Update app.py

app.py

@@ -53,82 +53,138 @@ tone_categories = {
 # Expanded Frame Categories for Better Categorization
 frame_categories = {
     "Human Rights & Justice": {
-        "Legal Rights & Reforms": ["law", "justice", "legal", "reforms", "legislation", "rights", "human rights", "court", "trial", "lawsuit", "due process"],
-        "Humanitarian Issues": ["humanitarian", "aid", "refugees", "asylum", "crisis response", "displacement", "famine", "disaster relief", "war victims", "NGO support"],
-        "Civil Liberties": ["freedom", "expression", "privacy", "rights violations", "censorship", "surveillance", "press freedom", "free speech", "whistleblower"]
+        "Legal Rights & Reforms": [
+            "law", "justice", "legal", "reforms", "legislation", "rights", 
+            "human rights", "court", "trial", "lawsuit", "due process"
+        ],
+        "Humanitarian Issues": [
+            "humanitarian", "aid", "refugees", "asylum", "crisis response", 
+            "displacement", "famine", "disaster relief", "war victims", "NGO support"
+        ],
+        "Civil Liberties": [
+            "freedom", "expression", "privacy", "rights violations", "censorship", 
+            "surveillance", "press freedom", "free speech", "whistleblower",
+            "journalist safety", "Aurat March censorship", "suppression of student unions"
+        ]
     },
     "Political & State Accountability": {
-        "Corruption & Governance": ["corruption", "government", "policy", "accountability", "transparency", "bribery", "misuse of power", "scandal", "nepotism", "tax fraud"],
-        "Political Oppression": ["authoritarianism", "censorship", "state control", "dissent", "crackdown", "political prisoners", "martial law", "dictatorship", "state violence"],
-        "Elections & Political Representation": ["voting", "elections", "political participation", "democracy", "voter suppression", "fraud", "ballot", "electoral reform"]
+        "Corruption & Governance": [
+            "corruption", "government", "policy", "accountability", "transparency", 
+            "bribery", "misuse of power", "scandal", "nepotism", "tax fraud",
+            "state repression", "enforced disappearances", "Sindh police brutality",
+            "Baloch missing persons", "PTM protests"
+        ],
+        "Political Oppression": [
+            "authoritarianism", "censorship", "state control", "dissent", "crackdown",
+            "political prisoners", "martial law", "dictatorship", "state violence",
+            "student protests", "Aurat March arrests", "crackdown on civil society", 
+            "arbitrary arrests"
+        ],
+        "Elections & Political Representation": [
+            "voting", "elections", "political participation", "democracy",
+            "voter suppression", "fraud", "ballot", "electoral reform",
+            "reserved seats for minorities", "proportional representation"
+        ]
     },
     "Gender & Patriarchy": {
-        "Gender-Based Violence": ["violence", "domestic abuse", "sexual harassment", "femicide", "sexual assault", "stalking", "forced marriage", "gender violence"],
-        "Women's Rights & Equality": ["gender equality", "feminism", "reproductive rights", "patriarchy", "pay gap", "maternal health", "women's leadership", "workplace discrimination"],
-        "LGBTQ+ Rights": ["queer rights", "LGBTQ+", "gender identity", "trans rights", "homophobia", "pride", "same-sex marriage", "conversion therapy", "non-binary"]
+        "Gender-Based Violence": [
+            "violence", "domestic abuse", "sexual harassment", "femicide",
+            "sexual assault", "stalking", "forced marriage", "gender violence",
+            "honor killing", "karo kari", "Afshan Jamali", "Sindh Punjab gender violence"
+        ],
+        "Women's Rights & Equality": [
+            "gender equality", "feminism", "reproductive rights", "patriarchy",
+            "pay gap", "maternal health", "women's leadership", "workplace discrimination",
+            "gynecological healthcare access", "medical discrimination", "maternal mortality"
+        ],
+        "LGBTQ+ Rights": [
+            "queer rights", "LGBTQ+", "gender identity", "trans rights",
+            "homophobia", "pride", "same-sex marriage", "conversion therapy", 
+            "non-binary", "Moorat March", "Khwajasira activism",
+            "transgender employment rights", "inheritance rights"
+        ]
     },
     "Religious Freedom & Persecution": {
-        "Religious Discrimination": ["persecution", "intolerance", "sectarianism", "faith-based violence", "hate crime", "blasphemy", "religious hate speech"],
-        "Religious Minorities' Rights": ["minorities", "blasphemy laws", "religious freedom", "forced conversion", "places of worship", "religious refugee", "interfaith dialogue"]
+        "Religious Discrimination": [
+            "persecution", "intolerance", "sectarianism", "faith-based violence",
+            "hate crime", "blasphemy", "religious hate speech", "sectarian violence",
+            "Shia persecution", "Kurram massacre", "false accusations of blasphemy",
+            "minority safety"
+        ],
+        "Religious Minorities' Rights": [
+            "minorities", "blasphemy laws", "religious freedom", "forced conversion",
+            "places of worship", "religious refugee", "interfaith dialogue",
+            "Hindu abductions", "Christian forced conversions", "job discrimination",
+            "sectarian attacks", "church attacks"
+        ]
     },
     "Grassroots Mobilization": {
-        "Community Activism": ["activism", "grassroots", "volunteering", "local organizing", "community engagement", "mutual aid", "citizen action"],
-        "Protests & Demonstrations": ["march", "strike", "rally", "sit-in", "boycott", "mass mobilization", "civil disobedience", "public gathering"],
-        "Coalition Building": ["solidarity", "collaboration", "alliances", "mutual aid", "networking", "joint statement", "collective movement"]
+        "Community Activism": [
+            "activism", "grassroots", "volunteering", "local organizing",
+            "community engagement", "mutual aid", "citizen action"
+        ],
+        "Protests & Demonstrations": [
+            "march", "strike", "rally", "sit-in", "boycott", "mass mobilization",
+            "civil disobedience", "public gathering"
+        ],
+        "Coalition Building": [
+            "solidarity", "collaboration", "alliances", "mutual aid", "networking",
+            "joint statement", "collective movement"
+        ]
     },
     "Environmental Crisis & Activism": {
-        "Climate Change Awareness": ["climate crisis", "global warming", "carbon emissions", "fossil fuels", "sea level rise", "heatwaves", "melting ice caps"],
-        "Conservation & Sustainability": ["deforestation", "wildlife protection", "biodiversity", "reforestation", "green energy", "sustainable agriculture", "plastic pollution"],
-        "Environmental Justice": ["pollution", "water crisis", "land rights", "indigenous rights", "eco-activism", "environmental racism", "waste management"]
-    },
-    "Anti-Extremism & Anti-Violence": {
-        "Hate Speech & Radicalization": ["hate speech", "extremism", "online radicalization", "propaganda", "far-right groups", "hate groups"],
-        "Mob & Sectarian Violence": ["mob attack", "lynching", "sectarian violence", "hate crimes", "communal riots", "armed militia"],
-        "Counterterrorism & De-Radicalization": ["terrorism", "prevention", "peacebuilding", "rehabilitation", "extremist ideology", "security policy"]
+        "Climate Change Awareness": [
+            "climate crisis", "global warming", "carbon emissions", "fossil fuels",
+            "sea level rise", "heatwaves", "melting ice caps", "mining protests",
+            "natural resource exploitation", "Indus River", "water rights",
+            "deforestation protests"
+        ],
+        "Conservation & Sustainability": [
+            "deforestation", "wildlife protection", "biodiversity", "reforestation",
+            "green energy", "sustainable agriculture", "plastic pollution"
+        ],
+        "Environmental Justice": [
+            "pollution", "water crisis", "land rights", "indigenous rights",
+            "eco-activism", "environmental racism", "waste management",
+            "Karoonjhar Mountain", "Indus canal project", "farmer displacement",
+            "eco-resistance", "local activism"
+        ]
     },
     "Social Inequality & Economic Disparities": {
-        "Class Privilege & Labor Rights": ["classism", "labor rights", "unions", "wage gap", "worker exploitation", "fair wages", "labor strikes"],
-        "Poverty & Economic Justice": ["poverty", "inequality", "economic disparity", "wealth gap", "unemployment", "food insecurity"],
-        "Housing & Healthcare": ["housing crisis", "healthcare access", "social safety nets", "homelessness", "medicaid", "affordable housing"]
+        "Class Privilege & Labor Rights": [
+            "classism", "labor rights", "unions", "wage gap", "worker exploitation",
+            "fair wages", "labor strikes", "sanitation worker discrimination",
+            "labor exploitation", "economic justice for minorities"
+        ],
+        "Poverty & Economic Justice": [
+            "poverty", "inequality", "economic disparity", "wealth gap",
+            "unemployment", "food insecurity"
+        ],
+        "Housing & Healthcare": [
+            "housing crisis", "healthcare access", "social safety nets",
+            "homelessness", "medicaid", "affordable housing", 
+            "gynecological healthcare access", "medical discrimination", "maternal mortality"
+        ]
     },
     "Activism & Advocacy": {
-        "Policy Advocacy & Legal Reforms": ["campaign", "policy change", "legal advocacy", "legislative reform", "policy shift", "lobbying"],
-        "Social Media Activism": ["hashtags", "digital activism", "awareness campaign", "viral movement", "online protest", "cyber activism"],
-        "Freedom of Expression & Press": ["press freedom", "censorship", "media rights", "journalist safety", "fake news", "whistleblowing"]
-    },
-    "Systemic Oppression": {
-        "Marginalized Communities": ["minorities", "exclusion", "systemic discrimination", "oppression", "intersectionality"],
-        "Racial & Ethnic Discrimination": ["racism", "xenophobia", "ethnic cleansing", "casteism", "racial profiling", "hate speech"],
-        "Institutional Bias": ["institutional racism", "structural oppression", "biased laws", "discriminatory policies"]
-    },
-    "Intersectionality": {
-        "Multiple Oppressions": ["overlapping struggles", "intersecting identities", "double discrimination", "marginalization"],
-        "Women & Marginalized Identities": ["feminism", "queer feminism", "minority women", "disabled women", "indigenous women"],
-        "Global Solidarity Movements": ["transnational activism", "cross-movement solidarity", "international justice"]
-    },
-    "Call to Action": {
-        "Petitions & Direct Action": ["sign petition", "protest", "boycott", "demonstrate", "advocate"],
-        "Fundraising & Support": ["donate", "crowdfunding", "aid support", "mutual aid funds", "relief efforts"],
-        "Policy & Legislative Action": ["policy change", "demand action", "write to lawmakers", "call your representative"]
-    },
-    "Empowerment & Resistance": {
-        "Grassroots Organizing": ["community empowerment", "leadership training", "civil resistance", "community building"],
-        "Revolutionary Movements": ["resistance", "revolt", "revolutionary change", "radical change", "freedom fighters"],
-        "Inspiration & Motivational Messaging": ["hope", "courage", "overcoming struggles", "empowerment", "transformative justice"]
-    },
-    "Climate Justice": {
-        "Indigenous Environmental Activism": ["land rights", "indigenous climate leadership", "tribal land protection", "environmental sovereignty"],
-        "Corporate Accountability": ["big oil", "corporate greed", "environmental negligence", "corporate responsibility"],
-        "Sustainable Development": ["eco-friendly", "renewable energy", "circular economy", "climate resilience"]
-    },
-    "Human Rights Advocacy": {
-        "Criminal Justice Reform": ["police brutality", "wrongful convictions", "prison reform", "mass incarceration"],
-        "Workplace Discrimination & Labor Rights": ["workplace bias", "equal pay", "unions", "workplace harassment"],
-        "International Human Rights": ["humanitarian law", "UN declarations", "international treaties", "human rights violations"]
+        "Policy Advocacy & Legal Reforms": [
+            "campaign", "policy change", "legal advocacy", "legislative reform",
+            "policy shift", "lobbying"
+        ],
+        "Social Media Activism": [
+            "hashtags", "digital activism", "awareness campaign",
+            "viral movement", "online protest", "cyber activism",
+            "online organizing", "Twitter Spaces", "digital protest movements"
+        ],
+        "Freedom of Expression & Press": [
+            "press freedom", "censorship", "media rights", "journalist safety",
+            "fake news", "whistleblowing"
+        ]
     }
 }
 
 
+
 # Detect language
 def detect_language(text):
     try: