Exploratory_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6bbce060",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-30T19:38:56.965960Z",
     "start_time": "2022-11-30T19:38:56.281748Z"
    }
   },
   "outputs": [],
   "source": [
    "import h5py    \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "from termcolor import colored"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be653b6c",
   "metadata": {},
   "source": [
    "### Take dataset with hdf5 format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "51b8ebbd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T07:33:45.148192Z",
     "start_time": "2022-10-24T07:33:45.142366Z"
    }
   },
   "outputs": [],
   "source": [
    "sets = ['dev', 'test']\n",
    "filename = 'N-CMAPSS_DS03-012.h5'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "723735ce",
   "metadata": {},
   "source": [
    "### Read file and rename columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b5bd8938",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T07:33:54.563315Z",
     "start_time": "2022-10-24T07:33:46.272737Z"
    }
   },
   "outputs": [],
   "source": [
    "with h5py.File(filename, 'r') as hdf:\n",
    "        \n",
    "    for s in sets:\n",
    "\n",
    "        globals()[f\"theta_{s}\"] = pd.DataFrame(np.array(hdf.get(f'T_{s}')), \n",
    "                                                       columns=np.array(hdf.get('T_var')).astype('U'))\n",
    "        globals()[f\"xv_{s}\"] = pd.DataFrame(np.array(hdf.get(f'X_v_{s}')), \n",
    "                                                   columns=np.array(hdf.get('X_v_var')).astype('U'))\n",
    "        globals()[f\"xs_{s}\"] = pd.DataFrame(np.array(hdf.get(f'X_s_{s}')), \n",
    "                                                   columns=np.array(hdf.get('X_s_var')).astype('U'))\n",
    "        globals()[f\"w_{s}\"] = pd.DataFrame(np.array(hdf.get(f'W_{s}')), \n",
    "                                                   columns=np.array(hdf.get('W_var')).astype('U'))\n",
    "        globals()[f\"aux_{s}\"] = pd.DataFrame(np.array(hdf.get(f'A_{s}')), \n",
    "                                                   columns=np.array(hdf.get('A_var')).astype('U')).astype('int64')\n",
    "\n",
    "        globals()[f\"y_{s}\"] = pd.DataFrame(np.array(hdf.get(f'Y_{s}')), columns=['RUL'])\n",
    "\n",
    "\n",
    "        #### RENAME COLUMNS\n",
    "\n",
    "        globals()[f\"w_{s}\"].rename(columns={'alt':'Altitude'}, inplace=True)\n",
    "\n",
    "        globals()[f\"aux_{s}\"].rename(columns={'unit':'Unit','cycle':'Cycle','Fc':'Class','hs':'State'},\n",
    "                                           inplace=True)\n",
    "        globals()[f\"theta_{s}\"].rename(columns={'fan_eff_mod':'Fan_eff_mod','fan_flow_mod':'Fan_flow_mod'},\n",
    "                                             inplace=True)\n",
    "            \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dc2d535",
   "metadata": {},
   "source": [
    "### Check if there are observations with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d6e86b55",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T08:04:57.487804Z",
     "start_time": "2022-10-24T08:03:48.906743Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The dev dataset comprises of 5.571.277 observations and there are 0 missing values\n",
      "\n",
      "The features include: 10 health parameters, 14 sensors, 14 virtual sensors, 4 auxiliary data, 4 scenario descriptors and 1 output variable\n",
      "\n",
      "The test dataset comprises of 4.251.560 observations and there are 0 missing values\n",
      "\n",
      "The features include: 10 health parameters, 14 sensors, 14 virtual sensors, 4 auxiliary data, 4 scenario descriptors and 1 output variable\n"
     ]
    }
   ],
   "source": [
    "dev_tmp = pd.concat([aux_dev, w_dev, xs_dev, xv_dev, theta_dev, y_dev], axis=1)\n",
    "\n",
    "\n",
    "print(f'The dev dataset comprises of {len(dev_tmp):,} observations and there are {len(dev_tmp) - len(dev_tmp.dropna())} missing values\\n\\n'\n",
    "      f'The features include: {len(theta_dev.columns)} '.replace(',','.') +\n",
    "      f'health parameters, {len(xs_dev.columns)} sensors, {len(xv_dev.columns)} virtual sensors, '\n",
    "      f'{len(aux_dev.columns)} auxiliary data, {len(w_dev.columns)} scenario descriptors and {len(y_dev.columns)} '\n",
    "      f'output variable\\n')\n",
    "    \n",
    "del(dev_tmp)\n",
    "    \n",
    "\n",
    "test_tmp = pd.concat([aux_test, w_test, xs_test, xv_test, theta_test, y_test], axis=1)\n",
    "\n",
    "print(f'The test dataset comprises of {len(test_tmp):,} observations and there are {len(test_tmp) - len(test_tmp.dropna())} missing values\\n\\n'\n",
    "      f'The features include: {len(theta_test.columns)} '.replace(',','.') + \n",
    "      f'health parameters, {len(xs_test.columns)} sensors, {len(xv_test.columns)} virtual sensors, '\n",
    "      f'{len(aux_test.columns)} auxiliary data, {len(w_test.columns)} scenario descriptors and {len(y_test.columns)} '\n",
    "      f'output variable')\n",
    "    \n",
    "del(test_tmp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfda97d9",
   "metadata": {},
   "source": [
    "## Quick analysis of the two datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "59c7e0e3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T08:10:42.899784Z",
     "start_time": "2022-10-24T08:10:41.875038Z"
    }
   },
   "outputs": [],
   "source": [
    "dev = pd.concat([aux_dev, y_dev], axis=1)\n",
    "test = pd.concat([aux_test, y_test], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b7e18f4",
   "metadata": {},
   "source": [
    "### How many units and fight classes\n",
    "\n",
    "The units are divided into three flight classes depending on whether the unit is operating short-length flights (i.e., flight class 1), medium-length flights (i.e., flight class 2), or long-length flights (i.e., flight class 3)\n",
    "\n",
    "| Flight Class   | Flight Length [h]\n",
    "| :-----------:  | :-----------:    \n",
    "| 1              |    1 to 3        \n",
    "| 2              |    3 to 5        \n",
    "| 3              |    5 to 7        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6592d757",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T09:10:03.027580Z",
     "start_time": "2022-10-24T09:10:02.885940Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The dev units: 1, 2, 3, 4, 5, 6, 7, 8, 9  and  the test units: 10, 11, 12, 13, 14, 15\n",
      "\n",
      "The dev flight classes: 1, 2, 3  and  the test flight classes: 1, 2, 3\n"
     ]
    }
   ],
   "source": [
    "print(\"The dev units: \", end = \"\")\n",
    "print(*aux_dev['Unit'].unique(), sep = \", \", end = \"  and  \")\n",
    "print(\"the test units: \", end = \"\")\n",
    "print(*aux_test['Unit'].unique(), sep = \", \")  \n",
    "\n",
    "\n",
    "print(\"\\nThe dev flight classes: \", end = \"\") \n",
    "print(*np.sort(aux_dev['Class'].unique()), sep = \", \", end = \"  and  \")\n",
    "print(\"the test flight classes: \", end = \"\") \n",
    "print(*np.sort(aux_test['Class'].unique()), sep = \", \")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c56a5f15",
   "metadata": {},
   "source": [
    "The dev units are different from the test ones. Each unit has its proper flight class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "240ae162",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:22.237020Z",
     "start_time": "2022-10-24T10:05:20.812516Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dev unit 1 has flight class: 1\n",
      "Dev unit 2 has flight class: 2\n",
      "Dev unit 3 has flight class: 2\n",
      "Dev unit 4 has flight class: 2\n",
      "Dev unit 5 has flight class: 1\n",
      "Dev unit 6 has flight class: 3\n",
      "Dev unit 7 has flight class: 2\n",
      "Dev unit 8 has flight class: 3\n",
      "Dev unit 9 has flight class: 1\n",
      "Test unit 10 has flight class: 3\n",
      "Test unit 11 has flight class: 3\n",
      "Test unit 12 has flight class: 1\n",
      "Test unit 13 has flight class: 3\n",
      "Test unit 14 has flight class: 1\n",
      "Test unit 15 has flight class: 2\n"
     ]
    }
   ],
   "source": [
    "unit_data = {}\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = dev[(dev['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)\n",
    "    \n",
    "    print(f\"Dev unit {unit} has flight class: {unit_data[unit]['Class'].unique()[0]}\")\n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = test[(test['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)\n",
    "    \n",
    "    print(f\"Test unit {unit} has flight class: {unit_data[unit]['Class'].unique()[0]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fee7582",
   "metadata": {},
   "source": [
    "### Check if cycle and rul are perfectly linear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "782c4ceb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T14:59:33.217426Z",
     "start_time": "2022-10-23T14:59:28.832292Z"
    }
   },
   "outputs": [],
   "source": [
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    cycle = 1\n",
    "    rul = unit_data[unit][\"RUL\"].iloc[0]\n",
    "    \n",
    "    while rul >= 0:\n",
    "    \n",
    "        if not (unit_data[unit][unit_data[unit]['Cycle'] == cycle].equals(unit_data[unit][unit_data[unit]['RUL'] == rul])):\n",
    "            print('Not linear')\n",
    "        \n",
    "        cycle = cycle + 1\n",
    "        rul = rul - 1\n",
    "    \n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    cycle = 1\n",
    "    rul = unit_data[unit][\"RUL\"].iloc[0]\n",
    "    \n",
    "    while rul >= 0:\n",
    "    \n",
    "        if not (unit_data[unit][unit_data[unit]['Cycle'] == cycle].equals(unit_data[unit][unit_data[unit]['RUL'] == rul])):\n",
    "            print('Not linear')\n",
    "        \n",
    "        cycle = cycle + 1\n",
    "        rul = rul - 1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c10e358f",
   "metadata": {},
   "source": [
    "### Find the transition times\n",
    "The time in which the transition from normal to abnormal degradation starts, i.e. the onset of a fault, is called transition time t<sub>s</sub>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "78cd8c63",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:25.045891Z",
     "start_time": "2022-10-24T10:05:24.374778Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dev unit 1: 35 remaining cycles\n",
      "Dev unit 2: 49 remaining cycles\n",
      "Dev unit 3: 42 remaining cycles\n",
      "Dev unit 4: 36 remaining cycles\n",
      "Dev unit 5: 55 remaining cycles\n",
      "Dev unit 6: 45 remaining cycles\n",
      "Dev unit 7: 55 remaining cycles\n",
      "Dev unit 8: 53 remaining cycles\n",
      "Dev unit 9: 47 remaining cycles\n",
      "Test unit 10: 48 remaining cycles\n",
      "Test unit 11: 40 remaining cycles\n",
      "Test unit 12: 56 remaining cycles\n",
      "Test unit 13: 58 remaining cycles\n",
      "Test unit 14: 40 remaining cycles\n",
      "Test unit 15: 42 remaining cycles\n"
     ]
    }
   ],
   "source": [
    "ts = {}\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "\n",
    "    ts[unit] = unit_data[unit][unit_data[unit]['State'] == 0][\"Cycle\"].iloc[0]\n",
    "    print(f'Dev unit {unit}: {unit_data[unit][\"Cycle\"].iloc[-1]  - ts[unit]} remaining cycles')\n",
    "\n",
    "for unit in list(test['Unit'].unique()):\n",
    "\n",
    "    ts[unit] = unit_data[unit][unit_data[unit]['State'] == 0][\"Cycle\"].iloc[0]\n",
    "    print(f'Test unit {unit}: {unit_data[unit][\"Cycle\"].iloc[-1]  - ts[unit]} remaining cycles')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f8c2f368",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:26.803831Z",
     "start_time": "2022-10-24T10:05:26.445958Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transition time of dev unit 1: 37 / 72 total cycles\n",
      "Transition time of dev unit 2: 24 / 73 total cycles\n",
      "Transition time of dev unit 3: 25 / 67 total cycles\n",
      "Transition time of dev unit 4: 24 / 60 total cycles\n",
      "Transition time of dev unit 5: 38 / 93 total cycles\n",
      "Transition time of dev unit 6: 18 / 63 total cycles\n",
      "Transition time of dev unit 7: 25 / 80 total cycles\n",
      "Transition time of dev unit 8: 18 / 71 total cycles\n",
      "Transition time of dev unit 9: 37 / 84 total cycles\n",
      "\n",
      "\n",
      "Transition time of test unit 10: 18 / 66 total cycles\n",
      "Transition time of test unit 11: 19 / 59 total cycles\n",
      "Transition time of test unit 12: 37 / 93 total cycles\n",
      "Transition time of test unit 13: 19 / 77 total cycles\n",
      "Transition time of test unit 14: 36 / 76 total cycles\n",
      "Transition time of test unit 15: 25 / 67 total cycles\n"
     ]
    }
   ],
   "source": [
    "ts = {}\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "\n",
    "    ts[unit] = unit_data[unit][unit_data[unit]['State'] == 0][\"Cycle\"].iloc[0]\n",
    "    print(f'Transition time of dev unit {unit}: {ts[unit]} / {unit_data[unit][\"Cycle\"].iloc[-1]} total cycles')\n",
    "\n",
    "print('\\n')\n",
    "for unit in list(test['Unit'].unique()):\n",
    "\n",
    "    ts[unit] = unit_data[unit][unit_data[unit]['State'] == 0][\"Cycle\"].iloc[0]\n",
    "    print(f'Transition time of test unit {unit}: {ts[unit]} / {unit_data[unit][\"Cycle\"].iloc[-1]} total cycles')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e63a50f7",
   "metadata": {},
   "source": [
    "### Check if any fault data occur in time t<sub>s</sub>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f4de9c1c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T18:13:01.150469Z",
     "start_time": "2022-10-23T18:12:59.659994Z"
    }
   },
   "outputs": [],
   "source": [
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    if not (unit_data[unit][unit_data[unit]['State'] == 0].equals(unit_data[unit][unit_data[unit]['Cycle'] >= ts[unit]])):\n",
    "        print('Not corresponding')\n",
    "\n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    if not (unit_data[unit][unit_data[unit]['State'] == 0].equals(unit_data[unit][unit_data[unit]['Cycle'] >= ts[unit]])):\n",
    "        print('Not corresponding')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc6b3855",
   "metadata": {},
   "source": [
    "## Analysis of the failures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ecd1c020",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:42.202289Z",
     "start_time": "2022-10-24T10:05:38.586738Z"
    }
   },
   "outputs": [],
   "source": [
    "dev = pd.concat([aux_dev[['Unit','State']], theta_dev], axis=1)\n",
    "test = pd.concat([aux_test[['Unit','State']], theta_test], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "18041e79",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:44.633301Z",
     "start_time": "2022-10-24T10:05:42.710424Z"
    }
   },
   "outputs": [],
   "source": [
    "unit_data = {}\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = dev[(dev['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)\n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = test[(test['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2c92da2",
   "metadata": {},
   "source": [
    "All the rotating sub-components of the engine i.e., fan, low pressure compressor (LPC), high pressure compressor (HPC), low pressure turbine (LPT) and high pressure turbine (HPT) can be affected by degradation in flow and efficiency. So there are a total of 5 components and 10 possible types of degradation. However the distinctive failure modes are only 7.\n",
    "As an example Dataset 2, has two different failure modes: HPT eff and LPT flow/eff + HPT eff."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "298470a7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:05:49.640058Z",
     "start_time": "2022-10-24T10:05:45.426891Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The components of dev unit 1 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 2 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 3 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 4 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 5 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 6 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 7 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 8 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of dev unit 9 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 10 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 11 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 12 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 13 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 14 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n",
      "The components of test unit 15 affected by degradation: LPT, HPT (HPT_eff_mod, LPT_eff_mod, LPT_flow_mod )\n"
     ]
    }
   ],
   "source": [
    "unit_theta = {}\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    unit_theta[unit] = unit_data[unit][unit_data[unit] != 0].dropna(how='any', axis=1).drop('Unit', axis=1)\n",
    "    \n",
    "    components = []\n",
    "    for component in unit_theta[unit].columns:\n",
    "        components.append(component[:3])\n",
    "    \n",
    "    print(f\"The components of dev unit {unit} affected by degradation: \", end = \"\")\n",
    "    print(*set(components), sep=\", \", end=\" (\")\n",
    "    print(*unit_theta[unit].columns, sep=\", \", end = \" )\\n\")\n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    unit_theta[unit] = unit_data[unit][unit_data[unit] != 0].dropna(how='any', axis=1).drop('Unit', axis=1)\n",
    "    \n",
    "    components = []\n",
    "    for component in unit_theta[unit].columns:\n",
    "        components.append(component[:3])\n",
    "\n",
    "    print(f\"The components of test unit {unit} affected by degradation: \", end = \"\")\n",
    "    print(*set(components), sep=\", \", end=\" (\")\n",
    "    print(*unit_theta[unit].columns, sep=\", \", end = \" )\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "58d0bb01",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T10:36:24.001603Z",
     "start_time": "2022-10-24T10:36:21.707769Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean for the dev unit 1 in normal condition:\n",
      "HPT_eff_mod    -0.000643\n",
      "LPT_eff_mod    -0.000645\n",
      "LPT_flow_mod   -0.001138\n",
      "dtype: float64\n",
      "The mean for the dev unit 1 in abnormal condition:\n",
      "HPT_eff_mod    -0.001922\n",
      "LPT_eff_mod    -0.001988\n",
      "LPT_flow_mod   -0.007010\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 2 in normal condition:\n",
      "HPT_eff_mod    -0.000650\n",
      "LPT_eff_mod    -0.000503\n",
      "LPT_flow_mod   -0.000311\n",
      "dtype: float64\n",
      "The mean for the dev unit 2 in abnormal condition:\n",
      "HPT_eff_mod    -0.002728\n",
      "LPT_eff_mod    -0.002701\n",
      "LPT_flow_mod   -0.005757\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 3 in normal condition:\n",
      "HPT_eff_mod    -0.000312\n",
      "LPT_eff_mod    -0.001109\n",
      "LPT_flow_mod   -0.000362\n",
      "dtype: float64\n",
      "The mean for the dev unit 3 in abnormal condition:\n",
      "HPT_eff_mod    -0.001922\n",
      "LPT_eff_mod    -0.003659\n",
      "LPT_flow_mod   -0.006573\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 4 in normal condition:\n",
      "HPT_eff_mod    -0.000739\n",
      "LPT_eff_mod    -0.000496\n",
      "LPT_flow_mod   -0.000733\n",
      "dtype: float64\n",
      "The mean for the dev unit 4 in abnormal condition:\n",
      "HPT_eff_mod    -0.002598\n",
      "LPT_eff_mod    -0.001415\n",
      "LPT_flow_mod   -0.005877\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 5 in normal condition:\n",
      "HPT_eff_mod    -0.000927\n",
      "LPT_eff_mod    -0.000423\n",
      "LPT_flow_mod   -0.000412\n",
      "dtype: float64\n",
      "The mean for the dev unit 5 in abnormal condition:\n",
      "HPT_eff_mod    -0.002176\n",
      "LPT_eff_mod    -0.004909\n",
      "LPT_flow_mod   -0.006320\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 6 in normal condition:\n",
      "HPT_eff_mod    -0.000834\n",
      "LPT_eff_mod    -0.000831\n",
      "LPT_flow_mod   -0.000803\n",
      "dtype: float64\n",
      "The mean for the dev unit 6 in abnormal condition:\n",
      "HPT_eff_mod    -0.003384\n",
      "LPT_eff_mod    -0.002379\n",
      "LPT_flow_mod   -0.005233\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 7 in normal condition:\n",
      "HPT_eff_mod    -0.001101\n",
      "LPT_eff_mod    -0.000598\n",
      "LPT_flow_mod   -0.001102\n",
      "dtype: float64\n",
      "The mean for the dev unit 7 in abnormal condition:\n",
      "HPT_eff_mod    -0.003363\n",
      "LPT_eff_mod    -0.003225\n",
      "LPT_flow_mod   -0.005435\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 8 in normal condition:\n",
      "HPT_eff_mod    -0.000558\n",
      "LPT_eff_mod    -0.000892\n",
      "LPT_flow_mod   -0.000723\n",
      "dtype: float64\n",
      "The mean for the dev unit 8 in abnormal condition:\n",
      "HPT_eff_mod    -0.002927\n",
      "LPT_eff_mod    -0.005303\n",
      "LPT_flow_mod   -0.003901\n",
      "dtype: float64\n",
      "\n",
      "The mean for the dev unit 9 in normal condition:\n",
      "HPT_eff_mod    -0.001039\n",
      "LPT_eff_mod    -0.001238\n",
      "LPT_flow_mod   -0.000373\n",
      "dtype: float64\n",
      "The mean for the dev unit 9 in abnormal condition:\n",
      "HPT_eff_mod    -0.004271\n",
      "LPT_eff_mod    -0.003774\n",
      "LPT_flow_mod   -0.003227\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 10 in normal condition:\n",
      "HPT_eff_mod    -0.000285\n",
      "LPT_eff_mod    -0.000139\n",
      "LPT_flow_mod   -0.001121\n",
      "dtype: float64\n",
      "The mean for the test unit 10 in abnormal condition:\n",
      "HPT_eff_mod    -0.002729\n",
      "LPT_eff_mod    -0.005860\n",
      "LPT_flow_mod   -0.002884\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 11 in normal condition:\n",
      "HPT_eff_mod    -0.000801\n",
      "LPT_eff_mod    -0.000329\n",
      "LPT_flow_mod   -0.000767\n",
      "dtype: float64\n",
      "The mean for the test unit 11 in abnormal condition:\n",
      "HPT_eff_mod    -0.004202\n",
      "LPT_eff_mod    -0.001751\n",
      "LPT_flow_mod   -0.004277\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 12 in normal condition:\n",
      "HPT_eff_mod    -0.001296\n",
      "LPT_eff_mod    -0.001077\n",
      "LPT_flow_mod   -0.000631\n",
      "dtype: float64\n",
      "The mean for the test unit 12 in abnormal condition:\n",
      "HPT_eff_mod    -0.004564\n",
      "LPT_eff_mod    -0.003448\n",
      "LPT_flow_mod   -0.003095\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 13 in normal condition:\n",
      "HPT_eff_mod    -0.000677\n",
      "LPT_eff_mod    -0.000846\n",
      "LPT_flow_mod   -0.000769\n",
      "dtype: float64\n",
      "The mean for the test unit 13 in abnormal condition:\n",
      "HPT_eff_mod    -0.003073\n",
      "LPT_eff_mod    -0.006540\n",
      "LPT_flow_mod   -0.002778\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 14 in normal condition:\n",
      "HPT_eff_mod    -0.001077\n",
      "LPT_eff_mod    -0.000811\n",
      "LPT_flow_mod   -0.000730\n",
      "dtype: float64\n",
      "The mean for the test unit 14 in abnormal condition:\n",
      "HPT_eff_mod    -0.003270\n",
      "LPT_eff_mod    -0.003674\n",
      "LPT_flow_mod   -0.006406\n",
      "dtype: float64\n",
      "\n",
      "The mean for the test unit 15 in normal condition:\n",
      "HPT_eff_mod    -0.000924\n",
      "LPT_eff_mod    -0.000768\n",
      "LPT_flow_mod   -0.000781\n",
      "dtype: float64\n",
      "The mean for the test unit 15 in abnormal condition:\n",
      "HPT_eff_mod    -0.003968\n",
      "LPT_eff_mod    -0.003983\n",
      "LPT_flow_mod   -0.004130\n",
      "dtype: float64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "normal_theta = {}\n",
    "abnormal_theta = {}\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    cols = unit_theta[unit].columns\n",
    "    normal_theta[unit] = unit_data[unit][unit_data[unit]['State'] == 1][cols]\n",
    "    print(f'The mean for the dev unit {unit} in normal condition:\\n'\n",
    "          f'{normal_theta[unit].drop_duplicates().mean()}')\n",
    "    abnormal_theta[unit] = unit_data[unit][unit_data[unit]['State'] == 0][cols]\n",
    "    print(f'The mean for the dev unit {unit} in abnormal condition:\\n'\n",
    "          f'{abnormal_theta[unit].drop_duplicates().mean()}\\n')\n",
    "\n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "\n",
    "    cols = unit_theta[unit].columns\n",
    "    normal_theta[unit] = unit_data[unit][unit_data[unit]['State'] == 1][cols]\n",
    "    print(f'The mean for the test unit {unit} in normal condition:\\n'\n",
    "          f'{normal_theta[unit].drop_duplicates().mean()}')\n",
    "    abnormal_theta[unit] = unit_data[unit][unit_data[unit]['State'] == 0][cols]\n",
    "    print(f'The mean for the test unit {unit} in abnormal condition:\\n'\n",
    "          f'{abnormal_theta[unit].drop_duplicates().mean()}\\n')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84bdd31a",
   "metadata": {},
   "source": [
    "The between-flight maintenance is not explicitly modeled but is considered by the process noise, so the engine health parameters (flow and efficiency) can improve within allowable limits at any point and hence the loss in efficiency or flow is not locally monotonic "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "817f2ad9",
   "metadata": {},
   "source": [
    "## Analysis of the observations and timestamps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7a304268",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T12:41:49.814959Z",
     "start_time": "2022-10-24T12:41:49.143370Z"
    }
   },
   "outputs": [],
   "source": [
    "dev = pd.concat([aux_dev, y_dev], axis=1)\n",
    "test = pd.concat([aux_test, y_test], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "be9b1a1a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T12:41:52.497186Z",
     "start_time": "2022-10-24T12:41:51.177883Z"
    }
   },
   "outputs": [],
   "source": [
    "unit_data = {}\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = dev[(dev['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)\n",
    "    \n",
    "for unit in list(test['Unit'].unique()):\n",
    "    \n",
    "    unit_data[unit] = test[(test['Unit'] == unit)]\n",
    "    unit_data[unit].reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f561a678",
   "metadata": {},
   "source": [
    "\n",
    "In the previous version, the sampling rate was defined at 1 Hz (1 sample every second). As it can be seen the sampling rate mismatches the relative flight class, however it doesn't differ too much from it and it isn't all the same"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "03168aeb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-24T13:40:03.568057Z",
     "start_time": "2022-10-24T13:40:00.777641Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Unit 1 has flight class: 1 (1-3 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 7 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 8 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 10 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 11 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 12 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 13 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 15 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 16 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 17 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 21 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 25 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 26 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 27 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 28 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 30 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 33 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 34 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 36 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 37 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 38 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 39 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 41 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 42 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 43 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 44 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 46 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 47 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 49 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 51 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 53 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 54 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 55 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 57 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 62 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 64 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 69 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 70 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 71 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 72 lasts 1:17:40 hours \u001b[0m\n",
      "\n",
      "Min value is 3121, max_value is 5677\n",
      "\n",
      "Unit 2 has flight class: 2 (3-5 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 2:49:58 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 2:18:40 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 3:22:25 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 3:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 1:59:51 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 2:01:25 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 1:42:00 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 2:43:10 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 3:13:50 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 2:55:32 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 2:22:11 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 2:14:14 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 3:24:10 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:48:59 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 2:58:49 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 1:20:23 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[32mCycle 19 lasts 3:18:38 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 2:43:10 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 2:37:04 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 2:19:28 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 2:56:19 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 3:10:06 hours \u001b[0m\n",
      "\u001b[32mCycle 25 lasts 3:23:26 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 2:51:15 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 1:33:45 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 2:58:49 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 1:21:57 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 2:03:49 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 2:07:49 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 1:59:51 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 2:05:05 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 1:25:39 hours \u001b[0m\n",
      "\u001b[32mCycle 35 lasts 3:03:52 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:10:52 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 1:53:32 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 3:07:04 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 2:19:28 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 2:45:25 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 1:59:28 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 2:58:49 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 2:11:29 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 2:33:59 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 2:50:40 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 2:35:16 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 1:18:49 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 2:08:38 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:07:38 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 2:12:58 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 2:26:14 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 2:03:55 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 2:25:21 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 1:58:54 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 2:09:55 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 1:59:28 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 1:20:23 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 2:10:32 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 2:04:18 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 2:57:45 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 3:03:10 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 2:51:12 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 2:43:17 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 2:48:59 hours \u001b[0m\n",
      "\u001b[31mCycle 67 lasts 2:10:32 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 3:09:15 hours \u001b[0m\n",
      "\u001b[32mCycle 69 lasts 3:13:50 hours \u001b[0m\n",
      "\u001b[31mCycle 70 lasts 2:51:10 hours \u001b[0m\n",
      "\u001b[32mCycle 71 lasts 3:07:04 hours \u001b[0m\n",
      "\u001b[31mCycle 72 lasts 1:20:23 hours \u001b[0m\n",
      "\u001b[31mCycle 73 lasts 2:35:58 hours \u001b[0m\n",
      "\n",
      "Min value is 4729, max_value is 12250\n",
      "\n",
      "Unit 3 has flight class: 2 (3-5 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 3:03:10 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 2:48:02 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 2:17:38 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 2:19:28 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 1:20:30 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 1:55:45 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 2:34:09 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 1:06:15 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 3:17:52 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 2:37:04 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 2:49:00 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 2:36:59 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 2:56:05 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 1:47:38 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:18:40 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 2:09:42 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 2:11:29 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 2:35:58 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:57:45 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 2:34:09 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 1:33:45 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 3:17:52 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 3:05:01 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 2:45:51 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 2:07:38 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 2:01:00 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 2:35:58 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 2:13:08 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 2:01:25 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 2:37:27 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 2:43:34 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 2:56:19 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 2:33:59 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 2:37:45 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 2:04:46 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:58:49 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 1:34:56 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 2:37:45 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 2:13:08 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 2:16:37 hours \u001b[0m\n",
      "\u001b[32mCycle 42 lasts 3:17:53 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 2:09:01 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 2:55:37 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 2:49:00 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 2:01:00 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 2:46:00 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 2:18:13 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 2:43:10 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 2:57:45 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:51:10 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 1:25:39 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 2:35:16 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 2:45:25 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 2:17:07 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 2:09:55 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 1:27:21 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 3:24:55 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 2:30:45 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 2:33:59 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 1:58:54 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 1:56:49 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 2:40:12 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 1:56:10 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 2:58:49 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 2:30:45 hours \u001b[0m\n",
      "\u001b[31mCycle 67 lasts 2:05:12 hours \u001b[0m\n",
      "\n",
      "Min value is 3975, max_value is 12295\n",
      "\n",
      "Unit 4 has flight class: 2 (3-5 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 1:59:51 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 1:56:10 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 2:47:33 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 2:19:28 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 3:10:06 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 2:14:14 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 2:26:24 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 2:45:25 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 2:04:18 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 2:45:51 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 2:47:49 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 2:37:45 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 1:37:33 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:04:46 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 2:25:21 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 2:47:33 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 2:28:47 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:51:12 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 2:26:57 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 2:39:54 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 2:40:12 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 2:54:08 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 2:48:02 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 2:35:16 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 1:59:51 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 2:26:24 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 2:24:00 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[32mCycle 30 lasts 3:08:43 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 1:32:42 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 1:51:13 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 2:10:06 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 2:10:06 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:49:58 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 2:43:17 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 2:56:05 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 2:26:49 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 2:25:21 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 2:43:10 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 3:17:53 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 2:26:24 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:43:17 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 2:07:38 hours \u001b[0m\n",
      "\u001b[32mCycle 53 lasts 3:03:52 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 2:32:35 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 2:07:38 hours \u001b[0m\n",
      "\u001b[32mCycle 56 lasts 3:01:56 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 2:19:09 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 2:34:09 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 2:49:00 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 2:15:49 hours \u001b[0m\n",
      "\n",
      "Min value is 5562, max_value is 11873\n",
      "\n",
      "Unit 5 has flight class: 1 (1-3 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 2 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 6 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 7 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 11 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 17 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 19 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 21 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 27 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 28 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 30 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 33 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 35 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 36 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 37 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 39 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 41 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 42 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 43 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 44 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 45 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 46 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 49 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 50 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 51 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 55 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 56 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 57 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 59 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 61 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 64 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 65 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 66 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[31mCycle 69 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 70 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 71 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 72 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 73 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 74 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 75 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 76 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 77 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 78 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 79 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 80 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 81 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 82 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[31mCycle 83 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 84 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 85 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 86 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 87 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 88 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 89 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 90 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 91 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 92 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 93 lasts 1:14:58 hours \u001b[0m\n",
      "\n",
      "Min value is 3121, max_value is 5677\n",
      "\n",
      "Unit 6 has flight class: 3 (5-7 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 5:37:23 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 4:41:12 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 2:47:09 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 4:42:10 hours \u001b[0m\n",
      "\u001b[32mCycle 6 lasts 5:37:23 hours \u001b[0m\n",
      "\u001b[32mCycle 7 lasts 5:25:20 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 3:40:29 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 4:50:13 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 4:11:13 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 4:42:10 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 3:47:55 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 3:18:33 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 4:41:06 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 4:49:59 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 4:50:13 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 3:18:43 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 4:18:26 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 4:41:31 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 4:22:52 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 3:44:46 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 4:01:38 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 3:05:33 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 3:23:06 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 3:53:05 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 4:23:35 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 5:37:23 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 3:28:37 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 5:14:05 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 5:14:05 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 4:18:26 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 3:47:59 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 4:16:52 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 4:55:30 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 3:47:55 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 4:21:14 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 3:47:09 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 2:58:46 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 4:23:35 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 4:18:26 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 3:58:18 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 2:58:28 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 4:35:03 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 4:40:14 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 4:04:40 hours \u001b[0m\n",
      "\u001b[32mCycle 50 lasts 5:37:23 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 4:29:29 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 3:47:09 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 3:19:26 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 4:41:31 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 4:26:38 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 4:40:48 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 2:46:15 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 4:40:48 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 2:52:20 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 3:30:21 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 3:18:33 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 5:38:14 hours \u001b[0m\n",
      "\n",
      "Min value is 9975, max_value is 20294\n",
      "\n",
      "Unit 7 has flight class: 2 (3-5 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 2:34:57 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 2:17:38 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 2:51:10 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 1:18:49 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 3:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 2:28:14 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 2:22:22 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 2:55:59 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 2:47:49 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 2:49:00 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 1:18:23 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 2:18:13 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 2:36:44 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 3:03:32 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:15:37 hours \u001b[0m\n",
      "\u001b[32mCycle 16 lasts 3:09:31 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 2:09:42 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 3:09:31 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:09:55 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 3:01:56 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 2:47:49 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 3:18:38 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 2:26:14 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 2:56:19 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 1:51:13 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 2:21:24 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 2:49:58 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 2:45:20 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 2:07:58 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 2:18:00 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 1:20:23 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 1:42:00 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 2:09:55 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 2:18:40 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 2:07:58 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 2:12:20 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:44:50 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 2:39:54 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 2:28:14 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 2:58:29 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 2:34:28 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 2:54:08 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 1:18:23 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 2:28:20 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 2:09:42 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 2:12:18 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 2:22:14 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 3:09:15 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 2:03:49 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 1:58:54 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:18:40 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 3:13:50 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 1:37:33 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 1:21:57 hours \u001b[0m\n",
      "\u001b[32mCycle 55 lasts 3:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 2:51:12 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 2:36:59 hours \u001b[0m\n",
      "\u001b[32mCycle 59 lasts 3:09:17 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 2:26:57 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 2:58:04 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 2:37:27 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 2:21:21 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 2:12:20 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 1:57:14 hours \u001b[0m\n",
      "\u001b[31mCycle 67 lasts 1:57:16 hours \u001b[0m\n",
      "\u001b[31mCycle 68 lasts 1:58:21 hours \u001b[0m\n",
      "\u001b[32mCycle 69 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 70 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[31mCycle 71 lasts 2:45:20 hours \u001b[0m\n",
      "\u001b[31mCycle 72 lasts 1:52:16 hours \u001b[0m\n",
      "\u001b[31mCycle 73 lasts 1:58:21 hours \u001b[0m\n",
      "\u001b[31mCycle 74 lasts 2:18:00 hours \u001b[0m\n",
      "\u001b[31mCycle 75 lasts 2:12:58 hours \u001b[0m\n",
      "\u001b[31mCycle 76 lasts 2:18:13 hours \u001b[0m\n",
      "\u001b[31mCycle 77 lasts 2:50:40 hours \u001b[0m\n",
      "\u001b[31mCycle 78 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 79 lasts 1:34:56 hours \u001b[0m\n",
      "\u001b[31mCycle 80 lasts 2:33:59 hours \u001b[0m\n",
      "\n",
      "Min value is 4703, max_value is 11918\n",
      "\n",
      "Unit 8 has flight class: 3 (5-7 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 4:41:06 hours \u001b[0m\n",
      "\u001b[32mCycle 2 lasts 5:14:05 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 4:00:20 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 4:41:06 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 4:41:14 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 4:16:52 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 3:55:26 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 3:37:29 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 3:37:29 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 4:48:28 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 4:09:14 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 3:05:33 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 4:15:30 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 4:41:06 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 3:53:05 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 3:04:30 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 5:30:45 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 4:08:22 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 4:15:41 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 4:15:41 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 4:33:48 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 5:30:45 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 4:10:53 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 3:05:39 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 3:40:29 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 3:58:18 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 3:05:33 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 3:14:37 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 4:06:01 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 5:28:14 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 3:48:50 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 2:58:46 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 4:12:33 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 4:29:29 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 3:37:29 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 3:27:02 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 4:55:30 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 3:28:37 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 4:49:17 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 4:41:31 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 4:04:10 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 4:33:48 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 3:07:31 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 4:25:11 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 5:30:45 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 3:44:46 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 4:31:25 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 3:05:39 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 4:26:05 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 4:32:02 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 3:47:48 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 4:27:31 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 2:28:46 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 4:41:14 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 4:26:39 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 4:01:38 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 4:26:38 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 4:04:10 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 4:38:46 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 5:14:05 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 4:41:14 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 4:49:17 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 4:31:25 hours \u001b[0m\n",
      "\u001b[31mCycle 67 lasts 4:36:10 hours \u001b[0m\n",
      "\u001b[31mCycle 68 lasts 4:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 69 lasts 4:41:31 hours \u001b[0m\n",
      "\u001b[31mCycle 70 lasts 3:59:39 hours \u001b[0m\n",
      "\u001b[31mCycle 71 lasts 4:23:35 hours \u001b[0m\n",
      "\n",
      "Min value is 8926, max_value is 19845\n",
      "\n",
      "Unit 9 has flight class: 1 (1-3 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 2 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 6 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 7 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 8 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 10 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 11 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 12 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 13 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 15 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 17 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 19 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 21 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 26 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 27 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 28 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 30 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 33 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 36 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 37 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 38 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 39 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 41 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 42 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 43 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 45 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 47 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 51 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 53 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 54 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 55 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 62 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 64 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 65 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 66 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 69 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 70 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 71 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 72 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[31mCycle 73 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 74 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[31mCycle 75 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 76 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 77 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 78 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[31mCycle 79 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 80 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 81 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 82 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 83 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 84 lasts 1:29:15 hours \u001b[0m\n",
      "\n",
      "Min value is 3121, max_value is 5677\n",
      "\n",
      "Unit 10 has flight class: 3 (5-7 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 4:37:33 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 4:55:30 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 4:27:31 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 4:01:12 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 3:48:00 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 4:29:29 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 4:41:12 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 3:41:22 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 3:40:29 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 3:38:05 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 4:48:10 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 3:56:25 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 3:50:17 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 4:41:12 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 3:52:06 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 2:40:49 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 4:05:41 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:47:09 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 3:59:17 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 3:37:54 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 3:14:37 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 4:10:53 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 4:32:02 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 3:38:05 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 3:52:06 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 3:07:31 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 4:09:37 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 3:07:20 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 4:10:53 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 5:37:39 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 3:55:34 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 3:21:06 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 4:41:12 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 4:06:40 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 4:11:13 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:40:49 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 4:33:48 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 3:47:55 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 4:20:35 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 4:09:14 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 4:59:09 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 4:08:22 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 4:50:13 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 3:05:33 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 3:48:00 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 4:04:10 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 3:19:37 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 4:26:38 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 4:49:24 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:47:09 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 3:47:48 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 3:47:48 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 4:37:33 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 3:48:50 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 4:40:14 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 4:09:14 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 4:09:14 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 3:47:48 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 5:29:53 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 3:18:43 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 4:15:30 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 2:54:05 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 4:31:25 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 3:43:54 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 3:28:37 hours \u001b[0m\n",
      "\n",
      "Min value is 9649, max_value is 20259\n",
      "\n",
      "Unit 11 has flight class: 3 (5-7 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 3:37:13 hours \u001b[0m\n",
      "\u001b[32mCycle 2 lasts 5:38:14 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 3:53:05 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 4:19:08 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 4:22:56 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 4:11:13 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 3:37:13 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 3:19:26 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 4:26:38 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 4:22:56 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 4:31:25 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 3:37:54 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 4:01:12 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 3:18:43 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 3:55:34 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 3:55:34 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 4:20:35 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 3:06:14 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 2:28:46 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 4:09:37 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 2:54:05 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 3:37:13 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 3:55:26 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 2:58:28 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 4:11:18 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 3:48:00 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 3:47:59 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 3:44:46 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 2:58:28 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 4:41:06 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 3:38:05 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 3:53:36 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 3:21:06 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 3:55:01 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 3:21:06 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 3:14:37 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 4:04:40 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 3:50:17 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 3:37:12 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 3:45:16 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 4:48:28 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 4:23:35 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 4:40:14 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 3:53:36 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 4:40:48 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 4:33:48 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 4:00:20 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 2:54:05 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 4:41:31 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 3:31:41 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 4:20:35 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 3:28:37 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 3:26:08 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 5:29:53 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 2:52:20 hours \u001b[0m\n",
      "\n",
      "Min value is 8926, max_value is 20294\n",
      "\n",
      "Unit 12 has flight class: 1 (1-3 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 2 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 8 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 11 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 12 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 13 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 15 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 16 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 17 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 19 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 21 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 25 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 27 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 28 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 33 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 34 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 35 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 36 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 37 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 38 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 39 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 41 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 43 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 44 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 45 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 47 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 50 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 51 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 54 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 56 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 57 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 59 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 62 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 66 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[31mCycle 69 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 70 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[31mCycle 71 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 72 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 73 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[31mCycle 74 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 75 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 76 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 77 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 78 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 79 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 80 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 81 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 82 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[32mCycle 83 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 84 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 85 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 86 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 87 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 88 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 89 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 90 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 91 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 92 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 93 lasts 1:34:37 hours \u001b[0m\n",
      "\n",
      "Min value is 3121, max_value is 5677\n",
      "\n",
      "Unit 13 has flight class: 3 (5-7 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 4:11:18 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 4:06:01 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 3:45:16 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 3:59:39 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 2:51:28 hours \u001b[0m\n",
      "\u001b[31mCycle 6 lasts 3:27:02 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 4:50:13 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 2:28:46 hours \u001b[0m\n",
      "\u001b[31mCycle 9 lasts 4:13:37 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 4:49:59 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 3:31:41 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 4:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 3:55:26 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 3:55:26 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:33:06 hours \u001b[0m\n",
      "\u001b[32mCycle 16 lasts 5:12:06 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 3:13:56 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 4:36:10 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:58:46 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 3:58:18 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 3:05:39 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 5:08:04 hours \u001b[0m\n",
      "\u001b[31mCycle 23 lasts 3:50:43 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 4:49:17 hours \u001b[0m\n",
      "\u001b[31mCycle 25 lasts 4:49:24 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 4:04:40 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 4:36:10 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 3:21:06 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 3:40:45 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 4:05:41 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 2:46:15 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 3:30:21 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 4:59:09 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 4:22:56 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 4:35:45 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 4:30:32 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 3:45:16 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 4:11:18 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 3:58:18 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 4:07:57 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 3:40:45 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 4:23:35 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 4:13:23 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 4:26:38 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 3:27:02 hours \u001b[0m\n",
      "\u001b[31mCycle 48 lasts 4:33:48 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 4:11:18 hours \u001b[0m\n",
      "\u001b[31mCycle 50 lasts 4:15:30 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 4:40:14 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 3:34:46 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 4:31:25 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 3:40:29 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 4:49:17 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 3:05:39 hours \u001b[0m\n",
      "\u001b[32mCycle 57 lasts 5:10:02 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 4:08:22 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 3:07:20 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 2:46:15 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 2:51:28 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 4:19:08 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 4:59:09 hours \u001b[0m\n",
      "\u001b[31mCycle 64 lasts 2:28:46 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 4:40:14 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 3:14:37 hours \u001b[0m\n",
      "\u001b[31mCycle 67 lasts 3:59:39 hours \u001b[0m\n",
      "\u001b[31mCycle 68 lasts 3:07:20 hours \u001b[0m\n",
      "\u001b[31mCycle 69 lasts 4:48:28 hours \u001b[0m\n",
      "\u001b[31mCycle 70 lasts 4:05:41 hours \u001b[0m\n",
      "\u001b[31mCycle 71 lasts 4:50:13 hours \u001b[0m\n",
      "\u001b[31mCycle 72 lasts 3:58:18 hours \u001b[0m\n",
      "\u001b[31mCycle 73 lasts 4:15:41 hours \u001b[0m\n",
      "\u001b[31mCycle 74 lasts 3:52:06 hours \u001b[0m\n",
      "\u001b[31mCycle 75 lasts 4:06:40 hours \u001b[0m\n",
      "\u001b[31mCycle 76 lasts 2:58:46 hours \u001b[0m\n",
      "\u001b[31mCycle 77 lasts 4:49:59 hours \u001b[0m\n",
      "\n",
      "Min value is 8926, max_value is 18726\n",
      "\n",
      "Unit 14 has flight class: 1 (1-3 hours)\n",
      "\n",
      "\u001b[32mCycle 1 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 3 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 4 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 5 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 6 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 7 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 8 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 10 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 11 lasts 1:14:22 hours \u001b[0m\n",
      "\u001b[32mCycle 12 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 13 lasts 1:03:34 hours \u001b[0m\n",
      "\u001b[32mCycle 14 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 15 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 17 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 18 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 19 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 20 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 21 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 22 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 24 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 25 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 26 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 27 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 28 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 29 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 31 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[31mCycle 32 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 34 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 35 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 36 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 37 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 38 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 39 lasts 1:22:38 hours \u001b[0m\n",
      "\u001b[32mCycle 40 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 41 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 42 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 44 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[31mCycle 45 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[32mCycle 46 lasts 1:09:41 hours \u001b[0m\n",
      "\u001b[32mCycle 47 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 50 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 52 lasts 1:24:29 hours \u001b[0m\n",
      "\u001b[32mCycle 53 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 54 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 55 lasts 1:17:40 hours \u001b[0m\n",
      "\u001b[32mCycle 56 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[31mCycle 57 lasts 0:55:36 hours \u001b[0m\n",
      "\u001b[32mCycle 58 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 59 lasts 1:02:30 hours \u001b[0m\n",
      "\u001b[31mCycle 60 lasts 0:58:24 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 0:52:01 hours \u001b[0m\n",
      "\u001b[32mCycle 62 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 63 lasts 1:14:55 hours \u001b[0m\n",
      "\u001b[32mCycle 64 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 65 lasts 1:29:38 hours \u001b[0m\n",
      "\u001b[32mCycle 66 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 68 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 69 lasts 1:25:30 hours \u001b[0m\n",
      "\u001b[32mCycle 70 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 71 lasts 1:14:58 hours \u001b[0m\n",
      "\u001b[32mCycle 72 lasts 1:03:16 hours \u001b[0m\n",
      "\u001b[32mCycle 73 lasts 1:29:15 hours \u001b[0m\n",
      "\u001b[32mCycle 74 lasts 1:06:48 hours \u001b[0m\n",
      "\u001b[32mCycle 75 lasts 1:34:37 hours \u001b[0m\n",
      "\u001b[32mCycle 76 lasts 1:17:40 hours \u001b[0m\n",
      "\n",
      "Min value is 3121, max_value is 5677\n",
      "\n",
      "Unit 15 has flight class: 2 (3-5 hours)\n",
      "\n",
      "\u001b[31mCycle 1 lasts 1:34:56 hours \u001b[0m\n",
      "\u001b[31mCycle 2 lasts 2:33:59 hours \u001b[0m\n",
      "\u001b[31mCycle 3 lasts 2:32:58 hours \u001b[0m\n",
      "\u001b[31mCycle 4 lasts 2:30:34 hours \u001b[0m\n",
      "\u001b[31mCycle 5 lasts 2:46:00 hours \u001b[0m\n",
      "\u001b[32mCycle 6 lasts 3:24:55 hours \u001b[0m\n",
      "\u001b[31mCycle 7 lasts 2:17:07 hours \u001b[0m\n",
      "\u001b[31mCycle 8 lasts 1:57:14 hours \u001b[0m\n",
      "\u001b[32mCycle 9 lasts 3:09:15 hours \u001b[0m\n",
      "\u001b[31mCycle 10 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 11 lasts 2:26:57 hours \u001b[0m\n",
      "\u001b[31mCycle 12 lasts 2:54:08 hours \u001b[0m\n",
      "\u001b[31mCycle 13 lasts 1:59:28 hours \u001b[0m\n",
      "\u001b[31mCycle 14 lasts 2:37:27 hours \u001b[0m\n",
      "\u001b[31mCycle 15 lasts 2:55:37 hours \u001b[0m\n",
      "\u001b[31mCycle 16 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 17 lasts 2:11:29 hours \u001b[0m\n",
      "\u001b[31mCycle 18 lasts 2:55:37 hours \u001b[0m\n",
      "\u001b[31mCycle 19 lasts 2:34:57 hours \u001b[0m\n",
      "\u001b[31mCycle 20 lasts 2:26:14 hours \u001b[0m\n",
      "\u001b[31mCycle 21 lasts 2:28:20 hours \u001b[0m\n",
      "\u001b[31mCycle 22 lasts 2:03:55 hours \u001b[0m\n",
      "\u001b[32mCycle 23 lasts 3:07:04 hours \u001b[0m\n",
      "\u001b[31mCycle 24 lasts 1:33:45 hours \u001b[0m\n",
      "\u001b[32mCycle 25 lasts 3:08:39 hours \u001b[0m\n",
      "\u001b[31mCycle 26 lasts 2:34:57 hours \u001b[0m\n",
      "\u001b[31mCycle 27 lasts 2:34:09 hours \u001b[0m\n",
      "\u001b[31mCycle 28 lasts 2:08:38 hours \u001b[0m\n",
      "\u001b[31mCycle 29 lasts 2:34:28 hours \u001b[0m\n",
      "\u001b[31mCycle 30 lasts 2:48:59 hours \u001b[0m\n",
      "\u001b[31mCycle 31 lasts 1:58:21 hours \u001b[0m\n",
      "\u001b[32mCycle 32 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 33 lasts 1:56:49 hours \u001b[0m\n",
      "\u001b[31mCycle 34 lasts 2:51:12 hours \u001b[0m\n",
      "\u001b[31mCycle 35 lasts 2:55:59 hours \u001b[0m\n",
      "\u001b[31mCycle 36 lasts 2:16:37 hours \u001b[0m\n",
      "\u001b[31mCycle 37 lasts 2:12:58 hours \u001b[0m\n",
      "\u001b[31mCycle 38 lasts 2:03:55 hours \u001b[0m\n",
      "\u001b[31mCycle 39 lasts 2:36:47 hours \u001b[0m\n",
      "\u001b[31mCycle 40 lasts 2:15:11 hours \u001b[0m\n",
      "\u001b[31mCycle 41 lasts 2:50:40 hours \u001b[0m\n",
      "\u001b[31mCycle 42 lasts 2:59:58 hours \u001b[0m\n",
      "\u001b[31mCycle 43 lasts 2:25:21 hours \u001b[0m\n",
      "\u001b[31mCycle 44 lasts 2:26:49 hours \u001b[0m\n",
      "\u001b[32mCycle 45 lasts 3:17:52 hours \u001b[0m\n",
      "\u001b[31mCycle 46 lasts 2:34:57 hours \u001b[0m\n",
      "\u001b[31mCycle 47 lasts 2:49:02 hours \u001b[0m\n",
      "\u001b[32mCycle 48 lasts 3:04:11 hours \u001b[0m\n",
      "\u001b[31mCycle 49 lasts 2:51:12 hours \u001b[0m\n",
      "\u001b[32mCycle 50 lasts 3:09:17 hours \u001b[0m\n",
      "\u001b[31mCycle 51 lasts 2:46:00 hours \u001b[0m\n",
      "\u001b[31mCycle 52 lasts 1:06:15 hours \u001b[0m\n",
      "\u001b[31mCycle 53 lasts 2:06:49 hours \u001b[0m\n",
      "\u001b[31mCycle 54 lasts 2:07:38 hours \u001b[0m\n",
      "\u001b[31mCycle 55 lasts 2:34:09 hours \u001b[0m\n",
      "\u001b[31mCycle 56 lasts 2:42:31 hours \u001b[0m\n",
      "\u001b[32mCycle 57 lasts 3:07:04 hours \u001b[0m\n",
      "\u001b[31mCycle 58 lasts 1:32:42 hours \u001b[0m\n",
      "\u001b[31mCycle 59 lasts 2:58:04 hours \u001b[0m\n",
      "\u001b[32mCycle 60 lasts 3:04:28 hours \u001b[0m\n",
      "\u001b[31mCycle 61 lasts 2:25:21 hours \u001b[0m\n",
      "\u001b[31mCycle 62 lasts 2:42:31 hours \u001b[0m\n",
      "\u001b[31mCycle 63 lasts 1:58:21 hours \u001b[0m\n",
      "\u001b[32mCycle 64 lasts 3:05:01 hours \u001b[0m\n",
      "\u001b[31mCycle 65 lasts 2:39:10 hours \u001b[0m\n",
      "\u001b[31mCycle 66 lasts 2:55:59 hours \u001b[0m\n",
      "\u001b[32mCycle 67 lasts 3:03:55 hours \u001b[0m\n",
      "\n",
      "Min value is 3975, max_value is 12295\n"
     ]
    }
   ],
   "source": [
    "# Sampling rate in Hz\n",
    "hertz = 1\n",
    "\n",
    "for unit in list(dev['Unit'].unique()):\n",
    "        \n",
    "    in_h = unit_data[unit]['Class'].unique()[0] * 2 - 1\n",
    "    end_h = in_h + 2\n",
    "    \n",
    "    print(f\"\\nUnit {unit} has flight class: {unit_data[unit]['Class'].unique()[0]} ({in_h}-{end_h} hours)\\n\")\n",
    "    \n",
    "    max_v = 0\n",
    "    min_v = len(dev)\n",
    "\n",
    "    for cycle in  range (1, unit_data[unit][\"Cycle\"].iloc[-1] + 1):\n",
    "\n",
    "        cycle_len = len(unit_data[unit][unit_data[unit][\"Cycle\"] == cycle])\n",
    "        \n",
    "        if cycle_len >= max_v:\n",
    "            max_v = cycle_len\n",
    "            \n",
    "        if cycle_len <= min_v:\n",
    "            min_v = cycle_len\n",
    "        \n",
    "        time = str(datetime.timedelta(seconds= cycle_len // hertz)) \n",
    "               \n",
    "        if int(time[0]) >= in_h and int(time[0]) <= end_h:\n",
    "            print(colored(f\"Cycle {cycle} lasts {time} hours \", 'green'))\n",
    "        else:\n",
    "            print(colored(f\"Cycle {cycle} lasts {time} hours \", 'red'))\n",
    "    \n",
    "    print(f'\\nMin value is {min_v}, max_value is {max_v}')\n",
    "        \n",
    "for unit in list(test['Unit'].unique()):\n",
    "        \n",
    "    in_h = unit_data[unit]['Class'].unique()[0] * 2 - 1\n",
    "    end_h = in_h + 2\n",
    "    \n",
    "    print(f\"\\nUnit {unit} has flight class: {unit_data[unit]['Class'].unique()[0]} ({in_h}-{end_h} hours)\\n\")\n",
    "    \n",
    "    max_v = 0\n",
    "    min_v = len(dev)\n",
    "    \n",
    "    for cycle in  range (1, unit_data[unit][\"Cycle\"].iloc[-1] + 1):\n",
    "\n",
    "        cycle_len = len(unit_data[unit][unit_data[unit][\"Cycle\"] == cycle])\n",
    "        \n",
    "        if cycle_len >= max_v:\n",
    "            max_v = cycle_len\n",
    "            \n",
    "        if cycle_len <= min_v:\n",
    "            min_v = cycle_len\n",
    "        \n",
    "        time = str(datetime.timedelta(seconds= cycle_len // hertz)) \n",
    "        \n",
    "        if int(time[0]) >= in_h and int(time[0]) <= end_h:\n",
    "            print(colored(f\"Cycle {cycle} lasts {time} hours \", 'green'))\n",
    "        else:\n",
    "            print(colored(f\"Cycle {cycle} lasts {time} hours \", 'red'))\n",
    "        \n",
    "    print(f'\\nMin value is {min_v}, max_value is {max_v}')\n"
   ]
  },
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