exercise5_machine_learning/MLExercise.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GFT UPV - Big Data Architectures for Investment Banking - ML Exercise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Purpose of the exercise is to analyze the data stored on Elastic, ploting some charts and preparing for further analysis/machine learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setup required libraries\n",
    "-------------------------------------------------------\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting elasticsearch\n",
      "  Downloading elasticsearch-7.13.1-py2.py3-none-any.whl (354 kB)\n",
      "\u001b[K     |████████████████████████████████| 354 kB 3.8 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: urllib3<2,>=1.21.1 in /opt/conda/lib/python3.9/site-packages (from elasticsearch) (1.26.6)\n",
      "Requirement already satisfied: certifi in /opt/conda/lib/python3.9/site-packages (from elasticsearch) (2021.5.30)\n",
      "Installing collected packages: elasticsearch\n",
      "Successfully installed elasticsearch-7.13.1\n",
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.9/site-packages (3.4.2)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (1.3.1)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (8.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (0.10.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (2.4.7)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (2.8.1)\n",
      "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.9/site-packages (from matplotlib) (1.21.0)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.9/site-packages (from cycler>=0.10->matplotlib) (1.16.0)\n",
      "Collecting sklearn\n",
      "  Downloading sklearn-0.0.tar.gz (1.1 kB)\n",
      "Requirement already satisfied: scikit-learn in /opt/conda/lib/python3.9/site-packages (from sklearn) (0.24.2)\n",
      "Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.0.1)\n",
      "Requirement already satisfied: numpy>=1.13.3 in /opt/conda/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.21.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.9/site-packages (from scikit-learn->sklearn) (2.1.0)\n",
      "Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.6.3)\n",
      "Building wheels for collected packages: sklearn\n",
      "  Building wheel for sklearn (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for sklearn: filename=sklearn-0.0-py2.py3-none-any.whl size=1316 sha256=bdf649af62309155127a536ef1532f80e127e329e1159153e84e348988547a53\n",
      "  Stored in directory: /home/jovyan/.cache/pip/wheels/e4/7b/98/b6466d71b8d738a0c547008b9eb39bf8676d1ff6ca4b22af1c\n",
      "Successfully built sklearn\n",
      "Installing collected packages: sklearn\n",
      "Successfully installed sklearn-0.0\n"
     ]
    }
   ],
   "source": [
    "!pip install elasticsearch\n",
    "!pip install matplotlib\n",
    "!pip install sklearn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze ETH-EUR price evolution\n",
    "-------------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. First thing import Elastic search connector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "from elasticsearch import Elasticsearch\n",
    "es = Elasticsearch('elasticsearch:9200')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Query all data from quotes index "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 468 Hits:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.9/site-packages/elasticsearch/connection/base.py:208: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.13/security-minimal-setup.html to enable security.\n",
      "  warnings.warn(message, category=ElasticsearchWarning)\n"
     ]
    }
   ],
   "source": [
    "res = es.search(index=\"tickers\", body={\"query\": {\"match_all\": {}}}, size=10000)\n",
    "print(\"Got %d Hits:\" % res['hits']['total']['value'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Let's print content loaded form elastic quotes index. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'side': 'sell', 'last_size': '2.48367763', 'best_ask': '1774.48', 'type': 'ticker', 'sequence': 7373072809, 'trade_id': 22700167, 'price': '1774.05', 'product_id': 'ETH-EUR', 'best_bid': '1774.05', 'volume_24h': '18819.48716281', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592499.76255732', 'time': '2021-07-01T14:21:02.938045Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.68267312', 'best_ask': '1774.48', 'type': 'ticker', 'sequence': 7373072814, 'trade_id': 22700168, 'price': '1774.05', 'product_id': 'ETH-EUR', 'best_bid': '1774.05', 'volume_24h': '18820.16983593', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592500.44523044', 'time': '2021-07-01T14:21:02.954407Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.39918671', 'best_ask': '1773.73', 'type': 'ticker', 'sequence': 7373072897, 'trade_id': 22700169, 'price': '1773.72', 'product_id': 'ETH-EUR', 'best_bid': '1773.72', 'volume_24h': '18820.56902264', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592500.84441715', 'time': '2021-07-01T14:21:03.304076Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.99793865', 'best_ask': '1773.73', 'type': 'ticker', 'sequence': 7373072904, 'trade_id': 22700170, 'price': '1773.72', 'product_id': 'ETH-EUR', 'best_bid': '1773.72', 'volume_24h': '18821.56696129', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592501.84235580', 'time': '2021-07-01T14:21:03.327141Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '3.705', 'best_ask': '1773.73', 'type': 'ticker', 'sequence': 7373072932, 'trade_id': 22700171, 'price': '1773.72', 'product_id': 'ETH-EUR', 'best_bid': '1773.72', 'volume_24h': '18825.27196129', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592505.54735580', 'time': '2021-07-01T14:21:03.414232Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '1.52819561', 'best_ask': '1773.73', 'type': 'ticker', 'sequence': 7373072935, 'trade_id': 22700172, 'price': '1773.72', 'product_id': 'ETH-EUR', 'best_bid': '1773.05', 'volume_24h': '18826.80015690', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.07555141', 'time': '2021-07-01T14:21:03.422097Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.01518537', 'best_ask': '1772.64', 'type': 'ticker', 'sequence': 7373073334, 'trade_id': 22700174, 'price': '1771.77', 'product_id': 'ETH-EUR', 'best_bid': '1771.77', 'volume_24h': '18827.31642821', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.59182272', 'time': '2021-07-01T14:21:05.164919Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.02692409', 'best_ask': '1771.94', 'type': 'ticker', 'sequence': 7373073356, 'trade_id': 22700175, 'price': '1771.94', 'product_id': 'ETH-EUR', 'best_bid': '1771.77', 'volume_24h': '18827.34335230', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.61874681', 'time': '2021-07-01T14:21:05.280827Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.00294894', 'best_ask': '1772.15', 'type': 'ticker', 'sequence': 7373073402, 'trade_id': 22700176, 'price': '1771.76', 'product_id': 'ETH-EUR', 'best_bid': '1771.76', 'volume_24h': '18827.34630124', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.62169575', 'time': '2021-07-01T14:21:05.613022Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.06165895', 'best_ask': '1775.29', 'type': 'ticker', 'sequence': 7373072001, 'trade_id': 22700164, 'price': '1774.75', 'product_id': 'ETH-EUR', 'best_bid': '1774.75', 'volume_24h': '18816.74545497', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592497.02084948', 'time': '2021-07-01T14:20:56.966758Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.0050479', 'best_ask': '1775.29', 'type': 'ticker', 'sequence': 7373072033, 'trade_id': 22700165, 'price': '1775.29', 'product_id': 'ETH-EUR', 'best_bid': '1774.70', 'volume_24h': '18816.75050287', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592497.02589738', 'time': '2021-07-01T14:20:57.399531Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.21428185', 'best_ask': '1786.69', 'type': 'ticker', 'sequence': 7373042696, 'trade_id': 22699969, 'price': '1786.16', 'product_id': 'ETH-EUR', 'best_bid': '1786.16', 'volume_24h': '18614.66906656', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592294.94446107', 'time': '2021-07-01T14:18:05.120271Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.78582784', 'best_ask': '1775.02', 'type': 'ticker', 'sequence': 7373069340, 'trade_id': 22700162, 'price': '1774.44', 'product_id': 'ETH-EUR', 'best_bid': '1774.14', 'volume_24h': '18770.57400480', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592450.84939931', 'time': '2021-07-01T14:20:39.677812Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.50108594', 'best_ask': '1772.65', 'type': 'ticker', 'sequence': 7373073277, 'trade_id': 22700173, 'price': '1771.96', 'product_id': 'ETH-EUR', 'best_bid': '1771.95', 'volume_24h': '18827.30124284', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.57663735', 'time': '2021-07-01T14:21:04.608484Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.07280328', 'best_ask': '1772.73', 'type': 'ticker', 'sequence': 7373073619, 'trade_id': 22700177, 'price': '1772.73', 'product_id': 'ETH-EUR', 'best_bid': '1772.29', 'volume_24h': '18827.41910452', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.69449903', 'time': '2021-07-01T14:21:07.335518Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.00742304', 'best_ask': '1773.42', 'type': 'ticker', 'sequence': 7373074128, 'trade_id': 22700178, 'price': '1773.42', 'product_id': 'ETH-EUR', 'best_bid': '1772.96', 'volume_24h': '18827.42652756', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592507.70192207', 'time': '2021-07-01T14:21:11.721821Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.25298231', 'best_ask': '1775.23', 'type': 'ticker', 'sequence': 7373072266, 'trade_id': 22700166, 'price': '1775.23', 'product_id': 'ETH-EUR', 'best_bid': '1774.76', 'volume_24h': '18817.00348518', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592497.27887969', 'time': '2021-07-01T14:20:59.328671Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.5', 'best_ask': '1776.41', 'type': 'ticker', 'sequence': 7373070333, 'trade_id': 22700163, 'price': '1776.41', 'product_id': 'ETH-EUR', 'best_bid': '1776.16', 'volume_24h': '18771.07400480', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592451.34939931', 'time': '2021-07-01T14:20:46.039029Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.04346872', 'best_ask': '1772.89', 'type': 'ticker', 'sequence': 7373075976, 'trade_id': 22700181, 'price': '1772.89', 'product_id': 'ETH-EUR', 'best_bid': '1772.18', 'volume_24h': '18828.46331027', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592508.73870478', 'time': '2021-07-01T14:21:21.019996Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.51759135', 'best_ask': '1772.89', 'type': 'ticker', 'sequence': 7373075985, 'trade_id': 22700182, 'price': '1772.18', 'product_id': 'ETH-EUR', 'best_bid': '1771.83', 'volume_24h': '18828.98090162', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592509.25629613', 'time': '2021-07-01T14:21:21.116400Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.22040516', 'best_ask': '1772.89', 'type': 'ticker', 'sequence': 7373075987, 'trade_id': 22700183, 'price': '1771.83', 'product_id': 'ETH-EUR', 'best_bid': '1771.83', 'volume_24h': '18829.20130678', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592509.47670129', 'time': '2021-07-01T14:21:21.116400Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.25332709', 'best_ask': '1772.24', 'type': 'ticker', 'sequence': 7373077499, 'trade_id': 22700185, 'price': '1772.24', 'product_id': 'ETH-EUR', 'best_bid': '1771.82', 'volume_24h': '18829.93898548', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592510.21437999', 'time': '2021-07-01T14:21:30.063152Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.02582287', 'best_ask': '1772.50', 'type': 'ticker', 'sequence': 7373077536, 'trade_id': 22700186, 'price': '1772.5', 'product_id': 'ETH-EUR', 'best_bid': '1771.85', 'volume_24h': '18829.96480835', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592510.24020286', 'time': '2021-07-01T14:21:30.135536Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.51054394', 'best_ask': '1776.39', 'type': 'ticker', 'sequence': 7373079831, 'trade_id': 22700190, 'price': '1776.39', 'product_id': 'ETH-EUR', 'best_bid': '1775.23', 'volume_24h': '18831.96730019', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592512.24269470', 'time': '2021-07-01T14:21:42.388127Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.48945606', 'best_ask': '1776.39', 'type': 'ticker', 'sequence': 7373079833, 'trade_id': 22700191, 'price': '1776.39', 'product_id': 'ETH-EUR', 'best_bid': '1775.23', 'volume_24h': '18832.45675625', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592512.73215076', 'time': '2021-07-01T14:21:42.388127Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.48651936', 'best_ask': '1774.98', 'type': 'ticker', 'sequence': 7373079163, 'trade_id': 22700189, 'price': '1774.97', 'product_id': 'ETH-EUR', 'best_bid': '1774.53', 'volume_24h': '18831.45675625', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592511.73215076', 'time': '2021-07-01T14:21:39.342786Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.48435161', 'best_ask': '1773.17', 'type': 'ticker', 'sequence': 7373076864, 'trade_id': 22700184, 'price': '1772.99', 'product_id': 'ETH-EUR', 'best_bid': '1772.51', 'volume_24h': '18829.68565839', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592509.96105290', 'time': '2021-07-01T14:21:26.532746Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.50542854', 'best_ask': '1775.11', 'type': 'ticker', 'sequence': 7373078741, 'trade_id': 22700188, 'price': '1774.87', 'product_id': 'ETH-EUR', 'best_bid': '1774.25', 'volume_24h': '18830.97023689', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592511.24563140', 'time': '2021-07-01T14:21:37.142331Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.49845769', 'best_ask': '1772.77', 'type': 'ticker', 'sequence': 7373075333, 'trade_id': 22700179, 'price': '1772.4', 'product_id': 'ETH-EUR', 'best_bid': '1772.35', 'volume_24h': '18827.92498525', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592508.20037976', 'time': '2021-07-01T14:21:17.905494Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.4948563', 'best_ask': '1772.39', 'type': 'ticker', 'sequence': 7373075795, 'trade_id': 22700180, 'price': '1771.97', 'product_id': 'ETH-EUR', 'best_bid': '1771.77', 'volume_24h': '18828.41984155', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592508.69523606', 'time': '2021-07-01T14:21:20.150453Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.5', 'best_ask': '1774.31', 'type': 'ticker', 'sequence': 7373078618, 'trade_id': 22700187, 'price': '1774.31', 'product_id': 'ETH-EUR', 'best_bid': '1773.91', 'volume_24h': '18830.46480835', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592510.74020286', 'time': '2021-07-01T14:21:36.363684Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.02692394', 'best_ask': '1776.36', 'type': 'ticker', 'sequence': 7373079948, 'trade_id': 22700192, 'price': '1776.36', 'product_id': 'ETH-EUR', 'best_bid': '1775.39', 'volume_24h': '18832.48368019', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592512.75907470', 'time': '2021-07-01T14:21:43.117135Z', 'open_24h': '1793.35'}\n",
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      "{'side': 'sell', 'last_size': '0.01761779', 'best_ask': '1771.88', 'type': 'ticker', 'sequence': 7373093424, 'trade_id': 22700241, 'price': '1771.63', 'product_id': 'ETH-EUR', 'best_bid': '1771.63', 'volume_24h': '18871.35124980', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592551.62664431', 'time': '2021-07-01T14:23:30.466319Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '2.048', 'best_ask': '1771.64', 'type': 'ticker', 'sequence': 7373093057, 'trade_id': 22700240, 'price': '1771.27', 'product_id': 'ETH-EUR', 'best_bid': '1771.06', 'volume_24h': '18871.33363201', 'low_24h': '1764.12', 'high_24h': '1929', 'volume_30d': '592551.60902652', 'time': '2021-07-01T14:23:26.026120Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '2.048', 'best_ask': '1751.33', 'type': 'ticker', 'sequence': 7373144670, 'trade_id': 22700633, 'price': '1751.33', 'product_id': 'ETH-EUR', 'best_bid': '1750.09', 'volume_24h': '19358.59449694', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593038.86989145', 'time': '2021-07-01T14:31:05.376355Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.508', 'best_ask': '1750.75', 'type': 'ticker', 'sequence': 7373144821, 'trade_id': 22700634, 'price': '1750.75', 'product_id': 'ETH-EUR', 'best_bid': '1750.00', 'volume_24h': '19359.10249694', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593039.37789145', 'time': '2021-07-01T14:31:06.041107Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.15', 'best_ask': '1750.76', 'type': 'ticker', 'sequence': 7373144887, 'trade_id': 22700635, 'price': '1750.76', 'product_id': 'ETH-EUR', 'best_bid': '1750.00', 'volume_24h': '19359.25249694', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593039.52789145', 'time': '2021-07-01T14:31:06.312750Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.00170808', 'best_ask': '27904.72', 'type': 'ticker', 'sequence': 11943812010, 'trade_id': 46344489, 'price': '27904.72', 'product_id': 'BTC-EUR', 'best_bid': '27904.71', 'volume_24h': '1236.45083630', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.16435050', 'time': '2021-07-01T14:31:06.370248Z', 'open_24h': '29203.32'}\n",
      "{'side': 'buy', 'last_size': '0.0375', 'best_ask': '27904.72', 'type': 'ticker', 'sequence': 11943812038, 'trade_id': 46344490, 'price': '27904.72', 'product_id': 'BTC-EUR', 'best_bid': '27904.71', 'volume_24h': '1236.48833630', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.20185050', 'time': '2021-07-01T14:31:06.478094Z', 'open_24h': '29203.32'}\n",
      "{'side': 'buy', 'last_size': '0.44681657', 'best_ask': '1751.62', 'type': 'ticker', 'sequence': 7373145060, 'trade_id': 22700636, 'price': '1751.62', 'product_id': 'ETH-EUR', 'best_bid': '1751.07', 'volume_24h': '19359.69931351', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593039.97470802', 'time': '2021-07-01T14:31:07.235406Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.44681657', 'best_ask': '1751.62', 'type': 'ticker', 'sequence': 7373145075, 'trade_id': 22700637, 'price': '1751.62', 'product_id': 'ETH-EUR', 'best_bid': '1751.07', 'volume_24h': '19360.14613008', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593040.42152459', 'time': '2021-07-01T14:31:07.287972Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '1', 'best_ask': '1751.62', 'type': 'ticker', 'sequence': 7373145078, 'trade_id': 22700638, 'price': '1751.62', 'product_id': 'ETH-EUR', 'best_bid': '1751.07', 'volume_24h': '19361.14613008', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593041.42152459', 'time': '2021-07-01T14:31:07.298625Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.15436686', 'best_ask': '1751.94', 'type': 'ticker', 'sequence': 7373145095, 'trade_id': 22700639, 'price': '1751.62', 'product_id': 'ETH-EUR', 'best_bid': '1751.07', 'volume_24h': '19361.30049694', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593041.57589145', 'time': '2021-07-01T14:31:07.414468Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.51260669', 'best_ask': '1752.59', 'type': 'ticker', 'sequence': 7373145097, 'trade_id': 22700640, 'price': '1751.94', 'product_id': 'ETH-EUR', 'best_bid': '1751.07', 'volume_24h': '19361.81310363', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593042.08849814', 'time': '2021-07-01T14:31:07.414468Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '3.52025707', 'best_ask': '1753.05', 'type': 'ticker', 'sequence': 7373145136, 'trade_id': 22700641, 'price': '1752.59', 'product_id': 'ETH-EUR', 'best_bid': '1751.52', 'volume_24h': '19365.33336070', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593045.60875521', 'time': '2021-07-01T14:31:07.648428Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.50000973', 'best_ask': '1753.05', 'type': 'ticker', 'sequence': 7373145166, 'trade_id': 22700642, 'price': '1752.18', 'product_id': 'ETH-EUR', 'best_bid': '1751.53', 'volume_24h': '19365.83337043', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593046.10876494', 'time': '2021-07-01T14:31:07.870537Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.49904372', 'best_ask': '1753.05', 'type': 'ticker', 'sequence': 7373145209, 'trade_id': 22700643, 'price': '1752.24', 'product_id': 'ETH-EUR', 'best_bid': '1751.53', 'volume_24h': '19366.33241415', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593046.60780866', 'time': '2021-07-01T14:31:08.057532Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.16031814', 'best_ask': '1752.14', 'type': 'ticker', 'sequence': 7373145245, 'trade_id': 22700644, 'price': '1752.13', 'product_id': 'ETH-EUR', 'best_bid': '1752.13', 'volume_24h': '19366.49273229', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593046.76812680', 'time': '2021-07-01T14:31:08.228096Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.4955724', 'best_ask': '1753.05', 'type': 'ticker', 'sequence': 7373145255, 'trade_id': 22700645, 'price': '1752.14', 'product_id': 'ETH-EUR', 'best_bid': '1752.13', 'volume_24h': '19366.98830469', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593047.26369920', 'time': '2021-07-01T14:31:08.287954Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.48731259', 'best_ask': '1753.50', 'type': 'ticker', 'sequence': 7373145321, 'trade_id': 22700646, 'price': '1753.05', 'product_id': 'ETH-EUR', 'best_bid': '1752.19', 'volume_24h': '19367.47561728', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593047.75101179', 'time': '2021-07-01T14:31:08.464850Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.50985874', 'best_ask': '1753.50', 'type': 'ticker', 'sequence': 7373145352, 'trade_id': 22700647, 'price': '1752.57', 'product_id': 'ETH-EUR', 'best_bid': '1752.19', 'volume_24h': '19367.98547602', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593048.26087053', 'time': '2021-07-01T14:31:08.555803Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.51513492', 'best_ask': '1753.50', 'type': 'ticker', 'sequence': 7373145378, 'trade_id': 22700648, 'price': '1752.72', 'product_id': 'ETH-EUR', 'best_bid': '1752.19', 'volume_24h': '19368.50061094', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593048.77600545', 'time': '2021-07-01T14:31:08.628517Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.0253', 'best_ask': '1753.71', 'type': 'ticker', 'sequence': 7373145411, 'trade_id': 22700649, 'price': '1753.5', 'product_id': 'ETH-EUR', 'best_bid': '1752.96', 'volume_24h': '19368.52591094', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593048.80130545', 'time': '2021-07-01T14:31:08.866981Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.48976533', 'best_ask': '1753.71', 'type': 'ticker', 'sequence': 7373145585, 'trade_id': 22700650, 'price': '1752.43', 'product_id': 'ETH-EUR', 'best_bid': '1752.40', 'volume_24h': '19369.01567627', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593049.29107078', 'time': '2021-07-01T14:31:09.642635Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.16250098', 'best_ask': '1754.21', 'type': 'ticker', 'sequence': 7373145890, 'trade_id': 22700651, 'price': '1752.26', 'product_id': 'ETH-EUR', 'best_bid': '1752.26', 'volume_24h': '19369.17817725', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593049.45357176', 'time': '2021-07-01T14:31:10.852290Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '1.908', 'best_ask': '1754.22', 'type': 'ticker', 'sequence': 7373145974, 'trade_id': 22700652, 'price': '1752.26', 'product_id': 'ETH-EUR', 'best_bid': '1752.26', 'volume_24h': '19371.08617725', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593051.36157176', 'time': '2021-07-01T14:31:11.268867Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.00049902', 'best_ask': '1754.22', 'type': 'ticker', 'sequence': 7373145990, 'trade_id': 22700653, 'price': '1752.26', 'product_id': 'ETH-EUR', 'best_bid': '1751.36', 'volume_24h': '19371.08667627', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593051.36207078', 'time': '2021-07-01T14:31:11.295770Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.02776245', 'best_ask': '1753.89', 'type': 'ticker', 'sequence': 7373146263, 'trade_id': 22700654, 'price': '1753.88', 'product_id': 'ETH-EUR', 'best_bid': '1751.36', 'volume_24h': '19371.11443872', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593051.38983323', 'time': '2021-07-01T14:31:12.615622Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.02845382', 'best_ask': '1753.89', 'type': 'ticker', 'sequence': 7373146265, 'trade_id': 22700655, 'price': '1753.89', 'product_id': 'ETH-EUR', 'best_bid': '1751.36', 'volume_24h': '19371.14289254', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593051.41828705', 'time': '2021-07-01T14:31:12.615622Z', 'open_24h': '1793.35'}\n",
      "{'side': 'buy', 'last_size': '0.08276994', 'best_ask': '1753.87', 'type': 'ticker', 'sequence': 7373146279, 'trade_id': 22700656, 'price': '1753.87', 'product_id': 'ETH-EUR', 'best_bid': '1751.36', 'volume_24h': '19371.22566248', 'low_24h': '1750', 'high_24h': '1929', 'volume_30d': '593051.50105699', 'time': '2021-07-01T14:31:12.706994Z', 'open_24h': '1793.35'}\n",
      "{'side': 'sell', 'last_size': '0.01554674', 'best_ask': '27910.62', 'type': 'ticker', 'sequence': 11943813259, 'trade_id': 46344491, 'price': '27902.72', 'product_id': 'BTC-EUR', 'best_bid': '27898.88', 'volume_24h': '1236.50388304', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.21739724', 'time': '2021-07-01T14:31:12.784554Z', 'open_24h': '29203.32'}\n",
      "{'side': 'sell', 'last_size': '0.00003522', 'best_ask': '27910.62', 'type': 'ticker', 'sequence': 11943813261, 'trade_id': 46344492, 'price': '27898.88', 'product_id': 'BTC-EUR', 'best_bid': '27890.43', 'volume_24h': '1236.50391826', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.21743246', 'time': '2021-07-01T14:31:12.784554Z', 'open_24h': '29203.32'}\n",
      "{'side': 'sell', 'last_size': '0.00044', 'best_ask': '27910.62', 'type': 'ticker', 'sequence': 11943813263, 'trade_id': 46344493, 'price': '27890.43', 'product_id': 'BTC-EUR', 'best_bid': '27890.00', 'volume_24h': '1236.50435826', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.21787246', 'time': '2021-07-01T14:31:12.784554Z', 'open_24h': '29203.32'}\n",
      "{'side': 'sell', 'last_size': '0.003', 'best_ask': '27910.62', 'type': 'ticker', 'sequence': 11943813265, 'trade_id': 46344494, 'price': '27890', 'product_id': 'BTC-EUR', 'best_bid': '27886.30', 'volume_24h': '1236.50735826', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.22087246', 'time': '2021-07-01T14:31:12.784554Z', 'open_24h': '29203.32'}\n",
      "{'side': 'sell', 'last_size': '0.01523638', 'best_ask': '27910.62', 'type': 'ticker', 'sequence': 11943813267, 'trade_id': 46344495, 'price': '27886.3', 'product_id': 'BTC-EUR', 'best_bid': '27886.30', 'volume_24h': '1236.52259464', 'low_24h': '27867.93', 'high_24h': '29701.85', 'volume_30d': '61695.23610884', 'time': '2021-07-01T14:31:12.784554Z', 'open_24h': '29203.32'}\n"
     ]
    }
   ],
   "source": [
    "for hit in res['hits']['hits']:\n",
    "    print( hit[\"_source\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ETH-EUR 2021-07-01T14:21:02.938045Z: 1774.05\n",
      "ETH-EUR 2021-07-01T14:21:02.954407Z: 1774.05\n",
      "ETH-EUR 2021-07-01T14:21:03.304076Z: 1773.72\n",
      "ETH-EUR 2021-07-01T14:21:03.327141Z: 1773.72\n",
      "ETH-EUR 2021-07-01T14:21:03.414232Z: 1773.72\n",
      "ETH-EUR 2021-07-01T14:21:03.422097Z: 1773.72\n",
      "ETH-EUR 2021-07-01T14:21:05.164919Z: 1771.77\n",
      "ETH-EUR 2021-07-01T14:21:05.280827Z: 1771.94\n",
      "ETH-EUR 2021-07-01T14:21:05.613022Z: 1771.76\n",
      "ETH-EUR 2021-07-01T14:20:56.966758Z: 1774.75\n",
      "ETH-EUR 2021-07-01T14:20:57.399531Z: 1775.29\n",
      "ETH-EUR 2021-07-01T14:18:05.120271Z: 1786.16\n",
      "ETH-EUR 2021-07-01T14:20:39.677812Z: 1774.44\n",
      "ETH-EUR 2021-07-01T14:21:04.608484Z: 1771.96\n",
      "ETH-EUR 2021-07-01T14:21:07.335518Z: 1772.73\n",
      "ETH-EUR 2021-07-01T14:21:11.721821Z: 1773.42\n",
      "ETH-EUR 2021-07-01T14:20:59.328671Z: 1775.23\n",
      "ETH-EUR 2021-07-01T14:20:46.039029Z: 1776.41\n",
      "ETH-EUR 2021-07-01T14:21:21.019996Z: 1772.89\n",
      "ETH-EUR 2021-07-01T14:21:21.116400Z: 1772.18\n",
      "ETH-EUR 2021-07-01T14:21:21.116400Z: 1771.83\n",
      "ETH-EUR 2021-07-01T14:21:30.063152Z: 1772.24\n",
      "ETH-EUR 2021-07-01T14:21:30.135536Z: 1772.5\n",
      "ETH-EUR 2021-07-01T14:21:42.388127Z: 1776.39\n",
      "ETH-EUR 2021-07-01T14:21:42.388127Z: 1776.39\n",
      "ETH-EUR 2021-07-01T14:21:39.342786Z: 1774.97\n",
      "ETH-EUR 2021-07-01T14:21:26.532746Z: 1772.99\n",
      "ETH-EUR 2021-07-01T14:21:37.142331Z: 1774.87\n",
      "ETH-EUR 2021-07-01T14:21:17.905494Z: 1772.4\n",
      "ETH-EUR 2021-07-01T14:21:20.150453Z: 1771.97\n",
      "ETH-EUR 2021-07-01T14:21:36.363684Z: 1774.31\n",
      "ETH-EUR 2021-07-01T14:21:43.117135Z: 1776.36\n",
      "ETH-EUR 2021-07-01T14:21:43.720408Z: 1775.36\n",
      "ETH-EUR 2021-07-01T14:22:05.390359Z: 1772.47\n",
      "ETH-EUR 2021-07-01T14:22:05.454094Z: 1772.67\n",
      "ETH-EUR 2021-07-01T14:22:03.260600Z: 1773.26\n",
      "ETH-EUR 2021-07-01T14:22:03.808742Z: 1773.66\n",
      "ETH-EUR 2021-07-01T14:21:45.072666Z: 1777.16\n",
      "ETH-EUR 2021-07-01T14:21:45.242582Z: 1777.15\n",
      "ETH-EUR 2021-07-01T14:21:48.843238Z: 1777.12\n",
      "ETH-EUR 2021-07-01T14:21:52.288325Z: 1776.95\n",
      "ETH-EUR 2021-07-01T14:21:43.976736Z: 1776.52\n",
      "ETH-EUR 2021-07-01T14:21:51.375547Z: 1777.81\n",
      "ETH-EUR 2021-07-01T14:21:46.268667Z: 1777.14\n",
      "ETH-EUR 2021-07-01T14:22:59.154315Z: 1772.46\n",
      "ETH-EUR 2021-07-01T14:22:59.155997Z: 1772.46\n",
      "ETH-EUR 2021-07-01T14:22:59.340554Z: 1771.81\n",
      "ETH-EUR 2021-07-01T14:22:59.419079Z: 1771.81\n",
      "ETH-EUR 2021-07-01T14:22:59.467743Z: 1771.81\n",
      "ETH-EUR 2021-07-01T14:22:59.478220Z: 1771.81\n",
      "ETH-EUR 2021-07-01T14:22:59.746186Z: 1771.31\n",
      "ETH-EUR 2021-07-01T14:22:59.755686Z: 1771.31\n",
      "ETH-EUR 2021-07-01T14:22:59.759738Z: 1771.31\n",
      "ETH-EUR 2021-07-01T14:22:59.787849Z: 1771.31\n",
      "ETH-EUR 2021-07-01T14:22:59.811263Z: 1771.31\n",
      "ETH-EUR 2021-07-01T14:22:53.260811Z: 1772.92\n",
      "ETH-EUR 2021-07-01T14:22:53.260811Z: 1772.99\n",
      "ETH-EUR 2021-07-01T14:22:12.840848Z: 1774.33\n",
      "ETH-EUR 2021-07-01T14:22:17.239691Z: 1772.29\n",
      "ETH-EUR 2021-07-01T14:22:07.220810Z: 1773.86\n",
      "ETH-EUR 2021-07-01T14:22:15.098515Z: 1773.18\n",
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      "BTC-EUR 2021-07-01T14:31:04.906438Z: 27904.72\n",
      "ETH-EUR 2021-07-01T14:31:05.177712Z: 1751.33\n",
      "ETH-EUR 2021-07-01T14:31:05.192396Z: 1751.33\n",
      "ETH-EUR 2021-07-01T14:31:05.206275Z: 1751.33\n",
      "ETH-EUR 2021-07-01T14:18:09.207266Z: 1784.94\n",
      "ETH-EUR 2021-07-01T14:18:11.791342Z: 1783.61\n",
      "ETH-EUR 2021-07-01T14:18:11.847949Z: 1783.65\n",
      "ETH-EUR 2021-07-01T14:18:14.075426Z: 1783.2\n",
      "ETH-EUR 2021-07-01T14:18:14.115801Z: 1783.2\n",
      "ETH-EUR 2021-07-01T14:18:14.248912Z: 1783.2\n",
      "ETH-EUR 2021-07-01T14:18:14.267367Z: 1783.2\n",
      "ETH-EUR 2021-07-01T14:18:16.138292Z: 1781.61\n",
      "ETH-EUR 2021-07-01T14:18:18.664001Z: 1780.81\n",
      "ETH-EUR 2021-07-01T14:18:18.675060Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.680128Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.687019Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.691750Z: 1781.57\n",
      "ETH-EUR 2021-07-01T14:18:18.691750Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.698607Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.709923Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.715847Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.716120Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.727718Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.733379Z: 1780.8\n",
      "ETH-EUR 2021-07-01T14:18:18.742795Z: 1780.59\n",
      "ETH-EUR 2021-07-01T14:18:18.742795Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.758780Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.768378Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.773117Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.786930Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.808354Z: 1780.55\n",
      "ETH-EUR 2021-07-01T14:18:18.808354Z: 1780.21\n",
      "ETH-EUR 2021-07-01T14:18:19.172658Z: 1779.61\n",
      "ETH-EUR 2021-07-01T14:18:19.406258Z: 1779.61\n",
      "ETH-EUR 2021-07-01T14:18:19.557774Z: 1779.48\n",
      "ETH-EUR 2021-07-01T14:18:19.572172Z: 1779\n",
      "ETH-EUR 2021-07-01T14:18:19.572172Z: 1778.47\n",
      "ETH-EUR 2021-07-01T14:18:20.846908Z: 1776.89\n",
      "ETH-EUR 2021-07-01T14:18:22.046445Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.051241Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.051773Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.550993Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.946833Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.951172Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.958033Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:22.964249Z: 1776.25\n",
      "ETH-EUR 2021-07-01T14:18:23.371956Z: 1776.36\n",
      "ETH-EUR 2021-07-01T14:18:23.949820Z: 1776.96\n",
      "ETH-EUR 2021-07-01T14:18:23.958509Z: 1776.96\n",
      "ETH-EUR 2021-07-01T14:18:23.991554Z: 1776.96\n",
      "ETH-EUR 2021-07-01T14:18:24.011616Z: 1776.96\n",
      "ETH-EUR 2021-07-01T14:18:24.057373Z: 1777.04\n",
      "ETH-EUR 2021-07-01T14:18:24.128798Z: 1777.17\n",
      "ETH-EUR 2021-07-01T14:18:24.137423Z: 1777.17\n",
      "ETH-EUR 2021-07-01T14:18:26.043448Z: 1777.48\n",
      "ETH-EUR 2021-07-01T14:18:27.201466Z: 1778.61\n",
      "ETH-EUR 2021-07-01T14:18:29.398893Z: 1777.67\n",
      "ETH-EUR 2021-07-01T14:18:32.365182Z: 1776.54\n",
      "ETH-EUR 2021-07-01T14:18:32.418412Z: 1776.54\n",
      "ETH-EUR 2021-07-01T14:18:32.681358Z: 1775.92\n",
      "ETH-EUR 2021-07-01T14:18:32.681358Z: 1775.91\n",
      "ETH-EUR 2021-07-01T14:18:32.911060Z: 1775.44\n",
      "ETH-EUR 2021-07-01T14:18:33.063148Z: 1775.59\n",
      "ETH-EUR 2021-07-01T14:18:33.567627Z: 1774.51\n",
      "ETH-EUR 2021-07-01T14:18:33.826355Z: 1774.82\n",
      "ETH-EUR 2021-07-01T14:18:34.769774Z: 1775.33\n",
      "ETH-EUR 2021-07-01T14:18:34.865325Z: 1775.39\n",
      "ETH-EUR 2021-07-01T14:18:38.410871Z: 1775\n",
      "ETH-EUR 2021-07-01T14:18:38.490661Z: 1774.99\n",
      "ETH-EUR 2021-07-01T14:18:38.966869Z: 1774.99\n",
      "ETH-EUR 2021-07-01T14:18:39.117891Z: 1774.99\n",
      "ETH-EUR 2021-07-01T14:18:39.144719Z: 1774.99\n",
      "ETH-EUR 2021-07-01T14:18:39.162338Z: 1774.99\n",
      "ETH-EUR 2021-07-01T14:18:40.964494Z: 1774.5\n",
      "ETH-EUR 2021-07-01T14:18:41.044306Z: 1774.5\n",
      "ETH-EUR 2021-07-01T14:18:41.090742Z: 1774.48\n",
      "ETH-EUR 2021-07-01T14:18:41.905381Z: 1774.31\n",
      "ETH-EUR 2021-07-01T14:18:42.194834Z: 1774.31\n",
      "ETH-EUR 2021-07-01T14:18:42.206723Z: 1774.25\n",
      "ETH-EUR 2021-07-01T14:18:43.868413Z: 1772.02\n",
      "ETH-EUR 2021-07-01T14:18:43.868413Z: 1771.84\n",
      "ETH-EUR 2021-07-01T14:18:46.043537Z: 1771.97\n",
      "ETH-EUR 2021-07-01T14:18:49.333702Z: 1771.26\n",
      "ETH-EUR 2021-07-01T14:18:50.909914Z: 1772\n",
      "ETH-EUR 2021-07-01T14:19:04.727560Z: 1775.06\n",
      "ETH-EUR 2021-07-01T14:19:05.049312Z: 1774.23\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1765\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1765\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1765\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1765\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1765\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.83\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.82\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.77\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.71\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.64\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.62\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.54\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.53\n",
      "ETH-EUR 2021-07-01T14:30:55.379511Z: 1764.43\n",
      "ETH-EUR 2021-07-01T14:30:46.715805Z: 1767.83\n",
      "BTC-EUR 2021-07-01T14:30:47.033805Z: 27965.54\n",
      "BTC-EUR 2021-07-01T14:30:47.033805Z: 27968.64\n",
      "BTC-EUR 2021-07-01T14:30:47.221183Z: 27965.58\n",
      "ETH-EUR 2021-07-01T14:30:50.520849Z: 1765.21\n",
      "ETH-EUR 2021-07-01T14:30:50.594542Z: 1766.29\n",
      "ETH-EUR 2021-07-01T14:30:51.050147Z: 1766.17\n",
      "ETH-EUR 2021-07-01T14:30:43.285333Z: 1767.93\n",
      "BTC-EUR 2021-07-01T14:30:42.980475Z: 27959.51\n",
      "ETH-EUR 2021-07-01T14:30:47.532111Z: 1766.93\n",
      "BTC-EUR 2021-07-01T14:30:48.205955Z: 27955.36\n",
      "BTC-EUR 2021-07-01T14:30:48.566194Z: 27965.42\n",
      "BTC-EUR 2021-07-01T14:30:48.566194Z: 27967.66\n",
      "ETH-EUR 2021-07-01T14:30:50.520849Z: 1765.44\n",
      "ETH-EUR 2021-07-01T14:30:50.520849Z: 1765.21\n",
      "ETH-EUR 2021-07-01T14:23:30.466319Z: 1771.63\n",
      "ETH-EUR 2021-07-01T14:23:26.026120Z: 1771.27\n",
      "ETH-EUR 2021-07-01T14:31:05.376355Z: 1751.33\n",
      "ETH-EUR 2021-07-01T14:31:06.041107Z: 1750.75\n",
      "ETH-EUR 2021-07-01T14:31:06.312750Z: 1750.76\n",
      "BTC-EUR 2021-07-01T14:31:06.370248Z: 27904.72\n",
      "BTC-EUR 2021-07-01T14:31:06.478094Z: 27904.72\n",
      "ETH-EUR 2021-07-01T14:31:07.235406Z: 1751.62\n",
      "ETH-EUR 2021-07-01T14:31:07.287972Z: 1751.62\n",
      "ETH-EUR 2021-07-01T14:31:07.298625Z: 1751.62\n",
      "ETH-EUR 2021-07-01T14:31:07.414468Z: 1751.62\n",
      "ETH-EUR 2021-07-01T14:31:07.414468Z: 1751.94\n",
      "ETH-EUR 2021-07-01T14:31:07.648428Z: 1752.59\n",
      "ETH-EUR 2021-07-01T14:31:07.870537Z: 1752.18\n",
      "ETH-EUR 2021-07-01T14:31:08.057532Z: 1752.24\n",
      "ETH-EUR 2021-07-01T14:31:08.228096Z: 1752.13\n",
      "ETH-EUR 2021-07-01T14:31:08.287954Z: 1752.14\n",
      "ETH-EUR 2021-07-01T14:31:08.464850Z: 1753.05\n",
      "ETH-EUR 2021-07-01T14:31:08.555803Z: 1752.57\n",
      "ETH-EUR 2021-07-01T14:31:08.628517Z: 1752.72\n",
      "ETH-EUR 2021-07-01T14:31:08.866981Z: 1753.5\n",
      "ETH-EUR 2021-07-01T14:31:09.642635Z: 1752.43\n",
      "ETH-EUR 2021-07-01T14:31:10.852290Z: 1752.26\n",
      "ETH-EUR 2021-07-01T14:31:11.268867Z: 1752.26\n",
      "ETH-EUR 2021-07-01T14:31:11.295770Z: 1752.26\n",
      "ETH-EUR 2021-07-01T14:31:12.615622Z: 1753.88\n",
      "ETH-EUR 2021-07-01T14:31:12.615622Z: 1753.89\n",
      "ETH-EUR 2021-07-01T14:31:12.706994Z: 1753.87\n",
      "BTC-EUR 2021-07-01T14:31:12.784554Z: 27902.72\n",
      "BTC-EUR 2021-07-01T14:31:12.784554Z: 27898.88\n",
      "BTC-EUR 2021-07-01T14:31:12.784554Z: 27890.43\n",
      "BTC-EUR 2021-07-01T14:31:12.784554Z: 27890\n",
      "BTC-EUR 2021-07-01T14:31:12.784554Z: 27886.3\n"
     ]
    }
   ],
   "source": [
    "for hit in res['hits']['hits']:\n",
    "    print(\"%(product_id)s %(time)s: %(price)s\" % hit[\"_source\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Load elastic output as Pandas DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "_index                 object\n",
       "_type                  object\n",
       "_id                    object\n",
       "_score                float64\n",
       "_source.side           object\n",
       "_source.last_size      object\n",
       "_source.best_ask       object\n",
       "_source.type           object\n",
       "_source.sequence        int64\n",
       "_source.trade_id        int64\n",
       "_source.price          object\n",
       "_source.product_id     object\n",
       "_source.best_bid       object\n",
       "_source.volume_24h     object\n",
       "_source.low_24h        object\n",
       "_source.high_24h       object\n",
       "_source.volume_30d     object\n",
       "_source.time           object\n",
       "_source.open_24h       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pandas import json_normalize\n",
    "df = json_normalize(res['hits']['hits'])\n",
    "\n",
    "#Show columns & types\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>_index</th>\n",
       "      <th>_type</th>\n",
       "      <th>_id</th>\n",
       "      <th>_score</th>\n",
       "      <th>_source.side</th>\n",
       "      <th>_source.last_size</th>\n",
       "      <th>_source.best_ask</th>\n",
       "      <th>_source.type</th>\n",
       "      <th>_source.sequence</th>\n",
       "      <th>_source.trade_id</th>\n",
       "      <th>_source.price</th>\n",
       "      <th>_source.product_id</th>\n",
       "      <th>_source.best_bid</th>\n",
       "      <th>_source.volume_24h</th>\n",
       "      <th>_source.low_24h</th>\n",
       "      <th>_source.high_24h</th>\n",
       "      <th>_source.volume_30d</th>\n",
       "      <th>_source.time</th>\n",
       "      <th>_source.open_24h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+282</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>2.48367763</td>\n",
       "      <td>1774.48</td>\n",
       "      <td>ticker</td>\n",
       "      <td>7373072809</td>\n",
       "      <td>22700167</td>\n",
       "      <td>1774.05</td>\n",
       "      <td>ETH-EUR</td>\n",
       "      <td>1774.05</td>\n",
       "      <td>18819.48716281</td>\n",
       "      <td>1764.12</td>\n",
       "      <td>1929</td>\n",
       "      <td>592499.76255732</td>\n",
       "      <td>2021-07-01T14:21:02.938045Z</td>\n",
       "      <td>1793.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+283</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.68267312</td>\n",
       "      <td>1774.48</td>\n",
       "      <td>ticker</td>\n",
       "      <td>7373072814</td>\n",
       "      <td>22700168</td>\n",
       "      <td>1774.05</td>\n",
       "      <td>ETH-EUR</td>\n",
       "      <td>1774.05</td>\n",
       "      <td>18820.16983593</td>\n",
       "      <td>1764.12</td>\n",
       "      <td>1929</td>\n",
       "      <td>592500.44523044</td>\n",
       "      <td>2021-07-01T14:21:02.954407Z</td>\n",
       "      <td>1793.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+284</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.39918671</td>\n",
       "      <td>1773.73</td>\n",
       "      <td>ticker</td>\n",
       "      <td>7373072897</td>\n",
       "      <td>22700169</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>ETH-EUR</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>18820.56902264</td>\n",
       "      <td>1764.12</td>\n",
       "      <td>1929</td>\n",
       "      <td>592500.84441715</td>\n",
       "      <td>2021-07-01T14:21:03.304076Z</td>\n",
       "      <td>1793.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+285</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.99793865</td>\n",
       "      <td>1773.73</td>\n",
       "      <td>ticker</td>\n",
       "      <td>7373072904</td>\n",
       "      <td>22700170</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>ETH-EUR</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>18821.56696129</td>\n",
       "      <td>1764.12</td>\n",
       "      <td>1929</td>\n",
       "      <td>592501.84235580</td>\n",
       "      <td>2021-07-01T14:21:03.327141Z</td>\n",
       "      <td>1793.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+286</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>3.705</td>\n",
       "      <td>1773.73</td>\n",
       "      <td>ticker</td>\n",
       "      <td>7373072932</td>\n",
       "      <td>22700171</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>ETH-EUR</td>\n",
       "      <td>1773.72</td>\n",
       "      <td>18825.27196129</td>\n",
       "      <td>1764.12</td>\n",
       "      <td>1929</td>\n",
       "      <td>592505.54735580</td>\n",
       "      <td>2021-07-01T14:21:03.414232Z</td>\n",
       "      <td>1793.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+657</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.01554674</td>\n",
       "      <td>27910.62</td>\n",
       "      <td>ticker</td>\n",
       "      <td>11943813259</td>\n",
       "      <td>46344491</td>\n",
       "      <td>27902.72</td>\n",
       "      <td>BTC-EUR</td>\n",
       "      <td>27898.88</td>\n",
       "      <td>1236.50388304</td>\n",
       "      <td>27867.93</td>\n",
       "      <td>29701.85</td>\n",
       "      <td>61695.21739724</td>\n",
       "      <td>2021-07-01T14:31:12.784554Z</td>\n",
       "      <td>29203.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+658</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.00003522</td>\n",
       "      <td>27910.62</td>\n",
       "      <td>ticker</td>\n",
       "      <td>11943813261</td>\n",
       "      <td>46344492</td>\n",
       "      <td>27898.88</td>\n",
       "      <td>BTC-EUR</td>\n",
       "      <td>27890.43</td>\n",
       "      <td>1236.50391826</td>\n",
       "      <td>27867.93</td>\n",
       "      <td>29701.85</td>\n",
       "      <td>61695.21743246</td>\n",
       "      <td>2021-07-01T14:31:12.784554Z</td>\n",
       "      <td>29203.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+659</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.00044</td>\n",
       "      <td>27910.62</td>\n",
       "      <td>ticker</td>\n",
       "      <td>11943813263</td>\n",
       "      <td>46344493</td>\n",
       "      <td>27890.43</td>\n",
       "      <td>BTC-EUR</td>\n",
       "      <td>27890.00</td>\n",
       "      <td>1236.50435826</td>\n",
       "      <td>27867.93</td>\n",
       "      <td>29701.85</td>\n",
       "      <td>61695.21787246</td>\n",
       "      <td>2021-07-01T14:31:12.784554Z</td>\n",
       "      <td>29203.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.003</td>\n",
       "      <td>27910.62</td>\n",
       "      <td>ticker</td>\n",
       "      <td>11943813265</td>\n",
       "      <td>46344494</td>\n",
       "      <td>27890</td>\n",
       "      <td>BTC-EUR</td>\n",
       "      <td>27886.30</td>\n",
       "      <td>1236.50735826</td>\n",
       "      <td>27867.93</td>\n",
       "      <td>29701.85</td>\n",
       "      <td>61695.22087246</td>\n",
       "      <td>2021-07-01T14:31:12.784554Z</td>\n",
       "      <td>29203.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>tickers</td>\n",
       "      <td>_doc</td>\n",
       "      <td>tickers+0+661</td>\n",
       "      <td>1.0</td>\n",
       "      <td>sell</td>\n",
       "      <td>0.01523638</td>\n",
       "      <td>27910.62</td>\n",
       "      <td>ticker</td>\n",
       "      <td>11943813267</td>\n",
       "      <td>46344495</td>\n",
       "      <td>27886.3</td>\n",
       "      <td>BTC-EUR</td>\n",
       "      <td>27886.30</td>\n",
       "      <td>1236.52259464</td>\n",
       "      <td>27867.93</td>\n",
       "      <td>29701.85</td>\n",
       "      <td>61695.23610884</td>\n",
       "      <td>2021-07-01T14:31:12.784554Z</td>\n",
       "      <td>29203.32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>468 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      _index _type            _id  _score _source.side _source.last_size  \\\n",
       "0    tickers  _doc  tickers+0+282     1.0         sell        2.48367763   \n",
       "1    tickers  _doc  tickers+0+283     1.0         sell        0.68267312   \n",
       "2    tickers  _doc  tickers+0+284     1.0         sell        0.39918671   \n",
       "3    tickers  _doc  tickers+0+285     1.0         sell        0.99793865   \n",
       "4    tickers  _doc  tickers+0+286     1.0         sell             3.705   \n",
       "..       ...   ...            ...     ...          ...               ...   \n",
       "463  tickers  _doc  tickers+0+657     1.0         sell        0.01554674   \n",
       "464  tickers  _doc  tickers+0+658     1.0         sell        0.00003522   \n",
       "465  tickers  _doc  tickers+0+659     1.0         sell           0.00044   \n",
       "466  tickers  _doc  tickers+0+660     1.0         sell             0.003   \n",
       "467  tickers  _doc  tickers+0+661     1.0         sell        0.01523638   \n",
       "\n",
       "    _source.best_ask _source.type  _source.sequence  _source.trade_id  \\\n",
       "0            1774.48       ticker        7373072809          22700167   \n",
       "1            1774.48       ticker        7373072814          22700168   \n",
       "2            1773.73       ticker        7373072897          22700169   \n",
       "3            1773.73       ticker        7373072904          22700170   \n",
       "4            1773.73       ticker        7373072932          22700171   \n",
       "..               ...          ...               ...               ...   \n",
       "463         27910.62       ticker       11943813259          46344491   \n",
       "464         27910.62       ticker       11943813261          46344492   \n",
       "465         27910.62       ticker       11943813263          46344493   \n",
       "466         27910.62       ticker       11943813265          46344494   \n",
       "467         27910.62       ticker       11943813267          46344495   \n",
       "\n",
       "    _source.price _source.product_id _source.best_bid _source.volume_24h  \\\n",
       "0         1774.05            ETH-EUR          1774.05     18819.48716281   \n",
       "1         1774.05            ETH-EUR          1774.05     18820.16983593   \n",
       "2         1773.72            ETH-EUR          1773.72     18820.56902264   \n",
       "3         1773.72            ETH-EUR          1773.72     18821.56696129   \n",
       "4         1773.72            ETH-EUR          1773.72     18825.27196129   \n",
       "..            ...                ...              ...                ...   \n",
       "463      27902.72            BTC-EUR         27898.88      1236.50388304   \n",
       "464      27898.88            BTC-EUR         27890.43      1236.50391826   \n",
       "465      27890.43            BTC-EUR         27890.00      1236.50435826   \n",
       "466         27890            BTC-EUR         27886.30      1236.50735826   \n",
       "467       27886.3            BTC-EUR         27886.30      1236.52259464   \n",
       "\n",
       "    _source.low_24h _source.high_24h _source.volume_30d  \\\n",
       "0           1764.12             1929    592499.76255732   \n",
       "1           1764.12             1929    592500.44523044   \n",
       "2           1764.12             1929    592500.84441715   \n",
       "3           1764.12             1929    592501.84235580   \n",
       "4           1764.12             1929    592505.54735580   \n",
       "..              ...              ...                ...   \n",
       "463        27867.93         29701.85     61695.21739724   \n",
       "464        27867.93         29701.85     61695.21743246   \n",
       "465        27867.93         29701.85     61695.21787246   \n",
       "466        27867.93         29701.85     61695.22087246   \n",
       "467        27867.93         29701.85     61695.23610884   \n",
       "\n",
       "                    _source.time _source.open_24h  \n",
       "0    2021-07-01T14:21:02.938045Z          1793.35  \n",
       "1    2021-07-01T14:21:02.954407Z          1793.35  \n",
       "2    2021-07-01T14:21:03.304076Z          1793.35  \n",
       "3    2021-07-01T14:21:03.327141Z          1793.35  \n",
       "4    2021-07-01T14:21:03.414232Z          1793.35  \n",
       "..                           ...              ...  \n",
       "463  2021-07-01T14:31:12.784554Z         29203.32  \n",
       "464  2021-07-01T14:31:12.784554Z         29203.32  \n",
       "465  2021-07-01T14:31:12.784554Z         29203.32  \n",
       "466  2021-07-01T14:31:12.784554Z         29203.32  \n",
       "467  2021-07-01T14:31:12.784554Z         29203.32  \n",
       "\n",
       "[468 rows x 19 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the data\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. Plot  google stock price evolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for /: 'str' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-16-0c6cb936c1ba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0morder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margsort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromtimestamp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m1000.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.price'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[1;32m   4136\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4137\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4138\u001b[0;31m                 \u001b[0mmapped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4139\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4140\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m<ipython-input-16-0c6cb936c1ba>\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0morder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margsort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromtimestamp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m1000.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_source.price'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'str' and 'float'"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "\n",
    "#df2 = df[ (df['_source.symbol']=='GOOG') & (df['_source.latestUpdate']< 1563300000000) &  (df['_source.latestUpdate']> 1563250000000) ]\n",
    "df2 = df[ (df['_source.product_id']=='ETH-EUR')]\n",
    "#print( df2['_source.latestUpdate'].apply(lambda x : datetime.fromtimestamp(x/1000.0)))\n",
    "\n",
    "order = np.argsort(df2['_source.time'])\n",
    "\n",
    "x = np.array(df2['_source.time'].apply(lambda x : datetime.fromtimestamp(x/1000.0)))[order]\n",
    "y = np.array(df2['_source.price'])[order]\n",
    "                                      \n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "# beautify the x-labels\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
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