pt 2 eth.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1000 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "14 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "10 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "3 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "6 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "4 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "2 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "3 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "2 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Request successful\n",
      "1 trades since last timestamp\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "Request successful\n",
      "35 trades since last timestamp\n",
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     ]
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "Request successful\n",
      "88 trades since last timestamp\n",
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      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "https://api.bitfinex.com/v2/trades/tETHUSD/hist\n",
      "Completed 67 requests successfully\n",
      "           ID            MTS     AMOUNT       PRICE\n",
      "0   264756316  1530621007781  -0.572317  470.090000\n",
      "1   264756315  1530621007779  -0.519862  470.090000\n",
      "2   264756314  1530621007777 -11.000000  470.090000\n",
      "3   264756313  1530621007775  -7.907821  470.090000\n",
      "4   264756246  1530621002413   0.522064  470.100000\n",
      "5   264756245  1530621002382   0.262177  470.100000\n",
      "6   264756244  1530621001420   0.549025  470.100000\n",
      "7   264756200  1530620990263  -3.790170  470.100000\n",
      "8   264756199  1530620990262 -11.000000  470.110000\n",
      "9   264756198  1530620990260  -0.480000  470.110000\n",
      "10  264756192  1530620985141   9.950000  470.120000\n",
      "11  264756190  1530620983949  -2.418000  470.120000\n",
      "12  264756188  1530620983336  -0.480000  470.120000\n",
      "13  264756186  1530620982892 -11.000000  470.180000\n",
      "14  264756185  1530620982531  -4.000000  470.170000\n",
      "15  264756184  1530620982161  -4.319563  470.210000\n",
      "16  264756183  1530620981421  -4.319000  470.230000\n",
      "17  264756181  1530620981019  -3.137040  470.230000\n",
      "18  264756177  1530620980678  -0.129400  470.230000\n",
      "19  264756169  1530620980468  -0.100000  470.240000\n",
      "20  264756168  1530620980465  -0.560000  470.270000\n",
      "21  264756167  1530620980464  -0.030000  470.277509\n",
      "22  264756165  1530620980458  -4.943182  470.280000\n",
      "23  264756164  1530620980457  -4.500000  470.290000\n",
      "24  264756163  1530620980455  -1.000000  470.300000\n",
      "25  264756162  1530620980454  -2.700823  470.300000\n",
      "26  264756161  1530620980452  -0.480000  470.320000\n",
      "27  264756160  1530620980450  -0.044741  470.330000\n",
      "28  264756159  1530620980402  -6.105174  470.330000\n",
      "29  264756158  1530620980400 -10.000000  470.330000\n",
      "..        ...            ...        ...         ...\n",
      "84  264757156  1530621165367 -55.884000  470.242512\n",
      "85  264757145  1530621162274   0.478405  470.250000\n",
      "86  264757144  1530621162272   0.383112  470.250000\n",
      "87  264757051  1530621129392   0.170330  470.250000\n",
      "0   264757672  1530621219396  10.000000  471.500000\n",
      "0   264757672  1530621219396  10.000000  471.500000\n",
      "0   264757703  1530621225090  10.000000  471.500000\n",
      "1   264757672  1530621219396  10.000000  471.500000\n",
      "0   264757703  1530621225090  10.000000  471.500000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "1   264757703  1530621225090  10.000000  471.500000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "0   264757722  1530621229654  -1.443253  471.490000\n",
      "\n",
      "[1234 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "from urllib.parse import urljoin\n",
    "import requests\n",
    "import time\n",
    "import pandas as pd\n",
    "\n",
    "# base URL for GET request to obtain trade data\n",
    "BASEURL = 'https://api.bitfinex.com/v2/trades/'\n",
    "# coin pair to obtain trades for\n",
    "SYMBOL = 'tETHUSD'\n",
    "# number of trades to obtain per query\n",
    "LIMIT = 1000\n",
    "# number of total requests to send\n",
    "REQUESTS = 1800\n",
    "# time between requests in seconds\n",
    "WAIT = 2\n",
    "\n",
    "# default value -> get the latest trades\n",
    "last_timestamp = 0\n",
    "successful_requests = 0\n",
    "trades = []\n",
    "for _ in range(REQUESTS):\n",
    "    url = urljoin(BASEURL, f'{SYMBOL}/hist')\n",
    "    query_time = time.time()\n",
    "    # get <LIMIT> trades since last timestamp\n",
    "    print(url)\n",
    "    response = requests.get(url,\n",
    "                            params={'limit': LIMIT,\n",
    "                                    'start': last_timestamp})\n",
    "    # if the request was successful, update data\n",
    "    if response.status_code == 200:\n",
    "        print('Request successful')\n",
    "        successful_requests += 1\n",
    "        trade_data = pd.DataFrame(response.json(),\n",
    "                                  columns=['ID', 'MTS', 'AMOUNT', 'PRICE'])\n",
    "        print(f'{len(trade_data)} trades since last timestamp')\n",
    "        last_timestamp = max(trade_data['MTS'])\n",
    "        trades.append(trade_data)\n",
    "        # make sure we adhere to <WAIT> period\n",
    "        timedelta = time.time() - query_time\n",
    "        if timedelta < WAIT:\n",
    "            time.sleep(WAIT - timedelta)\n",
    "\n",
    "print(f'Completed {successful_requests} requests successfully')\n",
    "\n",
    "all_trades = pd.concat(trades)\n",
    "\n",
    "print(all_trades)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Amount')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(all_trades['MTS'], all_trades['AMOUNT'], color=\"red\")\n",
    "plt.title(\"Time vs Amount Ethereum\")\n",
    "plt.xlabel(\"MTS\")\n",
    "plt.ylabel(\"Amount\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  1.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\n",
       "          0.,   0.,   0.,   0.,   0.,   0.,   1.,   0.,   0.,   0.,   0.,\n",
       "          0.,   0.,   1.,   0.,   1.,   3.,   3.,   7.,   7.,   8.,  85.,\n",
       "         35.,  87., 166., 685.,  49.,  28.,  39.,  16.,   2.,   4.,   1.,\n",
       "          3.,   0.,   1.,   0.,   0.,   1.]),\n",
       " array([-108.26993745, -105.28956504, -102.30919263,  -99.32882022,\n",
       "         -96.34844781,  -93.3680754 ,  -90.387703  ,  -87.40733059,\n",
       "         -84.42695818,  -81.44658577,  -78.46621336,  -75.48584095,\n",
       "         -72.50546854,  -69.52509613,  -66.54472372,  -63.56435131,\n",
       "         -60.58397891,  -57.6036065 ,  -54.62323409,  -51.64286168,\n",
       "         -48.66248927,  -45.68211686,  -42.70174445,  -39.72137204,\n",
       "         -36.74099963,  -33.76062722,  -30.78025482,  -27.79988241,\n",
       "         -24.81951   ,  -21.83913759,  -18.85876518,  -15.87839277,\n",
       "         -12.89802036,   -9.91764795,   -6.93727554,   -3.95690313,\n",
       "          -0.97653073,    2.00384168,    4.98421409,    7.9645865 ,\n",
       "          10.94495891,   13.92533132,   16.90570373,   19.88607614,\n",
       "          22.86644855,   25.84682096,   28.82719336,   31.80756577,\n",
       "          34.78793818,   37.76831059,   40.748683  ]),\n",
       " <a list of 50 Patch objects>)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(all_trades['AMOUNT'], bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}