bitcoinj-usage-graph-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "using Pkg;\n",
    "\n",
    "Pkg.add(\"LightGraphs\");\n",
    "Pkg.add(\"Lazy\");\n",
    "Pkg.add(\"MetaGraphs\");\n",
    "Pkg.add(\"GraphIO\");\n",
    "Pkg.add(\"GraphPlot\");\n",
    "Pkg.add(\"Compose\")\n",
    "Pkg.add(\"Colors\")\n",
    "Pkg.add(\"StatsBase\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using LightGraphs\n",
    "using Lazy: @>, @>>, @as\n",
    "using MetaGraphs;\n",
    "using GraphIO;\n",
    "using GraphPlot;\n",
    "using Colors;\n",
    "using DelimitedFiles\n",
    "using Compose\n",
    "using StatsBase\n",
    "using Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges_raw = readdlm(\"filtered-imports.txt\", ' ', String);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 0;\n",
    "vertex_dict = Dict();\n",
    "add_vertex_to_dict!(vx) = begin\n",
    "    global i;\n",
    "    i += 1;\n",
    "    vertex_dict[vx] = i;\n",
    "end;\n",
    "@>> edges_raw[:] unique foreach(add_vertex_to_dict!)\n",
    "vertex_dict;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_edge_to_prepared_edge(edge) = @> (vertex_dict[edge[2]], vertex_dict[edge[1]]) LightGraphs.SimpleEdge\n",
    "\n",
    "g = @>> edges_raw eachrow map(raw_edge_to_prepared_edge) SimpleDiGraphFromIterator MetaDiGraph;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "add_path_as_prop!((path, vx)) = set_prop!(g, vx, :path, path);\n",
    "@>> vertex_dict pairs foreach(add_path_as_prop!);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_bitcoinj_vx(g, vx) = @>> get_prop(g, vx, :path) occursin(\".bitcoinj.\")\n",
    "tag_vx_as_bitcoinj!(vx) = @> g set_prop!(vx, :bitcoinj, true)\n",
    "@>> filter_vertices(g, is_bitcoinj_vx) foreach(tag_vx_as_bitcoinj!);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary Stats:\n",
      "Length:         1170\n",
      "Missing Count:  0\n",
      "Mean:           1.831624\n",
      "Minimum:        0.000000\n",
      "1st Quartile:   1.000000\n",
      "Median:         2.000000\n",
      "3rd Quartile:   2.000000\n",
      "Maximum:        6.000000\n",
      "Type:           Int64\n"
     ]
    }
   ],
   "source": [
    "distances_from_bitcoinj = @as _v g filter_vertices(_v, :bitcoinj) gdistances(g, _v)\n",
    "unreachable_distance = maximum(distances_from_bitcoinj)\n",
    "@>> distances_from_bitcoinj filter(x -> x < unreachable_distance) describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "add_distance_to_bitcoinj_as_prop!((vx, d)) = begin\n",
    "    reachable = d < unreachable_distance\n",
    "    if reachable\n",
    "        set_prop!(g, vx, :bitcoinj_distance, d)\n",
    "    end\n",
    "end\n",
    "\n",
    "@>> distances_from_bitcoinj enumerate foreach(add_distance_to_bitcoinj_as_prop!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_bitcoinj_distance = 1\n",
    "close_to_bitcoinj(g, v) = begin\n",
    "    if has_prop(g, v, :bitcoinj_distance)\n",
    "        bitcoinj_distance = get_prop(g, v, :bitcoinj_distance)\n",
    "        bitcoinj_distance <= max_bitcoinj_distance\n",
    "    else\n",
    "        false\n",
    "    end\n",
    "end;\n",
    "close_to_bitcoinj(g, v) = begin\n",
    "    if has_prop(g, v, :bitcoinj_distance)\n",
    "        bitcoinj_distance = get_prop(g, v, :bitcoinj_distance)\n",
    "        bitcoinj_distance <= max_bitcoinj_distance\n",
    "    else\n",
    "        false\n",
    "    end\n",
    "end;\n",
    "\n",
    "is_bitcoinj(g, v) = has_prop(g, v, :bitcoinj);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2943396226415094"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg, _ = @>> filter_vertices(g, close_to_bitcoinj) collect induced_subgraph(g)\n",
    "nv(sg) / nv(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "#maximum(btwns)\n",
    "scaler(X, a, b) = begin\n",
    "    max_X = maximum(X)\n",
    "    min_X = minimum(X)\n",
    "    return x -> (((b - a) * (x - min_X)) / (max_X - min_X)) + a\n",
    "end;\n",
    "\n",
    "scale_to(a, b, X) = @>> X map(scaler(X, a, b));\n",
    "\n",
    "staircase(n) = x -> @>> ((x * (n-1)) + 1) round(Int);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "2-element Array{HSL{Float32},1} with eltype HSL{Float32}:\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)"
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     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "number_of_colors = max_bitcoinj_distance + 1\n",
    "range_steps = number_of_colors - 1\n",
    "color_range = begin\n",
    "    if range_steps > 1\n",
    "        range(HSL(colorant\"pink\"), stop=HSL(colorant\"lightblue\"), length=range_steps)\n",
    "    else\n",
    "        HSL(colorant\"pink\")\n",
    "    end;\n",
    "end;\n",
    "#color_range = colormap(\"Reds\", number_of_colors, mid=0.5, logscale=true)\n",
    "#color_range = reverse(color_range)\n",
    "color_range = @>> color_range vcat([HSL(colorant\"tomato\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "sg_bitcoinj_distances = [get_prop(sg, v, :bitcoinj_distance) for v in vertices(sg)];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "468-element Array{HSL{Float32},1} with eltype HSL{Float32}:\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " HSL{Float32}(349.5238f0,1.0f0,0.87647057f0)\n",
       " ⋮\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)\n",
       " HSL{Float32}(9.130434f0,1.0f0,0.6392157f0)"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodefillc = @>> begin\n",
    "    sg_bitcoinj_distances\n",
    "    scale_to(0, 1)\n",
    "    map(staircase(number_of_colors))\n",
    "    getindex(color_range)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "nodesize_steps = 3\n",
    "nodesize = @>> begin\n",
    "    [outdegree(sg, v) for v in vertices(sg)]\n",
    "    scale_to(0, 1)\n",
    "    map(staircase(nodesize_steps))\n",
    "end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bitcoinj_import_count\n",
    "\n",
    "bitcoinj_importer(sg, v) = get_prop(sg, v, :bitcoinj_distance) == 1\n",
    "append_bitcoinj_import_count!(v) = begin\n",
    "    is_bitcoinj(v) = has_prop(sg, v, :bitcoinj)\n",
    "    bitcoinj_import_count = @>> v inneighbors(sg) filter(is_bitcoinj) length\n",
    "    set_prop!(sg, v, :bitcoinj_import_count, bitcoinj_import_count)\n",
    "end\n",
    "@>> filter_vertices(sg, bitcoinj_importer) foreach(append_bitcoinj_import_count!)\n",
    "\n",
    "get_bitcoinj_import_count(v) = begin\n",
    "    if has_prop(sg, v, :bitcoinj_import_count)\n",
    "        get_prop(sg, v, :bitcoinj_import_count)\n",
    "    else\n",
    "        0\n",
    "    end\n",
    "end;\n",
    "        \n",
    "bitcoinj_import_count = [get_bitcoinj_import_count(v) for v in vertices(sg)];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DataFrames\n",
    "using Query;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "append_measure!(f, name, g) = begin \n",
    "    measure = @>> g f;\n",
    "    @>> g vertices foreach(v -> set_prop!(g, v, name, measure[v]));\n",
    "end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "calc_pagerank(g) = @> g reverse pagerank;\n",
    "@>> sg append_measure!(calc_pagerank, :pagerank);\n",
    "pr = [get_prop(sg, v, :pagerank) for v in vertices(sg)];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>pagerank</th><th>path</th><th>bitcoinj_import_count</th><th>bitcoinj_distance</th></tr><tr><th></th><th>Float64</th><th>String</th><th>Int64</th><th>Int64</th></tr></thead><tbody><p>30 rows × 4 columns</p><tr><th>1</th><td>0.01445</td><td>bisq.asset.NetworkParametersAdapter</td><td>8</td><td>1</td></tr><tr><th>2</th><td>0.0121683</td><td>bisq.core.btc.wallet.BtcWalletService</td><td>25</td><td>1</td></tr><tr><th>3</th><td>0.00838961</td><td>bisq.core.util.coin.BsqFormatter</td><td>5</td><td>1</td></tr><tr><th>4</th><td>0.00762545</td><td>bisq.core.btc.wallet.BsqWalletService</td><td>28</td><td>1</td></tr><tr><th>5</th><td>0.00579844</td><td>bisq.desktop.util.GUIUtil</td><td>7</td><td>1</td></tr><tr><th>6</th><td>0.00520649</td><td>bisq.core.btc.wallet.TradeWalletService</td><td>22</td><td>1</td></tr><tr><th>7</th><td>0.0032998</td><td>bisq.core.trade.TradeManager</td><td>7</td><td>1</td></tr><tr><th>8</th><td>0.00285741</td><td>bisq.core.btc.setup.WalletsSetup</td><td>24</td><td>1</td></tr><tr><th>9</th><td>0.00279363</td><td>bisq.core.btc.wallet.WalletService</td><td>37</td><td>1</td></tr><tr><th>10</th><td>0.00256162</td><td>bisq.core.btc.wallet.WalletsManager</td><td>6</td><td>1</td></tr><tr><th>11</th><td>0.00157131</td><td>bisq.core.btc.wallet.BisqDefaultCoinSelector</td><td>9</td><td>1</td></tr><tr><th>12</th><td>0.00147433</td><td>bisq.core.trade.DelayedPayoutTxValidation</td><td>6</td><td>1</td></tr><tr><th>13</th><td>0.00135406</td><td>bisq.core.dao.governance.proofofburn.ProofOfBurnService</td><td>6</td><td>1</td></tr><tr><th>14</th><td>0.00133337</td><td>bisq.core.btc.model.AddressEntryList</td><td>11</td><td>1</td></tr><tr><th>15</th><td>0.00132604</td><td>bisq.core.dao.state.unconfirmed.UnconfirmedBsqChangeOutputListService</td><td>7</td><td>1</td></tr><tr><th>16</th><td>0.00127979</td><td>bisq.core.support.dispute.arbitration.ArbitrationManager</td><td>5</td><td>1</td></tr><tr><th>17</th><td>0.00127126</td><td>bisq.core.btc.setup.WalletConfig</td><td>31</td><td>1</td></tr><tr><th>18</th><td>0.00123035</td><td>bisq.core.btc.setup.BisqDeterministicKeyChain</td><td>6</td><td>1</td></tr><tr><th>19</th><td>0.00123035</td><td>bisq.core.btc.setup.BtcDeterministicKeyChain</td><td>6</td><td>1</td></tr><tr><th>20</th><td>0.00121735</td><td>bisq.desktop.main.funds.withdrawal.WithdrawalView</td><td>7</td><td>1</td></tr><tr><th>21</th><td>0.00120885</td><td>bisq.core.dao.governance.bond.BondRepository</td><td>5</td><td>1</td></tr><tr><th>22</th><td>0.00117027</td><td>bisq.core.dao.governance.blindvote.MyBlindVoteListService</td><td>6</td><td>1</td></tr><tr><th>23</th><td>0.00112852</td><td>bisq.network.Socks5MultiDiscovery</td><td>5</td><td>1</td></tr><tr><th>24</th><td>0.00108967</td><td>bisq.network.Socks5DnsDiscovery</td><td>6</td><td>1</td></tr><tr><th>25</th><td>0.00104092</td><td>bisq.desktop.main.funds.deposit.DepositListItem</td><td>5</td><td>1</td></tr><tr><th>26</th><td>0.00102097</td><td>bisq.desktop.main.funds.transactions.TransactionAwareTrade</td><td>5</td><td>1</td></tr><tr><th>27</th><td>0.000980343</td><td>bisq.core.btc.setup.BisqKeyChainFactory</td><td>8</td><td>1</td></tr><tr><th>28</th><td>0.000980343</td><td>bisq.core.btc.wallet.BisqRiskAnalysis</td><td>12</td><td>1</td></tr><tr><th>29</th><td>0.000952634</td><td>bisq.core.trade.protocol.tasks.buyer.BuyerSetupDepositTxListener</td><td>6</td><td>1</td></tr><tr><th>30</th><td>0.000952634</td><td>bisq.desktop.main.funds.transactions.TransactionsView</td><td>7</td><td>1</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccc}\n",
       "\t& pagerank & path & bitcoinj\\_import\\_count & bitcoinj\\_distance\\\\\n",
       "\t\\hline\n",
       "\t& Float64 & String & Int64 & Int64\\\\\n",
       "\t\\hline\n",
       "\t1 & 0.01445 & bisq.asset.NetworkParametersAdapter & 8 & 1 \\\\\n",
       "\t2 & 0.0121683 & bisq.core.btc.wallet.BtcWalletService & 25 & 1 \\\\\n",
       "\t3 & 0.00838961 & bisq.core.util.coin.BsqFormatter & 5 & 1 \\\\\n",
       "\t4 & 0.00762545 & bisq.core.btc.wallet.BsqWalletService & 28 & 1 \\\\\n",
       "\t5 & 0.00579844 & bisq.desktop.util.GUIUtil & 7 & 1 \\\\\n",
       "\t6 & 0.00520649 & bisq.core.btc.wallet.TradeWalletService & 22 & 1 \\\\\n",
       "\t7 & 0.0032998 & bisq.core.trade.TradeManager & 7 & 1 \\\\\n",
       "\t8 & 0.00285741 & bisq.core.btc.setup.WalletsSetup & 24 & 1 \\\\\n",
       "\t9 & 0.00279363 & bisq.core.btc.wallet.WalletService & 37 & 1 \\\\\n",
       "\t10 & 0.00256162 & bisq.core.btc.wallet.WalletsManager & 6 & 1 \\\\\n",
       "\t11 & 0.00157131 & bisq.core.btc.wallet.BisqDefaultCoinSelector & 9 & 1 \\\\\n",
       "\t12 & 0.00147433 & bisq.core.trade.DelayedPayoutTxValidation & 6 & 1 \\\\\n",
       "\t13 & 0.00135406 & bisq.core.dao.governance.proofofburn.ProofOfBurnService & 6 & 1 \\\\\n",
       "\t14 & 0.00133337 & bisq.core.btc.model.AddressEntryList & 11 & 1 \\\\\n",
       "\t15 & 0.00132604 & bisq.core.dao.state.unconfirmed.UnconfirmedBsqChangeOutputListService & 7 & 1 \\\\\n",
       "\t16 & 0.00127979 & bisq.core.support.dispute.arbitration.ArbitrationManager & 5 & 1 \\\\\n",
       "\t17 & 0.00127126 & bisq.core.btc.setup.WalletConfig & 31 & 1 \\\\\n",
       "\t18 & 0.00123035 & bisq.core.btc.setup.BisqDeterministicKeyChain & 6 & 1 \\\\\n",
       "\t19 & 0.00123035 & bisq.core.btc.setup.BtcDeterministicKeyChain & 6 & 1 \\\\\n",
       "\t20 & 0.00121735 & bisq.desktop.main.funds.withdrawal.WithdrawalView & 7 & 1 \\\\\n",
       "\t21 & 0.00120885 & bisq.core.dao.governance.bond.BondRepository & 5 & 1 \\\\\n",
       "\t22 & 0.00117027 & bisq.core.dao.governance.blindvote.MyBlindVoteListService & 6 & 1 \\\\\n",
       "\t23 & 0.00112852 & bisq.network.Socks5MultiDiscovery & 5 & 1 \\\\\n",
       "\t24 & 0.00108967 & bisq.network.Socks5DnsDiscovery & 6 & 1 \\\\\n",
       "\t25 & 0.00104092 & bisq.desktop.main.funds.deposit.DepositListItem & 5 & 1 \\\\\n",
       "\t26 & 0.00102097 & bisq.desktop.main.funds.transactions.TransactionAwareTrade & 5 & 1 \\\\\n",
       "\t27 & 0.000980343 & bisq.core.btc.setup.BisqKeyChainFactory & 8 & 1 \\\\\n",
       "\t28 & 0.000980343 & bisq.core.btc.wallet.BisqRiskAnalysis & 12 & 1 \\\\\n",
       "\t29 & 0.000952634 & bisq.core.trade.protocol.tasks.buyer.BuyerSetupDepositTxListener & 6 & 1 \\\\\n",
       "\t30 & 0.000952634 & bisq.desktop.main.funds.transactions.TransactionsView & 7 & 1 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "30×4 DataFrame\n",
       "│ Row │ pagerank    │ path                                                                  │ bitcoinj_import_count │ bitcoinj_distance │\n",
       "│     │ \u001b[90mFloat64\u001b[39m     │ \u001b[90mString\u001b[39m                                                                │ \u001b[90mInt64\u001b[39m                 │ \u001b[90mInt64\u001b[39m             │\n",
       "├─────┼─────────────┼───────────────────────────────────────────────────────────────────────┼───────────────────────┼───────────────────┤\n",
       "│ 1   │ 0.01445     │ bisq.asset.NetworkParametersAdapter                                   │ 8                     │ 1                 │\n",
       "│ 2   │ 0.0121683   │ bisq.core.btc.wallet.BtcWalletService                                 │ 25                    │ 1                 │\n",
       "│ 3   │ 0.00838961  │ bisq.core.util.coin.BsqFormatter                                      │ 5                     │ 1                 │\n",
       "│ 4   │ 0.00762545  │ bisq.core.btc.wallet.BsqWalletService                                 │ 28                    │ 1                 │\n",
       "│ 5   │ 0.00579844  │ bisq.desktop.util.GUIUtil                                             │ 7                     │ 1                 │\n",
       "│ 6   │ 0.00520649  │ bisq.core.btc.wallet.TradeWalletService                               │ 22                    │ 1                 │\n",
       "│ 7   │ 0.0032998   │ bisq.core.trade.TradeManager                                          │ 7                     │ 1                 │\n",
       "│ 8   │ 0.00285741  │ bisq.core.btc.setup.WalletsSetup                                      │ 24                    │ 1                 │\n",
       "│ 9   │ 0.00279363  │ bisq.core.btc.wallet.WalletService                                    │ 37                    │ 1                 │\n",
       "│ 10  │ 0.00256162  │ bisq.core.btc.wallet.WalletsManager                                   │ 6                     │ 1                 │\n",
       "│ 11  │ 0.00157131  │ bisq.core.btc.wallet.BisqDefaultCoinSelector                          │ 9                     │ 1                 │\n",
       "│ 12  │ 0.00147433  │ bisq.core.trade.DelayedPayoutTxValidation                             │ 6                     │ 1                 │\n",
       "│ 13  │ 0.00135406  │ bisq.core.dao.governance.proofofburn.ProofOfBurnService               │ 6                     │ 1                 │\n",
       "│ 14  │ 0.00133337  │ bisq.core.btc.model.AddressEntryList                                  │ 11                    │ 1                 │\n",
       "│ 15  │ 0.00132604  │ bisq.core.dao.state.unconfirmed.UnconfirmedBsqChangeOutputListService │ 7                     │ 1                 │\n",
       "│ 16  │ 0.00127979  │ bisq.core.support.dispute.arbitration.ArbitrationManager              │ 5                     │ 1                 │\n",
       "│ 17  │ 0.00127126  │ bisq.core.btc.setup.WalletConfig                                      │ 31                    │ 1                 │\n",
       "│ 18  │ 0.00123035  │ bisq.core.btc.setup.BisqDeterministicKeyChain                         │ 6                     │ 1                 │\n",
       "│ 19  │ 0.00123035  │ bisq.core.btc.setup.BtcDeterministicKeyChain                          │ 6                     │ 1                 │\n",
       "│ 20  │ 0.00121735  │ bisq.desktop.main.funds.withdrawal.WithdrawalView                     │ 7                     │ 1                 │\n",
       "│ 21  │ 0.00120885  │ bisq.core.dao.governance.bond.BondRepository                          │ 5                     │ 1                 │\n",
       "│ 22  │ 0.00117027  │ bisq.core.dao.governance.blindvote.MyBlindVoteListService             │ 6                     │ 1                 │\n",
       "│ 23  │ 0.00112852  │ bisq.network.Socks5MultiDiscovery                                     │ 5                     │ 1                 │\n",
       "│ 24  │ 0.00108967  │ bisq.network.Socks5DnsDiscovery                                       │ 6                     │ 1                 │\n",
       "│ 25  │ 0.00104092  │ bisq.desktop.main.funds.deposit.DepositListItem                       │ 5                     │ 1                 │\n",
       "│ 26  │ 0.00102097  │ bisq.desktop.main.funds.transactions.TransactionAwareTrade            │ 5                     │ 1                 │\n",
       "│ 27  │ 0.000980343 │ bisq.core.btc.setup.BisqKeyChainFactory                               │ 8                     │ 1                 │\n",
       "│ 28  │ 0.000980343 │ bisq.core.btc.wallet.BisqRiskAnalysis                                 │ 12                    │ 1                 │\n",
       "│ 29  │ 0.000952634 │ bisq.core.trade.protocol.tasks.buyer.BuyerSetupDepositTxListener      │ 6                     │ 1                 │\n",
       "│ 30  │ 0.000952634 │ bisq.desktop.main.funds.transactions.TransactionsView                 │ 7                     │ 1                 │"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "begin\n",
    "    df = @>> filter_vertices(sg, :bitcoinj_import_count) map(v->props(sg,v)) DataFrame\n",
    "    df |>\n",
    "    @filter(_.bitcoinj_import_count > 4) |>\n",
    "    @orderby_descending(_.pagerank) |>\n",
    "    DataFrame\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "false"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodesize=1\n",
    "nodefillc=nodefillc\n",
    "nodelabelsize = nodesize * 0.85\n",
    "arrowlengthfrac = 0.01\n",
    "edgestrokec = colorant\"hsla(0, 100%, 0%, 0.15)\";\n",
    "nodelabel=vertices(sg)\n",
    "C=2\n",
    "MAXITER=200\n",
    "layout=(args...)->spring_layout(args...; C=C, MAXITER=MAXITER)\n",
    "# C default 2.0\n",
    "# labai didelis C duoda rata, kurio defektai labai idomus\n",
    "p = gplot(sg,\n",
    "    layout=layout,\n",
    "    nodefillc=nodefillc,\n",
    "    nodesize=nodesize,\n",
    "    nodelabelsize=nodelabelsize,\n",
    "    arrowlengthfrac=arrowlengthfrac,\n",
    "    edgestrokec=edgestrokec,\n",
    "    nodelabel=nodelabel);\n",
    "\n",
    "background_color = \"white\"\n",
    "give_background(plot) = @>> (context(), rectangle(), fill(background_color)) compose(context(), plot)\n",
    "@>> begin\n",
    "    p\n",
    "    give_background\n",
    "    draw(SVG(\"plot.svg\", 50cm, 50cm))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6-element Array{Tuple{Int64,String},1}:\n",
       " (125, \"bisq.core.btc.setup.WalletConfig\")\n",
       " (126, \"bisq.core.btc.setup.WalletsSetup\")\n",
       " (131, \"bisq.core.btc.wallet.BsqWalletService\")\n",
       " (133, \"bisq.core.btc.wallet.BtcWalletService\")\n",
       " (136, \"bisq.core.btc.wallet.TradeWalletService\")\n",
       " (138, \"bisq.core.btc.wallet.WalletService\")"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_path(v) = get_prop(sg, v, :path)\n",
    "interesting_vs = [414, 424, 426, 465, 455, 441]\n",
    "interesting_vs = [125,126,131,133,136,138]\n",
    "@>> interesting_vs map(x-> (x, get_path(x)))"
   ]
  }
 ],
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   "language": "julia",
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   "mimetype": "application/julia",
   "name": "julia",
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