plot_cl_SAT_T.ipynb

{
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     "text": [
      "\n",
      "WARNING: version mismatch between CFITSIO header (v3.47) and linked library (v4.02).\n",
      "\n",
      "\n",
      "WARNING: version mismatch between CFITSIO header (v3.47) and linked library (v4.02).\n",
      "\n",
      "\n",
      "WARNING: version mismatch between CFITSIO header (v3.47) and linked library (v4.02).\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import healpy as hp\n",
    "import numpy as np\n",
    "import pickle\n",
    "import h5py\n",
    "import altair as alt\n",
    "alt.renderers.enable('html')\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import pysm3.units as u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e75943d2",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
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       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
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       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
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       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
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    " $('div.input').show();\n",
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    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4617fff4",
   "metadata": {
    "papermill": {},
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "input_telescope = \"SAT\"\n",
    "pol = \"T\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "97ebe621",
   "metadata": {
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "input_telescope = \"SAT\"\n",
    "pol = \"T\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c8b21004",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "selection = {}\n",
    "cl = {}\n",
    "i_pol = \"TEB\".index(pol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4a8ab34f",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "if input_telescope.startswith(\"CH\"):\n",
    "    site = \"Chile\"\n",
    "elif input_telescope.startswith(\"SP\"):\n",
    "    site = \"Pole\"\n",
    "else:\n",
    "    site = \"Both\"\n",
    "telescope = input_telescope[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d9e99a89",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/home/azonca/p/software/s4mapbasedsims/202305_dc0\n"
     ]
    }
   ],
   "source": [
    "cd ~/p/software/s4mapbasedsims/202305_dc0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "90fa4b12",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "from astropy.table import QTable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5ca831bf",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "chs = QTable.read(\"instrument_model/cmbs4_instrument_model.tbl\", format=\"ascii.ipac\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "80f6a2c3",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "chs = chs[chs[\"telescope\"] == telescope]\n",
    "chs = chs[chs[\"site\"] == site]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e4a1666f",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>QTable length=8</i>\n",
       "<table id=\"table23448699782816\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>band</th><th>telescope</th><th>site</th><th>center_frequency</th><th>fwhm</th><th>nside</th><th>bandpass_file</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>GHz</th><th>arcmin</th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>str10</th><th>str3</th><th>str5</th><th>float64</th><th>float64</th><th>int64</th><th>str23</th></tr></thead>\n",
       "<tr><td>SAT_f030</td><td>SAT</td><td>Both</td><td>24.75</td><td>85.2</td><td>512</td><td>bandpass_SAT_f030.tbl</td></tr>\n",
       "<tr><td>SAT_f040</td><td>SAT</td><td>Both</td><td>36.5</td><td>61.6</td><td>512</td><td>bandpass_SAT_f040.tbl</td></tr>\n",
       "<tr><td>SAT_f085</td><td>SAT</td><td>Both</td><td>85.0</td><td>24.6</td><td>512</td><td>bandpass_SAT_f085.tbl</td></tr>\n",
       "<tr><td>SAT_f095</td><td>SAT</td><td>Both</td><td>95.0</td><td>22.4</td><td>512</td><td>bandpass_SAT_f095.tbl</td></tr>\n",
       "<tr><td>SAT_f145</td><td>SAT</td><td>Both</td><td>145.0</td><td>15.8</td><td>512</td><td>bandpass_SAT_f145.tbl</td></tr>\n",
       "<tr><td>SAT_f155</td><td>SAT</td><td>Both</td><td>155.0</td><td>14.3</td><td>512</td><td>bandpass_SAT_f155.tbl</td></tr>\n",
       "<tr><td>SAT_f220</td><td>SAT</td><td>Both</td><td>227.0</td><td>9.4</td><td>512</td><td>bandpass_SAT_f220.tbl</td></tr>\n",
       "<tr><td>SAT_f280</td><td>SAT</td><td>Both</td><td>285.5</td><td>7.7</td><td>512</td><td>bandpass_SAT_f280.tbl</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<QTable length=8>\n",
       "  band   telescope site center_frequency   fwhm  nside     bandpass_file    \n",
       "                              GHz         arcmin                            \n",
       " str10      str3   str5     float64      float64 int64         str23        \n",
       "-------- --------- ---- ---------------- ------- ----- ---------------------\n",
       "SAT_f030       SAT Both            24.75    85.2   512 bandpass_SAT_f030.tbl\n",
       "SAT_f040       SAT Both             36.5    61.6   512 bandpass_SAT_f040.tbl\n",
       "SAT_f085       SAT Both             85.0    24.6   512 bandpass_SAT_f085.tbl\n",
       "SAT_f095       SAT Both             95.0    22.4   512 bandpass_SAT_f095.tbl\n",
       "SAT_f145       SAT Both            145.0    15.8   512 bandpass_SAT_f145.tbl\n",
       "SAT_f155       SAT Both            155.0    14.3   512 bandpass_SAT_f155.tbl\n",
       "SAT_f220       SAT Both            227.0     9.4   512 bandpass_SAT_f220.tbl\n",
       "SAT_f280       SAT Both            285.5     7.7   512 bandpass_SAT_f280.tbl"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0f57a350",
   "metadata": {
    "papermill": {},
    "tags": []
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataTransformerRegistry.enable('default')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.data_transformers.enable(\"default\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6b17a024",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataTransformerRegistry.enable('default')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.data_transformers.disable_max_rows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d0687cb3",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pysm3 as pysm\n",
    "from pysm3 import units as u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "660df574",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "import mapsims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6dcf664f",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "pol_label = [\"TT\", \"EE\", \"BB\"][i_pol]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a28b94a6",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2d1455eb",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "toml_files = glob(\"*.toml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8a6eab65",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "toml_files.remove(\"common.toml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "465ee80b",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "toml_files.remove(\"co_co1.toml\")\n",
    "toml_files.remove(\"co_co3.toml\")\n",
    "toml_files.remove(\"radio_rg1.toml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f9a51979",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "toml_files.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cfdb0962",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "pysm_nside = 512 if telescope == \"SAT\" else 2048"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "32cf06c3",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "channels = chs[\"band\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a8df1423",
   "metadata": {
    "papermill": {},
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ame_a1\n"
     ]
    },
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