examples/flattening.ipynb

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       "Installing package MNCD, version 1.0.0.........................done!"
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       "Successfully added reference to package MNCD, version 1.0.0"
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   "source": [
    "#r \"nuget:MNCD,1.0.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "using MNCD.Core;\n",
    "using MNCD.Writers;\n",
    "using System.Net.Http;\n",
    "using Newtonsoft.Json;\n",
    "\n",
    "public void Visualize(Network network)\n",
    "{\n",
    "    var writer = new EdgeListWriter();\n",
    "    var edge_list = writer.ToString(network, true);\n",
    "    var client = new HttpClient();\n",
    "    var uri = \"https://mncd-viz.azurewebsites.net/api/multi-layer/slices\";\n",
    "    var body = new\n",
    "    {\n",
    "      edge_list = edge_list,\n",
    "      image_format = \"svg\"\n",
    "    };\n",
    "    var content = new StringContent(JsonConvert.SerializeObject(body));\n",
    "    var result = client.PostAsync(uri, content).Result;\n",
    "    var svg = result.Content.ReadAsStringAsync().Result;\n",
    "        \n",
    "    display(HTML(svg));\n",
    "}\n",
    "\n",
    "public void VisualizeCommunities(Network network, List<Community> communities)\n",
    "{\n",
    "    var writer = new EdgeListWriter();\n",
    "    var edge_list = writer.ToString(network, true);\n",
    "    var communityWriter = new ActorCommunityListWriter();\n",
    "    var community_list = communityWriter.ToString(network.Actors, communities, true);\n",
    "    var client = new HttpClient();\n",
    "    var uri = \"https://mncd-viz.azurewebsites.net/api/multi-layer/slices-communities\";\n",
    "    var body = new\n",
    "    {\n",
    "      edge_list = edge_list,\n",
    "      community_list = community_list,\n",
    "      image_format = \"svg\"\n",
    "    };\n",
    "    var json = JsonConvert.SerializeObject(body);\n",
    "    var content = new StringContent(json);\n",
    "    var result = client.PostAsync(uri, content).Result;\n",
    "    var svg = result.Content.ReadAsStringAsync().Result;\n",
    "        \n",
    "    display(HTML(svg));\n",
    "}"
   ]
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   "metadata": {},
   "source": [
    "# Flattening\n",
    "\n",
    "MNCD implements these flattening approaches:\n",
    "\n",
    "- Basic Flattening\n",
    "- Local Simplification\n",
    "- Merge Flattening\n",
    "- Weighted Flattening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using MNCD.Core;\n",
    "\n",
    "var a = new List<Actor>\n",
    "{\n",
    "    new Actor(\"Actor0\"),\n",
    "    new Actor(\"Actor1\"),\n",
    "    new Actor(\"Actor2\"),\n",
    "    new Actor(\"Actor3\"),\n",
    "    new Actor(\"Actor4\"),\n",
    "    new Actor(\"Actor5\"),\n",
    "    new Actor(\"Actor6\")\n",
    "};\n",
    "var e0 = new List<Edge>\n",
    "{\n",
    "    new Edge(a[0], a[1]),\n",
    "    new Edge(a[0], a[2]),\n",
    "    new Edge(a[1], a[2])\n",
    "};\n",
    "var e1 = new List<Edge>\n",
    "{\n",
    "    new Edge(a[3], a[4]),\n",
    "    new Edge(a[3], a[5]),\n",
    "    new Edge(a[3], a[6]),\n",
    "};\n",
    "var l = new List<Layer>\n",
    "{\n",
    "    new Layer(\"Layer0\") { Edges = e0 },\n",
    "    new Layer(\"Layer1\") { Edges = e1 }\n",
    "};\n",
    "var i = new List<InterLayerEdge>\n",
    "{\n",
    "    new InterLayerEdge(a[2], l[0], a[3], l[1], 1)\n",
    "};\n",
    "var network = new Network(l, a)\n",
    "{\n",
    "    InterLayerEdges = i\n",
    "};\n",
    "\n",
    "Visualize(network)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Flattening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using MNCD.Flattening;\n",
    "\n",
    "var basicFlattening = new BasicFlattening();\n",
    "var flattened = basicFlattening.Flatten(network);\n",
    "\n",
    "Visualize(flattened);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local Simplification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using MNCD.Flattening;\n",
    "\n",
    "var ls = new LocalSimplification();\n",
    "var relevances = new double[] { 0.6, 0.4 };\n",
    "var treshold = 0.5;\n",
    "var flattened = ls.BasedOnLayerRelevance(network, relevances, treshold);\n",
    "\n",
    "Visualize(flattened);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge Flattening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using MNCD.Flattening;\n",
    "\n",
    "var m = new MergeFlattening();\n",
    "var indices = new int[] { 0 };\n",
    "var includeWeights = true;\n",
    "var flattened = m.Merge(network, indices, includeWeights);\n",
    "\n",
    "Visualize(flattened);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Weighted Flattening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using MNCD.Flattening;\n",
    "\n",
    "var weightedFlattening = new WeightedFlattening();\n",
    "var weights = new double[,]\n",
    "{\n",
    "    { 1, 0 },\n",
    "    { 0, 1 }\n",
    "};\n",
    "var flattened = weightedFlattening.Flatten(network, weights);\n",
    "\n",
    "Visualize(flattened);"
   ]
  }
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