first draft

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+static/images/banner.jpg filter=lfs diff=lfs merge=lfs -text

Dockerfile

@@ -0,0 +1,35 @@
+FROM python:3.10
+
+WORKDIR /app
+
+ENV POETRY_VERSION=1.6.1
+RUN pip install "poetry==$POETRY_VERSION"
+
+RUN poetry config virtualenvs.create false
+
+COPY ./poetry.lock /app/poetry.lock
+COPY ./pyproject.toml /app/pyproject.toml
+RUN poetry install --no-dev
+
+# User
+RUN useradd -m -u 1000 user
+USER user
+ENV HOME /home/user
+ENV PATH $HOME/.local/bin:$PATH
+
+WORKDIR $HOME
+RUN mkdir app
+WORKDIR $HOME/app
+COPY . $HOME/app
+
+# RUN --mount=type=secret,id=QDRANT_DATABASE__API_KEY,mode=0444,required=true
+# RUN --mount=type=secret,id=QDRANT_DATABASE__URL,mode=0444,required=true
+# RUN --mount=type=secret,id=LLM_PROVIDER__MODEL,mode=0444,required=true
+# RUN --mount=type=secret,id=LLM_PROVIDER__API_KEY,mode=0444,required=true
+
+EXPOSE 8501
+CMD streamlit run src/app/app.py \
+    --server.headless true \
+    --server.enableCORS false \
+    --server.enableXsrfProtection false \
+    --server.fileWatcherType none

README.md

@@ -1,8 +1,8 @@
 ---
-title: Test Space Negotiate Ai
-emoji: 🌍
-colorFrom: indigo
-colorTo: indigo
+title: Giz Test Space
+emoji: 📉
+colorFrom: blue
+colorTo: gray
 sdk: docker
 pinned: false
 ---

data/example_prompts/example_prompts_inc.json

@@ -0,0 +1,14 @@
+[
+    {
+        "id": 1,
+        "question": "What is Malysia's position on chemicals and polymers of concern?"
+    },
+    {
+        "id": 2,
+        "question": "Compare Indias and New Zealands position on just transition."
+    },
+    {
+        "id": 3,
+        "question": "Do the selected countries prefer a top-down instrument?"
+    }
+]

data/example_prompts/example_prompts_knowledge_hub.json

@@ -0,0 +1,14 @@
+[
+    {
+        "id": 1,
+        "question": "What can be done to improve tracking and management of non-packaging plastic waste to support better environmental policies?"
+    },
+    {
+        "id": 2,
+        "question": "How can Pacific Island policy frameworks be improved to address the full life cycle impacts of plastics on the environment and public health?"
+    },
+    {
+        "id": 3,
+        "question": "Are industry-promoted solutions like recycling and burning plastic effective in addressing the plastics crisis?"
+    }
+]

data/taxonomies/authors_filter.json

@@ -0,0 +1,518 @@
+{
+    "Members - Countries": [
+        "Algeria",
+        "Angola",
+        "Antigua And Barbuda",
+        "Argentina",
+        "Armenia",
+        "Australia",
+        "Azerbaijan",
+        "Bahrain",
+        "Bangladesh",
+        "Barbados",
+        "Benin",
+        "Bosnia And Herzegovina",
+        "Brazil",
+        "Burkina Faso",
+        "Cambodia",
+        "Cameroon",
+        "Canada",
+        "Chile",
+        "China",
+        "Colombia",
+        "Comoros",
+        "Cook Islands",
+        "Costa Rica",
+        "Cuba",
+        "Cote DIvoire",
+        "Democratic Republic Of The Congo",
+        "Dominican Republic",
+        "Ecuador",
+        "Egypt",
+        "El Salvador",
+        "Equatorial Guinea",
+        "Eritrea",
+        "Eswatini",
+        "Ethiopia",
+        "Fiji",
+        "France",
+        "Gabon",
+        "Gambia",
+        "Georgia",
+        "Germany",
+        "Ghana",
+        "Grenada",
+        "Guatemala",
+        "Guinea",
+        "Guinea Bissau",
+        "Honduras",
+        "Iceland",
+        "India",
+        "Indonesia",
+        "Iraq",
+        "Islamic Republic Of Iran",
+        "Israel",
+        "Italy",
+        "Jamaica",
+        "Japan",
+        "Jordan",
+        "Kazakhstan",
+        "Kenya",
+        "Kiribati",
+        "Kuwait",
+        "Libya",
+        "Madagascar",
+        "Malawi",
+        "Malaysia",
+        "Maldives",
+        "Mali",
+        "Marshall Islands",
+        "Mauritius",
+        "Mexico",
+        "Micronesia",
+        "Moldova",
+        "Monaco",
+        "Mongolia",
+        "Montenegro",
+        "Morocco",
+        "Nauru",
+        "Nepal",
+        "New Zealand",
+        "Niger",
+        "Nigeria",
+        "North Macedonia",
+        "Norway",
+        "Oman",
+        "Pakistan",
+        "Palau",
+        "Panama",
+        "Papua New Guinea",
+        "Paraguay",
+        "Peru",
+        "Philippines",
+        "Qatar",
+        "Republic Of Congo",
+        "Republic Of Korea",
+        "Republic Of Moldova",
+        "Romania",
+        "Russian Federation",
+        "Rwanda",
+        "Samoa",
+        "Saudi Arabia",
+        "Senegal",
+        "Seychelles",
+        "Sierra Leone",
+        "Singapore",
+        "Solomon Islands",
+        "Somalia",
+        "South Africa",
+        "Sri Lanka",
+        "State Of Palestine",
+        "Switzerland",
+        "Syrian Arab Republic",
+        "Thailand",
+        "Timor-Leste",
+        "Togo",
+        "Tonga",
+        "Trinidad And Tobago",
+        "Tunisia",
+        "Turkey",
+        "Tuvalu",
+        "Uganda",
+        "Ukraine",
+        "United Arab Emirates",
+        "United Kingdom Of Great Britain And Northern Ireland",
+        "United Republic Of Tanzania",
+        "United States Of America",
+        "Uruguay",
+        "Venezuela",
+        "Vietnam",
+        "Yemen",
+        "Zambia",
+        "Zimbabwe"
+    ],
+    "Members - International and Regional State Associations": [
+        "Asia-Pacific States",
+        "European Union (EU) And Its 27 Member States",
+        "Federated States Of Micronesia",
+        "Gulf Cooperation Council",
+        "High Ambition Coalition",
+        "Latin American And Caribbean Group (GRULAC)",
+        "Like Minded Countries",
+        "Pacific Small Island Developing States (PSIDS)",
+        "Alliance Of Small Island States (AOSIS)",
+        "The Federated States Of Micronesia",
+        "The Group Of African States",
+        "Western European And Other States",
+        "Coordinating Body on the Seas of East Asia (COBSEA)"
+    ],
+    "Intergovernmental Negotiation Committee": [
+        "Executive Secretary Of The INC",
+        "Intergovernmental Negotiation Committee"
+    ],
+    "Observers and Other Participants": [
+        "10YFP Secretariat (One Planet Network)",
+        "ABIPLAST - Brazilian Association Of The Plastic Industry",
+        "ACTS Organization",
+        "ASTM International (ASTM)",
+        "AWTAD Anti-Corruption Organization",
+        "Aaina",
+        "Action Et Education Pour Tous (AEPT)",
+        "Action On Smoking And Health (ASH)",
+        "Africa Climate And Environment Foundation (ACEF)",
+        "African Alliance For Health Research Economic Development",
+        "African Environmental Network",
+        "African Petroleum Producers\u2019 Organization (APPO)",
+        "Aguaclara",
+        "Alianza Basura Cero",
+        "Alianza Latinoamericana De Asociaciones De La Industria De Alimentos Y Bebidas (ALAIAB)",
+        "All-China Environment Federation",
+        "Alliance Panafricaine Multi-Acteurs Sur La Pollution Plastique",
+        "Alliance Pour Le Controle Du Tabac En Afrique (ACTA)",
+        "American Chemistry Council",
+        "American Fuel and Petrochemical Manufacturers (AFPM)",
+        "And Colectivo Jaguares De Nuestra Madre Tierra",
+        "Aotearoa Plastic Pollution Alliance (APPA)",
+        "Arctic Monitoring And Assessment Programme (AMAP)",
+        "Armenian Women For Health And Healthy Environment",
+        "Arnika",
+        "Asia Indigenous Peoples Pact And Indigenous Peoples",
+        "Asian Marine Conservation Association",
+        "Asociaci\u00f3n Ecol\u00f3gica Santo Tom\u00e1s",
+        "Asociaci\u00f3n Sustentar",
+        "Association For Promoting Sustainability In Campuses And Communities (APSCC)",
+        "Association For Rural Area Social Modification, Improvement And Nestling (ARASMIN)",
+        "Association For Supporting The SDGs For The United Nations",
+        "Association Institute Of Total Environment (INTEV)",
+        "Association Nationale Du Civisme",
+        "Association Of Leadership You-Lean",
+        "Association Of Plastic Recyclers",
+        "Association Of Solidarity Through Humanitarian Imperative Actions International (ASHIA)",
+        "Association Pour L'Integration Et La Developpement Durable Au Burundi",
+        "Australian Packaging Covenant Organisation (APCO)",
+        "Azul",
+        "BAN Toxics",
+        "BVRio",
+        "Barranquilla + 20",
+        "Basel Action Network (BAN)",
+        "Beijing Greenovation Institute For Public Welfare Development (GHub)",
+        "Brazilian Chemical Industry Association",
+        "Break Free From Plastic",
+        "Breathe Free Detroit",
+        "Bridgers Association Cameroon",
+        "Bureau Of International Recycling",
+        "Business And Industry Major Group Presented By World Business Council For Sustainable Development",
+        "Business Coalition For A Global Plastics Treaty Convened By The Ellen MacArthur Foundation And WWF, In Collaboration With Aligned Businesses And Financial Institutions, And Supported By NGO Partners",
+        "CAIRPLAS, C\u00e1mara Argentina De La Industria De Reciclados Plasticos",
+        "CDP",
+        "CEMPRE Colombia \u2013 Compromiso Empresarial Para El Reciclaje",
+        "CESTA",
+        "Carrizo Comecrudo Tribe",
+        "Center For Biological Diversity",
+        "Center For Coalfield Justice",
+        "Center For International Environmental Law (CIEL)",
+        "Center For International Law And Governance",
+        "Center For Islamic Studies Of Universitas Nasional, Jakarta",
+        "Center For Oceanic Awareness, Research, And Education (COARE)",
+        "Center For Public Health And Environmental Development (CEPHED)",
+        "Centre De Recherche Et D\u2019Education Pour Le D\u00e9veloppement (CREPD)",
+        "Centre D\u2019Accompagnement Des Alternatives Locales De D\u00e9veloppement (Caald)",
+        "Centre For Environmental Justice",
+        "Centre For Human Rights And Climate Change Research",
+        "Centre For Science And Environment (CSE)",
+        "Centre International De Droit Compar\u00e9 De L\u2019environnement",
+        "Centre International De Droit Compar\u00e9 De L\u2019environnement",
+        "Chemical And Allied Industries\u2019 Association (CAIA)",
+        "Chia Funkuin Foundation",
+        "Children And Youth Major Group (CYMG)",
+        "Children\u2019s Environmental Health Foundation",
+        "China Biodiversity Conservation And Green Development Foundation (CBCGDF)",
+        "Circular Economy For Flexible Packaging In Europe Initiative (CEFLEX)",
+        "Citeo",
+        "Citizen Consumer And Civic Action Group (CAG)",
+        "Civil Society And Rights Holder Coalition",
+        "Civil Society Organizations In Africa",
+        "Civil Society Organizations In Asia Pacific",
+        "Civil Society Organizations In Latin America",
+        "Co-habiter",
+        "Comision Centro Americana",
+        "Comit\u00e9 National Contre Le Tabagisme",
+        "Community Action Against Plastic Waste (CAPws)",
+        "Congregations Of St Joseph",
+        "Consciente Colectivo",
+        "Consumer Goods Forum",
+        "Consumers International",
+        "Contact Group 1",
+        "Contact Group 2",
+        "Convention On Biological Diversity (CBD)",
+        "Corporate Accountability",
+        "Council For Scientific And Industrial Research",
+        "C\u00e1mara De La Industria Qu\u00edmica Y Petroqu\u00edmica (CIQyP\u00ae), Miembro Del Concejo Internacional De Asociaciones Qu\u00edmicas (ICCA) Y EURECA",
+        "Danimer Scientific",
+        "EDANA And INDA",
+        "EPS Branchen-en Del Af Plastindustrien (Denmark)",
+        "EPS Industry Alliance",
+        "EURECA",
+        "Earth Day",
+        "Earth Law Center",
+        "Ecoplas",
+        "Ecoproject Partnership",
+        "Ellen MacArthur Foundation",
+        "Endocrine Society",
+        "Engineers Australia",
+        "Entidad Especializada En Pl\u00e1sticos Y Medio Ambiente Para Una Econom\u00eda Circular (ECOPLAS)",
+        "Entidades Unidas Reafirmando La Econom\u00eda Circular En Argentina (EURECA)",
+        "Environmental And Social Development Organization (ESDO)",
+        "Environmental Coalition On Standards (ECOS)",
+        "Environmental Development Association (FASEEL)",
+        "Environmental Investigation Agency",
+        "European Bioplastics (EUBP)",
+        "European Manufacturers Of EPS",
+        "European Manufacturers Of Expanded Polystyrene (EUMEPS)",
+        "Expanded Polystyrene Australia",
+        "Fauna and Flora International",
+        "Fauna and Flora International And Zoological Society Of London (ZSL)",
+        "Fenceline Watch",
+        "First Modern Agro Tools Common Initiative Group ( FI.MO.AT.C.I.G)",
+        "Fondation De La Mer",
+        "Food And Agriculture Organization Of The United Nations (FAO)",
+        "Food And Livestock Initiative (FLI Asbl)",
+        "Forum On Trade, Environment and The SDGs (TESS)",
+        "Foundation Of Fokus Nexus Tiga (Nexus3 Foundation)",
+        "French Water Partnership (Partenariat Fran\u00e7ais Pour L\u2019eau)",
+        "Friends World Committee For Consultation (FWCC)",
+        "Fronteras Comunes",
+        "Fundacion Avina",
+        "Fundaci\u00f3n Ambiente Y Recursos Naturales",
+        "Fundaci\u00f3n Interamericana Del Coraz\u00f3n (FIC)",
+        "GRID-Arendal",
+        "Galapagos Conservation Trust",
+        "Gallifrey Foundation",
+        "Geneva Cities Hub (GCH)",
+        "Gerakan Indonesia Diet Kantong Plastik (GIDKP) - The Indonesia Plastic Bag Diet Movement",
+        "Global Alliance For Incinerator Alternatives (GAIA)",
+        "Global Alliance On Health And Pollution (GAHP)",
+        "Global Cement And Concrete Association",
+        "Global Council For Science And The Environment (GCSE)",
+        "Global Plastics Policy Centre, University Of Portsmouth",
+        "Global Youth Coalition On Plastic Pollution (GYCPP)",
+        "Green Africa Youth Organization",
+        "Greenpeace International",
+        "GroundWork South Africa (GroundWorkSA)",
+        "Haitelmex Foundation",
+        "Hasiru Dala In Collaboration With Eleven Other Civil Society Organizations",
+        "Health And Environment Justice Support (HEJSupport)",
+        "Health Care Without Harm (HCWH)",
+        "Healthy Hospitals Project - PHS",
+        "Human Rights Watch",
+        "ICLEI - Local Governments For Sustainability",
+        "India Institute For Critical Action Centre In Movement (CACIM)",
+        "India Water Foundation",
+        "India Youth For Society",
+        "Indigenous Caucus",
+        "Indigenous Peoples And Their Communities Major Group",
+        "Indigenous Peoples Representatives",
+        "Indonesian Centre For Environmental Law (ICEL)",
+        "Innovazing Vision",
+        "Institute For Sustainable Development And Research (ISDR)",
+        "Integrated Strategies Forum",
+        "Interamerican Heart Foundation",
+        "International Air Transport Association",
+        "International Alliance Of Waste Pickers (IAWP)",
+        "International Alliance Of Waste-pickers",
+        "International Atomic Energy Agency (IAEA)",
+        "International Center Of Comparative Environmental Law (CIDCE)",
+        "International Centre For Environmental Education And Community Development (ICENECDEV)",
+        "International Chamber Of Commerce (ICC)",
+        "International Council Of Beverages Associations (ICBA)",
+        "International Council Of Chemical Associations (ICCA)",
+        "International Knowledge Hub Against Plastic Pollution (IKHAPP)",
+        "International Labour Office",
+        "International Labour Organization (ILO)",
+        "International Maritime Organization (IMO)",
+        "International Medical Crisis Response Alliance (IMCRA)",
+        "International Movement For Advancement Of Education Culture Social and Economic Development (IMAESED)",
+        "International Network For Bamboo And Rattan (INBAR)",
+        "International Organization For Standardization (ISO)",
+        "International Pollutants Elimination Network (IPEN)",
+        "International Science Council (ISC)",
+        "International Society Of Doctors For The Environment (ISDE)",
+        "International Solid Waste Association (ISWA)",
+        "International Trade Union Confederation (ITUC)",
+        "International Union For Conservation Of Nature And Natural Resources (IUCN)",
+        "Inuit Circumpolar Council (ICC)",
+        "Japan Clean Ocean Material Alliance (CLOMA)",
+        "King Abdullah Petroleum Studies And Research Center (KAPSARC)",
+        "Krityanand UNESCO Club, Jamshedpur",
+        "La Grande Puissance De Dieu",
+        "Latin American Organizations - Alianza Basura Cero",
+        "Ligue Camerounaise Des Droits De L'Homme",
+        "Litter4tokens South Africa NPO",
+        "Local And Subnational Government Working Group",
+        "Local Authorities",
+        "Loop",
+        "Major Alliance Education Centre (MAEC)",
+        "Major Group For Children And Youth",
+        "MarViva",
+        "Marine Ecosystems Protected Areas (MEPA) Trust",
+        "Members Of Microplastics Working Group",
+        "Mexican Network Of Ecological Action",
+        "Minderoo Foundation",
+        "Ministry Of Environment And Wildlife - Southwest State Of Somalia",
+        "Moms Clean Air Force",
+        "Multifaith Action Group On Pollution",
+        "NGO Major Group",
+        "NORCE On Behalf Of The North Atlantic Microplastic Centre (NAMC)",
+        "National Old Folks Of Liberia (NOFOL)",
+        "National Retail Association (NRA)",
+        "Natural Resources Defense Council (NRDC)",
+        "Neste",
+        "Nexus For Health, Environment, And Development (Nexus3) Foundation",
+        "Nipe Fagio",
+        "No Balloon Release Australia",
+        "No More Butts",
+        "Norwegian Academy Of International Law (NAIL)",
+        "Norwegian Institute For Water Research",
+        "Norwegian Institute For Water Research (NIVA)",
+        "Norwegian Research Centre (NORCE)",
+        "ONG Jeunesse Active De Guin\u00e9e (JAG)",
+        "Occidental Arts And Ecology Center (OAEC)",
+        "Ocean Conservancy",
+        "Ocean Recovery Alliance",
+        "Ocean. Now",
+        "OceanCare",
+        "OceanCare Global Ghost Gear Initiative",
+        "Office Of The UN High Commissioner For Human Rights (OHCHR)",
+        "OpenOceans Global",
+        "Organisation For Economic Co-operation And Development (OECD)",
+        "Organization Of Arab Petroleum Exporting Countries (OAPEC)",
+        "Organization Of The Petroleum Exporting Countries (OPEC)",
+        "Our Sea Of East Asia Network (OSEAN)",
+        "Out For Sustainability",
+        "PCX Solutions (HOPEx Environment Group, Inc)",
+        "Pacific Environment And Resources Center (Pacific Environment)",
+        "Pan American Neuroendocrine Society",
+        "Partnerships For Change",
+        "Paryavaran Mitra",
+        "PetStar",
+        "Planeteer Alliance And Captain Planet Foundation",
+        "Plastalliance - Alliance Plasturgie Et Composites Du Futur",
+        "Plastic Change",
+        "Plastic Free Foundation",
+        "Plastic Free Future",
+        "Plastic Oceans Australasia",
+        "Plastic Pollution Coalition",
+        "Plastics Federation Of South Africa",
+        "Plastics Industry Association",
+        "PlasticsEurope",
+        "Plasticulture",
+        "ProDelphinus",
+        "Public Services International (PSI)",
+        "RAPAL",
+        "Rapal Uruguay",
+        "Recycling Partnership",
+        "Red De Acci\u00f3n Ecol\u00f3gica De M\u00e9xico",
+        "Red De Acci\u00f3n Por Los Derechos Ambientales",
+        "Red Mexicana De Accion Ecologica (Accion Ecologica)",
+        "Regions4 Sustainable Development",
+        "Reloop Platform",
+        "Resolve",
+        "Royal Society Of Chemistry",
+        "Samo Foundation",
+        "Sanid Organization For Relief And Development (SORD)",
+        "Sasakawa Peace Foundation",
+        "Saudi Green Building Forum",
+        "Sciaena",
+        "Scientists\u2019 Coalition For An Effective Plastics Treaty (Scientists\u2019 Coalition)",
+        "Secretariat For The Pacific Regional Environment Programme",
+        "Secretariat Of The Basel, Rotterdam And Stockholm Conventions",
+        "Secretariat Of The Convention On The Protection And Use Of Transboundary Watercourses And International Lakes (Water Convention)",
+        "Secretariat Of The Pacific Regional Environment Programme (SPREP)",
+        "Secretariat Of The WHO Framework Convention On Tobacco Control",
+        "Secretariats Of The Basel, Rotterdam And Stockholm Conventions",
+        "Shenzhen Zero Waste",
+        "Smoke Free Partnership, A Member Of The Stop Tobacco Pollution Alliance (STPA)",
+        "Sociedad Peruana De Derecho Ambiental (Peruvian Society Of Environmental Law)",
+        "Somali Sustainable Development Organisation (SOSDO)",
+        "Somali Youth Development Foundation (SYDF)",
+        "South Asia Cooperative Environment Programme",
+        "Stand Earth",
+        "Stevenson Holistic Care Foundation (SHCF)",
+        "Stichting CEFLEX \u2013 The Circular Economy For Flexible Packaging Initiative",
+        "Stiftelsen Stockholm International Water Institute",
+        "Styrenics Industry",
+        "Sustainable Coastlines Charitable Trust",
+        "Sustainable Environment Food And Agriculture Initiative",
+        "Swedish Society For Nature Conservation (SSNC)",
+        "Systemiq",
+        "T/A Plastics SA",
+        "Take 3 For The Sea",
+        "Taller Ecologista",
+        "Tangaroa Blue Foundation",
+        "Tearfund",
+        "Thailand",
+        "The Australian Marine Conservation Society",
+        "The Center For Oceanic Awareness, Research, And Education (COARE)",
+        "The Descendants Project",
+        "The Fletcher School",
+        "The Global Organization For PHA (GO!PHA)",
+        "The Nature Conservancy",
+        "The Ocean Cleanup",
+        "The Pew Charitable Trusts",
+        "The Sea Cleaners",
+        "The Society Of Native Nations",
+        "The Terracycle Foundation",
+        "The Vinyl Institute",
+        "Toxics Link",
+        "Toxisphera, Mingas Por El Mar",
+        "Trade Unions Major Group",
+        "Trash Hero World",
+        "Trash4tokens NGO",
+        "Tufts University",
+        "U.S. Council For International Business (USCIB)",
+        "UN Women\u2019s Major Group",
+        "UNESCO Association - Guwahati",
+        "UNESCO Chair For Ocean Sustainability",
+        "Udisha",
+        "Unbutton Fashion",
+        "Unions Workers And Wastepickers",
+        "United Nations Association of Spain and the Government of Catalonia",
+        "United Nations Conference On Trade And Development (UNCTAD)",
+        "United Nations Development Programme (UNDP)",
+        "United Nations Economic Commission For Europe (UNECE)",
+        "United Nations Global Compact",
+        "United Nations Human Settlements Programme (UN-Habitat)",
+        "United Nations Industrial Development Organization (UNIDO)",
+        "United Nations Institute For Training And Research (UNITAR)",
+        "United Nations Office For Disaster Risk Reduction (UNDRR)",
+        "United Nations Office On Drugs And Crime (UNODC)",
+        "United States Council For Business (USCIB)",
+        "University Of Wollongong",
+        "Unplastify",
+        "Verra",
+        "Vital Strategies",
+        "WWF-Australia",
+        "Waste Free Oceans",
+        "Whole World",
+        "William Ruto",
+        "Women In Informal Employment Globalizing And Organizing (WIEGO)",
+        "Women Working Group",
+        "Wonjin Institute For Occupational And Environmental Health (WIOEH)",
+        "Workers And Trade Unions Major Group",
+        "Working Group On Marine Litter (WGML) Of Coordinating Body On The Seas Of East Asia (COBSEA)",
+        "World Against Single Use Plastic (WASUP)",
+        "World Business Council For Sustainable Development (WBCSD)",
+        "World Economic Forum And Global Plastic Action Partnership (GPAP)",
+        "World Health Organisation",
+        "World Health Organization, Including The Secretariat Of The WHO Framework Convention On Tobacco Control",
+        "World Plastics Council (WPC)",
+        "World Welfare Association",
+        "World Wide Fund For Nature (WWF)",
+        "Wrap",
+        "Youth Alive Uganda",
+        "Youth Focus Group",
+        "Yunus Environment Hub",
+        "Zero Waste Europe",
+        "Zoological Society Of London (ZSL)"
+    ]
+}

data/taxonomies/authors_taxonomy.json

@@ -0,0 +1,520 @@
+{
+    "Members": {
+        "Countries": [
+            "Algeria",
+            "Angola",
+            "Antigua And Barbuda",
+            "Argentina",
+            "Armenia",
+            "Australia",
+            "Azerbaijan",
+            "Bahrain",
+            "Bangladesh",
+            "Barbados",
+            "Benin",
+            "Bosnia And Herzegovina",
+            "Brazil",
+            "Burkina Faso",
+            "Cambodia",
+            "Cameroon",
+            "Canada",
+            "Chile",
+            "China",
+            "Colombia",
+            "Comoros",
+            "Cook Islands",
+            "Costa Rica",
+            "Cuba",
+            "Cote DIvoire",
+            "Democratic Republic Of The Congo",
+            "Dominican Republic",
+            "Ecuador",
+            "Egypt",
+            "El Salvador",
+            "Equatorial Guinea",
+            "Eritrea",
+            "Eswatini",
+            "Ethiopia",
+            "Fiji",
+            "France",
+            "Gabon",
+            "Gambia",
+            "Georgia",
+            "Germany",
+            "Ghana",
+            "Grenada",
+            "Guatemala",
+            "Guinea",
+            "Guinea Bissau",
+            "Honduras",
+            "Iceland",
+            "India",
+            "Indonesia",
+            "Iraq",
+            "Islamic Republic Of Iran",
+            "Israel",
+            "Italy",
+            "Jamaica",
+            "Japan",
+            "Jordan",
+            "Kazakhstan",
+            "Kenya",
+            "Kiribati",
+            "Kuwait",
+            "Libya",
+            "Madagascar",
+            "Malawi",
+            "Malaysia",
+            "Maldives",
+            "Mali",
+            "Marshall Islands",
+            "Mauritius",
+            "Mexico",
+            "Micronesia",
+            "Moldova",
+            "Monaco",
+            "Mongolia",
+            "Montenegro",
+            "Morocco",
+            "Nauru",
+            "Nepal",
+            "New Zealand",
+            "Niger",
+            "Nigeria",
+            "North Macedonia",
+            "Norway",
+            "Oman",
+            "Pakistan",
+            "Palau",
+            "Panama",
+            "Papua New Guinea",
+            "Paraguay",
+            "Peru",
+            "Philippines",
+            "Qatar",
+            "Republic Of Congo",
+            "Republic Of Korea",
+            "Republic Of Moldova",
+            "Romania",
+            "Russian Federation",
+            "Rwanda",
+            "Samoa",
+            "Saudi Arabia",
+            "Senegal",
+            "Seychelles",
+            "Sierra Leone",
+            "Singapore",
+            "Solomon Islands",
+            "Somalia",
+            "South Africa",
+            "Sri Lanka",
+            "State Of Palestine",
+            "Switzerland",
+            "Syrian Arab Republic",
+            "Thailand",
+            "Timor-Leste",
+            "Togo",
+            "Tonga",
+            "Trinidad And Tobago",
+            "Tunisia",
+            "Turkey",
+            "Tuvalu",
+            "Uganda",
+            "Ukraine",
+            "United Arab Emirates",
+            "United Kingdom Of Great Britain And Northern Ireland",
+            "United Republic Of Tanzania",
+            "United States Of America",
+            "Uruguay",
+            "Venezuela",
+            "Vietnam",
+            "Yemen",
+            "Zambia",
+            "Zimbabwe"
+        ],
+        "International and Regional State Associations": [
+            "Asia-Pacific States",
+            "European Union (EU) And Its 27 Member States",
+            "Federated States Of Micronesia",
+            "Gulf Cooperation Council",
+            "High Ambition Coalition",
+            "Latin American And Caribbean Group (GRULAC)",
+            "Like Minded Countries",
+            "Pacific Small Island Developing States (PSIDS)",
+            "Alliance Of Small Island States (AOSIS)",
+            "The Federated States Of Micronesia",
+            "The Group Of African States",
+            "Western European And Other States",
+            "Coordinating Body on the Seas of East Asia (COBSEA)"
+        ]
+    },
+    "Intergovernmental Negotiation Committee": [
+        "Executive Secretary Of The INC",
+        "Intergovernmental Negotiation Committee"
+    ],
+    "Observers and Other Participants": [
+        "10YFP Secretariat (One Planet Network)",
+        "ABIPLAST - Brazilian Association Of The Plastic Industry",
+        "ACTS Organization",
+        "ASTM International (ASTM)",
+        "AWTAD Anti-Corruption Organization",
+        "Aaina",
+        "Action Et Education Pour Tous (AEPT)",
+        "Action On Smoking And Health (ASH)",
+        "Africa Climate And Environment Foundation (ACEF)",
+        "African Alliance For Health Research Economic Development",
+        "African Environmental Network",
+        "African Petroleum Producers\u2019 Organization (APPO)",
+        "Aguaclara",
+        "Alianza Basura Cero",
+        "Alianza Latinoamericana De Asociaciones De La Industria De Alimentos Y Bebidas (ALAIAB)",
+        "All-China Environment Federation",
+        "Alliance Panafricaine Multi-Acteurs Sur La Pollution Plastique",
+        "Alliance Pour Le Controle Du Tabac En Afrique (ACTA)",
+        "American Chemistry Council",
+        "American Fuel and Petrochemical Manufacturers (AFPM)",
+        "And Colectivo Jaguares De Nuestra Madre Tierra",
+        "Aotearoa Plastic Pollution Alliance (APPA)",
+        "Arctic Monitoring And Assessment Programme (AMAP)",
+        "Armenian Women For Health And Healthy Environment",
+        "Arnika",
+        "Asia Indigenous Peoples Pact And Indigenous Peoples",
+        "Asian Marine Conservation Association",
+        "Asociaci\u00f3n Ecol\u00f3gica Santo Tom\u00e1s",
+        "Asociaci\u00f3n Sustentar",
+        "Association For Promoting Sustainability In Campuses And Communities (APSCC)",
+        "Association For Rural Area Social Modification, Improvement And Nestling (ARASMIN)",
+        "Association For Supporting The SDGs For The United Nations",
+        "Association Institute Of Total Environment (INTEV)",
+        "Association Nationale Du Civisme",
+        "Association Of Leadership You-Lean",
+        "Association Of Plastic Recyclers",
+        "Association Of Solidarity Through Humanitarian Imperative Actions International (ASHIA)",
+        "Association Pour L'Integration Et La Developpement Durable Au Burundi",
+        "Australian Packaging Covenant Organisation (APCO)",
+        "Azul",
+        "BAN Toxics",
+        "BVRio",
+        "Barranquilla + 20",
+        "Basel Action Network (BAN)",
+        "Beijing Greenovation Institute For Public Welfare Development (GHub)",
+        "Brazilian Chemical Industry Association",
+        "Break Free From Plastic",
+        "Breathe Free Detroit",
+        "Bridgers Association Cameroon",
+        "Bureau Of International Recycling",
+        "Business And Industry Major Group Presented By World Business Council For Sustainable Development",
+        "Business Coalition For A Global Plastics Treaty Convened By The Ellen MacArthur Foundation And WWF, In Collaboration With Aligned Businesses And Financial Institutions, And Supported By NGO Partners",
+        "CAIRPLAS, C\u00e1mara Argentina De La Industria De Reciclados Plasticos",
+        "CDP",
+        "CEMPRE Colombia \u2013 Compromiso Empresarial Para El Reciclaje",
+        "CESTA",
+        "Carrizo Comecrudo Tribe",
+        "Center For Biological Diversity",
+        "Center For Coalfield Justice",
+        "Center For International Environmental Law (CIEL)",
+        "Center For International Law And Governance",
+        "Center For Islamic Studies Of Universitas Nasional, Jakarta",
+        "Center For Oceanic Awareness, Research, And Education (COARE)",
+        "Center For Public Health And Environmental Development (CEPHED)",
+        "Centre De Recherche Et D\u2019Education Pour Le D\u00e9veloppement (CREPD)",
+        "Centre D\u2019Accompagnement Des Alternatives Locales De D\u00e9veloppement (Caald)",
+        "Centre For Environmental Justice",
+        "Centre For Human Rights And Climate Change Research",
+        "Centre For Science And Environment (CSE)",
+        "Centre International De Droit Compar\u00e9 De L\u2019environnement",
+        "Centre International De Droit Compar\u00e9 De L\u2019environnement",
+        "Chemical And Allied Industries\u2019 Association (CAIA)",
+        "Chia Funkuin Foundation",
+        "Children And Youth Major Group (CYMG)",
+        "Children\u2019s Environmental Health Foundation",
+        "China Biodiversity Conservation And Green Development Foundation (CBCGDF)",
+        "Circular Economy For Flexible Packaging In Europe Initiative (CEFLEX)",
+        "Citeo",
+        "Citizen Consumer And Civic Action Group (CAG)",
+        "Civil Society And Rights Holder Coalition",
+        "Civil Society Organizations In Africa",
+        "Civil Society Organizations In Asia Pacific",
+        "Civil Society Organizations In Latin America",
+        "Co-habiter",
+        "Comision Centro Americana",
+        "Comit\u00e9 National Contre Le Tabagisme",
+        "Community Action Against Plastic Waste (CAPws)",
+        "Congregations Of St Joseph",
+        "Consciente Colectivo",
+        "Consumer Goods Forum",
+        "Consumers International",
+        "Contact Group 1",
+        "Contact Group 2",
+        "Convention On Biological Diversity (CBD)",
+        "Corporate Accountability",
+        "Council For Scientific And Industrial Research",
+        "C\u00e1mara De La Industria Qu\u00edmica Y Petroqu\u00edmica (CIQyP\u00ae), Miembro Del Concejo Internacional De Asociaciones Qu\u00edmicas (ICCA) Y EURECA",
+        "Danimer Scientific",
+        "EDANA And INDA",
+        "EPS Branchen-en Del Af Plastindustrien (Denmark)",
+        "EPS Industry Alliance",
+        "EURECA",
+        "Earth Day",
+        "Earth Law Center",
+        "Ecoplas",
+        "Ecoproject Partnership",
+        "Ellen MacArthur Foundation",
+        "Endocrine Society",
+        "Engineers Australia",
+        "Entidad Especializada En Pl\u00e1sticos Y Medio Ambiente Para Una Econom\u00eda Circular (ECOPLAS)",
+        "Entidades Unidas Reafirmando La Econom\u00eda Circular En Argentina (EURECA)",
+        "Environmental And Social Development Organization (ESDO)",
+        "Environmental Coalition On Standards (ECOS)",
+        "Environmental Development Association (FASEEL)",
+        "Environmental Investigation Agency",
+        "European Bioplastics (EUBP)",
+        "European Manufacturers Of EPS",
+        "European Manufacturers Of Expanded Polystyrene (EUMEPS)",
+        "Expanded Polystyrene Australia",
+        "Fauna and Flora International",
+        "Fauna and Flora International And Zoological Society Of London (ZSL)",
+        "Fenceline Watch",
+        "First Modern Agro Tools Common Initiative Group ( FI.MO.AT.C.I.G)",
+        "Fondation De La Mer",
+        "Food And Agriculture Organization Of The United Nations (FAO)",
+        "Food And Livestock Initiative (FLI Asbl)",
+        "Forum On Trade, Environment and The SDGs (TESS)",
+        "Foundation Of Fokus Nexus Tiga (Nexus3 Foundation)",
+        "French Water Partnership (Partenariat Fran\u00e7ais Pour L\u2019eau)",
+        "Friends World Committee For Consultation (FWCC)",
+        "Fronteras Comunes",
+        "Fundacion Avina",
+        "Fundaci\u00f3n Ambiente Y Recursos Naturales",
+        "Fundaci\u00f3n Interamericana Del Coraz\u00f3n (FIC)",
+        "GRID-Arendal",
+        "Galapagos Conservation Trust",
+        "Gallifrey Foundation",
+        "Geneva Cities Hub (GCH)",
+        "Gerakan Indonesia Diet Kantong Plastik (GIDKP) - The Indonesia Plastic Bag Diet Movement",
+        "Global Alliance For Incinerator Alternatives (GAIA)",
+        "Global Alliance On Health And Pollution (GAHP)",
+        "Global Cement And Concrete Association",
+        "Global Council For Science And The Environment (GCSE)",
+        "Global Plastics Policy Centre, University Of Portsmouth",
+        "Global Youth Coalition On Plastic Pollution (GYCPP)",
+        "Green Africa Youth Organization",
+        "Greenpeace International",
+        "GroundWork South Africa (GroundWorkSA)",
+        "Haitelmex Foundation",
+        "Hasiru Dala In Collaboration With Eleven Other Civil Society Organizations",
+        "Health And Environment Justice Support (HEJSupport)",
+        "Health Care Without Harm (HCWH)",
+        "Healthy Hospitals Project - PHS",
+        "Human Rights Watch",
+        "ICLEI - Local Governments For Sustainability",
+        "India Institute For Critical Action Centre In Movement (CACIM)",
+        "India Water Foundation",
+        "India Youth For Society",
+        "Indigenous Caucus",
+        "Indigenous Peoples And Their Communities Major Group",
+        "Indigenous Peoples Representatives",
+        "Indonesian Centre For Environmental Law (ICEL)",
+        "Innovazing Vision",
+        "Institute For Sustainable Development And Research (ISDR)",
+        "Integrated Strategies Forum",
+        "Interamerican Heart Foundation",
+        "International Air Transport Association",
+        "International Alliance Of Waste Pickers (IAWP)",
+        "International Alliance Of Waste-pickers",
+        "International Atomic Energy Agency (IAEA)",
+        "International Center Of Comparative Environmental Law (CIDCE)",
+        "International Centre For Environmental Education And Community Development (ICENECDEV)",
+        "International Chamber Of Commerce (ICC)",
+        "International Council Of Beverages Associations (ICBA)",
+        "International Council Of Chemical Associations (ICCA)",
+        "International Knowledge Hub Against Plastic Pollution (IKHAPP)",
+        "International Labour Office",
+        "International Labour Organization (ILO)",
+        "International Maritime Organization (IMO)",
+        "International Medical Crisis Response Alliance (IMCRA)",
+        "International Movement For Advancement Of Education Culture Social and Economic Development (IMAESED)",
+        "International Network For Bamboo And Rattan (INBAR)",
+        "International Organization For Standardization (ISO)",
+        "International Pollutants Elimination Network (IPEN)",
+        "International Science Council (ISC)",
+        "International Society Of Doctors For The Environment (ISDE)",
+        "International Solid Waste Association (ISWA)",
+        "International Trade Union Confederation (ITUC)",
+        "International Union For Conservation Of Nature And Natural Resources (IUCN)",
+        "Inuit Circumpolar Council (ICC)",
+        "Japan Clean Ocean Material Alliance (CLOMA)",
+        "King Abdullah Petroleum Studies And Research Center (KAPSARC)",
+        "Krityanand UNESCO Club, Jamshedpur",
+        "La Grande Puissance De Dieu",
+        "Latin American Organizations - Alianza Basura Cero",
+        "Ligue Camerounaise Des Droits De L'Homme",
+        "Litter4tokens South Africa NPO",
+        "Local And Subnational Government Working Group",
+        "Local Authorities",
+        "Loop",
+        "Major Alliance Education Centre (MAEC)",
+        "Major Group For Children And Youth",
+        "MarViva",
+        "Marine Ecosystems Protected Areas (MEPA) Trust",
+        "Members Of Microplastics Working Group",
+        "Mexican Network Of Ecological Action",
+        "Minderoo Foundation",
+        "Ministry Of Environment And Wildlife - Southwest State Of Somalia",
+        "Moms Clean Air Force",
+        "Multifaith Action Group On Pollution",
+        "NGO Major Group",
+        "NORCE On Behalf Of The North Atlantic Microplastic Centre (NAMC)",
+        "National Old Folks Of Liberia (NOFOL)",
+        "National Retail Association (NRA)",
+        "Natural Resources Defense Council (NRDC)",
+        "Neste",
+        "Nexus For Health, Environment, And Development (Nexus3) Foundation",
+        "Nipe Fagio",
+        "No Balloon Release Australia",
+        "No More Butts",
+        "Norwegian Academy Of International Law (NAIL)",
+        "Norwegian Institute For Water Research",
+        "Norwegian Institute For Water Research (NIVA)",
+        "Norwegian Research Centre (NORCE)",
+        "ONG Jeunesse Active De Guin\u00e9e (JAG)",
+        "Occidental Arts And Ecology Center (OAEC)",
+        "Ocean Conservancy",
+        "Ocean Recovery Alliance",
+        "Ocean. Now",
+        "OceanCare",
+        "OceanCare Global Ghost Gear Initiative",
+        "Office Of The UN High Commissioner For Human Rights (OHCHR)",
+        "OpenOceans Global",
+        "Organisation For Economic Co-operation And Development (OECD)",
+        "Organization Of Arab Petroleum Exporting Countries (OAPEC)",
+        "Organization Of The Petroleum Exporting Countries (OPEC)",
+        "Our Sea Of East Asia Network (OSEAN)",
+        "Out For Sustainability",
+        "PCX Solutions (HOPEx Environment Group, Inc)",
+        "Pacific Environment And Resources Center (Pacific Environment)",
+        "Pan American Neuroendocrine Society",
+        "Partnerships For Change",
+        "Paryavaran Mitra",
+        "PetStar",
+        "Planeteer Alliance And Captain Planet Foundation",
+        "Plastalliance - Alliance Plasturgie Et Composites Du Futur",
+        "Plastic Change",
+        "Plastic Free Foundation",
+        "Plastic Free Future",
+        "Plastic Oceans Australasia",
+        "Plastic Pollution Coalition",
+        "Plastics Federation Of South Africa",
+        "Plastics Industry Association",
+        "PlasticsEurope",
+        "Plasticulture",
+        "ProDelphinus",
+        "Public Services International (PSI)",
+        "RAPAL",
+        "Rapal Uruguay",
+        "Recycling Partnership",
+        "Red De Acci\u00f3n Ecol\u00f3gica De M\u00e9xico",
+        "Red De Acci\u00f3n Por Los Derechos Ambientales",
+        "Red Mexicana De Accion Ecologica (Accion Ecologica)",
+        "Regions4 Sustainable Development",
+        "Reloop Platform",
+        "Resolve",
+        "Royal Society Of Chemistry",
+        "Samo Foundation",
+        "Sanid Organization For Relief And Development (SORD)",
+        "Sasakawa Peace Foundation",
+        "Saudi Green Building Forum",
+        "Sciaena",
+        "Scientists\u2019 Coalition For An Effective Plastics Treaty (Scientists\u2019 Coalition)",
+        "Secretariat For The Pacific Regional Environment Programme",
+        "Secretariat Of The Basel, Rotterdam And Stockholm Conventions",
+        "Secretariat Of The Convention On The Protection And Use Of Transboundary Watercourses And International Lakes (Water Convention)",
+        "Secretariat Of The Pacific Regional Environment Programme (SPREP)",
+        "Secretariat Of The WHO Framework Convention On Tobacco Control",
+        "Secretariats Of The Basel, Rotterdam And Stockholm Conventions",
+        "Shenzhen Zero Waste",
+        "Smoke Free Partnership, A Member Of The Stop Tobacco Pollution Alliance (STPA)",
+        "Sociedad Peruana De Derecho Ambiental (Peruvian Society Of Environmental Law)",
+        "Somali Sustainable Development Organisation (SOSDO)",
+        "Somali Youth Development Foundation (SYDF)",
+        "South Asia Cooperative Environment Programme",
+        "Stand Earth",
+        "Stevenson Holistic Care Foundation (SHCF)",
+        "Stichting CEFLEX \u2013 The Circular Economy For Flexible Packaging Initiative",
+        "Stiftelsen Stockholm International Water Institute",
+        "Styrenics Industry",
+        "Sustainable Coastlines Charitable Trust",
+        "Sustainable Environment Food And Agriculture Initiative",
+        "Swedish Society For Nature Conservation (SSNC)",
+        "Systemiq",
+        "T/A Plastics SA",
+        "Take 3 For The Sea",
+        "Taller Ecologista",
+        "Tangaroa Blue Foundation",
+        "Tearfund",
+        "Thailand",
+        "The Australian Marine Conservation Society",
+        "The Center For Oceanic Awareness, Research, And Education (COARE)",
+        "The Descendants Project",
+        "The Fletcher School",
+        "The Global Organization For PHA (GO!PHA)",
+        "The Nature Conservancy",
+        "The Ocean Cleanup",
+        "The Pew Charitable Trusts",
+        "The Sea Cleaners",
+        "The Society Of Native Nations",
+        "The Terracycle Foundation",
+        "The Vinyl Institute",
+        "Toxics Link",
+        "Toxisphera, Mingas Por El Mar",
+        "Trade Unions Major Group",
+        "Trash Hero World",
+        "Trash4tokens NGO",
+        "Tufts University",
+        "U.S. Council For International Business (USCIB)",
+        "UN Women\u2019s Major Group",
+        "UNESCO Association - Guwahati",
+        "UNESCO Chair For Ocean Sustainability",
+        "Udisha",
+        "Unbutton Fashion",
+        "Unions Workers And Wastepickers",
+        "United Nations Association of Spain and the Government of Catalonia",
+        "United Nations Conference On Trade And Development (UNCTAD)",
+        "United Nations Development Programme (UNDP)",
+        "United Nations Economic Commission For Europe (UNECE)",
+        "United Nations Global Compact",
+        "United Nations Human Settlements Programme (UN-Habitat)",
+        "United Nations Industrial Development Organization (UNIDO)",
+        "United Nations Institute For Training And Research (UNITAR)",
+        "United Nations Office For Disaster Risk Reduction (UNDRR)",
+        "United Nations Office On Drugs And Crime (UNODC)",
+        "United States Council For Business (USCIB)",
+        "University Of Wollongong",
+        "Unplastify",
+        "Verra",
+        "Vital Strategies",
+        "WWF-Australia",
+        "Waste Free Oceans",
+        "Whole World",
+        "William Ruto",
+        "Women In Informal Employment Globalizing And Organizing (WIEGO)",
+        "Women Working Group",
+        "Wonjin Institute For Occupational And Environmental Health (WIOEH)",
+        "Workers And Trade Unions Major Group",
+        "Working Group On Marine Litter (WGML) Of Coordinating Body On The Seas Of East Asia (COBSEA)",
+        "World Against Single Use Plastic (WASUP)",
+        "World Business Council For Sustainable Development (WBCSD)",
+        "World Economic Forum And Global Plastic Action Partnership (GPAP)",
+        "World Health Organisation",
+        "World Health Organization, Including The Secretariat Of The WHO Framework Convention On Tobacco Control",
+        "World Plastics Council (WPC)",
+        "World Welfare Association",
+        "World Wide Fund For Nature (WWF)",
+        "Wrap",
+        "Youth Alive Uganda",
+        "Youth Focus Group",
+        "Yunus Environment Hub",
+        "Zero Waste Europe",
+        "Zoological Society Of London (ZSL)"
+    ]
+}

data/taxonomies/draftcat_taxonomy_filter.json

@@ -0,0 +1,64 @@
+{
+    "Part I": [ "part i: general",
+        "preamble",
+        "objective",
+        "definition",
+        "principles",
+        "scope"
+    ],
+    "Part II": ["part ii: general",
+        "primary plastic polymers",
+        "chemicals and polymers of concern",
+        "problematic and avoidable plastic products, including short-lived and single-use plastic products and intentionally added microplastics",
+        "problematic and avoidable plastic products, including short-lived and single-use plastic products",
+        "intentionally added microplastics",
+        "micro- and nanoplastics",
+        "exemptions available to a party upon request",
+        "dedicated programmes of work",
+        "product design, composition and performance",
+        "product design and performance",
+        "reduce, reuse, refill and repair of plastics and plastic products",
+        "use of recycled plastic contents",
+        "alternative plastics and plastic products",
+        "non-plastic substitutes",
+        "extended producer responsibility",
+        "emissions and releases of plastic throughout its life cycle",
+        "waste management",
+        "waste management",
+        "fishing gear",
+        "trade in listed chemicals, polymers and products, and in plastic waste",
+        "trade in listed chemicals, polymers and products",
+        "transboundary movement of plastic waste",
+        "existing plastic pollution, including in the marine environment",
+        "just transition",
+        "transparency, tracking, monitoring and labeling",
+        "overarching provision related to part ii"
+    ],
+    "Part III": ["part iii: general",
+        "financing",
+        "capacity-building, technical assistance and technology transfer"
+    ],
+    "Part IV": ["part iv: general",
+        "national plans",
+        "implementation and compliance",
+        "reporting on progress",
+        "periodic assessment and monitoring of the progress of implementation of the instrument* and effectiveness evaluation",
+        "assessment and monitoring",
+        "effectiveness evaluation",
+        "review of chemicals and polymers of concern, microplastics and problematic and avoidable products",
+        "international cooperation",
+        "information exchange",
+        "awareness-raising, education and research",
+        "stakeholder engagement",
+        "health aspects"
+    ],
+    "Part V": [ "part v: general",
+        "institutional arrangements",
+        "governing body",
+        "subsidiary bodies",
+        "secretariat"
+    ],
+    "Part VI": [ "part vi: general",
+        "final provisions"
+    ]
+}

data/taxonomies/organization.json

@@ -0,0 +1,99 @@
+[
+    "European Environment Agency",
+    "BUND",
+    "Break free from Plastics",
+    "Lund University",
+    "CIEL",
+    "EcoWaste Coalition",
+    "Rethink Plastics Alliance",
+    "Zero Waste Europe",
+    "National Institutes of Health",
+    "Fair Circularity Initiative",
+    "Systemiq",
+    "The Last Beach Cleanup",
+    "RSVP",
+    "We Choose Reuse",
+    "PlastChem",
+    "Exit Plastic DE",
+    "Nordic Council of Ministers",
+    "WECF",
+    "Genossenschaft Deutscher Brunnen",
+    "Heinrich Boell Stiftung",
+    "Microplastics Research Group",
+    "Environmental Investigation Agency",
+    "We choose reuse",
+    "GRID Arendal",
+    "5 Gyres",
+    "International Pellet Watch",
+    "University of Gothenburg",
+    "Serious Business",
+    "Human Rights Watch",
+    "HealthCare Without Harm",
+    "IPEN",
+    "ISWA WOW",
+    "Greenpeace",
+    "UN-Habitat",
+    "BRS Convention",
+    "UNEP",
+    "UN",
+    "Grid Arendal",
+    "Seas at Risk",
+    "Heinrich B\ufffdll Stiftung",
+    "Annuals of Global Health",
+    "GAIA",
+    "IUCN",
+    "Fracktracker",
+    "Beyond Plastics",
+    "As You Sow",
+    "Minderoo Foundation",
+    "EIP",
+    "Oceana",
+    "Center for Climate Integrity",
+    "Reloop",
+    "Berkeley Lab",
+    "Deutsche Umwelthilfe",
+    "ISWA",
+    "Prevent Waste Alliance",
+    "ACAT",
+    "Nexus3",
+    "OECD",
+    "Grid Ardenal",
+    "PGL",
+    "Shenzen Zero Waste",
+    "WOW / ISWA",
+    "Global Plastics Policy Centre",
+    "Ocean Care",
+    "NIVA",
+    "GIZ",
+    "Arnika",
+    "Tearfund",
+    "Health Care Without Harm",
+    "Eunomia",
+    "Zero Waste Germany",
+    "BEUC",
+    "ecos",
+    "Moore Institute for Plastic Pollution Research",
+    "Bennington College",
+    "COBSEA",
+    "ecoton",
+    "Acat",
+    "Environmental investigation agency",
+    "Ellen MacArthur Foundation",
+    "Science",
+    "European Environmental Bureau",
+    "Profundo",
+    "Global Green and Healthy Hospitals",
+    "Changing markets",
+    "National Toxics Network",
+    "World Resource Insitute",
+    "FairFin",
+    "WWF",
+    "WCEL",
+    "Client Earth",
+    "Endocrine Society",
+    "NTN",
+    "WBCSD",
+    "IKHAPP",
+    "Surfrider",
+    "Quaker United Nations Office"
+]

data/taxonomies/region.json

@@ -0,0 +1,31 @@
+[
+    "China",
+    "Vietnam",
+    "Alaska",
+    "East Africa",
+    "Turkey",
+    "Ghana",
+    "ASEAN",
+    "Southeast Asia",
+    "Pacific",
+    "Arctic",
+    "South America",
+    "Netherlands",
+    "Canada",
+    "Global",
+    "Europe",
+    "Germany",
+    "Scandinavia",
+    "Norway",
+    "Russia",
+    "Africa",
+    "European Union",
+    "South East Asia",
+    "East Asia",
+    "United States of America",
+    "Malaysia",
+    "Islands",
+    "Australia",
+    "Indonesia",
+    "SIDS"
+]

data/taxonomies/type_of_document.json

@@ -0,0 +1,10 @@
+[
+    "2023",
+    "2024",
+    "2022",
+    "2020",
+    "2019",
+    "2021",
+    "2018",
+    "2017"
+]

pyproject.toml

@@ -0,0 +1,27 @@
+[tool.poetry]
+name = "negotiateai2"
+version = "0.1.0"
+description = ""
+authors = ["Rahkakavee Baskaran <rahkakavee.baskaran@cause-effect.io>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+haystack-ai = "^2.6.1"
+qdrant-haystack = "^6.0.0"
+pydantic-settings = "^2.6.0"
+qdrant-client = "^1.12.0"
+langchain = "^0.3.4"
+langchain-community = "^0.3.3"
+sentence-transformers = "^3.2.1"
+streamlit = "^1.39.0"
+pypdf = "^5.1.0"
+extra-streamlit-components = "^0.1.71"
+streamlit-lottie = "^0.0.5"
+pdfminer-six = "^20240706"
+plotly = "^5.24.1"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

src/analysis/submission_map_visualization.py

@@ -0,0 +1,132 @@
+import json
+import pathlib
+
+import pandas as pd
+import plotly.express as px
+
+csv_path = pathlib.Path(__file__).parent.parent.parent / "data" / "raw" / "inc_df.csv"
+json_path = (
+    pathlib.Path(__file__).parent.parent.parent
+    / "data"
+    / "raw"
+    / "authors_state_associations.json"
+)
+
+# Load the data
+df = pd.read_csv(csv_path)
+with open(json_path, "r") as f:
+    association_mapping = json.load(f)
+
+
+# Function to properly work with the authors column -> the json file "authors_state_associations" in the data file is needed for this to run
+def expand_authors(row, association_mapping, round_number):
+    authors = eval(row)
+    expanded_countries = []
+    submission_types = []
+    rounds = []
+
+    for author in authors:
+        if author in association_mapping:
+            association_countries = set(association_mapping[author])
+            for country in association_countries:
+                if country not in authors:
+                    expanded_countries.append(country)
+                    submission_types.append("Group")
+                    rounds.append(round_number)
+        elif "," in author:
+            countries = [country.strip() for country in author.split(",")]
+            expanded_countries.extend(countries)
+            submission_types.extend(["Individual"] * len(countries))
+            rounds.extend([round_number] * len(countries))
+        else:
+            expanded_countries.append(author.strip())
+            submission_types.append("Individual")
+            rounds.append(round_number)
+
+    return pd.DataFrame(
+        {
+            "country": expanded_countries,
+            "submission_type": submission_types,
+            "round": rounds,
+        }
+    )
+
+
+# Apply the function to expand the "author" field in each row with round info
+expanded_rows = df.apply(
+    lambda x: expand_authors(x["author"], association_mapping, x["round"]), axis=1
+)
+
+# Concatenate the expanded rows into a single DataFrame
+expanded_df = pd.concat(expanded_rows.values).reset_index(drop=True)
+
+# Count submissions by country, submission type, and round
+country_submission_counts = (
+    expanded_df.groupby(["country", "submission_type", "round"])
+    .size()
+    .reset_index(name="submission_count")
+)
+
+# Pivot the data to separate columns for Individual and Group submissions
+country_submission_counts_pivoted = country_submission_counts.pivot_table(
+    index=["country", "round"],
+    columns="submission_type",
+    values="submission_count",
+    fill_value=0,
+).reset_index()
+
+country_submission_counts_pivoted["total_submission_count"] = (
+    country_submission_counts_pivoted["Group"]
+    + country_submission_counts_pivoted["Individual"]
+)
+
+# Choropleth map with larger dimensions
+fig = px.choropleth(
+    country_submission_counts_pivoted,
+    locations="country",
+    locationmode="country names",
+    color="total_submission_count",
+    hover_name="country",
+    hover_data={
+        "Individual": True,
+        "Group": True,
+        "total_submission_count": True,
+        "round": True,
+    },
+    color_continuous_scale="ice_r",
+    range_color=(
+        0,
+        country_submission_counts_pivoted["total_submission_count"].max(),
+    ),  # Set color scale range
+    title="",
+    projection="natural earth",  # Global map projection instead of Mercator
+    animation_frame="round",
+    width=1000,
+    height=800,
+)
+
+# Customize animation speed
+fig.layout.updatemenus[0].buttons[0].args[1]["frame"]["duration"] = (
+    1000  # Set frame duration (1000ms = 1 second)
+)
+
+# Add a footnote annotation at the bottom
+fig.update_layout(
+    annotations=[
+        dict(
+            x=0.5,
+            y=-0.1,
+            xref="paper",
+            yref="paper",
+            text="""
+                Source: <a href='https://www.unep.org/inc-plastic-pollution' target='_blank'>
+                Intergovernmental Negotiating Committee on Plastic Pollution</a><br>
+            """,
+            showarrow=False,  # Don't show an arrow
+            font=dict(size=12, color="gray"),  # Set font size and color
+            align="left",
+            borderpad=10,  # Padding around the annotation
+            width=1000,  # Optional: Set a maximum width for wrapping text
+        )
+    ]
+)

src/app/app.py

@@ -0,0 +1,141 @@
+import base64
+from pathlib import Path
+
+import extra_streamlit_components as stx
+import streamlit as st
+
+from src.analysis.submission_map_visualization import fig
+from src.app.views.inc_page import init_inc_page
+from src.app.views.knowledge_hub_page import init_knowledge_hub_page
+from src.utils.data import load_css
+
+
+# Function to load and encode the image
+def get_base64_image(image_path):
+    with open(image_path, "rb") as img_file:
+        return base64.b64encode(img_file.read()).decode()
+
+
+@st.cache_data
+def load_css_style() -> None:
+    load_css(Path(__file__).parent.parent.parent / "style" / "style.css")
+
+
+base64_image = get_base64_image("static/images/banner.jpg")
+
+st.set_page_config(layout="wide")
+
+# Load the custom CSS
+load_css_style()
+
+if "active_tab" not in st.session_state:
+    st.session_state.active_tab = "1"
+
+
+# Function to change active tab
+def set_active_tab(tab_id):
+    st.session_state.active_tab = tab_id
+
+
+# Use session state to set the default tab in the tab bar
+chosen_id = stx.tab_bar(
+    data=[
+        stx.TabBarItemData(
+            id=1,
+            title="Welcome to NegotiateAI!",
+            description="",
+        ),
+        stx.TabBarItemData(
+            id=2,
+            title="INC Plastic Pollution Country Profile Analysis",
+            description="",
+        ),
+        stx.TabBarItemData(
+            id=3,
+            title="Knowledge Hub",
+            description="",
+        ),
+    ],
+    default=st.session_state.active_tab,  # Use the active tab from session state
+)
+
+
+if chosen_id == "1":
+    st.html(
+        """
+        <style>
+        /* Container holding the image and the text */
+        .container {
+        position: relative;
+        text-align: center;
+        }
+
+    </style>
+        </style>
+        """
+    )
+
+    st.markdown(
+        f"""
+        <div class="container">
+        <img src="data:image/png;base64,{base64_image}" alt="Image" style="width:100%; opacity: 0.9;">
+        </div>
+        """,
+        unsafe_allow_html=True,
+    )
+
+    st.write("")
+    st.write("")
+
+    inc_col, space, knowledge_hub_col = st.columns([1, 0.1, 1])
+
+    # Buttons to trigger tab switch
+    with inc_col:
+        st.header("INC Treaty")
+        st.markdown(
+            """
+            <p class="description"> 
+            NegotiateAI simplifies the search and analysis of documents by INC members, enabling negotiators and other interested parties to quickly pinpoint crucial information. <br>  <br> With an intuitive interface, NegotiateAI supports treaty-specific queries and provides direct links to relevant documents for deeper research.
+            </p>
+            """,
+            unsafe_allow_html=True,
+        )
+        if st.button(
+            "INC Plastic Pollution Country Profile Analysis",
+            icon=":material/chevron_right:",
+            type="primary",
+        ):
+            set_active_tab("2")
+            st.rerun()
+
+    with knowledge_hub_col:
+        st.header("Knowledge Hub")
+        st.markdown(
+            """
+            <p class="description"> The Hub offers access to wealth of relevant documents such as reports, policy briefs, and research papers from NGOs, research institutions, foundations and other organizations. <br> <br>
+            User can query and engage with these resources, enabling them to delve deeper into specific topics and obtain comprehensive information on their work.
+            </p>
+            """,
+            unsafe_allow_html=True,
+        )
+        if st.button("Knowledge Hub", icon=":material/chevron_right:", type="primary"):
+            set_active_tab("3")
+            st.rerun()
+
+    st.markdown(
+        """<hr style="height:2px;border:none;color:#077493;background-color:#077493;" /> """,
+        unsafe_allow_html=True,
+    )
+
+    st.header(
+        "Explore Submissions Around the World!",
+        help="The data is based on different submissions from countries individually and in groups or associations. Countries are shown only when a submission exist. Borders may vary because of this. Until now names in the map comply to countries territory. We acknowledge that a more precise representation is needed and we are working on it.",
+    )
+    # st.write("The app is tailored to enhance the efficiency of finding and accessing information on the UN Plastics Treaty Negotiations. It hosts a comprehensive database of relevant documents submitted by the members available <a href="https://www.unep.org/inc-plastic-pollution"> here</a>, which users can explore through an intuitive chatbot interface as well as simple filtering options. The app excels in querying specific information about countries and their positions in  the negotiations, providing targeted and precise answers. However, it can process only up to 8 relevant documents at a time, which may limit responses to more complex inquiries. Filter options by authors and sections of the negotiation draft ensure the accuracy of the answers. Each document found via these filters is also directly accessible via a link, ensuring complete and easy access to the desired information.")
+    st.plotly_chart(fig, theme="streamlit", use_container_width=True)
+
+if chosen_id == "2":
+    init_inc_page()
+
+if chosen_id == "3":
+    init_knowledge_hub_page()

src/app/views/inc_page.py

@@ -0,0 +1,373 @@
+import time
+from pathlib import Path
+
+import pandas as pd
+import streamlit as st
+from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
+
+from src.document_store.get_index import get_index
+from src.rag.pipeline import RAGPipeline
+from src.utils.data import load_css, load_json
+from src.utils.writer import typewriter
+
+DATA_BASE_PATH = Path(__file__).parent.parent.parent.parent / "data"
+
+
+@st.cache_data
+def load_css_style() -> None:
+    load_css(Path(__file__).parent.parent.parent.parent / "style" / "style.css")
+
+
+@st.cache_data
+def load_template() -> str:
+    path = (
+        Path(__file__).parent.parent.parent
+        / "rag"
+        / "prompt_templates"
+        / "inc_template.txt"
+    )
+    with open(path, "r") as file:
+        template = file.read()
+    return template
+
+
+@st.cache_resource
+def load_inc_pipeline(template: str) -> tuple[QdrantDocumentStore, RAGPipeline]:
+    inc_index = get_index(index="inc_data")
+    inc_rag = RAGPipeline(document_store=inc_index, top_k=3, template=template)
+    return inc_index, inc_rag
+
+
+@st.cache_data
+def get_authors_taxonomy() -> list[str]:
+    taxonomy = load_json(DATA_BASE_PATH / "taxonomies" / "authors_taxonomy.json")
+    countries = []
+    members = taxonomy["Members"]
+    for key, value in members.items():
+        if key == "Countries" or key == "International and Regional State Associations":
+            countries.extend(value)
+    return countries
+
+
+@st.cache_data
+def get_draft_cat_taxonomy() -> dict[str, list[str]]:
+    taxonomy = load_json(
+        DATA_BASE_PATH / "taxonomies" / "draftcat_taxonomy_filter.json"
+    )
+    draft_labels = []
+    for _, subpart in taxonomy.items():
+        for label in subpart:
+            draft_labels.append(label)
+    return draft_labels
+
+
+@st.cache_data
+def get_negotiations_rounds() -> list[int]:
+    return [1, 2, 3, 4, 5]
+
+
+@st.cache_data
+def get_example_prompts() -> list[str]:
+    return [
+        example["question"]
+        for example in load_json(
+            DATA_BASE_PATH / "example_prompts" / "example_prompts_inc.json"
+        )
+    ]
+
+
+@st.cache_data
+def set_trigger_state_values() -> tuple[bool, bool]:
+    trigger_filter_inc = st.session_state.setdefault("trigger_inc", False)
+    trigger_ask_inc = st.session_state.setdefault("trigger_inc", False)
+    return trigger_filter_inc, trigger_ask_inc
+
+
+@st.cache_data
+def load_app_init() -> None:
+    st.write("\n")
+    st.write("\n")
+
+
+def init_inc_page():
+    load_css_style()
+    load_app_init()
+
+    # Load Cache Data and Resources
+    authors = get_authors_taxonomy()
+    draft_labs = get_draft_cat_taxonomy()
+    negotiation_rounds = get_negotiations_rounds()
+    example_prompts = get_example_prompts()
+    template = load_template()
+    trigger_filter_inc, trigger_ask_inc = set_trigger_state_values()
+    inc_index, inc_rag = load_inc_pipeline(template=template)
+
+    # Application Column
+    application_col_inc = st.columns(1)
+
+    with application_col_inc[0]:
+        st.markdown(
+            """
+            <p class="header" style="display: flex; align-items: center;">
+                <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32" width="32" height="32" style="margin-right: 10px;">
+                    <circle cx="16" cy="16" r="15" fill="none" stroke="#077493" stroke-width="2"/>
+                    <text x="16" y="21" text-anchor="middle" font-size="16" font-family="Arial" font-weight="bold" fill="#077493">1</text>
+                </svg> Select Filters</span>
+            </p>
+            """,
+            unsafe_allow_html=True,
+        )
+        text_design_col_1, textext_design_col_2 = st.columns([1, 1])
+        with text_design_col_1:
+            st.markdown(
+                """<p class="description"> Selecting at least one filter is mandatory, because otherwise the model would have to analyze all available documents which results in inaccurate answers and long processing times. Please select at least one filter. We especially recommend to select countries you are interested in. """,
+                unsafe_allow_html=True,
+            )
+            st.write("\n")
+
+        col_1, col_2, col_3 = st.columns([1, 1, 1])
+
+        with col_1:
+            selected_authors_inc = st.multiselect(
+                label="Countries",
+                options=authors,
+                label_visibility="visible",
+                placeholder="Select",
+                key="selected_authors_inc",
+                help="Please select the countries of interest. Your selection will refine the database to include documents submitted by these countries or recognized groupings such as Small Developing States, the African States Group, etc.",
+            )
+
+        with col_2:
+            selected_rounds_inc = st.multiselect(
+                label="Round",
+                options=negotiation_rounds,
+                label_visibility="visible",
+                placeholder="Select",
+                key="selected_rounds_inc",
+                help="Please select the countries of interest. Your selection will refine the database to include documents submitted by these countries or recognized groupings such as Small Developing States, the African States Group, etc. </p>",
+            )
+
+        with col_3:
+            selected_draft_cats_inc = st.multiselect(
+                label="Draft Categories",
+                options=draft_labs,
+                label_visibility="visible",
+                placeholder="Select",
+                key="selected_draft_cats",
+                help=" Please select the parts of the negotiation draft of interest. The negotiation draft can be accessed (https://www.unep.org/inc-plastic-pollution/session-4/documents)",
+            )
+
+            st.write("\n")
+            st.write("\n")
+
+        st.markdown(
+            """
+            <p class="header" style="display: flex; align-items: center;">
+                <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32" width="32" height="32" style="margin-right: 10px;">
+                    <circle cx="16" cy="16" r="15" fill="none" stroke="#077493" stroke-width="2"/>
+                    <text x="16" y="21" text-anchor="middle" font-size="16" font-family="Arial" font-weight="bold" fill="#077493">2</text>
+                </svg> Ask a question or show documents based on selected filters
+            </p>
+            """,
+            unsafe_allow_html=True,
+        )
+
+        asking_inc, filtering_inc = st.tabs(["Ask a question", "Filter documents"])
+
+        with asking_inc:
+            application_col_ask_inc, output_col_ask_inc = st.columns([1, 1.5])
+            with application_col_ask_inc:
+                st.markdown(
+                    """
+                    <p class="description"> Ask a question, noting that the database has been restricted by filters and that your question should pertain to the selected data. \n
+                    """,
+                    unsafe_allow_html=True,
+                )
+
+                if "prompt" not in st.session_state:
+                    prompt_inc = st.text_area("")
+                if (
+                    "prompt" in st.session_state
+                    and st.session_state.prompt in example_prompts  # noqa: E501
+                ):  # noqa: E501
+                    prompt_inc = st.text_area(
+                        "Enter a question", value=st.session_state.prompt
+                    )  # noqa: E501
+                if (
+                    "prompt" in st.session_state
+                    and st.session_state.prompt not in example_prompts  # noqa: E501
+                ):  # noqa: E501
+                    del st.session_state["prompt"]
+                    prompt_inc = st.text_area("Enter a question")
+
+                trigger_ask_inc = st.session_state.setdefault("trigger_inc", False)
+
+                if st.button("Ask", icon=":material/send:", type="primary"):
+                    if prompt_inc == "":
+                        st.error(
+                            "Please enter a question. Reloading the app in few seconds"
+                        )
+                        time.sleep(3)
+                        st.rerun()
+                    with st.spinner("Filtering data...") as status:
+                        if (
+                            not selected_authors_inc
+                            and not selected_draft_cats_inc
+                            and not selected_rounds_inc
+                        ):
+                            st.error(
+                                "Selecting a filter is mandatory. We especially recommend to select countries you are interested in. Selecting at least one filter is mandatory, because otherwise the model would have to analyze all available documents which results in inaccurate answers and long processing times. Please select at least one filter."
+                            )
+                            st.stop()
+
+                    with st.spinner("Analyzing Filters") as status:
+                        filter_selection = {
+                            "author": selected_authors_inc,
+                            "draft_labs": selected_draft_cats_inc,
+                            "round": selected_rounds_inc,
+                        }
+                        filters = inc_rag.build_filter(
+                            filter_selections=filter_selection
+                        )
+                        docs = inc_index.filter_documents(filters)
+                        if not docs:
+                            st.error(
+                                "The combination of filters you've chosen does not match any documents. Please try another combination of filters. If a filter combination does not return any documents, it means that there are no documents that match the selected filters and therefore no answer can be given."
+                            )
+                            trigger_ask_inc = False
+                            st.stop()
+                        else:
+                            st.success("Filtering completed.")
+                    with st.spinner("Answering question..."):
+                        result = inc_rag.run(
+                            query=prompt_inc, filter_selections=filter_selection
+                        )
+                        trigger_ask_inc = True
+                        st.success("Answering question completed.")
+
+                st.markdown(
+                    "***≡ Examples***",
+                    help="These are example prompts that can be used to ask questions to the model. Click on a prompt to use it as a question. You can also type your own question in the text area above. In general we highly recommend to use the filter functions to narrow down the data.",
+                )
+
+                for i, prompt_inc in enumerate(example_prompts):
+                    # with col[i % 4]:
+                    if st.button(prompt_inc):
+                        if "key" not in st.session_state:
+                            st.session_state["prompt"] = prompt_inc
+                # Define the button
+
+        with filtering_inc:
+            application_col_filter, output_col_filter = st.columns([1, 1.5])
+            # make the buttons text smaller
+            with application_col_filter:
+                st.markdown(
+                    """
+                    <p class="description">
+                    This filter function allows you to see all documents that match the selected filters. The documents can be accessed via a link. \n
+                    """,
+                    unsafe_allow_html=True,
+                )
+                if st.button("Filter", icon=":material/filter_alt:", type="primary"):
+                    if (
+                        not selected_authors_inc
+                        and not selected_draft_cats_inc
+                        and not selected_rounds_inc
+                    ):
+                        st.info(
+                            "No filters selected. All documents will be shown. Longer processing time expected."
+                        )
+
+                    with st.spinner("Filtering documents..."):
+                        filter = RAGPipeline.build_filter(
+                            filter_selections={
+                                "author": selected_authors_inc,
+                                "draft_labs": selected_draft_cats_inc,
+                                "round": selected_rounds_inc,
+                            }
+                        )
+                        result = inc_index.filter_documents(filter)
+
+                        retriever_ids = set()
+                        result_meta = []
+
+                        for doc in result:
+                            retriever_id = doc.meta["retriever_id"]
+                            if retriever_id not in retriever_ids:
+                                result_meta.append(
+                                    {
+                                        "author": doc.meta["author"],
+                                        "doc_type": doc.meta["doc_type"],
+                                        "round": doc.meta["round"],
+                                        "href": doc.meta["href"],
+                                        "draft_labs": doc.meta["draft_labs"],
+                                        "draft_cats": doc.meta["draft_cats"],
+                                    }
+                                )
+                                retriever_ids.add(retriever_id)
+                            else:
+                                continue
+
+                        result_df = pd.DataFrame(result_meta)
+                        if result_df.empty:
+                            st.info(
+                                "No documents found for the combination of filters you've chosen. All countries are represented at least once in the data. Remove the draft categories to see all documents for the countries selected or try other draft categories and/or rounds"
+                            )
+                            trigger_filter_inc = False
+                        else:
+                            trigger_filter_inc = True
+
+        if trigger_filter_inc:
+            with output_col_filter:
+                st.markdown("### Overview of all filtered documents")
+                st.dataframe(
+                    result_df,
+                    hide_index=True,
+                    column_config={
+                        "author": st.column_config.ListColumn("Authors"),
+                        "href": st.column_config.LinkColumn("Link to Document"),
+                        "draft_labs": st.column_config.ListColumn("Draft Categories"),
+                        "round": st.column_config.NumberColumn("Round"),
+                        "doc_type": st.column_config.TextColumn("Document Type"),
+                        "draft_cats": st.column_config.ListColumn("Draft Categories"),
+                    },
+                )
+
+        if trigger_ask_inc:
+            with output_col_ask_inc:
+                if result is None:
+                    st.error(
+                        "Open AI rate limit exceeded. Please try again in a few seconds."
+                    )
+                    st.stop()
+
+                reference_data = [
+                    (doc.meta["retriever_id"], doc.meta["href"])
+                    for doc in result["retriever"]["documents"]
+                ]
+
+                references = ["\n"]
+                for retriever_id, href in reference_data:
+                    references.append(f"-[{retriever_id}]: {href} \n")
+
+                references = list(set(references))
+
+                st.markdown(
+                    """<svg xmlns="http://www.w3.org/2000/svg" height="24px" viewBox="0 -960 960 960" width="24px" fill="#077493"><path d="m640-480 80 80v80H520v240l-40 40-40-40v-240H240v-80l80-80v-280h-40v-80h400v80h-40v280Zm-286 80h252l-46-46v-314H400v314l-46 46Zm126 0Z"/></svg> <b>Answer</b>""",
+                    unsafe_allow_html=True,
+                )
+
+                typewriter(
+                    text=result["llm"]["replies"][0],
+                    references=references,
+                    speed=100,
+                )
+
+                with st.expander("Show more information to the documents"):
+                    for doc in result["retriever"]["documents"]:
+                        markdown_text = f"- Document: {doc.meta['retriever_id']}\n"
+                        markdown_text += "    - Text passages\n"
+                        markdown_text += f"        - {doc.content}\n"
+                        st.write(markdown_text)
+
+            trigger_ask_inc = False

src/app/views/knowledge_hub_page.py

@@ -0,0 +1,353 @@
+import time
+from pathlib import Path
+
+import pandas as pd
+import streamlit as st
+from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
+
+from src.document_store.get_index import get_index
+from src.rag.pipeline import RAGPipeline
+from src.utils.data import load_css, load_json
+from src.utils.writer import typewriter
+
+DATA_BASE_PATH = Path(__file__).parent.parent.parent.parent / "data"
+
+
+@st.cache_data
+def load_css_style() -> None:
+    load_css(Path(__file__).parent.parent.parent.parent / "style" / "style.css")
+
+
+@st.cache_resource
+def load_knowledge_hub_pipeline(
+    template: str,
+) -> tuple[QdrantDocumentStore, RAGPipeline]:
+    knowledge_hub_index = get_index(index="knowledge_hub_data")
+    knowledge_hub_rag = RAGPipeline(
+        document_store=knowledge_hub_index, top_k=3, template=template
+    )
+    return knowledge_hub_index, knowledge_hub_rag
+
+
+@st.cache_resource
+def get_organization_filter() -> dict | list:
+    return load_json(DATA_BASE_PATH / "taxonomies" / "organization.json")
+
+
+@st.cache_data
+def load_template() -> str:
+    path = (
+        Path(__file__).parent.parent.parent
+        / "rag"
+        / "prompt_templates"
+        / "inc_template.txt"
+    )
+    with open(path, "r") as file:
+        template = file.read()
+    return template
+
+
+@st.cache_data
+def get_example_prompts() -> list[str]:
+    return [
+        example["question"]
+        for example in load_json(
+            DATA_BASE_PATH / "example_prompts" / "example_prompts_knowledge_hub.json"
+        )
+    ]
+
+
+@st.cache_resource
+def get_region_filter() -> dict | list:
+    return load_json(DATA_BASE_PATH / "taxonomies" / "region.json")
+
+
+@st.cache_resource
+def get_type_of_document_filter() -> dict | list:
+    return load_json(DATA_BASE_PATH / "taxonomies" / "type_of_document.json")
+
+
+@st.cache_data
+def set_trigger_state_values() -> tuple[bool, bool]:
+    trigger_filter_k = st.session_state.setdefault("trigger_k", False)
+    trigger_ask_k = st.session_state.setdefault("trigger_k", False)
+    return trigger_filter_k, trigger_ask_k
+
+
+@st.cache_data
+def load_app_init() -> None:
+    pass
+
+
+def init_knowledge_hub_page():
+    load_css_style()
+    load_app_init()
+
+    # Load Cache Data and Resources
+    trigger_filter_k, trigger_ask_k = set_trigger_state_values()
+    knowledge_hub_template = load_template()
+    knowledge_hub_index, knowledge_hub_rag = load_knowledge_hub_pipeline(
+        template=knowledge_hub_template
+    )
+    example_prompts_k = get_example_prompts()
+    organization_filter = get_organization_filter()
+    region_filter = get_region_filter()
+    type_of_document_filter = get_type_of_document_filter()
+
+    # Application Column
+    application_col = st.columns(1)
+
+    with application_col[0]:
+        st.write("\n")
+        organization, region, type_of_document = st.columns(3)
+
+        with organization:
+            selected_organization = st.multiselect(
+                label="Organization",
+                options=organization_filter,
+                label_visibility="visible",
+                placeholder="Select organization",
+            )
+        with region:
+            selected_region = st.multiselect(
+                label="Region",
+                options=region_filter,
+                label_visibility="visible",
+                placeholder="Select region",
+            )
+        with type_of_document:
+            selected_type_of_document = st.multiselect(
+                label="Type of Document",
+                options=type_of_document_filter,
+                label_visibility="visible",
+                placeholder="Select type of document",
+            )
+
+        st.write("\n")
+
+        asking_k, filtering_k = st.tabs(["Ask a question", "Filter documents"])
+
+        with asking_k:
+            application_col_ask_k, output_col_ask_k = st.columns([1, 1.5])
+            with application_col_ask_k:
+                st.markdown(
+                    """
+                    <p class="description">
+                    Please ask a question to get an answer or show documents based on the selected filters. This step is optional.</p>
+                    """,
+                    unsafe_allow_html=True,
+                )
+
+                if "prompt_k" not in st.session_state:
+                    prompt_k = st.text_area(label="")
+                if (
+                    "prompt_k" in st.session_state
+                    and st.session_state.prompt_k in example_prompts_k
+                ):
+                    prompt_k = st.text_area(
+                        label="Enter a question",
+                        value=st.session_state.prompt_k,
+                    )
+                if (
+                    "prompt_k" in st.session_state
+                    and st.session_state.prompt_k not in example_prompts_k
+                ):
+                    del st.session_state["prompt_k"]
+                    prompt_k = st.text_area(label="Enter a question")
+
+                trigger_ask_k = st.session_state.setdefault("trigger", False)
+
+                if st.button(
+                    "Ask", key="ask_k", type="primary", icon=":material/send:"
+                ):
+                    if prompt_k == "":
+                        st.error(
+                            "Please enter a question. Reloading the app in few seconds",
+                            icon=":material/error:",
+                        )
+                        time.sleep(3)
+                        st.rerun()
+
+                    with st.spinner("Querying Documents..."):
+                        filter_selection = {
+                            "organization": selected_organization,
+                            "region": selected_region,
+                            "type_of_document": selected_type_of_document,
+                        }
+
+                        if (
+                            not selected_region
+                            and not selected_organization
+                            and not selected_type_of_document
+                        ):
+                            st.warning(
+                                "No filters selected. All documents will be used for the question. Longer processing time expected. Please consider using the filter functions to narrow down the data.",
+                                icon=":material/warning:",
+                            )
+                        filters = knowledge_hub_rag.build_filter(
+                            filter_selections=filter_selection
+                        )
+
+                        docs = knowledge_hub_index.filter_documents(filters=filters)
+
+                        if not docs:
+                            st.error(
+                                "The combination of filters you've chosen does not match any documents. Please try another combination of filters. If a filter combination does not return any documents, it means that there are no documents that match the selected filters and therefore no answer can be given.",
+                                icon=":material/error:",
+                            )
+                            trigger_ask_k = False
+                            st.stop()
+                        else:
+                            st.success("Filtering completed.", icon=":material/check:")
+                    with st.spinner("Answering question..."):
+                        result = knowledge_hub_rag.run(
+                            query=prompt_k, filter_selections=filter_selection
+                        )
+
+                        trigger_ask_k = True
+                        st.success(
+                            "Answering question completed.", icon=":material/check:"
+                        )
+
+                st.markdown(
+                    "***≡ Examples***",
+                    help="These are example prompts that can be used to ask questions to the model. Click on a prompt to use it as a question. You can also type your own question in the text area above. In general we highly recommend to use the filter functions to narrow down the data.",
+                )
+
+                for i, prompt_inc in enumerate(example_prompts_k):
+                    # with col[i % 4]:
+                    if st.button(prompt_inc):
+                        if "key" not in st.session_state:
+                            st.session_state["prompt_k"] = prompt_inc
+
+        with filtering_k:
+            application_col_filter_k, output_col_filter_k = st.columns([1, 1.5])
+
+            with application_col_filter_k:
+                st.markdown(
+                    """
+                    <p class="description"> This filter function allows you to see all documents that match the selected filters. The documents can be accessed via a link \n </p>
+                    """,
+                    unsafe_allow_html=True,
+                )
+                if st.button(
+                    "Filter documents",
+                    key="filter_docuemts_k",
+                    type="primary",
+                    icon=":material/filter_alt:",
+                ):
+                    if (
+                        not selected_region
+                        and not selected_organization
+                        and not selected_type_of_document
+                    ):
+                        st.info(
+                            "No filteres selected. All documents will be shown. Longer processing time expected."
+                        )
+
+                    with st.spinner("Filtering documents..."):
+                        filter = RAGPipeline.build_filter(
+                            filter_selections={
+                                "organization": selected_organization,
+                                "region": selected_region,
+                                "type_of_document": selected_type_of_document,
+                            }
+                        )
+                        result = knowledge_hub_index.filter_documents(filters=filter)
+
+                        retriever_ids = set()
+                        result_meta = []
+
+                        for doc in result:
+                            retriever_id = doc.meta["retriever_id"]
+                            if retriever_id not in retriever_ids:
+                                result_meta.append(
+                                    {
+                                        "organization": doc.meta["organization"],
+                                        "title": doc.meta["title"],
+                                        "year": doc.meta["year"],
+                                        "region": doc.meta["region"],
+                                        "keywords": doc.meta["key_words"],
+                                        "type_of_document": doc.meta[
+                                            "type_of_document"
+                                        ],
+                                        "type_of_organization": doc.meta[
+                                            "type_of_organization"
+                                        ],
+                                        "href": doc.meta["href"],
+                                    }
+                                )
+                                retriever_ids.add(retriever_id)
+                            else:
+                                continue
+
+                    result_df = pd.DataFrame(result_meta)
+                    if result_df.empty:
+                        st.info(
+                            "No documents found for the combination of filters you've chosen. All countries are represented at least once in the data. Remove the draft categories to see all documents for the countries selected or try other draft categories and/or rounds"
+                        )
+                        trigger_filter_k = False
+                    else:
+                        trigger_filter_k = True
+
+        if trigger_filter_k:
+            with output_col_filter_k:
+                st.markdown("### Overview of all filtered documents")
+                st.dataframe(
+                    result_df,
+                    hide_index=True,
+                    use_container_width=True,
+                    column_config={
+                        "organization": st.column_config.ListColumn("Organization"),
+                        "title": st.column_config.TextColumn("Title"),
+                        "year": st.column_config.TextColumn("Year"),
+                        "region": st.column_config.ListColumn("Region"),
+                        "keywords": st.column_config.ListColumn("Keywords"),
+                        "type_of_document": st.column_config.TextColumn(
+                            "Type of Document"
+                        ),
+                        "type_of_organization": st.column_config.TextColumn(
+                            "Type of Organization"
+                        ),
+                        "href": st.column_config.LinkColumn("Link"),
+                    },
+                )
+            trigger_filter_k = False
+
+        if trigger_ask_k:
+            with output_col_ask_k:
+                if result is None:
+                    st.error(
+                        "Open AI rate limit exceeded. Please try again in a few seconds."
+                    )
+                    st.stop()
+
+                reference_data = [
+                    (doc.meta["retriever_id"], doc.meta["href"])
+                    for doc in result["retriever"]["documents"]
+                ]
+
+                references = ["\n"]
+
+                for retriever_id, href in reference_data:
+                    references.append(f"-[{retriever_id}]: {href} \n")
+
+                references = list(set(references))
+
+                st.markdown(
+                    """<svg xmlns="http://www.w3.org/2000/svg" height="24px" viewBox="0 -960 960 960" width="24px" fill="#077493"><path d="m640-480 80 80v80H520v240l-40 40-40-40v-240H240v-80l80-80v-280h-40v-80h400v80h-40v280Zm-286 80h252l-46-46v-314H400v314l-46 46Zm126 0Z"/></svg> <b>Answer</b>""",
+                    unsafe_allow_html=True,
+                )
+
+                typewriter(
+                    text=result["llm"]["replies"][0], references=references, speed=100
+                )
+
+                with st.expander("Show more information to the documents"):
+                    for doc in result["retriever"]["documents"]:
+                        markdown_text = f"- Document: {doc.meta['retriever_id']}\n"
+                        markdown_text += "    - Text passages\n"
+                        markdown_text += f"        - {doc.content}\n"
+                        st.write(markdown_text)
+
+            trigger_ask_k = False

src/document_store/get_index.py

@@ -0,0 +1,17 @@
+from haystack.utils import Secret
+from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
+
+from src.settings import settings
+
+
+def get_index(index: str = "document") -> QdrantDocumentStore:
+    return QdrantDocumentStore(
+        url=settings.qdrant_database.url,
+        api_key=Secret.from_env_var("QDRANT_DATABASE__API_KEY"),
+        index=index,
+        embedding_dim=settings.qdrant_database.embedding_dim,
+        similarity="cosine",
+        recreate_index=False,
+        wait_result_from_api=True,
+        return_embedding=True,
+    )

src/rag/pipeline.py

@@ -0,0 +1,114 @@
+from haystack import Pipeline
+from haystack.components.builders import PromptBuilder
+from haystack.components.embedders import SentenceTransformersTextEmbedder
+from haystack.components.generators import OpenAIGenerator
+from haystack.utils import Secret
+from haystack_integrations.components.retrievers.qdrant import QdrantEmbeddingRetriever
+
+from src.document_store.document_store import DocumentStore
+from src.settings import settings
+
+
+class RAGPipeline:
+    def __init__(
+        self,
+        document_store: DocumentStore,
+        template: str,
+        top_k: int,
+    ) -> None:
+        self.text_embedder: SentenceTransformersTextEmbedder  # type: ignore
+        self.retriever: QdrantEmbeddingRetriever  # type: ignore
+        self.prompt_builder: PromptBuilder  # type: ignore
+        self.llm_provider: OpenAIGenerator  # type: ignore
+        self.pipeline: Pipeline | None = None
+        self.document_store = document_store
+        self.template = template
+        self.top_k = top_k
+
+        self.get_text_embedder()
+        self.get_retriever()
+        self.get_prompt_builder()
+        self.get_llm_provider()
+
+    def run(self, query: str, filter_selections: dict[str, list] | None = None) -> dict:
+        if not self.pipeline:
+            self.build_pipeline()
+        if self.pipeline:
+            filters = RAGPipeline.build_filter(filter_selections=filter_selections)
+            result = self.pipeline.run(
+                data={
+                    "text_embedder": {"text": query},
+                    "retriever": {"filters": filters},
+                    "prompt_builder": {"query": query},
+                },
+                include_outputs_from=["retriever", "llm"],
+            )
+        return result
+
+    def get_text_embedder(self) -> None:
+        self.text_embedder = SentenceTransformersTextEmbedder(
+            model=settings.qdrant_database.model
+        )
+        self.text_embedder.warm_up()
+
+    def get_retriever(self) -> None:
+        self.retriever = QdrantEmbeddingRetriever(
+            document_store=self.document_store, top_k=self.top_k
+        )
+
+    def get_prompt_builder(self) -> None:
+        self.prompt_builder = PromptBuilder(template=self.template)
+
+    def get_llm_provider(self) -> None:
+        self.llm_provider = OpenAIGenerator(
+            model=settings.llm_provider.model,
+            api_key=Secret.from_env_var("LLM_PROVIDER__API_KEY"),
+            max_retries=3,
+            generation_kwargs={"max_tokens": 5000, "temperature": 0.2},
+        )
+
+    @staticmethod
+    def build_filter(filter_selections: dict[str, list] | None = None) -> dict:
+        filters: dict[str, str | list[dict]] = {"operator": "AND", "conditions": []}
+        if filter_selections:
+            for meta_data_name, selections in filter_selections.items():
+                filters["conditions"].append(  # type: ignore
+                    {
+                        "field": "meta." + meta_data_name,
+                        "operator": "in",
+                        "value": selections,
+                    }
+                )
+        else:
+            filters = {}
+        return filters
+
+    def build_pipeline(self):
+        self.pipeline = Pipeline()
+        self.pipeline.add_component("text_embedder", self.text_embedder)
+        self.pipeline.add_component("retriever", self.retriever)
+        self.pipeline.add_component("prompt_builder", self.prompt_builder)
+        self.pipeline.add_component("llm", self.llm_provider)
+
+        self.pipeline.connect("text_embedder.embedding", "retriever.query_embedding")
+        self.pipeline.connect("retriever", "prompt_builder.documents")
+        self.pipeline.connect("prompt_builder", "llm")
+
+
+if __name__ == "__main__":
+    document_store = DocumentStore(index="inc_data")
+
+    with open("src/rag/prompt_templates/inc_template.txt", "r") as file:
+        template = file.read()
+
+    pipeline = RAGPipeline(
+        document_store=document_store.document_store, template=template, top_k=5
+    )
+    filter_selections = {
+        "author": ["Malaysia", "Australia"],
+    }
+    result = pipeline.run(
+        "What is Malaysia's position on plastic waste?",
+        filter_selections=filter_selections,
+    )
+    pass

src/rag/prompt_templates/inc_template.txt

@@ -0,0 +1,14 @@
+Answer the question {{ query }} using only the provided documents and avoiding text. 
+Formulate your answer in the style of an academic report. 
+Provide example quotes and citations using extracted text from the documents.
+Use facts and numbers from the documents in your answer. 
+ALWAYS include the references of the documents used from documents at the end of each applicable sentence using the format [number].
+If the answer isn't in the document say 'Answering is not possible given the available information'.
+
+Documents: 
+  {% for document in documents %}
+  {{ document.meta.retriever_id }}: {{ document.content }}
+
+{% endfor %}
+
+Answer:

src/rag/prompt_templates/knowledge_hub.txt

@@ -0,0 +1,14 @@
+Answer the question {{ query }} using only the provided text chunks from Reports and Scientific Papers.
+Formulate your answer in the style of an scientific report. 
+Provide example quotes and citations using extracted text from the documents.
+Use facts and numbers from the documents in your answer. 
+ALWAYS include the references of the documents used from documents at the end of each applicable sentence using the format [number].
+If the answer isn't in the document say 'Answering is not possible given the available information'.
+
+Documents: 
+  {% for document in documents %}
+  {{ document.meta.retriever_id }}: {{ document.content }}
+
+{% endfor %}
+
+Answer:

src/settings.py

@@ -0,0 +1,26 @@
+from pydantic import BaseModel
+from pydantic_settings import BaseSettings, SettingsConfigDict
+
+
+class QdrantDatabase(BaseModel):
+    url: str
+    api_key: str
+    embedding_dim: int = 512
+    model: str = "sentence-transformers/distiluse-base-multilingual-cased-v1"
+
+
+class LlmProvider(BaseModel):
+    model: str
+    api_key: str
+
+
+class Settings(BaseSettings):
+    qdrant_database: QdrantDatabase
+    llm_provider: LlmProvider
+
+    model_config = SettingsConfigDict(
+        case_sensitive=False, env_nested_delimiter="__", env_file=".env"
+    )
+
+
+settings = Settings()

src/utils/data.py

@@ -0,0 +1,19 @@
+import json
+from pathlib import Path
+
+import streamlit as st
+
+
+def load_json(file_path: Path) -> dict | list:
+    with open(file_path, "r") as f:
+        return json.load(f)
+
+
+def save_json(file_path: Path, data: dict | list) -> None:
+    with open(file_path, "w") as f:
+        json.dump(data, f, indent=4)
+
+
+def load_css(file_name) -> None:
+    with open(file_name) as f:
+        st.markdown(f"<style>{f.read()}</style>", unsafe_allow_html=True)

src/utils/writer.py

@@ -0,0 +1,19 @@
+import time
+
+import streamlit as st
+
+
+def typewriter(text: str, references: list, speed: int):
+    tokens = text.split()
+    container = st.empty()
+    for index in range(len(tokens) + 1):
+        curr_full_text = " ".join(tokens[:index])
+        container.markdown(curr_full_text)
+        time.sleep(1 / speed)
+    curr_full_text += "\n"
+    container.markdown(curr_full_text)
+    curr_full_text += "\n **References** \n"
+    curr_full_text += "\n"
+    container.markdown(curr_full_text)
+    curr_full_text += "\n".join(references)
+    container.markdown(curr_full_text)

style/style.css

@@ -0,0 +1,65 @@
+.feedback-link {
+    display: inline-block;
+    background-color: #077493; /* Adjusted color */
+    color: white;
+    border: none;
+    border-radius: 4px;
+    padding: 0.5rem 1rem;
+    text-decoration: none;
+    font-size: 1rem;
+    cursor: pointer;
+    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); /* Added */
+}
+
+.feedback-link:hover {
+    background-color: #077493; /* Adjusted hover color */
+}
+
+.feedback-link[href^="mailto"] {
+    color: white !important;
+    text-decoration: none !important;
+}
+
+
+
+/* Style streamlit general text */
+.description {
+    font-size:15px !important;
+}
+
+
+/* Style streamlit header with bold text  */
+.header {
+    font-size: 20px;
+    font-weight: 700;
+    font-family: 'Arial', sans-serif;
+    color: #333;  /* A modern dark gray */
+    display: flex;
+    align-items: center;
+}
+
+
+.stMultiSelect > div > div > div {
+    font-size: 15px;
+}
+
+/* Style columns */
+[data-testid="column"] {
+    border-radius: 15px;
+       background-color: white;
+       box-shadow: 0 0 10px #eee;
+       border: 1px solid #ddd;
+       padding: 1rem;;
+} 
+/* Style containers */
+[data-testid="stVerticalBlock"] > [style*="flex-direction: column;"] > [data-testid="stVerticalBlock"] {
+    border-radius: 15px;
+       background-color: white;
+       box-shadow: 0 0 10px #eee;
+       border: 1px solid #ddd;
+       padding: 1rem;;
+}
+
+.stTabs [data-baseweb="tab-list"] button [data-testid="stMarkdownContainer"] p {
+    font-size:20px;
+    }