Tx_tracker.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tx Tracker\n",
    "This is an Application which will display you the big transaction between CEX during the last month\n",
    "\n",
    "## 1. Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import numpy as np\n",
    "import tweepy\n",
    "import graphviz\n",
    "import pandas as p\n",
    "from datetime import datetime"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "bearer_token = \"Your_Bear_Token\"\n",
    "username = \"whale_alert\"\n",
    "csv_file = \"Tx.csv\"\n",
    "with open(csv_file, 'w') as w_file:\n",
    "    writer = csv.writer(w_file)\n",
    "    writer.writerows([[\"date\",\"amount\",\"from\",\"to\"]])\n",
    "limit_date = \"2023-01-27\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Data Collection and storing in CSV\n",
    "\n",
    "- Connecting to Twitter API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "auth = tweepy.OAuth2BearerHandler(bearer_token)\n",
    "api = tweepy.API(auth)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Defining methods for different types of Tweets (i.e. transactions, minting, burning, appending to csv file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def csv_append(date,amount,from_wallet,to_wallet):\n",
    "    with open(csv_file, 'a') as a_file:\n",
    "        writer_append = csv.writer(a_file)\n",
    "        writer_append.writerow([date,amount,from_wallet,to_wallet])\n",
    "\n",
    "def transaction(status):\n",
    "    date = status.created_at\n",
    "    text = status.text\n",
    "    \n",
    "    text = text.replace(\",\",\"\")\n",
    "    text = text.replace(\"#\",\"\")\n",
    "    \n",
    "    date = date.date()\n",
    "    amount = int(text.split(\"(\")[1].split(\" USD\")[0])\n",
    "    from_wallet = text.split(\"from \")[1].split(\" to\")[0]\n",
    "    to_wallet = text.split(\"to \")[1].split(\"\\n\")[0]\n",
    "\n",
    "    csv_append(date,amount,from_wallet,to_wallet)\n",
    "\n",
    "def burning(status):\n",
    "    date = status.created_at\n",
    "    text = status.text\n",
    "    \n",
    "    text = text.replace(\",\",\"\")\n",
    "    text = text.replace(\"#\",\"\")\n",
    "    \n",
    "    date = date.date()\n",
    "    amount = -int(text.split(\"(\")[1].split(\" USD\")[0])\n",
    "    from_wallet = text.split(\"at \")[1].split(\"\\n\")[0]\n",
    "    to_wallet = \"Burn\"\n",
    "\n",
    "    csv_append(date,amount,from_wallet,to_wallet)\n",
    "\n",
    "def minting(status):\n",
    "    date = status.created_at\n",
    "    text = status.text\n",
    "    \n",
    "    text = text.replace(\",\",\"\")\n",
    "    text = text.replace(\"#\",\"\")\n",
    "    \n",
    "    date = date.date()\n",
    "    amount = int(text.split(\"(\")[1].split(\" USD\")[0])\n",
    "    from_wallet = text.split(\"at \")[1].split(\"\\n\")[0]\n",
    "    to_wallet = \"Mint\"\n",
    "\n",
    "    csv_append(date,amount,from_wallet,to_wallet)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Then parcours all the tweets of the account until a date time and writing data in csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[33], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[39mfor\u001b[39;00m status \u001b[39min\u001b[39;00m tweepy\u001b[39m.\u001b[39mCursor(api\u001b[39m.\u001b[39muser_timeline, screen_name\u001b[39m=\u001b[39musername)\u001b[39m.\u001b[39mitems():\n\u001b[0;32m      2\u001b[0m     \u001b[39mif\u001b[39;00m(status\u001b[39m.\u001b[39mtext[\u001b[39m0\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m🚨\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[1;32m----> 3\u001b[0m         transaction(status)\n\u001b[0;32m      4\u001b[0m     \u001b[39mif\u001b[39;00m(status\u001b[39m.\u001b[39mtext[\u001b[39m0\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m💵\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[0;32m      5\u001b[0m         minting(status)\n",
      "Cell \u001b[1;32mIn[32], line 14\u001b[0m, in \u001b[0;36mtransaction\u001b[1;34m(status)\u001b[0m\n\u001b[0;32m     11\u001b[0m text \u001b[39m=\u001b[39m text\u001b[39m.\u001b[39mreplace(\u001b[39m\"\u001b[39m\u001b[39m#\u001b[39m\u001b[39m\"\u001b[39m,\u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m     13\u001b[0m date \u001b[39m=\u001b[39m date\u001b[39m.\u001b[39mdate()\n\u001b[1;32m---> 14\u001b[0m amount \u001b[39m=\u001b[39m \u001b[39mint\u001b[39m(text\u001b[39m.\u001b[39;49msplit(\u001b[39m\"\u001b[39;49m\u001b[39m(\u001b[39;49m\u001b[39m\"\u001b[39;49m)[\u001b[39m1\u001b[39;49m]\u001b[39m.\u001b[39msplit(\u001b[39m\"\u001b[39m\u001b[39m USD\u001b[39m\u001b[39m\"\u001b[39m)[\u001b[39m0\u001b[39m])\n\u001b[0;32m     15\u001b[0m from_wallet \u001b[39m=\u001b[39m text\u001b[39m.\u001b[39msplit(\u001b[39m\"\u001b[39m\u001b[39mfrom \u001b[39m\u001b[39m\"\u001b[39m)[\u001b[39m1\u001b[39m]\u001b[39m.\u001b[39msplit(\u001b[39m\"\u001b[39m\u001b[39m to\u001b[39m\u001b[39m\"\u001b[39m)[\u001b[39m0\u001b[39m]\n\u001b[0;32m     16\u001b[0m to_wallet \u001b[39m=\u001b[39m text\u001b[39m.\u001b[39msplit(\u001b[39m\"\u001b[39m\u001b[39mto \u001b[39m\u001b[39m\"\u001b[39m)[\u001b[39m1\u001b[39m]\u001b[39m.\u001b[39msplit(\u001b[39m\"\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39m\"\u001b[39m)[\u001b[39m0\u001b[39m]\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "for status in tweepy.Cursor(api.user_timeline, screen_name=username).items():\n",
    "    if(status.text[0] == \"🚨\"):\n",
    "        transaction(status)\n",
    "    if(status.text[0] == \"💵\"):\n",
    "        minting(status)\n",
    "    if(status.text[0] == \"🔥\"):\n",
    "        burning(status)\n",
    "# # https://docs.tweepy.org/en/stable/api.html#tweepy.API.user_timeline"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Data Analyze\n",
    "\n",
    "- Extract all exchange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "dot = graphviz.Digraph(comment='Tx tracker')\n",
    "dot_style = {'color' : '#E63946', 'style' : 'filled', 'shape' : 'circle', 'width' : '1.5'}\n",
    "\n",
    "def create_node(db):\n",
    "    for i in db.index:\n",
    "        name = db[\"from\"][i]\n",
    "        amount = int(db[\"amount\"][i]/10**6)\n",
    "        if(len(name) < 4):\n",
    "            tag = name\n",
    "        else:\n",
    "            tag = name[:4]\n",
    "        if(len(name.split()) > 2):\n",
    "            name = name.split()[:2]\n",
    "            name = name[0] + \" \" + name[1]\n",
    "        dot.node(tag.lower(),name+\"\\n\"+str(amount)+\"M $\",dot_style)\n",
    "\n",
    "def create_db(db):\n",
    "    burn_mint_db = db[db['to'] == \"Burn\"]\n",
    "    burn_mint_db = burn_mint_db.append(db[db['to'] == \"Mint\"])\n",
    "    burn_mint_db = burn_mint_db[burn_mint_db['from'] != \"unknown wallet\"]\n",
    "    burn_mint_db = burn_mint_db.groupby([\"from\"])['amount'].sum().reset_index()\n",
    "\n",
    "    tx_db = db[db['to'] != \"Mint\"]\n",
    "    tx_db = tx_db[tx_db['to'] != \"Burn\"]\n",
    "    tx_db = tx_db.groupby([\"from\",\"to\"])['amount'].sum().reset_index()\n",
    "\n",
    "    return burn_mint_db,tx_db\n",
    "\n",
    "def create_earning_db(burn_mint_db,tx_db):\n",
    "    from_db = tx_db.groupby([\"from\"])['amount'].sum().reset_index()\n",
    "    to_db = tx_db.groupby([\"to\"])['amount'].sum().reset_index().rename(columns = {\"to\" : \"from\"})\n",
    "    tx_sum_db = p.merge(from_db, to_db, on='from',how='outer')\n",
    "    tx_sum_db = tx_sum_db.fillna(0)\n",
    "    tx_sum_db.amount_x = tx_sum_db.amount_x.astype(int)\n",
    "    tx_sum_db.amount_y = tx_sum_db.amount_y.astype(int)\n",
    "    tx_sum_db['amount'] = tx_sum_db['amount_y'] - tx_sum_db['amount_x']\n",
    "    tx_sum_db = tx_sum_db.drop(columns=['amount_x', 'amount_y'])\n",
    "    tx_sum_db = p.merge(tx_sum_db, burn_mint_db, on='from',how='outer')\n",
    "    tx_sum_db = tx_sum_db.fillna(0)\n",
    "    tx_sum_db.amount_x = tx_sum_db.amount_x.astype(int)\n",
    "    tx_sum_db.amount_y = tx_sum_db.amount_y.astype(int)\n",
    "    tx_sum_db['amount'] = tx_sum_db['amount_y'] + tx_sum_db['amount_x']\n",
    "    tx_sum_db = tx_sum_db.drop(columns=['amount_x', 'amount_y'])\n",
    "    return tx_sum_db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lcomb\\AppData\\Local\\Temp\\ipykernel_7244\\1304114681.py:19: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  burn_mint_db = burn_mint_db.append(db[db['to'] == \"Mint\"])\n",
      "c:\\Users\\lcomb\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pandas\\core\\dtypes\\astype.py:189: RuntimeWarning: invalid value encountered in cast\n",
      "  return values.astype(dtype, copy=copy)\n",
      "c:\\Users\\lcomb\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pandas\\core\\dtypes\\astype.py:189: RuntimeWarning: invalid value encountered in cast\n",
      "  return values.astype(dtype, copy=copy)\n"
     ]
    }
   ],
   "source": [
    "db = p.read_csv(csv_file)\n",
    "db = db[db['date'] >= limit_date]\n",
    "\n",
    "burn_mint_db,tx_db = create_db(db)\n",
    "total_earning_db = create_earning_db(burn_mint_db,tx_db)\n",
    "create_node(total_earning_db)\n",
    "\n",
    "for ind in tx_db.index:\n",
    "    name_from = tx_db['from'][ind]\n",
    "    name_to = tx_db['to'][ind]\n",
    "    if(len(name_from) < 4):\n",
    "        tag_from = name_from\n",
    "    else:\n",
    "        tag_from = name_from[:4]\n",
    "    if(len(name_to) < 4):\n",
    "        tag_to = name_to\n",
    "    else:\n",
    "        tag_to = name_to[:4]\n",
    "    tx_amount = int(tx_db['amount'][ind] / 10**6)\n",
    "    dot.edge(tag_from.lower(),tag_to.lower(),label = str(tx_amount)+\"M $\",color = \"grey\",style=\"dashed\")\n",
    "\n",
    "for ind in burn_mint_db.index:\n",
    "    name_from = burn_mint_db['from'][ind]\n",
    "    if(len(name_from) < 4):\n",
    "        tag_from = name_from\n",
    "    else:\n",
    "        tag_from = name_from[:4]\n",
    "    tx_amount = int(burn_mint_db['amount'][ind] / 10**6)\n",
    "    dot.edge(tag_from.lower(),tag_from.lower(),label = str(tx_amount)+\"M $\",color = \"grey\",style=\"dashed\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Represent them in a graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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class=\"edge\">\n<title>bina&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1835.84,-430.78C1823.64,-447.35 1807.72,-464.49 1788.93,-474.72 1695.77,-525.48 1380.34,-540.79 1241.48,-545.13\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1241.6,-541.63 1231.71,-545.43 1241.81,-548.63 1241.6,-541.63\"/>\n<text text-anchor=\"middle\" x=\"1833.93\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">2968M $</text>\n</g>\n<!-- bitf&#45;&gt;bina -->\n<g id=\"edge6\" class=\"edge\">\n<title>bitf&#45;&gt;bina</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2104.72,-244.95C2084.32,-254.83 2060.17,-266.09 2037.93,-275.35 2016.13,-284.42 2008.84,-282.36 1987.93,-293.35 1962.07,-306.94 1935.49,-325.29 1913.53,-341.85\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1911.43,-339.04 1905.62,-347.9 1915.69,-344.61 1911.43,-339.04\"/>\n<text text-anchor=\"middle\" x=\"2002.93\" y=\"-297.15\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">8M $</text>\n</g>\n<!-- krak -->\n<g id=\"node15\" class=\"node\">\n<title>krak</title>\n<ellipse fill=\"#e63946\" stroke=\"#e63946\" cx=\"2311.93\" cy=\"-56.62\" rx=\"54\" ry=\"54\"/>\n<text text-anchor=\"middle\" x=\"2311.93\" y=\"-60.42\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Kraken</text>\n<text text-anchor=\"middle\" x=\"2311.93\" y=\"-45.42\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">&#45;165M $</text>\n</g>\n<!-- bitf&#45;&gt;krak -->\n<g id=\"edge7\" class=\"edge\">\n<title>bitf&#45;&gt;krak</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2200.35,-193.48C2220.64,-181.08 2243.6,-164.82 2260.93,-146.24 2269.37,-137.2 2276.99,-126.51 2283.62,-115.75\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"2286.6,-117.59 2288.65,-107.19 2280.56,-114.04 2286.6,-117.59\"/>\n<text text-anchor=\"middle\" x=\"2292.43\" y=\"-135.04\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">394M $</text>\n</g>\n<!-- teth -->\n<g id=\"node21\" class=\"node\">\n<title>teth</title>\n<ellipse fill=\"#e63946\" stroke=\"#e63946\" cx=\"2077.93\" cy=\"-56.62\" rx=\"56.74\" ry=\"56.74\"/>\n<text text-anchor=\"middle\" x=\"2077.93\" y=\"-60.42\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Tether Treasury</text>\n<text text-anchor=\"middle\" x=\"2077.93\" y=\"-45.42\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">&#45;1207M $</text>\n</g>\n<!-- bitf&#45;&gt;teth -->\n<g id=\"edge8\" class=\"edge\">\n<title>bitf&#45;&gt;teth</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2141.8,-166.83C2138.39,-154.86 2134.13,-142.38 2128.93,-131.24 2125.84,-124.61 2122.16,-117.94 2118.22,-111.45\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"2121.42,-109.96 2113.1,-103.4 2115.51,-113.71 2121.42,-109.96\"/>\n<text text-anchor=\"middle\" x=\"2155.43\" y=\"-135.04\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">940M $</text>\n</g>\n<!-- bitf&#45;&gt;unkn -->\n<g id=\"edge9\" class=\"edge\">\n<title>bitf&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2179.71,-267.06C2188.64,-284.97 2197.45,-306.03 2201.93,-326.35 2216.5,-392.31 2230.66,-447.28 2168.93,-474.72 2133.35,-490.54 1857.78,-490.1 1818.93,-492.72 1607.68,-507.01 1357.92,-529.59 1241.23,-540.47\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1241.16,-536.96 1231.53,-541.38 1241.81,-543.93 1241.16,-536.96\"/>\n<text text-anchor=\"middle\" x=\"2232.43\" y=\"-380.33\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">81M $</text>\n</g>\n<!-- bits -->\n<g id=\"node4\" class=\"node\">\n<title>bits</title>\n<ellipse fill=\"#e63946\" stroke=\"#e63946\" cx=\"335.93\" cy=\"-384.03\" rx=\"54\" ry=\"54\"/>\n<text text-anchor=\"middle\" x=\"335.93\" y=\"-387.83\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Bitstamp</text>\n<text text-anchor=\"middle\" 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Roman,serif\" font-size=\"14.00\">15M $</text>\n</g>\n<!-- luno&#45;&gt;unkn -->\n<g id=\"edge25\" class=\"edge\">\n<title>luno&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1287.46,-437.85C1287.12,-450.51 1284.85,-463.58 1278.93,-474.72 1269.16,-493.14 1252.33,-507.79 1235.03,-518.95\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1233.43,-515.83 1226.7,-524.01 1237.07,-521.81 1233.43,-515.83\"/>\n<text text-anchor=\"middle\" x=\"1303.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">25M $</text>\n</g>\n<!-- paxo&#45;&gt;bina -->\n<g id=\"edge26\" class=\"edge\">\n<title>paxo&#45;&gt;bina</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1887.73,-274.31C1884.36,-289.05 1880.69,-305.17 1877.22,-320.38\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1873.89,-319.25 1875.08,-329.78 1880.71,-320.81 1873.89,-319.25\"/>\n<text text-anchor=\"middle\" x=\"1903.43\" y=\"-297.15\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">355M $</text>\n</g>\n<!-- paxo&#45;&gt;paxo -->\n<g id=\"edge58\" class=\"edge\">\n<title>paxo&#45;&gt;paxo</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1953.81,-234.5C1965.24,-233.01 1973.48,-228.1 1973.48,-219.79 1973.48,-214.47 1970.1,-210.54 1964.66,-208.02\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1965.84,-204.71 1955.27,-205.48 1964.01,-211.47 1965.84,-204.71\"/>\n<text text-anchor=\"middle\" x=\"2000.98\" y=\"-216.09\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">&#45;3178M $</text>\n</g>\n<!-- poly -->\n<g id=\"node19\" class=\"node\">\n<title>poly</title>\n<ellipse fill=\"#e63946\" stroke=\"#e63946\" cx=\"1408.93\" cy=\"-384.03\" rx=\"57.31\" ry=\"57.31\"/>\n<text text-anchor=\"middle\" x=\"1408.93\" y=\"-387.83\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Polygon Plasma</text>\n<text text-anchor=\"middle\" x=\"1408.93\" y=\"-372.83\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">5M $</text>\n</g>\n<!-- poly&#45;&gt;unkn -->\n<g id=\"edge27\" class=\"edge\">\n<title>poly&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1407.41,-441.79C1404.71,-453.77 1399.97,-465.54 1391.93,-474.72 1354.3,-517.73 1290.37,-535.14 1241.62,-542.14\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1241.17,-538.67 1231.71,-543.44 1242.08,-545.61 1241.17,-538.67\"/>\n<text text-anchor=\"middle\" x=\"1420.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">40M $</text>\n</g>\n<!-- ripp -->\n<g id=\"node20\" class=\"node\">\n<title>ripp</title>\n<ellipse fill=\"#e63946\" stroke=\"#e63946\" cx=\"1537.93\" cy=\"-384.03\" rx=\"54\" ry=\"54\"/>\n<text text-anchor=\"middle\" x=\"1537.93\" y=\"-387.83\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Ripple Escrow</text>\n<text text-anchor=\"middle\" x=\"1537.93\" y=\"-372.83\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">239M $</text>\n</g>\n<!-- ripp&#45;&gt;unkn -->\n<g id=\"edge28\" class=\"edge\">\n<title>ripp&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1573.58,-424.79C1584.17,-441.42 1590.08,-460.21 1577.93,-474.72 1535.77,-525.09 1344.43,-540.27 1241.29,-544.82\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1241.44,-541.31 1231.59,-545.22 1241.73,-548.3 1241.44,-541.31\"/>\n<text text-anchor=\"middle\" x=\"1602.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">94M $</text>\n</g>\n<!-- teth&#45;&gt;bitf -->\n<g id=\"edge29\" class=\"edge\">\n<title>teth&#45;&gt;bitf</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2068.65,-112.94C2068.76,-124.31 2070.44,-135.94 2074.93,-146.24 2080.58,-159.22 2089.83,-170.92 2100.01,-180.95\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"2097.5,-183.39 2107.22,-187.6 2102.25,-178.25 2097.5,-183.39\"/>\n<text text-anchor=\"middle\" x=\"2099.93\" y=\"-135.04\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">1280M $</text>\n</g>\n<!-- teth&#45;&gt;teth -->\n<g id=\"edge59\" class=\"edge\">\n<title>teth&#45;&gt;teth</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2132.93,-71.48C2144.34,-69.91 2152.55,-64.96 2152.55,-56.62 2152.55,-51.28 2149.18,-47.33 2143.76,-44.76\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"2144.96,-41.46 2134.38,-42.17 2143.09,-48.21 2144.96,-41.46\"/>\n<text text-anchor=\"middle\" x=\"2169.55\" y=\"-52.92\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">&#45;1M $</text>\n</g>\n<!-- teth&#45;&gt;unkn -->\n<g id=\"edge30\" class=\"edge\">\n<title>teth&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M2067.93,-112.98C2067.11,-119.12 2066.41,-125.3 2065.93,-131.24 2065.39,-137.89 2065.73,-139.58 2065.93,-146.24 2067.94,-211.87 2105.52,-390.11 2064.93,-441.72 2035.48,-479.18 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stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M487.07,-702.1C577.34,-690.01 758.57,-666.82 912.93,-653.76 988.1,-647.4 1178.65,-653.68 1251.93,-635.76 1267.58,-631.93 1269.42,-625.11 1284.93,-620.76 1473.04,-568.02 1705.13,-553.9 1816.4,-550.12\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1816.35,-553.63 1826.23,-549.81 1816.13,-546.63 1816.35,-553.63\"/>\n<text text-anchor=\"middle\" x=\"1306.43\" y=\"-624.56\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">269M $</text>\n</g>\n<!-- usdc&#45;&gt;usdc -->\n<g id=\"edge60\" class=\"edge\">\n<title>usdc&#45;&gt;usdc</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M485.65,-725.82C496.98,-724.2 505.09,-719.23 505.09,-710.91 505.09,-705.59 501.76,-701.63 496.39,-699.05\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"497.68,-695.78 487.11,-696.42 495.77,-702.52 497.68,-695.78\"/>\n<text text-anchor=\"middle\" x=\"526.59\" y=\"-707.21\" font-family=\"Times New Roman,serif\" 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id=\"edge35\" class=\"edge\">\n<title>wrap&#45;&gt;unkn</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1348.81,-656.3C1345.52,-643.6 1340.27,-630.83 1331.93,-620.76 1308.57,-592.53 1271.74,-574.84 1239.63,-564.06\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1240.98,-560.82 1230.38,-561.13 1238.85,-567.49 1240.98,-560.82\"/>\n<text text-anchor=\"middle\" x=\"1363.43\" y=\"-624.56\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">138M $</text>\n</g>\n<!-- unkn&#45;&gt;aave -->\n<g id=\"edge36\" class=\"edge\">\n<title>unkn&#45;&gt;aave</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1167.15,-602.53C1167.16,-613.73 1168.43,-625.3 1171.93,-635.76 1174.95,-644.77 1179.55,-653.57 1184.84,-661.77\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1181.87,-663.63 1190.45,-669.85 1187.63,-659.64 1181.87,-663.63\"/>\n<text text-anchor=\"middle\" x=\"1186.93\" y=\"-624.56\" font-family=\"Times New Roman,serif\" 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798.93,-474.72 790.42,-467.57 784.04,-458.05 779.25,-447.89\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"782.62,-446.86 775.55,-438.97 776.15,-449.54 782.62,-446.86\"/>\n<text text-anchor=\"middle\" x=\"817.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">23M $</text>\n</g>\n<!-- unkn&#45;&gt;gemi -->\n<g id=\"edge45\" class=\"edge\">\n<title>unkn&#45;&gt;gemi</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1119.49,-546.33C1061.45,-542.84 971.47,-528.33 917.93,-474.72 910.79,-467.58 905.65,-458.58 901.96,-449.05\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"905.29,-447.99 898.84,-439.58 898.64,-450.18 905.29,-447.99\"/>\n<text text-anchor=\"middle\" x=\"936.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">30M $</text>\n</g>\n<!-- unkn&#45;&gt;gene -->\n<g id=\"edge46\" class=\"edge\">\n<title>unkn&#45;&gt;gene</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1120.8,-536.44C1086.35,-526.78 1044.32,-508.53 1022.93,-474.72 1018.69,-468.02 1016.17,-460.42 1014.87,-452.56\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1018.37,-452.46 1013.92,-442.85 1011.41,-453.14 1018.37,-452.46\"/>\n<text text-anchor=\"middle\" x=\"1041.43\" y=\"-463.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">14M $</text>\n</g>\n<!-- unkn&#45;&gt;krak -->\n<g id=\"edge48\" class=\"edge\">\n<title>unkn&#45;&gt;krak</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1230.01,-541.38C1341.22,-530.71 1600.59,-506.67 1818.93,-492.72 1909.95,-486.91 2141.21,-499.66 2228.93,-474.72 2315.4,-450.15 2326.18,-396.47 2343.93,-308.35 2356.81,-244.42 2343.95,-170.23 2330.9,-119.23\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"2334.36,-118.63 2328.42,-109.86 2327.6,-120.42 2334.36,-118.63\"/>\n<text text-anchor=\"middle\" x=\"2364.43\" y=\"-297.15\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">10M 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font-size=\"14.00\">40M $</text>\n</g>\n<!-- unkn&#45;&gt;paxo -->\n<g id=\"edge51\" class=\"edge\">\n<title>unkn&#45;&gt;paxo</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1230.15,-543.43C1379.04,-534.18 1786.34,-506.64 1916.93,-474.72 1955.09,-465.4 1976.94,-474.28 1998.93,-441.72 2027.64,-399.23 2023.13,-371.56 1998.93,-326.35 1992.13,-313.63 1982.63,-318.02 1971.93,-308.35 1960.54,-298.04 1949.4,-285.88 1939.42,-273.96\"/>\n<polygon fill=\"grey\" stroke=\"grey\" points=\"1942.37,-272.04 1933.33,-266.51 1936.95,-276.47 1942.37,-272.04\"/>\n<text text-anchor=\"middle\" x=\"2039.43\" y=\"-380.33\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">300M $</text>\n</g>\n<!-- unkn&#45;&gt;poly -->\n<g id=\"edge52\" class=\"edge\">\n<title>unkn&#45;&gt;poly</title>\n<path fill=\"none\" stroke=\"grey\" stroke-dasharray=\"5,2\" d=\"M1229.83,-539.85C1300.47,-529.73 1417.17,-508.32 1442.93,-474.72 1450.53,-464.81 1450.76,-453 1447.28,-441.26\"/>\n<polygon 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     "execution_count": 36,
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