//
private static void PopulateAllProfessionNearestNeighbors(int n)
{
MongoClient dbClient = new MongoClient(MongoStrings.CONNECTION);
IMongoDatabase database = dbClient.GetDatabase(MongoStrings.GRAPH_DB);
var edge_collection = database.GetCollection <BsonDocument>("edges_professions");
var destination_collection = database.GetCollection <BsonDocument>("nearest_neighbors_profession");
var ForkReport = new ONETReport();
ForkReport.MasterOccupationList = JSON_IO.Import_OccupationList(Helper.Publics.FILENAMES.OCCUPATIONS + ".txt");
Console.WriteLine("Iterating Through Occupations...");
foreach (Occupation o in ForkReport.MasterOccupationList)
{
Console.WriteLine(" ..." + o.Name);
var occupationFilterA = Builders <BsonDocument> .Filter.Eq("OccupationAName", o.Name);
var targetAdjacenciesA = edge_collection.Find(occupationFilterA).ToList();
var occupationFilterB = Builders <BsonDocument> .Filter.Eq("OccupationBName", o.Name);
var targetAdjacenciesB = edge_collection.Find(occupationFilterB).ToList();
var MasterAdjacencyList = new List <SimpleOccupationEdge>();
//retrieve adjacencies from database
foreach (var a in targetAdjacenciesA)
{
MasterAdjacencyList.Add(BsonSerializer.Deserialize <SimpleOccupationEdge>(a));
}
foreach (var b in targetAdjacenciesB)
{
MasterAdjacencyList.Add(BsonSerializer.Deserialize <SimpleOccupationEdge>(b));
}
ProfessionNearestNeighbors newNeighborList = new ProfessionNearestNeighbors(o.Name);
//sort adjacencies
foreach (AttributeType foo in Enum.GetValues(typeof(AttributeType)))
{
if (foo == AttributeType.Word2VecWIKI || foo == AttributeType.Skill || foo == AttributeType.Net || foo == AttributeType.Knowledge || foo == AttributeType.Ability)
{
List <SimpleOccupationEdge> SortedAdjacencyList = MasterAdjacencyList.OrderBy(oy => oy.getDistance(foo)).ToList();
var newList = SortedAdjacencyList.Take(n).Select(c => c.getOtherName(o.Name)).ToList();
newNeighborList.NearestNeighbors.Add(new Tuple <AttributeType, List <string> >(foo, newList));
}
}
destination_collection.InsertOne(newNeighborList.ToBsonDocument());
}
}
//ETL the ONET data from origial ONET dowloadable db format to MongoDB
private static void ONET_ETL_NoProfession()
{
var ForkReport = new ONETReport();
ForkReport.MasterOccupationList = JSON_IO.Import_OccupationList(Helper.Publics.FILENAMES.OCCUPATIONS + ".txt");
ForkReport.MasterSkillList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.SKILLS + ".txt");
ForkReport.MasterAbilityList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.ABILITIES + ".txt");
ForkReport.MasterKnowledgeList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.KNOWLEDGE + ".txt");
MongoClient dbClient = new MongoClient(MongoStrings.CONNECTION);
IMongoDatabase database = dbClient.GetDatabase(MongoStrings.GRAPH_DB);
var skill_collection = database.GetCollection <BsonDocument>("node_skill");
var ability_collection = database.GetCollection <BsonDocument>("node_ability");
// var profession_collection = database.GetCollection<BsonDocument>("node_profession");
var knowledge_collection = database.GetCollection <BsonDocument>("node_knowledge");
//add those top 5 occupations
//save to DB
var EmpInfoArray = new List <BsonDocument>();
foreach (Attribute j in ForkReport.MasterSkillList)
{
EmpInfoArray.Add(j.ToBsonDocument());
}
skill_collection.InsertMany(EmpInfoArray);
EmpInfoArray = new List <BsonDocument>();
foreach (Attribute j in ForkReport.MasterKnowledgeList)
{
EmpInfoArray.Add(j.ToBsonDocument());
}
knowledge_collection.InsertMany(EmpInfoArray);
EmpInfoArray = new List <BsonDocument>();
foreach (Attribute j in ForkReport.MasterAbilityList)
{
EmpInfoArray.Add(j.ToBsonDocument());
}
ability_collection.InsertMany(EmpInfoArray);
//EmpInfoArray = new List<BsonDocument>();
/*foreach (Occupation j in ForkReport.MasterOccupationList)
* {
* EmpInfoArray.Add(j.ToBsonDocument());
* }
* profession_collection.InsertMany(EmpInfoArray);
*/
}
public static void writeGraphHTML_Demo(ONETReport forkReport, string FileName, string FileType = ".html")
{
string a = "";
Random random = new Random();
string fileName = Helper.Publics.FILEPATHS.PATH_FORK_HTML + FileName + FileType;
FileStream fcreate = File.Open(fileName, FileMode.Create);
using (StreamWriter writer = new StreamWriter(fcreate))
{
writer.WriteLine("<!DOCTYPE html>");
writer.WriteLine("<meta charset = " + quote + "utf-8" + quote + ">");
writer.WriteLine("<svg width = " + quote + "100%" + quote + " height = " + quote + "100%" + quote + "></svg>");
writer.WriteLine("<script src = " + quote + "https://d3js.org/d3.v4.min.js" + quote + "></script>");
writer.WriteLine("<script>");
writer.WriteLine("var baseNodes = [");
for (int i = 0; i < forkReport.MasterOccupationList.Count - 1; i++)
{
writer.WriteLine("{id: " + quote + forkReport.MasterOccupationList[i].Name.Replace(" ", "") + quote + ", group: 0, label: " + quote + forkReport.MasterOccupationList[i].Name + quote + ", level: 1},");
}
int j = forkReport.MasterOccupationList.Count - 1;
writer.WriteLine("{id: " + quote + forkReport.MasterOccupationList[j].Name.Replace(" ", "") + quote + ", group: 0, label: " + quote + forkReport.MasterOccupationList[j].Name + quote + ", level: 1}");
/*
* writer.WriteLine("{id: " + quote + "mammal" + quote + ", group: 0, label: " + quote + "Mammals" + quote + ", level: 1},");
* writer.WriteLine("{id: " + quote + "dog" + quote + " , group: 0, label: " + quote + "Dogs" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "cat" + quote + " , group: 0, label: " + quote + "Cats" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "fox" + quote + " , group: 0, label: " + quote + "Foxes" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "elk" + quote + " , group: 0, label: " + quote + "Elk" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "insect" + quote + ", group: 1, label: " + quote + "Insects" + quote + ", level: 1},");
* writer.WriteLine("{id: " + quote + "ant" + quote + " , group: 1, label: " + quote + "Ants" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "bee" + quote + " , group: 1, label: " + quote + "Bees" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "fish" + quote + " , group: 2, label: " + quote + "Fish" + quote + " , level: 1},");
* writer.WriteLine("{id: " + quote + "carp" + quote + " , group: 2, label: " + quote + "Carp" + quote + " , level: 2},");
* writer.WriteLine("{id: " + quote + "pike" + quote + " , group: 2, label: " + quote + "Pikes" + quote + " , level: 2}");
*/
writer.WriteLine("]");
writer.WriteLine("var baseLinks = [");
for (int i = 0; i < forkReport.MasterOccupationList.Count - 1; i++)
{
if (i < forkReport.MasterOccupationList.Count / 2)
{
writer.WriteLine("{target: " + quote + forkReport.MasterOccupationList[i + 1].Name.Replace(" ", "") + quote + ", source: " + quote + forkReport.MasterOccupationList[i].Name.Replace(" ", "") + quote + " , strength: " + random.NextDouble() + "},");
writer.WriteLine("{target: " + quote + forkReport.MasterOccupationList[i + 2].Name.Replace(" ", "") + quote + ", source: " + quote + forkReport.MasterOccupationList[i].Name.Replace(" ", "") + quote + " , strength: " + random.NextDouble() + "},");
}
else
{
writer.WriteLine("{target: " + quote + forkReport.MasterOccupationList[i - 1].Name.Replace(" ", "") + quote + ", source: " + quote + forkReport.MasterOccupationList[i].Name.Replace(" ", "") + quote + " , strength: " + random.NextDouble() + "},");
writer.WriteLine("{target: " + quote + forkReport.MasterOccupationList[i - 2].Name.Replace(" ", "") + quote + ", source: " + quote + forkReport.MasterOccupationList[i].Name.Replace(" ", "") + quote + " , strength: " + random.NextDouble() + "},");
}
}
writer.WriteLine("{target: " + quote + forkReport.MasterOccupationList[j - 1].Name.Replace(" ", "") + quote + ", source: " + quote + forkReport.MasterOccupationList[j].Name.Replace(" ", "") + quote + " , strength: " + random.NextDouble() + "}");
/*
* writer.WriteLine("{target: " + quote + "mammal" + quote + ", source: " + quote + "dog" + quote + " , strength: 0.7},");
* writer.WriteLine(" {target: " + quote + "mammal" + quote + ", source: " + quote + "cat" + quote + " , strength: 0.7},");
* writer.WriteLine("{target: " + quote + "mammal" + quote + ", source: " + quote + "fox" + quote + " , strength: 0.7},");
* writer.WriteLine("{target: " + quote + "mammal" + quote + ", source: " + quote + "elk" + quote + " , strength: 0.7},");
* writer.WriteLine("{target: " + quote + "insect" + quote + ", source: " + quote + "ant" + quote + " , strength: 0.7},");
* writer.WriteLine("{target: " + quote + "insect" + quote + ", source: " + quote + "bee" + quote + " , strength: 0.7},");
* writer.WriteLine("{target: " + quote + "fish" + quote + " , source: " + quote + "carp" + quote + ", strength: 0.7},");
* writer.WriteLine("{target: " + quote + "fish" + quote + " , source: " + quote + "pike" + quote + ", strength: 0.7},");
* writer.WriteLine("{target: " + quote + "cat" + quote + " , source: " + quote + "elk" + quote + " , strength: 0.1},");
* writer.WriteLine("{target: " + quote + "carp" + quote + " , source: " + quote + "ant" + quote + " , strength: 0.1},");
* writer.WriteLine("{target: " + quote + "elk" + quote + " , source: " + quote + "bee" + quote + " , strength: 0.1},");
* writer.WriteLine("{target: " + quote + "dog" + quote + " , source: " + quote + "cat" + quote + " , strength: 0.1},");
* writer.WriteLine("{target: " + quote + "fox" + quote + " , source: " + quote + "ant" + quote + " , strength: 0.1},");
* writer.WriteLine(" {target: " + quote + "pike" + quote + " , source: " + quote + "cat" + quote + " , strength: 0.1}");
*/
writer.WriteLine("]");
writer.WriteLine("var nodes = [...baseNodes]");
writer.WriteLine("var links = [...baseLinks]");
writer.WriteLine("function getNeighbors(node)");
writer.WriteLine("{");
writer.WriteLine("return baseLinks.reduce(function(neighbors, link) {");
writer.WriteLine("if (link.target.id === node.id)");
writer.WriteLine("{");
writer.WriteLine("neighbors.push(link.source.id)");
writer.WriteLine("}");
writer.WriteLine("else if (link.source.id === node.id)");
writer.WriteLine("{");
writer.WriteLine("neighbors.push(link.target.id)");
writer.WriteLine("}");
writer.WriteLine("return neighbors");
writer.WriteLine("},");
writer.WriteLine("[node.id]");
writer.WriteLine(")");
writer.WriteLine("}");
writer.WriteLine("function isNeighborLink(node, link)");
writer.WriteLine("{");
writer.WriteLine("return link.target.id === node.id || link.source.id === node.id");
writer.WriteLine("}");
writer.WriteLine("function getNodeColor(node, neighbors)");
writer.WriteLine("{");
writer.WriteLine("if (Array.isArray(neighbors) && neighbors.indexOf(node.id)> -1)");
writer.WriteLine("{");
writer.WriteLine("return node.level === 1 ? " + quote_single + "blue" + quote_single + " : " + quote_single + "green" + quote_single + "");
writer.WriteLine("}");
writer.WriteLine("return node.level === 1 ? " + quote_single + "red" + quote_single + " : " + quote_single + "gray" + quote_single + "");
writer.WriteLine("}");
writer.WriteLine("function getLinkColor(node, link)");
writer.WriteLine("{");
writer.WriteLine("return isNeighborLink(node, link) ? " + quote_single + "green" + quote_single + " : " + quote_single + "#E5E5E5" + quote_single + "");
writer.WriteLine("}");
writer.WriteLine("function getTextColor(node, neighbors)");
writer.WriteLine("{");
writer.WriteLine("return Array.isArray(neighbors) && neighbors.indexOf(node.id)> -1 ? " + quote_single + "green" + quote_single + " : " + quote_single + "black" + quote_single + "");
writer.WriteLine("}");
writer.WriteLine("var width = window.innerWidth");
writer.WriteLine("var height = window.innerHeight");
writer.WriteLine("var svg = d3.select(" + quote_single + "svg" + quote_single + ")");
writer.WriteLine("svg.attr(" + quote_single + "width" + quote_single + ", width).attr(" + quote_single + "height" + quote_single + ", height)");
writer.WriteLine("var linkElements,");
writer.WriteLine("nodeElements,");
writer.WriteLine("textElements");
writer.WriteLine("var linkGroup = svg.append(" + quote_single + "g" + quote_single + ").attr(" + quote_single + "class" + quote_single + ", " + quote_single + "links" + quote_single + ")");
writer.WriteLine("var nodeGroup = svg.append(" + quote_single + "g" + quote_single + ").attr(" + quote_single + "class" + quote_single + ", " + quote_single + "nodes" + quote_single + ")");
writer.WriteLine("var textGroup = svg.append(" + quote_single + "g" + quote_single + ").attr(" + quote_single + "class" + quote_single + ", " + quote_single + "texts" + quote_single + ")");
writer.WriteLine("var selectedId");
writer.WriteLine("var linkForce = d3");
writer.WriteLine(".forceLink()");
writer.WriteLine(".id(function(link) {return link.id})");
writer.WriteLine(".strength(function (link) {return link.strength})");
writer.WriteLine("var simulation = d3");
writer.WriteLine(".forceSimulation()");
writer.WriteLine(".force(" + quote_single + "link" + quote_single + ", linkForce)");
writer.WriteLine(".force(" + quote_single + "charge" + quote_single + ", d3.forceManyBody().strength(-120))");
writer.WriteLine(".force(" + quote_single + "center" + quote_single + ", d3.forceCenter(width / 2, height / 2))");
writer.WriteLine("var dragDrop = d3.drag().on(" + quote_single + "start" + quote_single + ", function(node) {");
writer.WriteLine("node.fx = node.x");
writer.WriteLine("node.fy = node.y");
writer.WriteLine("}).on(" + quote_single + "drag" + quote_single + ", function (node) {");
writer.WriteLine("simulation.alphaTarget(0.7).restart()");
writer.WriteLine("node.fx = d3.event.x");
writer.WriteLine("node.fy = d3.event.y");
writer.WriteLine("}).on(" + quote_single + "end" + quote_single + ", function (node) {");
writer.WriteLine("if (!d3.event.active) {");
writer.WriteLine("simulation.alphaTarget(0)");
writer.WriteLine("}");
writer.WriteLine("node.fx = null");
writer.WriteLine("node.fy = null");
writer.WriteLine("})");
writer.WriteLine("function selectNode(selectedNode)");
writer.WriteLine("{");
writer.WriteLine("if (selectedId === selectedNode.id)");
writer.WriteLine("{");
writer.WriteLine("selectedId = undefined");
writer.WriteLine("resetData()");
writer.WriteLine("updateSimulation()");
writer.WriteLine("}");
writer.WriteLine("else");
writer.WriteLine("{");
writer.WriteLine("selectedId = selectedNode.id");
writer.WriteLine("updateData(selectedNode)");
writer.WriteLine("updateSimulation()");
writer.WriteLine("}");
writer.WriteLine("var neighbors = getNeighbors(selectedNode)");
writer.WriteLine("nodeElements.attr(" + quote_single + "fill" + quote_single + ", function(node) {return getNodeColor(node, neighbors)})");
writer.WriteLine("textElements.attr(" + quote_single + "fill" + quote_single + ", function(node) {return getTextColor(node, neighbors)})");
writer.WriteLine("linkElements.attr(" + quote_single + "stroke" + quote_single + ", function(link) {return getLinkColor(selectedNode, link)})");
writer.WriteLine("}");
writer.WriteLine("function resetData()");
writer.WriteLine("{");
writer.WriteLine("var nodeIds = nodes.map(function(node) {return node.id})");
writer.WriteLine("baseNodes.forEach(function(node) {");
writer.WriteLine("if (nodeIds.indexOf(node.id) === -1)");
writer.WriteLine("{");
writer.WriteLine("nodes.push(node)");
writer.WriteLine("}");
writer.WriteLine("})");
writer.WriteLine("links = baseLinks");
writer.WriteLine("}");
writer.WriteLine("function updateData(selectedNode)");
writer.WriteLine("{");
writer.WriteLine("var neighbors = getNeighbors(selectedNode)");
writer.WriteLine("var newNodes = baseNodes.filter(function(node) {");
writer.WriteLine("return neighbors.indexOf(node.id)> -1 || node.level === 1");
writer.WriteLine("})");
writer.WriteLine("var diff = {");
writer.WriteLine("removed: nodes.filter(function(node) {return newNodes.indexOf(node) === -1}),");
writer.WriteLine("added: newNodes.filter(function(node) {return nodes.indexOf(node) === -1})");
writer.WriteLine("}");
writer.WriteLine("diff.removed.forEach(function (node) {nodes.splice(nodes.indexOf(node), 1)})");
writer.WriteLine("diff.added.forEach(function (node) {nodes.push(node)})");
writer.WriteLine("links = baseLinks.filter(function (link) {");
writer.WriteLine("return link.target.id === selectedNode.id || link.source.id === selectedNode.id");
writer.WriteLine("})");
writer.WriteLine("}");
writer.WriteLine("function updateGraph()");
writer.WriteLine("{");
writer.WriteLine("linkElements = linkGroup.selectAll(" + quote_single + "line" + quote_single + ")");
writer.WriteLine(".data(links, function(link) {");
writer.WriteLine("return link.target.id + link.source.id");
writer.WriteLine("})");
writer.WriteLine("linkElements.exit().remove()");
writer.WriteLine("var linkEnter = linkElements");
writer.WriteLine(".enter().append(" + quote_single + "line" + quote_single + ")");
writer.WriteLine(".attr(" + quote_single + "stroke-width" + quote_single + ", 1)");
writer.WriteLine(".attr(" + quote_single + "stroke" + quote_single + ", " + quote_single + "rgba(50, 50, 50, 0.2)" + quote_single + ")");
writer.WriteLine("linkElements = linkEnter.merge(linkElements)");
writer.WriteLine("nodeElements = nodeGroup.selectAll(" + quote_single + "circle" + quote_single + ")");
writer.WriteLine(".data(nodes, function(node) {return node.id})");
writer.WriteLine("nodeElements.exit().remove()");
writer.WriteLine("var nodeEnter = nodeElements");
writer.WriteLine(".enter()");
writer.WriteLine(".append(" + quote_single + "circle" + quote_single + ")");
writer.WriteLine(".attr(" + quote_single + "r" + quote_single + ", 10)");
writer.WriteLine(".attr(" + quote_single + "fill" + quote_single + ", function(node) {return node.level === 1 ? " + quote_single + "red" + quote_single + " : " + quote_single + "gray" + quote_single + "})");
writer.WriteLine(".call(dragDrop)");
writer.WriteLine(".on(" + quote_single + "click" + quote_single + ", selectNode)");
writer.WriteLine("nodeElements = nodeEnter.merge(nodeElements)");
writer.WriteLine("textElements = textGroup.selectAll(" + quote_single + "text" + quote_single + ")");
writer.WriteLine(".data(nodes, function(node) {return node.id})");
writer.WriteLine("textElements.exit().remove()");
writer.WriteLine("var textEnter = textElements");
writer.WriteLine(".enter()");
writer.WriteLine(".append(" + quote_single + "text" + quote_single + ")");
writer.WriteLine(".text(function(node) {return node.label})");
writer.WriteLine(".attr(" + quote_single + "font-size" + quote_single + ", 15)");
writer.WriteLine(".attr(" + quote_single + "dx" + quote_single + ", 15)");
writer.WriteLine(".attr(" + quote_single + "dy" + quote_single + ", 4)");
writer.WriteLine("textElements = textEnter.merge(textElements)");
writer.WriteLine("}");
writer.WriteLine("function updateSimulation()");
writer.WriteLine("{");
writer.WriteLine("updateGraph()");
writer.WriteLine("simulation.nodes(nodes).on(" + quote_single + "tick" + quote_single + ", () => {");
writer.WriteLine("nodeElements");
writer.WriteLine(".attr(" + quote_single + "cx" + quote_single + ", function(node) {return node.x})");
writer.WriteLine(".attr(" + quote_single + "cy" + quote_single + ", function(node) {return node.y})");
writer.WriteLine("textElements");
writer.WriteLine(".attr(" + quote_single + "x" + quote_single + ", function(node) {return node.x})");
writer.WriteLine(".attr(" + quote_single + "y" + quote_single + ", function(node) {return node.y})");
writer.WriteLine("linkElements");
writer.WriteLine(".attr(" + quote_single + "x1" + quote_single + ", function(link) {return link.source.x})");
writer.WriteLine(".attr(" + quote_single + "y1" + quote_single + ", function(link) {return link.source.y})");
writer.WriteLine(".attr(" + quote_single + "x2" + quote_single + ", function(link) {return link.target.x})");
writer.WriteLine(".attr(" + quote_single + "y2" + quote_single + ", function(link) {return link.target.y})");
writer.WriteLine("})");
writer.WriteLine("simulation.force(" + quote_single + "link" + quote_single + ").links(links)");
writer.WriteLine("simulation.alphaTarget(0.7).restart()");
writer.WriteLine("}");
writer.WriteLine("updateSimulation()");
writer.WriteLine("</script>");
writer.Close();
}
}
//ETL the profession info, add top adjacencies to profession node (this part is bad and needs to go)
private static void ONET_ETL_Profession()
{
var ForkReport = new ONETReport();
ForkReport.MasterOccupationList = JSON_IO.Import_OccupationList(Helper.Publics.FILENAMES.OCCUPATIONS + ".txt");
ForkReport.MasterSkillList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.SKILLS + ".txt");
ForkReport.MasterAbilityList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.ABILITIES + ".txt");
ForkReport.MasterKnowledgeList = JSON_IO.Import_AttributeList(Helper.Publics.FILENAMES.KNOWLEDGE + ".txt");
MongoClient dbClient = new MongoClient(MongoStrings.CONNECTION);
IMongoDatabase database = dbClient.GetDatabase(MongoStrings.GRAPH_DB);
var profession_collection = database.GetCollection <BsonDocument>("node_profession");
//add those top 5 occupations
var collection = database.GetCollection <BsonDocument>("edges_professions");
foreach (Occupation o in ForkReport.MasterOccupationList)
{
// var occupationFilter = Builders<BsonDocument>.Filter.ElemMatch<BsonValue>(
// "OccupationAName",
//
// );
var occupationFilterA = Builders <BsonDocument> .Filter.Eq("OccupationAName", o.Name);
var targetAdjacenciesA = collection.Find(occupationFilterA).ToList();
var occupationFilterB = Builders <BsonDocument> .Filter.Eq("OccupationBName", o.Name);
var targetAdjacenciesB = collection.Find(occupationFilterB).ToList();
var MasterAdjacencyList = new List <SimpleOccupationEdge>();
//retrieve adjacencies from database
foreach (var a in targetAdjacenciesA)
{
MasterAdjacencyList.Add(BsonSerializer.Deserialize <SimpleOccupationEdge>(a));
}
foreach (var b in targetAdjacenciesB)
{
MasterAdjacencyList.Add(BsonSerializer.Deserialize <SimpleOccupationEdge>(b));
}
//sort adjacencies
List <SimpleOccupationEdge> SortedAdjacencyList = MasterAdjacencyList.OrderBy(oy => oy.getDistance()).ToList();
//save top adjacencies
//REMOVING - NOT HOW WE ARE MANAGING THIS INFO
//o.TenMostAdjacent = SortedAdjacencyList.Take(10).Select(c => c.getOtherName(o.Name)).ToList();
}
//save to DB
var EmpInfoArray = new List <BsonDocument>();
foreach (Occupation j in ForkReport.MasterOccupationList)
{
EmpInfoArray.Add(j.ToBsonDocument());
}
profession_collection.InsertMany(EmpInfoArray);
}
