Update app.py

app.py

@@ -49,80 +49,61 @@ tone_categories = {
 
 # Frame categories for fallback method
 
+# AI-Expanded Frame Categories for More Precise Categorization
 frame_categories = {
     "Human Rights & Justice": {
-        "Legal Rights & Reforms": ["law", "justice", "legal", "reforms", "legislation"],
-        "Humanitarian Issues": ["humanitarian", "aid", "refugees", "asylum", "crisis response"],
-        "Civil Liberties": ["freedom", "expression", "privacy", "rights violations"]
+        "Legal Rights & Reforms": ["law", "justice", "legal", "reforms", "legislation", "human rights", "court", "trial", "lawsuit", "due process", "legal aid", "constitutional rights", "judiciary", "legal defense"],
+        "Humanitarian Issues": ["humanitarian", "aid", "refugees", "asylum", "crisis response", "displacement", "famine", "disaster relief", "war victims", "NGO support", "humanitarian corridors", "food security"],
+        "Civil Liberties": ["freedom", "expression", "privacy", "rights violations", "censorship", "surveillance", "press freedom", "free speech", "whistleblower", "state repression", "thought control"]
     },
     "Political & State Accountability": {
-        "Corruption & Governance": ["corruption", "government", "policy", "accountability", "transparency"],
-        "Political Oppression": ["authoritarianism", "censorship", "state control", "dissent", "crackdown"],
-        "Elections & Political Representation": ["voting", "elections", "political participation", "democracy"]
+        "Corruption & Governance": ["corruption", "government", "policy", "accountability", "transparency", "bribery", "misuse of power", "scandal", "nepotism", "tax fraud", "political ethics"],
+        "Political Oppression": ["authoritarianism", "censorship", "state control", "dissent", "crackdown", "political prisoners", "martial law", "dictatorship", "state violence", "militarization"],
+        "Elections & Political Representation": ["voting", "elections", "political participation", "democracy", "voter suppression", "fraud", "ballot", "electoral reform", "gerrymandering", "campaign finance reform"]
     },
     "Gender & Patriarchy": {
-        "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"]
+        "Gender-Based Violence": ["violence", "domestic abuse", "sexual harassment", "femicide", "sexual assault", "stalking", "forced marriage", "honor killings", "gender violence", "misogyny"],
+        "Women's Rights & Equality": ["gender equality", "feminism", "reproductive rights", "patriarchy", "pay gap", "maternal health", "women's leadership", "workplace discrimination", "sexism", "gender equity"],
+        "LGBTQ+ Rights": ["queer rights", "LGBTQ+", "gender identity", "trans rights", "homophobia", "pride", "same-sex marriage", "conversion therapy", "non-binary", "gender fluidity", "intersectional LGBTQ+ activism"]
     },
     "Religious Freedom & Persecution": {
-        "Religious Discrimination": ["persecution", "intolerance", "sectarianism", "faith-based violence"],
-        "Religious Minorities' Rights": ["minorities", "blasphemy laws", "religious freedom", "forced conversion"]
+        "Religious Discrimination": ["persecution", "intolerance", "sectarianism", "faith-based violence", "hate crime", "blasphemy", "religious hate speech", "atheist rights"],
+        "Religious Minorities' Rights": ["minorities", "blasphemy laws", "religious freedom", "forced conversion", "places of worship", "religious refugee", "interfaith dialogue", "church-state separation"]
     },
     "Grassroots Mobilization": {
-        "Community Activism": ["activism", "grassroots", "volunteering", "local organizing"],
-        "Protests & Demonstrations": ["march", "strike", "rally", "sit-in", "boycott"],
-        "Coalition Building": ["solidarity", "collaboration", "alliances", "mutual aid"]
+        "Community Activism": ["activism", "grassroots", "volunteering", "local organizing", "community engagement", "mutual aid", "citizen action", "door-to-door organizing"],
+        "Protests & Demonstrations": ["march", "strike", "rally", "sit-in", "boycott", "mass mobilization", "civil disobedience", "public gathering", "direct action", "peaceful protest"],
+        "Coalition Building": ["solidarity", "collaboration", "alliances", "mutual aid", "networking", "joint statement", "collective movement", "intersectional activism"]
     },
     "Environmental Crisis & 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"]
+        "Climate Change Awareness": ["climate crisis", "global warming", "carbon emissions", "fossil fuels", "sea level rise", "heatwaves", "melting ice caps", "climate denialism", "climate resilience"],
+        "Conservation & Sustainability": ["deforestation", "wildlife protection", "biodiversity", "reforestation", "green energy", "sustainable agriculture", "plastic pollution", "ecological preservation"],
+        "Environmental Justice": ["pollution", "water crisis", "land rights", "indigenous rights", "eco-activism", "environmental racism", "waste management", "toxic exposure", "corporate environmental responsibility"]
     },
     "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"]
+        "Hate Speech & Radicalization": ["hate speech", "extremism", "online radicalization", "propaganda", "far-right groups", "hate groups", "online disinformation", "terrorist recruitment"],
+        "Mob & Sectarian Violence": ["mob attack", "lynching", "sectarian violence", "hate crimes", "communal riots", "armed militia", "religious riots", "paramilitary violence"],
+        "Counterterrorism & De-Radicalization": ["terrorism", "prevention", "peacebuilding", "rehabilitation", "extremist ideology", "security policy", "deradicalization programs"]
     },
     "Social Inequality & Economic Disparities": {
-        "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"]
+        "Class Privilege & Labor Rights": ["classism", "labor rights", "unions", "wage gap", "worker exploitation", "fair wages", "labor strikes", "union busting", "gig economy exploitation"],
+        "Poverty & Economic Justice": ["poverty", "inequality", "economic disparity", "wealth gap", "unemployment", "food insecurity", "universal basic income", "wealth redistribution"],
+        "Housing & Healthcare": ["housing crisis", "healthcare access", "social safety nets", "homelessness", "medicaid", "affordable housing", "public health"]
     },
     "Activism & Advocacy": {
-        "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"]
+        "Policy Advocacy & Legal Reforms": ["campaign", "policy change", "legal advocacy", "legislative reform", "policy shift", "lobbying", "justice reform"],
+        "Social Media Activism": ["hashtags", "digital activism", "awareness campaign", "viral movement", "online protest", "cyber activism", "influencer advocacy"],
+        "Freedom of Expression & Press": ["press freedom", "censorship", "media rights", "journalist safety", "fake news", "whistleblowing", "independent media"]
     },
     "Systemic Oppression": {
-        "Marginalized Communities": ["minorities", "exclusion", "systemic discrimination"],
-        "Racial & Ethnic Discrimination": ["racism", "xenophobia", "ethnic cleansing", "casteism"],
-        "Institutional Bias": ["institutional racism", "structural oppression", "biased laws"]
+        "Marginalized Communities": ["minorities", "exclusion", "systemic discrimination", "oppression", "intersectionality", "social marginalization"],
+        "Racial & Ethnic Discrimination": ["racism", "xenophobia", "ethnic cleansing", "casteism", "racial profiling", "hate speech", "anti-Blackness"],
+        "Institutional Bias": ["institutional racism", "structural oppression", "biased laws", "discriminatory policies", "racial justice"]
     },
     "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"]
+        "Multiple Oppressions": ["overlapping struggles", "intersecting identities", "double discrimination", "marginalization", "intersectional struggles"],
+        "Women & Marginalized Identities": ["feminism", "queer feminism", "minority women", "disabled women", "indigenous women"],
+        "Global Solidarity Movements": ["transnational activism", "cross-movement solidarity", "international justice", "global human rights"]
     }
 }
 
@@ -245,7 +226,7 @@ def create_docx_from_data(extracted_data):
             if key in ["Tone", "Hashtags"]:
                 value = ", ".join(value) if isinstance(value, list) else value
             elif key == "Frames" and isinstance(value, dict):
-                frame_text = "\n".join([f"  {category}: {', '.join(frames)}" for category, frames in value.items() if frames])
+                frame_text = "\n".join([f"  {category}: {', '.join([' → '.join(frame) for frame in frames])}" for category, frames in value.items() if frames])
                 value = f"\n{frame_text}" if frame_text else "N/A"
 
             doc.add_paragraph(f"**{key}:** {value}")