0.0.7 relevant documents and graph

app.py

@@ -3,6 +3,7 @@ import streamlit as st
 import os
 import re
 import sys
+import time
 import base64
 import logging
 logging.basicConfig(stream=sys.stdout, level=logging.INFO)
@@ -66,6 +67,8 @@ f'''
 ###### Concepts on the edge are what few are doing. Are we considering that? Why? Why not?
 '''
 )
+    st.caption('''###### corpus by [@ArxivHealthcareNLP@sigmoid.social](https://sigmoid.social/@ArxivHealthcareNLP)''')
+    st.caption('''###### KG Questions by [arylwen](https://github.com/arylwen/mlk8s)''')
     st.write(
 f'''
 #### How can <what most are doing> help with <what few are doing>?
@@ -223,8 +226,10 @@ def clear_question(query_model):
         st.session_state.question_answered = False
         st.session_state.answer = ''
         st.session_state.answer_rating = 3
+        st.session_state.elapsed = 0
         st.session_state.prev_model = query_model
 
+query, measurable, explainable, ethical = st.tabs(["Query", "Measurable", "Explainable", "Ethical"])
 
 initial_query = ''
 
@@ -232,16 +237,17 @@ if 'question' not in st.session_state:
     st.session_state.question = ''
 
 if __spaces__ :
-    answer_model = st.radio(
-        "Choose the model used for inference:",
-        ('baseten/Camel-5b', 'cohere/command','hf/tiiuae/falcon-7b-instruct', 'openai/text-davinci-003') #TODO start hf inference container on demand
-#        ('cohere/command','hf/tiiuae/falcon-7b-instruct', 'openai/text-davinci-003')
-    )
+    with query:
+        answer_model = st.radio(
+            "Choose the model used for inference:",
+            ('baseten/Camel-5b', 'cohere/command','hf/tiiuae/falcon-7b-instruct', 'openai/text-davinci-003') #TODO start hf inference container on demand
+        )
 else :    
-    answer_model = st.radio(
-        "Choose the model used for inference:",
-        ('Local-Camel', 'HF-TKI', 'hf/tiiuae/falcon-7b-instruct', 'openai/text-davinci-003')
-    )
+    with query:
+        answer_model = st.radio(
+            "Choose the model used for inference:",
+            ('Local-Camel', 'HF-TKI', 'hf/tiiuae/falcon-7b-instruct', 'openai/text-davinci-003')
+        )
 
 if answer_model == 'openai/text-davinci-003':
     print(answer_model)
@@ -283,31 +289,95 @@ def submit():
     st.session_state.question_input = ''
     st.session_state.question_answered = False
 
-
-st.write(f'Model, question, answer and rating are logged to help with the improvement of this application.')
-question = st.text_input("Enter a question, e.g. What benchmarks can we use for QA?", key='question_input',  on_change=submit )
+with query:
+    st.caption(f'''###### Model, question, answer and rating are logged to improve KG Questions.''')
+    question = st.text_input("Enter a question, e.g. What benchmarks can we use for QA?", key='question_input',  on_change=submit )
  
 if(st.session_state.question):
-    col1, col2 = st.columns([2, 2])
-    with col1:
-        st.write(f'Answering: {st.session_state.question} with {query_model}.')
+
+    #with col1:
+    #    st.write(f'Answering: {st.session_state.question} with {query_model}.')
     
     try :
-        if not st.session_state.question_answered:
-            answer = query_engine.query(st.session_state.question)
-            st.session_state.answer = answer
-            st.session_state.question_answered = True
-        else:
-            answer = st.session_state.answer
-        answer_str = format_response(answer)
-        st.write(answer_str)
-        with col1:
-            if answer_str:
-                st.write(f' Please rate this answer.')
-        with col2:
-            from streamlit_star_rating import st_star_rating
-            stars = st_star_rating("", maxValue=5, defaultValue=3, key="answer_rating")
-        #print(f"------stars {stars}")
+        with query:
+            col1, col2 = st.columns([2, 2])
+            if not st.session_state.question_answered:
+                with st.spinner(f'Answering: {st.session_state.question} with {query_model}.'):
+                    start = time.time()
+                    answer = query_engine.query(st.session_state.question)
+                    st.session_state.answer = answer
+                    st.session_state.question_answered = True
+                    end = time.time()
+                    st.session_state.elapsed = (end-start)
+            else:
+                answer = st.session_state.answer
+            answer_str = format_response(answer)
+            with col1:
+                if answer_str:
+                    elapsed = '{:.2f}'.format(st.session_state.elapsed)
+                    st.write(f'Answered: {st.session_state.question} with {query_model} in {elapsed}s. Please rate this answer.')
+            with col2:
+                from streamlit_star_rating import st_star_rating
+                stars = st_star_rating("", maxValue=5, defaultValue=3, key="answer_rating")
+            st.write(answer_str)
+
+        with measurable:
+            from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator
+            import matplotlib.pyplot as plt
+            from PIL import Image
+            wc_all, wq_question = st.columns([2, 2])
+            wordcloud = WordCloud(max_font_size=50, max_words=1000, background_color="white").generate(answer_str)
+            with wc_all:
+                #st.write('''### Corpus''')
+                image = Image.open('docs/images/all_papers_wordcloud.png')
+                st.image(image)
+                st.caption('''###### Corpus word frequecy.''')
+            with wq_question:
+                #st.write('''### Question''')
+                st.image(wordcloud.to_array())
+                st.caption('''###### Query word frequecy.''')
+        with explainable:
+            #st.write(answer.source_nodes)
+            from pyvis.network import Network
+            graph = Network(height="450px", width="100%")
+            sources_table = []
+            for nodewithscore in answer.source_nodes:  
+                node = nodewithscore.node
+                from llama_index.schema import NodeRelationship
+                if NodeRelationship.SOURCE in node.relationships:
+                    #st.write(node.relationships[NodeRelationship.SOURCE].node_id)
+                    #st.write(node.text)
+                    node_id = node.relationships[NodeRelationship.SOURCE].node_id
+                    node_id = node_id.split('/')[-1]
+                    title = node_id.split('.')[2].replace('_', ' ')
+                    sources_table.extend([[title, node.text]])
+                else:
+                    #st.write(node.metadata['kg_rel_map'])
+                    #st.write(node.text) TODO
+                    rel_map = node.metadata['kg_rel_map']
+                    for concept in rel_map.keys():
+                        #st.write(concept)
+                        graph.add_node(concept,  concept, title=concept)
+                        rels = rel_map[concept]
+                        for rel in rels:
+                            graph.add_node(rel[1],  rel[1], title=rel[1])
+                            graph.add_edge(concept,  rel[1], title=rel[0])
+            st.session_state.graph_name = 'graph.html'
+            graph.save_graph(st.session_state.graph_name)            
+            import streamlit.components.v1 as components
+            graphHtml = open(st.session_state.graph_name, 'r', encoding='utf-8')
+            source_code = graphHtml.read() 
+            #print(source_code)
+            components.html(source_code, height = 500)
+            import pandas as pd
+            df = pd.DataFrame(sources_table)
+            df.columns = ['paper', 'relevant text']
+            st.markdown(""" <style> .font {
+                                 font-size:8px;} 
+                            </style> """, unsafe_allow_html=True)
+            st.table(df)
+            #st.write(answer.source_nodes[0].node)
+
     except Exception as e:
         #print(f'{type(e)}, {e}')
         answer_str = f'{type(e)}, {e}'

graph.html

@@ -0,0 +1,250 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+        
+            <script src="lib/bindings/utils.js"></script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+            
+        
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 450px;
+                 background-color: #ffffff;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+             
+             #loadingBar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width: 100%;
+                 height: 450px;
+                 background-color:rgba(200,200,200,0.8);
+                 -webkit-transition: all 0.5s ease;
+                 -moz-transition: all 0.5s ease;
+                 -ms-transition: all 0.5s ease;
+                 -o-transition: all 0.5s ease;
+                 transition: all 0.5s ease;
+                 opacity:1;
+             }
+
+             #bar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width:20px;
+                 height:20px;
+                 margin:auto auto auto auto;
+                 border-radius:11px;
+                 border:2px solid rgba(30,30,30,0.05);
+                 background: rgb(0, 173, 246); /* Old browsers */
+                 box-shadow: 2px 0px 4px rgba(0,0,0,0.4);
+             }
+
+             #border {
+                 position:absolute;
+                 top:10px;
+                 left:10px;
+                 width:500px;
+                 height:23px;
+                 margin:auto auto auto auto;
+                 box-shadow: 0px 0px 4px rgba(0,0,0,0.2);
+                 border-radius:10px;
+             }
+
+             #text {
+                 position:absolute;
+                 top:8px;
+                 left:530px;
+                 width:30px;
+                 height:50px;
+                 margin:auto auto auto auto;
+                 font-size:22px;
+                 color: #000000;
+             }
+
+             div.outerBorder {
+                 position:relative;
+                 top:400px;
+                 width:600px;
+                 height:44px;
+                 margin:auto auto auto auto;
+                 border:8px solid rgba(0,0,0,0.1);
+                 background: rgb(252,252,252); /* Old browsers */
+                 background: -moz-linear-gradient(top,  rgba(252,252,252,1) 0%, rgba(237,237,237,1) 100%); /* FF3.6+ */
+                 background: -webkit-gradient(linear, left top, left bottom, color-stop(0%,rgba(252,252,252,1)), color-stop(100%,rgba(237,237,237,1))); /* Chrome,Safari4+ */
+                 background: -webkit-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Chrome10+,Safari5.1+ */
+                 background: -o-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Opera 11.10+ */
+                 background: -ms-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* IE10+ */
+                 background: linear-gradient(to bottom,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* W3C */
+                 filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#fcfcfc', endColorstr='#ededed',GradientType=0 ); /* IE6-9 */
+                 border-radius:72px;
+                 box-shadow: 0px 0px 10px rgba(0,0,0,0.2);
+             }
+             
+
+             
+
+             
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+            
+            
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+        
+            <div id="loadingBar">
+              <div class="outerBorder">
+                <div id="text">0%</div>
+                <div id="border">
+                  <div id="bar"></div>
+                </div>
+              </div>
+            </div>
+        
+        
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+              
+
+              
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+                  
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"color": "#97c2fc", "id": "medical services", "label": "medical services", "shape": "dot", "title": "medical services"}, {"color": "#97c2fc", "id": "Statistical", "label": "Statistical", "shape": "dot", "title": "Statistical"}, {"color": "#97c2fc", "id": "medical referrals", "label": "medical referrals", "shape": "dot", "title": "medical referrals"}, {"color": "#97c2fc", "id": "Diseases", "label": "Diseases", "shape": "dot", "title": "Diseases"}, {"color": "#97c2fc", "id": "analysis", "label": "analysis", "shape": "dot", "title": "analysis"}, {"color": "#97c2fc", "id": "clinical notes", "label": "clinical notes", "shape": "dot", "title": "clinical notes"}, {"color": "#97c2fc", "id": "performance improvement", "label": "performance improvement", "shape": "dot", "title": "performance improvement"}, {"color": "#97c2fc", "id": "Topor Topscorer", "label": "Topor Topscorer", "shape": "dot", "title": "Topor Topscorer"}, {"color": "#97c2fc", "id": "model performance", "label": "model performance", "shape": "dot", "title": "model performance"}, {"color": "#97c2fc", "id": "more detailed descriptions", "label": "more detailed descriptions", "shape": "dot", "title": "more detailed descriptions"}, {"color": "#97c2fc", "id": "SDOH", "label": "SDOH", "shape": "dot", "title": "SDOH"}, {"color": "#97c2fc", "id": "more detailed SDOH descriptions", "label": "more detailed SDOH descriptions", "shape": "dot", "title": "more detailed SDOH descriptions"}, {"color": "#97c2fc", "id": "PubMed abstracts", "label": "PubMed abstracts", "shape": "dot", "title": "PubMed abstracts"}, {"color": "#97c2fc", "id": "original columns", "label": "original columns", "shape": "dot", "title": "original columns"}, {"color": "#97c2fc", "id": "descriptive columns", "label": "descriptive columns", "shape": "dot", "title": "descriptive columns"}, {"color": "#97c2fc", "id": "Sent I", "label": "Sent I", "shape": "dot", "title": "Sent I"}, {"color": "#97c2fc", "id": "Sent I O", "label": "Sent I O", "shape": "dot", "title": "Sent I O"}, {"color": "#97c2fc", "id": "Sent I O O", "label": "Sent I O O", "shape": "dot", "title": "Sent I O O"}, {"color": "#97c2fc", "id": "Sent I O O O", "label": "Sent I O O O", "shape": "dot", "title": "Sent I O O O"}, {"color": "#97c2fc", "id": "Sent I O O O O", "label": "Sent I O O O O", "shape": "dot", "title": "Sent I O O O O"}, {"color": "#97c2fc", "id": "Sent I O O O O O", "label": "Sent I O O O O O", "shape": "dot", "title": "Sent I O O O O O"}, {"color": "#97c2fc", "id": "Sent I O O O O O O", "label": "Sent I O O O O O O", "shape": "dot", "title": "Sent I O O O O O O"}, {"color": "#97c2fc", "id": "medical examinations", "label": "medical examinations", "shape": "dot", "title": "medical examinations"}, {"color": "#97c2fc", "id": "care", "label": "care", "shape": "dot", "title": "care"}, {"color": "#97c2fc", "id": "Health", "label": "Health", "shape": "dot", "title": "Health"}, {"color": "#97c2fc", "id": "classification", "label": "classification", "shape": "dot", "title": "classification"}, {"color": "#97c2fc", "id": "framing", "label": "framing", "shape": "dot", "title": "framing"}, {"color": "#97c2fc", "id": "social media posts", "label": "social media posts", "shape": "dot", "title": "social media posts"}, {"color": "#97c2fc", "id": "several challenges", "label": "several challenges", "shape": "dot", "title": "several challenges"}, {"color": "#97c2fc", "id": "I", "label": "I", "shape": "dot", "title": "I"}, {"color": "#97c2fc", "id": "EXAMPLE", "label": "EXAMPLE", "shape": "dot", "title": "EXAMPLE"}, {"color": "#97c2fc", "id": "RESULTS", "label": "RESULTS", "shape": "dot", "title": "RESULTS"}, {"color": "#97c2fc", "id": "QUERY", "label": "QUERY", "shape": "dot", "title": "QUERY"}, {"color": "#97c2fc", "id": "SYMPTOMS", "label": "SYMPTOMS", "shape": "dot", "title": "SYMPTOMS"}, {"color": "#97c2fc", "id": "thank", "label": "thank", "shape": "dot", "title": "thank"}, {"color": "#97c2fc", "id": "thank co-supervisor", "label": "thank co-supervisor", "shape": "dot", "title": "thank co-supervisor"}, {"color": "#97c2fc", "id": "thank members of Ph. thesis review committee", "label": "thank members of Ph. thesis review committee", "shape": "dot", "title": "thank members of Ph. thesis review committee"}, {"color": "#97c2fc", "id": "thank Prof. Yukihiro Motoyama", "label": "thank Prof. Yukihiro Motoyama", "shape": "dot", "title": "thank Prof. Yukihiro Motoyama"}, {"color": "#97c2fc", "id": "thank Prof. Norimichi Ukita", "label": "thank Prof. Norimichi Ukita", "shape": "dot", "title": "thank Prof. Norimichi Ukita"}, {"color": "#97c2fc", "id": "thank Prof. Yoshimasa Tsu", "label": "thank Prof. Yoshimasa Tsu", "shape": "dot", "title": "thank Prof. Yoshimasa Tsu"}, {"color": "#97c2fc", "id": "K", "label": "K", "shape": "dot", "title": "K"}, {"color": "#97c2fc", "id": "statement", "label": "statement", "shape": "dot", "title": "statement"}, {"color": "#97c2fc", "id": "a big test", "label": "a big test", "shape": "dot", "title": "a big test"}, {"color": "#97c2fc", "id": "having", "label": "having", "shape": "dot", "title": "having"}, {"color": "#97c2fc", "id": "specific name of drug", "label": "specific name of drug", "shape": "dot", "title": "specific name of drug"}, {"color": "#97c2fc", "id": "osteoporosis", "label": "osteoporosis", "shape": "dot", "title": "osteoporosis"}, {"color": "#97c2fc", "id": "bisphosphonate preparations", "label": "bisphosphonate preparations", "shape": "dot", "title": "bisphosphonate preparations"}, {"color": "#97c2fc", "id": "medication regimen", "label": "medication regimen", "shape": "dot", "title": "medication regimen"}, {"color": "#97c2fc", "id": "hospitalization", "label": "hospitalization", "shape": "dot", "title": "hospitalization"}, {"color": "#97c2fc", "id": "long-term observation and monitoring", "label": "long-term observation and monitoring", "shape": "dot", "title": "long-term observation and monitoring"}, {"color": "#97c2fc", "id": "costs", "label": "costs", "shape": "dot", "title": "costs"}, {"color": "#97c2fc", "id": "hospitalization costs", "label": "hospitalization costs", "shape": "dot", "title": "hospitalization costs"}, {"color": "#97c2fc", "id": "long-term observation and monitoring costs", "label": "long-term observation and monitoring costs", "shape": "dot", "title": "long-term observation and monitoring costs"}, {"color": "#97c2fc", "id": "a fever", "label": "a fever", "shape": "dot", "title": "a fever"}, {"color": "#97c2fc", "id": "so tired", "label": "so tired", "shape": "dot", "title": "so tired"}, {"color": "#97c2fc", "id": "unable to do", "label": "unable to do", "shape": "dot", "title": "unable to do"}, {"color": "#97c2fc", "id": "stuck in bed", "label": "stuck in bed", "shape": "dot", "title": "stuck in bed"}, {"color": "#97c2fc", "id": "like", "label": "like", "shape": "dot", "title": "like"}, {"color": "#97c2fc", "id": "severe itching", "label": "severe itching", "shape": "dot", "title": "severe itching"}, {"color": "#97c2fc", "id": "one or both eyes", "label": "one or both eyes", "shape": "dot", "title": "one or both eyes"}, {"color": "#97c2fc", "id": "Asperger\u2019", "label": "Asperger\u2019", "shape": "dot", "title": "Asperger\u2019"}, {"color": "#97c2fc", "id": "OCD", "label": "OCD", "shape": "dot", "title": "OCD"}, {"color": "#97c2fc", "id": "Major depressive", "label": "Major depressive", "shape": "dot", "title": "Major depressive"}, {"color": "#97c2fc", "id": "PTSD", "label": "PTSD", "shape": "dot", "title": "PTSD"}, {"color": "#97c2fc", "id": "days", "label": "days", "shape": "dot", "title": "days"}, {"color": "#97c2fc", "id": "homicidal thoughts and urges", "label": "homicidal thoughts and urges", "shape": "dot", "title": "homicidal thoughts and urges"}, {"color": "#97c2fc", "id": "others who did nothing wrong", "label": "others who did nothing wrong", "shape": "dot", "title": "others who did nothing wrong"}, {"color": "#97c2fc", "id": "providers", "label": "providers", "shape": "dot", "title": "providers"}, {"color": "#97c2fc", "id": "medical classification systems", "label": "medical classification systems", "shape": "dot", "title": "medical classification systems"}, {"color": "#97c2fc", "id": "data", "label": "data", "shape": "dot", "title": "data"}, {"color": "#97c2fc", "id": "deep learning models", "label": "deep learning models", "shape": "dot", "title": "deep learning models"}, {"color": "#97c2fc", "id": "NLP tasks", "label": "NLP tasks", "shape": "dot", "title": "NLP tasks"}, {"color": "#97c2fc", "id": "patient outcomes prediction", "label": "patient outcomes prediction", "shape": "dot", "title": "patient outcomes prediction"}, {"color": "#97c2fc", "id": "post-discharge readmissions", "label": "post-discharge readmissions", "shape": "dot", "title": "post-discharge readmissions"}, {"color": "#97c2fc", "id": "information", "label": "information", "shape": "dot", "title": "information"}, {"color": "#97c2fc", "id": "tabular and unstructured", "label": "tabular and unstructured", "shape": "dot", "title": "tabular and unstructured"}, {"color": "#97c2fc", "id": "enrich", "label": "enrich", "shape": "dot", "title": "enrich"}, {"color": "#97c2fc", "id": "BERT base tokenizer", "label": "BERT base tokenizer", "shape": "dot", "title": "BERT base tokenizer"}, {"color": "#97c2fc", "id": "BERT variant models", "label": "BERT variant models", "shape": "dot", "title": "BERT variant models"}, {"color": "#97c2fc", "id": "BERT variants in medical domain", "label": "BERT variants in medical domain", "shape": "dot", "title": "BERT variants in medical domain"}, {"color": "#97c2fc", "id": "approach", "label": "approach", "shape": "dot", "title": "approach"}, {"color": "#97c2fc", "id": "mixed structured and free text EHR data", "label": "mixed structured and free text EHR data", "shape": "dot", "title": "mixed structured and free text EHR data"}, {"color": "#97c2fc", "id": "biomedical", "label": 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"id": "no infection in lungs", "label": "no infection in lungs", "shape": "dot", "title": "no infection in lungs"}, {"color": "#97c2fc", "id": "consultations", "label": "consultations", "shape": "dot", "title": "consultations"}, {"color": "#97c2fc", "id": "treatments", "label": "treatments", "shape": "dot", "title": "treatments"}, {"color": "#97c2fc", "id": "include", "label": "include", "shape": "dot", "title": "include"}, {"color": "#97c2fc", "id": "non-pharmacological therapies", "label": "non-pharmacological therapies", "shape": "dot", "title": "non-pharmacological therapies"}, {"color": "#97c2fc", "id": "medical emergencies", "label": "medical emergencies", "shape": "dot", "title": "medical emergencies"}, {"color": "#97c2fc", "id": "medical databases", "label": "medical databases", "shape": "dot", "title": "medical databases"}, {"color": "#97c2fc", "id": "databases", "label": "databases", "shape": "dot", "title": "databases"}, {"color": "#97c2fc", "id": "records", "label": "records", "shape": "dot", "title": "records"}, {"color": "#97c2fc", "id": "Related", "label": "Related", "shape": "dot", "title": "Related"}, {"color": "#97c2fc", "id": "transfers", "label": "transfers", "shape": "dot", "title": "transfers"}, {"color": "#97c2fc", "id": "systems", "label": "systems", "shape": "dot", "title": "systems"}, {"color": "#97c2fc", "id": "to shared task leaderboard", "label": "to shared task leaderboard", "shape": "dot", "title": "to shared task leaderboard"}, {"color": "#97c2fc", "id": "procedures", "label": "procedures", "shape": "dot", "title": "procedures"}, {"color": "#97c2fc", "id": "evaluations", "label": "evaluations", "shape": "dot", "title": "evaluations"}, {"color": "#97c2fc", "id": "medical records", "label": "medical records", "shape": "dot", "title": "medical records"}, {"color": "#97c2fc", "id": "medical tests", "label": "medical tests", "shape": "dot", "title": "medical tests"}, {"color": "#97c2fc", "id": "devices", "label": "devices", "shape": "dot", "title": "devices"}, {"color": "#97c2fc", "id": "medical supplies", "label": "medical supplies", "shape": "dot", "title": "medical supplies"}, {"color": "#97c2fc", "id": "medical interventions", "label": "medical interventions", "shape": "dot", "title": "medical interventions"}, {"color": "#97c2fc", "id": "billing", "label": "billing", "shape": "dot", "title": "billing"}, {"color": "#97c2fc", "id": "referrals", "label": "referrals", "shape": "dot", "title": "referrals"}, {"color": "#97c2fc", "id": "\"unspecific consultation\"", "label": "\"unspecific consultation\"", "shape": "dot", "title": "\"unspecific consultation\""}, {"color": "#97c2fc", "id": "International Statistical Classification of Diseases and Related Health Problems", "label": "International Statistical Classification of Diseases and Related Health Problems", "shape": "dot", "title": "International Statistical Classification of Diseases and Related Health Problems"}, {"color": "#97c2fc", "id": "tests", "label": "tests", "shape": "dot", "title": "tests"}, {"color": "#97c2fc", "id": "taking pictures", "label": "taking pictures", "shape": "dot", "title": "taking pictures"}, {"color": "#97c2fc", "id": "medical billing", "label": "medical billing", "shape": "dot", "title": "medical billing"}, {"color": "#97c2fc", "id": "medical therapies", "label": "medical therapies", "shape": "dot", "title": "medical therapies"}, {"color": "#97c2fc", "id": "discharges", "label": "discharges", "shape": "dot", "title": "discharges"}, {"color": "#97c2fc", "id": "Classification", "label": "Classification", "shape": "dot", "title": "Classification"}, {"color": "#97c2fc", "id": "PRX", "label": "PRX", "shape": "dot", "title": "PRX"}, {"color": "#97c2fc", "id": "healthcare", "label": "healthcare", "shape": "dot", "title": "healthcare"}, {"color": "#97c2fc", "id": "distinct challenges", "label": "distinct challenges", "shape": "dot", "title": "distinct challenges"}, {"color": "#97c2fc", "id": "specialized medical terminology", "label": "specialized medical terminology", "shape": "dot", "title": "specialized medical terminology"}, {"color": "#97c2fc", "id": "ambiguity and variability", "label": "ambiguity and variability", "shape": "dot", "title": "ambiguity and variability"}, {"color": "#97c2fc", "id": "reliability and accuracy", "label": "reliability and accuracy", "shape": "dot", "title": "reliability and accuracy"}, {"color": "#97c2fc", "id": "has seen", "label": "has seen", "shape": "dot", "title": "has seen"}, {"color": "#97c2fc", "id": "many", "label": "many", "shape": "dot", "title": "many"}, {"color": "#97c2fc", "id": "have explored", "label": "have explored", "shape": "dot", "title": "have explored"}, {"color": "#97c2fc", "id": "to", "label": "to", "shape": "dot", "title": "to"}, {"color": "#97c2fc", "id": "challenges", "label": "challenges", "shape": "dot", "title": "challenges"}, {"color": "#97c2fc", "id": "pronounced", "label": "pronounced", "shape": "dot", "title": "pronounced"}, {"color": "#97c2fc", "id": "CHQs", "label": "CHQs", "shape": "dot", "title": "CHQs"}, {"color": "#97c2fc", "id": "by", "label": "by", "shape": "dot", "title": "by"}, {"color": "#97c2fc", "id": "manual", "label": "manual", "shape": "dot", "title": "manual"}, {"color": "#97c2fc", "id": "automated", "label": "automated", "shape": "dot", "title": "automated"}, {"color": "#97c2fc", "id": "ICD", "label": "ICD", "shape": "dot", "title": "ICD"}, {"color": "#97c2fc", "id": "description", "label": "description", "shape": "dot", "title": "description"}, {"color": "#97c2fc", "id": "DISCUSSION AND CONCLUSION", "label": "DISCUSSION AND CONCLUSION", "shape": "dot", "title": "DISCUSSION AND CONCLUSION"}, {"color": "#97c2fc", "id": "diseases", "label": "diseases", "shape": "dot", "title": "diseases"}, {"color": "#97c2fc", "id": "heart diseases", "label": "heart diseases", "shape": "dot", "title": "heart diseases"}, {"color": "#97c2fc", "id": "a fully digitised tool", "label": "a fully digitised tool", "shape": "dot", "title": "a fully digitised tool"}, {"color": "#97c2fc", "id": "of", "label": "of", "shape": "dot", "title": "of"}, {"color": "#97c2fc", "id": "in", "label": "in", "shape": "dot", "title": "in"}, {"color": "#97c2fc", "id": "in automated ICD coding", "label": "in automated ICD coding", "shape": "dot", "title": "in automated ICD coding"}, {"color": "#97c2fc", "id": "ICD-labeled", "label": "ICD-labeled", "shape": "dot", "title": "ICD-labeled"}, {"color": "#97c2fc", "id": "discharge summaries", "label": "discharge summaries", "shape": "dot", "title": "discharge summaries"}, {"color": "#97c2fc", "id": "code", "label": "code", "shape": "dot", "title": "code"}, {"color": "#97c2fc", "id": "ICD coding", "label": "ICD coding", "shape": "dot", "title": "ICD coding"}, {"color": "#97c2fc", "id": "health", "label": "health", "shape": "dot", "title": "health"}, {"color": "#97c2fc", "id": "medical discharges", "label": "medical discharges", "shape": "dot", "title": "medical discharges"}, {"color": "#97c2fc", "id": "equipment", "label": "equipment", "shape": "dot", "title": "equipment"}]);
+                  edges = new vis.DataSet([{"from": "Diseases", "title": "are an essential part of", "to": "analysis"}, {"from": "Diseases", "title": "are an essential part of", "to": "clinical notes"}, {"from": "Diseases", "title": "in dataset", "to": "performance improvement"}, {"from": "Diseases", "title": "in dataset", "to": "Topor Topscorer"}, {"from": "Diseases", "title": "in dataset", "to": "model performance"}, {"from": "Diseases", "title": "contain", "to": "more detailed descriptions"}, {"from": "Diseases", "title": "contain", "to": "SDOH"}, {"from": "Diseases", "title": "contain", "to": "more detailed SDOH descriptions"}, {"from": "Diseases", "title": "radiology reports", "to": "PubMed abstracts"}, {"from": "Diseases", "title": "MIMIC-IV-ED dataset", "to": "original columns"}, {"from": "Diseases", "title": "MIMIC-IV-ED dataset", "to": "descriptive columns"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O O"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O O O"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O O O O"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O O O O O"}, {"from": "Diseases", "title": "Aggregated", "to": "Sent I O O O O O O"}, {"from": "Health", "title": "mention", "to": "classification"}, {"from": "Health", "title": "problem", "to": "framing"}, {"from": "Health", "title": "mention", "to": "social media posts"}, {"from": "Health", "title": "introduce", "to": "several challenges"}, {"from": "Health", "title": "mentions", "to": "I"}, {"from": "Health", "title": "LITERATURE RETRIEVAL", "to": "EXAMPLE"}, {"from": "Health", "title": "LITERATURE RETRIEVAL", "to": "RESULTS"}, {"from": "Health", "title": "LITERATURE RETRIEVAL", "to": "QUERY"}, {"from": "Health", "title": "LITERATURE RETRIEVAL", "to": "SYMPTOMS"}, {"from": "Health", "title": "would like to", "to": "thank"}, {"from": "Health", "title": "would like to", "to": "thank co-supervisor"}, {"from": "Health", "title": "would like to", "to": "thank members of Ph. thesis review committee"}, {"from": "Health", "title": "would like to", "to": "thank Prof. Yukihiro Motoyama"}, {"from": "Health", "title": "would like to", "to": "thank Prof. Norimichi Ukita"}, {"from": "Health", "title": "would like to", "to": "thank Prof. Yoshimasa Tsu"}, {"from": "Health", "title": "has", "to": "K"}, {"from": "Health", "title": "Author", "to": "statement"}, {"from": "Health", "title": "have", "to": "a big test"}, {"from": "Health", "title": "am", "to": "having"}, {"from": "Health", "title": "am not sure about", "to": "specific name of drug"}, {"from": "Health", "title": "am not sure about", "to": "osteoporosis"}, {"from": "Health", "title": "am not sure about", "to": "bisphosphonate preparations"}, {"from": "Health", "title": "am not sure about", "to": "medication regimen"}, {"from": "Health", "title": "am not sure about", "to": "hospitalization"}, {"from": "Health", "title": "am not sure about", "to": "long-term observation and monitoring"}, {"from": "Health", "title": "am not sure about", "to": "costs"}, {"from": "Health", "title": "am not sure about", "to": "hospitalization costs"}, {"from": "Health", "title": "am not sure about", "to": "long-term observation and monitoring costs"}, {"from": "Health", "title": "have", "to": "a fever"}, {"from": "Health", "title": "am", "to": "so tired"}, {"from": "Health", "title": "am", "to": "unable to do"}, {"from": "Health", "title": "am", "to": "stuck in bed"}, {"from": "Health", "title": "feel", "to": "like"}, {"from": "Health", "title": "have", "to": "severe itching"}, {"from": "Health", "title": "have", "to": "one or both eyes"}, {"from": "Health", "title": "was diagnosed with", "to": "Asperger\u2019"}, {"from": "Health", "title": "was diagnosed with", "to": "OCD"}, {"from": "Health", "title": "was diagnosed with", "to": "Major depressive"}, {"from": "Health", "title": "was diagnosed with", "to": "PTSD"}, {"from": "Health", "title": "was inpatient for", "to": "days"}, {"from": "Health", "title": "was inpatient for", "to": "homicidal thoughts and urges"}, {"from": "Health", "title": "was inpatient for", "to": "others who did nothing wrong"}, {"from": "Health", "title": "problems", "to": "providers"}, {"from": "data", "title": "limitation", "to": "deep learning models"}, {"from": "data", "title": "transformer architecture", "to": "NLP tasks"}, {"from": "data", "title": "shortage", "to": "patient outcomes prediction"}, {"from": "data", "title": "imbalance", "to": "post-discharge readmissions"}, {"from": "data", "title": "contains", "to": "information"}, {"from": "data", "title": "mix", "to": "tabular and unstructured"}, {"from": "data", "title": "and", "to": "enrich"}, {"from": "data", "title": "tokenized using", "to": "BERT base tokenizer"}, {"from": "data", "title": "IOB tagging scheme", "to": "BERT variant models"}, {"from": "data", "title": "CRF layer as tag encoding", "to": "BERT variants in medical domain"}, {"from": "data", "title": "augmentation", "to": "approach"}, {"from": "data", "title": "using", "to": "mixed structured and free text EHR data"}, {"from": "data", "title": "statistics", "to": "biomedical"}, {"from": "data", "title": "informatics", "to": "center"}, {"from": "data", "title": "knowledge", "to": "at"}, {"from": "data", "title": "text", "to": "similarity"}, {"from": "data", "title": "statistics", "to": "multimodal"}, {"from": "data", "title": "statistics", "to": "instruction"}, {"from": "data", "title": "statistics", "to": "responses"}, {"from": "data", "title": "statistics", "to": "visual"}, {"from": "data", "title": "statistics", "to": "chat"}, {"from": "data", "title": "statistics", "to": "medical"}, {"from": "data", "title": "terminology", "to": "report"}, {"from": "data", "title": "statistics", "to": "alignment"}, {"from": "data", "title": "process", "to": "directions"}, {"from": "data", "title": "process", "to": "frames"}, {"from": "data", "title": "tools", "to": "fastalign"}, {"from": "data", "title": "tools", "to": "awesome-align"}, {"from": "data", "title": "statistics", "to": "tuning"}, {"from": "data", "title": "statistics", "to": "epochs"}, {"from": "data", "title": "statistics", "to": "samples"}, {"from": "data", "title": "statistics", "to": "hours"}, {"from": "data", "title": "statistics", "to": "downstrea"}, {"from": "data", "title": "heterogeneity", "to": "in HKGs"}, {"from": "data", "title": "in", "to": "HKGs"}, {"from": "data", "title": "in", "to": "medical concepts"}, {"from": "data", "title": "gather", "to": "medical literature"}, {"from": "data", "title": "gather", "to": "clinical trials"}, {"from": "data", "title": "gather", "to": "patientgenerated data"}, {"from": "data", "title": "extract", "to": "medical entities"}, {"from": "data", "title": "extract", "to": "relationships"}, {"from": "data", "title": "transform", "to": "to structured format"}, {"from": "data", "title": "map", "to": "entities and relationships"}, {"from": "data", "title": "map", "to": "to chosen ontologies"}, {"from": "data", "title": "collection", "to": "PubMed"}, {"from": "data", "title": "is", "to": "database"}, {"from": "data", "title": "contains", "to": "drug"}, {"from": "data", "title": "contains", "to": "protein"}, {"from": "data", "title": "contains", "to": "category"}, {"from": "data", "title": "contains", "to": "ATC pathway."}, {"from": "data", "title": "collection", "to": "navigational queries"}, {"from": "data", "title": "collection", "to": "Field Sensor"}, {"from": "data", "title": "collection", "to": "removed articles"}, {"from": "data", "title": "collection", "to": "articles without titles or abstracts"}, {"from": "data analysis", "title": "observed", "to": "overlap"}, {"from": "data analysis", "title": "disease names", "to": "population entities"}, {"from": "data analysis", "title": "interventions", "to": "chemical names"}, {"from": "treatment", "title": "continued", "to": "for"}, {"from": "treatment", "title": "many", "to": "research"}, {"from": "research", "title": "on", "to": "transfer"}, {"from": "research", "title": "on", "to": "multi-task"}, {"from": "research", "title": "Wang et al.", "to": "framework"}, {"from": "research", "title": "Rajkumar et al.", "to": "execution accuracy"}, {"from": "research", "title": "on", "to": "improve"}, {"from": "patient", "title": "had", "to": "some"}, {"from": "patient", "title": "research", "to": "on"}, {"from": "patient", "title": "received", "to": "any"}, {"from": "patient", "title": "been", "to": "normal"}, {"from": "patient", "title": "been", "to": "prescribed"}, {"from": "patient", "title": "gender", "to": "ditems.label"}, {"from": "patient", "title": "subjectid", "to": "uniquepid"}, {"from": "patient", "title": "has", "to": "chronic"}, {"from": "patient", "title": "has", "to": "both"}, {"from": "patient", "title": "approaches", "to": "require"}, {"from": "patient", "title": "disease names", "to": "ICD names"}, {"from": "patient", "title": "via", "to": "a model"}, {"from": "patient", "title": "finetuning", "to": "through"}, {"from": "patient", "title": "has", "to": "more"}, {"from": "patient", "title": "have", "to": "concave left atrial appendage"}, {"from": "patient", "title": "have", "to": "third molar sign"}, {"from": "patient", "title": "have", "to": "superiordisplacement of left main stem bronchus"}, {"from": "patient", "title": "have", "to": "rounded cardiac apex"}, {"from": "patient", "title": "have", "to": "shmoosign"}, {"from": "patient", "title": "have", "to": "Hoffman-Riglersign"}, {"from": "patient", "title": "have", "to": "tag"}, {"from": "patient", "title": "is", "to": "year-old man"}, {"from": "patient", "title": "swelling of legs and face", "to": "increasing"}, {"from": "patient", "title": "swelling of legs and face", "to": "past months"}, {"from": "patient", "title": "comes to office", "to": "has"}, {"from": "patient", "title": "comes to office", "to": "preoperative evaluation"}, {"from": "patient", "title": "comes to physician", "to": "heartburn"}, {"from": "patient", "title": "has", "to": "difficulty swallowing"}, {"from": "patient", "title": "takes over--counter antacids", "to": "relieves discomfort"}, {"from": "patient", "title": "comes to office", "to": "blood in urine"}, {"from": "patient", "title": "comes to office", "to": "blood in his urine"}, {"from": "patient", "title": "total body surface area", "to": "flame burn"}, {"from": "patient", "title": "inhalation injury", "to": "polymers"}, {"from": "patient", "title": "inhalation injury", "to": "combustion"}, {"from": "patient", "title": "has", "to": "type diabetes mellitus"}, {"from": "patient", "title": "has", "to": "metformin and vildagliptin"}, {"from": "patient", "title": "has", "to": "smoked cigarettes daily"}, {"from": "patient", "title": "has", "to": "no family history"}, {"from": "patient", "title": "has", "to": "moderate abdominal obesity"}, {"from": "patient", "title": "lived in", "to": "sub-Saharan Africa"}, {"from": "patient", "title": "came to USA", "to": "graduate school"}, {"from": "patient", "title": "lived", "to": "USA"}, {"from": "patient", "title": "is", "to": "migraine"}, {"from": "patient", "title": "is", "to": "treatment"}, {"from": "patient", "title": "continued", "to": "for"}, {"from": "patient", "title": "referred to", "to": "surgeon"}, {"from": "patient", "title": "recommended", "to": "adrenalectomy"}, {"from": "patient", "title": "no significant findings", "to": "physical examination"}, {"from": "patient", "title": "drug", "to": "items"}, {"from": "patient", "title": "in", "to": "Consultation Checklist"}, {"from": "patient", "title": "similar to", "to": "Summarization Content Units"}, {"from": "patient", "title": "is", "to": "patientweight"}, {"from": "patient", "title": "is", "to": "patientagegroup"}, {"from": "patient", "title": "is", "to": "patientsex"}, {"from": "patient", "title": "as", "to": "MedDRA"}, {"from": "patient", "title": "2-week history", "to": "fever"}, {"from": "patient", "title": "cough", "to": "shortness of breath"}, {"from": "patient", "title": "is", "to": "patient with a history of coronary artery disease"}, {"from": "patient", "title": "experiencing", "to": "lower GI bleed"}, {"from": "patient", "title": "refused", "to": "PT evaluation"}, {"from": "patient", "title": "ambulating independently", "to": "without difficulty"}, {"from": "patient", "title": "discharged to home", "to": "with her husband"}, {"from": "diagnosis", "title": "diagnosisname", "to": "prescriptions"}, {"from": "diagnosis", "title": "is", "to": "doctor"}, {"from": "diagnosis", "title": "should be selected from", "to": "possible diagnoses"}, {"from": "medical", "title": "terminology", "to": "report"}, {"from": "medical", "title": "mentions", "to": "parts of body"}, {"from": "medical", "title": "mentions", "to": "patellofemoral joint"}, {"from": "medical", "title": "mentions", "to": "intercondylar"}, {"from": "medical", "title": "mentions", "to": "damage to cartilage"}, {"from": "medical", "title": "mentions", "to": "swelling"}, {"from": "medical", "title": "mentions", "to": "damage to ligaments"}, {"from": "medical", "title": "mentions", "to": "meniscus"}, {"from": "medical", "title": "mentions", "to": "tear in semimembranosus muscle"}, {"from": "medical", "title": "says", "to": "may"}, {"from": "medical", "title": "says", "to": "ligaments"}, {"from": "medical", "title": "says", "to": "completely torn"}, {"from": "medical", "title": "says", "to": "other"}, {"from": "medical", "title": "says", "to": "okay"}, {"from": "medical", "title": "says", "to": "there"}, {"from": "medical", "title": "mentions", "to": "no evidence"}, {"from": "medical", "title": "shows", "to": "glioblastoma"}, {"from": "medical", "title": "shows", "to": "contrast-enhancing mass"}, {"from": "medical", "title": "shows", "to": "swelling around mass"}, {"from": "medical", "title": "says", "to": "there is no new mass"}, {"from": "medical", "title": "says", "to": "there are no signs of problems with blood \ufb02ow to brain"}, {"from": "medical", "title": "says", "to": "there are no signs of problems with \ufb02uid that surrounds brain"}, {"from": "medical", "title": "says", "to": "doctors have concluded"}, {"from": "medical", "title": "says", "to": "the mass on back of head is likely a type of brain tumor called a glioblastoma"}, {"from": "medical", "title": "says", "to": "the mass on front of head is not new"}, {"from": "medical", "title": "original findings", "to": "CT scans"}, {"from": "medical", "title": "mentions", "to": "some"}, {"from": "medical", "title": "mentions", "to": "some scans"}, {"from": "medical", "title": "mentions", "to": "different parts"}, {"from": "medical", "title": "mentions", "to": "infection"}, {"from": "medical", "title": "mentions", "to": "thyroid gland"}, {"from": "medical", "title": "mentions", "to": "chest or belly"}, {"from": "medical", "title": "mentions", "to": "liver"}, {"from": "medical", "title": "mentions", "to": "gallbladder"}, {"from": "medical", "title": "mentions", "to": "pancreas"}, {"from": "medical", "title": "mentions", "to": "kidneys"}, {"from": "medical", "title": "mentions", "to": "bones"}, {"from": "medical", "title": "no evidence", "to": "cancer has come back"}, {"from": "medical", "title": "says", "to": "person has cancer"}, {"from": "medical", "title": "says", "to": "treatment is working"}, {"from": "medical", "title": "says", "to": "no evidence of cancer spreading"}, {"from": "medical", "title": "says", "to": "normal heart"}, {"from": "medical", "title": "says", "to": "bigger thyroid gland"}, {"from": "medical", "title": "says", "to": "no extra \ufb02uid"}, {"from": "medical", "title": "says", "to": "no infection in lungs"}, {"from": "treatments", "title": "for migraines", "to": "include"}, {"from": "treatments", "title": "include medication", "to": "non-pharmacological therapies"}, {"from": "systems", "title": "submitted", "to": "to shared task leaderboard"}, {"from": "referrals", "title": "text", "to": "\"unspecific consultation\""}, {"from": "tests", "title": "included", "to": "taking pictures"}, {"from": "classification", "title": "problem", "to": "framing"}, {"from": "Classification", "title": "RGN", "to": "PRX"}, {"from": "healthcare", "title": "presents", "to": "distinct challenges"}, {"from": "healthcare", "title": "handling", "to": "specialized medical terminology"}, {"from": "healthcare", "title": "managing", "to": "ambiguity and variability"}, {"from": "healthcare", "title": "high demands", "to": "reliability and accuracy"}, {"from": "healthcare", "title": "industry", "to": "has seen"}, {"from": "healthcare", "title": "has seen", "to": "many"}, {"from": "healthcare", "title": "studies", "to": "have explored"}, {"from": "healthcare", "title": "attempts", "to": "to"}, {"from": "healthcare", "title": "many", "to": "challenges"}, {"from": "healthcare", "title": "even more", "to": "pronounced"}, {"from": "healthcare", "title": "summarization", "to": "CHQs"}, {"from": "healthcare", "title": "posed", "to": "by"}, {"from": "healthcare", "title": "challenges", "to": "manual"}, {"from": "healthcare", "title": "challenges", "to": "automated"}, {"from": "healthcare", "title": "automated", "to": "ICD"}, {"from": "healthcare", "title": "codes", "to": "description"}, {"from": "healthcare", "title": "is a code for", "to": "DISCUSSION AND CONCLUSION"}, {"from": "healthcare", "title": "is a code for", "to": "diseases"}, {"from": "healthcare", "title": "is a code for", "to": "heart diseases"}, {"from": "healthcare", "title": "is", "to": "a fully digitised tool"}, {"from": "healthcare", "title": "planned global implementation", "to": "of"}, {"from": "healthcare", "title": "rapid developments", "to": "in"}, {"from": "healthcare", "title": "a renewed interest", "to": "in automated ICD coding"}, {"from": "healthcare", "title": "for", "to": "ICD-labeled"}, {"from": "healthcare", "title": "labeled", "to": "discharge summaries"}, {"from": "healthcare", "title": "is", "to": "code"}, {"from": "healthcare", "title": "automated", "to": "ICD coding"}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {
+    "configure": {
+        "enabled": false
+    },
+    "edges": {
+        "color": {
+            "inherit": true
+        },
+        "smooth": {
+            "enabled": true,
+            "type": "dynamic"
+        }
+    },
+    "interaction": {
+        "dragNodes": true,
+        "hideEdgesOnDrag": false,
+        "hideNodesOnDrag": false
+    },
+    "physics": {
+        "enabled": true,
+        "stabilization": {
+            "enabled": true,
+            "fit": true,
+            "iterations": 1000,
+            "onlyDynamicEdges": false,
+            "updateInterval": 50
+        }
+    }
+};
+
+                  
+
+
+                  
+
+                  network = new vis.Network(container, data, options);
+
+                  
+
+                  
+
+                  
+
+
+                  
+                      network.on("stabilizationProgress", function(params) {
+                          document.getElementById('loadingBar').removeAttribute("style");
+                          var maxWidth = 496;
+                          var minWidth = 20;
+                          var widthFactor = params.iterations/params.total;
+                          var width = Math.max(minWidth,maxWidth * widthFactor);
+                          document.getElementById('bar').style.width = width + 'px';
+                          document.getElementById('text').innerHTML = Math.round(widthFactor*100) + '%';
+                      });
+                      network.once("stabilizationIterationsDone", function() {
+                          document.getElementById('text').innerHTML = '100%';
+                          document.getElementById('bar').style.width = '496px';
+                          document.getElementById('loadingBar').style.opacity = 0;
+                          // really clean the dom element
+                          setTimeout(function () {document.getElementById('loadingBar').style.display = 'none';}, 500);
+                      });
+                  
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>

lib/bindings/utils.js

@@ -0,0 +1,189 @@
+function neighbourhoodHighlight(params) {
+  // console.log("in nieghbourhoodhighlight");
+  allNodes = nodes.get({ returnType: "Object" });
+  // originalNodes = JSON.parse(JSON.stringify(allNodes));
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    highlightActive = true;
+    var i, j;
+    var selectedNode = params.nodes[0];
+    var degrees = 2;
+
+    // mark all nodes as hard to read.
+    for (let nodeId in allNodes) {
+      // nodeColors[nodeId] = allNodes[nodeId].color;
+      allNodes[nodeId].color = "rgba(200,200,200,0.5)";
+      if (allNodes[nodeId].hiddenLabel === undefined) {
+        allNodes[nodeId].hiddenLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+    var connectedNodes = network.getConnectedNodes(selectedNode);
+    var allConnectedNodes = [];
+
+    // get the second degree nodes
+    for (i = 1; i < degrees; i++) {
+      for (j = 0; j < connectedNodes.length; j++) {
+        allConnectedNodes = allConnectedNodes.concat(
+          network.getConnectedNodes(connectedNodes[j])
+        );
+      }
+    }
+
+    // all second degree nodes get a different color and their label back
+    for (i = 0; i < allConnectedNodes.length; i++) {
+      // allNodes[allConnectedNodes[i]].color = "pink";
+      allNodes[allConnectedNodes[i]].color = "rgba(150,150,150,0.75)";
+      if (allNodes[allConnectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[allConnectedNodes[i]].label =
+          allNodes[allConnectedNodes[i]].hiddenLabel;
+        allNodes[allConnectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+
+    // all first degree nodes get their own color and their label back
+    for (i = 0; i < connectedNodes.length; i++) {
+      // allNodes[connectedNodes[i]].color = undefined;
+      allNodes[connectedNodes[i]].color = nodeColors[connectedNodes[i]];
+      if (allNodes[connectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[connectedNodes[i]].label =
+          allNodes[connectedNodes[i]].hiddenLabel;
+        allNodes[connectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+
+    // the main node gets its own color and its label back.
+    // allNodes[selectedNode].color = undefined;
+    allNodes[selectedNode].color = nodeColors[selectedNode];
+    if (allNodes[selectedNode].hiddenLabel !== undefined) {
+      allNodes[selectedNode].label = allNodes[selectedNode].hiddenLabel;
+      allNodes[selectedNode].hiddenLabel = undefined;
+    }
+  } else if (highlightActive === true) {
+    // console.log("highlightActive was true");
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      // allNodes[nodeId].color = "purple";
+      allNodes[nodeId].color = nodeColors[nodeId];
+      // delete allNodes[nodeId].color;
+      if (allNodes[nodeId].hiddenLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].hiddenLabel;
+        allNodes[nodeId].hiddenLabel = undefined;
+      }
+    }
+    highlightActive = false;
+  }
+
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    // console.log("Nothing was selected");
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        // allNodes[nodeId].color = {};
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+
+function filterHighlight(params) {
+  allNodes = nodes.get({ returnType: "Object" });
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    filterActive = true;
+    let selectedNodes = params.nodes;
+
+    // hiding all nodes and saving the label
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = true;
+      if (allNodes[nodeId].savedLabel === undefined) {
+        allNodes[nodeId].savedLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+
+    for (let i=0; i < selectedNodes.length; i++) {
+      allNodes[selectedNodes[i]].hidden = false;
+      if (allNodes[selectedNodes[i]].savedLabel !== undefined) {
+        allNodes[selectedNodes[i]].label = allNodes[selectedNodes[i]].savedLabel;
+        allNodes[selectedNodes[i]].savedLabel = undefined;
+      }
+    }
+
+  } else if (filterActive === true) {
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = false;
+      if (allNodes[nodeId].savedLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].savedLabel;
+        allNodes[nodeId].savedLabel = undefined;
+      }
+    }
+    filterActive = false;
+  }
+
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+
+function selectNode(nodes) {
+  network.selectNodes(nodes);
+  neighbourhoodHighlight({ nodes: nodes });
+  return nodes;
+}
+
+function selectNodes(nodes) {
+  network.selectNodes(nodes);
+  filterHighlight({nodes: nodes});
+  return nodes;
+}
+
+function highlightFilter(filter) {
+  let selectedNodes = []
+  let selectedProp = filter['property']
+  if (filter['item'] === 'node') {
+    let allNodes = nodes.get({ returnType: "Object" });
+    for (let nodeId in allNodes) {
+      if (allNodes[nodeId][selectedProp] && filter['value'].includes((allNodes[nodeId][selectedProp]).toString())) {
+        selectedNodes.push(nodeId)
+      }
+    }
+  }
+  else if (filter['item'] === 'edge'){
+    let allEdges = edges.get({returnType: 'object'});
+    // check if the selected property exists for selected edge and select the nodes connected to the edge
+    for (let edge in allEdges) {
+      if (allEdges[edge][selectedProp] && filter['value'].includes((allEdges[edge][selectedProp]).toString())) {
+        selectedNodes.push(allEdges[edge]['from'])
+        selectedNodes.push(allEdges[edge]['to'])
+      }
+    }
+  }
+  selectNodes(selectedNodes)
+}

lib/tom-select/tom-select.complete.min.js

@@ -0,0 +1,356 @@
+/**
+* Tom Select v2.0.0-rc.4
+* Licensed under the Apache License, Version 2.0 (the "License");
+*/
+!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).TomSelect=t()}(this,(function(){"use strict"
+function e(e,t){e.split(/\s+/).forEach((e=>{t(e)}))}class t{constructor(){this._events={}}on(t,i){e(t,(e=>{this._events[e]=this._events[e]||[],this._events[e].push(i)}))}off(t,i){var s=arguments.length
+0!==s?e(t,(e=>{if(1===s)return delete this._events[e]
+e in this._events!=!1&&this._events[e].splice(this._events[e].indexOf(i),1)})):this._events={}}trigger(t,...i){var s=this
+e(t,(e=>{if(e in s._events!=!1)for(let t of s._events[e])t.apply(s,i)}))}}var i
+const s="[̀-ͯ·ʾ]",n=new RegExp(s,"g")
+var o
+const r={"æ":"ae","ⱥ":"a","ø":"o"},l=new RegExp(Object.keys(r).join("|"),"g"),a=[[67,67],[160,160],[192,438],[452,652],[961,961],[1019,1019],[1083,1083],[1281,1289],[1984,1984],[5095,5095],[7429,7441],[7545,7549],[7680,7935],[8580,8580],[9398,9449],[11360,11391],[42792,42793],[42802,42851],[42873,42897],[42912,42922],[64256,64260],[65313,65338],[65345,65370]],c=e=>e.normalize("NFKD").replace(n,"").toLowerCase().replace(l,(function(e){return r[e]})),d=(e,t="|")=>{if(1==e.length)return e[0]
+var i=1
+return e.forEach((e=>{i=Math.max(i,e.length)})),1==i?"["+e.join("")+"]":"(?:"+e.join(t)+")"},p=e=>{if(1===e.length)return[[e]]
+var t=[]
+return p(e.substring(1)).forEach((function(i){var s=i.slice(0)
+s[0]=e.charAt(0)+s[0],t.push(s),(s=i.slice(0)).unshift(e.charAt(0)),t.push(s)})),t},u=e=>{void 0===o&&(o=(()=>{var e={}
+a.forEach((t=>{for(let s=t[0];s<=t[1];s++){let t=String.fromCharCode(s),n=c(t)
+if(n!=t.toLowerCase()){n in e||(e[n]=[n])
+var i=new RegExp(d(e[n]),"iu")
+t.match(i)||e[n].push(t)}}}))
+var t=Object.keys(e)
+t=t.sort(((e,t)=>t.length-e.length)),i=new RegExp("("+d(t)+"[̀-ͯ·ʾ]*)","g")
+var s={}
+return t.sort(((e,t)=>e.length-t.length)).forEach((t=>{var i=p(t).map((t=>(t=t.map((t=>e.hasOwnProperty(t)?d(e[t]):t)),d(t,""))))
+s[t]=d(i)})),s})())
+return e.normalize("NFKD").toLowerCase().split(i).map((e=>{if(""==e)return""
+const t=c(e)
+if(o.hasOwnProperty(t))return o[t]
+const i=e.normalize("NFC")
+return i!=e?d([e,i]):e})).join("")},h=(e,t)=>{if(e)return e[t]},g=(e,t)=>{if(e){for(var i,s=t.split(".");(i=s.shift())&&(e=e[i]););return e}},f=(e,t,i)=>{var s,n
+return e?-1===(n=(e+="").search(t.regex))?0:(s=t.string.length/e.length,0===n&&(s+=.5),s*i):0},v=e=>(e+"").replace(/([\$\(-\+\.\?\[-\^\{-\}])/g,"\\$1"),m=(e,t)=>{var i=e[t]
+if("function"==typeof i)return i
+i&&!Array.isArray(i)&&(e[t]=[i])},y=(e,t)=>{if(Array.isArray(e))e.forEach(t)
+else for(var i in e)e.hasOwnProperty(i)&&t(e[i],i)},O=(e,t)=>"number"==typeof e&&"number"==typeof t?e>t?1:e<t?-1:0:(e=c(e+"").toLowerCase())>(t=c(t+"").toLowerCase())?1:t>e?-1:0
+class b{constructor(e,t){this.items=e,this.settings=t||{diacritics:!0}}tokenize(e,t,i){if(!e||!e.length)return[]
+const s=[],n=e.split(/\s+/)
+var o
+return i&&(o=new RegExp("^("+Object.keys(i).map(v).join("|")+"):(.*)$")),n.forEach((e=>{let i,n=null,r=null
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+return this._getScoreFunction(i)}_getScoreFunction(e){const t=e.tokens,i=t.length
+if(!i)return function(){return 0}
+const s=e.options.fields,n=e.weights,o=s.length,r=e.getAttrFn
+if(!o)return function(){return 1}
+const l=1===o?function(e,t){const i=s[0].field
+return f(r(t,i),e,n[i])}:function(e,t){var i=0
+if(e.field){const s=r(t,e.field)
+!e.regex&&s?i+=1/o:i+=f(s,e,1)}else y(n,((s,n)=>{i+=f(r(t,n),e,s)}))
+return i/o}
+return 1===i?function(e){return l(t[0],e)}:"and"===e.options.conjunction?function(e){for(var s,n=0,o=0;n<i;n++){if((s=l(t[n],e))<=0)return 0
+o+=s}return o/i}:function(e){var s=0
+return y(t,(t=>{s+=l(t,e)})),s/i}}getSortFunction(e,t){var i=this.prepareSearch(e,t)
+return this._getSortFunction(i)}_getSortFunction(e){var t,i,s
+const n=this,o=e.options,r=!e.query&&o.sort_empty?o.sort_empty:o.sort,l=[],a=[]
+if("function"==typeof r)return r.bind(this)
+const c=function(t,i){return"$score"===t?i.score:e.getAttrFn(n.items[i.id],t)}
+if(r)for(t=0,i=r.length;t<i;t++)(e.query||"$score"!==r[t].field)&&l.push(r[t])
+if(e.query){for(s=!0,t=0,i=l.length;t<i;t++)if("$score"===l[t].field){s=!1
+break}s&&l.unshift({field:"$score",direction:"desc"})}else for(t=0,i=l.length;t<i;t++)if("$score"===l[t].field){l.splice(t,1)
+break}for(t=0,i=l.length;t<i;t++)a.push("desc"===l[t].direction?-1:1)
+const d=l.length
+if(d){if(1===d){const e=l[0].field,t=a[0]
+return function(i,s){return t*O(c(e,i),c(e,s))}}return function(e,t){var i,s,n
+for(i=0;i<d;i++)if(n=l[i].field,s=a[i]*O(c(n,e),c(n,t)))return s
+return 0}}return null}prepareSearch(e,t){const i={}
+var s=Object.assign({},t)
+if(m(s,"sort"),m(s,"sort_empty"),s.fields){m(s,"fields")
+const e=[]
+s.fields.forEach((t=>{"string"==typeof t&&(t={field:t,weight:1}),e.push(t),i[t.field]="weight"in t?t.weight:1})),s.fields=e}return{options:s,query:e.toLowerCase().trim(),tokens:this.tokenize(e,s.respect_word_boundaries,i),total:0,items:[],weights:i,getAttrFn:s.nesting?g:h}}search(e,t){var i,s,n=this
+s=this.prepareSearch(e,t),t=s.options,e=s.query
+const o=t.score||n._getScoreFunction(s)
+e.length?y(n.items,((e,n)=>{i=o(e),(!1===t.filter||i>0)&&s.items.push({score:i,id:n})})):y(n.items,((e,t)=>{s.items.push({score:1,id:t})}))
+const r=n._getSortFunction(s)
+return r&&s.items.sort(r),s.total=s.items.length,"number"==typeof t.limit&&(s.items=s.items.slice(0,t.limit)),s}}const w=e=>{if(e.jquery)return e[0]
+if(e instanceof HTMLElement)return e
+if(e.indexOf("<")>-1){let t=document.createElement("div")
+return t.innerHTML=e.trim(),t.firstChild}return document.querySelector(e)},_=(e,t)=>{var i=document.createEvent("HTMLEvents")
+i.initEvent(t,!0,!1),e.dispatchEvent(i)},I=(e,t)=>{Object.assign(e.style,t)},C=(e,...t)=>{var i=A(t);(e=x(e)).map((e=>{i.map((t=>{e.classList.add(t)}))}))},S=(e,...t)=>{var i=A(t);(e=x(e)).map((e=>{i.map((t=>{e.classList.remove(t)}))}))},A=e=>{var t=[]
+return y(e,(e=>{"string"==typeof e&&(e=e.trim().split(/[\11\12\14\15\40]/)),Array.isArray(e)&&(t=t.concat(e))})),t.filter(Boolean)},x=e=>(Array.isArray(e)||(e=[e]),e),k=(e,t,i)=>{if(!i||i.contains(e))for(;e&&e.matches;){if(e.matches(t))return e
+e=e.parentNode}},F=(e,t=0)=>t>0?e[e.length-1]:e[0],L=(e,t)=>{if(!e)return-1
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+for(var i=0;e=e.previousElementSibling;)e.matches(t)&&i++
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+if(i&&e.data.length>0){var s=document.createElement("span")
+s.className="highlight"
+var n=e.splitText(i.index)
+n.splitText(i[0].length)
+var o=n.cloneNode(!0)
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+t.loadPlugin(e)}return i.loaded[e]}}}(t)){constructor(e,t){var i
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+var s=w(e)
+if(s.tomselect)throw new Error("Tom Select already initialized on this element")
+s.tomselect=this,i=(window.getComputedStyle&&window.getComputedStyle(s,null)).getPropertyValue("direction")
+const n=U(s,t)
+this.settings=n,this.input=s,this.tabIndex=s.tabIndex||0,this.is_select_tag="select"===s.tagName.toLowerCase(),this.rtl=/rtl/i.test(i),this.inputId=M(s,"tomselect-"+W),this.isRequired=s.required,this.sifter=new b(this.options,{diacritics:n.diacritics}),n.mode=n.mode||(1===n.maxItems?"single":"multi"),"boolean"!=typeof n.hideSelected&&(n.hideSelected="multi"===n.mode),"boolean"!=typeof n.hidePlaceholder&&(n.hidePlaceholder="multi"!==n.mode)
+var o=n.createFilter
+"function"!=typeof o&&("string"==typeof o&&(o=new RegExp(o)),o instanceof RegExp?n.createFilter=e=>o.test(e):n.createFilter=()=>!0),this.initializePlugins(n.plugins),this.setupCallbacks(),this.setupTemplates()
+const r=w("<div>"),l=w("<div>"),a=this._render("dropdown"),c=w('<div role="listbox" tabindex="-1">'),d=this.input.getAttribute("class")||"",p=n.mode
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+P(n,{id:d}),P(a,{role:"combobox","aria-haspopup":"listbox","aria-expanded":"false","aria-controls":d})
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+if(h){B(h,"click",g),P(h,{for:p})
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+i&&(e.onOptionSelect(t,i),H(t,!0))})),B(r,"click",(t=>{var s=k(t.target,"[data-ts-item]",r)
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+const f=t=>{const i=t.composedPath()[0]
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+if(e.activeItems.length>0)return e.clearActiveItems(),void e.focus()
+e.isFocused&&e.isOpen?e.blur():e.focus()}onMouseDown(){}onChange(){_(this.input,"input"),_(this.input,"change")}onPaste(e){var t=this
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+y(i,(e=>{t.createItem(e)}))}}),0)}onKeyPress(e){var t=this
+if(!t.isLocked){var i=String.fromCharCode(e.keyCode||e.which)
+return t.settings.create&&"multi"===t.settings.mode&&i===t.settings.delimiter?(t.createItem(),void H(e)):void 0}H(e)}onKeyDown(e){var t=this
+if(t.isLocked)9!==e.keyCode&&H(e)
+else{switch(e.keyCode){case 65:if(K(V,e))return H(e),void t.selectAll()
+break
+case 27:return t.isOpen&&(H(e,!0),t.close()),void t.clearActiveItems()
+case 40:if(!t.isOpen&&t.hasOptions)t.open()
+else if(t.activeOption){let e=t.getAdjacent(t.activeOption,1)
+e&&t.setActiveOption(e)}return void H(e)
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+e&&t.setActiveOption(e)}return void H(e)
+case 13:return void(t.isOpen&&t.activeOption?(t.onOptionSelect(e,t.activeOption),H(e)):t.settings.create&&t.createItem()&&H(e))
+case 37:return void t.advanceSelection(-1,e)
+case 39:return void t.advanceSelection(1,e)
+case 9:return void(t.settings.selectOnTab&&(t.isOpen&&t.activeOption&&(t.onOptionSelect(e,t.activeOption),H(e)),t.settings.create&&t.createItem()&&H(e)))
+case 8:case 46:return void t.deleteSelection(e)}t.isInputHidden&&!K(V,e)&&H(e)}}onInput(e){var t=this
+if(!t.isLocked){var i=t.inputValue()
+t.lastValue!==i&&(t.lastValue=i,t.settings.shouldLoad.call(t,i)&&t.load(i),t.refreshOptions(),t.trigger("type",i))}}onFocus(e){var t=this,i=t.isFocused
+if(t.isDisabled)return t.blur(),void H(e)
+t.ignoreFocus||(t.isFocused=!0,"focus"===t.settings.preload&&t.preload(),i||t.trigger("focus"),t.activeItems.length||(t.showInput(),t.refreshOptions(!!t.settings.openOnFocus)),t.refreshState())}onBlur(e){if(!1!==document.hasFocus()){var t=this
+if(t.isFocused){t.isFocused=!1,t.ignoreFocus=!1
+var i=()=>{t.close(),t.setActiveItem(),t.setCaret(t.items.length),t.trigger("blur")}
+t.settings.create&&t.settings.createOnBlur?t.createItem(null,!1,i):i()}}}onOptionSelect(e,t){var i,s=this
+t&&(t.parentElement&&t.parentElement.matches("[data-disabled]")||(t.classList.contains("create")?s.createItem(null,!0,(()=>{s.settings.closeAfterSelect&&s.close()})):void 0!==(i=t.dataset.value)&&(s.lastQuery=null,s.addItem(i),s.settings.closeAfterSelect&&s.close(),!s.settings.hideSelected&&e.type&&/click/.test(e.type)&&s.setActiveOption(t))))}onItemSelect(e,t){var i=this
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+C(t.wrapper,t.settings.loadingClass),t.loading++
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+var _=e=>{let t=f.render(e,{input:v})
+return t&&(b=!0,w.insertBefore(t,w.firstChild)),t}
+if(f.loading?_("loading"):f.settings.shouldLoad.call(f,v)?0===m.items.length&&_("no_results"):_("not_loading"),(a=f.canCreate(v))&&(p=_("option_create")),f.hasOptions=m.items.length>0||a,b){if(m.items.length>0){if(!w.contains(O)&&"single"===f.settings.mode&&f.items.length&&(O=f.getOption(f.items[0])),!w.contains(O)){let e=0
+p&&!f.settings.addPrecedence&&(e=1),O=f.selectable()[e]}}else p&&(O=p)
+e&&!f.isOpen&&(f.open(),f.scrollToOption(O,"auto")),f.setActiveOption(O)}else f.clearActiveOption(),e&&f.isOpen&&f.close(!1)}selectable(){return this.dropdown_content.querySelectorAll("[data-selectable]")}addOption(e,t=!1){const i=this
+if(Array.isArray(e))return i.addOptions(e,t),!1
+const s=q(e[i.settings.valueField])
+return null!==s&&!i.options.hasOwnProperty(s)&&(e.$order=e.$order||++i.order,e.$id=i.inputId+"-opt-"+e.$order,i.options[s]=e,i.lastQuery=null,t&&(i.userOptions[s]=t,i.trigger("option_add",s,e)),s)}addOptions(e,t=!1){y(e,(e=>{this.addOption(e,t)}))}registerOption(e){return this.addOption(e)}registerOptionGroup(e){var t=q(e[this.settings.optgroupValueField])
+return null!==t&&(e.$order=e.$order||++this.order,this.optgroups[t]=e,t)}addOptionGroup(e,t){var i
+t[this.settings.optgroupValueField]=e,(i=this.registerOptionGroup(t))&&this.trigger("optgroup_add",i,t)}removeOptionGroup(e){this.optgroups.hasOwnProperty(e)&&(delete this.optgroups[e],this.clearCache(),this.trigger("optgroup_remove",e))}clearOptionGroups(){this.optgroups={},this.clearCache(),this.trigger("optgroup_clear")}updateOption(e,t){const i=this
+var s,n
+const o=q(e),r=q(t[i.settings.valueField])
+if(null===o)return
+if(!i.options.hasOwnProperty(o))return
+if("string"!=typeof r)throw new Error("Value must be set in option data")
+const l=i.getOption(o),a=i.getItem(o)
+if(t.$order=t.$order||i.options[o].$order,delete i.options[o],i.uncacheValue(r),i.options[r]=t,l){if(i.dropdown_content.contains(l)){const e=i._render("option",t)
+E(l,e),i.activeOption===l&&i.setActiveOption(e)}l.remove()}a&&(-1!==(n=i.items.indexOf(o))&&i.items.splice(n,1,r),s=i._render("item",t),a.classList.contains("active")&&C(s,"active"),E(a,s)),i.lastQuery=null}removeOption(e,t){const i=this
+e=D(e),i.uncacheValue(e),delete i.userOptions[e],delete i.options[e],i.lastQuery=null,i.trigger("option_remove",e),i.removeItem(e,t)}clearOptions(){this.loadedSearches={},this.userOptions={},this.clearCache()
+var e={}
+y(this.options,((t,i)=>{this.items.indexOf(i)>=0&&(e[i]=this.options[i])})),this.options=this.sifter.items=e,this.lastQuery=null,this.trigger("option_clear")}getOption(e,t=!1){const i=q(e)
+if(null!==i&&this.options.hasOwnProperty(i)){const e=this.options[i]
+if(e.$div)return e.$div
+if(t)return this._render("option",e)}return null}getAdjacent(e,t,i="option"){var s
+if(!e)return null
+s="item"==i?this.controlChildren():this.dropdown_content.querySelectorAll("[data-selectable]")
+for(let i=0;i<s.length;i++)if(s[i]==e)return t>0?s[i+1]:s[i-1]
+return null}getItem(e){if("object"==typeof e)return e
+var t=q(e)
+return null!==t?this.control.querySelector(`[data-value="${Q(t)}"]`):null}addItems(e,t){var i=this,s=Array.isArray(e)?e:[e]
+for(let e=0,n=(s=s.filter((e=>-1===i.items.indexOf(e)))).length;e<n;e++)i.isPending=e<n-1,i.addItem(s[e],t)}addItem(e,t){R(this,t?[]:["change"],(()=>{var i,s
+const n=this,o=n.settings.mode,r=q(e)
+if((!r||-1===n.items.indexOf(r)||("single"===o&&n.close(),"single"!==o&&n.settings.duplicates))&&null!==r&&n.options.hasOwnProperty(r)&&("single"===o&&n.clear(t),"multi"!==o||!n.isFull())){if(i=n._render("item",n.options[r]),n.control.contains(i)&&(i=i.cloneNode(!0)),s=n.isFull(),n.items.splice(n.caretPos,0,r),n.insertAtCaret(i),n.isSetup){if(!n.isPending&&n.settings.hideSelected){let e=n.getOption(r),t=n.getAdjacent(e,1)
+t&&n.setActiveOption(t)}n.isPending||n.refreshOptions(n.isFocused&&"single"!==o),0!=n.settings.closeAfterSelect&&n.isFull()?n.close():n.isPending||n.positionDropdown(),n.trigger("item_add",r,i),n.isPending||n.updateOriginalInput({silent:t})}(!n.isPending||!s&&n.isFull())&&(n.inputState(),n.refreshState())}}))}removeItem(e=null,t){const i=this
+if(!(e=i.getItem(e)))return
+var s,n
+const o=e.dataset.value
+s=L(e),e.remove(),e.classList.contains("active")&&(n=i.activeItems.indexOf(e),i.activeItems.splice(n,1),S(e,"active")),i.items.splice(s,1),i.lastQuery=null,!i.settings.persist&&i.userOptions.hasOwnProperty(o)&&i.removeOption(o,t),s<i.caretPos&&i.setCaret(i.caretPos-1),i.updateOriginalInput({silent:t}),i.refreshState(),i.positionDropdown(),i.trigger("item_remove",o,e)}createItem(e=null,t=!0,i=(()=>{})){var s,n=this,o=n.caretPos
+if(e=e||n.inputValue(),!n.canCreate(e))return i(),!1
+n.lock()
+var r=!1,l=e=>{if(n.unlock(),!e||"object"!=typeof e)return i()
+var s=q(e[n.settings.valueField])
+if("string"!=typeof s)return i()
+n.setTextboxValue(),n.addOption(e,!0),n.setCaret(o),n.addItem(s),n.refreshOptions(t&&"single"!==n.settings.mode),i(e),r=!0}
+return s="function"==typeof n.settings.create?n.settings.create.call(this,e,l):{[n.settings.labelField]:e,[n.settings.valueField]:e},r||l(s),!0}refreshItems(){var e=this
+e.lastQuery=null,e.isSetup&&e.addItems(e.items),e.updateOriginalInput(),e.refreshState()}refreshState(){const e=this
+e.refreshValidityState()
+const t=e.isFull(),i=e.isLocked
+e.wrapper.classList.toggle("rtl",e.rtl)
+const s=e.wrapper.classList
+var n
+s.toggle("focus",e.isFocused),s.toggle("disabled",e.isDisabled),s.toggle("required",e.isRequired),s.toggle("invalid",!e.isValid),s.toggle("locked",i),s.toggle("full",t),s.toggle("input-active",e.isFocused&&!e.isInputHidden),s.toggle("dropdown-active",e.isOpen),s.toggle("has-options",(n=e.options,0===Object.keys(n).length)),s.toggle("has-items",e.items.length>0)}refreshValidityState(){var e=this
+e.input.checkValidity&&(e.isValid=e.input.checkValidity(),e.isInvalid=!e.isValid)}isFull(){return null!==this.settings.maxItems&&this.items.length>=this.settings.maxItems}updateOriginalInput(e={}){const t=this
+var i,s
+const n=t.input.querySelector('option[value=""]')
+if(t.is_select_tag){const e=[]
+function o(i,s,o){return i||(i=w('<option value="'+N(s)+'">'+N(o)+"</option>")),i!=n&&t.input.append(i),e.push(i),i.selected=!0,i}t.input.querySelectorAll("option:checked").forEach((e=>{e.selected=!1})),0==t.items.length&&"single"==t.settings.mode?o(n,"",""):t.items.forEach((n=>{if(i=t.options[n],s=i[t.settings.labelField]||"",e.includes(i.$option)){o(t.input.querySelector(`option[value="${Q(n)}"]:not(:checked)`),n,s)}else i.$option=o(i.$option,n,s)}))}else t.input.value=t.getValue()
+t.isSetup&&(e.silent||t.trigger("change",t.getValue()))}open(){var e=this
+e.isLocked||e.isOpen||"multi"===e.settings.mode&&e.isFull()||(e.isOpen=!0,P(e.focus_node,{"aria-expanded":"true"}),e.refreshState(),I(e.dropdown,{visibility:"hidden",display:"block"}),e.positionDropdown(),I(e.dropdown,{visibility:"visible",display:"block"}),e.focus(),e.trigger("dropdown_open",e.dropdown))}close(e=!0){var t=this,i=t.isOpen
+e&&(t.setTextboxValue(),"single"===t.settings.mode&&t.items.length&&t.hideInput()),t.isOpen=!1,P(t.focus_node,{"aria-expanded":"false"}),I(t.dropdown,{display:"none"}),t.settings.hideSelected&&t.clearActiveOption(),t.refreshState(),i&&t.trigger("dropdown_close",t.dropdown)}positionDropdown(){if("body"===this.settings.dropdownParent){var e=this.control,t=e.getBoundingClientRect(),i=e.offsetHeight+t.top+window.scrollY,s=t.left+window.scrollX
+I(this.dropdown,{width:t.width+"px",top:i+"px",left:s+"px"})}}clear(e){var t=this
+if(t.items.length){var i=t.controlChildren()
+y(i,(e=>{t.removeItem(e,!0)})),t.showInput(),e||t.updateOriginalInput(),t.trigger("clear")}}insertAtCaret(e){const t=this,i=t.caretPos,s=t.control
+s.insertBefore(e,s.children[i]),t.setCaret(i+1)}deleteSelection(e){var t,i,s,n,o,r=this
+t=e&&8===e.keyCode?-1:1,i={start:(o=r.control_input).selectionStart||0,length:(o.selectionEnd||0)-(o.selectionStart||0)}
+const l=[]
+if(r.activeItems.length)n=F(r.activeItems,t),s=L(n),t>0&&s++,y(r.activeItems,(e=>l.push(e)))
+else if((r.isFocused||"single"===r.settings.mode)&&r.items.length){const e=r.controlChildren()
+t<0&&0===i.start&&0===i.length?l.push(e[r.caretPos-1]):t>0&&i.start===r.inputValue().length&&l.push(e[r.caretPos])}const a=l.map((e=>e.dataset.value))
+if(!a.length||"function"==typeof r.settings.onDelete&&!1===r.settings.onDelete.call(r,a,e))return!1
+for(H(e,!0),void 0!==s&&r.setCaret(s);l.length;)r.removeItem(l.pop())
+return r.showInput(),r.positionDropdown(),r.refreshOptions(!1),!0}advanceSelection(e,t){var i,s,n=this
+n.rtl&&(e*=-1),n.inputValue().length||(K(V,t)||K("shiftKey",t)?(s=(i=n.getLastActive(e))?i.classList.contains("active")?n.getAdjacent(i,e,"item"):i:e>0?n.control_input.nextElementSibling:n.control_input.previousElementSibling)&&(s.classList.contains("active")&&n.removeActiveItem(i),n.setActiveItemClass(s)):n.moveCaret(e))}moveCaret(e){}getLastActive(e){let t=this.control.querySelector(".last-active")
+if(t)return t
+var i=this.control.querySelectorAll(".active")
+return i?F(i,e):void 0}setCaret(e){this.caretPos=this.items.length}controlChildren(){return Array.from(this.control.querySelectorAll("[data-ts-item]"))}lock(){this.close(),this.isLocked=!0,this.refreshState()}unlock(){this.isLocked=!1,this.refreshState()}disable(){var e=this
+e.input.disabled=!0,e.control_input.disabled=!0,e.focus_node.tabIndex=-1,e.isDisabled=!0,e.lock()}enable(){var e=this
+e.input.disabled=!1,e.control_input.disabled=!1,e.focus_node.tabIndex=e.tabIndex,e.isDisabled=!1,e.unlock()}destroy(){var e=this,t=e.revertSettings
+e.trigger("destroy"),e.off(),e.wrapper.remove(),e.dropdown.remove(),e.input.innerHTML=t.innerHTML,e.input.tabIndex=t.tabIndex,S(e.input,"tomselected","ts-hidden-accessible"),e._destroy(),delete e.input.tomselect}render(e,t){return"function"!=typeof this.settings.render[e]?null:this._render(e,t)}_render(e,t){var i,s,n=""
+const o=this
+return"option"!==e&&"item"!=e||(n=D(t[o.settings.valueField])),null==(s=o.settings.render[e].call(this,t,N))||(s=w(s),"option"===e||"option_create"===e?t[o.settings.disabledField]?P(s,{"aria-disabled":"true"}):P(s,{"data-selectable":""}):"optgroup"===e&&(i=t.group[o.settings.optgroupValueField],P(s,{"data-group":i}),t.group[o.settings.disabledField]&&P(s,{"data-disabled":""})),"option"!==e&&"item"!==e||(P(s,{"data-value":n}),"item"===e?(C(s,o.settings.itemClass),P(s,{"data-ts-item":""})):(C(s,o.settings.optionClass),P(s,{role:"option",id:t.$id}),o.options[n].$div=s))),s}clearCache(){y(this.options,((e,t)=>{e.$div&&(e.$div.remove(),delete e.$div)}))}uncacheValue(e){const t=this.getOption(e)
+t&&t.remove()}canCreate(e){return this.settings.create&&e.length>0&&this.settings.createFilter.call(this,e)}hook(e,t,i){var s=this,n=s[t]
+s[t]=function(){var t,o
+return"after"===e&&(t=n.apply(s,arguments)),o=i.apply(s,arguments),"instead"===e?o:("before"===e&&(t=n.apply(s,arguments)),t)}}}return J.define("change_listener",(function(){B(this.input,"change",(()=>{this.sync()}))})),J.define("checkbox_options",(function(){var e=this,t=e.onOptionSelect
+e.settings.hideSelected=!1
+var i=function(e){setTimeout((()=>{var t=e.querySelector("input")
+e.classList.contains("selected")?t.checked=!0:t.checked=!1}),1)}
+e.hook("after","setupTemplates",(()=>{var t=e.settings.render.option
+e.settings.render.option=(i,s)=>{var n=w(t.call(e,i,s)),o=document.createElement("input")
+o.addEventListener("click",(function(e){H(e)})),o.type="checkbox"
+const r=q(i[e.settings.valueField])
+return r&&e.items.indexOf(r)>-1&&(o.checked=!0),n.prepend(o),n}})),e.on("item_remove",(t=>{var s=e.getOption(t)
+s&&(s.classList.remove("selected"),i(s))})),e.hook("instead","onOptionSelect",((s,n)=>{if(n.classList.contains("selected"))return n.classList.remove("selected"),e.removeItem(n.dataset.value),e.refreshOptions(),void H(s,!0)
+t.call(e,s,n),i(n)}))})),J.define("clear_button",(function(e){const t=this,i=Object.assign({className:"clear-button",title:"Clear All",html:e=>`<div class="${e.className}" title="${e.title}">&times;</div>`},e)
+t.on("initialize",(()=>{var e=w(i.html(i))
+e.addEventListener("click",(e=>{t.clear(),"single"===t.settings.mode&&t.settings.allowEmptyOption&&t.addItem(""),e.preventDefault(),e.stopPropagation()})),t.control.appendChild(e)}))})),J.define("drag_drop",(function(){var e=this
+if(!$.fn.sortable)throw new Error('The "drag_drop" plugin requires jQuery UI "sortable".')
+if("multi"===e.settings.mode){var t=e.lock,i=e.unlock
+e.hook("instead","lock",(()=>{var i=$(e.control).data("sortable")
+return i&&i.disable(),t.call(e)})),e.hook("instead","unlock",(()=>{var t=$(e.control).data("sortable")
+return t&&t.enable(),i.call(e)})),e.on("initialize",(()=>{var t=$(e.control).sortable({items:"[data-value]",forcePlaceholderSize:!0,disabled:e.isLocked,start:(e,i)=>{i.placeholder.css("width",i.helper.css("width")),t.css({overflow:"visible"})},stop:()=>{t.css({overflow:"hidden"})
+var i=[]
+t.children("[data-value]").each((function(){this.dataset.value&&i.push(this.dataset.value)})),e.setValue(i)}})}))}})),J.define("dropdown_header",(function(e){const t=this,i=Object.assign({title:"Untitled",headerClass:"dropdown-header",titleRowClass:"dropdown-header-title",labelClass:"dropdown-header-label",closeClass:"dropdown-header-close",html:e=>'<div class="'+e.headerClass+'"><div class="'+e.titleRowClass+'"><span class="'+e.labelClass+'">'+e.title+'</span><a class="'+e.closeClass+'">&times;</a></div></div>'},e)
+t.on("initialize",(()=>{var e=w(i.html(i)),s=e.querySelector("."+i.closeClass)
+s&&s.addEventListener("click",(e=>{H(e,!0),t.close()})),t.dropdown.insertBefore(e,t.dropdown.firstChild)}))})),J.define("caret_position",(function(){var e=this
+e.hook("instead","setCaret",(t=>{"single"!==e.settings.mode&&e.control.contains(e.control_input)?(t=Math.max(0,Math.min(e.items.length,t)))==e.caretPos||e.isPending||e.controlChildren().forEach(((i,s)=>{s<t?e.control_input.insertAdjacentElement("beforebegin",i):e.control.appendChild(i)})):t=e.items.length,e.caretPos=t})),e.hook("instead","moveCaret",(t=>{if(!e.isFocused)return
+const i=e.getLastActive(t)
+if(i){const s=L(i)
+e.setCaret(t>0?s+1:s),e.setActiveItem()}else e.setCaret(e.caretPos+t)}))})),J.define("dropdown_input",(function(){var e=this
+e.settings.shouldOpen=!0,e.hook("before","setup",(()=>{e.focus_node=e.control,C(e.control_input,"dropdown-input")
+const t=w('<div class="dropdown-input-wrap">')
+t.append(e.control_input),e.dropdown.insertBefore(t,e.dropdown.firstChild)})),e.on("initialize",(()=>{e.control_input.addEventListener("keydown",(t=>{switch(t.keyCode){case 27:return e.isOpen&&(H(t,!0),e.close()),void e.clearActiveItems()
+case 9:e.focus_node.tabIndex=-1}return e.onKeyDown.call(e,t)})),e.on("blur",(()=>{e.focus_node.tabIndex=e.isDisabled?-1:e.tabIndex})),e.on("dropdown_open",(()=>{e.control_input.focus()}))
+const t=e.onBlur
+e.hook("instead","onBlur",(i=>{if(!i||i.relatedTarget!=e.control_input)return t.call(e)})),B(e.control_input,"blur",(()=>e.onBlur())),e.hook("before","close",(()=>{e.isOpen&&e.focus_node.focus()}))}))})),J.define("input_autogrow",(function(){var e=this
+e.on("initialize",(()=>{var t=document.createElement("span"),i=e.control_input
+t.style.cssText="position:absolute; top:-99999px; left:-99999px; width:auto; padding:0; white-space:pre; ",e.wrapper.appendChild(t)
+for(const e of["letterSpacing","fontSize","fontFamily","fontWeight","textTransform"])t.style[e]=i.style[e]
+var s=()=>{e.items.length>0?(t.textContent=i.value,i.style.width=t.clientWidth+"px"):i.style.width=""}
+s(),e.on("update item_add item_remove",s),B(i,"input",s),B(i,"keyup",s),B(i,"blur",s),B(i,"update",s)}))})),J.define("no_backspace_delete",(function(){var e=this,t=e.deleteSelection
+this.hook("instead","deleteSelection",(i=>!!e.activeItems.length&&t.call(e,i)))})),J.define("no_active_items",(function(){this.hook("instead","setActiveItem",(()=>{})),this.hook("instead","selectAll",(()=>{}))})),J.define("optgroup_columns",(function(){var e=this,t=e.onKeyDown
+e.hook("instead","onKeyDown",(i=>{var s,n,o,r
+if(!e.isOpen||37!==i.keyCode&&39!==i.keyCode)return t.call(e,i)
+r=k(e.activeOption,"[data-group]"),s=L(e.activeOption,"[data-selectable]"),r&&(r=37===i.keyCode?r.previousSibling:r.nextSibling)&&(n=(o=r.querySelectorAll("[data-selectable]"))[Math.min(o.length-1,s)])&&e.setActiveOption(n)}))})),J.define("remove_button",(function(e){const t=Object.assign({label:"&times;",title:"Remove",className:"remove",append:!0},e)
+var i=this
+if(t.append){var s='<a href="javascript:void(0)" class="'+t.className+'" tabindex="-1" title="'+N(t.title)+'">'+t.label+"</a>"
+i.hook("after","setupTemplates",(()=>{var e=i.settings.render.item
+i.settings.render.item=(t,n)=>{var o=w(e.call(i,t,n)),r=w(s)
+return o.appendChild(r),B(r,"mousedown",(e=>{H(e,!0)})),B(r,"click",(e=>{if(H(e,!0),!i.isLocked){var t=o.dataset.value
+i.removeItem(t),i.refreshOptions(!1)}})),o}}))}})),J.define("restore_on_backspace",(function(e){const t=this,i=Object.assign({text:e=>e[t.settings.labelField]},e)
+t.on("item_remove",(function(e){if(""===t.control_input.value.trim()){var s=t.options[e]
+s&&t.setTextboxValue(i.text.call(t,s))}}))})),J.define("virtual_scroll",(function(){const e=this,t=e.canLoad,i=e.clearActiveOption,s=e.loadCallback
+var n,o={},r=!1
+if(!e.settings.firstUrl)throw"virtual_scroll plugin requires a firstUrl() method"
+function l(t){return!("number"==typeof e.settings.maxOptions&&n.children.length>=e.settings.maxOptions)&&!(!(t in o)||!o[t])}e.settings.sortField=[{field:"$order"},{field:"$score"}],e.setNextUrl=function(e,t){o[e]=t},e.getUrl=function(t){if(t in o){const e=o[t]
+return o[t]=!1,e}return o={},e.settings.firstUrl(t)},e.hook("instead","clearActiveOption",(()=>{if(!r)return i.call(e)})),e.hook("instead","canLoad",(i=>i in o?l(i):t.call(e,i))),e.hook("instead","loadCallback",((t,i)=>{r||e.clearOptions(),s.call(e,t,i),r=!1})),e.hook("after","refreshOptions",(()=>{const t=e.lastValue
+var i
+l(t)?(i=e.render("loading_more",{query:t}))&&i.setAttribute("data-selectable",""):t in o&&!n.querySelector(".no-results")&&(i=e.render("no_more_results",{query:t})),i&&(C(i,e.settings.optionClass),n.append(i))})),e.on("initialize",(()=>{n=e.dropdown_content,e.settings.render=Object.assign({},{loading_more:function(){return'<div class="loading-more-results">Loading more results ... </div>'},no_more_results:function(){return'<div class="no-more-results">No more results</div>'}},e.settings.render),n.addEventListener("scroll",(function(){n.clientHeight/(n.scrollHeight-n.scrollTop)<.95||l(e.lastValue)&&(r||(r=!0,e.load.call(e,e.lastValue)))}))}))})),J}))
+var tomSelect=function(e,t){return new TomSelect(e,t)}
+//# sourceMappingURL=tom-select.complete.min.js.map

lib/tom-select/tom-select.css

@@ -0,0 +1,334 @@
+/**
+ * tom-select.css (v2.0.0-rc.4)
+ * Copyright (c) contributors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License"); you may not use this
+ * file except in compliance with the License. You may obtain a copy of the License at:
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software distributed under
+ * the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+ * ANY KIND, either express or implied. See the License for the specific language
+ * governing permissions and limitations under the License.
+ *
+ */
+.ts-wrapper.plugin-drag_drop.multi > .ts-control > div.ui-sortable-placeholder {
+  visibility: visible !important;
+  background: #f2f2f2 !important;
+  background: rgba(0, 0, 0, 0.06) !important;
+  border: 0 none !important;
+  box-shadow: inset 0 0 12px 4px #fff; }
+
+.ts-wrapper.plugin-drag_drop .ui-sortable-placeholder::after {
+  content: '!';
+  visibility: hidden; }
+
+.ts-wrapper.plugin-drag_drop .ui-sortable-helper {
+  box-shadow: 0 2px 5px rgba(0, 0, 0, 0.2); }
+
+.plugin-checkbox_options .option input {
+  margin-right: 0.5rem; }
+
+.plugin-clear_button .ts-control {
+  padding-right: calc( 1em + (3 * 6px)) !important; }
+
+.plugin-clear_button .clear-button {
+  opacity: 0;
+  position: absolute;
+  top: 8px;
+  right: calc(8px - 6px);
+  margin-right: 0 !important;
+  background: transparent !important;
+  transition: opacity 0.5s;
+  cursor: pointer; }
+
+.plugin-clear_button.single .clear-button {
+  right: calc(8px - 6px +  2rem); }
+
+.plugin-clear_button.focus.has-items .clear-button,
+.plugin-clear_button:hover.has-items .clear-button {
+  opacity: 1; }
+
+.ts-wrapper .dropdown-header {
+  position: relative;
+  padding: 10px 8px;
+  border-bottom: 1px solid #d0d0d0;
+  background: #f8f8f8;
+  border-radius: 3px 3px 0 0; }
+
+.ts-wrapper .dropdown-header-close {
+  position: absolute;
+  right: 8px;
+  top: 50%;
+  color: #303030;
+  opacity: 0.4;
+  margin-top: -12px;
+  line-height: 20px;
+  font-size: 20px !important; }
+
+.ts-wrapper .dropdown-header-close:hover {
+  color: black; }
+
+.plugin-dropdown_input.focus.dropdown-active .ts-control {
+  box-shadow: none;
+  border: 1px solid #d0d0d0; }
+
+.plugin-dropdown_input .dropdown-input {
+  border: 1px solid #d0d0d0;
+  border-width: 0 0 1px 0;
+  display: block;
+  padding: 8px 8px;
+  box-shadow: none;
+  width: 100%;
+  background: transparent; }
+
+.ts-wrapper.plugin-input_autogrow.has-items .ts-control > input {
+  min-width: 0; }
+
+.ts-wrapper.plugin-input_autogrow.has-items.focus .ts-control > input {
+  flex: none;
+  min-width: 4px; }
+  .ts-wrapper.plugin-input_autogrow.has-items.focus .ts-control > input::-webkit-input-placeholder {
+    color: transparent; }
+  .ts-wrapper.plugin-input_autogrow.has-items.focus .ts-control > input::-ms-input-placeholder {
+    color: transparent; }
+  .ts-wrapper.plugin-input_autogrow.has-items.focus .ts-control > input::placeholder {
+    color: transparent; }
+
+.ts-dropdown.plugin-optgroup_columns .ts-dropdown-content {
+  display: flex; }
+
+.ts-dropdown.plugin-optgroup_columns .optgroup {
+  border-right: 1px solid #f2f2f2;
+  border-top: 0 none;
+  flex-grow: 1;
+  flex-basis: 0;
+  min-width: 0; }
+
+.ts-dropdown.plugin-optgroup_columns .optgroup:last-child {
+  border-right: 0 none; }
+
+.ts-dropdown.plugin-optgroup_columns .optgroup:before {
+  display: none; }
+
+.ts-dropdown.plugin-optgroup_columns .optgroup-header {
+  border-top: 0 none; }
+
+.ts-wrapper.plugin-remove_button .item {
+  display: inline-flex;
+  align-items: center;
+  padding-right: 0 !important; }
+
+.ts-wrapper.plugin-remove_button .item .remove {
+  color: inherit;
+  text-decoration: none;
+  vertical-align: middle;
+  display: inline-block;
+  padding: 2px 6px;
+  border-left: 1px solid #d0d0d0;
+  border-radius: 0 2px 2px 0;
+  box-sizing: border-box;
+  margin-left: 6px; }
+
+.ts-wrapper.plugin-remove_button .item .remove:hover {
+  background: rgba(0, 0, 0, 0.05); }
+
+.ts-wrapper.plugin-remove_button .item.active .remove {
+  border-left-color: #cacaca; }
+
+.ts-wrapper.plugin-remove_button.disabled .item .remove:hover {
+  background: none; }
+
+.ts-wrapper.plugin-remove_button.disabled .item .remove {
+  border-left-color: white; }
+
+.ts-wrapper.plugin-remove_button .remove-single {
+  position: absolute;
+  right: 0;
+  top: 0;
+  font-size: 23px; }
+
+.ts-wrapper {
+  position: relative; }
+
+.ts-dropdown,
+.ts-control,
+.ts-control input {
+  color: #303030;
+  font-family: inherit;
+  font-size: 13px;
+  line-height: 18px;
+  font-smoothing: inherit; }
+
+.ts-control,
+.ts-wrapper.single.input-active .ts-control {
+  background: #fff;
+  cursor: text; }
+
+.ts-control {
+  border: 1px solid #d0d0d0;
+  padding: 8px 8px;
+  width: 100%;
+  overflow: hidden;
+  position: relative;
+  z-index: 1;
+  box-sizing: border-box;
+  box-shadow: none;
+  border-radius: 3px;
+  display: flex;
+  flex-wrap: wrap; }
+  .ts-wrapper.multi.has-items .ts-control {
+    padding: calc( 8px - 2px - 0) 8px calc( 8px - 2px - 3px - 0); }
+  .full .ts-control {
+    background-color: #fff; }
+  .disabled .ts-control,
+  .disabled .ts-control * {
+    cursor: default !important; }
+  .focus .ts-control {
+    box-shadow: none; }
+  .ts-control > * {
+    vertical-align: baseline;
+    display: inline-block; }
+  .ts-wrapper.multi .ts-control > div {
+    cursor: pointer;
+    margin: 0 3px 3px 0;
+    padding: 2px 6px;
+    background: #f2f2f2;
+    color: #303030;
+    border: 0 solid #d0d0d0; }
+    .ts-wrapper.multi .ts-control > div.active {
+      background: #e8e8e8;
+      color: #303030;
+      border: 0 solid #cacaca; }
+  .ts-wrapper.multi.disabled .ts-control > div, .ts-wrapper.multi.disabled .ts-control > div.active {
+    color: #7d7c7c;
+    background: white;
+    border: 0 solid white; }
+  .ts-control > input {
+    flex: 1 1 auto;
+    min-width: 7rem;
+    display: inline-block !important;
+    padding: 0 !important;
+    min-height: 0 !important;
+    max-height: none !important;
+    max-width: 100% !important;
+    margin: 0 !important;
+    text-indent: 0 !important;
+    border: 0 none !important;
+    background: none !important;
+    line-height: inherit !important;
+    -webkit-user-select: auto !important;
+       -moz-user-select: auto !important;
+        -ms-user-select: auto !important;
+            user-select: auto !important;
+    box-shadow: none !important; }
+    .ts-control > input::-ms-clear {
+      display: none; }
+    .ts-control > input:focus {
+      outline: none !important; }
+  .has-items .ts-control > input {
+    margin: 0 4px !important; }
+  .ts-control.rtl {
+    text-align: right; }
+    .ts-control.rtl.single .ts-control:after {
+      left: 15px;
+      right: auto; }
+    .ts-control.rtl .ts-control > input {
+      margin: 0 4px 0 -2px !important; }
+  .disabled .ts-control {
+    opacity: 0.5;
+    background-color: #fafafa; }
+  .input-hidden .ts-control > input {
+    opacity: 0;
+    position: absolute;
+    left: -10000px; }
+
+.ts-dropdown {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  width: 100%;
+  z-index: 10;
+  border: 1px solid #d0d0d0;
+  background: #fff;
+  margin: 0.25rem 0 0 0;
+  border-top: 0 none;
+  box-sizing: border-box;
+  box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
+  border-radius: 0 0 3px 3px; }
+  .ts-dropdown [data-selectable] {
+    cursor: pointer;
+    overflow: hidden; }
+    .ts-dropdown [data-selectable] .highlight {
+      background: rgba(125, 168, 208, 0.2);
+      border-radius: 1px; }
+  .ts-dropdown .option,
+  .ts-dropdown .optgroup-header,
+  .ts-dropdown .no-results,
+  .ts-dropdown .create {
+    padding: 5px 8px; }
+  .ts-dropdown .option, .ts-dropdown [data-disabled], .ts-dropdown [data-disabled] [data-selectable].option {
+    cursor: inherit;
+    opacity: 0.5; }
+  .ts-dropdown [data-selectable].option {
+    opacity: 1;
+    cursor: pointer; }
+  .ts-dropdown .optgroup:first-child .optgroup-header {
+    border-top: 0 none; }
+  .ts-dropdown .optgroup-header {
+    color: #303030;
+    background: #fff;
+    cursor: default; }
+  .ts-dropdown .create:hover,
+  .ts-dropdown .option:hover,
+  .ts-dropdown .active {
+    background-color: #f5fafd;
+    color: #495c68; }
+    .ts-dropdown .create:hover.create,
+    .ts-dropdown .option:hover.create,
+    .ts-dropdown .active.create {
+      color: #495c68; }
+  .ts-dropdown .create {
+    color: rgba(48, 48, 48, 0.5); }
+  .ts-dropdown .spinner {
+    display: inline-block;
+    width: 30px;
+    height: 30px;
+    margin: 5px 8px; }
+    .ts-dropdown .spinner:after {
+      content: " ";
+      display: block;
+      width: 24px;
+      height: 24px;
+      margin: 3px;
+      border-radius: 50%;
+      border: 5px solid #d0d0d0;
+      border-color: #d0d0d0 transparent #d0d0d0 transparent;
+      animation: lds-dual-ring 1.2s linear infinite; }
+
+@keyframes lds-dual-ring {
+  0% {
+    transform: rotate(0deg); }
+  100% {
+    transform: rotate(360deg); } }
+
+.ts-dropdown-content {
+  overflow-y: auto;
+  overflow-x: hidden;
+  max-height: 200px;
+  overflow-scrolling: touch;
+  scroll-behavior: smooth; }
+
+.ts-hidden-accessible {
+  border: 0 !important;
+  clip: rect(0 0 0 0) !important;
+  -webkit-clip-path: inset(50%) !important;
+          clip-path: inset(50%) !important;
+  height: 1px !important;
+  overflow: hidden !important;
+  padding: 0 !important;
+  position: absolute !important;
+  width: 1px !important;
+  white-space: nowrap !important; }
+
+/*# sourceMappingURL=tom-select.css.map */

requirements.txt

@@ -15,6 +15,7 @@ python-dotenv
 cohere
 baseten
 st-star-rating
+wordcloud
 amazon-dax-client>=1.1.7
 boto3>=1.26.79
 pytest>=7.2.1