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zonca/websky_catalog_with_hist.ipynb

Created May 30, 2024 20:57
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websky_catalog_with_hist.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9774f96f-85cb-49fc-a355-a9bd26329303",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import h5py\n",
"import numpy as np\n",
"import healpy as hp\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "b5c630a2",
"metadata": {},
"source": [
"# Fit log-polynomial to Websky radio galaxies\n",
"\n",
"The websky team released catalogs of radio galaxies with their coordinates and with their flux and polarized flux at frequencies between ~20 and ~900 GHz.\n",
"\n",
"The purpose of this notebook is to inspect those catalogs and compute fitting coefficients that can reasonably approximage the flux and polarized flux.\n",
"\n",
"## Identify brightest sources\n",
"\n",
"For testing purposes we first extract only a subset of sources"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "acc26dfb",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/global/common/software/cmb/zonca/conda/pycmb/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"%load_ext jupyter_ai"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "43550fce-6442-490a-b027-b5b0b5c467ac",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/global/cfs/cdirs/sobs/www/users/Radio_WebSky/matched_catalogs_2\n"
]
}
],
"source": [
"cd /global/cfs/cdirs/sobs/www/users/Radio_WebSky/matched_catalogs_2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "aef69fd6-05a3-4acb-b846-f9d3725c99a3",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"catalog_100.0.h5 catalog_232.0.h5 catalog_353.0.h5 catalog_643.0.h5\r\n",
"catalog_111.0.h5 catalog_24.5.h5 catalog_375.0.h5 catalog_67.8.h5\r\n",
"catalog_129.0.h5 catalog_256.0.h5 catalog_409.0.h5 catalog_70.0.h5\r\n",
"catalog_143.0.h5 catalog_27.3.h5 catalog_41.7.h5 catalog_729.0.h5\r\n",
"catalog_153.0.h5 catalog_275.0.h5 catalog_44.0.h5 catalog_73.7.h5\r\n",
"catalog_164.0.h5 catalog_294.0.h5 catalog_467.0.h5 catalog_79.6.h5\r\n",
"catalog_18.7.h5 catalog_30.0.h5 catalog_47.4.h5 catalog_817.0.h5\r\n",
"catalog_189.0.h5 catalog_306.0.h5 catalog_525.0.h5 catalog_857.0.h5\r\n",
"catalog_21.6.h5 catalog_314.0.h5 catalog_545.0.h5 catalog_90.2.h5\r\n",
"catalog_210.0.h5 catalog_340.0.h5 catalog_584.0.h5 catalog_906.0.h5\r\n",
"catalog_217.0.h5 catalog_35.9.h5 catalog_63.9.h5\r\n"
]
}
],
"source": [
"%ls "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4530ae16-2b20-464c-a554-0e3970016f22",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"cat = h5py.File(\"catalog_217.0.h5\", \"r\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e6dc7a66-6ad6-4665-bc7c-ad75cf90d0e3",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<KeysViewHDF5 ['flux', 'phi', 'polarized flux', 'theta']>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cat.keys()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5a8c405b-767c-4e35-8be1-a8e612bd187b",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"flux [1.83476104e-07 3.15539722e-07 2.32608542e-07]\n",
"phi [3.22861886 3.22861886 3.22861886]\n",
"polarized flux [2.57622279e-09 7.17693061e-09 1.11259690e-09]\n",
"theta [1.64009452 1.64009452 1.64009452]\n"
]
}
],
"source": [
"for k,v in cat.items():\n",
" print(k, v[:3])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "65f280fc-861a-4165-a39a-1f7ad20c057f",
"metadata": {},
"outputs": [],
"source": [
"freqs = [\"18.7\", \"24.5\", \"44.0\", \"70.0\", \"100.0\", \"143.0\", \"217.0\", \"353.0\", \"545.0\", \"643.0\", \"729.0\", \"857.0\", \"906.0\"] "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c8966fb8-91ed-4b5f-baeb-a494cec24087",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"18.7\n",
"24.5\n",
"44.0\n",
"70.0\n",
"100.0\n",
"143.0\n",
"217.0\n",
"353.0\n",
"545.0\n",
"643.0\n",
"729.0\n",
"857.0\n",
"906.0\n"
]
}
],
"source": [
"n = 20\n",
"\n",
"indices = {}\n",
"\n",
"for freq in freqs:\n",
" print(freq)\n",
" cat = h5py.File(f\"catalog_{freq}.h5\", \"r\")\n",
" indices[freq] = np.sort(np.argpartition(cat[\"flux\"], -n)[-n:])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "71cd1695-e6d3-4c22-94f4-fcb87489cf4b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"all_indices = set()\n",
"for v in indices.values():\n",
" all_indices.update(v)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "87c4f114-f751-4555-a6aa-93cfca1e49d3",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"43"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(all_indices)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f2571eaf",
"metadata": {},
"outputs": [],
"source": [
"all_indices = np.array(sorted(all_indices))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "2b904a99",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collect 20 brightest sources from each catalog for a total of 43 sources\n"
]
}
],
"source": [
"print(f\"Collect {n} brightest sources from each catalog for a total of {len(all_indices)} sources\")"
]
},
{
"cell_type": "markdown",
"id": "780f63c1",
"metadata": {},
"source": [
"## Extract brightest sources from catalogs"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "aced23d5",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "024169a0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<KeysViewHDF5 ['flux', 'phi', 'polarized flux', 'theta']>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cat.keys()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "849341dd",
"metadata": {},
"outputs": [],
"source": [
"columns = [\"theta\", \"phi\", \"flux\", \"polarized flux\"]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "34c943c4",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"\n",
"flux = xr.DataArray(\n",
" data=np.zeros((len(all_indices), len(freqs)), dtype=np.float64),\n",
" coords={\"index\": all_indices, \"freq\": list(map(float,freqs))},\n",
" name=\"flux\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "b9872144",
"metadata": {},
"outputs": [],
"source": [
"polarized_flux = flux.copy()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "1e26c426",
"metadata": {},
"outputs": [],
"source": [
"sources_xr = xr.Dataset({\"flux\":flux,\"polarized_flux\":polarized_flux})"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e2025db8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"18.7\n",
"24.5\n",
"44.0\n",
"70.0\n",
"100.0\n",
"143.0\n",
"217.0\n",
"353.0\n",
"545.0\n",
"643.0\n",
"729.0\n",
"857.0\n",
"906.0\n"
]
}
],
"source": [
"for freq in freqs:\n",
" print(freq)\n",
" cat = h5py.File(f\"catalog_{freq}.h5\", \"r\")\n",
" # Get the indices of the 10 largest values\n",
" for column in [\"flux\", \"polarized_flux\"]:\n",
" sources_xr[column].loc[dict(index=all_indices, freq=float(freq))] = cat[column.replace(\"_\",\" \")][all_indices] "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "56c7d0e1",
"metadata": {},
"outputs": [
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" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 9kB\n",
"Dimensions: (index: 43, freq: 13)\n",
"Coordinates:\n",
" * index (index) int64 344B 27897657 157969580 ... 281569233\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 ... 729.0 857.0 906.0\n",
"Data variables:\n",
" flux (index, freq) float64 4kB 133.4 102.8 74.18 ... 2.221 2.221\n",
" polarized_flux (index, freq) float64 4kB 2.656 2.976 ... 0.121 0.05634</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a83ff3a2-5b90-4926-8c59-1af0c02ae89e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a83ff3a2-5b90-4926-8c59-1af0c02ae89e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 43</li><li><span class='xr-has-index'>freq</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ef2f4a86-13b2-470d-813b-4e6e87ac8aa5' class='xr-section-summary-in' type='checkbox' checked><label for='section-ef2f4a86-13b2-470d-813b-4e6e87ac8aa5' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>27897657 157969580 ... 281569233</div><input id='attrs-6f5c9a4e-0f65-4fb6-848c-4a455263ed5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f5c9a4e-0f65-4fb6-848c-4a455263ed5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17ae031f-af80-4f82-993c-3464edc17275' class='xr-var-data-in' type='checkbox'><label for='data-17ae031f-af80-4f82-993c-3464edc17275' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 27897657, 157969580, 229540223, 229541828, 232278819, 234720973,\n",
" 235650239, 236565471, 238295706, 239411656, 240798167, 242175600,\n",
" 245994208, 246386426, 248611597, 249045063, 251679008, 252717495,\n",
" 253440130, 253991141, 256213631, 256821658, 257831473, 259533227,\n",
" 260109654, 260125696, 262012719, 263719520, 264564923, 266724752,\n",
" 269318895, 270516228, 270679487, 271845884, 272762792, 273844535,\n",
" 275329098, 276407774, 277336080, 277473504, 278235058, 281544643,\n",
" 281569233])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>freq</span></div><div class='xr-var-dims'>(freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.7 24.5 44.0 ... 857.0 906.0</div><input id='attrs-422eccb1-716e-43be-b0e0-75e44100d3de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-422eccb1-716e-43be-b0e0-75e44100d3de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91574494-366d-42ef-a504-d3ecb80d4592' class='xr-var-data-in' type='checkbox'><label for='data-91574494-366d-42ef-a504-d3ecb80d4592' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a1243de-eba9-4832-868e-80f82defe459' class='xr-section-summary-in' type='checkbox' checked><label for='section-5a1243de-eba9-4832-868e-80f82defe459' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>flux</span></div><div class='xr-var-dims'>(index, freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>133.4 102.8 74.18 ... 2.221 2.221</div><input id='attrs-141a455b-92e9-4b90-a56c-07ac296c94ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-141a455b-92e9-4b90-a56c-07ac296c94ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a59b80e0-f5d2-4554-8c70-82d54fa67fcf' class='xr-var-data-in' type='checkbox'><label for='data-a59b80e0-f5d2-4554-8c70-82d54fa67fcf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.33397018e+02, 1.02788383e+02, 7.41813278e+01, 5.35035744e+01,\n",
" 4.07125740e+01, 3.08391209e+01, 2.41603642e+01, 1.84862919e+01,\n",
" 1.45572996e+01, 1.32915888e+01, 1.24044895e+01, 1.13484068e+01,\n",
" 1.10064850e+01],\n",
" [4.02461395e+01, 2.13424511e+01, 5.63748312e+00, 1.44535756e+00,\n",
" 5.51222563e-01, 2.50453085e-01, 1.20326310e-01, 5.28819710e-02,\n",
" 2.53862925e-02, 1.91986132e-02, 1.55287404e-02, 1.18153850e-02,\n",
" 1.07557680e-02],\n",
" [1.58172679e+00, 1.52575922e+00, 2.01489854e+00, 2.70636177e+00,\n",
" 3.11945820e+00, 3.21289682e+00, 3.37728047e+00, 3.60640764e+00,\n",
" 3.82402730e+00, 3.91028237e+00, 3.97707891e+00, 4.06481218e+00,\n",
" 4.09542084e+00],\n",
" [2.59970818e+01, 1.38425875e+01, 3.69680357e+00, 9.58568454e-01,\n",
" 3.68342429e-01, 1.68296784e-01, 8.12886283e-02, 3.59424092e-02,\n",
" 1.73478890e-02, 1.31465271e-02, 1.06501598e-02, 8.11974052e-03,\n",
" 7.39667099e-03],\n",
" [2.30607529e+01, 1.73972855e+01, 1.18607473e+01, 8.06792164e+00,\n",
" 5.90362120e+00, 4.34431505e+00, 3.31052017e+00, 2.45474195e+00,\n",
" 1.87959647e+00, 1.69795763e+00, 1.57184613e+00, 1.42309225e+00,\n",
" 1.37527096e+00],\n",
"...\n",
" [4.90119057e+01, 3.33772240e+01, 1.72778683e+01, 8.85264015e+00,\n",
" 5.36092997e+00, 3.42948294e+00, 2.28571057e+00, 1.45599210e+00,\n",
" 9.73488390e-01, 8.35170686e-01, 7.43421495e-01, 6.39923930e-01,\n",
" 6.07776463e-01],\n",
" [2.76165128e-01, 2.85635084e-01, 4.55040962e-01, 7.41349876e-01,\n",
" 9.72094655e-01, 1.10142827e+00, 1.26842153e+00, 1.50215578e+00,\n",
" 1.74694097e+00, 1.85028064e+00, 1.93281782e+00, 2.04459333e+00,\n",
" 2.08449793e+00],\n",
" [2.03087479e-01, 2.26579532e-01, 4.42530364e-01, 8.89142334e-01,\n",
" 1.34111941e+00, 1.68543017e+00, 2.14321828e+00, 2.84007239e+00,\n",
" 3.65142465e+00, 4.01798487e+00, 4.32072783e+00, 4.74458790e+00,\n",
" 4.89972305e+00],\n",
" [6.52952118e+01, 4.62423553e+01, 2.65971336e+01, 1.51880655e+01,\n",
" 9.88815308e+00, 6.67376709e+00, 4.68192005e+00, 3.16083884e+00,\n",
" 2.22589183e+00, 1.94771528e+00, 1.75994229e+00, 1.54447865e+00,\n",
" 1.47666538e+00],\n",
" [1.69265258e+00, 1.56201208e+00, 1.83106422e+00, 2.17562509e+00,\n",
" 2.31053853e+00, 2.23983431e+00, 2.22182703e+00, 2.22162771e+00,\n",
" 2.22144985e+00, 2.22138214e+00, 2.22133064e+00, 2.22126436e+00,\n",
" 2.22124171e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>polarized_flux</span></div><div class='xr-var-dims'>(index, freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.656 2.976 20.63 ... 0.121 0.05634</div><input id='attrs-a408b3de-52c6-42e6-9b46-16e5f4a8805f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a408b3de-52c6-42e6-9b46-16e5f4a8805f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fc53449-44a6-4da2-96b6-62a2a4d0eb2b' class='xr-var-data-in' type='checkbox'><label for='data-7fc53449-44a6-4da2-96b6-62a2a4d0eb2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.65626907e+00, 2.97604179e+00, 2.06295834e+01, 1.16005433e+00,\n",
" 8.37435186e-01, 5.67029417e-02, 2.34777737e+00, 1.70656681e-01,\n",
" 2.31032535e-01, 2.15255901e-01, 6.23656869e-01, 1.55271769e-01,\n",
" 4.41605270e-01],\n",
" [5.13378799e-01, 1.48821130e-01, 3.07001099e-02, 7.27096051e-02,\n",
" 5.76511659e-02, 1.52163068e-02, 4.90814680e-04, 1.16771262e-03,\n",
" 3.70859227e-04, 6.76589203e-04, 3.33466131e-04, 3.14368779e-04,\n",
" 3.85741907e-04],\n",
" [4.29640822e-02, 6.04580194e-02, 1.24766007e-01, 1.10907532e-01,\n",
" 4.20418322e-01, 6.93443343e-02, 4.45255823e-02, 6.16297089e-02,\n",
" 1.31401578e-02, 2.32103560e-02, 4.56234664e-02, 1.55589864e-01,\n",
" 2.46530578e-01],\n",
" [1.56489742e+00, 3.90296251e-01, 2.92348303e-02, 1.14226602e-02,\n",
" 1.08332429e-02, 2.23632227e-03, 3.72995040e-04, 3.22000502e-04,\n",
" 3.14282952e-04, 1.60777839e-04, 9.03297507e-04, 8.02930444e-04,\n",
" 1.35293324e-03],\n",
" [2.75860012e-01, 2.38913074e-01, 1.39025837e-01, 3.53306651e-01,\n",
" 3.23626429e-01, 5.75251877e-02, 2.35211384e-02, 9.94484648e-02,\n",
" 5.76695986e-02, 6.35692999e-02, 3.18408459e-02, 1.46972723e-02,\n",
" 4.29346003e-02],\n",
"...\n",
" [3.06216264e+00, 9.24776495e-01, 2.06851482e-01, 1.22202329e-01,\n",
" 3.18413600e-02, 7.23564178e-02, 6.65161060e-03, 3.16350232e-03,\n",
" 3.83707359e-02, 1.10997045e-02, 1.56781878e-02, 2.49029160e-03,\n",
" 2.55066669e-03],\n",
" [1.53986672e-02, 2.88190483e-03, 2.00670753e-02, 7.41979340e-03,\n",
" 1.10623479e-01, 1.41956499e-02, 4.28655967e-02, 5.03395014e-02,\n",
" 1.76144987e-02, 3.16849761e-02, 7.17828497e-02, 7.16089532e-02,\n",
" 1.90922134e-02],\n",
" [8.41543358e-03, 2.75596348e-03, 1.71520784e-02, 8.83964449e-03,\n",
" 2.17298940e-02, 1.23291733e-02, 6.09488338e-02, 1.07517034e-01,\n",
" 8.13308656e-02, 2.43529119e-02, 4.06711213e-02, 2.09916070e-01,\n",
" 6.63065091e-02],\n",
" [9.80177224e-01, 4.80327606e-01, 7.27018118e-01, 7.95515254e-02,\n",
" 1.58494674e-02, 5.10719828e-02, 1.55456603e-01, 1.19051732e-01,\n",
" 3.18491869e-02, 1.53212950e-01, 5.25007881e-02, 5.88580668e-02,\n",
" 1.68800540e-02],\n",
" [5.03987707e-02, 1.59638505e-02, 5.68261482e-02, 4.58943173e-02,\n",
" 1.41857520e-01, 2.47937087e-02, 7.22175315e-02, 2.11402904e-02,\n",
" 4.54026368e-03, 1.43892504e-02, 2.15653405e-02, 1.20982684e-01,\n",
" 5.63392937e-02]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9e926009-c46f-43c4-bf68-6956f592f2dc' class='xr-section-summary-in' type='checkbox' ><label for='section-9e926009-c46f-43c4-bf68-6956f592f2dc' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-89f0951d-6611-43ca-bbb1-0f18b3e3bc15' class='xr-index-data-in' type='checkbox'/><label for='index-89f0951d-6611-43ca-bbb1-0f18b3e3bc15' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 27897657, 157969580, 229540223, 229541828, 232278819, 234720973,\n",
" 235650239, 236565471, 238295706, 239411656, 240798167, 242175600,\n",
" 245994208, 246386426, 248611597, 249045063, 251679008, 252717495,\n",
" 253440130, 253991141, 256213631, 256821658, 257831473, 259533227,\n",
" 260109654, 260125696, 262012719, 263719520, 264564923, 266724752,\n",
" 269318895, 270516228, 270679487, 271845884, 272762792, 273844535,\n",
" 275329098, 276407774, 277336080, 277473504, 278235058, 281544643,\n",
" 281569233],\n",
" dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>freq</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5227710-fb05-412b-8e38-6ded52889cd8' class='xr-index-data-in' type='checkbox'/><label for='index-f5227710-fb05-412b-8e38-6ded52889cd8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 18.7, 24.5, 44.0, 70.0, 100.0, 143.0, 217.0, 353.0, 545.0, 643.0,\n",
" 729.0, 857.0, 906.0],\n",
" dtype=&#x27;float64&#x27;, name=&#x27;freq&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1084fb8-500d-4087-9a03-cfd2a0ad134e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d1084fb8-500d-4087-9a03-cfd2a0ad134e' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 9kB\n",
"Dimensions: (index: 43, freq: 13)\n",
"Coordinates:\n",
" * index (index) int64 344B 27897657 157969580 ... 281569233\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 ... 729.0 857.0 906.0\n",
"Data variables:\n",
" flux (index, freq) float64 4kB 133.4 102.8 74.18 ... 2.221 2.221\n",
" polarized_flux (index, freq) float64 4kB 2.656 2.976 ... 0.121 0.05634"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sources_xr"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "eb789d18",
"metadata": {},
"outputs": [],
"source": [
"sources_xr = sources_xr.sortby(sources_xr.flux.loc[dict(freq=float(freqs[0]))])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "b218a5cc",
"metadata": {},
"outputs": [],
"source": [
"sources_xr.coords[\"index\"] = np.arange(len(sources_xr.coords[\"index\"]))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "7583f547",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f34a2872410>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sources_xr.flux.plot(vmin=0, vmax=100)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "1e9fe290",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f34a25d8340>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sources_xr.flux.plot(vmin=0, vmax=10)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "99a883af",
"metadata": {},
"outputs": [],
"source": [
"#%%ai gemini:gemini-pro -f code\n",
"#\n",
"# xarray DataArray plot only markers no line"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "95c06a01",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_8670/3649242370.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
" plt.figure()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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q521/BAZ18Y7z22av+7W3x57y61EX86Em5kRdfOPL52QzDMMU16JtNpu2bt2qGTNmnLDf5s2bNW/ePLW2turYsWO68sortXnzZkVGRnbb/+6771ZBQYFH+6ZNmxQdHd0XQwdM7eN6m9ZVh5+036K0Dp0TZ4r/HACAh5aWFs2cOVP19fWKjT3x/xELqXBTXV2tyy+/XLfddpumTp0qp9OpZcuW6cILL9T69eu7Pae7KzfDhw/XkSNHTvrhdGlvb1dZWZmys7N7DFEIPOrinY5OQ1n379KXDW3drruxSUqOs2t7/qV9cls4dTEfamJO1MU3DQ0NSkxM9CrchNS01OrVqzVx4kQtW7ZMknT++edr4MCBuuSSS7Rq1So5HJ63s9rtdtntdo/2yMhIn3+ZenMO/I+6nFikpLuvPE8Liipkk9wCTleUWZl3nqLsA/r2damL6VATc6Iu3vHlMwqpHYpbWloUFuY+5PDw45fbTXIBCjClaekOFc7KUHJclFt7clyUCmdlsM8NAEsJ6pWbpqYmffLJJ67jmpoaVVZWKj4+XiNGjNCKFSt08OBBPfnkk5KkvLw8/exnP1NhYaFrWmrp0qXKzMxUSkpKsN4GEBKmpTuUnZbMDsUALC+o4Wbv3r2aPHmy6zg/P1+SNGfOHG3cuFFOp1MHDhxwPT937lw1NjZq3bp1+sUvfqHBgwdrypQp+u1vfxvwsQOhKDzMxu3eACwvqOEmKyvrhNNJGzdu9GhbvHixFi9e7MdRAQCAUBZSa24AAABOhnADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAsJahfnAn4U0enofKaOh1ubFVSTJQyU+MVHmYL9rAAAH5GuIEllVQ5VVBcLWd9q6vNERellXlpmpbuCOLIAAD+xrQULKekyqkFRRVuwUaSautbtaCoQiVVziCNDAAQCIQbWEpHp6GC4moZ3TzX1VZQXK2Ozu56AACsgHADSymvqfO4YvN9hiRnfavKa+oCNygAQEARbmAphxt7Dja96QcACD2EG1hKUkxUn/YDAIQewg0sJTM1Xo64KPV0w7dNx++aykyND+SwAAABRLiBpYSH2bQyL02SPAJO1/HKvDT2uwEACyPcwHKmpTtUOCtDyXHuU0/JcVEqnJXBPjcAYHFs4gdLmpbuUHZaMjsUA0A/RLiBZYWH2TThrIRgDwMAEGBMSwEAAEsh3AAAAEsh3AAAAEsh3AAAAEthQTFOWUenwV1JAADTINzglJRUOVVQXO32ZZWOuCitzEtjPxkAQFAwLYVeK6lyakFRhce3cNfWt2pBUYVKqpxBGhkAoD8j3KBXOjoNFRRXy+jmua62guJqdXR21wMAAP8h3KBXymvqPK7YfJ8hyVnfqvKausANCgAAseamX+nLhb+HG3sONr3pBwBAXyHc9BN9vfA3KSbq5J186AcAQF9hWqof8MfC38zUeDniotTTdR+bjoenzNR43wcMAMApINxYnL8W/oaH2bQyL02SPAJO1/HKvDT2uwEABBzhxuL8ufB3WrpDhbMylBznPvWUHBelwlkZ7HMDAAgK1txYnL8X/k5Ldyg7LZkdigEApkG4sbhALPwND7NpwlkJvT4fAIC+xLSUxbHwFwDQ3xBuLI6FvwCA/oZw0w+w8BcA0J+w5qafYOEvAKC/INz0Iyz8BQD0B0xLAQAASyHcAAAASyHcAAAASyHcAAAASyHcAAAASyHcAAAASyHcAAAASyHcAAAASwlquNm1a5fy8vKUkpIim82mF1544aTntLW16c4779SZZ54pu92us846S48//rj/BwsAAEJCUHcobm5u1pgxYzRv3jxdffXVXp1z3XXX6csvv9T69et19tln6/Dhwzp27JifRwoAAEJFUMNNbm6ucnNzve5fUlKinTt3av/+/YqPj5ckjRw50k+jAwAAoSikvltq27ZtGj9+vO677z796U9/0sCBA3XllVfq17/+tU477bRuz2lra1NbW5vruKGhQZLU3t6u9vZ2r163q5+3/REY1MWcqIv5UBNzoi6+8eVzCqlws3//fr3xxhuKiorS1q1bdeTIEf385z9XXV1dj+tuVq9erYKCAo/20tJSRUdH+/T6ZWVlvRo3/Iu6mBN1MR9qYk7UxTstLS1e97UZhmH4cSxes9ls2rp1q2bMmNFjn5ycHL3++uuqra1VXFycJGnLli265ppr1Nzc3O3Vm+6u3AwfPlxHjhxRbGysV2Nrb29XWVmZsrOzFRkZ6dsbg99QF3OiLuZDTcyJuvimoaFBiYmJqq+vP+nf75C6cuNwOHTGGWe4go0knXvuuTIMQ3//+991zjnneJxjt9tlt9s92iMjI33+ZerNOfA/6mJO1MV8qIk5URfv+PIZhdQ+NxMnTtShQ4fU1NTkavvoo48UFhamYcOGBXFkAADALIIabpqamlRZWanKykpJUk1NjSorK3XgwAFJ0ooVKzR79mxX/5kzZyohIUHz5s1TdXW1du3apWXLlummm27qcUExAADoX4Iabvbu3atx48Zp3LhxkqT8/HyNGzdOd911lyTJ6XS6go4kDRo0SGVlZfr22281fvx43XDDDcrLy9MDDzwQlPEDAADzCeqam6ysLJ1oPfPGjRs92kaPHs3KcgAA0KOQWnMDAABwMoQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKRHBHgB809FpqLymTocbW5UUE6XM1HiFh9mCPSwAAEyDcBNCSqqcKiiulrO+1dXmiIvSyrw0TUt3BHFkAACYB9NSIaKkyqkFRRVuwUaSautbtaCoQiVVziCNDAAAcyHchICOTkMFxdUyunmuq62guFodnd31AACgfyHchIDymjqPKzbfZ0hy1reqvKYucIMCAMCkCDch4HBjz8GmN/0AALAywk0ISIqJ6tN+AABYGeEmBGSmxssRF6Webvi26fhdU5mp8YEcFgAApkS4CQHhYTatzEuTJI+A03W8Mi+N/W4AAFAvws13333X43NOJ7cj+8u0dIcKZ2UoOc596ik5LkqFszLY5wYAgP/P5038xo0bp02bNikjI8OtffPmzVqwYIG++uqrPhsc3E1Ldyg7LZkdigEAOAGfr9xkZ2froosu0po1a2QYhpqamjR37lzNmTNHd911lz/GiO8JD7NpwlkJumrsGZpwVgLBBgCAf+DzlZsHH3xQ06dP17x58/S///u/OnTokGJjY7Vnzx6lpaX5Y4wAAABe69V3S+Xk5OjHP/6xCgsLFRERoeLiYoINAAAwBZ+npT799FNNmDBBL730kv785z/r9ttv11VXXaXbb79d7e3t/hgjAACA13wON2PHjlVqaqreffddZWdna9WqVXrttde0ZcsWZWZm+mOMAAAAXvM53Dz88MN65plnNHjwYFfbRRddpHfeecfjDioAAIBA8znc3Hjjjd22x8TEaP369ac8IAAAgFPh84LiJ598ssfnbDZbj+EHAAAgEHwON0uWLHE7bm9vV0tLiwYMGKDo6GjCDQAACCqfp6W++eYbt0dTU5P+9re/6eKLL9bTTz/tjzECAAB4rU++OPOcc87RmjVrPK7qAAAABFqffSt4eHi4Dh061Fc/DgAAoFd8XnOzbds2t2PDMOR0OrVu3TpNnDixzwYGAADQGz6HmxkzZrgd22w2DRkyRFOmTNH999/fV+MCAADoFZ/DTWdnpz/GAQAA0Cf6bM1Nb+zatUt5eXlKSUmRzWbTCy+84PW5b775piIiIjR27Fi/jQ8AAIQer67c5Ofne/0Df//733vdt7m5WWPGjNG8efN09dVXe31efX29Zs+ercsuu0xffvml1+cBAADr8yrcbNiwQenp6YqIiJDNZpNhGN32s9lsPr14bm6ucnNzfTpHkm655RbNnDlT4eHhPl3tAQAA1udVuKmvr9fzzz+vpKQkjRo1Snv27FFCQoK/x9atDRs26NNPP1VRUZFWrVoVlDEAAADz8ircnH766aqpqVFSUpI+++yzoC0q/vjjj7V8+XK9/vrriojwbi10W1ub2traXMcNDQ2Sjn9tRHt7u1c/o6uft/0RGNTFnKiL+VATc6IuvvHlc/IqIVx99dW69NJLXQt/x48fr/Dw8G777t+/3+sX90VHR4dmzpypgoIC/dM//ZPX561evVoFBQUe7aWlpYqOjvZpDGVlZT71R2BQF3OiLuZDTcyJuninpaXF6742o6cFNP+gpKREn3zyiW699Vbdc889iomJ6bZfb7+CwWazaevWrR776HT59ttvdfrpp7uFqs7OThmGofDwcJWWlmrKlCke53V35Wb48OE6cuSIYmNjvRpbe3u7ysrKlJ2drcjISN/eGPyGupgTdTEfamJO1MU3DQ0NSkxMVH19/Un/fnu9z820adMkSfv27dOSJUt6DDf+Ehsbq/fee8+t7eGHH9Zrr72mzZs3KzU1tdvz7Ha77Ha7R3tkZKTPv0y9OQf+R13MibqYDzUxJ+riHV8+I5838duwYYOvp/SoqalJn3zyieu4pqZGlZWVio+P14gRI7RixQodPHhQTz75pMLCwpSenu52flJSkqKiojzaAQBA/+VzuOlLe/fu1eTJk13HXfvpzJkzRxs3bpTT6dSBAweCNTwAABCCghpusrKyetwzR5I2btx4wvPvvvtu3X333X07KAAAENKC+vULAAAAfY1wAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALCWo4WbXrl3Ky8tTSkqKbDabXnjhhRP237Jli7KzszVkyBDFxsZqwoQJ+vOf/xyYwQIAgJAQ1HDT3NysMWPGaN26dV7137Vrl7Kzs/Xyyy9r3759mjx5svLy8vTOO+/4eaQAACBURATzxXNzc5Wbm+t1/7Vr17od33vvvXrxxRdVXFyscePG9fHoAABAKApquDlVnZ2damxsVHx8fI992tra1NbW5jpuaGiQJLW3t6u9vd2r1+nq521/BAZ1MSfqYj7UxJyoi298+ZxCOtzcf//9am5u1nXXXddjn9WrV6ugoMCjvbS0VNHR0T69XllZmc9jhP9RF3OiLuZDTcyJuninpaXF6742wzAMP47FazabTVu3btWMGTO86v/000/rpz/9qV588UVdfvnlPfbr7srN8OHDdeTIEcXGxnr1Wu3t7SorK1N2drYiIyO9Ogf+R13MibqYDzUxJ+rim4aGBiUmJqq+vv6kf79D8srNs88+q5tvvlnPPffcCYONJNntdtntdo/2yMhIn3+ZenMO/I+6mBN1MR9qYk7UxTu+fEYht8/N008/rblz52rTpk2aPn16sIcDAABMJqhXbpqamvTJJ5+4jmtqalRZWan4+HiNGDFCK1as0MGDB/Xkk09KOh5sZs+erT/84Q/64Q9/qNraWknSaaedpri4uKC8BwAAYC5BvXKzd+9ejRs3znUbd35+vsaNG6e77rpLkuR0OnXgwAFX/0cffVTHjh3TwoUL5XA4XI8lS5YEZfwAAMB8gnrlJisrSydaz7xx40a34x07dvh3QAAAIOSF3JobAACAEyHcAAAASyHcAAAASyHcAAAASyHcAAAASwnJHYqtoqPTUHlNnQ43tiopJkqZqfEKD7MFe1gAAIQ0wk2QlFQ5VVBcLWd9q6vNERellXlpmpbuCOLIAAAIbUxLBUFJlVMLiircgo0k1da3akFRhUqqnEEaGQAAoY9wE2AdnYYKiqvV3daFXW0FxdXq6DTFl7UDABByCDcBVl5T53HF5vsMSc76VpXX1AVuUAAAWAjhJsAON/YcbHrTDwAAuCPcBFhSTFSf9gMAAO4INwGWmRovR1yUerrh26bjd01lpsYHclgAAFgG4SbAwsNsWpmXJkkeAafreGVeGvvdAADQS4SbIJiW7lDhrAwlx7lPPSXHRalwVgb73AAAcArYxC9IpqU7lJ2WzA7FAAD0McJNEIWH2TThrIRgDwMAAEthWgoAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFhKUMPNrl27lJeXp5SUFNlsNr3wwgsnPWfnzp264IILFBUVpVGjRumRRx7x/0ABAEDICGq4aW5u1pgxY7Ru3Tqv+tfU1OiKK67QJZdconfeeUe/+tWvdOutt+r555/380gBAECoiAjmi+fm5io3N9fr/o888ohGjBihtWvXSpLOPfdc7d27V7/73e909dVX+2mUAAAglAQ13Phq9+7dysnJcWubOnWq1q9fr/b2dkVGRnqc09bWpra2NtdxQ0ODJKm9vV3t7e1evW5XP2/7IzCoizlRF/OhJuZEXXzjy+cUUuGmtrZWQ4cOdWsbOnSojh07piNHjsjhcHics3r1ahUUFHi0l5aWKjo62qfXLysr823ACAjqYk7UxXyoiTlRF++0tLR43Tekwo0k2Ww2t2PDMLpt77JixQrl5+e7jhsaGjR8+HDl5OQoNjbWq9dsb29XWVmZsrOzu706hOCgLuZEXcyHmpgTdfFN18yLN0Iq3CQnJ6u2ttat7fDhw4qIiFBCQkK359jtdtntdo/2yMhIn3+ZenMO/I+6mBN1MR9qYk7UxTu+fEYhtc/NhAkTPC7flZaWavz48fxiAAAASUEON01NTaqsrFRlZaWk47d6V1ZW6sCBA5KOTynNnj3b1X/+/Pn6/PPPlZ+frw8++ECPP/641q9fr1/+8pfBGD4AADChoE5L7d27V5MnT3Ydd62NmTNnjjZu3Cin0+kKOpKUmpqql19+WbfddpseeughpaSk6IEHHuA2cAAA4BLUcJOVleVaENydjRs3erRNmjRJFRUVfhwVAAAIZSG15gYAAOBkCDcAAMBSCDcAAMBSQmqfGzPr6DRUXlOnw42tSoqJUmZqvMLDut9YEAAA+A/hpg+UVDlVUFwtZ32rq80RF6WVeWmalu75lRAAAMB/mJY6RSVVTi0oqnALNpJUW9+qBUUVKqlyBmlkAAD0T4SbU9DRaaiguFrd3cze1VZQXK2Ozp5vdwcAAH2LcHMKymvqPK7YfJ8hyVnfqvKausANCgCAfo5wcwoON/YcbHrTDwAAnDrCzSlIionq034AAODUEW5OQWZqvBxxUerphm+bjt81lZkaH8hhAQDQrxFuTkF4mE0r89IkySPgdB2vzEtjvxsAAAKIcHOKpqU7VDgrQ8lx7lNPyXFRKpyVwT43AAAEGJv49YFp6Q5lpyWzQzEAACZAuOkj4WE2TTgrIdjDAACg32NaCgAAWArhBgAAWArhBgAAWAprbvygo9NgcTEAAEFCuOljJVVOFRRXu33nlCMuSivz0rgtHACAAGBaqg+VVDm1oKjC48s0a+tbtaCoQiVVziCNDACA/oNw00c6Og0VFFfL6Oa5rraC4mp1dHbXAwAA9BXCTR8pr6nzuGLzfYYkZ32rymvqAjcoAAD6IcJNHznc2HOw6U0/AADQO4SbPpIUE3XyTj70AwAAvUO46SOZqfFyxEV5fDt4F5uO3zWVmRofyGEBANDvEG76SHiYTSvz0iTJI+B0Ha/MS2O/GwAA/Ixw04empTtUOCtDyXHuU0/JcVEqnJXBPjcAAAQAm/j1sWnpDmWnJbNDMQAAQUK48YPwMJsmnJUQ7GEAANAvMS0FAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAspd/tUGwYhiSpoaHB63Pa29vV0tKihoYGRUZG+mto8BF1MSfqYj7UxJyoi2+6/m53/R0/kX4XbhobGyVJw4cPD/JIAACArxobGxUXF3fCPjbDmwhkIZ2dnTp06JBiYmJks3n3ZZYNDQ0aPny4vvjiC8XGxvp5hPAWdTEn6mI+1MScqItvDMNQY2OjUlJSFBZ24lU1/e7KTVhYmIYNG9arc2NjY/kFNCHqYk7UxXyoiTlRF++d7IpNFxYUAwAASyHcAAAASyHceMFut2vlypWy2+3BHgq+h7qYE3UxH2piTtTFf/rdgmIAAGBtXLkBAACWQrgBAACWQrgBAACWQrgBAACWQrjxwsMPP6zU1FRFRUXpggsu0Ouvvx7sIVnW6tWrdeGFFyomJkZJSUmaMWOG/va3v7n1MQxDd999t1JSUnTaaacpKytL77//vluftrY2LV68WImJiRo4cKCuvPJK/f3vfw/kW7Gs1atXy2azaenSpa42ahIcBw8e1KxZs5SQkKDo6GiNHTtW+/btcz1PXQLv2LFj+vd//3elpqbqtNNO06hRo3TPPfeos7PT1Ye6BICBE3rmmWeMyMhI47HHHjOqq6uNJUuWGAMHDjQ+//zzYA/NkqZOnWps2LDBqKqqMiorK43p06cbI0aMMJqamlx91qxZY8TExBjPP/+88d577xn/+q//ajgcDqOhocHVZ/78+cYZZ5xhlJWVGRUVFcbkyZONMWPGGMeOHQvG27KM8vJyY+TIkcb5559vLFmyxNVOTQKvrq7OOPPMM425c+cab7/9tlFTU2O88sorxieffOLqQ10Cb9WqVUZCQoLx0ksvGTU1NcZzzz1nDBo0yFi7dq2rD3XxP8LNSWRmZhrz5893axs9erSxfPnyII2ofzl8+LAhydi5c6dhGIbR2dlpJCcnG2vWrHH1aW1tNeLi4oxHHnnEMAzD+Pbbb43IyEjjmWeecfU5ePCgERYWZpSUlAT2DVhIY2Ojcc455xhlZWXGpEmTXOGGmgTHHXfcYVx88cU9Pk9dgmP69OnGTTfd5Nb24x//2Jg1a5ZhGNQlUJiWOoGjR49q3759ysnJcWvPycnRX/7ylyCNqn+pr6+XJMXHx0uSampqVFtb61YTu92uSZMmuWqyb98+tbe3u/VJSUlReno6dTsFCxcu1PTp03X55Ze7tVOT4Ni2bZvGjx+va6+9VklJSRo3bpwee+wx1/PUJTguvvhivfrqq/roo48kSe+++67eeOMNXXHFFZKoS6D0uy/O9MWRI0fU0dGhoUOHurUPHTpUtbW1QRpV/2EYhvLz83XxxRcrPT1dklyfe3c1+fzzz119BgwYoNNPP92jD3XrnWeeeUYVFRXas2ePx3PUJDj279+vwsJC5efn61e/+pXKy8t16623ym63a/bs2dQlSO644w7V19dr9OjRCg8PV0dHh37zm9/o+uuvl8S/l0Ah3HjBZrO5HRuG4dGGvrdo0SL99a9/1RtvvOHxXG9qQt1654svvtCSJUtUWlqqqKioHvtRk8Dq7OzU+PHjde+990qSxo0bp/fff1+FhYWaPXu2qx91Caxnn31WRUVF2rRpk8477zxVVlZq6dKlSklJ0Zw5c1z9qIt/MS11AomJiQoPD/dIyocPH/ZI3ehbixcv1rZt27R9+3YNGzbM1Z6cnCxJJ6xJcnKyjh49qm+++abHPvDevn37dPjwYV1wwQWKiIhQRESEdu7cqQceeEARERGuz5SaBJbD4VBaWppb27nnnqsDBw5I4t9KsCxbtkzLly/XT37yE/3zP/+zbrzxRt12221avXq1JOoSKISbExgwYIAuuOAClZWVubWXlZXpoosuCtKorM0wDC1atEhbtmzRa6+9ptTUVLfnU1NTlZyc7FaTo0ePaufOna6aXHDBBYqMjHTr43Q6VVVVRd164bLLLtN7772nyspK12P8+PG64YYbVFlZqVGjRlGTIJg4caLHNgkfffSRzjzzTEn8WwmWlpYWhYW5/2kNDw933QpOXQIkSAuZQ0bXreDr1683qqurjaVLlxoDBw40Pvvss2APzZIWLFhgxMXFGTt27DCcTqfr0dLS4uqzZs0aIy4uztiyZYvx3nvvGddff323t1EOGzbMeOWVV4yKigpjypQp3EbZh75/t5RhUJNgKC8vNyIiIozf/OY3xscff2w89dRTRnR0tFFUVOTqQ10Cb86cOcYZZ5zhuhV8y5YtRmJionH77be7+lAX/yPceOGhhx4yzjzzTGPAgAFGRkaG67Zk9D1J3T42bNjg6tPZ2WmsXLnSSE5ONux2u3HppZca7733ntvP+e6774xFixYZ8fHxxmmnnWb86Ec/Mg4cOBDgd2Nd/xhuqElwFBcXG+np6YbdbjdGjx5t/PGPf3R7nroEXkNDg7FkyRJjxIgRRlRUlDFq1CjjzjvvNNra2lx9qIv/2QzDMIJ55QgAAKAvseYGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGgKkZhqF/+7d/U3x8vGw2myorK4M9JAAmxyZ+AEzt//7v/3TVVVdpx44dGjVqlBITExURERHsYQEwMf4LAcDUPv30Uzkcjh6/MPDo0aMaMGBAgEcFwMyYlgJgWnPnztXixYt14MAB2Ww2jRw5UllZWVq0aJHy8/OVmJio7OxsSVJ1dbWuuOIKDRo0SEOHDtWNN96oI0eOuH5Wc3OzZs+erUGDBsnhcOj+++9XVlaWli5dGqR3B8BfCDcATOsPf/iD7rnnHg0bNkxOp1N79uyRJD3xxBOKiIjQm2++qUcffVROp1OTJk3S2LFjtXfvXpWUlOjLL7/Udddd5/pZy5Yt0/bt27V161aVlpZqx44d2rdvX7DeGgA/YloKgGnFxcUpJiZG4eHhSk5OdrWfffbZuu+++1zHd911lzIyMnTvvfe62h5//HENHz5cH330kVJSUrR+/Xo9+eSTris9TzzxhIYNGxa4NwMgYAg3AELO+PHj3Y737dun7du3a9CgQR59P/30U3333Xc6evSoJkyY4GqPj4/XD37wA7+PFUDgEW4AhJyBAwe6HXd2diovL0+//e1vPfo6HA59/PHHgRoaABMg3AAIeRkZGXr++ec1cuTIbm8TP/vssxUZGam33npLI0aMkCR98803+uijjzRp0qRADxeAn7GgGEDIW7hwoerq6nT99dervLxc+/fvV2lpqW666SZ1dHRo0KBBuvnmm7Vs2TK9+uqrqqqq0ty5cxUWxn8CASviyg2AkJeSkqI333xTd9xxh6ZOnaq2tjadeeaZmjZtmivA/Od//qeampp05ZVXKiYmRr/4xS9UX18f5JED8Ad2KAbQb2VlZWns2LFau3ZtsIcCoA9xTRYAAFgK4QYAAFgK01IAAMBSuHIDAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAs5f8BxHHpsKlB2rsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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X5Tbbt29Xbm6uHnjgAZ1zzjkqLS1Vfn6+/vrXvyo7OzvEewAr63j+Dv4Pc2I+u/Qg3PYj3OoNhlDMgVXm2dRwU15e7rNcWlqqlJQUVVVVadKkSV1us3LlSp/lBx54QC+//LI2bdpEuAEAANa65qa+vl6SlJTk/xXV7e3tamxsDGgbAABgX5b54kzDMFRUVKSJEycqKyvL7+1WrFihpqYm3XDDDV2+3tLSopaWFu9yQ0ODJMnj8cjj8fj1GR3j/B2P0KAv1kRfrIeeWBN9CUwg8+QwDMMSX6pRUFCgP/7xj9qxY4fS09P92uaZZ57R97//fb388su66qqruhyzdOlSFRcXd1pfVlam2NjYL1UzAAAIjebmZs2cOVP19fVKSEg441hLhJvCwkK99NJL2r59uzIzM/3a5rnnntO8efP0/PPPa/r06d2O6+rITUZGho4dO3bWyeng8XhUUVGh3NxcOZ1Ov7ZB8NEXa6Iv1kNPrIm+BKahoUHJycl+hRtTT0sZhqHCwkJt2LBBW7du9TvYPPPMM7r55pv1zDPPnDHYSJLL5ZLL5eq03ul0BvzL1JNtEHz0xZroi/XQE2uiL/4JZI5MDTcFBQUqKyvTyy+/rPj4eNXV1UmSEhMTFRMTI0latGiRDh06pLVr10r6PNjMnj1bjzzyiL7+9a97t4mJiVFiYqI5OwIAACzD1LulSkpKVF9fr5ycHKWlpXl/nnvuOe8Yt9utgwcPepd/+9vfqrW1VQUFBT7bLFiwwIxdAAAAFmP6aamzWbNmjc/y1q1bg1NMmGhrNyzx9EcAAKzKMreC4+zK97lVvKlG7vrT3nVpidFakj+iT3w/CgAA/rDUQ/zQvfJ9bt2xbo9PsJGkuvrTumPdHpXvc5tUGQAA1kK4CQNt7YaKN9Woq5N4HeuKN9Word30u/oBADAd4SYMVNYe73TE5osMSe7606qsPR66ogAAsCjCTRg42th9sOnJOAAA7IxwEwZS4qN7dRwAAHZGuAkD4zOTlJYYre5u+Hbo87umxmfyzegAABBuwkBkhENL8kdIUqeA07G8JH8Ez7sBAECEm7AxNStNJbPGKDXR99RTamK0SmaN4Tk3AAD8/3iIXxiZmpWm3BGpPKEYAIAzINyEmcgIhy49f4DZZQAAYFmclgIAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZCuAEAALZiarhZtmyZxo0bp/j4eKWkpGjGjBl67733zriN2+3WzJkzdeGFFyoiIkJ33XVXaIoFAABhwdRws23bNhUUFGjnzp2qqKhQa2ur8vLy1NTU1O02LS0tOvfcc7V48WKNGjUqhNUCAIBwEGXmh5eXl/ssl5aWKiUlRVVVVZo0aVKX2wwdOlSPPPKIJGn16tVBrxEAAIQXU8PNv6qvr5ckJSUl9dp7trS0qKWlxbvc0NAgSfJ4PPJ4PH69R8c4f8cjNOiLNdEX66En1kRfAhPIPDkMwzCCWIvfDMPQtddeqxMnTuj111/3a5ucnByNHj1aK1eu7HbM0qVLVVxc3Gl9WVmZYmNje1ouAAAIoebmZs2cOVP19fVKSEg441jLHLmZP3++/va3v2nHjh29+r6LFi1SUVGRd7mhoUEZGRnKy8s76+R08Hg8qqioUG5urpxOZ6/Wh56jL9ZEX6yHnlgTfQlMx5kXf1gi3BQWFmrjxo3avn270tPTe/W9XS6XXC5Xp/VOpzPgX6aebIPgoy/WRF+sh55YE33xTyBzZGq4MQxDhYWF2rBhg7Zu3arMzEwzywEAADZgargpKChQWVmZXn75ZcXHx6uurk6SlJiYqJiYGEmfn1Y6dOiQ1q5d692uurpaknTy5El98sknqq6uVr9+/TRixIiQ7wMAALAWU8NNSUmJpM8vDP6i0tJSzZ07V9LnD+07ePCgz+vZ2dne/66qqlJZWZmGDBmiDz/8MJjlAgCAMGD6aamzWbNmTY+2AwAAfRPfLQUAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGzF1HCzbNkyjRs3TvHx8UpJSdGMGTP03nvvnXW7bdu26ZJLLlF0dLSGDRum3/zmNyGoFgAAhANTw822bdtUUFCgnTt3qqKiQq2trcrLy1NTU1O329TW1urqq6/W5Zdfrr179+rHP/6x7rzzTr344oshrBwAAFhVlJkfXl5e7rNcWlqqlJQUVVVVadKkSV1u85vf/EaDBw/WypUrJUkXXXSRdu/erV/84he67rrrgl0yAACwOFPDzb+qr6+XJCUlJXU75s0331ReXp7PuilTpmjVqlXyeDxyOp0+r7W0tKilpcW73NDQIEnyeDzyeDx+1dUxzt/xCA36Yk30xXroiTXRl8AEMk+WCTeGYaioqEgTJ05UVlZWt+Pq6uo0cOBAn3UDBw5Ua2urjh07prS0NJ/Xli1bpuLi4k7vs3nzZsXGxgZUY0VFRUDjERr0xZroi/XQE2uiL/5pbm72e6xlws38+fP1t7/9TTt27DjrWIfD4bNsGEaX6yVp0aJFKioq8i43NDQoIyNDeXl5SkhI8Ks2j8ejiooK5ebmdjoyBPPQF2uiL9ZDT6yJvgSm48yLPywRbgoLC7Vx40Zt375d6enpZxybmpqquro6n3VHjx5VVFSUBgwY0Gm8y+WSy+XqtN7pdAb8y9STbRB89MWa6Iv10BNroi/+CWSOTL1byjAMzZ8/X+vXr9drr72mzMzMs25z6aWXdjqEt3nzZo0dO5ZfDgAAYG64KSgo0Lp161RWVqb4+HjV1dWprq5Op06d8o5ZtGiRZs+e7V2+/fbb9Y9//ENFRUX63//9X61evVqrVq3Sf/zHf5ixCwAAwGJMDTclJSWqr69XTk6O0tLSvD/PPfecd4zb7dbBgwe9y5mZmXrllVe0detWjR49Wj/96U/16KOPchs4AACQZPI1Nx0XAp/JmjVrOq2bPHmy9uzZE4SKAABAuOO7pQAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0QbgAAgK0EHG6++I3d/8rtdn+pYgAAAL6sgMNNdnZ2l19a+cILL+jiiy/ulaIAAAB6KuBwk5ubq8suu0zLly+XYRg6efKk5s6dqzlz5ui+++4LRo0AAAB+iwp0g8cee0zTp0/XvHnz9Mc//lGHDx9WQkKCdu3apREjRgSjRgAAAL8FHG4kKS8vT9/61rdUUlKiqKgobdq0iWADAAAsIeDTUh988IEuvfRS/eEPf9D//M//6O6779a1116ru+++Wx6PJxg1AgAA+C3gcDN69GhlZmbqrbfeUm5uru6//3699tprWr9+vcaPHx+MGgEAAPwWcLj59a9/rWeffVbnnHOOd91ll12mvXv3asyYMb1ZGwAAQMACDjc33XRTl+vj4+O1atWqL10QAADAlxHwBcVr167t9jWHw9Ft+AEAAAiFgMPNggULfJY9Ho+am5vVr18/xcbGEm4AAICpAj4tdeLECZ+fkydP6r333tPEiRP1zDPPBKNGAAAAv/XKF2decMEFWr58eaejOgAAAKHWa98KHhkZqcOHD/fW2wEAAPRIwNfcbNy40WfZMAy53W49/vjjmjBhQq8VBgAA0BMBh5sZM2b4LDscDp177rm68sortWLFit6qCwAAoEcCDjft7e3BqAMAAKBX9No1NwAAAFbg15GboqIiv9/w4Ycf7nExAAAAX5Zf4aa0tFRZWVmKioqSw+GQYRhdjnM4HL1aHAAAQKD8Cjf19fV68cUXlZKSomHDhmnXrl0aMGBAsGsDAAAImF/X3HzlK19RbW2tJOnDDz/komIAAGBZfh25ue666zRp0iQNGjRIDodDY8eOVWRkZJdjDxw40KsFAgAABMKvcPPEE0/oW9/6lt5//33deeeduvXWWxUfH/+lP3z79u36+c9/rqqqKrndbm3YsKHTc3T+1a9+9Ss9/vjj+vDDDzV48GAtXrxYs2fP/tK1AAAAe/D7OTdTp06VJFVVVWnBggW9Em6ampo0atQozZs3T9ddd91Zx5eUlGjRokV68sknNW7cOFVWVurWW2/VV77yFeXn53/pegAAQPgL+CF+paWlvfbh06ZN07Rp0/we//TTT+u2227Td77zHUnSsGHDtHPnTj344IOEGwAAIKkH4cZMLS0tio6O9lkXExOjyspKeTweOZ3OLrdpaWnxLjc0NEiSPB6PPB6PX5/bMc7f8QgN+mJN9MV66Ik10ZfABDJPYRVupkyZot/97neaMWOGxowZo6qqKq1evVoej0fHjh1TWlpap22WLVum4uLiTus3b96s2NjYgD6/oqKix7UjeOiLNdEX66En1kRf/NPc3Oz3WIfR3RP5QszhcJz1guJTp06poKBATz/9tAzD0MCBAzVr1iw99NBDOnLkiFJSUjpt09WRm4yMDB07dkwJCQl+1ebxeFRRUaHc3Nwujw7BHPTFmuiL9dATa6IvgWloaFBycrLq6+vP+vc7rI7cxMTEaPXq1frtb3+rI0eOKC0tTU888YTi4+OVnJzc5TYul0sul6vTeqfTGfAvU0+2QfDRF2uiL9ZDT6yJvvgnkDkKq3DTwel0Kj09XZL07LPP6pvf/KYiIvgOUAAAYHK4OXnypN5//33vcm1traqrq5WUlKTBgwdr0aJFOnTokNauXStJ2r9/vyorK/W1r31NJ06c0MMPP6x9+/bpqaeeMmsXAACAxZgabnbv3q0rrrjCu9zx7eNz5szRmjVr5Ha7dfDgQe/rbW1tWrFihd577z05nU5dccUVeuONNzR06NBQlw4AACzK1HCTk5PT7TeMS9KaNWt8li+66CLt3bs3yFUBAIBwxoUqAADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVgg3AADAVqLMLqAva2s3VFl7XEcbTyslPlrjM5MUGeEwuywAAMIa4cYk5fvcKt5UI3f9ae+6tMRoLckfoalZaSZWBgBAeOO0lAnK97l1x7o9PsFGkurqT+uOdXtUvs9tUmUAAIQ/wk2ItbUbKt5UI6OL1zrWFW+qUVt7VyMAAMDZEG5CrLL2eKcjNl9kSHLXn1Zl7fHQFQUAgI0QbkLsaGP3waYn4wAAgC/CTYilxEf36jgAAOCLcBNi4zOTlJYYre5u+Hbo87umxmcmhbIsAABsg3ATYpERDi3JHyFJnQJOx/KS/BE87wYAgB4i3JhgalaaSmaNUWqi76mn1MRolcwaw3NuAAD4EniIn0mmZqUpd0QqTygGAKCXEW5MFBnh0KXnDzC7DAAAbIXTUgAAwFYINwAAwFYINwAAwFZMDTfbt29Xfn6+Bg0aJIfDoZdeeums2/z+97/XqFGjFBsbq7S0NM2bN0+ffvpp8IsFAABhwdRw09TUpFGjRunxxx/3a/yOHTs0e/Zs3XLLLXrnnXf0/PPPa9euXfr+978f5EoBAEC4MPVuqWnTpmnatGl+j9+5c6eGDh2qO++8U5KUmZmp2267TQ899FCwSgQAAGEmrG4Fv+yyy7R48WK98sormjZtmo4ePaoXXnhB06dP73ablpYWtbS0eJcbGhokSR6PRx6Px6/P7Rjn73iEBn2xJvpiPfTEmuhLYAKZJ4dhGEYQa/Gbw+HQhg0bNGPGjDOOe+GFFzRv3jydPn1ara2tuuaaa/TCCy/I6XR2OX7p0qUqLi7utL6srEyxsbG9UToAAAiy5uZmzZw5U/X19UpISDjj2LAKNzU1Nbrqqqv0wx/+UFOmTJHb7dbChQs1btw4rVq1qsttujpyk5GRoWPHjp11cjp4PB5VVFQoNze32xCF0KMv1kRfrIeeWBN9CUxDQ4OSk5P9CjdhdVpq2bJlmjBhghYuXChJuvjiixUXF6fLL79c999/v9LSOn8nk8vlksvl6rTe6XQG/MvUk20QfPTFmuiL9dATa6Iv/glkjsLqOTfNzc2KiPAtOTIyUpJkkQNQAADAZKaGm5MnT6q6ulrV1dWSpNraWlVXV+vgwYOSpEWLFmn27Nne8fn5+Vq/fr1KSkp04MAB/eUvf9Gdd96p8ePHa9CgQWbsAgAAsBhTT0vt3r1bV1xxhXe5qKhIkjRnzhytWbNGbrfbG3Qkae7cuWpsbNTjjz+uH/3oRzrnnHN05ZVX6sEHHwx57QAAwJpMDTc5OTlnPJ20Zs2aTusKCwtVWFgYxKoAAEA4C6trbgAAAM6GcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGyFcAMAAGzF1HCzfft25efna9CgQXI4HHrppZfOOH7u3LlyOBydfkaOHBmaggEAgOWZGm6ampo0atQoPf74436Nf+SRR+R2u70/H330kZKSknT99dcHuVIAABAuosz88GnTpmnatGl+j09MTFRiYqJ3+aWXXtKJEyc0b968YJQXkLZ2Q5W1x3W08bRS4qM1PjNJkREOs8sCAKDPMTXcfFmrVq3SVVddpSFDhnQ7pqWlRS0tLd7lhoYGSZLH45HH4/HrczrGdTf+f945ovtfeVd1Df/3OakJLv3n1cM1ZeRAvz4DgTtbX2AO+mI99MSa6EtgApknh2EYRhBr8ZvD4dCGDRs0Y8YMv8a73W5lZGSorKxMN9xwQ7fjli5dquLi4k7ry8rKFBsb29Nyvd761KHV+zvO7n3xSM3n03rz/9euUQMsMcUAAISt5uZmzZw5U/X19UpISDjj2LANN8uWLdOKFSt0+PBh9evXr9txXR25ycjI0LFjx846OR08Ho8qKiqUm5srp9PpXd/WbihnxXafIzY++yQpNdGlLUWTOEUVBN31BeaiL9ZDT6yJvgSmoaFBycnJfoWbsDwtZRiGVq9erZtuuumMwUaSXC6XXC5Xp/VOpzPgX6Z/3Wb3B592G2ykz4/duOtbtPfjRl16/oCAPgv+60kvEXz0xXroiTXRF/8EMkdh+Zybbdu26f3339ctt9xiah1HG0/36jgAAPDlmXrk5uTJk3r//fe9y7W1taqurlZSUpIGDx6sRYsW6dChQ1q7dq3PdqtWrdLXvvY1ZWVlhbpkHynx0b06DgAAfHmmHrnZvXu3srOzlZ2dLUkqKipSdna27rvvPkmfXzR88OBBn23q6+v14osvmn7URpLGZyYpLTFa3V1N45CUlvj5beEAACA0TD1yk5OTozNdz7xmzZpO6xITE9Xc3BzEqvwXGeHQkvwRumPdHjnUcX/U5zoCz5L8EVxMDABACIXlNTdWMjUrTSWzxig10ffUU2pitEpmjdHUrDSTKgMAoG8Ky7ulrGZqVppyR6TyhGIAACyAcNNLIiMc3O4NAIAFcFoKAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYCuEGAADYiqnhZvv27crPz9egQYPkcDj00ksvnXWblpYWLV68WEOGDJHL5dL555+v1atXB79YAAAQFqLM/PCmpiaNGjVK8+bN03XXXefXNjfccIOOHDmiVatW6atf/aqOHj2q1tbWIFcKAADChanhZtq0aZo2bZrf48vLy7Vt2zYdOHBASUlJkqShQ4cGqToAABCOTA03gdq4caPGjh2rhx56SE8//bTi4uJ0zTXX6Kc//aliYmK63KalpUUtLS3e5YaGBkmSx+ORx+Px63M7xvk7HqFBX6yJvlgPPbEm+hKYQOYprMLNgQMHtGPHDkVHR2vDhg06duyY/v3f/13Hjx/v9rqbZcuWqbi4uNP6zZs3KzY2NqDPr6io6FHdCC76Yk30xXroiTXRF/80Nzf7PdZhGIYRxFr85nA4tGHDBs2YMaPbMXl5eXr99ddVV1enxMRESdL69ev17W9/W01NTV0evenqyE1GRoaOHTumhIQEv2rzeDyqqKhQbm6unE5nYDuGoKEv1kRfrIeeWBN9CUxDQ4OSk5NVX19/1r/fYXXkJi0tTeedd5432EjSRRddJMMw9PHHH+uCCy7otI3L5ZLL5eq03ul0BvzL1JNtEHz0xZroi/XQE2uiL/4JZI7C6jk3EyZM0OHDh3Xy5Envuv379ysiIkLp6ekmVgYAAKzC1HBz8uRJVVdXq7q6WpJUW1ur6upqHTx4UJK0aNEizZ492zt+5syZGjBggObNm6eamhpt375dCxcu1M0339ztBcUAAKBvMTXc7N69W9nZ2crOzpYkFRUVKTs7W/fdd58kye12e4OOJPXv318VFRX65z//qbFjx+p73/ue8vPz9eijj5pSPwAAsB5Tr7nJycnRma5nXrNmTad1w4cP58pyAADQrbC65gYAAOBsCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBWwuoJxeGird1QZe1xHW08rZT4aI3PTFJkhMPssgAA6BMIN72sfJ9bxZtq5K4/7V2XlhitJfkjNDUrzcTKAADoGzgt1YvK97l1x7o9PsFGkurqT+uOdXtUvs9tUmUAAPQdhJte0tZuqHhTjbp6JGHHuuJNNWprt8SXsAMAYFuEm15SWXu80xGbLzIkuetPq7L2eOiKAgCgDyLc9JKjjd0Hm56MAwAAPUO46SUp8dG9Og4AAPQM4aaXjM9MUlpitLq74duhz++aGp+ZFMqyAADocwg3vSQywqEl+SMkqVPA6Vhekj+C590AABBkhJteNDUrTSWzxig10ffUU2pitEpmjeE5NwAAhAAP8etlU7PSlDsilScUAwBgEsJNEERGOHTp+QPMLgMAgD6J01IAAMBWCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBWCDcAAMBW+twTig3DkCQ1NDT4vY3H41Fzc7MaGhrkdDqDVRoCRF+sib5YDz2xJvoSmI6/2x1/x8+kz4WbxsZGSVJGRobJlQAAgEA1NjYqMTHxjGMchj8RyEba29t1+PBhxcfHy+Hw78ssGxoalJGRoY8++kgJCQlBrhD+oi/WRF+sh55YE30JjGEYamxs1KBBgxQRcearavrckZuIiAilp6f3aNuEhAR+AS2IvlgTfbEeemJN9MV/Zzti04ELigEAgK0QbgAAgK0Qbvzgcrm0ZMkSuVwus0vBF9AXa6Iv1kNPrIm+BE+fu6AYAADYG0duAACArRBuAACArRBuAACArRBuAACArRBu/PDrX/9amZmZio6O1iWXXKLXX3/d7JJsa9myZRo3bpzi4+OVkpKiGTNm6L333vMZYxiGli5dqkGDBikmJkY5OTl65513fMa0tLSosLBQycnJiouL0zXXXKOPP/44lLtiW8uWLZPD4dBdd93lXUdPzHHo0CHNmjVLAwYMUGxsrEaPHq2qqirv6/Ql9FpbW/Wf//mfyszMVExMjIYNG6af/OQnam9v946hLyFg4IyeffZZw+l0Gk8++aRRU1NjLFiwwIiLizP+8Y9/mF2aLU2ZMsUoLS019u3bZ1RXVxvTp083Bg8ebJw8edI7Zvny5UZ8fLzx4osvGm+//bbxne98x0hLSzMaGhq8Y26//XbjvPPOMyoqKow9e/YYV1xxhTFq1CijtbXVjN2yjcrKSmPo0KHGxRdfbCxYsMC7np6E3vHjx40hQ4YYc+fONf76178atbW1xp///Gfj/fff946hL6F3//33GwMGDDD+8Ic/GLW1tcbzzz9v9O/f31i5cqV3DH0JPsLNWYwfP964/fbbfdYNHz7cuPfee02qqG85evSoIcnYtm2bYRiG0d7ebqSmphrLly/3jjl9+rSRmJho/OY3vzEMwzD++c9/Gk6n03j22We9Yw4dOmREREQY5eXlod0BG2lsbDQuuOACo6Kiwpg8ebI33NATc9xzzz3GxIkTu32dvphj+vTpxs033+yz7lvf+pYxa9YswzDoS6hwWuoMPvvsM1VVVSkvL89nfV5ent544w2Tqupb6uvrJUlJSUmSpNraWtXV1fn0xOVyafLkyd6eVFVVyePx+IwZNGiQsrKy6NuXUFBQoOnTp+uqq67yWU9PzLFx40aNHTtW119/vVJSUpSdna0nn3zS+zp9McfEiRP16quvav/+/ZKkt956Szt27NDVV18tib6ESp/74sxAHDt2TG1tbRo4cKDP+oEDB6qurs6kqvoOwzBUVFSkiRMnKisrS5K8895VT/7xj394x/Tr109f+cpXOo2hbz3z7LPPas+ePdq1a1en1+iJOQ4cOKCSkhIVFRXpxz/+sSorK3XnnXfK5XJp9uzZ9MUk99xzj+rr6zV8+HBFRkaqra1NP/vZz3TjjTdK4t9LqBBu/OBwOHyWDcPotA69b/78+frb3/6mHTt2dHqtJz2hbz3z0UcfacGCBdq8ebOio6O7HUdPQqu9vV1jx47VAw88IEnKzs7WO++8o5KSEs2ePds7jr6E1nPPPad169aprKxMI0eOVHV1te666y4NGjRIc+bM8Y6jL8HFaakzSE5OVmRkZKekfPTo0U6pG72rsLBQGzdu1JYtW5Senu5dn5qaKkln7Elqaqo+++wznThxotsx8F9VVZWOHj2qSy65RFFRUYqKitK2bdv06KOPKioqyjun9CS00tLSNGLECJ91F110kQ4ePCiJfytmWbhwoe69915997vf1b/927/ppptu0g9/+EMtW7ZMEn0JFcLNGfTr10+XXHKJKioqfNZXVFTosssuM6kqezMMQ/Pnz9f69ev12muvKTMz0+f1zMxMpaam+vTks88+07Zt27w9ueSSS+R0On3GuN1u7du3j771wDe+8Q29/fbbqq6u9v6MHTtW3/ve91RdXa1hw4bRExNMmDCh02MS9u/fryFDhkji34pZmpubFRHh+6c1MjLSeys4fQkRky5kDhsdt4KvWrXKqKmpMe666y4jLi7O+PDDD80uzZbuuOMOIzEx0di6davhdru9P83Nzd4xy5cvNxITE43169cbb7/9tnHjjTd2eRtlenq68ec//9nYs2ePceWVV3IbZS/64t1ShkFPzFBZWWlERUUZP/vZz4y///3vxu9//3sjNjbWWLdunXcMfQm9OXPmGOedd573VvD169cbycnJxt133+0dQ1+Cj3Djh1/96lfGkCFDjH79+hljxozx3paM3iepy5/S0lLvmPb2dmPJkiVGamqq4XK5jEmTJhlvv/22z/ucOnXKmD9/vpGUlGTExMQY3/zmN42DBw+GeG/s61/DDT0xx6ZNm4ysrCzD5XIZw4cPN5544gmf1+lL6DU0NBgLFiwwBg8ebERHRxvDhg0zFi9ebLS0tHjH0JfgcxiGYZh55AgAAKA3cc0NAACwFcINAACwFcINAACwFcINAACwFcINAACwFcINAACwFcINAACwFcINAEszDEM/+MEPlJSUJIfDoerqarNLAmBxPMQPgKX96U9/0rXXXqutW7dq2LBhSk5OVlRUlNllAbAw/g8BwNI++OADpaWldfuFgZ999pn69esX4qoAWBmnpQBY1ty5c1VYWKiDBw/K4XBo6NChysnJ0fz581VUVKTk5GTl5uZKkmpqanT11Verf//+GjhwoG666SYdO3bM+15NTU2aPXu2+vfvr7S0NK1YsUI5OTm66667TNo7AMFCuAFgWY888oh+8pOfKD09XW63W7t27ZIkPfXUU4qKitJf/vIX/fa3v5Xb7dbkyZM1evRo7d69W+Xl5Tpy5IhuuOEG73stXLhQW7Zs0YYNG7R582Zt3bpVVVVVZu0agCDitBQAy0pMTFR8fLwiIyOVmprqXf/Vr35VDz30kHf5vvvu05gxY/TAAw94161evVoZGRnav3+/Bg0apFWrVmnt2rXeIz1PPfWU0tPTQ7czAEKGcAMg7IwdO9ZnuaqqSlu2bFH//v07jf3ggw906tQpffbZZ7r00ku965OSknThhRcGvVYAoUe4ARB24uLifJbb29uVn5+vBx98sNPYtLQ0/f3vfw9VaQAsgHADIOyNGTNGL774ooYOHdrlbeJf/epX5XQ6tXPnTg0ePFiSdOLECe3fv1+TJ08OdbkAgowLigGEvYKCAh0/flw33nijKisrdeDAAW3evFk333yz2tra1L9/f91yyy1auHChXn31Ve3bt09z585VRAT/CwTsiCM3AMLeoEGD9Je//EX33HOPpkyZopaWFg0ZMkRTp071Bpif//znOnnypK655hrFx8frRz/6kerr602uHEAw8IRiAH1WTk6ORo8erZUrV5pdCoBexDFZAABgK4QbAABgK5yWAgAAtsKRGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCuEGwAAYCv/D3qgqXTC9jwQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for s in range(len(all_indices)):\n",
" plt.figure()\n",
" sources_xr.flux.sel(index=s).plot(marker=\"o\", linestyle='none')#, xscale=\"log\")\n",
" plt.grid();"
]
},
{
"cell_type": "markdown",
"id": "2c2764c8",
"metadata": {},
"source": [
"## Log-polynomial fitting"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "8eac9af5",
"metadata": {},
"outputs": [],
"source": [
"from scipy.optimize import curve_fit"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "07452dec",
"metadata": {},
"outputs": [],
"source": [
"def model(freq, a, b, c, d, e):\n",
" log_freq = np.log(freq)\n",
" return a + b * log_freq + c * log_freq**2 + d * log_freq **3 + e * log_freq **4"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "52f4d1e8",
"metadata": {},
"outputs": [],
"source": [
"#%%ai gemini:gemini-pro -f code\n",
"#\n",
"# add new data variable xarray Dataset"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "d88e4574",
"metadata": {},
"outputs": [],
"source": [
"sources_xr['logpolycoef'] = xr.DataArray(np.zeros((len(all_indices), 5), dtype=np.float64),\n",
" dims=[\"index\", \"power\"], coords={\"power\":np.arange(5)})"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "df8d7ec7",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 11kB\n",
"Dimensions: (freq: 13, index: 43, power: 5)\n",
"Coordinates:\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 ... 729.0 857.0 906.0\n",
" * index (index) int64 344B 0 1 2 3 4 5 6 7 ... 36 37 38 39 40 41 42\n",
" * power (power) int64 40B 0 1 2 3 4\n",
"Data variables:\n",
" flux (index, freq) float64 4kB 0.009533 0.01227 ... 1.627 1.508\n",
" polarized_flux (index, freq) float64 4kB 0.000209 0.0004197 ... 0.4463\n",
" logpolycoef (index, power) float64 2kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-353da270-cbc8-49ea-bf3c-7576a7d78c58' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-353da270-cbc8-49ea-bf3c-7576a7d78c58' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>freq</span>: 13</li><li><span class='xr-has-index'>index</span>: 43</li><li><span class='xr-has-index'>power</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c09ba189-4062-4162-8872-36779b8573c8' class='xr-section-summary-in' type='checkbox' checked><label for='section-c09ba189-4062-4162-8872-36779b8573c8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>freq</span></div><div class='xr-var-dims'>(freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.7 24.5 44.0 ... 857.0 906.0</div><input id='attrs-37ead392-9eb5-418f-a436-e239e5fcb8fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37ead392-9eb5-418f-a436-e239e5fcb8fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df074307-0cb6-4f83-bdb2-d3d2f6306411' class='xr-var-data-in' type='checkbox'><label for='data-df074307-0cb6-4f83-bdb2-d3d2f6306411' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 37 38 39 40 41 42</div><input id='attrs-f03e16b5-491b-4b3f-b752-e623c90e5d92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f03e16b5-491b-4b3f-b752-e623c90e5d92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da68b1fa-9a9c-4ec1-bde5-d94943a626c2' class='xr-var-data-in' type='checkbox'><label for='data-da68b1fa-9a9c-4ec1-bde5-d94943a626c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
" 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
" 36, 37, 38, 39, 40, 41, 42])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>power</span></div><div class='xr-var-dims'>(power)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4</div><input id='attrs-041aaee5-708f-407d-a677-a0f66d259783' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-041aaee5-708f-407d-a677-a0f66d259783' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33198619-e9f8-4786-a899-5a342669c274' class='xr-var-data-in' type='checkbox'><label for='data-33198619-e9f8-4786-a899-5a342669c274' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5c6e2600-cb08-4a82-aff5-fd8863141a79' class='xr-section-summary-in' type='checkbox' checked><label for='section-5c6e2600-cb08-4a82-aff5-fd8863141a79' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>flux</span></div><div class='xr-var-dims'>(index, freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.009533 0.01227 ... 1.627 1.508</div><input id='attrs-637ce35f-8b1c-4c37-9f8f-cfb18b58e8f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-637ce35f-8b1c-4c37-9f8f-cfb18b58e8f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5877e370-2f15-4b9b-9a6f-61c8481d3999' class='xr-var-data-in' type='checkbox'><label for='data-5877e370-2f15-4b9b-9a6f-61c8481d3999' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[9.53296665e-03, 1.22731710e-02, 3.52343917e-02, 1.05231375e-01,\n",
" 2.06828743e-01, 3.16171944e-01, 4.84915912e-01, 7.94718146e-01,\n",
" 1.23514867e+00, 1.46091151e+00, 1.65953088e+00, 1.95570362e+00,\n",
" 2.06929731e+00],\n",
" [2.19865311e-02, 2.68008839e-02, 6.64218515e-02, 1.70523986e-01,\n",
" 3.02950084e-01, 4.29749608e-01, 6.13614619e-01, 9.27301168e-01,\n",
" 1.34056485e+00, 1.54249549e+00, 1.71591902e+00, 1.96836853e+00,\n",
" 2.06348324e+00],\n",
" [6.23292550e-02, 7.17037022e-02, 1.52080044e-01, 3.32620889e-01,\n",
" 5.30951858e-01, 6.95837200e-01, 9.21052635e-01, 1.27732360e+00,\n",
" 1.71027529e+00, 1.91128027e+00, 2.07955384e+00, 2.31834483e+00,\n",
" 2.40662622e+00],\n",
" [1.28420487e-01, 1.39399141e-01, 2.52895534e-01, 4.70973700e-01,\n",
" 6.75261796e-01, 8.17375898e-01, 1.00274146e+00, 1.27578199e+00,\n",
" 1.58172917e+00, 1.71661055e+00, 1.82666719e+00, 1.97890735e+00,\n",
" 2.03412867e+00],\n",
" [2.03087479e-01, 2.26579532e-01, 4.42530364e-01, 8.89142334e-01,\n",
" 1.34111941e+00, 1.68543017e+00, 2.14321828e+00, 2.84007239e+00,\n",
" 3.65142465e+00, 4.01798487e+00, 4.32072783e+00, 4.74458790e+00,\n",
" 4.89972305e+00],\n",
"...\n",
" [6.15119629e+01, 3.48095970e+01, 1.09508257e+01, 3.36085892e+00,\n",
" 1.44533825e+00, 7.17743218e-01, 3.75433475e-01, 1.81699559e-01,\n",
" 9.50653851e-02, 7.42885768e-02, 6.16018176e-02, 4.83976752e-02,\n",
" 4.45454828e-02],\n",
" [6.52952118e+01, 4.62423553e+01, 2.65971336e+01, 1.51880655e+01,\n",
" 9.88815308e+00, 6.67376709e+00, 4.68192005e+00, 3.16083884e+00,\n",
" 2.22589183e+00, 1.94771528e+00, 1.75994229e+00, 1.54447865e+00,\n",
" 1.47666538e+00],\n",
" [6.54059143e+01, 4.68565788e+01, 2.77972107e+01, 1.63868370e+01,\n",
" 1.08978720e+01, 7.47188044e+00, 5.32132196e+00, 3.65434599e+00,\n",
" 2.61292672e+00, 2.29967904e+00, 2.08714557e+00, 1.84204388e+00,\n",
" 1.76460385e+00],\n",
" [1.33397018e+02, 1.02788383e+02, 7.41813278e+01, 5.35035744e+01,\n",
" 4.07125740e+01, 3.08391209e+01, 2.41603642e+01, 1.84862919e+01,\n",
" 1.45572996e+01, 1.32915888e+01, 1.24044895e+01, 1.13484068e+01,\n",
" 1.10064850e+01],\n",
" [1.11893921e+03, 6.59359802e+02, 2.31286041e+02, 7.93973923e+01,\n",
" 3.67975006e+01, 1.93134689e+01, 1.06518745e+01, 5.47429609e+00,\n",
" 3.02188039e+00, 2.41012502e+00, 2.02974296e+00, 1.62682843e+00,\n",
" 1.50765407e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>polarized_flux</span></div><div class='xr-var-dims'>(index, freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000209 0.0004197 ... 0.4463</div><input id='attrs-d30c57fa-188d-46c0-bdf1-645354ed3384' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d30c57fa-188d-46c0-bdf1-645354ed3384' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c52c9b29-cd7e-4349-a39d-741d7d995e73' class='xr-var-data-in' type='checkbox'><label for='data-c52c9b29-cd7e-4349-a39d-741d7d995e73' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.09032238e-04, 4.19746910e-04, 8.50656244e-04, 2.49023107e-03,\n",
" 1.80489719e-02, 5.72640542e-03, 1.15597062e-02, 9.84583888e-03,\n",
" 1.46417588e-01, 2.85883956e-02, 2.80669611e-02, 4.83805351e-02,\n",
" 1.06494231e-02],\n",
" [1.04647937e-04, 5.54144965e-04, 1.64660055e-03, 1.17538613e-03,\n",
" 2.40672962e-03, 2.32136808e-03, 9.42669529e-03, 1.80643704e-02,\n",
" 3.90529186e-02, 1.74250808e-02, 5.42906672e-02, 2.37514023e-02,\n",
" 1.12115480e-01],\n",
" [1.51423027e-03, 8.93858902e-04, 1.14222588e-02, 1.43563207e-02,\n",
" 1.21028572e-02, 2.09227428e-02, 1.81640983e-02, 4.42395732e-02,\n",
" 9.35957208e-02, 2.43421923e-02, 1.52755231e-02, 9.24632549e-02,\n",
" 1.57700777e-01],\n",
" [3.32547212e-03, 3.57067143e-03, 3.71790281e-03, 9.64054093e-03,\n",
" 5.17081432e-02, 1.43118603e-02, 5.98059176e-03, 5.38597740e-02,\n",
" 8.78629386e-02, 7.76129588e-02, 1.12431511e-01, 1.39546230e-01,\n",
" 2.03313623e-02],\n",
" [8.41543358e-03, 2.75596348e-03, 1.71520784e-02, 8.83964449e-03,\n",
" 2.17298940e-02, 1.23291733e-02, 6.09488338e-02, 1.07517034e-01,\n",
" 8.13308656e-02, 2.43529119e-02, 4.06711213e-02, 2.09916070e-01,\n",
" 6.63065091e-02],\n",
"...\n",
" [5.03596008e-01, 1.56299424e+00, 3.79811138e-01, 1.32692810e-02,\n",
" 3.07556689e-02, 5.01167774e-02, 1.48944646e-01, 3.37476516e-03,\n",
" 2.19755131e-03, 3.55372834e-03, 1.97043619e-03, 1.74394576e-03,\n",
" 1.76679785e-03],\n",
" [9.80177224e-01, 4.80327606e-01, 7.27018118e-01, 7.95515254e-02,\n",
" 1.58494674e-02, 5.10719828e-02, 1.55456603e-01, 1.19051732e-01,\n",
" 3.18491869e-02, 1.53212950e-01, 5.25007881e-02, 5.88580668e-02,\n",
" 1.68800540e-02],\n",
" [1.22437552e-01, 1.49131942e+00, 8.76178622e-01, 5.12973905e-01,\n",
" 1.54787719e-01, 3.04746125e-02, 1.06619634e-01, 7.30707496e-02,\n",
" 7.25938827e-02, 8.53817314e-02, 4.46697995e-02, 8.82707760e-02,\n",
" 1.81531653e-01],\n",
" [2.65626907e+00, 2.97604179e+00, 2.06295834e+01, 1.16005433e+00,\n",
" 8.37435186e-01, 5.67029417e-02, 2.34777737e+00, 1.70656681e-01,\n",
" 2.31032535e-01, 2.15255901e-01, 6.23656869e-01, 1.55271769e-01,\n",
" 4.41605270e-01],\n",
" [1.88864768e+00, 8.98794460e+00, 1.72133484e+01, 2.57452822e+00,\n",
" 3.66851658e-01, 7.37285689e-02, 7.36183971e-02, 5.14348857e-02,\n",
" 1.17083699e-01, 5.43942489e-02, 4.70941141e-02, 7.98787270e-03,\n",
" 4.46305782e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>logpolycoef</span></div><div class='xr-var-dims'>(index, power)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-246ca250-39e2-4a67-a4b2-9ef3d0e67451' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-246ca250-39e2-4a67-a4b2-9ef3d0e67451' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8406a367-210d-47b5-aedb-c412e48f942d' class='xr-var-data-in' type='checkbox'><label for='data-8406a367-210d-47b5-aedb-c412e48f942d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
"...\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bf03cd7b-ca46-473b-a680-1278fa37c1a3' class='xr-section-summary-in' type='checkbox' ><label for='section-bf03cd7b-ca46-473b-a680-1278fa37c1a3' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>freq</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-63869fe1-9f27-4aeb-8882-c54043606cb5' class='xr-index-data-in' type='checkbox'/><label for='index-63869fe1-9f27-4aeb-8882-c54043606cb5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 18.7, 24.5, 44.0, 70.0, 100.0, 143.0, 217.0, 353.0, 545.0, 643.0,\n",
" 729.0, 857.0, 906.0],\n",
" dtype=&#x27;float64&#x27;, name=&#x27;freq&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1361ddb2-161b-4f37-a8e3-b2e3330c8a6f' class='xr-index-data-in' type='checkbox'/><label for='index-1361ddb2-161b-4f37-a8e3-b2e3330c8a6f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
" 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
" 36, 37, 38, 39, 40, 41, 42],\n",
" dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>power</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6ce80e80-116d-4d65-8297-cdf3b43e8404' class='xr-index-data-in' type='checkbox'/><label for='index-6ce80e80-116d-4d65-8297-cdf3b43e8404' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;power&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a19e0db-26ea-49d1-b777-34ca27079bb2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a19e0db-26ea-49d1-b777-34ca27079bb2' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 11kB\n",
"Dimensions: (freq: 13, index: 43, power: 5)\n",
"Coordinates:\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 ... 729.0 857.0 906.0\n",
" * index (index) int64 344B 0 1 2 3 4 5 6 7 ... 36 37 38 39 40 41 42\n",
" * power (power) int64 40B 0 1 2 3 4\n",
"Data variables:\n",
" flux (index, freq) float64 4kB 0.009533 0.01227 ... 1.627 1.508\n",
" polarized_flux (index, freq) float64 4kB 0.000209 0.0004197 ... 0.4463\n",
" logpolycoef (index, power) float64 2kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0"
]
},
"execution_count": 32,
"metadata": {},
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}
],
"source": [
"sources_xr"
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{
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"id": "c5174cc8",
"metadata": {},
"source": [
"## Plot of the fitting curves, first in linear then in semilog axes"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "f7903c61",
"metadata": {},
"outputs": [],
"source": [
"for s in range(len(all_indices)):\n",
" sources_xr[\"logpolycoef\"].loc[dict(index=s)], cov = curve_fit(model, sources_xr.coords[\"freq\"], sources_xr.flux.sel(index=s))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "685b2a4f",
"metadata": {},
"outputs": [
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" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;freq&#x27; (freq: 13)&gt; Size: 104B\n",
"array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])\n",
"Coordinates:\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 70.0 ... 643.0 729.0 857.0 906.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'freq'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>freq</span>: 13</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1cc2007a-e954-43e1-b6cb-048271c5ba51' class='xr-array-in' type='checkbox' checked><label for='section-1cc2007a-e954-43e1-b6cb-048271c5ba51' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>18.7 24.5 44.0 70.0 100.0 143.0 ... 545.0 643.0 729.0 857.0 906.0</span></div><div class='xr-array-data'><pre>array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])</pre></div></div></li><li class='xr-section-item'><input id='section-2561fa1f-a5b3-4f8b-bdbf-81790665baf1' class='xr-section-summary-in' type='checkbox' checked><label for='section-2561fa1f-a5b3-4f8b-bdbf-81790665baf1' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>freq</span></div><div class='xr-var-dims'>(freq)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.7 24.5 44.0 ... 857.0 906.0</div><input id='attrs-396f6803-3013-444c-99cc-6f015c68819e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-396f6803-3013-444c-99cc-6f015c68819e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87c3772a-8dd1-4189-961f-7348e776a87e' class='xr-var-data-in' type='checkbox'><label for='data-87c3772a-8dd1-4189-961f-7348e776a87e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4f3af0f2-e47e-445b-8514-4e188c59ce17' class='xr-section-summary-in' type='checkbox' ><label for='section-4f3af0f2-e47e-445b-8514-4e188c59ce17' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>freq</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e25c1b02-7d10-4059-87ab-6cfa432c745d' class='xr-index-data-in' type='checkbox'/><label for='index-e25c1b02-7d10-4059-87ab-6cfa432c745d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 18.7, 24.5, 44.0, 70.0, 100.0, 143.0, 217.0, 353.0, 545.0, 643.0,\n",
" 729.0, 857.0, 906.0],\n",
" dtype=&#x27;float64&#x27;, name=&#x27;freq&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-906ecce7-268a-48d4-ac66-d43fa3a06335' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-906ecce7-268a-48d4-ac66-d43fa3a06335' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'freq' (freq: 13)> Size: 104B\n",
"array([ 18.7, 24.5, 44. , 70. , 100. , 143. , 217. , 353. , 545. , 643. ,\n",
" 729. , 857. , 906. ])\n",
"Coordinates:\n",
" * freq (freq) float64 104B 18.7 24.5 44.0 70.0 ... 643.0 729.0 857.0 906.0"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sources_xr.coords[\"freq\"]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "fe7de447",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_8670/2248375185.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
" plt.figure()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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