diff --git a/README.md b/README.md index bda376d..08a4210 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,48 @@ -# Convert any corpus of text into a Graph of Knowledge +# Convert any Corpus of Text into a *Graph of Knowledge* ![Knowledge Graph Banner](./assets/KG_banner.png) +*A knowledge graph generated using this code* + +## What is a knowledge graph? +A knowledge graph, also known as a semantic network, represents a network of real-world entities—i.e. objects, events, situations, or concepts—and illustrates the relationship between them. This information is usually stored in a graph database and visualized as a graph structure, prompting the term knowledge “graph.” + +Source: https://www.ibm.com/topics/knowledge-graph + +## How to create a simple knowledge graph from a body of work? +1. Clean the text corpus (The body of work). +2. Extract concepts and entities from the body of work. +3. Extract relations between the entities. +4. Convert a graph schema. +5. Populate nodes (concepts) and edges (relations). +6. Visualise and Query. + +Step 6 is purely optional, but it has certain artistic gratification associated with it. Network graphs are beautiful objects (just look at the banner image above, isnt it beautiful?). Fortunately there are good number of python libraries available for generating graph visualisations. + +## Why Graph? +Once the Knowledge Graph (KG) is build, we can use it for many purposes. We can run graph algorithms and calculate centralities of any node, to understand how important a concept (node) is to this body of work. We can calculate communities to bunch the concepts together to better analyse the text. We can understand the connectedness between seemingly disconnected concepts. + +The best of all, we can achieve **Graph Retrieval Augmented Generation (GRAG)** and chat with our text in a much more profound way using Graph as a retriever. This is a new and improved version of **Retrieval Augmented Generation (RAG)** where we use a vectory db as a retriever to chat with our documents. + +--- + +## This project +Here I have created a simple knowledge graph from a pdf document. All the components I used here are set up locally, so this project can be run very easily on a personal machine. +I have adopted a no-GPT approach here to keep things economical. I am using the fantastic *Mistral 7B openorca instruct* as LLM which crushes this use cases wonderfully. The model can be set up locally using Ollama so generating the KG is basically free (No calls to GPT). + +Here is a list of libraries I am using in this project + + +### Mistral 7B with Ollama. +The Amazing Mistral 7b model for extracting concepts out of text chunks. + +### Python Pandas +dataframes for graph schema (can use a graphdb at a later stage). + +### NetworkX +This is a python library that makes dealing with graphs super easy + +### Pyvis +Pyvis python library for visualisation. It generates amazing web visualisatins using VueJS, so the final graphs can be hosted on the web like github pages. + +// Still to complete this README // \ No newline at end of file diff --git a/assets/KG_banner.png b/assets/KG_banner.png index 339c30c..f6e3d27 100644 Binary files a/assets/KG_banner.png and b/assets/KG_banner.png differ diff --git a/concept_graph.ipynb b/concept_graph.ipynb index 1f35d4a..6e8a2ab 100644 --- a/concept_graph.ipynb +++ b/concept_graph.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,8 @@ "import numpy as np\n", "from pyvis.network import Network\n", "import networkx as nx\n", - "import seaborn as sns\n" + "import seaborn as sns\n", + "import random\n" ] }, { @@ -36,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -129,7 +130,7 @@ "4 33e4526e998e4865bd5b0dde036c2a20 " ] }, - "execution_count": 25, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -159,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -194,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -346,7 +347,7 @@ "4 4.5 " ] }, - "execution_count": 27, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -389,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -456,7 +457,7 @@ "4 191 countries 2.0" ] }, - "execution_count": 36, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -476,18 +477,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "G = nx.Graph()\n", "for index, row in nodes.iterrows():\n", - " G.add_node(row['entity_L'])\n", - " \n", + " G.add_node(row[\"entity_L\"])\n", + "\n", "for index, row in df_graph.iterrows():\n", - " G.add_weighted_edges_from(\n", - " [(str(row[\"entity_L\"]), str(row[\"entity_R\"]), row[\"weight\"])]\n", - " )" + " G.add_edge(str(row[\"entity_L\"]), str(row[\"entity_R\"]))" ] }, { @@ -506,15 +505,14 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "communities_generator = nx.community.girvan_newman(G)\n", "top_level_communities = next(communities_generator)\n", "next_level_communities = next(communities_generator)\n", - "communities = sorted(map(sorted, next_level_communities))\n", - "\n" + "communities = sorted(map(sorted, next_level_communities))\n" ] }, { @@ -526,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -560,31 +558,31 @@ " 0\n", " Member states\n", " 4.0\n", - " #db5769\n", + " #db57d3\n", " \n", " \n", " 1\n", " 10 million deaths\n", " 3.0\n", - " #db5784\n", + " #5f57db\n", " \n", " \n", " 2\n", " 100 Days Mission\n", " 3.0\n", - " #db5784\n", + " #5f57db\n", " \n", " \n", " 3\n", " 150,000 Health and Wellness Centres (HWC)\n", " 3.0\n", - " #db5784\n", + " #5f57db\n", " \n", " \n", " 4\n", " 191 countries\n", " 2.0\n", - " #db579e\n", + " #57b9db\n", " \n", " \n", "\n", @@ -592,24 +590,24 @@ ], "text/plain": [ " entity_L importance_L color\n", - "0 Member states 4.0 #db5769\n", - "1 10 million deaths 3.0 #db5784\n", - "2 100 Days Mission 3.0 #db5784\n", - "3 150,000 Health and Wellness Centres (HWC) 3.0 #db5784\n", - "4 191 countries 2.0 #db579e" + "0 Member states 4.0 #db57d3\n", + "1 10 million deaths 3.0 #5f57db\n", + "2 100 Days Mission 3.0 #5f57db\n", + "3 150,000 Health and Wellness Centres (HWC) 3.0 #5f57db\n", + "4 191 countries 2.0 #57b9db" ] }, - "execution_count": 74, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "\n", + "palette = 'hls'\n", "## Now add these colors to communities and make another dataframe\n", "def colors2Community(communities) -> pd.DataFrame:\n", " ## Define a color palette\n", - " p = sns.color_palette(\"hls\", len(communities)).as_hex()\n", + " p = sns.color_palette(palette, len(communities)).as_hex()\n", " rows = []\n", " for community in communities:\n", " color = p.pop()\n", @@ -636,18 +634,22 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "G = nx.Graph()\n", + "node_size_multiple = 6\n", "for index, row in df_nodes_colors.iterrows():\n", - " G.add_node(row['entity_L'], size=row['importance_L']*8, title=row['entity_L'], color=row['color'])\n", - " \n", + " G.add_node(\n", + " row[\"entity_L\"],\n", + " size=row[\"importance_L\"] * 6,\n", + " title=row[\"entity_L\"],\n", + " color=row[\"color\"],\n", + " )\n", + "\n", "for index, row in df_graph.iterrows():\n", - " G.add_weighted_edges_from(\n", - " [(str(row[\"entity_L\"]), str(row[\"entity_R\"]), row[\"weight\"])]\n", - " )" + " G.add_edge(str(row[\"entity_L\"]), str(row[\"entity_R\"]), weight=row[\"weight\"])" ] }, { @@ -659,36 +661,48 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "./graph/nodes.html\n" + "./docs/index.html\n" ] } ], "source": [ - "graph_output_directory = './graph/index.html'\n", + "graph_output_directory = './docs/index.html'\n", "\n", "net = Network(\n", " notebook=False,\n", + " bgcolor=\"#1a1a1a\",\n", " cdn_resources=\"remote\",\n", - " bgcolor=\"#111212\",\n", " height=\"900px\",\n", " width=\"100%\",\n", " select_menu=True,\n", - " font_color='#dbdbdb',\n", + " font_color= \"#cccccc\",\n", " # filter_menu=True,\n", ")\n", + "\n", "net.from_nx(G)\n", "net.repulsion(node_distance=150, spring_length=400)\n", "# net.barnes_hut(gravity=-18100, central_gravity=5.05, spring_length=380)\n", - "net.show_buttons(filter_='physics')\n", + "net.show_buttons(filter_=['physics'])\n", + "\n", "net.show(graph_output_directory, notebook=False)\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/docs/index.html b/docs/index.html index 60e8bef..7dca99b 100644 --- a/docs/index.html +++ b/docs/index.html @@ -231,7 +231,7 @@

#mynetwork { width: 100%; height: 900px; - background-color: #111212; + background-color: #1a1a1a; border: 1px solid lightgray; position: relative; float: left; @@ -2209,7 +2209,7 @@

// parsing and collecting nodes and edges from the python - nodes = new vis.DataSet([{"color": "#db5769", "font": {"color": "#dbdbdb"}, "id": " Member states", "label": " Member states", "shape": "dot", "size": 32, "title": " Member states"}, {"color": "#db5769", "font": {"color": "#dbdbdb"}, "id": "access to vaccines, drugs, and other medical equipment", "label": "access to vaccines, drugs, and other medical equipment", "shape": "dot", "size": 40, "title": "access to vaccines, drugs, and other medical equipment"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "10 million deaths", "label": "10 million deaths", "shape": "dot", "size": 24, "title": "10 million deaths"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Antimicrobial Resistance (AMR)", "label": "Antimicrobial Resistance (AMR)", "shape": "dot", "size": 40, "title": "Antimicrobial Resistance (AMR)"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "100 Days Mission", "label": "100 Days Mission", "shape": "dot", "size": 24, "title": "100 Days Mission"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "One World Vaccine Library", "label": "One World Vaccine Library", "shape": "dot", "size": 40, "title": "One World Vaccine Library"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "150,000 Health and Wellness Centres (HWC)", "label": "150,000 Health and Wellness Centres (HWC)", "shape": "dot", "size": 24, "title": "150,000 Health and Wellness Centres (HWC)"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)", "label": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)", "shape": "dot", "size": 40, "title": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "191 countries", "label": "191 countries", "shape": "dot", "size": 16, "title": "191 countries"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "vaccine nationalism", "label": "vaccine nationalism", "shape": "dot", "size": 40, "title": "vaccine nationalism"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "COVAX Facility", "label": "COVAX Facility", "shape": "dot", "size": 38, "title": "COVAX Facility"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "vaccines", "label": "vaccines", "shape": "dot", "size": 39, "title": "vaccines"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "COVID-19 vaccines", "label": "COVID-19 vaccines", "shape": "dot", "size": 40, "title": "COVID-19 vaccines"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "2004 prices", "label": "2004 prices", "shape": "dot", "size": 24, "title": "2004 prices"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Accelerating Global Health", "label": "Accelerating Global Health", "shape": "dot", "size": 39, "title": "Accelerating Global Health"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "generic medicine pricing policy", "label": "generic medicine pricing policy", "shape": "dot", "size": 40, "title": "generic medicine pricing policy"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "2008 attempt to operationalise the OH approach for zoonotic disease control and prevention", "label": "2008 attempt to operationalise the OH approach for zoonotic disease control and prevention", "shape": "dot", "size": 24, "title": "2008 attempt to operationalise the OH approach for zoonotic disease control and prevention"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "One Health", "label": "One Health", "shape": "dot", "size": 38, "title": "One Health"}, {"color": "#db57b9", "font": {"color": "#dbdbdb"}, "id": "2009", "label": "2009", "shape": "dot", "size": 8, "title": "2009"}, {"color": "#db57b9", "font": {"color": "#dbdbdb"}, "id": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure", "label": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure", "shape": "dot", "size": 40, "title": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "2010 prices", "label": "2010 prices", "shape": "dot", "size": 24, "title": "2010 prices"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "2010 study", "label": "2010 study", "shape": "dot", "size": 32, "title": "2010 study"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "2050", "label": "2050", "shape": "dot", "size": 32, "title": "2050"}, {"color": "#db57d3", "font": {"color": "#dbdbdb"}, "id": "27 July 2023", "label": "27 July 2023", "shape": "dot", "size": 16, "title": "27 July 2023"}, {"color": "#db57d3", "font": {"color": "#dbdbdb"}, "id": "consultations", "label": "consultations", "shape": "dot", "size": 40, "title": "consultations"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "420,000 die each year", "label": "420,000 die each year", "shape": "dot", "size": 16, "title": "420,000 die each year"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Pathways to Health Equity for the G20", "label": "Pathways to Health Equity for the G20", "shape": "dot", "size": 38, "title": "Pathways to Health Equity for the G20"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "600 million people are affected by food-borne diseases", "label": "600 million people are affected by food-borne diseases", "shape": "dot", "size": 24, "title": "600 million people are affected by food-borne diseases"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "ABDM ecosystem", "label": "ABDM ecosystem", "shape": "dot", "size": 32, "title": "ABDM ecosystem"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Resilient Digital Health Ecosystem", "label": "Resilient Digital Health Ecosystem", "shape": "dot", "size": 40, "title": "Resilient Digital Health Ecosystem"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "ABHA numbers", "label": "ABHA numbers", "shape": "dot", "size": 32, "title": "ABHA numbers"}, {"color": "#c957db", "font": {"color": "#dbdbdb"}, "id": "AI assistant for frontline workers in 11 Indian languages", "label": "AI assistant for frontline workers in 11 Indian languages", "shape": "dot", "size": 32, "title": "AI assistant for frontline workers in 11 Indian languages"}, {"color": "#c957db", "font": {"color": "#dbdbdb"}, "id": "impending disease outbreak", "label": "impending disease outbreak", "shape": "dot", "size": 40, "title": "impending disease outbreak"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "AI in healthcare", "label": "AI in healthcare", "shape": "dot", "size": 32, "title": "AI in healthcare"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "AMR", "label": "AMR", "shape": "dot", "size": 39, "title": "AMR"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Interventions", "label": "Interventions", "shape": "dot", "size": 24, "title": "Interventions"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Antimicrobials", "label": "Antimicrobials", "shape": "dot", "size": 32, "title": "Antimicrobials"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Healthcare Systems", "label": "Healthcare Systems", "shape": "dot", "size": 24, "title": "Healthcare Systems"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Patient Outcomes", "label": "Patient Outcomes", "shape": "dot", "size": 32, "title": "Patient Outcomes"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Health Equity", "label": "Health Equity", "shape": "dot", "size": 28, "title": "Health Equity"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Essay", "label": "Essay", "shape": "dot", "size": 16, "title": "Essay"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Ranga Reddy Burri", "label": "Ranga Reddy Burri", "shape": "dot", "size": 8, "title": "Ranga Reddy Burri"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Robert Skov", "label": "Robert Skov", "shape": "dot", "size": 8, "title": "Robert Skov"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Bulagonda Eswarappa Pradeep", "label": "Bulagonda Eswarappa Pradeep", "shape": "dot", "size": 8, "title": "Bulagonda Eswarappa Pradeep"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Ralf Sudbrak", "label": "Ralf Sudbrak", "shape": "dot", "size": 8, "title": "Ralf Sudbrak"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "LMICs", "label": "LMICs", "shape": "dot", "size": 30, "title": "LMICs"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "vulnerable populations in HICs", "label": "vulnerable populations in HICs", "shape": "dot", "size": 32, "title": "vulnerable populations in HICs"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "antimicrobials pipeline", "label": "antimicrobials pipeline", "shape": "dot", "size": 24, "title": "antimicrobials pipeline"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "industry leaving the field of antimicrobial drug discovery", "label": "industry leaving the field of antimicrobial drug discovery", "shape": "dot", "size": 32, "title": "industry leaving the field of antimicrobial drug discovery"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "AMR pandemic", "label": "AMR pandemic", "shape": "dot", "size": 40, "title": "AMR pandemic"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "consequences of AMR", "label": "consequences of AMR", "shape": "dot", "size": 32, "title": "consequences of AMR"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "need for increased action", "label": "need for increased action", "shape": "dot", "size": 40, "title": "need for increased action"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "multifaceted effort", "label": "multifaceted effort", "shape": "dot", "size": 32, "title": "multifaceted effort"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "reducing the circulation and spread of existing resistant microorganisms", "label": "reducing the circulation and spread of existing resistant microorganisms", "shape": "dot", "size": 24, "title": "reducing the circulation and spread of existing resistant microorganisms"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "increase of novel resistance mechanisms", "label": "increase of novel resistance mechanisms", "shape": "dot", "size": 32, "title": "increase of novel resistance mechanisms"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "lowering the overall use of antimicrobials", "label": "lowering the overall use of antimicrobials", "shape": "dot", "size": 24, "title": "lowering the overall use of antimicrobials"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "antimicrobial stewardship", "label": "antimicrobial stewardship", "shape": "dot", "size": 32, "title": "antimicrobial stewardship"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "accessibility of affordable and timely diagnostics", "label": "accessibility of affordable and timely diagnostics", "shape": "dot", "size": 24, "title": "accessibility of affordable and timely diagnostics"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "strengthening IPC and biosecurity procedures", "label": "strengthening IPC and biosecurity procedures", "shape": "dot", "size": 24, "title": "strengthening IPC and biosecurity procedures"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "AMR (Antimicrobial Resistance)", "label": "AMR (Antimicrobial Resistance)", "shape": "dot", "size": 40, "title": "AMR (Antimicrobial Resistance)"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "Quadripartite", "label": "Quadripartite", "shape": "dot", "size": 24, "title": "Quadripartite"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "One Health approach", "label": "One Health approach", "shape": "dot", "size": 24, "title": "One Health approach"}, {"color": "#db5784", 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"shape": "dot", "size": 32, "title": "record time"}, {"color": "#db57d3", "font": {"color": "#dbdbdb"}, "id": "esanjeevani.mohfw.gov.in", "label": "esanjeevani.mohfw.gov.in", "shape": "dot", "size": 8, "title": "esanjeevani.mohfw.gov.in"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "spike protein", "label": "spike protein", "shape": "dot", "size": 32, "title": "spike protein"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "neutralising antibodies", "label": "neutralising antibodies", "shape": "dot", "size": 24, "title": "neutralising antibodies"}, {"color": "#84db57", "font": {"color": "#dbdbdb"}, "id": "countries lacking infrastructure", "label": "countries lacking infrastructure", "shape": "dot", "size": 24, "title": "countries lacking infrastructure"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "cultural acceptance", "label": "cultural acceptance", "shape": "dot", "size": 24, "title": "cultural acceptance"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "dairy products", "label": "dairy products", "shape": "dot", "size": 16, "title": "dairy products"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "dangerous and deadly outbreaks", "label": "dangerous and deadly outbreaks", "shape": "dot", "size": 16, "title": "dangerous and deadly outbreaks"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "global community", "label": "global community", "shape": "dot", "size": 40, "title": "global community"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "delivery of mental healthcare", "label": "delivery of mental healthcare", "shape": "dot", "size": 32, "title": "delivery of mental healthcare"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "destruction of natural habitats", "label": "destruction of natural habitats", "shape": "dot", "size": 24, "title": "destruction of natural habitats"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "developing countries", "label": "developing countries", "shape": "dot", "size": 24, "title": "developing countries"}, {"color": "#db9457", "font": {"color": "#dbdbdb"}, "id": "emerging threat of AMR", "label": "emerging threat of AMR", "shape": "dot", "size": 32, "title": "emerging threat of AMR"}, {"color": "#db9457", "font": {"color": "#dbdbdb"}, "id": "return on investment for new antibiotics", "label": "return on investment for new antibiotics", "shape": "dot", "size": 24, "title": "return on investment for new antibiotics"}, {"color": "#db9457", "font": {"color": "#dbdbdb"}, "id": "small or micro biotech firms", "label": "small or micro biotech firms", "shape": "dot", "size": 16, "title": "small or micro biotech firms"}, {"color": "#db9457", "font": {"color": "#dbdbdb"}, "id": "novel reimbursement models", "label": "novel reimbursement models", "shape": "dot", "size": 24, "title": "novel reimbursement models"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "diagnostic capacity", "label": "diagnostic capacity", "shape": "dot", "size": 32, "title": "diagnostic capacity"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "digital health infrastructure", "label": "digital health infrastructure", "shape": "dot", "size": 24, "title": "digital health infrastructure"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "direct benefit transfer (DBT) in India", "label": "direct benefit transfer (DBT) in India", "shape": "dot", "size": 32, "title": "direct benefit transfer (DBT) in India"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "disadvantaged populations", "label": "disadvantaged populations", "shape": "dot", "size": 24, "title": "disadvantaged populations"}, {"color": "#db7957", "font": {"color": "#dbdbdb"}, "id": "drug procurement", "label": "drug procurement", "shape": "dot", "size": 32, "title": "drug procurement"}, {"color": "#db7957", "font": {"color": "#dbdbdb"}, "id": "state-owned enterprises", "label": "state-owned enterprises", "shape": "dot", "size": 40, "title": "state-owned enterprises"}, {"color": "#db7957", "font": {"color": "#dbdbdb"}, "id": "generic medications", "label": "generic medications", "shape": "dot", "size": 40, "title": "generic medications"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "drug-resistant Tuberculosis", "label": "drug-resistant Tuberculosis", "shape": "dot", "size": 32, "title": "drug-resistant Tuberculosis"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "e-governance", "label": "e-governance", "shape": "dot", "size": 24, "title": "e-governance"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "e-governance platforms", "label": "e-governance platforms", "shape": "dot", "size": 24, "title": "e-governance platforms"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "early R\u0026D", "label": "early R\u0026D", "shape": "dot", "size": 24, "title": "early R\u0026D"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "vector-borne diseases", "label": "vector-borne diseases", "shape": "dot", "size": 24, "title": "vector-borne diseases"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "eggs", "label": "eggs", "shape": "dot", "size": 16, "title": "eggs"}, {"color": "#57db94", "font": {"color": "#dbdbdb"}, "id": "emergency preparedness and response", "label": "emergency preparedness and response", "shape": "dot", "size": 24, "title": "emergency preparedness and response"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "ethnicity", "label": "ethnicity", "shape": "dot", "size": 24, "title": "ethnicity"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "public health system", "label": "public health system", "shape": "dot", "size": 32, "title": "public health system"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "primary healthcare", "label": "primary healthcare", "shape": "dot", "size": 32, "title": "primary healthcare"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "referral pathways", "label": "referral pathways", "shape": "dot", "size": 16, "title": "referral pathways"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "mental care", "label": "mental care", "shape": "dot", "size": 24, "title": "mental care"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "physical care", "label": "physical care", "shape": "dot", "size": 16, "title": "physical care"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "robust information systems", "label": "robust information systems", "shape": "dot", "size": 24, "title": "robust information systems"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "mental and physical care integration", "label": "mental and physical care integration", "shape": "dot", "size": 16, "title": "mental and physical care integration"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "exemptions and waivers", "label": "exemptions and waivers", "shape": "dot", "size": 24, "title": "exemptions and waivers"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "family members", "label": "family members", "shape": "dot", "size": 24, "title": "family members"}, {"color": "#db7957", "font": {"color": "#dbdbdb"}, "id": "financial incentives", "label": "financial incentives", "shape": "dot", "size": 24, "title": "financial incentives"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "gender", "label": "gender", "shape": "dot", "size": 24, "title": "gender"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "general health services", "label": "general health services", "shape": "dot", "size": 24, "title": "general health services"}, {"color": "#db7957", "font": {"color": "#dbdbdb"}, "id": "public awareness campaigns", "label": "public awareness campaigns", "shape": "dot", "size": 32, "title": "public awareness campaigns"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "geographic location", "label": "geographic location", "shape": "dot", "size": 24, "title": "geographic location"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "health security", "label": "health security", "shape": "dot", "size": 32, "title": "health security"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "pandemic threats", "label": "pandemic threats", "shape": "dot", "size": 24, "title": "pandemic threats"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "incipient pandemic", "label": "incipient pandemic", "shape": "dot", "size": 24, "title": "incipient pandemic"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "potential opponents", "label": "potential opponents", "shape": "dot", "size": 16, "title": "potential opponents"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "viruses from around 25 viral families", "label": "viruses from around 25 viral families", "shape": "dot", "size": 24, "title": "viruses from around 25 viral families"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "global health agencies", "label": "global health agencies", "shape": "dot", "size": 32, "title": "global health agencies"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "zoonotic diseases", "label": "zoonotic diseases", "shape": "dot", "size": 32, "title": "zoonotic diseases"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "pathogens", "label": "pathogens", "shape": "dot", "size": 24, "title": "pathogens"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "urbanisation", "label": "urbanisation", "shape": "dot", "size": 24, "title": "urbanisation"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "illegal trade in wildlife", "label": "illegal trade in wildlife", "shape": "dot", "size": 24, "title": "illegal trade in wildlife"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "global increase in climate-related and humanitarian disasters", "label": "global increase in climate-related and humanitarian disasters", "shape": "dot", "size": 16, "title": "global increase in climate-related and humanitarian disasters"}, {"color": "#c957db", "font": {"color": "#dbdbdb"}, "id": "government unified and dedicated online learning and training platform SAKSHAM", "label": "government unified and dedicated online learning and training platform SAKSHAM", "shape": "dot", "size": 32, "title": "government unified and dedicated online learning and training platform SAKSHAM"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "health disparities", "label": "health disparities", "shape": "dot", "size": 32, "title": "health disparities"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "health emergencies", "label": "health emergencies", "shape": "dot", "size": 32, "title": "health emergencies"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "health emergency", "label": "health emergency", "shape": "dot", "size": 32, "title": "health emergency"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "socioeconomic status", "label": "socioeconomic status", "shape": "dot", "size": 24, "title": "socioeconomic status"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "race", "label": "race", "shape": "dot", "size": 24, "title": "race"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "redistributing resources", "label": "redistributing resources", "shape": "dot", "size": 24, "title": "redistributing resources"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "targeted healthcare programs", "label": "targeted healthcare programs", "shape": "dot", "size": 24, "title": "targeted healthcare programs"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "improving access to quality healthcare services", "label": "improving access to quality healthcare services", "shape": "dot", "size": 32, "title": "improving access to quality healthcare services"}, {"color": "#5f57db", "font": {"color": "#dbdbdb"}, "id": "promoting health education and prevention", "label": "promoting 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"font": {"color": "#dbdbdb"}, "id": "inclusive capacity building of health professionals", "label": "inclusive capacity building of health professionals", "shape": "dot", "size": 24, "title": "inclusive capacity building of health professionals"}, {"color": "#c957db", "font": {"color": "#dbdbdb"}, "id": "online platforms, video conferencing, pre-recorded lectures", "label": "online platforms, video conferencing, pre-recorded lectures", "shape": "dot", "size": 24, "title": "online platforms, video conferencing, pre-recorded lectures"}, {"color": "#84db57", "font": {"color": "#dbdbdb"}, "id": "personal protective equipment for healthcare workers", "label": "personal protective equipment for healthcare workers", "shape": "dot", "size": 32, "title": "personal protective equipment for healthcare workers"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "vulnerable populations", "label": "vulnerable populations", "shape": "dot", "size": 24, "title": "vulnerable populations"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "quality and efficiency", "label": "quality and efficiency", "shape": "dot", "size": 16, "title": "quality and efficiency"}, {"color": "#db5f57", "font": {"color": "#dbdbdb"}, "id": "integration of healthcare programmes", "label": "integration of healthcare programmes", "shape": "dot", "size": 32, "title": "integration of healthcare programmes"}, {"color": "#db5f57", "font": {"color": "#dbdbdb"}, "id": "overall healthcare service delivery", "label": "overall healthcare service delivery", "shape": "dot", "size": 40, "title": "overall healthcare service delivery"}, {"color": "#db5f57", "font": {"color": "#dbdbdb"}, "id": "transformation of the healthcare situation in the country", "label": "transformation of the healthcare situation in the country", "shape": "dot", "size": 40, "title": "transformation of the healthcare situation in the country"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "international cooperation", "label": "international cooperation", "shape": "dot", "size": 32, "title": "international cooperation"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "international freight and logistics", "label": "international freight and logistics", "shape": "dot", "size": 24, "title": "international freight and logistics"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "trade barriers", "label": "trade barriers", "shape": "dot", "size": 24, "title": "trade barriers"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "life-saving medical countermeasures and materials", "label": "life-saving medical countermeasures and materials", "shape": "dot", "size": 32, "title": "life-saving medical countermeasures and materials"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "low- and middle-income countries", "label": "low- and middle-income countries", "shape": "dot", "size": 24, "title": "low- and middle-income countries"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "vaccinations", "label": "vaccinations", "shape": "dot", "size": 32, "title": "vaccinations"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "strong, reliable health systems", "label": "strong, reliable health systems", "shape": "dot", "size": 32, "title": "strong, reliable health systems"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "scaling-up manufacturing", "label": "scaling-up manufacturing", "shape": "dot", "size": 32, "title": "scaling-up manufacturing"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "securing deals", "label": "securing deals", "shape": "dot", "size": 24, "title": "securing deals"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "operational, logistical, regulatory, and legal frameworks", "label": "operational, logistical, regulatory, and legal frameworks", "shape": "dot", "size": 32, "title": "operational, logistical, regulatory, and legal frameworks"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "safe injection equipment", "label": "safe injection equipment", "shape": "dot", "size": 24, "title": "safe injection equipment"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "mental health issues, including burnout", "label": "mental health issues, including burnout", "shape": "dot", "size": 24, "title": "mental health issues, including burnout"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "poor working conditions", "label": "poor working conditions", "shape": "dot", "size": 24, "title": "poor working conditions"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "protracted conflicts", "label": "protracted conflicts", "shape": "dot", "size": 16, "title": "protracted conflicts"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "public health crisis", "label": "public health crisis", "shape": "dot", "size": 24, "title": "public health crisis"}, {"color": "#579edb", "font": {"color": "#dbdbdb"}, "id": "reversals in life expectancy and Sustainable Development Goals", "label": "reversals in life expectancy and Sustainable Development Goals", "shape": "dot", "size": 16, "title": "reversals in life expectancy and Sustainable Development Goals"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "meat handling", "label": "meat handling", "shape": "dot", "size": 24, "title": "meat handling"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "parity for mental illness", "label": "parity for mental illness", "shape": "dot", "size": 24, "title": "parity for mental illness"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "physical conditions", "label": "physical conditions", "shape": "dot", "size": 24, "title": "physical conditions"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "persons with mental illness", "label": "persons with mental illness", "shape": "dot", "size": 32, "title": "persons with mental illness"}, {"color": "#57db94", "font": {"color": "#dbdbdb"}, "id": "roadmap", "label": "roadmap", "shape": "dot", "size": 32, "title": "roadmap"}, {"color": "#57db94", "font": {"color": "#dbdbdb"}, "id": "public health workforce", "label": "public health workforce", "shape": "dot", "size": 32, "title": "public health workforce"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "pharmaceutical sector", "label": "pharmaceutical sector", "shape": "dot", "size": 24, "title": "pharmaceutical sector"}, {"color": "#db579e", "font": {"color": "#dbdbdb"}, "id": "vaccines, therapeutics, diagnostics", "label": "vaccines, therapeutics, diagnostics", "shape": "dot", "size": 16, "title": "vaccines, therapeutics, diagnostics"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "vaccine makers", "label": "vaccine makers", "shape": "dot", "size": 32, "title": "vaccine makers"}, {"color": "#db5784", "font": {"color": "#dbdbdb"}, "id": "regulatory frameworks", "label": "regulatory frameworks", "shape": "dot", "size": 32, "title": "regulatory frameworks"}, {"color": "#57db79", "font": {"color": "#dbdbdb"}, "id": "vegetables", "label": "vegetables", "shape": "dot", "size": 16, "title": "vegetables"}]); + nodes = new vis.DataSet([{"color": "#db57d3", "font": {"color": "#cccccc"}, "id": " Member states", "label": " Member states", "shape": "dot", "size": 24, "title": " Member states"}, {"color": "#db57d3", "font": {"color": "#cccccc"}, "id": "access to vaccines, drugs, and other medical equipment", "label": "access to vaccines, drugs, and other medical equipment", "shape": "dot", "size": 30, "title": "access to vaccines, drugs, and other medical equipment"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "10 million deaths", "label": "10 million deaths", "shape": "dot", "size": 18, "title": "10 million deaths"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "Antimicrobial Resistance (AMR)", "label": "Antimicrobial Resistance (AMR)", "shape": "dot", "size": 30, "title": "Antimicrobial Resistance (AMR)"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "100 Days Mission", "label": "100 Days Mission", "shape": "dot", "size": 18, "title": "100 Days Mission"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "One World Vaccine Library", "label": "One World Vaccine Library", "shape": "dot", "size": 30, "title": "One World Vaccine Library"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "150,000 Health and Wellness Centres (HWC)", "label": "150,000 Health and Wellness Centres (HWC)", "shape": "dot", "size": 18, "title": "150,000 Health and Wellness Centres (HWC)"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)", "label": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)", "shape": "dot", "size": 30, "title": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "191 countries", "label": "191 countries", "shape": "dot", 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"label": "international cooperation", "shape": "dot", "size": 24, "title": "international cooperation"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "international freight and logistics", "label": "international freight and logistics", "shape": "dot", "size": 18, "title": "international freight and logistics"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "trade barriers", "label": "trade barriers", "shape": "dot", "size": 18, "title": "trade barriers"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "life-saving medical countermeasures and materials", "label": "life-saving medical countermeasures and materials", "shape": "dot", "size": 24, "title": "life-saving medical countermeasures and materials"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "low- and middle-income countries", "label": "low- and middle-income countries", "shape": "dot", "size": 18, "title": "low- and middle-income countries"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "vaccinations", "label": "vaccinations", "shape": "dot", "size": 24, "title": "vaccinations"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "strong, reliable health systems", "label": "strong, reliable health systems", "shape": "dot", "size": 24, "title": "strong, reliable health systems"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "scaling-up manufacturing", "label": "scaling-up manufacturing", "shape": "dot", "size": 24, "title": "scaling-up manufacturing"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "securing deals", "label": "securing deals", "shape": "dot", "size": 18, "title": "securing deals"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "operational, logistical, regulatory, and legal frameworks", "label": "operational, logistical, regulatory, and legal frameworks", "shape": "dot", "size": 24, "title": "operational, logistical, regulatory, and legal frameworks"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "safe injection equipment", "label": "safe injection equipment", "shape": "dot", "size": 18, "title": "safe injection equipment"}, {"color": "#57db79", "font": {"color": "#cccccc"}, "id": "mental health issues, including burnout", "label": "mental health issues, including burnout", "shape": "dot", "size": 18, "title": "mental health issues, including burnout"}, {"color": "#57db79", "font": {"color": "#cccccc"}, "id": "poor working conditions", "label": "poor working conditions", "shape": "dot", "size": 18, "title": "poor working conditions"}, {"color": "#57db79", "font": {"color": "#cccccc"}, "id": "protracted conflicts", "label": "protracted conflicts", "shape": "dot", "size": 12, "title": "protracted conflicts"}, {"color": "#57db79", "font": {"color": "#cccccc"}, "id": "public health crisis", "label": "public health crisis", "shape": "dot", "size": 18, "title": "public health crisis"}, {"color": "#57db79", "font": {"color": "#cccccc"}, "id": "reversals in life expectancy and Sustainable Development Goals", "label": "reversals in life expectancy and Sustainable Development Goals", "shape": "dot", "size": 12, "title": "reversals in life expectancy and Sustainable Development Goals"}, {"color": "#db5784", "font": {"color": "#cccccc"}, "id": "meat handling", "label": "meat handling", "shape": "dot", "size": 18, "title": "meat handling"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "parity for mental illness", "label": "parity for mental illness", "shape": "dot", "size": 18, "title": "parity for mental illness"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "physical conditions", "label": "physical conditions", "shape": "dot", "size": 18, "title": "physical conditions"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "persons with mental illness", "label": "persons with mental illness", "shape": "dot", "size": 24, "title": "persons with mental illness"}, {"color": "#5784db", "font": {"color": "#cccccc"}, "id": "roadmap", "label": "roadmap", "shape": "dot", "size": 24, "title": "roadmap"}, {"color": "#5784db", "font": {"color": "#cccccc"}, "id": "public health workforce", "label": "public health workforce", "shape": "dot", "size": 24, "title": "public health workforce"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "pharmaceutical sector", "label": "pharmaceutical sector", "shape": "dot", "size": 18, "title": "pharmaceutical sector"}, {"color": "#57b9db", "font": {"color": "#cccccc"}, "id": "vaccines, therapeutics, diagnostics", "label": "vaccines, therapeutics, diagnostics", "shape": "dot", "size": 12, "title": "vaccines, therapeutics, diagnostics"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "vaccine makers", "label": "vaccine makers", "shape": "dot", "size": 24, "title": "vaccine makers"}, {"color": "#5f57db", "font": {"color": "#cccccc"}, "id": "regulatory frameworks", "label": "regulatory frameworks", "shape": "dot", "size": 24, "title": "regulatory frameworks"}, {"color": "#db5784", "font": {"color": "#cccccc"}, "id": "vegetables", "label": "vegetables", "shape": "dot", "size": 12, "title": "vegetables"}]); edges = new vis.DataSet([{"from": " Member states", "to": "access to vaccines, drugs, and other medical equipment", "width": 4.5}, {"from": "10 million deaths", "to": "Antimicrobial Resistance (AMR)", "width": 4.0}, {"from": "100 Days Mission", "to": "One World Vaccine Library", "width": 3.5}, {"from": "150,000 Health and Wellness Centres (HWC)", "to": "Ayushman Bharat- Pradhan Mantri Jan Arogya Yojna (PM-JAY)", "width": 4.0}, {"from": "191 countries", "to": "vaccine nationalism", "width": 3.5}, {"from": "191 countries", "to": "COVAX Facility", "width": 3.5}, {"from": "191 countries", "to": "vaccines", "width": 3.5}, {"from": "191 countries", "to": "COVID-19 vaccines", "width": 3.5}, {"from": "2004 prices", "to": "Accelerating Global Health", "width": 4.0}, {"from": "2004 prices", "to": "generic medicine pricing policy", "width": 4.0}, {"from": "2008 attempt to operationalise the OH approach for zoonotic disease control and prevention", "to": "One Health", "width": 4.0}, {"from": "2009", "to": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure", "width": 3.0}, {"from": "2010 prices", "to": "Accelerating Global Health", "width": 4.0}, {"from": "2010 prices", "to": "generic medicine pricing policy", "width": 4.0}, {"from": "2010 study", "to": "Accelerating Global Health", "width": 4.5}, {"from": "2010 study", "to": "generic medicine pricing policy", "width": 4.5}, {"from": "2050", "to": "Antimicrobial Resistance (AMR)", "width": 4.5}, {"from": "27 July 2023", "to": "consultations", "width": 3.5}, {"from": "420,000 die each year", "to": "Accelerating Global Health", "width": 3.5}, {"from": "420,000 die each year", "to": "Pathways to Health Equity for the G20", "width": 3.5}, {"from": "600 million people are affected by food-borne diseases", "to": "Accelerating Global Health", "width": 4.0}, {"from": "600 million people are affected by food-borne diseases", "to": "Pathways to Health Equity for the G20", "width": 4.0}, {"from": "ABDM ecosystem", "to": "Resilient Digital Health Ecosystem", "width": 4.5}, {"from": "ABHA numbers", "to": "Resilient Digital Health Ecosystem", "width": 4.5}, {"from": "AI assistant for frontline workers in 11 Indian languages", "to": "impending disease outbreak", "width": 4.5}, {"from": "AI in healthcare", "to": "Resilient Digital Health Ecosystem", "width": 4.5}, {"from": "AMR", "to": "Interventions", "width": 4.0}, {"from": "AMR", "to": "Antimicrobials", "width": 4.5}, {"from": "AMR", "to": "Healthcare Systems", "width": 4.0}, {"from": "AMR", "to": "Patient Outcomes", "width": 4.5}, {"from": "AMR", "to": "Health Equity", "width": 4.0}, {"from": "AMR", "to": "Essay", "width": 3.5}, {"from": "AMR", "to": "Ranga Reddy Burri", "width": 3.0}, {"from": "AMR", "to": "Robert Skov", "width": 3.0}, {"from": "AMR", "to": "Bulagonda Eswarappa Pradeep", "width": 3.0}, {"from": "AMR", "to": "Ralf Sudbrak", "width": 3.0}, {"from": "AMR", "to": "Accelerating Global Health", "width": 5.0}, {"from": "AMR", "to": "Pathways to Health Equity for the G20", "width": 5.0}, {"from": "AMR", "to": "LMICs", "width": 4.5}, {"from": "AMR", "to": "vulnerable populations in HICs", "width": 4.5}, {"from": "AMR", "to": "antimicrobials pipeline", "width": 4.0}, {"from": "AMR", "to": "industry leaving the field of antimicrobial drug discovery", "width": 4.5}, {"from": "AMR", "to": "AMR pandemic", "width": 5.0}, {"from": "AMR", "to": "consequences of AMR", "width": 4.5}, {"from": "AMR", "to": "need for increased action", "width": 5.0}, {"from": "AMR", "to": "multifaceted effort", "width": 4.5}, {"from": "AMR", "to": "reducing the circulation and spread of existing resistant microorganisms", "width": 4.0}, {"from": "AMR", "to": "increase of novel resistance mechanisms", "width": 4.5}, {"from": "AMR", "to": "lowering the overall use of 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4.0}, {"from": "ARG ARG", "to": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure", "width": 3.0}, {"from": "ASHAs", "to": "OH approach", "width": 3.5}, {"from": "AUSSPN", "to": "Lower Out of Pocket Expenditure as a% of Current Health Expenditure", "width": 3.5}, {"from": "Aadhaar", "to": "technology", "width": 4.0}, {"from": "Aadhaar-based e-KYC", "to": "India Stack", "width": 4.0}, {"from": "Aadhaar-based eSign", "to": "India Stack", "width": 4.0}, {"from": "Accelerating Efforts to Combat AMR", "to": "Battle Against Antimicrobial Resistance", "width": 4.0}, {"from": "Accelerating Efforts to Combat AMR", "to": "Combating AMR", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Pathways to Health Equity for the G20", "width": 5.0}, {"from": "Accelerating Global Health", "to": "Integrating Mental Health into General Healthcare", "width": 5.0}, {"from": "Accelerating Global Health", "to": "Poverty", "width": 4.0}, {"from": "Accelerating Global Health", "to": 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"chronic conditions", "width": 3.5}, {"from": "Accelerating Global Health", "to": "poor horizontal integration across the programmes", "width": 4.0}, {"from": "Accelerating Global Health", "to": "homeless persons", "width": 3.5}, {"from": "Accelerating Global Health", "to": "women", "width": 3.5}, {"from": "Accelerating Global Health", "to": "persons with developmental disorders", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Psychotropic medications", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Mental Health Policy (2014)", "width": 4.5}, {"from": "Accelerating Global Health", "to": "digital academies at NIMHANS", "width": 4.0}, {"from": "Accelerating Global Health", "to": "m-Cessation", "width": 3.5}, {"from": "Accelerating Global Health", "to": "tobacco quit-lines", "width": 3.5}, {"from": "Accelerating Global Health", "to": "National Tele Mental Health Program (Tele Mental Health Assistance and Networking Across States: Tele-MANAS)", "width": 4.5}, {"from": "Accelerating Global Health", "to": "Improvements in curative and preventive care domains", "width": 4.5}, {"from": "Accelerating Global Health", "to": "Rehabilitative care", "width": 4.0}, {"from": "Accelerating Global Health", "to": "National Mental Health Policy 2014", "width": 4.5}, {"from": "Accelerating Global Health", "to": "Vulnerable populations", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Children", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Elderly", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Homeless", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Macro-environmental issues", "width": 4.5}, {"from": "Accelerating Global Health", "to": "Unemployment", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Displacement", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Mental health impact of climate change", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Leadership 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"Accelerating Global Health", "to": "Faecal-contaminated water", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Two billion people globally", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Cholera, dysentery, typhoid and polio", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Around 485,000 deaths every year", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Food-borne diseases", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Over 200 diseases", "width": 3.0}, {"from": "Accelerating Global Health", "to": "Chemical substances such as unpasteurised (raw) milk", "width": 3.0}, {"from": "Accelerating Global Health", "to": "Undercooked meat or eggs", "width": 3.0}, {"from": "Accelerating Global Health", "to": "Raw fruits and vegetables", "width": 3.0}, {"from": "Accelerating Global Health", "to": "Healthy life years lost", "width": 3.0}, {"from": "Accelerating Global Health", "to": "Access to adequate safe and nutritious 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3.5}, {"from": "Accelerating Global Health", "to": "connectivity to cause harm or commit crimes", "width": 4.0}, {"from": "Accelerating Global Health", "to": "comprehensive measures", "width": 4.5}, {"from": "Accelerating Global Health", "to": "potential DPI\u2019s scalability", "width": 3.5}, {"from": "Accelerating Global Health", "to": "India\u0027s DPI experience", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Digital systems", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Inclusive societies", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Sustainable development in the 21st century", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Sameer Kanwar", "width": 4.0}, {"from": "Accelerating Global Health", "to": "Varun Kumar", "width": 3.5}, {"from": "Accelerating Global Health", "to": "Inadequate infection prevention and control", "width": 4.5}, {"from": "Accelerating Global Health", "to": "Hand hygiene", "width": 3.5}, {"from": 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