Q1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.metrics import silhouette_score\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_PATH = 'data_phase2/Q1_data.csv'\n",
    "crypto_data = pd.read_csv(DATA_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
       "      <th>time_stamp</th>\n",
       "      <th>time_high</th>\n",
       "      <th>time_low</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>market_cap</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>BTC</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>2023-05-17T23:59:59.999Z</td>\n",
       "      <td>2023-05-17T20:09:00.000Z</td>\n",
       "      <td>2023-05-17T14:03:00.000Z</td>\n",
       "      <td>27035.470130</td>\n",
       "      <td>27398.802028</td>\n",
       "      <td>27465.927904</td>\n",
       "      <td>26600.144844</td>\n",
       "      <td>5.308901e+11</td>\n",
       "      <td>1.514001e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>BTC</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>2023-05-13T23:59:59.999Z</td>\n",
       "      <td>2023-05-13T18:50:00.000Z</td>\n",
       "      <td>2023-05-13T00:32:00.000Z</td>\n",
       "      <td>26807.769044</td>\n",
       "      <td>26784.078561</td>\n",
       "      <td>27030.482960</td>\n",
       "      <td>26710.873803</td>\n",
       "      <td>5.188737e+11</td>\n",
       "      <td>9.999172e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>BTC</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>2023-03-08T23:59:59.999Z</td>\n",
       "      <td>2023-03-08T00:23:00.000Z</td>\n",
       "      <td>2023-03-08T23:43:00.000Z</td>\n",
       "      <td>22216.442321</td>\n",
       "      <td>21718.079830</td>\n",
       "      <td>22268.896252</td>\n",
       "      <td>21708.050506</td>\n",
       "      <td>4.194214e+11</td>\n",
       "      <td>2.253658e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>BTC</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>2023-02-21T23:59:59.999Z</td>\n",
       "      <td>2023-02-21T08:30:00.000Z</td>\n",
       "      <td>2023-02-21T22:06:00.000Z</td>\n",
       "      <td>24833.048914</td>\n",
       "      <td>24436.354485</td>\n",
       "      <td>25126.851686</td>\n",
       "      <td>24200.364116</td>\n",
       "      <td>4.715777e+11</td>\n",
       "      <td>3.125210e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>BTC</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>2022-10-15T23:59:59.999Z</td>\n",
       "      <td>2022-10-15T03:59:00.000Z</td>\n",
       "      <td>2022-10-15T23:04:00.000Z</td>\n",
       "      <td>19185.437304</td>\n",
       "      <td>19067.635082</td>\n",
       "      <td>19212.541608</td>\n",
       "      <td>19019.250125</td>\n",
       "      <td>3.657224e+11</td>\n",
       "      <td>1.619224e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 symbol     name                time_stamp  \\\n",
       "0           0    BTC  Bitcoin  2023-05-17T23:59:59.999Z   \n",
       "1           1    BTC  Bitcoin  2023-05-13T23:59:59.999Z   \n",
       "2           2    BTC  Bitcoin  2023-03-08T23:59:59.999Z   \n",
       "3           3    BTC  Bitcoin  2023-02-21T23:59:59.999Z   \n",
       "4           4    BTC  Bitcoin  2022-10-15T23:59:59.999Z   \n",
       "\n",
       "                  time_high                  time_low          open  \\\n",
       "0  2023-05-17T20:09:00.000Z  2023-05-17T14:03:00.000Z  27035.470130   \n",
       "1  2023-05-13T18:50:00.000Z  2023-05-13T00:32:00.000Z  26807.769044   \n",
       "2  2023-03-08T00:23:00.000Z  2023-03-08T23:43:00.000Z  22216.442321   \n",
       "3  2023-02-21T08:30:00.000Z  2023-02-21T22:06:00.000Z  24833.048914   \n",
       "4  2022-10-15T03:59:00.000Z  2022-10-15T23:04:00.000Z  19185.437304   \n",
       "\n",
       "          close          high           low    market_cap        volume  \n",
       "0  27398.802028  27465.927904  26600.144844  5.308901e+11  1.514001e+10  \n",
       "1  26784.078561  27030.482960  26710.873803  5.188737e+11  9.999172e+09  \n",
       "2  21718.079830  22268.896252  21708.050506  4.194214e+11  2.253658e+10  \n",
       "3  24436.354485  25126.851686  24200.364116  4.715777e+11  3.125210e+10  \n",
       "4  19067.635082  19212.541608  19019.250125  3.657224e+11  1.619224e+10  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crypto_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1456 entries, 0 to 1455\n",
      "Data columns (total 12 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Unnamed: 0  1456 non-null   int64  \n",
      " 1   symbol      1456 non-null   object \n",
      " 2   name        1456 non-null   object \n",
      " 3   time_stamp  1456 non-null   object \n",
      " 4   time_high   1456 non-null   object \n",
      " 5   time_low    1456 non-null   object \n",
      " 6   open        1456 non-null   float64\n",
      " 7   close       1456 non-null   float64\n",
      " 8   high        1456 non-null   float64\n",
      " 9   low         1456 non-null   float64\n",
      " 10  market_cap  1456 non-null   float64\n",
      " 11  volume      1456 non-null   float64\n",
      "dtypes: float64(6), int64(1), object(5)\n",
      "memory usage: 136.6+ KB\n"
     ]
    }
   ],
   "source": [
    "crypto_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>market_cap</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1.456000e+03</td>\n",
       "      <td>1.456000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>727.500000</td>\n",
       "      <td>6409.803298</td>\n",
       "      <td>6413.959488</td>\n",
       "      <td>6511.671925</td>\n",
       "      <td>6310.950717</td>\n",
       "      <td>1.935885e+11</td>\n",
       "      <td>1.641040e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>420.455309</td>\n",
       "      <td>10308.820707</td>\n",
       "      <td>10315.745017</td>\n",
       "      <td>10469.614104</td>\n",
       "      <td>10154.698361</td>\n",
       "      <td>1.708323e+11</td>\n",
       "      <td>1.699314e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.997814</td>\n",
       "      <td>0.997835</td>\n",
       "      <td>0.998569</td>\n",
       "      <td>0.981525</td>\n",
       "      <td>3.240715e+10</td>\n",
       "      <td>2.609959e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>363.750000</td>\n",
       "      <td>158.186886</td>\n",
       "      <td>158.231137</td>\n",
       "      <td>159.163097</td>\n",
       "      <td>153.550839</td>\n",
       "      <td>6.316777e+10</td>\n",
       "      <td>2.451769e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>727.500000</td>\n",
       "      <td>727.263336</td>\n",
       "      <td>727.288071</td>\n",
       "      <td>765.555654</td>\n",
       "      <td>715.152641</td>\n",
       "      <td>1.092437e+11</td>\n",
       "      <td>1.204046e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1091.250000</td>\n",
       "      <td>5535.576237</td>\n",
       "      <td>5536.825389</td>\n",
       "      <td>5666.345777</td>\n",
       "      <td>5457.385796</td>\n",
       "      <td>2.661834e+11</td>\n",
       "      <td>2.449331e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1455.000000</td>\n",
       "      <td>31474.721364</td>\n",
       "      <td>31476.049385</td>\n",
       "      <td>31814.514812</td>\n",
       "      <td>30659.355893</td>\n",
       "      <td>6.115354e+11</td>\n",
       "      <td>1.627349e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0          open         close          high           low  \\\n",
       "count  1456.000000   1456.000000   1456.000000   1456.000000   1456.000000   \n",
       "mean    727.500000   6409.803298   6413.959488   6511.671925   6310.950717   \n",
       "std     420.455309  10308.820707  10315.745017  10469.614104  10154.698361   \n",
       "min       0.000000      0.997814      0.997835      0.998569      0.981525   \n",
       "25%     363.750000    158.186886    158.231137    159.163097    153.550839   \n",
       "50%     727.500000    727.263336    727.288071    765.555654    715.152641   \n",
       "75%    1091.250000   5535.576237   5536.825389   5666.345777   5457.385796   \n",
       "max    1455.000000  31474.721364  31476.049385  31814.514812  30659.355893   \n",
       "\n",
       "         market_cap        volume  \n",
       "count  1.456000e+03  1.456000e+03  \n",
       "mean   1.935885e+11  1.641040e+10  \n",
       "std    1.708323e+11  1.699314e+10  \n",
       "min    3.240715e+10  2.609959e+08  \n",
       "25%    6.316777e+10  2.451769e+09  \n",
       "50%    1.092437e+11  1.204046e+10  \n",
       "75%    2.661834e+11  2.449331e+10  \n",
       "max    6.115354e+11  1.627349e+11  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crypto_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "symbol=BTC<br>market_cap=%{x}<br>volume=%{y}<extra></extra>",
         "legendgroup": "BTC",
         "marker": {
          "color": "#636efa",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "BTC",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          530890147614.67,
          518873704830.19,
          419421447158.25,
          471577656114.25,
          365722351004.5,
          591683600297.12,
          446082285297.19,
          544693901827.85,
          441960667796.84,
          510440697384.33,
          367391447229.96,
          586079772336.97,
          558617183940.51,
          583034311648.57,
          386489739242.67,
          473972409615.04,
          445539806080.32,
          335987993694.35,
          324658229824.73,
          311078520948.59,
          379258182345.46,
          523846408825.17,
          545245950698.05,
          356030188152.67,
          316074930082.57,
          365024821953.69,
          370142714486.9,
          456508161672.8,
          479132405758.14,
          327139766936.22,
          387983112928.37,
          404052157141.45,
          561661086030.57,
          586546802552.23,
          319074189335.14,
          531528938704.34,
          506709265107.93,
          525043616807.54,
          521083278041.79,
          321717198701.45,
          550180352607.55,
          328933297475.65,
          571917121193.64,
          324190184505.64,
          372284398575.26,
          372279603227.33,
          323203056785.65,
          326346115859.9,
          597702171825.96,
          395266756395.28,
          548015190714.46,
          363433455081.14,
          370891718468.24,
          367967465552.59,
          372414733487.45,
          509733936200.2,
          433122543176.49,
          321061621175.61,
          372876821416.38,
          564840485745.58,
          520044966564.46,
          322379914497.22,
          367839754255.23,
          361876433047.07,
          581292887481.78,
          440298767854.8,
          375444263357.02,
          575052155346.9,
          421847190488.29,
          577056102933.27,
          527720639354.35,
          324163886549.58,
          468947166603.22,
          323831438044.37,
          578990356568.61,
          567589047795.07,
          589374459085.89,
          527883377617.69,
          462189287816.46,
          382574032285.78,
          436237993963.62,
          581348679162.13,
          447747058643.64,
          304958504278.2,
          362826506171.96,
          508288516574.2,
          558522450868.28,
          605031166919.12,
          550593053896.62,
          371731749298.26,
          509301597240.58,
          567446140509.39,
          442642331535.6,
          508487129875.96,
          587778068681.36,
          547928945542.45,
          452119476083.72,
          449874457148.45,
          324093186300.93,
          376151028151.32,
          544483610242.01,
          316040534591.72,
          387631908834.78,
          593974448099.12,
          518904301900.92,
          564864625278.2,
          570774442718.62,
          566661285145.37,
          405992446610.67,
          588656416080.43,
          595773660616.42,
          377311288517.09,
          429090671120,
          496264527631,
          501477392550.51,
          417588395181.59,
          408613690153.42,
          398509689462.45,
          590834747693.02,
          389306507854.33,
          329323845088.74,
          311686396568.46,
          592983006395.12,
          320025834692.4,
          521094554604.37,
          320225997953.71,
          393230695987.89,
          369584293835.81,
          385513277844.78,
          407818156777.17,
          567993007155.91,
          428114557464.91,
          431765463285.53,
          330914961275.37,
          511079706782.86,
          514170400421.06,
          499587457194.46,
          316271488936.78,
          590443005305.01,
          420274300806.28,
          580894851051.47,
          559767467680.94,
          557748035703.28,
          452534728124.07,
          328566216152.49,
          360259346858.07,
          378693173324.34,
          525746096848.12,
          589786626446.89,
          595803665519.79,
          526844318152.29,
          549318113504.07,
          374373522207.39,
          572509489793.69,
          528404436446.27,
          446846764116.35,
          438896650641.24,
          551083296208.8,
          454075216419.73,
          475459130854.86,
          314093257178.25,
          326401273258.71,
          319192915033.18,
          401792318391.34,
          588084165990.41,
          542349825341.83,
          571935354879.7,
          389890609883.9,
          325037180854.75,
          371211779873.32,
          507949530130.7,
          555325979264.04,
          543900696259.74,
          329389313682.63,
          586582359795.4,
          540086456069.02,
          383483154873.96,
          325604307791.2,
          320570440520.86,
          366202733264.3,
          502435875823.55,
          519935930271.57,
          346303640718.24,
          328491679165.28,
          355314855623.96,
          611535352757.7,
          529839581714.46,
          428662088256.18,
          436928964721.29,
          326478273136.7,
          375024092833.74,
          506348824288.34,
          536375393861.25,
          323570505189.58,
          567610646871.25,
          517943916949.93,
          420806214870.32,
          331370511897.98,
          567881358904.56,
          569735854496.74,
          514519784075.08,
          507889708783.63,
          572302297645.31,
          570661758982.41,
          502523702241.22,
          527773175252.01,
          588197752221.23,
          506957746773.53,
          453226586695.74,
          592615228830.8,
          438893838655.36,
          329114546384.43,
          566898832325.3,
          525920232790.71,
          455770787833.36,
          334010450284.36,
          594601955892.83,
          537106462875.19,
          316404791284.87,
          539882481562.26,
          398593008037.23,
          326142124579.08,
          567148527546.04,
          532766516006.96,
          444830940521.37,
          329997633644.39,
          396075135322.21,
          580578124574.23,
          546611911812.66,
          531424045822.58,
          339521782853.53,
          534020212996.71,
          420678828415.31,
          458291157032.27,
          329458400093.47,
          566240497928.76,
          382576542382.13,
          584108674470.97,
          320309344585.85,
          371923967755.44,
          541964802720.42,
          454795165822.83,
          367171621206.39,
          535026153601.52,
          341988994228.35,
          371970445843.4,
          385624152241.56,
          389843287588.34,
          448636152158.08,
          367049182259.43,
          388682319976.46,
          487476514345.28,
          537360742269.69,
          431607268094.04,
          588404379630.2,
          442391167095.22,
          369718966324.75,
          507090156466.72,
          580205937049.99,
          538371205878.3,
          578655924186.63,
          518489461930.79,
          433216160786.45,
          398588922090.83,
          368541303588.26,
          409363809141.16,
          537924888418.9,
          544910072721.85,
          548025510532.62,
          319559502979.58,
          313012826679.9,
          360616650169.4,
          318567071312.32,
          569216997017.29,
          470908667056.64,
          469431477134.26,
          443936922524.46,
          582785323709.11,
          447323985682.72,
          365340817941.08,
          379595440556.6,
          523022981321.22,
          570550222405.71,
          320208159886.93,
          513207340509.25,
          437814457018.41,
          323943465219.08,
          320781106962.52,
          584762966697.84,
          549771733917.47,
          531370969956.36,
          368335944295.86,
          514442327519.51,
          510862345346.3,
          365543015077.49,
          572212182981.53,
          589336655273.9,
          393268847887.5,
          317499392769.32,
          375100872175.06,
          369299496559.04,
          568365621732.67,
          337735690619.8,
          416840289162.08,
          568155078548.47,
          591758288455.82,
          519254029391.83,
          544473344614.66,
          504957555550.64,
          503230985845.05,
          573568312635.13,
          541771324421.11,
          520401926578.4,
          318516317872.25,
          370071738762.96,
          587650439314.87,
          407681958151.49,
          399567972100.27,
          374761116006.47,
          579003905761.26,
          591107911061.22,
          331160060320.4,
          321262452550.73,
          393413045572.67,
          513657047934.28,
          510996613395.63,
          406279900295.03,
          386993271473.89,
          428373958242.42,
          415117548315.38,
          585797549895.29,
          528291607015.54,
          584854674446.17,
          478037073214.71,
          323078968931.9,
          565434912959.96,
          520858138785.14,
          321111951654.75,
          527685629563.87,
          540536533674.58,
          443923229458.15,
          324326299579.98,
          570017791145.4,
          502863816038.37,
          457370104397.91,
          325263465984.55,
          303332140406.92,
          521742220416.76,
          524615890807.42,
          541106062437.58,
          521018360376.26,
          467417380966.85,
          322642084634.09,
          569738074810.23,
          594872050276.47,
          547590658474.12,
          484005642386.83,
          535713623918.83,
          527117850100.66,
          536553055078.31,
          402234665331.34,
          466821375594.42,
          319180537510.23,
          395596352770.07
         ],
         "xaxis": "x",
         "y": [
          15140006925.18,
          9999171605.08,
          22536575684.49,
          31252098713.68,
          16192235531.97,
          12703464114.44,
          22837828665.18,
          15284538858.55,
          26518700511.88,
          16299104428.23,
          24950173846.05,
          7903327692.27,
          15548678513.55,
          18651929926.37,
          33223790572.36,
          41358451254.72,
          30685366708.98,
          15808338948.79,
          18421743322.29,
          30726828760.3,
          28813460025.44,
          12732238815.9,
          12284641999.34,
          118992465606.57,
          23581685467.5,
          20765955327.49,
          18719537669.88,
          24662841199.56,
          28987376572.9,
          55871616488.33,
          43228750179.43,
          38967784639.05,
          19122972518.31,
          12854816416.5,
          26129037414.48,
          16343655235.34,
          14503820706.42,
          8385597470.09,
          11258983300.89,
          15748580239.21,
          31854242019.49,
          14122486832.21,
          10195168196.66,
          9744636213.3,
          16437423166.71,
          53071298733.51,
          15329265212.56,
          22209086834.09,
          12810828427.35,
          43994715910.3,
          12175322950.95,
          34971338710.34,
          30580012344.21,
          38452356726.7,
          43975248084.73,
          9036580419.74,
          17353192895.19,
          16106223491.51,
          16837262532.25,
          6598366352.73,
          14678970414.58,
          10924354698.17,
          32459287865.69,
          36791346508.26,
          10972789817.7,
          27205595568.34,
          22128794335.13,
          18379521212.63,
          16356226232,
          18272392391.28,
          33382021889.86,
          13692758566.46,
          32483312909.3,
          16441573050.1,
          17570561357.26,
          13618163710.33,
          20917902659.76,
          20759504329.87,
          30476264066,
          34711412966.17,
          26405069714.63,
          12128602811.7,
          26811744927.57,
          102905151606.28,
          26149643167.68,
          11002805166.45,
          14949271904.13,
          15271884873.11,
          19001327597.88,
          44219840003.89,
          12871532023.01,
          12780357745.55,
          19564262605.21,
          13371557892.6,
          8516564469.72,
          17733373139.17,
          27083066007.24,
          15639298538.02,
          11656379938.06,
          30484729488.71,
          14545229578.02,
          20443898508.94,
          37872380889,
          9086606733,
          31120851211.44,
          7269806993.78,
          6481775958.74,
          14652199272.27,
          64072727949.72,
          8011667755.87,
          16428827943.78,
          36389011503.32,
          22765452203.97,
          15837384409.1,
          19872933188.93,
          27078406593.87,
          37846047609.23,
          30180288175.61,
          14828209155.42,
          49625110402.03,
          16824520830.08,
          27743025156.05,
          12147822495.52,
          9244361699.89,
          12826986222.15,
          24031608959.5,
          39819303159.15,
          17988916650.36,
          24957448100.3,
          26792494049.72,
          17544464887.25,
          29279035521.01,
          26062404610.39,
          19617581340.83,
          9565695128.64,
          11904824295.26,
          21513292646.48,
          17221074813.55,
          14805659716.84,
          17821046405.57,
          21129219508.8,
          15913866714.47,
          24571565420.76,
          32066936882,
          19889922369.03,
          23359966112.45,
          30123362272.94,
          7044911360.48,
          22659995079.31,
          24115570084.62,
          14413231792.03,
          10876469900.68,
          40177002623.56,
          11865344788.64,
          14837414999.85,
          20535363433.98,
          32442278429.47,
          11301355486.45,
          22660763494.22,
          19625427157.74,
          27209183682.26,
          14413662912.72,
          49630243054.06,
          35082693210.3,
          17487721001.39,
          13837809380.28,
          17936566518.34,
          39578257695.31,
          16217776703.79,
          30202235804.59,
          6913768611.22,
          16432924526.63,
          18655599976.36,
          12706781968.8,
          11940685377.62,
          10861680497.27,
          29225029693.63,
          11886957803.69,
          27868914021.95,
          58571439618.96,
          17202862221.48,
          15222938600.41,
          18307186523.32,
          19539705127.46,
          46363793974.56,
          23686079547.52,
          50730261335.05,
          26792596580.6,
          28799154319,
          7714767174.32,
          27472552998.34,
          6034817316.31,
          19122903752.39,
          14882945044.81,
          12640195779.03,
          12711619225.45,
          32572572185.34,
          20496603769.86,
          10770779216.98,
          17872186762.03,
          16985265785.29,
          10631443812.07,
          6194358007.75,
          13497554655.35,
          11677889997.4,
          15656371534.37,
          19480529496.02,
          24026236529.35,
          20386398516.25,
          12481622279.55,
          23825006541.98,
          9768827914.24,
          19212655598.47,
          9360912318.14,
          39316664596.38,
          20964448340.77,
          10533418042.02,
          13251081851.39,
          18000008764.22,
          29368391711.99,
          30005625417.91,
          22895392882.21,
          15395817395.41,
          17703288330.24,
          25383335641.41,
          29523576583.08,
          31486345555.64,
          20653160490.91,
          21340360359.79,
          13383005987.37,
          25900123362.05,
          12785446832.04,
          23918742607.37,
          27423687259.16,
          20328426366.41,
          10662634332.91,
          25245861651.62,
          14571500779.44,
          14472237478.79,
          41135767926.23,
          22435349950.56,
          16644534841.91,
          22425387183.91,
          20656025025.55,
          26634741631.05,
          31254779143.63,
          47761524909.94,
          35887278684.83,
          27187964470.79,
          27425022773.59,
          51091116621.52,
          14265717765.8,
          19556501326.93,
          11166012913.03,
          7509378699.36,
          25371367757.61,
          38896078052.07,
          12406045117.51,
          13138897269.16,
          13125734602.38,
          7873300597.52,
          8647416920.95,
          13317001732.58,
          58895950537.09,
          16104440957.47,
          48469528170.65,
          15181308983.6,
          17052315986.14,
          20684945905.97,
          15929162909.56,
          21313378651.69,
          43403978910.41,
          17005713920.05,
          8678454526.64,
          43655701450.2,
          25555105669.92,
          14712928379.05,
          33346760979.13,
          16100721565.07,
          28711532910.3,
          23613051457.08,
          16724343943.18,
          27153445027.31,
          33925512988.62,
          13851122696.86,
          24746386230.08,
          19675404388.75,
          26862218608.57,
          9220145049.89,
          22211859146.73,
          25980310960.02,
          44148798320.6,
          11090276850.25,
          16324646965.41,
          24493974419.53,
          14013695304.04,
          13384770154.9,
          30364664170.83,
          18678255975.67,
          41037843771.3,
          35239757133.88,
          11656781981.62,
          83202283720.96,
          34493951963.3,
          10266772792.7,
          26387306196.78,
          19313599897.31,
          36102192830.48,
          20181001451.19,
          10732609602.85,
          19282400094.3,
          37769448858.69,
          11056770492.11,
          11239186456.23,
          32194477849.95,
          16493186997.21,
          24999983362.13,
          40369840645.23,
          29227315390.11,
          14655207120.53,
          13180860821.04,
          18624736865.86,
          12097775226.69,
          45668466815.41,
          11015551640.28,
          19530045081.91,
          21152848260.91,
          55552169483.42,
          50212088965.2,
          36913738894.15,
          13240156074.07,
          21929670692.82,
          20121259843.07,
          54622230163.97,
          14463581825.22,
          12036639987.62,
          7892015141.24,
          13903079206.51,
          13697203142.64,
          9373255556,
          26357839322.09,
          36599436182.62,
          11218474951.63,
          14143474486.27,
          26683255504.12,
          22722096614.76,
          37429485517.93,
          10014858959.48,
          18188895177.73,
          13878363191.96,
          35723036817.12,
          49466362688.47,
          29717699419.42,
          7329897179.69,
          12151839151.9,
          24220433689.12,
          33866061746.62,
          14128593255.78,
          17783600384.84,
          44774027663.55,
          19298407543.31,
          30199996780.9,
          32958875628.23,
          53510852236.18
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "symbol=BNB<br>market_cap=%{x}<br>volume=%{y}<extra></extra>",
         "legendgroup": "BNB",
         "marker": {
          "color": "#EF553B",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "BNB",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          33385777381.9,
          36883950527.41,
          46558310525.77,
          51563040287.37,
          51770723358.62,
          48653379654.11,
          47771639109.14,
          42270466525.64,
          49586621147.77,
          49565588033.19,
          44216290548.63,
          52626345936.38,
          51621150963.99,
          42975342722.64,
          36694210385.53,
          46756968312.83,
          47254381542.53,
          43830941988.53,
          43859763700.45,
          52082308342.2,
          38796722023.24,
          33329801761.41,
          47681999495.27,
          49797193703.2,
          46308955783.63,
          33650022331.15,
          48578128710.85,
          49179890751.32,
          37152196085.96,
          38011354861.71,
          37119032079.6,
          36825242367.48,
          40176732867.76,
          38379537599.78,
          50822991269.6,
          46481371529.18,
          45685558980.55,
          45711023160.68,
          40659978958.69,
          50298806444.68,
          50946789304.43,
          49481687296.28,
          49411264709.56,
          45267601400.07,
          52942208088.55,
          48319824358.94,
          50194052761.32,
          38734572405.4,
          43872601590.66,
          45317067482.41,
          39446947208.02,
          48154783754.53,
          45834074108.07,
          52616693259.51,
          43782320107.81,
          46244769577.57,
          45053322422.87,
          38123407213.86,
          51235778714.41,
          54275690979.85,
          47852041125.81,
          37303420951.91,
          50844232461.5,
          51925582974.74,
          45850807478.85,
          42720828474.81,
          44312018097.58,
          44815551874.49,
          37817749646,
          40270721918.09,
          43894998284.41,
          36504451694.06,
          37792676975.84,
          50957480634.42,
          51629335908.47,
          38041814289.92,
          40633881849.37,
          50959054972.77,
          46497281012.21,
          41569303200.31,
          37002146211.44,
          52210645189.25,
          37088465667.74,
          45596828391.98,
          39316042283.7,
          44783501315.67,
          32437179621.73,
          38680409333.98,
          43819908779.79,
          44639749525.86,
          37346172591.35,
          37528132819.48,
          37266887790.31,
          52732684626.35,
          49547838246.92,
          33590478887.31,
          37321723681.52,
          47957598258.64,
          44356071738.95,
          47271122270.62,
          43271477489.63,
          36976850145.7,
          37231984362.03,
          48862444892.63,
          43802636227.98,
          48649436453.51,
          45294444955.49,
          56696907533.63,
          47676042557.46,
          45461808208,
          47337502118.33,
          37104300789.72,
          43154733695.11,
          48866560030.3,
          50180295093.53,
          48716410747.32,
          44155896392.93,
          44974585825.43,
          49460441504.2,
          48356662482.18,
          44517443601.69,
          38082054340.4,
          36349623363.98,
          37026895487.58,
          50308060610.33,
          50208845676.31,
          49322298701.1,
          44195717778.35,
          33323655435.27,
          48597298700.93,
          43891548403.84,
          48118283430.36,
          37076059806.11,
          38116045263.7,
          43576320416.4,
          36763385107.77,
          50137693950.74,
          49095551996.82,
          41315420629.36,
          46476916921.1,
          45493467668.66,
          48083958346.11,
          50129351591.42,
          43717719231.42,
          36010376072.58,
          48827039541.48,
          43503575941.02,
          48121587865.35,
          42014706714.49,
          45765515255.46,
          46147098395.14,
          47467581558.37,
          44987580579.3,
          38398871172.76,
          52344805502.31,
          51216971698.16,
          45889133083.98,
          37380375232.49,
          53914349553.2,
          43852446091.82,
          36765797234.63,
          50486355744.86,
          48492559791.01,
          45482133750,
          43525943306.37,
          33639019170.31,
          49813311436.08,
          34903000575.6,
          37523886294.12,
          39054223213.78,
          43789393911.3,
          44630120017.99,
          50126733781.06,
          49982441630.69,
          52747289288.93,
          53538037405.63,
          43783204222.91,
          46713966636.4,
          47647318081.63,
          47492002139.68,
          52204662733.88,
          50003435479.69,
          44448461252.44,
          37001289151.88,
          50353689277.23,
          39359267890.3,
          43691241396.31,
          45737678819.63,
          39063326954.92,
          51966811409.86,
          47601444433.23,
          32407148960.35,
          37013665181.81,
          48981213310.01,
          49332583159.41,
          39407173515.71,
          36411284995.21,
          48718247160.33,
          42604562672.57,
          48309960943.04,
          41449837472.7,
          44450444228.92,
          45637780786.73,
          37260898041.85,
          37097683428.26,
          41795720411.57,
          46986237688.09,
          39372532274.58,
          33594578271.57,
          47455366376.12,
          49030236315.4,
          48231592172.97,
          36966826102.04,
          51258714744.82,
          36588314323.11,
          38613586662.36,
          51927975468.22,
          53205871424.8,
          49180469394.39,
          47343587830.32,
          44079687877.9,
          48428366951.04,
          51307022507.24,
          46454401105.13,
          36801991687.73,
          52565516822.76,
          39428145950.14,
          44604842765.02,
          39973699058.51,
          48098937716.27,
          49102236622.52,
          37313939994.05,
          36207053766.09,
          51299960753.51,
          48524730885.81,
          52422579607.15,
          47912171545.45,
          51746215675.32,
          49398327195.37,
          49045109218.98,
          42690010298.04,
          49552135789.79,
          48240055474.33,
          47803983107.38,
          37201467454.42,
          53491920586.13,
          33622225777.67,
          48486000300.14,
          37717205287.72,
          50267708515.27,
          52078037492.72,
          51805135267.43,
          47828458630.46,
          43948518789.44,
          37857260605.7,
          48135374450.8,
          35947241950,
          38600804407.17,
          39133595749.35,
          38319420238.35,
          37461938068.72,
          39334222657,
          48198456235.97,
          52465524136.14,
          36721589170.81,
          46757282793.46,
          43303579985.56,
          40427510244.25,
          47528904300.99,
          47940402878.95,
          46955899031.7,
          47745317303.57,
          48486730038.64,
          45785742688.13,
          50577600741.44,
          43622192228.1,
          45503479950.61,
          49387101205.02,
          51531648822.64,
          41018392454.05,
          48156400534.22,
          50080477853.14,
          32867117169.89,
          33249357708.94,
          37355531392.33,
          38851972309.51,
          37263159612.28,
          47359929586.77,
          48139219171.43,
          45476734071.7,
          45687917102.43,
          52993350053.7,
          45583995083.99,
          44890165689.9,
          37444894293.48,
          43352990986.74,
          47620609271.56,
          33287858207.8,
          36825384935.98,
          47913896428.79,
          36989640967.8,
          42858741189.08,
          43491230299.71,
          36879667898.93,
          47827181093.41,
          48531494991.82,
          47827580737.57,
          48668443564.22,
          38894316962.86,
          44245687907.86,
          42378199797.19,
          36929825440.41,
          37229548135.81,
          44565408017.59,
          44389589746.59,
          47378094637.04,
          35673568328.27,
          49253849848.38,
          43967624739.43,
          34431659640.73,
          48774894446.61,
          43888118187.78,
          49046008530.26,
          48789334458.77,
          48060047573.8,
          48847234567.27,
          38497257993.91,
          44292678773.44,
          54294354064.47,
          55872507021.88,
          48952789707.3,
          46955638514.8,
          47804181308.34,
          48935898219.22,
          49769112958.81,
          46039203570,
          45889655979.06,
          45075350228.14,
          40857170518.39,
          47830504771.28,
          46447810674.27,
          43200999361.33,
          33293304052.03,
          38079910676.88,
          47693139025.53,
          51057292061.02,
          39277002026.83,
          48645327657.74,
          37508583495.91,
          49055397081.59,
          46364088778.7,
          38030335059.64,
          48708650350.65,
          50897314959.58,
          39053263491.06,
          47560448780.61,
          50056964245.78,
          39375368363.2,
          45167505777.85,
          50108027166.7,
          42966238264.79,
          48311022691.35,
          46090966906.46,
          39133349163.76
         ],
         "xaxis": "x",
         "y": [
          477267427.54,
          558809140.43,
          431382130.49,
          910334786.02,
          662969264.88,
          484897937.01,
          302803529.81,
          720361905.04,
          592856922.34,
          442429678.83,
          640533920.32,
          865228955.85,
          750494420.01,
          845702947.25,
          376213807.86,
          662196431.67,
          755028963.51,
          535946813.79,
          1124480167.14,
          1337194824.02,
          1196953525.57,
          297744716.62,
          418835790.71,
          676396149.58,
          700566674.19,
          332786869.36,
          392038878.29,
          793779029.11,
          370373498.99,
          864407068.49,
          365863689.57,
          502420772.23,
          925487109.62,
          519491310.81,
          1280612242.34,
          634607104.65,
          373176524.52,
          289197234.83,
          1094850660.77,
          826810466.34,
          439062619.56,
          701575685.97,
          520994814.57,
          870477241.95,
          638610696.5,
          562889881.98,
          1451550019.08,
          536228376.78,
          691784529.02,
          844268122.93,
          391342277.11,
          334636707.81,
          450262902.53,
          521804212.38,
          584301467.51,
          1010110226.58,
          560951664.17,
          451849200.34,
          912601797.34,
          936315454.05,
          571771274.43,
          279600847.41,
          822037854.57,
          1329110451.04,
          905481571.88,
          1057177277.56,
          803452433.75,
          490102252.68,
          441487282.94,
          667866376.86,
          1074224922.9,
          289327973.09,
          439591634.5,
          519090053.79,
          662758377.92,
          372246651.93,
          491429997.63,
          896643000.15,
          1322505522.49,
          417893263.5,
          433186880.47,
          2168405759.46,
          400525695.95,
          466458215.8,
          342300808.67,
          1136956066.29,
          637832641.42,
          799468587.63,
          685307607.94,
          665273780.93,
          485038742.74,
          709030406.9,
          488582672.47,
          682400158.96,
          663981560.69,
          423891091.63,
          317500344.01,
          484941644.32,
          470259382.83,
          986451640.27,
          391459295.88,
          381157536.01,
          414941210.86,
          361568579.06,
          558776710.59,
          404468149.14,
          436665040.48,
          1938879951.62,
          1072756218.67,
          857467324.81,
          1139680145.88,
          499664149.06,
          928515688.46,
          432273711.39,
          686766523.71,
          472852406.26,
          483765500.26,
          963734559.52,
          478328373.93,
          434715821.81,
          716989161.24,
          671028354.44,
          332343167.97,
          738634211.88,
          494274153.15,
          536818146.43,
          487472184.26,
          974762446.71,
          428616638.93,
          543284868.02,
          491734030.19,
          1009620335.72,
          310128851.49,
          493157882.3,
          551451227.83,
          451906471.96,
          1057530805.45,
          656817419.67,
          709349173.61,
          646645161.65,
          496833486.44,
          949045514.69,
          616638893.17,
          546926290.51,
          1014433333.9,
          1087358890.8,
          1925504272.94,
          1036335164.37,
          1047820780.79,
          644239750.36,
          705616865.68,
          887528741.04,
          512014471.2,
          669962148.12,
          828471427.52,
          1411029750.24,
          874526054.14,
          300760368.97,
          1811518273.64,
          655201927.59,
          417581395.2,
          467074892.96,
          596861029.16,
          374160712.3,
          908816092.2,
          394620698.33,
          1221554861.37,
          593296660.7,
          399576464.1,
          414698978.2,
          497761035.09,
          869618433.07,
          437921017.91,
          594180917.35,
          1514834239.07,
          934568147.78,
          505668979.07,
          1433086339.66,
          1920236927.74,
          401117895.2,
          440935963.16,
          467884010.78,
          843345381.07,
          650256384.94,
          639928191.83,
          479296549.19,
          1080164338.4,
          483074620.42,
          276115280.04,
          730957108.48,
          337673265,
          582113966.52,
          348181737.92,
          405623337.15,
          530706217.34,
          307551853.14,
          482870297.16,
          701865644.82,
          800429058.43,
          492880078.22,
          632924961.14,
          594844794.5,
          593375648.12,
          455501208.51,
          1092564921.58,
          327712513.67,
          561853825,
          377452410.46,
          325410552.94,
          656837387.77,
          545212279.98,
          383049497.67,
          284512148.64,
          521894603.82,
          366519529.15,
          603755323.06,
          363216135.79,
          705888291.72,
          579359973.48,
          529752305.39,
          599934776.01,
          277393160.21,
          941862415.06,
          1017326050.67,
          427457532.35,
          682276623.64,
          345312527.63,
          604706996.55,
          761150981.84,
          509746022.76,
          575672801.73,
          425584373.39,
          536134671.25,
          684442463.91,
          667706772.29,
          5390603524.7,
          851195252.99,
          670641137.57,
          465627007.13,
          461767800.59,
          3191459131.71,
          482942200.06,
          520678637.34,
          794566055.2,
          425652308.85,
          741280407.81,
          786294217.62,
          385073781.23,
          504987527.74,
          565754261.32,
          547390924.77,
          515127901.97,
          602126314.61,
          927431126.57,
          359118141.61,
          404806422.88,
          480872335.93,
          477391842.74,
          422767367.54,
          834091612.56,
          626872820.49,
          543367184.12,
          355156560.87,
          861598551.43,
          418416863.58,
          633441009.01,
          491674297.83,
          958739195.46,
          354897855.45,
          331579600.05,
          1154829072.15,
          310503639.85,
          630938593.7,
          800888079.6,
          1069178743.42,
          783671054.35,
          940035658.97,
          549179249.2,
          639990071.79,
          342934040.92,
          669836013.58,
          667519216.19,
          438229562.21,
          567051050.26,
          417704184.9,
          717670518.57,
          1068424942.37,
          370516889.22,
          540954387.63,
          759320493.67,
          952606066.09,
          856381072.01,
          287599378.3,
          570350813.94,
          751858394.14,
          539795617.33,
          700835024.76,
          273738258.4,
          319300745.94,
          382256220.03,
          1264053277.27,
          854777254.71,
          809144929.57,
          386856576.31,
          474410244.69,
          402988974.08,
          377974810.21,
          1397370727.45,
          298063868.05,
          956106803.89,
          1173656467.53,
          296580782.84,
          388148321.64,
          1541330420.2,
          818302597.03,
          998624527.64,
          461572144.2,
          522437731.57,
          563344665.81,
          359750612,
          1122664621.43,
          523623577.54,
          348569461.74,
          312320210.89,
          1219177799.2,
          866173919.76,
          751196285.35,
          1116291059.69,
          1143505729.53,
          1231594444.52,
          437721579.3,
          854253817.61,
          260995870.61,
          636404503.28,
          463135727.69,
          655903255.24,
          556343467.66,
          956413768.35,
          562863851.98,
          475658790.71,
          610280514.37,
          593811686.54,
          566160608.17,
          830645013.36,
          479926281.37,
          909077028.12,
          357733261.53,
          2461275687.15,
          413015397.71,
          478098162.83,
          1625174425.99,
          505389149.87,
          461175015.84,
          468651735.25,
          278651736.6,
          273449324.47,
          419430009.47,
          388929772.33,
          1189401391.87,
          664644693.17,
          789437104.81,
          778492045.02,
          439735199.89,
          280627376.19
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "symbol=ETH<br>market_cap=%{x}<br>volume=%{y}<extra></extra>",
         "legendgroup": "ETH",
         "marker": {
          "color": "#00cc96",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "ETH",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          221931416524.33,
          225222354683.52,
          146252301744.43,
          197912705880.22,
          184437721061.01,
          157341486086.64,
          227300141959.11,
          221884640081.19,
          208362936841.53,
          227568017429.56,
          196519595895.71,
          148414001604.48,
          247975491589.17,
          213391238626.05,
          149436675608.59,
          154664480620.42,
          168666096121.15,
          227866713240.43,
          148353868235.31,
          202538755664.15,
          215424018944.87,
          216307003100.76,
          219416572783.88,
          191799801098.5,
          166850284146.24,
          161721830239.88,
          222504389357.37,
          202900324403.57,
          153020999980.23,
          154972318287.59,
          222992394106.75,
          206369179860.34,
          215523920726.08,
          214404502910.64,
          158499128156.64,
          207942703368.28,
          201588829111.97,
          153612038146.7,
          219593479527.48,
          223097571555.34,
          229822540123.19,
          158160024664.68,
          200044200373.76,
          198709982386.16,
          209498804938.46,
          217296429099.19,
          223921509068.45,
          204822771743.5,
          203721353153.94,
          200912519458.19,
          163478613611.79,
          209079208633.39,
          225377122390.06,
          212651145920.18,
          185400529851.63,
          199220740931.91,
          226077954074.33,
          222359174267.9,
          229333834483.7,
          219914764942.45,
          196178270959.7,
          191139794720.6,
          185458451765.63,
          232916432171.51,
          148512923133.86,
          155980061933.95,
          148642233522.06,
          202004591055.8,
          192459145336.4,
          231369563103.66,
          227515380123.15,
          240145032619.42,
          146754748632.98,
          222139062221.35,
          204004483831.54,
          189982916189.85,
          159020508319.75,
          160822630102.87,
          201089826315.74,
          147570393014.79,
          227928964948.72,
          149315624697.13,
          146717202126.48,
          157522222703.27,
          163728077712.87,
          156669949121.35,
          192400441552.22,
          220311724080.98,
          189243632232.62,
          191954575288.26,
          153404799857.85,
          200431006110.97,
          154715412873.42,
          164592661444.43,
          216710693709.2,
          222786437114.12,
          204609541065.93,
          227650784838.18,
          224770081704.09,
          231361104948.42,
          160835874209.47,
          159320275669.59,
          219527926618.49,
          224865960293.99,
          221100296683.63,
          163630053851.66,
          198432174708.73,
          203560807723.74,
          225653957077.34,
          191750540944.79,
          231226923280.79,
          195175909086.02,
          162317860620.67,
          232820313728.46,
          163563210282.51,
          144978183335.93,
          232165415326.64,
          144792704215.32,
          200701412483.96,
          222433950191.07,
          209927572136.18,
          224743281403.41,
          191863382801.15,
          197707916935.92,
          222280524748.08,
          228601344794,
          223019695977.43,
          191450085930.19,
          225608098485.43,
          154151507928.31,
          220981729947.98,
          232408283870.42,
          201316434920.42,
          223597227103.75,
          222232180744.4,
          221673504868.32,
          177639720158.04,
          218010422175.62,
          216135216883.07,
          197231311510.35,
          150818134579.13,
          147336079453.07,
          165831763019.55,
          208881998031.32,
          202048296021.36,
          156481992824.69,
          241195864006.75,
          218493608915.33,
          201446423701.85,
          222028758930.9,
          235075381096.91,
          218593840135.54,
          242437493117.35,
          199116747175.27,
          199548851220.68,
          219418097417.64,
          223490168593.18,
          219476732219.84,
          190349837406.71,
          207397194106.9,
          178869645044.44,
          158974260182.09,
          153179798257.02,
          159079468496.66,
          195769929355,
          223949968247.1,
          149169092950.41,
          199305881389.89,
          185380394200.84,
          227069518772.29,
          225042891982.26,
          221248657889.82,
          217032947920.34,
          187420674444.85,
          220204378895.01,
          210808348254.2,
          194610296521.5,
          187732308103.02,
          146453523490.15,
          193314548591.89,
          225791368052.22,
          152151698373.37,
          157539152133.39,
          226030254515.46,
          229285466097.66,
          215581106420.2,
          203110528556.42,
          153766017387.05,
          142964413923.36,
          222372592138.08,
          226058650339.34,
          217846438558.82,
          199271406209.81,
          163012762380.92,
          200689358850.73,
          221982607204.4,
          219138701233.08,
          218064367254.84,
          199998836364.05,
          228424935740.82,
          205625908298.01,
          251325536962.21,
          191706811085.26,
          156569408718.13,
          223070797299.17,
          224254934504.45,
          145623194889.22,
          227116881653.75,
          169846691171.36,
          223481844153.87,
          156775156224.41,
          225274024718.29,
          222677553067.99,
          219384174417.3,
          208464753138.65,
          219632850428.96,
          224150871476.76,
          163496205910.64,
          179913195986.61,
          216485036956.1,
          165950737480.06,
          226529194963.13,
          253800479048.38,
          189765994312.95,
          198208758106.57,
          229686223069.99,
          196822841716.09,
          135633447402.59,
          194670301516.91,
          225975170377.92,
          199255375047.72,
          161600715739.48,
          157030254550.38,
          162966939318.2,
          233118658512.83,
          229798912476.57,
          148657178662.66,
          157685851384.5,
          134632026975.35,
          210255158289.96,
          222805472557.44,
          217184216646.79,
          201088617496.87,
          158558424120.23,
          185319902025.23,
          162306742245.52,
          231098233851.34,
          175325880262.72,
          142884939549.24,
          227537459456.49,
          218953899552.53,
          148916903134.48,
          173518619132.28,
          148757983064.94,
          229781805153.89,
          225490330139.48,
          157073807505.17,
          161469074852.23,
          162707764850.43,
          193422316197.85,
          227308028004.55,
          181433531480.39,
          174891606136.11,
          145398457166.25,
          207632053119.27,
          225683705622.92,
          218507909796.79,
          154968626311.45,
          217263495408.34,
          227057271106.86,
          192424955722.92,
          195572592023.01,
          221375138904.33,
          146966709631.14,
          190487679000.29,
          229967634146.98,
          159856564471.73,
          158574740489.23,
          228092963187.17,
          234005095167.34,
          176054474764.9,
          192853381586.06,
          224944195689.1,
          143187967151.1,
          201872827301.06,
          219761761156.32,
          219353336789.45,
          185973007218.42,
          200224535661.62,
          226580142941.11,
          225361512775.62,
          149103599322.5,
          225414591269.9,
          252646950002.52,
          194150467599.55,
          162176944252.62,
          190949580969.12,
          220530132874.86,
          199670814561.88,
          196411977220.27,
          205763839949.88,
          162617761175.93,
          189992347922.69,
          198654748012.57,
          228705408822.97,
          220556145427.76,
          149073659684.74,
          155617197225.85,
          158388908311.64,
          199261172396,
          225124435575.99,
          220637609942.13,
          154713649605.37,
          227287014709.89,
          192025112411.57,
          191808639047.21,
          162806430080.61,
          224730370763.71,
          202673213630.64,
          149015094981.77,
          222770468530.71,
          212357972797.53,
          190294120192.45,
          207034487855.66,
          188446792043.73,
          146947591531.1,
          204981728438.73,
          219491766849.53,
          167070804931.43,
          210685427348.37,
          224214876354.3,
          223977715590.51,
          209669571067.84,
          147043867254.5,
          220502861332.05,
          223456250671.33,
          197786409641.32,
          149518741493.03,
          161427190438.39,
          230219806237.67,
          200793139093.29,
          150149593573.92,
          156182574199.63,
          205247345636.65,
          180110291827.78,
          229830520243.3,
          135633447402.59,
          199992630006.38,
          221568525308.68,
          206832112414.09,
          190520831639.54,
          151939907866.2,
          197831661218.49,
          199666693175.25,
          202420920379.92,
          216930270756.06,
          216942634875.31,
          192963212849.4,
          163104244541.39,
          155338816370.12,
          139808065217.86,
          163924504660.63,
          251214922677.43,
          160364466785.93
         ],
         "xaxis": "x",
         "y": [
          3353025102.3,
          7536785767.45,
          4486976867.54,
          2423247747.14,
          9363855113.94,
          8350692784.56,
          11731457711.06,
          8438191337.54,
          7703604237.35,
          4668158259.72,
          6323676957.26,
          4091530736.65,
          9648882545.8,
          6614309912.22,
          2626153345.38,
          3362005847.68,
          18712714222.94,
          7691759733.39,
          7979913377.94,
          4105056995.27,
          7171072578.42,
          6199721188.44,
          9136176952.26,
          9180418120.35,
          9909510924.7,
          7990438824.18,
          9895102898.68,
          8721608198.05,
          4001786456.04,
          3282499999.33,
          5812855406.06,
          6281023478.71,
          12464301922.09,
          10913669382.91,
          8794491050.04,
          11304916728.79,
          7080950926.4,
          10964962767.09,
          2963395075.87,
          6448512421.97,
          14008145805.92,
          17499038202.28,
          17897150206.29,
          5396997822.81,
          6031384958.11,
          6990313307.25,
          5640027196.55,
          10015035156.34,
          8169519804.5,
          8116969489.4,
          15762284723.02,
          6214125203.3,
          10398322334.89,
          12484103560.38,
          5319698775.02,
          11006973189.96,
          2497302217.96,
          6344373568.82,
          6097746021.52,
          5451414258.32,
          8395315240.82,
          6854058348.98,
          10354880595.43,
          6343966489.66,
          4217182733.37,
          5151109363.5,
          3765758497.67,
          7806089578.98,
          19306919713.92,
          5136809625.32,
          8290615074.46,
          9498261359.65,
          4055668252.59,
          2291124840.3,
          5843302511.7,
          6774614498.74,
          28581002121.87,
          6227961236.53,
          10558081068.79,
          5074160557.53,
          8877222956.13,
          4835831922.86,
          5483308195.58,
          20920539098.56,
          13796915736.04,
          5174128453.66,
          11632744704.51,
          7919894454.8,
          10524969123.83,
          15279963349.45,
          20643507799.95,
          5077248383.35,
          5706183864.84,
          13092820173.3,
          5673124255.21,
          5016362733.1,
          8030277433.62,
          5884674571.59,
          8677255481.49,
          11010714186.59,
          7175324564.31,
          13113767755.21,
          5837881974.42,
          6468885149.98,
          10758627745.86,
          16034549270.8,
          7462905533.98,
          7701847224.14,
          5781548155.47,
          4389045366.61,
          4329306566.07,
          5657686234.9,
          5486230123.1,
          5683423775.56,
          5830173252.56,
          3350092519.49,
          4380084233.54,
          11242676044.31,
          12704861676.25,
          6129516088.49,
          8585750759.86,
          14356524696.41,
          7599462786.03,
          13060541167.94,
          11012966853.93,
          5363439783.55,
          6820047160.22,
          5020886237.89,
          8263191830.26,
          6120359523.05,
          3054625661.34,
          12895131248.2,
          20806964347.48,
          4291339248.12,
          8905008384.07,
          9945549603.27,
          7684148212.32,
          4796110259.27,
          8353828311.69,
          10598973447.72,
          5752205179.84,
          9706372375.86,
          12033514861.06,
          5210480120.86,
          9013236167.31,
          7578351650.34,
          11114853969.23,
          5556443606.46,
          8801292299.89,
          9047198660.44,
          7858509087.49,
          4534841048.84,
          12546950499.3,
          8859250310.35,
          5104531919.55,
          5595959667.52,
          6748889346.13,
          9149379763.25,
          19974623204.7,
          9802443159.01,
          25367291294.27,
          8355638578.12,
          11798011594.27,
          10412565245.47,
          6104510092.24,
          4392863806.9,
          3942720070.47,
          19560363854.11,
          8397387897.21,
          4480604099.77,
          6379006999.95,
          4610831509.17,
          3386768865.1,
          14248351006.96,
          3216737651.79,
          4559112980.81,
          11480965121.79,
          7130327525.13,
          3018513333.04,
          14507311208.29,
          4905225891.57,
          5672609405.27,
          3495088904.55,
          6578438233.42,
          8306390868.53,
          10317822213.18,
          8528894753.59,
          6404416892.95,
          9297811507.17,
          3760304517.5,
          6336468234.43,
          9246593033.12,
          7517988734,
          17870598937.1,
          4871231359.97,
          4536041930.6,
          6352161578.89,
          9643826400.76,
          7239824677.24,
          6937581708.87,
          15711468958.75,
          8036468152.59,
          32705548426.58,
          6798512623.95,
          4391613313.66,
          4299007853.56,
          4991669630.7,
          7686042202.44,
          6314904310.54,
          8619702291.5,
          6227269815.49,
          4003005547.05,
          5677228612.02,
          9724496986.91,
          16159781302.55,
          4861242484.17,
          4101305643.35,
          10061619354.52,
          10798098671.1,
          7101647418.5,
          9774451819.95,
          3800973336.48,
          7898126855.88,
          15444626013.73,
          21618154774.82,
          6034088075.03,
          8909129422.93,
          14080099207.95,
          13930073426.96,
          6539641957.29,
          8264507375.29,
          8812883119.43,
          9009111996.2,
          9401189650.49,
          10627449471.12,
          6359610561.11,
          3392972130.84,
          8134741960.16,
          38864492427.35,
          20242323689.87,
          5870081832.81,
          6321689858.67,
          9189387004.34,
          9836925303.83,
          22813499244.62,
          10153070906.54,
          13779745450.97,
          16764804299.07,
          4943628091.37,
          3472274607.39,
          2951655969.3,
          7639405817.67,
          12230193038.03,
          11939561597.95,
          6678090757.93,
          5026191704.23,
          9274845260.15,
          12098209717.09,
          18771106339.01,
          23066821734.2,
          3747042695.61,
          14917080153.64,
          12665194935.78,
          5077258585.95,
          4875187476.59,
          6970642725.98,
          9170565472.22,
          6032859783.13,
          13130928216.56,
          6018487800.4,
          5803653357.3,
          8124465373.17,
          4711210241.24,
          2399674550.06,
          8180274690.57,
          10319231688.65,
          7491625206.46,
          11802651633.05,
          5814708444.98,
          11324135406.44,
          9457897583.37,
          8884144997.97,
          7634860635.76,
          7275411870.13,
          7191868447.94,
          7135265015.9,
          12467445116.7,
          23254218280.59,
          7328564879.7,
          8704411776.11,
          5984512547.89,
          5978745775.92,
          6883942236.42,
          16298099411.44,
          6585191018.9,
          14722317220.02,
          22946059124.89,
          4710581073.79,
          6926696530.54,
          7244623132.64,
          6959144003.26,
          18461527258.54,
          6432638855.77,
          4855588533.82,
          9623243036.5,
          8625783200.5,
          5297471739.23,
          5089212679.76,
          6213645709.19,
          2624065030.72,
          8477657143.31,
          4647630864.12,
          2565213547.9,
          7366830683.51,
          9922240199.2,
          5245153344.89,
          14250100093.1,
          8356130492.47,
          12715339904.77,
          6684951715.29,
          12044274581.17,
          10978325507.3,
          9516825994.48,
          5491437195.03,
          5064007415.55,
          9723646870.56,
          5023904190.46,
          4483923892.5,
          10139774962.74,
          10788500406.11,
          6607451861.62,
          6361497714.76,
          17688391309.71,
          4132233939.99,
          2866049749.41,
          4163381707.32,
          6919871886.11,
          10717455213.58,
          5804676208.23,
          8380134275.42,
          5727967432.13,
          3282098399.66,
          6857935276.41,
          9364980166.4,
          26946275878.18,
          4796651245.87,
          14080099207.95,
          17621046716.87,
          4083364724.49,
          3820038842.16,
          9249575045.1,
          15028035663.22,
          6593153504.5,
          9645084584.17,
          14208462071.57,
          4976573383.4,
          8346890042.23,
          8454485430.93,
          42048003440.2,
          4977252791.75,
          9651002683.98,
          18994979566.43,
          9134015142.68,
          10416747806.47
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "symbol=USDT<br>market_cap=%{x}<br>volume=%{y}<extra></extra>",
         "legendgroup": "USDT",
         "marker": {
          "color": "#ab63fa",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "USDT",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          83817254441.35,
          83066949522.55,
          72834565865.64,
          68373109843.55,
          81436930422.2,
          66243849258.58,
          66167363728.16,
          65324717866.37,
          67955464988.94,
          82852238609.1,
          82022813951.24,
          79717859040.34,
          71450370818.94,
          65711185951.41,
          83837441784.16,
          83353821328.9,
          83377850487.81,
          68527526268.29,
          82164419978.29,
          66255113260.69,
          82877488814.14,
          81836688399.27,
          83118891107.33,
          81672327936.96,
          68436428830.97,
          68427521157.41,
          80247267378.84,
          66499261962.97,
          75346033751.95,
          70416405948.11,
          68194815870.16,
          83250111568.67,
          83212070951.08,
          82935708430.02,
          81747198673.81,
          66162378427.84,
          81890309521.2,
          81317221248.69,
          71736909135.13,
          83242601510.47,
          82828290600.46,
          83555107588.73,
          66243609255.29,
          68421321796.25,
          68382659680.27,
          83494588915.89,
          83250712640.65,
          83365250529.88,
          83352427147.38,
          70978653648.43,
          67819253147.61,
          67883668012.01,
          67565211593,
          82853068468.07,
          83087864618.98,
          83155487269.68,
          70306720827.44,
          65885732666.29,
          67555369461.95,
          78584893830.34,
          67782342614.27,
          83348342979.75,
          65581760636.93,
          65448401518.47,
          83817869869.05,
          73136281603.01,
          82846063530.59,
          66279120254.45,
          66247763508.33,
          69526710682.24,
          68897317112.39,
          83363661744.01,
          83192373177.02,
          69210319564.08,
          82798245607.27,
          82839704395.79,
          82209951575.01,
          70466752056.61,
          70448766451.21,
          83811761011.57,
          68458351755.09,
          83689168487.15,
          83371070817.26,
          66242103757.6,
          68458949890.65,
          68438518111.44,
          82861345585.79,
          82832797925.62,
          83365364594.35,
          71123749440.56,
          66243294943.49,
          69503191642.29,
          81461699758.72,
          66278686898.65,
          68338729369.43,
          67959536956.07,
          83782042892.29,
          80965191181.81,
          80246186915.92,
          70896112177.29,
          65693567499.77,
          68487349187.54,
          68456986509.69,
          82870201479.79,
          83484056441.55,
          83245372469.79,
          83165705422.38,
          68037530807.22,
          66491710111.57,
          83387764365.56,
          78121147531.73,
          83181452472.88,
          82929257908.12,
          79519982629.33,
          69355955189.51,
          68449787610.75,
          65824944068.98,
          71367261624.03,
          83348827222.41,
          81231393888.77,
          67927770088.16,
          83773888518.63,
          70599373896.91,
          66241114601.8,
          68348821733.46,
          83667760924.16,
          69351145665,
          67930765402.74,
          71979477537.98,
          65340594941.58,
          68222297902.48,
          67554552922.52,
          65363690424.03,
          68461070858.02,
          83341568233.78,
          70419857844.86,
          68193216975.64,
          65365585069,
          68452145180.64,
          67968530325.41,
          83375234765.79,
          83162376934.32,
          83484226668.46,
          83324522259.1,
          80657543260.26,
          80229366937.32,
          69507446814.31,
          81551703655.07,
          67885003163.97,
          82795833265.63,
          83342828492.64,
          83804298740.07,
          65336770716.06,
          65817845548.71,
          67958076847.45,
          83373025919.73,
          66247148297.1,
          82811939922.97,
          79648319998.92,
          73688347084.95,
          82837415190.73,
          83829246153.48,
          82146132822.07,
          79089332696.14,
          65977267638.76,
          69366918016.02,
          79682243497.42,
          68191318367.31,
          67930189531.4,
          83030147954.97,
          65715224906.99,
          67968428582.21,
          83779810542.81,
          83229654132.16,
          79925744083.03,
          66757951121.67,
          65366898692.37,
          79817448013.55,
          67954830951.83,
          68071593635.6,
          65334834067.23,
          68427231799.58,
          67553051342.8,
          80152190395.7,
          66269617017.21,
          82398341542.09,
          83815697454.95,
          80974676248.86,
          65979015051.75,
          80823595399.03,
          70941051092.61,
          68341409502,
          83542880482.78,
          66350624518.37,
          67552613240.04,
          82834870746.69,
          81443741281.11,
          76246216707.73,
          66486384877.19,
          65335066419.84,
          68415115914.08,
          67961601505.29,
          82843505411.34,
          81599877414.72,
          69797136165.66,
          68401008692.56,
          65455873608.79,
          83763677143.46,
          83384488052.59,
          66050364004.88,
          83296300414.67,
          70169721623.99,
          83250331743.37,
          83165013521.22,
          66237735516.81,
          69414628719.32,
          67966646705.75,
          65504085440.86,
          83311399827.03,
          68078110242.74,
          66380183923.94,
          65685368289.11,
          82813384378.5,
          83838929415.14,
          82774540566.22,
          65713319159.39,
          67954608843.38,
          67562079308.59,
          83244074081.97,
          82228950652.58,
          82942140284.88,
          66272451375.85,
          66247317684.14,
          65905244432.14,
          70692707055.2,
          65345956018.65,
          67953444671.54,
          79712741574.79,
          67337515831.93,
          68456657001.31,
          83803367523.78,
          68188005371.74,
          82809047977.33,
          83787441024.75,
          67517556583.3,
          66713141592.86,
          68150169644.37,
          69368920101.36,
          67953496945.01,
          80368189247.06,
          66248041991.05,
          67670904333.27,
          83795069644.72,
          83317371728,
          83376307909.64,
          82971201899.98,
          82672166058.66,
          67120135817.39,
          66283004520.27,
          68069989507.43,
          80014930164.44,
          66246416322.39,
          66316877821.45,
          77581818037.01,
          71592425628.14,
          68437281968.62,
          65499776440.82,
          68992652340.35,
          67552969301.48,
          83049282327.13,
          83233493572.2,
          79480373920.42,
          66496730383.61,
          66062840064.2,
          69765124874.09,
          83141485173.53,
          83543698393.95,
          66273821586.34,
          82832261956.19,
          82807252662.67,
          83492401174.36,
          83147373394.78,
          66248412922.16,
          66216896859.71,
          69115463004.3,
          72632240658.18,
          67922151759.86,
          83281600360.24,
          79198869532.84,
          68475449527.07,
          67955303187.66,
          83447316575.81,
          76450055219.48,
          72628751184.14,
          66237616405.59,
          67952350803.34,
          83766798747.7,
          83506842873.42,
          83393136821.67,
          80519001546.28,
          83830699345.4,
          83327320375.75,
          68035414442.1,
          67549022274.09,
          81744969562.64,
          69416268972.46,
          83367954939.13,
          81417332932.2,
          65711417924.95,
          82844651545.29,
          83784564664.9,
          80636864902.92,
          76359029716.02,
          83850820616.37,
          83855366896.49,
          65793194417.24,
          83209062147.75,
          81094385069.77,
          66007639797.03,
          67799609229.13,
          69419674992.49,
          83450390792.57,
          66363754798.33,
          65451433602.72,
          82851802361.16,
          67626927729.24,
          66265590691.59,
          83164021680.69,
          81588668568.52,
          71739464275.28,
          71480244045.01,
          67193850383.25,
          80974942537.84,
          76974469335.53,
          70807584542.65,
          68330558641.57,
          66247986169.54,
          66248570201.82,
          67326601826.86,
          68893643673.33,
          83644364976.34,
          74410346747.13,
          71069270125.65,
          65889509668.23,
          67737997534.69,
          81743942509.34,
          79092873689.21,
          70853056161.11,
          67824776233.54,
          66863090248.8,
          66226814163.62,
          67892953530.34,
          83409193428.47,
          82560733200.3,
          66286766010.73,
          83787569913.65,
          83377690854.49,
          83191412378.33,
          82828899865.97,
          66484164731.05,
          66001094930.66,
          67958406853.26,
          67925116253.37,
          83157915195.95
         ],
         "xaxis": "x",
         "y": [
          14278737532.63,
          20956153600.91,
          72852500939.22,
          37843287015.79,
          20337083600.62,
          14856104217.46,
          14422416297.86,
          36841695606.61,
          40191505533.98,
          27302426037.31,
          22536823771.89,
          19879792202.35,
          19088160146.85,
          16256414916.41,
          21736934537.31,
          21072109063.91,
          20970952941.57,
          78294376042.7,
          32860419478.28,
          20350836697.26,
          17414028937.82,
          24895722187.29,
          19111705070.36,
          27117912215.65,
          27428821904.8,
          48926387474.95,
          19753710645.84,
          40470629184.14,
          61866017598.3,
          44403471554.25,
          37581182134.34,
          20725195152.61,
          23174506659.62,
          17216429734.98,
          16553983401.31,
          21820408554.47,
          29787863485.55,
          36282233270.12,
          31323198702.77,
          23894930229.11,
          34300507987.02,
          25874561718.04,
          19334292777.22,
          33048616461.96,
          22977760897.43,
          39502042324.12,
          21373038595.59,
          11930000389.83,
          19795362800.93,
          33994082292.77,
          31416134222.3,
          60606622306.85,
          53524443075.67,
          24293380412.94,
          24501625171.73,
          21495789249.98,
          30777314970.57,
          23288439137.01,
          30873646174.76,
          40600299922.86,
          37178895588.84,
          14122729675.13,
          25563996756.65,
          20609261957.48,
          22065183056.97,
          74778462452.56,
          15722340350.65,
          23843949758.2,
          18233713872.98,
          162734866333.5,
          61718295435.42,
          21584664810.23,
          31071097282.28,
          40374822814.85,
          20070736122.54,
          14874679168.29,
          18725657881.31,
          43805622619.02,
          45397558230.24,
          18354638255.4,
          31629519443.95,
          17514358400.17,
          21083018568.26,
          13466542553.44,
          24133042918.31,
          25527432091.99,
          39257157473.25,
          21350289570.18,
          23313495694.53,
          37747411844.94,
          11344984017.59,
          72598608063.97,
          25519663344.48,
          41556485542.01,
          23441883205.22,
          55223655588.72,
          25849427844.62,
          24405645674.87,
          19099660089.9,
          31170898345.68,
          25868764140.45,
          64740988486.81,
          40494105062.96,
          22718699935.08,
          22920990916.16,
          20749225264.16,
          13418796254.6,
          36792033813.78,
          32250868598.11,
          17537918491.35,
          39641340671.47,
          41597850080.58,
          13532622119.23,
          32050016572.45,
          88078834183.75,
          39012357141.67,
          54558293761.97,
          18409338906.96,
          20337659643.49,
          42801912253.91,
          50515394641.11,
          21629091201.27,
          40733371959.18,
          19162959224.38,
          114807119109.23,
          24482827972.72,
          61590549856.83,
          56769197831.36,
          55191206438.49,
          37268352299.2,
          43958843046.62,
          31495577329.84,
          37405224165.96,
          41430999058.44,
          26282530168.57,
          39281755450.52,
          47895876169.45,
          29913541569.36,
          32981854458.47,
          54330130153.07,
          18221606248.44,
          17980147544.09,
          23706670401.58,
          21720437144.51,
          30853738918.5,
          18174194744.2,
          44524116300.61,
          25931247321.58,
          71413926111.54,
          18160207139.42,
          20154696559.7,
          24790908035.15,
          27588594950.93,
          33834889405.98,
          39015165939.32,
          30430114229.95,
          11647419532.79,
          12072570624.78,
          34935146978.63,
          62575628923.42,
          25410027985.77,
          11962846967.13,
          29375040252.72,
          22544554979.49,
          24979746072.99,
          51095877870.24,
          29809423852.96,
          39133872723.33,
          34904822688.94,
          25306791660.3,
          25872687354.82,
          63560607049.6,
          20189124065.82,
          26117984793.27,
          28651211704.11,
          35271449760.16,
          26380777289.86,
          33940605509.74,
          71681603882.36,
          32088027093.5,
          25190862392.68,
          60450860334.72,
          52755357560.57,
          23758252948.61,
          14853747515.45,
          22126554662.79,
          15914742869.77,
          32406207872.24,
          31872407236.04,
          43263085147.71,
          29878544329.34,
          38019451874.25,
          16785486745.43,
          40189889540.01,
          49640976410.74,
          17888080535.47,
          19881820238.1,
          54497686906.72,
          25966707877.64,
          25728613650.4,
          38468219591.64,
          52649004465.68,
          15655448449.16,
          43664074715.8,
          57045633961.32,
          24662650243.65,
          45720458650.97,
          22117323144.86,
          43642431673.3,
          31897990626.94,
          28078183756.12,
          53478834232.88,
          23449790413.32,
          14904403850.6,
          18554435181.84,
          56795449219.08,
          44505643605.96,
          21649754992.34,
          21010132359.74,
          30313569701.95,
          30028224816.01,
          25829885796.54,
          11240935989.59,
          26312546014.95,
          28824954946.9,
          17036610394.34,
          65738293662.81,
          70683518130.94,
          31145738920.68,
          27117468582.65,
          11851408171.62,
          31331363114.67,
          14986560291.36,
          37744442249.55,
          39747788121.15,
          31450915066.76,
          58265731392.11,
          21255417928.78,
          34658058512.22,
          32767030076.98,
          23981817199.83,
          39183502891.73,
          24087904846.81,
          17964435030.72,
          23967491540.12,
          32852491604.52,
          74933538835.53,
          57121137336.68,
          30109417395.59,
          27938130200.08,
          18469483242.39,
          47160062303.98,
          18046684130.82,
          18180149900.38,
          13426621991.48,
          21420969302.81,
          26131663102.49,
          39242817275.65,
          53708266585.11,
          41883470473.08,
          29374587799.51,
          18370924559,
          65634612427.87,
          50711682140.52,
          31500223933.25,
          36706571572.91,
          28743587598.25,
          67603092351.22,
          39598045836.67,
          46202367640.93,
          30910972861.03,
          27305773764.81,
          33794858528.05,
          21306704152.42,
          143975136006.77,
          21242373191.53,
          23021035088.73,
          25576360685.71,
          19841483059.09,
          19999153581.65,
          26724033219.76,
          22313821214.51,
          20067291687.74,
          26224288350.04,
          52873524542.2,
          48442153749.57,
          46290851146.64,
          20867435500.21,
          29216004744.14,
          41054083636.57,
          57810071894.55,
          16439483171.45,
          44405090364.52,
          65038416671.1,
          18567214595.53,
          27312920842.68,
          14800094197.88,
          22643402806.81,
          39594900161.51,
          30207674345.38,
          17371797760.37,
          18183759822.41,
          24493083192.94,
          64015343587.78,
          29128129876.24,
          67168423337.76,
          20685690689.95,
          34553496031.18,
          25000886943.94,
          25428948059.92,
          15361411060.49,
          30471411545.11,
          47735900215.92,
          20365437032.26,
          27115449239.82,
          37452330493.69,
          27490561659.33,
          32344221198.7,
          45661177295.76,
          36688644470.66,
          76399032767.94,
          18525528096.05,
          35957366328.96,
          44056204567.89,
          22493741162.42,
          33570913369.15,
          11626878300.64,
          12433601961.5,
          35809974908.37,
          41653343124.01,
          24736796654.55,
          34910787321.18,
          23715727388.47,
          49904460369.15,
          25281973905.87,
          22803314100.56,
          24715975398.58,
          16348780893.79,
          40298138489.16,
          68447928072.56,
          18925797736.63,
          46345690964.98,
          28824873445.84,
          34879098920.59,
          66834639114.18,
          21489188232.24,
          21431041961.94,
          23103836401.25,
          43575657052.36,
          34777970359.46,
          21161758511.6,
          55170613417.08,
          41556380527.17,
          31704546238.44,
          35704375577.25,
          15719491554.89,
          13296750364.25,
          33807354174.59,
          21594744662.22,
          40496222407.76,
          47859299075.27,
          35041309687.95,
          46056427437.67,
          14276388752.42
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "title": {
          "text": "symbol"
         },
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Market Cap vs. Volume",
         "x": 0.5
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Market Cap ($)"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Volume ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Scatter Plot of Market Cap vs. Volume\n",
    "fig = px.scatter(crypto_data, x=\"market_cap\", y=\"volume\", color=\"symbol\")\n",
    "fig.update_layout(\n",
    "    title='Market Cap vs. Volume',\n",
    "    title_x=0.5,\n",
    "    xaxis_title='Market Cap ($)',\n",
    "    yaxis_title='Volume ($)',    \n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 dir=rtl align=right style=\"line-height:200%;font-family:vazir;color:#0099cc\">\n",
    "<font face=\"vazir\" color=\"#0099cc\">\n",
    "بخش اول\n",
    "</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run K-Means Clustering (with k = 5) on the dataset using the market cap and volume features\n",
    "kmeans = KMeans(n_clusters=5, init='k-means++', random_state=42)\n",
    "kmeans.fit(crypto_data[['market_cap', 'volume']])\n",
    "crypto_data['cluster_kmeans'] = [f'cluster {label + 1}' for label in kmeans.labels_]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 1",
         "type": "scatter",
         "x": [
          33385777381.9,
          36883950527.41,
          46558310525.77,
          51563040287.37,
          51770723358.62,
          48653379654.11,
          47771639109.14,
          42270466525.64,
          49586621147.77,
          49565588033.19,
          44216290548.63,
          52626345936.38,
          51621150963.99,
          42975342722.64,
          36694210385.53,
          46756968312.83,
          47254381542.53,
          43830941988.53,
          43859763700.45,
          52082308342.2,
          38796722023.24,
          33329801761.41,
          47681999495.27,
          49797193703.2,
          46308955783.63,
          33650022331.15,
          48578128710.85,
          49179890751.32,
          37152196085.96,
          38011354861.71,
          37119032079.6,
          36825242367.48,
          40176732867.76,
          38379537599.78,
          50822991269.6,
          46481371529.18,
          45685558980.55,
          45711023160.68,
          40659978958.69,
          50298806444.68,
          50946789304.43,
          49481687296.28,
          49411264709.56,
          45267601400.07,
          52942208088.55,
          48319824358.94,
          50194052761.32,
          38734572405.4,
          43872601590.66,
          45317067482.41,
          39446947208.02,
          48154783754.53,
          45834074108.07,
          52616693259.51,
          43782320107.81,
          46244769577.57,
          45053322422.87,
          38123407213.86,
          51235778714.41,
          54275690979.85,
          47852041125.81,
          37303420951.91,
          50844232461.5,
          51925582974.74,
          45850807478.85,
          42720828474.81,
          44312018097.58,
          44815551874.49,
          37817749646,
          40270721918.09,
          43894998284.41,
          36504451694.06,
          37792676975.84,
          50957480634.42,
          51629335908.47,
          38041814289.92,
          40633881849.37,
          50959054972.77,
          46497281012.21,
          41569303200.31,
          37002146211.44,
          52210645189.25,
          37088465667.74,
          45596828391.98,
          39316042283.7,
          44783501315.67,
          32437179621.73,
          38680409333.98,
          43819908779.79,
          44639749525.86,
          37346172591.35,
          37528132819.48,
          37266887790.31,
          52732684626.35,
          49547838246.92,
          33590478887.31,
          37321723681.52,
          47957598258.64,
          44356071738.95,
          47271122270.62,
          43271477489.63,
          36976850145.7,
          37231984362.03,
          48862444892.63,
          43802636227.98,
          48649436453.51,
          45294444955.49,
          56696907533.63,
          47676042557.46,
          45461808208,
          47337502118.33,
          37104300789.72,
          43154733695.11,
          48866560030.3,
          50180295093.53,
          48716410747.32,
          44155896392.93,
          44974585825.43,
          49460441504.2,
          48356662482.18,
          44517443601.69,
          38082054340.4,
          36349623363.98,
          37026895487.58,
          50308060610.33,
          50208845676.31,
          49322298701.1,
          44195717778.35,
          33323655435.27,
          48597298700.93,
          43891548403.84,
          48118283430.36,
          37076059806.11,
          38116045263.7,
          43576320416.4,
          36763385107.77,
          50137693950.74,
          49095551996.82,
          41315420629.36,
          46476916921.1,
          45493467668.66,
          48083958346.11,
          50129351591.42,
          43717719231.42,
          36010376072.58,
          48827039541.48,
          43503575941.02,
          48121587865.35,
          42014706714.49,
          45765515255.46,
          46147098395.14,
          47467581558.37,
          44987580579.3,
          38398871172.76,
          52344805502.31,
          51216971698.16,
          45889133083.98,
          37380375232.49,
          53914349553.2,
          43852446091.82,
          36765797234.63,
          50486355744.86,
          48492559791.01,
          45482133750,
          43525943306.37,
          33639019170.31,
          49813311436.08,
          34903000575.6,
          37523886294.12,
          39054223213.78,
          43789393911.3,
          44630120017.99,
          50126733781.06,
          49982441630.69,
          52747289288.93,
          53538037405.63,
          43783204222.91,
          46713966636.4,
          47647318081.63,
          47492002139.68,
          52204662733.88,
          50003435479.69,
          44448461252.44,
          37001289151.88,
          50353689277.23,
          39359267890.3,
          43691241396.31,
          45737678819.63,
          39063326954.92,
          51966811409.86,
          47601444433.23,
          32407148960.35,
          37013665181.81,
          48981213310.01,
          49332583159.41,
          39407173515.71,
          36411284995.21,
          48718247160.33,
          42604562672.57,
          48309960943.04,
          41449837472.7,
          44450444228.92,
          45637780786.73,
          37260898041.85,
          37097683428.26,
          41795720411.57,
          46986237688.09,
          39372532274.58,
          33594578271.57,
          47455366376.12,
          49030236315.4,
          48231592172.97,
          36966826102.04,
          51258714744.82,
          36588314323.11,
          38613586662.36,
          51927975468.22,
          53205871424.8,
          49180469394.39,
          47343587830.32,
          44079687877.9,
          48428366951.04,
          51307022507.24,
          46454401105.13,
          36801991687.73,
          52565516822.76,
          39428145950.14,
          44604842765.02,
          39973699058.51,
          48098937716.27,
          49102236622.52,
          37313939994.05,
          36207053766.09,
          51299960753.51,
          48524730885.81,
          52422579607.15,
          47912171545.45,
          51746215675.32,
          49398327195.37,
          49045109218.98,
          42690010298.04,
          49552135789.79,
          48240055474.33,
          47803983107.38,
          37201467454.42,
          53491920586.13,
          33622225777.67,
          48486000300.14,
          37717205287.72,
          50267708515.27,
          52078037492.72,
          51805135267.43,
          47828458630.46,
          43948518789.44,
          37857260605.7,
          48135374450.8,
          35947241950,
          38600804407.17,
          39133595749.35,
          38319420238.35,
          37461938068.72,
          39334222657,
          48198456235.97,
          52465524136.14,
          36721589170.81,
          46757282793.46,
          43303579985.56,
          40427510244.25,
          47528904300.99,
          47940402878.95,
          46955899031.7,
          47745317303.57,
          48486730038.64,
          45785742688.13,
          50577600741.44,
          43622192228.1,
          45503479950.61,
          49387101205.02,
          51531648822.64,
          41018392454.05,
          48156400534.22,
          50080477853.14,
          32867117169.89,
          33249357708.94,
          37355531392.33,
          38851972309.51,
          37263159612.28,
          47359929586.77,
          48139219171.43,
          45476734071.7,
          45687917102.43,
          52993350053.7,
          45583995083.99,
          44890165689.9,
          37444894293.48,
          43352990986.74,
          47620609271.56,
          33287858207.8,
          36825384935.98,
          47913896428.79,
          36989640967.8,
          42858741189.08,
          43491230299.71,
          36879667898.93,
          47827181093.41,
          48531494991.82,
          47827580737.57,
          48668443564.22,
          38894316962.86,
          44245687907.86,
          42378199797.19,
          36929825440.41,
          37229548135.81,
          44565408017.59,
          44389589746.59,
          47378094637.04,
          35673568328.27,
          49253849848.38,
          43967624739.43,
          34431659640.73,
          48774894446.61,
          43888118187.78,
          49046008530.26,
          48789334458.77,
          48060047573.8,
          48847234567.27,
          38497257993.91,
          44292678773.44,
          54294354064.47,
          55872507021.88,
          48952789707.3,
          46955638514.8,
          47804181308.34,
          48935898219.22,
          49769112958.81,
          46039203570,
          45889655979.06,
          45075350228.14,
          40857170518.39,
          47830504771.28,
          46447810674.27,
          43200999361.33,
          33293304052.03,
          38079910676.88,
          47693139025.53,
          51057292061.02,
          39277002026.83,
          48645327657.74,
          37508583495.91,
          49055397081.59,
          46364088778.7,
          38030335059.64,
          48708650350.65,
          50897314959.58,
          39053263491.06,
          47560448780.61,
          50056964245.78,
          39375368363.2,
          45167505777.85,
          50108027166.7,
          42966238264.79,
          48311022691.35,
          46090966906.46,
          39133349163.76
         ],
         "y": [
          477267427.54,
          558809140.43,
          431382130.49,
          910334786.02,
          662969264.88,
          484897937.01,
          302803529.81,
          720361905.04,
          592856922.34,
          442429678.83,
          640533920.32,
          865228955.85,
          750494420.01,
          845702947.25,
          376213807.86,
          662196431.67,
          755028963.51,
          535946813.79,
          1124480167.14,
          1337194824.02,
          1196953525.57,
          297744716.62,
          418835790.71,
          676396149.58,
          700566674.19,
          332786869.36,
          392038878.29,
          793779029.11,
          370373498.99,
          864407068.49,
          365863689.57,
          502420772.23,
          925487109.62,
          519491310.81,
          1280612242.34,
          634607104.65,
          373176524.52,
          289197234.83,
          1094850660.77,
          826810466.34,
          439062619.56,
          701575685.97,
          520994814.57,
          870477241.95,
          638610696.5,
          562889881.98,
          1451550019.08,
          536228376.78,
          691784529.02,
          844268122.93,
          391342277.11,
          334636707.81,
          450262902.53,
          521804212.38,
          584301467.51,
          1010110226.58,
          560951664.17,
          451849200.34,
          912601797.34,
          936315454.05,
          571771274.43,
          279600847.41,
          822037854.57,
          1329110451.04,
          905481571.88,
          1057177277.56,
          803452433.75,
          490102252.68,
          441487282.94,
          667866376.86,
          1074224922.9,
          289327973.09,
          439591634.5,
          519090053.79,
          662758377.92,
          372246651.93,
          491429997.63,
          896643000.15,
          1322505522.49,
          417893263.5,
          433186880.47,
          2168405759.46,
          400525695.95,
          466458215.8,
          342300808.67,
          1136956066.29,
          637832641.42,
          799468587.63,
          685307607.94,
          665273780.93,
          485038742.74,
          709030406.9,
          488582672.47,
          682400158.96,
          663981560.69,
          423891091.63,
          317500344.01,
          484941644.32,
          470259382.83,
          986451640.27,
          391459295.88,
          381157536.01,
          414941210.86,
          361568579.06,
          558776710.59,
          404468149.14,
          436665040.48,
          1938879951.62,
          1072756218.67,
          857467324.81,
          1139680145.88,
          499664149.06,
          928515688.46,
          432273711.39,
          686766523.71,
          472852406.26,
          483765500.26,
          963734559.52,
          478328373.93,
          434715821.81,
          716989161.24,
          671028354.44,
          332343167.97,
          738634211.88,
          494274153.15,
          536818146.43,
          487472184.26,
          974762446.71,
          428616638.93,
          543284868.02,
          491734030.19,
          1009620335.72,
          310128851.49,
          493157882.3,
          551451227.83,
          451906471.96,
          1057530805.45,
          656817419.67,
          709349173.61,
          646645161.65,
          496833486.44,
          949045514.69,
          616638893.17,
          546926290.51,
          1014433333.9,
          1087358890.8,
          1925504272.94,
          1036335164.37,
          1047820780.79,
          644239750.36,
          705616865.68,
          887528741.04,
          512014471.2,
          669962148.12,
          828471427.52,
          1411029750.24,
          874526054.14,
          300760368.97,
          1811518273.64,
          655201927.59,
          417581395.2,
          467074892.96,
          596861029.16,
          374160712.3,
          908816092.2,
          394620698.33,
          1221554861.37,
          593296660.7,
          399576464.1,
          414698978.2,
          497761035.09,
          869618433.07,
          437921017.91,
          594180917.35,
          1514834239.07,
          934568147.78,
          505668979.07,
          1433086339.66,
          1920236927.74,
          401117895.2,
          440935963.16,
          467884010.78,
          843345381.07,
          650256384.94,
          639928191.83,
          479296549.19,
          1080164338.4,
          483074620.42,
          276115280.04,
          730957108.48,
          337673265,
          582113966.52,
          348181737.92,
          405623337.15,
          530706217.34,
          307551853.14,
          482870297.16,
          701865644.82,
          800429058.43,
          492880078.22,
          632924961.14,
          594844794.5,
          593375648.12,
          455501208.51,
          1092564921.58,
          327712513.67,
          561853825,
          377452410.46,
          325410552.94,
          656837387.77,
          545212279.98,
          383049497.67,
          284512148.64,
          521894603.82,
          366519529.15,
          603755323.06,
          363216135.79,
          705888291.72,
          579359973.48,
          529752305.39,
          599934776.01,
          277393160.21,
          941862415.06,
          1017326050.67,
          427457532.35,
          682276623.64,
          345312527.63,
          604706996.55,
          761150981.84,
          509746022.76,
          575672801.73,
          425584373.39,
          536134671.25,
          684442463.91,
          667706772.29,
          5390603524.7,
          851195252.99,
          670641137.57,
          465627007.13,
          461767800.59,
          3191459131.71,
          482942200.06,
          520678637.34,
          794566055.2,
          425652308.85,
          741280407.81,
          786294217.62,
          385073781.23,
          504987527.74,
          565754261.32,
          547390924.77,
          515127901.97,
          602126314.61,
          927431126.57,
          359118141.61,
          404806422.88,
          480872335.93,
          477391842.74,
          422767367.54,
          834091612.56,
          626872820.49,
          543367184.12,
          355156560.87,
          861598551.43,
          418416863.58,
          633441009.01,
          491674297.83,
          958739195.46,
          354897855.45,
          331579600.05,
          1154829072.15,
          310503639.85,
          630938593.7,
          800888079.6,
          1069178743.42,
          783671054.35,
          940035658.97,
          549179249.2,
          639990071.79,
          342934040.92,
          669836013.58,
          667519216.19,
          438229562.21,
          567051050.26,
          417704184.9,
          717670518.57,
          1068424942.37,
          370516889.22,
          540954387.63,
          759320493.67,
          952606066.09,
          856381072.01,
          287599378.3,
          570350813.94,
          751858394.14,
          539795617.33,
          700835024.76,
          273738258.4,
          319300745.94,
          382256220.03,
          1264053277.27,
          854777254.71,
          809144929.57,
          386856576.31,
          474410244.69,
          402988974.08,
          377974810.21,
          1397370727.45,
          298063868.05,
          956106803.89,
          1173656467.53,
          296580782.84,
          388148321.64,
          1541330420.2,
          818302597.03,
          998624527.64,
          461572144.2,
          522437731.57,
          563344665.81,
          359750612,
          1122664621.43,
          523623577.54,
          348569461.74,
          312320210.89,
          1219177799.2,
          866173919.76,
          751196285.35,
          1116291059.69,
          1143505729.53,
          1231594444.52,
          437721579.3,
          854253817.61,
          260995870.61,
          636404503.28,
          463135727.69,
          655903255.24,
          556343467.66,
          956413768.35,
          562863851.98,
          475658790.71,
          610280514.37,
          593811686.54,
          566160608.17,
          830645013.36,
          479926281.37,
          909077028.12,
          357733261.53,
          2461275687.15,
          413015397.71,
          478098162.83,
          1625174425.99,
          505389149.87,
          461175015.84,
          468651735.25,
          278651736.6,
          273449324.47,
          419430009.47,
          388929772.33,
          1189401391.87,
          664644693.17,
          789437104.81,
          778492045.02,
          439735199.89,
          280627376.19
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 2",
         "type": "scatter",
         "x": [
          530890147614.67,
          518873704830.19,
          471577656114.25,
          591683600297.12,
          544693901827.85,
          510440697384.33,
          586079772336.97,
          558617183940.51,
          583034311648.57,
          473972409615.04,
          523846408825.17,
          545245950698.05,
          479132405758.14,
          561661086030.57,
          586546802552.23,
          531528938704.34,
          506709265107.93,
          525043616807.54,
          521083278041.79,
          550180352607.55,
          571917121193.64,
          597702171825.96,
          548015190714.46,
          509733936200.2,
          564840485745.58,
          520044966564.46,
          581292887481.78,
          575052155346.9,
          577056102933.27,
          527720639354.35,
          468947166603.22,
          578990356568.61,
          567589047795.07,
          589374459085.89,
          527883377617.69,
          462189287816.46,
          581348679162.13,
          508288516574.2,
          558522450868.28,
          605031166919.12,
          550593053896.62,
          509301597240.58,
          567446140509.39,
          508487129875.96,
          587778068681.36,
          547928945542.45,
          544483610242.01,
          593974448099.12,
          518904301900.92,
          564864625278.2,
          570774442718.62,
          566661285145.37,
          588656416080.43,
          595773660616.42,
          496264527631,
          501477392550.51,
          590834747693.02,
          592983006395.12,
          521094554604.37,
          567993007155.91,
          511079706782.86,
          514170400421.06,
          499587457194.46,
          590443005305.01,
          580894851051.47,
          559767467680.94,
          557748035703.28,
          525746096848.12,
          589786626446.89,
          595803665519.79,
          526844318152.29,
          549318113504.07,
          572509489793.69,
          528404436446.27,
          551083296208.8,
          475459130854.86,
          588084165990.41,
          542349825341.83,
          571935354879.7,
          507949530130.7,
          555325979264.04,
          543900696259.74,
          586582359795.4,
          540086456069.02,
          502435875823.55,
          519935930271.57,
          611535352757.7,
          529839581714.46,
          506348824288.34,
          536375393861.25,
          567610646871.25,
          517943916949.93,
          567881358904.56,
          569735854496.74,
          514519784075.08,
          507889708783.63,
          572302297645.31,
          570661758982.41,
          502523702241.22,
          527773175252.01,
          588197752221.23,
          506957746773.53,
          592615228830.8,
          566898832325.3,
          525920232790.71,
          594601955892.83,
          537106462875.19,
          539882481562.26,
          567148527546.04,
          532766516006.96,
          580578124574.23,
          546611911812.66,
          531424045822.58,
          534020212996.71,
          566240497928.76,
          584108674470.97,
          541964802720.42,
          535026153601.52,
          487476514345.28,
          537360742269.69,
          588404379630.2,
          507090156466.72,
          580205937049.99,
          538371205878.3,
          578655924186.63,
          518489461930.79,
          537924888418.9,
          544910072721.85,
          548025510532.62,
          569216997017.29,
          470908667056.64,
          469431477134.26,
          582785323709.11,
          523022981321.22,
          570550222405.71,
          513207340509.25,
          584762966697.84,
          549771733917.47,
          531370969956.36,
          514442327519.51,
          510862345346.3,
          572212182981.53,
          589336655273.9,
          568365621732.67,
          568155078548.47,
          591758288455.82,
          519254029391.83,
          544473344614.66,
          504957555550.64,
          503230985845.05,
          573568312635.13,
          541771324421.11,
          520401926578.4,
          587650439314.87,
          579003905761.26,
          591107911061.22,
          513657047934.28,
          510996613395.63,
          585797549895.29,
          528291607015.54,
          584854674446.17,
          478037073214.71,
          565434912959.96,
          520858138785.14,
          527685629563.87,
          540536533674.58,
          570017791145.4,
          502863816038.37,
          521742220416.76,
          524615890807.42,
          541106062437.58,
          521018360376.26,
          467417380966.85,
          569738074810.23,
          594872050276.47,
          547590658474.12,
          484005642386.83,
          535713623918.83,
          527117850100.66,
          536553055078.31,
          466821375594.42
         ],
         "y": [
          15140006925.18,
          9999171605.08,
          31252098713.68,
          12703464114.44,
          15284538858.55,
          16299104428.23,
          7903327692.27,
          15548678513.55,
          18651929926.37,
          41358451254.72,
          12732238815.9,
          12284641999.34,
          28987376572.9,
          19122972518.31,
          12854816416.5,
          16343655235.34,
          14503820706.42,
          8385597470.09,
          11258983300.89,
          31854242019.49,
          10195168196.66,
          12810828427.35,
          12175322950.95,
          9036580419.74,
          6598366352.73,
          14678970414.58,
          10972789817.7,
          18379521212.63,
          18272392391.28,
          33382021889.86,
          32483312909.3,
          17570561357.26,
          13618163710.33,
          20917902659.76,
          20759504329.87,
          30476264066,
          12128602811.7,
          11002805166.45,
          14949271904.13,
          15271884873.11,
          19001327597.88,
          12871532023.01,
          12780357745.55,
          13371557892.6,
          8516564469.72,
          17733373139.17,
          14545229578.02,
          9086606733,
          31120851211.44,
          7269806993.78,
          6481775958.74,
          14652199272.27,
          8011667755.87,
          16428827943.78,
          15837384409.1,
          19872933188.93,
          14828209155.42,
          12147822495.52,
          12826986222.15,
          17544464887.25,
          9565695128.64,
          11904824295.26,
          21513292646.48,
          14805659716.84,
          21129219508.8,
          15913866714.47,
          24571565420.76,
          7044911360.48,
          22659995079.31,
          24115570084.62,
          14413231792.03,
          10876469900.68,
          11865344788.64,
          14837414999.85,
          11301355486.45,
          19625427157.74,
          17487721001.39,
          13837809380.28,
          17936566518.34,
          6913768611.22,
          16432924526.63,
          18655599976.36,
          11940685377.62,
          10861680497.27,
          17202862221.48,
          15222938600.41,
          23686079547.52,
          50730261335.05,
          6034817316.31,
          19122903752.39,
          12640195779.03,
          12711619225.45,
          10770779216.98,
          17872186762.03,
          16985265785.29,
          10631443812.07,
          6194358007.75,
          13497554655.35,
          11677889997.4,
          15656371534.37,
          19480529496.02,
          24026236529.35,
          12481622279.55,
          19212655598.47,
          9360912318.14,
          10533418042.02,
          13251081851.39,
          29368391711.99,
          15395817395.41,
          17703288330.24,
          20653160490.91,
          21340360359.79,
          13383005987.37,
          12785446832.04,
          10662634332.91,
          14571500779.44,
          22435349950.56,
          20656025025.55,
          14265717765.8,
          19556501326.93,
          7509378699.36,
          12406045117.51,
          13138897269.16,
          13125734602.38,
          7873300597.52,
          8647416920.95,
          15181308983.6,
          17052315986.14,
          20684945905.97,
          8678454526.64,
          43655701450.2,
          25555105669.92,
          33346760979.13,
          16724343943.18,
          27153445027.31,
          13851122696.86,
          9220145049.89,
          22211859146.73,
          25980310960.02,
          11090276850.25,
          16324646965.41,
          14013695304.04,
          13384770154.9,
          11656781981.62,
          10266772792.7,
          26387306196.78,
          19313599897.31,
          36102192830.48,
          20181001451.19,
          10732609602.85,
          19282400094.3,
          37769448858.69,
          11056770492.11,
          16493186997.21,
          14655207120.53,
          13180860821.04,
          11015551640.28,
          19530045081.91,
          13240156074.07,
          21929670692.82,
          20121259843.07,
          54622230163.97,
          12036639987.62,
          7892015141.24,
          13697203142.64,
          9373255556,
          11218474951.63,
          14143474486.27,
          10014858959.48,
          18188895177.73,
          13878363191.96,
          35723036817.12,
          49466362688.47,
          7329897179.69,
          12151839151.9,
          24220433689.12,
          33866061746.62,
          14128593255.78,
          17783600384.84,
          44774027663.55,
          30199996780.9
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 3",
         "type": "scatter",
         "x": [
          221931416524.33,
          225222354683.52,
          146252301744.43,
          197912705880.22,
          184437721061.01,
          157341486086.64,
          227300141959.11,
          221884640081.19,
          208362936841.53,
          227568017429.56,
          196519595895.71,
          148414001604.48,
          247975491589.17,
          213391238626.05,
          149436675608.59,
          154664480620.42,
          168666096121.15,
          227866713240.43,
          148353868235.31,
          202538755664.15,
          215424018944.87,
          216307003100.76,
          219416572783.88,
          191799801098.5,
          166850284146.24,
          161721830239.88,
          222504389357.37,
          202900324403.57,
          153020999980.23,
          154972318287.59,
          222992394106.75,
          206369179860.34,
          215523920726.08,
          214404502910.64,
          158499128156.64,
          207942703368.28,
          201588829111.97,
          153612038146.7,
          219593479527.48,
          223097571555.34,
          229822540123.19,
          158160024664.68,
          200044200373.76,
          198709982386.16,
          209498804938.46,
          217296429099.19,
          223921509068.45,
          204822771743.5,
          203721353153.94,
          200912519458.19,
          163478613611.79,
          209079208633.39,
          225377122390.06,
          212651145920.18,
          185400529851.63,
          199220740931.91,
          226077954074.33,
          222359174267.9,
          229333834483.7,
          219914764942.45,
          196178270959.7,
          191139794720.6,
          185458451765.63,
          232916432171.51,
          148512923133.86,
          155980061933.95,
          148642233522.06,
          202004591055.8,
          192459145336.4,
          231369563103.66,
          227515380123.15,
          240145032619.42,
          146754748632.98,
          222139062221.35,
          204004483831.54,
          189982916189.85,
          159020508319.75,
          160822630102.87,
          201089826315.74,
          147570393014.79,
          227928964948.72,
          149315624697.13,
          146717202126.48,
          157522222703.27,
          163728077712.87,
          156669949121.35,
          192400441552.22,
          220311724080.98,
          189243632232.62,
          191954575288.26,
          153404799857.85,
          200431006110.97,
          154715412873.42,
          164592661444.43,
          216710693709.2,
          222786437114.12,
          204609541065.93,
          227650784838.18,
          224770081704.09,
          231361104948.42,
          160835874209.47,
          159320275669.59,
          219527926618.49,
          224865960293.99,
          221100296683.63,
          163630053851.66,
          198432174708.73,
          203560807723.74,
          225653957077.34,
          191750540944.79,
          231226923280.79,
          195175909086.02,
          162317860620.67,
          232820313728.46,
          163563210282.51,
          144978183335.93,
          232165415326.64,
          144792704215.32,
          200701412483.96,
          222433950191.07,
          209927572136.18,
          224743281403.41,
          191863382801.15,
          197707916935.92,
          222280524748.08,
          228601344794,
          223019695977.43,
          191450085930.19,
          225608098485.43,
          154151507928.31,
          220981729947.98,
          232408283870.42,
          201316434920.42,
          223597227103.75,
          222232180744.4,
          221673504868.32,
          177639720158.04,
          218010422175.62,
          216135216883.07,
          197231311510.35,
          150818134579.13,
          147336079453.07,
          165831763019.55,
          208881998031.32,
          202048296021.36,
          156481992824.69,
          241195864006.75,
          218493608915.33,
          201446423701.85,
          222028758930.9,
          235075381096.91,
          218593840135.54,
          242437493117.35,
          199116747175.27,
          199548851220.68,
          219418097417.64,
          223490168593.18,
          219476732219.84,
          190349837406.71,
          207397194106.9,
          178869645044.44,
          158974260182.09,
          153179798257.02,
          159079468496.66,
          195769929355,
          223949968247.1,
          149169092950.41,
          199305881389.89,
          185380394200.84,
          227069518772.29,
          225042891982.26,
          221248657889.82,
          217032947920.34,
          187420674444.85,
          220204378895.01,
          210808348254.2,
          194610296521.5,
          187732308103.02,
          146453523490.15,
          193314548591.89,
          225791368052.22,
          152151698373.37,
          157539152133.39,
          226030254515.46,
          229285466097.66,
          215581106420.2,
          203110528556.42,
          153766017387.05,
          142964413923.36,
          222372592138.08,
          226058650339.34,
          217846438558.82,
          199271406209.81,
          163012762380.92,
          200689358850.73,
          221982607204.4,
          219138701233.08,
          218064367254.84,
          199998836364.05,
          228424935740.82,
          205625908298.01,
          251325536962.21,
          191706811085.26,
          156569408718.13,
          223070797299.17,
          224254934504.45,
          145623194889.22,
          227116881653.75,
          169846691171.36,
          223481844153.87,
          156775156224.41,
          225274024718.29,
          222677553067.99,
          219384174417.3,
          208464753138.65,
          219632850428.96,
          224150871476.76,
          163496205910.64,
          179913195986.61,
          216485036956.1,
          165950737480.06,
          226529194963.13,
          253800479048.38,
          189765994312.95,
          198208758106.57,
          229686223069.99,
          196822841716.09,
          135633447402.59,
          194670301516.91,
          225975170377.92,
          199255375047.72,
          161600715739.48,
          157030254550.38,
          162966939318.2,
          233118658512.83,
          229798912476.57,
          148657178662.66,
          157685851384.5,
          210255158289.96,
          222805472557.44,
          217184216646.79,
          201088617496.87,
          158558424120.23,
          185319902025.23,
          162306742245.52,
          231098233851.34,
          175325880262.72,
          142884939549.24,
          227537459456.49,
          218953899552.53,
          148916903134.48,
          173518619132.28,
          148757983064.94,
          229781805153.89,
          225490330139.48,
          157073807505.17,
          161469074852.23,
          162707764850.43,
          193422316197.85,
          227308028004.55,
          181433531480.39,
          174891606136.11,
          145398457166.25,
          207632053119.27,
          225683705622.92,
          218507909796.79,
          154968626311.45,
          217263495408.34,
          227057271106.86,
          192424955722.92,
          195572592023.01,
          221375138904.33,
          146966709631.14,
          190487679000.29,
          229967634146.98,
          159856564471.73,
          158574740489.23,
          228092963187.17,
          234005095167.34,
          176054474764.9,
          192853381586.06,
          224944195689.1,
          143187967151.1,
          201872827301.06,
          219761761156.32,
          219353336789.45,
          185973007218.42,
          200224535661.62,
          226580142941.11,
          225361512775.62,
          149103599322.5,
          225414591269.9,
          252646950002.52,
          194150467599.55,
          162176944252.62,
          190949580969.12,
          220530132874.86,
          199670814561.88,
          196411977220.27,
          205763839949.88,
          162617761175.93,
          189992347922.69,
          198654748012.57,
          228705408822.97,
          220556145427.76,
          149073659684.74,
          155617197225.85,
          158388908311.64,
          199261172396,
          225124435575.99,
          220637609942.13,
          154713649605.37,
          227287014709.89,
          192025112411.57,
          191808639047.21,
          162806430080.61,
          224730370763.71,
          202673213630.64,
          149015094981.77,
          222770468530.71,
          212357972797.53,
          190294120192.45,
          207034487855.66,
          188446792043.73,
          146947591531.1,
          204981728438.73,
          219491766849.53,
          167070804931.43,
          210685427348.37,
          224214876354.3,
          223977715590.51,
          209669571067.84,
          147043867254.5,
          220502861332.05,
          223456250671.33,
          197786409641.32,
          149518741493.03,
          161427190438.39,
          230219806237.67,
          200793139093.29,
          150149593573.92,
          156182574199.63,
          205247345636.65,
          180110291827.78,
          229830520243.3,
          135633447402.59,
          199992630006.38,
          221568525308.68,
          206832112414.09,
          190520831639.54,
          151939907866.2,
          197831661218.49,
          199666693175.25,
          202420920379.92,
          216930270756.06,
          216942634875.31,
          192963212849.4,
          163104244541.39,
          155338816370.12,
          139808065217.86,
          163924504660.63,
          251214922677.43,
          160364466785.93
         ],
         "y": [
          3353025102.3,
          7536785767.45,
          4486976867.54,
          2423247747.14,
          9363855113.94,
          8350692784.56,
          11731457711.06,
          8438191337.54,
          7703604237.35,
          4668158259.72,
          6323676957.26,
          4091530736.65,
          9648882545.8,
          6614309912.22,
          2626153345.38,
          3362005847.68,
          18712714222.94,
          7691759733.39,
          7979913377.94,
          4105056995.27,
          7171072578.42,
          6199721188.44,
          9136176952.26,
          9180418120.35,
          9909510924.7,
          7990438824.18,
          9895102898.68,
          8721608198.05,
          4001786456.04,
          3282499999.33,
          5812855406.06,
          6281023478.71,
          12464301922.09,
          10913669382.91,
          8794491050.04,
          11304916728.79,
          7080950926.4,
          10964962767.09,
          2963395075.87,
          6448512421.97,
          14008145805.92,
          17499038202.28,
          17897150206.29,
          5396997822.81,
          6031384958.11,
          6990313307.25,
          5640027196.55,
          10015035156.34,
          8169519804.5,
          8116969489.4,
          15762284723.02,
          6214125203.3,
          10398322334.89,
          12484103560.38,
          5319698775.02,
          11006973189.96,
          2497302217.96,
          6344373568.82,
          6097746021.52,
          5451414258.32,
          8395315240.82,
          6854058348.98,
          10354880595.43,
          6343966489.66,
          4217182733.37,
          5151109363.5,
          3765758497.67,
          7806089578.98,
          19306919713.92,
          5136809625.32,
          8290615074.46,
          9498261359.65,
          4055668252.59,
          2291124840.3,
          5843302511.7,
          6774614498.74,
          28581002121.87,
          6227961236.53,
          10558081068.79,
          5074160557.53,
          8877222956.13,
          4835831922.86,
          5483308195.58,
          20920539098.56,
          13796915736.04,
          5174128453.66,
          11632744704.51,
          7919894454.8,
          10524969123.83,
          15279963349.45,
          20643507799.95,
          5077248383.35,
          5706183864.84,
          13092820173.3,
          5673124255.21,
          5016362733.1,
          8030277433.62,
          5884674571.59,
          8677255481.49,
          11010714186.59,
          7175324564.31,
          13113767755.21,
          5837881974.42,
          6468885149.98,
          10758627745.86,
          16034549270.8,
          7462905533.98,
          7701847224.14,
          5781548155.47,
          4389045366.61,
          4329306566.07,
          5657686234.9,
          5486230123.1,
          5683423775.56,
          5830173252.56,
          3350092519.49,
          4380084233.54,
          11242676044.31,
          12704861676.25,
          6129516088.49,
          8585750759.86,
          14356524696.41,
          7599462786.03,
          13060541167.94,
          11012966853.93,
          5363439783.55,
          6820047160.22,
          5020886237.89,
          8263191830.26,
          6120359523.05,
          3054625661.34,
          12895131248.2,
          20806964347.48,
          4291339248.12,
          8905008384.07,
          9945549603.27,
          7684148212.32,
          4796110259.27,
          8353828311.69,
          10598973447.72,
          5752205179.84,
          9706372375.86,
          12033514861.06,
          5210480120.86,
          9013236167.31,
          7578351650.34,
          11114853969.23,
          5556443606.46,
          8801292299.89,
          9047198660.44,
          7858509087.49,
          4534841048.84,
          12546950499.3,
          8859250310.35,
          5104531919.55,
          5595959667.52,
          6748889346.13,
          9149379763.25,
          19974623204.7,
          9802443159.01,
          25367291294.27,
          8355638578.12,
          11798011594.27,
          10412565245.47,
          6104510092.24,
          4392863806.9,
          3942720070.47,
          19560363854.11,
          8397387897.21,
          4480604099.77,
          6379006999.95,
          4610831509.17,
          3386768865.1,
          14248351006.96,
          3216737651.79,
          4559112980.81,
          11480965121.79,
          7130327525.13,
          3018513333.04,
          14507311208.29,
          4905225891.57,
          5672609405.27,
          3495088904.55,
          6578438233.42,
          8306390868.53,
          10317822213.18,
          8528894753.59,
          6404416892.95,
          9297811507.17,
          3760304517.5,
          6336468234.43,
          9246593033.12,
          7517988734,
          17870598937.1,
          4871231359.97,
          4536041930.6,
          6352161578.89,
          9643826400.76,
          7239824677.24,
          6937581708.87,
          15711468958.75,
          8036468152.59,
          32705548426.58,
          6798512623.95,
          4391613313.66,
          4299007853.56,
          4991669630.7,
          7686042202.44,
          6314904310.54,
          8619702291.5,
          6227269815.49,
          4003005547.05,
          5677228612.02,
          9724496986.91,
          16159781302.55,
          4861242484.17,
          4101305643.35,
          10061619354.52,
          10798098671.1,
          7101647418.5,
          9774451819.95,
          3800973336.48,
          7898126855.88,
          15444626013.73,
          21618154774.82,
          6034088075.03,
          8909129422.93,
          14080099207.95,
          13930073426.96,
          6539641957.29,
          8264507375.29,
          8812883119.43,
          9009111996.2,
          9401189650.49,
          10627449471.12,
          6359610561.11,
          3392972130.84,
          8134741960.16,
          20242323689.87,
          5870081832.81,
          6321689858.67,
          9189387004.34,
          9836925303.83,
          22813499244.62,
          10153070906.54,
          13779745450.97,
          16764804299.07,
          4943628091.37,
          3472274607.39,
          2951655969.3,
          7639405817.67,
          12230193038.03,
          11939561597.95,
          6678090757.93,
          5026191704.23,
          9274845260.15,
          12098209717.09,
          18771106339.01,
          23066821734.2,
          3747042695.61,
          14917080153.64,
          12665194935.78,
          5077258585.95,
          4875187476.59,
          6970642725.98,
          9170565472.22,
          6032859783.13,
          13130928216.56,
          6018487800.4,
          5803653357.3,
          8124465373.17,
          4711210241.24,
          2399674550.06,
          8180274690.57,
          10319231688.65,
          7491625206.46,
          11802651633.05,
          5814708444.98,
          11324135406.44,
          9457897583.37,
          8884144997.97,
          7634860635.76,
          7275411870.13,
          7191868447.94,
          7135265015.9,
          12467445116.7,
          23254218280.59,
          7328564879.7,
          8704411776.11,
          5984512547.89,
          5978745775.92,
          6883942236.42,
          16298099411.44,
          6585191018.9,
          14722317220.02,
          22946059124.89,
          4710581073.79,
          6926696530.54,
          7244623132.64,
          6959144003.26,
          18461527258.54,
          6432638855.77,
          4855588533.82,
          9623243036.5,
          8625783200.5,
          5297471739.23,
          5089212679.76,
          6213645709.19,
          2624065030.72,
          8477657143.31,
          4647630864.12,
          2565213547.9,
          7366830683.51,
          9922240199.2,
          5245153344.89,
          14250100093.1,
          8356130492.47,
          12715339904.77,
          6684951715.29,
          12044274581.17,
          10978325507.3,
          9516825994.48,
          5491437195.03,
          5064007415.55,
          9723646870.56,
          5023904190.46,
          4483923892.5,
          10139774962.74,
          10788500406.11,
          6607451861.62,
          6361497714.76,
          17688391309.71,
          4132233939.99,
          2866049749.41,
          4163381707.32,
          6919871886.11,
          10717455213.58,
          5804676208.23,
          8380134275.42,
          5727967432.13,
          3282098399.66,
          6857935276.41,
          9364980166.4,
          26946275878.18,
          4796651245.87,
          14080099207.95,
          17621046716.87,
          4083364724.49,
          3820038842.16,
          9249575045.1,
          15028035663.22,
          6593153504.5,
          9645084584.17,
          14208462071.57,
          4976573383.4,
          8346890042.23,
          8454485430.93,
          42048003440.2,
          4977252791.75,
          9651002683.98,
          18994979566.43,
          9134015142.68,
          10416747806.47
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 4",
         "type": "scatter",
         "x": [
          83817254441.35,
          83066949522.55,
          72834565865.64,
          68373109843.55,
          81436930422.2,
          66243849258.58,
          66167363728.16,
          65324717866.37,
          67955464988.94,
          82852238609.1,
          82022813951.24,
          79717859040.34,
          71450370818.94,
          65711185951.41,
          83837441784.16,
          83353821328.9,
          83377850487.81,
          68527526268.29,
          82164419978.29,
          66255113260.69,
          82877488814.14,
          81836688399.27,
          83118891107.33,
          81672327936.96,
          68436428830.97,
          68427521157.41,
          80247267378.84,
          66499261962.97,
          75346033751.95,
          70416405948.11,
          68194815870.16,
          83250111568.67,
          83212070951.08,
          82935708430.02,
          81747198673.81,
          66162378427.84,
          81890309521.2,
          81317221248.69,
          71736909135.13,
          83242601510.47,
          82828290600.46,
          83555107588.73,
          66243609255.29,
          68421321796.25,
          68382659680.27,
          83494588915.89,
          83250712640.65,
          83365250529.88,
          83352427147.38,
          70978653648.43,
          67819253147.61,
          67883668012.01,
          67565211593,
          82853068468.07,
          83087864618.98,
          83155487269.68,
          70306720827.44,
          65885732666.29,
          67555369461.95,
          78584893830.34,
          67782342614.27,
          83348342979.75,
          65581760636.93,
          65448401518.47,
          83817869869.05,
          73136281603.01,
          82846063530.59,
          66279120254.45,
          66247763508.33,
          69526710682.24,
          68897317112.39,
          83363661744.01,
          83192373177.02,
          69210319564.08,
          82798245607.27,
          82839704395.79,
          82209951575.01,
          70466752056.61,
          70448766451.21,
          83811761011.57,
          68458351755.09,
          83689168487.15,
          83371070817.26,
          66242103757.6,
          68458949890.65,
          68438518111.44,
          82861345585.79,
          82832797925.62,
          83365364594.35,
          71123749440.56,
          66243294943.49,
          69503191642.29,
          81461699758.72,
          66278686898.65,
          68338729369.43,
          67959536956.07,
          83782042892.29,
          80965191181.81,
          80246186915.92,
          70896112177.29,
          65693567499.77,
          68487349187.54,
          68456986509.69,
          82870201479.79,
          83484056441.55,
          83245372469.79,
          83165705422.38,
          68037530807.22,
          66491710111.57,
          83387764365.56,
          78121147531.73,
          83181452472.88,
          82929257908.12,
          79519982629.33,
          69355955189.51,
          68449787610.75,
          65824944068.98,
          71367261624.03,
          83348827222.41,
          81231393888.77,
          67927770088.16,
          83773888518.63,
          70599373896.91,
          66241114601.8,
          68348821733.46,
          83667760924.16,
          69351145665,
          67930765402.74,
          71979477537.98,
          65340594941.58,
          68222297902.48,
          67554552922.52,
          65363690424.03,
          68461070858.02,
          83341568233.78,
          70419857844.86,
          68193216975.64,
          65365585069,
          68452145180.64,
          67968530325.41,
          83375234765.79,
          83162376934.32,
          83484226668.46,
          83324522259.1,
          80657543260.26,
          80229366937.32,
          69507446814.31,
          81551703655.07,
          67885003163.97,
          82795833265.63,
          83342828492.64,
          83804298740.07,
          65336770716.06,
          65817845548.71,
          67958076847.45,
          83373025919.73,
          66247148297.1,
          82811939922.97,
          79648319998.92,
          73688347084.95,
          82837415190.73,
          83829246153.48,
          82146132822.07,
          79089332696.14,
          65977267638.76,
          69366918016.02,
          79682243497.42,
          68191318367.31,
          67930189531.4,
          83030147954.97,
          65715224906.99,
          67968428582.21,
          83779810542.81,
          83229654132.16,
          79925744083.03,
          66757951121.67,
          65366898692.37,
          79817448013.55,
          67954830951.83,
          68071593635.6,
          65334834067.23,
          68427231799.58,
          67553051342.8,
          80152190395.7,
          66269617017.21,
          82398341542.09,
          83815697454.95,
          80974676248.86,
          65979015051.75,
          80823595399.03,
          70941051092.61,
          68341409502,
          83542880482.78,
          66350624518.37,
          67552613240.04,
          82834870746.69,
          81443741281.11,
          76246216707.73,
          66486384877.19,
          65335066419.84,
          68415115914.08,
          67961601505.29,
          82843505411.34,
          81599877414.72,
          69797136165.66,
          68401008692.56,
          65455873608.79,
          83763677143.46,
          83384488052.59,
          66050364004.88,
          83296300414.67,
          70169721623.99,
          83250331743.37,
          83165013521.22,
          66237735516.81,
          69414628719.32,
          67966646705.75,
          65504085440.86,
          83311399827.03,
          68078110242.74,
          66380183923.94,
          65685368289.11,
          82813384378.5,
          83838929415.14,
          82774540566.22,
          65713319159.39,
          67954608843.38,
          67562079308.59,
          83244074081.97,
          82228950652.58,
          82942140284.88,
          66272451375.85,
          66247317684.14,
          65905244432.14,
          134632026975.35,
          70692707055.2,
          65345956018.65,
          67953444671.54,
          79712741574.79,
          67337515831.93,
          68456657001.31,
          83803367523.78,
          68188005371.74,
          82809047977.33,
          83787441024.75,
          67517556583.3,
          66713141592.86,
          68150169644.37,
          69368920101.36,
          67953496945.01,
          80368189247.06,
          66248041991.05,
          67670904333.27,
          83795069644.72,
          83317371728,
          83376307909.64,
          82971201899.98,
          82672166058.66,
          67120135817.39,
          66283004520.27,
          68069989507.43,
          80014930164.44,
          66246416322.39,
          66316877821.45,
          77581818037.01,
          71592425628.14,
          68437281968.62,
          65499776440.82,
          68992652340.35,
          67552969301.48,
          83049282327.13,
          83233493572.2,
          79480373920.42,
          66496730383.61,
          66062840064.2,
          69765124874.09,
          83141485173.53,
          83543698393.95,
          66273821586.34,
          82832261956.19,
          82807252662.67,
          83492401174.36,
          83147373394.78,
          66248412922.16,
          66216896859.71,
          69115463004.3,
          72632240658.18,
          67922151759.86,
          83281600360.24,
          79198869532.84,
          68475449527.07,
          67955303187.66,
          83447316575.81,
          76450055219.48,
          72628751184.14,
          66237616405.59,
          67952350803.34,
          83766798747.7,
          83506842873.42,
          83393136821.67,
          80519001546.28,
          83830699345.4,
          83327320375.75,
          68035414442.1,
          67549022274.09,
          81744969562.64,
          69416268972.46,
          83367954939.13,
          81417332932.2,
          65711417924.95,
          82844651545.29,
          83784564664.9,
          80636864902.92,
          76359029716.02,
          83850820616.37,
          83855366896.49,
          65793194417.24,
          83209062147.75,
          81094385069.77,
          66007639797.03,
          67799609229.13,
          69419674992.49,
          83450390792.57,
          66363754798.33,
          65451433602.72,
          82851802361.16,
          67626927729.24,
          66265590691.59,
          83164021680.69,
          81588668568.52,
          71739464275.28,
          71480244045.01,
          67193850383.25,
          80974942537.84,
          76974469335.53,
          70807584542.65,
          68330558641.57,
          66247986169.54,
          66248570201.82,
          67326601826.86,
          68893643673.33,
          83644364976.34,
          74410346747.13,
          71069270125.65,
          65889509668.23,
          67737997534.69,
          81743942509.34,
          79092873689.21,
          70853056161.11,
          67824776233.54,
          66863090248.8,
          66226814163.62,
          67892953530.34,
          83409193428.47,
          82560733200.3,
          66286766010.73,
          83787569913.65,
          83377690854.49,
          83191412378.33,
          82828899865.97,
          66484164731.05,
          66001094930.66,
          67958406853.26,
          67925116253.37,
          83157915195.95
         ],
         "y": [
          14278737532.63,
          20956153600.91,
          72852500939.22,
          37843287015.79,
          20337083600.62,
          14856104217.46,
          14422416297.86,
          36841695606.61,
          40191505533.98,
          27302426037.31,
          22536823771.89,
          19879792202.35,
          19088160146.85,
          16256414916.41,
          21736934537.31,
          21072109063.91,
          20970952941.57,
          78294376042.7,
          32860419478.28,
          20350836697.26,
          17414028937.82,
          24895722187.29,
          19111705070.36,
          27117912215.65,
          27428821904.8,
          48926387474.95,
          19753710645.84,
          40470629184.14,
          61866017598.3,
          44403471554.25,
          37581182134.34,
          20725195152.61,
          23174506659.62,
          17216429734.98,
          16553983401.31,
          21820408554.47,
          29787863485.55,
          36282233270.12,
          31323198702.77,
          23894930229.11,
          34300507987.02,
          25874561718.04,
          19334292777.22,
          33048616461.96,
          22977760897.43,
          39502042324.12,
          21373038595.59,
          11930000389.83,
          19795362800.93,
          33994082292.77,
          31416134222.3,
          60606622306.85,
          53524443075.67,
          24293380412.94,
          24501625171.73,
          21495789249.98,
          30777314970.57,
          23288439137.01,
          30873646174.76,
          40600299922.86,
          37178895588.84,
          14122729675.13,
          25563996756.65,
          20609261957.48,
          22065183056.97,
          74778462452.56,
          15722340350.65,
          23843949758.2,
          18233713872.98,
          162734866333.5,
          61718295435.42,
          21584664810.23,
          31071097282.28,
          40374822814.85,
          20070736122.54,
          14874679168.29,
          18725657881.31,
          43805622619.02,
          45397558230.24,
          18354638255.4,
          31629519443.95,
          17514358400.17,
          21083018568.26,
          13466542553.44,
          24133042918.31,
          25527432091.99,
          39257157473.25,
          21350289570.18,
          23313495694.53,
          37747411844.94,
          11344984017.59,
          72598608063.97,
          25519663344.48,
          41556485542.01,
          23441883205.22,
          55223655588.72,
          25849427844.62,
          24405645674.87,
          19099660089.9,
          31170898345.68,
          25868764140.45,
          64740988486.81,
          40494105062.96,
          22718699935.08,
          22920990916.16,
          20749225264.16,
          13418796254.6,
          36792033813.78,
          32250868598.11,
          17537918491.35,
          39641340671.47,
          41597850080.58,
          13532622119.23,
          32050016572.45,
          88078834183.75,
          39012357141.67,
          54558293761.97,
          18409338906.96,
          20337659643.49,
          42801912253.91,
          50515394641.11,
          21629091201.27,
          40733371959.18,
          19162959224.38,
          114807119109.23,
          24482827972.72,
          61590549856.83,
          56769197831.36,
          55191206438.49,
          37268352299.2,
          43958843046.62,
          31495577329.84,
          37405224165.96,
          41430999058.44,
          26282530168.57,
          39281755450.52,
          47895876169.45,
          29913541569.36,
          32981854458.47,
          54330130153.07,
          18221606248.44,
          17980147544.09,
          23706670401.58,
          21720437144.51,
          30853738918.5,
          18174194744.2,
          44524116300.61,
          25931247321.58,
          71413926111.54,
          18160207139.42,
          20154696559.7,
          24790908035.15,
          27588594950.93,
          33834889405.98,
          39015165939.32,
          30430114229.95,
          11647419532.79,
          12072570624.78,
          34935146978.63,
          62575628923.42,
          25410027985.77,
          11962846967.13,
          29375040252.72,
          22544554979.49,
          24979746072.99,
          51095877870.24,
          29809423852.96,
          39133872723.33,
          34904822688.94,
          25306791660.3,
          25872687354.82,
          63560607049.6,
          20189124065.82,
          26117984793.27,
          28651211704.11,
          35271449760.16,
          26380777289.86,
          33940605509.74,
          71681603882.36,
          32088027093.5,
          25190862392.68,
          60450860334.72,
          52755357560.57,
          23758252948.61,
          14853747515.45,
          22126554662.79,
          15914742869.77,
          32406207872.24,
          31872407236.04,
          43263085147.71,
          29878544329.34,
          38019451874.25,
          16785486745.43,
          40189889540.01,
          49640976410.74,
          17888080535.47,
          19881820238.1,
          54497686906.72,
          25966707877.64,
          25728613650.4,
          38468219591.64,
          52649004465.68,
          15655448449.16,
          43664074715.8,
          57045633961.32,
          24662650243.65,
          45720458650.97,
          22117323144.86,
          43642431673.3,
          31897990626.94,
          28078183756.12,
          53478834232.88,
          23449790413.32,
          14904403850.6,
          18554435181.84,
          56795449219.08,
          44505643605.96,
          21649754992.34,
          21010132359.74,
          30313569701.95,
          30028224816.01,
          25829885796.54,
          11240935989.59,
          26312546014.95,
          28824954946.9,
          17036610394.34,
          65738293662.81,
          70683518130.94,
          31145738920.68,
          27117468582.65,
          11851408171.62,
          31331363114.67,
          14986560291.36,
          37744442249.55,
          38864492427.35,
          39747788121.15,
          31450915066.76,
          58265731392.11,
          21255417928.78,
          34658058512.22,
          32767030076.98,
          23981817199.83,
          39183502891.73,
          24087904846.81,
          17964435030.72,
          23967491540.12,
          32852491604.52,
          74933538835.53,
          57121137336.68,
          30109417395.59,
          27938130200.08,
          18469483242.39,
          47160062303.98,
          18046684130.82,
          18180149900.38,
          13426621991.48,
          21420969302.81,
          26131663102.49,
          39242817275.65,
          53708266585.11,
          41883470473.08,
          29374587799.51,
          18370924559,
          65634612427.87,
          50711682140.52,
          31500223933.25,
          36706571572.91,
          28743587598.25,
          67603092351.22,
          39598045836.67,
          46202367640.93,
          30910972861.03,
          27305773764.81,
          33794858528.05,
          21306704152.42,
          143975136006.77,
          21242373191.53,
          23021035088.73,
          25576360685.71,
          19841483059.09,
          19999153581.65,
          26724033219.76,
          22313821214.51,
          20067291687.74,
          26224288350.04,
          52873524542.2,
          48442153749.57,
          46290851146.64,
          20867435500.21,
          29216004744.14,
          41054083636.57,
          57810071894.55,
          16439483171.45,
          44405090364.52,
          65038416671.1,
          18567214595.53,
          27312920842.68,
          14800094197.88,
          22643402806.81,
          39594900161.51,
          30207674345.38,
          17371797760.37,
          18183759822.41,
          24493083192.94,
          64015343587.78,
          29128129876.24,
          67168423337.76,
          20685690689.95,
          34553496031.18,
          25000886943.94,
          25428948059.92,
          15361411060.49,
          30471411545.11,
          47735900215.92,
          20365437032.26,
          27115449239.82,
          37452330493.69,
          27490561659.33,
          32344221198.7,
          45661177295.76,
          36688644470.66,
          76399032767.94,
          18525528096.05,
          35957366328.96,
          44056204567.89,
          22493741162.42,
          33570913369.15,
          11626878300.64,
          12433601961.5,
          35809974908.37,
          41653343124.01,
          24736796654.55,
          34910787321.18,
          23715727388.47,
          49904460369.15,
          25281973905.87,
          22803314100.56,
          24715975398.58,
          16348780893.79,
          40298138489.16,
          68447928072.56,
          18925797736.63,
          46345690964.98,
          28824873445.84,
          34879098920.59,
          66834639114.18,
          21489188232.24,
          21431041961.94,
          23103836401.25,
          43575657052.36,
          34777970359.46,
          21161758511.6,
          55170613417.08,
          41556380527.17,
          31704546238.44,
          35704375577.25,
          15719491554.89,
          13296750364.25,
          33807354174.59,
          21594744662.22,
          40496222407.76,
          47859299075.27,
          35041309687.95,
          46056427437.67,
          14276388752.42
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 5",
         "type": "scatter",
         "x": [
          419421447158.25,
          365722351004.5,
          446082285297.19,
          441960667796.84,
          367391447229.96,
          386489739242.67,
          445539806080.32,
          335987993694.35,
          324658229824.73,
          311078520948.59,
          379258182345.46,
          356030188152.67,
          316074930082.57,
          365024821953.69,
          370142714486.9,
          456508161672.8,
          327139766936.22,
          387983112928.37,
          404052157141.45,
          319074189335.14,
          321717198701.45,
          328933297475.65,
          324190184505.64,
          372284398575.26,
          372279603227.33,
          323203056785.65,
          326346115859.9,
          395266756395.28,
          363433455081.14,
          370891718468.24,
          367967465552.59,
          372414733487.45,
          433122543176.49,
          321061621175.61,
          372876821416.38,
          322379914497.22,
          367839754255.23,
          361876433047.07,
          440298767854.8,
          375444263357.02,
          421847190488.29,
          324163886549.58,
          323831438044.37,
          382574032285.78,
          436237993963.62,
          447747058643.64,
          304958504278.2,
          362826506171.96,
          371731749298.26,
          442642331535.6,
          452119476083.72,
          449874457148.45,
          324093186300.93,
          376151028151.32,
          316040534591.72,
          387631908834.78,
          405992446610.67,
          377311288517.09,
          429090671120,
          417588395181.59,
          408613690153.42,
          398509689462.45,
          389306507854.33,
          329323845088.74,
          311686396568.46,
          320025834692.4,
          320225997953.71,
          393230695987.89,
          369584293835.81,
          385513277844.78,
          407818156777.17,
          428114557464.91,
          431765463285.53,
          330914961275.37,
          316271488936.78,
          420274300806.28,
          452534728124.07,
          328566216152.49,
          360259346858.07,
          378693173324.34,
          374373522207.39,
          446846764116.35,
          438896650641.24,
          454075216419.73,
          314093257178.25,
          326401273258.71,
          319192915033.18,
          401792318391.34,
          389890609883.9,
          325037180854.75,
          371211779873.32,
          329389313682.63,
          383483154873.96,
          325604307791.2,
          320570440520.86,
          366202733264.3,
          346303640718.24,
          328491679165.28,
          355314855623.96,
          428662088256.18,
          436928964721.29,
          326478273136.7,
          375024092833.74,
          323570505189.58,
          420806214870.32,
          331370511897.98,
          453226586695.74,
          438893838655.36,
          329114546384.43,
          455770787833.36,
          334010450284.36,
          316404791284.87,
          398593008037.23,
          326142124579.08,
          444830940521.37,
          329997633644.39,
          396075135322.21,
          339521782853.53,
          420678828415.31,
          458291157032.27,
          329458400093.47,
          382576542382.13,
          320309344585.85,
          371923967755.44,
          454795165822.83,
          367171621206.39,
          341988994228.35,
          371970445843.4,
          385624152241.56,
          389843287588.34,
          448636152158.08,
          367049182259.43,
          388682319976.46,
          431607268094.04,
          442391167095.22,
          369718966324.75,
          433216160786.45,
          398588922090.83,
          368541303588.26,
          409363809141.16,
          319559502979.58,
          313012826679.9,
          360616650169.4,
          318567071312.32,
          443936922524.46,
          447323985682.72,
          365340817941.08,
          379595440556.6,
          320208159886.93,
          437814457018.41,
          323943465219.08,
          320781106962.52,
          368335944295.86,
          365543015077.49,
          393268847887.5,
          317499392769.32,
          375100872175.06,
          369299496559.04,
          337735690619.8,
          416840289162.08,
          318516317872.25,
          370071738762.96,
          407681958151.49,
          399567972100.27,
          374761116006.47,
          331160060320.4,
          321262452550.73,
          393413045572.67,
          406279900295.03,
          386993271473.89,
          428373958242.42,
          415117548315.38,
          323078968931.9,
          321111951654.75,
          443923229458.15,
          324326299579.98,
          457370104397.91,
          325263465984.55,
          303332140406.92,
          322642084634.09,
          402234665331.34,
          319180537510.23,
          395596352770.07
         ],
         "y": [
          22536575684.49,
          16192235531.97,
          22837828665.18,
          26518700511.88,
          24950173846.05,
          33223790572.36,
          30685366708.98,
          15808338948.79,
          18421743322.29,
          30726828760.3,
          28813460025.44,
          118992465606.57,
          23581685467.5,
          20765955327.49,
          18719537669.88,
          24662841199.56,
          55871616488.33,
          43228750179.43,
          38967784639.05,
          26129037414.48,
          15748580239.21,
          14122486832.21,
          9744636213.3,
          16437423166.71,
          53071298733.51,
          15329265212.56,
          22209086834.09,
          43994715910.3,
          34971338710.34,
          30580012344.21,
          38452356726.7,
          43975248084.73,
          17353192895.19,
          16106223491.51,
          16837262532.25,
          10924354698.17,
          32459287865.69,
          36791346508.26,
          27205595568.34,
          22128794335.13,
          16356226232,
          13692758566.46,
          16441573050.1,
          34711412966.17,
          26405069714.63,
          26811744927.57,
          102905151606.28,
          26149643167.68,
          44219840003.89,
          19564262605.21,
          27083066007.24,
          15639298538.02,
          11656379938.06,
          30484729488.71,
          20443898508.94,
          37872380889,
          64072727949.72,
          36389011503.32,
          22765452203.97,
          27078406593.87,
          37846047609.23,
          30180288175.61,
          49625110402.03,
          16824520830.08,
          27743025156.05,
          9244361699.89,
          24031608959.5,
          39819303159.15,
          17988916650.36,
          24957448100.3,
          26792494049.72,
          29279035521.01,
          26062404610.39,
          19617581340.83,
          17221074813.55,
          17821046405.57,
          32066936882,
          19889922369.03,
          23359966112.45,
          30123362272.94,
          40177002623.56,
          20535363433.98,
          32442278429.47,
          22660763494.22,
          27209183682.26,
          14413662912.72,
          49630243054.06,
          35082693210.3,
          39578257695.31,
          16217776703.79,
          30202235804.59,
          12706781968.8,
          29225029693.63,
          11886957803.69,
          27868914021.95,
          58571439618.96,
          18307186523.32,
          19539705127.46,
          46363793974.56,
          26792596580.6,
          28799154319,
          7714767174.32,
          27472552998.34,
          14882945044.81,
          32572572185.34,
          20496603769.86,
          20386398516.25,
          23825006541.98,
          9768827914.24,
          39316664596.38,
          20964448340.77,
          18000008764.22,
          30005625417.91,
          22895392882.21,
          25383335641.41,
          29523576583.08,
          31486345555.64,
          25900123362.05,
          23918742607.37,
          27423687259.16,
          20328426366.41,
          25245861651.62,
          14472237478.79,
          41135767926.23,
          16644534841.91,
          22425387183.91,
          26634741631.05,
          31254779143.63,
          47761524909.94,
          35887278684.83,
          27187964470.79,
          27425022773.59,
          51091116621.52,
          11166012913.03,
          25371367757.61,
          38896078052.07,
          13317001732.58,
          58895950537.09,
          16104440957.47,
          48469528170.65,
          15929162909.56,
          21313378651.69,
          43403978910.41,
          17005713920.05,
          14712928379.05,
          16100721565.07,
          28711532910.3,
          23613051457.08,
          33925512988.62,
          24746386230.08,
          19675404388.75,
          26862218608.57,
          44148798320.6,
          24493974419.53,
          30364664170.83,
          18678255975.67,
          41037843771.3,
          35239757133.88,
          83202283720.96,
          34493951963.3,
          11239186456.23,
          32194477849.95,
          24999983362.13,
          40369840645.23,
          29227315390.11,
          18624736865.86,
          12097775226.69,
          45668466815.41,
          21152848260.91,
          55552169483.42,
          50212088965.2,
          36913738894.15,
          14463581825.22,
          13903079206.51,
          26357839322.09,
          36599436182.62,
          26683255504.12,
          22722096614.76,
          37429485517.93,
          29717699419.42,
          19298407543.31,
          32958875628.23,
          53510852236.18
         ]
        },
        {
         "marker": {
          "color": "Black",
          "line": {
           "color": "Black",
           "width": 2
          },
          "size": 6
         },
         "mode": "markers",
         "name": "Centers",
         "type": "scatter",
         "x": [
          44599661514.46463,
          544479225139.17145,
          196251675225.40305,
          74752688490.88188,
          374621528237.5299
         ],
         "y": [
          680796581.6292,
          17179473375.344309,
          8760987560.734901,
          33165132742.635612,
          28692541750.274483
         ]
        }
       ],
       "layout": {
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Market Cap vs. Volume, Clussified by K-Means Clustering (k = 5)",
         "x": 0.5
        },
        "xaxis": {
         "title": {
          "text": "Market Cap ($)"
         }
        },
        "yaxis": {
         "title": {
          "text": "Volume ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Scatter Plot of Market Cap vs. Volume, Clussified by K-Means Clustering (k = 5)\n",
    "fig = go.Figure()\n",
    "for cluster in crypto_data['cluster_kmeans'].sort_values().unique():\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=crypto_data[crypto_data['cluster_kmeans'] == cluster]['market_cap'], \n",
    "            y=crypto_data[crypto_data['cluster_kmeans'] == cluster]['volume'],\n",
    "            mode='markers', \n",
    "            name=cluster,\n",
    "            marker=dict(opacity=0.7)))\n",
    "\n",
    "centers = kmeans.cluster_centers_\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=centers[:, 0],\n",
    "    y=centers[:, 1],\n",
    "    mode='markers',\n",
    "    marker=dict(color='Black', size=6, line=dict(color='Black', width=2)),\n",
    "    name='Centers'\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    title='Market Cap vs. Volume, Clussified by K-Means Clustering (k = 5)',\n",
    "    title_x=0.5,\n",
    "    xaxis_title='Market Cap ($)',\n",
    "    yaxis_title='Volume ($)',    \n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 dir=rtl align=right style=\"line-height:200%;font-family:vazir;color:#0099cc\">\n",
    "<font face=\"vazir\" color=\"#0099cc\">\n",
    "بخش دوم\n",
    "</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "x=%{x}<br>y=%{y}<extra></extra>",
         "legendgroup": "",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "markers+lines",
         "name": "",
         "orientation": "v",
         "showlegend": false,
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10
         ],
         "xaxis": "x",
         "y": [
          4.288238946332005e+25,
          8.651479645649398e+24,
          3.5864713423559123e+24,
          1.4775268473010442e+24,
          1.1209226790751308e+24,
          8.017663973307314e+23,
          5.5379993190939264e+23,
          4.3454596760684054e+23,
          3.3770898651848675e+23,
          2.6775072880034282e+23
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Elbow Method",
         "x": 0.5
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "nticks": 20,
         "title": {
          "text": "Number of Clusters"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Within-Cluster Sum of Square"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the optimal number of clusters using the elbow method\n",
    "wcss = []\n",
    "for k in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters=k, init='k-means++', random_state=42)\n",
    "    kmeans.fit(crypto_data[['market_cap', 'volume']])\n",
    "    wcss.append(kmeans.inertia_)\n",
    "\n",
    "fig = px.line(x=range(1, 11), y=wcss, markers='o')\n",
    "fig.update_layout(\n",
    "    title='Elbow Method',\n",
    "    title_x=0.5,\n",
    "    xaxis_title='Number of Clusters',\n",
    "    yaxis_title='Within-Cluster Sum of Square',    \n",
    ")\n",
    "fig.update_xaxes(nticks=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best k: 4\n"
     ]
    }
   ],
   "source": [
    "silhouette_scores = []\n",
    "for k in range(2, 10):\n",
    "    kmeans = KMeans(n_clusters=k, init='k-means++', random_state=42)\n",
    "    cluster_labels = kmeans.fit_predict(crypto_data[['market_cap', 'volume']])  # Replace 'data' with your dataset\n",
    "    silhouette_avg = silhouette_score(crypto_data[['market_cap', 'volume']], cluster_labels)\n",
    "    silhouette_scores.append(silhouette_avg)\n",
    "\n",
    "best_k = silhouette_scores.index(max(silhouette_scores)) + 2\n",
    "print(f'Best k: {best_k}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 1",
         "type": "scatter",
         "x": [
          33385777381.9,
          36883950527.41,
          46558310525.77,
          83817254441.35,
          83066949522.55,
          72834565865.64,
          68373109843.55,
          51563040287.37,
          51770723358.62,
          48653379654.11,
          81436930422.2,
          66243849258.58,
          66167363728.16,
          65324717866.37,
          67955464988.94,
          47771639109.14,
          42270466525.64,
          82852238609.1,
          82022813951.24,
          79717859040.34,
          71450370818.94,
          65711185951.41,
          49586621147.77,
          49565588033.19,
          44216290548.63,
          52626345936.38,
          51621150963.99,
          42975342722.64,
          83837441784.16,
          83353821328.9,
          83377850487.81,
          68527526268.29,
          36694210385.53,
          46756968312.83,
          47254381542.53,
          43830941988.53,
          43859763700.45,
          52082308342.2,
          38796722023.24,
          82164419978.29,
          66255113260.69,
          33329801761.41,
          47681999495.27,
          49797193703.2,
          46308955783.63,
          33650022331.15,
          48578128710.85,
          49179890751.32,
          82877488814.14,
          81836688399.27,
          37152196085.96,
          38011354861.71,
          83118891107.33,
          81672327936.96,
          68436428830.97,
          68427521157.41,
          37119032079.6,
          36825242367.48,
          40176732867.76,
          80247267378.84,
          66499261962.97,
          38379537599.78,
          50822991269.6,
          46481371529.18,
          75346033751.95,
          70416405948.11,
          68194815870.16,
          45685558980.55,
          45711023160.68,
          40659978958.69,
          83250111568.67,
          83212070951.08,
          82935708430.02,
          81747198673.81,
          66162378427.84,
          50298806444.68,
          50946789304.43,
          49481687296.28,
          49411264709.56,
          45267601400.07,
          81890309521.2,
          81317221248.69,
          71736909135.13,
          52942208088.55,
          48319824358.94,
          50194052761.32,
          83242601510.47,
          38734572405.4,
          43872601590.66,
          45317067482.41,
          39446947208.02,
          82828290600.46,
          83555107588.73,
          66243609255.29,
          68421321796.25,
          68382659680.27,
          48154783754.53,
          45834074108.07,
          52616693259.51,
          43782320107.81,
          46244769577.57,
          45053322422.87,
          83494588915.89,
          83250712640.65,
          38123407213.86,
          51235778714.41,
          54275690979.85,
          47852041125.81,
          83365250529.88,
          83352427147.38,
          70978653648.43,
          67819253147.61,
          67883668012.01,
          67565211593,
          37303420951.91,
          50844232461.5,
          51925582974.74,
          45850807478.85,
          42720828474.81,
          44312018097.58,
          44815551874.49,
          82853068468.07,
          37817749646,
          40270721918.09,
          43894998284.41,
          83087864618.98,
          83155487269.68,
          70306720827.44,
          65885732666.29,
          67555369461.95,
          36504451694.06,
          37792676975.84,
          50957480634.42,
          51629335908.47,
          78584893830.34,
          67782342614.27,
          83348342979.75,
          65581760636.93,
          65448401518.47,
          38041814289.92,
          40633881849.37,
          50959054972.77,
          46497281012.21,
          41569303200.31,
          83817869869.05,
          73136281603.01,
          37002146211.44,
          52210645189.25,
          82846063530.59,
          66279120254.45,
          66247763508.33,
          69526710682.24,
          68897317112.39,
          37088465667.74,
          45596828391.98,
          39316042283.7,
          44783501315.67,
          32437179621.73,
          38680409333.98,
          43819908779.79,
          44639749525.86,
          83363661744.01,
          83192373177.02,
          69210319564.08,
          37346172591.35,
          37528132819.48,
          37266887790.31,
          52732684626.35,
          49547838246.92,
          82798245607.27,
          82839704395.79,
          82209951575.01,
          70466752056.61,
          70448766451.21,
          33590478887.31,
          37321723681.52,
          47957598258.64,
          44356071738.95,
          47271122270.62,
          43271477489.63,
          83811761011.57,
          68458351755.09,
          36976850145.7,
          37231984362.03,
          48862444892.63,
          43802636227.98,
          83689168487.15,
          83371070817.26,
          66242103757.6,
          68458949890.65,
          48649436453.51,
          45294444955.49,
          56696907533.63,
          47676042557.46,
          45461808208,
          47337502118.33,
          68438518111.44,
          37104300789.72,
          43154733695.11,
          48866560030.3,
          50180295093.53,
          48716410747.32,
          44155896392.93,
          44974585825.43,
          82861345585.79,
          82832797925.62,
          83365364594.35,
          71123749440.56,
          66243294943.49,
          69503191642.29,
          49460441504.2,
          48356662482.18,
          44517443601.69,
          81461699758.72,
          38082054340.4,
          36349623363.98,
          37026895487.58,
          50308060610.33,
          50208845676.31,
          49322298701.1,
          44195717778.35,
          66278686898.65,
          68338729369.43,
          67959536956.07,
          33323655435.27,
          48597298700.93,
          43891548403.84,
          83782042892.29,
          80965191181.81,
          80246186915.92,
          70896112177.29,
          65693567499.77,
          68487349187.54,
          68456986509.69,
          48118283430.36,
          82870201479.79,
          83484056441.55,
          83245372469.79,
          83165705422.38,
          68037530807.22,
          66491710111.57,
          37076059806.11,
          38116045263.7,
          83387764365.56,
          78121147531.73,
          43576320416.4,
          83181452472.88,
          82929257908.12,
          36763385107.77,
          50137693950.74,
          49095551996.82,
          41315420629.36,
          79519982629.33,
          69355955189.51,
          68449787610.75,
          46476916921.1,
          65824944068.98,
          45493467668.66,
          48083958346.11,
          71367261624.03,
          50129351591.42,
          43717719231.42,
          83348827222.41,
          81231393888.77,
          67927770088.16,
          36010376072.58,
          48827039541.48,
          43503575941.02,
          83773888518.63,
          48121587865.35,
          70599373896.91,
          42014706714.49,
          45765515255.46,
          66241114601.8,
          68348821733.46,
          46147098395.14,
          83667760924.16,
          69351145665,
          67930765402.74,
          47467581558.37,
          44987580579.3,
          71979477537.98,
          65340594941.58,
          68222297902.48,
          67554552922.52,
          38398871172.76,
          52344805502.31,
          51216971698.16,
          45889133083.98,
          65363690424.03,
          68461070858.02,
          37380375232.49,
          53914349553.2,
          43852446091.82,
          36765797234.63,
          50486355744.86,
          48492559791.01,
          45482133750,
          43525943306.37,
          83341568233.78,
          70419857844.86,
          68193216975.64,
          65365585069,
          68452145180.64,
          67968530325.41,
          33639019170.31,
          49813311436.08,
          83375234765.79,
          83162376934.32,
          83484226668.46,
          34903000575.6,
          37523886294.12,
          39054223213.78,
          43789393911.3,
          44630120017.99,
          83324522259.1,
          80657543260.26,
          80229366937.32,
          69507446814.31,
          50126733781.06,
          49982441630.69,
          52747289288.93,
          81551703655.07,
          67885003163.97,
          53538037405.63,
          43783204222.91,
          46713966636.4,
          47647318081.63,
          82795833265.63,
          83342828492.64,
          83804298740.07,
          65336770716.06,
          65817845548.71,
          67958076847.45,
          47492002139.68,
          83373025919.73,
          66247148297.1,
          52204662733.88,
          82811939922.97,
          79648319998.92,
          73688347084.95,
          50003435479.69,
          44448461252.44,
          82837415190.73,
          37001289151.88,
          50353689277.23,
          39359267890.3,
          43691241396.31,
          83829246153.48,
          82146132822.07,
          79089332696.14,
          65977267638.76,
          69366918016.02,
          45737678819.63,
          39063326954.92,
          79682243497.42,
          68191318367.31,
          67930189531.4,
          51966811409.86,
          47601444433.23,
          83030147954.97,
          65715224906.99,
          67968428582.21,
          32407148960.35,
          37013665181.81,
          83779810542.81,
          83229654132.16,
          79925744083.03,
          66757951121.67,
          65366898692.37,
          79817448013.55,
          67954830951.83,
          68071593635.6,
          65334834067.23,
          68427231799.58,
          67553051342.8,
          48981213310.01,
          49332583159.41,
          39407173515.71,
          80152190395.7,
          36411284995.21,
          48718247160.33,
          42604562672.57,
          66269617017.21,
          48309960943.04,
          41449837472.7,
          44450444228.92,
          45637780786.73,
          82398341542.09,
          37260898041.85,
          83815697454.95,
          80974676248.86,
          65979015051.75,
          37097683428.26,
          41795720411.57,
          80823595399.03,
          70941051092.61,
          68341409502,
          46986237688.09,
          39372532274.58,
          83542880482.78,
          66350624518.37,
          67552613240.04,
          33594578271.57,
          47455366376.12,
          82834870746.69,
          81443741281.11,
          76246216707.73,
          66486384877.19,
          65335066419.84,
          68415115914.08,
          67961601505.29,
          49030236315.4,
          82843505411.34,
          81599877414.72,
          48231592172.97,
          69797136165.66,
          68401008692.56,
          65455873608.79,
          36966826102.04,
          51258714744.82,
          83763677143.46,
          83384488052.59,
          66050364004.88,
          36588314323.11,
          38613586662.36,
          51927975468.22,
          53205871424.8,
          49180469394.39,
          47343587830.32,
          44079687877.9,
          83296300414.67,
          70169721623.99,
          48428366951.04,
          51307022507.24,
          46454401105.13,
          83250331743.37,
          83165013521.22,
          66237735516.81,
          69414628719.32,
          67966646705.75,
          36801991687.73,
          52565516822.76,
          65504085440.86,
          39428145950.14,
          44604842765.02,
          83311399827.03,
          68078110242.74,
          66380183923.94,
          65685368289.11,
          39973699058.51,
          48098937716.27,
          49102236622.52,
          82813384378.5,
          83838929415.14,
          82774540566.22,
          37313939994.05,
          36207053766.09,
          51299960753.51,
          48524730885.81,
          52422579607.15,
          47912171545.45,
          65713319159.39,
          67954608843.38,
          67562079308.59,
          51746215675.32,
          49398327195.37,
          49045109218.98,
          42690010298.04,
          83244074081.97,
          82228950652.58,
          49552135789.79,
          48240055474.33,
          47803983107.38,
          82942140284.88,
          66272451375.85,
          66247317684.14,
          65905244432.14,
          37201467454.42,
          53491920586.13,
          70692707055.2,
          65345956018.65,
          67953444671.54,
          79712741574.79,
          67337515831.93,
          68456657001.31,
          33622225777.67,
          48486000300.14,
          83803367523.78,
          68188005371.74,
          37717205287.72,
          82809047977.33,
          83787441024.75,
          67517556583.3,
          66713141592.86,
          68150169644.37,
          69368920101.36,
          50267708515.27,
          52078037492.72,
          51805135267.43,
          47828458630.46,
          43948518789.44,
          67953496945.01,
          37857260605.7,
          48135374450.8,
          80368189247.06,
          66248041991.05,
          67670904333.27,
          83795069644.72,
          83317371728,
          35947241950,
          38600804407.17,
          83376307909.64,
          82971201899.98,
          82672166058.66,
          67120135817.39,
          66283004520.27,
          68069989507.43,
          39133595749.35,
          38319420238.35,
          37461938068.72,
          39334222657,
          80014930164.44,
          66246416322.39,
          66316877821.45,
          48198456235.97,
          52465524136.14,
          77581818037.01,
          71592425628.14,
          68437281968.62,
          36721589170.81,
          46757282793.46,
          43303579985.56,
          65499776440.82,
          68992652340.35,
          67552969301.48,
          40427510244.25,
          47528904300.99,
          47940402878.95,
          46955899031.7,
          83049282327.13,
          83233493572.2,
          79480373920.42,
          66496730383.61,
          66062840064.2,
          47745317303.57,
          48486730038.64,
          45785742688.13,
          69765124874.09,
          50577600741.44,
          43622192228.1,
          45503479950.61,
          83141485173.53,
          49387101205.02,
          51531648822.64,
          41018392454.05,
          83543698393.95,
          66273821586.34,
          48156400534.22,
          82832261956.19,
          50080477853.14,
          82807252662.67,
          83492401174.36,
          83147373394.78,
          66248412922.16,
          32867117169.89,
          33249357708.94,
          66216896859.71,
          69115463004.3,
          37355531392.33,
          38851972309.51,
          37263159612.28,
          47359929586.77,
          48139219171.43,
          45476734071.7,
          45687917102.43,
          72632240658.18,
          67922151759.86,
          52993350053.7,
          45583995083.99,
          44890165689.9,
          83281600360.24,
          79198869532.84,
          68475449527.07,
          67955303187.66,
          37444894293.48,
          43352990986.74,
          47620609271.56,
          83447316575.81,
          76450055219.48,
          72628751184.14,
          66237616405.59,
          67952350803.34,
          33287858207.8,
          36825384935.98,
          83766798747.7,
          83506842873.42,
          83393136821.67,
          80519001546.28,
          47913896428.79,
          36989640967.8,
          42858741189.08,
          43491230299.71,
          36879667898.93,
          47827181093.41,
          48531494991.82,
          47827580737.57,
          48668443564.22,
          83830699345.4,
          83327320375.75,
          68035414442.1,
          67549022274.09,
          38894316962.86,
          44245687907.86,
          42378199797.19,
          81744969562.64,
          69416268972.46,
          36929825440.41,
          37229548135.81,
          44565408017.59,
          44389589746.59,
          47378094637.04,
          35673568328.27,
          49253849848.38,
          43967624739.43,
          83367954939.13,
          81417332932.2,
          65711417924.95,
          34431659640.73,
          48774894446.61,
          43888118187.78,
          49046008530.26,
          82844651545.29,
          83784564664.9,
          80636864902.92,
          76359029716.02,
          48789334458.77,
          83850820616.37,
          83855366896.49,
          65793194417.24,
          48060047573.8,
          83209062147.75,
          48847234567.27,
          38497257993.91,
          44292678773.44,
          54294354064.47,
          55872507021.88,
          81094385069.77,
          66007639797.03,
          67799609229.13,
          69419674992.49,
          48952789707.3,
          46955638514.8,
          83450390792.57,
          66363754798.33,
          65451433602.72,
          47804181308.34,
          48935898219.22,
          49769112958.81,
          46039203570,
          45889655979.06,
          45075350228.14,
          82851802361.16,
          67626927729.24,
          66265590691.59,
          40857170518.39,
          47830504771.28,
          83164021680.69,
          81588668568.52,
          46447810674.27,
          43200999361.33,
          71739464275.28,
          71480244045.01,
          67193850383.25,
          33293304052.03,
          80974942537.84,
          76974469335.53,
          70807584542.65,
          68330558641.57,
          66247986169.54,
          66248570201.82,
          67326601826.86,
          38079910676.88,
          47693139025.53,
          51057292061.02,
          39277002026.83,
          48645327657.74,
          68893643673.33,
          37508583495.91,
          49055397081.59,
          46364088778.7,
          83644364976.34,
          74410346747.13,
          71069270125.65,
          65889509668.23,
          67737997534.69,
          38030335059.64,
          48708650350.65,
          50897314959.58,
          39053263491.06,
          81743942509.34,
          79092873689.21,
          70853056161.11,
          67824776233.54,
          66863090248.8,
          66226814163.62,
          67892953530.34,
          47560448780.61,
          50056964245.78,
          39375368363.2,
          45167505777.85,
          83409193428.47,
          82560733200.3,
          66286766010.73,
          50108027166.7,
          83787569913.65,
          42966238264.79,
          48311022691.35,
          46090966906.46,
          83377690854.49,
          83191412378.33,
          82828899865.97,
          66484164731.05,
          66001094930.66,
          67958406853.26,
          67925116253.37,
          39133349163.76,
          83157915195.95
         ],
         "y": [
          477267427.54,
          558809140.43,
          431382130.49,
          14278737532.63,
          20956153600.91,
          72852500939.22,
          37843287015.79,
          910334786.02,
          662969264.88,
          484897937.01,
          20337083600.62,
          14856104217.46,
          14422416297.86,
          36841695606.61,
          40191505533.98,
          302803529.81,
          720361905.04,
          27302426037.31,
          22536823771.89,
          19879792202.35,
          19088160146.85,
          16256414916.41,
          592856922.34,
          442429678.83,
          640533920.32,
          865228955.85,
          750494420.01,
          845702947.25,
          21736934537.31,
          21072109063.91,
          20970952941.57,
          78294376042.7,
          376213807.86,
          662196431.67,
          755028963.51,
          535946813.79,
          1124480167.14,
          1337194824.02,
          1196953525.57,
          32860419478.28,
          20350836697.26,
          297744716.62,
          418835790.71,
          676396149.58,
          700566674.19,
          332786869.36,
          392038878.29,
          793779029.11,
          17414028937.82,
          24895722187.29,
          370373498.99,
          864407068.49,
          19111705070.36,
          27117912215.65,
          27428821904.8,
          48926387474.95,
          365863689.57,
          502420772.23,
          925487109.62,
          19753710645.84,
          40470629184.14,
          519491310.81,
          1280612242.34,
          634607104.65,
          61866017598.3,
          44403471554.25,
          37581182134.34,
          373176524.52,
          289197234.83,
          1094850660.77,
          20725195152.61,
          23174506659.62,
          17216429734.98,
          16553983401.31,
          21820408554.47,
          826810466.34,
          439062619.56,
          701575685.97,
          520994814.57,
          870477241.95,
          29787863485.55,
          36282233270.12,
          31323198702.77,
          638610696.5,
          562889881.98,
          1451550019.08,
          23894930229.11,
          536228376.78,
          691784529.02,
          844268122.93,
          391342277.11,
          34300507987.02,
          25874561718.04,
          19334292777.22,
          33048616461.96,
          22977760897.43,
          334636707.81,
          450262902.53,
          521804212.38,
          584301467.51,
          1010110226.58,
          560951664.17,
          39502042324.12,
          21373038595.59,
          451849200.34,
          912601797.34,
          936315454.05,
          571771274.43,
          11930000389.83,
          19795362800.93,
          33994082292.77,
          31416134222.3,
          60606622306.85,
          53524443075.67,
          279600847.41,
          822037854.57,
          1329110451.04,
          905481571.88,
          1057177277.56,
          803452433.75,
          490102252.68,
          24293380412.94,
          441487282.94,
          667866376.86,
          1074224922.9,
          24501625171.73,
          21495789249.98,
          30777314970.57,
          23288439137.01,
          30873646174.76,
          289327973.09,
          439591634.5,
          519090053.79,
          662758377.92,
          40600299922.86,
          37178895588.84,
          14122729675.13,
          25563996756.65,
          20609261957.48,
          372246651.93,
          491429997.63,
          896643000.15,
          1322505522.49,
          417893263.5,
          22065183056.97,
          74778462452.56,
          433186880.47,
          2168405759.46,
          15722340350.65,
          23843949758.2,
          18233713872.98,
          162734866333.5,
          61718295435.42,
          400525695.95,
          466458215.8,
          342300808.67,
          1136956066.29,
          637832641.42,
          799468587.63,
          685307607.94,
          665273780.93,
          21584664810.23,
          31071097282.28,
          40374822814.85,
          485038742.74,
          709030406.9,
          488582672.47,
          682400158.96,
          663981560.69,
          20070736122.54,
          14874679168.29,
          18725657881.31,
          43805622619.02,
          45397558230.24,
          423891091.63,
          317500344.01,
          484941644.32,
          470259382.83,
          986451640.27,
          391459295.88,
          18354638255.4,
          31629519443.95,
          381157536.01,
          414941210.86,
          361568579.06,
          558776710.59,
          17514358400.17,
          21083018568.26,
          13466542553.44,
          24133042918.31,
          404468149.14,
          436665040.48,
          1938879951.62,
          1072756218.67,
          857467324.81,
          1139680145.88,
          25527432091.99,
          499664149.06,
          928515688.46,
          432273711.39,
          686766523.71,
          472852406.26,
          483765500.26,
          963734559.52,
          39257157473.25,
          21350289570.18,
          23313495694.53,
          37747411844.94,
          11344984017.59,
          72598608063.97,
          478328373.93,
          434715821.81,
          716989161.24,
          25519663344.48,
          671028354.44,
          332343167.97,
          738634211.88,
          494274153.15,
          536818146.43,
          487472184.26,
          974762446.71,
          41556485542.01,
          23441883205.22,
          55223655588.72,
          428616638.93,
          543284868.02,
          491734030.19,
          25849427844.62,
          24405645674.87,
          19099660089.9,
          31170898345.68,
          25868764140.45,
          64740988486.81,
          40494105062.96,
          1009620335.72,
          22718699935.08,
          22920990916.16,
          20749225264.16,
          13418796254.6,
          36792033813.78,
          32250868598.11,
          310128851.49,
          493157882.3,
          17537918491.35,
          39641340671.47,
          551451227.83,
          41597850080.58,
          13532622119.23,
          451906471.96,
          1057530805.45,
          656817419.67,
          709349173.61,
          32050016572.45,
          88078834183.75,
          39012357141.67,
          646645161.65,
          54558293761.97,
          496833486.44,
          949045514.69,
          18409338906.96,
          616638893.17,
          546926290.51,
          20337659643.49,
          42801912253.91,
          50515394641.11,
          1014433333.9,
          1087358890.8,
          1925504272.94,
          21629091201.27,
          1036335164.37,
          40733371959.18,
          1047820780.79,
          644239750.36,
          19162959224.38,
          114807119109.23,
          705616865.68,
          24482827972.72,
          61590549856.83,
          56769197831.36,
          887528741.04,
          512014471.2,
          55191206438.49,
          37268352299.2,
          43958843046.62,
          31495577329.84,
          669962148.12,
          828471427.52,
          1411029750.24,
          874526054.14,
          37405224165.96,
          41430999058.44,
          300760368.97,
          1811518273.64,
          655201927.59,
          417581395.2,
          467074892.96,
          596861029.16,
          374160712.3,
          908816092.2,
          26282530168.57,
          39281755450.52,
          47895876169.45,
          29913541569.36,
          32981854458.47,
          54330130153.07,
          394620698.33,
          1221554861.37,
          18221606248.44,
          17980147544.09,
          23706670401.58,
          593296660.7,
          399576464.1,
          414698978.2,
          497761035.09,
          869618433.07,
          21720437144.51,
          30853738918.5,
          18174194744.2,
          44524116300.61,
          437921017.91,
          594180917.35,
          1514834239.07,
          25931247321.58,
          71413926111.54,
          934568147.78,
          505668979.07,
          1433086339.66,
          1920236927.74,
          18160207139.42,
          20154696559.7,
          24790908035.15,
          27588594950.93,
          33834889405.98,
          39015165939.32,
          401117895.2,
          30430114229.95,
          11647419532.79,
          440935963.16,
          12072570624.78,
          34935146978.63,
          62575628923.42,
          467884010.78,
          843345381.07,
          25410027985.77,
          650256384.94,
          639928191.83,
          479296549.19,
          1080164338.4,
          11962846967.13,
          29375040252.72,
          22544554979.49,
          24979746072.99,
          51095877870.24,
          483074620.42,
          276115280.04,
          29809423852.96,
          39133872723.33,
          34904822688.94,
          730957108.48,
          337673265,
          25306791660.3,
          25872687354.82,
          63560607049.6,
          582113966.52,
          348181737.92,
          20189124065.82,
          26117984793.27,
          28651211704.11,
          35271449760.16,
          26380777289.86,
          33940605509.74,
          71681603882.36,
          32088027093.5,
          25190862392.68,
          60450860334.72,
          52755357560.57,
          405623337.15,
          530706217.34,
          307551853.14,
          23758252948.61,
          482870297.16,
          701865644.82,
          800429058.43,
          14853747515.45,
          492880078.22,
          632924961.14,
          594844794.5,
          593375648.12,
          22126554662.79,
          455501208.51,
          15914742869.77,
          32406207872.24,
          31872407236.04,
          1092564921.58,
          327712513.67,
          43263085147.71,
          29878544329.34,
          38019451874.25,
          561853825,
          377452410.46,
          16785486745.43,
          40189889540.01,
          49640976410.74,
          325410552.94,
          656837387.77,
          17888080535.47,
          19881820238.1,
          54497686906.72,
          25966707877.64,
          25728613650.4,
          38468219591.64,
          52649004465.68,
          545212279.98,
          15655448449.16,
          43664074715.8,
          383049497.67,
          57045633961.32,
          24662650243.65,
          45720458650.97,
          284512148.64,
          521894603.82,
          22117323144.86,
          43642431673.3,
          31897990626.94,
          366519529.15,
          603755323.06,
          363216135.79,
          705888291.72,
          579359973.48,
          529752305.39,
          599934776.01,
          28078183756.12,
          53478834232.88,
          277393160.21,
          941862415.06,
          1017326050.67,
          23449790413.32,
          14904403850.6,
          18554435181.84,
          56795449219.08,
          44505643605.96,
          427457532.35,
          682276623.64,
          21649754992.34,
          345312527.63,
          604706996.55,
          21010132359.74,
          30313569701.95,
          30028224816.01,
          25829885796.54,
          761150981.84,
          509746022.76,
          575672801.73,
          11240935989.59,
          26312546014.95,
          28824954946.9,
          425584373.39,
          536134671.25,
          684442463.91,
          667706772.29,
          5390603524.7,
          851195252.99,
          17036610394.34,
          65738293662.81,
          70683518130.94,
          670641137.57,
          465627007.13,
          461767800.59,
          3191459131.71,
          31145738920.68,
          27117468582.65,
          482942200.06,
          520678637.34,
          794566055.2,
          11851408171.62,
          31331363114.67,
          14986560291.36,
          37744442249.55,
          425652308.85,
          741280407.81,
          39747788121.15,
          31450915066.76,
          58265731392.11,
          21255417928.78,
          34658058512.22,
          32767030076.98,
          786294217.62,
          385073781.23,
          23981817199.83,
          39183502891.73,
          504987527.74,
          24087904846.81,
          17964435030.72,
          23967491540.12,
          32852491604.52,
          74933538835.53,
          57121137336.68,
          565754261.32,
          547390924.77,
          515127901.97,
          602126314.61,
          927431126.57,
          30109417395.59,
          359118141.61,
          404806422.88,
          27938130200.08,
          18469483242.39,
          47160062303.98,
          18046684130.82,
          18180149900.38,
          480872335.93,
          477391842.74,
          13426621991.48,
          21420969302.81,
          26131663102.49,
          39242817275.65,
          53708266585.11,
          41883470473.08,
          422767367.54,
          834091612.56,
          626872820.49,
          543367184.12,
          29374587799.51,
          18370924559,
          65634612427.87,
          355156560.87,
          861598551.43,
          50711682140.52,
          31500223933.25,
          36706571572.91,
          418416863.58,
          633441009.01,
          491674297.83,
          28743587598.25,
          67603092351.22,
          39598045836.67,
          958739195.46,
          354897855.45,
          331579600.05,
          1154829072.15,
          46202367640.93,
          30910972861.03,
          27305773764.81,
          33794858528.05,
          21306704152.42,
          310503639.85,
          630938593.7,
          800888079.6,
          143975136006.77,
          1069178743.42,
          783671054.35,
          940035658.97,
          21242373191.53,
          549179249.2,
          639990071.79,
          342934040.92,
          23021035088.73,
          25576360685.71,
          669836013.58,
          19841483059.09,
          667519216.19,
          19999153581.65,
          26724033219.76,
          22313821214.51,
          20067291687.74,
          438229562.21,
          567051050.26,
          26224288350.04,
          52873524542.2,
          417704184.9,
          717670518.57,
          1068424942.37,
          370516889.22,
          540954387.63,
          759320493.67,
          952606066.09,
          48442153749.57,
          46290851146.64,
          856381072.01,
          287599378.3,
          570350813.94,
          20867435500.21,
          29216004744.14,
          41054083636.57,
          57810071894.55,
          751858394.14,
          539795617.33,
          700835024.76,
          16439483171.45,
          44405090364.52,
          65038416671.1,
          18567214595.53,
          27312920842.68,
          273738258.4,
          319300745.94,
          14800094197.88,
          22643402806.81,
          39594900161.51,
          30207674345.38,
          382256220.03,
          1264053277.27,
          854777254.71,
          809144929.57,
          386856576.31,
          474410244.69,
          402988974.08,
          377974810.21,
          1397370727.45,
          17371797760.37,
          18183759822.41,
          24493083192.94,
          64015343587.78,
          298063868.05,
          956106803.89,
          1173656467.53,
          29128129876.24,
          67168423337.76,
          296580782.84,
          388148321.64,
          1541330420.2,
          818302597.03,
          998624527.64,
          461572144.2,
          522437731.57,
          563344665.81,
          20685690689.95,
          34553496031.18,
          25000886943.94,
          359750612,
          1122664621.43,
          523623577.54,
          348569461.74,
          25428948059.92,
          15361411060.49,
          30471411545.11,
          47735900215.92,
          312320210.89,
          20365437032.26,
          27115449239.82,
          37452330493.69,
          1219177799.2,
          27490561659.33,
          866173919.76,
          751196285.35,
          1116291059.69,
          1143505729.53,
          1231594444.52,
          32344221198.7,
          45661177295.76,
          36688644470.66,
          76399032767.94,
          437721579.3,
          854253817.61,
          18525528096.05,
          35957366328.96,
          44056204567.89,
          260995870.61,
          636404503.28,
          463135727.69,
          655903255.24,
          556343467.66,
          956413768.35,
          22493741162.42,
          33570913369.15,
          11626878300.64,
          562863851.98,
          475658790.71,
          12433601961.5,
          35809974908.37,
          610280514.37,
          593811686.54,
          41653343124.01,
          24736796654.55,
          34910787321.18,
          566160608.17,
          23715727388.47,
          49904460369.15,
          25281973905.87,
          22803314100.56,
          24715975398.58,
          16348780893.79,
          40298138489.16,
          830645013.36,
          479926281.37,
          909077028.12,
          357733261.53,
          2461275687.15,
          68447928072.56,
          413015397.71,
          478098162.83,
          1625174425.99,
          18925797736.63,
          46345690964.98,
          28824873445.84,
          34879098920.59,
          66834639114.18,
          505389149.87,
          461175015.84,
          468651735.25,
          278651736.6,
          21489188232.24,
          21431041961.94,
          23103836401.25,
          43575657052.36,
          34777970359.46,
          21161758511.6,
          55170613417.08,
          273449324.47,
          419430009.47,
          388929772.33,
          1189401391.87,
          41556380527.17,
          31704546238.44,
          35704375577.25,
          664644693.17,
          15719491554.89,
          789437104.81,
          778492045.02,
          439735199.89,
          13296750364.25,
          33807354174.59,
          21594744662.22,
          40496222407.76,
          47859299075.27,
          35041309687.95,
          46056427437.67,
          280627376.19,
          14276388752.42
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 2",
         "type": "scatter",
         "x": [
          530890147614.67,
          518873704830.19,
          471577656114.25,
          591683600297.12,
          544693901827.85,
          510440697384.33,
          586079772336.97,
          558617183940.51,
          583034311648.57,
          473972409615.04,
          523846408825.17,
          545245950698.05,
          479132405758.14,
          561661086030.57,
          586546802552.23,
          531528938704.34,
          506709265107.93,
          525043616807.54,
          521083278041.79,
          550180352607.55,
          571917121193.64,
          597702171825.96,
          548015190714.46,
          509733936200.2,
          564840485745.58,
          520044966564.46,
          581292887481.78,
          575052155346.9,
          577056102933.27,
          527720639354.35,
          468947166603.22,
          578990356568.61,
          567589047795.07,
          589374459085.89,
          527883377617.69,
          462189287816.46,
          581348679162.13,
          508288516574.2,
          558522450868.28,
          605031166919.12,
          550593053896.62,
          509301597240.58,
          567446140509.39,
          508487129875.96,
          587778068681.36,
          547928945542.45,
          544483610242.01,
          593974448099.12,
          518904301900.92,
          564864625278.2,
          570774442718.62,
          566661285145.37,
          588656416080.43,
          595773660616.42,
          496264527631,
          501477392550.51,
          590834747693.02,
          592983006395.12,
          521094554604.37,
          567993007155.91,
          511079706782.86,
          514170400421.06,
          499587457194.46,
          590443005305.01,
          580894851051.47,
          559767467680.94,
          557748035703.28,
          525746096848.12,
          589786626446.89,
          595803665519.79,
          526844318152.29,
          549318113504.07,
          572509489793.69,
          528404436446.27,
          551083296208.8,
          475459130854.86,
          588084165990.41,
          542349825341.83,
          571935354879.7,
          507949530130.7,
          555325979264.04,
          543900696259.74,
          586582359795.4,
          540086456069.02,
          502435875823.55,
          519935930271.57,
          611535352757.7,
          529839581714.46,
          506348824288.34,
          536375393861.25,
          567610646871.25,
          517943916949.93,
          567881358904.56,
          569735854496.74,
          514519784075.08,
          507889708783.63,
          572302297645.31,
          570661758982.41,
          502523702241.22,
          527773175252.01,
          588197752221.23,
          506957746773.53,
          592615228830.8,
          566898832325.3,
          525920232790.71,
          594601955892.83,
          537106462875.19,
          539882481562.26,
          567148527546.04,
          532766516006.96,
          580578124574.23,
          546611911812.66,
          531424045822.58,
          534020212996.71,
          566240497928.76,
          584108674470.97,
          541964802720.42,
          535026153601.52,
          487476514345.28,
          537360742269.69,
          588404379630.2,
          507090156466.72,
          580205937049.99,
          538371205878.3,
          578655924186.63,
          518489461930.79,
          537924888418.9,
          544910072721.85,
          548025510532.62,
          569216997017.29,
          470908667056.64,
          469431477134.26,
          582785323709.11,
          523022981321.22,
          570550222405.71,
          513207340509.25,
          584762966697.84,
          549771733917.47,
          531370969956.36,
          514442327519.51,
          510862345346.3,
          572212182981.53,
          589336655273.9,
          568365621732.67,
          568155078548.47,
          591758288455.82,
          519254029391.83,
          544473344614.66,
          504957555550.64,
          503230985845.05,
          573568312635.13,
          541771324421.11,
          520401926578.4,
          587650439314.87,
          579003905761.26,
          591107911061.22,
          513657047934.28,
          510996613395.63,
          585797549895.29,
          528291607015.54,
          584854674446.17,
          478037073214.71,
          565434912959.96,
          520858138785.14,
          527685629563.87,
          540536533674.58,
          570017791145.4,
          502863816038.37,
          521742220416.76,
          524615890807.42,
          541106062437.58,
          521018360376.26,
          467417380966.85,
          569738074810.23,
          594872050276.47,
          547590658474.12,
          484005642386.83,
          535713623918.83,
          527117850100.66,
          536553055078.31,
          466821375594.42
         ],
         "y": [
          15140006925.18,
          9999171605.08,
          31252098713.68,
          12703464114.44,
          15284538858.55,
          16299104428.23,
          7903327692.27,
          15548678513.55,
          18651929926.37,
          41358451254.72,
          12732238815.9,
          12284641999.34,
          28987376572.9,
          19122972518.31,
          12854816416.5,
          16343655235.34,
          14503820706.42,
          8385597470.09,
          11258983300.89,
          31854242019.49,
          10195168196.66,
          12810828427.35,
          12175322950.95,
          9036580419.74,
          6598366352.73,
          14678970414.58,
          10972789817.7,
          18379521212.63,
          18272392391.28,
          33382021889.86,
          32483312909.3,
          17570561357.26,
          13618163710.33,
          20917902659.76,
          20759504329.87,
          30476264066,
          12128602811.7,
          11002805166.45,
          14949271904.13,
          15271884873.11,
          19001327597.88,
          12871532023.01,
          12780357745.55,
          13371557892.6,
          8516564469.72,
          17733373139.17,
          14545229578.02,
          9086606733,
          31120851211.44,
          7269806993.78,
          6481775958.74,
          14652199272.27,
          8011667755.87,
          16428827943.78,
          15837384409.1,
          19872933188.93,
          14828209155.42,
          12147822495.52,
          12826986222.15,
          17544464887.25,
          9565695128.64,
          11904824295.26,
          21513292646.48,
          14805659716.84,
          21129219508.8,
          15913866714.47,
          24571565420.76,
          7044911360.48,
          22659995079.31,
          24115570084.62,
          14413231792.03,
          10876469900.68,
          11865344788.64,
          14837414999.85,
          11301355486.45,
          19625427157.74,
          17487721001.39,
          13837809380.28,
          17936566518.34,
          6913768611.22,
          16432924526.63,
          18655599976.36,
          11940685377.62,
          10861680497.27,
          17202862221.48,
          15222938600.41,
          23686079547.52,
          50730261335.05,
          6034817316.31,
          19122903752.39,
          12640195779.03,
          12711619225.45,
          10770779216.98,
          17872186762.03,
          16985265785.29,
          10631443812.07,
          6194358007.75,
          13497554655.35,
          11677889997.4,
          15656371534.37,
          19480529496.02,
          24026236529.35,
          12481622279.55,
          19212655598.47,
          9360912318.14,
          10533418042.02,
          13251081851.39,
          29368391711.99,
          15395817395.41,
          17703288330.24,
          20653160490.91,
          21340360359.79,
          13383005987.37,
          12785446832.04,
          10662634332.91,
          14571500779.44,
          22435349950.56,
          20656025025.55,
          14265717765.8,
          19556501326.93,
          7509378699.36,
          12406045117.51,
          13138897269.16,
          13125734602.38,
          7873300597.52,
          8647416920.95,
          15181308983.6,
          17052315986.14,
          20684945905.97,
          8678454526.64,
          43655701450.2,
          25555105669.92,
          33346760979.13,
          16724343943.18,
          27153445027.31,
          13851122696.86,
          9220145049.89,
          22211859146.73,
          25980310960.02,
          11090276850.25,
          16324646965.41,
          14013695304.04,
          13384770154.9,
          11656781981.62,
          10266772792.7,
          26387306196.78,
          19313599897.31,
          36102192830.48,
          20181001451.19,
          10732609602.85,
          19282400094.3,
          37769448858.69,
          11056770492.11,
          16493186997.21,
          14655207120.53,
          13180860821.04,
          11015551640.28,
          19530045081.91,
          13240156074.07,
          21929670692.82,
          20121259843.07,
          54622230163.97,
          12036639987.62,
          7892015141.24,
          13697203142.64,
          9373255556,
          11218474951.63,
          14143474486.27,
          10014858959.48,
          18188895177.73,
          13878363191.96,
          35723036817.12,
          49466362688.47,
          7329897179.69,
          12151839151.9,
          24220433689.12,
          33866061746.62,
          14128593255.78,
          17783600384.84,
          44774027663.55,
          30199996780.9
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 3",
         "type": "scatter",
         "x": [
          221931416524.33,
          225222354683.52,
          146252301744.43,
          197912705880.22,
          184437721061.01,
          157341486086.64,
          227300141959.11,
          221884640081.19,
          208362936841.53,
          227568017429.56,
          196519595895.71,
          148414001604.48,
          247975491589.17,
          213391238626.05,
          149436675608.59,
          154664480620.42,
          168666096121.15,
          227866713240.43,
          148353868235.31,
          202538755664.15,
          215424018944.87,
          216307003100.76,
          219416572783.88,
          191799801098.5,
          166850284146.24,
          161721830239.88,
          222504389357.37,
          202900324403.57,
          153020999980.23,
          154972318287.59,
          222992394106.75,
          206369179860.34,
          215523920726.08,
          214404502910.64,
          158499128156.64,
          207942703368.28,
          201588829111.97,
          153612038146.7,
          219593479527.48,
          223097571555.34,
          229822540123.19,
          158160024664.68,
          200044200373.76,
          198709982386.16,
          209498804938.46,
          217296429099.19,
          223921509068.45,
          204822771743.5,
          203721353153.94,
          200912519458.19,
          163478613611.79,
          209079208633.39,
          225377122390.06,
          212651145920.18,
          185400529851.63,
          199220740931.91,
          226077954074.33,
          222359174267.9,
          229333834483.7,
          219914764942.45,
          196178270959.7,
          191139794720.6,
          185458451765.63,
          232916432171.51,
          148512923133.86,
          155980061933.95,
          148642233522.06,
          202004591055.8,
          192459145336.4,
          231369563103.66,
          227515380123.15,
          240145032619.42,
          146754748632.98,
          222139062221.35,
          204004483831.54,
          189982916189.85,
          159020508319.75,
          160822630102.87,
          201089826315.74,
          147570393014.79,
          227928964948.72,
          149315624697.13,
          146717202126.48,
          157522222703.27,
          163728077712.87,
          156669949121.35,
          192400441552.22,
          220311724080.98,
          189243632232.62,
          191954575288.26,
          153404799857.85,
          200431006110.97,
          154715412873.42,
          164592661444.43,
          216710693709.2,
          222786437114.12,
          204609541065.93,
          227650784838.18,
          224770081704.09,
          231361104948.42,
          160835874209.47,
          159320275669.59,
          219527926618.49,
          224865960293.99,
          221100296683.63,
          163630053851.66,
          198432174708.73,
          203560807723.74,
          225653957077.34,
          191750540944.79,
          231226923280.79,
          195175909086.02,
          162317860620.67,
          232820313728.46,
          163563210282.51,
          144978183335.93,
          232165415326.64,
          144792704215.32,
          200701412483.96,
          222433950191.07,
          209927572136.18,
          224743281403.41,
          191863382801.15,
          197707916935.92,
          222280524748.08,
          228601344794,
          223019695977.43,
          191450085930.19,
          225608098485.43,
          154151507928.31,
          220981729947.98,
          232408283870.42,
          201316434920.42,
          223597227103.75,
          222232180744.4,
          221673504868.32,
          177639720158.04,
          218010422175.62,
          216135216883.07,
          197231311510.35,
          150818134579.13,
          147336079453.07,
          165831763019.55,
          208881998031.32,
          202048296021.36,
          156481992824.69,
          241195864006.75,
          218493608915.33,
          201446423701.85,
          222028758930.9,
          235075381096.91,
          218593840135.54,
          242437493117.35,
          199116747175.27,
          199548851220.68,
          219418097417.64,
          223490168593.18,
          219476732219.84,
          190349837406.71,
          207397194106.9,
          178869645044.44,
          158974260182.09,
          153179798257.02,
          159079468496.66,
          195769929355,
          223949968247.1,
          149169092950.41,
          199305881389.89,
          185380394200.84,
          227069518772.29,
          225042891982.26,
          221248657889.82,
          217032947920.34,
          187420674444.85,
          220204378895.01,
          210808348254.2,
          194610296521.5,
          187732308103.02,
          146453523490.15,
          193314548591.89,
          225791368052.22,
          152151698373.37,
          157539152133.39,
          226030254515.46,
          229285466097.66,
          215581106420.2,
          203110528556.42,
          153766017387.05,
          142964413923.36,
          222372592138.08,
          226058650339.34,
          217846438558.82,
          199271406209.81,
          163012762380.92,
          200689358850.73,
          221982607204.4,
          219138701233.08,
          218064367254.84,
          199998836364.05,
          228424935740.82,
          205625908298.01,
          251325536962.21,
          191706811085.26,
          156569408718.13,
          223070797299.17,
          224254934504.45,
          145623194889.22,
          227116881653.75,
          169846691171.36,
          223481844153.87,
          156775156224.41,
          225274024718.29,
          222677553067.99,
          219384174417.3,
          208464753138.65,
          219632850428.96,
          224150871476.76,
          163496205910.64,
          179913195986.61,
          216485036956.1,
          165950737480.06,
          226529194963.13,
          253800479048.38,
          189765994312.95,
          198208758106.57,
          229686223069.99,
          196822841716.09,
          135633447402.59,
          194670301516.91,
          225975170377.92,
          199255375047.72,
          161600715739.48,
          157030254550.38,
          162966939318.2,
          233118658512.83,
          229798912476.57,
          148657178662.66,
          157685851384.5,
          134632026975.35,
          210255158289.96,
          222805472557.44,
          217184216646.79,
          201088617496.87,
          158558424120.23,
          185319902025.23,
          162306742245.52,
          231098233851.34,
          175325880262.72,
          142884939549.24,
          227537459456.49,
          218953899552.53,
          148916903134.48,
          173518619132.28,
          148757983064.94,
          229781805153.89,
          225490330139.48,
          157073807505.17,
          161469074852.23,
          162707764850.43,
          193422316197.85,
          227308028004.55,
          181433531480.39,
          174891606136.11,
          145398457166.25,
          207632053119.27,
          225683705622.92,
          218507909796.79,
          154968626311.45,
          217263495408.34,
          227057271106.86,
          192424955722.92,
          195572592023.01,
          221375138904.33,
          146966709631.14,
          190487679000.29,
          229967634146.98,
          159856564471.73,
          158574740489.23,
          228092963187.17,
          234005095167.34,
          176054474764.9,
          192853381586.06,
          224944195689.1,
          143187967151.1,
          201872827301.06,
          219761761156.32,
          219353336789.45,
          185973007218.42,
          200224535661.62,
          226580142941.11,
          225361512775.62,
          149103599322.5,
          225414591269.9,
          252646950002.52,
          194150467599.55,
          162176944252.62,
          190949580969.12,
          220530132874.86,
          199670814561.88,
          196411977220.27,
          205763839949.88,
          162617761175.93,
          189992347922.69,
          198654748012.57,
          228705408822.97,
          220556145427.76,
          149073659684.74,
          155617197225.85,
          158388908311.64,
          199261172396,
          225124435575.99,
          220637609942.13,
          154713649605.37,
          227287014709.89,
          192025112411.57,
          191808639047.21,
          162806430080.61,
          224730370763.71,
          202673213630.64,
          149015094981.77,
          222770468530.71,
          212357972797.53,
          190294120192.45,
          207034487855.66,
          188446792043.73,
          146947591531.1,
          204981728438.73,
          219491766849.53,
          167070804931.43,
          210685427348.37,
          224214876354.3,
          223977715590.51,
          209669571067.84,
          147043867254.5,
          220502861332.05,
          223456250671.33,
          197786409641.32,
          149518741493.03,
          161427190438.39,
          230219806237.67,
          200793139093.29,
          150149593573.92,
          156182574199.63,
          205247345636.65,
          180110291827.78,
          229830520243.3,
          135633447402.59,
          199992630006.38,
          221568525308.68,
          206832112414.09,
          190520831639.54,
          151939907866.2,
          197831661218.49,
          199666693175.25,
          202420920379.92,
          216930270756.06,
          216942634875.31,
          192963212849.4,
          163104244541.39,
          155338816370.12,
          139808065217.86,
          163924504660.63,
          251214922677.43,
          160364466785.93
         ],
         "y": [
          3353025102.3,
          7536785767.45,
          4486976867.54,
          2423247747.14,
          9363855113.94,
          8350692784.56,
          11731457711.06,
          8438191337.54,
          7703604237.35,
          4668158259.72,
          6323676957.26,
          4091530736.65,
          9648882545.8,
          6614309912.22,
          2626153345.38,
          3362005847.68,
          18712714222.94,
          7691759733.39,
          7979913377.94,
          4105056995.27,
          7171072578.42,
          6199721188.44,
          9136176952.26,
          9180418120.35,
          9909510924.7,
          7990438824.18,
          9895102898.68,
          8721608198.05,
          4001786456.04,
          3282499999.33,
          5812855406.06,
          6281023478.71,
          12464301922.09,
          10913669382.91,
          8794491050.04,
          11304916728.79,
          7080950926.4,
          10964962767.09,
          2963395075.87,
          6448512421.97,
          14008145805.92,
          17499038202.28,
          17897150206.29,
          5396997822.81,
          6031384958.11,
          6990313307.25,
          5640027196.55,
          10015035156.34,
          8169519804.5,
          8116969489.4,
          15762284723.02,
          6214125203.3,
          10398322334.89,
          12484103560.38,
          5319698775.02,
          11006973189.96,
          2497302217.96,
          6344373568.82,
          6097746021.52,
          5451414258.32,
          8395315240.82,
          6854058348.98,
          10354880595.43,
          6343966489.66,
          4217182733.37,
          5151109363.5,
          3765758497.67,
          7806089578.98,
          19306919713.92,
          5136809625.32,
          8290615074.46,
          9498261359.65,
          4055668252.59,
          2291124840.3,
          5843302511.7,
          6774614498.74,
          28581002121.87,
          6227961236.53,
          10558081068.79,
          5074160557.53,
          8877222956.13,
          4835831922.86,
          5483308195.58,
          20920539098.56,
          13796915736.04,
          5174128453.66,
          11632744704.51,
          7919894454.8,
          10524969123.83,
          15279963349.45,
          20643507799.95,
          5077248383.35,
          5706183864.84,
          13092820173.3,
          5673124255.21,
          5016362733.1,
          8030277433.62,
          5884674571.59,
          8677255481.49,
          11010714186.59,
          7175324564.31,
          13113767755.21,
          5837881974.42,
          6468885149.98,
          10758627745.86,
          16034549270.8,
          7462905533.98,
          7701847224.14,
          5781548155.47,
          4389045366.61,
          4329306566.07,
          5657686234.9,
          5486230123.1,
          5683423775.56,
          5830173252.56,
          3350092519.49,
          4380084233.54,
          11242676044.31,
          12704861676.25,
          6129516088.49,
          8585750759.86,
          14356524696.41,
          7599462786.03,
          13060541167.94,
          11012966853.93,
          5363439783.55,
          6820047160.22,
          5020886237.89,
          8263191830.26,
          6120359523.05,
          3054625661.34,
          12895131248.2,
          20806964347.48,
          4291339248.12,
          8905008384.07,
          9945549603.27,
          7684148212.32,
          4796110259.27,
          8353828311.69,
          10598973447.72,
          5752205179.84,
          9706372375.86,
          12033514861.06,
          5210480120.86,
          9013236167.31,
          7578351650.34,
          11114853969.23,
          5556443606.46,
          8801292299.89,
          9047198660.44,
          7858509087.49,
          4534841048.84,
          12546950499.3,
          8859250310.35,
          5104531919.55,
          5595959667.52,
          6748889346.13,
          9149379763.25,
          19974623204.7,
          9802443159.01,
          25367291294.27,
          8355638578.12,
          11798011594.27,
          10412565245.47,
          6104510092.24,
          4392863806.9,
          3942720070.47,
          19560363854.11,
          8397387897.21,
          4480604099.77,
          6379006999.95,
          4610831509.17,
          3386768865.1,
          14248351006.96,
          3216737651.79,
          4559112980.81,
          11480965121.79,
          7130327525.13,
          3018513333.04,
          14507311208.29,
          4905225891.57,
          5672609405.27,
          3495088904.55,
          6578438233.42,
          8306390868.53,
          10317822213.18,
          8528894753.59,
          6404416892.95,
          9297811507.17,
          3760304517.5,
          6336468234.43,
          9246593033.12,
          7517988734,
          17870598937.1,
          4871231359.97,
          4536041930.6,
          6352161578.89,
          9643826400.76,
          7239824677.24,
          6937581708.87,
          15711468958.75,
          8036468152.59,
          32705548426.58,
          6798512623.95,
          4391613313.66,
          4299007853.56,
          4991669630.7,
          7686042202.44,
          6314904310.54,
          8619702291.5,
          6227269815.49,
          4003005547.05,
          5677228612.02,
          9724496986.91,
          16159781302.55,
          4861242484.17,
          4101305643.35,
          10061619354.52,
          10798098671.1,
          7101647418.5,
          9774451819.95,
          3800973336.48,
          7898126855.88,
          15444626013.73,
          21618154774.82,
          6034088075.03,
          8909129422.93,
          14080099207.95,
          13930073426.96,
          6539641957.29,
          8264507375.29,
          8812883119.43,
          9009111996.2,
          9401189650.49,
          10627449471.12,
          6359610561.11,
          3392972130.84,
          8134741960.16,
          38864492427.35,
          20242323689.87,
          5870081832.81,
          6321689858.67,
          9189387004.34,
          9836925303.83,
          22813499244.62,
          10153070906.54,
          13779745450.97,
          16764804299.07,
          4943628091.37,
          3472274607.39,
          2951655969.3,
          7639405817.67,
          12230193038.03,
          11939561597.95,
          6678090757.93,
          5026191704.23,
          9274845260.15,
          12098209717.09,
          18771106339.01,
          23066821734.2,
          3747042695.61,
          14917080153.64,
          12665194935.78,
          5077258585.95,
          4875187476.59,
          6970642725.98,
          9170565472.22,
          6032859783.13,
          13130928216.56,
          6018487800.4,
          5803653357.3,
          8124465373.17,
          4711210241.24,
          2399674550.06,
          8180274690.57,
          10319231688.65,
          7491625206.46,
          11802651633.05,
          5814708444.98,
          11324135406.44,
          9457897583.37,
          8884144997.97,
          7634860635.76,
          7275411870.13,
          7191868447.94,
          7135265015.9,
          12467445116.7,
          23254218280.59,
          7328564879.7,
          8704411776.11,
          5984512547.89,
          5978745775.92,
          6883942236.42,
          16298099411.44,
          6585191018.9,
          14722317220.02,
          22946059124.89,
          4710581073.79,
          6926696530.54,
          7244623132.64,
          6959144003.26,
          18461527258.54,
          6432638855.77,
          4855588533.82,
          9623243036.5,
          8625783200.5,
          5297471739.23,
          5089212679.76,
          6213645709.19,
          2624065030.72,
          8477657143.31,
          4647630864.12,
          2565213547.9,
          7366830683.51,
          9922240199.2,
          5245153344.89,
          14250100093.1,
          8356130492.47,
          12715339904.77,
          6684951715.29,
          12044274581.17,
          10978325507.3,
          9516825994.48,
          5491437195.03,
          5064007415.55,
          9723646870.56,
          5023904190.46,
          4483923892.5,
          10139774962.74,
          10788500406.11,
          6607451861.62,
          6361497714.76,
          17688391309.71,
          4132233939.99,
          2866049749.41,
          4163381707.32,
          6919871886.11,
          10717455213.58,
          5804676208.23,
          8380134275.42,
          5727967432.13,
          3282098399.66,
          6857935276.41,
          9364980166.4,
          26946275878.18,
          4796651245.87,
          14080099207.95,
          17621046716.87,
          4083364724.49,
          3820038842.16,
          9249575045.1,
          15028035663.22,
          6593153504.5,
          9645084584.17,
          14208462071.57,
          4976573383.4,
          8346890042.23,
          8454485430.93,
          42048003440.2,
          4977252791.75,
          9651002683.98,
          18994979566.43,
          9134015142.68,
          10416747806.47
         ]
        },
        {
         "marker": {
          "opacity": 0.7
         },
         "mode": "markers",
         "name": "cluster 4",
         "type": "scatter",
         "x": [
          419421447158.25,
          365722351004.5,
          446082285297.19,
          441960667796.84,
          367391447229.96,
          386489739242.67,
          445539806080.32,
          335987993694.35,
          324658229824.73,
          311078520948.59,
          379258182345.46,
          356030188152.67,
          316074930082.57,
          365024821953.69,
          370142714486.9,
          456508161672.8,
          327139766936.22,
          387983112928.37,
          404052157141.45,
          319074189335.14,
          321717198701.45,
          328933297475.65,
          324190184505.64,
          372284398575.26,
          372279603227.33,
          323203056785.65,
          326346115859.9,
          395266756395.28,
          363433455081.14,
          370891718468.24,
          367967465552.59,
          372414733487.45,
          433122543176.49,
          321061621175.61,
          372876821416.38,
          322379914497.22,
          367839754255.23,
          361876433047.07,
          440298767854.8,
          375444263357.02,
          421847190488.29,
          324163886549.58,
          323831438044.37,
          382574032285.78,
          436237993963.62,
          447747058643.64,
          304958504278.2,
          362826506171.96,
          371731749298.26,
          442642331535.6,
          452119476083.72,
          449874457148.45,
          324093186300.93,
          376151028151.32,
          316040534591.72,
          387631908834.78,
          405992446610.67,
          377311288517.09,
          429090671120,
          417588395181.59,
          408613690153.42,
          398509689462.45,
          389306507854.33,
          329323845088.74,
          311686396568.46,
          320025834692.4,
          320225997953.71,
          393230695987.89,
          369584293835.81,
          385513277844.78,
          407818156777.17,
          428114557464.91,
          431765463285.53,
          330914961275.37,
          316271488936.78,
          420274300806.28,
          452534728124.07,
          328566216152.49,
          360259346858.07,
          378693173324.34,
          374373522207.39,
          446846764116.35,
          438896650641.24,
          454075216419.73,
          314093257178.25,
          326401273258.71,
          319192915033.18,
          401792318391.34,
          389890609883.9,
          325037180854.75,
          371211779873.32,
          329389313682.63,
          383483154873.96,
          325604307791.2,
          320570440520.86,
          366202733264.3,
          346303640718.24,
          328491679165.28,
          355314855623.96,
          428662088256.18,
          436928964721.29,
          326478273136.7,
          375024092833.74,
          323570505189.58,
          420806214870.32,
          331370511897.98,
          453226586695.74,
          438893838655.36,
          329114546384.43,
          455770787833.36,
          334010450284.36,
          316404791284.87,
          398593008037.23,
          326142124579.08,
          444830940521.37,
          329997633644.39,
          396075135322.21,
          339521782853.53,
          420678828415.31,
          458291157032.27,
          329458400093.47,
          382576542382.13,
          320309344585.85,
          371923967755.44,
          454795165822.83,
          367171621206.39,
          341988994228.35,
          371970445843.4,
          385624152241.56,
          389843287588.34,
          448636152158.08,
          367049182259.43,
          388682319976.46,
          431607268094.04,
          442391167095.22,
          369718966324.75,
          433216160786.45,
          398588922090.83,
          368541303588.26,
          409363809141.16,
          319559502979.58,
          313012826679.9,
          360616650169.4,
          318567071312.32,
          443936922524.46,
          447323985682.72,
          365340817941.08,
          379595440556.6,
          320208159886.93,
          437814457018.41,
          323943465219.08,
          320781106962.52,
          368335944295.86,
          365543015077.49,
          393268847887.5,
          317499392769.32,
          375100872175.06,
          369299496559.04,
          337735690619.8,
          416840289162.08,
          318516317872.25,
          370071738762.96,
          407681958151.49,
          399567972100.27,
          374761116006.47,
          331160060320.4,
          321262452550.73,
          393413045572.67,
          406279900295.03,
          386993271473.89,
          428373958242.42,
          415117548315.38,
          323078968931.9,
          321111951654.75,
          443923229458.15,
          324326299579.98,
          457370104397.91,
          325263465984.55,
          303332140406.92,
          322642084634.09,
          402234665331.34,
          319180537510.23,
          395596352770.07
         ],
         "y": [
          22536575684.49,
          16192235531.97,
          22837828665.18,
          26518700511.88,
          24950173846.05,
          33223790572.36,
          30685366708.98,
          15808338948.79,
          18421743322.29,
          30726828760.3,
          28813460025.44,
          118992465606.57,
          23581685467.5,
          20765955327.49,
          18719537669.88,
          24662841199.56,
          55871616488.33,
          43228750179.43,
          38967784639.05,
          26129037414.48,
          15748580239.21,
          14122486832.21,
          9744636213.3,
          16437423166.71,
          53071298733.51,
          15329265212.56,
          22209086834.09,
          43994715910.3,
          34971338710.34,
          30580012344.21,
          38452356726.7,
          43975248084.73,
          17353192895.19,
          16106223491.51,
          16837262532.25,
          10924354698.17,
          32459287865.69,
          36791346508.26,
          27205595568.34,
          22128794335.13,
          16356226232,
          13692758566.46,
          16441573050.1,
          34711412966.17,
          26405069714.63,
          26811744927.57,
          102905151606.28,
          26149643167.68,
          44219840003.89,
          19564262605.21,
          27083066007.24,
          15639298538.02,
          11656379938.06,
          30484729488.71,
          20443898508.94,
          37872380889,
          64072727949.72,
          36389011503.32,
          22765452203.97,
          27078406593.87,
          37846047609.23,
          30180288175.61,
          49625110402.03,
          16824520830.08,
          27743025156.05,
          9244361699.89,
          24031608959.5,
          39819303159.15,
          17988916650.36,
          24957448100.3,
          26792494049.72,
          29279035521.01,
          26062404610.39,
          19617581340.83,
          17221074813.55,
          17821046405.57,
          32066936882,
          19889922369.03,
          23359966112.45,
          30123362272.94,
          40177002623.56,
          20535363433.98,
          32442278429.47,
          22660763494.22,
          27209183682.26,
          14413662912.72,
          49630243054.06,
          35082693210.3,
          39578257695.31,
          16217776703.79,
          30202235804.59,
          12706781968.8,
          29225029693.63,
          11886957803.69,
          27868914021.95,
          58571439618.96,
          18307186523.32,
          19539705127.46,
          46363793974.56,
          26792596580.6,
          28799154319,
          7714767174.32,
          27472552998.34,
          14882945044.81,
          32572572185.34,
          20496603769.86,
          20386398516.25,
          23825006541.98,
          9768827914.24,
          39316664596.38,
          20964448340.77,
          18000008764.22,
          30005625417.91,
          22895392882.21,
          25383335641.41,
          29523576583.08,
          31486345555.64,
          25900123362.05,
          23918742607.37,
          27423687259.16,
          20328426366.41,
          25245861651.62,
          14472237478.79,
          41135767926.23,
          16644534841.91,
          22425387183.91,
          26634741631.05,
          31254779143.63,
          47761524909.94,
          35887278684.83,
          27187964470.79,
          27425022773.59,
          51091116621.52,
          11166012913.03,
          25371367757.61,
          38896078052.07,
          13317001732.58,
          58895950537.09,
          16104440957.47,
          48469528170.65,
          15929162909.56,
          21313378651.69,
          43403978910.41,
          17005713920.05,
          14712928379.05,
          16100721565.07,
          28711532910.3,
          23613051457.08,
          33925512988.62,
          24746386230.08,
          19675404388.75,
          26862218608.57,
          44148798320.6,
          24493974419.53,
          30364664170.83,
          18678255975.67,
          41037843771.3,
          35239757133.88,
          83202283720.96,
          34493951963.3,
          11239186456.23,
          32194477849.95,
          24999983362.13,
          40369840645.23,
          29227315390.11,
          18624736865.86,
          12097775226.69,
          45668466815.41,
          21152848260.91,
          55552169483.42,
          50212088965.2,
          36913738894.15,
          14463581825.22,
          13903079206.51,
          26357839322.09,
          36599436182.62,
          26683255504.12,
          22722096614.76,
          37429485517.93,
          29717699419.42,
          19298407543.31,
          32958875628.23,
          53510852236.18
         ]
        },
        {
         "marker": {
          "color": "Black",
          "line": {
           "color": "Black",
           "width": 2
          },
          "size": 6
         },
         "mode": "markers",
         "name": "Centers",
         "type": "scatter",
         "x": [
          59593923164.0957,
          544479225139.17145,
          196082390477.46332,
          374621528237.5299
         ],
         "y": [
          16915135871.356705,
          17179473375.344309,
          8843689497.181646,
          28692541750.274483
         ]
        }
       ],
       "layout": {
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Market Cap vs. Volume, Clussified by K-Means Clustering, for best k(= 4)",
         "x": 0.5
        },
        "xaxis": {
         "title": {
          "text": "Market Cap ($)"
         }
        },
        "yaxis": {
         "title": {
          "text": "Volume ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run K-Means Clustering again, this time for best k(=4) on the dataset using the market cap and volume features\n",
    "kmeans_best = KMeans(n_clusters=best_k, init='k-means++', random_state=42)\n",
    "kmeans_best.fit(crypto_data[['market_cap', 'volume']])\n",
    "crypto_data['cluster_kmeans (best k)'] = [f'cluster {label + 1}' for label in kmeans_best.labels_]\n",
    "\n",
    "# Plot Scatter Plot of Market Cap vs. Volume, Clussified by K-Means Clustering using best k(= 4)\n",
    "fig = go.Figure()\n",
    "for cluster in crypto_data['cluster_kmeans (best k)'].sort_values().unique():\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=crypto_data[crypto_data['cluster_kmeans (best k)'] == cluster]['market_cap'], \n",
    "            y=crypto_data[crypto_data['cluster_kmeans (best k)'] == cluster]['volume'],\n",
    "            mode='markers', \n",
    "            name=cluster,\n",
    "            marker=dict(opacity=0.7)))\n",
    "\n",
    "centers = kmeans_best.cluster_centers_\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=centers[:, 0],\n",
    "    y=centers[:, 1],\n",
    "    mode='markers',\n",
    "    marker=dict(color='Black', size=6, line=dict(color='Black', width=2)),\n",
    "    name='Centers'\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    title='Market Cap vs. Volume, Clussified by K-Means Clustering, for best k(= 4)',\n",
    "    title_x=0.5,\n",
    "    xaxis_title='Market Cap ($)',\n",
    "    yaxis_title='Volume ($)',    \n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p dir=rtl style=\"direction: rtl;text-align: center;line-height:200%;font-family:vazir;font-size:medium;color:#0099cc\"><font face=\"vazir\" size=3><i>\n",
    "[تحلیل] برای بدست آوردن مقدار بهینه k از دو روش elbow  و silhouette بهره بردیم. همان طور که در نمودار elbow می توان مشاهده کرد،‌ اگر مقدار k را بزرگتر از ۴ قرار دهیم، تغییر قابل توجهی در مقدار خطای WCSS مشاهده نمی شود؛ بنابراین می توان نتیجه گرفت تعداد خوشه بهینه برای این مجموعه داده برابر با ۴ است و روش sihouette هم در ادامه این تعداد خوشه را تایید می کند. \n",
    "اما باید پرسید «آیا ۴ خوشه برای این مجموعه داده تفسیر پذیر است؟» در نگاه اول این طور به نظر می رسد،‌ چرا که داده های ما اصلا مربوط به ۴ نوع رمزارز هستند.  اما اگر دوباره الگوریتم را با k = 4 اجرا کنیم،‌ مشاهده می کنیم که الگوریتم داده های مربوط به دو رمزارز (BNB و USDT)  را در یک خوشه قرار می دهد و از طرف دیگر، داده های مربوط به رمز ارز بیت کوین را در دو خوشه قرار می دهد. ما ظاهرا،‌ در نگاهی ساده و اولیه، انتظار داشتیم که اصطلاحا الگوریتم داده ها را از مفصل هایش ببرد و داده های  مربوط به هر رمز ارز را در یک خوشه مجزا طبقه بندی کند. باید پرسید اینکه داده های بیت کوین در دو خوشه طبقه بندی می شوند چه تفسیری دارد؟ و این که چرا دو رمز ارز BNB و USDT در یک خوشه قرار می گیرند؟ شاید اگر یک یا چند بعد دیگر از به داده هایمان اضافه کنیم،‌ داده های مربوط به هر رمز ارز دقیقا در یک خوشه طبقه بندی شوند.\n",
    "\n",
    "</i></font></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 dir=rtl align=right style=\"line-height:200%;font-family:vazir;color:#0099cc\">\n",
    "<font face=\"vazir\" color=\"#0099cc\">\n",
    "بخش سوم\n",
    "</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters found: 5\n",
      "Number of noises found: 20\n"
     ]
    }
   ],
   "source": [
    "# Run DBSCAN Clustering on the dataset using the market cap and volume features\n",
    "market_caps_scaled = crypto_data['market_cap'].values / 4\n",
    "volumes = crypto_data['volume'].values\n",
    "dbscan = DBSCAN(eps=0.5e10 + 0.7e9 + 0.5e8, min_samples=4)\n",
    "dbscan.fit(np.stack((market_caps_scaled, volumes), axis=-1))\n",
    "crypto_data['cluster_dbscan'] = [\n",
    "    f'cluster {label + 1}' if label != -1 else 'noise' for label in dbscan.labels_\n",
    "]\n",
    "n_clusters = len(set(dbscan.labels_)) - (1 if -1 in dbscan.labels_ else 0)\n",
    "n_noises = len([label for label in dbscan.labels_ if label == -1])\n",
    "print(f'Number of clusters found: {n_clusters}')\n",
    "\n",
    "print(f'Number of noises found: {n_noises}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": "#FFA15A",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "cluster 1",
         "type": "scatter",
         "x": [
          530890147614.67,
          518873704830.19,
          591683600297.12,
          544693901827.85,
          510440697384.33,
          586079772336.97,
          558617183940.51,
          583034311648.57,
          523846408825.17,
          545245950698.05,
          561661086030.57,
          586546802552.23,
          531528938704.34,
          506709265107.93,
          525043616807.54,
          521083278041.79,
          550180352607.55,
          571917121193.64,
          597702171825.96,
          548015190714.46,
          509733936200.2,
          564840485745.58,
          520044966564.46,
          581292887481.78,
          575052155346.9,
          577056102933.27,
          527720639354.35,
          578990356568.61,
          567589047795.07,
          589374459085.89,
          527883377617.69,
          581348679162.13,
          508288516574.2,
          558522450868.28,
          605031166919.12,
          550593053896.62,
          509301597240.58,
          567446140509.39,
          508487129875.96,
          587778068681.36,
          547928945542.45,
          544483610242.01,
          593974448099.12,
          518904301900.92,
          564864625278.2,
          570774442718.62,
          566661285145.37,
          588656416080.43,
          595773660616.42,
          496264527631,
          501477392550.51,
          590834747693.02,
          592983006395.12,
          521094554604.37,
          567993007155.91,
          511079706782.86,
          514170400421.06,
          499587457194.46,
          590443005305.01,
          580894851051.47,
          559767467680.94,
          557748035703.28,
          525746096848.12,
          589786626446.89,
          595803665519.79,
          526844318152.29,
          549318113504.07,
          572509489793.69,
          528404436446.27,
          551083296208.8,
          588084165990.41,
          542349825341.83,
          571935354879.7,
          507949530130.7,
          555325979264.04,
          543900696259.74,
          586582359795.4,
          540086456069.02,
          502435875823.55,
          519935930271.57,
          611535352757.7,
          506348824288.34,
          536375393861.25,
          567610646871.25,
          517943916949.93,
          567881358904.56,
          569735854496.74,
          514519784075.08,
          507889708783.63,
          572302297645.31,
          570661758982.41,
          502523702241.22,
          527773175252.01,
          588197752221.23,
          506957746773.53,
          592615228830.8,
          566898832325.3,
          525920232790.71,
          594601955892.83,
          537106462875.19,
          539882481562.26,
          567148527546.04,
          532766516006.96,
          580578124574.23,
          546611911812.66,
          531424045822.58,
          534020212996.71,
          566240497928.76,
          584108674470.97,
          541964802720.42,
          535026153601.52,
          487476514345.28,
          537360742269.69,
          588404379630.2,
          507090156466.72,
          580205937049.99,
          538371205878.3,
          578655924186.63,
          518489461930.79,
          537924888418.9,
          544910072721.85,
          548025510532.62,
          569216997017.29,
          523022981321.22,
          570550222405.71,
          513207340509.25,
          584762966697.84,
          549771733917.47,
          531370969956.36,
          514442327519.51,
          510862345346.3,
          572212182981.53,
          589336655273.9,
          568365621732.67,
          568155078548.47,
          591758288455.82,
          519254029391.83,
          544473344614.66,
          504957555550.64,
          503230985845.05,
          573568312635.13,
          541771324421.11,
          520401926578.4,
          587650439314.87,
          579003905761.26,
          591107911061.22,
          513657047934.28,
          510996613395.63,
          585797549895.29,
          528291607015.54,
          584854674446.17,
          565434912959.96,
          520858138785.14,
          527685629563.87,
          540536533674.58,
          570017791145.4,
          502863816038.37,
          521742220416.76,
          524615890807.42,
          541106062437.58,
          521018360376.26,
          569738074810.23,
          594872050276.47,
          547590658474.12,
          535713623918.83,
          527117850100.66
         ],
         "y": [
          15140006925.18,
          9999171605.08,
          12703464114.44,
          15284538858.55,
          16299104428.23,
          7903327692.27,
          15548678513.55,
          18651929926.37,
          12732238815.9,
          12284641999.34,
          19122972518.31,
          12854816416.5,
          16343655235.34,
          14503820706.42,
          8385597470.09,
          11258983300.89,
          31854242019.49,
          10195168196.66,
          12810828427.35,
          12175322950.95,
          9036580419.74,
          6598366352.73,
          14678970414.58,
          10972789817.7,
          18379521212.63,
          18272392391.28,
          33382021889.86,
          17570561357.26,
          13618163710.33,
          20917902659.76,
          20759504329.87,
          12128602811.7,
          11002805166.45,
          14949271904.13,
          15271884873.11,
          19001327597.88,
          12871532023.01,
          12780357745.55,
          13371557892.6,
          8516564469.72,
          17733373139.17,
          14545229578.02,
          9086606733,
          31120851211.44,
          7269806993.78,
          6481775958.74,
          14652199272.27,
          8011667755.87,
          16428827943.78,
          15837384409.1,
          19872933188.93,
          14828209155.42,
          12147822495.52,
          12826986222.15,
          17544464887.25,
          9565695128.64,
          11904824295.26,
          21513292646.48,
          14805659716.84,
          21129219508.8,
          15913866714.47,
          24571565420.76,
          7044911360.48,
          22659995079.31,
          24115570084.62,
          14413231792.03,
          10876469900.68,
          11865344788.64,
          14837414999.85,
          11301355486.45,
          17487721001.39,
          13837809380.28,
          17936566518.34,
          6913768611.22,
          16432924526.63,
          18655599976.36,
          11940685377.62,
          10861680497.27,
          17202862221.48,
          15222938600.41,
          23686079547.52,
          6034817316.31,
          19122903752.39,
          12640195779.03,
          12711619225.45,
          10770779216.98,
          17872186762.03,
          16985265785.29,
          10631443812.07,
          6194358007.75,
          13497554655.35,
          11677889997.4,
          15656371534.37,
          19480529496.02,
          24026236529.35,
          12481622279.55,
          19212655598.47,
          9360912318.14,
          10533418042.02,
          13251081851.39,
          29368391711.99,
          15395817395.41,
          17703288330.24,
          20653160490.91,
          21340360359.79,
          13383005987.37,
          12785446832.04,
          10662634332.91,
          14571500779.44,
          22435349950.56,
          20656025025.55,
          14265717765.8,
          19556501326.93,
          7509378699.36,
          12406045117.51,
          13138897269.16,
          13125734602.38,
          7873300597.52,
          8647416920.95,
          15181308983.6,
          17052315986.14,
          20684945905.97,
          8678454526.64,
          16724343943.18,
          27153445027.31,
          13851122696.86,
          9220145049.89,
          22211859146.73,
          25980310960.02,
          11090276850.25,
          16324646965.41,
          14013695304.04,
          13384770154.9,
          11656781981.62,
          10266772792.7,
          26387306196.78,
          19313599897.31,
          36102192830.48,
          20181001451.19,
          10732609602.85,
          19282400094.3,
          37769448858.69,
          11056770492.11,
          16493186997.21,
          14655207120.53,
          13180860821.04,
          11015551640.28,
          19530045081.91,
          13240156074.07,
          21929670692.82,
          20121259843.07,
          12036639987.62,
          7892015141.24,
          13697203142.64,
          9373255556,
          11218474951.63,
          14143474486.27,
          10014858959.48,
          18188895177.73,
          13878363191.96,
          35723036817.12,
          7329897179.69,
          12151839151.9,
          24220433689.12,
          14128593255.78,
          17783600384.84
         ]
        },
        {
         "marker": {
          "color": "#19D3F3",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "cluster 2",
         "type": "scatter",
         "x": [
          419421447158.25,
          471577656114.25,
          365722351004.5,
          446082285297.19,
          441960667796.84,
          367391447229.96,
          386489739242.67,
          445539806080.32,
          335987993694.35,
          324658229824.73,
          311078520948.59,
          379258182345.46,
          316074930082.57,
          365024821953.69,
          370142714486.9,
          456508161672.8,
          479132405758.14,
          387983112928.37,
          404052157141.45,
          319074189335.14,
          321717198701.45,
          328933297475.65,
          324190184505.64,
          372284398575.26,
          372279603227.33,
          323203056785.65,
          326346115859.9,
          395266756395.28,
          363433455081.14,
          370891718468.24,
          367967465552.59,
          372414733487.45,
          433122543176.49,
          321061621175.61,
          372876821416.38,
          322379914497.22,
          367839754255.23,
          361876433047.07,
          440298767854.8,
          375444263357.02,
          421847190488.29,
          324163886549.58,
          468947166603.22,
          323831438044.37,
          462189287816.46,
          382574032285.78,
          436237993963.62,
          447747058643.64,
          362826506171.96,
          371731749298.26,
          442642331535.6,
          452119476083.72,
          449874457148.45,
          324093186300.93,
          376151028151.32,
          316040534591.72,
          387631908834.78,
          405992446610.67,
          377311288517.09,
          429090671120,
          417588395181.59,
          408613690153.42,
          398509689462.45,
          389306507854.33,
          329323845088.74,
          311686396568.46,
          320025834692.4,
          320225997953.71,
          393230695987.89,
          369584293835.81,
          385513277844.78,
          407818156777.17,
          428114557464.91,
          431765463285.53,
          330914961275.37,
          316271488936.78,
          420274300806.28,
          452534728124.07,
          328566216152.49,
          360259346858.07,
          378693173324.34,
          374373522207.39,
          446846764116.35,
          438896650641.24,
          454075216419.73,
          475459130854.86,
          314093257178.25,
          326401273258.71,
          401792318391.34,
          389890609883.9,
          325037180854.75,
          371211779873.32,
          329389313682.63,
          383483154873.96,
          325604307791.2,
          320570440520.86,
          366202733264.3,
          346303640718.24,
          328491679165.28,
          355314855623.96,
          428662088256.18,
          436928964721.29,
          326478273136.7,
          375024092833.74,
          323570505189.58,
          420806214870.32,
          331370511897.98,
          453226586695.74,
          438893838655.36,
          329114546384.43,
          334010450284.36,
          316404791284.87,
          398593008037.23,
          326142124579.08,
          444830940521.37,
          329997633644.39,
          396075135322.21,
          339521782853.53,
          420678828415.31,
          458291157032.27,
          329458400093.47,
          382576542382.13,
          320309344585.85,
          371923967755.44,
          454795165822.83,
          367171621206.39,
          341988994228.35,
          371970445843.4,
          385624152241.56,
          389843287588.34,
          448636152158.08,
          367049182259.43,
          388682319976.46,
          431607268094.04,
          442391167095.22,
          369718966324.75,
          433216160786.45,
          398588922090.83,
          368541303588.26,
          409363809141.16,
          319559502979.58,
          313012826679.9,
          360616650169.4,
          318567071312.32,
          469431477134.26,
          443936922524.46,
          447323985682.72,
          365340817941.08,
          379595440556.6,
          320208159886.93,
          437814457018.41,
          323943465219.08,
          320781106962.52,
          368335944295.86,
          365543015077.49,
          393268847887.5,
          317499392769.32,
          375100872175.06,
          369299496559.04,
          416840289162.08,
          318516317872.25,
          370071738762.96,
          407681958151.49,
          399567972100.27,
          374761116006.47,
          331160060320.4,
          321262452550.73,
          393413045572.67,
          406279900295.03,
          386993271473.89,
          428373958242.42,
          415117548315.38,
          323078968931.9,
          321111951654.75,
          443923229458.15,
          324326299579.98,
          457370104397.91,
          325263465984.55,
          303332140406.92,
          322642084634.09,
          484005642386.83,
          402234665331.34,
          466821375594.42,
          319180537510.23,
          395596352770.07
         ],
         "y": [
          22536575684.49,
          31252098713.68,
          16192235531.97,
          22837828665.18,
          26518700511.88,
          24950173846.05,
          33223790572.36,
          30685366708.98,
          15808338948.79,
          18421743322.29,
          30726828760.3,
          28813460025.44,
          23581685467.5,
          20765955327.49,
          18719537669.88,
          24662841199.56,
          28987376572.9,
          43228750179.43,
          38967784639.05,
          26129037414.48,
          15748580239.21,
          14122486832.21,
          9744636213.3,
          16437423166.71,
          53071298733.51,
          15329265212.56,
          22209086834.09,
          43994715910.3,
          34971338710.34,
          30580012344.21,
          38452356726.7,
          43975248084.73,
          17353192895.19,
          16106223491.51,
          16837262532.25,
          10924354698.17,
          32459287865.69,
          36791346508.26,
          27205595568.34,
          22128794335.13,
          16356226232,
          13692758566.46,
          32483312909.3,
          16441573050.1,
          30476264066,
          34711412966.17,
          26405069714.63,
          26811744927.57,
          26149643167.68,
          44219840003.89,
          19564262605.21,
          27083066007.24,
          15639298538.02,
          11656379938.06,
          30484729488.71,
          20443898508.94,
          37872380889,
          64072727949.72,
          36389011503.32,
          22765452203.97,
          27078406593.87,
          37846047609.23,
          30180288175.61,
          49625110402.03,
          16824520830.08,
          27743025156.05,
          9244361699.89,
          24031608959.5,
          39819303159.15,
          17988916650.36,
          24957448100.3,
          26792494049.72,
          29279035521.01,
          26062404610.39,
          19617581340.83,
          17221074813.55,
          17821046405.57,
          32066936882,
          19889922369.03,
          23359966112.45,
          30123362272.94,
          40177002623.56,
          20535363433.98,
          32442278429.47,
          22660763494.22,
          19625427157.74,
          27209183682.26,
          14413662912.72,
          35082693210.3,
          39578257695.31,
          16217776703.79,
          30202235804.59,
          12706781968.8,
          29225029693.63,
          11886957803.69,
          27868914021.95,
          58571439618.96,
          18307186523.32,
          19539705127.46,
          46363793974.56,
          26792596580.6,
          28799154319,
          7714767174.32,
          27472552998.34,
          14882945044.81,
          32572572185.34,
          20496603769.86,
          20386398516.25,
          23825006541.98,
          9768827914.24,
          20964448340.77,
          18000008764.22,
          30005625417.91,
          22895392882.21,
          25383335641.41,
          29523576583.08,
          31486345555.64,
          25900123362.05,
          23918742607.37,
          27423687259.16,
          20328426366.41,
          25245861651.62,
          14472237478.79,
          41135767926.23,
          16644534841.91,
          22425387183.91,
          26634741631.05,
          31254779143.63,
          47761524909.94,
          35887278684.83,
          27187964470.79,
          27425022773.59,
          51091116621.52,
          11166012913.03,
          25371367757.61,
          38896078052.07,
          13317001732.58,
          58895950537.09,
          16104440957.47,
          48469528170.65,
          15929162909.56,
          21313378651.69,
          43403978910.41,
          17005713920.05,
          25555105669.92,
          14712928379.05,
          16100721565.07,
          28711532910.3,
          23613051457.08,
          33925512988.62,
          24746386230.08,
          19675404388.75,
          26862218608.57,
          44148798320.6,
          24493974419.53,
          30364664170.83,
          18678255975.67,
          41037843771.3,
          35239757133.88,
          34493951963.3,
          11239186456.23,
          32194477849.95,
          24999983362.13,
          40369840645.23,
          29227315390.11,
          18624736865.86,
          12097775226.69,
          45668466815.41,
          21152848260.91,
          55552169483.42,
          50212088965.2,
          36913738894.15,
          14463581825.22,
          13903079206.51,
          26357839322.09,
          36599436182.62,
          26683255504.12,
          22722096614.76,
          37429485517.93,
          29717699419.42,
          33866061746.62,
          19298407543.31,
          30199996780.9,
          32958875628.23,
          53510852236.18
         ]
        },
        {
         "marker": {
          "color": "#FF6692",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "cluster 3",
         "type": "scatter",
         "x": [
          33385777381.9,
          36883950527.41,
          46558310525.77,
          51563040287.37,
          51770723358.62,
          48653379654.11,
          47771639109.14,
          42270466525.64,
          49586621147.77,
          49565588033.19,
          44216290548.63,
          52626345936.38,
          51621150963.99,
          42975342722.64,
          36694210385.53,
          46756968312.83,
          47254381542.53,
          43830941988.53,
          43859763700.45,
          52082308342.2,
          38796722023.24,
          33329801761.41,
          47681999495.27,
          49797193703.2,
          46308955783.63,
          33650022331.15,
          48578128710.85,
          49179890751.32,
          37152196085.96,
          38011354861.71,
          37119032079.6,
          36825242367.48,
          40176732867.76,
          38379537599.78,
          50822991269.6,
          46481371529.18,
          45685558980.55,
          45711023160.68,
          40659978958.69,
          50298806444.68,
          50946789304.43,
          49481687296.28,
          49411264709.56,
          45267601400.07,
          52942208088.55,
          48319824358.94,
          50194052761.32,
          38734572405.4,
          43872601590.66,
          45317067482.41,
          39446947208.02,
          48154783754.53,
          45834074108.07,
          52616693259.51,
          43782320107.81,
          46244769577.57,
          45053322422.87,
          38123407213.86,
          51235778714.41,
          54275690979.85,
          47852041125.81,
          37303420951.91,
          50844232461.5,
          51925582974.74,
          45850807478.85,
          42720828474.81,
          44312018097.58,
          44815551874.49,
          37817749646,
          40270721918.09,
          43894998284.41,
          36504451694.06,
          37792676975.84,
          50957480634.42,
          51629335908.47,
          38041814289.92,
          40633881849.37,
          50959054972.77,
          46497281012.21,
          41569303200.31,
          37002146211.44,
          52210645189.25,
          37088465667.74,
          45596828391.98,
          39316042283.7,
          44783501315.67,
          32437179621.73,
          38680409333.98,
          43819908779.79,
          44639749525.86,
          37346172591.35,
          37528132819.48,
          37266887790.31,
          52732684626.35,
          49547838246.92,
          33590478887.31,
          37321723681.52,
          47957598258.64,
          44356071738.95,
          47271122270.62,
          43271477489.63,
          36976850145.7,
          37231984362.03,
          48862444892.63,
          43802636227.98,
          48649436453.51,
          45294444955.49,
          56696907533.63,
          47676042557.46,
          45461808208,
          47337502118.33,
          37104300789.72,
          43154733695.11,
          48866560030.3,
          50180295093.53,
          48716410747.32,
          44155896392.93,
          44974585825.43,
          49460441504.2,
          48356662482.18,
          44517443601.69,
          38082054340.4,
          36349623363.98,
          37026895487.58,
          50308060610.33,
          50208845676.31,
          49322298701.1,
          44195717778.35,
          33323655435.27,
          48597298700.93,
          43891548403.84,
          48118283430.36,
          37076059806.11,
          38116045263.7,
          43576320416.4,
          36763385107.77,
          50137693950.74,
          49095551996.82,
          41315420629.36,
          46476916921.1,
          45493467668.66,
          48083958346.11,
          50129351591.42,
          43717719231.42,
          36010376072.58,
          48827039541.48,
          43503575941.02,
          48121587865.35,
          42014706714.49,
          45765515255.46,
          46147098395.14,
          47467581558.37,
          44987580579.3,
          38398871172.76,
          52344805502.31,
          51216971698.16,
          45889133083.98,
          37380375232.49,
          53914349553.2,
          43852446091.82,
          36765797234.63,
          50486355744.86,
          48492559791.01,
          45482133750,
          43525943306.37,
          33639019170.31,
          49813311436.08,
          34903000575.6,
          37523886294.12,
          39054223213.78,
          43789393911.3,
          44630120017.99,
          50126733781.06,
          49982441630.69,
          52747289288.93,
          53538037405.63,
          43783204222.91,
          46713966636.4,
          47647318081.63,
          47492002139.68,
          52204662733.88,
          50003435479.69,
          44448461252.44,
          37001289151.88,
          50353689277.23,
          39359267890.3,
          43691241396.31,
          45737678819.63,
          39063326954.92,
          51966811409.86,
          47601444433.23,
          32407148960.35,
          37013665181.81,
          48981213310.01,
          49332583159.41,
          39407173515.71,
          36411284995.21,
          48718247160.33,
          42604562672.57,
          48309960943.04,
          41449837472.7,
          44450444228.92,
          45637780786.73,
          37260898041.85,
          37097683428.26,
          41795720411.57,
          46986237688.09,
          39372532274.58,
          33594578271.57,
          47455366376.12,
          49030236315.4,
          48231592172.97,
          36966826102.04,
          51258714744.82,
          36588314323.11,
          38613586662.36,
          51927975468.22,
          53205871424.8,
          49180469394.39,
          47343587830.32,
          44079687877.9,
          48428366951.04,
          51307022507.24,
          46454401105.13,
          36801991687.73,
          52565516822.76,
          39428145950.14,
          44604842765.02,
          39973699058.51,
          48098937716.27,
          49102236622.52,
          37313939994.05,
          36207053766.09,
          51299960753.51,
          48524730885.81,
          52422579607.15,
          47912171545.45,
          51746215675.32,
          49398327195.37,
          49045109218.98,
          42690010298.04,
          49552135789.79,
          48240055474.33,
          47803983107.38,
          37201467454.42,
          53491920586.13,
          33622225777.67,
          48486000300.14,
          37717205287.72,
          50267708515.27,
          52078037492.72,
          51805135267.43,
          47828458630.46,
          43948518789.44,
          37857260605.7,
          48135374450.8,
          35947241950,
          38600804407.17,
          39133595749.35,
          38319420238.35,
          37461938068.72,
          39334222657,
          48198456235.97,
          52465524136.14,
          36721589170.81,
          46757282793.46,
          43303579985.56,
          40427510244.25,
          47528904300.99,
          47940402878.95,
          46955899031.7,
          47745317303.57,
          48486730038.64,
          45785742688.13,
          50577600741.44,
          43622192228.1,
          45503479950.61,
          49387101205.02,
          51531648822.64,
          41018392454.05,
          48156400534.22,
          50080477853.14,
          32867117169.89,
          33249357708.94,
          37355531392.33,
          38851972309.51,
          37263159612.28,
          47359929586.77,
          48139219171.43,
          45476734071.7,
          45687917102.43,
          52993350053.7,
          45583995083.99,
          44890165689.9,
          37444894293.48,
          43352990986.74,
          47620609271.56,
          33287858207.8,
          36825384935.98,
          47913896428.79,
          36989640967.8,
          42858741189.08,
          43491230299.71,
          36879667898.93,
          47827181093.41,
          48531494991.82,
          47827580737.57,
          48668443564.22,
          38894316962.86,
          44245687907.86,
          42378199797.19,
          36929825440.41,
          37229548135.81,
          44565408017.59,
          44389589746.59,
          47378094637.04,
          35673568328.27,
          49253849848.38,
          43967624739.43,
          34431659640.73,
          48774894446.61,
          43888118187.78,
          49046008530.26,
          48789334458.77,
          48060047573.8,
          48847234567.27,
          38497257993.91,
          44292678773.44,
          54294354064.47,
          55872507021.88,
          48952789707.3,
          46955638514.8,
          47804181308.34,
          48935898219.22,
          49769112958.81,
          46039203570,
          45889655979.06,
          45075350228.14,
          40857170518.39,
          47830504771.28,
          46447810674.27,
          43200999361.33,
          33293304052.03,
          38079910676.88,
          47693139025.53,
          51057292061.02,
          39277002026.83,
          48645327657.74,
          37508583495.91,
          49055397081.59,
          46364088778.7,
          38030335059.64,
          48708650350.65,
          50897314959.58,
          39053263491.06,
          47560448780.61,
          50056964245.78,
          39375368363.2,
          45167505777.85,
          50108027166.7,
          42966238264.79,
          48311022691.35,
          46090966906.46,
          39133349163.76
         ],
         "y": [
          477267427.54,
          558809140.43,
          431382130.49,
          910334786.02,
          662969264.88,
          484897937.01,
          302803529.81,
          720361905.04,
          592856922.34,
          442429678.83,
          640533920.32,
          865228955.85,
          750494420.01,
          845702947.25,
          376213807.86,
          662196431.67,
          755028963.51,
          535946813.79,
          1124480167.14,
          1337194824.02,
          1196953525.57,
          297744716.62,
          418835790.71,
          676396149.58,
          700566674.19,
          332786869.36,
          392038878.29,
          793779029.11,
          370373498.99,
          864407068.49,
          365863689.57,
          502420772.23,
          925487109.62,
          519491310.81,
          1280612242.34,
          634607104.65,
          373176524.52,
          289197234.83,
          1094850660.77,
          826810466.34,
          439062619.56,
          701575685.97,
          520994814.57,
          870477241.95,
          638610696.5,
          562889881.98,
          1451550019.08,
          536228376.78,
          691784529.02,
          844268122.93,
          391342277.11,
          334636707.81,
          450262902.53,
          521804212.38,
          584301467.51,
          1010110226.58,
          560951664.17,
          451849200.34,
          912601797.34,
          936315454.05,
          571771274.43,
          279600847.41,
          822037854.57,
          1329110451.04,
          905481571.88,
          1057177277.56,
          803452433.75,
          490102252.68,
          441487282.94,
          667866376.86,
          1074224922.9,
          289327973.09,
          439591634.5,
          519090053.79,
          662758377.92,
          372246651.93,
          491429997.63,
          896643000.15,
          1322505522.49,
          417893263.5,
          433186880.47,
          2168405759.46,
          400525695.95,
          466458215.8,
          342300808.67,
          1136956066.29,
          637832641.42,
          799468587.63,
          685307607.94,
          665273780.93,
          485038742.74,
          709030406.9,
          488582672.47,
          682400158.96,
          663981560.69,
          423891091.63,
          317500344.01,
          484941644.32,
          470259382.83,
          986451640.27,
          391459295.88,
          381157536.01,
          414941210.86,
          361568579.06,
          558776710.59,
          404468149.14,
          436665040.48,
          1938879951.62,
          1072756218.67,
          857467324.81,
          1139680145.88,
          499664149.06,
          928515688.46,
          432273711.39,
          686766523.71,
          472852406.26,
          483765500.26,
          963734559.52,
          478328373.93,
          434715821.81,
          716989161.24,
          671028354.44,
          332343167.97,
          738634211.88,
          494274153.15,
          536818146.43,
          487472184.26,
          974762446.71,
          428616638.93,
          543284868.02,
          491734030.19,
          1009620335.72,
          310128851.49,
          493157882.3,
          551451227.83,
          451906471.96,
          1057530805.45,
          656817419.67,
          709349173.61,
          646645161.65,
          496833486.44,
          949045514.69,
          616638893.17,
          546926290.51,
          1014433333.9,
          1087358890.8,
          1925504272.94,
          1036335164.37,
          1047820780.79,
          644239750.36,
          705616865.68,
          887528741.04,
          512014471.2,
          669962148.12,
          828471427.52,
          1411029750.24,
          874526054.14,
          300760368.97,
          1811518273.64,
          655201927.59,
          417581395.2,
          467074892.96,
          596861029.16,
          374160712.3,
          908816092.2,
          394620698.33,
          1221554861.37,
          593296660.7,
          399576464.1,
          414698978.2,
          497761035.09,
          869618433.07,
          437921017.91,
          594180917.35,
          1514834239.07,
          934568147.78,
          505668979.07,
          1433086339.66,
          1920236927.74,
          401117895.2,
          440935963.16,
          467884010.78,
          843345381.07,
          650256384.94,
          639928191.83,
          479296549.19,
          1080164338.4,
          483074620.42,
          276115280.04,
          730957108.48,
          337673265,
          582113966.52,
          348181737.92,
          405623337.15,
          530706217.34,
          307551853.14,
          482870297.16,
          701865644.82,
          800429058.43,
          492880078.22,
          632924961.14,
          594844794.5,
          593375648.12,
          455501208.51,
          1092564921.58,
          327712513.67,
          561853825,
          377452410.46,
          325410552.94,
          656837387.77,
          545212279.98,
          383049497.67,
          284512148.64,
          521894603.82,
          366519529.15,
          603755323.06,
          363216135.79,
          705888291.72,
          579359973.48,
          529752305.39,
          599934776.01,
          277393160.21,
          941862415.06,
          1017326050.67,
          427457532.35,
          682276623.64,
          345312527.63,
          604706996.55,
          761150981.84,
          509746022.76,
          575672801.73,
          425584373.39,
          536134671.25,
          684442463.91,
          667706772.29,
          5390603524.7,
          851195252.99,
          670641137.57,
          465627007.13,
          461767800.59,
          3191459131.71,
          482942200.06,
          520678637.34,
          794566055.2,
          425652308.85,
          741280407.81,
          786294217.62,
          385073781.23,
          504987527.74,
          565754261.32,
          547390924.77,
          515127901.97,
          602126314.61,
          927431126.57,
          359118141.61,
          404806422.88,
          480872335.93,
          477391842.74,
          422767367.54,
          834091612.56,
          626872820.49,
          543367184.12,
          355156560.87,
          861598551.43,
          418416863.58,
          633441009.01,
          491674297.83,
          958739195.46,
          354897855.45,
          331579600.05,
          1154829072.15,
          310503639.85,
          630938593.7,
          800888079.6,
          1069178743.42,
          783671054.35,
          940035658.97,
          549179249.2,
          639990071.79,
          342934040.92,
          669836013.58,
          667519216.19,
          438229562.21,
          567051050.26,
          417704184.9,
          717670518.57,
          1068424942.37,
          370516889.22,
          540954387.63,
          759320493.67,
          952606066.09,
          856381072.01,
          287599378.3,
          570350813.94,
          751858394.14,
          539795617.33,
          700835024.76,
          273738258.4,
          319300745.94,
          382256220.03,
          1264053277.27,
          854777254.71,
          809144929.57,
          386856576.31,
          474410244.69,
          402988974.08,
          377974810.21,
          1397370727.45,
          298063868.05,
          956106803.89,
          1173656467.53,
          296580782.84,
          388148321.64,
          1541330420.2,
          818302597.03,
          998624527.64,
          461572144.2,
          522437731.57,
          563344665.81,
          359750612,
          1122664621.43,
          523623577.54,
          348569461.74,
          312320210.89,
          1219177799.2,
          866173919.76,
          751196285.35,
          1116291059.69,
          1143505729.53,
          1231594444.52,
          437721579.3,
          854253817.61,
          260995870.61,
          636404503.28,
          463135727.69,
          655903255.24,
          556343467.66,
          956413768.35,
          562863851.98,
          475658790.71,
          610280514.37,
          593811686.54,
          566160608.17,
          830645013.36,
          479926281.37,
          909077028.12,
          357733261.53,
          2461275687.15,
          413015397.71,
          478098162.83,
          1625174425.99,
          505389149.87,
          461175015.84,
          468651735.25,
          278651736.6,
          273449324.47,
          419430009.47,
          388929772.33,
          1189401391.87,
          664644693.17,
          789437104.81,
          778492045.02,
          439735199.89,
          280627376.19
         ]
        },
        {
         "marker": {
          "color": "#B6E880",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "cluster 4",
         "type": "scatter",
         "x": [
          221931416524.33,
          225222354683.52,
          146252301744.43,
          197912705880.22,
          184437721061.01,
          157341486086.64,
          227300141959.11,
          221884640081.19,
          208362936841.53,
          227568017429.56,
          196519595895.71,
          148414001604.48,
          247975491589.17,
          213391238626.05,
          149436675608.59,
          154664480620.42,
          168666096121.15,
          227866713240.43,
          148353868235.31,
          202538755664.15,
          215424018944.87,
          216307003100.76,
          219416572783.88,
          191799801098.5,
          166850284146.24,
          161721830239.88,
          222504389357.37,
          202900324403.57,
          153020999980.23,
          154972318287.59,
          222992394106.75,
          206369179860.34,
          215523920726.08,
          214404502910.64,
          158499128156.64,
          207942703368.28,
          201588829111.97,
          153612038146.7,
          219593479527.48,
          223097571555.34,
          229822540123.19,
          158160024664.68,
          200044200373.76,
          198709982386.16,
          209498804938.46,
          217296429099.19,
          223921509068.45,
          204822771743.5,
          203721353153.94,
          200912519458.19,
          163478613611.79,
          209079208633.39,
          225377122390.06,
          212651145920.18,
          185400529851.63,
          199220740931.91,
          226077954074.33,
          222359174267.9,
          229333834483.7,
          219914764942.45,
          196178270959.7,
          191139794720.6,
          185458451765.63,
          232916432171.51,
          148512923133.86,
          155980061933.95,
          148642233522.06,
          202004591055.8,
          192459145336.4,
          231369563103.66,
          227515380123.15,
          240145032619.42,
          146754748632.98,
          222139062221.35,
          204004483831.54,
          189982916189.85,
          159020508319.75,
          160822630102.87,
          201089826315.74,
          147570393014.79,
          227928964948.72,
          149315624697.13,
          146717202126.48,
          157522222703.27,
          163728077712.87,
          156669949121.35,
          192400441552.22,
          220311724080.98,
          189243632232.62,
          191954575288.26,
          153404799857.85,
          200431006110.97,
          154715412873.42,
          164592661444.43,
          216710693709.2,
          222786437114.12,
          204609541065.93,
          227650784838.18,
          224770081704.09,
          231361104948.42,
          160835874209.47,
          159320275669.59,
          219527926618.49,
          224865960293.99,
          221100296683.63,
          163630053851.66,
          198432174708.73,
          203560807723.74,
          225653957077.34,
          191750540944.79,
          231226923280.79,
          195175909086.02,
          162317860620.67,
          232820313728.46,
          163563210282.51,
          144978183335.93,
          232165415326.64,
          144792704215.32,
          200701412483.96,
          222433950191.07,
          209927572136.18,
          224743281403.41,
          191863382801.15,
          197707916935.92,
          222280524748.08,
          228601344794,
          223019695977.43,
          191450085930.19,
          225608098485.43,
          154151507928.31,
          220981729947.98,
          232408283870.42,
          201316434920.42,
          223597227103.75,
          222232180744.4,
          221673504868.32,
          177639720158.04,
          218010422175.62,
          216135216883.07,
          197231311510.35,
          150818134579.13,
          147336079453.07,
          165831763019.55,
          208881998031.32,
          202048296021.36,
          156481992824.69,
          241195864006.75,
          218493608915.33,
          201446423701.85,
          222028758930.9,
          235075381096.91,
          218593840135.54,
          242437493117.35,
          199116747175.27,
          199548851220.68,
          219418097417.64,
          223490168593.18,
          219476732219.84,
          190349837406.71,
          207397194106.9,
          178869645044.44,
          158974260182.09,
          153179798257.02,
          159079468496.66,
          195769929355,
          223949968247.1,
          149169092950.41,
          199305881389.89,
          185380394200.84,
          227069518772.29,
          225042891982.26,
          221248657889.82,
          217032947920.34,
          187420674444.85,
          220204378895.01,
          210808348254.2,
          194610296521.5,
          187732308103.02,
          146453523490.15,
          193314548591.89,
          225791368052.22,
          152151698373.37,
          157539152133.39,
          226030254515.46,
          229285466097.66,
          215581106420.2,
          203110528556.42,
          153766017387.05,
          142964413923.36,
          222372592138.08,
          226058650339.34,
          217846438558.82,
          199271406209.81,
          163012762380.92,
          200689358850.73,
          221982607204.4,
          219138701233.08,
          218064367254.84,
          199998836364.05,
          228424935740.82,
          205625908298.01,
          251325536962.21,
          156569408718.13,
          223070797299.17,
          224254934504.45,
          145623194889.22,
          227116881653.75,
          169846691171.36,
          223481844153.87,
          156775156224.41,
          225274024718.29,
          222677553067.99,
          219384174417.3,
          208464753138.65,
          219632850428.96,
          224150871476.76,
          163496205910.64,
          179913195986.61,
          216485036956.1,
          165950737480.06,
          226529194963.13,
          253800479048.38,
          189765994312.95,
          198208758106.57,
          229686223069.99,
          196822841716.09,
          135633447402.59,
          194670301516.91,
          225975170377.92,
          199255375047.72,
          161600715739.48,
          157030254550.38,
          162966939318.2,
          233118658512.83,
          229798912476.57,
          148657178662.66,
          157685851384.5,
          210255158289.96,
          222805472557.44,
          217184216646.79,
          201088617496.87,
          158558424120.23,
          185319902025.23,
          162306742245.52,
          231098233851.34,
          175325880262.72,
          142884939549.24,
          227537459456.49,
          218953899552.53,
          148916903134.48,
          173518619132.28,
          148757983064.94,
          229781805153.89,
          225490330139.48,
          157073807505.17,
          161469074852.23,
          162707764850.43,
          193422316197.85,
          227308028004.55,
          181433531480.39,
          174891606136.11,
          145398457166.25,
          207632053119.27,
          225683705622.92,
          218507909796.79,
          154968626311.45,
          217263495408.34,
          227057271106.86,
          192424955722.92,
          195572592023.01,
          221375138904.33,
          146966709631.14,
          190487679000.29,
          229967634146.98,
          159856564471.73,
          158574740489.23,
          228092963187.17,
          234005095167.34,
          176054474764.9,
          192853381586.06,
          224944195689.1,
          143187967151.1,
          201872827301.06,
          219761761156.32,
          219353336789.45,
          185973007218.42,
          200224535661.62,
          226580142941.11,
          225361512775.62,
          149103599322.5,
          225414591269.9,
          252646950002.52,
          194150467599.55,
          162176944252.62,
          190949580969.12,
          220530132874.86,
          199670814561.88,
          196411977220.27,
          205763839949.88,
          162617761175.93,
          189992347922.69,
          198654748012.57,
          228705408822.97,
          220556145427.76,
          149073659684.74,
          155617197225.85,
          158388908311.64,
          199261172396,
          225124435575.99,
          220637609942.13,
          154713649605.37,
          227287014709.89,
          192025112411.57,
          191808639047.21,
          162806430080.61,
          224730370763.71,
          202673213630.64,
          149015094981.77,
          222770468530.71,
          212357972797.53,
          190294120192.45,
          207034487855.66,
          188446792043.73,
          146947591531.1,
          204981728438.73,
          219491766849.53,
          167070804931.43,
          210685427348.37,
          224214876354.3,
          223977715590.51,
          209669571067.84,
          147043867254.5,
          220502861332.05,
          223456250671.33,
          197786409641.32,
          149518741493.03,
          161427190438.39,
          230219806237.67,
          200793139093.29,
          150149593573.92,
          156182574199.63,
          205247345636.65,
          180110291827.78,
          229830520243.3,
          135633447402.59,
          199992630006.38,
          221568525308.68,
          206832112414.09,
          190520831639.54,
          151939907866.2,
          197831661218.49,
          199666693175.25,
          202420920379.92,
          216930270756.06,
          216942634875.31,
          192963212849.4,
          155338816370.12,
          139808065217.86,
          163924504660.63,
          251214922677.43,
          160364466785.93
         ],
         "y": [
          3353025102.3,
          7536785767.45,
          4486976867.54,
          2423247747.14,
          9363855113.94,
          8350692784.56,
          11731457711.06,
          8438191337.54,
          7703604237.35,
          4668158259.72,
          6323676957.26,
          4091530736.65,
          9648882545.8,
          6614309912.22,
          2626153345.38,
          3362005847.68,
          18712714222.94,
          7691759733.39,
          7979913377.94,
          4105056995.27,
          7171072578.42,
          6199721188.44,
          9136176952.26,
          9180418120.35,
          9909510924.7,
          7990438824.18,
          9895102898.68,
          8721608198.05,
          4001786456.04,
          3282499999.33,
          5812855406.06,
          6281023478.71,
          12464301922.09,
          10913669382.91,
          8794491050.04,
          11304916728.79,
          7080950926.4,
          10964962767.09,
          2963395075.87,
          6448512421.97,
          14008145805.92,
          17499038202.28,
          17897150206.29,
          5396997822.81,
          6031384958.11,
          6990313307.25,
          5640027196.55,
          10015035156.34,
          8169519804.5,
          8116969489.4,
          15762284723.02,
          6214125203.3,
          10398322334.89,
          12484103560.38,
          5319698775.02,
          11006973189.96,
          2497302217.96,
          6344373568.82,
          6097746021.52,
          5451414258.32,
          8395315240.82,
          6854058348.98,
          10354880595.43,
          6343966489.66,
          4217182733.37,
          5151109363.5,
          3765758497.67,
          7806089578.98,
          19306919713.92,
          5136809625.32,
          8290615074.46,
          9498261359.65,
          4055668252.59,
          2291124840.3,
          5843302511.7,
          6774614498.74,
          28581002121.87,
          6227961236.53,
          10558081068.79,
          5074160557.53,
          8877222956.13,
          4835831922.86,
          5483308195.58,
          20920539098.56,
          13796915736.04,
          5174128453.66,
          11632744704.51,
          7919894454.8,
          10524969123.83,
          15279963349.45,
          20643507799.95,
          5077248383.35,
          5706183864.84,
          13092820173.3,
          5673124255.21,
          5016362733.1,
          8030277433.62,
          5884674571.59,
          8677255481.49,
          11010714186.59,
          7175324564.31,
          13113767755.21,
          5837881974.42,
          6468885149.98,
          10758627745.86,
          16034549270.8,
          7462905533.98,
          7701847224.14,
          5781548155.47,
          4389045366.61,
          4329306566.07,
          5657686234.9,
          5486230123.1,
          5683423775.56,
          5830173252.56,
          3350092519.49,
          4380084233.54,
          11242676044.31,
          12704861676.25,
          6129516088.49,
          8585750759.86,
          14356524696.41,
          7599462786.03,
          13060541167.94,
          11012966853.93,
          5363439783.55,
          6820047160.22,
          5020886237.89,
          8263191830.26,
          6120359523.05,
          3054625661.34,
          12895131248.2,
          20806964347.48,
          4291339248.12,
          8905008384.07,
          9945549603.27,
          7684148212.32,
          4796110259.27,
          8353828311.69,
          10598973447.72,
          5752205179.84,
          9706372375.86,
          12033514861.06,
          5210480120.86,
          9013236167.31,
          7578351650.34,
          11114853969.23,
          5556443606.46,
          8801292299.89,
          9047198660.44,
          7858509087.49,
          4534841048.84,
          12546950499.3,
          8859250310.35,
          5104531919.55,
          5595959667.52,
          6748889346.13,
          9149379763.25,
          19974623204.7,
          9802443159.01,
          25367291294.27,
          8355638578.12,
          11798011594.27,
          10412565245.47,
          6104510092.24,
          4392863806.9,
          3942720070.47,
          19560363854.11,
          8397387897.21,
          4480604099.77,
          6379006999.95,
          4610831509.17,
          3386768865.1,
          14248351006.96,
          3216737651.79,
          4559112980.81,
          11480965121.79,
          7130327525.13,
          3018513333.04,
          14507311208.29,
          4905225891.57,
          5672609405.27,
          3495088904.55,
          6578438233.42,
          8306390868.53,
          10317822213.18,
          8528894753.59,
          6404416892.95,
          9297811507.17,
          3760304517.5,
          6336468234.43,
          9246593033.12,
          7517988734,
          17870598937.1,
          4871231359.97,
          4536041930.6,
          6352161578.89,
          9643826400.76,
          7239824677.24,
          6937581708.87,
          15711468958.75,
          8036468152.59,
          6798512623.95,
          4391613313.66,
          4299007853.56,
          4991669630.7,
          7686042202.44,
          6314904310.54,
          8619702291.5,
          6227269815.49,
          4003005547.05,
          5677228612.02,
          9724496986.91,
          16159781302.55,
          4861242484.17,
          4101305643.35,
          10061619354.52,
          10798098671.1,
          7101647418.5,
          9774451819.95,
          3800973336.48,
          7898126855.88,
          15444626013.73,
          21618154774.82,
          6034088075.03,
          8909129422.93,
          14080099207.95,
          13930073426.96,
          6539641957.29,
          8264507375.29,
          8812883119.43,
          9009111996.2,
          9401189650.49,
          10627449471.12,
          6359610561.11,
          3392972130.84,
          8134741960.16,
          20242323689.87,
          5870081832.81,
          6321689858.67,
          9189387004.34,
          9836925303.83,
          22813499244.62,
          10153070906.54,
          13779745450.97,
          16764804299.07,
          4943628091.37,
          3472274607.39,
          2951655969.3,
          7639405817.67,
          12230193038.03,
          11939561597.95,
          6678090757.93,
          5026191704.23,
          9274845260.15,
          12098209717.09,
          18771106339.01,
          23066821734.2,
          3747042695.61,
          14917080153.64,
          12665194935.78,
          5077258585.95,
          4875187476.59,
          6970642725.98,
          9170565472.22,
          6032859783.13,
          13130928216.56,
          6018487800.4,
          5803653357.3,
          8124465373.17,
          4711210241.24,
          2399674550.06,
          8180274690.57,
          10319231688.65,
          7491625206.46,
          11802651633.05,
          5814708444.98,
          11324135406.44,
          9457897583.37,
          8884144997.97,
          7634860635.76,
          7275411870.13,
          7191868447.94,
          7135265015.9,
          12467445116.7,
          23254218280.59,
          7328564879.7,
          8704411776.11,
          5984512547.89,
          5978745775.92,
          6883942236.42,
          16298099411.44,
          6585191018.9,
          14722317220.02,
          22946059124.89,
          4710581073.79,
          6926696530.54,
          7244623132.64,
          6959144003.26,
          18461527258.54,
          6432638855.77,
          4855588533.82,
          9623243036.5,
          8625783200.5,
          5297471739.23,
          5089212679.76,
          6213645709.19,
          2624065030.72,
          8477657143.31,
          4647630864.12,
          2565213547.9,
          7366830683.51,
          9922240199.2,
          5245153344.89,
          14250100093.1,
          8356130492.47,
          12715339904.77,
          6684951715.29,
          12044274581.17,
          10978325507.3,
          9516825994.48,
          5491437195.03,
          5064007415.55,
          9723646870.56,
          5023904190.46,
          4483923892.5,
          10139774962.74,
          10788500406.11,
          6607451861.62,
          6361497714.76,
          17688391309.71,
          4132233939.99,
          2866049749.41,
          4163381707.32,
          6919871886.11,
          10717455213.58,
          5804676208.23,
          8380134275.42,
          5727967432.13,
          3282098399.66,
          6857935276.41,
          9364980166.4,
          26946275878.18,
          4796651245.87,
          14080099207.95,
          17621046716.87,
          4083364724.49,
          3820038842.16,
          9249575045.1,
          15028035663.22,
          6593153504.5,
          9645084584.17,
          14208462071.57,
          4976573383.4,
          8346890042.23,
          8454485430.93,
          4977252791.75,
          9651002683.98,
          18994979566.43,
          9134015142.68,
          10416747806.47
         ]
        },
        {
         "marker": {
          "color": "#FF97FF",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "cluster 5",
         "type": "scatter",
         "x": [
          83817254441.35,
          83066949522.55,
          72834565865.64,
          68373109843.55,
          81436930422.2,
          66243849258.58,
          66167363728.16,
          65324717866.37,
          67955464988.94,
          82852238609.1,
          82022813951.24,
          79717859040.34,
          71450370818.94,
          65711185951.41,
          83837441784.16,
          83353821328.9,
          83377850487.81,
          68527526268.29,
          82164419978.29,
          66255113260.69,
          82877488814.14,
          81836688399.27,
          83118891107.33,
          81672327936.96,
          68436428830.97,
          68427521157.41,
          80247267378.84,
          66499261962.97,
          75346033751.95,
          70416405948.11,
          68194815870.16,
          83250111568.67,
          83212070951.08,
          82935708430.02,
          81747198673.81,
          66162378427.84,
          81890309521.2,
          81317221248.69,
          71736909135.13,
          83242601510.47,
          82828290600.46,
          83555107588.73,
          66243609255.29,
          68421321796.25,
          68382659680.27,
          83494588915.89,
          83250712640.65,
          83365250529.88,
          83352427147.38,
          70978653648.43,
          67819253147.61,
          67883668012.01,
          67565211593,
          82853068468.07,
          83087864618.98,
          83155487269.68,
          70306720827.44,
          65885732666.29,
          67555369461.95,
          78584893830.34,
          67782342614.27,
          83348342979.75,
          65581760636.93,
          65448401518.47,
          83817869869.05,
          73136281603.01,
          82846063530.59,
          66279120254.45,
          66247763508.33,
          68897317112.39,
          83363661744.01,
          83192373177.02,
          69210319564.08,
          82798245607.27,
          82839704395.79,
          82209951575.01,
          70466752056.61,
          70448766451.21,
          83811761011.57,
          68458351755.09,
          83689168487.15,
          83371070817.26,
          66242103757.6,
          68458949890.65,
          68438518111.44,
          82861345585.79,
          82832797925.62,
          83365364594.35,
          71123749440.56,
          66243294943.49,
          69503191642.29,
          81461699758.72,
          66278686898.65,
          68338729369.43,
          67959536956.07,
          83782042892.29,
          80965191181.81,
          80246186915.92,
          70896112177.29,
          65693567499.77,
          68487349187.54,
          68456986509.69,
          82870201479.79,
          83484056441.55,
          83245372469.79,
          83165705422.38,
          68037530807.22,
          66491710111.57,
          83387764365.56,
          78121147531.73,
          83181452472.88,
          82929257908.12,
          79519982629.33,
          68449787610.75,
          65824944068.98,
          71367261624.03,
          83348827222.41,
          81231393888.77,
          67927770088.16,
          83773888518.63,
          70599373896.91,
          66241114601.8,
          83667760924.16,
          69351145665,
          67930765402.74,
          71979477537.98,
          65340594941.58,
          68222297902.48,
          67554552922.52,
          65363690424.03,
          68461070858.02,
          83341568233.78,
          70419857844.86,
          68193216975.64,
          65365585069,
          68452145180.64,
          67968530325.41,
          83375234765.79,
          83162376934.32,
          83484226668.46,
          83324522259.1,
          80657543260.26,
          80229366937.32,
          69507446814.31,
          81551703655.07,
          67885003163.97,
          82795833265.63,
          83342828492.64,
          83804298740.07,
          65336770716.06,
          65817845548.71,
          67958076847.45,
          83373025919.73,
          66247148297.1,
          82811939922.97,
          79648319998.92,
          73688347084.95,
          82837415190.73,
          83829246153.48,
          82146132822.07,
          79089332696.14,
          65977267638.76,
          69366918016.02,
          79682243497.42,
          68191318367.31,
          67930189531.4,
          83030147954.97,
          65715224906.99,
          67968428582.21,
          83779810542.81,
          83229654132.16,
          79925744083.03,
          66757951121.67,
          65366898692.37,
          79817448013.55,
          67954830951.83,
          68071593635.6,
          65334834067.23,
          68427231799.58,
          67553051342.8,
          80152190395.7,
          66269617017.21,
          82398341542.09,
          83815697454.95,
          80974676248.86,
          65979015051.75,
          80823595399.03,
          70941051092.61,
          68341409502,
          83542880482.78,
          66350624518.37,
          67552613240.04,
          82834870746.69,
          81443741281.11,
          76246216707.73,
          66486384877.19,
          65335066419.84,
          68415115914.08,
          67961601505.29,
          82843505411.34,
          81599877414.72,
          69797136165.66,
          68401008692.56,
          65455873608.79,
          83763677143.46,
          83384488052.59,
          66050364004.88,
          83296300414.67,
          70169721623.99,
          83250331743.37,
          83165013521.22,
          66237735516.81,
          69414628719.32,
          67966646705.75,
          65504085440.86,
          83311399827.03,
          68078110242.74,
          66380183923.94,
          65685368289.11,
          82813384378.5,
          83838929415.14,
          82774540566.22,
          65713319159.39,
          67954608843.38,
          67562079308.59,
          83244074081.97,
          82228950652.58,
          82942140284.88,
          66272451375.85,
          66247317684.14,
          65905244432.14,
          70692707055.2,
          65345956018.65,
          67953444671.54,
          79712741574.79,
          67337515831.93,
          68456657001.31,
          83803367523.78,
          68188005371.74,
          82809047977.33,
          83787441024.75,
          67517556583.3,
          66713141592.86,
          68150169644.37,
          69368920101.36,
          67953496945.01,
          80368189247.06,
          66248041991.05,
          67670904333.27,
          83795069644.72,
          83317371728,
          83376307909.64,
          82971201899.98,
          82672166058.66,
          67120135817.39,
          66283004520.27,
          68069989507.43,
          80014930164.44,
          66246416322.39,
          66316877821.45,
          77581818037.01,
          71592425628.14,
          68437281968.62,
          65499776440.82,
          68992652340.35,
          67552969301.48,
          83049282327.13,
          83233493572.2,
          79480373920.42,
          66496730383.61,
          66062840064.2,
          83141485173.53,
          83543698393.95,
          66273821586.34,
          82832261956.19,
          82807252662.67,
          83492401174.36,
          83147373394.78,
          66248412922.16,
          66216896859.71,
          69115463004.3,
          72632240658.18,
          67922151759.86,
          83281600360.24,
          79198869532.84,
          68475449527.07,
          67955303187.66,
          83447316575.81,
          76450055219.48,
          72628751184.14,
          66237616405.59,
          67952350803.34,
          83766798747.7,
          83506842873.42,
          83393136821.67,
          80519001546.28,
          83830699345.4,
          83327320375.75,
          68035414442.1,
          67549022274.09,
          81744969562.64,
          69416268972.46,
          83367954939.13,
          81417332932.2,
          65711417924.95,
          82844651545.29,
          83784564664.9,
          80636864902.92,
          76359029716.02,
          83850820616.37,
          83855366896.49,
          65793194417.24,
          83209062147.75,
          81094385069.77,
          66007639797.03,
          67799609229.13,
          69419674992.49,
          83450390792.57,
          66363754798.33,
          65451433602.72,
          82851802361.16,
          67626927729.24,
          66265590691.59,
          83164021680.69,
          81588668568.52,
          71739464275.28,
          71480244045.01,
          67193850383.25,
          80974942537.84,
          76974469335.53,
          70807584542.65,
          68330558641.57,
          66247986169.54,
          66248570201.82,
          67326601826.86,
          68893643673.33,
          83644364976.34,
          74410346747.13,
          71069270125.65,
          65889509668.23,
          67737997534.69,
          81743942509.34,
          79092873689.21,
          70853056161.11,
          67824776233.54,
          66863090248.8,
          66226814163.62,
          67892953530.34,
          83409193428.47,
          82560733200.3,
          66286766010.73,
          83787569913.65,
          83377690854.49,
          83191412378.33,
          82828899865.97,
          66484164731.05,
          66001094930.66,
          67958406853.26,
          67925116253.37,
          83157915195.95
         ],
         "y": [
          14278737532.63,
          20956153600.91,
          72852500939.22,
          37843287015.79,
          20337083600.62,
          14856104217.46,
          14422416297.86,
          36841695606.61,
          40191505533.98,
          27302426037.31,
          22536823771.89,
          19879792202.35,
          19088160146.85,
          16256414916.41,
          21736934537.31,
          21072109063.91,
          20970952941.57,
          78294376042.7,
          32860419478.28,
          20350836697.26,
          17414028937.82,
          24895722187.29,
          19111705070.36,
          27117912215.65,
          27428821904.8,
          48926387474.95,
          19753710645.84,
          40470629184.14,
          61866017598.3,
          44403471554.25,
          37581182134.34,
          20725195152.61,
          23174506659.62,
          17216429734.98,
          16553983401.31,
          21820408554.47,
          29787863485.55,
          36282233270.12,
          31323198702.77,
          23894930229.11,
          34300507987.02,
          25874561718.04,
          19334292777.22,
          33048616461.96,
          22977760897.43,
          39502042324.12,
          21373038595.59,
          11930000389.83,
          19795362800.93,
          33994082292.77,
          31416134222.3,
          60606622306.85,
          53524443075.67,
          24293380412.94,
          24501625171.73,
          21495789249.98,
          30777314970.57,
          23288439137.01,
          30873646174.76,
          40600299922.86,
          37178895588.84,
          14122729675.13,
          25563996756.65,
          20609261957.48,
          22065183056.97,
          74778462452.56,
          15722340350.65,
          23843949758.2,
          18233713872.98,
          61718295435.42,
          21584664810.23,
          31071097282.28,
          40374822814.85,
          20070736122.54,
          14874679168.29,
          18725657881.31,
          43805622619.02,
          45397558230.24,
          18354638255.4,
          31629519443.95,
          17514358400.17,
          21083018568.26,
          13466542553.44,
          24133042918.31,
          25527432091.99,
          39257157473.25,
          21350289570.18,
          23313495694.53,
          37747411844.94,
          11344984017.59,
          72598608063.97,
          25519663344.48,
          41556485542.01,
          23441883205.22,
          55223655588.72,
          25849427844.62,
          24405645674.87,
          19099660089.9,
          31170898345.68,
          25868764140.45,
          64740988486.81,
          40494105062.96,
          22718699935.08,
          22920990916.16,
          20749225264.16,
          13418796254.6,
          36792033813.78,
          32250868598.11,
          17537918491.35,
          39641340671.47,
          41597850080.58,
          13532622119.23,
          32050016572.45,
          39012357141.67,
          54558293761.97,
          18409338906.96,
          20337659643.49,
          42801912253.91,
          50515394641.11,
          21629091201.27,
          40733371959.18,
          19162959224.38,
          24482827972.72,
          61590549856.83,
          56769197831.36,
          55191206438.49,
          37268352299.2,
          43958843046.62,
          31495577329.84,
          37405224165.96,
          41430999058.44,
          26282530168.57,
          39281755450.52,
          47895876169.45,
          29913541569.36,
          32981854458.47,
          54330130153.07,
          18221606248.44,
          17980147544.09,
          23706670401.58,
          21720437144.51,
          30853738918.5,
          18174194744.2,
          44524116300.61,
          25931247321.58,
          71413926111.54,
          18160207139.42,
          20154696559.7,
          24790908035.15,
          27588594950.93,
          33834889405.98,
          39015165939.32,
          30430114229.95,
          11647419532.79,
          12072570624.78,
          34935146978.63,
          62575628923.42,
          25410027985.77,
          11962846967.13,
          29375040252.72,
          22544554979.49,
          24979746072.99,
          51095877870.24,
          29809423852.96,
          39133872723.33,
          34904822688.94,
          25306791660.3,
          25872687354.82,
          63560607049.6,
          20189124065.82,
          26117984793.27,
          28651211704.11,
          35271449760.16,
          26380777289.86,
          33940605509.74,
          71681603882.36,
          32088027093.5,
          25190862392.68,
          60450860334.72,
          52755357560.57,
          23758252948.61,
          14853747515.45,
          22126554662.79,
          15914742869.77,
          32406207872.24,
          31872407236.04,
          43263085147.71,
          29878544329.34,
          38019451874.25,
          16785486745.43,
          40189889540.01,
          49640976410.74,
          17888080535.47,
          19881820238.1,
          54497686906.72,
          25966707877.64,
          25728613650.4,
          38468219591.64,
          52649004465.68,
          15655448449.16,
          43664074715.8,
          57045633961.32,
          24662650243.65,
          45720458650.97,
          22117323144.86,
          43642431673.3,
          31897990626.94,
          28078183756.12,
          53478834232.88,
          23449790413.32,
          14904403850.6,
          18554435181.84,
          56795449219.08,
          44505643605.96,
          21649754992.34,
          21010132359.74,
          30313569701.95,
          30028224816.01,
          25829885796.54,
          11240935989.59,
          26312546014.95,
          28824954946.9,
          17036610394.34,
          65738293662.81,
          70683518130.94,
          31145738920.68,
          27117468582.65,
          11851408171.62,
          31331363114.67,
          14986560291.36,
          37744442249.55,
          39747788121.15,
          31450915066.76,
          58265731392.11,
          21255417928.78,
          34658058512.22,
          32767030076.98,
          23981817199.83,
          39183502891.73,
          24087904846.81,
          17964435030.72,
          23967491540.12,
          32852491604.52,
          74933538835.53,
          57121137336.68,
          30109417395.59,
          27938130200.08,
          18469483242.39,
          47160062303.98,
          18046684130.82,
          18180149900.38,
          13426621991.48,
          21420969302.81,
          26131663102.49,
          39242817275.65,
          53708266585.11,
          41883470473.08,
          29374587799.51,
          18370924559,
          65634612427.87,
          50711682140.52,
          31500223933.25,
          36706571572.91,
          28743587598.25,
          67603092351.22,
          39598045836.67,
          46202367640.93,
          30910972861.03,
          27305773764.81,
          33794858528.05,
          21306704152.42,
          21242373191.53,
          23021035088.73,
          25576360685.71,
          19841483059.09,
          19999153581.65,
          26724033219.76,
          22313821214.51,
          20067291687.74,
          26224288350.04,
          52873524542.2,
          48442153749.57,
          46290851146.64,
          20867435500.21,
          29216004744.14,
          41054083636.57,
          57810071894.55,
          16439483171.45,
          44405090364.52,
          65038416671.1,
          18567214595.53,
          27312920842.68,
          14800094197.88,
          22643402806.81,
          39594900161.51,
          30207674345.38,
          17371797760.37,
          18183759822.41,
          24493083192.94,
          64015343587.78,
          29128129876.24,
          67168423337.76,
          20685690689.95,
          34553496031.18,
          25000886943.94,
          25428948059.92,
          15361411060.49,
          30471411545.11,
          47735900215.92,
          20365437032.26,
          27115449239.82,
          37452330493.69,
          27490561659.33,
          32344221198.7,
          45661177295.76,
          36688644470.66,
          76399032767.94,
          18525528096.05,
          35957366328.96,
          44056204567.89,
          22493741162.42,
          33570913369.15,
          11626878300.64,
          12433601961.5,
          35809974908.37,
          41653343124.01,
          24736796654.55,
          34910787321.18,
          23715727388.47,
          49904460369.15,
          25281973905.87,
          22803314100.56,
          24715975398.58,
          16348780893.79,
          40298138489.16,
          68447928072.56,
          18925797736.63,
          46345690964.98,
          28824873445.84,
          34879098920.59,
          66834639114.18,
          21489188232.24,
          21431041961.94,
          23103836401.25,
          43575657052.36,
          34777970359.46,
          21161758511.6,
          55170613417.08,
          41556380527.17,
          31704546238.44,
          35704375577.25,
          15719491554.89,
          13296750364.25,
          33807354174.59,
          21594744662.22,
          40496222407.76,
          47859299075.27,
          35041309687.95,
          46056427437.67,
          14276388752.42
         ]
        },
        {
         "marker": {
          "color": "red",
          "opacity": 0.8
         },
         "mode": "markers",
         "name": "noise",
         "type": "scatter",
         "x": [
          473972409615.04,
          356030188152.67,
          327139766936.22,
          69526710682.24,
          304958504278.2,
          69355955189.51,
          68348821733.46,
          319192915033.18,
          191706811085.26,
          529839581714.46,
          455770787833.36,
          134632026975.35,
          69765124874.09,
          470908667056.64,
          582785323709.11,
          337735690619.8,
          478037073214.71,
          467417380966.85,
          163104244541.39,
          536553055078.31
         ],
         "y": [
          41358451254.72,
          118992465606.57,
          55871616488.33,
          162734866333.5,
          102905151606.28,
          88078834183.75,
          114807119109.23,
          49630243054.06,
          32705548426.58,
          50730261335.05,
          39316664596.38,
          38864492427.35,
          143975136006.77,
          43655701450.2,
          33346760979.13,
          83202283720.96,
          54622230163.97,
          49466362688.47,
          42048003440.2,
          44774027663.55
         ]
        }
       ],
       "layout": {
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Market Cap vs. Volume, Clussified by DBSCAN Clustering",
         "x": 0.5
        },
        "xaxis": {
         "title": {
          "text": "Market Cap ($)"
         }
        },
        "yaxis": {
         "title": {
          "text": "Volume ($)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Scatter Plot of Market Cap vs. Volume, Clussified by DBSCAN Clustering\n",
    "fig = go.Figure()\n",
    "\n",
    "clusters_colors = px.colors.qualitative.Plotly\n",
    "for i, cluster in enumerate(crypto_data['cluster_dbscan'].unique()):\n",
    "    if cluster == 'noise':\n",
    "        cluster_color = 'red'\n",
    "    else:\n",
    "        cluster_color = clusters_colors[i + 4]\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=crypto_data[crypto_data['cluster_dbscan'] == cluster]['market_cap'], \n",
    "            y=crypto_data[crypto_data['cluster_dbscan'] == cluster]['volume'],\n",
    "            mode='markers', \n",
    "            name=cluster,\n",
    "            marker=dict(opacity=0.8, color=cluster_color)))\n",
    "\n",
    "fig.update_layout(\n",
    "    title='Market Cap vs. Volume, Clussified by DBSCAN Clustering',\n",
    "    title_x=0.5,\n",
    "    xaxis_title='Market Cap ($)',\n",
    "    yaxis_title='Volume ($)',    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p dir=rtl style=\"direction: rtl;text-align: center;line-height:200%;font-family:vazir;font-size:medium;color:#0099cc\"><font face=\"vazir\" size=3><i>\n",
    "[تحلیل]  الگوریتم DBSCAN حساس به دو پارامتر min_samples  و پارامتر eps (شعاع) است و هر چه eps را کوچکتر در نظر بگیریم، خوشه‌های بیشتر و کوچکتری تشکیلی می‌شود. همچنین هر چه قدر min_samples را بزرگ‌تر در نظر بگیریم، احتمال ایجادِ خوشه‌ها، کمتر می‌شود زیرا الگوریتم باید تعداد نمونه‌های بیشتری را در یک شعاع خاص ببینید تا خوشه را تشکیل دهد.\n",
    "</i></font></p>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ds-quera",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}