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zonca/out_plot_cl_E.ipynb

Created February 15, 2025 21:28
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out_plot_cl_E.ipynb
{
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"tags": []
},
"outputs": [],
"source": [
"import healpy as hp\n",
"import numpy as np\n",
"import pickle\n",
"import h5py\n",
"import altair as alt\n",
"\n",
"alt.renderers.enable(\"html\")\n",
"import pandas as pd\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"import pysm3.units as u"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1900040e",
"metadata": {
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"outputs": [
{
"data": {
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" $('div.input').show();\n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( 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>"
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"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 2,
"metadata": {},
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}
],
"source": [
"from IPython.display import HTML\n",
"\n",
"HTML(\n",
" \"\"\"<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
" } else {\n",
" $('div.input').show();\n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( 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>\"\"\"\n",
")"
]
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{
"cell_type": "code",
"execution_count": 3,
"id": "c841d302",
"metadata": {
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"status": "completed"
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"tags": [
"parameters"
]
},
"outputs": [],
"source": [
"pol = \"T\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f5311e2d",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.028387Z",
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"status": "completed"
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"tags": [
"injected-parameters"
]
},
"outputs": [],
"source": [
"# Parameters\n",
"pol = \"E\"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6a3802d2",
"metadata": {
"execution": {
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"tags": []
},
"outputs": [],
"source": [
"selection = {}\n",
"cl = {}\n",
"i_pol = \"TEB\".index(pol)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "531d2b9e",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.047343Z",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/mnt/home/azonca/p/software/map_based_simulations/mbs-s0018-20250218\n"
]
}
],
"source": [
"%cd .."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2f02741b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.058213Z",
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"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"import os\n",
"\n",
"if os.path.basename(os.getcwd()) == \"verification\":\n",
" %cd .."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a2367a20",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.068422Z",
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"start_time": "2025-02-15T21:19:41.064860",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"from astropy.table import QTable"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1159c911",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.077317Z",
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"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"chs = QTable.read(\"instrument_model/instrument_model.tbl\", format=\"ascii.ipac\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b503c0c6",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.091000Z",
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},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div><i>QTable length=51</i>\n",
"<table id=\"table23453628162336\" class=\"table-striped table-bordered table-condensed\">\n",
"<thead><tr><th>telescope</th><th>band</th><th>center_frequency</th><th>fwhm</th><th>nside</th></tr></thead>\n",
"<thead><tr><th></th><th></th><th>GHz</th><th>arcmin</th><th></th></tr></thead>\n",
"<thead><tr><th>str4</th><th>str3</th><th>float64</th><th>float64</th><th>int64</th></tr></thead>\n",
"<tr><td>PICO</td><td>20</td><td>20.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>21</td><td>21.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>25</td><td>25.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>27</td><td>27.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>30</td><td>30.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>36</td><td>36.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>39</td><td>39.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>40</td><td>40.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>43</td><td>43.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"<tr><td>PICO</td><td>321</td><td>321.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>337</td><td>337.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>353</td><td>353.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>385</td><td>385.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>402</td><td>402.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>462</td><td>462.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>555</td><td>555.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>666</td><td>666.0</td><td>5.0</td><td>4096</td></tr>\n",
"<tr><td>PICO</td><td>799</td><td>799.0</td><td>5.0</td><td>4096</td></tr>\n",
"</table></div>"
],
"text/plain": [
"<QTable length=51>\n",
"telescope band center_frequency fwhm nside\n",
" GHz arcmin \n",
" str4 str3 float64 float64 int64\n",
"--------- ---- ---------------- ------- -----\n",
" PICO 20 20.0 5.0 4096\n",
" PICO 21 21.0 5.0 4096\n",
" PICO 25 25.0 5.0 4096\n",
" PICO 27 27.0 5.0 4096\n",
" PICO 30 30.0 5.0 4096\n",
" PICO 36 36.0 5.0 4096\n",
" PICO 39 39.0 5.0 4096\n",
" PICO 40 40.0 5.0 4096\n",
" PICO 43 43.0 5.0 4096\n",
" ... ... ... ... ...\n",
" PICO 321 321.0 5.0 4096\n",
" PICO 337 337.0 5.0 4096\n",
" PICO 353 353.0 5.0 4096\n",
" PICO 385 385.0 5.0 4096\n",
" PICO 402 402.0 5.0 4096\n",
" PICO 462 462.0 5.0 4096\n",
" PICO 555 555.0 5.0 4096\n",
" PICO 666 666.0 5.0 4096\n",
" PICO 799 799.0 5.0 4096"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chs"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e580a534",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"DataTransformerRegistry.enable('default')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alt.data_transformers.enable(\"default\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9768d47b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.114075Z",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"DataTransformerRegistry.enable('default')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alt.data_transformers.disable_max_rows()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "54f9c577",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.124802Z",
"iopub.status.busy": "2025-02-15T21:19:41.124624Z",
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"end_time": "2025-02-15T21:19:41.127694",
"exception": false,
"start_time": "2025-02-15T21:19:41.121208",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"import pysm3 as pysm\n",
"from pysm3 import units as u"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "e9093046",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.134452Z",
"iopub.status.busy": "2025-02-15T21:19:41.134278Z",
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"shell.execute_reply": "2025-02-15T21:19:41.140871Z"
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"exception": false,
"start_time": "2025-02-15T21:19:41.130618",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"import mapsims"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f0f03a3e",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.149131Z",
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"exception": false,
"start_time": "2025-02-15T21:19:41.145242",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"pol_label = [\"TT\", \"EE\", \"BB\"][i_pol]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c1ee5dcc",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.159001Z",
"iopub.status.busy": "2025-02-15T21:19:41.158827Z",
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"exception": false,
"start_time": "2025-02-15T21:19:41.155217",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"from glob import glob"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "89f43787",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.169253Z",
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"exception": false,
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"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"toml_files = glob(\"*.toml\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "c1692aa6",
"metadata": {
"execution": {
"iopub.execute_input": "2025-02-15T21:19:41.179253Z",
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"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"toml_files.remove(\"common.toml\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3b58d561",
"metadata": {
"execution": {
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"start_time": "2025-02-15T21:19:41.185890",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"toml_files.remove(\"co_co1.toml\")\n",
"toml_files.remove(\"co_co3.toml\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "b83728e8",
"metadata": {
"execution": {
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"telescope band center_frequency fwhm nside\n",
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