Update app.py

app.py

@@ -51,135 +51,80 @@ tone_categories = {
 
 # AI-Expanded Frame Categories for More Precise Categorization
 # Expanded Frame Categories for Better Categorization
-frame_categories = {
+activism_topics = {
     "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",
-            "journalist safety", "Aurat March censorship", "suppression of student unions"
-        ]
+        "Legal Rights & Reforms": ["law", "justice", "legal", "reforms", "legislation"],
+        "Humanitarian Issues": ["humanitarian", "aid", "refugees", "asylum", "crisis response"],
+        "Civil Liberties": ["freedom", "expression", "privacy", "rights violations"]
     },
     "Political & State Accountability": {
-        "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"
-        ]
+        "Corruption & Governance": ["corruption", "government", "policy", "accountability", "transparency"],
+        "Political Oppression": ["authoritarianism", "censorship", "state control", "dissent", "crackdown"],
+        "Elections & Political Representation": ["voting", "elections", "political participation", "democracy"]
     },
     "Gender & Patriarchy": {
-        "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"
-        ]
+        "Gender-Based Violence": ["violence", "domestic abuse", "sexual harassment", "femicide"],
+        "Women's Rights & Equality": ["gender equality", "feminism", "reproductive rights", "patriarchy"],
+        "LGBTQ+ Rights": ["queer rights", "LGBTQ+", "gender identity", "trans rights", "homophobia"]
     },
     "Religious Freedom & Persecution": {
-        "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"
-        ]
+        "Religious Discrimination": ["persecution", "intolerance", "sectarianism", "faith-based violence"],
+        "Religious Minorities' Rights": ["minorities", "blasphemy laws", "religious freedom", "forced conversion"]
     },
     "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"],
+        "Protests & Demonstrations": ["march", "strike", "rally", "sit-in", "boycott"],
+        "Coalition Building": ["solidarity", "collaboration", "alliances", "mutual aid"]
     },
     "Environmental Crisis & Activism": {
-        "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"
-        ]
+        "Climate Change Awareness": ["climate crisis", "global warming", "carbon emissions", "fossil fuels"],
+        "Conservation & Sustainability": ["deforestation", "wildlife protection", "biodiversity"],
+        "Environmental Justice": ["pollution", "water crisis", "land rights", "indigenous rights"]
+    },
+    "Anti-Extremism & Anti-Violence": {
+        "Hate Speech & Radicalization": ["hate speech", "extremism", "online radicalization", "propaganda"],
+        "Mob & Sectarian Violence": ["mob attack", "lynching", "sectarian violence", "hate crimes"],
+        "Counterterrorism & De-Radicalization": ["terrorism", "prevention", "peacebuilding", "rehabilitation"]
     },
     "Social Inequality & Economic Disparities": {
-        "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"
-        ]
+        "Class Privilege & Labor Rights": ["classism", "labor rights", "unions", "wage gap"],
+        "Poverty & Economic Justice": ["poverty", "inequality", "economic disparity", "wealth gap"],
+        "Housing & Healthcare": ["housing crisis", "healthcare access", "social safety nets"]
     },
     "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",
-            "online organizing", "Twitter Spaces", "digital protest movements"
-        ],
-        "Freedom of Expression & Press": [
-            "press freedom", "censorship", "media rights", "journalist safety",
-            "fake news", "whistleblowing"
-        ]
+        "Policy Advocacy & Legal Reforms": ["campaign", "policy change", "legal advocacy"],
+        "Social Media Activism": ["hashtags", "digital activism", "awareness campaign"],
+        "Freedom of Expression & Press": ["press freedom", "censorship", "media rights"]
+    },
+    "Systemic Oppression": {
+        "Marginalized Communities": ["minorities", "exclusion", "systemic discrimination"],
+        "Racial & Ethnic Discrimination": ["racism", "xenophobia", "ethnic cleansing", "casteism"],
+        "Institutional Bias": ["institutional racism", "structural oppression", "biased laws"]
+    },
+    "Intersectionality": {
+        "Multiple Oppressions": ["overlapping struggles", "intersecting identities", "double discrimination"],
+        "Women & Marginalized Identities": ["feminism", "queer feminism", "minority women"],
+        "Global Solidarity Movements": ["transnational activism", "cross-movement solidarity"]
+    },
+    "Call to Action": {
+        "Petitions & Direct Action": ["sign petition", "protest", "boycott"],
+        "Fundraising & Support": ["donate", "crowdfunding", "aid support"],
+        "Policy & Legislative Action": ["policy change", "demand action", "write to lawmakers"]
+    },
+    "Empowerment & Resistance": {
+        "Grassroots Organizing": ["community empowerment", "leadership training"],
+        "Revolutionary Movements": ["resistance", "revolt", "revolutionary change"],
+        "Inspiration & Motivational Messaging": ["hope", "courage", "overcoming struggles"]
+    },
+    "Climate Justice": {
+        "Indigenous Environmental Activism": ["land rights", "indigenous climate leadership"],
+        "Corporate Accountability": ["big oil", "corporate greed", "environmental negligence"],
+        "Sustainable Development": ["eco-friendly", "renewable energy", "circular economy"]
+    },
+    "Human Rights Advocacy": {
+        "Criminal Justice Reform": ["police brutality", "wrongful convictions", "prison reform"],
+        "Workplace Discrimination & Labor Rights": ["workplace bias", "equal pay", "unions"],
+        "International Human Rights": ["humanitarian law", "UN declarations", "international treaties"]
     }
 }