid van antisemitische spreekkoren van voetbalsupporters absoluut past in de categorie niet te accepteren. + +AHAROUAY + +Vindt u antisemitisme vooral een probleem van mensen met een migratieachtergrond? + +SCHOOF + +Nee, ik heb gedurende mijn hele inleiding steeds gezegd dat ik het antisemitisme een vraagstuk vind voor heel Nederland. En dat we daar met elkaar naar moeten kijken hoe we dat moeten aanpakken. Daarom dat we ook met diverse sectoren morgen het gesprek hebben, met de Joodse organisaties. En dat ik vervolgens ook het gesprek wil hebben, maar wel in die volgorde, zoals ik eerder zei, met alle maatschappelijke en religieuze organisaties, omdat ik denk dat het inderdaad een maatschappelijk probleem is dat verder strekt dan alleen maar de jongeren met de migratieachtergrond. + +AHAROUAY + +Nog even over het integratieprobleem dat u ziet en de integratiemaatregelen. U zegt ‘we moeten het beleid dan maar herzien’. Het integratiebeleid is heel erg gericht op nieuwkomers en niet zozeer op mensen die hier geboren zijn. Hoe zit dat dan? Hoe verhoudt zich dat tot elkaar? + +SCHOOF + +Nou, dat is een van de vraagstukken waar we denk ik goed naar moeten kijken. En daarom heb ik ook gezegd dat het verder strekt dan alleen maar de inburgering, maar dat het ook gaat over onderwijs, dat het ook gaat over sport, dat het over veel meer gaat. Ook over hoe we zeg maar uiteindelijk met name ook in het onderwijs dat plaatsvindt, hoe we bezig zijn met holocaustonderwijs, daarom verwees ik ook naar de weekendscholen. Het vraagstuk is echt breder dan antisemitisme en een groep jongeren met een migratieachtergrond. + +AHAROUAY + +Maar de gebeurtenissen van afgelopen weekend zijn voor u wel aanleiding om dus de integratie van, wat zijn het, 300.000 Marokkaanse Nederlanders, 400 .000 Turkse Nederlanders, zeg ik even uit mijn hoofd, in één keer als probleem te benoemen? + +SCHOOF + +Daar moeten we dus met alle organisaties gesprek goed over doen. Maar we hebben wel een integratieprobleem. En daarvan is dit mede een uitdrukking. En we zullen daar het open gesprek met elkaar moeten voeren, als we met elkaar in dit land samen verder willen. + +AHAROUAY + +En tot slot, u noemt het een integratieprobleem. Is de integratie mislukt? + +SCHOOF + +Nou, dat vind ik wel een, laat ik zeggen, dat is een hele grote uitspraak. + +AHAROUAY + +Nou, integratieprobleem is ook al wel een grote uitspraak. + +SCHOOF + +Ja, nou ja, ik vind dat iets anders dan als ik zeg dat het mislukt is. Ik vind het een integratieprobleem, omdat er ontsporingen zijn. Forse ontsporingen. Maar om dan te zeggen dat het mislukt is, die vraag moet ik even op laten inwerken, en die vraag zal mij ongetwijfeld in het debat ook worden gesteld. + +DE ZOETEN (NIEUWSUUR) + +Ja, meneer Schoof, nog even heel precies: staatssecretaris Nobel zei ‘Islamitische jongeren onderschrijven voor een heel groot deel onze normen en waarden niet’. Bent u het daarmee eens? + +SCHOOF + +Nou, ik denk dat hij daar wel, zeg maar, een belangrijk punt te pakken heeft waar we breed in de samenleving met elkaar het gesprek over moeten voeren. + +DE ZOETEN + +Dus een heel groot deel van de islamitische jongeren onderschrijven onze normen en waarden niet, dat zegt u? + +SCHOOF + +Dat zei de heer Nobel. En ik denk dat we zien dat een groot deel van de jongeren met een migratieachtergrond zeg maar de kernwaarden niet altijd onderschrijft. En in die zin kan ik de heer Nobel goed volgen. + +DE ZOETEN + +Ja, maar dat is toch weer de kernwaarden niet altijd, zegt u – + +SCHOOF + +Ja, maar ik druk me altijd iets zorgvuldiger uit. + +DE ZOETEN + +Maar dit is natuurlijk een eenheid van kabinetsbeleid. + +SCHOOF + +Zeker, zeker. + +DE ZOETEN + +Vindt u wel of niet dat een groot deel van de islamitische jongeren de Nederlandse normen en waarden niet onderschrijft? + +SCHOOF + +Een deel van de jongeren, ik laat groot weg, een deel van de jongeren onderschrijft ons waarden niet. En dat is ook de reden waarom ik het brede gesprek aan wil. + +DE ZOETEN + +U zegt: er is een groot integratieprobleem en er zijn harde maatregelen nodig. Tegelijkertijd kunt u niet echt die harde maatregelen noemen, maar u kondigt ze wel aan. Het is natuurlijk in vele kabinetten hier al over gegaan. Wat wil dit kabinet dan echt anders gaan doen? + +SCHOOF + +Daar praten we morgen over bij de antisemitismenota, daar praten we morgen met de Joodse organisaties over. + +DE ZOETEN + +Maar u kondigt wel alvast aan harde maatregelen. Heeft u toch wel een idee wat dat dan zijn? + +SCHOOF + +Ja, maar die kondigen we aan op het moment dat daar, ook in het verkeer met de Kamer, het moet ordentelijk plaatsvinden. Dus dat doen we op manieren zoals we dat in ons land doen. + +DE ZOETEN + +U zegt vast iets stevigs, maar u heeft eigenlijk nog geen idee. + +SCHOOF + +Maar we hebben woensdag nog een heel debat te gaan. En dan zal men ook het kabinet hierop bevragen. En ik ga ervan uit dat we met de antisemitismenota, met het gesprek en de gedachten zoals we die vanochtend in het kabinet hebben gewisseld, dat we daar een aantal zaken echt van kunnen zeggen. + +DE ZOETEN + +U benadrukt, begrijpelijk natuurlijk, wat er is gebeurd vrijdag en de achtervolging van de Israëlische supporters. Tegelijkertijd lijkt u een beetje plat te slaan wat er door de Israëlische supporters zelf is gedaan. U zegt ‘een paar leuzen roepen’, maar er zijn wel degelijk ook mensen geïntimideerd, er is een taxichauffeur waarschijnlijk in elkaar geslagen. Is het niet beter om dat ook heel nadrukkelijk te veroordelen? Omdat er misschien nu andere bevolkingsgroepen in Nederland denken, ‘ja, over ons wordt niks gezegd’. + +SCHOOF + +Kijk, ik veroordeel elk geweld, ook van de Maccabi-supporters, dus laat daar geen misverstand over bestaan. Daarom heb ik ook net in mijn inleidend statement, ben ik ook zelf begonnen over de Maccabi-supporters. + +DE ZOETEN + +Ja, maar dat wordt een beetje platgeslagen tot voetbal-hooliganisme, terwijl het natuurlijk ook op bevolkingsgroepen of bepaalde politieke meningen geënt was. + +SCHOOF + +Mijn belangrijkste punt was, en nogmaals, ik heb het ook echt zelf genoemd, maar mijn belangrijkste punt was om duidelijk te maken dat dat op geen enkele manier excuus kan zijn voor de geweldsuitbarsting en het antisemitisme wat we vervolgens in de nacht hebben gezien. + +DE ZOETEN + +Nee, maar dat is het natuurlijk ook niet, maar het bestaat wel. Dus u zegt het alleen in relatie tot wat er gebeurd is, terwijl dat feit op zich, moet dat niet ook strikter veroordeeld worden? + +SCHOOF + +Maar ik veroordeel het geweld van de Maccabi-supporters, daarover geen misverstand. Maar ik blijf herhalen: het is geen excuus voor de gewelduitbarsting die we vervolgens hebben gezien. En in die zin zijn het wel twee verschillende grootheden. + +VAN DEN BERGH (REUTERS) + +Ik ga voor de gelegenheid een vraag in het Engels stellen, omdat het ook internationaal van belang is: could you summarize a bit of your reaction, the strong reaction you gave in the beginning of this press conference, what is your overwhelming feeling about what happened on Thursday night? + +SCHOOF + +Yeah. The images and reports for Amsterdam and what we have seen this weekend, the antisemitic attacks against Israelis and Jews, are nothing short of shocking and reprehensible. We don’t know all the details still yet, but it is abundantly clear that all boundaries of acceptable behavior have been violated. + +VAN DEN BERGH + +And, the Netherlands said it would investigate, could you explain a bit what you are investigating and specifically: there are reports that there were warnings from Israel that something might happened, that the Netherlands may have not acted on, and there are also increasing rapports that the behavior of Macabbi fans might not, that there is also questionable behavior from the Macabbi fan side and that that could have played a role. Are you also looking into those things? + +SCHOOF + +Yeah, the Dutch police and the prosecutor are now investigating with specific teams everything that happened because one of the things that is very troubling, is that still nobody is arrested because of what happened Thursday night. So all the efforts are related to that. And there is a lot of exchange of information, there is a lot of video footage, that are now being investigated. And there is, of course the hope and actually we are convinced that in the end we will find the perpetrators of these hideous attacks against Jews. So that is answer one to your question. At the same time, we are well aware of what happened earlier with the Maccabi supporters, but we think that is a different category and we condemn that violence as well, but it is no excuse, whatsoever, for what happened later on that night in the attacks on the Jews in Amsterdam. + +VAN DEN BERGH + +And with regards to the warnings that the Netherlands or the Dutch intelligence might have had? + +SCHOOF + +Yeah, we are still investigated if there were warnings from the Israeli around these issues and we will report that to our parliament as soon as possible. + +VRAAG (ONBEKEND) + +Mag weer gewoon in het Nederlands van mij. U noemde net het woord ‘polarisatie’. Op welke manier kunt u ervoor zorgen dat dat minder wordt? + +SCHOOF + +Nou, ik denk dat mijn oproep om met veel maatschappelijke organisaties in gesprek te gaan een van de manieren is – los van de veroordeling van het antisemitisme en het harde optreden wat we daar voor ogen hebben – om tegelijkertijd toch ook die verbinding te blijven houden, omdat we het met elkaar in Nederland wel samen zullen moeten doen. + +VRAAG + +En hoe gaat u zorgen voor die verbinding? + +SCHOOF + +Door te beginnen met door al die organisaties te praten. Dat lijkt me de eerste stap. En dat zullen we ook snel organiseren. Maar first things first, om het in goed Nederlands te zeggen: eerst met elkaar goed spreken over de bestrijding van het antisemitisme en dan weer met elkaar spreken over datgene wat er gebeurd is in de bredere context van de toenemende polarisatie en kijken of we daar met elkaar iets aan kunnen doen. + +VRAAG + +En u had het eerder over onder andere het onderwijs, maar u nam ook het woord opvoeding in de mond als we het hebben over het verbeteren van de integratie. Hoe kunt u dat doen? Want u kunt niet bij mensen achter de voordeur komen. + +SCHOOF + +Nee, dat kunnen we niet. Maar onderwijs speelt daar een belangrijke rol in naast de opvoeding. En ik denk dat het ook belangrijk is dat ouders worden aangesproken op het gedrag van hun kinderen. En ouders van, ik weet nog niet in welke levenscategorie ze hebben gezeten, maar ouders van letterlijk kinderen, dus als het jongeren zijn geweest onder de 18. Je zou verwachten dat ook de ouders in hun opvoeding andere gesprekken hebben met hun kinderen, dat ze dat ook veroordelen. En ik weet niet of die ouders dat doen. Maar dat lijkt me ook een eerste stap. En als de ouders dat niet zouden doen, dan hebben we een nieuw probleem. Maar ik ga ervan uit dat de ouders van degene die dit gedrag te tonen hebben gespreid, dat die ook hun kinderen, als ze het al weten, want daar zit natuurlijk ook vaak een probleem, maar als ze dit al weten, dat ze hun kinderen daar ook aanspreken. + +VRAAG + +Dus het kabinet roept bij deze ouders op om dat dan ook te doen? + +SCHOOF + +Ja, u lokt het nu bijna uit. Maar ik denk: het zou normaal moeten zijn. Dus ik zou geen oproep moeten doen. Het zou normaal moeten zijn dat je je kinderen daarop aanspreekt en dat dus ook de ouders van een niet-migratieachtergrond hun kinderen aanspreken op antisemitisch geweld tegen Joden. + +VRAAG + +Want is dit een oproep, inderdaad, dat was mijn volgende vraag, alleen aan ouders van kinderen met een migratieachtergrond of breed? + +SCHOOF + +Dat is breed. Antisemitisch geweld is gewoon nooit acceptabel. En het maakt niet uit. We hebben nu in Amsterdam gezien dat het in een specifieke groep zat, maar het is breder. Antisemitisme kennen we ook in andere kringen. Helemaal op extreemrechts of helemaal op extreemlinks. En daar geldt eigenlijk hetzelfde voor antisemitisme waar het ook vandaan komt, is laakbaar. \ No newline at end of file diff --git a/src/bias_detection.py b/src/bias_detection.py new file mode 100644 index 0000000..07eb053 --- /dev/null +++ b/src/bias_detection.py @@ -0,0 +1,262 @@ +from dataclasses import dataclass +from enum import Enum +from typing import List, Dict, Optional +import logging +from pathlib import Path +import json +import asyncio +from tqdm import tqdm + +import numpy as np +import ollama + +logger = logging.getLogger(__name__) + + +class BiasType(Enum): + CONFIRMATION = "confirmation_bias" + STEREOTYPICAL = "stereotypical_bias" + INGROUP_OUTGROUP = "ingroup_outgroup_bias" + ANCHORING = "anchoring_bias" + AVAILABILITY = "availability_bias" + + +@dataclass +class BiasDetectionResult: + bias_type: BiasType + confidence: float + explanation: str + affected_segments: List[str] + + +class BiasDetector: + def __init__( + self, + model_name: str = "hermes3:latest", + embeddings_model_name: str = "nomic-embed-text", + ): + self.model_name = model_name + self.embeddings = embeddings_model_name + self.prompts = self._load_bias_prompts() + + def _load_bias_prompts(self) -> Dict[BiasType, str]: + """Load prompts for different bias types.""" + return { + BiasType.CONFIRMATION: ( + "Analyze the following text for confirmation bias. " + "Look for instances where the author seeks or interprets information " + "to confirm existing beliefs. Respond in JSON format with fields: " + "'has_bias' (boolean), 'explanation' (string), 'segments' (list of strings).\n\n" + "Text: {text}" + ), + BiasType.STEREOTYPICAL: ( + "Analyze the following text for stereotypical bias. " + "Identify any oversimplified beliefs or assumptions about particular groups. " + "Respond in JSON format with fields: " + "'has_bias' (boolean), 'explanation' (string), 'segments' (list of strings).\n\n" + "Text: {text}" + ), + BiasType.INGROUP_OUTGROUP: ( + "Analyze the following text for ingroup-outgroup bias. " + "Look for favoritism towards one's own group or discrimination against other groups. " + "Respond in JSON format with fields: " + "'has_bias' (boolean), 'explanation' (string), 'segments' (list of strings).\n\n" + "Text: {text}" + ), + BiasType.ANCHORING: ( + "Analyze the following text for anchoring bias. " + "Identify instances where initial information disproportionately influences decisions. " + "Respond in JSON format with fields: " + "'has_bias' (boolean), 'explanation' (string), 'segments' (list of strings).\n\n" + "Text: {text}" + ), + BiasType.AVAILABILITY: ( + "Analyze the following text for availability bias. " + "Look for judgments influenced by easily recalled examples rather than complete data. " + "Respond in JSON format with fields: " + "'has_bias' (boolean), 'explanation' (string), 'segments' (list of strings).\n\n" + "Text: {text}" + ), + } + + def get_embedding(self, text: str) -> List[float]: + """Get embeddings using Ollama.""" + response = ollama.embeddings(model=self.model_name, prompt=text) + return response["embedding"] + + async def detect_bias( + self, text: str, bias_types: Optional[List[BiasType]] = None + ) -> List[BiasDetectionResult]: + """ + Detect various types of bias in the given text. + + Args: + text: The text to analyze for bias + bias_types: Optional list of specific bias types to check for + + Returns: + List of BiasDetectionResult objects + """ + if bias_types is None: + bias_types = list(BiasType) + + results = [] + text_embedding = self.get_embedding(text) + + for bias_type in tqdm(bias_types, desc="Checking bias types", leave=False): + # Get the appropriate prompt + prompt = self.prompts[bias_type].format(text=text) + + # Generate analysis + response = ollama.generate( + model=self.model_name, prompt=prompt, format="json" + ) + + try: + analysis = json.loads(response["response"]) + + # Calculate confidence using embeddings + confidence = self._calculate_confidence( + text_embedding, analysis.get("explanation", "") + ) + + results.append( + BiasDetectionResult( + bias_type=bias_type, + confidence=confidence, + explanation=analysis.get("explanation", ""), + affected_segments=analysis.get("segments", []), + ) + ) + + except json.JSONDecodeError: + logger.error(f"Failed to parse JSON response for {bias_type}") + continue + + return results + + def _calculate_confidence( + self, text_embedding: List[float], explanation: str + ) -> float: + """Calculate confidence score for bias detection using cosine similarity.""" + # Handle empty explanation + if not explanation: + logger.warning("Empty explanation received, returning minimum confidence") + return 0.5 + + try: + # Get embedding for the explanation + explanation_embedding = self.get_embedding(explanation) + + # Validate embedding dimensions + if len(explanation_embedding) == 0: + logger.warning("Received empty embedding, returning minimum confidence") + return 0.5 + + if len(explanation_embedding) != len(text_embedding): + logger.error( + f"Embedding dimension mismatch: {len(text_embedding)} vs {len(explanation_embedding)}" + ) + return 0.5 + + # Calculate cosine similarity + dot_product = np.dot(text_embedding, explanation_embedding) + text_norm = np.linalg.norm(text_embedding) + explanation_norm = np.linalg.norm(explanation_embedding) + + # Avoid division by zero + if text_norm == 0 or explanation_norm == 0: + return 0.5 + + similarity = dot_product / (text_norm * explanation_norm) + confidence = 0.5 + (similarity * 0.5) + + return float(np.clip(confidence, 0.0, 1.0)) + + except Exception as e: + logger.error(f"Error calculating confidence: {str(e)}") + return 0.5 + + async def analyze_document( + self, file_path: Path + ) -> Dict[BiasType, List[BiasDetectionResult]]: + """Analyze an entire document for various types of bias.""" + with open(file_path, "r") as f: + text = f.read() + + # Split into manageable chunks + chunks = self._split_text(text) + + all_results = {} + for chunk in tqdm(chunks, desc="Analyzing document chunks"): + results = await self.detect_bias(chunk) + for result in results: + if result.bias_type not in all_results: + all_results[result.bias_type] = [] + all_results[result.bias_type].append(result) + + return all_results + + def _split_text(self, text: str, chunk_size: int = 1000) -> List[str]: + """Split text into manageable chunks for analysis while preserving semantic units. + + Args: + text: The input text to split + chunk_size: Target size for each chunk in characters + + Returns: + List of text chunks that preserve sentence and paragraph boundaries + """ + # Split into paragraphs first + paragraphs = text.split("\n\n") + chunks = [] + current_chunk = [] + current_length = 0 + + for paragraph in paragraphs: + # Split paragraph into sentences (basic splitting) + sentences = [ + s.strip() + for s in paragraph.replace("? ", "?|") + .replace("! ", "!|") + .replace(". ", ".|") + .split("|") + ] + + for sentence in sentences: + sentence_len = len(sentence) + 1 # +1 for space + + if current_length + sentence_len > chunk_size and current_chunk: + # Join completed chunk and start new one + chunks.append(" ".join(current_chunk)) + current_chunk = [sentence] + current_length = sentence_len + else: + current_chunk.append(sentence) + current_length += sentence_len + + # Add paragraph boundary + if current_chunk: + current_chunk.append("\n\n") + current_length += 2 + + # Add final chunk if exists + if current_chunk: + chunks.append(" ".join(current_chunk).strip()) + + return [chunk for chunk in chunks if chunk.strip()] # Remove empty chunks + + +async def main(): + detector = BiasDetector() + results = await detector.analyze_document(Path("docs/mini-schoof.txt")) + for bias_type, bias_results in results.items(): + print(f"\n{bias_type.value}:") + for result in bias_results: + print(f"- Confidence: {result.confidence}") + print(f"- Explanation: {result.explanation}") + print(f"- Affected segments: {result.affected_segments}") + + +if __name__ == "__main__": + asyncio.run(main()) From d069f846ca465665922d2b1616c86b1f990922f0 Mon Sep 17 00:00:00 2001 From: Leon van Bokhorst Date: Wed, 13 Nov 2024 20:22:02 +0100 Subject: [PATCH 2/2] Refactor bias detection system and improve analysis report generation --- docs/20241111-schoof-analysis.pdf | Bin 0 -> 601823 bytes docs/faber.txt | 109 + docs/mini-schoof.txt | 50 +- docs/schoof_analysis_report.md | 3289 +++++++++++++++++++++++++++++ src/bias_detection.py | 75 +- 5 files changed, 3463 insertions(+), 60 deletions(-) create mode 100644 docs/20241111-schoof-analysis.pdf create mode 100644 docs/faber.txt create mode 100644 docs/schoof_analysis_report.md diff --git a/docs/20241111-schoof-analysis.pdf b/docs/20241111-schoof-analysis.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7466b2f7781ae827d2b57f66ba78cfe6ee3848da GIT binary patch literal 601823 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z_Q30_*Kar^ENTw}A15${-j>!641-8mabAEI(E1@!Lj63B*F_T3FfSAsr-$bzPIIDk zn1G26fTw5;kQl9~UVw)u!1x^!*^1^m;5o0x<4J+Wpav^6juZ*W$S zw6AAmF)D{b=_WcrOAT`pd6hz7#$jRWP5Urp_JEPIz{4*Z@v}-}X7c<>VT_=72qf=b zyvtKL0;YYtVTd5S;DG`ofBX)l9CV&>7z%(lN8zM5=Y List[str]: return [chunk for chunk in chunks if chunk.strip()] # Remove empty chunks + def save_analysis_report( + self, results: Dict[BiasType, List[BiasDetectionResult]], output_path: Path + ) -> None: + """Generate and save a markdown report of the bias analysis results. + + Args: + results: Dictionary mapping BiasType to list of detection results + output_path: Path where the markdown report should be saved + """ + # Overall statistics + total_instances = sum(len(bias_results) for bias_results in results.values()) + avg_confidences = { + bias_type: np.mean([r.confidence for r in bias_results]) + for bias_type, bias_results in results.items() + } + + report = [ + "# Bias Analysis Report\n", + *( + "## Summary\n", + f"- Total bias instances detected: {total_instances}", + "- Average confidence by bias type:", + ), + ] + report.extend( + f" - {bias_type.value}: {avg_conf:.2f}" + for bias_type, avg_conf in avg_confidences.items() + ) + report.append("\n") + + # Detailed results by bias type + for bias_type, bias_results in results.items(): + report.append(f"## {bias_type.value.replace('_', ' ').title()}\n") + + # Sort results by confidence + sorted_results = sorted( + bias_results, key=lambda x: x.confidence, reverse=True + ) + + for result in sorted_results: + report.extend( + ( + f"### Instance (Confidence: {result.confidence:.2f})", + f"\n**Explanation:**\n{result.explanation}\n", + ) + ) + if result.affected_segments: + report.append("**Affected Segments:**") + report.extend( + f"- {segment}" for segment in result.affected_segments + ) + report.append("\n") + + # Save the report + output_path.parent.mkdir(parents=True, exist_ok=True) + output_path.write_text("\n".join(report)) + logger.info(f"Analysis report saved to {output_path}") + async def main(): detector = BiasDetector() - results = await detector.analyze_document(Path("docs/mini-schoof.txt")) - for bias_type, bias_results in results.items(): - print(f"\n{bias_type.value}:") - for result in bias_results: - print(f"- Confidence: {result.confidence}") - print(f"- Explanation: {result.explanation}") - print(f"- Affected segments: {result.affected_segments}") + results = await detector.analyze_document(Path("docs/schoof.txt")) + detector.save_analysis_report(results, Path("schoof_analysis_report.md")) if __name__ == "__main__":