diff --git a/notebooks/btcusdt_15m_evaluation.ipynb b/notebooks/btcusdt_15m_evaluation.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import pickle\n",
+    "import plotly.graph_objs as go\n",
+    "import latextable\n",
+    "from texttable import Texttable\n",
+    "import plotly.graph_objs as go\n",
+    "from strategy.strategy import (\n",
+    "    BuyAndHoldStrategy,\n",
+    "    MACDStrategy,\n",
+    "    RSIStrategy,\n",
+    "    ModelQuantilePredictionsStrategy,\n",
+    "    ModelGmadlPredictionsStrategy,\n",
+    "    ConcatenatedStrategies\n",
+    ")\n",
+    "from strategy.util import (\n",
+    "    get_data_windows,\n",
+    "    get_sweep_window_predictions,\n",
+    "    get_predictions_dataframe\n",
+    ")\n",
+    "from strategy.evaluation import (\n",
+    "    parameter_sweep,\n",
+    "    evaluate_strategy\n",
+    ")\n",
+    "from strategy.plotting import (\n",
+    "    plot_sweep_results\n",
+    ")\n",
+    "\n",
+    "PADDING=5000\n",
+    "VALID_PART=0.2\n",
+    "INTERVAL='15min'\n",
+    "METRIC='mod_ir'\n",
+    "TOP_N=10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-15m:latest, 248.65MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.5\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_windows = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-15m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sweeps_on_all_windows(data_windows, strategy_class, params, **kwargs):\n",
+    "    result = []\n",
+    "    for in_sample, _ in data_windows:\n",
+    "        data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "        result.append(parameter_sweep(in_sample[data_part-PADDING:], strategy_class, params, padding=PADDING, interval=INTERVAL, **kwargs))\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buyandhold_best_strategies = [BuyAndHoldStrategy() for _ in data_windows] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 3840/3840 [00:06<00:00, 614.41it/s]\n",
+      "100%|██████████| 3840/3840 [00:08<00:00, 479.05it/s]\n",
+      "100%|██████████| 3840/3840 [00:06<00:00, 554.94it/s]\n",
+      "100%|██████████| 3840/3840 [00:06<00:00, 575.21it/s]\n",
+      "100%|██████████| 3840/3840 [00:06<00:00, 571.03it/s]\n",
+      "100%|██████████| 3840/3840 [00:06<00:00, 576.86it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MACD_PARAMS = {\n",
+    "    'fast_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'slow_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'signal_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'short_sell': [True, False]\n",
+    "}\n",
+    "MACD_PARAMS_FILTER = lambda p: (\n",
+    "    p['slow_window_size'] > p['fast_window_size']\n",
+    ")\n",
+    "macd_sweep_results = sweeps_on_all_windows(\n",
+    "    data_windows,\n",
+    "    MACDStrategy,\n",
+    "    MACD_PARAMS,\n",
+    "    params_filter=MACD_PARAMS_FILTER,\n",
+    "    sort_by=METRIC)\n",
+    "macd_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in macd_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in macd_sweep_results[0]]), parameters=MACD_PARAMS.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 11088/11088 [00:19<00:00, 580.54it/s]\n",
+      "100%|██████████| 11088/11088 [00:17<00:00, 627.38it/s]\n",
+      "100%|██████████| 11088/11088 [00:17<00:00, 624.72it/s]\n",
+      "100%|██████████| 11088/11088 [00:18<00:00, 586.62it/s]\n",
+      "100%|██████████| 11088/11088 [00:17<00:00, 618.44it/s]\n",
+      "100%|██████████| 11088/11088 [00:18<00:00, 597.40it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "RSI_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "RSI_PARAMS = {\n",
+    "    'window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'enter_long': [None, 70, 75, 80, 85, 90, 95],\n",
+    "    'exit_long': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'enter_short': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'exit_short': [None, 70, 75, 80, 85, 90, 95],\n",
+    "}\n",
+    "rsi_sweep_results = sweeps_on_all_windows(data_windows, RSIStrategy, RSI_PARAMS, params_filter=RSI_FILTER, sort_by=METRIC)\n",
+    "rsi_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in rsi_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in rsi_sweep_results[0]]), parameters=RSI_PARAMS.keys())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with quantile loss\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/btu0mf6u'\n",
+    "train_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1125/1125 [00:21<00:00, 51.66it/s]\n",
+      "100%|██████████| 1125/1125 [00:20<00:00, 53.98it/s]\n",
+      "100%|██████████| 1125/1125 [00:22<00:00, 49.63it/s]\n",
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+      "100%|██████████| 1125/1125 [00:24<00:00, 46.33it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_QUANTILE_LOSS_FILTER = lambda p: (\n",
+    "    ((p['quantile_enter_long'] is not None and (p['quantile_enter_short'] is not None or p['quantile_exit_long'] is not None))\n",
+    "    or (p['quantile_enter_short'] is not None and (p['quantile_exit_short'] is not None or p['quantile_enter_long'] is not None)))\n",
+    "    and (p['quantile_enter_short'] is None or p['quantile_exit_long'] is None or (p['quantile_exit_long'] < p['quantile_enter_short']))\n",
+    "    and (p['quantile_enter_long'] is None or p['quantile_exit_short'] is None or (p['quantile_exit_short'] < p['quantile_enter_long'])))\n",
+    "\n",
+    "quantile_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_pred_windows, valid_pred_windows, test_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(valid_preds, test_preds)],\n",
+    "        'quantiles': [[0.01, 0.02, 0.03, 0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95, 0.97, 0.98, 0.99]],\n",
+    "        'quantile_enter_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_enter_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'exchange_fee': [0.001, 0.002, 0.003],\n",
+    "        'future': [1]\n",
+    "    }\n",
+    "    \n",
+    "    quantile_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelQuantilePredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_QUANTILE_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "\n",
+    "quantile_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in quantile_model_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in quantile_model_sweep_results[0]]), parameters=['quantile_enter_long', 'quantile_exit_long', 'quantile_enter_short', 'quantile_exit_short', 'future'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with quantile loss\n",
+    "# SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/a6q8zv10'\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/7n3w718v'\n",
+    "train_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1176/1176 [00:19<00:00, 60.00it/s]\n",
+      "100%|██████████| 1176/1176 [00:19<00:00, 61.63it/s]\n",
+      "100%|██████████| 1176/1176 [00:16<00:00, 69.59it/s]\n",
+      "100%|██████████| 1176/1176 [00:17<00:00, 65.37it/s]\n",
+      "100%|██████████| 1176/1176 [00:17<00:00, 66.33it/s]\n",
+      "100%|██████████| 1176/1176 [00:17<00:00, 67.86it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_GMADL_LOSS_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "gmadl_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_gmadl_pred_windows, valid_gmadl_pred_windows, test_gmadl_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(valid_preds, test_preds)],\n",
+    "        'enter_long': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "        'exit_long': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'enter_short': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'exit_short': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "    }\n",
+    "    \n",
+    "    gmadl_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelGmadlPredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_GMADL_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "    \n",
+    "\n",
+    "gmadl_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in gmadl_model_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Persist best strategies, so that they don't have to be recomputed every time\n",
+    "best_strategies = {\n",
+    "    'buy_and_hold': buyandhold_best_strategies,\n",
+    "    'macd_strategies': macd_best_strategies,\n",
+    "    'rsi_strategies': rsi_best_strategies,\n",
+    "    'quantile_model': quantile_model_best_strategies,\n",
+    "    'gmadl_model': gmadl_model_best_strategies\n",
+    "}\n",
+    "\n",
+    "with open('cache/15min-best-strategies.pkl', 'wb') as outp:\n",
+    "    pickle.dump(best_strategies, outp, pickle.HIGHEST_PROTOCOL)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Visualizations & Tables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/15min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Tables with parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{Fast Window Size} & \\textbf{Slow Window Size} & \\textbf{Signal Window Size} & \\textbf{Short sell} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tWindow 1 & 8 & 377 & 1597 & True \\\\\n",
+      "\t\t\tWindow 2 & 144 & 987 & 2584 & True \\\\\n",
+      "\t\t\tWindow 3 & 377 & 2584 & 2584 & True \\\\\n",
+      "\t\t\tWindow 4 & 377 & 2584 & 610 & True \\\\\n",
+      "\t\t\tWindow 5 & 233 & 610 & 233 & False \\\\\n",
+      "\t\t\tWindow 6 & 144 & 377 & 2584 & False \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Best hparams for MACD strategy\n",
+    "table_macd_params = Texttable()\n",
+    "table_macd_params.set_deco(Texttable.HEADER)\n",
+    "table_macd_params.set_cols_align([\"l\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "table_macd_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{Fast Window Size}\",\n",
+    "    \"\\\\textbf{Slow Window Size}\",\n",
+    "    \"\\\\textbf{Signal Window Size}\",\n",
+    "    \"\\\\textbf{Short sell}\"\n",
+    "])\n",
+    "\n",
+    "for i, macd_strategy in enumerate(best_strategies['macd_strategies']):\n",
+    "    macd_strategy_info = macd_strategy[0].info()\n",
+    "    table_macd_params.add_row([\n",
+    "        f\"Window {i+1}\",\n",
+    "        macd_strategy_info['fast_window_size'],\n",
+    "        macd_strategy_info['slow_window_size'],\n",
+    "        macd_strategy_info['signal_window_size'],\n",
+    "        macd_strategy_info['short_sell']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_macd_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{window}} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit long}} & \\textbf{\\textit{enter short}} & \\textbf{\\textit{exit short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-15min & 5 & 80 & - & 15 & - \\\\\n",
+      "\t\t\tW2-15min & 34 & 75 & - & 30 & - \\\\\n",
+      "\t\t\tW3-15min & 5 & 95 & - & 10 & - \\\\\n",
+      "\t\t\tW4-15min & 34 & 75 & - & 30 & - \\\\\n",
+      "\t\t\tW5-15min & 13 & 70 & - & 5 & - \\\\\n",
+      "\t\t\tW6-15min & 21 & 85 & 15 & - & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_rsi_params = Texttable()\n",
+    "table_rsi_params.set_deco(Texttable.HEADER)\n",
+    "table_rsi_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_rsi_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{window}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit short}}\"\n",
+    "])\n",
+    "\n",
+    "for i, rsi_strategy in enumerate(best_strategies['rsi_strategies']):\n",
+    "    rsi_strategy_info = rsi_strategy[0].info()\n",
+    "    table_rsi_params.add_row([\n",
+    "        f\"W{i+1}-15min\",\n",
+    "        rsi_strategy_info['window_size'] or '-',\n",
+    "        rsi_strategy_info['enter_long'] or '-',\n",
+    "        rsi_strategy_info['exit_long'] or '-',\n",
+    "        rsi_strategy_info['enter_short'] or '-',\n",
+    "        rsi_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_rsi_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} & \\textbf{\\textit{threshold}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-15min & 0.980 & - & 0.990 & - & 0.003 \\\\\n",
+      "\t\t\tW2-15min & 0.990 & 0.950 & - & 0.900 & 0.003 \\\\\n",
+      "\t\t\tW3-15min & - & - & 0.990 & 0.990 & 0.003 \\\\\n",
+      "\t\t\tW4-15min & 0.990 & 0.970 & - & 0.980 & 0.003 \\\\\n",
+      "\t\t\tW5-15min & 0.950 & 0.990 & - & - & 0.001 \\\\\n",
+      "\t\t\tW6-15min & 0.990 & 0.950 & - & 0.950 & 0.002 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_quantile_params = Texttable()\n",
+    "table_quantile_params.set_deco(Texttable.HEADER)\n",
+    "table_quantile_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_quantile_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{threshold}}\"\n",
+    "])\n",
+    "\n",
+    "for i, quantile_strategy in enumerate(best_strategies['quantile_model']):\n",
+    "    quantile_strategy_info = quantile_strategy[0].info()\n",
+    "    table_quantile_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        quantile_strategy_info['quantile_enter_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_enter_short'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_short'] or '-',\n",
+    "        quantile_strategy_info['exchange_fee']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_quantile_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-15min & 0.005 & - & -0.002 & - \\\\\n",
+      "\t\t\tW2-15min & 0.006 & - & -0.002 & - \\\\\n",
+      "\t\t\tW3-15min & - & - & -0.001 & 0.005 \\\\\n",
+      "\t\t\tW4-15min & 0.007 & - & -0.005 & - \\\\\n",
+      "\t\t\tW5-15min & 0.001 & - & -0.004 & - \\\\\n",
+      "\t\t\tW6-15min & 0.002 & -0.002 & - & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_gmadl_params = Texttable()\n",
+    "table_gmadl_params.set_deco(Texttable.HEADER)\n",
+    "table_gmadl_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\"])\n",
+    "table_gmadl_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "])\n",
+    "\n",
+    "for i, gmadl_strategy in enumerate(best_strategies['gmadl_model']):\n",
+    "    gmadl_strategy_info = gmadl_strategy[0].info()\n",
+    "    table_gmadl_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        gmadl_strategy_info['enter_long'] or '-',\n",
+    "        gmadl_strategy_info['exit_long'] or '-',\n",
+    "        gmadl_strategy_info['enter_short'] or '-',\n",
+    "        gmadl_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_gmadl_params))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Evaluation on the windows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_plot(idx, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model, width=850, height=500, notitle=False):\n",
+    "\n",
+    "    fig = go.Figure([\n",
+    "        go.Scatter(y=result_buyandhold['portfolio_value'], x=result_buyandhold['time'], name=\"Buy and Hold\"),\n",
+    "        go.Scatter(y=result_macd['portfolio_value'], x=result_macd['time'], name=\"MACD Strategy\"),\n",
+    "        go.Scatter(y=result_rsi['portfolio_value'], x=result_rsi['time'], name=\"RSI Strategy\"),\n",
+    "        go.Scatter(y=result_quantile_model['portfolio_value'], x=result_quantile_model['time'], name='Quantile Informer Strategy'),\n",
+    "        go.Scatter(y=result_gmadl_model['portfolio_value'], x=result_gmadl_model['time'], name='GMADL Informer Strategy')\n",
+    "        ])\n",
+    "    fig.update_layout(\n",
+    "        title={\n",
+    "        'text': f\"W{idx}-{INTERVAL}\",\n",
+    "        'y':0.97,\n",
+    "        'x':0.5,\n",
+    "        'xanchor': 'center',\n",
+    "        'yanchor': 'top'} if not notitle else None,\n",
+    "        yaxis_title=\"Portfolio Value\",\n",
+    "        xaxis_title=\"Date\",\n",
+    "            font=dict(\n",
+    "            # family=\"Courier New, monospace\",\n",
+    "            size=14,\n",
+    "        ),\n",
+    "        autosize=False,\n",
+    "        width=width,\n",
+    "        height=height,\n",
+    "        margin=dict(l=20, r=20, t=20 if notitle else 110, b=20),\n",
+    "        plot_bgcolor='white',\n",
+    "        legend=dict(\n",
+    "            orientation=\"h\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            y=1.02,\n",
+    "            xanchor=\"left\",\n",
+    "            x=0.02\n",
+    "        )\n",
+    "    )\n",
+    "    fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.write_image(f\"images/eval-w{idx}-{INTERVAL}.png\")\n",
+    "    fig.show()\n",
+    "    \n",
+    "def results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model):\n",
+    "    table_eval_windows = Texttable()\n",
+    "    table_eval_windows.set_deco(Texttable.HEADER)\n",
+    "    table_eval_windows.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_eval_windows.set_precision(3)\n",
+    "\n",
+    "    table_eval_windows.header([\n",
+    "        \"\\\\textbf{Strategy}\",\n",
+    "        \"\\\\textbf{VAL}\",\n",
+    "        \"\\\\textbf{ARC}\",\n",
+    "        \"\\\\textbf{ASD}\",\n",
+    "        \"\\\\textbf{IR*}\",\n",
+    "        \"\\\\textbf{MD}\",\n",
+    "        \"\\\\textbf{IR**}\",\n",
+    "        \"\\\\textbf{N}\",\n",
+    "        \"\\\\textbf{LONG}\",\n",
+    "        \"\\\\textbf{SHORT}\",\n",
+    "    ])\n",
+    "\n",
+    "    strategy_name_result = [\n",
+    "        ('Buy and Hold', result_buyandhold),\n",
+    "        ('MACD Strategy', result_macd),\n",
+    "        ('RSI Strategy', result_rsi),\n",
+    "        ('Quantile Informer', result_quantile_model),\n",
+    "        ('GMADL Informer', result_gmadl_model)\n",
+    "    ]\n",
+    "    for strategy_name, result in strategy_name_result:\n",
+    "        table_eval_windows.add_row([\n",
+    "            strategy_name,\n",
+    "            result['value'],\n",
+    "            result['arc'],\n",
+    "            result['asd'],\n",
+    "            result['ir'],\n",
+    "            result['md'],\n",
+    "            result['mod_ir'],\n",
+    "            result['n_trades'],\n",
+    "            f\"{result['long_pos']*100:.2f}\\%\",\n",
+    "            f\"{result['short_pos']*100:.2f}\\%\",\n",
+    "        ])\n",
+    "    print(latextable.draw_latex(table_eval_windows))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for i, (in_sample, out_of_sample) in enumerate(data_windows):\n",
+    "#     padded_window = pd.concat([in_sample.iloc[-PADDING:], out_of_sample])\n",
+    "#     result_buyandhold = evaluate_strategy(padded_window, best_strategies['buy_and_hold'][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_macd = evaluate_strategy(padded_window, [s[0] for s in best_strategies['macd_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_rsi = evaluate_strategy(padded_window, [s[0] for s in best_strategies['rsi_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_quantile_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['quantile_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_gmadl_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['gmadl_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "#     results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    "#     results_plot(i+1, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test_data = pd.concat([data_windows[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows])\n",
+    "# buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING, interval=INTERVAL)\n",
+    "# macd_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['macd_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# rsi_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['rsi_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# quantile_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['quantile_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# gmadl_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['gmadl_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "# results_table(buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat)\n",
+    "# results_plot(0, buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat, width=1200, notitle=True)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for i, (in_sample, out_of_sample) in enumerate(data_windows):\n",
+    "#     padded_window = pd.concat([in_sample.iloc[-PADDING:], out_of_sample])\n",
+    "#     result_buyandhold = evaluate_strategy(padded_window, buyandhold_best_strategies[i], padding=PADDING, interval='15min')\n",
+    "#     result_macd = evaluate_strategy(padded_window, macd_best_strategies[i], padding=PADDING, interval='15min')\n",
+    "#     result_rsi = evaluate_strategy(padded_window, rsi_best_strategies[i], padding=PADDING, interval='15min')\n",
+    "#     result_quantile_model = evaluate_strategy(padded_window, quantile_model_best_strategies[i], padding=PADDING, interval='15min')\n",
+    "#     result_gmadl_model = evaluate_strategy(padded_window, gmadl_model_best_strategies[i], padding=PADDING, interval='15min')\n",
+    "\n",
+    "#     go.Figure([\n",
+    "#         go.Scatter(y=result_buyandhold['portfolio_value'], x=result_buyandhold['time'], name=result_buyandhold['strategy_name']),\n",
+    "#         go.Scatter(y=result_macd['portfolio_value'], x=result_macd['time'], name=result_macd['strategy_name']),\n",
+    "#         go.Scatter(y=result_rsi['portfolio_value'], x=result_rsi['time'], name=result_rsi['strategy_name']),\n",
+    "#         go.Scatter(y=result_quantile_model['portfolio_value'], x=result_quantile_model['time'], name='Quantile Model'),\n",
+    "#         go.Scatter(y=result_gmadl_model['portfolio_value'], x=result_gmadl_model['time'], name='GMADL model')\n",
+    "#         ]).show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/btcusdt_30m_evaluation.ipynb b/notebooks/btcusdt_30m_evaluation.ipynb
new file mode 100644
index 0000000..03d098f
--- /dev/null
+++ b/notebooks/btcusdt_30m_evaluation.ipynb
@@ -0,0 +1,826 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import pickle\n",
+    "import plotly.graph_objs as go\n",
+    "import latextable\n",
+    "from texttable import Texttable\n",
+    "from strategy.strategy import (\n",
+    "    BuyAndHoldStrategy,\n",
+    "    MACDStrategy,\n",
+    "    RSIStrategy,\n",
+    "    BaselineReturnsStrategy,\n",
+    "    ModelQuantilePredictionsStrategy,\n",
+    "    ModelGmadlPredictionsStrategy,\n",
+    "    ConcatenatedStrategies\n",
+    ")\n",
+    "from strategy.util import (\n",
+    "    get_data_windows,\n",
+    "    get_sweep_window_predictions,\n",
+    "    get_predictions_dataframe\n",
+    ")\n",
+    "from strategy.evaluation import (\n",
+    "    parameter_sweep,\n",
+    "    evaluate_strategy\n",
+    ")\n",
+    "from strategy.plotting import (\n",
+    "    plot_sweep_results\n",
+    ")\n",
+    "\n",
+    "PADDING=5000\n",
+    "VALID_PART=0.4\n",
+    "INTERVAL='30min'\n",
+    "METRIC='mod_ir'\n",
+    "TOP_N=10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-30m:latest, 124.19MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.6\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_windows = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-30m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sweeps_on_all_windows(data_windows, strategy_class, params, **kwargs):\n",
+    "    result = []\n",
+    "    for in_sample, _ in data_windows:\n",
+    "        data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "        result.append(parameter_sweep(in_sample[data_part-PADDING:], strategy_class, params, padding=PADDING, interval=INTERVAL, **kwargs))\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buyandhold_best_strategies = [BuyAndHoldStrategy() for _ in data_windows] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 3840/3840 [00:04<00:00, 769.13it/s]\n",
+      "100%|██████████| 3840/3840 [00:04<00:00, 779.61it/s]\n",
+      "100%|██████████| 3840/3840 [00:05<00:00, 754.69it/s]\n",
+      "100%|██████████| 3840/3840 [00:06<00:00, 579.24it/s]\n",
+      "100%|██████████| 3840/3840 [00:04<00:00, 777.65it/s]\n",
+      "100%|██████████| 3840/3840 [00:04<00:00, 782.54it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MACD_PARAMS = {\n",
+    "   'fast_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'slow_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'signal_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'short_sell': [True, False]\n",
+    "    # 'short_sell': [False]\n",
+    "}\n",
+    "MACD_PARAMS_FILTER = lambda p: (\n",
+    "    p['slow_window_size'] > p['fast_window_size']\n",
+    ")\n",
+    "macd_sweep_results = sweeps_on_all_windows(\n",
+    "    data_windows,\n",
+    "    MACDStrategy,\n",
+    "    MACD_PARAMS,\n",
+    "    params_filter=MACD_PARAMS_FILTER)\n",
+    "macd_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in macd_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in macd_sweep_results[0]]), parameters=MACD_PARAMS.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 11088/11088 [00:18<00:00, 611.54it/s]\n",
+      "100%|██████████| 11088/11088 [00:17<00:00, 644.30it/s]\n",
+      "100%|██████████| 11088/11088 [00:16<00:00, 653.15it/s]\n",
+      "100%|██████████| 11088/11088 [00:17<00:00, 640.80it/s]\n",
+      "100%|██████████| 11088/11088 [00:14<00:00, 762.97it/s]\n",
+      "100%|██████████| 11088/11088 [00:15<00:00, 737.06it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "RSI_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "RSI_PARAMS = {\n",
+    "    'window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'enter_long': [None, 70, 75, 80, 85, 90, 95],\n",
+    "    'exit_long': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'enter_short': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'exit_short': [None, 70, 75, 80, 85, 90, 95],\n",
+    "    # 'enter_short': [None],\n",
+    "    # 'exit_short': [None],\n",
+    "}\n",
+    "rsi_sweep_results = sweeps_on_all_windows(data_windows, RSIStrategy, RSI_PARAMS, params_filter=RSI_FILTER)\n",
+    "rsi_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in rsi_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# BASELINE_FILTER = lambda p: (\n",
+    "#     ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "#     or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "#     and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "#     and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "# BASELINE_PARAMS = {\n",
+    "#     'enter_long': [None, 0.001, 0.002, 0.003, 0.005, 0.006, 0.007],\n",
+    "#     'exit_long': [None, -0.001, -0.002, -0.003, -0.005, -0.006, -0.007],\n",
+    "#     'enter_short': [None, -0.001, -0.002, -0.003, -0.005, -0.006, -0.007],\n",
+    "#     'exit_short': [None, 0.001, 0.002, 0.003, 0.005, 0.006, 0.007],\n",
+    "# }\n",
+    "# baseline_sweep_results = sweeps_on_all_windows(data_windows, BaselineReturnsStrategy, BASELINE_PARAMS, params_filter=BASELINE_FILTER)\n",
+    "# baseline_best_strategies = [results[0][1] for results in baseline_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in baseline_sweep_results[0]]), parameters=BASELINE_PARAMS.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with quantile loss\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/vimckxe2'\n",
+    "train_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1125/1125 [00:28<00:00, 40.16it/s]\n",
+      "100%|██████████| 1125/1125 [00:27<00:00, 41.37it/s]\n",
+      "100%|██████████| 1125/1125 [00:27<00:00, 41.47it/s]\n",
+      "100%|██████████| 1125/1125 [00:27<00:00, 40.47it/s]\n",
+      "100%|██████████| 1125/1125 [00:25<00:00, 44.84it/s]\n",
+      "100%|██████████| 1125/1125 [00:25<00:00, 44.11it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_QUANTILE_LOSS_FILTER = lambda p: (\n",
+    "    ((p['quantile_enter_long'] is not None and (p['quantile_enter_short'] is not None or p['quantile_exit_long'] is not None))\n",
+    "    or (p['quantile_enter_short'] is not None and (p['quantile_exit_short'] is not None or p['quantile_enter_long'] is not None)))\n",
+    "    and (p['quantile_enter_short'] is None or p['quantile_exit_long'] is None or (p['quantile_exit_long'] < p['quantile_enter_short']))\n",
+    "    and (p['quantile_enter_long'] is None or p['quantile_exit_short'] is None or (p['quantile_exit_short'] < p['quantile_enter_long'])))\n",
+    "\n",
+    "quantile_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_pred_windows, valid_pred_windows, test_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(train_preds, valid_preds, test_preds)],\n",
+    "        'quantiles': [[0.01, 0.02, 0.03, 0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95, 0.97, 0.98, 0.99]],\n",
+    "        'quantile_enter_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_enter_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'exchange_fee': [0.001, 0.002, 0.003],\n",
+    "        # 'exchange_fee': [0.001, 0.0015, 0.002, 0.0025, 0.003, 0.005],\n",
+    "        # 'quantile_enter_short': [None],\n",
+    "        # 'quantile_exit_short': [None],\n",
+    "        'future': [1]\n",
+    "    }\n",
+    "    \n",
+    "    quantile_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelQuantilePredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_QUANTILE_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "\n",
+    "quantile_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in quantile_model_sweep_results]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in quantile_model_sweep_results[0]]), parameters=['exchange_fee', 'quantile_enter_long', 'quantile_exit_long', 'quantile_enter_short', 'quantile_exit_short', 'future'], round=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with gmadl loss\n",
+    "# SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/tmqx4epx'\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/7p7tdxbn'\n",
+    "train_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1176/1176 [00:22<00:00, 51.45it/s]\n",
+      "100%|██████████| 1176/1176 [00:24<00:00, 48.45it/s]\n",
+      "100%|██████████| 1176/1176 [00:21<00:00, 53.53it/s]\n",
+      "100%|██████████| 1176/1176 [00:24<00:00, 48.36it/s]\n",
+      "100%|██████████| 1176/1176 [00:22<00:00, 51.90it/s]\n",
+      "100%|██████████| 1176/1176 [00:21<00:00, 54.04it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_GMADL_LOSS_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "gmadl_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_gmadl_pred_windows, valid_gmadl_pred_windows, test_gmadl_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(train_preds, valid_preds, test_preds)],\n",
+    "        'enter_long': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "        'exit_long': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'enter_short': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'exit_short': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "        # 'enter_short': [None],\n",
+    "        # 'exit_short': [None],\n",
+    "    }\n",
+    "    \n",
+    "    gmadl_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelGmadlPredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_GMADL_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "    \n",
+    "\n",
+    "gmadl_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in gmadl_model_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in gmadl_model_sweep_results[0]]), parameters=['enter_long', 'exit_long', 'enter_short', 'exit_short'], round=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Persist best strategies, so that they don't have to be recomputed every time\n",
+    "best_strategies = {\n",
+    "    # 'buy_and_hold': buyandhold_best_strategies,\n",
+    "    # 'macd_strategies': macd_best_strategies,\n",
+    "    'rsi_strategies': rsi_best_strategies,\n",
+    "    # 'quantile_model': quantile_model_best_strategies,\n",
+    "    # 'gmadl_model': gmadl_model_best_strategies\n",
+    "}\n",
+    "\n",
+    "with open('cache/30min-best-strategies-04.pkl', 'wb') as outp:\n",
+    "    pickle.dump(best_strategies, outp, pickle.HIGHEST_PROTOCOL)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Visualizations & Tables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/30min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Tables with parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{Fast Window Size} & \\textbf{Slow Window Size} & \\textbf{Signal Window Size} & \\textbf{Short sell} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tWindow 1 & 1597 & 2584 & 2584 & True \\\\\n",
+      "\t\t\tWindow 2 & 233 & 2584 & 2584 & True \\\\\n",
+      "\t\t\tWindow 3 & 13 & 2584 & 2584 & True \\\\\n",
+      "\t\t\tWindow 4 & 233 & 987 & 233 & True \\\\\n",
+      "\t\t\tWindow 5 & 144 & 233 & 233 & False \\\\\n",
+      "\t\t\tWindow 6 & 1597 & 2584 & 1597 & False \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Best hparams for MACD strategy\n",
+    "table_macd_params = Texttable()\n",
+    "table_macd_params.set_deco(Texttable.HEADER)\n",
+    "table_macd_params.set_cols_align([\"l\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "table_macd_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{Fast Window Size}\",\n",
+    "    \"\\\\textbf{Slow Window Size}\",\n",
+    "    \"\\\\textbf{Signal Window Size}\",\n",
+    "    \"\\\\textbf{Short sell}\"\n",
+    "])\n",
+    "\n",
+    "for i, macd_strategy in enumerate(best_strategies['macd_strategies']):\n",
+    "    macd_strategy_info = macd_strategy[0].info()\n",
+    "    table_macd_params.add_row([\n",
+    "        f\"Window {i+1}\",\n",
+    "        macd_strategy_info['fast_window_size'],\n",
+    "        macd_strategy_info['slow_window_size'],\n",
+    "        macd_strategy_info['signal_window_size'],\n",
+    "        macd_strategy_info['short_sell']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_macd_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{window}} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit long}} & \\textbf{\\textit{enter short}} & \\textbf{\\textit{exit short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-30min & 5 & 95 & - & 5 & - \\\\\n",
+      "\t\t\tW2-30min & 21 & 70 & - & 30 & - \\\\\n",
+      "\t\t\tW3-30min & 5 & 95 & - & 15 & 85 \\\\\n",
+      "\t\t\tW4-30min & 8 & 95 & 5 & - & 90 \\\\\n",
+      "\t\t\tW5-30min & 13 & 70 & - & 5 & - \\\\\n",
+      "\t\t\tW6-30min & 34 & 80 & 25 & - & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_rsi_params = Texttable()\n",
+    "table_rsi_params.set_deco(Texttable.HEADER)\n",
+    "table_rsi_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_rsi_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{window}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit short}}\"\n",
+    "])\n",
+    "\n",
+    "for i, rsi_strategy in enumerate(best_strategies['rsi_strategies']):\n",
+    "    rsi_strategy_info = rsi_strategy[0].info()\n",
+    "    table_rsi_params.add_row([\n",
+    "        f\"W{i+1}-30min\",\n",
+    "        rsi_strategy_info['window_size'] or '-',\n",
+    "        rsi_strategy_info['enter_long'] or '-',\n",
+    "        rsi_strategy_info['exit_long'] or '-',\n",
+    "        rsi_strategy_info['enter_short'] or '-',\n",
+    "        rsi_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_rsi_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} & \\textbf{\\textit{threshold}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-30min & 0.980 & - & 0.950 & 0.970 & 0.003 \\\\\n",
+      "\t\t\tW2-30min & - & 0.900 & 0.980 & 0.990 & 0.001 \\\\\n",
+      "\t\t\tW3-30min & - & 0.980 & 0.990 & 0.900 & 0.003 \\\\\n",
+      "\t\t\tW4-30min & 0.950 & 0.990 & - & 0.900 & 0.001 \\\\\n",
+      "\t\t\tW5-30min & 0.900 & 0.990 & - & - & 0.001 \\\\\n",
+      "\t\t\tW6-30min & 0.970 & 0.980 & - & 0.950 & 0.003 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_quantile_params = Texttable()\n",
+    "table_quantile_params.set_deco(Texttable.HEADER)\n",
+    "table_quantile_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_quantile_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{threshold}}\"\n",
+    "])\n",
+    "\n",
+    "for i, quantile_strategy in enumerate(best_strategies['quantile_model']):\n",
+    "    quantile_strategy_info = quantile_strategy[0].info()\n",
+    "    table_quantile_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        quantile_strategy_info['quantile_enter_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_enter_short'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_short'] or '-',\n",
+    "        quantile_strategy_info['exchange_fee']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_quantile_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-30min & 0.007 & - & -0.001 & - \\\\\n",
+      "\t\t\tW2-30min & 0.003 & - & -0.007 & - \\\\\n",
+      "\t\t\tW3-30min & - & - & -0.001 & 0.005 \\\\\n",
+      "\t\t\tW4-30min & 0.002 & - & -0.006 & - \\\\\n",
+      "\t\t\tW5-30min & 0.005 & -0.001 & - & - \\\\\n",
+      "\t\t\tW6-30min & 0.003 & - & -0.004 & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_gmadl_params = Texttable()\n",
+    "table_gmadl_params.set_deco(Texttable.HEADER)\n",
+    "table_gmadl_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\"])\n",
+    "table_gmadl_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "])\n",
+    "\n",
+    "for i, gmadl_strategy in enumerate(best_strategies['gmadl_model']):\n",
+    "    gmadl_strategy_info = gmadl_strategy[0].info()\n",
+    "    table_gmadl_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        gmadl_strategy_info['enter_long'] or '-',\n",
+    "        gmadl_strategy_info['exit_long'] or '-',\n",
+    "        gmadl_strategy_info['enter_short'] or '-',\n",
+    "        gmadl_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_gmadl_params))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Evaluation on the windows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_plot(idx, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model, width=850, height=500, notitle=False):\n",
+    "\n",
+    "    fig = go.Figure([\n",
+    "        go.Scatter(y=result_buyandhold['portfolio_value'], x=result_buyandhold['time'], name=\"Buy and Hold\"),\n",
+    "        go.Scatter(y=result_macd['portfolio_value'], x=result_macd['time'], name=\"MACD Strategy\"),\n",
+    "        go.Scatter(y=result_rsi['portfolio_value'], x=result_rsi['time'], name=\"RSI Strategy\"),\n",
+    "        go.Scatter(y=result_quantile_model['portfolio_value'], x=result_quantile_model['time'], name='Quantile Informer Strategy'),\n",
+    "        go.Scatter(y=result_gmadl_model['portfolio_value'], x=result_gmadl_model['time'], name='GMADL Informer Strategy')\n",
+    "        ])\n",
+    "    fig.update_layout(\n",
+    "        title={\n",
+    "        'text': f\"W{idx}-{INTERVAL}\",\n",
+    "        'y':0.97,\n",
+    "        'x':0.5,\n",
+    "        'xanchor': 'center',\n",
+    "        'yanchor': 'top'} if not notitle else None,\n",
+    "        yaxis_title=\"Portfolio Value\",\n",
+    "        xaxis_title=\"Date\",\n",
+    "            font=dict(\n",
+    "            # family=\"Courier New, monospace\",\n",
+    "            size=14,\n",
+    "        ),\n",
+    "        autosize=False,\n",
+    "        width=width,\n",
+    "        height=height,\n",
+    "        margin=dict(l=20, r=20, t=20 if notitle else 110, b=20),\n",
+    "        plot_bgcolor='white',\n",
+    "        legend=dict(\n",
+    "            orientation=\"h\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            y=1.02,\n",
+    "            xanchor=\"left\",\n",
+    "            x=0.02\n",
+    "        )\n",
+    "    )\n",
+    "    fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.write_image(f\"images/eval-w{idx}-{INTERVAL}.png\")\n",
+    "    fig.show()\n",
+    "    \n",
+    "def results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model):\n",
+    "    table_eval_windows = Texttable()\n",
+    "    table_eval_windows.set_deco(Texttable.HEADER)\n",
+    "    table_eval_windows.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_eval_windows.set_precision(3)\n",
+    "\n",
+    "    table_eval_windows.header([\n",
+    "        \"\\\\textbf{Strategy}\",\n",
+    "        \"\\\\textbf{VAL}\",\n",
+    "        \"\\\\textbf{ARC}\",\n",
+    "        \"\\\\textbf{ASD}\",\n",
+    "        \"\\\\textbf{IR*}\",\n",
+    "        \"\\\\textbf{MD}\",\n",
+    "        \"\\\\textbf{IR**}\",\n",
+    "        \"\\\\textbf{N}\",\n",
+    "        \"\\\\textbf{LONG}\",\n",
+    "        \"\\\\textbf{SHORT}\",\n",
+    "    ])\n",
+    "\n",
+    "    strategy_name_result = [\n",
+    "        ('Buy and Hold', result_buyandhold),\n",
+    "        ('MACD Strategy', result_macd),\n",
+    "        ('RSI Strategy', result_rsi),\n",
+    "        ('Quantile Informer', result_quantile_model),\n",
+    "        ('GMADL Informer', result_gmadl_model)\n",
+    "    ]\n",
+    "    for strategy_name, result in strategy_name_result:\n",
+    "        table_eval_windows.add_row([\n",
+    "            strategy_name,\n",
+    "            result['value'],\n",
+    "            result['arc'],\n",
+    "            result['asd'],\n",
+    "            result['ir'],\n",
+    "            result['md'],\n",
+    "            result['mod_ir'],\n",
+    "            result['n_trades'],\n",
+    "            f\"{result['long_pos']*100:.2f}\\%\",\n",
+    "            f\"{result['short_pos']*100:.2f}\\%\",\n",
+    "        ])\n",
+    "    print(latextable.draw_latex(table_eval_windows))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for i, (in_sample, out_of_sample) in enumerate(data_windows):\n",
+    "#     padded_window = pd.concat([in_sample.iloc[-PADDING:], out_of_sample])\n",
+    "#     result_buyandhold = evaluate_strategy(padded_window, best_strategies['buy_and_hold'][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_macd = evaluate_strategy(padded_window, [s[0] for s in best_strategies['macd_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_rsi = evaluate_strategy(padded_window, [s[0] for s in best_strategies['rsi_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_quantile_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['quantile_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_gmadl_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['gmadl_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "#     results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    "#     results_plot(i+1, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    "        \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Plot & Table for the whole testing period"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test_data = pd.concat([data_windows[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows])\n",
+    "# buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING, interval=INTERVAL)\n",
+    "# macd_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['macd_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# rsi_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['rsi_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# quantile_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['quantile_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# gmadl_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['gmadl_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "# results_table(buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat)\n",
+    "# results_plot(0, buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat, width=1200, notitle=True)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/btcusdt_5m_evaluation.ipynb b/notebooks/btcusdt_5m_evaluation.ipynb
new file mode 100644
index 0000000..050b19d
--- /dev/null
+++ b/notebooks/btcusdt_5m_evaluation.ipynb
@@ -0,0 +1,789 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import pickle\n",
+    "import plotly.graph_objs as go\n",
+    "import latextable\n",
+    "from texttable import Texttable\n",
+    "from strategy.strategy import (\n",
+    "    BuyAndHoldStrategy,\n",
+    "    MACDStrategy,\n",
+    "    RSIStrategy,\n",
+    "    ModelQuantilePredictionsStrategy,\n",
+    "    ModelGmadlPredictionsStrategy,\n",
+    "    ConcatenatedStrategies\n",
+    ")\n",
+    "from strategy.util import (\n",
+    "    get_data_windows,\n",
+    "    get_sweep_window_predictions,\n",
+    "    get_predictions_dataframe\n",
+    ")\n",
+    "from strategy.evaluation import (\n",
+    "    parameter_sweep,\n",
+    "    evaluate_strategy\n",
+    ")\n",
+    "from strategy.plotting import (\n",
+    "    plot_sweep_results\n",
+    ")\n",
+    "\n",
+    "PADDING=5000\n",
+    "VALID_PART=0.4\n",
+    "INTERVAL='5min'\n",
+    "METRIC='mod_ir'\n",
+    "TOP_N=10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-5m:latest, 745.12MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.8\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_windows = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-5m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sweeps_on_all_windows(data_windows, strategy_class, params, **kwargs):\n",
+    "    result = []\n",
+    "    for in_sample, _ in data_windows:\n",
+    "        data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "        result.append(parameter_sweep(in_sample[data_part-PADDING:], strategy_class, params, padding=PADDING, interval=INTERVAL, **kwargs))\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buyandhold_best_strategies = [BuyAndHoldStrategy() for _ in data_windows] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 3840/3840 [00:25<00:00, 148.93it/s]\n",
+      "100%|██████████| 3840/3840 [00:25<00:00, 149.05it/s]\n",
+      "100%|██████████| 3840/3840 [00:27<00:00, 138.86it/s]\n",
+      "100%|██████████| 3840/3840 [00:28<00:00, 133.50it/s]\n",
+      "100%|██████████| 3840/3840 [00:25<00:00, 152.79it/s]\n",
+      "100%|██████████| 3840/3840 [00:22<00:00, 168.94it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MACD_PARAMS = {\n",
+    "    'fast_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'slow_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'signal_window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'short_sell': [True, False]\n",
+    "}\n",
+    "MACD_PARAMS_FILTER = lambda p: (\n",
+    "    p['slow_window_size'] > p['fast_window_size']\n",
+    ")\n",
+    "macd_sweep_results = sweeps_on_all_windows(\n",
+    "    data_windows,\n",
+    "    MACDStrategy,\n",
+    "    MACD_PARAMS,\n",
+    "    params_filter=MACD_PARAMS_FILTER,\n",
+    "    sort_by=METRIC)\n",
+    "macd_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in macd_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in macd_sweep_results[0]]), parameters=MACD_PARAMS.keys(), objective=METRIC)\n",
+    "# macd_sweep_results[0][:3]\n",
+    "# macd_best_strategies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 11088/11088 [01:14<00:00, 149.71it/s]\n",
+      "100%|██████████| 11088/11088 [01:18<00:00, 140.49it/s]\n",
+      "100%|██████████| 11088/11088 [01:14<00:00, 148.45it/s]\n",
+      "100%|██████████| 11088/11088 [01:15<00:00, 147.54it/s]\n",
+      "100%|██████████| 11088/11088 [01:09<00:00, 160.15it/s]\n",
+      "100%|██████████| 11088/11088 [01:10<00:00, 158.01it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "RSI_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "RSI_PARAMS = {\n",
+    "    'window_size': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584],\n",
+    "    'enter_long': [None, 70, 75, 80, 85, 90, 95],\n",
+    "    'exit_long': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'enter_short': [None, 5, 10, 15, 20, 25, 30],\n",
+    "    'exit_short': [None, 70, 75, 80, 85, 90, 95],\n",
+    "}\n",
+    "rsi_sweep_results = sweeps_on_all_windows(data_windows, RSIStrategy, RSI_PARAMS, params_filter=RSI_FILTER, sort_by=METRIC)\n",
+    "rsi_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in rsi_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in rsi_sweep_results[0]]), parameters=RSI_PARAMS.keys(), objective=METRIC)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with quantile loss\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/8m3hwwmx'\n",
+    "train_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1125/1125 [02:49<00:00,  6.65it/s]\n",
+      "100%|██████████| 1125/1125 [02:51<00:00,  6.55it/s]\n",
+      "100%|██████████| 1125/1125 [02:56<00:00,  6.36it/s]\n",
+      "100%|██████████| 1125/1125 [02:50<00:00,  6.61it/s]\n",
+      "100%|██████████| 1125/1125 [02:47<00:00,  6.72it/s]\n",
+      "100%|██████████| 1125/1125 [02:48<00:00,  6.66it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_QUANTILE_LOSS_FILTER = lambda p: (\n",
+    "    ((p['quantile_enter_long'] is not None and (p['quantile_enter_short'] is not None or p['quantile_exit_long'] is not None))\n",
+    "    or (p['quantile_enter_short'] is not None and (p['quantile_exit_short'] is not None or p['quantile_enter_long'] is not None)))\n",
+    "    and (p['quantile_enter_short'] is None or p['quantile_exit_long'] is None or (p['quantile_exit_long'] < p['quantile_enter_short']))\n",
+    "    and (p['quantile_enter_long'] is None or p['quantile_exit_short'] is None or (p['quantile_exit_short'] < p['quantile_enter_long'])))\n",
+    "\n",
+    "quantile_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_pred_windows, valid_pred_windows, test_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(train_preds, valid_preds, test_preds)],\n",
+    "        'quantiles': [[0.01, 0.02, 0.03, 0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95, 0.97, 0.98, 0.99]],\n",
+    "        'quantile_enter_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_long': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_enter_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'quantile_exit_short': [None, 0.9, 0.95, 0.97, 0.98, 0.99],\n",
+    "        'exchange_fee': [0.001, 0.002, 0.003],\n",
+    "        'future': [1]\n",
+    "    }\n",
+    "    \n",
+    "    quantile_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelQuantilePredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_QUANTILE_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "\n",
+    "quantile_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in quantile_model_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plot_sweep_results(pd.DataFrame([result for result, _ in quantile_model_sweep_results[0]]), parameters=['quantile_enter_long', 'quantile_exit_long', 'quantile_enter_short', 'quantile_exit_short', 'future'], objective=METRIC)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   2 of 2 files downloaded.  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model with gmadl loss\n",
+    "SWEEP_ID = 'filipstefaniuk/wne-masters-thesis-testing/0pro3i5i'\n",
+    "train_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'train')\n",
+    "valid_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'valid')\n",
+    "test_gmadl_pred_windows = get_sweep_window_predictions(SWEEP_ID, 'test')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1176/1176 [02:30<00:00,  7.82it/s]\n",
+      "100%|██████████| 1176/1176 [02:31<00:00,  7.78it/s]\n",
+      "100%|██████████| 1176/1176 [02:31<00:00,  7.77it/s]\n",
+      "100%|██████████| 1176/1176 [02:32<00:00,  7.72it/s]\n",
+      "100%|██████████| 1176/1176 [02:30<00:00,  7.84it/s]\n",
+      "100%|██████████| 1176/1176 [02:30<00:00,  7.80it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODEL_GMADL_LOSS_FILTER = lambda p: (\n",
+    "    ((p['enter_long'] is not None and (p['enter_short'] is not None or p['exit_long'] is not None))\n",
+    "    or (p['enter_short'] is not None and (p['exit_short'] is not None or p['enter_long'] is not None)))\n",
+    "    and (p['enter_short'] is None or p['exit_long'] is None or (p['exit_long'] > p['enter_short']))\n",
+    "    and (p['enter_long'] is None or p['exit_short'] is None or (p['exit_short'] < p['enter_long'])))\n",
+    "\n",
+    "gmadl_model_sweep_results = []\n",
+    "for (in_sample, _), train_preds, valid_preds, test_preds in zip(data_windows, train_gmadl_pred_windows, valid_gmadl_pred_windows, test_gmadl_pred_windows):\n",
+    "    data_part = int((1 - VALID_PART) * len(in_sample))\n",
+    "    params={\n",
+    "        'predictions': [get_predictions_dataframe(train_preds, valid_preds, test_preds)],\n",
+    "        'enter_long': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "        'exit_long': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'enter_short': [None, -0.001, -0.002, -0.003, -0.004, -0.005, -0.006, -0.007],\n",
+    "        'exit_short': [None, 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007],\n",
+    "    }\n",
+    "    \n",
+    "    gmadl_model_sweep_results.append(parameter_sweep(\n",
+    "        in_sample[data_part-PADDING:],\n",
+    "        ModelGmadlPredictionsStrategy,\n",
+    "        params,\n",
+    "        params_filter=MODEL_GMADL_LOSS_FILTER,\n",
+    "        padding=PADDING,\n",
+    "        interval=INTERVAL,\n",
+    "        sort_by=METRIC))\n",
+    "    \n",
+    "\n",
+    "gmadl_model_best_strategies = [[strat for _, strat in results[:TOP_N]] for results in gmadl_model_sweep_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Persist best strategies, so that they don't have to be recomputed every time\n",
+    "best_strategies = {\n",
+    "    'buy_and_hold': buyandhold_best_strategies,\n",
+    "    'macd_strategies': macd_best_strategies,\n",
+    "    'rsi_strategies': rsi_best_strategies,\n",
+    "    'quantile_model': quantile_model_best_strategies,\n",
+    "    'gmadl_model': gmadl_model_best_strategies\n",
+    "}\n",
+    "\n",
+    "with open('cache/5min-best-strategies-04.pkl', 'wb') as outp:\n",
+    "    pickle.dump(best_strategies, outp, pickle.HIGHEST_PROTOCOL)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Visualizations & Tables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/5min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Tables with parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{Fast Window Size} & \\textbf{Slow Window Size} & \\textbf{Signal Window Size} & \\textbf{Short sell} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tWindow 1 & 8 & 2584 & 987 & True \\\\\n",
+      "\t\t\tWindow 2 & 377 & 610 & 610 & True \\\\\n",
+      "\t\t\tWindow 3 & 987 & 2584 & 987 & True \\\\\n",
+      "\t\t\tWindow 4 & 610 & 2584 & 987 & True \\\\\n",
+      "\t\t\tWindow 5 & 987 & 1597 & 987 & False \\\\\n",
+      "\t\t\tWindow 6 & 1597 & 2584 & 377 & False \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Best hparams for MACD strategy\n",
+    "table_macd_params = Texttable()\n",
+    "table_macd_params.set_deco(Texttable.HEADER)\n",
+    "table_macd_params.set_cols_align([\"l\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "table_macd_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{Fast Window Size}\",\n",
+    "    \"\\\\textbf{Slow Window Size}\",\n",
+    "    \"\\\\textbf{Signal Window Size}\",\n",
+    "    \"\\\\textbf{Short sell}\"\n",
+    "])\n",
+    "\n",
+    "for i, macd_strategy in enumerate(best_strategies['macd_strategies']):\n",
+    "    macd_strategy_info = macd_strategy[0].info()\n",
+    "    table_macd_params.add_row([\n",
+    "        f\"Window {i+1}\",\n",
+    "        macd_strategy_info['fast_window_size'],\n",
+    "        macd_strategy_info['slow_window_size'],\n",
+    "        macd_strategy_info['signal_window_size'],\n",
+    "        macd_strategy_info['short_sell']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_macd_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{window}} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit long}} & \\textbf{\\textit{enter short}} & \\textbf{\\textit{exit short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-5min & 21 & 80 & - & 25 & - \\\\\n",
+      "\t\t\tW2-5min & 34 & 75 & - & 25 & - \\\\\n",
+      "\t\t\tW3-5min & 5 & 95 & - & 15 & - \\\\\n",
+      "\t\t\tW4-5min & 8 & 90 & 5 & - & 85 \\\\\n",
+      "\t\t\tW5-5min & 13 & 90 & 20 & - & 85 \\\\\n",
+      "\t\t\tW6-5min & 21 & 85 & 15 & - & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_rsi_params = Texttable()\n",
+    "table_rsi_params.set_deco(Texttable.HEADER)\n",
+    "table_rsi_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_rsi_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{window}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit short}}\"\n",
+    "])\n",
+    "\n",
+    "for i, rsi_strategy in enumerate(best_strategies['rsi_strategies']):\n",
+    "    rsi_strategy_info = rsi_strategy[0].info()\n",
+    "    table_rsi_params.add_row([\n",
+    "        f\"W{i+1}-5min\",\n",
+    "        rsi_strategy_info['window_size'] or '-',\n",
+    "        rsi_strategy_info['enter_long'] or '-',\n",
+    "        rsi_strategy_info['exit_long'] or '-',\n",
+    "        rsi_strategy_info['enter_short'] or '-',\n",
+    "        rsi_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_rsi_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lccccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} & \\textbf{\\textit{threshold}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-5min & - & 0.970 & 0.980 & 0.970 & 0.003 \\\\\n",
+      "\t\t\tW2-5min & 0.970 & - & 0.950 & - & 0.003 \\\\\n",
+      "\t\t\tW3-5min & 0.990 & - & 0.950 & - & 0.002 \\\\\n",
+      "\t\t\tW4-5min & 0.970 & 0.990 & - & 0.900 & 0.003 \\\\\n",
+      "\t\t\tW5-5min & 0.900 & 0.900 & - & - & 0.002 \\\\\n",
+      "\t\t\tW6-5min & 0.950 & 0.950 & - & - & 0.003 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_quantile_params = Texttable()\n",
+    "table_quantile_params.set_deco(Texttable.HEADER)\n",
+    "table_quantile_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\"])\n",
+    "table_quantile_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{threshold}}\"\n",
+    "])\n",
+    "\n",
+    "for i, quantile_strategy in enumerate(best_strategies['quantile_model']):\n",
+    "    quantile_strategy_info = quantile_strategy[0].info()\n",
+    "    table_quantile_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        quantile_strategy_info['quantile_enter_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_long'] or '-',\n",
+    "        quantile_strategy_info['quantile_enter_short'] or '-',\n",
+    "        quantile_strategy_info['quantile_exit_short'] or '-',\n",
+    "        quantile_strategy_info['exchange_fee']\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_quantile_params))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccc}\n",
+      "\t\t\t\\textbf{Window} & \\textbf{\\textit{enter long}} & \\textbf{\\textit{exit Long}} & \\textbf{\\textit{enter Short}} & \\textbf{\\textit{exit Short}} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tW1-5min & 0.004 & - & -0.005 & - \\\\\n",
+      "\t\t\tW2-5min & 0.002 & - & -0.001 & - \\\\\n",
+      "\t\t\tW3-5min & - & - & -0.006 & 0.003 \\\\\n",
+      "\t\t\tW4-5min & 0.002 & - & -0.005 & - \\\\\n",
+      "\t\t\tW5-5min & 0.002 & - & -0.003 & - \\\\\n",
+      "\t\t\tW6-5min & 0.001 & - & -0.007 & - \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_gmadl_params = Texttable()\n",
+    "table_gmadl_params.set_deco(Texttable.HEADER)\n",
+    "table_gmadl_params.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\"])\n",
+    "table_gmadl_params.header([\n",
+    "    \"\\\\textbf{Window}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Long}}\",\n",
+    "    \"\\\\textbf{\\\\textit{enter Short}}\",\n",
+    "    \"\\\\textbf{\\\\textit{exit Short}}\",\n",
+    "])\n",
+    "\n",
+    "for i, gmadl_strategy in enumerate(best_strategies['gmadl_model']):\n",
+    "    gmadl_strategy_info = gmadl_strategy[0].info()\n",
+    "    table_gmadl_params.add_row([\n",
+    "        f\"W{i+1}-{INTERVAL}\",\n",
+    "        gmadl_strategy_info['enter_long'] or '-',\n",
+    "        gmadl_strategy_info['exit_long'] or '-',\n",
+    "        gmadl_strategy_info['enter_short'] or '-',\n",
+    "        gmadl_strategy_info['exit_short'] or '-'\n",
+    "    ])\n",
+    "print(latextable.draw_latex(table_gmadl_params))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Evaluation on the windows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_plot(idx, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model, width=850, height=500, notitle=False):\n",
+    "\n",
+    "    fig = go.Figure([\n",
+    "        go.Scatter(y=result_buyandhold['portfolio_value'], x=result_buyandhold['time'], name=\"Buy and Hold\"),\n",
+    "        go.Scatter(y=result_macd['portfolio_value'], x=result_macd['time'], name=\"MACD Strategy\"),\n",
+    "        go.Scatter(y=result_rsi['portfolio_value'], x=result_rsi['time'], name=\"RSI Strategy\"),\n",
+    "        go.Scatter(y=result_quantile_model['portfolio_value'], x=result_quantile_model['time'], name='Quantile Informer Strategy'),\n",
+    "        go.Scatter(y=result_gmadl_model['portfolio_value'], x=result_gmadl_model['time'], name='GMADL Informer Strategy')\n",
+    "        ])\n",
+    "    fig.update_layout(\n",
+    "        title={\n",
+    "        'text': f\"W{idx}-{INTERVAL}\",\n",
+    "        'y':0.97,\n",
+    "        'x':0.5,\n",
+    "        'xanchor': 'center',\n",
+    "        'yanchor': 'top'} if not notitle else None,\n",
+    "        yaxis_title=\"Portfolio Value\",\n",
+    "        xaxis_title=\"Date\",\n",
+    "            font=dict(\n",
+    "            # family=\"Courier New, monospace\",\n",
+    "            size=14,\n",
+    "        ),\n",
+    "        autosize=False,\n",
+    "        width=width,\n",
+    "        height=height,\n",
+    "        margin=dict(l=20, r=20, t=20 if notitle else 110, b=20),\n",
+    "        plot_bgcolor='white',\n",
+    "        legend=dict(\n",
+    "            orientation=\"h\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            y=1.02,\n",
+    "            xanchor=\"left\",\n",
+    "            x=0.02\n",
+    "        )\n",
+    "    )\n",
+    "    fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.write_image(f\"images/eval-w{idx}-{INTERVAL}.png\")\n",
+    "    fig.show()\n",
+    "    \n",
+    "def results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model):\n",
+    "    table_eval_windows = Texttable()\n",
+    "    table_eval_windows.set_deco(Texttable.HEADER)\n",
+    "    table_eval_windows.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_eval_windows.set_precision(3)\n",
+    "\n",
+    "    table_eval_windows.header([\n",
+    "        \"\\\\textbf{Strategy}\",\n",
+    "        \"\\\\textbf{VAL}\",\n",
+    "        \"\\\\textbf{ARC}\",\n",
+    "        \"\\\\textbf{ASD}\",\n",
+    "        \"\\\\textbf{IR*}\",\n",
+    "        \"\\\\textbf{MD}\",\n",
+    "        \"\\\\textbf{IR**}\",\n",
+    "        \"\\\\textbf{N}\",\n",
+    "        \"\\\\textbf{LONG}\",\n",
+    "        \"\\\\textbf{SHORT}\",\n",
+    "    ])\n",
+    "\n",
+    "    strategy_name_result = [\n",
+    "        ('Buy and Hold', result_buyandhold),\n",
+    "        ('MACD Strategy', result_macd),\n",
+    "        ('RSI Strategy', result_rsi),\n",
+    "        ('Quantile Informer', result_quantile_model),\n",
+    "        ('GMADL Informer', result_gmadl_model)\n",
+    "    ]\n",
+    "    for strategy_name, result in strategy_name_result:\n",
+    "        table_eval_windows.add_row([\n",
+    "            strategy_name,\n",
+    "            result['value'],\n",
+    "            result['arc'],\n",
+    "            result['asd'],\n",
+    "            result['ir'],\n",
+    "            result['md'],\n",
+    "            result['mod_ir'],\n",
+    "            result['n_trades'],\n",
+    "            f\"{result['long_pos']*100:.2f}\\%\",\n",
+    "            f\"{result['short_pos']*100:.2f}\\%\",\n",
+    "        ])\n",
+    "    print(latextable.draw_latex(table_eval_windows))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for i, (in_sample, out_of_sample) in enumerate(data_windows):\n",
+    "#     padded_window = pd.concat([in_sample.iloc[-PADDING:], out_of_sample])\n",
+    "#     result_buyandhold = evaluate_strategy(padded_window, best_strategies['buy_and_hold'][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_macd = evaluate_strategy(padded_window, [s[0] for s in best_strategies['macd_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_rsi = evaluate_strategy(padded_window, [s[0] for s in best_strategies['rsi_strategies']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_quantile_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['quantile_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "#     result_gmadl_model = evaluate_strategy(padded_window, [s[0] for s in best_strategies['gmadl_model']][i], padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "#     results_table(result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    "#     results_plot(i+1, result_buyandhold, result_macd, result_rsi, result_quantile_model, result_gmadl_model)\n",
+    "        \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test_data = pd.concat([data_windows[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows])\n",
+    "# buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING)\n",
+    "# macd_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['macd_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# rsi_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['rsi_strategies']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# quantile_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['quantile_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "# gmadl_model_concat = evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strategies['gmadl_model']], padding=PADDING), padding=PADDING, interval=INTERVAL)\n",
+    "\n",
+    "# results_table(buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat)\n",
+    "# results_plot(0, buy_and_hold_concat, macd_concat, rsi_concat, quantile_model_concat, gmadl_model_concat, width=1200, notitle=True)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/btcusdt_dataset.ipynb b/notebooks/btcusdt_dataset.ipynb
index 282bfe3..df4d624 100644
--- a/notebooks/btcusdt_dataset.ipynb
+++ b/notebooks/btcusdt_dataset.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -26,11 +26,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "def fill_missing_values(data, expected_interval):\n",
+    "\n",
+    "    LOW_TIME = pd.Timestamp(year=2019, month=7, day=21, hour=0, minute=0)\n",
+    "\n",
+    "    data =  data.loc[data['close_time'] >= LOW_TIME]\n",
+    "\n",
+    "    \n",
     "    num_new_intervals, num_fixed_intervals = 0, 0\n",
     "    expected_internal_interval = expected_interval - pd.Timedelta(milliseconds=1)\n",
     "    prev_row = data.iloc[0]\n",
@@ -65,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -111,7 +117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -120,13 +126,13 @@
      "text": [
       "INFO:root:================================================================================\n",
       "INFO:root:Loading dataset '../data/raw_data/btc-usdt-5m.csv' with interval 0 days 00:05:00\n",
-      "INFO:root:Inserted 1715 new intervals.\n",
-      "INFO:root:Fixed 17 intervals.\n",
+      "INFO:root:Inserted 614 new intervals.\n",
+      "INFO:root:Fixed 8 intervals.\n",
       "INFO:root:There is the same interval between all open times: 0 days 00:05:00\n",
       "INFO:root:There is the same interval between all close times: 0 days 00:05:00\n",
-      "INFO:root:First data point: 2017-08-17 04:04:59.999000\n",
+      "INFO:root:First data point: 2019-07-21 00:04:59.999000\n",
       "INFO:root:Last data point: 2024-07-27 09:44:59.999000\n",
-      "INFO:root:Number of data points: 730437\n"
+      "INFO:root:Number of data points: 528021\n"
      ]
     },
     {
@@ -139,146096 +145,105614 @@
         {
          "type": "scatter",
          "x": [
-          "2017-08-17T04:04:59.999000",
-          "2017-08-17T04:54:59.999000",
-          "2017-08-17T05:44:59.999000",
-          "2017-08-17T06:34:59.999000",
-          "2017-08-17T07:24:59.999000",
-          "2017-08-17T08:14:59.999000",
-          "2017-08-17T09:04:59.999000",
-          "2017-08-17T09:54:59.999000",
-          "2017-08-17T10:44:59.999000",
-          "2017-08-17T11:34:59.999000",
-          "2017-08-17T12:24:59.999000",
-          "2017-08-17T13:14:59.999000",
-          "2017-08-17T14:04:59.999000",
-          "2017-08-17T14:54:59.999000",
-          "2017-08-17T15:44:59.999000",
-          "2017-08-17T16:34:59.999000",
-          "2017-08-17T17:24:59.999000",
-          "2017-08-17T18:14:59.999000",
-          "2017-08-17T19:04:59.999000",
-          "2017-08-17T19:54:59.999000",
-          "2017-08-17T20:44:59.999000",
-          "2017-08-17T21:34:59.999000",
-          "2017-08-17T22:24:59.999000",
-          "2017-08-17T23:14:59.999000",
-          "2017-08-18T00:04:59.999000",
-          "2017-08-18T00:54:59.999000",
-          "2017-08-18T01:44:59.999000",
-          "2017-08-18T02:34:59.999000",
-          "2017-08-18T03:24:59.999000",
-          "2017-08-18T04:14:59.999000",
-          "2017-08-18T05:04:59.999000",
-          "2017-08-18T05:54:59.999000",
-          "2017-08-18T06:44:59.999000",
-          "2017-08-18T07:34:59.999000",
-          "2017-08-18T08:24:59.999000",
-          "2017-08-18T09:14:59.999000",
-          "2017-08-18T10:04:59.999000",
-          "2017-08-18T10:54:59.999000",
-          "2017-08-18T11:44:59.999000",
-          "2017-08-18T12:34:59.999000",
-          "2017-08-18T13:24:59.999000",
-          "2017-08-18T14:14:59.999000",
-          "2017-08-18T15:04:59.999000",
-          "2017-08-18T15:54:59.999000",
-          "2017-08-18T16:44:59.999000",
-          "2017-08-18T17:34:59.999000",
-          "2017-08-18T18:24:59.999000",
-          "2017-08-18T19:14:59.999000",
-          "2017-08-18T20:04:59.999000",
-          "2017-08-18T20:54:59.999000",
-          "2017-08-18T21:44:59.999000",
-          "2017-08-18T22:34:59.999000",
-          "2017-08-18T23:24:59.999000",
-          "2017-08-19T00:14:59.999000",
-          "2017-08-19T01:04:59.999000",
-          "2017-08-19T01:54:59.999000",
-          "2017-08-19T02:44:59.999000",
-          "2017-08-19T03:34:59.999000",
-          "2017-08-19T04:24:59.999000",
-          "2017-08-19T05:14:59.999000",
-          "2017-08-19T06:04:59.999000",
-          "2017-08-19T06:54:59.999000",
-          "2017-08-19T07:44:59.999000",
-          "2017-08-19T08:34:59.999000",
-          "2017-08-19T09:24:59.999000",
-          "2017-08-19T10:14:59.999000",
-          "2017-08-19T11:04:59.999000",
-          "2017-08-19T11:54:59.999000",
-          "2017-08-19T12:44:59.999000",
-          "2017-08-19T13:34:59.999000",
-          "2017-08-19T14:24:59.999000",
-          "2017-08-19T15:14:59.999000",
-          "2017-08-19T16:04:59.999000",
-          "2017-08-19T16:54:59.999000",
-          "2017-08-19T17:44:59.999000",
-          "2017-08-19T18:34:59.999000",
-          "2017-08-19T19:24:59.999000",
-          "2017-08-19T20:14:59.999000",
-          "2017-08-19T21:04:59.999000",
-          "2017-08-19T21:54:59.999000",
-          "2017-08-19T22:44:59.999000",
-          "2017-08-19T23:34:59.999000",
-          "2017-08-20T00:24:59.999000",
-          "2017-08-20T01:14:59.999000",
-          "2017-08-20T02:04:59.999000",
-          "2017-08-20T02:54:59.999000",
-          "2017-08-20T03:44:59.999000",
-          "2017-08-20T04:34:59.999000",
-          "2017-08-20T05:24:59.999000",
-          "2017-08-20T06:14:59.999000",
-          "2017-08-20T07:04:59.999000",
-          "2017-08-20T07:54:59.999000",
-          "2017-08-20T08:44:59.999000",
-          "2017-08-20T09:34:59.999000",
-          "2017-08-20T10:24:59.999000",
-          "2017-08-20T11:14:59.999000",
-          "2017-08-20T12:04:59.999000",
-          "2017-08-20T12:54:59.999000",
-          "2017-08-20T13:44:59.999000",
-          "2017-08-20T14:34:59.999000",
-          "2017-08-20T15:24:59.999000",
-          "2017-08-20T16:14:59.999000",
-          "2017-08-20T17:04:59.999000",
-          "2017-08-20T17:54:59.999000",
-          "2017-08-20T18:44:59.999000",
-          "2017-08-20T19:34:59.999000",
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-          "2018-01-23T08:04:59.999000",
-          "2018-01-23T08:54:59.999000",
-          "2018-01-23T09:44:59.999000",
-          "2018-01-23T10:34:59.999000",
-          "2018-01-23T11:24:59.999000",
-          "2018-01-23T12:14:59.999000",
-          "2018-01-23T13:04:59.999000",
-          "2018-01-23T13:54:59.999000",
-          "2018-01-23T14:44:59.999000",
-          "2018-01-23T15:34:59.999000",
-          "2018-01-23T16:24:59.999000",
-          "2018-01-23T17:14:59.999000",
-          "2018-01-23T18:04:59.999000",
-          "2018-01-23T18:54:59.999000",
-          "2018-01-23T19:44:59.999000",
-          "2018-01-23T20:34:59.999000",
-          "2018-01-23T21:24:59.999000",
-          "2018-01-23T22:14:59.999000",
-          "2018-01-23T23:04:59.999000",
-          "2018-01-23T23:54:59.999000",
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-          "2018-01-24T01:34:59.999000",
-          "2018-01-24T02:24:59.999000",
-          "2018-01-24T03:14:59.999000",
-          "2018-01-24T04:04:59.999000",
-          "2018-01-24T04:54:59.999000",
-          "2018-01-24T05:44:59.999000",
-          "2018-01-24T06:34:59.999000",
-          "2018-01-24T07:24:59.999000",
-          "2018-01-24T08:14:59.999000",
-          "2018-01-24T09:04:59.999000",
-          "2018-01-24T09:54:59.999000",
-          "2018-01-24T10:44:59.999000",
-          "2018-01-24T11:34:59.999000",
-          "2018-01-24T12:24:59.999000",
-          "2018-01-24T13:14:59.999000",
-          "2018-01-24T14:04:59.999000",
-          "2018-01-24T14:54:59.999000",
-          "2018-01-24T15:44:59.999000",
-          "2018-01-24T16:34:59.999000",
-          "2018-01-24T17:24:59.999000",
-          "2018-01-24T18:14:59.999000",
-          "2018-01-24T19:04:59.999000",
-          "2018-01-24T19:54:59.999000",
-          "2018-01-24T20:44:59.999000",
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-          "2018-01-25T00:54:59.999000",
-          "2018-01-25T01:44:59.999000",
-          "2018-01-25T02:34:59.999000",
-          "2018-01-25T03:24:59.999000",
-          "2018-01-25T04:14:59.999000",
-          "2018-01-25T05:04:59.999000",
-          "2018-01-25T05:54:59.999000",
-          "2018-01-25T06:44:59.999000",
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-          "2018-01-25T08:24:59.999000",
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-          "2018-01-25T10:04:59.999000",
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-          "2018-01-25T13:24:59.999000",
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-          "2018-01-25T15:04:59.999000",
-          "2018-01-25T15:54:59.999000",
-          "2018-01-25T16:44:59.999000",
-          "2018-01-25T17:34:59.999000",
-          "2018-01-25T18:24:59.999000",
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-          "2018-01-25T20:04:59.999000",
-          "2018-01-25T20:54:59.999000",
-          "2018-01-25T21:44:59.999000",
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-          "2018-01-26T01:54:59.999000",
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-          "2018-01-26T05:14:59.999000",
-          "2018-01-26T06:04:59.999000",
-          "2018-01-26T06:54:59.999000",
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-          "2018-01-26T09:24:59.999000",
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-          "2018-01-26T14:24:59.999000",
-          "2018-01-26T15:14:59.999000",
-          "2018-01-26T16:04:59.999000",
-          "2018-01-26T16:54:59.999000",
-          "2018-01-26T17:44:59.999000",
-          "2018-01-26T18:34:59.999000",
-          "2018-01-26T19:24:59.999000",
-          "2018-01-26T20:14:59.999000",
-          "2018-01-26T21:04:59.999000",
-          "2018-01-26T21:54:59.999000",
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-          "2018-01-27T02:54:59.999000",
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-          "2018-01-27T17:04:59.999000",
-          "2018-01-27T17:54:59.999000",
-          "2018-01-27T18:44:59.999000",
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-          "2018-01-27T22:54:59.999000",
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-          "2018-01-28T09:44:59.999000",
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-          "2018-01-28T13:54:59.999000",
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-          "2018-01-28T16:24:59.999000",
-          "2018-01-28T17:14:59.999000",
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-          "2018-01-28T18:54:59.999000",
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-          "2018-01-28T20:34:59.999000",
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-          "2018-01-28T23:54:59.999000",
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-          "2018-01-29T14:54:59.999000",
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-          "2018-01-29T16:34:59.999000",
-          "2018-01-29T17:24:59.999000",
-          "2018-01-29T18:14:59.999000",
-          "2018-01-29T19:04:59.999000",
-          "2018-01-29T19:54:59.999000",
-          "2018-01-29T20:44:59.999000",
-          "2018-01-29T21:34:59.999000",
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-          "2018-01-30T00:54:59.999000",
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-          "2018-01-30T13:24:59.999000",
-          "2018-01-30T14:14:59.999000",
-          "2018-01-30T15:04:59.999000",
-          "2018-01-30T15:54:59.999000",
-          "2018-01-30T16:44:59.999000",
-          "2018-01-30T17:34:59.999000",
-          "2018-01-30T18:24:59.999000",
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-          "2018-01-30T20:04:59.999000",
-          "2018-01-30T20:54:59.999000",
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-          "2018-01-31T18:34:59.999000",
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-          "2018-05-16T09:24:59.999000",
-          "2018-05-16T10:14:59.999000",
-          "2018-05-16T11:04:59.999000",
-          "2018-05-16T11:54:59.999000",
-          "2018-05-16T12:44:59.999000",
-          "2018-05-16T13:34:59.999000",
-          "2018-05-16T14:24:59.999000",
-          "2018-05-16T15:14:59.999000",
-          "2018-05-16T16:04:59.999000",
-          "2018-05-16T16:54:59.999000",
-          "2018-05-16T17:44:59.999000",
-          "2018-05-16T18:34:59.999000",
-          "2018-05-16T19:24:59.999000",
-          "2018-05-16T20:14:59.999000",
-          "2018-05-16T21:04:59.999000",
-          "2018-05-16T21:54:59.999000",
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-          "2018-05-17T00:24:59.999000",
-          "2018-05-17T01:14:59.999000",
-          "2018-05-17T02:04:59.999000",
-          "2018-05-17T02:54:59.999000",
-          "2018-05-17T03:44:59.999000",
-          "2018-05-17T04:34:59.999000",
-          "2018-05-17T05:24:59.999000",
-          "2018-05-17T06:14:59.999000",
-          "2018-05-17T07:04:59.999000",
-          "2018-05-17T07:54:59.999000",
-          "2018-05-17T08:44:59.999000",
-          "2018-05-17T09:34:59.999000",
-          "2018-05-17T10:24:59.999000",
-          "2018-05-17T11:14:59.999000",
-          "2018-05-17T12:04:59.999000",
-          "2018-05-17T12:54:59.999000",
-          "2018-05-17T13:44:59.999000",
-          "2018-05-17T14:34:59.999000",
-          "2018-05-17T15:24:59.999000",
-          "2018-05-17T16:14:59.999000",
-          "2018-05-17T17:04:59.999000",
-          "2018-05-17T17:54:59.999000",
-          "2018-05-17T18:44:59.999000",
-          "2018-05-17T19:34:59.999000",
-          "2018-05-17T20:24:59.999000",
-          "2018-05-17T21:14:59.999000",
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-          "2018-05-17T22:54:59.999000",
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-          "2018-05-18T01:24:59.999000",
-          "2018-05-18T02:14:59.999000",
-          "2018-05-18T03:04:59.999000",
-          "2018-05-18T03:54:59.999000",
-          "2018-05-18T04:44:59.999000",
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-          "2018-05-18T06:24:59.999000",
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-          "2018-05-18T08:04:59.999000",
-          "2018-05-18T08:54:59.999000",
-          "2018-05-18T09:44:59.999000",
-          "2018-05-18T10:34:59.999000",
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-          "2018-05-18T13:54:59.999000",
-          "2018-05-18T14:44:59.999000",
-          "2018-05-18T15:34:59.999000",
-          "2018-05-18T16:24:59.999000",
-          "2018-05-18T17:14:59.999000",
-          "2018-05-18T18:04:59.999000",
-          "2018-05-18T18:54:59.999000",
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-          "2018-05-18T20:34:59.999000",
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-          "2018-05-18T23:54:59.999000",
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-          "2018-05-19T01:34:59.999000",
-          "2018-05-19T02:24:59.999000",
-          "2018-05-19T03:14:59.999000",
-          "2018-05-19T04:04:59.999000",
-          "2018-05-19T04:54:59.999000",
-          "2018-05-19T05:44:59.999000",
-          "2018-05-19T06:34:59.999000",
-          "2018-05-19T07:24:59.999000",
-          "2018-05-19T08:14:59.999000",
-          "2018-05-19T09:04:59.999000",
-          "2018-05-19T09:54:59.999000",
-          "2018-05-19T10:44:59.999000",
-          "2018-05-19T11:34:59.999000",
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-          "2018-05-19T13:14:59.999000",
-          "2018-05-19T14:04:59.999000",
-          "2018-05-19T14:54:59.999000",
-          "2018-05-19T15:44:59.999000",
-          "2018-05-19T16:34:59.999000",
-          "2018-05-19T17:24:59.999000",
-          "2018-05-19T18:14:59.999000",
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-          "2018-05-19T19:54:59.999000",
-          "2018-05-19T20:44:59.999000",
-          "2018-05-19T21:34:59.999000",
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-          "2018-05-20T00:04:59.999000",
-          "2018-05-20T00:54:59.999000",
-          "2018-05-20T01:44:59.999000",
-          "2018-05-20T02:34:59.999000",
-          "2018-05-20T03:24:59.999000",
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-          "2018-05-20T05:04:59.999000",
-          "2018-05-20T05:54:59.999000",
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-          "2018-05-20T08:24:59.999000",
-          "2018-05-20T09:14:59.999000",
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-          "2018-05-20T10:54:59.999000",
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-          "2018-05-20T15:04:59.999000",
-          "2018-05-20T15:54:59.999000",
-          "2018-05-20T16:44:59.999000",
-          "2018-05-20T17:34:59.999000",
-          "2018-05-20T18:24:59.999000",
-          "2018-05-20T19:14:59.999000",
-          "2018-05-20T20:04:59.999000",
-          "2018-05-20T20:54:59.999000",
-          "2018-05-20T21:44:59.999000",
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-          "2018-05-21T01:04:59.999000",
-          "2018-05-21T01:54:59.999000",
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-          "2018-05-21T03:34:59.999000",
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-          "2018-05-21T11:54:59.999000",
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-          "2018-05-21T15:14:59.999000",
-          "2018-05-21T16:04:59.999000",
-          "2018-05-21T16:54:59.999000",
-          "2018-05-21T17:44:59.999000",
-          "2018-05-21T18:34:59.999000",
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-          "2018-05-21T20:14:59.999000",
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-          "2018-05-21T21:54:59.999000",
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-          "2018-05-22T01:14:59.999000",
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-          "2018-05-22T02:54:59.999000",
-          "2018-05-22T03:44:59.999000",
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-          "2018-05-22T07:54:59.999000",
-          "2018-05-22T08:44:59.999000",
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-          "2018-05-22T12:54:59.999000",
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-          "2018-05-22T16:14:59.999000",
-          "2018-05-22T17:04:59.999000",
-          "2018-05-22T17:54:59.999000",
-          "2018-05-22T18:44:59.999000",
-          "2018-05-22T19:34:59.999000",
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-          "2018-05-22T22:54:59.999000",
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-          "2018-05-23T01:24:59.999000",
-          "2018-05-23T02:14:59.999000",
-          "2018-05-23T03:04:59.999000",
-          "2018-05-23T03:54:59.999000",
-          "2018-05-23T04:44:59.999000",
-          "2018-05-23T05:34:59.999000",
-          "2018-05-23T06:24:59.999000",
-          "2018-05-23T07:14:59.999000",
-          "2018-05-23T08:04:59.999000",
-          "2018-05-23T08:54:59.999000",
-          "2018-05-23T09:44:59.999000",
-          "2018-05-23T10:34:59.999000",
-          "2018-05-23T11:24:59.999000",
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-          "2018-05-23T13:04:59.999000",
-          "2018-05-23T13:54:59.999000",
-          "2018-05-23T14:44:59.999000",
-          "2018-05-23T15:34:59.999000",
-          "2018-05-23T16:24:59.999000",
-          "2018-05-23T17:14:59.999000",
-          "2018-05-23T18:04:59.999000",
-          "2018-05-23T18:54:59.999000",
-          "2018-05-23T19:44:59.999000",
-          "2018-05-23T20:34:59.999000",
-          "2018-05-23T21:24:59.999000",
-          "2018-05-23T22:14:59.999000",
-          "2018-05-23T23:04:59.999000",
-          "2018-05-23T23:54:59.999000",
-          "2018-05-24T00:44:59.999000",
-          "2018-05-24T01:34:59.999000",
-          "2018-05-24T02:24:59.999000",
-          "2018-05-24T03:14:59.999000",
-          "2018-05-24T04:04:59.999000",
-          "2018-05-24T04:54:59.999000",
-          "2018-05-24T05:44:59.999000",
-          "2018-05-24T06:34:59.999000",
-          "2018-05-24T07:24:59.999000",
-          "2018-05-24T08:14:59.999000",
-          "2018-05-24T09:04:59.999000",
-          "2018-05-24T09:54:59.999000",
-          "2018-05-24T10:44:59.999000",
-          "2018-05-24T11:34:59.999000",
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-          "2018-05-24T13:14:59.999000",
-          "2018-05-24T14:04:59.999000",
-          "2018-05-24T14:54:59.999000",
-          "2018-05-24T15:44:59.999000",
-          "2018-05-24T16:34:59.999000",
-          "2018-05-24T17:24:59.999000",
-          "2018-05-24T18:14:59.999000",
-          "2018-05-24T19:04:59.999000",
-          "2018-05-24T19:54:59.999000",
-          "2018-05-24T20:44:59.999000",
-          "2018-05-24T21:34:59.999000",
-          "2018-05-24T22:24:59.999000",
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-          "2018-05-25T00:54:59.999000",
-          "2018-05-25T01:44:59.999000",
-          "2018-05-25T02:34:59.999000",
-          "2018-05-25T03:24:59.999000",
-          "2018-05-25T04:14:59.999000",
-          "2018-05-25T05:04:59.999000",
-          "2018-05-25T05:54:59.999000",
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-          "2018-05-25T15:54:59.999000",
-          "2018-05-25T16:44:59.999000",
-          "2018-05-25T17:34:59.999000",
-          "2018-05-25T18:24:59.999000",
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-          "2018-05-25T20:04:59.999000",
-          "2018-05-25T20:54:59.999000",
-          "2018-05-25T21:44:59.999000",
-          "2018-05-25T22:34:59.999000",
-          "2018-05-25T23:24:59.999000",
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-          "2018-05-26T01:04:59.999000",
-          "2018-05-26T01:54:59.999000",
-          "2018-05-26T02:44:59.999000",
-          "2018-05-26T03:34:59.999000",
-          "2018-05-26T04:24:59.999000",
-          "2018-05-26T05:14:59.999000",
-          "2018-05-26T06:04:59.999000",
-          "2018-05-26T06:54:59.999000",
-          "2018-05-26T07:44:59.999000",
-          "2018-05-26T08:34:59.999000",
-          "2018-05-26T09:24:59.999000",
-          "2018-05-26T10:14:59.999000",
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-          "2018-05-26T11:54:59.999000",
-          "2018-05-26T12:44:59.999000",
-          "2018-05-26T13:34:59.999000",
-          "2018-05-26T14:24:59.999000",
-          "2018-05-26T15:14:59.999000",
-          "2018-05-26T16:04:59.999000",
-          "2018-05-26T16:54:59.999000",
-          "2018-05-26T17:44:59.999000",
-          "2018-05-26T18:34:59.999000",
-          "2018-05-26T19:24:59.999000",
-          "2018-05-26T20:14:59.999000",
-          "2018-05-26T21:04:59.999000",
-          "2018-05-26T21:54:59.999000",
-          "2018-05-26T22:44:59.999000",
-          "2018-05-26T23:34:59.999000",
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-          "2018-05-27T01:14:59.999000",
-          "2018-05-27T02:04:59.999000",
-          "2018-05-27T02:54:59.999000",
-          "2018-05-27T03:44:59.999000",
-          "2018-05-27T04:34:59.999000",
-          "2018-05-27T05:24:59.999000",
-          "2018-05-27T06:14:59.999000",
-          "2018-05-27T07:04:59.999000",
-          "2018-05-27T07:54:59.999000",
-          "2018-05-27T08:44:59.999000",
-          "2018-05-27T09:34:59.999000",
-          "2018-05-27T10:24:59.999000",
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-          "2018-05-27T12:54:59.999000",
-          "2018-05-27T13:44:59.999000",
-          "2018-05-27T14:34:59.999000",
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-          "2018-05-27T16:14:59.999000",
-          "2018-05-27T17:04:59.999000",
-          "2018-05-27T17:54:59.999000",
-          "2018-05-27T18:44:59.999000",
-          "2018-05-27T19:34:59.999000",
-          "2018-05-27T20:24:59.999000",
-          "2018-05-27T21:14:59.999000",
-          "2018-05-27T22:04:59.999000",
-          "2018-05-27T22:54:59.999000",
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-          "2018-05-28T01:24:59.999000",
-          "2018-05-28T02:14:59.999000",
-          "2018-05-28T03:04:59.999000",
-          "2018-05-28T03:54:59.999000",
-          "2018-05-28T04:44:59.999000",
-          "2018-05-28T05:34:59.999000",
-          "2018-05-28T06:24:59.999000",
-          "2018-05-28T07:14:59.999000",
-          "2018-05-28T08:04:59.999000",
-          "2018-05-28T08:54:59.999000",
-          "2018-05-28T09:44:59.999000",
-          "2018-05-28T10:34:59.999000",
-          "2018-05-28T11:24:59.999000",
-          "2018-05-28T12:14:59.999000",
-          "2018-05-28T13:04:59.999000",
-          "2018-05-28T13:54:59.999000",
-          "2018-05-28T14:44:59.999000",
-          "2018-05-28T15:34:59.999000",
-          "2018-05-28T16:24:59.999000",
-          "2018-05-28T17:14:59.999000",
-          "2018-05-28T18:04:59.999000",
-          "2018-05-28T18:54:59.999000",
-          "2018-05-28T19:44:59.999000",
-          "2018-05-28T20:34:59.999000",
-          "2018-05-28T21:24:59.999000",
-          "2018-05-28T22:14:59.999000",
-          "2018-05-28T23:04:59.999000",
-          "2018-05-28T23:54:59.999000",
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-          "2018-05-29T01:34:59.999000",
-          "2018-05-29T02:24:59.999000",
-          "2018-05-29T03:14:59.999000",
-          "2018-05-29T04:04:59.999000",
-          "2018-05-29T04:54:59.999000",
-          "2018-05-29T05:44:59.999000",
-          "2018-05-29T06:34:59.999000",
-          "2018-05-29T07:24:59.999000",
-          "2018-05-29T08:14:59.999000",
-          "2018-05-29T09:04:59.999000",
-          "2018-05-29T09:54:59.999000",
-          "2018-05-29T10:44:59.999000",
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-          "2018-05-30T05:54:59.999000",
-          "2018-05-30T06:44:59.999000",
-          "2018-05-30T07:34:59.999000",
-          "2018-05-30T08:24:59.999000",
-          "2018-05-30T09:14:59.999000",
-          "2018-05-30T10:04:59.999000",
-          "2018-05-30T10:54:59.999000",
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-          "2018-06-13T16:34:59.999000",
-          "2018-06-13T17:24:59.999000",
-          "2018-06-13T18:14:59.999000",
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-          "2018-06-13T19:54:59.999000",
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-          "2018-06-14T16:44:59.999000",
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-          "2018-07-11T22:04:59.999000",
-          "2018-07-11T22:54:59.999000",
-          "2018-07-11T23:44:59.999000",
-          "2018-07-12T00:34:59.999000",
-          "2018-07-12T01:24:59.999000",
-          "2018-07-12T02:14:59.999000",
-          "2018-07-12T03:04:59.999000",
-          "2018-07-12T03:54:59.999000",
-          "2018-07-12T04:44:59.999000",
-          "2018-07-12T05:34:59.999000",
-          "2018-07-12T06:24:59.999000",
-          "2018-07-12T07:14:59.999000",
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-          "2018-07-12T08:54:59.999000",
-          "2018-07-12T09:44:59.999000",
-          "2018-07-12T10:34:59.999000",
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-          "2018-07-12T13:04:59.999000",
-          "2018-07-12T13:54:59.999000",
-          "2018-07-12T14:44:59.999000",
-          "2018-07-12T15:34:59.999000",
-          "2018-07-12T16:24:59.999000",
-          "2018-07-12T17:14:59.999000",
-          "2018-07-12T18:04:59.999000",
-          "2018-07-12T18:54:59.999000",
-          "2018-07-12T19:44:59.999000",
-          "2018-07-12T20:34:59.999000",
-          "2018-07-12T21:24:59.999000",
-          "2018-07-12T22:14:59.999000",
-          "2018-07-12T23:04:59.999000",
-          "2018-07-12T23:54:59.999000",
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-          "2018-07-13T01:34:59.999000",
-          "2018-07-13T02:24:59.999000",
-          "2018-07-13T03:14:59.999000",
-          "2018-07-13T04:04:59.999000",
-          "2018-07-13T04:54:59.999000",
-          "2018-07-13T05:44:59.999000",
-          "2018-07-13T06:34:59.999000",
-          "2018-07-13T07:24:59.999000",
-          "2018-07-13T08:14:59.999000",
-          "2018-07-13T09:04:59.999000",
-          "2018-07-13T09:54:59.999000",
-          "2018-07-13T10:44:59.999000",
-          "2018-07-13T11:34:59.999000",
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-          "2018-07-13T13:14:59.999000",
-          "2018-07-13T14:04:59.999000",
-          "2018-07-13T14:54:59.999000",
-          "2018-07-13T15:44:59.999000",
-          "2018-07-13T16:34:59.999000",
-          "2018-07-13T17:24:59.999000",
-          "2018-07-13T18:14:59.999000",
-          "2018-07-13T19:04:59.999000",
-          "2018-07-13T19:54:59.999000",
-          "2018-07-13T20:44:59.999000",
-          "2018-07-13T21:34:59.999000",
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-          "2018-07-14T00:54:59.999000",
-          "2018-07-14T01:44:59.999000",
-          "2018-07-14T02:34:59.999000",
-          "2018-07-14T03:24:59.999000",
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-          "2018-07-14T05:54:59.999000",
-          "2018-07-14T06:44:59.999000",
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-          "2018-07-14T08:24:59.999000",
-          "2018-07-14T09:14:59.999000",
-          "2018-07-14T10:04:59.999000",
-          "2018-07-14T10:54:59.999000",
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-          "2018-07-14T13:24:59.999000",
-          "2018-07-14T14:14:59.999000",
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-          "2018-07-14T15:54:59.999000",
-          "2018-07-14T16:44:59.999000",
-          "2018-07-14T17:34:59.999000",
-          "2018-07-14T18:24:59.999000",
-          "2018-07-14T19:14:59.999000",
-          "2018-07-14T20:04:59.999000",
-          "2018-07-14T20:54:59.999000",
-          "2018-07-14T21:44:59.999000",
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-          "2018-07-15T01:04:59.999000",
-          "2018-07-15T01:54:59.999000",
-          "2018-07-15T02:44:59.999000",
-          "2018-07-15T03:34:59.999000",
-          "2018-07-15T04:24:59.999000",
-          "2018-07-15T05:14:59.999000",
-          "2018-07-15T06:04:59.999000",
-          "2018-07-15T06:54:59.999000",
-          "2018-07-15T07:44:59.999000",
-          "2018-07-15T08:34:59.999000",
-          "2018-07-15T09:24:59.999000",
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-          "2018-07-15T11:54:59.999000",
-          "2018-07-15T12:44:59.999000",
-          "2018-07-15T13:34:59.999000",
-          "2018-07-15T14:24:59.999000",
-          "2018-07-15T15:14:59.999000",
-          "2018-07-15T16:04:59.999000",
-          "2018-07-15T16:54:59.999000",
-          "2018-07-15T17:44:59.999000",
-          "2018-07-15T18:34:59.999000",
-          "2018-07-15T19:24:59.999000",
-          "2018-07-15T20:14:59.999000",
-          "2018-07-15T21:04:59.999000",
-          "2018-07-15T21:54:59.999000",
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-          "2018-07-16T01:14:59.999000",
-          "2018-07-16T02:04:59.999000",
-          "2018-07-16T02:54:59.999000",
-          "2018-07-16T03:44:59.999000",
-          "2018-07-16T04:34:59.999000",
-          "2018-07-16T05:24:59.999000",
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-          "2018-07-16T07:04:59.999000",
-          "2018-07-16T07:54:59.999000",
-          "2018-07-16T08:44:59.999000",
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-          "2018-07-16T12:54:59.999000",
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-          "2018-07-16T16:14:59.999000",
-          "2018-07-16T17:04:59.999000",
-          "2018-07-16T17:54:59.999000",
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-          "2018-07-16T21:14:59.999000",
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-          "2018-07-16T22:54:59.999000",
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-          "2018-07-17T00:34:59.999000",
-          "2018-07-17T01:24:59.999000",
-          "2018-07-17T02:14:59.999000",
-          "2018-07-17T03:04:59.999000",
-          "2018-07-17T03:54:59.999000",
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-          "2018-07-17T05:34:59.999000",
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-          "2018-07-17T08:54:59.999000",
-          "2018-07-17T09:44:59.999000",
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-          "2018-07-17T13:54:59.999000",
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-          "2018-07-17T17:14:59.999000",
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-          "2018-07-17T18:54:59.999000",
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-          "2018-07-17T20:34:59.999000",
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-          "2018-07-17T23:54:59.999000",
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-          "2018-07-18T01:34:59.999000",
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-          "2018-07-18T04:04:59.999000",
-          "2018-07-18T04:54:59.999000",
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-          "2018-07-18T09:04:59.999000",
-          "2018-07-18T09:54:59.999000",
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-          "2018-07-18T14:54:59.999000",
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-          "2018-07-18T16:34:59.999000",
-          "2018-07-18T17:24:59.999000",
-          "2018-07-18T18:14:59.999000",
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-          "2018-07-18T19:54:59.999000",
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-          "2018-07-19T00:54:59.999000",
-          "2018-07-19T01:44:59.999000",
-          "2018-07-19T02:34:59.999000",
-          "2018-07-19T03:24:59.999000",
-          "2018-07-19T04:14:59.999000",
-          "2018-07-19T05:04:59.999000",
-          "2018-07-19T05:54:59.999000",
-          "2018-07-19T06:44:59.999000",
-          "2018-07-19T07:34:59.999000",
-          "2018-07-19T08:24:59.999000",
-          "2018-07-19T09:14:59.999000",
-          "2018-07-19T10:04:59.999000",
-          "2018-07-19T10:54:59.999000",
-          "2018-07-19T11:44:59.999000",
-          "2018-07-19T12:34:59.999000",
-          "2018-07-19T13:24:59.999000",
-          "2018-07-19T14:14:59.999000",
-          "2018-07-19T15:04:59.999000",
-          "2018-07-19T15:54:59.999000",
-          "2018-07-19T16:44:59.999000",
-          "2018-07-19T17:34:59.999000",
-          "2018-07-19T18:24:59.999000",
-          "2018-07-19T19:14:59.999000",
-          "2018-07-19T20:04:59.999000",
-          "2018-07-19T20:54:59.999000",
-          "2018-07-19T21:44:59.999000",
-          "2018-07-19T22:34:59.999000",
-          "2018-07-19T23:24:59.999000",
-          "2018-07-20T00:14:59.999000",
-          "2018-07-20T01:04:59.999000",
-          "2018-07-20T01:54:59.999000",
-          "2018-07-20T02:44:59.999000",
-          "2018-07-20T03:34:59.999000",
-          "2018-07-20T04:24:59.999000",
-          "2018-07-20T05:14:59.999000",
-          "2018-07-20T06:04:59.999000",
-          "2018-07-20T06:54:59.999000",
-          "2018-07-20T07:44:59.999000",
-          "2018-07-20T08:34:59.999000",
-          "2018-07-20T09:24:59.999000",
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-          "2018-07-20T11:54:59.999000",
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-          "2018-07-20T16:54:59.999000",
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-          "2018-07-20T20:14:59.999000",
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-          "2018-07-21T09:34:59.999000",
-          "2018-07-21T10:24:59.999000",
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-          "2018-07-21T12:54:59.999000",
-          "2018-07-21T13:44:59.999000",
-          "2018-07-21T14:34:59.999000",
-          "2018-07-21T15:24:59.999000",
-          "2018-07-21T16:14:59.999000",
-          "2018-07-21T17:04:59.999000",
-          "2018-07-21T17:54:59.999000",
-          "2018-07-21T18:44:59.999000",
-          "2018-07-21T19:34:59.999000",
-          "2018-07-21T20:24:59.999000",
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-          "2018-07-21T22:04:59.999000",
-          "2018-07-21T22:54:59.999000",
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-          "2018-07-22T01:24:59.999000",
-          "2018-07-22T02:14:59.999000",
-          "2018-07-22T03:04:59.999000",
-          "2018-07-22T03:54:59.999000",
-          "2018-07-22T04:44:59.999000",
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-          "2018-07-22T06:24:59.999000",
-          "2018-07-22T07:14:59.999000",
-          "2018-07-22T08:04:59.999000",
-          "2018-07-22T08:54:59.999000",
-          "2018-07-22T09:44:59.999000",
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-          "2018-07-22T13:54:59.999000",
-          "2018-07-22T14:44:59.999000",
-          "2018-07-22T15:34:59.999000",
-          "2018-07-22T16:24:59.999000",
-          "2018-07-22T17:14:59.999000",
-          "2018-07-22T18:04:59.999000",
-          "2018-07-22T18:54:59.999000",
-          "2018-07-22T19:44:59.999000",
-          "2018-07-22T20:34:59.999000",
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-          "2018-07-22T23:54:59.999000",
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-          "2018-07-23T01:34:59.999000",
-          "2018-07-23T02:24:59.999000",
-          "2018-07-23T03:14:59.999000",
-          "2018-07-23T04:04:59.999000",
-          "2018-07-23T04:54:59.999000",
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-          "2018-07-23T06:34:59.999000",
-          "2018-07-23T07:24:59.999000",
-          "2018-07-23T08:14:59.999000",
-          "2018-07-23T09:04:59.999000",
-          "2018-07-23T09:54:59.999000",
-          "2018-07-23T10:44:59.999000",
-          "2018-07-23T11:34:59.999000",
-          "2018-07-23T12:24:59.999000",
-          "2018-07-23T13:14:59.999000",
-          "2018-07-23T14:04:59.999000",
-          "2018-07-23T14:54:59.999000",
-          "2018-07-23T15:44:59.999000",
-          "2018-07-23T16:34:59.999000",
-          "2018-07-23T17:24:59.999000",
-          "2018-07-23T18:14:59.999000",
-          "2018-07-23T19:04:59.999000",
-          "2018-07-23T19:54:59.999000",
-          "2018-07-23T20:44:59.999000",
-          "2018-07-23T21:34:59.999000",
-          "2018-07-23T22:24:59.999000",
-          "2018-07-23T23:14:59.999000",
-          "2018-07-24T00:04:59.999000",
-          "2018-07-24T00:54:59.999000",
-          "2018-07-24T01:44:59.999000",
-          "2018-07-24T02:34:59.999000",
-          "2018-07-24T03:24:59.999000",
-          "2018-07-24T04:14:59.999000",
-          "2018-07-24T05:04:59.999000",
-          "2018-07-24T05:54:59.999000",
-          "2018-07-24T06:44:59.999000",
-          "2018-07-24T07:34:59.999000",
-          "2018-07-24T08:24:59.999000",
-          "2018-07-24T09:14:59.999000",
-          "2018-07-24T10:04:59.999000",
-          "2018-07-24T10:54:59.999000",
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-          "2018-07-24T15:04:59.999000",
-          "2018-07-24T15:54:59.999000",
-          "2018-07-24T16:44:59.999000",
-          "2018-07-24T17:34:59.999000",
-          "2018-07-24T18:24:59.999000",
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-          "2018-07-24T20:04:59.999000",
-          "2018-07-24T20:54:59.999000",
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-          "2018-07-25T01:54:59.999000",
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-          "2018-07-25T16:54:59.999000",
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-          "2018-07-25T18:34:59.999000",
-          "2018-07-25T19:24:59.999000",
-          "2018-07-25T20:14:59.999000",
-          "2018-07-25T21:04:59.999000",
-          "2018-07-25T21:54:59.999000",
-          "2018-07-25T22:44:59.999000",
-          "2018-07-25T23:34:59.999000",
-          "2018-07-26T00:24:59.999000",
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-          "2018-07-26T02:04:59.999000",
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-          "2018-08-23T07:34:59.999000",
-          "2018-08-23T08:24:59.999000",
-          "2018-08-23T09:14:59.999000",
-          "2018-08-23T10:04:59.999000",
-          "2018-08-23T10:54:59.999000",
-          "2018-08-23T11:44:59.999000",
-          "2018-08-23T12:34:59.999000",
-          "2018-08-23T13:24:59.999000",
-          "2018-08-23T14:14:59.999000",
-          "2018-08-23T15:04:59.999000",
-          "2018-08-23T15:54:59.999000",
-          "2018-08-23T16:44:59.999000",
-          "2018-08-23T17:34:59.999000",
-          "2018-08-23T18:24:59.999000",
-          "2018-08-23T19:14:59.999000",
-          "2018-08-23T20:04:59.999000",
-          "2018-08-23T20:54:59.999000",
-          "2018-08-23T21:44:59.999000",
-          "2018-08-23T22:34:59.999000",
-          "2018-08-23T23:24:59.999000",
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-          "2018-08-24T01:04:59.999000",
-          "2018-08-24T01:54:59.999000",
-          "2018-08-24T02:44:59.999000",
-          "2018-08-24T03:34:59.999000",
-          "2018-08-24T04:24:59.999000",
-          "2018-08-24T05:14:59.999000",
-          "2018-08-24T06:04:59.999000",
-          "2018-08-24T06:54:59.999000",
-          "2018-08-24T07:44:59.999000",
-          "2018-08-24T08:34:59.999000",
-          "2018-08-24T09:24:59.999000",
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-          "2018-08-24T11:54:59.999000",
-          "2018-08-24T12:44:59.999000",
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-          "2018-08-24T14:24:59.999000",
-          "2018-08-24T15:14:59.999000",
-          "2018-08-24T16:04:59.999000",
-          "2018-08-24T16:54:59.999000",
-          "2018-08-24T17:44:59.999000",
-          "2018-08-24T18:34:59.999000",
-          "2018-08-24T19:24:59.999000",
-          "2018-08-24T20:14:59.999000",
-          "2018-08-24T21:04:59.999000",
-          "2018-08-24T21:54:59.999000",
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-          "2018-08-25T01:14:59.999000",
-          "2018-08-25T02:04:59.999000",
-          "2018-08-25T02:54:59.999000",
-          "2018-08-25T03:44:59.999000",
-          "2018-08-25T04:34:59.999000",
-          "2018-08-25T05:24:59.999000",
-          "2018-08-25T06:14:59.999000",
-          "2018-08-25T07:04:59.999000",
-          "2018-08-25T07:54:59.999000",
-          "2018-08-25T08:44:59.999000",
-          "2018-08-25T09:34:59.999000",
-          "2018-08-25T10:24:59.999000",
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-          "2018-08-25T12:54:59.999000",
-          "2018-08-25T13:44:59.999000",
-          "2018-08-25T14:34:59.999000",
-          "2018-08-25T15:24:59.999000",
-          "2018-08-25T16:14:59.999000",
-          "2018-08-25T17:04:59.999000",
-          "2018-08-25T17:54:59.999000",
-          "2018-08-25T18:44:59.999000",
-          "2018-08-25T19:34:59.999000",
-          "2018-08-25T20:24:59.999000",
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-          "2018-08-25T22:54:59.999000",
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-          "2018-08-26T01:24:59.999000",
-          "2018-08-26T02:14:59.999000",
-          "2018-08-26T03:04:59.999000",
-          "2018-08-26T03:54:59.999000",
-          "2018-08-26T04:44:59.999000",
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-          "2018-08-26T06:24:59.999000",
-          "2018-08-26T07:14:59.999000",
-          "2018-08-26T08:04:59.999000",
-          "2018-08-26T08:54:59.999000",
-          "2018-08-26T09:44:59.999000",
-          "2018-08-26T10:34:59.999000",
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-          "2018-08-26T13:54:59.999000",
-          "2018-08-26T14:44:59.999000",
-          "2018-08-26T15:34:59.999000",
-          "2018-08-26T16:24:59.999000",
-          "2018-08-26T17:14:59.999000",
-          "2018-08-26T18:04:59.999000",
-          "2018-08-26T18:54:59.999000",
-          "2018-08-26T19:44:59.999000",
-          "2018-08-26T20:34:59.999000",
-          "2018-08-26T21:24:59.999000",
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-          "2018-08-26T23:54:59.999000",
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-          "2018-08-27T01:34:59.999000",
-          "2018-08-27T02:24:59.999000",
-          "2018-08-27T03:14:59.999000",
-          "2018-08-27T04:04:59.999000",
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-          "2018-08-27T14:04:59.999000",
-          "2018-08-27T14:54:59.999000",
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-          "2018-08-27T16:34:59.999000",
-          "2018-08-27T17:24:59.999000",
-          "2018-08-27T18:14:59.999000",
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-          "2018-08-27T19:54:59.999000",
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-          "2018-08-28T07:34:59.999000",
-          "2018-08-28T08:24:59.999000",
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-          "2018-08-28T13:24:59.999000",
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-          "2018-08-28T15:04:59.999000",
-          "2018-08-28T15:54:59.999000",
-          "2018-08-28T16:44:59.999000",
-          "2018-08-28T17:34:59.999000",
-          "2018-08-28T18:24:59.999000",
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-          "2018-08-28T20:04:59.999000",
-          "2018-08-28T20:54:59.999000",
-          "2018-08-28T21:44:59.999000",
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-          "2018-08-29T01:54:59.999000",
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-          "2018-08-29T06:04:59.999000",
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-          "2018-08-29T16:04:59.999000",
-          "2018-08-29T16:54:59.999000",
-          "2018-08-29T17:44:59.999000",
-          "2018-08-29T18:34:59.999000",
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-          "2018-08-29T20:14:59.999000",
-          "2018-08-29T21:04:59.999000",
-          "2018-08-29T21:54:59.999000",
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-          "2018-08-30T01:14:59.999000",
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-          "2018-08-30T13:44:59.999000",
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-          "2018-08-30T15:24:59.999000",
-          "2018-08-30T16:14:59.999000",
-          "2018-08-30T17:04:59.999000",
-          "2018-08-30T17:54:59.999000",
-          "2018-08-30T18:44:59.999000",
-          "2018-08-30T19:34:59.999000",
-          "2018-08-30T20:24:59.999000",
-          "2018-08-30T21:14:59.999000",
-          "2018-08-30T22:04:59.999000",
-          "2018-08-30T22:54:59.999000",
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-          "2018-08-31T01:24:59.999000",
-          "2018-08-31T02:14:59.999000",
-          "2018-08-31T03:04:59.999000",
-          "2018-08-31T03:54:59.999000",
-          "2018-08-31T04:44:59.999000",
-          "2018-08-31T05:34:59.999000",
-          "2018-08-31T06:24:59.999000",
-          "2018-08-31T07:14:59.999000",
-          "2018-08-31T08:04:59.999000",
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-          "2018-08-31T15:34:59.999000",
-          "2018-08-31T16:24:59.999000",
-          "2018-08-31T17:14:59.999000",
-          "2018-08-31T18:04:59.999000",
-          "2018-08-31T18:54:59.999000",
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-          "2018-09-20T13:54:59.999000",
-          "2018-09-20T14:44:59.999000",
-          "2018-09-20T15:34:59.999000",
-          "2018-09-20T16:24:59.999000",
-          "2018-09-20T17:14:59.999000",
-          "2018-09-20T18:04:59.999000",
-          "2018-09-20T18:54:59.999000",
-          "2018-09-20T19:44:59.999000",
-          "2018-09-20T20:34:59.999000",
-          "2018-09-20T21:24:59.999000",
-          "2018-09-20T22:14:59.999000",
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-          "2018-09-20T23:54:59.999000",
-          "2018-09-21T00:44:59.999000",
-          "2018-09-21T01:34:59.999000",
-          "2018-09-21T02:24:59.999000",
-          "2018-09-21T03:14:59.999000",
-          "2018-09-21T04:04:59.999000",
-          "2018-09-21T04:54:59.999000",
-          "2018-09-21T05:44:59.999000",
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-          "2018-09-21T07:24:59.999000",
-          "2018-09-21T08:14:59.999000",
-          "2018-09-21T09:04:59.999000",
-          "2018-09-21T09:54:59.999000",
-          "2018-09-21T10:44:59.999000",
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-          "2018-09-21T12:24:59.999000",
-          "2018-09-21T13:14:59.999000",
-          "2018-09-21T14:04:59.999000",
-          "2018-09-21T14:54:59.999000",
-          "2018-09-21T15:44:59.999000",
-          "2018-09-21T16:34:59.999000",
-          "2018-09-21T17:24:59.999000",
-          "2018-09-21T18:14:59.999000",
-          "2018-09-21T19:04:59.999000",
-          "2018-09-21T19:54:59.999000",
-          "2018-09-21T20:44:59.999000",
-          "2018-09-21T21:34:59.999000",
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-          "2018-09-22T00:54:59.999000",
-          "2018-09-22T01:44:59.999000",
-          "2018-09-22T02:34:59.999000",
-          "2018-09-22T03:24:59.999000",
-          "2018-09-22T04:14:59.999000",
-          "2018-09-22T05:04:59.999000",
-          "2018-09-22T05:54:59.999000",
-          "2018-09-22T06:44:59.999000",
-          "2018-09-22T07:34:59.999000",
-          "2018-09-22T08:24:59.999000",
-          "2018-09-22T09:14:59.999000",
-          "2018-09-22T10:04:59.999000",
-          "2018-09-22T10:54:59.999000",
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-          "2018-09-22T12:34:59.999000",
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-          "2018-09-22T14:14:59.999000",
-          "2018-09-22T15:04:59.999000",
-          "2018-09-22T15:54:59.999000",
-          "2018-09-22T16:44:59.999000",
-          "2018-09-22T17:34:59.999000",
-          "2018-09-22T18:24:59.999000",
-          "2018-09-22T19:14:59.999000",
-          "2018-09-22T20:04:59.999000",
-          "2018-09-22T20:54:59.999000",
-          "2018-09-22T21:44:59.999000",
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-          "2018-09-23T01:04:59.999000",
-          "2018-09-23T01:54:59.999000",
-          "2018-09-23T02:44:59.999000",
-          "2018-09-23T03:34:59.999000",
-          "2018-09-23T04:24:59.999000",
-          "2018-09-23T05:14:59.999000",
-          "2018-09-23T06:04:59.999000",
-          "2018-09-23T06:54:59.999000",
-          "2018-09-23T07:44:59.999000",
-          "2018-09-23T08:34:59.999000",
-          "2018-09-23T09:24:59.999000",
-          "2018-09-23T10:14:59.999000",
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-          "2018-09-23T11:54:59.999000",
-          "2018-09-23T12:44:59.999000",
-          "2018-09-23T13:34:59.999000",
-          "2018-09-23T14:24:59.999000",
-          "2018-09-23T15:14:59.999000",
-          "2018-09-23T16:04:59.999000",
-          "2018-09-23T16:54:59.999000",
-          "2018-09-23T17:44:59.999000",
-          "2018-09-23T18:34:59.999000",
-          "2018-09-23T19:24:59.999000",
-          "2018-09-23T20:14:59.999000",
-          "2018-09-23T21:04:59.999000",
-          "2018-09-23T21:54:59.999000",
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-          "2018-09-23T23:34:59.999000",
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-          "2018-09-24T01:14:59.999000",
-          "2018-09-24T02:04:59.999000",
-          "2018-09-24T02:54:59.999000",
-          "2018-09-24T03:44:59.999000",
-          "2018-09-24T04:34:59.999000",
-          "2018-09-24T05:24:59.999000",
-          "2018-09-24T06:14:59.999000",
-          "2018-09-24T07:04:59.999000",
-          "2018-09-24T07:54:59.999000",
-          "2018-09-24T08:44:59.999000",
-          "2018-09-24T09:34:59.999000",
-          "2018-09-24T10:24:59.999000",
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-          "2018-09-24T12:54:59.999000",
-          "2018-09-24T13:44:59.999000",
-          "2018-09-24T14:34:59.999000",
-          "2018-09-24T15:24:59.999000",
-          "2018-09-24T16:14:59.999000",
-          "2018-09-24T17:04:59.999000",
-          "2018-09-24T17:54:59.999000",
-          "2018-09-24T18:44:59.999000",
-          "2018-09-24T19:34:59.999000",
-          "2018-09-24T20:24:59.999000",
-          "2018-09-24T21:14:59.999000",
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-          "2018-09-24T22:54:59.999000",
-          "2018-09-24T23:44:59.999000",
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-          "2018-09-25T01:24:59.999000",
-          "2018-09-25T02:14:59.999000",
-          "2018-09-25T03:04:59.999000",
-          "2018-09-25T03:54:59.999000",
-          "2018-09-25T04:44:59.999000",
-          "2018-09-25T05:34:59.999000",
-          "2018-09-25T06:24:59.999000",
-          "2018-09-25T07:14:59.999000",
-          "2018-09-25T08:04:59.999000",
-          "2018-09-25T08:54:59.999000",
-          "2018-09-25T09:44:59.999000",
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-          "2018-09-25T13:54:59.999000",
-          "2018-09-25T14:44:59.999000",
-          "2018-09-25T15:34:59.999000",
-          "2018-09-25T16:24:59.999000",
-          "2018-09-25T17:14:59.999000",
-          "2018-09-25T18:04:59.999000",
-          "2018-09-25T18:54:59.999000",
-          "2018-09-25T19:44:59.999000",
-          "2018-09-25T20:34:59.999000",
-          "2018-09-25T21:24:59.999000",
-          "2018-09-25T22:14:59.999000",
-          "2018-09-25T23:04:59.999000",
-          "2018-09-25T23:54:59.999000",
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-          "2018-09-26T01:34:59.999000",
-          "2018-09-26T02:24:59.999000",
-          "2018-09-26T03:14:59.999000",
-          "2018-09-26T04:04:59.999000",
-          "2018-09-26T04:54:59.999000",
-          "2018-09-26T05:44:59.999000",
-          "2018-09-26T06:34:59.999000",
-          "2018-09-26T07:24:59.999000",
-          "2018-09-26T08:14:59.999000",
-          "2018-09-26T09:04:59.999000",
-          "2018-09-26T09:54:59.999000",
-          "2018-09-26T10:44:59.999000",
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-          "2018-09-26T12:24:59.999000",
-          "2018-09-26T13:14:59.999000",
-          "2018-09-26T14:04:59.999000",
-          "2018-09-26T14:54:59.999000",
-          "2018-09-26T15:44:59.999000",
-          "2018-09-26T16:34:59.999000",
-          "2018-09-26T17:24:59.999000",
-          "2018-09-26T18:14:59.999000",
-          "2018-09-26T19:04:59.999000",
-          "2018-09-26T19:54:59.999000",
-          "2018-09-26T20:44:59.999000",
-          "2018-09-26T21:34:59.999000",
-          "2018-09-26T22:24:59.999000",
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-          "2018-09-27T00:54:59.999000",
-          "2018-09-27T01:44:59.999000",
-          "2018-09-27T02:34:59.999000",
-          "2018-09-27T03:24:59.999000",
-          "2018-09-27T04:14:59.999000",
-          "2018-09-27T05:04:59.999000",
-          "2018-09-27T05:54:59.999000",
-          "2018-09-27T06:44:59.999000",
-          "2018-09-27T07:34:59.999000",
-          "2018-09-27T08:24:59.999000",
-          "2018-09-27T09:14:59.999000",
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-          "2018-09-27T10:54:59.999000",
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-          "2018-09-27T14:14:59.999000",
-          "2018-09-27T15:04:59.999000",
-          "2018-09-27T15:54:59.999000",
-          "2018-09-27T16:44:59.999000",
-          "2018-09-27T17:34:59.999000",
-          "2018-09-27T18:24:59.999000",
-          "2018-09-27T19:14:59.999000",
-          "2018-09-27T20:04:59.999000",
-          "2018-09-27T20:54:59.999000",
-          "2018-09-27T21:44:59.999000",
-          "2018-09-27T22:34:59.999000",
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-          "2018-09-28T01:04:59.999000",
-          "2018-09-28T01:54:59.999000",
-          "2018-09-28T02:44:59.999000",
-          "2018-09-28T03:34:59.999000",
-          "2018-09-28T04:24:59.999000",
-          "2018-09-28T05:14:59.999000",
-          "2018-09-28T06:04:59.999000",
-          "2018-09-28T06:54:59.999000",
-          "2018-09-28T07:44:59.999000",
-          "2018-09-28T08:34:59.999000",
-          "2018-09-28T09:24:59.999000",
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-          "2018-09-28T11:54:59.999000",
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-          "2018-09-28T13:34:59.999000",
-          "2018-09-28T14:24:59.999000",
-          "2018-09-28T15:14:59.999000",
-          "2018-09-28T16:04:59.999000",
-          "2018-09-28T16:54:59.999000",
-          "2018-09-28T17:44:59.999000",
-          "2018-09-28T18:34:59.999000",
-          "2018-09-28T19:24:59.999000",
-          "2018-09-28T20:14:59.999000",
-          "2018-09-28T21:04:59.999000",
-          "2018-09-28T21:54:59.999000",
-          "2018-09-28T22:44:59.999000",
-          "2018-09-28T23:34:59.999000",
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-          "2018-09-29T01:14:59.999000",
-          "2018-09-29T02:04:59.999000",
-          "2018-09-29T02:54:59.999000",
-          "2018-09-29T03:44:59.999000",
-          "2018-09-29T04:34:59.999000",
-          "2018-09-29T05:24:59.999000",
-          "2018-09-29T06:14:59.999000",
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-          "2018-09-29T07:54:59.999000",
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-          "2018-09-29T17:54:59.999000",
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-          "2018-09-29T19:34:59.999000",
-          "2018-09-29T20:24:59.999000",
-          "2018-09-29T21:14:59.999000",
-          "2018-09-29T22:04:59.999000",
-          "2018-09-29T22:54:59.999000",
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-          "2018-09-30T01:24:59.999000",
-          "2018-09-30T02:14:59.999000",
-          "2018-09-30T03:04:59.999000",
-          "2018-09-30T03:54:59.999000",
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-          "2018-09-30T08:54:59.999000",
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-          "2018-09-30T10:34:59.999000",
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-          "2018-09-30T13:54:59.999000",
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-          "2018-09-30T15:34:59.999000",
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-          "2018-09-30T17:14:59.999000",
-          "2018-09-30T18:04:59.999000",
-          "2018-09-30T18:54:59.999000",
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-          "2018-09-30T20:34:59.999000",
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-          "2018-09-30T23:54:59.999000",
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-          "2018-10-04T17:54:59.999000",
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-          "2018-10-18T18:34:59.999000",
-          "2018-10-18T19:24:59.999000",
-          "2018-10-18T20:14:59.999000",
-          "2018-10-18T21:04:59.999000",
-          "2018-10-18T21:54:59.999000",
-          "2018-10-18T22:44:59.999000",
-          "2018-10-18T23:34:59.999000",
-          "2018-10-19T00:24:59.999000",
-          "2018-10-19T01:14:59.999000",
-          "2018-10-19T02:04:59.999000",
-          "2018-10-19T02:54:59.999000",
-          "2018-10-19T03:44:59.999000",
-          "2018-10-19T04:34:59.999000",
-          "2018-10-19T05:24:59.999000",
-          "2018-10-19T06:14:59.999000",
-          "2018-10-19T07:04:59.999000",
-          "2018-10-19T07:54:59.999000",
-          "2018-10-19T08:44:59.999000",
-          "2018-10-19T09:34:59.999000",
-          "2018-10-19T10:24:59.999000",
-          "2018-10-19T11:14:59.999000",
-          "2018-10-19T12:04:59.999000",
-          "2018-10-19T12:54:59.999000",
-          "2018-10-19T13:44:59.999000",
-          "2018-10-19T14:34:59.999000",
-          "2018-10-19T15:24:59.999000",
-          "2018-10-19T16:14:59.999000",
-          "2018-10-19T17:04:59.999000",
-          "2018-10-19T17:54:59.999000",
-          "2018-10-19T18:44:59.999000",
-          "2018-10-19T19:34:59.999000",
-          "2018-10-19T20:24:59.999000",
-          "2018-10-19T21:14:59.999000",
-          "2018-10-19T22:04:59.999000",
-          "2018-10-19T22:54:59.999000",
-          "2018-10-19T23:44:59.999000",
-          "2018-10-20T00:34:59.999000",
-          "2018-10-20T01:24:59.999000",
-          "2018-10-20T02:14:59.999000",
-          "2018-10-20T03:04:59.999000",
-          "2018-10-20T03:54:59.999000",
-          "2018-10-20T04:44:59.999000",
-          "2018-10-20T05:34:59.999000",
-          "2018-10-20T06:24:59.999000",
-          "2018-10-20T07:14:59.999000",
-          "2018-10-20T08:04:59.999000",
-          "2018-10-20T08:54:59.999000",
-          "2018-10-20T09:44:59.999000",
-          "2018-10-20T10:34:59.999000",
-          "2018-10-20T11:24:59.999000",
-          "2018-10-20T12:14:59.999000",
-          "2018-10-20T13:04:59.999000",
-          "2018-10-20T13:54:59.999000",
-          "2018-10-20T14:44:59.999000",
-          "2018-10-20T15:34:59.999000",
-          "2018-10-20T16:24:59.999000",
-          "2018-10-20T17:14:59.999000",
-          "2018-10-20T18:04:59.999000",
-          "2018-10-20T18:54:59.999000",
-          "2018-10-20T19:44:59.999000",
-          "2018-10-20T20:34:59.999000",
-          "2018-10-20T21:24:59.999000",
-          "2018-10-20T22:14:59.999000",
-          "2018-10-20T23:04:59.999000",
-          "2018-10-20T23:54:59.999000",
-          "2018-10-21T00:44:59.999000",
-          "2018-10-21T01:34:59.999000",
-          "2018-10-21T02:24:59.999000",
-          "2018-10-21T03:14:59.999000",
-          "2018-10-21T04:04:59.999000",
-          "2018-10-21T04:54:59.999000",
-          "2018-10-21T05:44:59.999000",
-          "2018-10-21T06:34:59.999000",
-          "2018-10-21T07:24:59.999000",
-          "2018-10-21T08:14:59.999000",
-          "2018-10-21T09:04:59.999000",
-          "2018-10-21T09:54:59.999000",
-          "2018-10-21T10:44:59.999000",
-          "2018-10-21T11:34:59.999000",
-          "2018-10-21T12:24:59.999000",
-          "2018-10-21T13:14:59.999000",
-          "2018-10-21T14:04:59.999000",
-          "2018-10-21T14:54:59.999000",
-          "2018-10-21T15:44:59.999000",
-          "2018-10-21T16:34:59.999000",
-          "2018-10-21T17:24:59.999000",
-          "2018-10-21T18:14:59.999000",
-          "2018-10-21T19:04:59.999000",
-          "2018-10-21T19:54:59.999000",
-          "2018-10-21T20:44:59.999000",
-          "2018-10-21T21:34:59.999000",
-          "2018-10-21T22:24:59.999000",
-          "2018-10-21T23:14:59.999000",
-          "2018-10-22T00:04:59.999000",
-          "2018-10-22T00:54:59.999000",
-          "2018-10-22T01:44:59.999000",
-          "2018-10-22T02:34:59.999000",
-          "2018-10-22T03:24:59.999000",
-          "2018-10-22T04:14:59.999000",
-          "2018-10-22T05:04:59.999000",
-          "2018-10-22T05:54:59.999000",
-          "2018-10-22T06:44:59.999000",
-          "2018-10-22T07:34:59.999000",
-          "2018-10-22T08:24:59.999000",
-          "2018-10-22T09:14:59.999000",
-          "2018-10-22T10:04:59.999000",
-          "2018-10-22T10:54:59.999000",
-          "2018-10-22T11:44:59.999000",
-          "2018-10-22T12:34:59.999000",
-          "2018-10-22T13:24:59.999000",
-          "2018-10-22T14:14:59.999000",
-          "2018-10-22T15:04:59.999000",
-          "2018-10-22T15:54:59.999000",
-          "2018-10-22T16:44:59.999000",
-          "2018-10-22T17:34:59.999000",
-          "2018-10-22T18:24:59.999000",
-          "2018-10-22T19:14:59.999000",
-          "2018-10-22T20:04:59.999000",
-          "2018-10-22T20:54:59.999000",
-          "2018-10-22T21:44:59.999000",
-          "2018-10-22T22:34:59.999000",
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-          "2018-10-23T00:14:59.999000",
-          "2018-10-23T01:04:59.999000",
-          "2018-10-23T01:54:59.999000",
-          "2018-10-23T02:44:59.999000",
-          "2018-10-23T03:34:59.999000",
-          "2018-10-23T04:24:59.999000",
-          "2018-10-23T05:14:59.999000",
-          "2018-10-23T06:04:59.999000",
-          "2018-10-23T06:54:59.999000",
-          "2018-10-23T07:44:59.999000",
-          "2018-10-23T08:34:59.999000",
-          "2018-10-23T09:24:59.999000",
-          "2018-10-23T10:14:59.999000",
-          "2018-10-23T11:04:59.999000",
-          "2018-10-23T11:54:59.999000",
-          "2018-10-23T12:44:59.999000",
-          "2018-10-23T13:34:59.999000",
-          "2018-10-23T14:24:59.999000",
-          "2018-10-23T15:14:59.999000",
-          "2018-10-23T16:04:59.999000",
-          "2018-10-23T16:54:59.999000",
-          "2018-10-23T17:44:59.999000",
-          "2018-10-23T18:34:59.999000",
-          "2018-10-23T19:24:59.999000",
-          "2018-10-23T20:14:59.999000",
-          "2018-10-23T21:04:59.999000",
-          "2018-10-23T21:54:59.999000",
-          "2018-10-23T22:44:59.999000",
-          "2018-10-23T23:34:59.999000",
-          "2018-10-24T00:24:59.999000",
-          "2018-10-24T01:14:59.999000",
-          "2018-10-24T02:04:59.999000",
-          "2018-10-24T02:54:59.999000",
-          "2018-10-24T03:44:59.999000",
-          "2018-10-24T04:34:59.999000",
-          "2018-10-24T05:24:59.999000",
-          "2018-10-24T06:14:59.999000",
-          "2018-10-24T07:04:59.999000",
-          "2018-10-24T07:54:59.999000",
-          "2018-10-24T08:44:59.999000",
-          "2018-10-24T09:34:59.999000",
-          "2018-10-24T10:24:59.999000",
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-          "2018-10-24T12:54:59.999000",
-          "2018-10-24T13:44:59.999000",
-          "2018-10-24T14:34:59.999000",
-          "2018-10-24T15:24:59.999000",
-          "2018-10-24T16:14:59.999000",
-          "2018-10-24T17:04:59.999000",
-          "2018-10-24T17:54:59.999000",
-          "2018-10-24T18:44:59.999000",
-          "2018-10-24T19:34:59.999000",
-          "2018-10-24T20:24:59.999000",
-          "2018-10-24T21:14:59.999000",
-          "2018-10-24T22:04:59.999000",
-          "2018-10-24T22:54:59.999000",
-          "2018-10-24T23:44:59.999000",
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-          "2018-10-25T01:24:59.999000",
-          "2018-10-25T02:14:59.999000",
-          "2018-10-25T03:04:59.999000",
-          "2018-10-25T03:54:59.999000",
-          "2018-10-25T04:44:59.999000",
-          "2018-10-25T05:34:59.999000",
-          "2018-10-25T06:24:59.999000",
-          "2018-10-25T07:14:59.999000",
-          "2018-10-25T08:04:59.999000",
-          "2018-10-25T08:54:59.999000",
-          "2018-10-25T09:44:59.999000",
-          "2018-10-25T10:34:59.999000",
-          "2018-10-25T11:24:59.999000",
-          "2018-10-25T12:14:59.999000",
-          "2018-10-25T13:04:59.999000",
-          "2018-10-25T13:54:59.999000",
-          "2018-10-25T14:44:59.999000",
-          "2018-10-25T15:34:59.999000",
-          "2018-10-25T16:24:59.999000",
-          "2018-10-25T17:14:59.999000",
-          "2018-10-25T18:04:59.999000",
-          "2018-10-25T18:54:59.999000",
-          "2018-10-25T19:44:59.999000",
-          "2018-10-25T20:34:59.999000",
-          "2018-10-25T21:24:59.999000",
-          "2018-10-25T22:14:59.999000",
-          "2018-10-25T23:04:59.999000",
-          "2018-10-25T23:54:59.999000",
-          "2018-10-26T00:44:59.999000",
-          "2018-10-26T01:34:59.999000",
-          "2018-10-26T02:24:59.999000",
-          "2018-10-26T03:14:59.999000",
-          "2018-10-26T04:04:59.999000",
-          "2018-10-26T04:54:59.999000",
-          "2018-10-26T05:44:59.999000",
-          "2018-10-26T06:34:59.999000",
-          "2018-10-26T07:24:59.999000",
-          "2018-10-26T08:14:59.999000",
-          "2018-10-26T09:04:59.999000",
-          "2018-10-26T09:54:59.999000",
-          "2018-10-26T10:44:59.999000",
-          "2018-10-26T11:34:59.999000",
-          "2018-10-26T12:24:59.999000",
-          "2018-10-26T13:14:59.999000",
-          "2018-10-26T14:04:59.999000",
-          "2018-10-26T14:54:59.999000",
-          "2018-10-26T15:44:59.999000",
-          "2018-10-26T16:34:59.999000",
-          "2018-10-26T17:24:59.999000",
-          "2018-10-26T18:14:59.999000",
-          "2018-10-26T19:04:59.999000",
-          "2018-10-26T19:54:59.999000",
-          "2018-10-26T20:44:59.999000",
-          "2018-10-26T21:34:59.999000",
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-          "2018-10-27T00:54:59.999000",
-          "2018-10-27T01:44:59.999000",
-          "2018-10-27T02:34:59.999000",
-          "2018-10-27T03:24:59.999000",
-          "2018-10-27T04:14:59.999000",
-          "2018-10-27T05:04:59.999000",
-          "2018-10-27T05:54:59.999000",
-          "2018-10-27T06:44:59.999000",
-          "2018-10-27T07:34:59.999000",
-          "2018-10-27T08:24:59.999000",
-          "2018-10-27T09:14:59.999000",
-          "2018-10-27T10:04:59.999000",
-          "2018-10-27T10:54:59.999000",
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-          "2018-10-27T13:24:59.999000",
-          "2018-10-27T14:14:59.999000",
-          "2018-10-27T15:04:59.999000",
-          "2018-10-27T15:54:59.999000",
-          "2018-10-27T16:44:59.999000",
-          "2018-10-27T17:34:59.999000",
-          "2018-10-27T18:24:59.999000",
-          "2018-10-27T19:14:59.999000",
-          "2018-10-27T20:04:59.999000",
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-          "2018-10-28T01:04:59.999000",
-          "2018-10-28T01:54:59.999000",
-          "2018-10-28T02:44:59.999000",
-          "2018-10-28T03:34:59.999000",
-          "2018-10-28T04:24:59.999000",
-          "2018-10-28T05:14:59.999000",
-          "2018-10-28T06:04:59.999000",
-          "2018-10-28T06:54:59.999000",
-          "2018-10-28T07:44:59.999000",
-          "2018-10-28T08:34:59.999000",
-          "2018-10-28T09:24:59.999000",
-          "2018-10-28T10:14:59.999000",
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-          "2018-10-28T11:54:59.999000",
-          "2018-10-28T12:44:59.999000",
-          "2018-10-28T13:34:59.999000",
-          "2018-10-28T14:24:59.999000",
-          "2018-10-28T15:14:59.999000",
-          "2018-10-28T16:04:59.999000",
-          "2018-10-28T16:54:59.999000",
-          "2018-10-28T17:44:59.999000",
-          "2018-10-28T18:34:59.999000",
-          "2018-10-28T19:24:59.999000",
-          "2018-10-28T20:14:59.999000",
-          "2018-10-28T21:04:59.999000",
-          "2018-10-28T21:54:59.999000",
-          "2018-10-28T22:44:59.999000",
-          "2018-10-28T23:34:59.999000",
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-          "2018-10-29T01:14:59.999000",
-          "2018-10-29T02:04:59.999000",
-          "2018-10-29T02:54:59.999000",
-          "2018-10-29T03:44:59.999000",
-          "2018-10-29T04:34:59.999000",
-          "2018-10-29T05:24:59.999000",
-          "2018-10-29T06:14:59.999000",
-          "2018-10-29T07:04:59.999000",
-          "2018-10-29T07:54:59.999000",
-          "2018-10-29T08:44:59.999000",
-          "2018-10-29T09:34:59.999000",
-          "2018-10-29T10:24:59.999000",
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-          "2018-10-29T12:54:59.999000",
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-          "2018-10-29T16:14:59.999000",
-          "2018-10-29T17:04:59.999000",
-          "2018-10-29T17:54:59.999000",
-          "2018-10-29T18:44:59.999000",
-          "2018-10-29T19:34:59.999000",
-          "2018-10-29T20:24:59.999000",
-          "2018-10-29T21:14:59.999000",
-          "2018-10-29T22:04:59.999000",
-          "2018-10-29T22:54:59.999000",
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-          "2018-10-30T01:24:59.999000",
-          "2018-10-30T02:14:59.999000",
-          "2018-10-30T03:04:59.999000",
-          "2018-10-30T03:54:59.999000",
-          "2018-10-30T04:44:59.999000",
-          "2018-10-30T05:34:59.999000",
-          "2018-10-30T06:24:59.999000",
-          "2018-10-30T07:14:59.999000",
-          "2018-10-30T08:04:59.999000",
-          "2018-10-30T08:54:59.999000",
-          "2018-10-30T09:44:59.999000",
-          "2018-10-30T10:34:59.999000",
-          "2018-10-30T11:24:59.999000",
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-          "2018-10-30T13:54:59.999000",
-          "2018-10-30T14:44:59.999000",
-          "2018-10-30T15:34:59.999000",
-          "2018-10-30T16:24:59.999000",
-          "2018-10-30T17:14:59.999000",
-          "2018-10-30T18:04:59.999000",
-          "2018-10-30T18:54:59.999000",
-          "2018-10-30T19:44:59.999000",
-          "2018-10-30T20:34:59.999000",
-          "2018-10-30T21:24:59.999000",
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-          "2018-10-30T23:04:59.999000",
-          "2018-10-30T23:54:59.999000",
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-          "2018-10-31T01:34:59.999000",
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-          "2018-10-31T04:04:59.999000",
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-          "2018-11-01T20:54:59.999000",
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-          "2020-07-18T20:04:59.999000",
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@@ -147088,70 +106612,75 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2017-08-17 04:00:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4280.56</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>2.189061</td>\n",
-       "      <td>2017-08-17 04:04:59.999</td>\n",
+       "      <td>2019-07-21 00:00:00</td>\n",
+       "      <td>10740.27</td>\n",
+       "      <td>10745.88</td>\n",
+       "      <td>10650.21</td>\n",
+       "      <td>10669.59</td>\n",
+       "      <td>396.404376</td>\n",
+       "      <td>2019-07-21 00:04:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2017-08-17 04:05:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2017-08-17 04:09:59.999</td>\n",
+       "      <td>2019-07-21 00:05:00</td>\n",
+       "      <td>10671.65</td>\n",
+       "      <td>10733.63</td>\n",
+       "      <td>10669.60</td>\n",
+       "      <td>10709.24</td>\n",
+       "      <td>358.022162</td>\n",
+       "      <td>2019-07-21 00:09:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2017-08-17 04:10:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2017-08-17 04:14:59.999</td>\n",
+       "      <td>2019-07-21 00:10:00</td>\n",
+       "      <td>10711.64</td>\n",
+       "      <td>10765.85</td>\n",
+       "      <td>10703.05</td>\n",
+       "      <td>10751.59</td>\n",
+       "      <td>207.683629</td>\n",
+       "      <td>2019-07-21 00:14:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2017-08-17 04:15:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4264.88</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>0.484666</td>\n",
-       "      <td>2017-08-17 04:19:59.999</td>\n",
+       "      <td>2019-07-21 00:15:00</td>\n",
+       "      <td>10751.59</td>\n",
+       "      <td>10785.37</td>\n",
+       "      <td>10743.26</td>\n",
+       "      <td>10782.84</td>\n",
+       "      <td>194.634797</td>\n",
+       "      <td>2019-07-21 00:19:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2017-08-17 04:20:00</td>\n",
-       "      <td>4264.88</td>\n",
-       "      <td>4266.29</td>\n",
-       "      <td>4264.88</td>\n",
-       "      <td>4266.29</td>\n",
-       "      <td>2.328570</td>\n",
-       "      <td>2017-08-17 04:24:59.999</td>\n",
+       "      <td>2019-07-21 00:20:00</td>\n",
+       "      <td>10783.15</td>\n",
+       "      <td>10787.42</td>\n",
+       "      <td>10754.37</td>\n",
+       "      <td>10757.64</td>\n",
+       "      <td>178.566163</td>\n",
+       "      <td>2019-07-21 00:24:59.999</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            open_time  open_price  ...    volume              close_time\n",
-       "0 2017-08-17 04:00:00     4261.48  ...  2.189061 2017-08-17 04:04:59.999\n",
-       "1 2017-08-17 04:05:00     4261.48  ...  0.000000 2017-08-17 04:09:59.999\n",
-       "2 2017-08-17 04:10:00     4261.48  ...  0.000000 2017-08-17 04:14:59.999\n",
-       "3 2017-08-17 04:15:00     4261.48  ...  0.484666 2017-08-17 04:19:59.999\n",
-       "4 2017-08-17 04:20:00     4264.88  ...  2.328570 2017-08-17 04:24:59.999\n",
+       "            open_time  open_price  high_price  low_price  close_price  \\\n",
+       "0 2019-07-21 00:00:00    10740.27    10745.88   10650.21     10669.59   \n",
+       "1 2019-07-21 00:05:00    10671.65    10733.63   10669.60     10709.24   \n",
+       "2 2019-07-21 00:10:00    10711.64    10765.85   10703.05     10751.59   \n",
+       "3 2019-07-21 00:15:00    10751.59    10785.37   10743.26     10782.84   \n",
+       "4 2019-07-21 00:20:00    10783.15    10787.42   10754.37     10757.64   \n",
        "\n",
-       "[5 rows x 7 columns]"
+       "       volume              close_time  \n",
+       "0  396.404376 2019-07-21 00:04:59.999  \n",
+       "1  358.022162 2019-07-21 00:09:59.999  \n",
+       "2  207.683629 2019-07-21 00:14:59.999  \n",
+       "3  194.634797 2019-07-21 00:19:59.999  \n",
+       "4  178.566163 2019-07-21 00:24:59.999  "
       ]
      },
-     "execution_count": 63,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -147163,7 +106692,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -147172,13 +106701,13 @@
      "text": [
       "INFO:root:================================================================================\n",
       "INFO:root:Loading dataset '../data/raw_data/btc-usdt-15m.csv' with interval 0 days 00:15:00\n",
-      "INFO:root:Inserted 565 new intervals.\n",
-      "INFO:root:Fixed 16 intervals.\n",
+      "INFO:root:Inserted 202 new intervals.\n",
+      "INFO:root:Fixed 8 intervals.\n",
       "INFO:root:There is the same interval between all open times: 0 days 00:15:00\n",
       "INFO:root:There is the same interval between all close times: 0 days 00:15:00\n",
-      "INFO:root:First data point: 2017-08-17 04:14:59.999000\n",
+      "INFO:root:First data point: 2019-07-21 00:14:59.999000\n",
       "INFO:root:Last data point: 2024-09-13 17:29:59.999000\n",
-      "INFO:root:Number of data points: 248118\n"
+      "INFO:root:Number of data points: 180646\n"
      ]
     },
     {
@@ -147191,49632 +106720,36138 @@
         {
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-          "2018-01-05T15:14:59.999000",
-          "2018-01-05T17:44:59.999000",
-          "2018-01-05T20:14:59.999000",
-          "2018-01-05T22:44:59.999000",
-          "2018-01-06T01:14:59.999000",
-          "2018-01-06T03:44:59.999000",
-          "2018-01-06T06:14:59.999000",
-          "2018-01-06T08:44:59.999000",
-          "2018-01-06T11:14:59.999000",
-          "2018-01-06T13:44:59.999000",
-          "2018-01-06T16:14:59.999000",
-          "2018-01-06T18:44:59.999000",
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-          "2018-01-06T23:44:59.999000",
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-          "2018-01-07T04:44:59.999000",
-          "2018-01-07T07:14:59.999000",
-          "2018-01-07T09:44:59.999000",
-          "2018-01-07T12:14:59.999000",
-          "2018-01-07T14:44:59.999000",
-          "2018-01-07T17:14:59.999000",
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-          "2018-01-08T03:14:59.999000",
-          "2018-01-08T05:44:59.999000",
-          "2018-01-08T08:14:59.999000",
-          "2018-01-08T10:44:59.999000",
-          "2018-01-08T13:14:59.999000",
-          "2018-01-08T15:44:59.999000",
-          "2018-01-08T18:14:59.999000",
-          "2018-01-08T20:44:59.999000",
-          "2018-01-08T23:14:59.999000",
-          "2018-01-09T01:44:59.999000",
-          "2018-01-09T04:14:59.999000",
-          "2018-01-09T06:44:59.999000",
-          "2018-01-09T09:14:59.999000",
-          "2018-01-09T11:44:59.999000",
-          "2018-01-09T14:14:59.999000",
-          "2018-01-09T16:44:59.999000",
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-          "2018-01-10T00:14:59.999000",
-          "2018-01-10T02:44:59.999000",
-          "2018-01-10T05:14:59.999000",
-          "2018-01-10T07:44:59.999000",
-          "2018-01-10T10:14:59.999000",
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-          "2018-01-10T15:14:59.999000",
-          "2018-01-10T17:44:59.999000",
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-          "2018-01-11T03:44:59.999000",
-          "2018-01-11T06:14:59.999000",
-          "2018-01-11T08:44:59.999000",
-          "2018-01-11T11:14:59.999000",
-          "2018-01-11T13:44:59.999000",
-          "2018-01-11T16:14:59.999000",
-          "2018-01-11T18:44:59.999000",
-          "2018-01-11T21:14:59.999000",
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-          "2018-01-12T04:44:59.999000",
-          "2018-01-12T07:14:59.999000",
-          "2018-01-12T09:44:59.999000",
-          "2018-01-12T12:14:59.999000",
-          "2018-01-12T14:44:59.999000",
-          "2018-01-12T17:14:59.999000",
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-          "2018-01-13T03:14:59.999000",
-          "2018-01-13T05:44:59.999000",
-          "2018-01-13T08:14:59.999000",
-          "2018-01-13T10:44:59.999000",
-          "2018-01-13T13:14:59.999000",
-          "2018-01-13T15:44:59.999000",
-          "2018-01-13T18:14:59.999000",
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-          "2018-01-14T04:14:59.999000",
-          "2018-01-14T06:44:59.999000",
-          "2018-01-14T09:14:59.999000",
-          "2018-01-14T11:44:59.999000",
-          "2018-01-14T14:14:59.999000",
-          "2018-01-14T16:44:59.999000",
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-          "2018-01-15T02:44:59.999000",
-          "2018-01-15T05:14:59.999000",
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-          "2018-01-15T15:14:59.999000",
-          "2018-01-15T17:44:59.999000",
-          "2018-01-15T20:14:59.999000",
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-          "2018-01-16T03:44:59.999000",
-          "2018-01-16T06:14:59.999000",
-          "2018-01-16T08:44:59.999000",
-          "2018-01-16T11:14:59.999000",
-          "2018-01-16T13:44:59.999000",
-          "2018-01-16T16:14:59.999000",
-          "2018-01-16T18:44:59.999000",
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-          "2018-01-17T14:44:59.999000",
-          "2018-01-17T17:14:59.999000",
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-          "2018-01-18T03:14:59.999000",
-          "2018-01-18T05:44:59.999000",
-          "2018-01-18T08:14:59.999000",
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-          "2018-01-18T13:14:59.999000",
-          "2018-01-18T15:44:59.999000",
-          "2018-01-18T18:14:59.999000",
-          "2018-01-18T20:44:59.999000",
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-          "2018-01-19T04:14:59.999000",
-          "2018-01-19T06:44:59.999000",
-          "2018-01-19T09:14:59.999000",
-          "2018-01-19T11:44:59.999000",
-          "2018-01-19T14:14:59.999000",
-          "2018-01-19T16:44:59.999000",
-          "2018-01-19T19:14:59.999000",
-          "2018-01-19T21:44:59.999000",
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-          "2018-01-20T02:44:59.999000",
-          "2018-01-20T05:14:59.999000",
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-          "2018-01-20T17:44:59.999000",
-          "2018-01-20T20:14:59.999000",
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-          "2018-01-21T06:14:59.999000",
-          "2018-01-21T08:44:59.999000",
-          "2018-01-21T11:14:59.999000",
-          "2018-01-21T13:44:59.999000",
-          "2018-01-21T16:14:59.999000",
-          "2018-01-21T18:44:59.999000",
-          "2018-01-21T21:14:59.999000",
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-          "2018-01-22T04:44:59.999000",
-          "2018-01-22T07:14:59.999000",
-          "2018-01-22T09:44:59.999000",
-          "2018-01-22T12:14:59.999000",
-          "2018-01-22T14:44:59.999000",
-          "2018-01-22T17:14:59.999000",
-          "2018-01-22T19:44:59.999000",
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-          "2018-01-23T03:14:59.999000",
-          "2018-01-23T05:44:59.999000",
-          "2018-01-23T08:14:59.999000",
-          "2018-01-23T10:44:59.999000",
-          "2018-01-23T13:14:59.999000",
-          "2018-01-23T15:44:59.999000",
-          "2018-01-23T18:14:59.999000",
-          "2018-01-23T20:44:59.999000",
-          "2018-01-23T23:14:59.999000",
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-          "2018-01-24T04:14:59.999000",
-          "2018-01-24T06:44:59.999000",
-          "2018-01-24T09:14:59.999000",
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-          "2018-01-24T14:14:59.999000",
-          "2018-01-24T16:44:59.999000",
-          "2018-01-24T19:14:59.999000",
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-          "2018-01-25T02:44:59.999000",
-          "2018-01-25T05:14:59.999000",
-          "2018-01-25T07:44:59.999000",
-          "2018-01-25T10:14:59.999000",
-          "2018-01-25T12:44:59.999000",
-          "2018-01-25T15:14:59.999000",
-          "2018-01-25T17:44:59.999000",
-          "2018-01-25T20:14:59.999000",
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-          "2018-01-26T03:44:59.999000",
-          "2018-01-26T06:14:59.999000",
-          "2018-01-26T08:44:59.999000",
-          "2018-01-26T11:14:59.999000",
-          "2018-01-26T13:44:59.999000",
-          "2018-01-26T16:14:59.999000",
-          "2018-01-26T18:44:59.999000",
-          "2018-01-26T21:14:59.999000",
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-          "2018-01-27T04:44:59.999000",
-          "2018-01-27T07:14:59.999000",
-          "2018-01-27T09:44:59.999000",
-          "2018-01-27T12:14:59.999000",
-          "2018-01-27T14:44:59.999000",
-          "2018-01-27T17:14:59.999000",
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-          "2018-01-28T03:14:59.999000",
-          "2018-01-28T05:44:59.999000",
-          "2018-01-28T08:14:59.999000",
-          "2018-01-28T10:44:59.999000",
-          "2018-01-28T13:14:59.999000",
-          "2018-01-28T15:44:59.999000",
-          "2018-01-28T18:14:59.999000",
-          "2018-01-28T20:44:59.999000",
-          "2018-01-28T23:14:59.999000",
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-          "2018-01-29T04:14:59.999000",
-          "2018-01-29T06:44:59.999000",
-          "2018-01-29T09:14:59.999000",
-          "2018-01-29T11:44:59.999000",
-          "2018-01-29T14:14:59.999000",
-          "2018-01-29T16:44:59.999000",
-          "2018-01-29T19:14:59.999000",
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-          "2018-01-30T05:14:59.999000",
-          "2018-01-30T07:44:59.999000",
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-          "2018-01-30T15:14:59.999000",
-          "2018-01-30T17:44:59.999000",
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-          "2018-03-31T12:44:59.999000",
-          "2018-03-31T15:14:59.999000",
-          "2018-03-31T17:44:59.999000",
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-          "2018-03-31T22:44:59.999000",
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-          "2018-04-01T03:44:59.999000",
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-          "2018-04-02T04:44:59.999000",
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-          "2018-04-03T03:14:59.999000",
-          "2018-04-03T05:44:59.999000",
-          "2018-04-03T08:14:59.999000",
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-          "2018-04-04T04:14:59.999000",
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-          "2018-04-04T14:14:59.999000",
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-          "2018-04-05T05:14:59.999000",
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-          "2018-04-09T06:44:59.999000",
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-          "2018-04-18T18:14:59.999000",
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-          "2018-04-22T04:44:59.999000",
-          "2018-04-22T07:14:59.999000",
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-          "2018-04-22T14:44:59.999000",
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-          "2018-04-23T03:14:59.999000",
-          "2018-04-23T05:44:59.999000",
-          "2018-04-23T08:14:59.999000",
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-          "2018-04-23T13:14:59.999000",
-          "2018-04-23T15:44:59.999000",
-          "2018-04-23T18:14:59.999000",
-          "2018-04-23T20:44:59.999000",
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-          "2018-04-24T04:14:59.999000",
-          "2018-04-24T06:44:59.999000",
-          "2018-04-24T09:14:59.999000",
-          "2018-04-24T11:44:59.999000",
-          "2018-04-24T14:14:59.999000",
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-          "2018-04-25T02:44:59.999000",
-          "2018-04-25T05:14:59.999000",
-          "2018-04-25T07:44:59.999000",
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-          "2018-04-25T12:44:59.999000",
-          "2018-04-25T15:14:59.999000",
-          "2018-04-25T17:44:59.999000",
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-          "2018-04-26T03:44:59.999000",
-          "2018-04-26T06:14:59.999000",
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-          "2018-04-26T16:14:59.999000",
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-          "2018-04-28T08:14:59.999000",
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-          "2018-04-29T04:14:59.999000",
-          "2018-04-29T06:44:59.999000",
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-          "2018-05-12T14:44:59.999000",
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-          "2018-05-12T19:44:59.999000",
-          "2018-05-12T22:14:59.999000",
-          "2018-05-13T00:44:59.999000",
-          "2018-05-13T03:14:59.999000",
-          "2018-05-13T05:44:59.999000",
-          "2018-05-13T08:14:59.999000",
-          "2018-05-13T10:44:59.999000",
-          "2018-05-13T13:14:59.999000",
-          "2018-05-13T15:44:59.999000",
-          "2018-05-13T18:14:59.999000",
-          "2018-05-13T20:44:59.999000",
-          "2018-05-13T23:14:59.999000",
-          "2018-05-14T01:44:59.999000",
-          "2018-05-14T04:14:59.999000",
-          "2018-05-14T06:44:59.999000",
-          "2018-05-14T09:14:59.999000",
-          "2018-05-14T11:44:59.999000",
-          "2018-05-14T14:14:59.999000",
-          "2018-05-14T16:44:59.999000",
-          "2018-05-14T19:14:59.999000",
-          "2018-05-14T21:44:59.999000",
-          "2018-05-15T00:14:59.999000",
-          "2018-05-15T02:44:59.999000",
-          "2018-05-15T05:14:59.999000",
-          "2018-05-15T07:44:59.999000",
-          "2018-05-15T10:14:59.999000",
-          "2018-05-15T12:44:59.999000",
-          "2018-05-15T15:14:59.999000",
-          "2018-05-15T17:44:59.999000",
-          "2018-05-15T20:14:59.999000",
-          "2018-05-15T22:44:59.999000",
-          "2018-05-16T01:14:59.999000",
-          "2018-05-16T03:44:59.999000",
-          "2018-05-16T06:14:59.999000",
-          "2018-05-16T08:44:59.999000",
-          "2018-05-16T11:14:59.999000",
-          "2018-05-16T13:44:59.999000",
-          "2018-05-16T16:14:59.999000",
-          "2018-05-16T18:44:59.999000",
-          "2018-05-16T21:14:59.999000",
-          "2018-05-16T23:44:59.999000",
-          "2018-05-17T02:14:59.999000",
-          "2018-05-17T04:44:59.999000",
-          "2018-05-17T07:14:59.999000",
-          "2018-05-17T09:44:59.999000",
-          "2018-05-17T12:14:59.999000",
-          "2018-05-17T14:44:59.999000",
-          "2018-05-17T17:14:59.999000",
-          "2018-05-17T19:44:59.999000",
-          "2018-05-17T22:14:59.999000",
-          "2018-05-18T00:44:59.999000",
-          "2018-05-18T03:14:59.999000",
-          "2018-05-18T05:44:59.999000",
-          "2018-05-18T08:14:59.999000",
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-          "2018-05-18T13:14:59.999000",
-          "2018-05-18T15:44:59.999000",
-          "2018-05-18T18:14:59.999000",
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-          "2018-05-19T04:14:59.999000",
-          "2018-05-19T06:44:59.999000",
-          "2018-05-19T09:14:59.999000",
-          "2018-05-19T11:44:59.999000",
-          "2018-05-19T14:14:59.999000",
-          "2018-05-19T16:44:59.999000",
-          "2018-05-19T19:14:59.999000",
-          "2018-05-19T21:44:59.999000",
-          "2018-05-20T00:14:59.999000",
-          "2018-05-20T02:44:59.999000",
-          "2018-05-20T05:14:59.999000",
-          "2018-05-20T07:44:59.999000",
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-          "2018-05-20T15:14:59.999000",
-          "2018-05-20T17:44:59.999000",
-          "2018-05-20T20:14:59.999000",
-          "2018-05-20T22:44:59.999000",
-          "2018-05-21T01:14:59.999000",
-          "2018-05-21T03:44:59.999000",
-          "2018-05-21T06:14:59.999000",
-          "2018-05-21T08:44:59.999000",
-          "2018-05-21T11:14:59.999000",
-          "2018-05-21T13:44:59.999000",
-          "2018-05-21T16:14:59.999000",
-          "2018-05-21T18:44:59.999000",
-          "2018-05-21T21:14:59.999000",
-          "2018-05-21T23:44:59.999000",
-          "2018-05-22T02:14:59.999000",
-          "2018-05-22T04:44:59.999000",
-          "2018-05-22T07:14:59.999000",
-          "2018-05-22T09:44:59.999000",
-          "2018-05-22T12:14:59.999000",
-          "2018-05-22T14:44:59.999000",
-          "2018-05-22T17:14:59.999000",
-          "2018-05-22T19:44:59.999000",
-          "2018-05-22T22:14:59.999000",
-          "2018-05-23T00:44:59.999000",
-          "2018-05-23T03:14:59.999000",
-          "2018-05-23T05:44:59.999000",
-          "2018-05-23T08:14:59.999000",
-          "2018-05-23T10:44:59.999000",
-          "2018-05-23T13:14:59.999000",
-          "2018-05-23T15:44:59.999000",
-          "2018-05-23T18:14:59.999000",
-          "2018-05-23T20:44:59.999000",
-          "2018-05-23T23:14:59.999000",
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-          "2018-05-24T04:14:59.999000",
-          "2018-05-24T06:44:59.999000",
-          "2018-05-24T09:14:59.999000",
-          "2018-05-24T11:44:59.999000",
-          "2018-05-24T14:14:59.999000",
-          "2018-05-24T16:44:59.999000",
-          "2018-05-24T19:14:59.999000",
-          "2018-05-24T21:44:59.999000",
-          "2018-05-25T00:14:59.999000",
-          "2018-05-25T02:44:59.999000",
-          "2018-05-25T05:14:59.999000",
-          "2018-05-25T07:44:59.999000",
-          "2018-05-25T10:14:59.999000",
-          "2018-05-25T12:44:59.999000",
-          "2018-05-25T15:14:59.999000",
-          "2018-05-25T17:44:59.999000",
-          "2018-05-25T20:14:59.999000",
-          "2018-05-25T22:44:59.999000",
-          "2018-05-26T01:14:59.999000",
-          "2018-05-26T03:44:59.999000",
-          "2018-05-26T06:14:59.999000",
-          "2018-05-26T08:44:59.999000",
-          "2018-05-26T11:14:59.999000",
-          "2018-05-26T13:44:59.999000",
-          "2018-05-26T16:14:59.999000",
-          "2018-05-26T18:44:59.999000",
-          "2018-05-26T21:14:59.999000",
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-          "2018-05-27T02:14:59.999000",
-          "2018-05-27T04:44:59.999000",
-          "2018-05-27T07:14:59.999000",
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-          "2018-05-27T14:44:59.999000",
-          "2018-05-27T17:14:59.999000",
-          "2018-05-27T19:44:59.999000",
-          "2018-05-27T22:14:59.999000",
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-          "2018-05-28T03:14:59.999000",
-          "2018-05-28T05:44:59.999000",
-          "2018-05-28T08:14:59.999000",
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-          "2018-05-28T13:14:59.999000",
-          "2018-05-28T15:44:59.999000",
-          "2018-05-28T18:14:59.999000",
-          "2018-05-28T20:44:59.999000",
-          "2018-05-28T23:14:59.999000",
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-          "2018-05-29T04:14:59.999000",
-          "2018-05-29T06:44:59.999000",
-          "2018-05-29T09:14:59.999000",
-          "2018-05-29T11:44:59.999000",
-          "2018-05-29T14:14:59.999000",
-          "2018-05-29T16:44:59.999000",
-          "2018-05-29T19:14:59.999000",
-          "2018-05-29T21:44:59.999000",
-          "2018-05-30T00:14:59.999000",
-          "2018-05-30T02:44:59.999000",
-          "2018-05-30T05:14:59.999000",
-          "2018-05-30T07:44:59.999000",
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-          "2018-05-30T15:14:59.999000",
-          "2018-05-30T17:44:59.999000",
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-          "2018-05-31T03:44:59.999000",
-          "2018-05-31T06:14:59.999000",
-          "2018-05-31T08:44:59.999000",
-          "2018-05-31T11:14:59.999000",
-          "2018-05-31T13:44:59.999000",
-          "2018-05-31T16:14:59.999000",
-          "2018-05-31T18:44:59.999000",
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-          "2018-06-01T04:44:59.999000",
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-          "2018-06-01T14:44:59.999000",
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-          "2018-06-02T00:44:59.999000",
-          "2018-06-02T03:14:59.999000",
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-          "2018-06-03T04:14:59.999000",
-          "2018-06-03T06:44:59.999000",
-          "2018-06-03T09:14:59.999000",
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-          "2018-06-03T14:14:59.999000",
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-          "2018-06-04T02:44:59.999000",
-          "2018-06-04T05:14:59.999000",
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-          "2018-06-05T03:44:59.999000",
-          "2018-06-05T06:14:59.999000",
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-          "2018-06-05T16:14:59.999000",
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-          "2018-06-06T02:14:59.999000",
-          "2018-06-06T04:44:59.999000",
-          "2018-06-06T07:14:59.999000",
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-          "2018-06-07T03:14:59.999000",
-          "2018-06-07T05:44:59.999000",
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-          "2018-06-08T04:14:59.999000",
-          "2018-06-08T06:44:59.999000",
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-          "2018-06-10T03:44:59.999000",
-          "2018-06-10T06:14:59.999000",
-          "2018-06-10T08:44:59.999000",
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-          "2018-06-12T05:44:59.999000",
-          "2018-06-12T08:14:59.999000",
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-          "2018-06-13T04:14:59.999000",
-          "2018-06-13T06:44:59.999000",
-          "2018-06-13T09:14:59.999000",
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-          "2018-06-18T06:44:59.999000",
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-          "2018-06-20T06:14:59.999000",
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-          "2018-06-24T00:14:59.999000",
-          "2018-06-24T02:44:59.999000",
-          "2018-06-24T05:14:59.999000",
-          "2018-06-24T07:44:59.999000",
-          "2018-06-24T10:14:59.999000",
-          "2018-06-24T12:44:59.999000",
-          "2018-06-24T15:14:59.999000",
-          "2018-06-24T17:44:59.999000",
-          "2018-06-24T20:14:59.999000",
-          "2018-06-24T22:44:59.999000",
-          "2018-06-25T01:14:59.999000",
-          "2018-06-25T03:44:59.999000",
-          "2018-06-25T06:14:59.999000",
-          "2018-06-25T08:44:59.999000",
-          "2018-06-25T11:14:59.999000",
-          "2018-06-25T13:44:59.999000",
-          "2018-06-25T16:14:59.999000",
-          "2018-06-25T18:44:59.999000",
-          "2018-06-25T21:14:59.999000",
-          "2018-06-25T23:44:59.999000",
-          "2018-06-26T02:14:59.999000",
-          "2018-06-26T04:44:59.999000",
-          "2018-06-26T07:14:59.999000",
-          "2018-06-26T09:44:59.999000",
-          "2018-06-26T12:14:59.999000",
-          "2018-06-26T14:44:59.999000",
-          "2018-06-26T17:14:59.999000",
-          "2018-06-26T19:44:59.999000",
-          "2018-06-26T22:14:59.999000",
-          "2018-06-27T00:44:59.999000",
-          "2018-06-27T03:14:59.999000",
-          "2018-06-27T05:44:59.999000",
-          "2018-06-27T08:14:59.999000",
-          "2018-06-27T10:44:59.999000",
-          "2018-06-27T13:14:59.999000",
-          "2018-06-27T15:44:59.999000",
-          "2018-06-27T18:14:59.999000",
-          "2018-06-27T20:44:59.999000",
-          "2018-06-27T23:14:59.999000",
-          "2018-06-28T01:44:59.999000",
-          "2018-06-28T04:14:59.999000",
-          "2018-06-28T06:44:59.999000",
-          "2018-06-28T09:14:59.999000",
-          "2018-06-28T11:44:59.999000",
-          "2018-06-28T14:14:59.999000",
-          "2018-06-28T16:44:59.999000",
-          "2018-06-28T19:14:59.999000",
-          "2018-06-28T21:44:59.999000",
-          "2018-06-29T00:14:59.999000",
-          "2018-06-29T02:44:59.999000",
-          "2018-06-29T05:14:59.999000",
-          "2018-06-29T07:44:59.999000",
-          "2018-06-29T10:14:59.999000",
-          "2018-06-29T12:44:59.999000",
-          "2018-06-29T15:14:59.999000",
-          "2018-06-29T17:44:59.999000",
-          "2018-06-29T20:14:59.999000",
-          "2018-06-29T22:44:59.999000",
-          "2018-06-30T01:14:59.999000",
-          "2018-06-30T03:44:59.999000",
-          "2018-06-30T06:14:59.999000",
-          "2018-06-30T08:44:59.999000",
-          "2018-06-30T11:14:59.999000",
-          "2018-06-30T13:44:59.999000",
-          "2018-06-30T16:14:59.999000",
-          "2018-06-30T18:44:59.999000",
-          "2018-06-30T21:14:59.999000",
-          "2018-06-30T23:44:59.999000",
-          "2018-07-01T02:14:59.999000",
-          "2018-07-01T04:44:59.999000",
-          "2018-07-01T07:14:59.999000",
-          "2018-07-01T09:44:59.999000",
-          "2018-07-01T12:14:59.999000",
-          "2018-07-01T14:44:59.999000",
-          "2018-07-01T17:14:59.999000",
-          "2018-07-01T19:44:59.999000",
-          "2018-07-01T22:14:59.999000",
-          "2018-07-02T00:44:59.999000",
-          "2018-07-02T03:14:59.999000",
-          "2018-07-02T05:44:59.999000",
-          "2018-07-02T08:14:59.999000",
-          "2018-07-02T10:44:59.999000",
-          "2018-07-02T13:14:59.999000",
-          "2018-07-02T15:44:59.999000",
-          "2018-07-02T18:14:59.999000",
-          "2018-07-02T20:44:59.999000",
-          "2018-07-02T23:14:59.999000",
-          "2018-07-03T01:44:59.999000",
-          "2018-07-03T04:14:59.999000",
-          "2018-07-03T06:44:59.999000",
-          "2018-07-03T09:14:59.999000",
-          "2018-07-03T11:44:59.999000",
-          "2018-07-03T14:14:59.999000",
-          "2018-07-03T16:44:59.999000",
-          "2018-07-03T19:14:59.999000",
-          "2018-07-03T21:44:59.999000",
-          "2018-07-04T00:14:59.999000",
-          "2018-07-04T02:44:59.999000",
-          "2018-07-04T05:14:59.999000",
-          "2018-07-04T07:44:59.999000",
-          "2018-07-04T10:14:59.999000",
-          "2018-07-04T12:44:59.999000",
-          "2018-07-04T15:14:59.999000",
-          "2018-07-04T17:44:59.999000",
-          "2018-07-04T20:14:59.999000",
-          "2018-07-04T22:44:59.999000",
-          "2018-07-05T01:14:59.999000",
-          "2018-07-05T03:44:59.999000",
-          "2018-07-05T06:14:59.999000",
-          "2018-07-05T08:44:59.999000",
-          "2018-07-05T11:14:59.999000",
-          "2018-07-05T13:44:59.999000",
-          "2018-07-05T16:14:59.999000",
-          "2018-07-05T18:44:59.999000",
-          "2018-07-05T21:14:59.999000",
-          "2018-07-05T23:44:59.999000",
-          "2018-07-06T02:14:59.999000",
-          "2018-07-06T04:44:59.999000",
-          "2018-07-06T07:14:59.999000",
-          "2018-07-06T09:44:59.999000",
-          "2018-07-06T12:14:59.999000",
-          "2018-07-06T14:44:59.999000",
-          "2018-07-06T17:14:59.999000",
-          "2018-07-06T19:44:59.999000",
-          "2018-07-06T22:14:59.999000",
-          "2018-07-07T00:44:59.999000",
-          "2018-07-07T03:14:59.999000",
-          "2018-07-07T05:44:59.999000",
-          "2018-07-07T08:14:59.999000",
-          "2018-07-07T10:44:59.999000",
-          "2018-07-07T13:14:59.999000",
-          "2018-07-07T15:44:59.999000",
-          "2018-07-07T18:14:59.999000",
-          "2018-07-07T20:44:59.999000",
-          "2018-07-07T23:14:59.999000",
-          "2018-07-08T01:44:59.999000",
-          "2018-07-08T04:14:59.999000",
-          "2018-07-08T06:44:59.999000",
-          "2018-07-08T09:14:59.999000",
-          "2018-07-08T11:44:59.999000",
-          "2018-07-08T14:14:59.999000",
-          "2018-07-08T16:44:59.999000",
-          "2018-07-08T19:14:59.999000",
-          "2018-07-08T21:44:59.999000",
-          "2018-07-09T00:14:59.999000",
-          "2018-07-09T02:44:59.999000",
-          "2018-07-09T05:14:59.999000",
-          "2018-07-09T07:44:59.999000",
-          "2018-07-09T10:14:59.999000",
-          "2018-07-09T12:44:59.999000",
-          "2018-07-09T15:14:59.999000",
-          "2018-07-09T17:44:59.999000",
-          "2018-07-09T20:14:59.999000",
-          "2018-07-09T22:44:59.999000",
-          "2018-07-10T01:14:59.999000",
-          "2018-07-10T03:44:59.999000",
-          "2018-07-10T06:14:59.999000",
-          "2018-07-10T08:44:59.999000",
-          "2018-07-10T11:14:59.999000",
-          "2018-07-10T13:44:59.999000",
-          "2018-07-10T16:14:59.999000",
-          "2018-07-10T18:44:59.999000",
-          "2018-07-10T21:14:59.999000",
-          "2018-07-10T23:44:59.999000",
-          "2018-07-11T02:14:59.999000",
-          "2018-07-11T04:44:59.999000",
-          "2018-07-11T07:14:59.999000",
-          "2018-07-11T09:44:59.999000",
-          "2018-07-11T12:14:59.999000",
-          "2018-07-11T14:44:59.999000",
-          "2018-07-11T17:14:59.999000",
-          "2018-07-11T19:44:59.999000",
-          "2018-07-11T22:14:59.999000",
-          "2018-07-12T00:44:59.999000",
-          "2018-07-12T03:14:59.999000",
-          "2018-07-12T05:44:59.999000",
-          "2018-07-12T08:14:59.999000",
-          "2018-07-12T10:44:59.999000",
-          "2018-07-12T13:14:59.999000",
-          "2018-07-12T15:44:59.999000",
-          "2018-07-12T18:14:59.999000",
-          "2018-07-12T20:44:59.999000",
-          "2018-07-12T23:14:59.999000",
-          "2018-07-13T01:44:59.999000",
-          "2018-07-13T04:14:59.999000",
-          "2018-07-13T06:44:59.999000",
-          "2018-07-13T09:14:59.999000",
-          "2018-07-13T11:44:59.999000",
-          "2018-07-13T14:14:59.999000",
-          "2018-07-13T16:44:59.999000",
-          "2018-07-13T19:14:59.999000",
-          "2018-07-13T21:44:59.999000",
-          "2018-07-14T00:14:59.999000",
-          "2018-07-14T02:44:59.999000",
-          "2018-07-14T05:14:59.999000",
-          "2018-07-14T07:44:59.999000",
-          "2018-07-14T10:14:59.999000",
-          "2018-07-14T12:44:59.999000",
-          "2018-07-14T15:14:59.999000",
-          "2018-07-14T17:44:59.999000",
-          "2018-07-14T20:14:59.999000",
-          "2018-07-14T22:44:59.999000",
-          "2018-07-15T01:14:59.999000",
-          "2018-07-15T03:44:59.999000",
-          "2018-07-15T06:14:59.999000",
-          "2018-07-15T08:44:59.999000",
-          "2018-07-15T11:14:59.999000",
-          "2018-07-15T13:44:59.999000",
-          "2018-07-15T16:14:59.999000",
-          "2018-07-15T18:44:59.999000",
-          "2018-07-15T21:14:59.999000",
-          "2018-07-15T23:44:59.999000",
-          "2018-07-16T02:14:59.999000",
-          "2018-07-16T04:44:59.999000",
-          "2018-07-16T07:14:59.999000",
-          "2018-07-16T09:44:59.999000",
-          "2018-07-16T12:14:59.999000",
-          "2018-07-16T14:44:59.999000",
-          "2018-07-16T17:14:59.999000",
-          "2018-07-16T19:44:59.999000",
-          "2018-07-16T22:14:59.999000",
-          "2018-07-17T00:44:59.999000",
-          "2018-07-17T03:14:59.999000",
-          "2018-07-17T05:44:59.999000",
-          "2018-07-17T08:14:59.999000",
-          "2018-07-17T10:44:59.999000",
-          "2018-07-17T13:14:59.999000",
-          "2018-07-17T15:44:59.999000",
-          "2018-07-17T18:14:59.999000",
-          "2018-07-17T20:44:59.999000",
-          "2018-07-17T23:14:59.999000",
-          "2018-07-18T01:44:59.999000",
-          "2018-07-18T04:14:59.999000",
-          "2018-07-18T06:44:59.999000",
-          "2018-07-18T09:14:59.999000",
-          "2018-07-18T11:44:59.999000",
-          "2018-07-18T14:14:59.999000",
-          "2018-07-18T16:44:59.999000",
-          "2018-07-18T19:14:59.999000",
-          "2018-07-18T21:44:59.999000",
-          "2018-07-19T00:14:59.999000",
-          "2018-07-19T02:44:59.999000",
-          "2018-07-19T05:14:59.999000",
-          "2018-07-19T07:44:59.999000",
-          "2018-07-19T10:14:59.999000",
-          "2018-07-19T12:44:59.999000",
-          "2018-07-19T15:14:59.999000",
-          "2018-07-19T17:44:59.999000",
-          "2018-07-19T20:14:59.999000",
-          "2018-07-19T22:44:59.999000",
-          "2018-07-20T01:14:59.999000",
-          "2018-07-20T03:44:59.999000",
-          "2018-07-20T06:14:59.999000",
-          "2018-07-20T08:44:59.999000",
-          "2018-07-20T11:14:59.999000",
-          "2018-07-20T13:44:59.999000",
-          "2018-07-20T16:14:59.999000",
-          "2018-07-20T18:44:59.999000",
-          "2018-07-20T21:14:59.999000",
-          "2018-07-20T23:44:59.999000",
-          "2018-07-21T02:14:59.999000",
-          "2018-07-21T04:44:59.999000",
-          "2018-07-21T07:14:59.999000",
-          "2018-07-21T09:44:59.999000",
-          "2018-07-21T12:14:59.999000",
-          "2018-07-21T14:44:59.999000",
-          "2018-07-21T17:14:59.999000",
-          "2018-07-21T19:44:59.999000",
-          "2018-07-21T22:14:59.999000",
-          "2018-07-22T00:44:59.999000",
-          "2018-07-22T03:14:59.999000",
-          "2018-07-22T05:44:59.999000",
-          "2018-07-22T08:14:59.999000",
-          "2018-07-22T10:44:59.999000",
-          "2018-07-22T13:14:59.999000",
-          "2018-07-22T15:44:59.999000",
-          "2018-07-22T18:14:59.999000",
-          "2018-07-22T20:44:59.999000",
-          "2018-07-22T23:14:59.999000",
-          "2018-07-23T01:44:59.999000",
-          "2018-07-23T04:14:59.999000",
-          "2018-07-23T06:44:59.999000",
-          "2018-07-23T09:14:59.999000",
-          "2018-07-23T11:44:59.999000",
-          "2018-07-23T14:14:59.999000",
-          "2018-07-23T16:44:59.999000",
-          "2018-07-23T19:14:59.999000",
-          "2018-07-23T21:44:59.999000",
-          "2018-07-24T00:14:59.999000",
-          "2018-07-24T02:44:59.999000",
-          "2018-07-24T05:14:59.999000",
-          "2018-07-24T07:44:59.999000",
-          "2018-07-24T10:14:59.999000",
-          "2018-07-24T12:44:59.999000",
-          "2018-07-24T15:14:59.999000",
-          "2018-07-24T17:44:59.999000",
-          "2018-07-24T20:14:59.999000",
-          "2018-07-24T22:44:59.999000",
-          "2018-07-25T01:14:59.999000",
-          "2018-07-25T03:44:59.999000",
-          "2018-07-25T06:14:59.999000",
-          "2018-07-25T08:44:59.999000",
-          "2018-07-25T11:14:59.999000",
-          "2018-07-25T13:44:59.999000",
-          "2018-07-25T16:14:59.999000",
-          "2018-07-25T18:44:59.999000",
-          "2018-07-25T21:14:59.999000",
-          "2018-07-25T23:44:59.999000",
-          "2018-07-26T02:14:59.999000",
-          "2018-07-26T04:44:59.999000",
-          "2018-07-26T07:14:59.999000",
-          "2018-07-26T09:44:59.999000",
-          "2018-07-26T12:14:59.999000",
-          "2018-07-26T14:44:59.999000",
-          "2018-07-26T17:14:59.999000",
-          "2018-07-26T19:44:59.999000",
-          "2018-07-26T22:14:59.999000",
-          "2018-07-27T00:44:59.999000",
-          "2018-07-27T03:14:59.999000",
-          "2018-07-27T05:44:59.999000",
-          "2018-07-27T08:14:59.999000",
-          "2018-07-27T10:44:59.999000",
-          "2018-07-27T13:14:59.999000",
-          "2018-07-27T15:44:59.999000",
-          "2018-07-27T18:14:59.999000",
-          "2018-07-27T20:44:59.999000",
-          "2018-07-27T23:14:59.999000",
-          "2018-07-28T01:44:59.999000",
-          "2018-07-28T04:14:59.999000",
-          "2018-07-28T06:44:59.999000",
-          "2018-07-28T09:14:59.999000",
-          "2018-07-28T11:44:59.999000",
-          "2018-07-28T14:14:59.999000",
-          "2018-07-28T16:44:59.999000",
-          "2018-07-28T19:14:59.999000",
-          "2018-07-28T21:44:59.999000",
-          "2018-07-29T00:14:59.999000",
-          "2018-07-29T02:44:59.999000",
-          "2018-07-29T05:14:59.999000",
-          "2018-07-29T07:44:59.999000",
-          "2018-07-29T10:14:59.999000",
-          "2018-07-29T12:44:59.999000",
-          "2018-07-29T15:14:59.999000",
-          "2018-07-29T17:44:59.999000",
-          "2018-07-29T20:14:59.999000",
-          "2018-07-29T22:44:59.999000",
-          "2018-07-30T01:14:59.999000",
-          "2018-07-30T03:44:59.999000",
-          "2018-07-30T06:14:59.999000",
-          "2018-07-30T08:44:59.999000",
-          "2018-07-30T11:14:59.999000",
-          "2018-07-30T13:44:59.999000",
-          "2018-07-30T16:14:59.999000",
-          "2018-07-30T18:44:59.999000",
-          "2018-07-30T21:14:59.999000",
-          "2018-07-30T23:44:59.999000",
-          "2018-07-31T02:14:59.999000",
-          "2018-07-31T04:44:59.999000",
-          "2018-07-31T07:14:59.999000",
-          "2018-07-31T09:44:59.999000",
-          "2018-07-31T12:14:59.999000",
-          "2018-07-31T14:44:59.999000",
-          "2018-07-31T17:14:59.999000",
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-          "2018-08-01T08:14:59.999000",
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-          "2018-08-04T18:44:59.999000",
-          "2018-08-04T21:14:59.999000",
-          "2018-08-04T23:44:59.999000",
-          "2018-08-05T02:14:59.999000",
-          "2018-08-05T04:44:59.999000",
-          "2018-08-05T07:14:59.999000",
-          "2018-08-05T09:44:59.999000",
-          "2018-08-05T12:14:59.999000",
-          "2018-08-05T14:44:59.999000",
-          "2018-08-05T17:14:59.999000",
-          "2018-08-05T19:44:59.999000",
-          "2018-08-05T22:14:59.999000",
-          "2018-08-06T00:44:59.999000",
-          "2018-08-06T03:14:59.999000",
-          "2018-08-06T05:44:59.999000",
-          "2018-08-06T08:14:59.999000",
-          "2018-08-06T10:44:59.999000",
-          "2018-08-06T13:14:59.999000",
-          "2018-08-06T15:44:59.999000",
-          "2018-08-06T18:14:59.999000",
-          "2018-08-06T20:44:59.999000",
-          "2018-08-06T23:14:59.999000",
-          "2018-08-07T01:44:59.999000",
-          "2018-08-07T04:14:59.999000",
-          "2018-08-07T06:44:59.999000",
-          "2018-08-07T09:14:59.999000",
-          "2018-08-07T11:44:59.999000",
-          "2018-08-07T14:14:59.999000",
-          "2018-08-07T16:44:59.999000",
-          "2018-08-07T19:14:59.999000",
-          "2018-08-07T21:44:59.999000",
-          "2018-08-08T00:14:59.999000",
-          "2018-08-08T02:44:59.999000",
-          "2018-08-08T05:14:59.999000",
-          "2018-08-08T07:44:59.999000",
-          "2018-08-08T10:14:59.999000",
-          "2018-08-08T12:44:59.999000",
-          "2018-08-08T15:14:59.999000",
-          "2018-08-08T17:44:59.999000",
-          "2018-08-08T20:14:59.999000",
-          "2018-08-08T22:44:59.999000",
-          "2018-08-09T01:14:59.999000",
-          "2018-08-09T03:44:59.999000",
-          "2018-08-09T06:14:59.999000",
-          "2018-08-09T08:44:59.999000",
-          "2018-08-09T11:14:59.999000",
-          "2018-08-09T13:44:59.999000",
-          "2018-08-09T16:14:59.999000",
-          "2018-08-09T18:44:59.999000",
-          "2018-08-09T21:14:59.999000",
-          "2018-08-09T23:44:59.999000",
-          "2018-08-10T02:14:59.999000",
-          "2018-08-10T04:44:59.999000",
-          "2018-08-10T07:14:59.999000",
-          "2018-08-10T09:44:59.999000",
-          "2018-08-10T12:14:59.999000",
-          "2018-08-10T14:44:59.999000",
-          "2018-08-10T17:14:59.999000",
-          "2018-08-10T19:44:59.999000",
-          "2018-08-10T22:14:59.999000",
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-          "2018-08-11T03:14:59.999000",
-          "2018-08-11T05:44:59.999000",
-          "2018-08-11T08:14:59.999000",
-          "2018-08-11T10:44:59.999000",
-          "2018-08-11T13:14:59.999000",
-          "2018-08-11T15:44:59.999000",
-          "2018-08-11T18:14:59.999000",
-          "2018-08-11T20:44:59.999000",
-          "2018-08-11T23:14:59.999000",
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-          "2018-08-12T04:14:59.999000",
-          "2018-08-12T06:44:59.999000",
-          "2018-08-12T09:14:59.999000",
-          "2018-08-12T11:44:59.999000",
-          "2018-08-12T14:14:59.999000",
-          "2018-08-12T16:44:59.999000",
-          "2018-08-12T19:14:59.999000",
-          "2018-08-12T21:44:59.999000",
-          "2018-08-13T00:14:59.999000",
-          "2018-08-13T02:44:59.999000",
-          "2018-08-13T05:14:59.999000",
-          "2018-08-13T07:44:59.999000",
-          "2018-08-13T10:14:59.999000",
-          "2018-08-13T12:44:59.999000",
-          "2018-08-13T15:14:59.999000",
-          "2018-08-13T17:44:59.999000",
-          "2018-08-13T20:14:59.999000",
-          "2018-08-13T22:44:59.999000",
-          "2018-08-14T01:14:59.999000",
-          "2018-08-14T03:44:59.999000",
-          "2018-08-14T06:14:59.999000",
-          "2018-08-14T08:44:59.999000",
-          "2018-08-14T11:14:59.999000",
-          "2018-08-14T13:44:59.999000",
-          "2018-08-14T16:14:59.999000",
-          "2018-08-14T18:44:59.999000",
-          "2018-08-14T21:14:59.999000",
-          "2018-08-14T23:44:59.999000",
-          "2018-08-15T02:14:59.999000",
-          "2018-08-15T04:44:59.999000",
-          "2018-08-15T07:14:59.999000",
-          "2018-08-15T09:44:59.999000",
-          "2018-08-15T12:14:59.999000",
-          "2018-08-15T14:44:59.999000",
-          "2018-08-15T17:14:59.999000",
-          "2018-08-15T19:44:59.999000",
-          "2018-08-15T22:14:59.999000",
-          "2018-08-16T00:44:59.999000",
-          "2018-08-16T03:14:59.999000",
-          "2018-08-16T05:44:59.999000",
-          "2018-08-16T08:14:59.999000",
-          "2018-08-16T10:44:59.999000",
-          "2018-08-16T13:14:59.999000",
-          "2018-08-16T15:44:59.999000",
-          "2018-08-16T18:14:59.999000",
-          "2018-08-16T20:44:59.999000",
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-          "2018-08-17T01:44:59.999000",
-          "2018-08-17T04:14:59.999000",
-          "2018-08-17T06:44:59.999000",
-          "2018-08-17T09:14:59.999000",
-          "2018-08-17T11:44:59.999000",
-          "2018-08-17T14:14:59.999000",
-          "2018-08-17T16:44:59.999000",
-          "2018-08-17T19:14:59.999000",
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-          "2018-08-18T02:44:59.999000",
-          "2018-08-18T05:14:59.999000",
-          "2018-08-18T07:44:59.999000",
-          "2018-08-18T10:14:59.999000",
-          "2018-08-18T12:44:59.999000",
-          "2018-08-18T15:14:59.999000",
-          "2018-08-18T17:44:59.999000",
-          "2018-08-18T20:14:59.999000",
-          "2018-08-18T22:44:59.999000",
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-          "2018-08-19T03:44:59.999000",
-          "2018-08-19T06:14:59.999000",
-          "2018-08-19T08:44:59.999000",
-          "2018-08-19T11:14:59.999000",
-          "2018-08-19T13:44:59.999000",
-          "2018-08-19T16:14:59.999000",
-          "2018-08-19T18:44:59.999000",
-          "2018-08-19T21:14:59.999000",
-          "2018-08-19T23:44:59.999000",
-          "2018-08-20T02:14:59.999000",
-          "2018-08-20T04:44:59.999000",
-          "2018-08-20T07:14:59.999000",
-          "2018-08-20T09:44:59.999000",
-          "2018-08-20T12:14:59.999000",
-          "2018-08-20T14:44:59.999000",
-          "2018-08-20T17:14:59.999000",
-          "2018-08-20T19:44:59.999000",
-          "2018-08-20T22:14:59.999000",
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-          "2018-08-21T03:14:59.999000",
-          "2018-08-21T05:44:59.999000",
-          "2018-08-21T08:14:59.999000",
-          "2018-08-21T10:44:59.999000",
-          "2018-08-21T13:14:59.999000",
-          "2018-08-21T15:44:59.999000",
-          "2018-08-21T18:14:59.999000",
-          "2018-08-21T20:44:59.999000",
-          "2018-08-21T23:14:59.999000",
-          "2018-08-22T01:44:59.999000",
-          "2018-08-22T04:14:59.999000",
-          "2018-08-22T06:44:59.999000",
-          "2018-08-22T09:14:59.999000",
-          "2018-08-22T11:44:59.999000",
-          "2018-08-22T14:14:59.999000",
-          "2018-08-22T16:44:59.999000",
-          "2018-08-22T19:14:59.999000",
-          "2018-08-22T21:44:59.999000",
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-          "2018-08-23T02:44:59.999000",
-          "2018-08-23T05:14:59.999000",
-          "2018-08-23T07:44:59.999000",
-          "2018-08-23T10:14:59.999000",
-          "2018-08-23T12:44:59.999000",
-          "2018-08-23T15:14:59.999000",
-          "2018-08-23T17:44:59.999000",
-          "2018-08-23T20:14:59.999000",
-          "2018-08-23T22:44:59.999000",
-          "2018-08-24T01:14:59.999000",
-          "2018-08-24T03:44:59.999000",
-          "2018-08-24T06:14:59.999000",
-          "2018-08-24T08:44:59.999000",
-          "2018-08-24T11:14:59.999000",
-          "2018-08-24T13:44:59.999000",
-          "2018-08-24T16:14:59.999000",
-          "2018-08-24T18:44:59.999000",
-          "2018-08-24T21:14:59.999000",
-          "2018-08-24T23:44:59.999000",
-          "2018-08-25T02:14:59.999000",
-          "2018-08-25T04:44:59.999000",
-          "2018-08-25T07:14:59.999000",
-          "2018-08-25T09:44:59.999000",
-          "2018-08-25T12:14:59.999000",
-          "2018-08-25T14:44:59.999000",
-          "2018-08-25T17:14:59.999000",
-          "2018-08-25T19:44:59.999000",
-          "2018-08-25T22:14:59.999000",
-          "2018-08-26T00:44:59.999000",
-          "2018-08-26T03:14:59.999000",
-          "2018-08-26T05:44:59.999000",
-          "2018-08-26T08:14:59.999000",
-          "2018-08-26T10:44:59.999000",
-          "2018-08-26T13:14:59.999000",
-          "2018-08-26T15:44:59.999000",
-          "2018-08-26T18:14:59.999000",
-          "2018-08-26T20:44:59.999000",
-          "2018-08-26T23:14:59.999000",
-          "2018-08-27T01:44:59.999000",
-          "2018-08-27T04:14:59.999000",
-          "2018-08-27T06:44:59.999000",
-          "2018-08-27T09:14:59.999000",
-          "2018-08-27T11:44:59.999000",
-          "2018-08-27T14:14:59.999000",
-          "2018-08-27T16:44:59.999000",
-          "2018-08-27T19:14:59.999000",
-          "2018-08-27T21:44:59.999000",
-          "2018-08-28T00:14:59.999000",
-          "2018-08-28T02:44:59.999000",
-          "2018-08-28T05:14:59.999000",
-          "2018-08-28T07:44:59.999000",
-          "2018-08-28T10:14:59.999000",
-          "2018-08-28T12:44:59.999000",
-          "2018-08-28T15:14:59.999000",
-          "2018-08-28T17:44:59.999000",
-          "2018-08-28T20:14:59.999000",
-          "2018-08-28T22:44:59.999000",
-          "2018-08-29T01:14:59.999000",
-          "2018-08-29T03:44:59.999000",
-          "2018-08-29T06:14:59.999000",
-          "2018-08-29T08:44:59.999000",
-          "2018-08-29T11:14:59.999000",
-          "2018-08-29T13:44:59.999000",
-          "2018-08-29T16:14:59.999000",
-          "2018-08-29T18:44:59.999000",
-          "2018-08-29T21:14:59.999000",
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-          "2018-08-30T02:14:59.999000",
-          "2018-08-30T04:44:59.999000",
-          "2018-08-30T07:14:59.999000",
-          "2018-08-30T09:44:59.999000",
-          "2018-08-30T12:14:59.999000",
-          "2018-08-30T14:44:59.999000",
-          "2018-08-30T17:14:59.999000",
-          "2018-08-30T19:44:59.999000",
-          "2018-08-30T22:14:59.999000",
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-          "2018-08-31T03:14:59.999000",
-          "2018-08-31T05:44:59.999000",
-          "2018-08-31T08:14:59.999000",
-          "2018-08-31T10:44:59.999000",
-          "2018-08-31T13:14:59.999000",
-          "2018-08-31T15:44:59.999000",
-          "2018-08-31T18:14:59.999000",
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-          "2018-09-03T08:44:59.999000",
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-          "2018-09-04T04:44:59.999000",
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-          "2018-09-06T06:44:59.999000",
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-          "2018-09-10T03:14:59.999000",
-          "2018-09-10T05:44:59.999000",
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-          "2018-09-16T19:14:59.999000",
-          "2018-09-16T21:44:59.999000",
-          "2018-09-17T00:14:59.999000",
-          "2018-09-17T02:44:59.999000",
-          "2018-09-17T05:14:59.999000",
-          "2018-09-17T07:44:59.999000",
-          "2018-09-17T10:14:59.999000",
-          "2018-09-17T12:44:59.999000",
-          "2018-09-17T15:14:59.999000",
-          "2018-09-17T17:44:59.999000",
-          "2018-09-17T20:14:59.999000",
-          "2018-09-17T22:44:59.999000",
-          "2018-09-18T01:14:59.999000",
-          "2018-09-18T03:44:59.999000",
-          "2018-09-18T06:14:59.999000",
-          "2018-09-18T08:44:59.999000",
-          "2018-09-18T11:14:59.999000",
-          "2018-09-18T13:44:59.999000",
-          "2018-09-18T16:14:59.999000",
-          "2018-09-18T18:44:59.999000",
-          "2018-09-18T21:14:59.999000",
-          "2018-09-18T23:44:59.999000",
-          "2018-09-19T02:14:59.999000",
-          "2018-09-19T04:44:59.999000",
-          "2018-09-19T07:14:59.999000",
-          "2018-09-19T09:44:59.999000",
-          "2018-09-19T12:14:59.999000",
-          "2018-09-19T14:44:59.999000",
-          "2018-09-19T17:14:59.999000",
-          "2018-09-19T19:44:59.999000",
-          "2018-09-19T22:14:59.999000",
-          "2018-09-20T00:44:59.999000",
-          "2018-09-20T03:14:59.999000",
-          "2018-09-20T05:44:59.999000",
-          "2018-09-20T08:14:59.999000",
-          "2018-09-20T10:44:59.999000",
-          "2018-09-20T13:14:59.999000",
-          "2018-09-20T15:44:59.999000",
-          "2018-09-20T18:14:59.999000",
-          "2018-09-20T20:44:59.999000",
-          "2018-09-20T23:14:59.999000",
-          "2018-09-21T01:44:59.999000",
-          "2018-09-21T04:14:59.999000",
-          "2018-09-21T06:44:59.999000",
-          "2018-09-21T09:14:59.999000",
-          "2018-09-21T11:44:59.999000",
-          "2018-09-21T14:14:59.999000",
-          "2018-09-21T16:44:59.999000",
-          "2018-09-21T19:14:59.999000",
-          "2018-09-21T21:44:59.999000",
-          "2018-09-22T00:14:59.999000",
-          "2018-09-22T02:44:59.999000",
-          "2018-09-22T05:14:59.999000",
-          "2018-09-22T07:44:59.999000",
-          "2018-09-22T10:14:59.999000",
-          "2018-09-22T12:44:59.999000",
-          "2018-09-22T15:14:59.999000",
-          "2018-09-22T17:44:59.999000",
-          "2018-09-22T20:14:59.999000",
-          "2018-09-22T22:44:59.999000",
-          "2018-09-23T01:14:59.999000",
-          "2018-09-23T03:44:59.999000",
-          "2018-09-23T06:14:59.999000",
-          "2018-09-23T08:44:59.999000",
-          "2018-09-23T11:14:59.999000",
-          "2018-09-23T13:44:59.999000",
-          "2018-09-23T16:14:59.999000",
-          "2018-09-23T18:44:59.999000",
-          "2018-09-23T21:14:59.999000",
-          "2018-09-23T23:44:59.999000",
-          "2018-09-24T02:14:59.999000",
-          "2018-09-24T04:44:59.999000",
-          "2018-09-24T07:14:59.999000",
-          "2018-09-24T09:44:59.999000",
-          "2018-09-24T12:14:59.999000",
-          "2018-09-24T14:44:59.999000",
-          "2018-09-24T17:14:59.999000",
-          "2018-09-24T19:44:59.999000",
-          "2018-09-24T22:14:59.999000",
-          "2018-09-25T00:44:59.999000",
-          "2018-09-25T03:14:59.999000",
-          "2018-09-25T05:44:59.999000",
-          "2018-09-25T08:14:59.999000",
-          "2018-09-25T10:44:59.999000",
-          "2018-09-25T13:14:59.999000",
-          "2018-09-25T15:44:59.999000",
-          "2018-09-25T18:14:59.999000",
-          "2018-09-25T20:44:59.999000",
-          "2018-09-25T23:14:59.999000",
-          "2018-09-26T01:44:59.999000",
-          "2018-09-26T04:14:59.999000",
-          "2018-09-26T06:44:59.999000",
-          "2018-09-26T09:14:59.999000",
-          "2018-09-26T11:44:59.999000",
-          "2018-09-26T14:14:59.999000",
-          "2018-09-26T16:44:59.999000",
-          "2018-09-26T19:14:59.999000",
-          "2018-09-26T21:44:59.999000",
-          "2018-09-27T00:14:59.999000",
-          "2018-09-27T02:44:59.999000",
-          "2018-09-27T05:14:59.999000",
-          "2018-09-27T07:44:59.999000",
-          "2018-09-27T10:14:59.999000",
-          "2018-09-27T12:44:59.999000",
-          "2018-09-27T15:14:59.999000",
-          "2018-09-27T17:44:59.999000",
-          "2018-09-27T20:14:59.999000",
-          "2018-09-27T22:44:59.999000",
-          "2018-09-28T01:14:59.999000",
-          "2018-09-28T03:44:59.999000",
-          "2018-09-28T06:14:59.999000",
-          "2018-09-28T08:44:59.999000",
-          "2018-09-28T11:14:59.999000",
-          "2018-09-28T13:44:59.999000",
-          "2018-09-28T16:14:59.999000",
-          "2018-09-28T18:44:59.999000",
-          "2018-09-28T21:14:59.999000",
-          "2018-09-28T23:44:59.999000",
-          "2018-09-29T02:14:59.999000",
-          "2018-09-29T04:44:59.999000",
-          "2018-09-29T07:14:59.999000",
-          "2018-09-29T09:44:59.999000",
-          "2018-09-29T12:14:59.999000",
-          "2018-09-29T14:44:59.999000",
-          "2018-09-29T17:14:59.999000",
-          "2018-09-29T19:44:59.999000",
-          "2018-09-29T22:14:59.999000",
-          "2018-09-30T00:44:59.999000",
-          "2018-09-30T03:14:59.999000",
-          "2018-09-30T05:44:59.999000",
-          "2018-09-30T08:14:59.999000",
-          "2018-09-30T10:44:59.999000",
-          "2018-09-30T13:14:59.999000",
-          "2018-09-30T15:44:59.999000",
-          "2018-09-30T18:14:59.999000",
-          "2018-09-30T20:44:59.999000",
-          "2018-09-30T23:14:59.999000",
-          "2018-10-01T01:44:59.999000",
-          "2018-10-01T04:14:59.999000",
-          "2018-10-01T06:44:59.999000",
-          "2018-10-01T09:14:59.999000",
-          "2018-10-01T11:44:59.999000",
-          "2018-10-01T14:14:59.999000",
-          "2018-10-01T16:44:59.999000",
-          "2018-10-01T19:14:59.999000",
-          "2018-10-01T21:44:59.999000",
-          "2018-10-02T00:14:59.999000",
-          "2018-10-02T02:44:59.999000",
-          "2018-10-02T05:14:59.999000",
-          "2018-10-02T07:44:59.999000",
-          "2018-10-02T10:14:59.999000",
-          "2018-10-02T12:44:59.999000",
-          "2018-10-02T15:14:59.999000",
-          "2018-10-02T17:44:59.999000",
-          "2018-10-02T20:14:59.999000",
-          "2018-10-02T22:44:59.999000",
-          "2018-10-03T01:14:59.999000",
-          "2018-10-03T03:44:59.999000",
-          "2018-10-03T06:14:59.999000",
-          "2018-10-03T08:44:59.999000",
-          "2018-10-03T11:14:59.999000",
-          "2018-10-03T13:44:59.999000",
-          "2018-10-03T16:14:59.999000",
-          "2018-10-03T18:44:59.999000",
-          "2018-10-03T21:14:59.999000",
-          "2018-10-03T23:44:59.999000",
-          "2018-10-04T02:14:59.999000",
-          "2018-10-04T04:44:59.999000",
-          "2018-10-04T07:14:59.999000",
-          "2018-10-04T09:44:59.999000",
-          "2018-10-04T12:14:59.999000",
-          "2018-10-04T14:44:59.999000",
-          "2018-10-04T17:14:59.999000",
-          "2018-10-04T19:44:59.999000",
-          "2018-10-04T22:14:59.999000",
-          "2018-10-05T00:44:59.999000",
-          "2018-10-05T03:14:59.999000",
-          "2018-10-05T05:44:59.999000",
-          "2018-10-05T08:14:59.999000",
-          "2018-10-05T10:44:59.999000",
-          "2018-10-05T13:14:59.999000",
-          "2018-10-05T15:44:59.999000",
-          "2018-10-05T18:14:59.999000",
-          "2018-10-05T20:44:59.999000",
-          "2018-10-05T23:14:59.999000",
-          "2018-10-06T01:44:59.999000",
-          "2018-10-06T04:14:59.999000",
-          "2018-10-06T06:44:59.999000",
-          "2018-10-06T09:14:59.999000",
-          "2018-10-06T11:44:59.999000",
-          "2018-10-06T14:14:59.999000",
-          "2018-10-06T16:44:59.999000",
-          "2018-10-06T19:14:59.999000",
-          "2018-10-06T21:44:59.999000",
-          "2018-10-07T00:14:59.999000",
-          "2018-10-07T02:44:59.999000",
-          "2018-10-07T05:14:59.999000",
-          "2018-10-07T07:44:59.999000",
-          "2018-10-07T10:14:59.999000",
-          "2018-10-07T12:44:59.999000",
-          "2018-10-07T15:14:59.999000",
-          "2018-10-07T17:44:59.999000",
-          "2018-10-07T20:14:59.999000",
-          "2018-10-07T22:44:59.999000",
-          "2018-10-08T01:14:59.999000",
-          "2018-10-08T03:44:59.999000",
-          "2018-10-08T06:14:59.999000",
-          "2018-10-08T08:44:59.999000",
-          "2018-10-08T11:14:59.999000",
-          "2018-10-08T13:44:59.999000",
-          "2018-10-08T16:14:59.999000",
-          "2018-10-08T18:44:59.999000",
-          "2018-10-08T21:14:59.999000",
-          "2018-10-08T23:44:59.999000",
-          "2018-10-09T02:14:59.999000",
-          "2018-10-09T04:44:59.999000",
-          "2018-10-09T07:14:59.999000",
-          "2018-10-09T09:44:59.999000",
-          "2018-10-09T12:14:59.999000",
-          "2018-10-09T14:44:59.999000",
-          "2018-10-09T17:14:59.999000",
-          "2018-10-09T19:44:59.999000",
-          "2018-10-09T22:14:59.999000",
-          "2018-10-10T00:44:59.999000",
-          "2018-10-10T03:14:59.999000",
-          "2018-10-10T05:44:59.999000",
-          "2018-10-10T08:14:59.999000",
-          "2018-10-10T10:44:59.999000",
-          "2018-10-10T13:14:59.999000",
-          "2018-10-10T15:44:59.999000",
-          "2018-10-10T18:14:59.999000",
-          "2018-10-10T20:44:59.999000",
-          "2018-10-10T23:14:59.999000",
-          "2018-10-11T01:44:59.999000",
-          "2018-10-11T04:14:59.999000",
-          "2018-10-11T06:44:59.999000",
-          "2018-10-11T09:14:59.999000",
-          "2018-10-11T11:44:59.999000",
-          "2018-10-11T14:14:59.999000",
-          "2018-10-11T16:44:59.999000",
-          "2018-10-11T19:14:59.999000",
-          "2018-10-11T21:44:59.999000",
-          "2018-10-12T00:14:59.999000",
-          "2018-10-12T02:44:59.999000",
-          "2018-10-12T05:14:59.999000",
-          "2018-10-12T07:44:59.999000",
-          "2018-10-12T10:14:59.999000",
-          "2018-10-12T12:44:59.999000",
-          "2018-10-12T15:14:59.999000",
-          "2018-10-12T17:44:59.999000",
-          "2018-10-12T20:14:59.999000",
-          "2018-10-12T22:44:59.999000",
-          "2018-10-13T01:14:59.999000",
-          "2018-10-13T03:44:59.999000",
-          "2018-10-13T06:14:59.999000",
-          "2018-10-13T08:44:59.999000",
-          "2018-10-13T11:14:59.999000",
-          "2018-10-13T13:44:59.999000",
-          "2018-10-13T16:14:59.999000",
-          "2018-10-13T18:44:59.999000",
-          "2018-10-13T21:14:59.999000",
-          "2018-10-13T23:44:59.999000",
-          "2018-10-14T02:14:59.999000",
-          "2018-10-14T04:44:59.999000",
-          "2018-10-14T07:14:59.999000",
-          "2018-10-14T09:44:59.999000",
-          "2018-10-14T12:14:59.999000",
-          "2018-10-14T14:44:59.999000",
-          "2018-10-14T17:14:59.999000",
-          "2018-10-14T19:44:59.999000",
-          "2018-10-14T22:14:59.999000",
-          "2018-10-15T00:44:59.999000",
-          "2018-10-15T03:14:59.999000",
-          "2018-10-15T05:44:59.999000",
-          "2018-10-15T08:14:59.999000",
-          "2018-10-15T10:44:59.999000",
-          "2018-10-15T13:14:59.999000",
-          "2018-10-15T15:44:59.999000",
-          "2018-10-15T18:14:59.999000",
-          "2018-10-15T20:44:59.999000",
-          "2018-10-15T23:14:59.999000",
-          "2018-10-16T01:44:59.999000",
-          "2018-10-16T04:14:59.999000",
-          "2018-10-16T06:44:59.999000",
-          "2018-10-16T09:14:59.999000",
-          "2018-10-16T11:44:59.999000",
-          "2018-10-16T14:14:59.999000",
-          "2018-10-16T16:44:59.999000",
-          "2018-10-16T19:14:59.999000",
-          "2018-10-16T21:44:59.999000",
-          "2018-10-17T00:14:59.999000",
-          "2018-10-17T02:44:59.999000",
-          "2018-10-17T05:14:59.999000",
-          "2018-10-17T07:44:59.999000",
-          "2018-10-17T10:14:59.999000",
-          "2018-10-17T12:44:59.999000",
-          "2018-10-17T15:14:59.999000",
-          "2018-10-17T17:44:59.999000",
-          "2018-10-17T20:14:59.999000",
-          "2018-10-17T22:44:59.999000",
-          "2018-10-18T01:14:59.999000",
-          "2018-10-18T03:44:59.999000",
-          "2018-10-18T06:14:59.999000",
-          "2018-10-18T08:44:59.999000",
-          "2018-10-18T11:14:59.999000",
-          "2018-10-18T13:44:59.999000",
-          "2018-10-18T16:14:59.999000",
-          "2018-10-18T18:44:59.999000",
-          "2018-10-18T21:14:59.999000",
-          "2018-10-18T23:44:59.999000",
-          "2018-10-19T02:14:59.999000",
-          "2018-10-19T04:44:59.999000",
-          "2018-10-19T07:14:59.999000",
-          "2018-10-19T09:44:59.999000",
-          "2018-10-19T12:14:59.999000",
-          "2018-10-19T14:44:59.999000",
-          "2018-10-19T17:14:59.999000",
-          "2018-10-19T19:44:59.999000",
-          "2018-10-19T22:14:59.999000",
-          "2018-10-20T00:44:59.999000",
-          "2018-10-20T03:14:59.999000",
-          "2018-10-20T05:44:59.999000",
-          "2018-10-20T08:14:59.999000",
-          "2018-10-20T10:44:59.999000",
-          "2018-10-20T13:14:59.999000",
-          "2018-10-20T15:44:59.999000",
-          "2018-10-20T18:14:59.999000",
-          "2018-10-20T20:44:59.999000",
-          "2018-10-20T23:14:59.999000",
-          "2018-10-21T01:44:59.999000",
-          "2018-10-21T04:14:59.999000",
-          "2018-10-21T06:44:59.999000",
-          "2018-10-21T09:14:59.999000",
-          "2018-10-21T11:44:59.999000",
-          "2018-10-21T14:14:59.999000",
-          "2018-10-21T16:44:59.999000",
-          "2018-10-21T19:14:59.999000",
-          "2018-10-21T21:44:59.999000",
-          "2018-10-22T00:14:59.999000",
-          "2018-10-22T02:44:59.999000",
-          "2018-10-22T05:14:59.999000",
-          "2018-10-22T07:44:59.999000",
-          "2018-10-22T10:14:59.999000",
-          "2018-10-22T12:44:59.999000",
-          "2018-10-22T15:14:59.999000",
-          "2018-10-22T17:44:59.999000",
-          "2018-10-22T20:14:59.999000",
-          "2018-10-22T22:44:59.999000",
-          "2018-10-23T01:14:59.999000",
-          "2018-10-23T03:44:59.999000",
-          "2018-10-23T06:14:59.999000",
-          "2018-10-23T08:44:59.999000",
-          "2018-10-23T11:14:59.999000",
-          "2018-10-23T13:44:59.999000",
-          "2018-10-23T16:14:59.999000",
-          "2018-10-23T18:44:59.999000",
-          "2018-10-23T21:14:59.999000",
-          "2018-10-23T23:44:59.999000",
-          "2018-10-24T02:14:59.999000",
-          "2018-10-24T04:44:59.999000",
-          "2018-10-24T07:14:59.999000",
-          "2018-10-24T09:44:59.999000",
-          "2018-10-24T12:14:59.999000",
-          "2018-10-24T14:44:59.999000",
-          "2018-10-24T17:14:59.999000",
-          "2018-10-24T19:44:59.999000",
-          "2018-10-24T22:14:59.999000",
-          "2018-10-25T00:44:59.999000",
-          "2018-10-25T03:14:59.999000",
-          "2018-10-25T05:44:59.999000",
-          "2018-10-25T08:14:59.999000",
-          "2018-10-25T10:44:59.999000",
-          "2018-10-25T13:14:59.999000",
-          "2018-10-25T15:44:59.999000",
-          "2018-10-25T18:14:59.999000",
-          "2018-10-25T20:44:59.999000",
-          "2018-10-25T23:14:59.999000",
-          "2018-10-26T01:44:59.999000",
-          "2018-10-26T04:14:59.999000",
-          "2018-10-26T06:44:59.999000",
-          "2018-10-26T09:14:59.999000",
-          "2018-10-26T11:44:59.999000",
-          "2018-10-26T14:14:59.999000",
-          "2018-10-26T16:44:59.999000",
-          "2018-10-26T19:14:59.999000",
-          "2018-10-26T21:44:59.999000",
-          "2018-10-27T00:14:59.999000",
-          "2018-10-27T02:44:59.999000",
-          "2018-10-27T05:14:59.999000",
-          "2018-10-27T07:44:59.999000",
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-          "2018-10-27T22:44:59.999000",
-          "2018-10-28T01:14:59.999000",
-          "2018-10-28T03:44:59.999000",
-          "2018-10-28T06:14:59.999000",
-          "2018-10-28T08:44:59.999000",
-          "2018-10-28T11:14:59.999000",
-          "2018-10-28T13:44:59.999000",
-          "2018-10-28T16:14:59.999000",
-          "2018-10-28T18:44:59.999000",
-          "2018-10-28T21:14:59.999000",
-          "2018-10-28T23:44:59.999000",
-          "2018-10-29T02:14:59.999000",
-          "2018-10-29T04:44:59.999000",
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-          "2019-10-04T04:44:59.999000",
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-          "2019-10-04T14:44:59.999000",
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-          "2019-10-05T05:44:59.999000",
-          "2019-10-05T08:14:59.999000",
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-          "2019-10-06T06:44:59.999000",
-          "2019-10-06T09:14:59.999000",
-          "2019-10-06T11:44:59.999000",
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-          "2019-10-07T07:44:59.999000",
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-          "2019-10-08T03:44:59.999000",
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-          "2019-10-08T08:44:59.999000",
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-          "2019-10-09T09:44:59.999000",
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-          "2019-10-11T04:14:59.999000",
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        ],
@@ -197676,70 +143711,75 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2017-08-17 04:00:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4280.56</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>2.189061</td>\n",
-       "      <td>2017-08-17 04:14:59.999</td>\n",
+       "      <td>2019-07-21 00:00:00</td>\n",
+       "      <td>10740.27</td>\n",
+       "      <td>10765.85</td>\n",
+       "      <td>10650.21</td>\n",
+       "      <td>10751.59</td>\n",
+       "      <td>962.110167</td>\n",
+       "      <td>2019-07-21 00:14:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2017-08-17 04:15:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4270.41</td>\n",
-       "      <td>4261.32</td>\n",
-       "      <td>4261.45</td>\n",
-       "      <td>9.119865</td>\n",
-       "      <td>2017-08-17 04:29:59.999</td>\n",
+       "      <td>2019-07-21 00:15:00</td>\n",
+       "      <td>10751.59</td>\n",
+       "      <td>10787.42</td>\n",
+       "      <td>10740.00</td>\n",
+       "      <td>10757.31</td>\n",
+       "      <td>491.528754</td>\n",
+       "      <td>2019-07-21 00:29:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2017-08-17 04:30:00</td>\n",
-       "      <td>4280.00</td>\n",
-       "      <td>4310.07</td>\n",
-       "      <td>4267.99</td>\n",
-       "      <td>4310.07</td>\n",
-       "      <td>21.923552</td>\n",
-       "      <td>2017-08-17 04:44:59.999</td>\n",
+       "      <td>2019-07-21 00:30:00</td>\n",
+       "      <td>10758.84</td>\n",
+       "      <td>10817.90</td>\n",
+       "      <td>10752.49</td>\n",
+       "      <td>10800.00</td>\n",
+       "      <td>428.768955</td>\n",
+       "      <td>2019-07-21 00:44:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2017-08-17 04:45:00</td>\n",
-       "      <td>4310.07</td>\n",
-       "      <td>4313.62</td>\n",
-       "      <td>4291.37</td>\n",
-       "      <td>4308.83</td>\n",
-       "      <td>13.948531</td>\n",
-       "      <td>2017-08-17 04:59:59.999</td>\n",
+       "      <td>2019-07-21 00:45:00</td>\n",
+       "      <td>10800.00</td>\n",
+       "      <td>10809.03</td>\n",
+       "      <td>10752.06</td>\n",
+       "      <td>10776.63</td>\n",
+       "      <td>451.601255</td>\n",
+       "      <td>2019-07-21 00:59:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2017-08-17 05:00:00</td>\n",
-       "      <td>4308.83</td>\n",
-       "      <td>4328.69</td>\n",
-       "      <td>4304.31</td>\n",
-       "      <td>4304.31</td>\n",
-       "      <td>5.101153</td>\n",
-       "      <td>2017-08-17 05:14:59.999</td>\n",
+       "      <td>2019-07-21 01:00:00</td>\n",
+       "      <td>10776.59</td>\n",
+       "      <td>10809.01</td>\n",
+       "      <td>10751.85</td>\n",
+       "      <td>10799.67</td>\n",
+       "      <td>217.555507</td>\n",
+       "      <td>2019-07-21 01:14:59.999</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            open_time  open_price  ...     volume              close_time\n",
-       "0 2017-08-17 04:00:00     4261.48  ...   2.189061 2017-08-17 04:14:59.999\n",
-       "1 2017-08-17 04:15:00     4261.48  ...   9.119865 2017-08-17 04:29:59.999\n",
-       "2 2017-08-17 04:30:00     4280.00  ...  21.923552 2017-08-17 04:44:59.999\n",
-       "3 2017-08-17 04:45:00     4310.07  ...  13.948531 2017-08-17 04:59:59.999\n",
-       "4 2017-08-17 05:00:00     4308.83  ...   5.101153 2017-08-17 05:14:59.999\n",
+       "            open_time  open_price  high_price  low_price  close_price  \\\n",
+       "0 2019-07-21 00:00:00    10740.27    10765.85   10650.21     10751.59   \n",
+       "1 2019-07-21 00:15:00    10751.59    10787.42   10740.00     10757.31   \n",
+       "2 2019-07-21 00:30:00    10758.84    10817.90   10752.49     10800.00   \n",
+       "3 2019-07-21 00:45:00    10800.00    10809.03   10752.06     10776.63   \n",
+       "4 2019-07-21 01:00:00    10776.59    10809.01   10751.85     10799.67   \n",
        "\n",
-       "[5 rows x 7 columns]"
+       "       volume              close_time  \n",
+       "0  962.110167 2019-07-21 00:14:59.999  \n",
+       "1  491.528754 2019-07-21 00:29:59.999  \n",
+       "2  428.768955 2019-07-21 00:44:59.999  \n",
+       "3  451.601255 2019-07-21 00:59:59.999  \n",
+       "4  217.555507 2019-07-21 01:14:59.999  "
       ]
      },
-     "execution_count": 64,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -197751,7 +143791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -197760,13 +143800,13 @@
      "text": [
       "INFO:root:================================================================================\n",
       "INFO:root:Loading dataset '../data/raw_data/btc-usdt-30m.csv' with interval 0 days 00:30:00\n",
-      "INFO:root:Inserted 275 new intervals.\n",
-      "INFO:root:Fixed 16 intervals.\n",
+      "INFO:root:Inserted 98 new intervals.\n",
+      "INFO:root:Fixed 8 intervals.\n",
       "INFO:root:There is the same interval between all open times: 0 days 00:30:00\n",
       "INFO:root:There is the same interval between all close times: 0 days 00:30:00\n",
-      "INFO:root:First data point: 2017-08-17 04:29:59.999000\n",
+      "INFO:root:First data point: 2019-07-21 00:29:59.999000\n",
       "INFO:root:Last data point: 2024-09-13 17:29:59.999000\n",
-      "INFO:root:Number of data points: 124059\n"
+      "INFO:root:Number of data points: 90323\n"
      ]
     },
     {
@@ -197779,24820 +143819,18074 @@
         {
          "type": "scatter",
          "x": [
-          "2017-08-17T04:29:59.999000",
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-          "2017-08-18T00:29:59.999000",
-          "2017-08-18T05:29:59.999000",
-          "2017-08-18T10:29:59.999000",
-          "2017-08-18T15:29:59.999000",
-          "2017-08-18T20:29:59.999000",
-          "2017-08-19T01:29:59.999000",
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-          "2017-08-19T11:29:59.999000",
-          "2017-08-19T16:29:59.999000",
-          "2017-08-19T21:29:59.999000",
-          "2017-08-20T02:29:59.999000",
-          "2017-08-20T07:29:59.999000",
-          "2017-08-20T12:29:59.999000",
-          "2017-08-20T17:29:59.999000",
-          "2017-08-20T22:29:59.999000",
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-          "2018-05-06T01:29:59.999000",
-          "2018-05-06T06:29:59.999000",
-          "2018-05-06T11:29:59.999000",
-          "2018-05-06T16:29:59.999000",
-          "2018-05-06T21:29:59.999000",
-          "2018-05-07T02:29:59.999000",
-          "2018-05-07T07:29:59.999000",
-          "2018-05-07T12:29:59.999000",
-          "2018-05-07T17:29:59.999000",
-          "2018-05-07T22:29:59.999000",
-          "2018-05-08T03:29:59.999000",
-          "2018-05-08T08:29:59.999000",
-          "2018-05-08T13:29:59.999000",
-          "2018-05-08T18:29:59.999000",
-          "2018-05-08T23:29:59.999000",
-          "2018-05-09T04:29:59.999000",
-          "2018-05-09T09:29:59.999000",
-          "2018-05-09T14:29:59.999000",
-          "2018-05-09T19:29:59.999000",
-          "2018-05-10T00:29:59.999000",
-          "2018-05-10T05:29:59.999000",
-          "2018-05-10T10:29:59.999000",
-          "2018-05-10T15:29:59.999000",
-          "2018-05-10T20:29:59.999000",
-          "2018-05-11T01:29:59.999000",
-          "2018-05-11T06:29:59.999000",
-          "2018-05-11T11:29:59.999000",
-          "2018-05-11T16:29:59.999000",
-          "2018-05-11T21:29:59.999000",
-          "2018-05-12T02:29:59.999000",
-          "2018-05-12T07:29:59.999000",
-          "2018-05-12T12:29:59.999000",
-          "2018-05-12T17:29:59.999000",
-          "2018-05-12T22:29:59.999000",
-          "2018-05-13T03:29:59.999000",
-          "2018-05-13T08:29:59.999000",
-          "2018-05-13T13:29:59.999000",
-          "2018-05-13T18:29:59.999000",
-          "2018-05-13T23:29:59.999000",
-          "2018-05-14T04:29:59.999000",
-          "2018-05-14T09:29:59.999000",
-          "2018-05-14T14:29:59.999000",
-          "2018-05-14T19:29:59.999000",
-          "2018-05-15T00:29:59.999000",
-          "2018-05-15T05:29:59.999000",
-          "2018-05-15T10:29:59.999000",
-          "2018-05-15T15:29:59.999000",
-          "2018-05-15T20:29:59.999000",
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-          "2018-05-16T06:29:59.999000",
-          "2018-05-16T11:29:59.999000",
-          "2018-05-16T16:29:59.999000",
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-          "2018-05-17T02:29:59.999000",
-          "2018-05-17T07:29:59.999000",
-          "2018-05-17T12:29:59.999000",
-          "2018-05-17T17:29:59.999000",
-          "2018-05-17T22:29:59.999000",
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-          "2018-05-18T08:29:59.999000",
-          "2018-05-18T13:29:59.999000",
-          "2018-05-18T18:29:59.999000",
-          "2018-05-18T23:29:59.999000",
-          "2018-05-19T04:29:59.999000",
-          "2018-05-19T09:29:59.999000",
-          "2018-05-19T14:29:59.999000",
-          "2018-05-19T19:29:59.999000",
-          "2018-05-20T00:29:59.999000",
-          "2018-05-20T05:29:59.999000",
-          "2018-05-20T10:29:59.999000",
-          "2018-05-20T15:29:59.999000",
-          "2018-05-20T20:29:59.999000",
-          "2018-05-21T01:29:59.999000",
-          "2018-05-21T06:29:59.999000",
-          "2018-05-21T11:29:59.999000",
-          "2018-05-21T16:29:59.999000",
-          "2018-05-21T21:29:59.999000",
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-          "2018-05-22T07:29:59.999000",
-          "2018-05-22T12:29:59.999000",
-          "2018-05-22T17:29:59.999000",
-          "2018-05-22T22:29:59.999000",
-          "2018-05-23T03:29:59.999000",
-          "2018-05-23T08:29:59.999000",
-          "2018-05-23T13:29:59.999000",
-          "2018-05-23T18:29:59.999000",
-          "2018-05-23T23:29:59.999000",
-          "2018-05-24T04:29:59.999000",
-          "2018-05-24T09:29:59.999000",
-          "2018-05-24T14:29:59.999000",
-          "2018-05-24T19:29:59.999000",
-          "2018-05-25T00:29:59.999000",
-          "2018-05-25T05:29:59.999000",
-          "2018-05-25T10:29:59.999000",
-          "2018-05-25T15:29:59.999000",
-          "2018-05-25T20:29:59.999000",
-          "2018-05-26T01:29:59.999000",
-          "2018-05-26T06:29:59.999000",
-          "2018-05-26T11:29:59.999000",
-          "2018-05-26T16:29:59.999000",
-          "2018-05-26T21:29:59.999000",
-          "2018-05-27T02:29:59.999000",
-          "2018-05-27T07:29:59.999000",
-          "2018-05-27T12:29:59.999000",
-          "2018-05-27T17:29:59.999000",
-          "2018-05-27T22:29:59.999000",
-          "2018-05-28T03:29:59.999000",
-          "2018-05-28T08:29:59.999000",
-          "2018-05-28T13:29:59.999000",
-          "2018-05-28T18:29:59.999000",
-          "2018-05-28T23:29:59.999000",
-          "2018-05-29T04:29:59.999000",
-          "2018-05-29T09:29:59.999000",
-          "2018-05-29T14:29:59.999000",
-          "2018-05-29T19:29:59.999000",
-          "2018-05-30T00:29:59.999000",
-          "2018-05-30T05:29:59.999000",
-          "2018-05-30T10:29:59.999000",
-          "2018-05-30T15:29:59.999000",
-          "2018-05-30T20:29:59.999000",
-          "2018-05-31T01:29:59.999000",
-          "2018-05-31T06:29:59.999000",
-          "2018-05-31T11:29:59.999000",
-          "2018-05-31T16:29:59.999000",
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-          "2018-06-01T07:29:59.999000",
-          "2018-06-01T12:29:59.999000",
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-          "2018-06-01T22:29:59.999000",
-          "2018-06-02T03:29:59.999000",
-          "2018-06-02T08:29:59.999000",
-          "2018-06-02T13:29:59.999000",
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-          "2018-06-03T09:29:59.999000",
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-          "2018-06-05T06:29:59.999000",
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-          "2018-06-06T02:29:59.999000",
-          "2018-06-06T07:29:59.999000",
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-          "2018-06-07T08:29:59.999000",
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-          "2018-06-08T04:29:59.999000",
-          "2018-06-08T09:29:59.999000",
-          "2018-06-08T14:29:59.999000",
-          "2018-06-08T19:29:59.999000",
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-          "2018-06-09T05:29:59.999000",
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-          "2018-06-09T15:29:59.999000",
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-          "2018-06-10T06:29:59.999000",
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-          "2018-06-11T07:29:59.999000",
-          "2018-06-11T12:29:59.999000",
-          "2018-06-11T17:29:59.999000",
-          "2018-06-11T22:29:59.999000",
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-          "2018-06-12T08:29:59.999000",
-          "2018-06-12T13:29:59.999000",
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-          "2018-06-12T23:29:59.999000",
-          "2018-06-13T04:29:59.999000",
-          "2018-06-13T09:29:59.999000",
-          "2018-06-13T14:29:59.999000",
-          "2018-06-13T19:29:59.999000",
-          "2018-06-14T00:29:59.999000",
-          "2018-06-14T05:29:59.999000",
-          "2018-06-14T10:29:59.999000",
-          "2018-06-14T15:29:59.999000",
-          "2018-06-14T20:29:59.999000",
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-          "2018-06-15T06:29:59.999000",
-          "2018-06-15T11:29:59.999000",
-          "2018-06-15T16:29:59.999000",
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-          "2018-06-16T07:29:59.999000",
-          "2018-06-16T12:29:59.999000",
-          "2018-06-16T17:29:59.999000",
-          "2018-06-16T22:29:59.999000",
-          "2018-06-17T03:29:59.999000",
-          "2018-06-17T08:29:59.999000",
-          "2018-06-17T13:29:59.999000",
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-          "2018-06-17T23:29:59.999000",
-          "2018-06-18T04:29:59.999000",
-          "2018-06-18T09:29:59.999000",
-          "2018-06-18T14:29:59.999000",
-          "2018-06-18T19:29:59.999000",
-          "2018-06-19T00:29:59.999000",
-          "2018-06-19T05:29:59.999000",
-          "2018-06-19T10:29:59.999000",
-          "2018-06-19T15:29:59.999000",
-          "2018-06-19T20:29:59.999000",
-          "2018-06-20T01:29:59.999000",
-          "2018-06-20T06:29:59.999000",
-          "2018-06-20T11:29:59.999000",
-          "2018-06-20T16:29:59.999000",
-          "2018-06-20T21:29:59.999000",
-          "2018-06-21T02:29:59.999000",
-          "2018-06-21T07:29:59.999000",
-          "2018-06-21T12:29:59.999000",
-          "2018-06-21T17:29:59.999000",
-          "2018-06-21T22:29:59.999000",
-          "2018-06-22T03:29:59.999000",
-          "2018-06-22T08:29:59.999000",
-          "2018-06-22T13:29:59.999000",
-          "2018-06-22T18:29:59.999000",
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-          "2018-06-23T04:29:59.999000",
-          "2018-06-23T09:29:59.999000",
-          "2018-06-23T14:29:59.999000",
-          "2018-06-23T19:29:59.999000",
-          "2018-06-24T00:29:59.999000",
-          "2018-06-24T05:29:59.999000",
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-          "2018-06-24T15:29:59.999000",
-          "2018-06-24T20:29:59.999000",
-          "2018-06-25T01:29:59.999000",
-          "2018-06-25T06:29:59.999000",
-          "2018-06-25T11:29:59.999000",
-          "2018-06-25T16:29:59.999000",
-          "2018-06-25T21:29:59.999000",
-          "2018-06-26T02:29:59.999000",
-          "2018-06-26T07:29:59.999000",
-          "2018-06-26T12:29:59.999000",
-          "2018-06-26T17:29:59.999000",
-          "2018-06-26T22:29:59.999000",
-          "2018-06-27T03:29:59.999000",
-          "2018-06-27T08:29:59.999000",
-          "2018-06-27T13:29:59.999000",
-          "2018-06-27T18:29:59.999000",
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-          "2018-06-28T09:29:59.999000",
-          "2018-06-28T14:29:59.999000",
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-          "2018-06-29T15:29:59.999000",
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-          "2018-06-30T01:29:59.999000",
-          "2018-06-30T06:29:59.999000",
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-          "2018-07-01T07:29:59.999000",
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-          "2018-07-02T03:29:59.999000",
-          "2018-07-02T08:29:59.999000",
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-          "2018-07-03T09:29:59.999000",
-          "2018-07-03T14:29:59.999000",
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-          "2018-07-04T05:29:59.999000",
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-          "2018-07-05T06:29:59.999000",
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-          "2018-07-06T02:29:59.999000",
-          "2018-07-06T07:29:59.999000",
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-          "2018-07-07T03:29:59.999000",
-          "2018-07-07T08:29:59.999000",
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-          "2018-07-08T04:29:59.999000",
-          "2018-07-08T09:29:59.999000",
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-          "2018-07-09T00:29:59.999000",
-          "2018-07-09T05:29:59.999000",
-          "2018-07-09T10:29:59.999000",
-          "2018-07-09T15:29:59.999000",
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-          "2018-07-10T06:29:59.999000",
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-          "2018-07-11T07:29:59.999000",
-          "2018-07-11T12:29:59.999000",
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-          "2018-07-11T22:29:59.999000",
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-          "2018-07-12T08:29:59.999000",
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-          "2018-07-13T09:29:59.999000",
-          "2018-07-13T14:29:59.999000",
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-          "2018-07-14T00:29:59.999000",
-          "2018-07-14T05:29:59.999000",
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-          "2018-07-14T15:29:59.999000",
-          "2018-07-14T20:29:59.999000",
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-          "2018-07-15T06:29:59.999000",
-          "2018-07-15T11:29:59.999000",
-          "2018-07-15T16:29:59.999000",
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-          "2018-07-16T02:29:59.999000",
-          "2018-07-16T07:29:59.999000",
-          "2018-07-16T12:29:59.999000",
-          "2018-07-16T17:29:59.999000",
-          "2018-07-16T22:29:59.999000",
-          "2018-07-17T03:29:59.999000",
-          "2018-07-17T08:29:59.999000",
-          "2018-07-17T13:29:59.999000",
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-          "2018-07-18T04:29:59.999000",
-          "2018-07-18T09:29:59.999000",
-          "2018-07-18T14:29:59.999000",
-          "2018-07-18T19:29:59.999000",
-          "2018-07-19T00:29:59.999000",
-          "2018-07-19T05:29:59.999000",
-          "2018-07-19T10:29:59.999000",
-          "2018-07-19T15:29:59.999000",
-          "2018-07-19T20:29:59.999000",
-          "2018-07-20T01:29:59.999000",
-          "2018-07-20T06:29:59.999000",
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-          "2018-07-20T16:29:59.999000",
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-          "2018-07-21T07:29:59.999000",
-          "2018-07-21T12:29:59.999000",
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-          "2018-07-22T03:29:59.999000",
-          "2018-07-22T08:29:59.999000",
-          "2018-07-22T13:29:59.999000",
-          "2018-07-22T18:29:59.999000",
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-          "2018-07-23T09:29:59.999000",
-          "2018-07-23T14:29:59.999000",
-          "2018-07-23T19:29:59.999000",
-          "2018-07-24T00:29:59.999000",
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-          "2018-07-27T08:29:59.999000",
-          "2018-07-27T13:29:59.999000",
-          "2018-07-27T18:29:59.999000",
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-          "2018-07-28T04:29:59.999000",
-          "2018-07-28T09:29:59.999000",
-          "2018-07-28T14:29:59.999000",
-          "2018-07-28T19:29:59.999000",
-          "2018-07-29T00:29:59.999000",
-          "2018-07-29T05:29:59.999000",
-          "2018-07-29T10:29:59.999000",
-          "2018-07-29T15:29:59.999000",
-          "2018-07-29T20:29:59.999000",
-          "2018-07-30T01:29:59.999000",
-          "2018-07-30T06:29:59.999000",
-          "2018-07-30T11:29:59.999000",
-          "2018-07-30T16:29:59.999000",
-          "2018-07-30T21:29:59.999000",
-          "2018-07-31T02:29:59.999000",
-          "2018-07-31T07:29:59.999000",
-          "2018-07-31T12:29:59.999000",
-          "2018-07-31T17:29:59.999000",
-          "2018-07-31T22:29:59.999000",
-          "2018-08-01T03:29:59.999000",
-          "2018-08-01T08:29:59.999000",
-          "2018-08-01T13:29:59.999000",
-          "2018-08-01T18:29:59.999000",
-          "2018-08-01T23:29:59.999000",
-          "2018-08-02T04:29:59.999000",
-          "2018-08-02T09:29:59.999000",
-          "2018-08-02T14:29:59.999000",
-          "2018-08-02T19:29:59.999000",
-          "2018-08-03T00:29:59.999000",
-          "2018-08-03T05:29:59.999000",
-          "2018-08-03T10:29:59.999000",
-          "2018-08-03T15:29:59.999000",
-          "2018-08-03T20:29:59.999000",
-          "2018-08-04T01:29:59.999000",
-          "2018-08-04T06:29:59.999000",
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-          "2018-08-04T16:29:59.999000",
-          "2018-08-04T21:29:59.999000",
-          "2018-08-05T02:29:59.999000",
-          "2018-08-05T07:29:59.999000",
-          "2018-08-05T12:29:59.999000",
-          "2018-08-05T17:29:59.999000",
-          "2018-08-05T22:29:59.999000",
-          "2018-08-06T03:29:59.999000",
-          "2018-08-06T08:29:59.999000",
-          "2018-08-06T13:29:59.999000",
-          "2018-08-06T18:29:59.999000",
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-          "2018-08-07T04:29:59.999000",
-          "2018-08-07T09:29:59.999000",
-          "2018-08-07T14:29:59.999000",
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-          "2018-08-08T00:29:59.999000",
-          "2018-08-08T05:29:59.999000",
-          "2018-08-08T10:29:59.999000",
-          "2018-08-08T15:29:59.999000",
-          "2018-08-08T20:29:59.999000",
-          "2018-08-09T01:29:59.999000",
-          "2018-08-09T06:29:59.999000",
-          "2018-08-09T11:29:59.999000",
-          "2018-08-09T16:29:59.999000",
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-          "2018-08-10T02:29:59.999000",
-          "2018-08-10T07:29:59.999000",
-          "2018-08-10T12:29:59.999000",
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-          "2018-08-10T22:29:59.999000",
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-          "2018-08-11T08:29:59.999000",
-          "2018-08-11T13:29:59.999000",
-          "2018-08-11T18:29:59.999000",
-          "2018-08-11T23:29:59.999000",
-          "2018-08-12T04:29:59.999000",
-          "2018-08-12T09:29:59.999000",
-          "2018-08-12T14:29:59.999000",
-          "2018-08-12T19:29:59.999000",
-          "2018-08-13T00:29:59.999000",
-          "2018-08-13T05:29:59.999000",
-          "2018-08-13T10:29:59.999000",
-          "2018-08-13T15:29:59.999000",
-          "2018-08-13T20:29:59.999000",
-          "2018-08-14T01:29:59.999000",
-          "2018-08-14T06:29:59.999000",
-          "2018-08-14T11:29:59.999000",
-          "2018-08-14T16:29:59.999000",
-          "2018-08-14T21:29:59.999000",
-          "2018-08-15T02:29:59.999000",
-          "2018-08-15T07:29:59.999000",
-          "2018-08-15T12:29:59.999000",
-          "2018-08-15T17:29:59.999000",
-          "2018-08-15T22:29:59.999000",
-          "2018-08-16T03:29:59.999000",
-          "2018-08-16T08:29:59.999000",
-          "2018-08-16T13:29:59.999000",
-          "2018-08-16T18:29:59.999000",
-          "2018-08-16T23:29:59.999000",
-          "2018-08-17T04:29:59.999000",
-          "2018-08-17T09:29:59.999000",
-          "2018-08-17T14:29:59.999000",
-          "2018-08-17T19:29:59.999000",
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-          "2018-08-18T05:29:59.999000",
-          "2018-08-18T10:29:59.999000",
-          "2018-08-18T15:29:59.999000",
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-          "2018-08-19T01:29:59.999000",
-          "2018-08-19T06:29:59.999000",
-          "2018-08-19T11:29:59.999000",
-          "2018-08-19T16:29:59.999000",
-          "2018-08-19T21:29:59.999000",
-          "2018-08-20T02:29:59.999000",
-          "2018-08-20T07:29:59.999000",
-          "2018-08-20T12:29:59.999000",
-          "2018-08-20T17:29:59.999000",
-          "2018-08-20T22:29:59.999000",
-          "2018-08-21T03:29:59.999000",
-          "2018-08-21T08:29:59.999000",
-          "2018-08-21T13:29:59.999000",
-          "2018-08-21T18:29:59.999000",
-          "2018-08-21T23:29:59.999000",
-          "2018-08-22T04:29:59.999000",
-          "2018-08-22T09:29:59.999000",
-          "2018-08-22T14:29:59.999000",
-          "2018-08-22T19:29:59.999000",
-          "2018-08-23T00:29:59.999000",
-          "2018-08-23T05:29:59.999000",
-          "2018-08-23T10:29:59.999000",
-          "2018-08-23T15:29:59.999000",
-          "2018-08-23T20:29:59.999000",
-          "2018-08-24T01:29:59.999000",
-          "2018-08-24T06:29:59.999000",
-          "2018-08-24T11:29:59.999000",
-          "2018-08-24T16:29:59.999000",
-          "2018-08-24T21:29:59.999000",
-          "2018-08-25T02:29:59.999000",
-          "2018-08-25T07:29:59.999000",
-          "2018-08-25T12:29:59.999000",
-          "2018-08-25T17:29:59.999000",
-          "2018-08-25T22:29:59.999000",
-          "2018-08-26T03:29:59.999000",
-          "2018-08-26T08:29:59.999000",
-          "2018-08-26T13:29:59.999000",
-          "2018-08-26T18:29:59.999000",
-          "2018-08-26T23:29:59.999000",
-          "2018-08-27T04:29:59.999000",
-          "2018-08-27T09:29:59.999000",
-          "2018-08-27T14:29:59.999000",
-          "2018-08-27T19:29:59.999000",
-          "2018-08-28T00:29:59.999000",
-          "2018-08-28T05:29:59.999000",
-          "2018-08-28T10:29:59.999000",
-          "2018-08-28T15:29:59.999000",
-          "2018-08-28T20:29:59.999000",
-          "2018-08-29T01:29:59.999000",
-          "2018-08-29T06:29:59.999000",
-          "2018-08-29T11:29:59.999000",
-          "2018-08-29T16:29:59.999000",
-          "2018-08-29T21:29:59.999000",
-          "2018-08-30T02:29:59.999000",
-          "2018-08-30T07:29:59.999000",
-          "2018-08-30T12:29:59.999000",
-          "2018-08-30T17:29:59.999000",
-          "2018-08-30T22:29:59.999000",
-          "2018-08-31T03:29:59.999000",
-          "2018-08-31T08:29:59.999000",
-          "2018-08-31T13:29:59.999000",
-          "2018-08-31T18:29:59.999000",
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-          "2018-09-01T04:29:59.999000",
-          "2018-09-01T09:29:59.999000",
-          "2018-09-01T14:29:59.999000",
-          "2018-09-01T19:29:59.999000",
-          "2018-09-02T00:29:59.999000",
-          "2018-09-02T05:29:59.999000",
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-          "2018-09-02T15:29:59.999000",
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-          "2018-09-03T01:29:59.999000",
-          "2018-09-03T06:29:59.999000",
-          "2018-09-03T11:29:59.999000",
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-          "2018-09-04T02:29:59.999000",
-          "2018-09-04T07:29:59.999000",
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-          "2018-09-04T22:29:59.999000",
-          "2018-09-05T03:29:59.999000",
-          "2018-09-05T08:29:59.999000",
-          "2018-09-05T13:29:59.999000",
-          "2018-09-05T18:29:59.999000",
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-          "2018-09-06T04:29:59.999000",
-          "2018-09-06T09:29:59.999000",
-          "2018-09-06T14:29:59.999000",
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-          "2018-09-07T00:29:59.999000",
-          "2018-09-07T05:29:59.999000",
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-          "2018-09-07T15:29:59.999000",
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-          "2018-09-08T06:29:59.999000",
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-          "2018-09-08T16:29:59.999000",
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-          "2018-09-09T02:29:59.999000",
-          "2018-09-09T07:29:59.999000",
-          "2018-09-09T12:29:59.999000",
-          "2018-09-09T17:29:59.999000",
-          "2018-09-09T22:29:59.999000",
-          "2018-09-10T03:29:59.999000",
-          "2018-09-10T08:29:59.999000",
-          "2018-09-10T13:29:59.999000",
-          "2018-09-10T18:29:59.999000",
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-          "2018-09-11T04:29:59.999000",
-          "2018-09-11T09:29:59.999000",
-          "2018-09-11T14:29:59.999000",
-          "2018-09-11T19:29:59.999000",
-          "2018-09-12T00:29:59.999000",
-          "2018-09-12T05:29:59.999000",
-          "2018-09-12T10:29:59.999000",
-          "2018-09-12T15:29:59.999000",
-          "2018-09-12T20:29:59.999000",
-          "2018-09-13T01:29:59.999000",
-          "2018-09-13T06:29:59.999000",
-          "2018-09-13T11:29:59.999000",
-          "2018-09-13T16:29:59.999000",
-          "2018-09-13T21:29:59.999000",
-          "2018-09-14T02:29:59.999000",
-          "2018-09-14T07:29:59.999000",
-          "2018-09-14T12:29:59.999000",
-          "2018-09-14T17:29:59.999000",
-          "2018-09-14T22:29:59.999000",
-          "2018-09-15T03:29:59.999000",
-          "2018-09-15T08:29:59.999000",
-          "2018-09-15T13:29:59.999000",
-          "2018-09-15T18:29:59.999000",
-          "2018-09-15T23:29:59.999000",
-          "2018-09-16T04:29:59.999000",
-          "2018-09-16T09:29:59.999000",
-          "2018-09-16T14:29:59.999000",
-          "2018-09-16T19:29:59.999000",
-          "2018-09-17T00:29:59.999000",
-          "2018-09-17T05:29:59.999000",
-          "2018-09-17T10:29:59.999000",
-          "2018-09-17T15:29:59.999000",
-          "2018-09-17T20:29:59.999000",
-          "2018-09-18T01:29:59.999000",
-          "2018-09-18T06:29:59.999000",
-          "2018-09-18T11:29:59.999000",
-          "2018-09-18T16:29:59.999000",
-          "2018-09-18T21:29:59.999000",
-          "2018-09-19T02:29:59.999000",
-          "2018-09-19T07:29:59.999000",
-          "2018-09-19T12:29:59.999000",
-          "2018-09-19T17:29:59.999000",
-          "2018-09-19T22:29:59.999000",
-          "2018-09-20T03:29:59.999000",
-          "2018-09-20T08:29:59.999000",
-          "2018-09-20T13:29:59.999000",
-          "2018-09-20T18:29:59.999000",
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-          "2018-09-21T04:29:59.999000",
-          "2018-09-21T09:29:59.999000",
-          "2018-09-21T14:29:59.999000",
-          "2018-09-21T19:29:59.999000",
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-          "2018-09-22T05:29:59.999000",
-          "2018-09-22T10:29:59.999000",
-          "2018-09-22T15:29:59.999000",
-          "2018-09-22T20:29:59.999000",
-          "2018-09-23T01:29:59.999000",
-          "2018-09-23T06:29:59.999000",
-          "2018-09-23T11:29:59.999000",
-          "2018-09-23T16:29:59.999000",
-          "2018-09-23T21:29:59.999000",
-          "2018-09-24T02:29:59.999000",
-          "2018-09-24T07:29:59.999000",
-          "2018-09-24T12:29:59.999000",
-          "2018-09-24T17:29:59.999000",
-          "2018-09-24T22:29:59.999000",
-          "2018-09-25T03:29:59.999000",
-          "2018-09-25T08:29:59.999000",
-          "2018-09-25T13:29:59.999000",
-          "2018-09-25T18:29:59.999000",
-          "2018-09-25T23:29:59.999000",
-          "2018-09-26T04:29:59.999000",
-          "2018-09-26T09:29:59.999000",
-          "2018-09-26T14:29:59.999000",
-          "2018-09-26T19:29:59.999000",
-          "2018-09-27T00:29:59.999000",
-          "2018-09-27T05:29:59.999000",
-          "2018-09-27T10:29:59.999000",
-          "2018-09-27T15:29:59.999000",
-          "2018-09-27T20:29:59.999000",
-          "2018-09-28T01:29:59.999000",
-          "2018-09-28T06:29:59.999000",
-          "2018-09-28T11:29:59.999000",
-          "2018-09-28T16:29:59.999000",
-          "2018-09-28T21:29:59.999000",
-          "2018-09-29T02:29:59.999000",
-          "2018-09-29T07:29:59.999000",
-          "2018-09-29T12:29:59.999000",
-          "2018-09-29T17:29:59.999000",
-          "2018-09-29T22:29:59.999000",
-          "2018-09-30T03:29:59.999000",
-          "2018-09-30T08:29:59.999000",
-          "2018-09-30T13:29:59.999000",
-          "2018-09-30T18:29:59.999000",
-          "2018-09-30T23:29:59.999000",
-          "2018-10-01T04:29:59.999000",
-          "2018-10-01T09:29:59.999000",
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-          "2018-10-02T00:29:59.999000",
-          "2018-10-02T05:29:59.999000",
-          "2018-10-02T10:29:59.999000",
-          "2018-10-02T15:29:59.999000",
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-          "2018-10-03T01:29:59.999000",
-          "2018-10-03T06:29:59.999000",
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-          "2018-10-04T02:29:59.999000",
-          "2018-10-04T07:29:59.999000",
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-          "2018-10-05T03:29:59.999000",
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-          "2018-10-06T09:29:59.999000",
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-          "2018-10-07T05:29:59.999000",
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-          "2018-10-08T06:29:59.999000",
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-          "2018-10-09T02:29:59.999000",
-          "2018-10-09T07:29:59.999000",
-          "2018-10-09T12:29:59.999000",
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-          "2018-10-10T03:29:59.999000",
-          "2018-10-10T08:29:59.999000",
-          "2018-10-10T13:29:59.999000",
-          "2018-10-10T18:29:59.999000",
-          "2018-10-10T23:29:59.999000",
-          "2018-10-11T04:29:59.999000",
-          "2018-10-11T09:29:59.999000",
-          "2018-10-11T14:29:59.999000",
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-          "2018-10-12T00:29:59.999000",
-          "2018-10-12T05:29:59.999000",
-          "2018-10-12T10:29:59.999000",
-          "2018-10-12T15:29:59.999000",
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-          "2018-10-13T06:29:59.999000",
-          "2018-10-13T11:29:59.999000",
-          "2018-10-13T16:29:59.999000",
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-          "2018-10-14T02:29:59.999000",
-          "2018-10-14T07:29:59.999000",
-          "2018-10-14T12:29:59.999000",
-          "2018-10-14T17:29:59.999000",
-          "2018-10-14T22:29:59.999000",
-          "2018-10-15T03:29:59.999000",
-          "2018-10-15T08:29:59.999000",
-          "2018-10-15T13:29:59.999000",
-          "2018-10-15T18:29:59.999000",
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-          "2018-10-16T09:29:59.999000",
-          "2018-10-16T14:29:59.999000",
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-          "2018-10-20T03:29:59.999000",
-          "2018-10-20T08:29:59.999000",
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-          "2018-10-21T04:29:59.999000",
-          "2018-10-21T09:29:59.999000",
-          "2018-10-21T14:29:59.999000",
-          "2018-10-21T19:29:59.999000",
-          "2018-10-22T00:29:59.999000",
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         }
        ],
@@ -223452,70 +162746,75 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2017-08-17 04:00:00</td>\n",
-       "      <td>4261.48</td>\n",
-       "      <td>4280.56</td>\n",
-       "      <td>4261.32</td>\n",
-       "      <td>4261.45</td>\n",
-       "      <td>11.308926</td>\n",
-       "      <td>2017-08-17 04:29:59.999</td>\n",
+       "      <td>2019-07-21 00:00:00</td>\n",
+       "      <td>10740.27</td>\n",
+       "      <td>10787.42</td>\n",
+       "      <td>10650.21</td>\n",
+       "      <td>10757.31</td>\n",
+       "      <td>1453.638921</td>\n",
+       "      <td>2019-07-21 00:29:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2017-08-17 04:30:00</td>\n",
-       "      <td>4280.00</td>\n",
-       "      <td>4313.62</td>\n",
-       "      <td>4267.99</td>\n",
-       "      <td>4308.83</td>\n",
-       "      <td>35.872083</td>\n",
-       "      <td>2017-08-17 04:59:59.999</td>\n",
+       "      <td>2019-07-21 00:30:00</td>\n",
+       "      <td>10758.84</td>\n",
+       "      <td>10817.90</td>\n",
+       "      <td>10752.06</td>\n",
+       "      <td>10776.63</td>\n",
+       "      <td>880.370210</td>\n",
+       "      <td>2019-07-21 00:59:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2017-08-17 05:00:00</td>\n",
-       "      <td>4308.83</td>\n",
-       "      <td>4328.69</td>\n",
-       "      <td>4304.31</td>\n",
-       "      <td>4320.00</td>\n",
-       "      <td>21.048648</td>\n",
-       "      <td>2017-08-17 05:29:59.999</td>\n",
+       "      <td>2019-07-21 01:00:00</td>\n",
+       "      <td>10776.59</td>\n",
+       "      <td>10810.63</td>\n",
+       "      <td>10751.85</td>\n",
+       "      <td>10770.95</td>\n",
+       "      <td>422.890156</td>\n",
+       "      <td>2019-07-21 01:29:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2017-08-17 05:30:00</td>\n",
-       "      <td>4320.00</td>\n",
-       "      <td>4320.00</td>\n",
-       "      <td>4291.37</td>\n",
-       "      <td>4315.32</td>\n",
-       "      <td>2.186268</td>\n",
-       "      <td>2017-08-17 05:59:59.999</td>\n",
+       "      <td>2019-07-21 01:30:00</td>\n",
+       "      <td>10770.95</td>\n",
+       "      <td>10796.55</td>\n",
+       "      <td>10746.07</td>\n",
+       "      <td>10793.86</td>\n",
+       "      <td>347.777487</td>\n",
+       "      <td>2019-07-21 01:59:59.999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2017-08-17 06:00:00</td>\n",
-       "      <td>4330.29</td>\n",
-       "      <td>4330.29</td>\n",
-       "      <td>4309.37</td>\n",
-       "      <td>4311.02</td>\n",
-       "      <td>3.566277</td>\n",
-       "      <td>2017-08-17 06:29:59.999</td>\n",
+       "      <td>2019-07-21 02:00:00</td>\n",
+       "      <td>10793.81</td>\n",
+       "      <td>10794.83</td>\n",
+       "      <td>10637.50</td>\n",
+       "      <td>10680.63</td>\n",
+       "      <td>1524.774686</td>\n",
+       "      <td>2019-07-21 02:29:59.999</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            open_time  open_price  ...     volume              close_time\n",
-       "0 2017-08-17 04:00:00     4261.48  ...  11.308926 2017-08-17 04:29:59.999\n",
-       "1 2017-08-17 04:30:00     4280.00  ...  35.872083 2017-08-17 04:59:59.999\n",
-       "2 2017-08-17 05:00:00     4308.83  ...  21.048648 2017-08-17 05:29:59.999\n",
-       "3 2017-08-17 05:30:00     4320.00  ...   2.186268 2017-08-17 05:59:59.999\n",
-       "4 2017-08-17 06:00:00     4330.29  ...   3.566277 2017-08-17 06:29:59.999\n",
+       "            open_time  open_price  high_price  low_price  close_price  \\\n",
+       "0 2019-07-21 00:00:00    10740.27    10787.42   10650.21     10757.31   \n",
+       "1 2019-07-21 00:30:00    10758.84    10817.90   10752.06     10776.63   \n",
+       "2 2019-07-21 01:00:00    10776.59    10810.63   10751.85     10770.95   \n",
+       "3 2019-07-21 01:30:00    10770.95    10796.55   10746.07     10793.86   \n",
+       "4 2019-07-21 02:00:00    10793.81    10794.83   10637.50     10680.63   \n",
        "\n",
-       "[5 rows x 7 columns]"
+       "        volume              close_time  \n",
+       "0  1453.638921 2019-07-21 00:29:59.999  \n",
+       "1   880.370210 2019-07-21 00:59:59.999  \n",
+       "2   422.890156 2019-07-21 01:29:59.999  \n",
+       "3   347.777487 2019-07-21 01:59:59.999  \n",
+       "4  1524.774686 2019-07-21 02:29:59.999  "
       ]
      },
-     "execution_count": 65,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -446984,7 +386283,7 @@
     "    return pd.DataFrame(result).reset_index(drop=True)\n",
     "\n",
     "\n",
-    "# VFED effective rates https://fred.stlouisfed.org/series/FEDFUNDS\n",
+    "# FED effective rates https://fred.stlouisfed.org/series/FEDFUNDS\n",
     "fed_data = pd.read_csv('../data/raw_data/FEDFUNDS.csv', usecols=[\"DATE\", \"FEDFUNDS\"])\n",
     "fed_data.rename(columns=lambda x: x.lower().replace(\" \", \"_\"), inplace=True)\n",
     "fed_data['date'] = pd.to_datetime(fed_data['date'])"
@@ -894130,6 +833429,7 @@
    "source": [
     "NUM_MOVING_WINDOWS = 6\n",
     "LIMIT_TIME = pd.Timestamp(year=2024, month=7, day=25, hour=23, minute=59)\n",
+    "LOW_TIME = pd.Timestamp(year=2019, month=7, day=21, hour=0, minute=0)\n",
     "\n",
     "def trim_number_of_observations(data, limit_time):\n",
     "    return data.loc[data['close_time'] <= limit_time]\n",
@@ -920165,6 +859465,14 @@
      "text": [
       "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmpiyipoyei)... Done. 0.3s\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "wandb: Network error (ConnectionError), entering retry loop.\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Network error resolved after 0:04:55.083906, resuming normal operation.\n"
+     ]
     }
    ],
    "source": [
@@ -920234,6 +859542,66 @@
     "    build_time_series_dataset(config, out_of_sample)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timedelta('1831 days 23:59:00')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.Timestamp(year=2024, month=7, day=25, hour=23, minute=59) - pd.Timestamp(year=2019, month=7, day=21, hour=0, minute=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.019178082191781"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1832 / 365"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.002292576419213974"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "4.2 / 1832"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/notebooks/btcusdt_dataset_analysis.ipynb b/notebooks/btcusdt_dataset_analysis.ipynb
new file mode 100644
index 0000000..a7e8e3d
--- /dev/null
+++ b/notebooks/btcusdt_dataset_analysis.ipynb
@@ -0,0 +1,546977 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os\n",
+    "import latextable\n",
+    "from texttable import Texttable\n",
+    "import plotly.graph_objs as go\n",
+    "from plotly.subplots import make_subplots\n",
+    "import pprint\n",
+    "import scipy.stats\n",
+    "import itertools\n",
+    "import plotly.express as px\n",
+    "import wandb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def load_dataset(path):\n",
+    "    dataset = pd.read_csv(path)\n",
+    "    dataset['close_time'] = pd.to_datetime(dataset['close_time'])\n",
+    "    dataset['open_time'] = pd.to_datetime(dataset['open_time'])\n",
+    "    return dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "btc_usdt_5_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-5m.csv')\n",
+    "btc_usdt_15_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-15m.csv')\n",
+    "btc_usdt_30_min_data = load_dataset('../data/preprocessed_data/processed-btc-usdt-30m.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "NUM_WINDOWS=6\n",
+    "LIMIT_TIME = pd.Timestamp(year=2024, month=7, day=25, hour=23, minute=59)\n",
+    "\n",
+    "def trim_number_of_observations(data, limit_time):\n",
+    "    return data.loc[data['close_time'] <= limit_time]\n",
+    "\n",
+    "def get_trimmed_data(\n",
+    "        data, \n",
+    "        num_parts,\n",
+    "        limit_time,\n",
+    "        in_sample_size,\n",
+    "        out_of_sample_size):\n",
+    "\n",
+    "    data = trim_number_of_observations(data, limit_time=limit_time)\n",
+    "    data = data.iloc[-(in_sample_size + (num_parts * out_of_sample_size)):]\n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "btc_usdt_5_min_data = get_trimmed_data(\n",
+    "    btc_usdt_5_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    LIMIT_TIME,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 5)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 5)) # 6 months\n",
+    ")\n",
+    "btc_usdt_15_min_data = get_trimmed_data(\n",
+    "    btc_usdt_15_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    LIMIT_TIME,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 15)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 15)) # 6 months\n",
+    ")\n",
+    "btc_usdt_30_min_data = get_trimmed_data(\n",
+    "    btc_usdt_30_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    LIMIT_TIME,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/anaconda3/envs/plotly/lib/python3.11/site-packages/_plotly_utils/basevalidators.py:107: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
+      "  v = v.dt.to_pydatetime()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "marker": {
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+             0.8888888888888888,
+             "#fdca26"
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+            [
+             1,
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+           "sequentialminus": [
+            [
+             0,
+             "#0d0887"
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+            [
+             0.1111111111111111,
+             "#46039f"
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+            [
+             0.2222222222222222,
+             "#7201a8"
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+            [
+             0.3333333333333333,
+             "#9c179e"
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+            [
+             0.4444444444444444,
+             "#bd3786"
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+            [
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+             "#d8576b"
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+            [
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+            [
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+             "#fb9f3a"
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+            [
+             0.8888888888888888,
+             "#fdca26"
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+            [
+             1,
+             "#f0f921"
+            ]
+           ]
+          },
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1200,
+        "xaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "Date"
+         }
+        },
+        "yaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "BTC/USDT"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure(\n",
+    "    go.Scatter(\n",
+    "        y=btc_usdt_30_min_data['close_price'].iloc[::10],\n",
+    "        x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
+    "        # marker=dict(color='rgb(80, 80, 80)')\n",
+    "        marker=dict(color='slateblue')\n",
+    "        ))\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    yaxis_title=\"BTC/USDT\",\n",
+    "    xaxis_title=\"Date\",\n",
+    "        font=dict(\n",
+    "        # family=\"Courier New, monospace\",\n",
+    "        size=14,\n",
+    "    ),\n",
+    "    autosize=False,\n",
+    "    width=1200,\n",
+    "    height=400,\n",
+    "    margin=dict(l=20, r=20, t=20, b=20),\n",
+    "    plot_bgcolor='white'\n",
+    "    )\n",
+    "\n",
+    "fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'Texttable' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m table_datasets \u001b[38;5;241m=\u001b[39m \u001b[43mTexttable\u001b[49m()\n\u001b[1;32m      2\u001b[0m table_datasets\u001b[38;5;241m.\u001b[39mset_deco(Texttable\u001b[38;5;241m.\u001b[39mHEADER)\n\u001b[1;32m      3\u001b[0m table_datasets\u001b[38;5;241m.\u001b[39mset_cols_align([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ml\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'Texttable' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "table_datasets = Texttable()\n",
+    "table_datasets.set_deco(Texttable.HEADER)\n",
+    "table_datasets.set_cols_align([\"l\", \"c\", \"c\", \"c\"])\n",
+    "table_datasets.set_precision(7)\n",
+    "table_datasets.header([\n",
+    "    \"\\\\textbf{Statistic}\",\n",
+    "    \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
+    "    \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
+    "    \"\\\\makecell{\\\\textbf{BTC/USDT} \\\\\\\\ \\\\textbf{5min}}\",\n",
+    "])\n",
+    "table_datasets.add_row([\"count\", len(btc_usdt_5_min_data), len(btc_usdt_15_min_data), len(btc_usdt_30_min_data)])\n",
+    "# table_datasets.set_cols_dtype(['t', 'e', 'e', 'e'])\n",
+    "table_datasets.add_row([\n",
+    "    \"mean\",\n",
+    "    np.mean(btc_usdt_5_min_data['returns']),\n",
+    "    np.mean(btc_usdt_15_min_data['returns']),\n",
+    "    np.mean(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"std\",\n",
+    "    np.std(btc_usdt_5_min_data['returns']),\n",
+    "    np.std(btc_usdt_15_min_data['returns']),\n",
+    "    np.std(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"min\",\n",
+    "    np.min(btc_usdt_5_min_data['returns']),\n",
+    "    np.min(btc_usdt_15_min_data['returns']),\n",
+    "    np.min(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"25\\\\% percentile\",\n",
+    "    np.percentile(btc_usdt_5_min_data['returns'], 25),\n",
+    "    np.percentile(btc_usdt_15_min_data['returns'], 25),\n",
+    "    np.percentile(btc_usdt_30_min_data['returns'], 25),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"50\\\\% percentile\",\n",
+    "    np.percentile(btc_usdt_5_min_data['returns'], 50),\n",
+    "    np.percentile(btc_usdt_15_min_data['returns'], 50),\n",
+    "    np.percentile(btc_usdt_30_min_data['returns'], 50),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"75\\\\% percentile\",\n",
+    "    np.percentile(btc_usdt_5_min_data['returns'], 75),\n",
+    "    np.percentile(btc_usdt_15_min_data['returns'], 75),\n",
+    "    np.percentile(btc_usdt_30_min_data['returns'], 75),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"max\",\n",
+    "    np.max(btc_usdt_5_min_data['returns']),\n",
+    "    np.max(btc_usdt_15_min_data['returns']),\n",
+    "    np.max(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "# table_datasets.set_cols_dtype(['a', 'a', 'a', 'a'])\n",
+    "table_datasets.set_precision(2)\n",
+    "table_datasets.add_row([\n",
+    "    \"kurtosis\",\n",
+    "    scipy.stats.kurtosis(btc_usdt_5_min_data['returns']),\n",
+    "    scipy.stats.kurtosis(btc_usdt_15_min_data['returns']),\n",
+    "    scipy.stats.kurtosis(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "table_datasets.add_row([\n",
+    "    \"skewness\",\n",
+    "    scipy.stats.skew(btc_usdt_5_min_data['returns']),\n",
+    "    scipy.stats.skew(btc_usdt_15_min_data['returns']),\n",
+    "    scipy.stats.skew(btc_usdt_30_min_data['returns']),\n",
+    "])\n",
+    "# table_datasets.set_precision(5)\n",
+    "kstest_5min = scipy.stats.kstest(btc_usdt_5_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
+    "kstest_15min = scipy.stats.kstest(btc_usdt_15_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
+    "kstest_30min = scipy.stats.kstest(btc_usdt_30_min_data['returns'].to_numpy(), scipy.stats.norm.cdf)\n",
+    "table_datasets.add_row([\n",
+    "    \"KS test stat.\",\n",
+    "    kstest_5min.statistic,\n",
+    "    kstest_15min.statistic,\n",
+    "    kstest_30min.statistic,\n",
+    "])\n",
+    "table_datasets.set_cols_dtype(['a', 'e', 'e', 'e'])\n",
+    "table_datasets.add_row([\n",
+    "    \"KS test p-value\",\n",
+    "    kstest_5min.pvalue,\n",
+    "    kstest_15min.pvalue,\n",
+    "    kstest_30min.pvalue,\n",
+    "])\n",
+    "# table_datasets._rows\n",
+    "print(latextable.draw_latex(table_datasets))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/anaconda3/envs/plotly/lib/python3.11/site-packages/_plotly_utils/basevalidators.py:107: FutureWarning:\n",
+      "\n",
+      "The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "marker": {
+          "color": "slateblue"
+         },
+         "type": "scatter",
+         "x": [
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+            "ticks": ""
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+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1200,
+        "xaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "Date"
+         }
+        },
+        "yaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "Fear & Greed Index value"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure(\n",
+    "    go.Scatter(\n",
+    "        y=btc_usdt_30_min_data['fear_greed_index'].iloc[::10],\n",
+    "        x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
+    "        # marker=dict(color='rgb(80, 80, 80)')\n",
+    "        marker=dict(color='slateblue')\n",
+    "        ))\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    yaxis_title=\"Fear & Greed Index value\",\n",
+    "    xaxis_title=\"Date\",\n",
+    "        font=dict(\n",
+    "        # family=\"Courier New, monospace\",\n",
+    "        size=14,\n",
+    "    ),\n",
+    "    autosize=False,\n",
+    "    width=1200,\n",
+    "    height=400,\n",
+    "    margin=dict(l=20, r=20, t=20, b=20),\n",
+    "    plot_bgcolor='white'\n",
+    "    )\n",
+    "\n",
+    "fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "marker": {
+          "color": "slateblue"
+         },
+         "type": "scatter",
+         "x": [
+          "2019-08-21T23:59:59.999000",
+          "2019-08-22T04:59:59.999000",
+          "2019-08-22T09:59:59.999000",
+          "2019-08-22T14:59:59.999000",
+          "2019-08-22T19:59:59.999000",
+          "2019-08-23T00:59:59.999000",
+          "2019-08-23T05:59:59.999000",
+          "2019-08-23T10:59:59.999000",
+          "2019-08-23T15:59:59.999000",
+          "2019-08-23T20:59:59.999000",
+          "2019-08-24T01:59:59.999000",
+          "2019-08-24T06:59:59.999000",
+          "2019-08-24T11:59:59.999000",
+          "2019-08-24T16:59:59.999000",
+          "2019-08-24T21:59:59.999000",
+          "2019-08-25T02:59:59.999000",
+          "2019-08-25T07:59:59.999000",
+          "2019-08-25T12:59:59.999000",
+          "2019-08-25T17:59:59.999000",
+          "2019-08-25T22:59:59.999000",
+          "2019-08-26T03:59:59.999000",
+          "2019-08-26T08:59:59.999000",
+          "2019-08-26T13:59:59.999000",
+          "2019-08-26T18:59:59.999000",
+          "2019-08-26T23:59:59.999000",
+          "2019-08-27T04:59:59.999000",
+          "2019-08-27T09:59:59.999000",
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+             "#fb9f3a"
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+            [
+             0.8888888888888888,
+             "#fdca26"
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+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1200,
+        "xaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "Date"
+         }
+        },
+        "yaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "VIX Index close value"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure(\n",
+    "    go.Scatter(\n",
+    "        y=btc_usdt_30_min_data['vix_close_price'].iloc[::10],\n",
+    "        x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
+    "        # marker=dict(color='rgb(80, 80, 80)')\n",
+    "        marker=dict(color='slateblue')\n",
+    "        ))\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    yaxis_title=\"VIX Index close value\",\n",
+    "    xaxis_title=\"Date\",\n",
+    "        font=dict(\n",
+    "        # family=\"Courier New, monospace\",\n",
+    "        size=14,\n",
+    "    ),\n",
+    "    autosize=False,\n",
+    "    width=1200,\n",
+    "    height=400,\n",
+    "    margin=dict(l=20, r=20, t=20, b=20),\n",
+    "    plot_bgcolor='white'\n",
+    "    )\n",
+    "\n",
+    "fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "marker": {
+          "color": "slateblue"
+         },
+         "type": "scatter",
+         "x": [
+          "2019-08-21T23:59:59.999000",
+          "2019-08-22T04:59:59.999000",
+          "2019-08-22T09:59:59.999000",
+          "2019-08-22T14:59:59.999000",
+          "2019-08-22T19:59:59.999000",
+          "2019-08-23T00:59:59.999000",
+          "2019-08-23T05:59:59.999000",
+          "2019-08-23T10:59:59.999000",
+          "2019-08-23T15:59:59.999000",
+          "2019-08-23T20:59:59.999000",
+          "2019-08-24T01:59:59.999000",
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+          "2019-08-24T11:59:59.999000",
+          "2019-08-24T16:59:59.999000",
+          "2019-08-24T21:59:59.999000",
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+           "automargin": true,
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+           "ticks": "",
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+           },
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+           "zerolinewidth": 2
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+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
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+           "ticks": "",
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+            "standoff": 15
+           },
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+           "zerolinewidth": 2
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+         }
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+        "xaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "Date"
+         }
+        },
+        "yaxis": {
+         "gridcolor": "lightgrey",
+         "linecolor": "black",
+         "mirror": true,
+         "showline": true,
+         "ticks": "outside",
+         "title": {
+          "text": "FED effective rates"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure(\n",
+    "    go.Scatter(\n",
+    "        y=btc_usdt_30_min_data['effective_rates'].iloc[::10],\n",
+    "        x=btc_usdt_30_min_data['close_time'].iloc[::10], \n",
+    "        # marker=dict(color='rgb(80, 80, 80)')\n",
+    "        marker=dict(color='slateblue')\n",
+    "        ))\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    yaxis_title=\"FED effective rates\",\n",
+    "    xaxis_title=\"Date\",\n",
+    "        font=dict(\n",
+    "        # family=\"Courier New, monospace\",\n",
+    "        size=14,\n",
+    "    ),\n",
+    "    autosize=False,\n",
+    "    width=1200,\n",
+    "    height=400,\n",
+    "    margin=dict(l=20, r=20, t=20, b=20),\n",
+    "    plot_bgcolor='white'\n",
+    "    )\n",
+    "\n",
+    "fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    ")\n",
+    "\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "In sample size: 34560\n",
+      "Out of sample size: 8640\n"
+     ]
+    },
+    {
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+         "ticks": "outside",
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+         }
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+        },
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+         "linecolor": "black",
+         "showline": true,
+         "showticklabels": true,
+         "ticks": "outside",
+         "title": {
+          "text": "BTC/USDT"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def split_dataset_moving_window(\n",
+    "        data, \n",
+    "        num_parts,\n",
+    "        in_sample_size,\n",
+    "        out_of_sample_size):\n",
+    "    result = []\n",
+    "    dataset_len = len(data)\n",
+    "    window_size = in_sample_size + out_of_sample_size\n",
+    "\n",
+    "    print(f\"In sample size: {in_sample_size}\")\n",
+    "    print(f\"Out of sample size: {out_of_sample_size}\")\n",
+    "    \n",
+    "    for i in range(num_parts):\n",
+    "        part_len = dataset_len - i * out_of_sample_size\n",
+    "        in_sample_part = data.iloc[part_len - window_size: part_len - out_of_sample_size].reset_index(drop=True)\n",
+    "        out_of_sample_part = data.iloc[part_len - out_of_sample_size: part_len].reset_index(drop=True)\n",
+    "        result.append((in_sample_part, out_of_sample_part))\n",
+    "    \n",
+    "    # Return windows in time order\n",
+    "    return list(reversed(result))\n",
+    "\n",
+    "def plot_moving_windows(data, windows):\n",
+    "\n",
+    "    fig = make_subplots(\n",
+    "        rows=NUM_WINDOWS + 1 + 1,\n",
+    "        cols=1,\n",
+    "        row_heights=[0.05] * (NUM_WINDOWS+1) + [1 - 0.05 * (NUM_WINDOWS+1)],\n",
+    "        vertical_spacing=0.01,\n",
+    "        shared_xaxes=True)\n",
+    "\n",
+    "    for i, (in_sample, out_sample) in enumerate(windows):\n",
+    "        fig.add_trace(go.Bar(\n",
+    "            y = [1, 1],\n",
+    "            x = [in_sample['close_time'].iloc[0], out_sample['close_time'].iloc[0]],\n",
+    "            marker_color=['lightgrey', 'darkgrey'],\n",
+    "            width = [\n",
+    "            (in_sample['close_time'].iloc[-1] - in_sample['close_time'].iloc[0]).total_seconds()*1000,\n",
+    "            (out_sample['close_time'].iloc[-1] - out_sample['close_time'].iloc[0]).total_seconds()*1000\n",
+    "            ],\n",
+    "            offset=0\n",
+    "        ), row=i+1, col=1)\n",
+    "    \n",
+    "    fig.add_trace(go.Bar(\n",
+    "        y=[1],\n",
+    "        x=[windows[0][1]['close_time'].iloc[0]],\n",
+    "        marker_color=['darkgrey'],\n",
+    "        width= [(windows[-1][1]['close_time'].iloc[-1] - windows[0][1]['close_time'].iloc[0]).total_seconds()*1000],\n",
+    "        offset=0,\n",
+    "    ), row=NUM_WINDOWS+1, col=1)\n",
+    "\n",
+    "    fig.add_trace(go.Scatter(\n",
+    "        y=data['close_price'].iloc[::100],\n",
+    "        x=data['close_time'].iloc[::100],\n",
+    "        marker_color='black',\n",
+    "    ), row=NUM_WINDOWS+2, col=1)\n",
+    "\n",
+    "    for i, (in_sample, out_sample) in enumerate(windows):\n",
+    "        fig.add_shape(\n",
+    "            go.layout.Shape(type=\"line\",\n",
+    "                            yref=\"paper\",\n",
+    "                            xref=\"x\",\n",
+    "                            x0=out_sample['close_time'].iloc[0],\n",
+    "                            x1=out_sample['close_time'].iloc[0],\n",
+    "                            y0=0,\n",
+    "                            y1=1,\n",
+    "                            line=dict(dash='dash', color='rgb(140,140,140)')))\n",
+    "        # fig.add_vline(x=out_sample['close_time'].iloc[0])\n",
+    "    \n",
+    "    fig.add_shape(\n",
+    "        go.layout.Shape(type=\"line\",\n",
+    "                        yref=\"paper\",\n",
+    "                        xref=\"x\",\n",
+    "                        x0=windows[NUM_WINDOWS-1][1]['close_time'].iloc[-1],\n",
+    "                        x1=windows[NUM_WINDOWS-1][1]['close_time'].iloc[-1],\n",
+    "                        y0=0,\n",
+    "                        y1=1,\n",
+    "                        line=dict(dash='dash', color='rgb(140,140,140)')))\n",
+    "\n",
+    "    fig.update_yaxes(showticklabels=False)\n",
+    "    fig.update_yaxes(showticklabels=True, row=NUM_WINDOWS+1+1, col=1)\n",
+    "    fig.update_xaxes(range=[\n",
+    "        windows[0][0]['close_time'].iloc[0],\n",
+    "        windows[-1][-1]['close_time'].iloc[-1]])\n",
+    "    fig.update_layout(\n",
+    "        showlegend=False,\n",
+    "        plot_bgcolor=\"white\",\n",
+    "        width=1200,\n",
+    "        height=500,\n",
+    "        margin=dict(l=20, r=20, t=20, b=20),\n",
+    "    )\n",
+    "    next(fig.select_xaxes(NUM_WINDOWS+1)).update(\n",
+    "    # mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    # gridcolor='lightgrey',\n",
+    "    title_text=\"Data\"\n",
+    ")\n",
+    "\n",
+    "    next(fig.select_yaxes(NUM_WINDOWS+1)).update(\n",
+    "    # mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    # gridcolor='lightgrey',\n",
+    "    title_text=\"BTC/USDT\"\n",
+    ")\n",
+    "    for i in range(NUM_WINDOWS):\n",
+    "        fig.add_annotation(\n",
+    "            x = (windows[i][0]['close_time'].iloc[0]).timestamp()*1000,\n",
+    "            y = 1 - (0.056 * (i)),\n",
+    "            # xref=\"paper\",\n",
+    "            align=\"left\",\n",
+    "            yref=\"paper\",\n",
+    "            text=f\"W{i+1}        \",\n",
+    "            showarrow=False\n",
+    "        )\n",
+    "    \n",
+    "    # fig.update_yaxes(title_text=\"Date\", row=NUM_WINDOWS+1, col=0)\n",
+    "    \n",
+    "    # # fig['layout'][f'xaxis{NUM_WINDOWS}_title']['title']='Label x-axis 1'\n",
+    "    # # fig['layout']['xaxis2']['title']='Label x-axis 2'\n",
+    "    # # fig['layout']['yaxis']['title']='Label y-axis 1'\n",
+    "    # # fig['layout']['yaxis2']['title']='Label y-axis 2'\n",
+    "    fig.show()\n",
+    "\n",
+    "rolling_windows_30m = split_dataset_moving_window(\n",
+    "    btc_usdt_30_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
+    ")\n",
+    "plot_moving_windows(btc_usdt_30_min_data, rolling_windows_30m)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1632938399999.0"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rolling_windows_30m[0][1]['close_time'].iloc[0].timestamp()*1000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import plotly.figure_factory as ff\n",
+    "# fig = ff.create_distplot([w['returns'] for w in windows_out_of_sample_30m],\n",
+    "#                          group_labels=['A', 'B', 'C', 'D', 'E', 'F'],\n",
+    "#                          bin_size=.001,\n",
+    "#                          show_hist=False,\n",
+    "#                          show_box=True,\n",
+    "#                          show_rug=False)\n",
+    "\n",
+    "# fig = go.Figure()\n",
+    "\n",
+    "# for window in reversed(windows_out_of_sample_30m):\n",
+    "#     fig.add_trace(go.Violin(x=window['returns']))\n",
+    "\n",
+    "# fig.update_layout(\n",
+    "#     showlegend=False,\n",
+    "#     width=1200,\n",
+    "#     height=1200,\n",
+    "#     margin=dict(l=20, r=20, t=20, b=20),\n",
+    "# )\n",
+    "# fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "In sample size: 207360\n",
+      "Out of sample size: 51840\n",
+      "In sample size: 69120\n",
+      "Out of sample size: 17280\n",
+      "In sample size: 34560\n",
+      "Out of sample size: 8640\n"
+     ]
+    }
+   ],
+   "source": [
+    "rolling_windows_5m = split_dataset_moving_window(\n",
+    "    btc_usdt_5_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 5)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 5)) # 6 months\n",
+    ")\n",
+    "rolling_windows_15m = split_dataset_moving_window(\n",
+    "    btc_usdt_15_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 15)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 15)) # 6 months\n",
+    ")\n",
+    "rolling_windows_30m = split_dataset_moving_window(\n",
+    "    btc_usdt_30_min_data,\n",
+    "    NUM_WINDOWS,\n",
+    "    in_sample_size=(24 * 30 * 24 * (60 // 30)), # 24 months\n",
+    "    out_of_sample_size=(6 * 30 * 24 * (60 // 30)) # 6 months\n",
+    ")"
+   ]
+  },
+  {
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+          0.36000000000000004
+         ]
+        },
+        "xaxis2": {
+         "anchor": "y2",
+         "domain": [
+          0.4600000000000001,
+          1
+         ],
+         "range": [
+          -0.1,
+          0.1
+         ]
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
+         ]
+        },
+        "yaxis2": {
+         "anchor": "x2",
+         "domain": [
+          0,
+          1
+         ]
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def w_distances(windows):\n",
+    "    w_dists = np.empty((NUM_WINDOWS, NUM_WINDOWS))\n",
+    "    for a, b in itertools.product(range(6), repeat=2):\n",
+    "        w_dist = scipy.stats.wasserstein_distance(\n",
+    "            windows[a][1]['returns'],\n",
+    "            windows[b][1]['returns'])\n",
+    "        w_dists[a, b] = w_dist\n",
+    "\n",
+    "    return w_dists\n",
+    "\n",
+    "\n",
+    "def plot_window_returns_distributions(*datasets):\n",
+    "    titles = [\n",
+    "        \"BTC/USDT returns 5m\",\n",
+    "        \"BTC/USDT returns 15m\",\n",
+    "        \"BTC/USDT returns 30m\",\n",
+    "    ]\n",
+    "    for dataset, title in zip(datasets, titles):\n",
+    "        fig = make_subplots(\n",
+    "            rows=1,\n",
+    "            cols=2,\n",
+    "            column_widths=[0.4, 0.6],\n",
+    "            # row_heights=[0.05] * NUM_WINDOWS + [1 - 0.05 * NUM_WINDOWS],\n",
+    "            vertical_spacing=0.1)\n",
+    "        names = [f\"W{i+1}\"for i in range(NUM_WINDOWS)]\n",
+    "        dists = w_distances(dataset).tolist()\n",
+    "        # fig1 = ff.create_annotated_heatmap(dists)\n",
+    "        # for i in range(len(fig1.data)):\n",
+    "            # fig1.data[i].xaxis='x1'\n",
+    "            # fig1.data[i].yaxis='y1'\n",
+    "        # fig1.layout.xaxis1.update({'anchor': 'y1'})\n",
+    "        # fig1.layout.yaxis1.update({'anchor': 'x1'})\n",
+    "        # fig.layout.update(fig1.layout)\n",
+    "        # fig.add_trace(go.Heatmap(\n",
+    "        #     z=dists,\n",
+    "        #     text=dists,\n",
+    "        #     coloraxis='coloraxis',\n",
+    "        #     # text_auto=True,\n",
+    "        #     y=names,\n",
+    "        #     x=names), row=1, col=1)\n",
+    "        # fig.add_trace(fig1.data[0], row=1, col=1)\n",
+    "        fig.add_trace(px.imshow(dists, text_auto='.4f', x=names, y=names).data[0], 1, 1)\n",
+    "\n",
+    "        colors = ['lightseagreen', 'orange', 'mediumpurple', 'hotpink', 'lavender', 'olive']\n",
+    "        for (_, out_of_sample), name, color in zip(dataset, names, colors):\n",
+    "            fig.add_trace(go.Violin(\n",
+    "                x=out_of_sample['returns'],\n",
+    "                name=name,\n",
+    "                # fillcolor=color,\n",
+    "                # line_color=color                \n",
+    "                ), row=1, col=2)\n",
+    "\n",
+    "        fig.update_layout(\n",
+    "            xaxis2_range=[-0.1, 0.1],\n",
+    "            showlegend=False,\n",
+    "            width=1000,\n",
+    "            height=400,\n",
+    "            plot_bgcolor=\"white\",\n",
+    "            margin=dict(l=20, r=20, t=50, b=20),\n",
+    "            coloraxis_showscale=False,\n",
+    "            title={\n",
+    "                'text': title,\n",
+    "                'y':0.95,\n",
+    "                'x':0.5,\n",
+    "                'xanchor': 'center',\n",
+    "                'yanchor': 'top',\n",
+    "                'font': {'size': 18}}\n",
+    "            )\n",
+    "        fig.update_coloraxes(\n",
+    "            cmin=0,\n",
+    "            cmax=0.0025,\n",
+    "            # colorscale='gray'\n",
+    "        )\n",
+    "        fig.show()\n",
+    "\n",
+    "plot_window_returns_distributions(rolling_windows_5m, rolling_windows_15m, rolling_windows_30m)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-5m:latest, 745.12MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.6\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-15m:latest, 248.65MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.6\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-30m:latest, 124.19MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.4\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "def get_data_windows(project, dataset_name, min_window=0, max_window=5):\n",
+    "    artifact_name = f\"{project}/{dataset_name}\"\n",
+    "    artifact = wandb.Api().artifact(artifact_name)\n",
+    "    base_path = artifact.download()\n",
+    "    name = artifact.metadata['name']\n",
+    "\n",
+    "    result = []\n",
+    "    for i in range(min_window, max_window+1):\n",
+    "        in_sample_name =\\\n",
+    "            f\"in-sample-{i}\"\n",
+    "        in_sample_data = pd.read_csv(os.path.join(\n",
+    "            base_path, name + '-' + in_sample_name + '.csv'))\n",
+    "        out_of_sample_name =\\\n",
+    "            f\"out-of-sample-{i}\"\n",
+    "        out_of_sample_data = pd.read_csv(os.path.join(\n",
+    "            base_path, name + '-' + out_of_sample_name + '.csv'))\n",
+    "        result.append((in_sample_data, out_of_sample_data))\n",
+    "\n",
+    "    return result\n",
+    "\n",
+    "data_windows_5min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-5m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")\n",
+    "data_windows_15min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-15m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")\n",
+    "data_windows_30min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-30m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccccc}\n",
+      "\t\t\t\\textbf{Statistic} & \\makecell{\\textbf{W1} & \\makecell{\\textbf{W2} & \\makecell{\\textbf{W3} & \\makecell{\\textbf{W4} & \\makecell{\\textbf{W5} & \\makecell{\\textbf{W6} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tcount & 51840 & 51840 & 51840 & 51840 & 51840 & 51840 \\\\\n",
+      "\t\t\tmean & 0.0000010 & -0.0000089 & 0.0000016 & 0.0000050 & 0.0000080 & 0.0000099 \\\\\n",
+      "\t\t\tstd & 0.0021663 & 0.0023011 & 0.0015967 & 0.0013956 & 0.0013791 & 0.0016259 \\\\\n",
+      "\t\t\tmin & -0.0989054 & -0.0438821 & -0.0469833 & -0.0263642 & -0.0866874 & -0.0370693 \\\\\n",
+      "\t\t\t25\\% percentile & -0.0010410 & -0.0009298 & -0.0005471 & -0.0005338 & -0.0004952 & -0.0006930 \\\\\n",
+      "\t\t\t50\\% percentile & -0.0000139 & -0.0000029 & 0.0000070 & 0 & 0 & 0.0000064 \\\\\n",
+      "\t\t\t75\\% percentile & 0.0010127 & 0.0009137 & 0.0005638 & 0.0005350 & 0.0005185 & 0.0007262 \\\\\n",
+      "\t\t\tmax & 0.0643117 & 0.0426144 & 0.0487321 & 0.0200162 & 0.0501479 & 0.0189663 \\\\\n",
+      "\t\t\tkurtosis & 124.60 & 27.33 & 72.17 & 27.74 & 419.46 & 18.82 \\\\\n",
+      "\t\t\tskewness & -1.41 & 0.61 & -0.27 & -0.27 & -3.84 & -0.59 \\\\\n",
+      "\t\t\tKS test stat. & 0.49 & 0.49 & 0.50 & 0.50 & 0.50 & 0.50 \\\\\n",
+      "\t\t\tKS test p-value & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n",
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccccc}\n",
+      "\t\t\t\\textbf{Statistic} & \\makecell{\\textbf{W1} & \\makecell{\\textbf{W2} & \\makecell{\\textbf{W3} & \\makecell{\\textbf{W4} & \\makecell{\\textbf{W5} & \\makecell{\\textbf{W6} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tcount & 17280 & 17280 & 17280 & 17280 & 17280 & 17280 \\\\\n",
+      "\t\t\tmean & 0.0000024 & -0.0000276 & 0.0000048 & 0.0000149 & 0.0000240 & 0.0000296 \\\\\n",
+      "\t\t\tstd & 0.0035625 & 0.0038529 & 0.0027021 & 0.0023567 & 0.0023828 & 0.0027726 \\\\\n",
+      "\t\t\tmin & -0.0675796 & -0.0470951 & -0.0502659 & -0.0276761 & -0.0897967 & -0.0346516 \\\\\n",
+      "\t\t\t25\\% percentile & -0.0017774 & -0.0015974 & -0.0009356 & -0.0008720 & -0.0008726 & -0.0012156 \\\\\n",
+      "\t\t\t50\\% percentile & -0.0000367 & 0.0000399 & 0.0000138 & -0.0000080 & 0.0000222 & 0.0000141 \\\\\n",
+      "\t\t\t75\\% percentile & 0.0017230 & 0.0015821 & 0.0009610 & 0.0009004 & 0.0009122 & 0.0012940 \\\\\n",
+      "\t\t\tmax & 0.0366072 & 0.0581246 & 0.0435405 & 0.0331951 & 0.0554152 & 0.0281460 \\\\\n",
+      "\t\t\tkurtosis & 19.08 & 19.40 & 38.81 & 21.94 & 176.31 & 11.54 \\\\\n",
+      "\t\t\tskewness & -0.30 & 0.40 & -0.64 & 0.22 & -2.28 & -0.31 \\\\\n",
+      "\t\t\tKS test stat. & 0.49 & 0.49 & 0.49 & 0.49 & 0.49 & 0.49 \\\\\n",
+      "\t\t\tKS test p-value & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n",
+      "\\begin{table}\n",
+      "\t\\begin{center}\n",
+      "\t\t\\begin{tabular}{lcccccc}\n",
+      "\t\t\t\\textbf{Statistic} & \\makecell{\\textbf{W1} & \\makecell{\\textbf{W2} & \\makecell{\\textbf{W3} & \\makecell{\\textbf{W4} & \\makecell{\\textbf{W5} & \\makecell{\\textbf{W6} \\\\\n",
+      "\t\t\t\\hline\n",
+      "\t\t\tcount & 8640 & 8640 & 8640 & 8640 & 8640 & 8640 \\\\\n",
+      "\t\t\tmean & 0.0000043 & -0.0000540 & 0.0000101 & 0.0000296 & 0.0000473 & 0.0000595 \\\\\n",
+      "\t\t\tstd & 0.0049962 & 0.0054682 & 0.0038721 & 0.0034004 & 0.0031349 & 0.0039924 \\\\\n",
+      "\t\t\tmin & -0.0934631 & -0.0710468 & -0.0579109 & -0.0410247 & -0.0512786 & -0.0415287 \\\\\n",
+      "\t\t\t25\\% percentile & -0.0023584 & -0.0023627 & -0.0012400 & -0.0012067 & -0.0011561 & -0.0016455 \\\\\n",
+      "\t\t\t50\\% percentile & 0.0000360 & 0.0000073 & 0.0000117 & -0.0000114 & 0.0000311 & 0.0000521 \\\\\n",
+      "\t\t\t75\\% percentile & 0.0023458 & 0.0022461 & 0.0013298 & 0.0012539 & 0.0012576 & 0.0017785 \\\\\n",
+      "\t\t\tmax & 0.0434281 & 0.0492234 & 0.0610820 & 0.0484100 & 0.0517262 & 0.0422052 \\\\\n",
+      "\t\t\tkurtosis & 22.73 & 12.11 & 34.48 & 25.83 & 34.78 & 10.52 \\\\\n",
+      "\t\t\tskewness & -0.82 & 0.08 & -0.33 & 0.41 & -0.18 & -0.10 \\\\\n",
+      "\t\t\tKS test stat. & 0.49 & 0.49 & 0.49 & 0.49 & 0.49 & 0.49 \\\\\n",
+      "\t\t\tKS test p-value & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 & 0.00e+00 \\\\\n",
+      "\t\t\\end{tabular}\n",
+      "\t\\end{center}\n",
+      "\\end{table}\n"
+     ]
+    }
+   ],
+   "source": [
+    "def data_windows_stats(windows):\n",
+    "    table_datasets = Texttable()\n",
+    "    table_datasets.set_deco(Texttable.HEADER)\n",
+    "    table_datasets.set_cols_align([\"l\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_datasets.set_precision(7)\n",
+    "    table_datasets.header([\n",
+    "        \"\\\\textbf{Statistic}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W1}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W2}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W3}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W4}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W5}\",\n",
+    "        \"\\\\makecell{\\\\textbf{W6}\",\n",
+    "    ])\n",
+    "    table_datasets.add_row([\"count\"] + [len(w) for _, w in windows ])\n",
+    "    # table_datasets.set_cols_dtype(['t', 'e', 'e', 'e'])\n",
+    "    table_datasets.add_row([\"mean\"] + [np.mean(w['returns']) for _, w in windows])\n",
+    "    table_datasets.add_row([\"std\"] + [np.std(w['returns']) for _, w in windows])\n",
+    "    table_datasets.add_row([\"min\"] + [np.min(w['returns']) for _, w in windows])\n",
+    "    table_datasets.add_row([\"25\\\\% percentile\"] + [np.percentile(w['returns'], 25) for _, w in windows])\n",
+    "    table_datasets.add_row([\"50\\\\% percentile\"] + [np.percentile(w['returns'], 50) for _, w in windows])\n",
+    "    table_datasets.add_row([\"75\\\\% percentile\"] + [np.percentile(w['returns'], 75) for _, w in windows])\n",
+    "    table_datasets.add_row([\"max\"] + [np.max(w['returns']) for _, w in windows])\n",
+    "\n",
+    "    table_datasets.set_precision(2)\n",
+    "    table_datasets.add_row([\"kurtosis\"] + [scipy.stats.kurtosis(w['returns']) for _, w in windows])\n",
+    "    table_datasets.add_row([\"skewness\"] + [scipy.stats.skew(w['returns']) for _, w in windows]),\n",
+    "\n",
+    "    ktests = [scipy.stats.kstest(w['returns'], scipy.stats.norm.cdf) for _, w in windows]\n",
+    "    table_datasets.add_row([\"KS test stat.\"] + [k.statistic for k in ktests])\n",
+    "    table_datasets.set_cols_dtype(['a', 'e', 'e', 'e', 'e', 'e', 'e'])\n",
+    "    table_datasets.add_row([\"KS test p-value\"] + [k.pvalue for k in ktests])\n",
+    "    # table_datasets._rows\n",
+    "    print(latextable.draw_latex(table_datasets))\n",
+    "\n",
+    "data_windows_stats(data_windows_5min)\n",
+    "data_windows_stats(data_windows_15min)\n",
+    "data_windows_stats(data_windows_30min)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/evaluate.ipynb b/notebooks/evaluate.ipynb
deleted file mode 100644
index 370cac2..0000000
--- a/notebooks/evaluate.ipynb
+++ /dev/null
@@ -1,106789 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import wandb\n",
-    "import os\n",
-    "import pandas as pd\n",
-    "import plotly.graph_objs as go\n",
-    "from pytorch_forecasting.models.temporal_fusion_transformer import TemporalFusionTransformer\n",
-    "from pytorch_forecasting.data.timeseries import TimeSeriesDataSet\n",
-    "import numpy as np\n",
-    "import torch\n",
-    "\n",
-    "from ml.model import load_model_from_wandb\n",
-    "from ml.data import get_dataset_from_wandb, get_train_validation_split, build_time_series_dataset"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Evaluate model predicting price (with Quantiles)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-5m:latest, 310.03MB. 10 files... \n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m:   10 of 10 files downloaded.  \n",
-      "Done. 0:0:0.4\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:208: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:208: Attribute 'logging_metrics' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['logging_metrics'])`.\n"
-     ]
-    }
-   ],
-   "source": [
-    "RUN_ID = \"filipstefaniuk/wne-masters-thesis-testing/x352wmas\"\n",
-    "\n",
-    "run = wandb.Api().run(RUN_ID)\n",
-    "in_sample, out_of_sample = get_dataset_from_wandb(run)\n",
-    "test_data = out_of_sample\n",
-    "train_data, valid_data = get_train_validation_split(run.config, in_sample)\n",
-    "train = build_time_series_dataset(run.config, train_data)\n",
-    "valid = build_time_series_dataset(run.config, valid_data)\n",
-    "test = build_time_series_dataset(run.config, test_data)\n",
-    "model = load_model_from_wandb(run)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "GPU available: True (cuda), used: True\n",
-      "TPU available: False, using: 0 TPU cores\n",
-      "HPU available: False, using: 0 HPUs\n",
-      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: PossibleUserWarning:\n",
-      "\n",
-      "The 'predict_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=3` in the `DataLoader` to improve performance.\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "predictions = model.predict(\n",
-    "        valid.to_dataloader(train=False, batch_size=64),\n",
-    "        # test.to_dataloader(train=False, batch_size=64),\n",
-    "        mode=\"raw\",\n",
-    "        return_index=True,\n",
-    "        trainer_kwargs={\n",
-    "            'logger': False\n",
-    "        })"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Baseline returns 0.22730028053392815\n",
-      "Strategy returns 0.15714438080714976\n"
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-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from strategy.strategy import BuyAndHoldStrategy, PriceQuantilePredictionStrategy\n",
-    "from strategy.evaluation import evaluate_strategy\n",
-    "\n",
-    "model_predictions = pd.DataFrame(predictions.index)\n",
-    "model_predictions['prediction'] = list(torch.squeeze(predictions.output.prediction).cpu().numpy())\n",
-    "\n",
-    "result_baseline = evaluate_strategy(valid_data, BuyAndHoldStrategy())\n",
-    "result_strategy = evaluate_strategy(valid_data, PriceQuantilePredictionStrategy(model_predictions), exchange_fee=0.001)\n",
-    "\n",
-    "print('Baseline returns', result_baseline['total_return'])\n",
-    "print('Strategy returns', result_strategy['total_return'])\n",
-    "\n",
-    "go.Figure([\n",
-    "    go.Scatter(y=result_baseline['portfolio_value']),\n",
-    "    go.Scatter(y=result_strategy['portfolio_value'])]).show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Evaluate model predicting returns (with GMADL loss)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-5m:latest, 310.03MB. 10 files... \n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m:   10 of 10 files downloaded.  \n",
-      "Done. 0:0:0.4\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:208: UserWarning:\n",
-      "\n",
-      "Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n",
-      "\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/utilities/parsing.py:208: UserWarning:\n",
-      "\n",
-      "Attribute 'logging_metrics' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['logging_metrics'])`.\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "RUN_ID = \"filipstefaniuk/wne-masters-thesis-testing/m6zetdhf\"\n",
-    "\n",
-    "run = wandb.Api().run(RUN_ID)\n",
-    "in_sample, out_of_sample = get_dataset_from_wandb(run)\n",
-    "train_data, valid_data = get_train_validation_split(run.config, in_sample)\n",
-    "train = build_time_series_dataset(run.config, train_data)\n",
-    "valid = build_time_series_dataset(run.config, valid_data)\n",
-    "test = build_time_series_dataset(run.config, out_of_sample)\n",
-    "model = load_model_from_wandb(run)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "GPU available: True (cuda), used: True\n",
-      "TPU available: False, using: 0 TPU cores\n",
-      "HPU available: False, using: 0 HPUs\n",
-      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
-      "/home/filip/anaconda3/envs/wne-msc-thesis/lib/python3.9/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: PossibleUserWarning:\n",
-      "\n",
-      "The 'predict_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=3` in the `DataLoader` to improve performance.\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "predictions = model.predict(\n",
-    "        valid.to_dataloader(train=False, batch_size=64),\n",
-    "        # test.to_dataloader(train=False, batch_size=64),\n",
-    "        mode=\"raw\",\n",
-    "        return_index=True,\n",
-    "        trainer_kwargs={\n",
-    "            'logger': False\n",
-    "        })"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Baseline returns 0.2240889082270856\n",
-      "Strategy returns -0.3902088328046026\n"
-     ]
-    },
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-      ]
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-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from strategy.evaluation import evaluate_strategy\n",
-    "from strategy.strategy import BuyAndHoldStrategy, ReturnsPredictionStrategy\n",
-    "\n",
-    "model_predictions = pd.DataFrame(predictions.index)\n",
-    "model_predictions['prediction'] = predictions.output.prediction.reshape(-1).cpu().numpy()\n",
-    "\n",
-    "result_baseline = evaluate_strategy(valid_data, BuyAndHoldStrategy())\n",
-    "result_strategy = evaluate_strategy(valid_data, ReturnsPredictionStrategy(model_predictions, threshold=0.001))\n",
-    "\n",
-    "print('Baseline returns', result_baseline['total_return'])\n",
-    "print('Strategy returns', result_strategy['total_return'])\n",
-    "\n",
-    "go.Figure([\n",
-    "    go.Scatter(y=result_baseline['portfolio_value']),\n",
-    "    go.Scatter(y=result_strategy['portfolio_value'])]).show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
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-       "                            \n",
-       "var gd = document.getElementById('866bf4e2-eb2e-493b-b23b-aec85dc3bab9');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
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-       "        if (!display || display === 'none') {{\n",
-       "            console.log([gd, 'removed!']);\n",
-       "            Plotly.purge(gd);\n",
-       "            observer.disconnect();\n",
-       "        }}\n",
-       "}});\n",
-       "\n",
-       "// Listen for the removal of the full notebook cells\n",
-       "var notebookContainer = gd.closest('#notebook-container');\n",
-       "if (notebookContainer) {{\n",
-       "    x.observe(notebookContainer, {childList: true});\n",
-       "}}\n",
-       "\n",
-       "// Listen for the clearing of the current output cell\n",
-       "var outputEl = gd.closest('.output');\n",
-       "if (outputEl) {{\n",
-       "    x.observe(outputEl, {childList: true});\n",
-       "}}\n",
-       "\n",
-       "                        })                };                });            </script>        </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot predictions\n",
-    "go.Figure([go.Scatter(y=model_predictions['prediction'])]).show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "wnemsc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
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-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
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- "nbformat_minor": 2
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diff --git a/notebooks/gmadl.ipynb b/notebooks/gmadl.ipynb
new file mode 100644
index 0000000..55648ad
--- /dev/null
+++ b/notebooks/gmadl.ipynb
@@ -0,0 +1,100610 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_heatmap(loss_fn, title=None, min_val=-0.1, max_val=0.1, n_val=100):\n",
+    "    x = np.linspace(min_val, max_val, n_val)\n",
+    "    y = np.linspace(min_val, max_val, n_val)\n",
+    "    xx, yy = np.meshgrid(x, y)\n",
+    "    z = loss_fn(xx, yy)\n",
+    "\n",
+    "    fig = go.Figure(data=[go.Heatmap(z=z, x=x, y=y, showscale=False)])\n",
+    "    fig.update_layout(title=title, width=500, height=500)\n",
+    "    fig.show()\n",
+    "\n",
+    "def plot_surface(loss_fn, title=None, min_val=-0.1, max_val=0.1, n_val=100):\n",
+    "    x = np.linspace(min_val, max_val, n_val)\n",
+    "    y = np.linspace(min_val, max_val, n_val)\n",
+    "    xx, yy = np.meshgrid(x, y)\n",
+    "    z = loss_fn(xx, yy)\n",
+    "\n",
+    "    fig = go.Figure(data=[go.Surface(z=z, x=x, y=y, showscale=False)])\n",
+    "    fig.update_layout(title=title, width=500, height=500)\n",
+    "    fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mae(y_pred, target):\n",
+    "    return np.abs(y_pred - target)\n",
+    "\n",
+    "def madl(y_pred, target):\n",
+    "    return -1 * np.sign(y_pred * target) * np.abs(target)\n",
+    "\n",
+    "def gmadl(y_pred, target, a=2000, b=2):\n",
+    "    return -1 * (1 /(1 + np.exp(-a * y_pred * target)) - 0.5) * np.abs(target)**b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
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+   "source": [
+    "## Test pytorch forcasting metric implementation of GMADL\n",
+    "import torch\n",
+    "from ml.loss import GMADL\n",
+    "\n",
+    "gmadl_loss = GMADL(reduction=None, a=1000, b=2)\n",
+    "x = np.linspace(-0.001, 0.001, 100)\n",
+    "y = np.linspace(-0.001, 0.001, 100)\n",
+    "xx, yy = np.meshgrid(x, y)\n",
+    "\n",
+    "z = gmadl_loss.loss(y_pred=torch.Tensor(xx), target=torch.Tensor(yy)).numpy()\n",
+    "\n",
+    "fig = go.Figure(data=[go.Surface(z=z, x=x, y=y)])\n",
+    "fig.update_layout(title=\"GMADL\", width=500, height=500)\n",
+    "fig.show()"
+   ]
+  },
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+   "cell_type": "code",
+   "execution_count": 14,
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+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
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+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
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+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
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+           "ticks": "",
+           "title": {
+            "standoff": 15
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+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 800,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          0.45
+         ]
+        },
+        "xaxis2": {
+         "anchor": "y2",
+         "domain": [
+          0.55,
+          1
+         ],
+         "title": {
+          "text": "Label x-axis 1"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
+         ]
+        },
+        "yaxis2": {
+         "anchor": "x2",
+         "domain": [
+          0,
+          1
+         ]
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from plotly.subplots import make_subplots\n",
+    "\n",
+    "fig = make_subplots(rows=1, cols=2, subplot_titles=['MAE', 'GMADL'])\n",
+    "x =  np.linspace(-0.1, 0.1, 100)\n",
+    "y =  np.linspace(-0.1, 0.1, 100)\n",
+    "xx, yy = np.meshgrid(x, y)\n",
+    "z1 = mae(xx, yy)\n",
+    "z2 = gmadl(xx, yy)\n",
+    "\n",
+    "fig.add_trace(go.Heatmap(z=z1, x=x, y=y, showscale=False), row=1, col=1)\n",
+    "fig.add_trace(go.Heatmap(z=z2, x=x, y=y, showscale=False), row=1, col=2)\n",
+    "fig.update_layout(width=800, height=400, margin=dict(l=20, r=20, t=20, b=20))\n",
+    "fig['layout']['xaxis']['title']='y_predicted'\n",
+    "fig['layout']['xaxis2']['title']='y_predicted'\n",
+    "fig['layout']['yaxis']['title']='y_actual'\n",
+    "fig['layout']['yaxis2']['title']='y_actual'\n",
+    "fig.show()\n",
+    "# def plot_heatmap(loss_fn, title=None, min_val=-0.1, max_val=0.1, n_val=100):\n",
+    "#     x = np.linspace(min_val, max_val, n_val)\n",
+    "#     y = np.linspace(min_val, max_val, n_val)\n",
+    "#     \n",
+    "#     z = loss_fn(xx, yy)\n",
+    "\n",
+    "#     fig = go.Figure(data=[go.Heatmap(z=z, x=x, y=y, showscale=False)])\n",
+    "#     fig.update_layout(title=title, width=500, height=500)\n",
+    "#     fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/sensitivity_analysis.ipynb b/notebooks/sensitivity_analysis.ipynb
new file mode 100644
index 0000000..1972ef5
--- /dev/null
+++ b/notebooks/sensitivity_analysis.ipynb
@@ -0,0 +1,535 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.figure_factory as ff\n",
+    "import pandas as pd\n",
+    "import pickle\n",
+    "import plotly.graph_objs as go\n",
+    "import latextable\n",
+    "from texttable import Texttable\n",
+    "from strategy.strategy import (\n",
+    "    BuyAndHoldStrategy,\n",
+    "    MACDStrategy,\n",
+    "    RSIStrategy,\n",
+    "    ModelQuantilePredictionsStrategy,\n",
+    "    ModelGmadlPredictionsStrategy,\n",
+    "    ConcatenatedStrategies\n",
+    ")\n",
+    "from strategy.util import (\n",
+    "    get_data_windows,\n",
+    "    get_sweep_window_predictions,\n",
+    "    get_predictions_dataframe\n",
+    ")\n",
+    "from strategy.evaluation import (\n",
+    "    parameter_sweep,\n",
+    "    evaluate_strategy\n",
+    ")\n",
+    "from strategy.plotting import (\n",
+    "    plot_sweep_results\n",
+    ")\n",
+    "\n",
+    "PADDING=5000\n",
+    "VALID_PART=0.2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-5m:latest, 745.12MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.9\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-15m:latest, 248.65MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.7\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact btc-usdt-30m:latest, 124.19MB. 12 files... \n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m:   12 of 12 files downloaded.  \n",
+      "Done. 0:0:0.6\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_windows_5min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-5m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")\n",
+    "\n",
+    "data_windows_15min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-15m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")\n",
+    "\n",
+    "data_windows_30min = get_data_windows(\n",
+    "    'wne-masters-thesis-testing',\n",
+    "    'btc-usdt-30m:latest',\n",
+    "    min_window=0, \n",
+    "    max_window=5\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/5min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies_5min = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/15min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies_15min = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/30min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies_30min = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Best 5 strategies evaluation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_plot(buy_and_hold_concat, gmadl_5min_model_concat, rsi_5_min_concat, gmadl_15min_model_concat, rsi_30min_concat, macd_30min_concat, width=850, height=500, notitle=False):\n",
+    "\n",
+    "    fig = go.Figure([\n",
+    "        go.Scatter(y=buy_and_hold_concat['portfolio_value'], x=buy_and_hold_concat['time'], name=\"Buy and Hold\"),\n",
+    "        go.Scatter(y=gmadl_5min_model_concat['portfolio_value'], x=gmadl_5min_model_concat['time'], name=\"GMADL Informer Strategy (5min)\"),\n",
+    "        go.Scatter(y=rsi_5_min_concat['portfolio_value'], x=rsi_5_min_concat['time'], name=\"RSI Strategy (5min)\"),\n",
+    "        go.Scatter(y=gmadl_15min_model_concat['portfolio_value'], x=gmadl_15min_model_concat['time'], name='GNADL Informer Strategy (15min)'),\n",
+    "        go.Scatter(y=rsi_30min_concat['portfolio_value'], x=rsi_30min_concat['time'], name='RSI Strategy (30min)'),\n",
+    "        go.Scatter(y=macd_30min_concat['portfolio_value'], x=macd_30min_concat['time'], name='MACD Strategy (30min)')\n",
+    "        ])\n",
+    "    fig.update_layout(\n",
+    "        # title={\n",
+    "        # 'text': f\"W{idx}-{INTERVAL}\",\n",
+    "        # 'y':0.97,\n",
+    "        # 'x':0.5,\n",
+    "        # 'xanchor': 'center',\n",
+    "        # 'yanchor': 'top'} if not notitle else None,\n",
+    "        yaxis_title=\"Portfolio Value\",\n",
+    "        xaxis_title=\"Date\",\n",
+    "            font=dict(\n",
+    "            # family=\"Courier New, monospace\",\n",
+    "            size=14,\n",
+    "        ),\n",
+    "        autosize=False,\n",
+    "        width=width,\n",
+    "        height=height,\n",
+    "        margin=dict(l=20, r=20, t=20, b=20),\n",
+    "        plot_bgcolor='white',\n",
+    "        legend=dict(\n",
+    "            orientation=\"h\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            y=1.02,\n",
+    "            xanchor=\"left\",\n",
+    "            x=0.02\n",
+    "        )\n",
+    "    )\n",
+    "    fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    # fig.write_image(f\"images/eval-w{idx}-{INTERVAL}.png\")\n",
+    "    fig.show()\n",
+    "    \n",
+    "def results_table(buy_and_hold_concat, gmadl_5min_model_concat, rsi_5_min_concat, gmadl_15min_model_concat, rsi_30min_concat, macd_30min_concat):\n",
+    "    table_eval_windows = Texttable()\n",
+    "    table_eval_windows.set_deco(Texttable.HEADER)\n",
+    "    table_eval_windows.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_eval_windows.set_precision(3)\n",
+    "\n",
+    "    table_eval_windows.header([\n",
+    "        \"\\\\textbf{Strategy}\",\n",
+    "        \"\\\\textbf{VAL}\",\n",
+    "        \"\\\\textbf{ARC}\",\n",
+    "        \"\\\\textbf{ASD}\",\n",
+    "        \"\\\\textbf{IR*}\",\n",
+    "        \"\\\\textbf{MD}\",\n",
+    "        \"\\\\textbf{IR**}\",\n",
+    "        \"\\\\textbf{N}\",\n",
+    "        \"\\\\textbf{LONG}\",\n",
+    "        \"\\\\textbf{SHORT}\",\n",
+    "    ])\n",
+    "\n",
+    "    strategy_name_result = [\n",
+    "        ('Buy and Hold', buy_and_hold_concat),\n",
+    "        ('GMADL Informer (5min)', gmadl_5min_model_concat),\n",
+    "        ('RSI Strategy (5min)', rsi_5_min_concat),\n",
+    "        ('GMADL Informer (15min)', gmadl_15min_model_concat),\n",
+    "        ('RSI Strategy (30min)', rsi_30min_concat),\n",
+    "        ('MACD Strategy (30min)', macd_30min_concat)\n",
+    "    ]\n",
+    "    for strategy_name, result in strategy_name_result:\n",
+    "        table_eval_windows.add_row([\n",
+    "            strategy_name,\n",
+    "            result['value'],\n",
+    "            result['arc'],\n",
+    "            result['asd'],\n",
+    "            result['ir'],\n",
+    "            result['md'],\n",
+    "            result['mod_ir'],\n",
+    "            result['n_trades'],\n",
+    "            f\"{result['long_pos']*100:.2f}\\%\",\n",
+    "            f\"{result['short_pos']*100:.2f}\\%\",\n",
+    "        ])\n",
+    "    print(latextable.draw_latex(table_eval_windows))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test_data_5min = pd.concat([data_windows_5min[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows_5min])\n",
+    "# test_data_15min = pd.concat([data_windows_15min[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows_15min])\n",
+    "# test_data_30min = pd.concat([data_windows_30min[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows_30min])\n",
+    "\n",
+    "# buy_and_hold_concat = evaluate_strategy(test_data_5min, BuyAndHoldStrategy(), padding=PADDING, interval='5min')\n",
+    "# gmadl_5min_model_concat = evaluate_strategy(test_data_5min, ConcatenatedStrategies(len(data_windows_5min[0][1]), [s[0] for s in best_strategies_5min['gmadl_model']], padding=PADDING), padding=PADDING, interval='5min')\n",
+    "# gmadl_15min_model_concat = evaluate_strategy(test_data_15min, ConcatenatedStrategies(len(data_windows_15min[0][1]), [s[0] for s in best_strategies_15min['gmadl_model']], padding=PADDING), padding=PADDING, interval='15min')\n",
+    "# rsi_5_min_concat = evaluate_strategy(test_data_5min, ConcatenatedStrategies(len(data_windows_5min[0][1]), [s[0] for s in best_strategies_5min['rsi_strategies']], padding=PADDING), padding=PADDING, interval='5min')\n",
+    "# rsi_30min_concat = evaluate_strategy(test_data_30min, ConcatenatedStrategies(len(data_windows_30min[0][1]), [s[0] for s in best_strategies_30min['rsi_strategies']], padding=PADDING), padding=PADDING, interval='30min')\n",
+    "# macd_30min_concat = evaluate_strategy(test_data_30min, ConcatenatedStrategies(len(data_windows_30min[0][1]), [s[0] for s in best_strategies_30min['macd_strategies']], padding=PADDING), padding=PADDING, interval='30min')\n",
+    "\n",
+    "# results_table(buy_and_hold_concat, gmadl_5min_model_concat, rsi_5_min_concat, gmadl_15min_model_concat, rsi_30min_concat, macd_30min_concat)\n",
+    "# results_plot(buy_and_hold_concat, gmadl_5min_model_concat, gmadl_15min_model_concat, rsi_5_min_concat, rsi_30min_concat, macd_30min_concat, width=1200, notitle=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## TOP N Strategies Sensistivity Analisys"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_for_strats(data_windows, best_strategies, interval='5min', top_n=10):\n",
+    "    test_data = pd.concat([data_windows[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows])\n",
+    "\n",
+    "    buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING)\n",
+    "    \n",
+    "    macd_concat = [evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[x] for s in best_strategies['macd_strategies']], padding=PADDING), padding=PADDING, interval=interval) for x in range(top_n)]\n",
+    "    rsi_concat = [evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[x] for s in best_strategies['rsi_strategies']], padding=PADDING), padding=PADDING, interval=interval) for x in range(top_n)]\n",
+    "    quantile_model_concat = [evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[x] for s in best_strategies['quantile_model']], padding=PADDING), padding=PADDING, interval=interval) for x in range(top_n)]\n",
+    "    gmadl_model_concat = [evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[x] for s in best_strategies['gmadl_model']], padding=PADDING), padding=PADDING, interval=interval) for x in range(top_n)]\n",
+    "\n",
+    "    z = list(reversed([\n",
+    "        list(reversed([round(buy_and_hold_concat['mod_ir'], 3)]*top_n)),\n",
+    "        list(reversed([round(x['mod_ir'], 3) for x in macd_concat])),\n",
+    "        list(reversed([round(x['mod_ir'], 3) for x in rsi_concat])),\n",
+    "        list(reversed([round(x['mod_ir'], 3) for x in quantile_model_concat])),\n",
+    "        list(reversed([round(x['mod_ir'], 3) for x in gmadl_model_concat])),\n",
+    "    ]))\n",
+    "    x = list(reversed(range(1, top_n+1)))\n",
+    "    y = list(reversed([\n",
+    "        \"Buy and Hold\",\n",
+    "        \"MACD Strategy\",\n",
+    "        \"RSI Strategy\",\n",
+    "        \"Quantile Informer\",\n",
+    "        \"Gmadl Informer\"\n",
+    "    ]))\n",
+    "    # 'Portland'\n",
+    "    fig = ff.create_annotated_heatmap(z, x=x, y=y, colorscale='thermal', zmid=buy_and_hold_concat['mod_ir'])\n",
+    "    fig.update_layout(\n",
+    "        margin=dict(l=20, r=20, b=20, t=20),\n",
+    "        width=1100,\n",
+    "        height=450,\n",
+    "        font=dict(\n",
+    "        #    family=\"Courier New, monospace\",\n",
+    "            size=18,  # Set the font size here\n",
+    "            # color=\"RebeccaPurple\"\n",
+    "        )\n",
+    "    )\n",
+    "    fig.show()\n",
+    "\n",
+    "# results_for_strats(data_windows_5min, best_strategies_5min, interval='5min', top_n=10) \n",
+    "# results_for_strats(data_windows_15min, best_strategies_15min, interval='15min', top_n=10) \n",
+    "# results_for_strats(data_windows_30min, best_strategies_30min, interval='30min', top_n=10) \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Validation size for: GMADL Informer (5min)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/5min-best-strategies-01.pkl', 'rb') as inpt:\n",
+    "    best_strategies_5min_01 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/5min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies_5min_02 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/5min-best-strategies-03.pkl', 'rb') as inpt:\n",
+    "    best_strategies_5min_03 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/5min-best-strategies-04.pkl', 'rb') as inpt:\n",
+    "    best_strategies_5min_04 = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'strategy_name': 'Unknown model', 'future': 1, 'target': 'close_price', 'enter_long': 0.004, 'exit_long': None, 'enter_short': -0.005, 'exit_short': None}\n",
+      "{'strategy_name': 'Unknown model', 'future': 1, 'target': 'close_price', 'enter_long': 0.007, 'exit_long': -0.003, 'enter_short': None, 'exit_short': None}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print(best_strategies_5min_02['gmadl_model'][0][0].info())\n",
+    "# print(best_strategies_5min_03['gmadl_model'][0][0].info())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_plot2(result_buyandhold, results, names, width=850, height=500):\n",
+    "\n",
+    "    fig = go.Figure([\n",
+    "        go.Scatter(y=result_buyandhold['portfolio_value'], x=result_buyandhold['time'], name=\"Buy and Hold\")] +[\n",
+    "        go.Scatter(y=result['portfolio_value'], x=result['time'], name=name) for name, result in zip(names, results)\n",
+    "    ])\n",
+    "        # go.Scatter(y=result_macd['portfolio_value'], x=result_macd['time'], name=\"MACD Strategy\"),\n",
+    "        # go.Scatter(y=result_rsi['portfolio_value'], x=result_rsi['time'], name=\"RSI Strategy\"),\n",
+    "        # go.Scatter(y=result_quantile_model['portfolio_value'], x=result_quantile_model['time'], name='Quantile Informer Strategy'),\n",
+    "        # go.Scatter(y=result_gmadl_model['portfolio_value'], x=result_gmadl_model['time'], name='GMADL Informer Strategy')\n",
+    "        # ])\n",
+    "    fig.update_layout(\n",
+    "        yaxis_title=\"Portfolio Value\",\n",
+    "        xaxis_title=\"Date\",\n",
+    "            font=dict(\n",
+    "            # family=\"Courier New, monospace\",\n",
+    "            size=14,\n",
+    "        ),\n",
+    "        autosize=False,\n",
+    "        width=width,\n",
+    "        height=height,\n",
+    "        margin=dict(l=20, r=20, t=20, b=20),\n",
+    "        plot_bgcolor='white',\n",
+    "        legend=dict(\n",
+    "            orientation=\"h\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            y=1.02,\n",
+    "            xanchor=\"left\",\n",
+    "            x=0.02\n",
+    "        )\n",
+    "    )\n",
+    "    fig.update_xaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.update_yaxes(\n",
+    "    mirror=True,\n",
+    "    ticks='outside',\n",
+    "    showline=True,\n",
+    "    linecolor='black',\n",
+    "    gridcolor='lightgrey'\n",
+    "    )\n",
+    "    fig.show()\n",
+    "    \n",
+    "def results_table2(result_buyandhold, results, names):\n",
+    "    table_eval_windows = Texttable()\n",
+    "    table_eval_windows.set_deco(Texttable.HEADER)\n",
+    "    table_eval_windows.set_cols_align([\"l\", \"c\",\"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\"])\n",
+    "    table_eval_windows.set_precision(3)\n",
+    "\n",
+    "    table_eval_windows.header([\n",
+    "        \"\\\\textbf{Strategy}\",\n",
+    "        \"\\\\textbf{VAL}\",\n",
+    "        \"\\\\textbf{ARC}\",\n",
+    "        \"\\\\textbf{ASD}\",\n",
+    "        \"\\\\textbf{IR*}\",\n",
+    "        \"\\\\textbf{MD}\",\n",
+    "        \"\\\\textbf{IR**}\",\n",
+    "        \"\\\\textbf{N}\",\n",
+    "        \"\\\\textbf{LONG}\",\n",
+    "        \"\\\\textbf{SHORT}\",\n",
+    "    ])\n",
+    "\n",
+    "    strategy_name_result = [\n",
+    "        ('Buy and Hold', result_buyandhold)] + list(zip(names, results))\n",
+    "    for strategy_name, result in strategy_name_result:\n",
+    "        table_eval_windows.add_row([\n",
+    "            strategy_name,\n",
+    "            result['value'],\n",
+    "            result['arc'],\n",
+    "            result['asd'],\n",
+    "            result['ir'],\n",
+    "            result['md'],\n",
+    "            result['mod_ir'],\n",
+    "            result['n_trades'],\n",
+    "            f\"{result['long_pos']*100:.2f}\\%\",\n",
+    "            f\"{result['short_pos']*100:.2f}\\%\",\n",
+    "        ])\n",
+    "    print(latextable.draw_latex(table_eval_windows))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def results_for_strats(data_windows, best_strategies, names, interval='5min', strat_name='gmadl_model'):\n",
+    "    test_data = pd.concat([data_windows[0][0][-PADDING:]] + [data_window[1] for data_window in data_windows])\n",
+    "\n",
+    "    buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING, interval=interval)\n",
+    "    \n",
+    "    evaluation_results = []\n",
+    "    for best_strat in best_strategies:\n",
+    "        evaluation_results.append(\n",
+    "            evaluate_strategy(test_data, ConcatenatedStrategies(len(data_windows[0][1]), [s[0] for s in best_strat[strat_name]], padding=PADDING), padding=PADDING, interval=interval)\n",
+    "        )\n",
+    "    results_plot(buy_and_hold_concat, evaluation_results, names, width=1200)\n",
+    "    results_table2(buy_and_hold_concat, evaluation_results, names)\n",
+    "\n",
+    "\n",
+    "# results_for_strats(data_windows_5min, [\n",
+    "#     best_strategies_5min_01,\n",
+    "#     best_strategies_5min_02,\n",
+    "#     best_strategies_5min_03,\n",
+    "#     best_strategies_5min_04\n",
+    "#     ], [\n",
+    "#         \"3 months\",\n",
+    "#         \"6 months\",\n",
+    "#         \"9 months\",\n",
+    "#         \"12 months\",\n",
+    "#     ])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('cache/30min-best-strategies-01.pkl', 'rb') as inpt:\n",
+    "    best_strategies_30min_01 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/30min-best-strategies.pkl', 'rb') as inpt:\n",
+    "    best_strategies_30min_02 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/30min-best-strategies-03.pkl', 'rb') as inpt:\n",
+    "    best_strategies_30min_03 = pickle.load(inpt)\n",
+    "\n",
+    "with open('cache/30min-best-strategies-04.pkl', 'rb') as inpt:\n",
+    "    best_strategies_30min_04 = pickle.load(inpt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# results_for_strats(data_windows_30min, [\n",
+    "#     best_strategies_30min_01,\n",
+    "#     best_strategies_30min_02,\n",
+    "#     best_strategies_30min_03,\n",
+    "#     best_strategies_30min_04\n",
+    "#     ], [\n",
+    "#         \"3 months\",\n",
+    "#         \"6 months\",\n",
+    "#         \"9 months\",\n",
+    "#         \"12 months\",\n",
+    "#     ], strat_name='rsi_strategies', interval='30min')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test_data = pd.concat([data_window[0] for data_window in data_windows_5min[:1]])\n",
+    "# buy_and_hold_concat = evaluate_strategy(test_data, BuyAndHoldStrategy(), padding=PADDING)\n",
+    "\n",
+    "# res = evaluate_strategy(test_data, ConcatenatedStrategies(1, [s[0] for s in best_strategies_5min_02['gmadl_model'][:1]], padding=PADDING), padding=PADDING, interval='5min')\n",
+    "# results_plot(buy_and_hold_concat, [res], width=1200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wnemsc",
+   "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": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}