{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Colab Setup (Run this first)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: packaging>=19.0 in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from astropy==6.1.7->litebird_sim) (25.0)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from rich) (4.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from rich) (2.19.2)\n",
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      "Requirement already satisfied: setuptools in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from markdown-katex>=202406.1035->litebird_sim) (80.9.0)\n",
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      "Requirement already satisfied: cffi>=2.0.0 in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from cryptography>=3.4.0->pyjwt[crypto]>=2.4.0->pygithub>=2.6.1->litebird_sim) (2.0.0)\n",
      "Requirement already satisfied: pycparser in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from cffi>=2.0.0->cryptography>=3.4.0->pyjwt[crypto]>=2.4.0->pygithub>=2.6.1->litebird_sim) (2.23)\n",
      "Requirement already satisfied: toml in /opt/homebrew/Caskroom/miniconda/base/envs/litebird_sim/lib/python3.13/site-packages (from pysm3>=3.4.2->litebird_sim) (0.10.2)\n"
     ]
    }
   ],
   "source": [
    "!pip install litebird_sim rich"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2",
   "metadata": {},
   "source": [
    "# `litebird_sim` IMo interface\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3",
   "metadata": {},
   "source": [
    "To run this notebook, you have several options:\n",
    "\n",
    "-   If you are running this under Binder, you should already be set!\n",
    "-   If you are running this under Google Colab, be sure to run the cell with `!pip install…` that is right above the title.\n",
    "-   If you are running this locally, you should first create and activate a new virtual environment with the commands\n",
    "\n",
    "    ```\n",
    "    python -m venv ./my_venv\n",
    "    source ./my_venv/bin/activate\n",
    "    ```\n",
    "\n",
    "    (you can use Conda environments, if you prefer) and install Jupyter and litebird_sim in it:\n",
    "\n",
    "    ```\n",
    "    pip install jupyter litebird_sim\n",
    "    ```\n",
    "\n",
    "    If you have a local copy of the `litebird_sim` repository cloned from <https://github.com/litebird/litebird_sim> (e.g., because you're part of the Simulation Team!), you can use a _development install_ instead:\n",
    "\n",
    "    ```\n",
    "    cd /my/local/copy/litebird_sim\n",
    "    pip install -e .\n",
    "    ```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4",
   "metadata": {},
   "source": [
    "## Set up the environment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using this file, we can use \"import litebird_sim\" even if it is not installed system-wide"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6",
   "metadata": {},
   "source": [
    "We start by importing a few libraries that will be useful in this notebook.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import litebird_sim as lbs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/Users/luca/Documents/Universita/litebird/simteam/codes/litebird_sim/litebird_sim/default_imo/schema.json.gz')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lbs.PTEP_IMO_LOCATION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9",
   "metadata": {},
   "source": [
    "## Parameters of the simulation\n",
    "\n",
    "We will simulate a pair of 140 GHz LFT detectors. Their definition will be taken from the LiteBIRD Instrument MOdel (IMO) version vPTEP (**new!**), and we will simulate 1 year of observation. See the [documentation](https://litebird-sim.readthedocs.io/en/latest/simulations.html#simulations) for more details about the input parameters.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10",
   "metadata": {},
   "outputs": [],
   "source": [
    "telescope = \"LFT\"\n",
    "channel = \"L4-140\"\n",
    "detector = \"000_001_017_QB_140_T\"\n",
    "\n",
    "imo_version = \"vPTEP\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11",
   "metadata": {},
   "source": [
    "To use the IMO bundled in `litebird_sim`, one needs to do the following:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12",
   "metadata": {},
   "outputs": [],
   "source": [
    "imo = lbs.Imo(flatfile_location=lbs.PTEP_IMO_LOCATION)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13",
   "metadata": {},
   "source": [
    "Otherwise, if you want to install the IMO, follow the instructions [in the IMO documentation](https://litebird-sim.readthedocs.io/en/master/imo.html#configuring-the-imo). You can install the IMO with the command `python -m litebird_sim.install_imo` with the [schema.json](https://github.com/litebird/litebird_sim/tree/master/default_imo) in `litebird_sim` or with any other local copy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14",
   "metadata": {},
   "outputs": [],
   "source": [
    "# here we load the IMo\n",
    "imo = lbs.Imo()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15",
   "metadata": {},
   "source": [
    "litebird_sim provides classes that mirrores all the Quantities in the imo\n",
    "\n",
    "Let's start from the Scanning strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16",
   "metadata": {},
   "outputs": [],
   "source": [
    "scan = lbs.SpinningScanningStrategy.from_imo(\n",
    "    imo,\n",
    "    f\"/releases/{imo_version}/satellite/scanning_parameters\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17",
   "metadata": {},
   "source": [
    "Let's see the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'spin_sun_angle_rad': 0.7853981633974483,\n",
       " 'precession_rate_hz': 8.664850513998931e-05,\n",
       " 'spin_rate_hz': 0.0008333333333333334,\n",
       " 'start_time': <Time object: scale='tdb' format='iso' value=2027-01-01 00:00:00.000>}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scan.__dict__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19",
   "metadata": {},
   "source": [
    "For the InstrumentInfo is very similar "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20",
   "metadata": {},
   "outputs": [],
   "source": [
    "intrument = lbs.InstrumentInfo.from_imo(\n",
    "    imo,\n",
    "    f\"/releases/{imo_version}/satellite/{telescope}/instrument_info\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21",
   "metadata": {},
   "source": [
    "Here the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'LFT',\n",
       " 'boresight_rotangle_rad': 0.0,\n",
       " 'spin_boresight_angle_rad': 0.8726646259971648,\n",
       " 'spin_rotangle_rad': 0.0,\n",
       " 'hwp_rpm': 46.0,\n",
       " 'number_of_channels': 12,\n",
       " 'channel_names': ['L1-040',\n",
       "  'L2-050',\n",
       "  'L1-060',\n",
       "  'L3-068',\n",
       "  'L2-068',\n",
       "  'L4-078',\n",
       "  'L1-078',\n",
       "  'L3-089',\n",
       "  'L2-089',\n",
       "  'L4-100',\n",
       "  'L3-119',\n",
       "  'L4-140'],\n",
       " 'channel_objs': [UUID('980a0868-93bc-4fc9-96bd-86b1089b08ea'),\n",
       "  UUID('c505d51e-f8aa-489d-b578-cfed07dfabec'),\n",
       "  UUID('16398281-a26b-4205-bb8a-77a0f5e51e79'),\n",
       "  UUID('56a92378-9255-4a19-b16a-dc6aebb68090'),\n",
       "  UUID('ae2bc415-9920-4975-9dbb-06b5c4d2dc57'),\n",
       "  UUID('dfa615df-59d0-486d-af4e-03cd81c1e38e'),\n",
       "  UUID('0b986a12-9288-4be9-9e39-aa7e969f3fd9'),\n",
       "  UUID('37b9d936-7bd4-407f-9d3b-eb719e06d199'),\n",
       "  UUID('92fa4958-ed06-4ce2-84ed-9f3855fbb567'),\n",
       "  UUID('488b7cb6-730c-481c-bfb3-a6c52f3ac815'),\n",
       "  UUID('37fab5db-c305-4ede-988f-1b0dfa783037'),\n",
       "  UUID('77305cb2-1f1c-40df-a3ab-59df182e27d2')],\n",
       " 'wafer_names': [],\n",
       " 'wafer_space_cm': 0.0,\n",
       " 'bore2spin_quat': <litebird_sim.scanning.RotQuaternion at 0x1408ad550>}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intrument.__dict__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23",
   "metadata": {},
   "outputs": [],
   "source": [
    "chinfo = lbs.FreqChannelInfo.from_imo(\n",
    "    imo=imo,\n",
    "    url=f\"/releases/{imo_version}/satellite/{telescope}/{channel}/channel_info\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bandcenter_ghz': 140.0,\n",
       " 'channel': 'L4-140',\n",
       " 'bandwidth_ghz': 42.0,\n",
       " 'band_freqs_ghz': array([ 98.        ,  98.66141732,  99.32283465,  99.98425197,\n",
       "        100.64566929, 101.30708661, 101.96850394, 102.62992126,\n",
       "        103.29133858, 103.95275591, 104.61417323, 105.27559055,\n",
       "        105.93700787, 106.5984252 , 107.25984252, 107.92125984,\n",
       "        108.58267717, 109.24409449, 109.90551181, 110.56692913,\n",
       "        111.22834646, 111.88976378, 112.5511811 , 113.21259843,\n",
       "        113.87401575, 114.53543307, 115.19685039, 115.85826772,\n",
       "        116.51968504, 117.18110236, 117.84251969, 118.50393701,\n",
       "        119.16535433, 119.82677165, 120.48818898, 121.1496063 ,\n",
       "        121.81102362, 122.47244094, 123.13385827, 123.79527559,\n",
       "        124.45669291, 125.11811024, 125.77952756, 126.44094488,\n",
       "        127.1023622 , 127.76377953, 128.42519685, 129.08661417,\n",
       "        129.7480315 , 130.40944882, 131.07086614, 131.73228346,\n",
       "        132.39370079, 133.05511811, 133.71653543, 134.37795276,\n",
       "        135.03937008, 135.7007874 , 136.36220472, 137.02362205,\n",
       "        137.68503937, 138.34645669, 139.00787402, 139.66929134,\n",
       "        140.33070866, 140.99212598, 141.65354331, 142.31496063,\n",
       "        142.97637795, 143.63779528, 144.2992126 , 144.96062992,\n",
       "        145.62204724, 146.28346457, 146.94488189, 147.60629921,\n",
       "        148.26771654, 148.92913386, 149.59055118, 150.2519685 ,\n",
       "        150.91338583, 151.57480315, 152.23622047, 152.8976378 ,\n",
       "        153.55905512, 154.22047244, 154.88188976, 155.54330709,\n",
       "        156.20472441, 156.86614173, 157.52755906, 158.18897638,\n",
       "        158.8503937 , 159.51181102, 160.17322835, 160.83464567,\n",
       "        161.49606299, 162.15748031, 162.81889764, 163.48031496,\n",
       "        164.14173228, 164.80314961, 165.46456693, 166.12598425,\n",
       "        166.78740157, 167.4488189 , 168.11023622, 168.77165354,\n",
       "        169.43307087, 170.09448819, 170.75590551, 171.41732283,\n",
       "        172.07874016, 172.74015748, 173.4015748 , 174.06299213,\n",
       "        174.72440945, 175.38582677, 176.04724409, 176.70866142,\n",
       "        177.37007874, 178.03149606, 178.69291339, 179.35433071,\n",
       "        180.01574803, 180.67716535, 181.33858268, 182.        ]),\n",
       " 'band_weights': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0.]),\n",
       " 'net_detector_ukrts': 38.44,\n",
       " 'net_channel_ukrts': 3.581435543962163,\n",
       " 'pol_sensitivity_channel_ukarcmin': 7.2452596353211804,\n",
       " 'sampling_rate_hz': 31.0,\n",
       " 'fwhm_arcmin': 23.7,\n",
       " 'ellipticity': 1.0,\n",
       " 'psi_rad': 0.0,\n",
       " 'fknee_mhz': 20.0,\n",
       " 'fmin_hz': 0.01,\n",
       " 'alpha': 1.0,\n",
       " 'number_of_detectors': 144,\n",
       " 'detector_names': ['000_001_000_QA_140_T',\n",
       "  '000_001_000_QA_140_B',\n",
       "  '000_001_001_QB_140_T',\n",
       "  '000_001_001_QB_140_B',\n",
       "  '000_001_002_UA_140_T',\n",
       "  '000_001_002_UA_140_B',\n",
       "  '000_001_003_UB_140_T',\n",
       "  '000_001_003_UB_140_B',\n",
       "  '000_001_004_QA_140_T',\n",
       "  '000_001_004_QA_140_B',\n",
       "  '000_001_005_QB_140_T',\n",
       "  '000_001_005_QB_140_B',\n",
       "  '000_001_006_UA_140_T',\n",
       "  '000_001_006_UA_140_B',\n",
       "  '000_001_007_UB_140_T',\n",
       "  '000_001_007_UB_140_B',\n",
       "  '000_001_008_QA_140_T',\n",
       "  '000_001_008_QA_140_B',\n",
       "  '000_001_009_QB_140_T',\n",
       "  '000_001_009_QB_140_B',\n",
       "  '000_001_010_UA_140_T',\n",
       "  '000_001_010_UA_140_B',\n",
       "  '000_001_011_UB_140_T',\n",
       "  '000_001_011_UB_140_B',\n",
       "  '000_001_012_QA_140_T',\n",
       "  '000_001_012_QA_140_B',\n",
       "  '000_001_013_QB_140_T',\n",
       "  '000_001_013_QB_140_B',\n",
       "  '000_001_014_UA_140_T',\n",
       "  '000_001_014_UA_140_B',\n",
       "  '000_001_015_UB_140_T',\n",
       "  '000_001_015_UB_140_B',\n",
       "  '000_001_016_QA_140_T',\n",
       "  '000_001_016_QA_140_B',\n",
       "  '000_001_017_QB_140_T',\n",
       "  '000_001_017_QB_140_B',\n",
       "  '000_002_000_QB_140_T',\n",
       "  '000_002_000_QB_140_B',\n",
       "  '000_002_001_QA_140_T',\n",
       "  '000_002_001_QA_140_B',\n",
       "  '000_002_002_UB_140_T',\n",
       "  '000_002_002_UB_140_B',\n",
       "  '000_002_003_UA_140_T',\n",
       "  '000_002_003_UA_140_B',\n",
       "  '000_002_004_QB_140_T',\n",
       "  '000_002_004_QB_140_B',\n",
       "  '000_002_005_QA_140_T',\n",
       "  '000_002_005_QA_140_B',\n",
       "  '000_002_006_UB_140_T',\n",
       "  '000_002_006_UB_140_B',\n",
       "  '000_002_007_UA_140_T',\n",
       "  '000_002_007_UA_140_B',\n",
       "  '000_002_008_QB_140_T',\n",
       "  '000_002_008_QB_140_B',\n",
       "  '000_002_009_QA_140_T',\n",
       "  '000_002_009_QA_140_B',\n",
       "  '000_002_010_UB_140_T',\n",
       "  '000_002_010_UB_140_B',\n",
       "  '000_002_011_UA_140_T',\n",
       "  '000_002_011_UA_140_B',\n",
       "  '000_002_012_QB_140_T',\n",
       "  '000_002_012_QB_140_B',\n",
       "  '000_002_013_QA_140_T',\n",
       "  '000_002_013_QA_140_B',\n",
       "  '000_002_014_UB_140_T',\n",
       "  '000_002_014_UB_140_B',\n",
       "  '000_002_015_UA_140_T',\n",
       "  '000_002_015_UA_140_B',\n",
       "  '000_002_016_QB_140_T',\n",
       "  '000_002_016_QB_140_B',\n",
       "  '000_002_017_QA_140_T',\n",
       "  '000_002_017_QA_140_B',\n",
       "  '000_005_018_UB_140_T',\n",
       "  '000_005_018_UB_140_B',\n",
       "  '000_005_019_UA_140_T',\n",
       "  '000_005_019_UA_140_B',\n",
       "  '000_005_020_QB_140_T',\n",
       "  '000_005_020_QB_140_B',\n",
       "  '000_005_021_QA_140_T',\n",
       "  '000_005_021_QA_140_B',\n",
       "  '000_005_022_UB_140_T',\n",
       "  '000_005_022_UB_140_B',\n",
       "  '000_005_023_UA_140_T',\n",
       "  '000_005_023_UA_140_B',\n",
       "  '000_005_024_QB_140_T',\n",
       "  '000_005_024_QB_140_B',\n",
       "  '000_005_025_QA_140_T',\n",
       "  '000_005_025_QA_140_B',\n",
       "  '000_005_026_UB_140_T',\n",
       "  '000_005_026_UB_140_B',\n",
       "  '000_005_027_UA_140_T',\n",
       "  '000_005_027_UA_140_B',\n",
       "  '000_005_028_QB_140_T',\n",
       "  '000_005_028_QB_140_B',\n",
       "  '000_005_029_QA_140_T',\n",
       "  '000_005_029_QA_140_B',\n",
       "  '000_005_030_UB_140_T',\n",
       "  '000_005_030_UB_140_B',\n",
       "  '000_005_031_UA_140_T',\n",
       "  '000_005_031_UA_140_B',\n",
       "  '000_005_032_QB_140_T',\n",
       "  '000_005_032_QB_140_B',\n",
       "  '000_005_033_QA_140_T',\n",
       "  '000_005_033_QA_140_B',\n",
       "  '000_005_034_UB_140_T',\n",
       "  '000_005_034_UB_140_B',\n",
       "  '000_005_035_UA_140_T',\n",
       "  '000_005_035_UA_140_B',\n",
       "  '000_006_018_UA_140_T',\n",
       "  '000_006_018_UA_140_B',\n",
       "  '000_006_019_UB_140_T',\n",
       "  '000_006_019_UB_140_B',\n",
       "  '000_006_020_QA_140_T',\n",
       "  '000_006_020_QA_140_B',\n",
       "  '000_006_021_QB_140_T',\n",
       "  '000_006_021_QB_140_B',\n",
       "  '000_006_022_UA_140_T',\n",
       "  '000_006_022_UA_140_B',\n",
       "  '000_006_023_UB_140_T',\n",
       "  '000_006_023_UB_140_B',\n",
       "  '000_006_024_QA_140_T',\n",
       "  '000_006_024_QA_140_B',\n",
       "  '000_006_025_QB_140_T',\n",
       "  '000_006_025_QB_140_B',\n",
       "  '000_006_026_UA_140_T',\n",
       "  '000_006_026_UA_140_B',\n",
       "  '000_006_027_UB_140_T',\n",
       "  '000_006_027_UB_140_B',\n",
       "  '000_006_028_QA_140_T',\n",
       "  '000_006_028_QA_140_B',\n",
       "  '000_006_029_QB_140_T',\n",
       "  '000_006_029_QB_140_B',\n",
       "  '000_006_030_UA_140_T',\n",
       "  '000_006_030_UA_140_B',\n",
       "  '000_006_031_UB_140_T',\n",
       "  '000_006_031_UB_140_B',\n",
       "  '000_006_032_QA_140_T',\n",
       "  '000_006_032_QA_140_B',\n",
       "  '000_006_033_QB_140_T',\n",
       "  '000_006_033_QB_140_B',\n",
       "  '000_006_034_UA_140_T',\n",
       "  '000_006_034_UA_140_B',\n",
       "  '000_006_035_UB_140_T',\n",
       "  '000_006_035_UB_140_B'],\n",
       " 'detector_objs': [UUID('f77095ee-1444-4be9-926f-be1faa3c40e4'),\n",
       "  UUID('054f432b-bec5-47f9-97a9-c35ce4b18d56'),\n",
       "  UUID('e8f13eee-76c8-411c-b14f-7f781c3a94ff'),\n",
       "  UUID('8f1df00b-e724-4456-a7a4-97970a6f7651'),\n",
       "  UUID('c2f870cc-eb65-45a8-95fb-4e5bae54b092'),\n",
       "  UUID('ae894ebb-5a03-4222-b71e-85e4dd3f2a63'),\n",
       "  UUID('868b52d9-941b-47bd-97b5-b82e0d6b0e08'),\n",
       "  UUID('e49cf1f4-9f88-4f58-9362-1f22ce57d917'),\n",
       "  UUID('5b12e62b-09d5-42f5-b763-79e3e431430f'),\n",
       "  UUID('d8818be2-5563-4f2f-9084-15bf7dfa3532'),\n",
       "  UUID('1a0b7fe3-746d-41fd-abec-176ce84a78e4'),\n",
       "  UUID('31fb6785-8600-4708-8ee9-693eaabf81f2'),\n",
       "  UUID('2faacfc4-285a-4e8f-bb41-eed713cbf1f5'),\n",
       "  UUID('e7a034fe-3061-45de-a101-b3c3b9c525e6'),\n",
       "  UUID('a5115a89-a360-4d46-b362-69a002ddb94e'),\n",
       "  UUID('142e1466-0107-4423-80ec-8b5b0df30c6f'),\n",
       "  UUID('6f4d660b-c9b6-4970-82cd-5b7f2f92d496'),\n",
       "  UUID('c1c74dff-08bc-4892-b5bc-3e1d964b1965'),\n",
       "  UUID('5534a3d1-b4da-4b91-8dbb-1d2874ac9fca'),\n",
       "  UUID('188db71d-5a46-4e11-a1f3-c7c69354fb26'),\n",
       "  UUID('0bc16fe4-bdc4-4579-b021-60248e8f1e27'),\n",
       "  UUID('5a2a0c74-97e4-4a4b-8d54-d79b07bfeb56'),\n",
       "  UUID('755ee7b3-32e5-4a80-b530-6ce1ffb2c78c'),\n",
       "  UUID('6191da98-70ad-40fc-8166-8d6f50bbf67b'),\n",
       "  UUID('1a8c96b3-d0df-46a2-9882-a3a4558c1879'),\n",
       "  UUID('dbf7dbd1-2e5b-421e-a15f-4f2c977e39ad'),\n",
       "  UUID('e4531260-0b2c-4d63-958a-efb7cee1484d'),\n",
       "  UUID('21c76112-838b-4493-add6-83a3d71c9ee3'),\n",
       "  UUID('a7a7d715-b3cc-46a0-914b-27446e28f618'),\n",
       "  UUID('e9a20547-8635-41d0-992f-2da65b426f57'),\n",
       "  UUID('c1424b8e-be0a-48ad-b627-00446ecfe768'),\n",
       "  UUID('86e849b5-9548-41f1-a357-edc9d0acb87c'),\n",
       "  UUID('4f47d3df-c67f-480f-b683-31d8633f4cb5'),\n",
       "  UUID('2acdb532-a38a-4f10-875b-dda64a04b721'),\n",
       "  UUID('6c78d7ca-1056-4bfe-ab26-fcbc844a0065'),\n",
       "  UUID('14a68167-f20f-4ac2-a06b-8e77fdcd8a1e'),\n",
       "  UUID('ff85ea99-47ed-4e2b-8a9e-de25a42ff3dd'),\n",
       "  UUID('09190816-34c9-4902-844e-ab4e4254fd75'),\n",
       "  UUID('9537af9e-c513-448c-a7cd-b75e3261e4eb'),\n",
       "  UUID('1637c34f-a59a-40f5-85d7-a3eb44f3d938'),\n",
       "  UUID('9ed7a5c5-96d3-473f-8df9-691ecaa15b2f'),\n",
       "  UUID('627e806b-a5bd-47d2-a79b-09bc0587257a'),\n",
       "  UUID('379bf5d7-4271-4d5e-8dbf-c963d0147214'),\n",
       "  UUID('1945d114-a961-4bc0-bb4a-8cd9b6f2ab16'),\n",
       "  UUID('9e0d99ca-a65c-4733-9689-68ddaad04765'),\n",
       "  UUID('cc01ec0e-8823-4aec-8efc-0ef5dece8026'),\n",
       "  UUID('b9feb436-8722-4773-901d-84102d48c2e3'),\n",
       "  UUID('949cc599-3d3e-4229-bb60-f8b2619960ba'),\n",
       "  UUID('7f6236c7-5d4f-456f-bc9b-18314abcdbfb'),\n",
       "  UUID('d7dea721-6871-4fb4-ae69-312f548735f2'),\n",
       "  UUID('13077b8f-b2e6-4b59-995a-f0a8c3013873'),\n",
       "  UUID('b7b35915-aaea-4c66-abd6-c17ee74e013d'),\n",
       "  UUID('bc0b5c5d-4bb8-44a3-b0ff-19df5abaf562'),\n",
       "  UUID('21d859ad-29c4-4fce-83e6-3a88995e94b6'),\n",
       "  UUID('8f4973a3-5fbd-4a0d-80ba-6416408dda42'),\n",
       "  UUID('06997a09-9baa-4635-bf32-7dd40f3d07f9'),\n",
       "  UUID('356dc9f9-d4de-42cc-bfa6-29b65406139b'),\n",
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       "  UUID('1c796af4-760e-4ac6-a473-2be663e80547'),\n",
       "  UUID('476a287c-7e73-4f32-9527-f3119e150ad7'),\n",
       "  UUID('ac499d2d-e987-4eef-b6d3-9c9b9ec8fc5f'),\n",
       "  UUID('7e30f4e5-5d14-4cb3-bf12-c77cac8a558d'),\n",
       "  UUID('a13fd5e8-9b9d-46de-ba5c-bccb8e10b74a'),\n",
       "  UUID('88c24ed6-21da-49bb-a5cc-29e722781768'),\n",
       "  UUID('99958c67-2266-4268-b4a4-fa828e82b281'),\n",
       "  UUID('eb0be8bd-ec25-4324-844c-6c442828d53c'),\n",
       "  UUID('dcabacec-2b93-4733-8a59-fb9106b80162'),\n",
       "  UUID('097c8700-2072-43b9-a66c-cd9d8943759d'),\n",
       "  UUID('e8fd8ac6-d36d-41b4-a363-db9cb2b39880'),\n",
       "  UUID('d52e4d1c-8ad3-481c-aff4-3ca46141104e'),\n",
       "  UUID('ee69d142-3a69-463e-ba8a-d3ffc4368406'),\n",
       "  UUID('4c902ef9-9098-463e-858e-aad06525f563'),\n",
       "  UUID('d74b7863-f1b1-4410-bc87-46ba4028519c'),\n",
       "  UUID('55f9c8af-6d80-46fb-a214-71bed62c73b8'),\n",
       "  UUID('39fa44e9-3a2a-4059-bbe2-da7818dbbe9b'),\n",
       "  UUID('46ecbe50-2510-4a8a-8a0a-4b24bcc73a47'),\n",
       "  UUID('ab16ea9d-8f2f-4680-bc1b-ec06a1f24bb2'),\n",
       "  UUID('ef271dcf-2d04-4a79-9df7-113082101268'),\n",
       "  UUID('b3f05beb-64b1-4440-9c0c-b600918c4513'),\n",
       "  UUID('932fd773-6429-4d34-a692-ce2b1a5e90c5'),\n",
       "  UUID('6390d644-fb66-4a69-96ec-74ed87fc5e8e'),\n",
       "  UUID('802d3b84-3eee-45fc-a015-c02e1f18df87'),\n",
       "  UUID('c0ff0020-c47d-4671-980d-ad7571ab251e'),\n",
       "  UUID('87c7af2c-d995-4cd8-b791-667d3817bc3d'),\n",
       "  UUID('a6a0c901-eb91-42ae-8c01-ba7bf4baab8c'),\n",
       "  UUID('8399653e-95b3-46ed-978f-d78ae2f531b8'),\n",
       "  UUID('aef0b912-d447-42dc-8ae7-eacdda65d988'),\n",
       "  UUID('2c41360d-8d72-4606-a4fb-4b3317faca1b'),\n",
       "  UUID('f33c6c8d-1e3f-4648-8711-32931caad753'),\n",
       "  UUID('f7ec83fa-e8a0-47fd-9939-d391070b1330'),\n",
       "  UUID('8305a37b-c1a7-41e5-8da6-e446a546d905'),\n",
       "  UUID('d1676f67-4003-4327-960a-93f8b7bb74ce'),\n",
       "  UUID('f70ee8c1-d14c-4f27-a0a6-fc97913b8dc2'),\n",
       "  UUID('53d9dd33-4a67-4319-bd94-f4e6f7241de7'),\n",
       "  UUID('f1e3d470-2f37-4e96-965e-d0970526b044'),\n",
       "  UUID('113e4f83-7539-4dfc-bdfa-418e148c0315'),\n",
       "  UUID('d65e5c9b-55b2-4082-bcb8-cff3472319ee'),\n",
       "  UUID('cbed8667-4723-4ca0-9951-1f4e758e315f'),\n",
       "  UUID('9eb95cf5-eeea-4da3-88e8-f606d271930d'),\n",
       "  UUID('cc0bc479-9e7f-4bdb-aeee-b357e44d9ec5'),\n",
       "  UUID('705f0e0e-2497-4678-a99f-a2cbbc21a2a7'),\n",
       "  UUID('86a050dd-c44a-4d92-8957-2ee5b2420fe0'),\n",
       "  UUID('01a33749-bdd6-43c2-bd3d-851fe61f0dcc'),\n",
       "  UUID('12063c88-077c-4a64-aef2-c76ff9b9fb09'),\n",
       "  UUID('68d8e89d-00e7-4bf3-ba96-ab47b251ac18'),\n",
       "  UUID('fefce95c-f2e9-42db-b6bd-cb1478b2982b'),\n",
       "  UUID('6b279026-e266-4459-8912-3a7cbc8e5524'),\n",
       "  UUID('7d9016ed-045b-4692-ab7c-285054653052'),\n",
       "  UUID('c6780ce4-6026-4381-9441-b9d63bb9b9e9'),\n",
       "  UUID('1279ad37-4ab3-4e1b-a61a-9f4451ae5efd'),\n",
       "  UUID('4146569d-0483-45d8-8426-6dec3f667ffa'),\n",
       "  UUID('d96c3cc5-b72f-4523-821f-7a306fcb708f'),\n",
       "  UUID('5c4e314d-92e1-450f-9535-37819ffeb4c9'),\n",
       "  UUID('caf9ab04-089c-480c-bfeb-13b9de9eab92'),\n",
       "  UUID('6499c869-2497-4535-9449-4c66147a8f76'),\n",
       "  UUID('51524b8a-f08a-4865-9a80-27c174655394'),\n",
       "  UUID('f0e84046-c361-43b3-ac7a-d60aee9fc68c'),\n",
       "  UUID('55c345d8-6032-48ab-ad74-319d24548aef'),\n",
       "  UUID('bd47990f-a4da-4cae-ac83-8a47cb90d549'),\n",
       "  UUID('e8b67323-0765-46bd-9c62-4c8b0603f8bd'),\n",
       "  UUID('ec6ce71c-a4f4-4269-b9f0-b23cc1c07a67'),\n",
       "  UUID('90c521c7-9548-46da-8c0d-9d43920afcaa'),\n",
       "  UUID('acf989ee-2339-4fee-a656-6ac826a5524b'),\n",
       "  UUID('cb609419-faf6-4b3b-bef3-f38d29fc4284'),\n",
       "  UUID('b10f963f-0023-4536-846f-d43af08d87db'),\n",
       "  UUID('6c295763-7201-43e0-8aa8-fcb287018fb8'),\n",
       "  UUID('02a1b41c-f235-4b94-8260-c3c579acf492'),\n",
       "  UUID('e40b80c9-9b2f-48b9-9a3b-1644fe0e1d8c'),\n",
       "  UUID('06fc1ffe-278a-4f6a-b70f-913275a1f9f4'),\n",
       "  UUID('86698758-8880-4003-a9d8-c3c6a737623d'),\n",
       "  UUID('bfbd8e00-1a34-4560-88e8-897482c68c10'),\n",
       "  UUID('14fde6f8-8e55-45d7-aa55-428b9e5be44d'),\n",
       "  UUID('2883acbc-571b-42c0-a479-ed1bce68634b'),\n",
       "  UUID('78ab89cb-078e-43ed-8558-1049834b75d4'),\n",
       "  UUID('bbb9c24a-b52e-4344-91d4-304df86663af'),\n",
       "  UUID('02fd93ed-e6b5-4b7e-a9a9-27163c36ebd0'),\n",
       "  UUID('8ca1708c-a121-4285-a0ec-e65c8f72acc4'),\n",
       "  UUID('021cbef9-0e28-4e45-b084-330edf233a67'),\n",
       "  UUID('9be75ee3-df59-4741-af58-3f1386f75609'),\n",
       "  UUID('2109ae32-95bc-4e69-b5b0-dd7a45fd1519'),\n",
       "  UUID('6c8feef3-a205-4aa5-a9a4-b4634c136b08'),\n",
       "  UUID('bfaf0751-95a2-4bb3-b2dd-eb26487b71e1'),\n",
       "  UUID('d588f5ca-365a-4ce0-840c-9102dd36c3b3'),\n",
       "  UUID('b291ca25-445d-41d4-913e-16ae8b91f1cc')],\n",
       " 'band': BandPassInfo(bandcenter_ghz=140.0, bandwidth_ghz=42.0, bandlow_ghz=98.0, bandhigh_ghz=182.0, nsamples_inband=128, name='', bandtype='top-hat', normalize=False, model=None, alpha_exp=1, beta_exp=1, cosine_apo_length=5, cheby_poly_order=3, cheby_ripple_dB=3)}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chinfo.__dict__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': '000_001_017_QB_140_T',\n",
       " 'wafer': 'L01',\n",
       " 'pixel': 17,\n",
       " 'pixtype': 'LP4',\n",
       " 'channel': 'L4-140',\n",
       " 'squid': None,\n",
       " 'sampling_rate_hz': 31.0,\n",
       " 'fwhm_arcmin': 23.7,\n",
       " 'ellipticity': 1.0,\n",
       " 'psi_rad': 0.0,\n",
       " 'bandcenter_ghz': 140.0,\n",
       " 'bandwidth_ghz': 42.0,\n",
       " 'band_freqs_ghz': array([ 98.        ,  98.66141732,  99.32283465,  99.98425197,\n",
       "        100.64566929, 101.30708661, 101.96850394, 102.62992126,\n",
       "        103.29133858, 103.95275591, 104.61417323, 105.27559055,\n",
       "        105.93700787, 106.5984252 , 107.25984252, 107.92125984,\n",
       "        108.58267717, 109.24409449, 109.90551181, 110.56692913,\n",
       "        111.22834646, 111.88976378, 112.5511811 , 113.21259843,\n",
       "        113.87401575, 114.53543307, 115.19685039, 115.85826772,\n",
       "        116.51968504, 117.18110236, 117.84251969, 118.50393701,\n",
       "        119.16535433, 119.82677165, 120.48818898, 121.1496063 ,\n",
       "        121.81102362, 122.47244094, 123.13385827, 123.79527559,\n",
       "        124.45669291, 125.11811024, 125.77952756, 126.44094488,\n",
       "        127.1023622 , 127.76377953, 128.42519685, 129.08661417,\n",
       "        129.7480315 , 130.40944882, 131.07086614, 131.73228346,\n",
       "        132.39370079, 133.05511811, 133.71653543, 134.37795276,\n",
       "        135.03937008, 135.7007874 , 136.36220472, 137.02362205,\n",
       "        137.68503937, 138.34645669, 139.00787402, 139.66929134,\n",
       "        140.33070866, 140.99212598, 141.65354331, 142.31496063,\n",
       "        142.97637795, 143.63779528, 144.2992126 , 144.96062992,\n",
       "        145.62204724, 146.28346457, 146.94488189, 147.60629921,\n",
       "        148.26771654, 148.92913386, 149.59055118, 150.2519685 ,\n",
       "        150.91338583, 151.57480315, 152.23622047, 152.8976378 ,\n",
       "        153.55905512, 154.22047244, 154.88188976, 155.54330709,\n",
       "        156.20472441, 156.86614173, 157.52755906, 158.18897638,\n",
       "        158.8503937 , 159.51181102, 160.17322835, 160.83464567,\n",
       "        161.49606299, 162.15748031, 162.81889764, 163.48031496,\n",
       "        164.14173228, 164.80314961, 165.46456693, 166.12598425,\n",
       "        166.78740157, 167.4488189 , 168.11023622, 168.77165354,\n",
       "        169.43307087, 170.09448819, 170.75590551, 171.41732283,\n",
       "        172.07874016, 172.74015748, 173.4015748 , 174.06299213,\n",
       "        174.72440945, 175.38582677, 176.04724409, 176.70866142,\n",
       "        177.37007874, 178.03149606, 178.69291339, 179.35433071,\n",
       "        180.01574803, 180.67716535, 181.33858268, 182.        ]),\n",
       " 'band_weights': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0., 0., 0., 0., 0., 0., 0.]),\n",
       " 'net_ukrts': 38.44,\n",
       " 'pol_sensitivity_ukarcmin': 86.94311562385417,\n",
       " 'fknee_mhz': 20.0,\n",
       " 'fmin_hz': 1e-05,\n",
       " 'alpha': 1.0,\n",
       " 'pol': 'T',\n",
       " 'orient': 'Q',\n",
       " 'quat': <litebird_sim.scanning.RotQuaternion at 0x140f916d0>,\n",
       " 'pol_angle_rad': 3.1964364188707495,\n",
       " 'pol_efficiency': 1.0,\n",
       " 'mueller_hwp': None,\n",
       " 'mueller_hwp_solver': None,\n",
       " 'jones_hwp': None,\n",
       " 'jones_hwp_solver': None,\n",
       " 'pointing_theta_phi_psi_deg': None,\n",
       " 'pointing_u_v': None,\n",
       " 'g_one_over_k': 0.0,\n",
       " 'amplitude_2f_k': 0.0,\n",
       " 'band': BandPassInfo(bandcenter_ghz=140.0, bandwidth_ghz=42.0, bandlow_ghz=98.0, bandhigh_ghz=182.0, nsamples_inband=128, name='', bandtype='top-hat', normalize=False, model=None, alpha_exp=1, beta_exp=1, cosine_apo_length=5, cheby_poly_order=3, cheby_ripple_dB=3)}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "det = lbs.DetectorInfo.from_imo(\n",
    "    imo=imo,\n",
    "    url=f\"/releases/{imo_version}/satellite/{telescope}/{channel}/{detector}/detector_info\",\n",
    ")\n",
    "\n",
    "det.__dict__"
   ]
  }
 ],
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