oms/notebooks/Master_system_run_debugger.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c1c7f767",
   "metadata": {},
   "source": [
    "# Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7652879f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:53.698825Z",
     "start_time": "2023-07-13T14:22:53.694888Z"
    }
   },
   "outputs": [],
   "source": [
    "# TODO(Grisha): unit test the notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "650890a5",
   "metadata": {},
   "source": [
    "The notebook loads prod system run output for debugging purposes. E.g., loads DAG output for a specific node / bar timestamp to check the data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8aeead9c",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4d748302",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:54.271441Z",
     "start_time": "2023-07-13T14:22:53.701252Z"
    }
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac431cee",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:57.482151Z",
     "start_time": "2023-07-13T14:22:54.273885Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/app/amp/core/signal_processing/decorrelation.py:12: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
      "  from tqdm.autonotebook import tqdm\n"
     ]
    }
   ],
   "source": [
    "import logging\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import core.config as cconfig\n",
    "import core.finance as cofinanc\n",
    "import dataflow.core as dtfcore\n",
    "import helpers.hdbg as hdbg\n",
    "import helpers.henv as henv\n",
    "import helpers.hprint as hprint\n",
    "import reconciliation as reconcil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a56dfbbf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:57.817640Z",
     "start_time": "2023-07-13T14:22:57.485134Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[36mINFO\u001b[0m: > cmd='/venv/lib/python3.8/site-packages/ipykernel_launcher.py -f /home/.local/share/jupyter/runtime/kernel-74dd5ddb-861c-4074-84e5-6e7d73b4d3d6.json'\n",
      "WARNING: Running in Jupyter\n",
      "\u001b[31m-----------------------------------------------------------------------------\n",
      "This code is not in sync with the container:\n",
      "code_version='1.4.2' != container_version='1.4.0'\n",
      "-----------------------------------------------------------------------------\n",
      "You need to:\n",
      "- merge origin/master into your branch with `invoke git_merge_master`\n",
      "- pull the latest container with `invoke docker_pull`\u001b[0m\n",
      "INFO  # Git\n",
      "  branch_name='CmTask4723_C5b_failure'\n",
      "  hash='6d86ca9b0'\n",
      "  # Last commits:\n",
      "    *   6d86ca9b0 DanilYachmenev Merge branch 'master' into CmTask4723_C5b_failure                 (18 minutes ago) Thu Jul 13 14:04:50 2023  (HEAD -> CmTask4723_C5b_failure, origin/CmTask4723_C5b_failure)\n",
      "    |\\  \n",
      "    | * fe2db79c9 Samarth KaPatel CmTask4744 System reconciliation gdoc to md (#4764)               (82 minutes ago) Thu Jul 13 13:01:09 2023  (origin/master, origin/HEAD, master)\n",
      "    | * e53992630 Nina Lee Cm task4487 change prod system results dir structure 1 (#4683)    (   3 hours ago) Thu Jul 13 11:36:15 2023           \n",
      "# Machine info\n",
      "  system=Linux\n",
      "  node name=ddc702ff8a79\n",
      "  release=5.15.0-1039-aws\n",
      "  version=#44~20.04.1-Ubuntu SMP Thu Jun 22 12:21:12 UTC 2023\n",
      "  machine=x86_64\n",
      "  processor=x86_64\n",
      "  cpu count=8\n",
      "  cpu freq=scpufreq(current=2499.9959999999996, min=0.0, max=0.0)\n",
      "  memory=svmem(total=33280286720, available=24299352064, percent=27.0, used=8520970240, free=14457835520, active=5400682496, inactive=11463495680, buffers=1877581824, cached=8423899136, shared=2736128, slab=1621852160)\n",
      "  disk usage=sdiskusage(total=156052275200, used=40050425856, free=115985072128, percent=25.7)\n",
      "# Packages\n",
      "  python: 3.8.10\n",
      "  cvxopt: 1.3.0\n",
      "  cvxpy: 1.2.2\n",
      "  gluonnlp: ?\n",
      "  gluonts: 0.6.7\n",
      "  joblib: 1.2.0\n",
      "  mxnet: 1.9.1\n",
      "  numpy: 1.23.4\n",
      "  pandas: 1.5.1\n",
      "  pyarrow: 10.0.0\n",
      "  scipy: 1.9.3\n",
      "  seaborn: 0.12.1\n",
      "  sklearn: 1.1.3\n",
      "  statsmodels: 0.13.5\n"
     ]
    }
   ],
   "source": [
    "hdbg.init_logger(verbosity=logging.INFO)\n",
    "\n",
    "_LOG = logging.getLogger(__name__)\n",
    "\n",
    "_LOG.info(\"%s\", henv.get_system_signature()[0])\n",
    "\n",
    "hprint.config_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd870786",
   "metadata": {},
   "source": [
    "# Build the config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "232eb378",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:57.872476Z",
     "start_time": "2023-07-13T14:22:57.821969Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO  Using hardwired config\n",
      "dst_root_dir: /shared_data/ecs/preprod/system_reconciliation\n",
      "dag_builder_name: C5b\n",
      "run_mode: paper_trading\n",
      "start_timestamp_as_str: 20230713_131000\n",
      "end_timestamp_as_str: 20230714_130500\n",
      "mode: scheduled\n",
      "node_name: predict.9.process_forecasts\n",
      "bar_timestamp: 2023-07-13 10:20:00-04:00\n",
      "asset_id: 2484635488\n",
      "columns: ['close', 'feature']\n"
     ]
    }
   ],
   "source": [
    "# Get config from env when running the notebook via the `run_notebook.py` script, e.g.,\n",
    "# in the system reconciliation flow.\n",
    "config = cconfig.get_config_from_env()\n",
    "if config:\n",
    "    _LOG.info(\"Using config from env vars\")\n",
    "else:\n",
    "    _LOG.info(\"Using hardwired config\")\n",
    "    # Specify the config directly when running the notebook manually.\n",
    "    # Below is just an example.\n",
    "    config_dict = {\n",
    "        \"dst_root_dir\": \"/shared_data/ecs/preprod/system_reconciliation\",\n",
    "        \"dag_builder_name\": \"C5b\",\n",
    "        \"run_mode\": \"paper_trading\",\n",
    "        \"start_timestamp_as_str\": \"20230713_131000\",\n",
    "        \"end_timestamp_as_str\": \"20230714_130500\",\n",
    "        \"mode\": \"scheduled\",\n",
    "        \"node_name\": \"predict.9.process_forecasts\",\n",
    "        \"bar_timestamp\": pd.Timestamp(\"2023-07-13 10:20:00-04:00\"),\n",
    "        \"asset_id\": 2484635488,\n",
    "        \"columns\": [\"close\", \"feature\"],\n",
    "    }\n",
    "    config = cconfig.Config.from_dict(config_dict)\n",
    "print(config)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f3503b2",
   "metadata": {},
   "source": [
    "# Specify data to load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3ebbe4d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:57.932645Z",
     "start_time": "2023-07-13T14:22:57.875424Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO  dst_root_dir='/shared_data/ecs/preprod/system_reconciliation', dag_builder_name='C5b', run_mode='paper_trading', start_timestamp_as_str='20230713_131000', end_timestamp_as_str='20230714_130500'\n",
      "INFO  target_dir='/shared_data/ecs/preprod/system_reconciliation/C5b/paper_trading/20230713_131000.20230714_130500'\n",
      "INFO  system_log_dir='system_log_dir.scheduled'\n",
      "INFO  system_log_dir=/shared_data/ecs/preprod/system_reconciliation/C5b/paper_trading/20230713_131000.20230714_130500/system_log_dir.scheduled\n"
     ]
    }
   ],
   "source": [
    "target_dir = reconcil.get_target_dir(\n",
    "    config[\"dst_root_dir\"],\n",
    "    config[\"dag_builder_name\"],\n",
    "    config[\"run_mode\"],\n",
    "    config[\"start_timestamp_as_str\"],\n",
    "    config[\"end_timestamp_as_str\"],\n",
    ")\n",
    "system_log_dir = reconcil.get_prod_system_log_dir(config[\"mode\"])\n",
    "system_log_dir = os.path.join(target_dir, system_log_dir)\n",
    "_LOG.info(\"system_log_dir=%s\", system_log_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c58c2b1c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:57.970531Z",
     "start_time": "2023-07-13T14:22:57.934774Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO  dag_data_dir=/shared_data/ecs/preprod/system_reconciliation/C5b/paper_trading/20230713_131000.20230714_130500/system_log_dir.scheduled/dag/node_io/node_io.data\n"
     ]
    }
   ],
   "source": [
    "dag_data_dir = reconcil.get_data_type_system_log_path(system_log_dir, \"dag_data\")\n",
    "_LOG.info(\"dag_data_dir=%s\", dag_data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "07922396",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:58.040418Z",
     "start_time": "2023-07-13T14:22:57.972916Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['predict.0.read_data',\n",
       " 'predict.1.resample',\n",
       " 'predict.2.compute_vol',\n",
       " 'predict.3.compute_ret_0',\n",
       " 'predict.4.adjust_rets',\n",
       " 'predict.5.compress_rets',\n",
       " 'predict.6.demean',\n",
       " 'predict.7.compress_residuals',\n",
       " 'predict.8.generate_feature',\n",
       " 'predict.9.process_forecasts']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get DAG node names.\n",
    "dag_node_names = dtfcore.get_dag_node_names(dag_data_dir)\n",
    "dag_node_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5ad33041",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:58.137157Z",
     "start_time": "2023-07-13T14:22:58.043375Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO  First timestamp='2023-07-13 09:10:00-04:00'/ Last timestamp='2023-07-13 10:20:00-04:00'\n"
     ]
    }
   ],
   "source": [
    "# Get timestamps for the specified DAG node.\n",
    "dag_node_timestamps = dtfcore.get_dag_node_timestamps(\n",
    "    dag_data_dir, config[\"node_name\"], as_timestamp=True\n",
    ")\n",
    "_LOG.info(\n",
    "    \"First timestamp='%s'/ Last timestamp='%s'\",\n",
    "    dag_node_timestamps[0][0],\n",
    "    dag_node_timestamps[-1][0],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45ef8497",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "073dbf1e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:58.636354Z",
     "start_time": "2023-07-13T14:22:58.140322Z"
    }
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"25\" halign=\"left\">feature</th>\n",
       "      <th colspan=\"25\" halign=\"left\">feature_raw.c</th>\n",
       "      <th colspan=\"25\" halign=\"left\">feature_raw</th>\n",
       "      <th colspan=\"25\" halign=\"left\">vwap.ret_0.vol_adj.c</th>\n",
       "      <th colspan=\"25\" halign=\"left\">vwap.ret_0.vol_adj</th>\n",
       "      <th colspan=\"25\" halign=\"left\">close.ret_0</th>\n",
       "      <th colspan=\"25\" halign=\"left\">twap.ret_0</th>\n",
       "      <th colspan=\"25\" halign=\"left\">vwap.ret_0</th>\n",
       "      <th colspan=\"25\" halign=\"left\">close_vol</th>\n",
       "      <th colspan=\"25\" halign=\"left\">garman_klass_vol</th>\n",
       "      <th colspan=\"25\" halign=\"left\">parkinson_vol</th>\n",
       "      <th colspan=\"25\" halign=\"left\">close</th>\n",
       "      <th colspan=\"25\" halign=\"left\">high</th>\n",
       "      <th colspan=\"25\" halign=\"left\">low</th>\n",
       "      <th colspan=\"25\" halign=\"left\">open</th>\n",
       "      <th colspan=\"25\" halign=\"left\">twap</th>\n",
       "      <th colspan=\"25\" halign=\"left\">volume</th>\n",
       "      <th colspan=\"25\" halign=\"left\">vwap</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "      <th>1030828978</th>\n",
       "      <th>1464553467</th>\n",
       "      <th>1467591036</th>\n",
       "      <th>1528092593</th>\n",
       "      <th>1776791608</th>\n",
       "      <th>1891737434</th>\n",
       "      <th>1966583502</th>\n",
       "      <th>2099673105</th>\n",
       "      <th>2237530510</th>\n",
       "      <th>2384892553</th>\n",
       "      <th>2425308589</th>\n",
       "      <th>2476706208</th>\n",
       "      <th>2484635488</th>\n",
       "      <th>2540896331</th>\n",
       "      <th>2601760471</th>\n",
       "      <th>2683705052</th>\n",
       "      <th>3065029174</th>\n",
       "      <th>3401245610</th>\n",
       "      <th>4516629366</th>\n",
       "      <th>5115052901</th>\n",
       "      <th>5118394986</th>\n",
       "      <th>6051632686</th>\n",
       "      <th>8717633868</th>\n",
       "      <th>8968126878</th>\n",
       "      <th>9872743573</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:10:00-04:00</th>\n",
       "      <td>-0.108552</td>\n",
       "      <td>-0.135369</td>\n",
       "      <td>1.321589</td>\n",
       "      <td>1.266724</td>\n",
       "      <td>-0.971728</td>\n",
       "      <td>0.607414</td>\n",
       "      <td>-0.593955</td>\n",
       "      <td>0.545474</td>\n",
       "      <td>-0.339026</td>\n",
       "      <td>-3.060387</td>\n",
       "      <td>0.712132</td>\n",
       "      <td>0.121385</td>\n",
       "      <td>-0.683924</td>\n",
       "      <td>-0.590520</td>\n",
       "      <td>-0.606037</td>\n",
       "      <td>0.013112</td>\n",
       "      <td>-0.209048</td>\n",
       "      <td>0.982116</td>\n",
       "      <td>-0.355445</td>\n",
       "      <td>1.090283</td>\n",
       "      <td>-0.351341</td>\n",
       "      <td>0.528553</td>\n",
       "      <td>0.908852</td>\n",
       "      <td>-0.098481</td>\n",
       "      <td>0.829710</td>\n",
       "      <td>0.108552</td>\n",
       "      <td>0.135369</td>\n",
       "      <td>-1.321589</td>\n",
       "      <td>-1.266724</td>\n",
       "      <td>0.971728</td>\n",
       "      <td>-0.607414</td>\n",
       "      <td>0.593955</td>\n",
       "      <td>-0.545474</td>\n",
       "      <td>0.339026</td>\n",
       "      <td>3.060387</td>\n",
       "      <td>-0.712132</td>\n",
       "      <td>-0.121385</td>\n",
       "      <td>0.683924</td>\n",
       "      <td>0.590520</td>\n",
       "      <td>0.606037</td>\n",
       "      <td>-0.013112</td>\n",
       "      <td>0.209048</td>\n",
       "      <td>-0.982116</td>\n",
       "      <td>0.355445</td>\n",
       "      <td>-1.090283</td>\n",
       "      <td>0.351341</td>\n",
       "      <td>-0.528553</td>\n",
       "      <td>-0.908852</td>\n",
       "      <td>0.098481</td>\n",
       "      <td>-0.829710</td>\n",
       "      <td>0.108578</td>\n",
       "      <td>0.135421</td>\n",
       "      <td>-1.373096</td>\n",
       "      <td>-1.311815</td>\n",
       "      <td>0.991550</td>\n",
       "      <td>-0.612149</td>\n",
       "      <td>0.598379</td>\n",
       "      <td>-0.548894</td>\n",
       "      <td>0.339841</td>\n",
       "      <td>4.033573</td>\n",
       "      <td>-0.719803</td>\n",
       "      <td>-0.121422</td>\n",
       "      <td>0.690708</td>\n",
       "      <td>0.594867</td>\n",
       "      <td>0.610739</td>\n",
       "      <td>-0.013112</td>\n",
       "      <td>0.209238</td>\n",
       "      <td>-1.002598</td>\n",
       "      <td>0.356385</td>\n",
       "      <td>-1.118555</td>\n",
       "      <td>0.352249</td>\n",
       "      <td>-0.531662</td>\n",
       "      <td>-0.924995</td>\n",
       "      <td>0.098501</td>\n",
       "      <td>-0.841927</td>\n",
       "      <td>-1.818123</td>\n",
       "      <td>-1.791280</td>\n",
       "      <td>-3.299798</td>\n",
       "      <td>-3.238517</td>\n",
       "      <td>-0.935151</td>\n",
       "      <td>-2.538850</td>\n",
       "      <td>-1.328323</td>\n",
       "      <td>-2.475595</td>\n",
       "      <td>-1.586860</td>\n",
       "      <td>2.106872</td>\n",
       "      <td>-2.646504</td>\n",
       "      <td>-2.048124</td>\n",
       "      <td>-1.235993</td>\n",
       "      <td>-1.331835</td>\n",
       "      <td>-1.315962</td>\n",
       "      <td>-1.939814</td>\n",
       "      <td>-1.717463</td>\n",
       "      <td>-2.929299</td>\n",
       "      <td>-1.570316</td>\n",
       "      <td>-3.045256</td>\n",
       "      <td>-1.574453</td>\n",
       "      <td>-2.458364</td>\n",
       "      <td>-2.851697</td>\n",
       "      <td>-1.828201</td>\n",
       "      <td>-2.768629</td>\n",
       "      <td>-1.961585</td>\n",
       "      <td>-1.927881</td>\n",
       "      <td>-4.688465</td>\n",
       "      <td>-4.503806</td>\n",
       "      <td>-0.952770</td>\n",
       "      <td>-2.997075</td>\n",
       "      <td>-1.380660</td>\n",
       "      <td>-2.892873</td>\n",
       "      <td>-1.678977</td>\n",
       "      <td>2.342368</td>\n",
       "      <td>-3.182800</td>\n",
       "      <td>-2.261914</td>\n",
       "      <td>-1.277750</td>\n",
       "      <td>-1.384609</td>\n",
       "      <td>-1.366783</td>\n",
       "      <td>-2.117763</td>\n",
       "      <td>-1.836475</td>\n",
       "      <td>-3.734891</td>\n",
       "      <td>-1.659381</td>\n",
       "      <td>-3.997333</td>\n",
       "      <td>-1.664274</td>\n",
       "      <td>-2.865063</td>\n",
       "      <td>-3.572422</td>\n",
       "      <td>-1.974305</td>\n",
       "      <td>-3.408340</td>\n",
       "      <td>-0.001327</td>\n",
       "      <td>-0.000856</td>\n",
       "      <td>-0.001696</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>-0.001187</td>\n",
       "      <td>-0.001529</td>\n",
       "      <td>-0.005935</td>\n",
       "      <td>-0.004020</td>\n",
       "      <td>-0.002515</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>-0.001285</td>\n",
       "      <td>-0.001265</td>\n",
       "      <td>-0.001237</td>\n",
       "      <td>-0.000490</td>\n",
       "      <td>-0.001557</td>\n",
       "      <td>-0.000789</td>\n",
       "      <td>-0.000918</td>\n",
       "      <td>-0.001601</td>\n",
       "      <td>-0.001414</td>\n",
       "      <td>-0.000342</td>\n",
       "      <td>-0.000423</td>\n",
       "      <td>-0.001068</td>\n",
       "      <td>-0.002203</td>\n",
       "      <td>-0.000936</td>\n",
       "      <td>-0.001494</td>\n",
       "      <td>-3.182182e-03</td>\n",
       "      <td>-0.001796</td>\n",
       "      <td>-0.003181</td>\n",
       "      <td>-0.001392</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002598</td>\n",
       "      <td>-0.005161</td>\n",
       "      <td>-0.003015</td>\n",
       "      <td>-0.003788</td>\n",
       "      <td>0.002896</td>\n",
       "      <td>-0.003467</td>\n",
       "      <td>-0.004296</td>\n",
       "      <td>-0.001484</td>\n",
       "      <td>-0.002810</td>\n",
       "      <td>-0.002710</td>\n",
       "      <td>-0.003920</td>\n",
       "      <td>-0.001622</td>\n",
       "      <td>-0.003094</td>\n",
       "      <td>-0.002873</td>\n",
       "      <td>-0.002392</td>\n",
       "      <td>-0.000973</td>\n",
       "      <td>-0.003308</td>\n",
       "      <td>-0.003567</td>\n",
       "      <td>-0.001505</td>\n",
       "      <td>-0.004778</td>\n",
       "      <td>-0.003295</td>\n",
       "      <td>-0.001760</td>\n",
       "      <td>-0.003121</td>\n",
       "      <td>-0.003013</td>\n",
       "      <td>-0.002288</td>\n",
       "      <td>-0.002700</td>\n",
       "      <td>-0.005152</td>\n",
       "      <td>-0.003686</td>\n",
       "      <td>-0.004516</td>\n",
       "      <td>0.002448</td>\n",
       "      <td>-0.003687</td>\n",
       "      <td>-0.005782</td>\n",
       "      <td>-0.002004</td>\n",
       "      <td>-0.002899</td>\n",
       "      <td>-0.002584</td>\n",
       "      <td>-0.003940</td>\n",
       "      <td>-0.002001</td>\n",
       "      <td>-0.004030</td>\n",
       "      <td>-0.003273</td>\n",
       "      <td>-0.003265</td>\n",
       "      <td>-0.001056</td>\n",
       "      <td>-0.003835</td>\n",
       "      <td>-0.003231</td>\n",
       "      <td>-0.001676</td>\n",
       "      <td>-0.005142</td>\n",
       "      <td>0.001327</td>\n",
       "      <td>0.000856</td>\n",
       "      <td>0.001696</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>0.001187</td>\n",
       "      <td>0.001529</td>\n",
       "      <td>0.005935</td>\n",
       "      <td>0.004020</td>\n",
       "      <td>0.002515</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>0.001285</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.001237</td>\n",
       "      <td>0.000490</td>\n",
       "      <td>0.001557</td>\n",
       "      <td>0.000789</td>\n",
       "      <td>0.000918</td>\n",
       "      <td>0.001601</td>\n",
       "      <td>0.001414</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000423</td>\n",
       "      <td>0.001068</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>0.000936</td>\n",
       "      <td>0.001494</td>\n",
       "      <td>0.003666</td>\n",
       "      <td>0.002028</td>\n",
       "      <td>0.002574</td>\n",
       "      <td>0.003469</td>\n",
       "      <td>0.003709</td>\n",
       "      <td>0.003246</td>\n",
       "      <td>0.006548</td>\n",
       "      <td>0.003025</td>\n",
       "      <td>0.007459</td>\n",
       "      <td>0.003748</td>\n",
       "      <td>0.003263</td>\n",
       "      <td>0.004187</td>\n",
       "      <td>0.00431</td>\n",
       "      <td>0.003111</td>\n",
       "      <td>0.003395</td>\n",
       "      <td>0.005855</td>\n",
       "      <td>0.002202</td>\n",
       "      <td>0.004427</td>\n",
       "      <td>0.003907</td>\n",
       "      <td>0.002781</td>\n",
       "      <td>0.002059</td>\n",
       "      <td>0.004815</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.001809</td>\n",
       "      <td>0.004554</td>\n",
       "      <td>0.003192</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.002362</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.003212</td>\n",
       "      <td>0.002873</td>\n",
       "      <td>0.006295</td>\n",
       "      <td>0.003022</td>\n",
       "      <td>0.006468</td>\n",
       "      <td>0.003388</td>\n",
       "      <td>0.002898</td>\n",
       "      <td>0.003799</td>\n",
       "      <td>0.003719</td>\n",
       "      <td>0.002655</td>\n",
       "      <td>0.002998</td>\n",
       "      <td>0.004991</td>\n",
       "      <td>0.001932</td>\n",
       "      <td>0.003854</td>\n",
       "      <td>0.003401</td>\n",
       "      <td>0.002364</td>\n",
       "      <td>0.001781</td>\n",
       "      <td>0.004176</td>\n",
       "      <td>0.003015</td>\n",
       "      <td>0.001614</td>\n",
       "      <td>0.004044</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>1879.99</td>\n",
       "      <td>30507.8</td>\n",
       "      <td>0.1006</td>\n",
       "      <td>3.369</td>\n",
       "      <td>5.227</td>\n",
       "      <td>0.2856</td>\n",
       "      <td>0.993</td>\n",
       "      <td>22.237</td>\n",
       "      <td>2.0065</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.0808</td>\n",
       "      <td>6.115</td>\n",
       "      <td>6.416</td>\n",
       "      <td>0.7597</td>\n",
       "      <td>0.06530</td>\n",
       "      <td>1.872</td>\n",
       "      <td>0.4241</td>\n",
       "      <td>0.5853</td>\n",
       "      <td>0.4725</td>\n",
       "      <td>1.872</td>\n",
       "      <td>13.149</td>\n",
       "      <td>245.67</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.2264</td>\n",
       "      <td>1882.19</td>\n",
       "      <td>30570.0</td>\n",
       "      <td>0.1006</td>\n",
       "      <td>3.375</td>\n",
       "      <td>5.239</td>\n",
       "      <td>0.2877</td>\n",
       "      <td>0.996</td>\n",
       "      <td>22.311</td>\n",
       "      <td>2.0088</td>\n",
       "      <td>0.3116</td>\n",
       "      <td>0.793</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>6.122</td>\n",
       "      <td>6.426</td>\n",
       "      <td>0.7613</td>\n",
       "      <td>0.06537</td>\n",
       "      <td>1.876</td>\n",
       "      <td>0.4250</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.4729</td>\n",
       "      <td>1.876</td>\n",
       "      <td>13.181</td>\n",
       "      <td>245.92</td>\n",
       "      <td>1.341</td>\n",
       "      <td>0.2252</td>\n",
       "      <td>1876.62</td>\n",
       "      <td>30450.0</td>\n",
       "      <td>0.1001</td>\n",
       "      <td>3.357</td>\n",
       "      <td>5.214</td>\n",
       "      <td>0.2847</td>\n",
       "      <td>0.991</td>\n",
       "      <td>22.072</td>\n",
       "      <td>1.9975</td>\n",
       "      <td>0.3101</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0.0805</td>\n",
       "      <td>6.095</td>\n",
       "      <td>6.394</td>\n",
       "      <td>0.7550</td>\n",
       "      <td>0.06516</td>\n",
       "      <td>1.864</td>\n",
       "      <td>0.4226</td>\n",
       "      <td>0.5832</td>\n",
       "      <td>0.4715</td>\n",
       "      <td>1.863</td>\n",
       "      <td>13.115</td>\n",
       "      <td>245.26</td>\n",
       "      <td>1.332</td>\n",
       "      <td>0.2263</td>\n",
       "      <td>1881.59</td>\n",
       "      <td>30559.5</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.373</td>\n",
       "      <td>5.235</td>\n",
       "      <td>0.2872</td>\n",
       "      <td>0.996</td>\n",
       "      <td>22.292</td>\n",
       "      <td>2.0021</td>\n",
       "      <td>0.3115</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.0809</td>\n",
       "      <td>6.118</td>\n",
       "      <td>6.426</td>\n",
       "      <td>0.7603</td>\n",
       "      <td>0.06536</td>\n",
       "      <td>1.875</td>\n",
       "      <td>0.4247</td>\n",
       "      <td>0.5854</td>\n",
       "      <td>0.4728</td>\n",
       "      <td>1.875</td>\n",
       "      <td>13.177</td>\n",
       "      <td>245.90</td>\n",
       "      <td>1.341</td>\n",
       "      <td>0.22590</td>\n",
       "      <td>1879.806</td>\n",
       "      <td>30509.64</td>\n",
       "      <td>0.10050</td>\n",
       "      <td>3.3686</td>\n",
       "      <td>5.2276</td>\n",
       "      <td>0.28600</td>\n",
       "      <td>0.9934</td>\n",
       "      <td>22.2376</td>\n",
       "      <td>2.00558</td>\n",
       "      <td>0.31094</td>\n",
       "      <td>0.7898</td>\n",
       "      <td>0.08082</td>\n",
       "      <td>6.1122</td>\n",
       "      <td>6.4124</td>\n",
       "      <td>0.75880</td>\n",
       "      <td>0.065286</td>\n",
       "      <td>1.8714</td>\n",
       "      <td>0.42404</td>\n",
       "      <td>0.58460</td>\n",
       "      <td>0.47246</td>\n",
       "      <td>1.8712</td>\n",
       "      <td>13.1518</td>\n",
       "      <td>245.634</td>\n",
       "      <td>1.3362</td>\n",
       "      <td>2353554.0</td>\n",
       "      <td>21350.450</td>\n",
       "      <td>7051.733</td>\n",
       "      <td>369652.0</td>\n",
       "      <td>11934.1</td>\n",
       "      <td>138055.1</td>\n",
       "      <td>7730488.0</td>\n",
       "      <td>143379.0</td>\n",
       "      <td>753327.0</td>\n",
       "      <td>2483814.3</td>\n",
       "      <td>1248309.0</td>\n",
       "      <td>764170.3</td>\n",
       "      <td>565330.0</td>\n",
       "      <td>94557.0</td>\n",
       "      <td>258730.15</td>\n",
       "      <td>9497308.0</td>\n",
       "      <td>29755157.0</td>\n",
       "      <td>318576.9</td>\n",
       "      <td>1379874.0</td>\n",
       "      <td>28057.0</td>\n",
       "      <td>7172395.9</td>\n",
       "      <td>726566.0</td>\n",
       "      <td>85515.0</td>\n",
       "      <td>8032.75</td>\n",
       "      <td>428694.0</td>\n",
       "      <td>0.225829</td>\n",
       "      <td>1878.997398</td>\n",
       "      <td>30500.931375</td>\n",
       "      <td>0.100427</td>\n",
       "      <td>3.367910</td>\n",
       "      <td>5.225196</td>\n",
       "      <td>0.285917</td>\n",
       "      <td>0.993084</td>\n",
       "      <td>22.217338</td>\n",
       "      <td>2.005685</td>\n",
       "      <td>0.310853</td>\n",
       "      <td>0.789763</td>\n",
       "      <td>0.080748</td>\n",
       "      <td>6.109525</td>\n",
       "      <td>6.410093</td>\n",
       "      <td>0.758535</td>\n",
       "      <td>0.065257</td>\n",
       "      <td>1.869396</td>\n",
       "      <td>0.423702</td>\n",
       "      <td>0.584127</td>\n",
       "      <td>0.472248</td>\n",
       "      <td>1.870070</td>\n",
       "      <td>13.147867</td>\n",
       "      <td>245.577134</td>\n",
       "      <td>1.335512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:15:00-04:00</th>\n",
       "      <td>0.055827</td>\n",
       "      <td>0.085966</td>\n",
       "      <td>0.035459</td>\n",
       "      <td>-0.154060</td>\n",
       "      <td>0.086300</td>\n",
       "      <td>0.012988</td>\n",
       "      <td>0.831677</td>\n",
       "      <td>0.163560</td>\n",
       "      <td>0.189419</td>\n",
       "      <td>0.217336</td>\n",
       "      <td>0.461489</td>\n",
       "      <td>0.061842</td>\n",
       "      <td>-0.286388</td>\n",
       "      <td>-0.375929</td>\n",
       "      <td>-0.158060</td>\n",
       "      <td>-0.595284</td>\n",
       "      <td>0.002519</td>\n",
       "      <td>-0.266937</td>\n",
       "      <td>0.129419</td>\n",
       "      <td>-0.570110</td>\n",
       "      <td>-0.258677</td>\n",
       "      <td>0.487058</td>\n",
       "      <td>0.196131</td>\n",
       "      <td>-0.141740</td>\n",
       "      <td>-0.216134</td>\n",
       "      <td>-0.055827</td>\n",
       "      <td>-0.085966</td>\n",
       "      <td>-0.035459</td>\n",
       "      <td>0.154060</td>\n",
       "      <td>-0.086300</td>\n",
       "      <td>-0.012988</td>\n",
       "      <td>-0.831677</td>\n",
       "      <td>-0.163560</td>\n",
       "      <td>-0.189419</td>\n",
       "      <td>-0.217336</td>\n",
       "      <td>-0.461489</td>\n",
       "      <td>-0.061842</td>\n",
       "      <td>0.286388</td>\n",
       "      <td>0.375929</td>\n",
       "      <td>0.158060</td>\n",
       "      <td>0.595284</td>\n",
       "      <td>-0.002519</td>\n",
       "      <td>0.266937</td>\n",
       "      <td>-0.129419</td>\n",
       "      <td>0.570110</td>\n",
       "      <td>0.258677</td>\n",
       "      <td>-0.487058</td>\n",
       "      <td>-0.196131</td>\n",
       "      <td>0.141740</td>\n",
       "      <td>0.216134</td>\n",
       "      <td>-0.055830</td>\n",
       "      <td>-0.085979</td>\n",
       "      <td>-0.035460</td>\n",
       "      <td>0.154136</td>\n",
       "      <td>-0.086313</td>\n",
       "      <td>-0.012988</td>\n",
       "      <td>-0.843982</td>\n",
       "      <td>-0.163651</td>\n",
       "      <td>-0.189560</td>\n",
       "      <td>-0.217551</td>\n",
       "      <td>-0.463553</td>\n",
       "      <td>-0.061847</td>\n",
       "      <td>0.286879</td>\n",
       "      <td>0.377042</td>\n",
       "      <td>0.158142</td>\n",
       "      <td>0.599738</td>\n",
       "      <td>-0.002519</td>\n",
       "      <td>0.267335</td>\n",
       "      <td>-0.129465</td>\n",
       "      <td>0.574018</td>\n",
       "      <td>0.259039</td>\n",
       "      <td>-0.489487</td>\n",
       "      <td>-0.196288</td>\n",
       "      <td>0.141799</td>\n",
       "      <td>0.216344</td>\n",
       "      <td>0.298319</td>\n",
       "      <td>0.268171</td>\n",
       "      <td>0.318690</td>\n",
       "      <td>0.508286</td>\n",
       "      <td>0.267836</td>\n",
       "      <td>0.341162</td>\n",
       "      <td>-0.489833</td>\n",
       "      <td>0.190498</td>\n",
       "      <td>0.164589</td>\n",
       "      <td>0.136599</td>\n",
       "      <td>-0.109403</td>\n",
       "      <td>0.292303</td>\n",
       "      <td>0.641029</td>\n",
       "      <td>0.731191</td>\n",
       "      <td>0.512292</td>\n",
       "      <td>0.953888</td>\n",
       "      <td>0.351630</td>\n",
       "      <td>0.621484</td>\n",
       "      <td>0.224685</td>\n",
       "      <td>0.928167</td>\n",
       "      <td>0.613188</td>\n",
       "      <td>-0.135337</td>\n",
       "      <td>0.157861</td>\n",
       "      <td>0.495948</td>\n",
       "      <td>0.570494</td>\n",
       "      <td>0.298874</td>\n",
       "      <td>0.268573</td>\n",
       "      <td>0.319367</td>\n",
       "      <td>0.511049</td>\n",
       "      <td>0.268238</td>\n",
       "      <td>0.341992</td>\n",
       "      <td>-0.492304</td>\n",
       "      <td>0.190642</td>\n",
       "      <td>0.164682</td>\n",
       "      <td>0.136652</td>\n",
       "      <td>-0.109430</td>\n",
       "      <td>0.292825</td>\n",
       "      <td>0.646602</td>\n",
       "      <td>0.739503</td>\n",
       "      <td>0.515121</td>\n",
       "      <td>0.972613</td>\n",
       "      <td>0.352540</td>\n",
       "      <td>0.626559</td>\n",
       "      <td>0.224922</td>\n",
       "      <td>0.945386</td>\n",
       "      <td>0.618061</td>\n",
       "      <td>-0.135389</td>\n",
       "      <td>0.157943</td>\n",
       "      <td>0.498513</td>\n",
       "      <td>0.574410</td>\n",
       "      <td>0.000442</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>-0.000995</td>\n",
       "      <td>-0.000594</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.001051</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000540</td>\n",
       "      <td>0.002688</td>\n",
       "      <td>-0.000965</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001307</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>-0.000132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000534</td>\n",
       "      <td>-0.000472</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000423</td>\n",
       "      <td>-0.001604</td>\n",
       "      <td>0.000608</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.310675e-04</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000448</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>-0.000119</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>-0.002380</td>\n",
       "      <td>-0.000201</td>\n",
       "      <td>-0.000369</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>-0.000643</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>-0.000247</td>\n",
       "      <td>0.001537</td>\n",
       "      <td>0.001153</td>\n",
       "      <td>0.001528</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>-0.000377</td>\n",
       "      <td>0.001402</td>\n",
       "      <td>0.000592</td>\n",
       "      <td>-0.001069</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000529</td>\n",
       "      <td>0.000898</td>\n",
       "      <td>0.000908</td>\n",
       "      <td>0.000555</td>\n",
       "      <td>0.000783</td>\n",
       "      <td>0.001275</td>\n",
       "      <td>0.000526</td>\n",
       "      <td>0.000606</td>\n",
       "      <td>-0.002092</td>\n",
       "      <td>0.000676</td>\n",
       "      <td>0.000712</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>-0.000347</td>\n",
       "      <td>0.000785</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>0.001386</td>\n",
       "      <td>0.002028</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>0.001286</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>0.002204</td>\n",
       "      <td>0.001119</td>\n",
       "      <td>-0.000402</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.000442</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001051</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.002688</td>\n",
       "      <td>0.000965</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001307</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000423</td>\n",
       "      <td>0.001604</td>\n",
       "      <td>0.000608</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001541</td>\n",
       "      <td>0.000936</td>\n",
       "      <td>0.001086</td>\n",
       "      <td>0.002110</td>\n",
       "      <td>0.000892</td>\n",
       "      <td>0.001217</td>\n",
       "      <td>0.003100</td>\n",
       "      <td>0.001424</td>\n",
       "      <td>0.002169</td>\n",
       "      <td>0.004458</td>\n",
       "      <td>0.001227</td>\n",
       "      <td>0.001608</td>\n",
       "      <td>0.00175</td>\n",
       "      <td>0.002165</td>\n",
       "      <td>0.001827</td>\n",
       "      <td>0.001393</td>\n",
       "      <td>0.000758</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.002169</td>\n",
       "      <td>0.000949</td>\n",
       "      <td>0.000730</td>\n",
       "      <td>0.001058</td>\n",
       "      <td>0.001330</td>\n",
       "      <td>0.000802</td>\n",
       "      <td>0.001002</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.001034</td>\n",
       "      <td>0.002735</td>\n",
       "      <td>0.001210</td>\n",
       "      <td>0.001864</td>\n",
       "      <td>0.004043</td>\n",
       "      <td>0.001160</td>\n",
       "      <td>0.001520</td>\n",
       "      <td>0.001487</td>\n",
       "      <td>0.001964</td>\n",
       "      <td>0.001685</td>\n",
       "      <td>0.001185</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>0.000963</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>0.000718</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.001927</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.000898</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1880.38</td>\n",
       "      <td>30530.4</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.367</td>\n",
       "      <td>5.227</td>\n",
       "      <td>0.2853</td>\n",
       "      <td>0.993</td>\n",
       "      <td>22.225</td>\n",
       "      <td>2.0119</td>\n",
       "      <td>0.3107</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.0808</td>\n",
       "      <td>6.123</td>\n",
       "      <td>6.423</td>\n",
       "      <td>0.7596</td>\n",
       "      <td>0.06530</td>\n",
       "      <td>1.871</td>\n",
       "      <td>0.4239</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.4727</td>\n",
       "      <td>1.869</td>\n",
       "      <td>13.157</td>\n",
       "      <td>245.82</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1880.71</td>\n",
       "      <td>30533.7</td>\n",
       "      <td>0.1007</td>\n",
       "      <td>3.371</td>\n",
       "      <td>5.232</td>\n",
       "      <td>0.2861</td>\n",
       "      <td>0.994</td>\n",
       "      <td>22.268</td>\n",
       "      <td>2.0119</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.0809</td>\n",
       "      <td>6.126</td>\n",
       "      <td>6.424</td>\n",
       "      <td>0.7607</td>\n",
       "      <td>0.06532</td>\n",
       "      <td>1.873</td>\n",
       "      <td>0.4243</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.4729</td>\n",
       "      <td>1.873</td>\n",
       "      <td>13.157</td>\n",
       "      <td>245.84</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.2256</td>\n",
       "      <td>1878.20</td>\n",
       "      <td>30482.8</td>\n",
       "      <td>0.1004</td>\n",
       "      <td>3.366</td>\n",
       "      <td>5.223</td>\n",
       "      <td>0.2848</td>\n",
       "      <td>0.992</td>\n",
       "      <td>22.199</td>\n",
       "      <td>1.9984</td>\n",
       "      <td>0.3104</td>\n",
       "      <td>0.789</td>\n",
       "      <td>0.0807</td>\n",
       "      <td>6.106</td>\n",
       "      <td>6.406</td>\n",
       "      <td>0.7592</td>\n",
       "      <td>0.06525</td>\n",
       "      <td>1.870</td>\n",
       "      <td>0.4235</td>\n",
       "      <td>0.5848</td>\n",
       "      <td>0.4724</td>\n",
       "      <td>1.867</td>\n",
       "      <td>13.138</td>\n",
       "      <td>245.55</td>\n",
       "      <td>1.336</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>1880.00</td>\n",
       "      <td>30507.8</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.370</td>\n",
       "      <td>5.227</td>\n",
       "      <td>0.2857</td>\n",
       "      <td>0.993</td>\n",
       "      <td>22.237</td>\n",
       "      <td>2.0065</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.0808</td>\n",
       "      <td>6.115</td>\n",
       "      <td>6.415</td>\n",
       "      <td>0.7597</td>\n",
       "      <td>0.06530</td>\n",
       "      <td>1.871</td>\n",
       "      <td>0.4241</td>\n",
       "      <td>0.5854</td>\n",
       "      <td>0.4726</td>\n",
       "      <td>1.871</td>\n",
       "      <td>13.149</td>\n",
       "      <td>245.66</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.22602</td>\n",
       "      <td>1879.868</td>\n",
       "      <td>30523.32</td>\n",
       "      <td>0.10052</td>\n",
       "      <td>3.3682</td>\n",
       "      <td>5.2284</td>\n",
       "      <td>0.28532</td>\n",
       "      <td>0.9932</td>\n",
       "      <td>22.2294</td>\n",
       "      <td>2.00602</td>\n",
       "      <td>0.31074</td>\n",
       "      <td>0.7902</td>\n",
       "      <td>0.08080</td>\n",
       "      <td>6.1216</td>\n",
       "      <td>6.4198</td>\n",
       "      <td>0.75996</td>\n",
       "      <td>0.065292</td>\n",
       "      <td>1.8716</td>\n",
       "      <td>0.42388</td>\n",
       "      <td>0.58542</td>\n",
       "      <td>0.47274</td>\n",
       "      <td>1.8692</td>\n",
       "      <td>13.1518</td>\n",
       "      <td>245.764</td>\n",
       "      <td>1.3374</td>\n",
       "      <td>787681.0</td>\n",
       "      <td>15038.236</td>\n",
       "      <td>1871.135</td>\n",
       "      <td>193864.0</td>\n",
       "      <td>4921.2</td>\n",
       "      <td>60068.9</td>\n",
       "      <td>4509537.0</td>\n",
       "      <td>12605.0</td>\n",
       "      <td>246500.0</td>\n",
       "      <td>1672631.5</td>\n",
       "      <td>631718.0</td>\n",
       "      <td>443324.2</td>\n",
       "      <td>134345.0</td>\n",
       "      <td>44968.0</td>\n",
       "      <td>128227.13</td>\n",
       "      <td>2096215.0</td>\n",
       "      <td>4446719.0</td>\n",
       "      <td>187430.7</td>\n",
       "      <td>373093.0</td>\n",
       "      <td>10679.0</td>\n",
       "      <td>1223214.0</td>\n",
       "      <td>268194.0</td>\n",
       "      <td>34154.0</td>\n",
       "      <td>4759.32</td>\n",
       "      <td>101322.0</td>\n",
       "      <td>0.226034</td>\n",
       "      <td>1880.040224</td>\n",
       "      <td>30524.822552</td>\n",
       "      <td>0.100555</td>\n",
       "      <td>3.369682</td>\n",
       "      <td>5.228364</td>\n",
       "      <td>0.285320</td>\n",
       "      <td>0.993756</td>\n",
       "      <td>22.233156</td>\n",
       "      <td>2.006408</td>\n",
       "      <td>0.310745</td>\n",
       "      <td>0.790384</td>\n",
       "      <td>0.080792</td>\n",
       "      <td>6.121215</td>\n",
       "      <td>6.418984</td>\n",
       "      <td>0.760075</td>\n",
       "      <td>0.065298</td>\n",
       "      <td>1.871801</td>\n",
       "      <td>0.423923</td>\n",
       "      <td>0.585416</td>\n",
       "      <td>0.472777</td>\n",
       "      <td>1.869318</td>\n",
       "      <td>13.152495</td>\n",
       "      <td>245.772386</td>\n",
       "      <td>1.337371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:20:00-04:00</th>\n",
       "      <td>0.143744</td>\n",
       "      <td>0.060018</td>\n",
       "      <td>0.076360</td>\n",
       "      <td>0.174692</td>\n",
       "      <td>-0.017701</td>\n",
       "      <td>0.348691</td>\n",
       "      <td>0.127847</td>\n",
       "      <td>0.196637</td>\n",
       "      <td>-0.012132</td>\n",
       "      <td>-2.040812</td>\n",
       "      <td>-0.142845</td>\n",
       "      <td>0.206723</td>\n",
       "      <td>0.099717</td>\n",
       "      <td>0.139229</td>\n",
       "      <td>0.078163</td>\n",
       "      <td>0.184143</td>\n",
       "      <td>0.091586</td>\n",
       "      <td>0.180722</td>\n",
       "      <td>0.335873</td>\n",
       "      <td>0.034043</td>\n",
       "      <td>0.085726</td>\n",
       "      <td>-0.139312</td>\n",
       "      <td>0.047163</td>\n",
       "      <td>0.017465</td>\n",
       "      <td>-0.067037</td>\n",
       "      <td>-0.143744</td>\n",
       "      <td>-0.060018</td>\n",
       "      <td>-0.076360</td>\n",
       "      <td>-0.174692</td>\n",
       "      <td>0.017701</td>\n",
       "      <td>-0.348691</td>\n",
       "      <td>-0.127847</td>\n",
       "      <td>-0.196637</td>\n",
       "      <td>0.012132</td>\n",
       "      <td>2.040812</td>\n",
       "      <td>0.142845</td>\n",
       "      <td>-0.206723</td>\n",
       "      <td>-0.099717</td>\n",
       "      <td>-0.139229</td>\n",
       "      <td>-0.078163</td>\n",
       "      <td>-0.184143</td>\n",
       "      <td>-0.091586</td>\n",
       "      <td>-0.180722</td>\n",
       "      <td>-0.335873</td>\n",
       "      <td>-0.034043</td>\n",
       "      <td>-0.085726</td>\n",
       "      <td>0.139312</td>\n",
       "      <td>-0.047163</td>\n",
       "      <td>-0.017465</td>\n",
       "      <td>0.067037</td>\n",
       "      <td>-0.143805</td>\n",
       "      <td>-0.060022</td>\n",
       "      <td>-0.076370</td>\n",
       "      <td>-0.174804</td>\n",
       "      <td>0.017701</td>\n",
       "      <td>-0.349578</td>\n",
       "      <td>-0.127891</td>\n",
       "      <td>-0.196795</td>\n",
       "      <td>0.012132</td>\n",
       "      <td>2.252017</td>\n",
       "      <td>0.142906</td>\n",
       "      <td>-0.206907</td>\n",
       "      <td>-0.099737</td>\n",
       "      <td>-0.139285</td>\n",
       "      <td>-0.078173</td>\n",
       "      <td>-0.184273</td>\n",
       "      <td>-0.091602</td>\n",
       "      <td>-0.180845</td>\n",
       "      <td>-0.336666</td>\n",
       "      <td>-0.034044</td>\n",
       "      <td>-0.085739</td>\n",
       "      <td>0.139368</td>\n",
       "      <td>-0.047165</td>\n",
       "      <td>-0.017466</td>\n",
       "      <td>0.067043</td>\n",
       "      <td>-0.020521</td>\n",
       "      <td>0.063262</td>\n",
       "      <td>0.046915</td>\n",
       "      <td>-0.051519</td>\n",
       "      <td>0.140985</td>\n",
       "      <td>-0.226294</td>\n",
       "      <td>-0.004607</td>\n",
       "      <td>-0.073511</td>\n",
       "      <td>0.135417</td>\n",
       "      <td>2.375301</td>\n",
       "      <td>0.266190</td>\n",
       "      <td>-0.083623</td>\n",
       "      <td>0.023547</td>\n",
       "      <td>-0.016001</td>\n",
       "      <td>0.045111</td>\n",
       "      <td>-0.060989</td>\n",
       "      <td>0.031682</td>\n",
       "      <td>-0.057561</td>\n",
       "      <td>-0.213381</td>\n",
       "      <td>0.089240</td>\n",
       "      <td>0.037545</td>\n",
       "      <td>0.262652</td>\n",
       "      <td>0.076119</td>\n",
       "      <td>0.105819</td>\n",
       "      <td>0.190327</td>\n",
       "      <td>-0.020522</td>\n",
       "      <td>0.063267</td>\n",
       "      <td>0.046917</td>\n",
       "      <td>-0.051522</td>\n",
       "      <td>0.141044</td>\n",
       "      <td>-0.226536</td>\n",
       "      <td>-0.004607</td>\n",
       "      <td>-0.073519</td>\n",
       "      <td>0.135468</td>\n",
       "      <td>2.734217</td>\n",
       "      <td>0.266584</td>\n",
       "      <td>-0.083635</td>\n",
       "      <td>0.023547</td>\n",
       "      <td>-0.016001</td>\n",
       "      <td>0.045113</td>\n",
       "      <td>-0.060994</td>\n",
       "      <td>0.031682</td>\n",
       "      <td>-0.057565</td>\n",
       "      <td>-0.213584</td>\n",
       "      <td>0.089255</td>\n",
       "      <td>0.037546</td>\n",
       "      <td>0.263031</td>\n",
       "      <td>0.076128</td>\n",
       "      <td>0.105843</td>\n",
       "      <td>0.190471</td>\n",
       "      <td>-0.000442</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002077</td>\n",
       "      <td>-0.000766</td>\n",
       "      <td>0.000701</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.001349</td>\n",
       "      <td>0.005354</td>\n",
       "      <td>0.000965</td>\n",
       "      <td>-0.001265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000327</td>\n",
       "      <td>-0.000623</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.000944</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>0.000747</td>\n",
       "      <td>2.220446e-16</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001187</td>\n",
       "      <td>-0.000727</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>0.001196</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000965</td>\n",
       "      <td>0.000253</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-0.000395</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>-0.000214</td>\n",
       "      <td>-0.000661</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.000169</td>\n",
       "      <td>0.001390</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000897</td>\n",
       "      <td>-0.000075</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>-0.000179</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>-0.000735</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>-0.000222</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>0.010249</td>\n",
       "      <td>0.000870</td>\n",
       "      <td>-0.000350</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>-0.000357</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>-0.000255</td>\n",
       "      <td>-0.000834</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.001267</td>\n",
       "      <td>0.000251</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000867</td>\n",
       "      <td>0.000442</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002077</td>\n",
       "      <td>0.000766</td>\n",
       "      <td>0.000701</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.001349</td>\n",
       "      <td>0.005354</td>\n",
       "      <td>0.000965</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000623</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>0.000944</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>0.000747</td>\n",
       "      <td>0.001857</td>\n",
       "      <td>0.000862</td>\n",
       "      <td>0.000880</td>\n",
       "      <td>0.001406</td>\n",
       "      <td>0.001402</td>\n",
       "      <td>0.001063</td>\n",
       "      <td>0.002941</td>\n",
       "      <td>0.002041</td>\n",
       "      <td>0.001387</td>\n",
       "      <td>0.008865</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.001790</td>\n",
       "      <td>0.00175</td>\n",
       "      <td>0.001114</td>\n",
       "      <td>0.001176</td>\n",
       "      <td>0.001940</td>\n",
       "      <td>0.000861</td>\n",
       "      <td>0.001512</td>\n",
       "      <td>0.001199</td>\n",
       "      <td>0.000942</td>\n",
       "      <td>0.000429</td>\n",
       "      <td>0.003132</td>\n",
       "      <td>0.001020</td>\n",
       "      <td>0.000691</td>\n",
       "      <td>0.002062</td>\n",
       "      <td>0.001594</td>\n",
       "      <td>0.000738</td>\n",
       "      <td>0.000751</td>\n",
       "      <td>0.001194</td>\n",
       "      <td>0.001425</td>\n",
       "      <td>0.001034</td>\n",
       "      <td>0.002525</td>\n",
       "      <td>0.001813</td>\n",
       "      <td>0.001377</td>\n",
       "      <td>0.008042</td>\n",
       "      <td>0.001932</td>\n",
       "      <td>0.001520</td>\n",
       "      <td>0.001487</td>\n",
       "      <td>0.000981</td>\n",
       "      <td>0.001029</td>\n",
       "      <td>0.001660</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.001284</td>\n",
       "      <td>0.001134</td>\n",
       "      <td>0.000820</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>0.002890</td>\n",
       "      <td>0.000867</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.001795</td>\n",
       "      <td>0.2260</td>\n",
       "      <td>1880.69</td>\n",
       "      <td>30534.9</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.374</td>\n",
       "      <td>5.223</td>\n",
       "      <td>0.2855</td>\n",
       "      <td>0.994</td>\n",
       "      <td>22.255</td>\n",
       "      <td>2.0227</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.0808</td>\n",
       "      <td>6.121</td>\n",
       "      <td>6.419</td>\n",
       "      <td>0.7598</td>\n",
       "      <td>0.06531</td>\n",
       "      <td>1.872</td>\n",
       "      <td>0.4235</td>\n",
       "      <td>0.5857</td>\n",
       "      <td>0.4728</td>\n",
       "      <td>1.873</td>\n",
       "      <td>13.157</td>\n",
       "      <td>245.96</td>\n",
       "      <td>1.339</td>\n",
       "      <td>0.2263</td>\n",
       "      <td>1881.31</td>\n",
       "      <td>30547.2</td>\n",
       "      <td>0.1007</td>\n",
       "      <td>3.376</td>\n",
       "      <td>5.230</td>\n",
       "      <td>0.2860</td>\n",
       "      <td>0.995</td>\n",
       "      <td>22.276</td>\n",
       "      <td>2.0374</td>\n",
       "      <td>0.3114</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.0809</td>\n",
       "      <td>6.126</td>\n",
       "      <td>6.426</td>\n",
       "      <td>0.7606</td>\n",
       "      <td>0.06535</td>\n",
       "      <td>1.873</td>\n",
       "      <td>0.4241</td>\n",
       "      <td>0.5861</td>\n",
       "      <td>0.4729</td>\n",
       "      <td>1.875</td>\n",
       "      <td>13.164</td>\n",
       "      <td>245.97</td>\n",
       "      <td>1.340</td>\n",
       "      <td>0.2257</td>\n",
       "      <td>1879.00</td>\n",
       "      <td>30509.0</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.368</td>\n",
       "      <td>5.221</td>\n",
       "      <td>0.2848</td>\n",
       "      <td>0.992</td>\n",
       "      <td>22.225</td>\n",
       "      <td>2.0103</td>\n",
       "      <td>0.3104</td>\n",
       "      <td>0.789</td>\n",
       "      <td>0.0807</td>\n",
       "      <td>6.116</td>\n",
       "      <td>6.415</td>\n",
       "      <td>0.7585</td>\n",
       "      <td>0.06527</td>\n",
       "      <td>1.869</td>\n",
       "      <td>0.4233</td>\n",
       "      <td>0.5853</td>\n",
       "      <td>0.4726</td>\n",
       "      <td>1.866</td>\n",
       "      <td>13.145</td>\n",
       "      <td>245.70</td>\n",
       "      <td>1.336</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1880.37</td>\n",
       "      <td>30530.4</td>\n",
       "      <td>0.1005</td>\n",
       "      <td>3.369</td>\n",
       "      <td>5.228</td>\n",
       "      <td>0.2853</td>\n",
       "      <td>0.993</td>\n",
       "      <td>22.225</td>\n",
       "      <td>2.0119</td>\n",
       "      <td>0.3107</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.0808</td>\n",
       "      <td>6.124</td>\n",
       "      <td>6.422</td>\n",
       "      <td>0.7595</td>\n",
       "      <td>0.06530</td>\n",
       "      <td>1.872</td>\n",
       "      <td>0.4239</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.4727</td>\n",
       "      <td>1.869</td>\n",
       "      <td>13.156</td>\n",
       "      <td>245.82</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.22602</td>\n",
       "      <td>1880.372</td>\n",
       "      <td>30531.90</td>\n",
       "      <td>0.10052</td>\n",
       "      <td>3.3722</td>\n",
       "      <td>5.2246</td>\n",
       "      <td>0.28542</td>\n",
       "      <td>0.9938</td>\n",
       "      <td>22.2560</td>\n",
       "      <td>2.02618</td>\n",
       "      <td>0.31104</td>\n",
       "      <td>0.7904</td>\n",
       "      <td>0.08080</td>\n",
       "      <td>6.1214</td>\n",
       "      <td>6.4200</td>\n",
       "      <td>0.75966</td>\n",
       "      <td>0.065310</td>\n",
       "      <td>1.8712</td>\n",
       "      <td>0.42360</td>\n",
       "      <td>0.58566</td>\n",
       "      <td>0.47282</td>\n",
       "      <td>1.8718</td>\n",
       "      <td>13.1566</td>\n",
       "      <td>245.858</td>\n",
       "      <td>1.3386</td>\n",
       "      <td>1293764.0</td>\n",
       "      <td>6319.874</td>\n",
       "      <td>1176.021</td>\n",
       "      <td>254699.0</td>\n",
       "      <td>5194.3</td>\n",
       "      <td>33943.0</td>\n",
       "      <td>3430974.0</td>\n",
       "      <td>21355.0</td>\n",
       "      <td>154538.0</td>\n",
       "      <td>3498501.5</td>\n",
       "      <td>602269.0</td>\n",
       "      <td>504217.9</td>\n",
       "      <td>80278.0</td>\n",
       "      <td>23516.0</td>\n",
       "      <td>79484.73</td>\n",
       "      <td>1990184.0</td>\n",
       "      <td>7743405.0</td>\n",
       "      <td>201451.9</td>\n",
       "      <td>355172.0</td>\n",
       "      <td>9720.0</td>\n",
       "      <td>736395.6</td>\n",
       "      <td>303212.0</td>\n",
       "      <td>28352.0</td>\n",
       "      <td>2569.97</td>\n",
       "      <td>155709.0</td>\n",
       "      <td>0.226017</td>\n",
       "      <td>1880.281442</td>\n",
       "      <td>30528.509573</td>\n",
       "      <td>0.100537</td>\n",
       "      <td>3.371446</td>\n",
       "      <td>5.224521</td>\n",
       "      <td>0.285311</td>\n",
       "      <td>0.993535</td>\n",
       "      <td>22.255633</td>\n",
       "      <td>2.027077</td>\n",
       "      <td>0.311016</td>\n",
       "      <td>0.790107</td>\n",
       "      <td>0.080800</td>\n",
       "      <td>6.120911</td>\n",
       "      <td>6.419967</td>\n",
       "      <td>0.759803</td>\n",
       "      <td>0.065302</td>\n",
       "      <td>1.871324</td>\n",
       "      <td>0.423569</td>\n",
       "      <td>0.585561</td>\n",
       "      <td>0.472813</td>\n",
       "      <td>1.871687</td>\n",
       "      <td>13.155794</td>\n",
       "      <td>245.819451</td>\n",
       "      <td>1.338531</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             feature                                                                                                                                                                                                                                                                         feature_raw.c                                                                                                                                                                                                                                                                         feature_raw                                                                                                                                                                                                                                                                         vwap.ret_0.vol_adj.c                                                                                                                           \\\n",
       "                          1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573    1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573  1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573           1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208   \n",
       "end_timestamp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
       "2023-07-13 10:10:00-04:00  -0.108552  -0.135369   1.321589   1.266724  -0.971728   0.607414  -0.593955   0.545474  -0.339026  -3.060387   0.712132   0.121385  -0.683924  -0.590520  -0.606037   0.013112  -0.209048   0.982116  -0.355445   1.090283  -0.351341   0.528553   0.908852  -0.098481   0.829710      0.108552   0.135369  -1.321589  -1.266724   0.971728  -0.607414   0.593955  -0.545474   0.339026   3.060387  -0.712132  -0.121385   0.683924   0.590520   0.606037  -0.013112   0.209048  -0.982116   0.355445  -1.090283   0.351341  -0.528553  -0.908852   0.098481  -0.829710    0.108578   0.135421  -1.373096  -1.311815   0.991550  -0.612149   0.598379  -0.548894   0.339841   4.033573  -0.719803  -0.121422   0.690708   0.594867   0.610739  -0.013112   0.209238  -1.002598   0.356385  -1.118555   0.352249  -0.531662  -0.924995   0.098501  -0.841927            -1.818123  -1.791280  -3.299798  -3.238517  -0.935151  -2.538850  -1.328323  -2.475595  -1.586860   2.106872  -2.646504  -2.048124   \n",
       "2023-07-13 10:15:00-04:00   0.055827   0.085966   0.035459  -0.154060   0.086300   0.012988   0.831677   0.163560   0.189419   0.217336   0.461489   0.061842  -0.286388  -0.375929  -0.158060  -0.595284   0.002519  -0.266937   0.129419  -0.570110  -0.258677   0.487058   0.196131  -0.141740  -0.216134     -0.055827  -0.085966  -0.035459   0.154060  -0.086300  -0.012988  -0.831677  -0.163560  -0.189419  -0.217336  -0.461489  -0.061842   0.286388   0.375929   0.158060   0.595284  -0.002519   0.266937  -0.129419   0.570110   0.258677  -0.487058  -0.196131   0.141740   0.216134   -0.055830  -0.085979  -0.035460   0.154136  -0.086313  -0.012988  -0.843982  -0.163651  -0.189560  -0.217551  -0.463553  -0.061847   0.286879   0.377042   0.158142   0.599738  -0.002519   0.267335  -0.129465   0.574018   0.259039  -0.489487  -0.196288   0.141799   0.216344             0.298319   0.268171   0.318690   0.508286   0.267836   0.341162  -0.489833   0.190498   0.164589   0.136599  -0.109403   0.292303   \n",
       "2023-07-13 10:20:00-04:00   0.143744   0.060018   0.076360   0.174692  -0.017701   0.348691   0.127847   0.196637  -0.012132  -2.040812  -0.142845   0.206723   0.099717   0.139229   0.078163   0.184143   0.091586   0.180722   0.335873   0.034043   0.085726  -0.139312   0.047163   0.017465  -0.067037     -0.143744  -0.060018  -0.076360  -0.174692   0.017701  -0.348691  -0.127847  -0.196637   0.012132   2.040812   0.142845  -0.206723  -0.099717  -0.139229  -0.078163  -0.184143  -0.091586  -0.180722  -0.335873  -0.034043  -0.085726   0.139312  -0.047163  -0.017465   0.067037   -0.143805  -0.060022  -0.076370  -0.174804   0.017701  -0.349578  -0.127891  -0.196795   0.012132   2.252017   0.142906  -0.206907  -0.099737  -0.139285  -0.078173  -0.184273  -0.091602  -0.180845  -0.336666  -0.034044  -0.085739   0.139368  -0.047165  -0.017466   0.067043            -0.020521   0.063262   0.046915  -0.051519   0.140985  -0.226294  -0.004607  -0.073511   0.135417   2.375301   0.266190  -0.083623   \n",
       "\n",
       "                                                                                                                                                                         vwap.ret_0.vol_adj                                                                                                                                                                                                                                                                         close.ret_0                                                                                                                                                                                                                                                                            twap.ret_0                                                                                                                                                                                                                                                               \\\n",
       "                          2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573         1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573  1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573    1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878   \n",
       "end_timestamp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "2023-07-13 10:10:00-04:00  -1.235993  -1.331835  -1.315962  -1.939814  -1.717463  -2.929299  -1.570316  -3.045256  -1.574453  -2.458364  -2.851697  -1.828201  -2.768629          -1.961585  -1.927881  -4.688465  -4.503806  -0.952770  -2.997075  -1.380660  -2.892873  -1.678977   2.342368  -3.182800  -2.261914  -1.277750  -1.384609  -1.366783  -2.117763  -1.836475  -3.734891  -1.659381  -3.997333  -1.664274  -2.865063  -3.572422  -1.974305  -3.408340   -0.001327  -0.000856  -0.001696   0.000995  -0.001187  -0.001529  -0.005935  -0.004020  -0.002515   0.002195  -0.001285  -0.001265  -0.001237  -0.000490  -0.001557  -0.000789  -0.000918  -0.001601  -0.001414  -0.000342  -0.000423  -0.001068  -0.002203  -0.000936  -0.001494 -3.182182e-03  -0.001796  -0.003181  -0.001392  -0.002076  -0.002598  -0.005161  -0.003015  -0.003788   0.002896  -0.003467  -0.004296  -0.001484  -0.002810  -0.002710  -0.003920  -0.001622  -0.003094  -0.002873  -0.002392  -0.000973  -0.003308  -0.003567  -0.001505   \n",
       "2023-07-13 10:15:00-04:00   0.641029   0.731191   0.512292   0.953888   0.351630   0.621484   0.224685   0.928167   0.613188  -0.135337   0.157861   0.495948   0.570494           0.298874   0.268573   0.319367   0.511049   0.268238   0.341992  -0.492304   0.190642   0.164682   0.136652  -0.109430   0.292825   0.646602   0.739503   0.515121   0.972613   0.352540   0.626559   0.224922   0.945386   0.618061  -0.135389   0.157943   0.498513   0.574410    0.000442   0.000207   0.000741  -0.000995  -0.000594   0.000000  -0.001051   0.000000  -0.000540   0.002688  -0.000965   0.001265   0.000000   0.001307   0.001090  -0.000132   0.000000  -0.000534  -0.000472   0.000342   0.000423  -0.001604   0.000608   0.000610   0.000000  5.310675e-04   0.000033   0.000448   0.000199  -0.000119   0.000153  -0.002380  -0.000201  -0.000369   0.000219  -0.000643   0.000506  -0.000247   0.001537   0.001153   0.001528   0.000092   0.000107  -0.000377   0.001402   0.000592  -0.001069   0.000000   0.000529   \n",
       "2023-07-13 10:20:00-04:00   0.023547  -0.016001   0.045111  -0.060989   0.031682  -0.057561  -0.213381   0.089240   0.037545   0.262652   0.076119   0.105819   0.190327          -0.020522   0.063267   0.046917  -0.051522   0.141044  -0.226536  -0.004607  -0.073519   0.135468   2.734217   0.266584  -0.083635   0.023547  -0.016001   0.045113  -0.060994   0.031682  -0.057565  -0.213584   0.089255   0.037546   0.263031   0.076128   0.105843   0.190471   -0.000442   0.000165   0.000147   0.000000   0.002077  -0.000766   0.000701   0.001007   0.001349   0.005354   0.000965  -0.001265   0.000000  -0.000327  -0.000623   0.000263   0.000153   0.000534  -0.000944   0.000342   0.000212   0.002138   0.000000   0.000569   0.000747  2.220446e-16   0.000268   0.000281   0.000000   0.001187  -0.000727   0.000350   0.000604   0.001196   0.010000   0.000965   0.000253   0.000000  -0.000033   0.000031  -0.000395   0.000276  -0.000214  -0.000661   0.000410   0.000169   0.001390   0.000365   0.000382   \n",
       "\n",
       "                                     vwap.ret_0                                                                                                                                                                                                                                                                          close_vol                                                                                                                                                                                                                                                                         garman_klass_vol                                                                                                                                                                                                                                                                         parkinson_vol                                                                                                                \\\n",
       "                          9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573       1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573    1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589   \n",
       "end_timestamp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     \n",
       "2023-07-13 10:10:00-04:00  -0.004778  -0.003295  -0.001760  -0.003121  -0.003013  -0.002288  -0.002700  -0.005152  -0.003686  -0.004516   0.002448  -0.003687  -0.005782  -0.002004  -0.002899  -0.002584  -0.003940  -0.002001  -0.004030  -0.003273  -0.003265  -0.001056  -0.003835  -0.003231  -0.001676  -0.005142   0.001327   0.000856   0.001696   0.000995   0.001187   0.001529   0.005935   0.004020   0.002515   0.002195   0.001285   0.001265   0.001237   0.000490   0.001557   0.000789   0.000918   0.001601   0.001414   0.000342   0.000423   0.001068   0.002203   0.000936   0.001494         0.003666   0.002028   0.002574   0.003469   0.003709   0.003246   0.006548   0.003025   0.007459   0.003748   0.003263   0.004187    0.00431   0.003111   0.003395   0.005855   0.002202   0.004427   0.003907   0.002781   0.002059   0.004815   0.003294   0.001809   0.004554      0.003192   0.001780   0.002362   0.002992   0.003212   0.002873   0.006295   0.003022   0.006468   0.003388   0.002898   \n",
       "2023-07-13 10:15:00-04:00   0.000898   0.000908   0.000555   0.000783   0.001275   0.000526   0.000606  -0.002092   0.000676   0.000712   0.000361  -0.000347   0.000785   0.000538   0.001912   0.001386   0.002028   0.000625   0.001286   0.000520   0.002204   0.001119  -0.000402   0.000352   0.000795   0.001391   0.000442   0.000207   0.000741   0.000995   0.000594   0.000000   0.001051   0.000000   0.000540   0.002688   0.000965   0.001265   0.000000   0.001307   0.001090   0.000132   0.000000   0.000534   0.000472   0.000342   0.000423   0.001604   0.000608   0.000610   0.000000         0.001541   0.000936   0.001086   0.002110   0.000892   0.001217   0.003100   0.001424   0.002169   0.004458   0.001227   0.001608    0.00175   0.002165   0.001827   0.001393   0.000758   0.001133   0.001302   0.000839   0.000736   0.002169   0.000949   0.000730   0.001058      0.001330   0.000802   0.001002   0.001792   0.000891   0.001034   0.002735   0.001210   0.001864   0.004043   0.001160   \n",
       "2023-07-13 10:20:00-04:00   0.000897  -0.000075   0.000128   0.000121  -0.000179   0.000523  -0.000735  -0.000030  -0.000222   0.001010   0.010249   0.000870  -0.000350   0.000101  -0.000050   0.000153  -0.000357   0.000070  -0.000255  -0.000834   0.000248   0.000077   0.001267   0.000251   0.000191   0.000867   0.000442   0.000165   0.000147   0.000000   0.002077   0.000766   0.000701   0.001007   0.001349   0.005354   0.000965   0.001265   0.000000   0.000327   0.000623   0.000263   0.000153   0.000534   0.000944   0.000342   0.000212   0.002138   0.000000   0.000569   0.000747         0.001857   0.000862   0.000880   0.001406   0.001402   0.001063   0.002941   0.002041   0.001387   0.008865   0.002194   0.001790    0.00175   0.001114   0.001176   0.001940   0.000861   0.001512   0.001199   0.000942   0.000429   0.003132   0.001020   0.000691   0.002062      0.001594   0.000738   0.000751   0.001194   0.001425   0.001034   0.002525   0.001813   0.001377   0.008042   0.001932   \n",
       "\n",
       "                                                                                                                                                                                         close                                                                                                                                                                                                                                                                               high                                                                                                                                                                                                                                                                                low                                                                                                                                                                                                                                                               \\\n",
       "                          2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878   \n",
       "end_timestamp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "2023-07-13 10:10:00-04:00   0.003799   0.003719   0.002655   0.002998   0.004991   0.001932   0.003854   0.003401   0.002364   0.001781   0.004176   0.003015   0.001614   0.004044     0.2260    1879.99    30507.8     0.1006      3.369      5.227     0.2856      0.993     22.237     2.0065     0.3110      0.790     0.0808      6.115      6.416     0.7597    0.06530      1.872     0.4241     0.5853     0.4725      1.872     13.149     245.67      1.338     0.2264    1882.19    30570.0     0.1006      3.375      5.239     0.2877      0.996     22.311     2.0088     0.3116      0.793     0.0810      6.122      6.426     0.7613    0.06537      1.876     0.4250     0.5855     0.4729      1.876     13.181     245.92      1.341     0.2252    1876.62    30450.0     0.1001      3.357      5.214     0.2847      0.991     22.072     1.9975     0.3101      0.788     0.0805      6.095      6.394     0.7550    0.06516      1.864     0.4226     0.5832     0.4715      1.863     13.115     245.26   \n",
       "2023-07-13 10:15:00-04:00   0.001520   0.001487   0.001964   0.001685   0.001185   0.000644   0.000963   0.001133   0.000718   0.000635   0.001927   0.000868   0.000709   0.000898     0.2261    1880.38    30530.4     0.1005      3.367      5.227     0.2853      0.993     22.225     2.0119     0.3107      0.791     0.0808      6.123      6.423     0.7596    0.06530      1.871     0.4239     0.5855     0.4727      1.869     13.157     245.82      1.338     0.2261    1880.71    30533.7     0.1007      3.371      5.232     0.2861      0.994     22.268     2.0119     0.3110      0.791     0.0809      6.126      6.424     0.7607    0.06532      1.873     0.4243     0.5855     0.4729      1.873     13.157     245.84      1.338     0.2256    1878.20    30482.8     0.1004      3.366      5.223     0.2848      0.992     22.199     1.9984     0.3104      0.789     0.0807      6.106      6.406     0.7592    0.06525      1.870     0.4235     0.5848     0.4724      1.867     13.138     245.55   \n",
       "2023-07-13 10:20:00-04:00   0.001520   0.001487   0.000981   0.001029   0.001660   0.000736   0.001284   0.001134   0.000820   0.000381   0.002890   0.000867   0.000660   0.001795     0.2260    1880.69    30534.9     0.1005      3.374      5.223     0.2855      0.994     22.255     2.0227     0.3110      0.790     0.0808      6.121      6.419     0.7598    0.06531      1.872     0.4235     0.5857     0.4728      1.873     13.157     245.96      1.339     0.2263    1881.31    30547.2     0.1007      3.376      5.230     0.2860      0.995     22.276     2.0374     0.3114      0.791     0.0809      6.126      6.426     0.7606    0.06535      1.873     0.4241     0.5861     0.4729      1.875     13.164     245.97      1.340     0.2257    1879.00    30509.0     0.1005      3.368      5.221     0.2848      0.992     22.225     2.0103     0.3104      0.789     0.0807      6.116      6.415     0.7585    0.06527      1.869     0.4233     0.5853     0.4726      1.866     13.145     245.70   \n",
       "\n",
       "                                           open                                                                                                                                                                                                                                                                               twap                                                                                                                                                                                                                                                                             volume                                                                                                                                                                                                                                                                                vwap                                                                                                                     \\\n",
       "                          9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978 1464553467 1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589 2476706208 2484635488 2540896331 2601760471 2683705052  3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868 8968126878 9872743573 1030828978   1464553467    1467591036 1528092593 1776791608 1891737434 1966583502 2099673105 2237530510 2384892553 2425308589   \n",
       "end_timestamp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "2023-07-13 10:10:00-04:00      1.332     0.2263    1881.59    30559.5     0.1005      3.373      5.235     0.2872      0.996     22.292     2.0021     0.3115      0.792     0.0809      6.118      6.426     0.7603    0.06536      1.875     0.4247     0.5854     0.4728      1.875     13.177     245.90      1.341    0.22590   1879.806   30509.64    0.10050     3.3686     5.2276    0.28600     0.9934    22.2376    2.00558    0.31094     0.7898    0.08082     6.1122     6.4124    0.75880   0.065286     1.8714    0.42404    0.58460    0.47246     1.8712    13.1518    245.634     1.3362  2353554.0  21350.450   7051.733   369652.0    11934.1   138055.1  7730488.0   143379.0   753327.0  2483814.3  1248309.0   764170.3   565330.0    94557.0  258730.15  9497308.0  29755157.0   318576.9  1379874.0    28057.0  7172395.9   726566.0    85515.0    8032.75   428694.0   0.225829  1878.997398  30500.931375   0.100427   3.367910   5.225196   0.285917   0.993084  22.217338   2.005685   0.310853   \n",
       "2023-07-13 10:15:00-04:00      1.336     0.2260    1880.00    30507.8     0.1005      3.370      5.227     0.2857      0.993     22.237     2.0065     0.3110      0.790     0.0808      6.115      6.415     0.7597    0.06530      1.871     0.4241     0.5854     0.4726      1.871     13.149     245.66      1.338    0.22602   1879.868   30523.32    0.10052     3.3682     5.2284    0.28532     0.9932    22.2294    2.00602    0.31074     0.7902    0.08080     6.1216     6.4198    0.75996   0.065292     1.8716    0.42388    0.58542    0.47274     1.8692    13.1518    245.764     1.3374   787681.0  15038.236   1871.135   193864.0     4921.2    60068.9  4509537.0    12605.0   246500.0  1672631.5   631718.0   443324.2   134345.0    44968.0  128227.13  2096215.0   4446719.0   187430.7   373093.0    10679.0  1223214.0   268194.0    34154.0    4759.32   101322.0   0.226034  1880.040224  30524.822552   0.100555   3.369682   5.228364   0.285320   0.993756  22.233156   2.006408   0.310745   \n",
       "2023-07-13 10:20:00-04:00      1.336     0.2261    1880.37    30530.4     0.1005      3.369      5.228     0.2853      0.993     22.225     2.0119     0.3107      0.790     0.0808      6.124      6.422     0.7595    0.06530      1.872     0.4239     0.5855     0.4727      1.869     13.156     245.82      1.338    0.22602   1880.372   30531.90    0.10052     3.3722     5.2246    0.28542     0.9938    22.2560    2.02618    0.31104     0.7904    0.08080     6.1214     6.4200    0.75966   0.065310     1.8712    0.42360    0.58566    0.47282     1.8718    13.1566    245.858     1.3386  1293764.0   6319.874   1176.021   254699.0     5194.3    33943.0  3430974.0    21355.0   154538.0  3498501.5   602269.0   504217.9    80278.0    23516.0   79484.73  1990184.0   7743405.0   201451.9   355172.0     9720.0   736395.6   303212.0    28352.0    2569.97   155709.0   0.226017  1880.281442  30528.509573   0.100537   3.371446   5.224521   0.285311   0.993535  22.255633   2.027077   0.311016   \n",
       "\n",
       "                                                                                                                                                                                      \n",
       "                          2476706208 2484635488 2540896331 2601760471 2683705052 3065029174 3401245610 4516629366 5115052901 5118394986 6051632686 8717633868  8968126878 9872743573  \n",
       "end_timestamp                                                                                                                                                                         \n",
       "2023-07-13 10:10:00-04:00   0.789763   0.080748   6.109525   6.410093   0.758535   0.065257   1.869396   0.423702   0.584127   0.472248   1.870070  13.147867  245.577134   1.335512  \n",
       "2023-07-13 10:15:00-04:00   0.790384   0.080792   6.121215   6.418984   0.760075   0.065298   1.871801   0.423923   0.585416   0.472777   1.869318  13.152495  245.772386   1.337371  \n",
       "2023-07-13 10:20:00-04:00   0.790107   0.080800   6.120911   6.419967   0.759803   0.065302   1.871324   0.423569   0.585561   0.472813   1.871687  13.155794  245.819451   1.338531  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data for a given DAG node and a bar timestmap.\n",
    "node_df = dtfcore.get_dag_node_output(\n",
    "    dag_data_dir, config[\"node_name\"], config[\"bar_timestamp\"]\n",
    ")\n",
    "node_df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "56bbdfc7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-13T14:22:58.688850Z",
     "start_time": "2023-07-13T14:22:58.639879Z"
    }
   },
   "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>close</th>\n",
       "      <th>feature</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:10:00-04:00</th>\n",
       "      <td>0.0808</td>\n",
       "      <td>-0.683924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:15:00-04:00</th>\n",
       "      <td>0.0808</td>\n",
       "      <td>-0.286388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-13 10:20:00-04:00</th>\n",
       "      <td>0.0808</td>\n",
       "      <td>0.099717</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            close   feature\n",
       "end_timestamp                              \n",
       "2023-07-13 10:10:00-04:00  0.0808 -0.683924\n",
       "2023-07-13 10:15:00-04:00  0.0808 -0.286388\n",
       "2023-07-13 10:20:00-04:00  0.0808  0.099717"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter by specified asset and display only relevant columns.\n",
    "slice_df = cofinanc.get_asset_slice(node_df, config[\"asset_id\"])[\n",
    "    config[\"columns\"]\n",
    "]\n",
    "slice_df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf59d39a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}