recover weights.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded model from disk\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.models import model_from_json\n",
    "from keras import optimizers\n",
    "\n",
    "savedir =''\n",
    "\n",
    "json_file = open(savedir + './model_nobias.json', 'r')\n",
    "loaded_model_json = json_file.read()\n",
    "json_file.close()\n",
    "model = model_from_json(loaded_model_json)\n",
    "# load weights into new model\n",
    "model.load_weights(savedir + \"model_nobias.h5\")\n",
    "print(\"Loaded model from disk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "weights = model.get_weights()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "   /-131567\n",
      "  |\n",
      "  |                           /-679936\n",
      "  |                     /- /-|\n",
      "  |               /- /-|      \\-1051632\n",
      "  |              |     |\n",
      "  |              |      \\-644966\n",
      "  |              |\n",
      "  |              |         /-272564\n",
      "  |              |      /-|\n",
      "  |              |   /-|   \\-138119\n",
      "  |              |  |  |\n",
      "  |              |  |   \\- /-871963\n",
      "  |              |  |\n",
      "  |              |  |   /- /-868595\n",
      "  |              |  |  |\n",
      "  |              |  |--|-- /-349161\n",
      "  |              |  |  |\n",
      "  |              |  |   \\-696281\n",
      "  |              |  |\n",
      "  |              |  |   /- /-646529\n",
      "  |              |  |  |\n",
      "  |              |  |--|-- /-768704\n",
      "  |              |--|  |\n",
      "  |              |  |   \\-768706\n",
      "  |              |  |\n",
      "  |              |  |-- /-370438\n",
      "  |              |  |\n",
      "  |              |  |-- /-645991\n",
      "  |              |  |\n",
      "  |              |  |-- /-477974\n",
      "  |              |  |\n",
      "  |              |  |-- /-760568\n",
      "  |              |  |\n",
      "  |              |  |-- /-485916\n",
      "  |              |  |\n",
      "  |              |   \\-635013\n",
      "  |              |\n",
      "  |              |      /- /-697329\n",
      "  |              |   /-|\n",
      "  |              |--|   \\-213810\n",
      "  |              |  |\n",
      "  |              |   \\- /-663278\n",
      "  |              |\n",
      "  |              |   /- /-699246\n",
      "  |              |  |\n",
      "  |              |  |-- /- /-394503\n",
      "  |              |--|\n",
      "  |              |  |      /-203119\n",
      "  |              |  |   /-|\n",
      "  |              |   \\-|   \\-637887\n",
      "  |              |     |\n",
      "  |              |      \\-720554\n",
      "  |              |\n",
      "  |              |   /- /-515622\n",
      "  |              |  |\n",
      "  |              |  |   /- /-610130\n",
      "  |              |  |--|\n",
      "  |              |  |   \\-357809\n",
      "  |              |--|\n",
      "  |              |  |-- /-642492\n",
      "  |              |  |\n",
      "  |              |  |-- /-585394\n",
      "  |              |  |\n",
      "  |              |   \\-515619\n",
      "  |              |\n",
      "  |              |         /- /-508767\n",
      "  |              |        |\n",
      "  |              |        |   /-935198\n",
      "  |              |        |  |\n",
      "  |              |        |--|--515621\n",
      "  |              |        |  |\n",
      "  |            /-|        |   \\-498213\n",
      "  |           |  |        |\n",
      "  |           |  |        |   /-536232\n",
      "  |           |  |        |  |\n",
      "  |           |  |      /-|  |--498214\n",
      "  |           |  |     |  |--|\n",
      "  |           |  |     |  |  |--441770\n",
      "  |           |  |     |  |  |\n",
      "  |           |  |     |  |   \\-441771\n",
      "  |           |  |     |  |\n",
      "  |           |  |     |  |   /-758678\n",
      "  |           |  |     |  |--|\n",
      "  |           |  |     |  |   \\-441772\n",
      "  |           |  |     |  |\n",
      "  |           |  |     |   \\-941968\n",
      "  |           |  |     |\n",
      "  |           |  |     |-- /-386415\n",
      "  |           |  |     |\n",
      "  |           |  |     |   /-272562\n",
      "  |           |  |     |--|\n",
      "  |           |  |     |   \\-863638\n",
      "  |           |  |   /-|\n",
      "  |           |  |  |  |-- /-573061\n",
      "  |           |  |  |  |\n",
      "  |           |  |  |  |   /-289380\n",
      "  |           |  |  |  |  |\n",
      "  |           |  |  |  |--|--195102\n",
      "  |           |  |  |  |  |\n",
      "  |           |  |  |  |   \\-195103\n",
      "  |           |  |  |  |\n",
      "  |           |  |  |  |-- /-290402\n",
      "  |           |  |  |  |\n",
      "  |           |  |--|  |-- /-431943\n",
      "  |           |  |  |  |\n",
      "  |           |  |  |  |-- /-748727\n",
      "  |           |  |  |  |\n",
      "  |           |  |  |  |--1042156\n",
      "  |           |  |  |  |\n",
      "  |           |  |  |   \\-212717\n",
      "  |           |  |  |\n",
      "  |           |  |  |   /- /-293826\n",
      "  |           |  |  |--|\n",
      "  |           |  |  |   \\-350688\n",
      "  |           |  |  |\n",
      "  |           |  |   \\- /-1029718\n",
      "  |           |  |\n",
      "  |           |  |         /-272563\n",
      "  |           |  |   /- /-|\n",
      "  |           |  |  |      \\-645463\n",
      "  |           |  |--|\n",
      "  |           |  |  |-- /-499177\n",
      "  |           |  |  |\n",
      "  |           |  |   \\-546269\n",
      "  |           |  |\n",
      "  |           |  |-- /-292459\n",
      "  |           |  |\n",
      "  |           |  |      /- /-903814\n",
      "  |           |  |   /-|\n",
      "  |           |  |--|   \\-515620\n",
      "  |           |  |  |\n",
      "  |           |  |   \\- /-931626\n",
      "  |         /-|  |\n",
      "  |        |  |  |   /- /-335541\n",
      "  |        |  |  |--|\n",
      "  |        |  |  |   \\-643648\n",
      "  |        |  |  |\n",
      "  |        |  |  |-- /-693746\n",
      "  |        |  |  |\n",
      "  |        |  |   \\- /-498761\n",
      "  |        |  |\n",
      "  |        |  |      /- /-246194\n",
      "  |        |  |     |\n",
      "  |        |  |     |   /- /-580331\n",
      "  |        |  |     |  |\n",
      "  |        |  |     |  |-- /-583358\n",
      "  |        |  |     |  |\n",
      "  |        |  |     |--|-- /-340099\n",
      "  |        |  |     |  |\n",
      "  |        |  |   /-|  |--399726\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |   \\-573062\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-273068\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-1209989\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |   \\- /-264732\n",
      "  |        |  |  |\n",
      "  |        |  |  |-- /-697281\n",
      "  |        |  |  |\n",
      "  |        |  |--|      /- /-632292\n",
      "  |        |  |  |     |\n",
      "  |        |  |  |     |-- /-632335\n",
      "  |        |  |  |     |\n",
      "  |        |  |  |     |-- /-632348\n",
      "  |        |  |  |     |\n",
      "  |        |  |  |   /-|-- /-632518\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-608506\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-521460\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |   \\-351627\n",
      "  |        |  |   \\-|\n",
      "  |        |  |     |   /- /-580327\n",
      "  |        |  |     |  |\n",
      "  |        |  |     |--|-- /-1094508\n",
      "  |        |  |     |  |\n",
      "  |        |  |     |   \\-858215\n",
      "  |        |  |     |\n",
      "  |        |  |      \\-555079\n",
      "  |        |  |\n",
      "  |        |  |      /- /-574087\n",
      "  |        |  |   /-|\n",
      "  |        |  |  |   \\-748449\n",
      "  |        |  |--|\n",
      "  |        |  |  |      /-656519\n",
      "  |        |  |  |   /-|\n",
      "  |        |  |   \\-|   \\-572479\n",
      "  |        |  |     |\n",
      "  |        |  |      \\-373903\n",
      "  |        |  |\n",
      "  |        |   \\- /-457570\n",
      "  |        |\n",
      "  |        |                  /-196620\n",
      "  |        |                 |\n",
      "  |        |                 |--681288\n",
      "  |        |                 |\n",
      "  |        |                 |--869816\n",
      "  |        |                 |\n",
      "  |        |                 |--158878\n",
      "  |        |                 |\n",
      "  |        |                 |--663951\n",
      "  |        |                 |\n",
      "  |        |                 |--426430\n",
      "  |        |                 |\n",
      "  |        |                 |--93061\n",
      "  |        |                 |\n",
      "  |        |                 |--93062\n",
      "  |        |                 |\n",
      "  |        |                 |--548473\n",
      "  |        |                 |\n",
      "  |        |                 |--158879\n",
      "  |        |               /-|\n",
      "  |        |              |  |--282459\n",
      "  |        |              |  |\n",
      "  |        |              |  |--685039\n",
      "  |        |              |  |\n",
      "  |        |              |  |--889933\n",
      "  |        |              |  |\n",
      "  |        |              |  |--418127\n",
      "  |        |              |  |\n",
      "  |        |              |  |--546342\n",
      "  |        |              |  |\n",
      "  |        |              |  |--282458\n",
      "  |        |            /-|  |\n",
      "  |        |           |  |  |--359786\n",
      "  |        |           |  |  |\n",
      "  |        |           |  |  |--359787\n",
      "  |        |           |  |  |\n",
      "  |        |           |  |  |--523796\n",
      "  |        |           |  |  |\n",
      "  |        |           |  |   \\-451516\n",
      "  |        |           |  |\n",
      "  |        |           |  |--273036\n",
      "  |        |           |  |\n",
      "  |        |           |  |--703339\n",
      "  |        |           |  |\n",
      "  |        |           |   \\-367830\n",
      "  |        |           |\n",
      "  |        |         /-|   /-176279\n",
      "  |        |        |  |--|\n",
      "  |        |        |  |   \\-176280\n",
      "  |        |        |  |\n",
      "  |        |        |  |   /-984892\n",
      "  |        |        |  |--|\n",
      "  |        |        |  |   \\-937773\n",
      "  |        |        |  |\n",
      "  |        |        |  |-- /-396513\n",
      "  |        |      /-|  |\n",
      "  |        |     |  |  |-- /-279808\n",
      "  |        |     |  |  |\n",
      "  |        |     |  |  |--1284\n",
      "  |        |     |  |  |\n",
      "  |        |     |  |  |-- /-698737\n",
      "  |        |     |  |  |\n",
      "  |        |     |  |   \\-342451\n",
      "  |        |     |  |\n",
      "  |        |     |   \\- /-458233\n",
      "  |        |     |\n",
      "  |        |     |            /-265669\n",
      "  |        |     |         /-|\n",
      "  |        |     |        |   \\-568819\n",
      "  |        |     |        |\n",
      "  |        |     |        |--552536\n",
      "  |        |     |        |\n",
      "  |        |     |        |--1030009\n",
      "  |        |     |      /-|\n",
      "  |        |     |     |  |--563174\n",
      "  |        |     |     |  |\n",
      "  |        |     |     |  |--169963\n",
      "  |        |     |     |  |\n",
      "  |        |     |     |  |--637381\n",
      "  |        |     |     |  |\n",
      "  |        |     |-- /-|   \\-393133\n",
      "  |        |     |     |\n",
      "  |        |     |     |-- /-881621\n",
      "  |        |     |     |\n",
      "  |        |     |     |-- /-683837\n",
      "  |        |     |     |\n",
      "  |        |     |     |-- /-272626\n",
      "  |        |     |     |\n",
      "  |        |     |      \\-386043\n",
      "  |        |     |\n",
      "  |        |     |         /-592022\n",
      "  |        |     |      /-|\n",
      "  |        |     |     |   \\-545693\n",
      "  |        |     |     |\n",
      "  |        |     |     |   /- /-279010\n",
      "  |        |     |     |  |\n",
      "  |        |     |     |  |   /- /-692420\n",
      "  |        |     |     |  |--|\n",
      "  |        |     |     |  |   \\-326423\n",
      "  |        |     |     |--|\n",
      "  |        |     |     |  |-- /-720555\n",
      "  |        |     |     |  |\n",
      "  |        |     |     |  |   /-936156\n",
      "  |        |     |     |  |  |\n",
      "  |        |     |     |  |  |   /-1052585\n",
      "  |        |     |     |   \\-|--|\n",
      "  |        |     |     |     |   \\-655816\n",
      "  |        |     |     |     |\n",
      "  |        |     |     |      \\-224308\n",
      "  |        |     |     |\n",
      "  |        |     |     |      /-361100\n",
      "  |        |     |     |     |\n",
      "  |        |     |     |     |--222523\n",
      "  |        |     |     |     |\n",
      "  |        |     |     |     |--288681\n",
      "  |        |     |     |     |\n",
      "  |        |     |     |     |--405531\n",
      "  |        |     |     |     |\n",
      "  |        |     |     |     |--405532\n",
      "  |        |     |     |   /-|\n",
      "  |        |     |     |  |  |--405534\n",
      "  |        |     |     |  |  |\n",
      "  |        |     |     |  |  |--405535\n",
      "  |        |     |     |  |  |\n",
      "  |        |     |   /-|  |  |--226900\n",
      "  |        |     |  |  |  |  |\n",
      "  |        |     |  |  |  |  |--572264\n",
      "  |        |     |  |  |  |  |\n",
      "  |        |     |  |  |  |   \\-637380\n",
      "  |        |     |  |  |  |\n",
      "  |        |     |  |  |  |   /-592021\n",
      "  |        |     |  |  |  |  |\n",
      "  |        |   /-|  |  |--|--|--568206\n",
      "  |        |  |  |  |  |  |  |\n",
      "  |        |  |  |  |  |  |   \\-261594\n",
      "  |        |  |  |  |  |  |\n",
      "  |        |  |  |  |  |  |-- /-315730\n",
      "  |        |  |  |  |  |  |\n",
      "  |        |  |  |  |  |  |   /- /-281309\n",
      "  |        |  |  |  |  |  |  |\n",
      "  |        |  |  |  |  |  |  |-- /-930170\n",
      "  |        |  |  |  |  |  |--|\n",
      "  |        |  |  |  |  |  |  |--412694\n",
      "  |        |  |  |  |  |  |  |\n",
      "  |        |  |  |  |  |  |   \\-714359\n",
      "  |        |  |  |  |  |  |\n",
      "  |        |  |  |  |  |   \\- /-315749\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-941639\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-315750\n",
      "  |        |  |  |--|  |\n",
      "  |        |  |  |  |  |-- /-649639\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-272558\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-398511\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |   \\- /-66692\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-491915\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |   /-544556\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |--471223\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |--|--581103\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |-- /-235909\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |   \\-420246\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-444177\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-221109\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-698758\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |   \\-634956\n",
      "  |        |  |  |\n",
      "  |        |  |  |         /-1048834\n",
      "  |        |  |  |   /- /-|\n",
      "  |        |  |  |--|      \\-521098\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |   \\-562970\n",
      "  |        |  |  |\n",
      "  |        |  |  |      /-481743\n",
      "  |        |  |  |     |\n",
      "  |        |  |  |     |-- /-1036673\n",
      "  |        |  |  |     |\n",
      "  |        |  |  |     |   /-886882\n",
      "  |        |  |  |   /-|--|\n",
      "  |        |  |  |  |  |   \\-349520\n",
      "  |        |  |  |  |  |\n",
      "  |        |  |  |  |  |--324057\n",
      "  |        |  |  |--|  |\n",
      "  |        |  |  |  |   \\-985665\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |  |-- /-358681\n",
      "  |        |  |  |  |\n",
      "  |        |  |  |   \\-717605\n",
      "  |        |  |  |\n",
      "  |        |  |  |         /- /-262543\n",
      "  |        |  |  |        |\n",
      "  |        |  |  |-- /- /-|--360911\n",
      "  |        |  |  |        |\n",
      "  |        |  |  |         \\- /-1087448\n",
      "  |        |  |  |\n",
      "  |        |  |  |-- /-439292\n",
      "  |        |  |  |\n",
      "  |        |  |   \\- /-1002809\n",
      "  |        |  |\n",
      "  |        |  |            /-322159\n",
      "  |        |  |           |\n",
      "  |        |  |           |--264199\n",
      "  |      /-|  |         /-|\n",
      "  |     |  |  |        |  |--299768\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |   \\-767463\n",
      "  |     |  |  |        |\n",
      "  |     |  |  |        |   /-1130804\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--516950\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--869269\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--189423\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--525381\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--171101\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--487213\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--487214\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |--|--561276\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--373153\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--512566\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--488222\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--488221\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--869215\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--869216\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |--170187\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |   \\-488223\n",
      "  |     |  |  |        |\n",
      "  |     |  |  |        |         /-663954\n",
      "  |     |  |  |        |   /- /-|\n",
      "  |     |  |  |        |  |      \\-486410\n",
      "  |     |  |  |        |--|\n",
      "  |     |  |  |        |  |   /- /-553482\n",
      "  |     |  |  |        |  |  |\n",
      "  |     |  |  |        |   \\-|   /-1051072\n",
      "  |     |  |  |        |     |  |\n",
      "  |     |  |  |        |      \\-|--552526\n",
      "  |     |  |  |        |        |\n",
      "  |     |  |  |        |         \\-553483\n",
      "  |     |  |--|        |\n",
      "  |     |  |  |        |   /- /-160491\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |-- /-319701\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |-- /-186103\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |-- /-370552\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |   /-370553\n",
      "  |     |  |  |        |  |--|\n",
      "  |     |  |  |        |  |   \\-370551\n",
      "  |     |  |  |        |--|\n",
      "  |     |  |  |        |  |-- /-370554\n",
      "  |     |  |  |        |  |\n",
      "  |     |  |  |        |  |   /-198466\n",
      "  |     |  |  |      /-|  |--|\n",
      "  |     |  |  |     |  |  |   \\-193567\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |  |-- /-160490\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |  |-- /-471876\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |   \\-286636\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-467705\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-981540\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |   /- /-205921\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |  |-- /-208435\n",
      "  |     |  |  |     |  |--|\n",
      "  |     |  |  |     |  |  |-- /-211110\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |   \\-1203670\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-927666\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-388919\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |   /-511691\n",
      "  |     |  |  |     |  |--|\n",
      "  |     |  |  |     |  |   \\-210007\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-936154\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |-- /-1116231\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |     |  |   /-347253\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |--|--1046629\n",
      "  |     |  |  |     |  |  |\n",
      "  |     |  |  |     |  |   \\-1048332\n",
      "  |     |  |  |     |  |\n",
      "  |     |  |  |   /-|  |-- /-365659\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |   /-568814\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |  |--391295\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |  |--568813\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |--|--945704\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |  |--423211\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |  |--218494\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |   \\-391296\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |-- /-1054460\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |-- /-1069533\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |-- /-591365\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |   /-981539\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |--|--637909\n",
      "  |     |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |   \\-990317\n",
      "  |     |  |  |  |  |  |\n",
      "  |     |  |  |  |  |   \\-218495\n",
      "  |     |  |  |  |  |\n",
      "  |     |  |  |  |  |         /-272622\n",
      "  |     |  |  |  |  |        |\n",
      "  |     |  |  |  |  |      /-|--746361\n",
      "  |     |  |  |  |  |     |  |\n",
      "  |     |  |  |  |  |     |   \\-416870\n",
      "  |     |  |  |  |  |   /-|\n",
      "  |     |  |  |  |  |  |  |   /-929102\n",
      "  |     |  |  |  |  |  |  |  |\n",
      "  |     |  |  |  |  |  |   \\-|--684738\n",
      "  |     |  |  |  |   \\-|     |\n",
      "  |     |  |  |  |     |      \\-272623\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |   /-420890\n",
      "  |     |  |  |  |      \\-|\n",
      "  |     |  |  |  |         \\-420889\n",
      "  |     |  |  |  |\n",
      "  |     |  |  |  |         /-712938\n",
      "  |     |  |  |  |      /-|\n",
      "  |     |  |  |  |     |   \\-334390\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |   /-712961\n",
      "  |     |  |  |  |     |--|\n",
      "  |     |  |  |  |     |   \\-362948\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |   /-557433\n",
      "  |     |  |  |  |     |  |\n",
      "  |     |  |  |  |     |--|--557436\n",
      "  |     |  |  |  |     |  |\n",
      "  |     |  |  |  |     |   \\-491077\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |   /-633699\n",
      "  |     |  |  |  |     |--|\n",
      "  |     |  |  |  |     |   \\-257314\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |      /-353496\n",
      "  |     |  |  |  |     |     |\n",
      "  |     |  |  |  |     |     |--321956\n",
      "  |     |  |  |  |     |-- /-|\n",
      "  |     |  |  |  |     |     |--390333\n",
      "  |     |  |  |  |     |     |\n",
      "  |     |  |  |  |     |      \\-767455\n",
      "  |     |  |  |  |     |\n",
      "  |     |  |  |  |     |      /-498216\n",
      "  |     |  |  |  |     |     |\n",
      "  |     |  |  |  |     |     |--543734\n",
      "  |     |  |  |  |     |   /-|\n",
      "  |     |  |  |  |     |  |  |--998820\n",
      "  |     |  |  |  |     |--|  |\n",
      "  |     |  |   \\-|     |  |   \\-999378\n",
      "  |     |  |     |     |  |\n",
      "  |     |  |     |     |   \\- /-321967\n",
      "  |     |  |     |   /-|\n",
      "  |     |  |     |  |  |-- /-387344\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-511437\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-405566\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |   /-644042\n",
      "  |     |  |     |  |  |  |\n",
      "  |     |  |     |  |  |--|--220668\n",
      "  |     |  |     |  |  |  |\n",
      "  |     |  |     |  |  |   \\-889932\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-324831\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-314315\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |   /-695560\n",
      "  |     |  |     |  |  |--|\n",
      "  |     |  |     |--|  |   \\-695562\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-1069534\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-748671\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |   /-568703\n",
      "  |     |  |     |  |  |--|\n",
      "  |     |  |     |  |  |   \\-568704\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |   /-272621\n",
      "  |     |  |     |  |  |--|\n",
      "  |     |  |     |  |  |   \\-891391\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-1033837\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |   \\-714313\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |  |   /- /-701521\n",
      "  |     |  |     |   \\-|\n",
      "  |     |  |     |      \\-278197\n",
      "  |     |  |     |\n",
      "  |     |  |     |         /-1229756\n",
      "  |     |  |     |      /-|\n",
      "  |     |  |     |     |   \\-762550\n",
      "  |     |  |     |     |\n",
      "  |     |  |     |     |-- /-1229758\n",
      "  |     |  |     |   /-|\n",
      "  |     |  |     |  |  |-- /-349519\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |  |-- /-203120\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |--|   \\-979982\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |  |   /- /-1045854\n",
      "  |     |  |     |  |--|\n",
      "  |     |  |     |  |   \\-1629\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |   \\- /-203123\n",
      "  |     |  |     |\n",
      "  |     |  |     |         /-1090974\n",
      "  |     |  |     |   /- /-|\n",
      "  |     |  |     |  |      \\-940190\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |  |      /-226185\n",
      "  |     |  |     |  |     |\n",
      "  |     |  |     |--|   /-|--936153\n",
      "  |     |  |     |  |  |  |\n",
      "  |     |  |     |  |--|   \\-474186\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |   \\-1155766\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |   \\-945021\n",
      "  |     |  |     |\n",
      "  |     |  |     |-- /-208596\n",
      "  |     |  |     |\n",
      "  |     |  |      \\- /-866775\n",
      "  |     |  |\n",
      "  |     |  |            /- /-591001\n",
      "  |     |  |   /- /- /-|\n",
      "  |     |  |  |         \\-568816\n",
      "  |     |  |  |\n",
      "  |     |  |--|         /- /-927704\n",
      "  |     |  |  |-- /- /-|\n",
      "  |     |  |  |         \\-546271\n",
      "  |     |  |  |\n",
      "  |     |  |   \\-479436\n",
      "  |     |  |\n",
      "  |     |  |         /- /-525919\n",
      "  |     |  |      /-|\n",
      "  |     |  |-- /-|   \\-334413\n",
      "  |     |  |     |\n",
      "  |     |  |      \\- /-1128398\n",
      "  |     |  |\n",
      "  |     |   \\- /-650150\n",
      "  |     |\n",
      "  |     |            /- /-1146883\n",
      "  |     |           |\n",
      "  |     |      /- /-|-- /-526225\n",
      "  |     |     |     |\n",
      "  |     |     |      \\-1144889\n",
      "  |     |     |\n",
      "  |     |     |            /-340322\n",
      "  |     |     |         /-|\n",
      "  |     |     |        |   \\-1204414\n",
      "  |     |     |        |\n",
      "  |     |     |        |   /-681645\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--765874\n",
      "  |     |     |        |--|\n",
      "  |     |     |        |  |--889513\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |   \\-679896\n",
      "  |     |     |        |\n",
      "  |     |     |        |   /-698964\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--698965\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--698966\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--698967\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--698968\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |--|--698969\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |  |--698970\n",
      "  |     |     |   /- /-|  |\n",
      "  |     |     |  |     |  |--698971\n",
      "  |     |     |  |     |  |\n",
      "  |     |     |  |     |  |--257309\n",
      "  |     |     |  |     |  |\n",
      "  |     |     |  |     |  |--698962\n",
      "  |     |     |  |     |  |\n",
      "  |     |     |  |     |   \\-698963\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-504474\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-306537\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-645127\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-945712\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-662755\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-548476\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |-- /-196164\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |--858619\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |      \\-196627\n",
      "  |     |     |  |\n",
      "  |     |     |  |      /- /-1127134\n",
      "  |     |     |  |   /-|\n",
      "  |     |     |  |  |   \\-247156\n",
      "  |     |     |  |  |\n",
      "  |     |     |  |--|   /- /-234621\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |-- /-101510\n",
      "  |     |     |  |   \\-|\n",
      "  |     |     |  |     |-- /-685727\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |      \\-632772\n",
      "  |     |     |  |\n",
      "  |     |     |  |            /-83332\n",
      "  |     |     |  |           |\n",
      "  |     |     |  |           |--443149\n",
      "  |     |     |  |           |\n",
      "  |     |     |  |           |--336982\n",
      "  |     |     |  |         /-|\n",
      "  |     |     |  |        |  |--419947\n",
      "  |     |     |  |        |  |\n",
      "  |     |     |  |        |  |--478434\n",
      "  |     |     |  |        |  |\n",
      "  |     |     |  |        |   \\-443150\n",
      "  |     |     |  |        |\n",
      "  |     |     |  |      /-|-- /-1048245\n",
      "  |     |     |  |     |  |\n",
      "  |     |     |--|     |  |      /-410289\n",
      "  |     |     |  |     |  |   /-|\n",
      "  |     |     |  |     |  |--|   \\-561275\n",
      "  |     |     |  |     |  |  |\n",
      "  |     |     |  |     |  |   \\-233413\n",
      "  |     |     |  |     |  |\n",
      "  |     |     |  |     |   \\- /-572418\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |--189918\n",
      "  |     |     |  |     |\n",
      "  |     |     |  |     |      /-243243\n",
      "  |     |     |  |     |   /-|\n",
      "  |     |     |  |     |--|   \\-262316\n",
      "  |     |     |  |   /-|  |\n",
      "  |     |     |  |  |  |   \\-487521\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |   /-272631\n",
      "  |     |     |  |  |  |--|\n",
      "  |     |     |  |  |  |   \\-561304\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |-- /-216594\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |--1790\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |-- /-362242\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |--164756\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |   \\-164757\n",
      "  |     |     |  |--|\n",
      "  |     |     |  |  |   /- /-246196\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |-- /-710421\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |   /-350054\n",
      "  |     |     |  |  |--|--|\n",
      "  |     |     |  |  |  |   \\-278137\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |  |-- /-710685\n",
      "  |     |     |  |  |  |\n",
      "  |     |     |  |  |   \\-350058\n",
      "  |     |     |  |  |\n",
      "  |     |     |  |  |-- /-443218\n",
      "  |     |     |  |  |\n",
      "  |     |     |  |  |-- /-875328\n",
      "  |     |     |  |  |\n",
      "  |     |     |  |   \\- /-561007\n",
      "  |     |     |  |\n",
      "  |     |     |  |      /- /-526226\n",
      "  |     |     |  |-- /-|\n",
      "  |     |     |  |      \\-1112204\n",
      "  |     |     |  |\n",
      "  |     |     |  |-- /-640132\n",
      "  |     |     |  |\n",
      "  |     |     |   \\-521096\n",
      "  |     |     |\n",
      "  |     |     |         /- /-401473\n",
      "  |     |     |        |\n",
      "  |     |     |        |-- /-1147128\n",
      "  |     |     |        |\n",
      "  |     |     |        |      /-555970\n",
      "  |     |     |        |     |\n",
      "  |     |     |        |     |--442563\n",
      "  |     |     |        |     |\n",
      "  |     |     |        |   /-|--552531\n",
      "  |     |     |        |  |  |\n",
      "  |     |     |        |  |  |--580050\n",
      "  |     |     |        |--|  |\n",
      "  |     |     |        |  |   \\-573236\n",
      "  |     |     |        |  |\n",
      "  |     |     |        |   \\- /-703613\n",
      "  |     |     |        |\n",
      "  |     |     |        |      /-890402\n",
      "  |     |     |        |     |\n",
      "  |     |     |      /-|   /-|--759350\n",
      "  |     |     |     |  |  |  |\n",
      "  |     |     |     |  |  |   \\-565042\n",
      "  |     |     |     |  |  |\n",
      "  |     |     |     |  |  |   /-391904\n",
      "  |     |     |     |  |--|--|\n",
      "  |     |     |     |  |  |   \\-565040\n",
      "  |     |     |     |  |  |\n",
      "  |     |     |     |  |  |--206672\n",
      "  |     |     |     |  |  |\n",
      "  |   /-|     |     |  |   \\-205913\n",
      "  |  |  |   /-|-- /-|  |\n",
      "  |  |  |  |  |     |  |-- /-367928\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |  |   /-702459\n",
      "  |  |  |  |  |     |  |--|\n",
      "  |  |  |  |  |     |  |   \\-883062\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |   \\- /-866777\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |      /-1009464\n",
      "  |  |  |  |  |     |     |\n",
      "  |  |  |  |  |      \\- /-|--553190\n",
      "  |  |  |  |  |           |\n",
      "  |  |  |  |  |            \\-525284\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |            /-713604\n",
      "  |  |  |  |  |      /- /-|\n",
      "  |  |  |  |  |     |      \\-749927\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-405948\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |-- /-|-- /-471857\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-675635\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-446462\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-1179773\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-680198\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |-- /-227882\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |-- /-591167\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |-- /-749414\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |      /-|-- /-1133850\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |  |-- /-1003195\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |  |-- /-100226\n",
      "  |  |  |  |  |-- /-|  |\n",
      "  |  |  |  |  |     |  |--953739\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |   \\- /-455632\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\- /-452652\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-743718\n",
      "  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |   \\-446471\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-762948\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |   \\-680646\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-378753\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-861360\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-288705\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |-- /-290399\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /- /-452863\n",
      "  |  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |   \\-930171\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-290340\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\- /-465515\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-443906\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |--|  |   \\-31964\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |-- /-281090\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-979556\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-1703\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-590998\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |-- /-|-- /-446466\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |      \\-593907\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |         /-203267\n",
      "  |  |  |  |  |  |-- /- /-|\n",
      "  |  |  |  |  |  |         \\-218496\n",
      "  |  |  |--|  |  |\n",
      "  |  |  |  |  |  |-- /-471853\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-446465\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-471856\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-478801\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\- /-446469\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-754252\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |      /-267747\n",
      "  |  |  |  |  |     |-- /-|\n",
      "  |  |  |  |  |     |      \\-553199\n",
      "  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |-- /-1171373\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-1032480\n",
      "  |  |  |  |  |--|  |\n",
      "  |  |  |  |  |  |   \\-767029\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-479435\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |      \\-196162\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /-656024\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |-- /-326424\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |-- /- /-|--298653\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--298654\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |         \\-106370\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-391037\n",
      "  |  |  |  |  |      /-|\n",
      "  |  |  |  |  |     |   \\-369723\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |   /-648999\n",
      "  |  |  |  |  |     |--|\n",
      "  |  |  |  |  |-- /-|   \\- /-644283\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |   /- /-512565\n",
      "  |  |  |  |  |     |--|\n",
      "  |  |  |  |  |     |   \\-134676\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-263358\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-1205910\n",
      "  |  |  |  |  |      /-|\n",
      "  |  |  |  |  |   /-|   \\-446468\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-269800\n",
      "  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |-- /-479432\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-471852\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-644284\n",
      "  |  |  |  |  |-- /-|\n",
      "  |  |  |  |  |      \\-548479\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-446470\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-469371\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-479433\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-479431\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-266940\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-351607\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-521095\n",
      "  |  |  |  |      /-|\n",
      "  |  |  |  |   /-|   \\-633147\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-700015\n",
      "  |  |  |  |--|\n",
      "  |  |  |  |  |      /- /-479437\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |   \\- /-|-- /-469378\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |         \\-471855\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-525909\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-266117\n",
      "  |  |  |  |\n",
      "  |  |  |   \\-469383\n",
      "  |  |  |\n",
      "  |  |  |               /- /-504728\n",
      "  |  |  |            /-|\n",
      "  |  |  |           |   \\-526227\n",
      "  |  |  |           |\n",
      "  |  |  |           |      /-262724\n",
      "  |  |  |           |     |\n",
      "  |  |  |      /- /-|-- /-|--762633\n",
      "  |  |  |     |     |     |\n",
      "  |  |  |     |     |      \\-300852\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |     |-- /-869210\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |      \\- /-670487\n",
      "  |  |  |     |\n",
      "  |  |  |     |         /- /-745776\n",
      "  |  |  |-- /-|        |\n",
      "  |  |  |     |        |-- /-319795\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-693977\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |   /- /-|-- /-937777\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |     |-- /-709986\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |      \\-|     |-- /-546414\n",
      "  |  |  |        |     |\n",
      "  |  |  |        |      \\-243230\n",
      "  |  |  |        |\n",
      "  |  |  |         \\-649638\n",
      "  |  |  |\n",
      "  |  |  |                  /-708248\n",
      "  |  |  |               /-|\n",
      "  |  |  |              |   \\-768700\n",
      "  |  |  |              |\n",
      "  |  |  |              |   /-295358\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--262719\n",
      "  |  |  |              |--|\n",
      "  |  |  |              |  |--262722\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |   \\-907287\n",
      "  |  |  |              |\n",
      "  |  |  |              |-- /-262723\n",
      "  |  |  |              |\n",
      "  |  |  |              |      /-710127\n",
      "  |  |  |              |   /-|\n",
      "  |  |  |              |--|   \\-710128\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |   \\-708616\n",
      "  |  |  |              |\n",
      "  |  |  |              |   /-722438\n",
      "  |  |  |              |--|\n",
      "  |  |  |              |   \\-272634\n",
      "  |  |  |              |\n",
      "  |  |  |              |-- /-1246955\n",
      "  |  |  |              |\n",
      "  |  |  |              |   /- /-340047\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |         /-272632\n",
      "  |  |  |              |--|-- /- /-|\n",
      "  |  |  |              |  |         \\-865867\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |   /-880447\n",
      "  |  |  |              |   \\-|\n",
      "  |  |  |              |      \\-866629\n",
      "  |  |  |              |\n",
      "  |  |  |              |-- /-243273\n",
      "  |  |  |              |\n",
      "  |  |  |              |-- /-347256\n",
      "  |  |  |            /-|\n",
      "  |  |  |           |  |-- /-272635\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |-- /-243272\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |-- /-267748\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |-- /-743965\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |-- /-272633\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |   /-347257\n",
      "  |  |  |           |  |--|\n",
      "  |  |  |           |  |   \\-347258\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |   /-943945\n",
      "  |  |  |           |  |  |\n",
      "  |  |  |           |  |--|--496833\n",
      "  |  |  |           |  |  |\n",
      "  |  |  |           |  |   \\-637387\n",
      "  |  |  |           |  |\n",
      "  |  |  |      /- /-|  |-- /-1111676\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |  |-- /-572263\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |  |   /-872331\n",
      "  |  |  |     |     |  |--|\n",
      "  |  |  |     |     |  |   \\-936139\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |  |   /-956483\n",
      "  |  |  |     |     |  |--|\n",
      "  |  |  |     |     |  |   \\-289397\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |  |-- /-512564\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |  |   /-859194\n",
      "  |  |  |     |     |  |--|\n",
      "  |  |  |     |     |  |   \\-941640\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |-- /-|     |   \\-1197325\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |     |         /-273119\n",
      "  |  |  |     |     |   /- /-|\n",
      "  |  |  |     |      \\-|      \\-505682\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |         \\-565575\n",
      "  |  |  |     |\n",
      "  |  |  |     |            /- /-322098\n",
      "  |  |  |     |         /-|\n",
      "  |  |  |     |        |   \\-262768\n",
      "  |  |  |     |      /-|\n",
      "  |  |  |     |     |  |-- /-482235\n",
      "  |  |  |     |-- /-|  |\n",
      "  |  |  |     |     |   \\-59748\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |      \\- /-441768\n",
      "  |  |  |     |\n",
      "  |  |  |      \\- /-265311\n",
      "  |  |  |\n",
      "  |  |  |                  /-311424\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--255470\n",
      "  |  |  |                 |\n",
      "  |  |  |      /- /- /- /-|--633145\n",
      "  |  |  |     |           |\n",
      "  |  |  |     |           |--216389\n",
      "  |  |  |   /-|           |\n",
      "  |  |  |  |  |            \\-243164\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-552811\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-926550\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-926569\n",
      "  |  |  |  |\n",
      "  |  |  |  |                  /-480224\n",
      "  |  |  |  |               /-|\n",
      "  |  |  |--|      /- /- /-|   \\-324602\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |   /-|         \\- /-326427\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |         /-357808\n",
      "  |  |  |  |--|   \\- /- /-|\n",
      "  |  |  |  |  |            \\- /-383372\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-316274\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /- /-479434\n",
      "  |  |  |   \\-|\n",
      "  |  |  |      \\-309801\n",
      "  |  |  |\n",
      "  |  |  |            /- /-696747\n",
      "  |  |  |         /-|\n",
      "  |  |  |        |   \\-203124\n",
      "  |  |  |        |\n",
      "  |  |  |        |      /-41431\n",
      "  |  |  |        |     |\n",
      "  |  |  |        |     |--395961\n",
      "  |  |  |        |     |\n",
      "  |  |  |      /-|     |--395962\n",
      "  |  |  |     |  |-- /-|\n",
      "  |  |  |     |  |     |--43989\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |     |--65393\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |      \\-497965\n",
      "  |  |  |   /-|  |\n",
      "  |  |  |  |  |   \\-313612\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-755178\n",
      "  |  |  |  |  |   /- /-|\n",
      "  |  |  |  |  |  |      \\-292563\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |   \\-|   /- /-1453429\n",
      "  |  |  |  |     |--|\n",
      "  |  |  |  |     |   \\-65093\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-449447\n",
      "  |  |  |  |\n",
      "  |  |  |  |            /-74547\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--167555\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--59920\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--59922\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--93059\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--93060\n",
      "  |  |  |  |   /- /- /-|\n",
      "  |  |  |  |  |        |-- /-167539\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--74546\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--167542\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--167546\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--146891\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |         \\-59919\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /-321327\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--321332\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |--|  |     |--84588\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--64471\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |--|     |--110662\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|--316278\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--316279\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-269084\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--32049\n",
      "  |  |  |  |  |--|  |\n",
      "  |  |  |  |  |  |  |--32051\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-91464\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-292564\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-197221\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-1173020\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-329726\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-1111708\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-272123\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-63737\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |-- /-|--|--28072\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |   \\-103690\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-240292\n",
      "  |  |  |  |      \\-|\n",
      "  |  |  |  |         \\-551115\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-111780\n",
      "  |  |  |  |\n",
      "  |  |  |   \\- /-251221\n",
      "  |  |  |\n",
      "  |  |  |-- /-525904\n",
      "  |  |  |\n",
      "  |  |   \\-309798\n",
      "  |  |\n",
      "  |  |            /- /-385025\n",
      "  |  |           |\n",
      "  |  |           |   /-754476\n",
      "  |  |           |--|\n",
      "  |  |         /-|   \\-754477\n",
      "  |  |        |  |\n",
      "  |  |        |  |-- /-317025\n",
      "  |  |        |  |\n",
      "  |  |        |   \\-717773\n",
      "  |  |        |\n",
      "  |  |        |            /-984129\n",
      "  |  |        |           |\n",
      "  |  |        |         /-|--401614\n",
      "  |  |        |        |  |\n",
      "  |  |        |        |   \\-676032\n",
      "  |  |      /-|        |\n",
      "  |  |     |  |        |-- /-441952\n",
      "  |  |     |  |        |\n",
      "  |  |     |  |        |   /-418136\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |      /-|  |--510831\n",
      "  |  |     |  |     |  |--|\n",
      "  |  |     |  |     |  |  |--177416\n",
      "  |  |     |  |     |  |  |\n",
      "  |  |     |  |     |  |   \\-393115\n",
      "  |  |     |  |     |  |\n",
      "  |  |     |  |     |  |   /-393011\n",
      "  |  |     |   \\- /-|  |  |\n",
      "  |  |     |        |   \\-|--458234\n",
      "  |  |     |        |     |\n",
      "  |  |     |        |      \\-376619\n",
      "  |  |     |        |\n",
      "  |  |     |        |-- /-484022\n",
      "  |  |     |        |\n",
      "  |  |     |         \\- /-1163389\n",
      "  |  |     |\n",
      "  |  |     |            /- /-198804\n",
      "  |  |     |           |\n",
      "  |  |     |           |   /-713601\n",
      "  |  |     |           |  |\n",
      "  |  |     |           |  |--713603\n",
      "  |  |     |           |  |\n",
      "  |  |     |           |--|--561501\n",
      "  |  |     |           |  |\n",
      "  |  |     |           |  |--713600\n",
      "  |  |     |      /- /-|  |\n",
      "  |  |     |     |     |   \\-563178\n",
      "  |  |     |     |     |\n",
      "  |  |     |     |     |-- /-372461\n",
      "  |  |     |     |     |\n",
      "  |  |     |     |     |-- /-224915\n",
      "  |  |     |     |     |\n",
      "  |  |     |     |     |--118110\n",
      "  |  |     |     |     |\n",
      "  |  |     |     |      \\-107806\n",
      "  |  |     |     |\n",
      "  |  |     |     |      /-706191\n",
      "  |  |     |     |   /-|\n",
      "  |  |     |     |  |   \\-932677\n",
      "  |  |     |     |--|\n",
      "  |  |     |     |  |--592316\n",
      "  |  |     |   /-|  |\n",
      "  |  |     |  |  |   \\-712898\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |      /-716540\n",
      "  |  |     |  |  |   /-|\n",
      "  |  |     |  |  |  |   \\-665029\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |-- /-634500\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |--|--215689\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |   /-644651\n",
      "  |  |     |  |  |  |--|\n",
      "  |  |     |  |  |  |   \\-634499\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-465817\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |   \\-36870\n",
      "  |  |     |  |\n",
      "  |  |     |  |            /- /-439851\n",
      "  |  |     |  |           |\n",
      "  |  |     |  |           |   /-568708\n",
      "  |  |     |  |           |  |\n",
      "  |  |     |  |           |  |--216597\n",
      "  |  |     |  |           |--|\n",
      "  |  |     |  |           |  |--909946\n",
      "  |  |     |  |           |  |\n",
      "  |  |     |  |           |   \\-588858\n",
      "  |  |     |  |           |\n",
      "  |  |     |  |           |   /-295319\n",
      "  |  |     |  |           |--|\n",
      "  |  |     |  |           |   \\-554290\n",
      "  |  |     |  |           |\n",
      "  |  |     |  |           |-- /-550538\n",
      "  |  |     |  |           |\n",
      "  |  |     |  |           |-- /-1081093\n",
      "  |  |     |  |           |\n",
      "  |  |     |  |         /-|-- /-454169\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |        |  |-- /-454166\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |        |  |-- /-476213\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |        |  |-- /-1016998\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |        |  |-- /-220341\n",
      "  |  |     |  |        |  |\n",
      "  |  |     |  |      /-|  |-- /-550537\n",
      "  |  |     |  |     |  |  |\n",
      "  |  |     |  |     |  |  |-- /-321314\n",
      "  |  |     |  |     |  |  |\n",
      "  |  |     |  |     |  |  |-- /-439843\n",
      "  |  |     |  |     |  |  |\n",
      "  |  |     |  |   /-|  |  |-- /-423368\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |  |   \\-99287\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |   \\-41514\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\- /-218493\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |-- /-903503\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |-- /-630626\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |         /-155864\n",
      "  |  |     |  |  |        |\n",
      "  |  |     |  |  |      /-|--444450\n",
      "  |  |     |  |  |     |  |\n",
      "  |  |     |  |  |     |   \\-544404\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |   /-1040638\n",
      "  |  |     |  |  |     |--|\n",
      "  |  |     |  |  |     |   \\-1133853\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--655817\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--885275\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--885276\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |-- /-574521\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--566546\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--869729\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |-- /-216592\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--469008\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--362663\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |   /-595496\n",
      "  |  |     |  |  |     |  |\n",
      "  |  |     |  |  |     |--|--511145\n",
      "  |  |     |  |  |     |  |\n",
      "  |  |     |  |  |     |   \\-316385\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |-- /-701177\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--585034\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--585055\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |--585057\n",
      "  |  |     |  |  |     |\n",
      "  |  |     |  |  |     |-- /-331111\n",
      "  |  |     |  |  |   /-|\n",
      "  |  |     |  |  |  |  |--536056\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--364106\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |-- /-585395\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |-- /-585396\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--585397\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--511693\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--439855\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--585035\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--585056\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--331112\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |--|--|  |-- /-413997\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--405955\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |-- /-685038\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--316401\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--714962\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--595495\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--431946\n",
      "  |  |     |--|  |  |  |\n",
      "  |  |     |  |  |  |  |-- /-481805\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |-- /-573235\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |--199310\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |   \\-409438\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-585054\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-290338\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |   \\-637910\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |      /- /-640513\n",
      "  |  |     |  |  |   /-|\n",
      "  |  |     |  |  |--|   \\-716541\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-399742\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |         /-1125630\n",
      "  |  |     |  |  |      /-|\n",
      "  |  |     |  |  |   /-|   \\-272620\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |   \\-507522\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |--|-- /-1028307\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |-- /-1006551\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-640131\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |      /-300268\n",
      "  |  |     |  |  |   /-|\n",
      "  |  |     |  |  |  |   \\-344609\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |-- /-300267\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |  |--300269\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |-- /-373384\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-591020\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |-- /-515618\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |            /- /-291272\n",
      "  |  |     |  |  |           |\n",
      "  |  |     |  |  |      /- /-|--203907\n",
      "  |  |     |  |  |     |     |\n",
      "  |  |     |  |  |   /-|      \\-859654\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |--|   \\-572265\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-693444\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |-- /-701347\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-290339\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |   \\-693216\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |   \\-623\n",
      "  |  |     |  |\n",
      "  |  |     |  |         /- /-393305\n",
      "  |  |     |  |      /-|\n",
      "  |  |     |  |     |  |   /-994476\n",
      "  |  |     |  |     |   \\-|\n",
      "  |  |     |  |     |      \\-930944\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |      /-377628\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |     |--214092\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |     |--386656\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |     |--349746\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |   /-|--637382\n",
      "  |  |     |  |     |  |  |\n",
      "  |  |     |  |   /-|  |  |--637385\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |  |  |--637386\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |--|  |--360102\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |  |   \\-547048\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |   /-273123\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |  |  |--502800\n",
      "  |  |     |  |  |  |   \\-|\n",
      "  |  |     |  |--|  |     |--502801\n",
      "  |  |     |  |  |  |     |\n",
      "  |  |     |  |  |  |      \\-349747\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-29486\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-768492\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |--|--47917\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-399741\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-745277\n",
      "  |  |     |  |   \\-|\n",
      "  |  |     |  |      \\-741091\n",
      "  |  |     |  |\n",
      "  |  |     |  |      /- /-218491\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |   /-|-- /-561230\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-561231\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-561229\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |-- /-198628\n",
      "  |  |     |  |--|--|\n",
      "  |  |     |  |  |  |-- /-579405\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |   \\-590409\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |--343509\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |   \\-1905730\n",
      "  |  |     |  |\n",
      "  |  |     |  |   /- /-529507\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-1141663\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |   \\-1157951\n",
      "  |  |     |  |--|\n",
      "  |  |     |  |  |   /- /-406818\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |   \\-406817\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-553480\n",
      "  |  |     |  |   \\-|\n",
      "  |  |     |  |      \\-243265\n",
      "  |  |     |  |\n",
      "  |  |     |  |         /-498217\n",
      "  |  |     |  |      /-|\n",
      "  |  |     |   \\- /-|   \\-718251\n",
      "  |  |     |        |\n",
      "  |  |     |         \\- /-634503\n",
      "  |  |     |\n",
      "  |  |     |      /- /-498211\n",
      "  |  |     |     |\n",
      "  |  |     |     |-- /-1117647\n",
      "  |  |     |-- /-|\n",
      "  |  |     |     |-- /-203122\n",
      "  |  |     |     |\n",
      "  |  |     |      \\-377629\n",
      "  |  |     |\n",
      "  |  |     |            /-319224\n",
      "  |  |     |         /-|\n",
      "  |  |     |        |   \\-399804\n",
      "  |  |     |        |\n",
      "  |  |   /-|        |-- /-318167\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |-- /-458817\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |-- /-323850\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |   /-402882\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |--325240\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |--|--693973\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |--399599\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |   \\-407976\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |-- /-637905\n",
      "  |  |  |  |   /- /-|\n",
      "  |  |  |  |  |     |-- /-225849\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-326297\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--60480\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--60481\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--351745\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-318161\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-425104\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-211586\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-398579\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |--94122\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-392500\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /-715451\n",
      "  |  |  |  |--|     |\n",
      "  |  |  |  |  |     |-- /-1774373\n",
      "  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |   /-1004785\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-|--1004787\n",
      "  |  |  |  |  |--|     |\n",
      "  |  |  |  |  |  |      \\-1004788\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-225937\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |      \\-351348\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-326442\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |-- /-|-- /-342610\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-234831\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-550540\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-167879\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-283942\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-357804\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-69\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |         /-509169\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |   /- /-|--190485\n",
      "  |  |  |  |     |  |     |\n",
      "  |  |  |  |     |  |      \\-314565\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |      /-291331\n",
      "  |  |  |  |     |  |     |\n",
      "  |  |  |  |     |  |-- /-|--342109\n",
      "  |  |  |  |     |--|     |\n",
      "  |  |  |  |     |  |      \\-360094\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-380358\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |   /-|  |-- /-316273\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\- /-190486\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /-391008\n",
      "  |  |  |  |  |  |-- /-|\n",
      "  |  |  |  |  |  |      \\-522373\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-1045855\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\-743721\n",
      "  |  |  |  |--|  |\n",
      "  |  |  |  |  |  |      /-183190\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |     |--405440\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |   \\- /-|--405441\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--160492\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |         \\-788929\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-767434\n",
      "  |  |  |  |\n",
      "  |  |  |  |            /- /-434271\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |         /-|-- /-416269\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |      /-|   \\-537457\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |   \\-339671\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /-262728\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |     |--281310\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |     |--862964\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |   /-|--262727\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |  |--71421\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |  |--374930\n",
      "  |  |  |  |     |--|  |\n",
      "  |  |  |  |     |  |   \\-374931\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-233412\n",
      "  |  |  |  |-- /-|  |\n",
      "  |  |  |  |     |   \\-862965\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-668336\n",
      "  |  |  |  |     |--|\n",
      "  |  |  |  |     |   \\-634176\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /-228400\n",
      "  |  |  |  |     |-- /-|\n",
      "  |  |  |  |     |      \\-205914\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |         /-1132496\n",
      "  |  |  |  |     |-- /- /-|\n",
      "  |  |  |  |     |         \\-272843\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-221988\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-557723\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\- /-1005058\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /-396595\n",
      "  |  |  |  |      /-|\n",
      "  |  |  |  |     |   \\-396588\n",
      "  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |-- /-187272\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\- /-349124\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-323261\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |--|   /-|-- /-472759\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-105559\n",
      "  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |-- /-572477\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-765911\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-555778\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-511062\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-380703\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |-- /-|--|-- /-382245\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |   \\-998088\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-595494\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-1301098\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |      /-557722\n",
      "  |  |  |  |        |     |\n",
      "  |  |  |  |        |     |--208963\n",
      "  |  |  |  |        |   /-|\n",
      "  |  |  |  |        |  |  |--208964\n",
      "  |  |  |  |        |  |  |\n",
      "  |  |  |  |        |--|   \\-381754\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |   /-1001585\n",
      "  |  |  |  |        |   \\-|\n",
      "  |  |  |  |        |      \\-399739\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |      /-76869\n",
      "  |  |  |  |        |     |\n",
      "  |  |  |  |        |     |--160488\n",
      "  |  |  |  |        |     |\n",
      "  |  |  |  |        |   /-|--931281\n",
      "  |  |  |  |        |  |  |\n",
      "  |  |  |  |        |  |  |--390235\n",
      "  |  |  |  |      /-|--|  |\n",
      "  |  |  |  |     |  |  |   \\-351746\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\- /-743720\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |   /- /-205918\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |--|-- /-264730\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\-223283\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-384676\n",
      "  |  |  |  |   /-|  |\n",
      "  |  |  |  |  |  |  |      /-205922\n",
      "  |  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |--|   \\-216595\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   \\- /-220664\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-994484\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /-379731\n",
      "  |  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |  |      \\-96563\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\- /-322710\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |            /-557600\n",
      "  |  |  |  |  |           |\n",
      "  |  |  |  |  |           |--509173\n",
      "  |  |  |  |--|           |\n",
      "  |  |  |  |  |           |--696749\n",
      "  |  |  |  |  |           |\n",
      "  |  |  |  |  |           |--405416\n",
      "  |  |  |  |  |         /-|\n",
      "  |  |  |  |  |        |  |--980514\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |  |--480119\n",
      "  |  |  |  |  |      /-|  |\n",
      "  |  |  |  |  |     |  |  |--400667\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |   \\-509170\n",
      "  |  |  |  |  |   /-|  |\n",
      "  |  |  |  |  |  |  |   \\-871585\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--62977\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-436717\n",
      "  |  |  |  |   \\-|\n",
      "  |  |  |  |     |   /-478\n",
      "  |  |  |  |     |--|\n",
      "  |  |  |  |     |   \\- /-749219\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-259536\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |      \\-|-- /-335284\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |         \\-349106\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-243233\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |--857087\n",
      "  |  |  |  |-- /-|\n",
      "  |  |  |  |     |--271065\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-1091494\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-638300\n",
      "  |  |  |  |-- /-|\n",
      "  |  |  |  |      \\-246195\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-661367\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |   /- /-423212\n",
      "  |  |  |  |      /-|  |\n",
      "  |  |  |  |     |  |  |--297245\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |   \\-|--297246\n",
      "  |  |  |  |   /-|     |\n",
      "  |  |  |  |  |  |     |--400673\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |      \\-272624\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |--|   \\-451\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /-434922\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |--434923\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |   \\- /- /-|--434924\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--227377\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |            \\-360115\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /- /-374463\n",
      "  |  |  |  |--|\n",
      "  |  |  |  |  |   /- /-412965\n",
      "  |  |  |  |   \\-|\n",
      "  |  |  |  |      \\-413404\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-298386\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /- /-223926\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |   /-|-- /-338187\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\-150340\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |   /-216895\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |--|--914127\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\-196600\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |      /- /-243277\n",
      "  |  |  |  |-- /-|--|   /-|\n",
      "  |  |  |  |     |  |  |   \\-593588\n",
      "  |  |  |  |     |  |--|\n",
      "  |  |  |  |     |  |  |--345073\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\-579112\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-575788\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-903510\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |   \\- /-882102\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /-312309\n",
      "  |  |  |  |     |   /-|\n",
      "  |  |  |  |      \\-|   \\-388396\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |         \\-316275\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-290398\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |   /-|-- /-387662\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-768066\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-393595\n",
      "  |  |  |  |  |-- /-|\n",
      "  |  |  |  |  |      \\-930169\n",
      "  |  |  |  |  |\n",
      "  |  |  |   \\-|      /- /-717774\n",
      "  |  |  |     |   /-|\n",
      "  |  |  |     |--|   \\-400668\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |   \\-207954\n",
      "  |  |  |     |\n",
      "  |  |  |     |-- /-349521\n",
      "  |  |  |     |\n",
      "  |  |  |      \\- /-523791\n",
      "  |  |  |\n",
      "  |  |  |         /- /-438753\n",
      "  |  |  |        |\n",
      "  |  |  |      /-|-- /-639283\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |   \\-78245\n",
      "  |  |  |     |\n",
      "  |  |  |     |         /-204722\n",
      "  |  |  |     |      /-|\n",
      "  |  |  |     |     |   \\-470137\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |     |   /-430066\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |--|--359391\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |   \\-262698\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |   /-|-- /-444178\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |  |-- /-568815\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |  |   /- /-224914\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |--|  |--|-- /-703352\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |  |  |   \\-546272\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |   \\- /-483179\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |   \\-439375\n",
      "  |  |  |     |\n",
      "  |  |  |     |   /- /-395963\n",
      "  |  |  |     |--|\n",
      "  |  |  |     |   \\-395965\n",
      "  |--|  |     |\n",
      "  |  |  |     |            /- /-176299\n",
      "  |  |  |     |         /-|\n",
      "  |  |  |     |        |   \\-311403\n",
      "--|  |  |     |      /-|\n",
      "  |  |  |     |     |  |--861208\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |   \\-311402\n",
      "  |  |  |     |   /-|\n",
      "  |  |  |     |  |  |      /-491916\n",
      "  |  |  |     |  |  |   /-|\n",
      "  |  |  |     |  |  |  |   \\-347834\n",
      "  |  |  |     |  |   \\-|\n",
      "  |  |  |     |  |     |      /-395492\n",
      "  |  |  |     |  |     |   /-|\n",
      "  |  |  |     |  |      \\-|   \\-395491\n",
      "  |  |  |     |  |        |\n",
      "  |  |  |     |  |         \\-216596\n",
      "  |  |  |     |--|\n",
      "  |  |  |     |  |-- /-537021\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |  |      /-266834\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |     |--693982\n",
      "  |  |  |     |  |   /-|\n",
      "  |  |  |     |  |  |  |--698936\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |  |  |   \\-707241\n",
      "  |  |  |     |   \\-|\n",
      "  |  |  |     |     |   /-394\n",
      "  |  |  |     |     |--|\n",
      "  |  |  |     |     |   \\-1117943\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |      \\-366394\n",
      "  |  |  |     |\n",
      "  |  |  |     |      /-426117\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |   /-|-- /-460265\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |   \\- /-426355\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |--|      /-419610\n",
      "  |  |  |   /-|  |     |\n",
      "  |  |  |  |  |  |     |--272630\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |  |--440085\n",
      "  |  |  |  |  |   \\-|  |\n",
      "  |  |  |  |  |     |   \\-661410\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\- /-441620\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-634504\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-360095\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-283165\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |-- /-|-- /-382640\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-283166\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |-- /-696125\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-1094497\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-754035\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-765698\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|   \\-266835\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\- /-266779\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /-288000\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-224911\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-114615\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-323097\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\-323098\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /-395960\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |     |--258594\n",
      "  |  |  |  |  |--|     |\n",
      "  |  |  |  |  |  |     |--316055\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |-- /-|--316056\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |     |--316058\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |     |--652103\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |      \\-316057\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /-1031710\n",
      "  |  |  |  |  |   \\- /-|\n",
      "  |  |  |  |  |         \\-504832\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-582899\n",
      "  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |   \\-717785\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|-- /-1079\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-1082931\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-648757\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-402881\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-187303\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-573234\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /- /-314225\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |            /-622759\n",
      "  |  |  |  |  |           |\n",
      "  |  |  |  |  |         /-|--264203\n",
      "  |  |  |  |--|        |  |\n",
      "  |  |  |  |  |   /- /-|   \\-555217\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |      \\-579138\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-279238\n",
      "  |  |  |  |   \\-|\n",
      "  |  |  |  |     |-- /-452662\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-317655\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\- /-392499\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-509190\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |--366602\n",
      "  |  |  |  |      /-|\n",
      "  |  |  |  |     |  |--190650\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |   \\-565050\n",
      "  |  |  |  |-- /-|\n",
      "  |  |  |  |     |-- /-633149\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-573065\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-450851\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-228405\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |   /-|-- /-582402\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-394221\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-246200\n",
      "  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |   \\-292414\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-290400\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |--|  |      /-557760\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |     |--349101\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |  |--349102\n",
      "  |  |  |  |  |  |--|  |\n",
      "  |  |  |  |  |  |  |   \\-272943\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\- /-272942\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |   \\-|-- /-398580\n",
      "  |  |  |--|     |\n",
      "  |  |  |  |     |      /-759362\n",
      "  |  |  |  |     |-- /-|\n",
      "  |  |--|  |     |      \\-880591\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-318586\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-911045\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /- /-375451\n",
      "  |  |  |  |     |--|\n",
      "  |  |  |  |     |   \\-391595\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-314256\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\- /-391619\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /-1002672\n",
      "  |  |  |  |-- /- /-|\n",
      "  |  |  |  |         \\-335992\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-862719\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-342108\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |   /-|   /- /-414684\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\-269796\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-1110502\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |--|   /- /-290633\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-349163\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\-926570\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |   \\-|-- /-634452\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-391165\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-272568\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-634177\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /- /-856793\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |--|-- /-991905\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-488538\n",
      "  |  |  |  |\n",
      "  |  |  |  |            /-66084\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |-- /-570417\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |      /- /-|--955\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |     |--163164\n",
      "  |  |  |  |     |     |\n",
      "  |  |  |  |     |      \\- /-292805\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /-320483\n",
      "  |  |  |  |     |   /-|\n",
      "  |  |  |  |     |--|   \\-234826\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |   /-|   \\-212042\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |         /-254945\n",
      "  |  |  |  |  |  |      /-|\n",
      "  |  |  |  |  |  |     |   \\-302409\n",
      "  |  |  |  |  |  |-- /-|\n",
      "  |  |  |  |  |  |     |-- /-269484\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |      \\- /-205920\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-434131\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |      \\-222891\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |               /-272947\n",
      "  |  |  |  |  |            /-|\n",
      "  |  |  |  |  |         /-|   \\-449216\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |   \\-257363\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |        |      /-392021\n",
      "  |  |  |  |  |        |   /-|\n",
      "  |  |  |  |  |        |  |   \\-452659\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |  |-- /-1105110\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |  |-- /-1105111\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |  |-- /-1105114\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |        |  |-- /-1105113\n",
      "  |  |  |  |--|        |  |\n",
      "  |  |  |  |  |        |  |-- /-347255\n",
      "  |  |  |  |  |        |  |\n",
      "  |  |  |  |  |      /-|  |-- /-652620\n",
      "  |  |  |  |  |     |  |--|\n",
      "  |  |  |  |  |     |  |  |-- /-315456\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |  |-- /-416276\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |  |-- /-1105108\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |  |-- /-941638\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |  |-- /-272944\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |-- /-|  |  |-- /-293614\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |  |-- /-562019\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |   \\- /-481009\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |  |   /- /-293613\n",
      "  |  |  |  |  |     |   \\-|\n",
      "  |  |  |  |  |     |     |   /-336407\n",
      "  |  |  |  |  |     |      \\-|\n",
      "  |  |  |  |  |     |         \\-391896\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |     |      /-357244\n",
      "  |  |  |  |  |      \\- /-|\n",
      "  |  |  |  |  |            \\-334380\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-696127\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-314260\n",
      "  |  |  |  |\n",
      "  |  |  |   \\- /-156889\n",
      "  |  |  |\n",
      "  |  |  |               /- /-338963\n",
      "  |  |  |         /- /-|\n",
      "  |  |  |        |      \\-338966\n",
      "  |  |  |        |\n",
      "  |  |  |        |         /-663917\n",
      "  |  |  |        |      /-|\n",
      "  |  |  |      /-|     |   \\-243231\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |     |--443144\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |  |     |-- /-398767\n",
      "  |  |  |     |  |     |\n",
      "  |  |  |     |   \\- /-|-- /-404380\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-269799\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-316067\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |--443143\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |         \\-351605\n",
      "  |  |  |     |\n",
      "  |  |  |     |            /- /-483219\n",
      "  |  |  |     |           |\n",
      "  |  |  |     |         /-|-- /-1278073\n",
      "  |  |  |     |        |  |\n",
      "  |  |  |     |      /-|   \\-246197\n",
      "  |  |  |     |     |  |\n",
      "  |  |  |     |     |   \\- /-1144275\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |   /-|-- /-378806\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |  |         /-455488\n",
      "  |  |  |     |  |  |      /-|\n",
      "  |  |  |     |  |  |     |   \\-290397\n",
      "  |  |  |     |  |   \\- /-|\n",
      "  |  |  |     |--|        |--404589\n",
      "  |  |  |     |  |        |\n",
      "  |  |  |     |  |         \\-447217\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |  |-- /-502025\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |   \\-448385\n",
      "  |  |  |     |\n",
      "  |  |  |     |      /- /-1167006\n",
      "  |  |  |     |     |\n",
      "  |  |  |     |     |-- /-577650\n",
      "  |  |  |     |   /-|\n",
      "  |  |  |     |  |  |-- /-177439\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |   \\-589865\n",
      "  |  |  |   /-|--|\n",
      "  |  |  |  |  |  |   /- /-651182\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-439235\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |     |-- /-177437\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-96561\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |-- /-760142\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-525897\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-363253\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /- /-207559\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |-- /-525146\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |-- /-526222\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   /-883\n",
      "  |  |  |  |  |  |--|--|  |\n",
      "  |  |  |  |  |--|  |  |  |--882\n",
      "  |  |  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |  |  |--391774\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   \\-573059\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   \\- /-573370\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /- /-643562\n",
      "  |  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |  |      \\-1322246\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\- /-485915\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-706587\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-880072\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|   \\-56780\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-335543\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\- /-644282\n",
      "  |  |  |  |\n",
      "  |  |  |  |            /- /-360106\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |-- /-360104\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |-- /-360105\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |      /-567106\n",
      "  |  |  |  |           |     |\n",
      "  |  |  |  |           |     |--354242\n",
      "  |  |  |  |           |     |\n",
      "  |  |  |  |           |     |--757425\n",
      "  |  |  |  |           |     |\n",
      "  |  |  |  |           |   /-|--718271\n",
      "  |  |  |  |         /-|  |  |\n",
      "  |  |  |  |        |  |  |  |--192222\n",
      "  |  |  |  |        |  |  |  |\n",
      "  |  |  |  |        |  |  |  |--645464\n",
      "  |  |  |  |        |  |--|  |\n",
      "  |  |  |--|        |  |  |   \\-407148\n",
      "  |  |  |  |        |  |  |\n",
      "  |  |  |  |        |  |  |--195099\n",
      "  |  |  |  |        |  |  |\n",
      "  |  |  |  |        |  |   \\- /-360109\n",
      "  |  |  |  |      /-|  |\n",
      "  |  |  |  |     |  |  |-- /-360107\n",
      "  |  |  |  |     |  |  |\n",
      "  |  |  |  |     |  |   \\-306263\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |   /- /-760154\n",
      "  |  |  |  |     |  |--|\n",
      "  |  |  |  |     |  |   \\-525898\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |   /- /-367737\n",
      "  |  |  |  |     |   \\-|\n",
      "  |  |  |  |     |      \\-572480\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |         /-869727\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--290847\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--592205\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--907238\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--907240\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--85962\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--85963\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--765962\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--765964\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--102608\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |        |--512562\n",
      "  |  |  |  |     |        |\n",
      "  |  |  |  |     |      /-|--570508\n",
      "  |  |  |  |     |     |  |\n",
      "  |  |  |  |     |     |  |--684950\n",
      "  |  |  |  |     |     |  |\n",
      "  |  |  |  |   /-|     |  |--693745\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--563041\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--866344\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--866345\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--866346\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--637913\n",
      "  |  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |  |     |  |--585535\n",
      "  |  |  |  |  |  |   /-|  |\n",
      "  |  |  |  |  |  |  |  |  |--907237\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |  |--357544\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   \\-765963\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |-- /-382638\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |   \\-|  |  |  |-- /-1172562\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |  |  |  |-- /-936155\n",
      "  |  |  |     |  |--|  |\n",
      "  |  |  |     |  |  |  |-- /-679897\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |  |  |  |-- /-1002804\n",
      "  |  |  |     |  |  |  |\n",
      "  |  |  |     |  |  |   \\- /-235279\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |  |   /- /-563040\n",
      "  |  |  |     |  |  |--|\n",
      "  |  |  |     |  |  |   \\-326298\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |  |-- /-709032\n",
      "  |  |  |     |  |  |\n",
      "  |  |  |     |  |   \\-273121\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |   \\-749222\n",
      "  |  |  |     |\n",
      "  |  |  |     |-- /-598659\n",
      "  |  |  |     |\n",
      "  |  |  |     |   /- /-387092\n",
      "  |  |  |      \\-|\n",
      "  |  |  |         \\-387093\n",
      "  |  |  |\n",
      "  |  |  |         /- /-583345\n",
      "  |  |  |        |\n",
      "  |  |  |      /-|-- /-265072\n",
      "  |  |  |     |  |\n",
      "  |  |  |     |  |   /- /-582744\n",
      "  |  |  |     |   \\-|\n",
      "  |  |  |     |      \\-887061\n",
      "  |  |  |     |\n",
      "  |  |  |     |   /- /-395494\n",
      "  |  |  |     |--|\n",
      "  |  |  |     |   \\-580332\n",
      "  |  |  |   /-|\n",
      "  |  |  |  |  |      /- /-228410\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-335283\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|   \\-261292\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-323848\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-292415\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-395495\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |-- /-983917\n",
      "  |  |  |  |   /- /-|\n",
      "  |  |  |  |  |     |-- /-420662\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-75379\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /-1042878\n",
      "  |  |  |  |  |      /-|\n",
      "  |  |  |  |  |     |   \\-381666\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-264198\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-266264\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-977880\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-999541\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |      /-320372\n",
      "  |  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |  |  |     |--320373\n",
      "  |  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |  |  |--272560\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   \\-357348\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   /-320388\n",
      "  |  |  |  |  |  |  |--|  |\n",
      "  |  |  |  |  |  |  |  |  |--320389\n",
      "  |  |  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |  |  |--412022\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   \\-243160\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   \\-271848\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--640511\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |--640512\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /- /-395019\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   /-331271\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |  |--331272\n",
      "  |  |  |  |  |--|  |  |--|\n",
      "  |  |  |  |  |  |  |  |  |--216591\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--|   \\-406425\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   /-339670\n",
      "  |  |  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |  |   \\-398577\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |--482957\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   \\-269482\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\- /-626418\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /-428406\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |  |   \\-402626\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |--1031711\n",
      "  |  |  |  |--|  |  |\n",
      "  |  |  |  |  |  |   \\-267608\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-312153\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\-452638\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-391038\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-882378\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |-- /-398527\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-266265\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-305\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-762376\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-360910\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   /-257310\n",
      "  |  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |   \\-1208658\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-257311\n",
      "  |  |  |--|  |  |--|\n",
      "  |  |  |  |  |  |  |   /-1017264\n",
      "  |  |  |  |  |--|  |  |\n",
      "  |  |  |  |  |  |  |--|--257313\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |   \\-568706\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-340100\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-1007105\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-1036672\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-937774\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-204773\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-757424\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|-- /-871271\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |-- /-1005048\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-375286\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-688245\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-535289\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |--232721\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |  |-- /-397945\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\- /-643561\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /-296591\n",
      "  |  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |   \\- /-365044\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |   \\-|-- /-365046\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |      /-543728\n",
      "  |  |  |  |     |-- /-|\n",
      "  |  |  |  |     |      \\-595537\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-338969\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |-- /-596154\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |     |   /-742013\n",
      "  |  |  |  |     |--|\n",
      "  |  |  |  |     |   \\- /-398578\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-391735\n",
      "  |  |  |  |\n",
      "  |  |  |  |               /-909420\n",
      "  |  |  |  |              |\n",
      "  |  |  |  |            /-|--122586\n",
      "  |  |  |  |           |  |\n",
      "  |  |  |  |           |   \\-630588\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |-- /-122587\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--942513\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--935588\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |--935589\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |         /-|--935593\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |--935599\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |--935591\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |  |   /-272831\n",
      "  |  |  |  |   /- /-|  |  |\n",
      "  |  |  |  |  |     |  |--|--604162\n",
      "  |  |  |  |  |     |  |  |\n",
      "  |  |  |  |  |     |  |   \\-374833\n",
      "  |  |  |  |  |     |  |\n",
      "  |  |  |  |  |     |   \\-662598\n",
      "  |  |  |  |--|     |\n",
      "  |  |  |  |  |     |   /-242231\n",
      "  |  |  |  |  |      \\-|\n",
      "  |  |  |  |  |         \\-521006\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-557598\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |   \\-|-- /-243365\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-748280\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-62928\n",
      "  |  |  |  |   /-|\n",
      "  |  |  |  |  |   \\-85643\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |--|-- /-159087\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-76114\n",
      "  |  |  |  |   \\-|\n",
      "  |  |  |  |      \\-640081\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /- /-522306\n",
      "  |  |  |   \\-|\n",
      "  |  |  |      \\-891398\n",
      "  |  |  |\n",
      "  |  |  |               /-380394\n",
      "  |  |  |            /-|\n",
      "  |  |  |-- /- /- /-|   \\-243159\n",
      "  |  |  |           |\n",
      "  |  |  |            \\- /-990288\n",
      "  |  |  |\n",
      "  |  |  |   /- /-862908\n",
      "  |  |   \\-|\n",
      "  |  |      \\-264462\n",
      "  |  |\n",
      "  |  |               /- /-309799\n",
      "  |  |-- /- /- /- /-|\n",
      "  |  |               \\-515635\n",
      "  |  |\n",
      "  |  |               /- /-1155096\n",
      "  |  |              |\n",
      "  |  |              |-- /-314723\n",
      "  |  |              |\n",
      "  |  |            /-|-- /-412418\n",
      "  |  |           |  |\n",
      "  |  |           |  |-- /-412419\n",
      "  |  |           |  |\n",
      "  |  |           |   \\-314724\n",
      "  |  |         /-|\n",
      "  |  |        |  |      /-224326\n",
      "  |  |        |  |     |\n",
      "  |  |        |  |   /-|--445985\n",
      "  |  |        |  |  |  |\n",
      "  |  |        |  |  |   \\-521007\n",
      "  |  |        |   \\-|\n",
      "  |  |        |     |-- /-290434\n",
      "  |  |        |     |\n",
      "  |  |        |      \\- /-390236\n",
      "  |  |        |\n",
      "  |  |        |         /-869211\n",
      "  |  |        |      /-|\n",
      "  |  |        |   /-|   \\-665571\n",
      "  |  |        |  |  |\n",
      "  |  |      /-|  |   \\- /-889378\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |  |   /- /-243275\n",
      "  |  |     |  |  |  |\n",
      "  |  |     |  |  |  |      /-666714\n",
      "  |  |     |  |  |  |     |\n",
      "  |  |     |  |  |  |   /-|--455434\n",
      "  |  |     |  |  |  |  |  |\n",
      "  |  |     |  |  |  |--|   \\-243276\n",
      "  |  |     |  |  |  |  |\n",
      "  |  |     |  |  |  |  |   /-491078\n",
      "  |  |     |  |  |  |   \\-|\n",
      "  |  |     |  |  |  |      \\-491079\n",
      "  |  |     |  |  |--|\n",
      "  |  |     |  |  |  |-- /-545695\n",
      "  |  |     |   \\-|  |\n",
      "  |  |     |     |  |-- /-545776\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |  |-- /-744872\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |  |-- /-545694\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |  |-- /-906968\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |   \\-869209\n",
      "  |  |     |     |\n",
      "  |  |-- /-|     |   /- /-158189\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |--|-- /-760011\n",
      "  |  |     |     |  |\n",
      "  |  |     |     |   \\-158190\n",
      "  |  |     |     |\n",
      "  |  |     |      \\- /-573413\n",
      "  |  |     |\n",
      "  |  |     |         /- /-565034\n",
      "  |  |     |        |\n",
      "  |  |     |        |-- /-1045858\n",
      "  |  |     |-- /- /-|\n",
      "  |  |     |        |-- /-526224\n",
      "  |  |     |        |\n",
      "  |  |     |         \\-759914\n",
      "  |  |     |\n",
      "  |  |     |               /-355278\n",
      "  |  |     |         /- /-|\n",
      "  |  |     |        |      \\-456481\n",
      "  |  |     |        |\n",
      "  |  |     |        |      /-573825\n",
      "  |  |     |        |   /-|\n",
      "  |  |     |      /-|--|   \\-189518\n",
      "  |  |     |     |  |  |\n",
      "  |  |     |     |  |   \\- /-267671\n",
      "  |  |     |     |  |\n",
      "  |  |      \\- /-|  |      /-355276\n",
      "  |  |           |   \\- /-|\n",
      "  |  |           |         \\-355277\n",
      "  |  |           |\n",
      "  |  |            \\-869212\n",
      "  |  |\n",
      "  |  |                     /- /-860228\n",
      "  |  |                  /-|\n",
      "  |  |                 |   \\-521097\n",
      "  |  |                 |\n",
      "  |  |                 |   /- /-688270\n",
      "  |  |                 |--|\n",
      "  |  |                 |   \\-867900\n",
      "  |  |                 |\n",
      "  |  |                 |-- /-655815\n",
      "  |  |                 |\n",
      "  |  |                 |-- /-983544\n",
      "  |  |                 |\n",
      "  |  |                 |-- /-983548\n",
      "  |  |                 |\n",
      "  |  |                 |   /- /-1094466\n",
      "  |  |                 |  |\n",
      "  |  |                 |  |-- /-376686\n",
      "  |  |                 |  |\n",
      "  |  |                 |--|-- /-1041826\n",
      "  |  |                 |  |\n",
      "  |  |                 |  |-- /-1034807\n",
      "  |  |                 |  |\n",
      "  |  |                 |   \\-402612\n",
      "  |  |                 |\n",
      "  |  |                 |-- /-992406\n",
      "  |  |               /-|\n",
      "  |  |              |  |-- /-746697\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-398720\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-592029\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-411154\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-886377\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-313595\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-313596\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-313603\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-216432\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-867902\n",
      "  |  |         /- /-|  |\n",
      "  |  |        |     |  |-- /-63186\n",
      "  |  |        |     |  |\n",
      "  |  |        |     |  |-- /-865938\n",
      "  |  |        |     |  |\n",
      "  |  |        |     |   \\-531844\n",
      "  |  |        |     |\n",
      "  |  |        |     |-- /-926562\n",
      "  |  |        |     |\n",
      "  |  |        |     |         /-444179\n",
      "  |  |        |     |        |\n",
      "  |  |        |     |        |--706194\n",
      "  |  |        |     |-- /- /-|\n",
      "  |  |        |     |        |--641892\n",
      "  |  |        |     |        |\n",
      "  |  |        |     |         \\-595499\n",
      "  |  |        |     |\n",
      "  |  |        |     |      /- /-331104\n",
      "  |  |        |     |-- /-|\n",
      "  |  |        |     |      \\-600809\n",
      "  |  |        |     |\n",
      "  |  |        |      \\- /-755732\n",
      "  |  |        |\n",
      "  |  |        |         /- /-761193\n",
      "  |  |        |        |\n",
      "  |  |        |        |-- /-929562\n",
      "  |  |        |        |\n",
      "  |  |        |        |-- /-649349\n",
      "  |  |        |      /-|\n",
      "  |  |        |     |  |-- /-269798\n",
      "  |  |        |     |  |\n",
      "  |  |        |     |  |-- /-471854\n",
      "  |  |        |     |  |\n",
      "  |  |        |     |   \\-504472\n",
      "  |  |        |     |\n",
      "  |  |        |     |   /- /-880070\n",
      "  |  |        |-- /-|  |\n",
      "  |  |        |     |--|-- /-866536\n",
      "  |  |        |     |  |\n",
      "  |  |        |     |   \\-926556\n",
      "  |  |        |     |\n",
      "  |  |        |     |-- /-452471\n",
      "  |  |        |     |\n",
      "  |  |        |     |-- /-880071\n",
      "  |  |        |     |\n",
      "  |  |        |      \\-643867\n",
      "  |  |        |\n",
      "  |  |        |            /- /-246198\n",
      "  |  |        |           |\n",
      "  |  |        |           |-- /-767031\n",
      "  |  |        |      /- /-|\n",
      "  |  |        |     |     |-- /-553174\n",
      "  |  |        |     |     |\n",
      "  |  |      /-|     |      \\-264731\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |         /-272559\n",
      "  |  |     |  |     |        |\n",
      "  |  |     |  |     |      /-|--862962\n",
      "  |  |     |  |     |     |  |\n",
      "  |  |     |  |     |     |   \\-295405\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |     |-- /-693979\n",
      "  |  |     |  |     |-- /-|\n",
      "  |  |     |  |     |     |-- /-667015\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |     |-- /-226186\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |-- /-|      \\-435590\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |         /-242619\n",
      "  |  |     |  |     |      /-|\n",
      "  |  |     |  |     |-- /-|   \\-431947\n",
      "  |  |     |  |     |     |\n",
      "  |  |     |  |     |      \\- /-879243\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |   /- /-435591\n",
      "  |  |     |  |     |--|\n",
      "  |  |     |  |     |   \\-203275\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |-- /-679935\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |-- /-709991\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |-- /-694427\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |      \\-511995\n",
      "  |  |     |  |\n",
      "  |  |     |  |         /- /-485918\n",
      "  |  |     |  |-- /- /-|\n",
      "  |  |     |  |         \\-700598\n",
      "  |  |     |  |\n",
      "  |  |     |  |         /- /-762903\n",
      "  |  |   /-|  |        |\n",
      "  |  |  |  |  |        |-- /-485917\n",
      "  |  |  |  |  |-- /- /-|\n",
      "  |  |  |  |  |        |-- /-929556\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |         \\-743722\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-518766\n",
      "  |  |  |  |  |-- /-|\n",
      "  |  |  |  |  |     |      /-309807\n",
      "  |  |  |  |  |      \\- /-|\n",
      "  |  |  |  |  |            \\-761659\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |      /- /-760192\n",
      "  |  |  |  |   \\- /-|\n",
      "  |  |  |  |         \\-984262\n",
      "  |  |  |  |\n",
      "  |  |  |  |                  /- /-290315\n",
      "  |  |  |  |                 |\n",
      "  |  |  |  |                 |   /-331678\n",
      "  |  |  |  |                 |--|\n",
      "  |  |  |  |               /-|   \\-290317\n",
      "  |  |  |  |              |  |\n",
      "  |  |--|  |              |  |-- /-340177\n",
      "  |  |  |  |            /-|  |\n",
      "  |  |  |  |           |  |   \\-290318\n",
      "  |  |  |  |           |  |\n",
      "  |  |  |  |           |  |   /- /-319225\n",
      "  |  |  |  |           |   \\-|\n",
      "  |  |  |  |           |      \\-324925\n",
      "  |  |  |  |-- /- /- /-|\n",
      "  |  |  |  |           |   /- /-517417\n",
      "  |  |  |  |           |--|\n",
      "  |  |  |  |           |   \\-194439\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |           |-- /-517418\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |            \\-290512\n",
      "  |  |  |  |\n",
      "  |  |  |  |         /- /-945713\n",
      "  |  |  |   \\- /- /-|\n",
      "  |  |  |            \\-1191523\n",
      "  |  |  |\n",
      "  |  |  |-- /-459349\n",
      "  |  |  |\n",
      "  |  |  |-- /-379066\n",
      "  |  |  |\n",
      "  |  |   \\- /-59374\n",
      "  |  |\n",
      "  |  |               /- /-530564\n",
      "  |  |              |\n",
      "  |  |              |-- /-521674\n",
      "  |  |            /-|\n",
      "  |  |           |  |-- /-243090\n",
      "  |  |           |  |\n",
      "  |  |      /- /-|   \\-756272\n",
      "  |  |     |     |\n",
      "  |  |     |     |   /- /-575540\n",
      "  |  |   /-|      \\-|\n",
      "  |  |  |  |         \\-886293\n",
      "  |  |  |  |\n",
      "  |  |  |   \\- /-1142394\n",
      "  |  |  |\n",
      "  |  |  |                  /-718219\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--672161\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--759363\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--272561\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--471472\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--471473\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--707185\n",
      "  |  |  |                 |\n",
      "  |  |  |                 |--707186\n",
      "  |  |  |                 |\n",
      "  |  |  |               /-|--887712\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--315277\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--634464\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--759364\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--580049\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--580047\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |  |--707183\n",
      "  |  |--|              |  |\n",
      "  |  |  |              |  |--707184\n",
      "  |  |  |              |  |\n",
      "  |  |  |              |   \\-707187\n",
      "  |  |  |      /- /- /-|\n",
      "  |  |  |     |        |   /-115713\n",
      "  |  |  |     |        |--|\n",
      "  |  |  |     |        |   \\-406984\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |   /-929557\n",
      "  |  |  |     |        |--|\n",
      "  |  |  |     |        |   \\-331636\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-218497\n",
      "  |  |  |     |        |\n",
      "  |  |  |-- /-|        |-- /-264202\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-227941\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |        |-- /-243161\n",
      "  |  |  |     |        |\n",
      "  |  |  |     |         \\- /-331635\n",
      "  |  |  |     |\n",
      "  |  |  |     |      /- /-264201\n",
      "  |  |  |     |   /-|\n",
      "  |  |  |     |  |   \\-765952\n",
      "  |  |  |      \\-|\n",
      "  |  |  |        |-- /-331113\n",
      "  |  |  |        |\n",
      "  |  |  |         \\-716544\n",
      "  |  |  |\n",
      "  |  |  |      /- /-452637\n",
      "  |  |  |   /-|\n",
      "  |  |  |  |   \\-583355\n",
      "  |  |   \\-|\n",
      "  |  |     |-- /-481448\n",
      "  |  |     |\n",
      "  |  |      \\-349741\n",
      "  |  |\n",
      "  |  |               /- /-1162668\n",
      "  |  |            /-|\n",
      "  |  |           |   \\-1048260\n",
      "  |  |-- /- /- /-|\n",
      "  |  |           |-- /-42253\n",
      "  |  |           |\n",
      "  |  |            \\-289376\n",
      "  |  |\n",
      "  |  |   /- /-445932\n",
      "  |  |--|\n",
      "  |  |   \\-471821\n",
      "  |  |\n",
      "  |  |            /- /-891968\n",
      "  |  |           |\n",
      "  |  |           |-- /-525903\n",
      "  |  |-- /- /- /-|\n",
      "  |  |           |-- /-572547\n",
      "  |  |           |\n",
      "  |  |            \\-580340\n",
      "  |  |\n",
      "  |  |            /- /-190304\n",
      "  |  |         /-|\n",
      "  |  |        |   \\-572544\n",
      "  |  |-- /- /-|\n",
      "  |  |        |   /- /-526218\n",
      "  |  |        |  |\n",
      "  |  |         \\-|-- /-523794\n",
      "  |  |           |\n",
      "  |  |            \\-519441\n",
      "  |  |\n",
      "  |  |               /- /-926566\n",
      "  |  |            /-|\n",
      "  |  |           |   \\-401053\n",
      "  |  |           |\n",
      "  |  |           |-- /-240015\n",
      "  |  |   /- /- /-|\n",
      "  |  |  |        |   /- /-682795\n",
      "  |  |  |        |--|\n",
      "  |  |  |        |   \\-1198114\n",
      "  |  |--|        |\n",
      "  |  |  |         \\- /-204669\n",
      "  |  |  |\n",
      "  |  |  |-- /-981222\n",
      "  |  |  |\n",
      "  |  |   \\-234267\n",
      "  |  |\n",
      "  |  |-- /-511051\n",
      "  |  |\n",
      "  |  |            /- /-590168\n",
      "  |  |           |\n",
      "  |  |           |-- /-243274\n",
      "  |  |           |\n",
      "  |  |         /-|-- /-309803\n",
      "  |  |        |  |\n",
      "  |  |        |  |-- /-390874\n",
      "  |  |      /-|  |\n",
      "  |  |     |  |   \\-126740\n",
      "  |  |     |  |\n",
      "  |  |     |   \\- /-416591\n",
      "  |  |   /-|\n",
      "  |  |  |  |      /- /-484019\n",
      "  |  |  |  |   /-|\n",
      "  |  |  |  |  |   \\-391009\n",
      "  |  |  |   \\-|\n",
      "  |  |  |     |   /- /-381764\n",
      "  |  |--|      \\-|\n",
      "  |  |  |         \\-771875\n",
      "  |  |  |\n",
      "  |  |  |      /- /-443254\n",
      "  |  |  |-- /-|\n",
      "  |  |  |      \\-403833\n",
      "  |  |  |\n",
      "  |  |   \\- /-521045\n",
      "  |  |\n",
      "  |  |         /- /-667014\n",
      "  |  |-- /- /-|\n",
      "  |  |         \\-795359\n",
      "  |  |\n",
      "  |  |         /- /-639282\n",
      "  |  |        |\n",
      "  |  |        |-- /-522772\n",
      "  |  |-- /- /-|\n",
      "  |  |        |-- /-768670\n",
      "  |  |        |\n",
      "  |  |         \\-717231\n",
      "  |  |\n",
      "  |  |         /- /-868864\n",
      "  |  |   /- /-|\n",
      "  |  |  |      \\-648996\n",
      "  |  |  |\n",
      "  |  |  |      /- /-608538\n",
      "  |  |--|     |\n",
      "  |  |  |     |-- /-224324\n",
      "  |  |  |   /-|\n",
      "  |  |  |  |  |-- /-380749\n",
      "  |  |  |  |  |\n",
      "  |  |   \\-|   \\-638303\n",
      "  |  |     |\n",
      "  |  |     |   /- /-123214\n",
      "  |  |      \\-|\n",
      "  |  |        |   /-436114\n",
      "  |  |         \\-|\n",
      "  |  |            \\- /-204536\n",
      "  |  |\n",
      "  |  |-- /-653733\n",
      "  |  |\n",
      "  |   \\-1619019\n",
      "  |\n",
      "  |                  /- /-604354\n",
      "  |                 |\n",
      "  |                 |-- /-69014\n",
      "  |                 |\n",
      "  |                 |-- /-523849\n",
      "  |                 |\n",
      "  |               /-|--1042877\n",
      "  |              |  |\n",
      "  |              |  |-- /-593117\n",
      "  |              |  |\n",
      "  |              |  |-- /-523850\n",
      "  |              |  |\n",
      "  |      /- /- /-|   \\- /-391623\n",
      "  |     |        |\n",
      "  |     |        |   /- /-186497\n",
      "  |     |        |  |\n",
      "  |     |        |  |-- /-272844\n",
      "  |     |        |  |\n",
      "  |     |         \\-|-- /-70601\n",
      "  |     |           |\n",
      "  |     |           |--342949\n",
      "  |     |           |\n",
      "  |     |            \\-529709\n",
      "  |     |\n",
      "  |     |            /- /-224325\n",
      "  |     |           |\n",
      "  |     |         /-|-- /-572546\n",
      "  |     |        |  |\n",
      "  |     |-- /- /-|   \\-693661\n",
      "  |     |        |\n",
      "  |     |         \\-589924\n",
      "  |     |\n",
      "  |     |               /- /-79929\n",
      "  |     |            /-|\n",
      "  |     |           |   \\-187420\n",
      "  |     |           |\n",
      "  |     |           |   /- /-634498\n",
      "  |     |           |--|\n",
      "  |     |         /-|   \\-420247\n",
      "  |     |        |  |\n",
      "  |     |        |  |   /-877455\n",
      "  |     |        |  |--|\n",
      "  |     |   /- /-|  |   \\-868131\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |   \\- /-339860\n",
      "  |     |  |     |\n",
      "  |     |  |      \\-523846\n",
      "  |     |  |\n",
      "  |     |  |               /-426368\n",
      "  |     |  |              |\n",
      "  |     |  |              |--402880\n",
      "  |     |  |              |\n",
      "  |     |  |            /-|--444158\n",
      "  |     |  |           |  |\n",
      "  |     |--|           |  |--1053692\n",
      "  |     |  |           |  |\n",
      "  |     |  |           |   \\-267377\n",
      "  |     |  |         /-|\n",
      "  |     |  |        |  |-- /-419665\n",
      "  |     |  |        |  |\n",
      "  |     |  |      /-|  |-- /-406327\n",
      "  |     |  |     |  |  |\n",
      "  |     |  |     |  |   \\-456320\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |   \\-647113\n",
      "  |     |  |     |\n",
      "  |     |   \\- /-|      /- /-243232\n",
      "  |     |        |     |\n",
      "  |     |        |     |-- /-573063\n",
      "  |     |        |     |\n",
      "  |     |        |   /-|--644281\n",
      "  |     |        |  |  |\n",
      "  |     |        |  |  |-- /-573064\n",
      "  |     |         \\-|  |\n",
      "  |     |           |   \\-579137\n",
      "  |     |           |\n",
      "  |     |            \\-880724\n",
      "  |     |\n",
      "  |     |               /- /-29540\n",
      "  |     |            /-|\n",
      "  |     |           |   \\-547559\n",
      "  |     |           |\n",
      "  |     |           |-- /-797302\n",
      "  |     |           |\n",
      "  |     |           |   /- /-797303\n",
      "  |     |      /- /-|--|\n",
      "  |     |     |     |   \\-406552\n",
      "  |     |     |     |\n",
      "  |     |     |     |-- /-543526\n",
      "  |     |     |     |\n",
      "  |     |     |     |-- /-797210\n",
      "  |     |     |     |\n",
      "  |     |     |      \\-797304\n",
      "  |     |     |\n",
      "  |     |     |            /-478009\n",
      "  |     |     |      /- /-|\n",
      "  |     |     |   /-|      \\-64091\n",
      "  |     |     |  |  |\n",
      "  |     |     |  |   \\- /-795797\n",
      "  |     |     |  |\n",
      "  |     |     |--|      /- /-634497\n",
      "  |     |     |  |   /-|\n",
      "  |   /-|   /-|  |  |   \\-272569\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-519442\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |     |   /- /-268739\n",
      "  |  |  |  |  |     |--|\n",
      "  |  |  |  |  |     |   \\-348780\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\- /-485914\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-523841\n",
      "  |  |  |  |  |      /-|\n",
      "  |  |  |  |  |     |   \\-309800\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |   /-|-- /-469382\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |      /-362976\n",
      "  |  |  |  |   \\-|   \\- /-|\n",
      "  |  |  |  |     |         \\-768065\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-416348\n",
      "  |  |  |  |\n",
      "  |  |  |  |            /- /-188937\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |         /-|-- /-269797\n",
      "  |  |  |  |        |  |\n",
      "  |  |  |  |        |   \\-192952\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |        |-- /-547558\n",
      "  |  |  |  |        |\n",
      "  |  |  |  |      /-|-- /-644295\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |  |     |  |-- /-259564\n",
      "  |  |  |  |     |  |\n",
      "  |  |  |--|     |  |-- /-867904\n",
      "  |  |  |  |   /-|  |\n",
      "  |  |  |  |  |  |   \\- /-679901\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-1110509\n",
      "  |  |  |  |  |  |     |\n",
      "  |  |  |  |  |   \\- /-|-- /-990316\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |  |         \\-349307\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-410358\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-1201294\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |--|  |--|   \\-368407\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-679926\n",
      "  |  |  |  |  |--|\n",
      "  |  |  |  |  |  |      /- /-456442\n",
      "  |  |  |  |  |  |   /-|\n",
      "  |  |  |  |  |  |--|   \\-593750\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-521011\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-323259\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |         /- /-1041930\n",
      "  |  |  |  |  |        |\n",
      "  |  |  |  |   \\- /- /-|-- /-351160\n",
      "  |  |  |  |           |\n",
      "  |  |  |  |            \\-304371\n",
      "  |  |  |  |\n",
      "  |  |  |  |      /- /-889948\n",
      "  |  |  |  |     |\n",
      "  |  |  |   \\- /-|-- /-1072681\n",
      "  |  |  |        |\n",
      "  |  |  |         \\-889962\n",
      "  |  |  |\n",
      "  |  |  |            /- /-1236689\n",
      "  |  |  |      /- /-|\n",
      "  |  |  |     |      \\-1295009\n",
      "  |  |  |     |\n",
      "  |  |  |   /-|   /- /-263820\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |      /- /-273075\n",
      "  |  |  |  |   \\-|-- /-|\n",
      "  |  |  |--|     |      \\-273116\n",
      "  |  |  |  |     |\n",
      "  |  |  |  |      \\-1054217\n",
      "  |  |  |  |\n",
      "  |  |  |  |   /-673860\n",
      "  |  |  |   \\-|\n",
      "  |  |  |      \\- /-439481\n",
      "  |  |  |\n",
      "  |  |  |-- /-190192\n",
      "  |  |  |\n",
      "  |  |   \\-33867\n",
      "  |  |\n",
      "  |  |                     /-426118\n",
      "  |  |                    |\n",
      "  |  |                    |--427317\n",
      "  |  |                    |\n",
      "  |  |                    |--427318\n",
      "  |  |                    |\n",
      "  |--|                    |--419942\n",
      "  |  |                    |\n",
      "  |  |                  /-|--429572\n",
      "  |  |                 |  |\n",
      "  |  |                 |  |--930945\n",
      "  |  |                 |  |\n",
      "  |  |                 |  |--439386\n",
      "  |  |                 |  |\n",
      "  |  |               /-|  |--930943\n",
      "  |  |              |  |  |\n",
      "  |  |              |  |   \\-425944\n",
      "  |  |              |  |\n",
      "  |  |              |  |-- /-330779\n",
      "  |  |              |  |\n",
      "  |  |              |  |   /-273057\n",
      "  |  |              |   \\-|\n",
      "  |  |         /- /-|      \\-555311\n",
      "  |  |        |     |\n",
      "  |  |        |     |   /- /-1006006\n",
      "  |  |        |     |--|\n",
      "  |  |        |     |   \\-399549\n",
      "  |  |        |     |\n",
      "  |  |        |     |-- /-933801\n",
      "  |  |        |     |\n",
      "  |  |        |      \\-273063\n",
      "  |  |        |\n",
      "  |  |        |         /- /-768679\n",
      "  |  |        |      /-|\n",
      "  |  |        |     |   \\-999630\n",
      "  |  |        |     |\n",
      "  |  |        |     |   /- /-572478\n",
      "  |  |        |     |--|\n",
      "  |  |        |     |   \\-985053\n",
      "  |  |        |     |\n",
      "  |  |        |     |   /- /-410359\n",
      "  |  |        |     |  |\n",
      "  |  |        |   /-|  |-- /-444157\n",
      "  |  |        |  |  |  |\n",
      "  |  |        |  |  |  |-- /-384616\n",
      "  |  |        |  |  |--|\n",
      "  |  |        |  |  |  |-- /-340102\n",
      "  |  |        |  |  |  |\n",
      "  |  |        |--|  |  |-- /-178306\n",
      "  |  |        |  |  |  |\n",
      "  |  |        |  |  |   \\-698757\n",
      "  |  |        |  |  |\n",
      "  |  |      /-|  |   \\- /-397948\n",
      "  |  |     |  |  |\n",
      "  |  |     |  |   \\- /-368408\n",
      "  |  |     |  |\n",
      "  |  |     |  |-- /-1163730\n",
      "  |  |     |  |\n",
      "  |  |     |  |         /- /-591019\n",
      "  |  |     |  |      /-|\n",
      "  |  |     |  |     |   \\-399550\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |-- /-583356\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |     |-- /-272557\n",
      "  |  |     |  |     |\n",
      "  |  |     |  |   /-|   /- /-490899\n",
      "  |  |     |  |  |  |--|\n",
      "  |  |     |  |  |  |   \\-765177\n",
      "  |  |   /-|  |  |  |\n",
      "  |  |  |  |  |  |  |-- /-453591\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|  |-- /-1184251\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   \\-633148\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-2309\n",
      "  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-|-- /-415426\n",
      "  |  |  |  |  |     |\n",
      "  |  |  |  |  |      \\-694429\n",
      "  |  |--|  |  |\n",
      "  |  |  |  |  |   /- /-666510\n",
      "  |  |  |  |   \\-|\n",
      "  |  |  |  |      \\-1056495\n",
      "  |  |  |  |\n",
      "  |  |  |   \\-1052801\n",
      "  |  |  |\n",
      "  |  |  |   /- /-414004\n",
      "  |  |  |  |\n",
      "  |  |  |--|-- /-436308\n",
      "  |  |  |  |\n",
      "  |  |  |   \\-1237085\n",
      "  |  |  |\n",
      "  |  |   \\- /-374847\n",
      "  |  |\n",
      "  |  |      /-1579378\n",
      "  |  |     |\n",
      "  |  |     |--1579367\n",
      "  |  |-- /-|\n",
      "  |  |     |--1579370\n",
      "  |  |     |\n",
      "  |  |      \\-1579373\n",
      "  |  |\n",
      "  |   \\- /-228908\n",
      "  |\n",
      "  |                                          /-148305\n",
      "  |                                 /- /- /-|\n",
      "  |                                |         \\-242507\n",
      "  |                                |\n",
      "  |                                |   /- /-78579\n",
      "  |                              /-|--|\n",
      "  |                             |  |  |      /- /-367110\n",
      "  |                             |  |   \\- /-|\n",
      "  |                             |  |         \\-510952\n",
      "  |                             |  |\n",
      "  |                             |   \\- /-5116\n",
      "  |                             |\n",
      "  |                             |            /- /-5518\n",
      "  |                             |           |\n",
      "  |                             |           |      /- /-1229664\n",
      "  |                             |           |-- /-|\n",
      "  |                             |      /- /-|      \\-426428\n",
      "  |                             |     |     |\n",
      "  |                             |     |     |-- /-334819\n",
      "  |                             |     |     |\n",
      "  |                             |     |      \\-140110\n",
      "  |                           /-|     |\n",
      "  |                          |  |   /-|      /- /-452589\n",
      "  |                          |  |  |  |     |\n",
      "  |                          |  |  |  |-- /-|--51453\n",
      "  |                          |  |  |  |     |\n",
      "  |                          |  |  |  |      \\-413071\n",
      "  |                          |  |--|  |\n",
      "  |                          |  |  |   \\-5106\n",
      "  |                          |  |  |\n",
      "  |                          |  |  |         /-1173701\n",
      "  |                        /-|  |  |   /- /-|\n",
      "  |                       |  |  |  |  |      \\-31870\n",
      "  |                       |  |  |   \\-|\n",
      "  |                       |  |  |     |--27337\n",
      "  |                       |  |  |     |\n",
      "  |                       |  |  |      \\-498257\n",
      "  |                       |  |  |\n",
      "  |                       |  |   \\-1229662\n",
      "  |                       |  |\n",
      "  |                       |  |         /- /-332648\n",
      "  |                       |  |   /- /-|\n",
      "  |                       |   \\-|      \\-665079\n",
      "  |                       |     |\n",
      "  |                       |      \\- /-34373\n",
      "  |                       |\n",
      "  |                       |                  /-13684\n",
      "  |                       |               /-|\n",
      "  |                       |              |   \\-321614\n",
      "  |                       |      /- /- /-|\n",
      "  |                       |     |        |-- /-985895\n",
      "  |                       |     |        |\n",
      "  |                       |     |         \\-5503\n",
      "  |                       |-- /-|\n",
      "  |                       |     |         /- /-5499\n",
      "  |                       |     |        |\n",
      "  |                       |     |   /- /-|-- /-675120\n",
      "  |                     /-|     |  |     |\n",
      "  |                    |  |      \\-|      \\-1047171\n",
      "  |                    |  |        |\n",
      "  |                    |  |         \\-5580\n",
      "  |                    |  |\n",
      "  |                    |  |               /- /-341663\n",
      "  |                    |  |              |\n",
      "  |                    |  |              |--41413\n",
      "  |                    |  |              |\n",
      "  |                    |  |              |-- /-510516\n",
      "  |                    |  |              |\n",
      "  |                    |  |              |-- /-344612\n",
      "  |                    |  |              |\n",
      "  |                    |  |            /-|-- /-331117\n",
      "  |                    |  |           |  |\n",
      "  |                    |  |           |  |--5053\n",
      "  |                  /-|  |           |  |\n",
      "  |                 |  |  |           |  |-- /-332952\n",
      "  |                 |  |  |           |  |\n",
      "  |                 |  |  |           |  |--330879\n",
      "  |                 |  |  |         /-|  |\n",
      "  |                 |  |  |        |  |   \\-227321\n",
      "  |                 |  |  |        |  |\n",
      "  |                 |  |  |        |  |      /-5076\n",
      "  |                 |  |  |      /-|  |-- /-|\n",
      "  |                 |  |  |     |  |  |      \\-500485\n",
      "  |                 |  |  |     |  |  |\n",
      "  |                 |  |   \\- /-|  |   \\-162425\n",
      "  |                 |  |        |  |\n",
      "  |                 |  |        |   \\-441959\n",
      "  |                 |  |        |\n",
      "  |                 |  |         \\-502779\n",
      "  |                 |  |\n",
      "  |                 |   \\- /-656061\n",
      "  |                 |\n",
      "  |                 |            /- /-284590\n",
      "  |                 |           |\n",
      "  |                 |           |      /-764097\n",
      "  |                 |           |     |\n",
      "  |               /-|           |     |--764099\n",
      "  |              |  |           |-- /-|\n",
      "  |              |  |           |     |--764101\n",
      "  |              |  |           |     |\n",
      "  |              |  |           |      \\-559292\n",
      "  |              |  |           |\n",
      "  |              |  |         /-|-- /-559295\n",
      "  |              |  |        |  |\n",
      "  |              |  |        |  |-- /-284811\n",
      "  |              |  |        |  |\n",
      "  |              |  |        |  |-- /-436907\n",
      "  |              |  |        |  |\n",
      "  |              |  |        |  |-- /-1071383\n",
      "  |              |  |        |  |\n",
      "  |              |  |        |  |-- /-284593\n",
      "  |              |  |        |  |\n",
      "  |              |  |        |   \\-4956\n",
      "  |              |  |        |\n",
      "  |              |  |        |-- /-284591\n",
      "  |              |  |        |\n",
      "  |              |  |        |-- /-5007\n",
      "  |              |  |        |\n",
      "  |              |  |        |   /- /-284592\n",
      "  |            /-|  |        |  |\n",
      "  |           |  |   \\- /- /-|  |-- /-619300\n",
      "  |           |  |           |  |\n",
      "  |           |  |           |  |-- /-322104\n",
      "  |           |  |           |  |\n",
      "  |           |  |           |  |      /-294748\n",
      "  |           |  |           |--|   /-|\n",
      "  |           |  |           |  |--|   \\-237561\n",
      "  |           |  |           |  |  |\n",
      "  |           |  |           |  |   \\-379508\n",
      "  |           |  |           |  |\n",
      "  |           |  |           |  |-- /-294746\n",
      "  |           |  |           |  |\n",
      "  |           |  |           |   \\-2315449\n",
      "  |           |  |           |\n",
      "  |           |  |           |-- /-644223\n",
      "  |           |  |           |\n",
      "  |           |  |           |--5475\n",
      "  |           |  |           |\n",
      "  |           |  |            \\-45596\n",
      "  |           |  |\n",
      "  |           |  |               /- /-483514\n",
      "  |           |  |              |\n",
      "  |           |  |              |-- /-402676\n",
      "  |           |   \\- /- /- /- /-|\n",
      "  |           |                 |-- /-653667\n",
      "  |           |                 |\n",
      "  |           |                  \\-284812\n",
      "  |         /-|\n",
      "  |        |  |                  /-120017\n",
      "  |        |  |   /- /- /- /- /-|\n",
      "  |        |  |  |               \\-237631\n",
      "  |        |  |  |\n",
      "  |        |  |  |         /- /-694068\n",
      "  |        |  |  |        |\n",
      "  |        |  |  |        |      /- /-5306\n",
      "  |        |  |  |        |   /-|\n",
      "  |        |  |  |        |  |   \\-82310\n",
      "  |        |  |  |        |  |\n",
      "  |        |  |  |        |  |   /- /-732165\n",
      "  |        |  |  |        |  |--|\n",
      "  |        |  |  |        |--|   \\-717944\n",
      "  |        |  |  |        |  |\n",
      "  |        |  |  |        |  |-- /-561896\n",
      "  |        |  |  |        |  |\n",
      "  |        |  |  |        |  |-- /-742152\n",
      "  |        |  |  |      /-|  |\n",
      "  |        |  |  |     |  |   \\- /-743788\n",
      "  |        |  |  |     |  |\n",
      "  |        |  |  |     |  |   /- /-13563\n",
      "  |        |  |  |     |  |--|\n",
      "  |        |  |  |     |  |   \\-721885\n",
      "  |        |  |  |     |  |\n",
      "  |        |  |  |     |  |-- /-741275\n",
      "  |        |  |  |     |  |\n",
      "  |        |  |  |     |  |-- /-104355\n",
      "  |        |   \\-|   /-|  |\n",
      "  |        |     |  |  |  |-- /-717982\n",
      "  |        |     |  |  |  |\n",
      "  |        |     |  |  |   \\-1109443\n",
      "  |      /-|     |  |  |\n",
      "  |     |  |     |  |  |      /- /-5346\n",
      "  |     |  |     |  |  |     |\n",
      "  |     |  |     |  |  |     |-- /-192523\n",
      "  |     |  |     |--|  |   /-|\n",
      "  |     |  |     |  |  |  |  |-- /-5334\n",
      "  |     |  |     |  |   \\-|  |\n",
      "  |     |  |     |  |     |   \\-29883\n",
      "  |     |  |     |  |     |\n",
      "  |     |  |     |  |      \\-741705\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |  |            /- /-552467\n",
      "  |     |  |     |  |      /- /-|\n",
      "  |     |  |     |   \\- /-|      \\-214684\n",
      "  |     |  |     |        |\n",
      "  |     |  |     |         \\-5217\n",
      "  |     |  |     |\n",
      "  |     |  |     |            /-5297\n",
      "  |     |  |     |   /- /- /-|\n",
      "  |     |  |     |--|         \\-418459\n",
      "  |     |  |     |  |\n",
      "  |     |  |     |   \\- /-764103\n",
      "  |     |  |     |\n",
      "  |     |  |      \\-148960\n",
      "  |     |  |\n",
      "  |     |  |               /-109871\n",
      "  |     |  |         /- /-|\n",
      "  |     |  |   /- /-|      \\-684364\n",
      "  |     |  |  |     |\n",
      "  |     |  |  |      \\-109760\n",
      "  |     |  |  |\n",
      "  |     |  |  |            /- /-36080\n",
      "  |     |   \\-|         /-|\n",
      "  |     |     |-- /- /-|   \\-64495\n",
      "  |     |     |        |\n",
      "  |     |     |         \\-4837\n",
      "  |     |     |\n",
      "  |     |     |   /- /-284813\n",
      "  |     |      \\-|\n",
      "  |     |         \\-948595\n",
      "  |     |\n",
      "  |     |                                                                              /- /-60711\n",
      "  |     |                                                                             |\n",
      "  |     |                                                                     /- /- /-|-- /-9544\n",
      "  |     |                                                                    |        |\n",
      "  |     |                                                                    |         \\-9555\n",
      "  |     |                                                                    |\n",
      "  |     |                                                                    |            /-9598\n",
      "  |     |                                                                  /-|         /-|\n",
      "  |     |                                                                 |  |        |   \\-9597\n",
      "  |     |                                                                 |  |      /-|\n",
      "  |     |                                                                 |  |     |  |-- /-9595\n",
      "  |     |                                                                 |  |   /-|  |\n",
      "  |     |                                                               /-|  |  |  |   \\- /-9606\n",
      "  |     |                                                              |  |   \\-|  |\n",
      "  |     |                                                              |  |     |   \\-9601\n",
      "  |     |                                                              |  |     |\n",
      "  |     |                                                            /-|  |      \\-61853\n",
      "  |     |                                                           |  |  |\n",
      "  |     |                                                           |  |   \\-9483\n",
      "  |     |                                                         /-|  |\n",
      "  |     |                                                        |  |   \\-1868482\n",
      "  |     |                                                        |  |\n",
      "  |     |                                                        |  |   /- /-30608\n",
      "  |     |                                                        |   \\-|\n",
      "  |     |                                                        |      \\-30611\n",
      "  |     |                                                        |\n",
      "  |     |                                                        |         /- /-885580\n",
      "  |     |                                                        |        |\n",
      "  |     |                                                        |        |-- /-10141\n",
      "  |     |                                                        |      /-|\n",
      "  |     |                                                        |     |  |-- /-34839\n",
      "  |     |                                                        |     |  |\n",
      "  |     |                                                        |     |   \\-10160\n",
      "  |     |                                                        |     |\n",
      "  |     |                                                      /-|     |            /- /-10090\n",
      "  |     |                                                     |  |     |      /- /-|\n",
      "  |     |                                                     |  |   /-|   /-|      \\-10116\n",
      "  |     |                                                     |  |  |  |  |  |\n",
      "  |     |                                                     |  |  |  |--|   \\-1026970\n",
      "  |     |                                                     |  |  |  |  |\n",
      "  |     |                                                     |  |  |  |   \\- /-51337\n",
      "  |     |                                                     |  |--|  |\n",
      "  |     |                                                     |  |  |  |-- /-10020\n",
      "  |     |                                                     |  |  |  |\n",
      "  |     |                                                     |  |  |   \\-43179\n",
      "  |     |                                                     |  |  |\n",
      "  |     |                                                     |  |  |   /- /-9986\n",
      "  |     |                                                     |  |   \\-|\n",
      "  |     |                                                     |  |      \\-9978\n",
      "  |     |                                                     |  |\n",
      "  |     |                                                   /-|   \\-37347\n",
      "  |     |                                                  |  |\n",
      "  |     |                                                  |  |         /- /-9615\n",
      "  |     |                                                  |  |        |\n",
      "  |     |                                                  |  |      /-|-- /-9669\n",
      "  |     |                                                  |  |     |  |\n",
      "  |     |                                                  |  |   /-|   \\-9646\n",
      "  |     |                                                  |  |  |  |\n",
      "  |     |                                                  |  |  |   \\-9685\n",
      "  |     |                                                  |  |  |\n",
      "  |     |                                                  |  |  |   /- /-9365\n",
      "  |     |                                                  |  |  |--|\n",
      "  |     |                                                  |  |  |   \\-42254\n",
      "  |     |                                                  |  |  |\n",
      "  |     |                                                  |  |  |   /- /-9739\n",
      "  |     |                                                  |  |  |  |\n",
      "  |     |                                                  |  |  |  |-- /-9823\n",
      "  |     |                                                  |   \\-|  |\n",
      "  |     |                                                /-|     |--|         /- /-9913\n",
      "  |     |                                               |  |     |  |-- /- /-|\n",
      "  |     |                                               |  |     |  |         \\-9940\n",
      "  |     |                                               |  |     |  |\n",
      "  |     |                                               |  |     |   \\-30538\n",
      "  |     |                                               |  |     |\n",
      "  |     |                                               |  |     |   /- /-132908\n",
      "  |     |                                               |  |     |--|\n",
      "  |     |                                               |  |     |   \\-59463\n",
      "  |     |                                               |  |     |\n",
      "  |     |                                               |  |      \\-9796\n",
      "  |     |                                               |  |\n",
      "  |     |                                             /-|  |   /- /-9785\n",
      "  |     |                                            |  |  |  |\n",
      "  |     |                                            |  |  |--|-- /-9813\n",
      "  |     |                                            |  |  |  |\n",
      "  |     |                                            |  |  |   \\-9371\n",
      "  |     |                                            |  |  |\n",
      "  |     |                                            |  |  |   /- /-9361\n",
      "  |     |                                            |  |   \\-|\n",
      "  |     |                                          /-|  |      \\-9358\n",
      "  |     |                                         |  |  |\n",
      "  |     |                                         |  |  |   /- /-9305\n",
      "  |     |                                         |  |  |  |\n",
      "  |     |                                         |  |   \\-|-- /-13616\n",
      "  |     |                                         |  |     |\n",
      "  |     |                                         |  |      \\-9315\n",
      "  |     |                                         |  |\n",
      "  |     |                                         |   \\- /-9258\n",
      "  |     |                                       /-|\n",
      "  |     |                                      |  |                                 /- /-8839\n",
      "  |     |                                      |  |                              /-|\n",
      "  |     |                                      |  |                             |  |      /- /-9103\n",
      "  |     |                                      |  |                             |   \\- /-|\n",
      "  |     |                                      |  |         /- /- /- /- /- /- /-|         \\-9031\n",
      "  |     |                                      |  |        |                    |\n",
      "  |     |                                 /- /-|  |        |                    |   /- /-59894\n",
      "  |     |                                |     |  |      /-|                     \\-|\n",
      "  |     |                                |     |  |     |  |                        \\-59729\n",
      "  |     |                                |     |   \\- /-|  |\n",
      "  |     |                                |     |        |   \\-13735\n",
      "  |     |                              /-|     |        |\n",
      "  |     |                             |  |     |         \\-28377\n",
      "  |     |                             |  |     |\n",
      "  |     |                             |  |      \\-8364\n",
      "  |     |                             |  |\n",
      "  |     |                             |   \\- /-7897\n",
      "  |     |                             |\n",
      "  |     |                             |                                                      /- /-31033\n",
      "  |     |                             |                                          /- /- /- /-|\n",
      "  |     |                             |                                       /-|            \\-99883\n",
      "  |     |                             |                                      |  |\n",
      "  |     |                             |                                      |   \\- /-69293\n",
      "  |     |                     /- /- /-|                                      |\n",
      "  |     |                    |        |                                 /- /-|         /- /-105023\n",
      "  |     |                    |        |                                |     |      /-|\n",
      "  |     |                    |        |                                |     |     |  |         /- /-48698\n",
      "  |     |                    |        |                                |     |   /-|   \\- /- /-|\n",
      "  |     |                    |        |                                |     |  |  |            \\-8083\n",
      "  |     |                    |        |                  /- /- /- /- /-|      \\-|  |\n",
      "  |     |                    |        |                 |              |        |   \\- /-8090\n",
      "  |     |                    |        |                 |              |        |\n",
      "  |     |               /- /-|        |                 |              |         \\-8128\n",
      "  |     |              |     |        |         /- /- /-|              |\n",
      "  |     |              |     |        |        |        |               \\-8049\n",
      "  |     |              |     |        |        |        |\n",
      "  |     |              |     |         \\- /- /-|        |         /- /-7994\n",
      "  |     |              |     |                 |         \\- /- /-|\n",
      "  |     |              |     |                 |                  \\-7955\n",
      "  |     |              |     |                 |\n",
      "  |     |            /-|     |                  \\- /-7918\n",
      "  |     |           |  |     |\n",
      "  |   /-|           |  |      \\- /-7757\n",
      "  |  |  |           |  |\n",
      "  |  |  |           |  |                  /-51511\n",
      "  |  |  |         /-|  |-- /- /- /- /- /-|\n",
      "  |  |  |        |  |  |                  \\-7719\n",
      "  |  |  |        |  |  |\n",
      "  |  |  |        |  |   \\- /-7739\n",
      "  |  |  |        |  |\n",
      "  |  |  |        |   \\-7668\n",
      "  |  |  |        |\n",
      "  |  |  |        |                        /-73382\n",
      "  |  |  |        |         /- /- /- /- /-|\n",
      "  |  |  |        |      /-|               \\-283909\n",
      "  |  |  |        |     |  |\n",
      "  |  |  |        |     |   \\- /-6412\n",
      "  |  |  |        |     |\n",
      "  |  |  |        |     |   /- /-29159\n",
      "  |  |  |        |   /-|  |\n",
      "  |  |  |        |  |  |--|-- /-37653\n",
      "  |  |  |        |  |  |  |\n",
      "  |  |  |        |  |  |   \\-225164\n",
      "  |  |  |        |  |  |\n",
      "  |  |  |        |  |   \\- /-7574\n",
      "  |  |  |        |  |\n",
      "  |  |  |        |  |                                       /- /-77166\n",
      "  |  |  |        |  |                                 /- /-|\n",
      "  |  |  |        |  |                                |      \\-7070\n",
      "  |  |  |        |  |                                |\n",
      "  |  |  |        |  |                                |                  /- /-7159\n",
      "  |  |  |        |  |                                |               /-|\n",
      "  |  |  |        |  |                                |              |   \\-7176\n",
      "  |  |  |        |  |                                |   /- /- /- /-|\n",
      "  |  |  |        |  |                                |  |           |      /- /-7165\n",
      "  |  |  |        |  |                                |  |            \\- /-|\n",
      "  |  |  |        |  |                                |  |                  \\-43151\n",
      "  |  |  |        |  |                                |  |\n",
      "  |  |  |        |  |                                |  |            /- /-36166\n",
      "  |  |  |        |  |                                |  |           |\n",
      "  |  |  |        |  |                                |  |           |                              /- /-7217\n",
      "  |  |  |        |  |                                |  |           |                           /-|\n",
      "  |  |  |        |  |                                |  |           |                          |   \\-42026\n",
      "  |  |  |        |  |                                |  |           |                          |\n",
      "  |  |  |        |  |                                |--|           |                          |   /-7238\n",
      "  |  |  |        |  |                                |  |           |                          |  |\n",
      "  |  |  |        |  |                                |  |           |                          |  |--7220\n",
      "  |  |  |        |  |                                |  |           |                          |  |\n",
      "  |  |  |        |  |                                |  |           |                          |--|--7227\n",
      "  |  |  |        |  |                                |  |           |                          |  |\n",
      "  |  |  |        |  |                                |  |           |                          |  |--7240\n",
      "  |  |  |        |  |                                |  |           |                          |  |\n",
      "  |  |  |        |  |                                |  |           |                          |   \\-7245\n",
      "  |  |  |        |  |                                |  |           |                        /-|\n",
      "  |  |  |        |  |                                |  |           |                       |  |--1041015\n",
      "  |  |  |        |  |                                |  |           |                       |  |\n",
      "  |  |  |        |  |                                |   \\- /- /- /-|                       |  |--29029\n",
      "  |  |  |        |  |                                |              |                       |  |\n",
      "  |  |  |        |  |                                |              |                       |  |--125945\n",
      "  |  |  |        |  |                                |              |                       |  |\n",
      "  |  |  |        |  |                                |              |                       |  |--29030\n",
      "  |  |  |        |  |                                |              |                       |  |\n",
      "  |  |  |        |  |                                |              |                     /-|  |--30023\n",
      "  |  |  |        |  |                                |              |                    |  |  |\n",
      "  |  |  |        |  |                              /-|              |                    |  |  |--30025\n",
      "  |  |  |        |  |                             |  |              |                    |  |  |\n",
      "  |  |  |        |  |                             |  |              |                    |  |   \\-30033\n",
      "  |  |  |        |  |                             |  |              |                    |  |\n",
      "  |  |  |        |  |                             |  |              |                    |  |   /- /-46245\n",
      "  |  |  |        |  |                             |  |              |   /- /- /- /- /- /-|  |--|\n",
      "  |  |  |        |  |                             |  |              |  |                 |  |   \\-7234\n",
      "  |  |  |        |  |                             |  |              |  |                 |  |\n",
      "  |  |  |        |  |                             |  |              |  |                 |   \\-7260\n",
      "  |  |  |        |  |                             |  |              |  |                 |\n",
      "  |  |  |        |  |                             |  |               \\-|                 |-- /-7222\n",
      "  |  |  |        |  |                             |  |                 |                 |\n",
      "  |  |  |        |  |                             |  |                 |                 |   /-7244\n",
      "  |  |  |        |  |                             |  |                 |                  \\-|\n",
      "  |  |  |        |  |                             |  |                 |                     \\-7230\n",
      "  |  |  |        |--|                             |  |                 |\n",
      "  |  |  |        |  |                             |  |                  \\-7375\n",
      "  |  |  |        |  |                             |  |\n",
      "  |  |  |        |  |                             |  |                           /- /-34740\n",
      "  |  |  |        |  |                             |  |                          |\n",
      "  |  |  |      /-|  |                             |  |                     /- /-|-- /-13037\n",
      "  |  |  |     |  |  |                             |  |                    |     |\n",
      "  |  |  |     |  |  |                             |  |-- /- /- /- /- /- /-|      \\-113334\n",
      "  |  |  |     |  |  |                             |  |                    |\n",
      "  |  |  |     |  |  |                             |  |                     \\- /-7091\n",
      "  |  |  |     |  |  |                             |  |\n",
      "  |  |  |     |  |  |                             |  |               /- /-7460\n",
      "  |  |  |     |  |  |               /- /- /- /- /-|  |         /- /-|\n",
      "  |  |  |     |  |  |              |              |  |        |      \\-132113\n",
      "  |  |  |     |  |  |              |              |  |        |\n",
      "  |  |  |     |  |  |              |              |  |        |--34725\n",
      "  |  |  |     |  |  |              |              |  |        |\n",
      "  |  |  |     |  |  |              |              |  |      /-|   /- /-104421\n",
      "  |  |  |     |  |  |              |              |  |     |  |  |\n",
      "  |  |  |     |  |  |              |              |  |     |  |  |-- /-83485\n",
      "  |  |  |     |  |  |              |              |  |     |  |  |\n",
      "  |  |  |     |  |  |              |              |  |     |  |  |   /- /-12957\n",
      "  |  |  |     |  |  |              |              |  |     |   \\-|--|\n",
      "  |  |  |     |  |  |              |              |   \\- /-|     |   \\-13686\n",
      "  |  |  |     |  |  |              |              |        |     |\n",
      "  |  |  |     |  |  |              |              |        |     |-- /-2015173\n",
      "  |  |  |     |  |  |              |              |        |     |\n",
      "  |  |  |     |  |  |              |              |        |      \\-610380\n",
      "  |  |  |     |  |  |            /-|              |        |\n",
      "  |  |  |     |  |  |           |  |              |         \\-7425\n",
      "  |  |  |     |  |  |           |  |              |\n",
      "  |  |  |     |  |  |           |  |              |         /- /-7029\n",
      "  |  |  |     |  |  |           |  |              |      /-|\n",
      "  |  |  |     |  |  |           |  |              |   /-|   \\-121845\n",
      "  |  |  |     |  |  |           |  |              |  |  |\n",
      "  |  |  |     |  |  |           |  |              |--|   \\- /-13249\n",
      "  |  |  |     |  |  |           |  |              |  |\n",
      "  |  |  |     |  |  |         /-|  |              |   \\-121224\n",
      "  |  |  |     |  |  |        |  |  |              |\n",
      "  |  |  |     |  |  |        |  |  |              |   /-30008\n",
      "  |  |  |     |  |  |        |  |  |               \\-|\n",
      "  |  |  |     |  |  |        |  |  |                  \\-136037\n",
      "  |  |  |     |  |  |        |  |  |\n",
      "  |  |  |     |  |  |        |  |  |   /- /-6669\n",
      "  |  |  |     |  |  |      /-|  |   \\-|\n",
      "  |  |  |     |  |  |     |  |  |      \\-72036\n",
      "  |  |  |     |  |  |     |  |  |\n",
      "  |  |  |     |  |  |     |  |   \\- /-126957\n",
      "  |  |  |     |  |  |     |  |\n",
      "  |  |  |   /-|  |  |   /-|  |            /- /-52283\n",
      "  |  |  |  |  |  |  |  |  |  |         /-|\n",
      "  |  |  |  |  |  |  |  |  |   \\- /- /-|   \\-32264\n",
      "  |  |  |  |  |  |  |  |  |           |\n",
      "  |  |  |  |  |  |  |  |  |            \\-6945\n",
      "  |  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |   \\-232323\n",
      "  |  |  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |  |  |                     /- /-6279\n",
      "  |  |  |  |  |  |  |  |                    |\n",
      "  |  |  |  |  |  |  |  |               /- /-|-- /-7209\n",
      "  |  |  |  |  |  |  |  |              |     |\n",
      "  |  |  |  |  |  |   \\-|         /- /-|      \\-6282\n",
      "  |  |  |  |  |  |     |        |     |\n",
      "  |  |  |  |  |  |     |        |      \\-103827\n",
      "  |  |  |  |  |  |     |        |\n",
      "  |  |  |  |  |  |     |        |   /- /-34506\n",
      "  |  |  |  |  |  |     |   /- /-|--|\n",
      "  |  |  |  |  |  |     |  |     |   \\-6305\n",
      "  |  |  |  |  |  |     |  |     |\n",
      "  |  |  |  |  |  |     |  |     |   /- /-54126\n",
      "  |  |  |  |  |  |     |  |     |  |\n",
      "  |  |  |  |  |  |     |  |     |  |            /-135651\n",
      "  |  |  |  |  |  |     |  |      \\-|           |\n",
      "  |  |  |--|  |  |      \\-|        |           |--281687\n",
      "  |  |  |  |  |  |        |        |           |\n",
      "  |  |  |  |  |  |        |         \\- /- /- /-|--6239\n",
      "  |  |  |  |  |  |        |                    |\n",
      "  |  |  |  |  |  |        |                    |--6238\n",
      "  |  |  |  |  |  |        |                    |\n",
      "  |  |  |  |  |  |        |                     \\-31234\n",
      "  |  |  |  |  |  |        |\n",
      "  |  |  |  |  |  |         \\-6334\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |  |   /- /-79327\n",
      "  |  |  |  |  |   \\-|\n",
      "  |  |  |  |  |      \\-6183\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |  |   /- /-45351\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |--|-- /-6087\n",
      "  |  |  |  |  |  |\n",
      "  |  |  |  |  |   \\-669202\n",
      "  |  |  |  |  |\n",
      "  |  |  |  |   \\-27923\n",
      "  |  |  |  |\n",
      "  |  |  |  |-- /-10228\n",
      "  |  |  |  |\n",
      "  |  |  |   \\-400682\n",
      "  |  |  |\n",
      "  |  |  |      /- /-595528\n",
      "  |  |  |-- /-|\n",
      "  |  |  |      \\-470921\n",
      "  |  |  |\n",
      "  |  |  |         /- /-81824\n",
      "  |  |   \\- /- /-|\n",
      "  |  |            \\-946362\n",
      "  |  |\n",
      "  |  |                                                         /- /-4081\n",
      "  |  |                                                /- /- /-|\n",
      "  |  |                                    /- /- /- /-|         \\-4113\n",
      "  |  |                                   |           |\n",
      "  |  |                                   |            \\- /-49451\n",
      "  |  |                                   |\n",
      "  |  |                                   |                  /-29730\n",
      "  |  |                                   |            /- /-|\n",
      "  |  |                                   |           |      \\-3635\n",
      "  |  |                                   |      /- /-|\n",
      "  |  |                                   |     |     |-- /-210143\n",
      "  |  |                                   |     |     |\n",
      "  |  |                                   |     |      \\- /-3641\n",
      "  |  |                                   |     |\n",
      "  |  |                                   |   /-|            /- /-51351\n",
      "  |  |                                   |  |  |           |\n",
      "  |  |                                   |  |  |      /- /-|--3708\n",
      "  |  |                                   |  |  |     |     |\n",
      "  |  |                                   |  |  |     |      \\-109376\n",
      "  |  |                                   |  |  |     |\n",
      "  |  |                                   |  |   \\- /-|      /-59689\n",
      "  |  |                                   |  |        |-- /-|\n",
      "  |  |                                   |  |        |      \\-3702\n",
      "   \\-|                           /- /- /-|  |        |\n",
      "     |                          |        |  |         \\- /-50452\n",
      "     |                          |        |  |\n",
      "     |                          |        |  |                     /- /-34305\n",
      "     |                          |        |  |                  /-|\n",
      "     |                          |        |--|               /-|   \\-3880\n",
      "     |                          |        |  |              |  |\n",
      "     |                          |        |  |   /- /- /- /-|   \\- /-3847\n",
      "     |                          |        |  |  |           |\n",
      "     |                          |        |  |  |            \\- /-3871\n",
      "     |                          |        |  |  |\n",
      "     |                          |        |  |  |-- /-3659\n",
      "     |                          |        |  |--|\n",
      "     |                          |        |  |  |   /- /-3983\n",
      "     |                          |        |  |  |--|\n",
      "     |                          |        |  |  |   \\-3694\n",
      "     |                          |        |  |  |\n",
      "     |                          |        |  |   \\-3760\n",
      "     |                          |        |  |\n",
      "     |                          |        |   \\-29760\n",
      "     |                          |        |\n",
      "     |                          |         \\- /-63459\n",
      "     |                          |\n",
      "     |                          |                           /- /-112509\n",
      "     |                          |                     /- /-|\n",
      "     |                        /-|                    |     |   /- /-37682\n",
      "     |                       |  |                    |      \\-|\n",
      "     |                       |  |                  /-|        |   /-4565\n",
      "     |                       |  |                 |  |         \\-|\n",
      "     |                       |  |                 |  |            \\-4572\n",
      "     |                       |  |                 |  |\n",
      "     |                       |  |                 |   \\- /-15368\n",
      "     |                       |  |                 |\n",
      "     |                       |  |               /-|            /-4528\n",
      "     |                       |  |              |  |           |\n",
      "     |                       |  |              |  |           |--4529\n",
      "     |                       |  |              |  |           |\n",
      "     |                       |  |              |  |           |   /-4536\n",
      "     |                       |  |              |  |           |  |\n",
      "     |                       |  |              |  |           |--|--39946\n",
      "     |                       |  |              |   \\- /- /- /-|  |\n",
      "     |                       |  |              |              |   \\-39947\n",
      "     |                       |  |              |              |\n",
      "     |               /- /- /-|  |         /- /-|              |--4533\n",
      "     |              |        |  |        |     |              |\n",
      "     |              |        |  |        |     |              |--4537\n",
      "     |              |        |  |        |     |              |\n",
      "     |              |        |  |        |     |               \\-4538\n",
      "     |              |        |  |        |     |\n",
      "     |              |        |  |        |     |            /- /-4558\n",
      "     |              |        |   \\- /- /-|     |      /- /-|\n",
      "     |              |        |           |     |   /-|      \\-4577\n",
      "     |              |        |           |     |  |  |\n",
      "     |            /-|        |           |      \\-|   \\-4555\n",
      "     |           |  |        |           |        |\n",
      "     |           |  |        |           |         \\- /-110835\n",
      "     |           |  |        |           |\n",
      "     |           |  |        |           |      /-4641\n",
      "     |           |  |        |            \\- /-|\n",
      "     |           |  |        |                  \\-214687\n",
      "     |      /- /-|  |        |\n",
      "     |     |     |  |         \\-13333\n",
      "     |     |     |  |\n",
      "     |     |     |   \\-88036\n",
      "     |   /-|     |\n",
      "     |  |  |     |-- /-3197\n",
      "     |  |  |     |\n",
      "     |  |  |      \\- /-3218\n",
      "     |  |  |\n",
      "     |  |   \\- /-3175\n",
      "     |  |\n",
      "     |--|                  /-296587\n",
      "     |  |            /- /-|\n",
      "     |  |           |      \\-564608\n",
      "     |  |   /- /- /-|\n",
      "     |  |  |        |      /-70448\n",
      "     |  |  |         \\- /-|\n",
      "     |  |  |               \\- /-436017\n",
      "     |   \\-|\n",
      "     |     |-- /-554065\n",
      "     |     |\n",
      "     |     |      /- /-3055\n",
      "     |      \\- /-|\n",
      "     |            \\-3067\n",
      "     |\n",
      "     |                     /-5671\n",
      "     |                  /-|\n",
      "     |                 |   \\- /-981087\n",
      "     |               /-|\n",
      "     |              |  |-- /-347515\n",
      "     |            /-|  |\n",
      "     |           |  |   \\- /-929439\n",
      "     |         /-|  |\n",
      "     |        |  |   \\-5660\n",
      "     |      /-|  |\n",
      "     |     |  |   \\-5684\n",
      "     |-- /-|  |\n",
      "     |     |   \\-185431\n",
      "     |     |\n",
      "     |      \\- /-75058\n",
      "     |\n",
      "     |                     /-5857\n",
      "     |                    |\n",
      "     |                  /-|--5858\n",
      "     |                 |  |\n",
      "     |                 |   \\-126793\n",
      "     |                 |\n",
      "     |                 |      /-36329\n",
      "     |         /- /- /-|     |\n",
      "     |        |        |-- /-|--57267\n",
      "     |        |        |     |\n",
      "     |        |        |      \\-57270\n",
      "     |        |        |\n",
      "     |      /-|         \\-73239\n",
      "     |     |  |\n",
      "     |     |  |         /-5866\n",
      "     |     |  |        |\n",
      "     |     |  |   /- /-|--5865\n",
      "     |     |  |  |     |\n",
      "     |     |   \\-|      \\-1133968\n",
      "     |     |     |\n",
      "     |     |      \\-5874\n",
      "     |     |\n",
      "     |   /-|               /- /-99158\n",
      "     |  |  |            /-|\n",
      "     |  |  |           |   \\-5811\n",
      "     |  |  |           |\n",
      "     |  |  |           |      /- /-441375\n",
      "     |  |  |           |   /-|\n",
      "     |  |  |   /- /- /-|--|   \\-353152\n",
      "     |  |  |  |        |  |\n",
      "     |  |  |  |        |   \\-5807\n",
      "     |  |  |  |        |\n",
      "     |  |  |  |        |      /-5801\n",
      "     |  |   \\-|        |     |\n",
      "     |  |     |         \\- /-|--5802\n",
      "     |--|     |              |\n",
      "     |  |     |               \\-5804\n",
      "     |  |     |\n",
      "     |  |      \\-110365\n",
      "     |  |\n",
      "     |  |-- /-1169540\n",
      "     |  |\n",
      "     |  |            /- /-5932\n",
      "     |  |         /-|\n",
      "     |  |-- /- /-|   \\-312017\n",
      "     |  |        |\n",
      "     |  |         \\-5888\n",
      "     |  |\n",
      "     |   \\-423536\n",
      "     |\n",
      "     |         /- /-670386\n",
      "     |   /- /-|\n",
      "     |  |     |         /-44689\n",
      "     |  |      \\- /- /-|\n",
      "     |--|               \\-5786\n",
      "     |  |\n",
      "     |  |         /- /-370354\n",
      "     |  |        |\n",
      "     |   \\- /- /-|--5759\n",
      "     |           |\n",
      "     |            \\-1076696\n",
      "     |\n",
      "     |               /-164328\n",
      "     |              |\n",
      "     |              |-- /-403677\n",
      "     |            /-|\n",
      "     |           |  |--4790\n",
      "     |      /- /-|  |\n",
      "     |     |     |   \\-4792\n",
      "     |   /-|     |\n",
      "     |  |  |      \\-559515\n",
      "     |  |  |\n",
      "     |  |   \\-695850\n",
      "     |  |\n",
      "     |  |   /- /-556484\n",
      "     |  |--|\n",
      "     |--|   \\-296543\n",
      "     |  |\n",
      "     |  |-- /-2880\n",
      "     |  |\n",
      "     |  |-- /-12968\n",
      "     |  |\n",
      "     |  |-- /-1093141\n",
      "     |  |\n",
      "     |   \\-44056\n",
      "     |\n",
      "     |   /- /-753081\n",
      "     |--|\n",
      "     |   \\-46433\n",
      "     |\n",
      "     |-- /-280463\n",
      "     |\n",
      "     |                  /-598745\n",
      "     |-- /- /- /- /- /-|\n",
      "     |                  \\-184922\n",
      "     |\n",
      "     |-- /-412133\n",
      "     |\n",
      "     |            /- /-45157\n",
      "     |   /- /- /-|\n",
      "     |--|         \\-130081\n",
      "     |  |\n",
      "     |   \\-2769\n",
      "     |\n",
      "     |-- /-905079\n",
      "     |\n",
      "      \\- /-744533\n"
     ]
    }
   ],
   "source": [
    "import dill as pickle\n",
    "import ete3 \n",
    "\n",
    "#mastertree = ete3.Tree( open( 'mastertree.nwk','r').read())\n",
    "mastertree = pickle.loads( open('mastertree.pkl2','rb' ).read())\n",
    "print(mastertree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.hist(weights, bins = 40)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'dupl', 'presence']\n"
     ]
    }
   ],
   "source": [
    "events =['presence', 'loss', 'dupl']\n",
    "weight_type={'intersection':weights}\n",
    "frac = int(weights.shape[0]/3)\n",
    "total ={}\n",
    "\n",
    "for i,event in enumerate(events):\n",
    "    total[event]={}\n",
    "    for weights in weight_type:\n",
    "        total[event][weights]=weight_type[weights][i*frac:(i+1)*frac]\n",
    "        plt.hist(total[event][weights],bins=40)\n",
    "        plt.title( event +':' +weights)\n",
    "        plt.show()\n",
    "print(total.keys())\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "taxaindex= pickle.loads( open('../../profiling/taxaIndex.pkl2' , 'rb').read())\n",
    "#taxaindex = { i:n.name for i,n in enumerate(mastertree.traverse())}\n",
    "#reverse_taxa = dict( zip(taxaindex.values(), taxaindex.keys()))\n",
    "\n",
    "#for n in mastertree.traverse():\n",
    "#    for etype in total:\n",
    "#        for vec in total[etype]:\n",
    "#            key = vec+etype \n",
    "#            n.add_features(key=total[etype][vec][ reverse_taxa[n.name]] )\n",
    "\n",
    "for n in mastertree.traverse():\n",
    "    n.add_features(degree=0 )\n",
    "    n.add_features(descendants=0 )\n",
    "    \n",
    "for n in mastertree.traverse():\n",
    "    descendants = 0\n",
    "    \n",
    "    for k in n.traverse():\n",
    "        k.degree+=1\n",
    "        descendants+=1\n",
    "    n.descendants = descendants\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named PyQt5",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-133-83a805e3d6d4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mPyQt5\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mete3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mTree\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTreeStyle\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTreeStyle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: No module named PyQt5"
     ]
    }
   ],
   "source": [
    "import PyQt5\n",
    "\n",
    "from ete3 import Tree, TreeStyle\n",
    "\n",
    "ts = TreeStyle()\n",
    "ts.show_leaf_name = True\n",
    "ts.mode = \"c\"\n",
    "ts.arc_start = -180 # 0 degrees = 3 o'clock\n",
    "ts.arc_span = 180\n",
    "\n",
    "masetertree.show(tree_style=ts)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4373    1 3085 ...    1    1    1]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmUpflZ2Pfv8653q72ru6c3zSqhQRok04yIYjBGRpaSwJgEggQJItE5Ctg6To7j2NhJMBE2Bzg5EPsgiGXAbAdLwIl8BhASCFmANNJIPRrNaHoWTXdP70vtddd3/+WP9y7vW12lvjV9Z7q65/mcU33rPvdXt97qe+/7vL9djDEopZRSA9atPgCllFJ7iyYGpZRSJZoYlFJKlWhiUEopVaKJQSmlVIkmBqWUUiWaGJRSSpVoYlBKKVWiiUEppVSJM4knEZF3Af8asIFfM8b83JbHvxP4f4CHgPcYY/6wH38L8KvANJAC/8oY87Eb/b59+/aZu+++exKHrpRSrxlPPPHEijFm8UblbjoxiIgNfBj4HuAi8GURedQY82yh2Hngx4B/vOXHu8CPGmNeFJFDwBMi8iljzMY3+p133303J06cuNlDV0qp1xQROTdOuUnUGB4GThljzvR/8UeBR4BhYjDGnO0/lhV/0Bjz9cL3l0VkCVgEvmFiUEop9cqZRB/DYeBC4f7FfmxXRORhwANOT+CYlFJKvUx7ovNZRO4Cfgf4H4wx2Q5lPiAiJ0TkxPLy8qt7gEop9RoyicRwCThauH+kHxuLiEwDfwL878aYL+5UzhjzEWPMcWPM8cXFG/adKKWUepkmkRi+DDwgIveIiAe8B3h0nB/sl/848NuDkUpKKaVurZtODMaYBPgg8CngOeD3jTEnReRDIvJ9ACLybSJyEfhB4N+KyMn+j/+3wHcCPyYiX+1/veVmj0kppdTLJ7fjDm7Hjx83OlxVKaV2R0SeMMYcv1G5PdH5rJRSau/QxKCUUqpEE4NSSqkSTQxKKaVKNDEopZQq0cSglFKqRBODUkqpEk0MSimlSjQxKKWUKtHEoJRSqkQTg1JKqRJNDEoppUo0MSillCrRxKCUUqpEE4NSSqkSTQxKKaVKNDEopZQq0cSglFKqRBODUkqpEudWH4BSL0cQp6y2Q8Ikw3csFho+Fde+1Yel1B1BawzqthPEKZfWu2QGap5NZuDSepcgTm/1oSl1R9DEoG47q+0Qz7HxHAsRwXMsPMdmtR3e6kNT6o4wkcQgIu8SkRdE5JSI/OQ2j3+niHxFRBIR+YEtj71PRF7sf71vEsej7mxhkuHaUoq5thAm2S06IqXuLDedGETEBj4MvBt4EHiviDy4pdh54MeA39vys/PAvwDeBjwM/AsRmbvZY1J3Nt+xiFNTisWpwXe0AqzUJEzik/QwcMoYc8YYEwEfBR4pFjDGnDXGPA1svaT7u8CfG2PWjDHrwJ8D75rAMak72ELDJ0pSoiTDGEOUZERJykLDv9WHptQdYRKJ4TBwoXD/Yj820Z8VkQ+IyAkRObG8vPyyDlTdGSquzeG5GpZAN0qxBA7P1XRUklITctsMVzXGfAT4CMDx48fNDYqrO9wgOSilJm8SNYZLwNHC/SP92Cv9s0oppV4Bk0gMXwYeEJF7RMQD3gM8OubPfgp4p4jM9Tud39mPKaWUukVuOjEYYxLgg+Qn9OeA3zfGnBSRD4nI9wGIyLeJyEXgB4F/KyIn+z+7BvwMeXL5MvChfkwppdQtIsbcfs31x48fNydOnLjVh6GUUrcVEXnCGHP8RuV04LdSSqkSTQxKKaVKNDEopZQq0cSglFKqRBODUkqpEk0MSimlSjQxKKWUKtHEoJRSqkQTg1JKqRJNDEoppUo0MSillCrRxKCUUqpEE4NSSqkSTQxKKaVKNDEopZQq0cSglFKqRBODUkqpEk0MSimlSjQxKKWUKtHEoJRSqkQTg1JKqZKJJAYReZeIvCAip0TkJ7d53BeRj/Uff1xE7u7HXRH5LRH5mog8JyL/bBLHo5RS6uW76cQgIjbwYeDdwIPAe0XkwS3F3g+sG2PuB34J+Pl+/AcB3xjzZuBbgf9pkDSUUkrdGpOoMTwMnDLGnDHGRMBHgUe2lHkE+K3+938IvENEBDBAXUQcoApEQHMCx6SUUuplmkRiOAxcKNy/2I9tW8YYkwCbwAJ5kugAV4DzwP9tjFmbwDEppZR6mW515/PDQAocAu4B/lcRuXe7giLyARE5ISInlpeXX81jVEqp15RJJIZLwNHC/SP92LZl+s1GM8Aq8MPAJ40xsTFmCfg8cHy7X2KM+Ygx5rgx5vji4uIEDlsppdR2JpEYvgw8ICL3iIgHvAd4dEuZR4H39b//AeAzxhhD3nz03QAiUge+HXh+AseklFLqZbrpxNDvM/gg8CngOeD3jTEnReRDIvJ9/WK/DiyIyCngHwGDIa0fBhoicpI8wfx7Y8zTN3tMSimlXj7JL9xvL8ePHzcnTpy41YehlFK3FRF5whizbXN90a3ufFZKKbXHaGJQSilVoolBKaVUiSYGpZRSJZoYlFJKlWhiUEopVaKJQSmlVIkmBqWUUiWaGJRSSpVoYlBKKVWiiUEppVSJJgallFIlmhiUUkqVaGJQSilVoolBKaVUiSYGpZRSJZoYlFJKlWhiUEopVaKJQSmlVIkmBqWUUiWaGJRSSpVoYlBKKVUykcQgIu8SkRdE5JSI/OQ2j/si8rH+44+LyN2Fxx4SkS+IyEkR+ZqIVCZxTEoppV6em04MImIDHwbeDTwIvFdEHtxS7P3AujHmfuCXgJ/v/6wD/C7w48aYbwa+C4hv9piUUkq9fJOoMTwMnDLGnDHGRMBHgUe2lHkE+K3+938IvENEBHgn8LQx5ikAY8yqMSadwDEppZR6mSaRGA4DFwr3L/Zj25YxxiTAJrAAvB4wIvIpEfmKiPyTnX6JiHxARE6IyInl5eUJHLZSSqnt3OrOZwf4m8CP9G+/X0TesV1BY8xHjDHHjTHHFxcXX81jVEqp15RJJIZLwNHC/SP92LZl+v0KM8Aqee3ir4wxK8aYLvAJ4G9M4JiUUkq9TJNIDF8GHhCRe0TEA94DPLqlzKPA+/rf/wDwGWOMAT4FvFlEav2E8beAZydwTEoppV4m52afwBiTiMgHyU/yNvAbxpiTIvIh4IQx5lHg14HfEZFTwBp58sAYsy4iv0ieXAzwCWPMn9zsMSmllHr5JL9wv70cP37cnDhx4lYfhlJK3VZE5AljzPEblbvVnc9KKaX2GE0MSimlSjQxKKWUKtHEoJRSqkQTg1JKqRJNDEoppUo0MSillCq56Qlu6uUJ4pTVdkiYZPiOxULDp+Lauy5zdbPHVy+ss9GNma25vOXoHAdnqqUyL1zZ5NPPX2WlFbFvyuPvfNNB3nDXzK5/19mVNo+dXma1HbHQ8Hj7fYvcva+xq+dQSu19mhheATc6QQZxyqX1Lp5jU/Ns4tRwab3L4bnasFwQp3z1/Dqnllp0woS673D//inecmxuWObqZo8/evISnSRBjOFqU7iw0uV733p4mBxeuLLJr372RTY6EZkxvLQkvHi1xU981wPD5BDEKV86s8rTF9dpBgnTFYeHjszx8L0Lw991dqXNr37mRc6udYiTFNexeercBj/x3Q9w974GQZxyerlNN0zIjMESYaMXc99iQ5ODUrcZTQwTNs5Jf7UdYgysdUbJo+45rLZDDs/VAHj+yiaPnV7Csx1sCza6MY+dXqLiWrzl2DwAj724zNm1DkGSEUYJvudQcSwee3GZ//r4MQD+4MR5vn61SZgYkszgWMJSK+APTpzn//jeNwPw1IU1/uNXLrIexGRJiuXYnFnq4LvC2+7NV7L9gy+d5YtnV+gGCXGa4doWV5s99n3J5X/7L97E5Y0ep5faXFjv0IsSqp7D0bk6Vdfm3sXG1v8mpdQepn0ME1Y86Z9f67LWye+vtsNhmWYvZqUdkhmoujaZgZV2SLM32rzuxLk14sQQphmdMCVMM+LEcOLc2rDMkxfWObfc4dJql6vNgEurXc4td3jywvqwzOOnV7m20WO9E7LRjVjvhFzb6PH46dVhmU8+dZmzqy26YUyQpHTDmLOrLT751OVhmT9/bpnVzYg0M1iWkGaG1c2IP38u3xvjuSubPHV+jc1uQpbCZjfhqfNrPHdl8xX5f1ZKvXK0xjBhzV7MZi/Gd22qrk2SGVbaITNVl8NzeZlunGCJ4Np5XnZtIU4yunEyfJ6lzYBuGBNlECfgOuBZkGajta0urHa52gqwLUjTDNu2SDNwbBk9T7NHJ4JG1cIRyAy0eylLzd6wzDNXmjSDiCgVkiTDcSw82/DMleawzLWNLnEGVmbIDFgCcZbHAV64vEk7SDCSEKcG1xbE5PH/8qHRvk3aD6HU3qeJYcLGOenXPJfNbkicZDi2kKSGzGRMef6wjDFwfi2gXnWxMASp0OnFvOGgOyzTixOWNnrEGcOTtWvBQn1UJsMQG1jrpmTkVUTpxwdavYgr6xG2DakBWyBNwZFChVIgMpBF+TK4AiRApZ+DNnoJFzc6JKmQmgxbLBzb4O+yb0UpdetpYpiwcU760xUHxxI6YUIvTvFsi4VGhZo3OjnWPZvUZLR70TCWGUO9UGazF9FNGJ3iTX4Vv1n4GdezSLujbbSzQnygl6T0UnD6xWLyk34vGf1co2KzGaWMGrtGccgT4nIzIsOQpQbLFiyEu2ZHCXG133y22g6J0gzPtqj75b4VpdStp4lhwsY56S80fIL1LgsNP69RpIYoSVlojJKHZVvcNVOhHaYkaYZjWzR8G8sendBXOwEGcGR0pZ+YPD6QxqOTe1ExHicJGRBtKRMnhVqO7wLXP1ceh26YECQZri04Vn48QZrRDUfP0QwSNrshvuPkzWypYbUdkNT86zYJV0rdOpoYJmyck37FtTk8V2O1HdKNUnzHuq45pe45TFUcEJswTvBdhylfqHujlyzpX/6L5ElBAMwoDhDvsN1GMd4Jti9UjHfDGKFQOyH/fd0wr0P0woRp3ybODHEGriVUHYteITF0oxhLLFyn38zmCHFq0Y221kOUUreSJoYJq7g2tiX89YvXShPBtrahD5LDTubrHiev5DWOWtUlygybQcpDdW9YxrMsbDIsYdh/YPfjA6Z/kW8x6hvICnGAzR3Oy8V4kKRsTR+mHwfwPAfHipluuNgGUoFuN8YrJLKa67CZxMRphmMJSWbIjGHKdVFK7R2aGCbs6maPz59aZrricXC6SidM+fypZSqufd2M5G/EtoWDUx5XNyM2kpSaY3NwxsMujDg6OtdgM2iSZnlntRGw7Dw+4Ns2kGLD8Io/G8bHt0OL1DB+bL5CJ0xwLMEYgy2CVXM5Nl8Zlp2uuri2RSfKm9l8x2Jfw6fqacezUnuJJoYJ++qFdaYrHtPV/Cp4umoN4+/aRWJIU0Mvyqh6Nr5rYYnQizLSdHTdfmyhyrm1Js1u3vrvGJjy8/hAzXeodFOCwnNX+vHdSLZ2QGyJv+XoAt0oo91LSUyKIzaNqs1bji4Myy40fC6td5mv79zMppS69TQxTNhGN2b/VPlEV/dtllphKXaj8fybQYznOEzVLLIMLAvCKGMzGLXviAgWFvWKGS5DYSGIjGoVVd8mJn+hB81NcT8+SW88NEMnTjhzrUUrSJmq2Nx7YIo3HhqtyTRO34pS6tbTxDBhszWXpWZIO0zoxQlV16HhO8wW5hYEccpzlze40gwJ4xTftblr2ueNh2aHJ0nHsnBsaHhO3kmbGNI0win0Hyy3Q1zXwhEbk2WIZSEmZbkwy1pMngwGLUEZeT+EFDoMLEbDWIuK0+J9F7rR9X0V/UFJzNc9pisebzoyl/d5GHBsi/lCnwjcuG9FKXXrTWRJDBF5l4i8ICKnROQnt3ncF5GP9R9/XETu3vL4MRFpi8g/nsTx3Er3LNQ5eWWTZhBTdS2aQczJK5vcs1AflnlpqcWLSx0sEWarLpYILy51eGmpNSwzU3G4e18dyxbaUYplC3fvqzNTGeXybi/BtR18GzxL8G1wbYdurzASKE5x7DwZQH7r2Hl8YFS/KCvG903nJ/OMUT9FMd4JE2aqDhfWuzx1YZML611mqg6dwqgkpdTt4aYTg4jYwIeBdwMPAu8VkQe3FHs/sG6MuR/4JeDntzz+i8Cf3uyx7AXtKOHt9+2j4Tts9lIavsPb79tHOxqdIE8vd/AcoRMlXGuFdKIEzxFOL3eGZe4/MMVyK+ClpRZnllq8tNRiuRVw/4GpYRnftUnTjChJibL8Nk2z0mzjMMlI07wpyiG/TdM8PrBDv3Ipvm/Kw2WULARw+3GAi+tdnjy3xpTv8vqDDaZ8lyfPrXFxvfuy/h+VUrfOJJqSHgZOGWPOAIjIR4FHgGcLZR4Bfrr//R8CvywiYowxIvL3gJeADneAdpBweLbK0flRDSHLMta7o97bdpiw0Q1ph+lwBnDDt5mtFSa4CZxeatOJMizJO6KDOOUdbxz9rn1THqeWW8TGDJuSXDHDkzWAYwkR4PbzgMnyPgbH2qmesL04Sqi60ItHfRVVN48DnF7OazvL7YAgzqi4Fr4tnF5u8bZ79+3qdymlbq1JNCUdBi4U7l/sx7YtY4xJgE1gQUQawD8F/q8JHMee0Kg4BHG5xT6IMxqVcg4+s9wmzaDu5QvfnVlulx7/wplV9k1VeODAFPcuTvHAgSn2TVX4wpnRqqiWY5NmKb0woxtAL8xIs3zZ7AHp1xQSRktdOP34sMwOf0sx3olSsixfi8ntr8mUZXkcoNVLuLIRECeGmpv3iVzZCGj1tClJqdvNre58/mngl4wx7eJImu2IyAeADwAcO3bslT+yHdxoNNF9i1M82V8au+JaBHFGJ4x56+vmh2VEDLM1D8EQJYLQv1/oEb640WN/3cX3Rp3WYRRzcWO0KurVtS7xlvNunOTx0S/Lhh3GKfmVgNWPD4vAdZPXBvGBdpIQpnltIQOsfqd2u79sRmLy5TBWOiFBmFLxbRquRWK269ZWSu1lk6gxXAKOFu4f6ce2LSMiDjADrAJvA35BRM4C/wvwz0Xkg9v9EmPMR4wxx40xxxcXFydw2Ls3WB00M1Dz8n0ULq13CQodubM1j7e+bh7bhvVuvmLpW183z2yt2Lxjcf9iA8ex6CYpjtO/XxhxNOXb9JLySbWXZEwVhple2QwIkrzZybLz2yDJ4wNZKmSU+wayfnxgpzdBKd5vgkoZJZm4HweYqXhcXO/SC2JcB3pBzMX1LjOV8qgkpdTeN4kaw5eBB0TkHvIE8B7gh7eUeRR4H/AF4AeAzxhjDPAdgwIi8tNA2xjzyxM4plfEajvEc2y8/lo/niPDeHEI5mzN41tft7DtcwDsa/g8e2WTQzNVPEeIEsNqN+TBwj7M337vAn/09GVavXQ4GSxIE773oUPDMp0oYrg9Q/88n5k8TiE8GEkE+QldKNcGxkkM7XD7dTMG8SQzLE75rPcSVjsRNc9hcconyXZYrEkptWfddGIwxiT9q/xPkY+G/A1jzEkR+RBwwhjzKPDrwO+IyClgjTx53HbCJCutkgr5fgvdaKdxPdvbP13h5OUNnr64RjdMqfk2R+Zq7J8eLR/xhoMzfP1qm2cub9AJEuoVhzcdmuUNB0fJw7Ys7P7YIelPLrD78YE4NaUaA+SJIi7MoHZs2O5PKHRVkOzwJw7iWWZY68astvJmtq6TYIxPtiUx6EY9Su19E+ljMMZ8AvjElthPFb4PgB+8wXP89CSO5ZXkOxZxaoY1BchPsL6zuxa5ZhDTixPqvkvNz/saenFCszCrea0dcniuyv6ZCll/O03XEtba4bBZar7m0ez0SJLRpDNb8vhAkm3fxl+MV32h273+yr7qj/7OnbqABvG1Vo+rmz0cO69RGRGubvZYa436RII45fRym26YDGdqb/Ri7ltsaHJQag/RPZ93YaHh53MGkgxjDFGSvay1fk4vt6i6LjXPwRaoeQ5V1x0O+QRYaoXYFjR7EUutgGYvwrYoLa1xeL6K5wsVL5+BXPHA84XD86O1kkyWYTPauW2wAqspJIbGDusmFePuDolhEL+0EeA7DtMVl5mqy3TFxXccLm2M+jsu9/eediyLmufgWBbrnZDLhQ51pdStd6tHJd1WJrXWTytIuLjWxRIL2zJ0gpTMZNj2aO5DK4x59uJGPm/AZFhicXmty4NHZodl9jWqHJkLaAcJcWZwLaFRcdjXGCUG17WxeumwRjH4cgvHvFM3QDGe7lBmEM8wTPkWiRltMzrlW6UtRK9t9rBFWO9FREmG51hUHYtrmz3uXWxs/wvULTVO0582D955NDHs0iTW+ulFKXEGRjLSOMO2LcTk8YHVdsiZlR6WZMMTbWYsDsyOTvrzdY9p36HVS0iSDMe1mfad0vpEM77PVUbDV7NCfGC9vX3HcjF+o8Sw0Kiw3mmz1gvoRQlVz2G+6nF0YdRvEiUZG72YRsWl4likJq8BzVZ1P4a9aJw9unUf7zuTNiXdAlXXphtF+Law0PDwbaEbRVQLH6TL612SNEOw8GwLwSJJMy4XlpjITMa1VoBtCXXfwbaEa62ArDB3wPNkuEjecA5CPz7Q3WEOWjHuO/0+DMq3g9am1y3UOLvaIUlSplyLJEk5u9rhdQujJOq6+Uqx+YC0/DbL8rjae4qj8EQEz7HwHJvVwiKN45RRtx+tMdwCFcfmjXdNs9aNaQUxdd/hjXdNUykMA2r2EhanXFzXJsnAsSCOU5qFmcTXNoN8VJAYTNafzZzl8YEwToYn8RSG/Q1hYWbcTlPQivF9U1XWer3SInrSjwNc3uzx0KFZrrZ7tMOURsXh/n1VLm+O+g/maj5JkhHEhl6aYovFQsNlrqb7MexF44zCm9RIPbW3aGLYpUm0px6eq3FmJeP1+yt4jkWUZDSDpNREtW/K5/xqhzTMhn0MthiOFVZpvbQZUnGEMBMMGSIWvm24tDm6WmuFKY7TH1bab5Jy7Dw+4APbXd8VT9czFZeK9AjNaASUL3kcoN1NcBzD/qkKC3WDbQmObWgXqh3TFQfHqtEJk+EaUXXfue7EovaGcUbhTWqkntpb9NXbhXFmPhfLnVlub/v4vYt1DkxXWOtGnFnpsNaNODBd4d7F0Un/nn0NNropVzd7XFnvcnWzx0Y35Z59o07aNE6JsnyIqmULtkCU5fEBC4sggdDkM5VDk8+Otgov/U5N/KW4JVT8/jpL5LcVP48DOLaw2U0QS3BtC7Hy+05hK9KFho8l+e2x+Vrpvtp7xhmFN6mRempv0cSwC+O0p46TPOYbPhYw5bss1H2mfBerHx8wMFw7yfSnp4mY0ppG0zWHjXZIK4jphXmz1EY7ZLo2qgiKmOuW1U4Lzw1Qq2x/xV6Mp3FGOygvidEO8jjAobkavThhsx3S7EVstkN6ccKhQi1o0HFvCXSjFEvQTso9bJzXS1/TO5M2Je3COO2p4yybsdYOqVccPM/ecfLaS8stfNciiIUszZfJ9l2LlwpzHSqeQ9WzaEfpsB+i4VlUvNHL2ou2H3FUjFc8l+12ZagUFvBb7oREjHZwy8hXal3u5Emx7jscmq1yerlNL0qpejb3LTaob5kjoTu43V7Geb30Nb3zaGLYhXHaU8dJHkutPAF4hc7mKElZaoXcuz/fiOfSRo92L2aq4iIVFwO0ezGXCpPBktSQpOC7Fr4xIEKS5vHh8YyWTSopxtM0Gy7NPeD04wMbvfwHBhGzJd4OIjpxxv37p4dbe7ajhHawwwEodYvovIsb08SwCwv9xe+ubgSESYrv2BycrZQWvxsneRhjrl/n2oyGcQKkxtCOYoxYOBYkGXSimAUzam5q9mIcN19gL8nyTmXHFZq9UW0g6x9G8W2fFuIASZaQUF5PKenHh3/DDuf3QTyIDUJGJ0ro5yiEfASSUnuFzrsYj/Yx7EIQpyxvBmTkJ/oMw/JmUOo/GKcz7sBMlY1exOX1HhfWOlxe77HRizgwM5q81nAdfMfBGEOYpBhj8B2HhjvK5WmW0Q1SOmF+Au6E+f20sNxFvb9mRVr4KsYhn3g2UDyNF+Nuf86cXfgqxsMkYbriYVuSz+K2hOmKR5joRj1q79B5F+PRGsMunF5uUfMd4iw/4VccC9fKt68cLLM9zrIZ83WPr18zJGmGJRBlKRlWacbygZkqrTDBiJCmg9nRppQ8gjgjiEdLa1tAkFLaQa5R87jWvf5N3ygstJdvkjTq2DaleG626tMOw1JPhN2PA1R9l+ZKh5rvUnPzNV+bQcyRwvBapV4N36ipKEzyz9zVzdHjM1UXrdiWaWLYhbV2vsZPxXOGSzo0e/F1w1Fv1BnXCRPuW2xcN56/EybDzuf7Futc3ehwZqVLJ0qpezb37qtxX2FIazdO8yYoK1922/QzRLd4PNn1+y+Yfnwg3OFTUYwv1B3Ob5QTTNaPA8xXPHzbphvEw3WbfMdmXjfqUa+iGzYVGcPFjYC671B1bZLMcHG9x6GZyo2f/DVEE8MupMaQmXyEEIDT72RNze4uN8IkY6riMF2YKGCMKXVQVzyH8+shrTAlSVMyA+fXQ97hFZuSUrDyeQwp/VurH+/LjMEDkNHidpg8PrBTa08xHmdmu24R4v5Ke44jLEx5eed3luFYVt7n4QhKvVpuOCqwXzsuV4/NzuvKv0ZpH8MuHJypEiUpvSglyzJ6UUqUpBwsNO+Mw3csWkHClY0e51Y7XNno0QqSUgf1V8+v0Y5iHBt8x8axoR3FfPX82rCMY9m4Ap5r4buC51q4kscHMgQRMKa/k1v/M5AV6hA7pbVifGlz+6WxB3HXtvBtm+V2yIX1LsvtEN+2cW19i6lXT5jke48XubYQFvrLjszVEIFenCKS31dlWmPYhcWGT5plnFpqsdmNmam53L9/isVdzvKs+w5fv9qk7rtUXIsgzljvdHjr6+aHZb52uYmVZcRY+RW4WLgm42uXm8MyCw2fq5sBvSgjy8CyDI5VnknsO0JowGV0FRCaPL4b7WD79DGIp8Zw8vIGaX95jmY35mSwwT37dTlt9eq50ahA37HIDNxVWKU4SrId9xt5rdLEsAt136HZjblnYYqXzcYRAAAgAElEQVTKwfyE3uzG3Lc4tavn6YQJR+frdKKEIMnwXYv5er3Ux9DqRGwECb6bz55O0pROnCIyGjc6XXVwLBhMNxDySW7T1cLMZ/IXuTja1KXc5+DYbLuSXnFrz52WRBvEX1ppEaeQkfVrJRlZKry00trhJ2+OjkVX21lo+Fzqr0A82Cs9StJhn9+NHlc5TQy7MM4JfRxhkpFmGUvNkE6UUPccjs1bhMnodF3xHZqrbWoVN+87MNANYu6aHb2Bw9jgOjb1igzbiKLElDqNw9RgkSeDwcglqx8fSHc46xfjvg3BNsnD75+LL60HCFB3nWHTVd4RGJTKT2LjFx2LrnZyo1GBk9ps606niWEXwiSjUXGY+gadxmM9T5zy+EurtMOYNMuwLYtLG13eds/CsMxc1WWq7hJEhiBLsS2bqbrLXOF3R0nK4pRLO8qHz3q2xWJViJJC53NiCMlrCIOlLEw/Pvobtj/OYrxRc+hsJqU9Hax+HCBJMqqVfE+IfNMgi6qdfz8wqY1fxll2RL123WhUoC7hcWPaM7gLvmPRDhKubuadxlc3e7S3dBqP4+JGl0trHSyEqYqHhXBprcPFjdEmPDM1j311n4OzNQ7O1Dg4W2Nf3WemUDOZ9m2C0GCJ4DsWlghBaJj2C0tt9Be62DpHISougDFG7/Ph6dp1VxFOPw5wdL5KqxuDgYZvgYFWN+ZoYf/pSW38Mk4Ho1K3ixutxnwraGLYhbrvcGGtQxjnk9vCOOPCWue6heJu5NxKhyNzdSquQ5IaKq7Dkbk651Y6wzIHpj3m6xWqbr6MddUV5usVDkyPEsP8tE83Tuj0IrpBlN/GCfPTo87nXm/7k2Uxnu3Q8VaMT9dckC0zn6UfB15/cIaj+6qEUcqVzYgwSjm6r8rrD46WCxk0oRVHY6VZVjqhj3PSH3QwFukeAOp2NO5S/q+2iXySRORdIvKCiJwSkZ/c5nFfRD7Wf/xxEbm7H/8eEXlCRL7Wv/3uSRzPK6UTJhyZr+M5FkF/M/sj83kfQ9FGN+KJc6v85QvXeOLcKhvdbRYaEjMcOi2S3y86OF0HY3Asm6or+RBUY/J4X5Lm8wRSkxGkhtRkOE6+kN5AtMMchWJ8nKakjW7M4Lw7OEU7Vh4HOLJQY77qMVVzmau7TNVc5qseRxbKVfbTy22uNQNW2yHXmgGnl9ulx8c56eseAOpOsVeX6LjpxCAiNvBh4N3Ag8B7ReTBLcXeD6wbY+4Hfgn4+X58BfheY8ybgfcBv3Ozx/NKGkxMu2u2yusW6tw1W2Wq4pSuZje6EU+eWyNNYa7mkabw5Lm1UnI4tlDnwlpAL8pPtr0o5sJaUNqdLTUZM3WP6apD3ctvZ+oeaWE/56ut/E1VrbpM+fmt59hcbY3eVOOc9MfZ2vNaq0M3zRfXM+S33TSPA4RhCmJwJV9Kw+0nu7CwU1zY71Q2BiqOhTH5ByPc5VpTugeAulPs1WbRSdQYHgZOGWPOGGMi4KPAI1vKPAL8Vv/7PwTeISJijHnSGHO5Hz8JVEVkz172jXM1e3q5Rd13qfkOlmVR8x3qvsvpwj4KR+drHJmtYBDaYYpBODJb4ej86Oq6F6dIltEJE5phTCdMkCyjVziJBkFMO4iIo4wgyoijjHYQEQSFvRZ2+N8sxm80FBWg3UmHHdcw6shud/JS59e7rLUiDBYV28ZgsdaKOL8+6jfZ6EYcnavhORZhavAci6NztVLSHPekPyh372JDk4K6be3VZtFJjEo6DFwo3L8IvG2nMsaYREQ2gQXyGsPAfwN8xRizbR1KRD4AfADg2LFjEzjs3RtnDHQ7SJjbMnS14lqsF05+vmPznz2wj/NrXTphQt13ODZfw7VHJ7e1TsS1dn6Crzg2xsC1dsxiZ/Q8hnyCmVgpJgPJ8tvyLm8uG+H1m/UM+gYg7y/Y7vqkeKrdaZGxQfyllTbtKCNKRmsleY7NSyujpiIR4bqFNQSE8hWTjhpRrxV7dV7FnhiuKiLfTN689M6dyhhjPgJ8BOD48eO3ZC3EccZANyoOQZxR80cZP4jzYa4DvmPh2hYPHZkbxqL+qo8DzV5EkmbMNzxcS4gzw1o7otkbJYYwSkDytv7BSnmx6cf7rB16lovxmgeb23SDFPPbTjXbQbzZjVhthTiOjZCRpBatXsh0YXvQmYrD1y43ma66+LYQphkrayFvPjS9/ZMrdYfbq/MqJpEYLgFHC/eP9GPblbkoIg4wA6wCiMgR4OPAjxpjTk/geLY1qZmyN7qavW9xiifPrfXL5rOjO2FcWu5irKsEEfZP+zSD0Qqs+6f90mJfmQhVB4xYZFmGZVk4kpEVyrSiKB9FNJoDR2ry+ECj4rC5TS91OZnBdpuxDQZkpZmhm8SQpMNjgYw0G+Vw33PYV8+XOA6SDMsS9tVdfG9PXJ+ol0lnod+cvVhDnkRD1peBB0TkHhHxgPcAj24p8yh55zLADwCfMcYYEZkF/gT4SWPM5ydwLNt6NYeEzdY83vq6eWwb1rsRtg1vfd18aWb0OO3oCw2PJDPUXJuG61DrLxG80Bg9T9VxsG2BLCMzQJZh20LVKSyJYYRKf6PmwUKSFSuPD8Tp9kOXivFG1bnuzWL14wDGEsLY0OyGrHcimt2QMDYYq1xjuXf/FAemKiw0fA5MVYZbmarb014dbqluzk1fqvX7DD4IfIq8Wfo3jDEnReRDwAljzKPArwO/IyKngDXy5AHwQeB+4KdE5Kf6sXcaY5Zu9riKXu2ZsrM1b7hxz8t1dK7G81ea1FyHmm8RJxndOOFo4Xj3TXucXjVYlmAbQCBKDfsKcx0adY+VoNxtE2WwWNgUKOp3QRR7RqJCHGBf3WN9MyFgNPO50o8DxHFKmCb4rkPNy2slYZoQF04QuoDZ7edGtQGdhX5nmkgd3hjzCeATW2I/Vfg+AH5wm5/7l8C/nMQxfCNhklHzylVb15ZdL2UxKeMs+zBVcXnz4RnOrXZo9WIaFZs3759hqjLqNK7YFg3PJYgTYmNwRah5LpXCUtf1Har0xbjjCF5ksCSvVQjgmfJeCrM1j0y6iBlt/JMJw5pQLzbMV318xyE1edNVmNj0ipv9NHxOL7fphgmZyWds13yH+xZ1Bda9aJz36V77bKnJeE007t5oKd5X22o7JOuP4S/u4Fa+yhLqvsPh2QZRluJZNnXfprguapBl1Lx8/VS7PxKo5glBYc/n5db2+ygU44tTPu1uQGJGtQGnHx9o9vod3UI+AsoqxIHpap6gNrvR8G+aqXmlzYgAxJjRwk3Sv6/2pHFqA3vts6Um4zXx6u21mbLNIOHKRpelZshqO2SpGXJlo0szGLXpC7DcDjEmw7MsjMlYboelgZ1pBkGUJ4Rqf//pIDLDZbgBNjvbn3iL8dctTA0XxxvMT8j68YGNbkSWQZjlzUxhBlnGcA7CsfkqzV6MJTYV18ESm2Yv5tiWtZKmqh7H5uvcva/Bsfk6U1Xvls/yVNsbZ/LVXvtsqcl4TdQYJjkkbBIjMNa7IefWOnTDlDDN8G2Lmm/jFK6ywiTFRkZbEYpgGyEsrnchglgWjitIlu/9nMXlbQp3ar4vxqM4oeJAOxk1JVWcPD7Q7EVsHZQU9eMAs1UX33HyeQqmf2w4zBZqDNrscHsZpzawV4dbqpvzmkgMMJkhYZPaB2CtHXJ2qYvrgGVZdLOYpU1KE+OCKOXIXJ0kM8RZhmtZOJYQFE6irg37pzwyI8M+BqtiKB6Kk48avU6xpn9+o0ewZWBSkOTxge4OF/WDeCfKeOjwFFdbEb0ooeo5HJzy6ETXL36nzQ63h3EnX+3F4Zbq5rxmEsMkTGoExtVmQCYZK+2EMEnxHZupqsPV5mhTm5max6mlJi+tdGlHCQ3P4Z59Ne7fP5oMdmS2hmSAWMPOXEzG4cJmPjvtcV6MrzUDIgqrppLXBtaawfU/uIPMZHiuzV2zVcI438TItfL4wF6d5am2p7WBV8denAeiiWEXxm0KudEL3eokXNsIqHguFdchzeDaRsC0N6oxiBgeO71KJ0hJ+xv1XNns8cCBUbv/w/cs8JdxRpYNegcEy7J4uLDhj9khMRTjg3XutjboFNa/w/Ogt02tYXDIB6arfPKZK9gi5AtfCKkxvOtNdw3L6onm9qO1gVfWXt2NUOvwuzDOglfjTPgJs4zEZKx3Qq5u9ljvhCQmIyyMJnry/DrNICbJ8sXrkiylGcQ8eX59WObb7lngTYdm8mRlhJpn86ZDM3xbITFUd+gDLMXH2KhnX83dtsggbjC4trAZxFxrBWwGMa69zdpISt0hxlpe/wbu2GW3X0vGGYExzgttkRFGGZ4rTFddPFcIowyr0Blw8lITz4KZisds1WWm4uFZeXyg4tpMV1w6YcpaL6ITpkxX3NKVRs3b/oRejI9Tq7Ds7a9eBvErGwFJmuVLbls2IkKSZlzZGDVH6SxZdacYZ3n9cezVZbe1KWkXxmkKGae5ybYtFhoeG92EZhpRtW0WGh52YWJaL0qwxcJ2BZMJYoGdWvQKaxo9dWGN//jkBc6utulFGVXPYrUdsjDl8rZ7FwHIdjjrF+M1F7rbrIpRrCRsdPMTfPENkxTilzZ7bHQjjMlnPWdxxkaSxwd0lqy6UxSX1weGi2aeXm7tatWDvTogQxPDhI3zQjd8j17UZrrqMm97JKmhF6U0/FEfw5G5Kk+dX8fp2Uh/AbwkSfmWY6MVWT/2+Dm+cn4N1xbEQCtI+cr5NRqP28PEEMcpPvks5cyAJWAZyktVuA5OLynuAo3Tjw+EyejNkpJ3Ujv9OECrG9EKEjzXBgOpQBSntApXUDpcVd0ubtRPOM7y+uPYqwMytClpF8ZpChlrBzJPWJzycPr7RjuOxeKUR8UbJZP790/huzYpkGSGFPBdm/sLi859+ewaSZphsMhEMFgkacaXz66NDtoSHBtqnlDz8lvHzuMD8zWPrRWGpB8fcO08VtzBLenHIZ9sZ8j/3nDw91OebLdXNyVRqmicz/lgef3yz5WX1x/HXt2NUGsMuzBOU0jFtftrArVoBwmNisN9i1OlF3ra98mkRRT3k0ec5f0F/ih51HyHNx2doxUkxEmK69hMVZxh1RWgFcakab7RjViCySBN8/jAgakq6+0WaWj6V/oGI3l8IEkzbMqjkux+fKDuOaz2rm9vqveXzPYcwbWENOvXTADHklLNaa9eHSlVNM7nfJzl9WG8oah7ceSXXqrtwjgdRYM3wv6pKm84OM3+qSqr7bB0tZGZDNuymKm5TNddZmoutmWVxvy7tsU9+6rYQJgabOCefVXc4gJ5fn41E0Qx3SAmiGIyQ39NpdzB2QqWDSEQk99adh4faIYxhlHzkE1eK2gWEozY2/dVDOKzVZfUCEGSEMQJQZKQGinNfN6rV0dKFY3zOR9nef3bebCF1hh2YZz+g3GuNpLUUHMd5ure8Mp5vRORFJpZKo7NY5eaLDQqHJmv0o0ynrnU5LvfcHBY5qFDc3zmuRU6hZ/z+/GBTi/BMuBt6WPoFK7+o9hsu7VnVFgZNYozfPLmo2IfQ9SvTju2kJgMIxZCfpuYDGfLB2wvXh0pVTRuh/CNlte/nQdbaGLYhXGaQsbpYHVs4YEDDda6Me0operaPHCgQXGh0TBJma35OP03qeNYzNb80lpJs/Vy59d28aubPTBg2yAZ9DdWy+N9Ubr90Lhi3CKfDW1Rnh09+Ki0gxRXBNuCVGxsyZNQO9j7V0e3m3GaJ/bibNrbxaSaPG/nwRaaGHZhnOGq41xt3DVX5dpGyN0LdRxLSDJDq5dwcG7UxxBlhm85MsNSO6IX58ljf8OjW+jweubiBmJB3RotfpdmeXygE8akWb4EhiEf3ZRleXwg22HIdCneX0PjuqL9eDdO8V0Lx3L7856FJIvp3gbV5tvJODNlX+3ZtHdaoprUDP29OhR1HJoYdulGTSHjXG08eNcMre4KYZwR9Yei1jyLB++aGZaZrbl0w5S5mkcjzXBtiyTL4wOXNwM8CxKBLM37Djwrjw+IQADXrXdRXCsp3n5nz1LcsSy2myrnWPmb3LWEmuNiO0Ka9WsOiYu7ZWvPO+0k8mobp3ni1WzC2IuJahIm0eQ57sZUG93ousEqs7XtWwNeLZoYJmycq43Zmscb7prmsdPLrLYjFhoeb79vsfRm+KaD0/zOY2dohhkmyxDLYtq3+O/ffu+wjCGjm4Dv5qulGvKJatNu4bre2mFJikJ8p5HXxbjrWFSd/jDVFBw7f/O4/ZPP0fka15ohm+2IuJ/IpiouR+dHH64gTq/7oGz0Yu5bbNzWJ5FX0zjNE2GSYQlc3Rwl15mqS7zDW+FmrLZDjIG1zuh31T3nukR1ozIw3glynDKTuLAY5znGOZYbbUy10Y14/PQKsTFYQCtMWGmGvO2+fbc0Oez9Os1taJAc7l1sbHtC2+hGfO3CBmkKDd8lTeFrFzZK0+k3OiFJBuutHlc2eqy3eiRZHh+o+y4ZEMbQS/LbrB8faPe2bycqxneafF+Mz1dd0v67pV9JILXyOMBiwyc2GbYt+I6FbQuxyVgszN+4vJGvC+VYFjXPwbEs1jshlze2nx29l9aO2SvGmgtiDBfXe2QGqm4+Gubieg9egd3ymr2Ylf6OhIPftdIOafbiXZUZZ4mJccpMYiTQOM8xzrEM38t2/71sX/9efv7yJhu9mG6YstlL6IYpG72Y5y9vjv8ivAI0MdwCX72wzovLbS5vdLi80ePyRocXl9t89cJogbwvvrRGEGccnmvwwMEpDs81COKML740mry2r17BYrTrmiF/QffVR0NRg9Fnr2Sn+E6max6WyedJDL4sk8cBWlHCQs1joV5htp7fLtQ8WoUlPK5t9qi5Dm7/pO86FjXX4VqhI3yvrh2zV4y1Y9pgc6dBHjD9f3Zag/0mdOMESwS3f/JzbQtLhG6hHXKcMsUlJizLouY71H2X08utXZUZ58JicOI/s9zeNmmM8xynl1u4tk07TLi8GdAOE1zbLh3LOAnx3FqXMMmHbldcC0vygSfn1ro3+crcHG1K2qVJtJE/fWGdjV6UL3jn5f0QG72Ipy+s811vOADA2ZUOQRzTiRKSLMOxLGwxnF3pDJ/HsYTFmtCODXGaz0JuuIJTaNffKfPv9oogCFOyBILCycZJ8jhAq5fkSwJ0AtpxRsNNuWu2QqswLFZErt9STvrxvtu5w+7VMG7H6JG5GhvdmF6c4tkWR+ZqZK9AU1LNc1lq9ljvRsPmwYprsb9aLZW5tN7l1HKLKEnxHJv9U5VSM1I7SKh5NkutgCjJ8ByLKd8ujWprBwmOwPNrHTpRSt2zuWvap3CeJUwy4iTlhas92mFCw3c4OlfFdUZNlc9d3uBKMySMU3w3f443Hpod/h8OnuP5Kz06UULdczg2P3oOgLV+k6nn2FQciyQzNIOIXjx6n3bjhHYYc2GtSzdOqbk2c3UXt/DeDqIUSwSnPz/JsQUx5Q25boWJJAYReRfwr8lHMv6aMebntjzuA78NfCuwCvyQMeZs/7F/BryfvHv0HxpjPjWJY3olBHHKV8+vcWq5TSdIqFcc7l9s8JZj86U28kefvMifPXuV9U7EXN3jnQ8e5PveemRYZrUd8cyFDZ672iJKwbPhjQenePPR2eHvSjPDF04vsTTKA+yvw996w6Hh/ZrvcqU7+rQHGbRiw+sPjZqSXHf72oFb6EkeNIFuVTyHX2y1aW8p1DZ5HKAXJ5xZ7uA6NlUbEgNnljuldtL9Uz6XNwNEZDgaqxulHJoZ1XB0dvSN3ahj1HcsMgN3zY5OzlGS4W5JypO4yPEdizTNSu3oaZptSeSGaxs9EAvPdjAZXNvocXhudHy+bXFhrcdMzaPiWKQGLqz1Su8NMnj6apO5useUbxOlhqcvNXnw4GjzqjBK+NrlJtNVl5mKQ5ganrq4yZsP5WVeWmpx8koTIV8xoBslrHVCKo7NGw/nn78wTjlxfg3L5BctnSDmaqvH8WOjWc2pyZd7GUw4dW2hF6VYhb67JDV8/WqT6apPw7fpRRlfv9rkW+8ezX04NFflxWubtKOYwU4mxmQ8cGA0EOVWuOnEICI28GHge4CLwJdF5FFjzLOFYu8H1o0x94vIe4CfB35IRB4E3gN8M3AI+LSIvN4Yc0vS5dmV9nUdwnfvG40geP7yBj/7R8/w9NVRNe+hgzU+9P0P8Zb+RJdPPX2Zf/L/PVN63k8/v4JvWzzyrUcBOH2txVcujaqcvRS+cqlV6lQ8eXGjlBQAljp5fFRmddu/oxhv7dBkVIyPsR0DZ1e3H7o0iHeihGevXV/9fcNdo7WdDs3V+Lu/+FcUD8kFvvYz7xrer7g2/+O//xzn1kdNR6+bs/jLf/ru0vN+/7/5LE9eHv0HvfVQnY//w+8qlXn3L36a55ZG1f837vf503/0d3Zd5id++3H+9NmV0c88uI9f/dG3lcr87B89xe89fpFeAlUHfvhtR/jn3/stpTIf+M0v8mfPj16bd37TAh/5sW8vlfng736JP35meXj/v3rTIr/83z1cKvNDv/LXPH5+tPz6245N87G//x3D+wsNnx/68F/xVOF9+i0Ha3zsH3zn8H4Qp7z3V/6aJ68U/g/vqvMf/v53lC5yfvw3H+ezp0dNnN913xz/74+9bZQcjOE3Pneaz50ZtYn/zXtn+NDfG/3t692Iz379Go+9uEovhaoNb39ggXsOjD5bMzWP//DFl/j8mVW6UUbNs/jP713gx7/7DcMyYgknL6/z1IUNOmFK3bf5lqOzfPOh0Ul0M0j4ytkVHjuzRjuIaVRc3n7vPMf6gyCevdLkmYtrPH2hSStMmPIdHjo6TbWQGJaaAU+eW+fkpU26UUzNc/nmwzMcm63xxv7vOjhd5a9fvMapa206YUzdd7n/QIPveOBA6e9eaYX88VOXaQYJ0xWHb793obTQ3pH5Gl+/1uLCWpcgSqh4DkfmahyZLyf+V3uk3iTq5w8Dp4wxZ4wxEfBR4JEtZR4Bfqv//R8C75C8/eAR4KPGmNAY8xJwqv98r7qzK20+/uRFothw10yFKDZ8/MmLnF1pD8v8zKMnS0kB4OmrXX7m0ZPD+//zHzy97fMX4597aWPbMsX4s0vbtzEW4ys77Ly5U/yV9PGvXrth/G/8n59ka56K+/GBv/0LnywlBYBz6xl/+xdGZbYmBYAnL3f4/n/z2eH9rSd8gOeWQt79i5/eVZmtSQHgT59d4Sd++/Hh/Z/9o6f4tc9fJE6gZufDfH/t8xf52T96alhma1IA+LPnV/nAb35xeH9rUgD442eW+eDvfml4f2tSAHj8fJMf+pW/Ht5/3797rJQUAJ662uV9/+6x4f0f+dXPlZICwJNXOvzIr35ueP8f/PaXSkkB4LOn1/kHvz06np/7xMlSUgD43JlNfu4To8/Ex754lr94fpU4hapAnMJfPL/Kx754dljmE09f5NMvLJNlGXUHsizj0y8s84mnLw7LfOHUMo+fXiVNDFOeRZoYHj+9yhdOjf7PPv3cFT75zFXiJGXat4iTlE8+c5VPP3cl/796aYX/9PwKcWaYq9rEmeE/Pb/C4y+NXuO/+voSj59eIcsyZioOWZbx+OkV/urrS8MyrV7Ec5eapJmh5jmkmeG5S01avdFJ/5mLG/zZs9fAwMEpFwz82bPXSvOMwjglSjMOz1Z5/YFpDs9WidKMsNDvcSuW1phEYjgMXCjcv9iPbVvGGJMAm8DCmD/7qnjs9DJzVY/Zuodj28zWPeaqHo+dHr3pnuhf5Ved0Vcxrr6xnbrTivGX1rZ/sxfjW5PCdvGtJ/zt4uOUGSQF3xp9FeMAv/f4RVxgpuFSrbrMNFzcfnxgkBQ8GX0V48AwKVTs0VcxDgyTghS+ivFxyzxxub1tmUEc4C9eXNv2bx/Ei8e/9TNR/Lv+4rklXGC24VKvu8z2/3/+4rnRifbjX71E3bM4MFtn32ydA7N16p7Fx796aVjmMy9co+Y7HFqoszhb59BCnZrv8JkXrhV+1zVqvs3idJXpepXF6So13+YvnsvLPHNxk4r7/7d39zFyXeUdx7+/ndmZfZn1rtfexhs7jjduVBNQZaPFlZcIUWpCQtU2VFFko8gmFQqRWokof5S0VAUCkSIEIeo/ILc1TVpIiCClVqNCA0nVUgzxOjElJKEhjlPHNU7it+7auzsv9+GPeydz73p2d9az9dzJPh9ptHPPPnPn8fHOPDPnnDnTQaE7R2dnjkJ3jq7ODp59tVbc9r/0BoV8hqH+blb0djHU300hn2H/S7X/84NHTzHY18XGNX38+poVbFzTx2BfFweP1vrmR4dPsqI7y4pCno5sJysKeVZ0Z/nR4VrfHD15nqtWFRju72FlIc9wfw9XrSpw9GTtUdGKlXptM/ks6TbgNoD169cv+flPThYZjo9nAoWuDMfPXvjy27+s0sVNRe8U4nKZ+l9+9FY132OiWIZOQWD25lREVmF71bnpCn05EcSW/XdlxERs8nm6GNCVEaVKQEbhd4p3dYjpYu0d5kyxQnc2nL+Kdn+hOxr/h3BuoNDZQVAJCCxcqVXo7KAcW8pbCYxsBkrlgEyH3jyO72V29nyZtQN5ipVwcUS2Q6wdyPPaRHLpbE9G5DpER1YEAfRklHilXwqMvq4sudjEdrFcYWK61jmt2FpjKd4xHAOuiB2vi9rqxkjKAv2Ek9CN3BYAM9tjZqNmNjo0NLQEaSetKuQu2NdncrrCqkJt8rR6zYxwNaAl293y1J2F2Y/RYqX26jnNLHa5mJhGVr0VusIGEW6zoiigEHsdNtDbGQ0zGhY9wEpRe9XQijwd2QwdiHLF6EB0ZDMMragt1V3VlyfoEFL4PSYSBB1iVV8Ys7a/h0wmSz6boTOTIZ/NkMlkWdtfG9MfXtlDRtlwW5dyuL1LRlmGYxP+q/tyTJWMgZ4cqwt5BnrC4y8qRq4AAAkqSURBVNV9tWeD4YFoJZOgWAkrXmc2k1gUcHl/FxPTZcpB+O8uB8bEdDkx6d6K7zFZijMfAK6WNCIpRziZvG9WzD5gd3T9JuAJC//39wE7JOUljQBXA0/RAmMbhzg9VeTMuSLlSoUz54qcnioytrFWhHZsDVcEzVRguhL+jLcDDMzxZDBX+3Iy1zqaePvIYP0JtXj7lst768bE29/2a/m6MfH2RmJuuGY1ADNB7RJvh3CiuQScnSwxNVXi7GSJUtRedd2mcHFC0WqXeDuEE80Q/m1VL/F2CCea4cIn62p7ozFjG+qveom3V++3GNQus/O5cXM42TpdDr/Nr/pCt9oOcMu2DZQqMDVTRkGZqZkypUrYXnXr2AhTxYCJqSJWKTExVWSqGHDr2MibMbu2beBcsUKxUqEvB8VKhXPFCrti59m9bYSpojFTKtObDX9OFY3d28Lz3DJ2ZfjFVxbQ0wkVCygHxi1jV8buJ4wJLKCnUwRRzK5ttZjtm9Zw+nyRk5MzlMplTk7OcPp8ke2barsf79y6nslShSAwBrsyBIExWaqwc2ttxGPT5f305jJMlcqcL5aZKpXpzWXYFJtQb+izK0tMtgSfhpT0QeB+wuWqe83sHkl3A+Nmtk9SF/D3wBbgFLDDzA5Ht/0k8EeEuy3cYWb/stD9jY6O2vj4eNN5z7bQqiSAv3z0GR556n+ZBrqAm7dezt1/uCURs/kvHuNM7G3yQBYOfe53EzEb7nrswvu/t71jGjnHNXc9lphT6AGemxXz25//TmJOYWQww5N/en0ixlclzb0qqdGYD3/lB/zwSG1sfWxDP1+//dpF53Pnw+N8+9AJAsJXmjduvoz7dowmYu777s/4h/1HODcDvfmwKNz5gbcnYh78z5f46g9f5uz5Ev09ndw6NsKud29MxOx75igP7j/Cqckig4Ucu7Zt4Pe3XJGI+eaBV3hg/8ucPldiZW8nu7eNcNO7ak/qTzx/nIee+h/emJhhdV+enVvX8763DSfO0UjMz4+f5Xsv/JI3Joqs7suxfdMafmO4f9HnuVTbfABIOmhmowvGLUVhuNT+vwqDc869lTVaGPzjpM455xK8MDjnnEvwwuCccy7BC4NzzrkELwzOOecSvDA455xL8MLgnHMuwQuDc865BC8MzjnnErwwOOecS/DC4JxzLsELg3POuQQvDM455xK8MDjnnEvwwuCccy7BC4NzzrkELwzOOecSvDA455xL8MLgnHMuwQuDc865BC8MzjnnErwwOOecS2iqMEgalPS4pBejnyvniNsdxbwoaXfU1iPpMUkvSPqZpHubycU559zSaPYdw13A983sauD70XGCpEHgU8BvAVuBT8UKyBfMbBOwBXi3pBuazMc551yTmi0MfwA8EF1/ALixTswHgMfN7JSZnQYeB643s/Nm9iSAmRWBp4F1TebjnHOuSc0WhsvM7Hh0/ZfAZXVi1gJHY8evRm1vkjQA/B7hu466JN0maVzS+Ouvv95c1s455+aUXShA0veANXV+9cn4gZmZJFtsApKywEPAX5nZ4bnizGwPsCe6zeuSXlnsfUVWA29c5G1bpd1ybrd8wXO+VNot53bLF+bP+cpGTrBgYTCz7XP9TtIJScNmdlzSMPBanbBjwHtjx+uAf4sd7wFeNLP7G0k4ymmo0djZJI2b2ejF3r4V2i3ndssXPOdLpd1ybrd8YWlybnYoaR+wO7q+G/inOjHfBa6TtDKadL4uakPS54B+4I4m83DOObdEmi0M9wLvl/QisD06RtKopL8BMLNTwGeBA9HlbjM7JWkd4XDUNcDTkg5J+miT+TjnnGvSgkNJ8zGzk8Dv1GkfBz4aO94L7J0V8yqgZu7/Iu1pwX02q91ybrd8wXO+VNot53bLF5YgZ5kter7YOefcW5hvieGccy5h2RQGSddL+rmkX0i64BPaaSTpiKSfRvMv463Opx5JeyW9JunZWFtDW6W0yhw5f1rSsaivD0n6YCtzjJN0haQnJT0XbR/z8ag9tf08T85p7ucuSU9J+kmU82ei9hFJP46eO74hKdfqXKvmyfnvJL0c6+fNizrvchhKkpQB/ht4P+EH7A4AO83suZYmtgBJR4BRM0vtOmpJ7wEmgQfN7B1R2+eBU2Z2b1SEV5rZJ1qZZ9wcOX8amDSzL7Qyt3qipeDDZva0pD7gIOEuAx8hpf08T843k95+FtBrZpOSOoEfAB8H7gQeNbOHJX0F+ImZfbmVuVbNk/PtwD+b2Tcv5rzL5R3DVuAXZnY42n7jYcLtPFyTzOzfgVOzmhvZKqVl5sg5tczsuJk9HV2fAJ4n3D0gtf08T86pZaHJ6LAzuhjwPqD6BJu2fp4r56Ysl8Kw4LYcKWXAv0o6KOm2ViezCI1slZJGfyLpv6KhptQMy8RJ2kC46eSPaZN+npUzpLifJWUkHSL8sO7jwEvAGTMrRyGpe+6YnbOZVfv5nqifvyQpv5hzLpfC0K6uNbN3AjcAfxwNgbQVC8cq22G88svARmAzcBz4YmvTuZCkAvAt4A4z+7/479Laz3VyTnU/m1nFzDYT7tCwFdjU4pQWNDtnSe8A/oww93cBg8CihhiXS2E4BlwRO14XtaWamR2Lfr4G/CPhH2o7OBGNMVfHmuttlZIqZnYieoAFwF+Tsr6Oxo+/BXzNzB6NmlPdz/VyTns/V5nZGeBJYBswoHBPN0jxc0cs5+ujoTwzsxngqyyyn5dLYTgAXB2tLsgBOwi380gtSb3RpB2Segm3Enl2/lulRiNbpaRK9Qk28iFS1NfRBOPfAs+b2X2xX6W2n+fKOeX9PKRwp2ckdRMuVnme8Mn2pigsbf1cL+cXYi8YRDgnsqh+XharkgCiZXH3Axlgr5nd0+KU5iXpKsJ3CRB+Qv3racxZ0kOEmySuBk4QfinTt4FHgPXAK8DN0dYoqTBHzu8lHN4w4Ajwsdj4fUtJuhb4D+CnQBA1/znhmH0q+3menHeS3n7+TcLJ5Qzhi+ZHzOzu6LH4MOGQzDPALdEr8ZabJ+cngCHC3SUOAbfHJqkXPu9yKQzOOecas1yGkpxzzjXIC4NzzrkELwzOOecSvDA455xL8MLgnHMuwQuDc865BC8MzjnnErwwOOecS/gVsoyfTuxhN+AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "degree=np.asarray([ n.degree for n in mastertree.traverse()])\n",
    "descendants=np.asarray([ n.descendants for n in mastertree.traverse()])\n",
    "\n",
    "plt.hist(np.log(descendants),bins = 40)\n",
    "plt.show()\n",
    "plt.hist(degree,bins = 40)\n",
    "plt.show()\n",
    "\n",
    "print(descendants)\n",
    "\n",
    "for key in total.keys():\n",
    "    for key2 in total[key].keys():\n",
    "        weightvec =total[key][key2]\n",
    "        plt.hist2d(ancestors.flatten() , weightvec.flatten(), bins=[40,40] , norm=mcolors.PowerNorm(.4) )\n",
    "        plt.title('degree:'+ key +':' +key2)\n",
    "        plt.colorbar()\n",
    "        plt.show()\n",
    "        \n",
    "        plt.scatter(ancestors, weightvec.flatten()  , alpha = .1 )\n",
    "        plt.show()\n",
    "        \n",
    "        \n",
    "        plt.hist2d(np.log(descendants+1) , weightvec.flatten() , bins=[40,40] , norm=mcolors.PowerNorm(.4))\n",
    "        plt.title('descendants:'+ key +':' +key2)\n",
    "        plt.colorbar()\n",
    "        plt.show()   \n",
    "        \n",
    "        \n",
    "        plt.scatter(np.log(descendants), weightvec.flatten()  , alpha = .1 )\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}