mirror of
https://github.com/Richard-Sti/csiborgtools.git
synced 2024-12-22 21:38:03 +00:00
9e4b34f579
* Update README * Update density field reader * Update name of SDSSxALFAFA * Fix quick bug * Add little fixes * Update README * Put back fit_init * Add paths to initial snapshots * Add export * Remove some choices * Edit README * Add Jens' comments * Organize imports * Rename snapshot * Add additional print statement * Add paths to initial snapshots * Add masses to the initial files * Add normalization * Edit README * Update README * Fix bug in CSiBORG1 so that does not read fof_00001 * Edit README * Edit README * Overwrite comments * Add paths to init lag * Fix Quijote path * Add lagpatch * Edit submits * Update README * Fix numpy int problem * Update README * Add a flag to keep the snapshots open when fitting * Add a flag to keep snapshots open * Comment out some path issue * Keep snapshots open * Access directly snasphot * Add lagpatch for CSiBORG2 * Add treatment of x-z coordinates flipping * Add radial velocity field loader * Update README * Add lagpatch to Quijote * Fix typo * Add setter * Fix typo * Update README * Add output halo cat as ASCII * Add import * Add halo plot * Update README * Add evaluating field at radial distanfe * Add field shell evaluation * Add enclosed mass computation * Add BORG2 import * Add BORG boxsize * Add BORG paths * Edit run * Add BORG2 overdensity field * Add bulk flow clauclation * Update README * Add new plots * Add nbs * Edit paper * Update plotting * Fix overlap paths to contain simname * Add normalization of positions * Add default paths to CSiBORG1 * Add overlap path simname * Fix little things * Add CSiBORG2 catalogue * Update README * Add import * Add TNG density field constructor * Add TNG density * Add draft of calculating BORG ACL * Fix bug * Add ACL of enclosed density * Add nmean acl * Add galaxy bias calculation * Add BORG acl notebook * Add enclosed mass calculation * Add TNG300-1 dir * Add TNG300 and BORG1 dir * Update nb
7220 lines
2 MiB
7220 lines
2 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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|
"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from h5py import File\n",
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"from scipy.stats import spearmanr\n",
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"\n",
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"import csiborgtools\n",
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"\n",
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"%matplotlib inline\n",
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"%load_ext autoreload\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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|
"metadata": {},
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|
"outputs": [],
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"source": [
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"paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)\n",
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"\n",
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"# d = np.load(paths.field_interpolated(\"SDSS\", \"csiborg2_main\", 16817, \"density\", \"SPH\", 1024))"
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]
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},
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{
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|
"cell_type": "code",
|
|
"execution_count": null,
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|
"metadata": {},
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|
"outputs": [],
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|
"source": [
|
|
"cat = csiborgtools.read.CSiBORG1Cat"
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|
]
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|
},
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|
{
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|
"cell_type": "code",
|
|
"execution_count": null,
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"metadata": {},
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|
"outputs": [],
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"source": []
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|
},
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{
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|
"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGC'). [astropy.io.fits.column]\n",
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"WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGCNr'). [astropy.io.fits.column]\n",
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"/mnt/zfsusers/rstiskalek/csiborgtools/csiborgtools/read/obs.py:367: UserWarning: Key `IN_DR7_LSS` found in both `routine_keys` and `fits_keys`. Returning `routine_keys` value.\n",
|
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" warn(f\"Key `{key}` found in both `routine_keys` and `fits_keys`. \"\n"
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]
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|
}
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|
],
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"source": [
|
|
"survey = csiborgtools.SDSSxALFALFA()()"
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|
]
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},
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{
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|
"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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|
"outputs": [],
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"source": [
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"survey.name = \"SDSSxALFALFA\""
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]
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},
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{
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|
"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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|
"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Reading fields: 100%|██████████| 20/20 [00:51<00:00, 2.58s/it]\n"
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|
]
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}
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|
],
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"source": [
|
|
"fval, smooth_scales = csiborgtools.summary.read_interpolated_field(survey, \"csiborg2_main\", \"density\", \"SPH\", 1024, paths)"
|
|
]
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|
},
|
|
{
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|
"cell_type": "code",
|
|
"execution_count": 27,
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"metadata": {},
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|
"outputs": [
|
|
{
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|
"name": "stderr",
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|
"output_type": "stream",
|
|
"text": [
|
|
"Reading fields: 100%|██████████| 20/20 [00:42<00:00, 2.10s/it]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"fval_rand, smooth_scales = csiborgtools.summary.read_interpolated_field(survey, \"csiborg2_random\", \"density\", \"SPH\", 1024, paths)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
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"metadata": {},
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"outputs": [
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{
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"data": {
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" 'ELPETRO_COL_zi',\n",
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" 'ELPETRO_COL_zz',\n",
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" 'DIST',\n",
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" 'DIST_UNCORRECTED',\n",
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" 'SERSIC_MASS',\n",
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" 'ELPETRO_MASS',\n",
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" 'SERSIC_MTOL_F',\n",
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" 'SERSIC_MTOL_N',\n",
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" 'SERSIC_MTOL_u',\n",
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|
|
" 'petroR90_r',\n",
|
|
" 'petroR90_i',\n",
|
|
" 'extinction_u',\n",
|
|
" 'extinction_g',\n",
|
|
" 'extinction_r',\n",
|
|
" 'extinction_i',\n",
|
|
" 'extinction_z',\n",
|
|
" 'expAB_g',\n",
|
|
" 'expAB_r',\n",
|
|
" 'expAB_i',\n",
|
|
" 'expMag_g',\n",
|
|
" 'expMag_r',\n",
|
|
" 'expMag_i',\n",
|
|
" 'flags_u',\n",
|
|
" 'flags_g',\n",
|
|
" 'flags_r',\n",
|
|
" 'flags_i',\n",
|
|
" 'flags_z',\n",
|
|
" 'flags',\n",
|
|
" 'lnLExp_r',\n",
|
|
" 'lnLDeV_r',\n",
|
|
" 'type',\n",
|
|
" 'fracDev_g',\n",
|
|
" 'fracDev_r',\n",
|
|
" 'fracDev_i',\n",
|
|
" 'expRad_g',\n",
|
|
" 'expRad_r',\n",
|
|
" 'expRad_i',\n",
|
|
" '#AGCNr',\n",
|
|
" 'Name',\n",
|
|
" 'RAdeg_HI',\n",
|
|
" 'DECdeg_HI',\n",
|
|
" 'RAdeg_OC',\n",
|
|
" 'DECdeg_OC',\n",
|
|
" 'Vhelio',\n",
|
|
" 'W50',\n",
|
|
" 'sigW',\n",
|
|
" 'W20',\n",
|
|
" 'HIflux',\n",
|
|
" 'sigflux',\n",
|
|
" 'SNR',\n",
|
|
" 'RMS',\n",
|
|
" 'Dist',\n",
|
|
" 'sigDist',\n",
|
|
" 'logMH',\n",
|
|
" 'siglogMH',\n",
|
|
" 'HIcode',\n",
|
|
" 'Separation',\n",
|
|
" 'INDEX']"
|
|
]
|
|
},
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"survey.keys"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/mnt/zfsusers/rstiskalek/csiborgtools/csiborgtools/read/obs.py:374: UserWarning: Returning a FITS property `SERSIC_B300`. Be careful about little h!\n",
|
|
" warn(f\"Returning a FITS property `{key}`. \"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"col = np.log10(survey[\"SERSIC_B300\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(20, 17737, 5)"
|
|
]
|
|
},
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fval.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 96,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"8.0\n",
|
|
"MAIN SignificanceResult(statistic=0.01800564415653568, pvalue=0.01648383065884433)\n",
|
|
"RAND SignificanceResult(statistic=-0.09834925186515843, pvalue=2.2430402522333184e-39)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"k = 3\n",
|
|
"n = 5\n",
|
|
"print(smooth_scales[k])\n",
|
|
"print(\"MAIN \", spearmanr(col, fval[n, :, k]))\n",
|
|
"print(\"RAND \", spearmanr(col, fval_rand[n, :, k]))\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.scatter(col, fval[n, :, k], s=1)\n",
|
|
"# plt.scatter(col, fval_rand[n, :, k], s=1)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 100,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"MAIN SignificanceResult(statistic=0.01727582463129473, pvalue=0.021402398915955124)\n",
|
|
"RAND SignificanceResult(statistic=0.02077892643371117, pvalue=0.00564970605187618)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"k = 3\n",
|
|
"y1 = np.mean(fval[:, :, k], axis=0)\n",
|
|
"y2 = np.mean(fval_rand[:, :, k], axis=0)\n",
|
|
"\n",
|
|
"\n",
|
|
"print(\"MAIN \", spearmanr(col, y1))\n",
|
|
"print(\"RAND \", spearmanr(col, y2))\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.scatter(col, y1, s=1)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(22478,)"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"survey.selection_mask.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"paths.field_interpolated()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"radvel_path = paths.field(\"radvel\", \"SPH\", 1024, 16217, \"csiborg2_main\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"d = np.load(radvel_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"4.1G\t/mnt/extraspace/rstiskalek/csiborg_postprocessing/environment/radvel_csiborg2_main_SPH_16217_1024.npy\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!du -h /mnt/extraspace/rstiskalek/csiborg_postprocessing/environment/radvel_csiborg2_main_SPH_16217_1024.npy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# x1 = d[\"val\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x2 = d[\"val\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 0., 2., 4., 8., 16.])"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d[\"smooth_scales\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"k = -1\n",
|
|
"\n",
|
|
"m = np.isfinite(x1[:, k]) & np.isfinite(x2[:, k])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"SignificanceResult(statistic=0.9946039397587731, pvalue=0.0)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print(spearmanr(x1[m, k], x2[m, k]))\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.scatter(x1[m, k], x2[m, k], s=1)\n",
|
|
"plt.xscale(\"log\")\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([413.8776 , 36.502567, 42.72512 , ..., 86.33546 , 46.866375,\n",
|
|
" 16.672348], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(641409, 5)"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x1.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[[38.309074, 37.35447 , 33.675297, ..., 38.631912, 37.806564,\n",
|
|
" 38.30662 ],\n",
|
|
" [36.995125, 35.11136 , 31.615524, ..., 41.488594, 39.508347,\n",
|
|
" 38.271282],\n",
|
|
" [35.551605, 32.419254, 28.316347, ..., 44.668957, 41.425102,\n",
|
|
" 38.46228 ],\n",
|
|
" ...,\n",
|
|
" [44.0867 , 46.94581 , 47.402313, ..., 38.326492, 38.893078,\n",
|
|
" 40.331207],\n",
|
|
" [39.54499 , 39.829464, 38.81296 , ..., 36.481358, 36.73762 ,\n",
|
|
" 37.66062 ],\n",
|
|
" [38.683113, 38.04618 , 35.1861 , ..., 36.864704, 36.749477,\n",
|
|
" 37.77259 ]],\n",
|
|
"\n",
|
|
" [[39.680145, 39.896065, 37.5201 , ..., 35.309006, 35.451256,\n",
|
|
" 37.65782 ],\n",
|
|
" [38.184814, 37.705723, 34.6373 , ..., 38.367054, 37.28385 ,\n",
|
|
" 37.66665 ],\n",
|
|
" [36.350132, 34.192383, 30.708448, ..., 42.486446, 39.748688,\n",
|
|
" 37.757904],\n",
|
|
" ...,\n",
|
|
" [48.202843, 51.6801 , 54.201912, ..., 37.41573 , 39.070263,\n",
|
|
" 41.48212 ],\n",
|
|
" [41.606823, 44.06209 , 46.2296 , ..., 33.731186, 35.463955,\n",
|
|
" 37.43514 ],\n",
|
|
" [40.023647, 41.03199 , 39.59713 , ..., 33.46958 , 34.77913 ,\n",
|
|
" 37.458004]],\n",
|
|
"\n",
|
|
" [[42.269516, 44.800823, 43.88061 , ..., 31.999905, 33.81479 ,\n",
|
|
" 38.11813 ],\n",
|
|
" [40.689667, 41.8762 , 40.181072, ..., 35.19038 , 35.086533,\n",
|
|
" 38.080868],\n",
|
|
" [38.505177, 37.81341 , 35.218002, ..., 39.726883, 37.880917,\n",
|
|
" 37.98939 ],\n",
|
|
" ...,\n",
|
|
" [53.54201 , 58.9436 , 66.00325 , ..., 36.82529 , 41.091465,\n",
|
|
" 46.317104],\n",
|
|
" [44.265858, 50.393852, 55.040318, ..., 31.7586 , 34.622643,\n",
|
|
" 39.686398],\n",
|
|
" [42.591843, 46.13804 , 46.71531 , ..., 30.522701, 32.33912 ,\n",
|
|
" 37.310055]],\n",
|
|
"\n",
|
|
" ...,\n",
|
|
"\n",
|
|
" [[36.964626, 33.57419 , 29.586971, ..., 43.06893 , 41.11846 ,\n",
|
|
" 39.331432],\n",
|
|
" [36.032703, 32.74095 , 28.373114, ..., 43.962837, 41.521736,\n",
|
|
" 38.690216],\n",
|
|
" [35.184982, 31.26581 , 27.127985, ..., 44.944073, 42.05588 ,\n",
|
|
" 38.838474],\n",
|
|
" ...,\n",
|
|
" [38.095966, 37.35273 , 34.85196 , ..., 42.916054, 41.808567,\n",
|
|
" 40.2956 ],\n",
|
|
" [37.57452 , 35.121746, 32.29693 , ..., 42.38733 , 41.167664,\n",
|
|
" 39.764378],\n",
|
|
" [37.60174 , 34.37987 , 30.65371 , ..., 42.481983, 41.12721 ,\n",
|
|
" 39.814762]],\n",
|
|
"\n",
|
|
" [[36.984535, 33.885307, 29.960264, ..., 42.689564, 40.912434,\n",
|
|
" 39.279568],\n",
|
|
" [36.086666, 32.507336, 28.38868 , ..., 44.143845, 41.76999 ,\n",
|
|
" 38.934032],\n",
|
|
" [35.14676 , 31.207554, 26.969011, ..., 45.590717, 42.514576,\n",
|
|
" 39.190063],\n",
|
|
" ...,\n",
|
|
" [40.034714, 39.873127, 39.855125, ..., 40.560432, 40.166527,\n",
|
|
" 40.173508],\n",
|
|
" [37.800323, 36.153614, 33.418015, ..., 40.476524, 39.99206 ,\n",
|
|
" 39.203354],\n",
|
|
" [37.445255, 34.964134, 31.208267, ..., 41.27682 , 40.32644 ,\n",
|
|
" 39.46384 ]],\n",
|
|
"\n",
|
|
" [[37.365154, 35.074844, 31.241234, ..., 41.14966 , 39.78451 ,\n",
|
|
" 38.712948],\n",
|
|
" [36.41588 , 33.426365, 29.391582, ..., 43.479816, 41.18592 ,\n",
|
|
" 38.77536 ],\n",
|
|
" [35.295177, 31.421724, 27.27295 , ..., 45.680676, 42.432396,\n",
|
|
" 39.032627],\n",
|
|
" ...,\n",
|
|
" [40.50576 , 42.841057, 42.216366, ..., 39.10556 , 39.566757,\n",
|
|
" 40.411335],\n",
|
|
" [38.77279 , 37.562416, 35.394333, ..., 38.59305 , 38.3598 ,\n",
|
|
" 38.760056],\n",
|
|
" [37.811317, 36.106308, 32.836246, ..., 39.24028 , 38.665195,\n",
|
|
" 38.452446]]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"field.density_field(\"SPH\", 1024)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 206,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Creating group to tree ID mapping...\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"mreader = csiborgtools.read.CSiBORG2MergerTreeReader(16517, \"main\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 238,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"136.42772691506084"
|
|
]
|
|
},
|
|
"execution_count": 238,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"dist\"][4]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 251,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"d = mreader.main_progenitor(3000)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 252,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.07736389817838397"
|
|
]
|
|
},
|
|
"execution_count": 252,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.max(d[\"MaxNextProgenitorMass\"] / d[\"MainProgenitorMass\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 253,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(d[\"Redshift\"], d[\"MainProgenitorMass\"])\n",
|
|
"plt.plot(d[\"Redshift\"], d[\"MaxNextProgenitorMass\"])\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 202,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0\n",
|
|
"702 98\n",
|
|
"-1 7\n",
|
|
"\n",
|
|
"1\n",
|
|
"1415 97\n",
|
|
"1075 98\n",
|
|
"\n",
|
|
"2\n",
|
|
"2142 96\n",
|
|
"1902 97\n",
|
|
"\n",
|
|
"3\n",
|
|
"2887 95\n",
|
|
"2602 96\n",
|
|
"\n",
|
|
"4\n",
|
|
"3642 94\n",
|
|
"3262 95\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"n = 0\n",
|
|
"\n",
|
|
"main_progenitor = tree[\"TreeMainProgenitor\"]\n",
|
|
"next_progenitor = tree[\"TreeNextProgenitor\"]\n",
|
|
"snapnum = tree[\"SnapNum\"]\n",
|
|
"\n",
|
|
"for i in range(5):\n",
|
|
"\n",
|
|
" print(i)\n",
|
|
" next_progenitor\n",
|
|
" # print(main_progenitor[n], snapnum[main_progenitor[n]])\n",
|
|
" # print(next_progenitor[n], snapnum[next_progenitor[n]])\n",
|
|
" print(\"\")\n",
|
|
" \n",
|
|
" \n",
|
|
" n = main_progenitor[n]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 180,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# z, y = mreader.fof_progenitor(30)\n",
|
|
"d = mreader.main_progenitor(30)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 181,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(d[\"Redshift\"], d[\"MainProgenitorMass\"], label=\"Main progenitor\")\n",
|
|
"# plt.plot(z, y, label=\"FoF group\")\n",
|
|
"plt.legend()\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 164,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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VVcvAvurqar3//vsaPXp0m+cvXbpUMTExvkdqaqp/PgTQhaxWi24Y21d/v+9qPT43Xf1iw1TV0KxDJ2u1q8itzYdP6aN9ZTIM6ZYJKbpyWMI517h5Qstu1H89HVRK3PW+Re9uHn9u19AZDrtVXxnVMgPq3e3t6yJadbobaky/lrUUNh+ipQVA1/HrlOeysjJ5PB4lJraeCpqYmKjdu3f7fs/KytLWrVtVU1OjlJQUrVy5UomJiZozZ44kyePxaMGCBZo0aVKb7/XAAw9o8eLFvt/dbjfBBUHLbrPq1swUfT0jWftLq1XT0KyaRo/qGptV0+CRIelr4/qe97U3pSfrkdW7lFdYoYMnqrV2V4m8hpQ5IE4DEyIu+L5fHZOkv35+TGvyi/TQ10ZdcKG5AyeqtfVopWxWi5bMGq25yzco72iFGpo9ctptbb4OAPzFlHVa1q5de97jW7dubfc1nE6nnE6nv0oCAkKIzdrh5f57Rzl11bAErdtzQm98fkz/2FEiqaVl5mKuHt5bEQ6bjlfWa+vRSmWkxrZ57punW1muHpagiQPi1CvCoZM1jco/VqnMARfvWgKAS+XX7qGEhATZbDaVlJS0Ol5SUqKkpAvvjwLgy5tzuhvo+U8PaU9JlRx2q24ce/6WmX8WGmLzjUl5N7+ozfMMw9AbeS2hZfb4frJYLJo4ME6SlEMXEYAu4tfQ4nA4lJmZqezsbN8xr9er7OxsTZ061Z9v5eNyuZSWlnbBriSgu7s+LUmRTruq6pslSV8ZlaiY8JB2vXbmmJZw8+72YrW1FdmWI6dUWF6nCIfNN1X6zMDdnA6u8wIAX1aHQ0t1dbXy8vKUl5cnSSooKFBeXp6OHDkiSVq8eLGeeeYZvfDCC9q1a5fuvvtu1dTU+GYT+dvChQu1c+dO5eTkdMr1gWAQ5rBp5pizrZm3ZLY9APeLpo3oLafdqiPltdpZdP5ZeG+c7hqaMSbJN3vpzNYBmw+faveUaQC4FB0OLZs3b9b48eM1fnzLjrWLFy/W+PHj9fDDD0uSbrvtNj3++ON6+OGHlZGRoby8PK1Zs+acwbkA/OvWzJYxLH2inLpqWPv3E4pw2jVtRMv5a86z0Fxjs1dvb2vpOrp5/NlxMqOToxUWYlNlXZP2n6i+lNIBoF06PBB32rRpbTYhn3HPPffonnvu+dJFAei4KYN76ZnvTlRqfJhCbB3798jMMX319x0leje/WP96/YhWz63bU6qK2ib1iXJq6pBevuMhNqvG94/VpwdOKudQuYYnsjUHgM5lyt5D/sSYFuCsr6QlamRSx2YfSdJ1o/ooxGbR/tJqvZl3TLWNzb7nVp0egPv1jGTZvrBQna+LiMG4ALqAKVOe/WnhwoVauHCh3G63YmJizC4HCErRoSG6elhvZe8u1aJX8+SwWTVpUJyuGJqgtac3Y5x9noXqJvlmEDEYF0DnC/rQAsA//uOm0eoTHar1e0/oWEWdPtl/Up/sPylJGp4YqbTzrB8zvn+crBbp6Kk6FVXWqW9MWFeXDaAHIbQAkCSlxodr6c1jZRiGDpbVaP3eE1q/94R2FVXp3uuGnXe13EinXWnJ0co/5tbmQ6c0K53QAqDzBH1ocblccrlc8njO3RkXQMdZLBYN6R2pIb0jNf+KQRc9f+KAeOUfcyvnULlmpSd3QYUAeqqgH4jLOi2AuXyLzDEYF0AnC/rQAsBcZwbj7i52y13fZHI1ALozQguAS9InOlQDeoXLMKQth2ltAdB5CC0ALtnEAazXAqDzBX1oYXE5wHys1wKgKwR9aGEgLmC+Myvjfl5YocpaxrUA6BxBH1oAmG9I7wiNSIxSY7NXb3x+1OxyAHRThBYAl8xisejbU/pLkl7eeOSim6oCwJdBaAHgF3Mm9FNYiE37Squ1mVlEADoBoQWAX0SHhmhWel9J0isbj5hcDYDuKOhDC7OHgMDx7SkDJEnvbC/SqZpGk6sB0N0EfWhh9hAQONJTYpTWN1qNzV79ZQsDcgH4V9CHFgCB458H5L6yiQG5APyL0ALAr2aP76cIh00HT9Tos4MsNgfAfwgtAPwq0mnXTRn9JLW0tgCAvxBaAPjd7ae7iNbkF6msuqHVc6dqGlVQVmNGWQCCnN3sAgB0P2P6xWhcSoy2Ha3U67lHNTujn/6xs1hr8ou1saBcHq+hlXdN1aTTy/8DQHsQWgB0itun9Ne2o9u17L29evTd3ec8v3ZXCaEFQIcEffcQ67QAgWlWerKiQ+1qbPZKkib0j9Uvbhipn14/XJK0+RCr5gLoGIvRTeYkut1uxcTEqLKyUtHR0WaXA0DS9qOV2lXs1jXDeysxOlSSdKisRtMeXyeHzapt/3G9QkNsJlcJwEwd+f4O+pYWAIFrbEqMvjEx1RdYJGlAr3AlRDrU6PEq/1ilidUBCDaEFgBdymKxKHNAnCQphy4iAB1AaAHQ5c4MwM09zOJzANqP0AKgy51pack9fIql/gG0G6EFQJcbnRwjp92qU7VNOnCCheYAtA+hBUCXc9itykiNlSRtPkQXEYD2IbQAMMXEgS1dRJsPMxgXQPsQWgCYYuKAM4NxCS0A2ifoQwsr4gLBaUL/lpaWgrIanahquMjZANANQsvChQu1c+dO5eTkmF0KgA6ICQ/RiMQoSbS2AGifoA8tAIJX5sAzU58ZjAvg4ggtAEwzcQCDcQG0H6EFgGnOrIybf6xS9U0ek6sBEOgILQBMkxIXpj5RTjV5DG0trDC7HAABjtACwDQWi4X1WgC0G6EFgKkyT6/Xwsq4AC6G0ALAVJMGnt080etl80QAbSO0ADDVqL7RCguxyV3frP0nqs0uB0AAs5tdAICeLcTWsnnihoMn9b3nc5QcE6bosBDFhIUoNjxEfWNCNaBXhPrHh6t/fLjCHDazSwZgEkILANNlpSVqw8GTOnqqTkdP1V3w3N5RTt0yIUU/nzFCVquliyoEEAgILQBM970rBuqKob10oqpBlXVNvkdFbZOOnarT4fIaHT5Zq6r6Zp2oatDyDw+ovsmjJbPSZLEQXICeIuhDi8vlksvlksfDwlRAsLJYLBqZFK2RSRc+r6K2Ue9sL9KDb+Tr+U8PKdJp109njOiaIgGYzmIYRrcYru92uxUTE6PKykpFR0ebXQ6ATvSnzw7roVX5kqR/++pI3T1tiMkVAfiyOvL9zewhAEHnjssG6P6ZIyVJv1mzWy9uOGRuQQC6BKEFQFC665ohuve6oZKkh9/coddzj5pcEYDORmgBELQWf2W45l8xUJL0b3/Zpg92l5pbEIBORWgBELQsFoseujFNt0xIkcdraOErW5R/rNLssgB0EkILgKBmtVq09OaxunJogmobPZr/fI6Onqo1uywAnYDQAiDoOexW/e93JmhkUpROVDXozudyVFnbZHZZAPyM0AKgW4gODdFz8ycpKTpU+0ur9aOXNquhmfWbgO6E0AKg2+gbE6Zn75ykSKddnx0s132v5unDvSd0qKxGTR6v2eUBuEQsLgeg21m/94S+93yOmr1n/3qzWS1KiQvT8MQo/fT6ERqRFGVihQDOYHE5AD3a1cN764/zJur6tESNSIyS026Vx2vo8MlavbezRDf/7yfK3lVidpkAOoiWFgDdntdrqLSqQQVlNfpt9l59drBcFov0wMyRWnDVYDZdBExESwsA/BOr1aKkmFBNHdJLf/r+FH1rcn8ZhvTI6t36+evbGLALBAlCC4AeJcRm1SNzxmjJrDRZLdLK3KP6zh83Kv9YpbzebtHwDHRbdA8B6LHW7SnVva98rqqGZklSrwiHrhiaoCuHJeiqYQnqGxNmcoVA99eR729CC4AebX9plX6zZo8+3V+mmsbW3USJ0U4N7ROpob0jNbRPpIb0idSopGjFRThMqhbofgI+tMyZM0fr1q3T9OnT9frrr7d6rra2VqNGjdLcuXP1+OOPt/uahBYAl6Kx2avPj5zSx/vL9NG+Mm07WqG2eouG9I5Q5oC40494DekdwWBe4EsK+NCybt06VVVV6YUXXjgntDz44IPav3+/UlNTCS0ATFNV36R9pdXaX1qtA6d/7iut1pHyc/c1Soh06CtpiZoxOkmXD0mQw85wQaC9OvL9be+imlqZNm2a1q1bd87xffv2affu3Zo1a5by8/O7vjAAOC0qNEQT+sdpQv+4VsdP1TRqy5FTyj18SpsPn9LWwgqVVTfqz5sK9edNhYpy2nXdqD7KGpWocSkxSo0Ll9VKKwzgDx0OLevXr9djjz2m3NxcFRUV6Y033tDs2bNbneNyufTYY4+puLhY6enp+t3vfqfJkydf9No//elP9dhjj+nTTz/taFkA0CXiIhyaPipR00clSmrpVtpUUK41O4r09x0lOlHVoDfzjuvNvOOSpHCHTcMSozQqKUqj+8Xo5vH9FOE05d+LQNDrcBtmTU2N0tPT5XK5zvv8ihUrtHjxYi1ZskRbtmxRenq6ZsyYodLS0gte980339Tw4cM1fPjwjpYEAKZx2K26cliCfjV7rDY+MF1/uXuqfnDlIKX1jZbDblVto0dbCyv0ak6hHlqVr9ue3qCT1Q1mlw0EpQ7H/ZkzZ2rmzJltPr9s2TItWLBA8+fPlyQtX75c77zzjp599lndf//9bb7us88+06uvvqqVK1equrpaTU1Nio6O1sMPP3ze8xsaGtTQcPY/fLfb3dGPAgB+ZbValDkgXpkD4iVJzR6vDp2s0e7iKu0prtIrG48o/5hb33hqg/70/SlKjmVKNdARfh0t1tjYqNzcXGVlZZ19A6tVWVlZ2rBhwwVfu3TpUhUWFurQoUN6/PHHtWDBgjYDy5nzY2JifI/U1FS/fQ4A8Ae7zaqhfaL0tXHJ+tfrR2jlXVOVHBOqAydqNHf5BhWU1ZhdIhBU/BpaysrK5PF4lJiY2Op4YmKiiouLfb9nZWVp7ty5Wr16tVJSUi4aaM7ngQceUGVlpe9RWFh4yfUDQGca3DtSK+++XIMTInSsok5zl3+qncdpJQbay5TRYGvXrr3g83feeedFr+F0OuV0Ov1UEQB0jX6xYXrtrqn67v9t0s4it257eoOeuiNTlw9JMLs0IOD5taUlISFBNptNJSWtt3wvKSlRUlKSP98KAIJWQqRTf/7hZZo4IE5V9c369jMbteTNfNWc3k4AwPn5NbQ4HA5lZmYqOzvbd8zr9So7O1tTp07151v5uFwupaWladKkSZ1yfQDoDDFhIfrT96fotokt4/Fe2HBYX/3ten26v8zkyoDA1eEVcaurq7V//35J0vjx47Vs2TJde+21io+PV//+/bVixQrNmzdPTz31lCZPnqwnnnhCr732mnbv3n3OWBd/YkVcAMFq/d4TeuCv23Wsok6S9O0p/fWDKwfJYbfKZrXIZrXIbrXKZrHIapVsVousljPHLWwhgKDWqcv4r1u3Ttdee+05x+fNm6fnn39ekvT73//et7hcRkaGnnzySU2ZMqUjb9NhhBYAway6oVmPvrtLL312pEOviwq1a874fvrOZQM0PDGqk6oDOk/A7z3UGQgtALqDTw+U6b/e3qXC8lo1e73yeA01edr31/TkgfH6ztQB+uroJPY/QtDoUaHF5XLJ5XLJ4/Fo7969hBYA3ZLXa6jZa8hrtDw8XkNeQ9p2tEIvfXZYa3eVynN6W+r4CIeuGJqgKYPiddngXuxCjYDWo0LLGbS0AOjJiivr9edNR/RqzhGVuFtvE5AQ6dSUQfG6ZkRvXTeyjxIiWS4CgYPQQmgB0EM1ebzKOVSujQfLtbHgpLYcqVBjs9f3vMUiTegfp6+kJSprVCKtMDAdoYXQAgCSpIZmj7YWVuqT/WXK3l2i/GOtV+DtFeHQiKQojUyK1sikKI1IitLwxCiFOWwmVYyepkeFFsa0AED7Ha+oU/auEr23q1QbDpSdd5CvxSIN6hVxNsz0jdL41Fj1iQ41oWJ0dz0qtJxBSwsAdExdo0f7Squ0u7hKu4uqtKfErd1FVTpZ03jOuSE2i+65dpjunjaEmUnwK0ILoQUAvrQTVQ3aU1yl3cVu7Sqq0o7jldpdXCVJGpkUpcfnpmtMvxiTq0R3QWghtACA3xiGobe3FWnJWztUXtMom9Wiu68ZonunD5XTztgXXBpCC6EFAPzuZHWDlry1Q29vK5IkDe4doZvSk3XF0ARlpMYqxEa3ETquR4UWBuICQNdak1+sf1+Vr7Lqs+vBRDhsmjwoXlcMTdDs8f1YCwbt1qNCyxm0tABA16msbdLq/CJ9sr9Mnx44qfJ/GrzrtFt1a2aKFlw1WAMTIkysEsGA0EJoAYAu4/Ua2lXs1qf7T+rtbce19WilpJap0zPHJOlHVw9RemqsuUUiYBFaCC0AYArDMLSpoFxPrT+o93eX+o4PTojQlMHxmjwoXlMG9VJybJiJVSKQEFoILQBguj3FVXpq/QG9lXdczd7WXzUpcWH65qRU/XjaUFmtbCPQkxFaCC0AEDAqa5ta9kMqOKlNBeXKP+727Ug9Kz1Zj88dx9TpHozQQmgBgIBV3dCsN/OOacmbO9TsNTRlULyevmOiYsJDzC4NJujI93fQT6p3uVxKS0vTpEmTzC4FANAOkU67bp8yQM/Pn6xIp10bC8p16/JPdfRUrdmlIcDR0gIAMM2uIrfmP5ejYne9+kQ59dz8SRqdzBYBPUmPamkBAASvUX2j9cbCyzUiMUqlVQ2a7fpEP399q/aXVptdGgIQoQUAYKq+MWF67a6pum5kHzV5DL22+ai+8v8+1A9f3KwtR06ZXR4CCN1DAICAkXv4lJZ/eEDv7SzxHbtyaIJc357AQN1uiu4hAEBQyhwQp2e+O1FrF1+tuZkpCrFZ9PH+Mv169U6zS0MAILQAAALO0D5Remxuul5ZcJkk6bXNR/XpgTKTq4LZgj60MOUZALqvSQPj9Z3L+kuSfvHX7apv8phcEczEmBYAQEBz1zfpK8s+VIm7QT+eNkQ//+pIs0uCHzGmBQDQbUSHhuiXXx8jSXp6/UHtKnKbXBHMQmgBAAS8GaOT9NXRSWr2Grr/L9t8exehZyG0AACCwn9+fbSiQu3aerRSL3x6yOxyYAJCCwAgKCRGh+r+mS3jWR7/xx4dq6gzuSJ0NUILACBofGtSf00aGKfaRo+e/bjA7HLQxQgtAICgYbVa9MOrh0iS/rb1OGNbehhCCwAgqFwzvLdiw0NUWtWgDQdOml0OuhChBQAQVBx2q24Y21eStCrvmMnVoCsFfWhhRVwA6HlmZ/STJK3JL2aV3B4k6EPLwoULtXPnTuXk5JhdCgCgi0wcEKd+sWGqbmhW9q5Ss8tBFwn60AIA6HmsVotuykiWRBdRT0JoAQAEpTNdROv2lKqittHkatAVCC0AgKA0IilKI5Oi1OQxtHp7sdnloAsQWgAAQWv2+JbWFrqIegZCCwAgaN2UniyLRdpUUM6y/j0AoQUAELSSY8M0eWC8JOmtvOMmV4PORmgBAAQ1XxfR53QRdXeEFgBAULthTF85bFbtKanSriK32eWgExFaAABBLSY8RNNG9JYk/fuqfOUVVphbEDoNoQUAEPR+cNVg2a0W5R4+pdmuT/T953OUf6zS7LLgZ4QWAEDQmzwoXmsXX6NbJqTIapGyd5fqa7/7WAte3Kz9pdVmlwc/CfrQwoaJAABJGpgQof/5RrrWLr5GszNapkK/t7NEt/zhU8a6dBMWwzAMs4vwB7fbrZiYGFVWVio6OtrscgAAJttfWqV/XblNWwsrlBDp0IofTdWQ3pFml4Uv6Mj3d9C3tAAAcD5D+0Tpxe9NVlrfaJVVN+r2ZzaqsLzW7LJwCQgtAIBuKyYsRH/6/mQN6xOpYne9vv3Hz1RcWW92WfiSCC0AgG6tV6RTL/1gigb0CldheZ1u/+NnKqtuMLssfAmEFgBAt5cYHaqXfzBFyTGhOnCiRnc+t0lNHq/ZZaGDCC0AgB4hJS5cLy+4THHhIco/5tazHxeYXRI6iNACAOgxBiVE6MEb0yRJT6zdp+PsDB1UCC0AgB7llgn9NHlgvOqaPPqvt3eaXQ46gNACAOhRLBaLfjl7tGxWi97NL9YHe0rNLgntRGgBAPQ4I5Oi9b0rBkqSlry5Q/VNHnMLQrsQWgAAPdKirOFKig7VkfJa/WHdAbPLQTsQWgAAPVKk066HZ7UMyv3Dhwd0qKzG5IpwMYQWAECPNXNMkq4alqDGZq8efmuHusl2fN0WoQUA0GNZLBb98utj5LBZtX7vCb208YjZJeECCC0AgB5tUEKEfjZjhCTpl3/bobzCCnMLQpsILQCAHu8HVw3SV0cnqclj6Mcv5aq8ptHsknAehBYAQI9nsVj02NxxGpQQoeOV9Vr06ufyeBnfEmhMCS1z5sxRXFycbr31Vt+xiooKTZw4URkZGRozZoyeeeYZM0oDAPRQUaEhWv6dTIWF2PTRvjL9Nnuf2SXhC0wJLYsWLdKLL77Y6lhUVJTWr1+vvLw8bdy4UY888ohOnjxpRnkAgB5qRFKUlt48VpL0ZPY+fbCb1XIDiSmhZdq0aYqKimp1zGazKTw8XJLU0NAgwzCYegYA6HKzx/fTHZcNkCTdtyJPR0/VmlwRzuhwaFm/fr1mzZql5ORkWSwWrVq16pxzXC6XBg4cqNDQUE2ZMkWbNm1q17UrKiqUnp6ulJQU/exnP1NCQkJHywMA4JL9+9dGKT01VpV1Tbr/L9v5R3SA6HBoqampUXp6ulwu13mfX7FihRYvXqwlS5Zoy5YtSk9P14wZM1RaevEmttjYWG3dulUFBQV65ZVXVFJS0ua5DQ0NcrvdrR4AAPiD027TE7dlyGm36uP9ZVqRU2h2SdCXCC0zZ87Ur371K82ZM+e8zy9btkwLFizQ/PnzlZaWpuXLlys8PFzPPvtsu98jMTFR6enp+uijj9o8Z+nSpYqJifE9UlNTO/pRAABo06CECP30+pb1W379zi4VVdaZXBH8OqalsbFRubm5ysrKOvsGVquysrK0YcOGC762pKREVVVVkqTKykqtX79eI0aMaPP8Bx54QJWVlb5HYSEpGADgX9+7cpDG949VVUOzHvgr3URms/vzYmVlZfJ4PEpMTGx1PDExUbt37/b9npWVpa1bt6qmpkYpKSlauXKlbDabfvjDH/oG4N57770aO3Zsm+/ldDrldDr9WT4AAK3YrBY9dus43fDbj7Vuzwn9Zcsx3ZqZYnZZPZZfQ0t7rV279rzH8/LyurYQAAAuYmifKC3KGqbH/r5Hv/zbDl09LEF9okPNLqtH8mv3UEJCgmw22zkDaEtKSpSUlOTPt/JxuVxKS0vTpEmTOuX6AAD86OrBGtsvRu76Zj24Kp9uIpP4NbQ4HA5lZmYqOzvbd8zr9So7O1tTp07151v5LFy4UDt37lROTk6nXB8AALvNqsfmjlOIzaL3dpboV+/sUmVdk9ll9TgdDi3V1dXKy8vzdeUUFBQoLy9PR460bOe9ePFiPfPMM3rhhRe0a9cu3X333aqpqdH8+fP9WjgAAF1pZFK07ssaLkn6v48LdPV/f6CnPjyg+iaPyZX1HBajg21c69at07XXXnvO8Xnz5un555+XJP3+97/XY489puLiYmVkZOjJJ5/UlClT/FJwW9xut2JiYlRZWano6OhOfS8AQM9kGIbe21mix/6+R/tKqyVJfWNCdV/WMN0yIUV2G/sQd1RHvr87HFoCjcvlksvlksfj0d69ewktAIBO5/Ea+uuWo/p/7+3V8cp6SdL0kX309Hcnyma1mFxdcOlRoeUMWloAAF2tvsmjlz47rMf/sUf1TV4tuGqQHrwxzeyygkpHvr9pxwIA4EsKDbHpB1cN1uNz0yVJz3xUoJWbWey0sxBaAAC4RF8bl6yfTB8mSXrwjXzlHi43uaLuKehDC+u0AAACwX3Th2nmmCQ1erz60Z9ydayCvYr8jTEtAAD4SW1js275wwbtKnJrVN9ovX7XVEU4TVl8PmgwpgUAABOEO+z647yJSoh0aFeRW/etyFOTx2t2Wd0GoQUAAD/qFxump+7IlMNm1Xs7S7To1c8JLn5CaAEAwM8yB8Rr+R0T5LBZtXp7sX7yZ4KLPxBaAADoBNeNTPS1uLybT3Dxh6APLcweAgAEqmtH9mkVXO59heByKZg9BABAJ/tgd6l+9KdcNXq8mj6yjx65eawSo0PNLisgMHsIAIAAcu3IPnrquy0tLtm7SzXtsXV6Yu1e1TY2m11aUCG0AADQBa4d0Ucr75qqCf1jVdfk0RNr92naY+u0IueIPN5u0enR6egeAgCgCxmGodXbi/WbNbt1pLxWkjQ6OVov/2CKYsMdJlfX9egeAgAgQFksFt04rq/eW3y1/v3GUYoOtWvHcbde3njE7NICXtCHFmYPAQCCkdPeskP0Q19LkyS9trlQXrqJLijoQ8vChQu1c+dO5eTkmF0KAAAdduO4vop02nX4ZK02FrA79IUEfWgBACCYhTvsmpXeV1JLawvaRmgBAMBk35iYKklavb1IlXVNJlcTuAgtAACYLCM1VsMTI9XQ7NVbecfMLidgEVoAADCZxWLRbZP6S5JW0EXUJkILAAABYM74fgqxWZR/zK0dxyvNLicgBX1oYcozAKA7iI9w6Pq0JEnSazm0tpxP0IcWpjwDALqLb0xqGZD7xufHVN/kMbmawBP0oQUAgO7iyqEJSo4Jlbu+WX/fUWx2OQGH0AIAQICwWS2ae3r68wq6iM5BaAEAIIDMnZgii0X69MBJHTlZa3Y5AYXQAgBAAEmJC9eVQxMkSavzi0yuJrAQWgAACDCTB8ZLkvaWVJlcSWAhtAAAEGCG9ImUJB04UWNyJYGF0AIAQIAZ0rsltBwsrZZhGCZXEzgILQAABJgBvcJltUhVDc06UdVgdjkBI+hDCyviAgC6m9AQm1LjwyVJ+09Um1xN4Aj60MKKuACA7uhMFxHjWs4K+tACAEB3NKR3hCTpQCktLWcQWgAACEBnW1oILWcQWgAACEBnpj0fpHvIh9ACAEAAOtPScqyiTrWNzSZXExgILQAABKD4CIfiwkMk0dpyBqEFAIAA5VtkrozQIhFaAAAIWL7BuMwgkkRoAQAgYA3pc3raMzOIJBFaAAAIWCww1xqhBQCAAOUb03KiWl4vGycSWgAACFApcWFy2KxqaPbqWEWd2eWYLuhDCxsmAgC6K7vNqoEJLRsnMq6lG4QWNkwEAHRnjGs5K+hDCwAA3Rl7EJ1FaAEAIID5pj2zVguhBQCAQEb30FmEFgAAAtjg06GlrLpBlbVNJldjLkILAAABLNJpV1J0qCTpQFnP7iIitAAAEOAY19KC0AIAQIBjXEsLQgsAAAGOac8tCC0AAAQ4QksLQgsAAAHuzJiWIydr1eTxmlyNeQgtAAAEuKToUIU7bGr2Gjp8stbsckxDaAEAIMBZLBa6iERoAQAgKAzpfXraM6EFAAAEsjMtLa/lFGrH8UqTqzEHoQUAgCBwc2aKekc5dehkrea4PtXT6w/I6zXMLqtLEVoAAAgC/WLDtGbRVfpKWqIaPV49snq3vvN/G1VUWWd2aV3GlNAyZ84cxcXF6dZbb/UdKyws1LRp05SWlqZx48Zp5cqVZpQGAEDA6hXp1NN3ZGrpzWMVFmLTpwdO6qtPfKT3dpaYXVqXsBiG0eVtS+vWrVNVVZVeeOEFvf7665KkoqIilZSUKCMjQ8XFxcrMzNTevXsVERHRrmu63W7FxMSosrJS0dHRnVk+AACmO3iiWvetyNO2o5WyWy166o5MTR+VaHZZHdaR729TWlqmTZumqKioVsf69u2rjIwMSVJSUpISEhJUXl5uQnUAAAS+wb0j9Ze7L9fsjGQ1ew3d/fIWfXqgzOyyOlWHQ8v69es1a9YsJScny2KxaNWqVeec43K5NHDgQIWGhmrKlCnatGlTh94jNzdXHo9HqampHS0PAIAeI8Rm1WNz01vGuTR7teCFzfr8yCmzy+o0HQ4tNTU1Sk9Pl8vlOu/zK1as0OLFi7VkyRJt2bJF6enpmjFjhkpLS9t1/fLycn33u9/V008/3dHSAADocUJsVv3uW+N1xdBeqmn06M7ncrS72G12WZ2iw6Fl5syZ+tWvfqU5c+ac9/lly5ZpwYIFmj9/vtLS0rR8+XKFh4fr2Wefvei1GxoaNHv2bN1///26/PLLL3qu2+1u9QAAoCcKDbHp6TsmakL/WFXWNek7f9ykgrIas8vyO7+OaWlsbFRubq6ysrLOvoHVqqysLG3YsOGCrzUMQ3feeaeuu+463XHHHRd9r6VLlyomJsb3oCsJANCTRTjteu7OyRrVN1pl1Q2a9+wm1Td5zC7Lr/waWsrKyuTxeJSY2Hr0cmJiooqLi32/Z2Vlae7cuVq9erVSUlK0YcMGffLJJ1qxYoVWrVqljIwMZWRkaPv27W2+1wMPPKDKykrfo7Cw0J8fBQCAoBMTHqIXvzdZSdGhOlJeqxU53eu70W7Gm65du/a8x73e9m+37XQ65XQ6/VUSAADdQu8op+6dPlQPvpEv1wf7ddukVIWG2Mwuyy/82tKSkJAgm82mkpLWi9yUlJQoKSnJn2/l43K5lJaWpkmTJnXK9QEACDZzM1PVLzZMpVUNennjEbPL8Ru/hhaHw6HMzExlZ2f7jnm9XmVnZ2vq1Kn+fCufhQsXaufOncrJyemU6wMAEGwcdqvuvW6oJOkP6/artrHZ5Ir8o8Ohpbq6Wnl5ecrLy5MkFRQUKC8vT0eOtCS5xYsX65lnntELL7ygXbt26e6771ZNTY3mz5/v18IBAEDbbslMUWp8mMqqG/XSZ4fNLscvOhxaNm/erPHjx2v8+PGSWkLK+PHj9fDDD0uSbrvtNj3++ON6+OGHlZGRoby8PK1Zs+acwbkAAKDzhNis+sl1wyRJyz88qJqG4G9tMWXvIX9yuVxyuVzyeDzau3cvew8BAHBas8errGUf6tDJWv38qyP042lDzS7pHAG/95A/MaYFAIDzs9usWpTV0try9PqDqqpvMrmiSxP0oQUAALTtpvR+Gtw7QhW1TXrh00Nml3NJCC0AAHRjNqtFi6afbW2prAve1pagDy2s0wIAwIV9bVyyhidGyl3frD9+dNDscr60oB+Ie0ZHBvIAANDTrMkv1l0v5SrcYdP6n1+rhMjAWFW+Rw3EBQAAFzdjdKLGpcSottGj//3ggNnlfCmEFgAAegCLxaKfzRghSXrps8M6VlFnckUdR2gBAKCHuHJogqYO7qVGj1dPrt1ndjkdRmgBAKCHsFgs+unp1pbXtxzVgRPVJlfUMUEfWpg9BABA+2UOiFPWqD7yeA0te2+v2eV0CLOHAADoYXYVuXXDkx/JMKS3771SY/rFmFYLs4cAAECbRvWN1k3pyZKk//nHHpOraT9CCwAAPdC/ZA2X3WrRB3tOaMuRU2aX0y6EFgAAeqCBCRGaMTpJkrThwEmTq2kfQgsAAD1UWnLLGJL9pcExiyjoQwuzhwAA+HKG9omURGjpMgsXLtTOnTuVk5NjdikAAASVfw4tXm/gTyYO+tACAAC+nAHx4QqxWVTX5NHxysBf1p/QAgBAD2W3WTUoIUKStC8IuogILQAA9GDD+kRJkg4QWgAAQCAbcnpcy74SQgsAAAhgw84Mxg2CzRODPrQw5RkAgC9vqK+lpUqBvh1h0IcWpjwDAPDlDUqIkNUiueubdaK6wexyLijoQwsAAPjyQkNs6h8fLknaH+DjWggtAAD0cENPzyAK9HEthBYAAHq4oUEyg4jQAgBADzcsSPYgIrQAANDD+VpaCC0AACCQnVlgrqy6QRW1jSZX0zZCCwAAPVyk067kmFBJgd1FRGgBAAC+1hZCSydiRVwAAC7dmY0TA3lcS9CHFlbEBQDg0g2lpQUAAASDYYmEFgAAEASG9m4JLccq6lTT0GxyNedHaAEAAIqLcCgh0iFJOhCgy/kTWgAAgCRpSO/A7iIitAAAAEmBP66F0AIAACSdHdcSqNOeCS0AAECSNCyxZa2WA4QWAAAQyM6s1XLoZI0amj0mV3MuQgsAAJAk9YlyKirULq8hHSqrNbuccxBaAACAJMlisfhaW/aVVplczbkILQAAwGfY6dCytyTwxrUEfWhhw0QAAPxnbEqsJGn93hPmFnIeQR9a2DARAAD/mTE6URaLlFdYocLywBrXEvShBQAA+E+fqFBNGRQvSXo3v8jkalojtAAAgFZuHJcsSXpnG6EFAAAEsK+OTpLVIm09WhlQXUSEFgAA0ErvKKcuG9xLkvTO9sBpbSG0AACAc9w4rq+kwOoiIrQAAIBznOki2n6sUodP1phdjiRCCwAAOI9ekU5dPiRBUuB0ERFaAADAeZ3pIlpNaAEAAIFsxugk2awW5R9z61CZ+V1EhBYAAHBe8REOXT4kcGYREVoAAECbvhZAs4gILQAAoE3XpyXJbrVoZ5FbB0+Yu/MzoQUAALQpLsKhK4a2zCIye0AuoQUAAFzQmVlEb5vcRWQ39d0BAEDAm5GWpE8yynTj2L4yDEMWi8WUOggtAADggmLCQ/Tbb443uwxzuofmzJmjuLg43Xrrre06DgAAYEpoWbRokV588cV2HwcAADAltEybNk1RUVHtPg4AANDh0LJ+/XrNmjVLycnJslgsWrVq1TnnuFwuDRw4UKGhoZoyZYo2bdrkj1oBAEAP1uHQUlNTo/T0dLlcrvM+v2LFCi1evFhLlizRli1blJ6erhkzZqi0tPSSiwUAAD1Xh2cPzZw5UzNnzmzz+WXLlmnBggWaP3++JGn58uV655139Oyzz+r+++//8pV+QUNDgxoaGny/u91uv10bAAAEHr+OaWlsbFRubq6ysrLOvoHVqqysLG3YsMGfb6WlS5cqJibG90hNTfXr9QEAQGDxa2gpKyuTx+NRYmJiq+OJiYkqLi72/Z6VlaW5c+dq9erVSklJ8QWato6fzwMPPKDKykrfo7Cw0J8fBQAABBhTFpdbu3Zth46fj9PplNPp9FdJAAAgwPm1pSUhIUE2m00lJSWtjpeUlCgpKcmfb+XjcrmUlpamSZMmdcr1AQBAYPBraHE4HMrMzFR2drbvmNfrVXZ2tqZOnerPt/JZuHChdu7cqZycnE65PgAACAwd7h6qrq7W/v37fb8XFBQoLy9P8fHx6t+/vxYvXqx58+Zp4sSJmjx5sp544gnV1NT4ZhMBAAB8GR0OLZs3b9a1117r+33x4sWSpHnz5un555/XbbfdphMnTujhhx9WcXGxMjIytGbNmnMG5wIAAHSExTAMw+wiLoXL5ZLL5VJzc7P27dunwsJCRUdHm10WAABoB7fbrdTUVFVUVCgmJuaC5wZ9aDnj6NGjrNUCAECQKiwsVEpKygXP6Tahxev16vjx44qKipLFYvHrtc+kQFpxAg/3JrBxfwIb9ydw9aR7YxiGqqqqlJycLKv1wvODTFmnpTNYrdaLJrRLFR0d3e3/zxOsuDeBjfsT2Lg/gaun3JuLdQud4dcpzwAAAJ2F0AIAAIICoaUdnE6nlixZwrYBAYh7E9i4P4GN+xO4uDfn120G4gIAgO6NlhYAABAUCC0AACAoEFoAAEBQILQAAICgQGi5CJfLpYEDByo0NFRTpkzRpk2bzC6pR1q6dKkmTZqkqKgo9enTR7Nnz9aePXtanVNfX6+FCxeqV69eioyM1C233KKSkhKTKu65Hn30UVksFt13332+Y9wbcx07dkzf+c531KtXL4WFhWns2LHavHmz73nDMPTwww+rb9++CgsLU1ZWlvbt22dixT2Hx+PRQw89pEGDBiksLExDhgzRf/3Xf+mf58hwf/6JgTa9+uqrhsPhMJ599lljx44dxoIFC4zY2FijpKTE7NJ6nBkzZhjPPfeckZ+fb+Tl5Rk33HCD0b9/f6O6utp3zl133WWkpqYa2dnZxubNm43LLrvMuPzyy02suufZtGmTMXDgQGPcuHHGokWLfMe5N+YpLy83BgwYYNx5553Gxo0bjYMHDxp///vfjf379/vOefTRR42YmBhj1apVxtatW42bbrrJGDRokFFXV2di5T3Dr3/9a6NXr17G22+/bRQUFBgrV640IiMjjd/+9re+c7g/ZxFaLmDy5MnGwoULfb97PB4jOTnZWLp0qYlVwTAMo7S01JBkfPjhh4ZhGEZFRYUREhJirFy50nfOrl27DEnGhg0bzCqzR6mqqjKGDRtmvPfee8Y111zjCy3cG3P927/9m3HllVe2+bzX6zWSkpKMxx57zHesoqLCcDqdxp///OeuKLFHu/HGG43vfe97rY7dfPPNxu23324YBvfni+geakNjY6Nyc3OVlZXlO2a1WpWVlaUNGzaYWBkkqbKyUpIUHx8vScrNzVVTU1Or+zVy5Ej179+f+9VFFi5cqBtvvLHVPZC4N2Z76623NHHiRM2dO1d9+vTR+PHj9cwzz/ieLygoUHFxcav7ExMToylTpnB/usDll1+u7Oxs7d27V5K0detWffzxx5o5c6Yk7s8XdZsNE/2trKxMHo9HiYmJrY4nJiZq9+7dJlUFqWVH7/vuu09XXHGFxowZI0kqLi6Ww+FQbGxsq3MTExNVXFxsQpU9y6uvvqotW7YoJyfnnOe4N+Y6ePCg/vCHP2jx4sX6xS9+oZycHP3kJz+Rw+HQvHnzfPfgfH/XcX863/333y+3262RI0fKZrPJ4/Ho17/+tW6//XZJ4v58AaEFQWfhwoXKz8/Xxx9/bHYpkFRYWKhFixbpvffeU2hoqNnl4Au8Xq8mTpyoRx55RJI0fvx45efna/ny5Zo3b57J1eG1117Tyy+/rFdeeUWjR49WXl6e7rvvPiUnJ3N/zoPuoTYkJCTIZrOdM8OhpKRESUlJJlWFe+65R2+//bY++OADpaSk+I4nJSWpsbFRFRUVrc7nfnW+3NxclZaWasKECbLb7bLb7frwww/15JNPym63KzExkXtjor59+yotLa3VsVGjRunIkSOS5LsH/F1njp/97Ge6//779c1vflNjx47VHXfcoX/5l3/R0qVLJXF/vojQ0gaHw6HMzExlZ2f7jnm9XmVnZ2vq1KkmVtYzGYahe+65R2+88Ybef/99DRo0qNXzmZmZCgkJaXW/9uzZoyNHjnC/Otn06dO1fft25eXl+R4TJ07U7bff7vsz98Y8V1xxxTnLA+zdu1cDBgyQJA0aNEhJSUmt7o/b7dbGjRu5P12gtrZWVmvrr2KbzSav1yuJ+3MOs0cCB7JXX33VcDqdxvPPP2/s3LnT+OEPf2jExsYaxcXFZpfW49x9991GTEyMsW7dOqOoqMj3qK2t9Z1z1113Gf379zfef/99Y/PmzcbUqVONqVOnmlh1z/XPs4cMg3tjpk2bNhl2u9349a9/bezbt894+eWXjfDwcOOll17ynfPoo48asbGxxptvvmls27bN+PrXv95jp9R2tXnz5hn9+vXzTXn+61//aiQkJBg///nPfedwf84itFzE7373O6N///6Gw+EwJk+ebHz22Wdml9QjSTrv47nnnvOdU1dXZ/z4xz824uLijPDwcGPOnDlGUVGReUX3YF8MLdwbc/3tb38zxowZYzidTmPkyJHG008/3ep5r9drPPTQQ0ZiYqLhdDqN6dOnG3v27DGp2p7F7XYbixYtMvr372+EhoYagwcPNh588EGjoaHBdw735yyLYfzTsnsAAAABijEtAAAgKBBaAABAUCC0AACAoEBoAQAAQYHQAgAAggKhBQAABAVCCwAACAqEFgAAEBQILQAAICgQWgAAQFAgtAAAgKBAaAEAAEHh/wOHPP1Zh2Xz9wAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(y)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 132,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"cat = csiborgtools.read.CSiBORG2Catalogue(16517, 99, \"main\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 136,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([2.9051551e+15, 1.6921947e+15, 1.3596260e+15, ..., 9.9620782e+10,\n",
|
|
" 9.9620782e+10, 9.9620782e+10], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 136,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"totmass\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 131,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0 99\n",
|
|
"383 98\n",
|
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"776 97\n",
|
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"1176 96\n",
|
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"1588 95\n",
|
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"2012 94\n",
|
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"2447 93\n",
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"2888 92\n",
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"3338 91\n",
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"3788 90\n",
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"61581 23\n",
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"62730 22\n",
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"63774 21\n",
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"66424 18\n",
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"67096 17\n",
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"67683 16\n",
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"68154 15\n",
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"68525 14\n",
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"68842 13\n",
|
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"69008 12\n",
|
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"69119 11\n",
|
|
"69177 10\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"d1 = mreader.fof_progenitor(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"d1[\"Group_M_Crit200\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(d1[\"Redshift\"], d1[\"MainProgenitorMass\"])\n",
|
|
"# plt.plot(z1, m1)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<KeysViewHDF5 ['Config', 'Header', 'Parameters', 'TreeHalos', 'TreeTable', 'TreeTimes']>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"f = h5py.File(paths.trees(16517, \"csiborg2_main\"), 'r')\n",
|
|
"print(f.keys()) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<KeysViewHDF5 ['GroupNr', 'Group_M_Crit200', 'SnapNum', 'SubhaloHalfmassRad', 'SubhaloIDMostbound', 'SubhaloLen', 'SubhaloMass', 'SubhaloNr', 'SubhaloPos', 'SubhaloSpin', 'SubhaloVel', 'SubhaloVelDisp', 'SubhaloVmax', 'SubhaloVmaxRad', 'TreeDescendant', 'TreeFirstDescendant', 'TreeFirstHaloInFOFgroup', 'TreeFirstProgenitor', 'TreeID', 'TreeIndex', 'TreeMainProgenitor', 'TreeNextDescendant', 'TreeNextHaloInFOFgroup', 'TreeNextProgenitor', 'TreeProgenitor']>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"f[\"TreeHalos\"].keys()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"offset = f[\"TreeTable/StartOffset\"][:]\n",
|
|
"length = f[\"TreeTable/Length\"][:]\n",
|
|
"\n",
|
|
"\n",
|
|
"groupnr = f[\"TreeHalos/GroupNr\"][:]\n",
|
|
"snapnum = f[\"TreeHalos/SnapNum\"][:]\n",
|
|
"treeid = f[\"TreeHalos/TreeID\"][:]\n",
|
|
"\n",
|
|
"treeid[mask][groupnr[mask] == 300000]\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"treeid = f[\"TreeHalos/TreeID\"][:]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mask = snapnum==99"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([279606])"
|
|
]
|
|
},
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"treeid[mask][groupnr[mask] == 300000]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<CSiBORG2Catalogue> (nsim = 16517, nsnap = 99, nhalo = 573522)"
|
|
]
|
|
},
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"148\n",
|
|
"85\n",
|
|
"68\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"for n in range(3):\n",
|
|
" i = offset[n]\n",
|
|
" j = i + length[n]\n",
|
|
" \n",
|
|
" \n",
|
|
" m = snapnum[i:j] == 99\n",
|
|
" \n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<HDF5 dataset \"GroupNr\": shape (54136877,), type \"<i8\">"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"f[\"TreeHalos/GroupNr\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 136,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([ 0, 118794, 187990, ..., 54136874, 54136875, 54136876])"
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]
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},
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"execution_count": 136,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"f[\"TreeTable/StartOffset\"][:]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 137,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([118794, 69196, 53723, ..., 1, 1, 1], dtype=int32)"
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]
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},
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"execution_count": 137,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"f[\"TreeTable/Length\"][:]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 138,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
|
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"text": [
|
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"GroupNr\n",
|
|
"Group_M_Crit200\n",
|
|
"SnapNum\n",
|
|
"SubhaloHalfmassRad\n",
|
|
"SubhaloIDMostbound\n",
|
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"SubhaloLen\n",
|
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"SubhaloMass\n",
|
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"SubhaloNr\n",
|
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"SubhaloPos\n",
|
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"SubhaloSpin\n",
|
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"SubhaloVel\n",
|
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"SubhaloVelDisp\n",
|
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"SubhaloVmax\n",
|
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"SubhaloVmaxRad\n",
|
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"TreeDescendant\n",
|
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"TreeFirstDescendant\n",
|
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"TreeFirstHaloInFOFgroup\n",
|
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"TreeFirstProgenitor\n",
|
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"TreeID\n",
|
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"TreeIndex\n",
|
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"TreeMainProgenitor\n",
|
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"TreeNextDescendant\n",
|
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"TreeNextHaloInFOFgroup\n",
|
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"TreeNextProgenitor\n",
|
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"TreeProgenitor\n"
|
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]
|
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}
|
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],
|
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"source": [
|
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"for key in f[\"TreeHalos\"].keys():\n",
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" print(key)"
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]
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},
|
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{
|
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
|
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"execution_count": 150,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
|
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"array([0.0044236 , 0.02276927, 0. , ..., 0. , 0. ,\n",
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" 0. ], dtype=float32)"
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]
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},
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"execution_count": 150,
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"metadata": {},
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"output_type": "execute_result"
|
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}
|
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],
|
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"source": [
|
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"cat[\"GroupContamination\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 147,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"466 99\n",
|
|
"467 99\n",
|
|
"468 99\n",
|
|
"469 99\n",
|
|
"470 99\n",
|
|
"471 99\n",
|
|
"472 99\n",
|
|
"473 99\n",
|
|
"474 99\n",
|
|
"475 99\n",
|
|
"476 99\n",
|
|
"477 99\n",
|
|
"478 99\n",
|
|
"479 99\n",
|
|
"480 99\n",
|
|
"481 99\n",
|
|
"482 99\n",
|
|
"483 99\n",
|
|
"484 99\n",
|
|
"485 99\n",
|
|
"486 99\n",
|
|
"487 99\n",
|
|
"488 99\n",
|
|
"489 99\n",
|
|
"490 99\n",
|
|
"491 99\n",
|
|
"492 99\n",
|
|
"493 99\n",
|
|
"494 99\n",
|
|
"495 99\n",
|
|
"496 99\n",
|
|
"497 99\n",
|
|
"498 99\n",
|
|
"499 99\n",
|
|
"500 99\n",
|
|
"501 99\n",
|
|
"502 99\n",
|
|
"503 99\n",
|
|
"504 99\n",
|
|
"505 99\n",
|
|
"506 99\n",
|
|
"507 99\n",
|
|
"508 99\n",
|
|
"509 99\n",
|
|
"510 99\n",
|
|
"511 99\n",
|
|
"512 99\n",
|
|
"513 99\n",
|
|
"514 99\n",
|
|
"515 99\n",
|
|
"516 99\n",
|
|
"517 99\n",
|
|
"518 99\n",
|
|
"519 99\n",
|
|
"520 99\n",
|
|
"521 99\n",
|
|
"522 99\n",
|
|
"523 99\n",
|
|
"524 99\n",
|
|
"-1 7\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"n = 0\n",
|
|
"tot = 0\n",
|
|
"while True:\n",
|
|
" print(n, snap[n])\n",
|
|
"\n",
|
|
" if n == -1:\n",
|
|
" break\n",
|
|
" tot += m[n]\n",
|
|
" \n",
|
|
" n = nexthalo[n]\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 141,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([2.9051551e+15, 1.6921947e+15, 1.3596260e+15, ..., 9.9620782e+10,\n",
|
|
" 9.9620782e+10, 9.9620782e+10], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 141,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"totmass\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 145,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.9089129421107761"
|
|
]
|
|
},
|
|
"execution_count": 145,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tot * 1e10 / 2.9051551e+15"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 118,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 0, 0, 0, 0,\n",
|
|
" 0, 0, 0, 0, 920, 920, 920, 920,\n",
|
|
" 920, 920, 920, 920, 920, 920, 920, 920,\n",
|
|
" 920, 920, 920, 8873, 8873, 8873, 8873, 8873,\n",
|
|
" 8873, 8873, 8873, 17862, 17862, 17862, 17862, 17862,\n",
|
|
" 17862, 18228, 18228, 27161, 34487, 35365, 35365, 35365,\n",
|
|
" 47500, 48049, 50329, 50329, 50329, 58254, 58536, 61800,\n",
|
|
" 61800, 61800, 65113, 65114, 68491, 68491, 68491, 79269,\n",
|
|
" 86428, 86428, 86428, 90962, 91557, 91766, 91925, 95075,\n",
|
|
" 95075, 96564, 97574, 100676, 104544, 121822, 129509, 133645,\n",
|
|
" 144461, 147189, 149021, 155739, 156038, 157391, 159351, 164256])"
|
|
]
|
|
},
|
|
"execution_count": 118,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"f[\"TreeHalos/GroupNr\"][:400]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 108,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 458, 765, 459, ..., -1, 73894, -1], dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 108,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x = f[\"TreeHalos/TreeMainProgenitor\"][:73895]\n",
|
|
"s = f[\"TreeHalos/SnapNum\"][:73895]\n",
|
|
"x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 458, 765, 459, ..., -1, 73894, -1], dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"y = f[\"TreeHalos/TreeFirstProgenitor\"][:73895]\n",
|
|
"y"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 104,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([ 5267, 8923, 31233, 34714, 36776, 57800, 57826, 64048, 67037,\n",
|
|
" 67200, 68473, 69140, 69301, 70258, 72159]),)"
|
|
]
|
|
},
|
|
"execution_count": 104,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.where(x != y)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([1.4632333e+05, 8.7416617e+04, 1.7587738e+04, ..., 8.7168188e+00,\n",
|
|
" 7.7828741e+00, 7.1602445e+00], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"Group_M_Crit200\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([1.8495028e+05, 1.2342685e+05, 1.0729690e+05, ..., 9.9620781e+00,\n",
|
|
" 9.9620781e+00, 9.9620781e+00], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"totmass\"] * 1e-10"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470,\n",
|
|
" 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483,\n",
|
|
" 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496,\n",
|
|
" 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509,\n",
|
|
" 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522,\n",
|
|
" 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535,\n",
|
|
" 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548,\n",
|
|
" 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561,\n",
|
|
" 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574,\n",
|
|
" 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587,\n",
|
|
" 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600,\n",
|
|
" 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613,\n",
|
|
" 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626,\n",
|
|
" 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639,\n",
|
|
" 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652,\n",
|
|
" 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665,\n",
|
|
" 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678,\n",
|
|
" 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691,\n",
|
|
" 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704,\n",
|
|
" 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717,\n",
|
|
" 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730,\n",
|
|
" 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743,\n",
|
|
" 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756,\n",
|
|
" 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769,\n",
|
|
" 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782,\n",
|
|
" 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795,\n",
|
|
" 796, 797, 798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808,\n",
|
|
" 809, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821,\n",
|
|
" 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834,\n",
|
|
" 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847,\n",
|
|
" 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860,\n",
|
|
" 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873,\n",
|
|
" 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886,\n",
|
|
" 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899,\n",
|
|
" 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912,\n",
|
|
" 913, 914, 915, 916, 917]),)"
|
|
]
|
|
},
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.where(f[\"TreeHalos\"][\"SnapNum\"][:1000] == 98)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 77,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"324"
|
|
]
|
|
},
|
|
"execution_count": 77,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"f[\"TreeHalos\"][\"TreeFirstHaloInFOFgroup\"][:1000][330]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n",
|
|
" 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n",
|
|
" 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n",
|
|
" 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n",
|
|
" 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n",
|
|
" 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99],\n",
|
|
" dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"f[\"TreeHalos/SnapNum\"][73895:73895+100]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"snap_final = csiborgtools.read.CSiBORG2Snapshot(1, 99, \"varysmall\")\n",
|
|
"snap_init = csiborgtools.read.CSiBORG2Snapshot(1, 0, \"varysmall\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# print(\"Loading final\")\n",
|
|
"# pid_final = snap_final.particle_ids()\n",
|
|
"\n",
|
|
"# print(\"Loading init\")\n",
|
|
"# pid_init = snap_init.particle_ids()\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"hid = 7\n",
|
|
"pos_final = snap_final.halo_coordinates(hid)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pos_init = snap_init.halo_coordinates(hid)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(231277, 3)"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pos_final.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"# plt.scatter(pos_init[:,0], pos_init[:, 1], s=0.1)\n",
|
|
"plt.scatter(pos_final[:,0], pos_final[:, 1], s=0.1)\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<KeysViewHDF5 ['GroupAscale', 'GroupFirstSub', 'GroupLen', 'GroupLenPrevMostBnd', 'GroupLenType', 'GroupMass', 'GroupMassType', 'GroupNsubs', 'GroupOffsetType', 'GroupPos', 'GroupVel', 'Group_M_Crit200', 'Group_M_Crit500', 'Group_M_Mean200', 'Group_M_TopHat200', 'Group_R_Crit200', 'Group_R_Crit500', 'Group_R_Mean200', 'Group_R_TopHat200']>\n",
|
|
"<KeysViewHDF5 ['GroupAscale', 'GroupFirstSub', 'GroupLen', 'GroupLenPrevMostBnd', 'GroupLenType', 'GroupMass', 'GroupMassType', 'GroupNsubs', 'GroupOffsetType', 'GroupPos', 'GroupVel', 'Group_M_Crit200', 'Group_M_Crit500', 'Group_M_Mean200', 'Group_M_TopHat200', 'Group_R_Crit200', 'Group_R_Crit500', 'Group_R_Mean200', 'Group_R_TopHat200']>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"cat = csiborgtools.read.CSiBORG2Catalogue(15617, 99, \"main\", bounds={\"dist\": (None, 120)})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<KeysViewHDF5 ['GroupAscale', 'GroupFirstSub', 'GroupLen', 'GroupLenPrevMostBnd', 'GroupLenType', 'GroupMass', 'GroupMassType', 'GroupNsubs', 'GroupOffsetType', 'GroupPos', 'GroupVel', 'Group_M_Crit200', 'Group_M_Crit500', 'Group_M_Mean200', 'Group_M_TopHat200', 'Group_R_Crit200', 'Group_R_Crit500', 'Group_R_Mean200', 'Group_R_TopHat200']>\n",
|
|
"<KeysViewHDF5 ['GroupAscale', 'GroupFirstSub', 'GroupLen', 'GroupLenPrevMostBnd', 'GroupLenType', 'GroupMass', 'GroupMassType', 'GroupNsubs', 'GroupOffsetType', 'GroupPos', 'GroupVel', 'Group_M_Crit200', 'Group_M_Crit500', 'Group_M_Mean200', 'Group_M_TopHat200', 'Group_R_Crit200', 'Group_R_Crit500', 'Group_R_Mean200', 'Group_R_TopHat200']>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"x = cat[\"dist\"]\n",
|
|
"y = cat[\"GroupContamination\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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i/nsB6ZZbbtHSpUv1xBNP6LHHHlPPnj21cuVK9enTJzDm17/+tU6dOqWJEyeqsrJSP/jBD7RmzRpFR0eHejkAAOAqF/Lfc3M14vfcAADQ/DT29Zt/WwoAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABglZDFzfHjxzVmzBjFxMQoLi5OeXl5OnnyZIPHVFVVadKkSWrfvr3atm2rUaNGqby8PLD/X//6l3Jzc5WSkqJWrVqpd+/eevHFF0O1BAAA0AyFLG7GjBmj7du3q6ioSKtWrdInn3yiiRMnNnjMI488ovfee08rVqzQunXrdOjQIY0cOTKwv6SkRB06dNDixYu1fft2Pf744yooKNC8efNCtQwAANDMOIwx5krf6Zdffqnrr79emzZt0sCBAyVJa9as0R133KGvv/5aycnJ5x3j9XqVmJiopUuX6q677pIk7dy5U71795bb7dbgwYPrfaxJkybpyy+/1Nq1axs9P5/Pp9jYWHm9XsXExFzGCgEAQFNr7Ot3SK7cuN1uxcXFBcJGkrKyshQREaENGzbUe0xJSYlqa2uVlZUV2NarVy+lpqbK7XZf8LG8Xq/i4+Ov3OQBAECzFhmKO/V4POrQoUPwA0VGKj4+Xh6P54LHREVFKS4uLmh7UlLSBY9Zv369li9frvfff7/B+VRXV6u6ujrwtc/na8QqAABAc3RJV25mzpwph8PR4G3nzp2hmmuQbdu2acSIEZo9e7Zuv/32BscWFhYqNjY2cEtJSWmSOQIAgKZ3SVdupk2bpvHjxzc4pnv37nK5XKqoqAjafvbsWR0/flwul6ve41wul2pqalRZWRl09aa8vPy8Y3bs2KHMzExNnDhRTzzxxEXnXVBQoPz8/MDXPp+PwAEAwFKXFDeJiYlKTEy86LiMjAxVVlaqpKREaWlpkqS1a9fK7/crPT293mPS0tLUsmVLFRcXa9SoUZKksrIy7d+/XxkZGYFx27dv12233aZx48bp97//faPm7XQ65XQ6GzUWAAA0byH5tJQkDRs2TOXl5Vq4cKFqa2s1YcIEDRw4UEuXLpUkHTx4UJmZmXrjjTc0aNAgSdKDDz6o1atXa9GiRYqJidGUKVMkffPeGumbH0Xddtttys7O1pw5cwKP1aJFi0ZF1zl8WgoAgOansa/fIXlDsSQtWbJEkydPVmZmpiIiIjRq1Ci99NJLgf21tbUqKyvT6dOnA9teeOGFwNjq6mplZ2fr5ZdfDux/6623dOTIES1evFiLFy8ObO/SpYu++uqrUC0FAAA0IyG7cnM148oNAADNT1h/zw0AAEC4EDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAqxA3AADAKsQNAACwCnEDAACsQtwAAACrEDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAqxA3AADAKsQNAACwCnEDAACsQtwAAACrEDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAqxA3AADAKsQNAACwCnEDAACsQtwAAACrEDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAqxA3AADAKsQNAACwCnEDAACsQtwAAACrEDcAAMAqxA0AALAKcQMAAKxC3AAAAKsQNwAAwCrEDQAAsApxAwAArELcAAAAq4Qsbo4fP64xY8YoJiZGcXFxysvL08mTJxs8pqqqSpMmTVL79u3Vtm1bjRo1SuXl5fWOPXbsmDp37iyHw6HKysoQrAAAADRHIYubMWPGaPv27SoqKtKqVav0ySefaOLEiQ0e88gjj+i9997TihUrtG7dOh06dEgjR46sd2xeXp769esXiqkDAIBmzGGMMVf6Tr/88ktdf/312rRpkwYOHChJWrNmje644w59/fXXSk5OPu8Yr9erxMRELV26VHfddZckaefOnerdu7fcbrcGDx4cGLtgwQItX75cs2bNUmZmpv7zn/8oLi6u0fPz+XyKjY2V1+tVTEzMt1ssAABoEo19/Q7JlRu32624uLhA2EhSVlaWIiIitGHDhnqPKSkpUW1trbKysgLbevXqpdTUVLnd7sC2HTt26Omnn9Ybb7yhiIjGTb+6ulo+ny/oBgAA7BSSuPF4POrQoUPQtsjISMXHx8vj8VzwmKioqPOuwCQlJQWOqa6uVm5urubMmaPU1NRGz6ewsFCxsbGBW0pKyqUtCAAANBuXFDczZ86Uw+Fo8LZz585QzVUFBQXq3bu3fv7zn1/ycV6vN3A7cOBAiGYIAADCLfJSBk+bNk3jx49vcEz37t3lcrlUUVERtP3s2bM6fvy4XC5Xvce5XC7V1NSosrIy6OpNeXl54Ji1a9fq3//+t9566y1J0rm3CyUkJOjxxx/XU089Ve99O51OOZ3OxiwRAAA0c5cUN4mJiUpMTLzouIyMDFVWVqqkpERpaWmSvgkTv9+v9PT0eo9JS0tTy5YtVVxcrFGjRkmSysrKtH//fmVkZEiS/va3v+nMmTOBYzZt2qT77rtPn376qXr06HEpSwEAAJa6pLhprN69e2vo0KG6//77tXDhQtXW1mry5Mm65557Ap+UOnjwoDIzM/XGG29o0KBBio2NVV5envLz8xUfH6+YmBhNmTJFGRkZgU9K/W/AHD16NPB4l/JpKQAAYK+QxI0kLVmyRJMnT1ZmZqYiIiI0atQovfTSS4H9tbW1Kisr0+nTpwPbXnjhhcDY6upqZWdn6+WXXw7VFAEAgIVC8nturnb8nhsAAJqfsP6eGwAAgHAhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABgFeIGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVSLDPYFwMMZIknw+X5hnAgAAGuvc6/a51/ELuSbj5sSJE5KklJSUMM8EAABcqhMnTig2NvaC+x3mYvljIb/fr0OHDqldu3ZyOByXfT8+n08pKSk6cOCAYmJiruAMm4drff0Sfwesn/WzftbflOs3xujEiRNKTk5WRMSF31lzTV65iYiIUOfOna/Y/cXExFyTT+xzrvX1S/wdsH7Wz/pZf1Np6IrNObyhGAAAWIW4AQAAViFuvgWn06nZs2fL6XSGeyphca2vX+LvgPWzftbP+q/G9V+TbygGAAD24soNAACwCnEDAACsQtwAAACrEDcAAMAqxM23MH/+fHXt2lXR0dFKT0/Xxo0bwz2lkCgsLNTNN9+sdu3aqUOHDsrJyVFZWVnQmFtvvVUOhyPo9sADD4RpxlfWb37zm/PW1qtXr8D+qqoqTZo0Se3bt1fbtm01atQolZeXh3HGV1bXrl3PW7/D4dCkSZMk2XfuP/nkE/34xz9WcnKyHA6HVq5cGbTfGKNZs2apY8eOatWqlbKysrRr166gMcePH9eYMWMUExOjuLg45eXl6eTJk024isvX0Ppra2s1Y8YM9e3bV23atFFycrLGjh2rQ4cOBd1Hfc+ZZ555polXcnkudv7Hjx9/3tqGDh0aNMbW8y+p3u8FDodDc+bMCYy5Gs4/cXOZli9frvz8fM2ePVulpaXq37+/srOzVVFREe6pXXHr1q3TpEmT9Pnnn6uoqEi1tbW6/fbbderUqaBx999/vw4fPhy4Pfvss2Ga8ZV3ww03BK3ts88+C+x75JFH9N5772nFihVat26dDh06pJEjR4ZxtlfWpk2bgtZeVFQkSfrpT38aGGPTuT916pT69++v+fPn17v/2Wef1UsvvaSFCxdqw4YNatOmjbKzs1VVVRUYM2bMGG3fvl1FRUVatWqVPvnkE02cOLGplvCtNLT+06dPq7S0VE8++aRKS0v19ttvq6ysTHfeeed5Y59++umg58SUKVOaYvrf2sXOvyQNHTo0aG1vvvlm0H5bz7+koHUfPnxYr732mhwOh0aNGhU0Luzn3+CyDBo0yEyaNCnwdV1dnUlOTjaFhYVhnFXTqKioMJLMunXrAtuGDBlipk6dGr5JhdDs2bNN//79691XWVlpWrZsaVasWBHY9uWXXxpJxu12N9EMm9bUqVNNjx49jN/vN8bYfe4lmXfeeSfwtd/vNy6Xy8yZMyewrbKy0jidTvPmm28aY4zZsWOHkWQ2bdoUGPOPf/zDOBwOc/DgwSab+5Xwv+uvz8aNG40ks2/fvsC2Ll26mBdeeCG0k2sC9a1/3LhxZsSIERc85lo7/yNGjDC33XZb0Lar4fxz5eYy1NTUqKSkRFlZWYFtERERysrKktvtDuPMmobX65UkxcfHB21fsmSJEhIS1KdPHxUUFOj06dPhmF5I7Nq1S8nJyerevbvGjBmj/fv3S5JKSkpUW1sb9Fzo1auXUlNTrXwu1NTUaPHixbrvvvuC/tFZm8/9/2/v3r3yeDxB5zs2Nlbp6emB8+12uxUXF6eBAwcGxmRlZSkiIkIbNmxo8jmHmtfrlcPhUFxcXND2Z555Ru3bt9eNN96oOXPm6OzZs+GZYAh8/PHH6tChg6677jo9+OCDOnbsWGDftXT+y8vL9f777ysvL++8feE+/9fkP5z5bR09elR1dXVKSkoK2p6UlKSdO3eGaVZNw+/36+GHH9b3v/999enTJ7D9Zz/7mbp06aLk5GR98cUXmjFjhsrKyvT222+HcbZXRnp6uhYtWqTrrrtOhw8f1lNPPaUf/vCH2rZtmzwej6Kios77xp6UlCSPxxOeCYfQypUrVVlZqfHjxwe22Xzu/9e5c1rff/vn9nk8HnXo0CFof2RkpOLj4617TlRVVWnGjBnKzc0N+ocTH3roId10002Kj4/X+vXrVVBQoMOHD+v5558P42yvjKFDh2rkyJHq1q2b9uzZo8cee0zDhg2T2+1WixYtrqnz/5e//EXt2rU778fwV8P5J25wSSZNmqRt27YFvedEUtDPk/v27auOHTsqMzNTe/bsUY8ePZp6mlfUsGHDAn/u16+f0tPT1aVLF/31r39Vq1atwjizpvfqq69q2LBhSk5ODmyz+dzjwmpra3X33XfLGKMFCxYE7cvPzw/8uV+/foqKitIvf/lLFRYWXpW/qv9S3HPPPYE/9+3bV/369VOPHj308ccfKzMzM4wza3qvvfaaxowZo+jo6KDtV8P558dSlyEhIUEtWrQ47xMx5eXlcrlcYZpV6E2ePFmrVq3SRx99pM6dOzc4Nj09XZK0e/fupphak4qLi9P3vvc97d69Wy6XSzU1NaqsrAwaY+NzYd++ffrwww/1i1/8osFxNp/7c+e0of/2XS7XeR8sOHv2rI4fP27Nc+Jc2Ozbt09FRUVBV23qk56errNnz+qrr75qmgk2oe7duyshISHwfL8Wzr8kffrppyorK7vo9wMpPOefuLkMUVFRSktLU3FxcWCb3+9XcXGxMjIywjiz0DDGaPLkyXrnnXe0du1adevW7aLHbN26VZLUsWPHEM+u6Z08eVJ79uxRx44dlZaWppYtWwY9F8rKyrR//37rnguvv/66OnTooOHDhzc4zuZz361bN7lcrqDz7fP5tGHDhsD5zsjIUGVlpUpKSgJj1q5dK7/fHwi/5uxc2OzatUsffvih2rdvf9Fjtm7dqoiIiPN+XGODr7/+WseOHQs8320//+e8+uqrSktLU//+/S86NiznP6xvZ27Gli1bZpxOp1m0aJHZsWOHmThxoomLizMejyfcU7viHnzwQRMbG2s+/vhjc/jw4cDt9OnTxhhjdu/ebZ5++mmzefNms3fvXvPuu++a7t27mx/96EdhnvmVMW3aNPPxxx+bvXv3mn/+858mKyvLJCQkmIqKCmOMMQ888IBJTU01a9euNZs3bzYZGRkmIyMjzLO+surq6kxqaqqZMWNG0HYbz/2JEyfMli1bzJYtW4wk8/zzz5stW7YEPg30zDPPmLi4OPPuu++aL774wowYMcJ069bNnDlzJnAfQ4cONTfeeKPZsGGD+eyzz0zPnj1Nbm5uuJZ0SRpaf01NjbnzzjtN586dzdatW4O+H1RXVxtjjFm/fr154YUXzNatW82ePXvM4sWLTWJiohk7dmyYV9Y4Da3/xIkT5tFHHzVut9vs3bvXfPjhh+amm24yPXv2NFVVVYH7sPX8n+P1ek3r1q3NggULzjv+ajn/xM238Kc//cmkpqaaqKgoM2jQIPP555+He0ohIane2+uvv26MMWb//v3mRz/6kYmPjzdOp9N897vfNdOnTzderze8E79CRo8ebTp27GiioqJMp06dzOjRo83u3bsD+8+cOWN+9atfme985zumdevW5ic/+Yk5fPhwGGd85X3wwQdGkikrKwvabuO5/+ijj+p9vo8bN84Y883HwZ988kmTlJRknE6nyczMPO/v5dixYyY3N9e0bdvWxMTEmAkTJpgTJ06EYTWXrqH1792794LfDz766CNjjDElJSUmPT3dxMbGmujoaNO7d2/zhz/8IejF/2rW0PpPnz5tbr/9dpOYmGhatmxpunTpYu6///7z/k+tref/nD//+c+mVatWprKy8rzjr5bz7zDGmJBeGgIAAGhCvOcGAABYhbgBAABWIW4AAIBViBsAAGAV4gYAAFiFuAEAAFYhbgAAgFWIGwAAYBXiBgAAWIW4AQAAViFuAACAVYgbAABglf8HgoEzHbne5U0AAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(x / 0.676, y, s=0.1)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['cartesian_pos',\n",
|
|
" 'spherical_pos',\n",
|
|
" 'dist',\n",
|
|
" 'cartesian_redshiftspace_pos',\n",
|
|
" 'spherical_redshiftspace_pos',\n",
|
|
" 'redshiftspace_dist',\n",
|
|
" 'cartesian_vel',\n",
|
|
" 'particle_offsetnpart',\n",
|
|
" 'totmass',\n",
|
|
" 'index',\n",
|
|
" 'lagpatch_coordinates',\n",
|
|
" 'lagpatch_radius']"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat.keys()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"168736"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(cat)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "AttributeError",
|
|
"evalue": "'CSiBORG1Catalogue' object has no attribute 'data'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[55], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mcat\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mm200c\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n",
|
|
"File \u001b[0;32m~/csiborgtools/csiborgtools/read/catalogue.py:486\u001b[0m, in \u001b[0;36mBaseCatalogue.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 484\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_custom_keys:\n\u001b[1;32m 485\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, key)\n\u001b[0;32m--> 486\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcatalogue_name]\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[1;32m 487\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcatalogue_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m][:]\n\u001b[1;32m 488\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
|
|
"\u001b[0;31mAttributeError\u001b[0m: 'CSiBORG1Catalogue' object has no attribute 'data'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"m200c\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 1, 2, 3, ..., 168734, 168735, 168736], dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"index\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "ValueError",
|
|
"evalue": "FoF catalogue key 'xx' not available. Available keys are: ['GroupOffset', 'index', 'm200c', 'totpartmass', 'x', 'y', 'z']",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[43], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mcat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_fof_catalogue\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mxx\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/csiborgtools/csiborgtools/read/catalogue.py:566\u001b[0m, in \u001b[0;36mCSiBORG1Catalogue._read_fof_catalogue\u001b[0;34m(self, kind)\u001b[0m\n\u001b[1;32m 564\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m File(fpath, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m 565\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kind \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m f\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[0;32m--> 566\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFoF catalogue key \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkind\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m not available. Available keys are: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(f\u001b[38;5;241m.\u001b[39mkeys())\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# noqa\u001b[39;00m\n\u001b[1;32m 567\u001b[0m out \u001b[38;5;241m=\u001b[39m f[kind][\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]\n\u001b[1;32m 568\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m out\n",
|
|
"\u001b[0;31mValueError\u001b[0m: FoF catalogue key 'xx' not available. Available keys are: ['GroupOffset', 'index', 'm200c', 'totpartmass', 'x', 'y', 'z']"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"cat._read_fof_catalogue(\"xx\")"
|
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]
|
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 49,
|
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"metadata": {},
|
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"outputs": [
|
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{
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"data": {
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"text/plain": [
|
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"array([165, 341, 189, ..., 524, 281, 606], dtype=uint32)"
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]
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},
|
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"execution_count": 49,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"getattr(cat, \"npart\")"
|
|
]
|
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},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
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"metadata": {},
|
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"outputs": [],
|
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"source": []
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},
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{
|
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"cell_type": "code",
|
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"execution_count": 42,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
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"text/plain": [
|
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"array([3.12599134e+09, 3.11626524e+09, 3.12360110e+09, ...,\n",
|
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" 3.56968138e+09, 3.11820731e+09, 6.41428993e+09])"
|
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]
|
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},
|
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"execution_count": 42,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
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"cat[\"totmass\"] / cat[\"npart\"]"
|
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]
|
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
|
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"execution_count": null,
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"metadata": {},
|
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"outputs": [],
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"source": []
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},
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{
|
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"cell_type": "code",
|
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"execution_count": 30,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
|
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"text/plain": [
|
|
"array([[246.23767, 248.68051, 246.8038 ],\n",
|
|
" [245.89716, 248.3562 , 246.68607],\n",
|
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" [251.61401, 249.80145, 251.0754 ],\n",
|
|
" ...,\n",
|
|
" [239.69035, 436.81116, 251.61401],\n",
|
|
" [238.87607, 435.89465, 251.42436],\n",
|
|
" [239.18134, 437.3216 , 250.3281 ]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat[\"cartesian_pos\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<KeysViewHDF5 ['GroupOffset', 'index', 'm200c', 'totpartmass', 'x', 'y', 'z']>\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([246.23767, 245.89716, 251.61401, ..., 239.69035, 238.87607,\n",
|
|
" 239.18134], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat._read_fof_catalogue(\"x\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['spherical_pos', 'cartesian_pos']"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cat.cache_keys()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x = np.arange(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(20, 1)"
|
|
]
|
|
},
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.vstack([x.reshape(-1, 1), x.reshape(-1, 1)]).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(20,)"
|
|
]
|
|
},
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.hstack([x, x]).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(38733704, 3)"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.vstack([x, x]).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "ValueError",
|
|
"evalue": "Halo `0` not found.",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[11], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43msnapshot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhalo_coordinates\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/csiborgtools/csiborgtools/read/snapshot.py:255\u001b[0m, in \u001b[0;36mCSiBORG1Snapshot.halo_coordinates\u001b[0;34m(self, halo_id, is_group)\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_group:\n\u001b[1;32m 253\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThere is no subhalo catalogue for CSiBORG1.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 255\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_halo_particles\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhalo_id\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mCoordinates\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/csiborgtools/csiborgtools/read/snapshot.py:245\u001b[0m, in \u001b[0;36mCSiBORG1Snapshot._get_halo_particles\u001b[0;34m(self, halo_id, kind)\u001b[0m\n\u001b[1;32m 242\u001b[0m i, j \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhid2offset\u001b[38;5;241m.\u001b[39mget(halo_id, (\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 244\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 245\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHalo `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhalo_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m` not found.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 247\u001b[0m x \u001b[38;5;241m=\u001b[39m f[kind][i:j \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n",
|
|
"\u001b[0;31mValueError\u001b[0m: Halo `0` not found."
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"x = snapshot.halo_coordinates(0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[396.24 , 662.408, 314.148],\n",
|
|
" [398.16 , 661.776, 314.764],\n",
|
|
" [398.04 , 660.472, 313.024],\n",
|
|
" ...,\n",
|
|
" [396.26 , 661.08 , 314.384],\n",
|
|
" [396.052, 661.296, 313.964],\n",
|
|
" [397.068, 662.008, 312.492]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n",
|
|
" 3.0900434e+09, 3.0900434e+09], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"snapshot.hid2offset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"d = {i: (j, k) for i, j, k in offset}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(295030069, 295030234)"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d[1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ids = snapshot.particle_ids()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<KeysViewHDF5 ['Coordinates', 'Header', 'Masses', 'ParticleIDs', 'Velocities']>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from h5py import File\n",
|
|
"\n",
|
|
"\n",
|
|
"with File(\"/mnt/extraspace/rstiskalek/csiborg1/chain_7516/snapshot_00946.hdf5\", 'r') as f:\n",
|
|
" print(f.keys())\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<bound method CSiBORG1Snapshot.particle_ids of <csiborgtools.read.snapshot.CSiBORG1Snapshot object at 0x7f924a96d9d0>>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ids"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(22478, 7)"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d1[\"val\"].shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(17737, 7)"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d2[\"val\"].shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGC'). [astropy.io.fits.column]\n",
|
|
"WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGCNr'). [astropy.io.fits.column]\n",
|
|
"/mnt/zfsusers/rstiskalek/csiborgtools/csiborgtools/read/obs.py:368: UserWarning: Key `IN_DR7_LSS` found in both `routine_keys` and `fits_keys`. Returning `routine_keys` value.\n",
|
|
" warn(f\"Key `{key}` found in both `routine_keys` and `fits_keys`. \"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"surv = csiborgtools.SDSSxALFALFA()(apply_selection=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"22478"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"surv.selection_mask.size"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'x' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mx\u001b[49m\n",
|
|
"\u001b[0;31mNameError\u001b[0m: name 'x' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(17737, 7)"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d[\"val\"].shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0, 1])"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"paths.get_ics(\"quijote\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 78,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"True\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['ics', 4]"
|
|
]
|
|
},
|
|
"execution_count": 78,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"paths.get_snapshots(1, \"quijote\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 82,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'ICs'"
|
|
]
|
|
},
|
|
"execution_count": 82,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"str(\"ICs\").zfill(3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 80,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'/mnt/extraspace/rstiskalek/csiborg1/chain_7444/snapshot_00980.hdf5'"
|
|
]
|
|
},
|
|
"execution_count": 80,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"paths.snapshot(980, 7444, \"csiborg\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with h5py.File(\"/mnt/extraspace/rstiskalek/quijote/fiducial_processed/chain_0/fof_004.hdf5\", 'r') as f:\n",
|
|
" print(f.keys())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[9.9994348e+02, 2.3538021e+01, 1.3582062e+01],\n",
|
|
" [1.2109435e+02, 9.1827988e+01, 4.8249097e+02],\n",
|
|
" [1.2107726e+02, 9.1833275e+01, 4.8052374e+02],\n",
|
|
" ...,\n",
|
|
" [9.9808612e+02, 9.7062708e+02, 9.3360345e+02],\n",
|
|
" [2.6784971e-02, 9.7256281e+02, 9.3554065e+02],\n",
|
|
" [9.9810071e+02, 9.6868726e+02, 9.3552893e+02]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pos0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"Omega0 0.307000011205673\n",
|
|
"OmegaBaryon 0.0\n",
|
|
"OmegaLambda 0.693000018596649"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.693000018596649"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"box._omega_l"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.307000011205673"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"box.Om0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"67682.75228061239"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"box.box2vel(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"2.654327164967911e+19"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([15517, 15617, 15717, 15817, 15917, 16017, 16117, 16217, 16317,\n",
|
|
" 16417, 16517, 16617, 16717, 16817, 16917, 17117, 17217, 17317,\n",
|
|
" 17417])"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"paths.get_ics(\"csiborg2_main\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
|
|
" 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
|
|
" 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
|
|
" 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
|
|
" 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
|
|
" 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"paths.get_snapshots(15517, \"csiborg2_main\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"bak-subhalo_treelink_000.hdf5\t snapshot-prevmostboundonly_045.hdf5\n",
|
|
"bak-subhalo_treelink_001.hdf5\t snapshot-prevmostboundonly_046.hdf5\n",
|
|
"bak-subhalo_treelink_002.hdf5\t snapshot-prevmostboundonly_047.hdf5\n",
|
|
"bak-subhalo_treelink_003.hdf5\t snapshot-prevmostboundonly_048.hdf5\n",
|
|
"bak-subhalo_treelink_004.hdf5\t snapshot-prevmostboundonly_049.hdf5\n",
|
|
"bak-subhalo_treelink_005.hdf5\t snapshot-prevmostboundonly_050.hdf5\n",
|
|
"bak-subhalo_treelink_006.hdf5\t snapshot-prevmostboundonly_051.hdf5\n",
|
|
"bak-subhalo_treelink_007.hdf5\t snapshot-prevmostboundonly_052.hdf5\n",
|
|
"bak-subhalo_treelink_008.hdf5\t snapshot-prevmostboundonly_053.hdf5\n",
|
|
"bak-subhalo_treelink_009.hdf5\t snapshot-prevmostboundonly_054.hdf5\n",
|
|
"bak-subhalo_treelink_010.hdf5\t snapshot-prevmostboundonly_055.hdf5\n",
|
|
"bak-subhalo_treelink_011.hdf5\t snapshot-prevmostboundonly_056.hdf5\n",
|
|
"bak-subhalo_treelink_012.hdf5\t snapshot-prevmostboundonly_057.hdf5\n",
|
|
"bak-subhalo_treelink_013.hdf5\t snapshot-prevmostboundonly_058.hdf5\n",
|
|
"bak-subhalo_treelink_014.hdf5\t snapshot-prevmostboundonly_059.hdf5\n",
|
|
"bak-subhalo_treelink_015.hdf5\t snapshot-prevmostboundonly_060.hdf5\n",
|
|
"bak-subhalo_treelink_016.hdf5\t snapshot-prevmostboundonly_061.hdf5\n",
|
|
"bak-subhalo_treelink_017.hdf5\t snapshot-prevmostboundonly_062.hdf5\n",
|
|
"bak-subhalo_treelink_018.hdf5\t snapshot-prevmostboundonly_063.hdf5\n",
|
|
"bak-subhalo_treelink_019.hdf5\t snapshot-prevmostboundonly_064.hdf5\n",
|
|
"bak-subhalo_treelink_020.hdf5\t snapshot-prevmostboundonly_065.hdf5\n",
|
|
"bak-subhalo_treelink_021.hdf5\t snapshot-prevmostboundonly_066.hdf5\n",
|
|
"bak-subhalo_treelink_022.hdf5\t snapshot-prevmostboundonly_067.hdf5\n",
|
|
"bak-subhalo_treelink_023.hdf5\t snapshot-prevmostboundonly_068.hdf5\n",
|
|
"bak-subhalo_treelink_024.hdf5\t snapshot-prevmostboundonly_069.hdf5\n",
|
|
"bak-subhalo_treelink_025.hdf5\t snapshot-prevmostboundonly_070.hdf5\n",
|
|
"bak-subhalo_treelink_026.hdf5\t snapshot-prevmostboundonly_071.hdf5\n",
|
|
"bak-subhalo_treelink_027.hdf5\t snapshot-prevmostboundonly_072.hdf5\n",
|
|
"bak-subhalo_treelink_028.hdf5\t snapshot-prevmostboundonly_073.hdf5\n",
|
|
"bak-subhalo_treelink_029.hdf5\t snapshot-prevmostboundonly_074.hdf5\n",
|
|
"bak-subhalo_treelink_030.hdf5\t snapshot-prevmostboundonly_075.hdf5\n",
|
|
"bak-subhalo_treelink_031.hdf5\t snapshot-prevmostboundonly_076.hdf5\n",
|
|
"bak-subhalo_treelink_032.hdf5\t snapshot-prevmostboundonly_077.hdf5\n",
|
|
"bak-subhalo_treelink_033.hdf5\t snapshot-prevmostboundonly_078.hdf5\n",
|
|
"bak-subhalo_treelink_034.hdf5\t snapshot-prevmostboundonly_079.hdf5\n",
|
|
"bak-subhalo_treelink_035.hdf5\t snapshot-prevmostboundonly_080.hdf5\n",
|
|
"bak-subhalo_treelink_036.hdf5\t snapshot-prevmostboundonly_081.hdf5\n",
|
|
"bak-subhalo_treelink_037.hdf5\t snapshot-prevmostboundonly_082.hdf5\n",
|
|
"bak-subhalo_treelink_038.hdf5\t snapshot-prevmostboundonly_083.hdf5\n",
|
|
"bak-subhalo_treelink_039.hdf5\t snapshot-prevmostboundonly_084.hdf5\n",
|
|
"bak-subhalo_treelink_040.hdf5\t snapshot-prevmostboundonly_085.hdf5\n",
|
|
"bak-subhalo_treelink_041.hdf5\t snapshot-prevmostboundonly_086.hdf5\n",
|
|
"bak-subhalo_treelink_042.hdf5\t snapshot-prevmostboundonly_087.hdf5\n",
|
|
"bak-subhalo_treelink_043.hdf5\t snapshot-prevmostboundonly_088.hdf5\n",
|
|
"bak-subhalo_treelink_044.hdf5\t snapshot-prevmostboundonly_089.hdf5\n",
|
|
"bak-subhalo_treelink_045.hdf5\t snapshot-prevmostboundonly_090.hdf5\n",
|
|
"bak-subhalo_treelink_046.hdf5\t snapshot-prevmostboundonly_091.hdf5\n",
|
|
"bak-subhalo_treelink_047.hdf5\t snapshot-prevmostboundonly_092.hdf5\n",
|
|
"bak-subhalo_treelink_048.hdf5\t snapshot-prevmostboundonly_093.hdf5\n",
|
|
"bak-subhalo_treelink_049.hdf5\t snapshot-prevmostboundonly_094.hdf5\n",
|
|
"bak-subhalo_treelink_050.hdf5\t snapshot-prevmostboundonly_095.hdf5\n",
|
|
"bak-subhalo_treelink_051.hdf5\t snapshot-prevmostboundonly_096.hdf5\n",
|
|
"bak-subhalo_treelink_052.hdf5\t snapshot-prevmostboundonly_097.hdf5\n",
|
|
"bak-subhalo_treelink_053.hdf5\t snapshot-prevmostboundonly_098.hdf5\n",
|
|
"bak-subhalo_treelink_054.hdf5\t snapshot-prevmostboundonly_099.hdf5\n",
|
|
"bak-subhalo_treelink_055.hdf5\t subhalo_desc_000.hdf5\n",
|
|
"bak-subhalo_treelink_056.hdf5\t subhalo_desc_001.hdf5\n",
|
|
"bak-subhalo_treelink_057.hdf5\t subhalo_desc_002.hdf5\n",
|
|
"bak-subhalo_treelink_058.hdf5\t subhalo_desc_003.hdf5\n",
|
|
"bak-subhalo_treelink_059.hdf5\t subhalo_desc_004.hdf5\n",
|
|
"bak-subhalo_treelink_060.hdf5\t subhalo_desc_005.hdf5\n",
|
|
"bak-subhalo_treelink_061.hdf5\t subhalo_desc_006.hdf5\n",
|
|
"bak-subhalo_treelink_062.hdf5\t subhalo_desc_007.hdf5\n",
|
|
"bak-subhalo_treelink_063.hdf5\t subhalo_desc_008.hdf5\n",
|
|
"bak-subhalo_treelink_064.hdf5\t subhalo_desc_009.hdf5\n",
|
|
"bak-subhalo_treelink_065.hdf5\t subhalo_desc_010.hdf5\n",
|
|
"bak-subhalo_treelink_066.hdf5\t subhalo_desc_011.hdf5\n",
|
|
"bak-subhalo_treelink_067.hdf5\t subhalo_desc_012.hdf5\n",
|
|
"bak-subhalo_treelink_068.hdf5\t subhalo_desc_013.hdf5\n",
|
|
"bak-subhalo_treelink_069.hdf5\t subhalo_desc_014.hdf5\n",
|
|
"bak-subhalo_treelink_070.hdf5\t subhalo_desc_015.hdf5\n",
|
|
"bak-subhalo_treelink_071.hdf5\t subhalo_desc_016.hdf5\n",
|
|
"bak-subhalo_treelink_072.hdf5\t subhalo_desc_017.hdf5\n",
|
|
"bak-subhalo_treelink_073.hdf5\t subhalo_desc_018.hdf5\n",
|
|
"bak-subhalo_treelink_074.hdf5\t subhalo_desc_019.hdf5\n",
|
|
"bak-subhalo_treelink_075.hdf5\t subhalo_desc_020.hdf5\n",
|
|
"bak-subhalo_treelink_076.hdf5\t subhalo_desc_021.hdf5\n",
|
|
"bak-subhalo_treelink_077.hdf5\t subhalo_desc_022.hdf5\n",
|
|
"bak-subhalo_treelink_078.hdf5\t subhalo_desc_023.hdf5\n",
|
|
"bak-subhalo_treelink_079.hdf5\t subhalo_desc_024.hdf5\n",
|
|
"bak-subhalo_treelink_080.hdf5\t subhalo_desc_025.hdf5\n",
|
|
"bak-subhalo_treelink_081.hdf5\t subhalo_desc_026.hdf5\n",
|
|
"bak-subhalo_treelink_082.hdf5\t subhalo_desc_027.hdf5\n",
|
|
"bak-subhalo_treelink_083.hdf5\t subhalo_desc_028.hdf5\n",
|
|
"bak-subhalo_treelink_084.hdf5\t subhalo_desc_029.hdf5\n",
|
|
"bak-subhalo_treelink_085.hdf5\t subhalo_desc_030.hdf5\n",
|
|
"bak-subhalo_treelink_086.hdf5\t subhalo_desc_031.hdf5\n",
|
|
"bak-subhalo_treelink_087.hdf5\t subhalo_desc_032.hdf5\n",
|
|
"bak-subhalo_treelink_088.hdf5\t subhalo_desc_033.hdf5\n",
|
|
"bak-subhalo_treelink_089.hdf5\t subhalo_desc_034.hdf5\n",
|
|
"bak-subhalo_treelink_090.hdf5\t subhalo_desc_035.hdf5\n",
|
|
"bak-subhalo_treelink_091.hdf5\t subhalo_desc_036.hdf5\n",
|
|
"bak-subhalo_treelink_092.hdf5\t subhalo_desc_037.hdf5\n",
|
|
"bak-subhalo_treelink_093.hdf5\t subhalo_desc_038.hdf5\n",
|
|
"bak-subhalo_treelink_094.hdf5\t subhalo_desc_039.hdf5\n",
|
|
"bak-subhalo_treelink_095.hdf5\t subhalo_desc_040.hdf5\n",
|
|
"bak-subhalo_treelink_096.hdf5\t subhalo_desc_041.hdf5\n",
|
|
"bak-subhalo_treelink_097.hdf5\t subhalo_desc_042.hdf5\n",
|
|
"bak-subhalo_treelink_098.hdf5\t subhalo_desc_043.hdf5\n",
|
|
"bak-subhalo_treelink_099.hdf5\t subhalo_desc_044.hdf5\n",
|
|
"bak-trees.hdf5\t\t\t subhalo_desc_045.hdf5\n",
|
|
"balance.txt\t\t\t subhalo_desc_046.hdf5\n",
|
|
"cpu.csv\t\t\t\t subhalo_desc_047.hdf5\n",
|
|
"cpu.txt\t\t\t\t subhalo_desc_048.hdf5\n",
|
|
"density.txt\t\t\t subhalo_desc_049.hdf5\n",
|
|
"domain.txt\t\t\t subhalo_desc_050.hdf5\n",
|
|
"energy.txt\t\t\t subhalo_desc_051.hdf5\n",
|
|
"fof_subhalo_tab_000.hdf5\t subhalo_desc_052.hdf5\n",
|
|
"fof_subhalo_tab_001.hdf5\t subhalo_desc_053.hdf5\n",
|
|
"fof_subhalo_tab_002.hdf5\t subhalo_desc_054.hdf5\n",
|
|
"fof_subhalo_tab_003.hdf5\t subhalo_desc_055.hdf5\n",
|
|
"fof_subhalo_tab_004.hdf5\t subhalo_desc_056.hdf5\n",
|
|
"fof_subhalo_tab_005.hdf5\t subhalo_desc_057.hdf5\n",
|
|
"fof_subhalo_tab_006.hdf5\t subhalo_desc_058.hdf5\n",
|
|
"fof_subhalo_tab_007.hdf5\t subhalo_desc_059.hdf5\n",
|
|
"fof_subhalo_tab_008.hdf5\t subhalo_desc_060.hdf5\n",
|
|
"fof_subhalo_tab_009.hdf5\t subhalo_desc_061.hdf5\n",
|
|
"fof_subhalo_tab_010.hdf5\t subhalo_desc_062.hdf5\n",
|
|
"fof_subhalo_tab_011.hdf5\t subhalo_desc_063.hdf5\n",
|
|
"fof_subhalo_tab_012.hdf5\t subhalo_desc_064.hdf5\n",
|
|
"fof_subhalo_tab_013.hdf5\t subhalo_desc_065.hdf5\n",
|
|
"fof_subhalo_tab_014.hdf5\t subhalo_desc_066.hdf5\n",
|
|
"fof_subhalo_tab_015.hdf5\t subhalo_desc_067.hdf5\n",
|
|
"fof_subhalo_tab_016.hdf5\t subhalo_desc_068.hdf5\n",
|
|
"fof_subhalo_tab_017.hdf5\t subhalo_desc_069.hdf5\n",
|
|
"fof_subhalo_tab_018.hdf5\t subhalo_desc_070.hdf5\n",
|
|
"fof_subhalo_tab_019.hdf5\t subhalo_desc_071.hdf5\n",
|
|
"fof_subhalo_tab_020.hdf5\t subhalo_desc_072.hdf5\n",
|
|
"fof_subhalo_tab_021.hdf5\t subhalo_desc_073.hdf5\n",
|
|
"fof_subhalo_tab_022.hdf5\t subhalo_desc_074.hdf5\n",
|
|
"fof_subhalo_tab_023.hdf5\t subhalo_desc_075.hdf5\n",
|
|
"fof_subhalo_tab_024.hdf5\t subhalo_desc_076.hdf5\n",
|
|
"fof_subhalo_tab_025.hdf5\t subhalo_desc_077.hdf5\n",
|
|
"fof_subhalo_tab_026.hdf5\t subhalo_desc_078.hdf5\n",
|
|
"fof_subhalo_tab_027.hdf5\t subhalo_desc_079.hdf5\n",
|
|
"fof_subhalo_tab_028.hdf5\t subhalo_desc_080.hdf5\n",
|
|
"fof_subhalo_tab_029.hdf5\t subhalo_desc_081.hdf5\n",
|
|
"fof_subhalo_tab_030.hdf5\t subhalo_desc_082.hdf5\n",
|
|
"fof_subhalo_tab_031.hdf5\t subhalo_desc_083.hdf5\n",
|
|
"fof_subhalo_tab_032.hdf5\t subhalo_desc_084.hdf5\n",
|
|
"fof_subhalo_tab_033.hdf5\t subhalo_desc_085.hdf5\n",
|
|
"fof_subhalo_tab_034.hdf5\t subhalo_desc_086.hdf5\n",
|
|
"fof_subhalo_tab_035.hdf5\t subhalo_desc_087.hdf5\n",
|
|
"fof_subhalo_tab_036.hdf5\t subhalo_desc_088.hdf5\n",
|
|
"fof_subhalo_tab_037.hdf5\t subhalo_desc_089.hdf5\n",
|
|
"fof_subhalo_tab_038.hdf5\t subhalo_desc_090.hdf5\n",
|
|
"fof_subhalo_tab_039.hdf5\t subhalo_desc_091.hdf5\n",
|
|
"fof_subhalo_tab_040.hdf5\t subhalo_desc_092.hdf5\n",
|
|
"fof_subhalo_tab_041.hdf5\t subhalo_desc_093.hdf5\n",
|
|
"fof_subhalo_tab_042.hdf5\t subhalo_desc_094.hdf5\n",
|
|
"fof_subhalo_tab_043.hdf5\t subhalo_desc_095.hdf5\n",
|
|
"fof_subhalo_tab_044.hdf5\t subhalo_desc_096.hdf5\n",
|
|
"fof_subhalo_tab_045.hdf5\t subhalo_desc_097.hdf5\n",
|
|
"fof_subhalo_tab_046.hdf5\t subhalo_desc_098.hdf5\n",
|
|
"fof_subhalo_tab_047.hdf5\t subhalo_prog_001.hdf5\n",
|
|
"fof_subhalo_tab_048.hdf5\t subhalo_prog_002.hdf5\n",
|
|
"fof_subhalo_tab_049.hdf5\t subhalo_prog_003.hdf5\n",
|
|
"fof_subhalo_tab_050.hdf5\t subhalo_prog_004.hdf5\n",
|
|
"fof_subhalo_tab_051.hdf5\t subhalo_prog_005.hdf5\n",
|
|
"fof_subhalo_tab_052.hdf5\t subhalo_prog_006.hdf5\n",
|
|
"fof_subhalo_tab_053.hdf5\t subhalo_prog_007.hdf5\n",
|
|
"fof_subhalo_tab_054.hdf5\t subhalo_prog_008.hdf5\n",
|
|
"fof_subhalo_tab_055.hdf5\t subhalo_prog_009.hdf5\n",
|
|
"fof_subhalo_tab_056.hdf5\t subhalo_prog_010.hdf5\n",
|
|
"fof_subhalo_tab_057.hdf5\t subhalo_prog_011.hdf5\n",
|
|
"fof_subhalo_tab_058.hdf5\t subhalo_prog_012.hdf5\n",
|
|
"fof_subhalo_tab_059.hdf5\t subhalo_prog_013.hdf5\n",
|
|
"fof_subhalo_tab_060.hdf5\t subhalo_prog_014.hdf5\n",
|
|
"fof_subhalo_tab_061.hdf5\t subhalo_prog_015.hdf5\n",
|
|
"fof_subhalo_tab_062.hdf5\t subhalo_prog_016.hdf5\n",
|
|
"fof_subhalo_tab_063.hdf5\t subhalo_prog_017.hdf5\n",
|
|
"fof_subhalo_tab_064.hdf5\t subhalo_prog_018.hdf5\n",
|
|
"fof_subhalo_tab_065.hdf5\t subhalo_prog_019.hdf5\n",
|
|
"fof_subhalo_tab_066.hdf5\t subhalo_prog_020.hdf5\n",
|
|
"fof_subhalo_tab_067.hdf5\t subhalo_prog_021.hdf5\n",
|
|
"fof_subhalo_tab_068.hdf5\t subhalo_prog_022.hdf5\n",
|
|
"fof_subhalo_tab_069.hdf5\t subhalo_prog_023.hdf5\n",
|
|
"fof_subhalo_tab_070.hdf5\t subhalo_prog_024.hdf5\n",
|
|
"fof_subhalo_tab_071.hdf5\t subhalo_prog_025.hdf5\n",
|
|
"fof_subhalo_tab_072.hdf5\t subhalo_prog_026.hdf5\n",
|
|
"fof_subhalo_tab_073.hdf5\t subhalo_prog_027.hdf5\n",
|
|
"fof_subhalo_tab_074.hdf5\t subhalo_prog_028.hdf5\n",
|
|
"fof_subhalo_tab_075.hdf5\t subhalo_prog_029.hdf5\n",
|
|
"fof_subhalo_tab_076.hdf5\t subhalo_prog_030.hdf5\n",
|
|
"fof_subhalo_tab_077.hdf5\t subhalo_prog_031.hdf5\n",
|
|
"fof_subhalo_tab_078.hdf5\t subhalo_prog_032.hdf5\n",
|
|
"fof_subhalo_tab_079.hdf5\t subhalo_prog_033.hdf5\n",
|
|
"fof_subhalo_tab_080.hdf5\t subhalo_prog_034.hdf5\n",
|
|
"fof_subhalo_tab_081.hdf5\t subhalo_prog_035.hdf5\n",
|
|
"fof_subhalo_tab_082.hdf5\t subhalo_prog_036.hdf5\n",
|
|
"fof_subhalo_tab_083.hdf5\t subhalo_prog_037.hdf5\n",
|
|
"fof_subhalo_tab_084.hdf5\t subhalo_prog_038.hdf5\n",
|
|
"fof_subhalo_tab_085.hdf5\t subhalo_prog_039.hdf5\n",
|
|
"fof_subhalo_tab_086.hdf5\t subhalo_prog_040.hdf5\n",
|
|
"fof_subhalo_tab_087.hdf5\t subhalo_prog_041.hdf5\n",
|
|
"fof_subhalo_tab_088.hdf5\t subhalo_prog_042.hdf5\n",
|
|
"fof_subhalo_tab_089.hdf5\t subhalo_prog_043.hdf5\n",
|
|
"fof_subhalo_tab_090.hdf5\t subhalo_prog_044.hdf5\n",
|
|
"fof_subhalo_tab_091.hdf5\t subhalo_prog_045.hdf5\n",
|
|
"fof_subhalo_tab_092.hdf5\t subhalo_prog_046.hdf5\n",
|
|
"fof_subhalo_tab_093.hdf5\t subhalo_prog_047.hdf5\n",
|
|
"fof_subhalo_tab_094.hdf5\t subhalo_prog_048.hdf5\n",
|
|
"fof_subhalo_tab_095.hdf5\t subhalo_prog_049.hdf5\n",
|
|
"fof_subhalo_tab_096.hdf5\t subhalo_prog_050.hdf5\n",
|
|
"fof_subhalo_tab_097.hdf5\t subhalo_prog_051.hdf5\n",
|
|
"fof_subhalo_tab_098.hdf5\t subhalo_prog_052.hdf5\n",
|
|
"fof_subhalo_tab_099.hdf5\t subhalo_prog_053.hdf5\n",
|
|
"hydro.txt\t\t\t subhalo_prog_054.hdf5\n",
|
|
"info.txt\t\t\t subhalo_prog_055.hdf5\n",
|
|
"memory_ghostranks.txt\t\t subhalo_prog_056.hdf5\n",
|
|
"memory.txt\t\t\t subhalo_prog_057.hdf5\n",
|
|
"parameters-usedvalues\t\t subhalo_prog_058.hdf5\n",
|
|
"snapshot_000_cut.hdf5\t\t subhalo_prog_059.hdf5\n",
|
|
"snapshot_001_cut.hdf5\t\t subhalo_prog_060.hdf5\n",
|
|
"snapshot_002_cut.hdf5\t\t subhalo_prog_061.hdf5\n",
|
|
"snapshot_003_cut.hdf5\t\t subhalo_prog_062.hdf5\n",
|
|
"snapshot_004_cut.hdf5\t\t subhalo_prog_063.hdf5\n",
|
|
"snapshot_005_cut.hdf5\t\t subhalo_prog_064.hdf5\n",
|
|
"snapshot_006_cut.hdf5\t\t subhalo_prog_065.hdf5\n",
|
|
"snapshot_007_cut.hdf5\t\t subhalo_prog_066.hdf5\n",
|
|
"snapshot_008_cut.hdf5\t\t subhalo_prog_067.hdf5\n",
|
|
"snapshot_009_cut.hdf5\t\t subhalo_prog_068.hdf5\n",
|
|
"snapshot_010_cut.hdf5\t\t subhalo_prog_069.hdf5\n",
|
|
"snapshot_011_cut.hdf5\t\t subhalo_prog_070.hdf5\n",
|
|
"snapshot_012_cut.hdf5\t\t subhalo_prog_071.hdf5\n",
|
|
"snapshot_013_cut.hdf5\t\t subhalo_prog_072.hdf5\n",
|
|
"snapshot_014_cut.hdf5\t\t subhalo_prog_073.hdf5\n",
|
|
"snapshot_015_cut.hdf5\t\t subhalo_prog_074.hdf5\n",
|
|
"snapshot_016_cut.hdf5\t\t subhalo_prog_075.hdf5\n",
|
|
"snapshot_017_cut.hdf5\t\t subhalo_prog_076.hdf5\n",
|
|
"snapshot_018_cut.hdf5\t\t subhalo_prog_077.hdf5\n",
|
|
"snapshot_019_cut.hdf5\t\t subhalo_prog_078.hdf5\n",
|
|
"snapshot_020_cut.hdf5\t\t subhalo_prog_079.hdf5\n",
|
|
"snapshot_021_cut.hdf5\t\t subhalo_prog_080.hdf5\n",
|
|
"snapshot_022_cut.hdf5\t\t subhalo_prog_081.hdf5\n",
|
|
"snapshot_023_cut.hdf5\t\t subhalo_prog_082.hdf5\n",
|
|
"snapshot_024_cut.hdf5\t\t subhalo_prog_083.hdf5\n",
|
|
"snapshot_025_cut.hdf5\t\t subhalo_prog_084.hdf5\n",
|
|
"snapshot_026_cut.hdf5\t\t subhalo_prog_085.hdf5\n",
|
|
"snapshot_027_cut.hdf5\t\t subhalo_prog_086.hdf5\n",
|
|
"snapshot_028_cut.hdf5\t\t subhalo_prog_087.hdf5\n",
|
|
"snapshot_029_cut.hdf5\t\t subhalo_prog_088.hdf5\n",
|
|
"snapshot_030_cut.hdf5\t\t subhalo_prog_089.hdf5\n",
|
|
"snapshot_031_cut.hdf5\t\t subhalo_prog_090.hdf5\n",
|
|
"snapshot_032_cut.hdf5\t\t subhalo_prog_091.hdf5\n",
|
|
"snapshot_033_cut.hdf5\t\t subhalo_prog_092.hdf5\n",
|
|
"snapshot_034_cut.hdf5\t\t subhalo_prog_093.hdf5\n",
|
|
"snapshot_035_cut.hdf5\t\t subhalo_prog_094.hdf5\n",
|
|
"snapshot_036_cut.hdf5\t\t subhalo_prog_095.hdf5\n",
|
|
"snapshot_037_cut.hdf5\t\t subhalo_prog_096.hdf5\n",
|
|
"snapshot_038_cut.hdf5\t\t subhalo_prog_097.hdf5\n",
|
|
"snapshot_039_cut.hdf5\t\t subhalo_prog_098.hdf5\n",
|
|
"snapshot_040_cut.hdf5\t\t subhalo_prog_099.hdf5\n",
|
|
"snapshot_041_cut.hdf5\t\t subhalo_treelink_000.hdf5\n",
|
|
"snapshot_042_cut.hdf5\t\t subhalo_treelink_001.hdf5\n",
|
|
"snapshot_043_cut.hdf5\t\t subhalo_treelink_002.hdf5\n",
|
|
"snapshot_044_cut.hdf5\t\t subhalo_treelink_003.hdf5\n",
|
|
"snapshot_045_cut.hdf5\t\t subhalo_treelink_004.hdf5\n",
|
|
"snapshot_046_cut.hdf5\t\t subhalo_treelink_005.hdf5\n",
|
|
"snapshot_047_cut.hdf5\t\t subhalo_treelink_006.hdf5\n",
|
|
"snapshot_048_cut.hdf5\t\t subhalo_treelink_007.hdf5\n",
|
|
"snapshot_049_cut.hdf5\t\t subhalo_treelink_008.hdf5\n",
|
|
"snapshot_050_cut.hdf5\t\t subhalo_treelink_009.hdf5\n",
|
|
"snapshot_051_cut.hdf5\t\t subhalo_treelink_010.hdf5\n",
|
|
"snapshot_052_cut.hdf5\t\t subhalo_treelink_011.hdf5\n",
|
|
"snapshot_053_cut.hdf5\t\t subhalo_treelink_012.hdf5\n",
|
|
"snapshot_054_cut.hdf5\t\t subhalo_treelink_013.hdf5\n",
|
|
"snapshot_055_cut.hdf5\t\t subhalo_treelink_014.hdf5\n",
|
|
"snapshot_056_cut.hdf5\t\t subhalo_treelink_015.hdf5\n",
|
|
"snapshot_057_cut.hdf5\t\t subhalo_treelink_016.hdf5\n",
|
|
"snapshot_058_cut.hdf5\t\t subhalo_treelink_017.hdf5\n",
|
|
"snapshot_059_cut.hdf5\t\t subhalo_treelink_018.hdf5\n",
|
|
"snapshot_060_cut.hdf5\t\t subhalo_treelink_019.hdf5\n",
|
|
"snapshot_061_cut.hdf5\t\t subhalo_treelink_020.hdf5\n",
|
|
"snapshot_062_cut.hdf5\t\t subhalo_treelink_021.hdf5\n",
|
|
"snapshot_063_cut.hdf5\t\t subhalo_treelink_022.hdf5\n",
|
|
"snapshot_064_cut.hdf5\t\t subhalo_treelink_023.hdf5\n",
|
|
"snapshot_065_cut.hdf5\t\t subhalo_treelink_024.hdf5\n",
|
|
"snapshot_066_cut.hdf5\t\t subhalo_treelink_025.hdf5\n",
|
|
"snapshot_067_cut.hdf5\t\t subhalo_treelink_026.hdf5\n",
|
|
"snapshot_068_cut.hdf5\t\t subhalo_treelink_027.hdf5\n",
|
|
"snapshot_069_cut.hdf5\t\t subhalo_treelink_028.hdf5\n",
|
|
"snapshot_070_cut.hdf5\t\t subhalo_treelink_029.hdf5\n",
|
|
"snapshot_071_cut.hdf5\t\t subhalo_treelink_030.hdf5\n",
|
|
"snapshot_072_cut.hdf5\t\t subhalo_treelink_031.hdf5\n",
|
|
"snapshot_073_cut.hdf5\t\t subhalo_treelink_032.hdf5\n",
|
|
"snapshot_074_cut.hdf5\t\t subhalo_treelink_033.hdf5\n",
|
|
"snapshot_075_cut.hdf5\t\t subhalo_treelink_034.hdf5\n",
|
|
"snapshot_076_cut.hdf5\t\t subhalo_treelink_035.hdf5\n",
|
|
"snapshot_077_cut.hdf5\t\t subhalo_treelink_036.hdf5\n",
|
|
"snapshot_078_cut.hdf5\t\t subhalo_treelink_037.hdf5\n",
|
|
"snapshot_079_cut.hdf5\t\t subhalo_treelink_038.hdf5\n",
|
|
"snapshot_080_cut.hdf5\t\t subhalo_treelink_039.hdf5\n",
|
|
"snapshot_081_cut.hdf5\t\t subhalo_treelink_040.hdf5\n",
|
|
"snapshot_082_cut.hdf5\t\t subhalo_treelink_041.hdf5\n",
|
|
"snapshot_083_cut.hdf5\t\t subhalo_treelink_042.hdf5\n",
|
|
"snapshot_084_cut.hdf5\t\t subhalo_treelink_043.hdf5\n",
|
|
"snapshot_085_cut.hdf5\t\t subhalo_treelink_044.hdf5\n",
|
|
"snapshot_086_cut.hdf5\t\t subhalo_treelink_045.hdf5\n",
|
|
"snapshot_087_cut.hdf5\t\t subhalo_treelink_046.hdf5\n",
|
|
"snapshot_088_cut.hdf5\t\t subhalo_treelink_047.hdf5\n",
|
|
"snapshot_089_cut.hdf5\t\t subhalo_treelink_048.hdf5\n",
|
|
"snapshot_090_cut.hdf5\t\t subhalo_treelink_049.hdf5\n",
|
|
"snapshot_091_cut.hdf5\t\t subhalo_treelink_050.hdf5\n",
|
|
"snapshot_092_cut.hdf5\t\t subhalo_treelink_051.hdf5\n",
|
|
"snapshot_093_cut.hdf5\t\t subhalo_treelink_052.hdf5\n",
|
|
"snapshot_094_cut.hdf5\t\t subhalo_treelink_053.hdf5\n",
|
|
"snapshot_095_cut.hdf5\t\t subhalo_treelink_054.hdf5\n",
|
|
"snapshot_096_cut.hdf5\t\t subhalo_treelink_055.hdf5\n",
|
|
"snapshot_097_cut.hdf5\t\t subhalo_treelink_056.hdf5\n",
|
|
"snapshot_098_cut.hdf5\t\t subhalo_treelink_057.hdf5\n",
|
|
"snapshot_099_full.hdf5\t\t subhalo_treelink_058.hdf5\n",
|
|
"snapshot-prevmostboundonly_000.hdf5 subhalo_treelink_059.hdf5\n",
|
|
"snapshot-prevmostboundonly_001.hdf5 subhalo_treelink_060.hdf5\n",
|
|
"snapshot-prevmostboundonly_002.hdf5 subhalo_treelink_061.hdf5\n",
|
|
"snapshot-prevmostboundonly_003.hdf5 subhalo_treelink_062.hdf5\n",
|
|
"snapshot-prevmostboundonly_004.hdf5 subhalo_treelink_063.hdf5\n",
|
|
"snapshot-prevmostboundonly_005.hdf5 subhalo_treelink_064.hdf5\n",
|
|
"snapshot-prevmostboundonly_006.hdf5 subhalo_treelink_065.hdf5\n",
|
|
"snapshot-prevmostboundonly_007.hdf5 subhalo_treelink_066.hdf5\n",
|
|
"snapshot-prevmostboundonly_008.hdf5 subhalo_treelink_067.hdf5\n",
|
|
"snapshot-prevmostboundonly_009.hdf5 subhalo_treelink_068.hdf5\n",
|
|
"snapshot-prevmostboundonly_010.hdf5 subhalo_treelink_069.hdf5\n",
|
|
"snapshot-prevmostboundonly_011.hdf5 subhalo_treelink_070.hdf5\n",
|
|
"snapshot-prevmostboundonly_012.hdf5 subhalo_treelink_071.hdf5\n",
|
|
"snapshot-prevmostboundonly_013.hdf5 subhalo_treelink_072.hdf5\n",
|
|
"snapshot-prevmostboundonly_014.hdf5 subhalo_treelink_073.hdf5\n",
|
|
"snapshot-prevmostboundonly_015.hdf5 subhalo_treelink_074.hdf5\n",
|
|
"snapshot-prevmostboundonly_016.hdf5 subhalo_treelink_075.hdf5\n",
|
|
"snapshot-prevmostboundonly_017.hdf5 subhalo_treelink_076.hdf5\n",
|
|
"snapshot-prevmostboundonly_018.hdf5 subhalo_treelink_077.hdf5\n",
|
|
"snapshot-prevmostboundonly_019.hdf5 subhalo_treelink_078.hdf5\n",
|
|
"snapshot-prevmostboundonly_020.hdf5 subhalo_treelink_079.hdf5\n",
|
|
"snapshot-prevmostboundonly_021.hdf5 subhalo_treelink_080.hdf5\n",
|
|
"snapshot-prevmostboundonly_022.hdf5 subhalo_treelink_081.hdf5\n",
|
|
"snapshot-prevmostboundonly_023.hdf5 subhalo_treelink_082.hdf5\n",
|
|
"snapshot-prevmostboundonly_024.hdf5 subhalo_treelink_083.hdf5\n",
|
|
"snapshot-prevmostboundonly_025.hdf5 subhalo_treelink_084.hdf5\n",
|
|
"snapshot-prevmostboundonly_026.hdf5 subhalo_treelink_085.hdf5\n",
|
|
"snapshot-prevmostboundonly_027.hdf5 subhalo_treelink_086.hdf5\n",
|
|
"snapshot-prevmostboundonly_028.hdf5 subhalo_treelink_087.hdf5\n",
|
|
"snapshot-prevmostboundonly_029.hdf5 subhalo_treelink_088.hdf5\n",
|
|
"snapshot-prevmostboundonly_030.hdf5 subhalo_treelink_089.hdf5\n",
|
|
"snapshot-prevmostboundonly_031.hdf5 subhalo_treelink_090.hdf5\n",
|
|
"snapshot-prevmostboundonly_032.hdf5 subhalo_treelink_091.hdf5\n",
|
|
"snapshot-prevmostboundonly_033.hdf5 subhalo_treelink_092.hdf5\n",
|
|
"snapshot-prevmostboundonly_034.hdf5 subhalo_treelink_093.hdf5\n",
|
|
"snapshot-prevmostboundonly_035.hdf5 subhalo_treelink_094.hdf5\n",
|
|
"snapshot-prevmostboundonly_036.hdf5 subhalo_treelink_095.hdf5\n",
|
|
"snapshot-prevmostboundonly_037.hdf5 subhalo_treelink_096.hdf5\n",
|
|
"snapshot-prevmostboundonly_038.hdf5 subhalo_treelink_097.hdf5\n",
|
|
"snapshot-prevmostboundonly_039.hdf5 subhalo_treelink_098.hdf5\n",
|
|
"snapshot-prevmostboundonly_040.hdf5 subhalo_treelink_099.hdf5\n",
|
|
"snapshot-prevmostboundonly_041.hdf5 timebins.txt\n",
|
|
"snapshot-prevmostboundonly_042.hdf5 timings.txt\n",
|
|
"snapshot-prevmostboundonly_043.hdf5 trees.hdf5\n",
|
|
"snapshot-prevmostboundonly_044.hdf5\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!ls /mnt/extraspace/rstiskalek/csiborg2_main/chain_15517/output"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2023-11-16 12:14:34.150916: opening `/mnt/extraspace/rstiskalek/CSiBORG/processed_output/parts_FOF_07444.hdf5`.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"cat = csiborgtools.read.CSiBORGCatalogue(7444, paths, catalogue_name=\"halo_catalogue\", halo_finder=\"FOF\",\n",
|
|
" bounds={\"dist\": (0, 50)})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"d = np.load(paths.field(\"density\", \"PCS\", 512, 7444, False, None))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"over = d / d.mean() - 1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import Pk_library as PKL"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Computing power spectrum of the field...\n",
|
|
"Time to complete loop = 8.22\n",
|
|
"Time taken = 15.66 seconds\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"Pk = PKL.Pk(over, 677.6, 0, \"PCS\", 1, True)\n",
|
|
"\n",
|
|
"\n",
|
|
"# 3D P(k)\n",
|
|
"k = Pk.k3D\n",
|
|
"Pk0 = Pk.Pk[:,0] #monopole\n",
|
|
"Pk2 = Pk.Pk[:,1] #quadrupole\n",
|
|
"Pk4 = Pk.Pk[:,2] #hexadecapole\n",
|
|
"Pkphase = Pk.Pkphase #power spectrum of the phases\n",
|
|
"Nmodes = Pk.Nmodes3D"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(k, Pk0, label='monopole')\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_1249/2763035238.py:2: RuntimeWarning: divide by zero encountered in log10\n",
|
|
" plt.imshow(np.log10(over[0, :, :] + 1))\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.imshow(np.log10(over[0, :, :] + 1))\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pos = cat[\"snapshot_final/pos\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pos = pos[:]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"totmass = numpy.sum(cat[\"snapshot_final/mass\"][:])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"284.507446985742"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"totmass / (677.7 * 1000)**3 / 0.3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'RA': 186.75, 'DEC': 12.717, 'dist': 11.28}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"virgo = csiborgtools.virgo\n",
|
|
"\n",
|
|
"print(virgo)\n",
|
|
"X = np.array([virgo[\"dist\"], virgo[\"RA\"], virgo[\"DEC\"]]).reshape(-1, 3)\n",
|
|
"\n",
|
|
"\n",
|
|
"dist, indxs = cat.angular_neighbours(X, False, 20, radial_tolerance=5)\n",
|
|
"dist, indxs = dist[0], indxs[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([], dtype=float64)"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 308,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"14.294649\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"k = np.argmax(cat[\"mtot\"])\n",
|
|
"\n",
|
|
"k = np.argsort(cat[\"mtot\"])[::-1][8]\n",
|
|
"\n",
|
|
"c = cat[\"cartesian_pos\"][k]\n",
|
|
"\n",
|
|
"print(np.log10(cat[\"mtot\"][k]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 309,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"indx1 = cat.select_in_box(c, 20)\n",
|
|
"pos1 = cat[\"cartesian_pos\"][indx1]\n",
|
|
"\n",
|
|
"indx2 = pcat.select_in_box(c, 20)\n",
|
|
"pos2 = pcat[\"cartesian_pos\"][indx2]\n",
|
|
"\n",
|
|
"m1 = cat[\"mtot\"][indx1]\n",
|
|
"m2 = pcat[\"summed_mass\"][indx2]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 311,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(pos1[:, 0], pos1[:, 1], c=np.log10(m1))\n",
|
|
"plt.colorbar()\n",
|
|
"plt.scatter(pos2[:, 0], pos2[:, 1], marker=\"x\", c=np.log10(m2))\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 293,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'RA': 195, 'DEC': 28, 'dist': 70.5}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"virgo = csiborgtools.virgo\n",
|
|
"\n",
|
|
"print(virgo)\n",
|
|
"X = np.array([virgo[\"dist\"], virgo[\"RA\"], virgo[\"DEC\"]]).reshape(-1, 3)\n",
|
|
"\n",
|
|
"\n",
|
|
"dist, indxs = cat.angular_neighbours(X, False, 20, radial_tolerance=5)\n",
|
|
"dist, indxs = dist[0], indxs[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 294,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[]\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "ValueError",
|
|
"evalue": "attempt to get argmax of an empty sequence",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 9\u001b[0m line \u001b[0;36m3\n\u001b[1;32m <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#Y234sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39mprint\u001b[39m(cat[\u001b[39m\"\u001b[39m\u001b[39mmtot\u001b[39m\u001b[39m\"\u001b[39m][indxs])\n\u001b[0;32m----> <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#Y234sdnNjb2RlLXJlbW90ZQ%3D%3D?line=2'>3</a>\u001b[0m k \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49margmax(cat[\u001b[39m\"\u001b[39;49m\u001b[39mmtot\u001b[39;49m\u001b[39m\"\u001b[39;49m][indxs])\n\u001b[1;32m <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#Y234sdnNjb2RlLXJlbW90ZQ%3D%3D?line=3'>4</a>\u001b[0m kk \u001b[39m=\u001b[39m indxs[k]\n\u001b[1;32m <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#Y234sdnNjb2RlLXJlbW90ZQ%3D%3D?line=4'>5</a>\u001b[0m dist[k], np\u001b[39m.\u001b[39mlog10(cat[\u001b[39m\"\u001b[39m\u001b[39mmtot\u001b[39m\u001b[39m\"\u001b[39m][indxs[k]]), cat[\u001b[39m\"\u001b[39m\u001b[39mindex\u001b[39m\u001b[39m\"\u001b[39m][indxs[k]]\n",
|
|
"File \u001b[0;32m<__array_function__ internals>:200\u001b[0m, in \u001b[0;36margmax\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
|
|
"File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.11/site-packages/numpy/core/fromnumeric.py:1242\u001b[0m, in \u001b[0;36margmax\u001b[0;34m(a, axis, out, keepdims)\u001b[0m\n\u001b[1;32m 1155\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 1156\u001b[0m \u001b[39mReturns the indices of the maximum values along an axis.\u001b[39;00m\n\u001b[1;32m 1157\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1239\u001b[0m \u001b[39m(2, 1, 4)\u001b[39;00m\n\u001b[1;32m 1240\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 1241\u001b[0m kwds \u001b[39m=\u001b[39m {\u001b[39m'\u001b[39m\u001b[39mkeepdims\u001b[39m\u001b[39m'\u001b[39m: keepdims} \u001b[39mif\u001b[39;00m keepdims \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m np\u001b[39m.\u001b[39m_NoValue \u001b[39melse\u001b[39;00m {}\n\u001b[0;32m-> 1242\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapfunc(a, \u001b[39m'\u001b[39;49m\u001b[39margmax\u001b[39;49m\u001b[39m'\u001b[39;49m, axis\u001b[39m=\u001b[39;49maxis, out\u001b[39m=\u001b[39;49mout, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n",
|
|
"File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.11/site-packages/numpy/core/fromnumeric.py:57\u001b[0m, in \u001b[0;36m_wrapfunc\u001b[0;34m(obj, method, *args, **kwds)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n\u001b[1;32m 56\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> 57\u001b[0m \u001b[39mreturn\u001b[39;00m bound(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m 58\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m 59\u001b[0m \u001b[39m# A TypeError occurs if the object does have such a method in its\u001b[39;00m\n\u001b[1;32m 60\u001b[0m \u001b[39m# class, but its signature is not identical to that of NumPy's. This\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[39m# Call _wrapit from within the except clause to ensure a potential\u001b[39;00m\n\u001b[1;32m 65\u001b[0m \u001b[39m# exception has a traceback chain.\u001b[39;00m\n\u001b[1;32m 66\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n",
|
|
"\u001b[0;31mValueError\u001b[0m: attempt to get argmax of an empty sequence"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(cat[\"mtot\"][indxs])\n",
|
|
"\n",
|
|
"k = np.argmax(cat[\"mtot\"][indxs])\n",
|
|
"kk = indxs[k]\n",
|
|
"dist[k], np.log10(cat[\"mtot\"][indxs[k]]), cat[\"index\"][indxs[k]]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 234,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[87053 61697 53097 80742 84525 4223 22315 1717 46519 23735]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.argsort(pcat[\"summed_mass\"])[::-1][:10])\n",
|
|
" \n",
|
|
"k = 46519"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 163,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(15.115513, 70.65002323342219, True, 11506838)"
|
|
]
|
|
},
|
|
"execution_count": 163,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.log10(pcat[\"summed_mass\"][k]), pcat[\"dist\"][k], pcat[\"is_main\"][k], pcat[\"index\"][k]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 235,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Clump 3947225 (193): : 24it [00:06, 3.58it/s] \n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"data = merger_reader.walk_main_progenitor(20520136, 951, True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 236,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tracking halo: 100%|██████████| 651/651 [00:53<00:00, 12.16it/s]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# pos, mass, x = csiborgtools.read.track_halo_manually(cats, 21344979, maxdist=5, max_dlogm=1)\n",
|
|
"hist = csiborgtools.read.track_halo_manually(cats, 20520136, maxdist=0.25, max_dlogm=0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 237,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([(951., 275.3906 , 323.64114, 375.0767 , 1.6992810e+15, nan),\n",
|
|
" (950., 275.3763 , 323.63602, 375.09222, 1.6949284e+15, 0.02171533),\n",
|
|
" (949., nan, nan, nan, nan, nan),\n",
|
|
" (948., nan, nan, nan, nan, nan),\n",
|
|
" (947., nan, nan, nan, nan, nan),\n",
|
|
" (946., 275.3962 , 323.66205, 375.0974 , 1.6972969e+15, 0.03317323),\n",
|
|
" (945., 275.38544, 323.63733, 375.10263, 1.6828855e+15, 0.02746497),\n",
|
|
" (944., nan, nan, nan, nan, nan),\n",
|
|
" (943., 275.3182 , 323.42926, 375.11832, 1.6848843e+15, 0.21922271),\n",
|
|
" (942., 275.40613, 323.66183, 375.09247, 1.6838351e+15, 0.24997829),\n",
|
|
" (941., nan, nan, nan, nan, nan),\n",
|
|
" (940., nan, nan, nan, nan, nan),\n",
|
|
" (939., 275.4062 , 323.67218, 375.10422, 1.6796080e+15, 0.01565495),\n",
|
|
" (938., 275.41653, 323.6784 , 375.1182 , 1.6778127e+15, 0.01847009),\n",
|
|
" (937., 275.41656, 323.6723 , 375.10312, 1.6801732e+15, 0.01626438),\n",
|
|
" (936., 275.41644, 323.6785 , 375.10773, 1.6768492e+15, 0.00772197),\n",
|
|
" (935., 275.40656, 323.68253, 375.10254, 1.6768536e+15, 0.01187051),\n",
|
|
" (934., 275.4118 , 323.68808, 375.11337, 1.6766885e+15, 0.01325788),\n",
|
|
" (933., 275.40176, 323.69287, 375.10986, 1.6758714e+15, 0.01166534),\n",
|
|
" (932., 275.4113 , 323.69806, 375.10876, 1.6753592e+15, 0.01089866),\n",
|
|
" (931., 275.40616, 323.688 , 375.11325, 1.6729041e+15, 0.0121586 ),\n",
|
|
" (930., nan, nan, nan, nan, nan),\n",
|
|
" (929., 275.40662, 323.70328, 375.10873, 1.6784032e+15, 0.01594905),\n",
|
|
" (928., 275.4029 , 323.70837, 375.114 , 1.6702815e+15, 0.00822855),\n",
|
|
" (927., nan, nan, nan, nan, nan),\n",
|
|
" (926., nan, nan, nan, nan, nan),\n",
|
|
" (925., 275.40613, 323.7088 , 375.11807, 1.6753509e+15, 0.00520779),\n",
|
|
" (924., nan, nan, nan, nan, nan),\n",
|
|
" (923., nan, nan, nan, nan, nan),\n",
|
|
" (922., nan, nan, nan, nan, nan),\n",
|
|
" (921., nan, nan, nan, nan, nan),\n",
|
|
" (920., nan, nan, nan, nan, nan),\n",
|
|
" (919., nan, nan, nan, nan, nan),\n",
|
|
" (918., nan, nan, nan, nan, nan),\n",
|
|
" (917., nan, nan, nan, nan, nan),\n",
|
|
" (916., 275.42737, 323.76526, 375.12524, 1.6692198e+15, 0.06074563),\n",
|
|
" (915., 275.42163, 323.76016, 375.12943, 1.6662816e+15, 0.00873901),\n",
|
|
" (914., 275.4565 , 323.9011 , 375.04697, 1.6648903e+15, 0.1669654 ),\n",
|
|
" (913., 275.44412, 323.87256, 375.06506, 1.6669104e+15, 0.03598888),\n",
|
|
" (912., 275.4463 , 323.85443, 375.0858 , 1.6663322e+15, 0.0276166 ),\n",
|
|
" (911., 275.4364 , 323.81332, 375.10388, 1.6690872e+15, 0.04598984),\n",
|
|
" (910., 275.44257, 323.79114, 375.12875, 1.6643460e+15, 0.03389455),\n",
|
|
" (909., 275.43716, 323.7563 , 375.1497 , 1.6618427e+15, 0.04101282),\n",
|
|
" (908., 275.44235, 323.72913, 375.16998, 1.6647001e+15, 0.03429971),\n",
|
|
" (907., 275.4527 , 323.6882 , 375.18622, 1.6636756e+15, 0.04522604),\n",
|
|
" (906., 275.4528 , 323.66183, 375.20285, 1.6558421e+15, 0.03117472),\n",
|
|
" (905., 275.46817, 323.636 , 375.22156, 1.6558695e+15, 0.03542135),\n",
|
|
" (904., 275.46817, 323.59464, 375.23706, 1.6531395e+15, 0.04416189),\n",
|
|
" (903., nan, nan, nan, nan, nan),\n",
|
|
" (902., nan, nan, nan, nan, nan),\n",
|
|
" (901., 275.49405, 323.5119 , 375.268 , 1.6528571e+15, 0.09204388),\n",
|
|
" (900., nan, nan, nan, nan, nan),\n",
|
|
" (899., nan, nan, nan, nan, nan),\n",
|
|
" (898., nan, nan, nan, nan, nan),\n",
|
|
" (897., nan, nan, nan, nan, nan),\n",
|
|
" (896., nan, nan, nan, nan, nan),\n",
|
|
" (895., nan, nan, nan, nan, nan),\n",
|
|
" (894., nan, nan, nan, nan, nan),\n",
|
|
" (893., 275.5768 , 323.3052 , 375.3415 , 1.6435312e+15, 0.23446347),\n",
|
|
" (892., nan, nan, nan, nan, nan),\n",
|
|
" (891., nan, nan, nan, nan, nan),\n",
|
|
" (890., nan, nan, nan, nan, nan),\n",
|
|
" (889., nan, nan, nan, nan, nan),\n",
|
|
" (888., nan, nan, nan, nan, nan),\n",
|
|
" (887., nan, nan, nan, nan, nan),\n",
|
|
" (886., nan, nan, nan, nan, nan),\n",
|
|
" (885., nan, nan, nan, nan, nan),\n",
|
|
" (884., nan, nan, nan, nan, nan),\n",
|
|
" (883., nan, nan, nan, nan, nan),\n",
|
|
" (882., nan, nan, nan, nan, nan),\n",
|
|
" (881., nan, nan, nan, nan, nan),\n",
|
|
" (880., nan, nan, nan, nan, nan),\n",
|
|
" (879., nan, nan, nan, nan, nan),\n",
|
|
" (878., nan, nan, nan, nan, nan),\n",
|
|
" (877., nan, nan, nan, nan, nan),\n",
|
|
" (876., nan, nan, nan, nan, nan),\n",
|
|
" (875., nan, nan, nan, nan, nan),\n",
|
|
" (874., nan, nan, nan, nan, nan),\n",
|
|
" (873., nan, nan, nan, nan, nan),\n",
|
|
" (872., nan, nan, nan, nan, nan),\n",
|
|
" (871., nan, nan, nan, nan, nan),\n",
|
|
" (870., nan, nan, nan, nan, nan),\n",
|
|
" (869., nan, nan, nan, nan, nan),\n",
|
|
" (868., nan, nan, nan, nan, nan),\n",
|
|
" (867., nan, nan, nan, nan, nan),\n",
|
|
" (866., nan, nan, nan, nan, nan),\n",
|
|
" (865., nan, nan, nan, nan, nan),\n",
|
|
" (864., nan, nan, nan, nan, nan),\n",
|
|
" (863., nan, nan, nan, nan, nan),\n",
|
|
" (862., nan, nan, nan, nan, nan),\n",
|
|
" (861., nan, nan, nan, nan, nan),\n",
|
|
" (860., nan, nan, nan, nan, nan),\n",
|
|
" (859., nan, nan, nan, nan, nan),\n",
|
|
" (858., nan, nan, nan, nan, nan),\n",
|
|
" (857., nan, nan, nan, nan, nan),\n",
|
|
" (856., nan, nan, nan, nan, nan),\n",
|
|
" (855., nan, nan, nan, nan, nan),\n",
|
|
" (854., nan, nan, nan, nan, nan),\n",
|
|
" (853., nan, nan, nan, nan, nan),\n",
|
|
" (852., nan, nan, nan, nan, nan),\n",
|
|
" (851., nan, nan, nan, nan, nan),\n",
|
|
" (850., nan, nan, nan, nan, nan),\n",
|
|
" (849., nan, nan, nan, nan, nan),\n",
|
|
" (848., nan, nan, nan, nan, nan),\n",
|
|
" (847., nan, nan, nan, nan, nan),\n",
|
|
" (846., nan, nan, nan, nan, nan),\n",
|
|
" (845., nan, nan, nan, nan, nan),\n",
|
|
" (844., nan, nan, nan, nan, nan),\n",
|
|
" (843., nan, nan, nan, nan, nan),\n",
|
|
" (842., nan, nan, nan, nan, nan),\n",
|
|
" (841., nan, nan, nan, nan, nan),\n",
|
|
" (840., nan, nan, nan, nan, nan),\n",
|
|
" (839., nan, nan, nan, nan, nan),\n",
|
|
" (838., nan, nan, nan, nan, nan),\n",
|
|
" (837., nan, nan, nan, nan, nan),\n",
|
|
" (836., nan, nan, nan, nan, nan),\n",
|
|
" (835., nan, nan, nan, nan, nan),\n",
|
|
" (834., nan, nan, nan, nan, nan),\n",
|
|
" (833., nan, nan, nan, nan, nan),\n",
|
|
" (832., nan, nan, nan, nan, nan),\n",
|
|
" (831., nan, nan, nan, nan, nan),\n",
|
|
" (830., nan, nan, nan, nan, nan),\n",
|
|
" (829., nan, nan, nan, nan, nan),\n",
|
|
" (828., nan, nan, nan, nan, nan),\n",
|
|
" (827., nan, nan, nan, nan, nan),\n",
|
|
" (826., nan, nan, nan, nan, nan),\n",
|
|
" (825., nan, nan, nan, nan, nan),\n",
|
|
" (824., nan, nan, nan, nan, nan),\n",
|
|
" (823., nan, nan, nan, nan, nan),\n",
|
|
" (822., nan, nan, nan, nan, nan),\n",
|
|
" (821., nan, nan, nan, nan, nan),\n",
|
|
" (820., nan, nan, nan, nan, nan),\n",
|
|
" (819., nan, nan, nan, nan, nan),\n",
|
|
" (818., nan, nan, nan, nan, nan),\n",
|
|
" (817., nan, nan, nan, nan, nan),\n",
|
|
" (816., nan, nan, nan, nan, nan),\n",
|
|
" (815., nan, nan, nan, nan, nan),\n",
|
|
" (814., nan, nan, nan, nan, nan),\n",
|
|
" (813., nan, nan, nan, nan, nan),\n",
|
|
" (812., nan, nan, nan, nan, nan),\n",
|
|
" (811., nan, nan, nan, nan, nan),\n",
|
|
" (810., nan, nan, nan, nan, nan),\n",
|
|
" (809., nan, nan, nan, nan, nan),\n",
|
|
" (808., nan, nan, nan, nan, nan),\n",
|
|
" (807., nan, nan, nan, nan, nan),\n",
|
|
" (806., nan, nan, nan, nan, nan),\n",
|
|
" (805., nan, nan, nan, nan, nan),\n",
|
|
" (804., nan, nan, nan, nan, nan),\n",
|
|
" (803., nan, nan, nan, nan, nan),\n",
|
|
" (802., nan, nan, nan, nan, nan),\n",
|
|
" (801., nan, nan, nan, nan, nan),\n",
|
|
" (800., nan, nan, nan, nan, nan),\n",
|
|
" (799., nan, nan, nan, nan, nan),\n",
|
|
" (798., nan, nan, nan, nan, nan),\n",
|
|
" (797., nan, nan, nan, nan, nan),\n",
|
|
" (796., nan, nan, nan, nan, nan),\n",
|
|
" (795., nan, nan, nan, nan, nan),\n",
|
|
" (794., nan, nan, nan, nan, nan),\n",
|
|
" (793., nan, nan, nan, nan, nan),\n",
|
|
" (792., nan, nan, nan, nan, nan),\n",
|
|
" (791., nan, nan, nan, nan, nan),\n",
|
|
" (790., nan, nan, nan, nan, nan),\n",
|
|
" (789., nan, nan, nan, nan, nan),\n",
|
|
" (788., nan, nan, nan, nan, nan),\n",
|
|
" (787., nan, nan, nan, nan, nan),\n",
|
|
" (786., nan, nan, nan, nan, nan),\n",
|
|
" (785., nan, nan, nan, nan, nan),\n",
|
|
" (784., nan, nan, nan, nan, nan),\n",
|
|
" (783., nan, nan, nan, nan, nan),\n",
|
|
" (782., nan, nan, nan, nan, nan),\n",
|
|
" (781., nan, nan, nan, nan, nan),\n",
|
|
" (780., nan, nan, nan, nan, nan),\n",
|
|
" (779., nan, nan, nan, nan, nan),\n",
|
|
" (778., nan, nan, nan, nan, nan),\n",
|
|
" (777., nan, nan, nan, nan, nan),\n",
|
|
" (776., nan, nan, nan, nan, nan),\n",
|
|
" (775., nan, nan, nan, nan, nan),\n",
|
|
" (774., nan, nan, nan, nan, nan),\n",
|
|
" (773., nan, nan, nan, nan, nan),\n",
|
|
" (772., nan, nan, nan, nan, nan),\n",
|
|
" (771., nan, nan, nan, nan, nan),\n",
|
|
" (770., nan, nan, nan, nan, nan),\n",
|
|
" (769., nan, nan, nan, nan, nan),\n",
|
|
" (768., nan, nan, nan, nan, nan),\n",
|
|
" (767., nan, nan, nan, nan, nan),\n",
|
|
" (766., nan, nan, nan, nan, nan),\n",
|
|
" (765., nan, nan, nan, nan, nan),\n",
|
|
" (764., nan, nan, nan, nan, nan),\n",
|
|
" (763., nan, nan, nan, nan, nan),\n",
|
|
" (762., nan, nan, nan, nan, nan),\n",
|
|
" (761., nan, nan, nan, nan, nan),\n",
|
|
" (760., nan, nan, nan, nan, nan),\n",
|
|
" (759., nan, nan, nan, nan, nan),\n",
|
|
" (758., nan, nan, nan, nan, nan),\n",
|
|
" (757., nan, nan, nan, nan, nan),\n",
|
|
" (756., nan, nan, nan, nan, nan),\n",
|
|
" (755., nan, nan, nan, nan, nan),\n",
|
|
" (754., nan, nan, nan, nan, nan),\n",
|
|
" (753., nan, nan, nan, nan, nan),\n",
|
|
" (752., nan, nan, nan, nan, nan),\n",
|
|
" (751., nan, nan, nan, nan, nan),\n",
|
|
" (750., nan, nan, nan, nan, nan),\n",
|
|
" (749., nan, nan, nan, nan, nan),\n",
|
|
" (748., nan, nan, nan, nan, nan),\n",
|
|
" (747., nan, nan, nan, nan, nan),\n",
|
|
" (746., nan, nan, nan, nan, nan),\n",
|
|
" (745., nan, nan, nan, nan, nan),\n",
|
|
" (744., nan, nan, nan, nan, nan),\n",
|
|
" (743., nan, nan, nan, nan, nan),\n",
|
|
" (742., nan, nan, nan, nan, nan),\n",
|
|
" (741., nan, nan, nan, nan, nan),\n",
|
|
" (740., nan, nan, nan, nan, nan),\n",
|
|
" (739., nan, nan, nan, nan, nan),\n",
|
|
" (738., nan, nan, nan, nan, nan),\n",
|
|
" (737., nan, nan, nan, nan, nan),\n",
|
|
" (736., nan, nan, nan, nan, nan),\n",
|
|
" (735., nan, nan, nan, nan, nan),\n",
|
|
" (734., nan, nan, nan, nan, nan),\n",
|
|
" (733., nan, nan, nan, nan, nan),\n",
|
|
" (732., nan, nan, nan, nan, nan),\n",
|
|
" (731., nan, nan, nan, nan, nan),\n",
|
|
" (730., nan, nan, nan, nan, nan),\n",
|
|
" (729., nan, nan, nan, nan, nan),\n",
|
|
" (728., nan, nan, nan, nan, nan),\n",
|
|
" (727., nan, nan, nan, nan, nan),\n",
|
|
" (726., nan, nan, nan, nan, nan),\n",
|
|
" (725., nan, nan, nan, nan, nan),\n",
|
|
" (724., nan, nan, nan, nan, nan),\n",
|
|
" (723., nan, nan, nan, nan, nan),\n",
|
|
" (722., nan, nan, nan, nan, nan),\n",
|
|
" (721., nan, nan, nan, nan, nan),\n",
|
|
" (720., nan, nan, nan, nan, nan),\n",
|
|
" (719., nan, nan, nan, nan, nan),\n",
|
|
" (718., nan, nan, nan, nan, nan),\n",
|
|
" (717., nan, nan, nan, nan, nan),\n",
|
|
" (716., nan, nan, nan, nan, nan),\n",
|
|
" (715., nan, nan, nan, nan, nan),\n",
|
|
" (714., nan, nan, nan, nan, nan),\n",
|
|
" (713., nan, nan, nan, nan, nan),\n",
|
|
" (712., nan, nan, nan, nan, nan),\n",
|
|
" (711., nan, nan, nan, nan, nan),\n",
|
|
" (710., nan, nan, nan, nan, nan),\n",
|
|
" (709., nan, nan, nan, nan, nan),\n",
|
|
" (708., nan, nan, nan, nan, nan),\n",
|
|
" (707., nan, nan, nan, nan, nan),\n",
|
|
" (706., nan, nan, nan, nan, nan),\n",
|
|
" (705., nan, nan, nan, nan, nan),\n",
|
|
" (704., nan, nan, nan, nan, nan),\n",
|
|
" (703., nan, nan, nan, nan, nan),\n",
|
|
" (702., nan, nan, nan, nan, nan),\n",
|
|
" (701., nan, nan, nan, nan, nan),\n",
|
|
" (700., nan, nan, nan, nan, nan),\n",
|
|
" (699., nan, nan, nan, nan, nan),\n",
|
|
" (698., nan, nan, nan, nan, nan),\n",
|
|
" (697., nan, nan, nan, nan, nan),\n",
|
|
" (696., nan, nan, nan, nan, nan),\n",
|
|
" (695., nan, nan, nan, nan, nan),\n",
|
|
" (694., nan, nan, nan, nan, nan),\n",
|
|
" (693., nan, nan, nan, nan, nan),\n",
|
|
" (692., nan, nan, nan, nan, nan),\n",
|
|
" (691., nan, nan, nan, nan, nan),\n",
|
|
" (690., nan, nan, nan, nan, nan),\n",
|
|
" (689., nan, nan, nan, nan, nan),\n",
|
|
" (688., nan, nan, nan, nan, nan),\n",
|
|
" (687., nan, nan, nan, nan, nan),\n",
|
|
" (686., nan, nan, nan, nan, nan),\n",
|
|
" (685., nan, nan, nan, nan, nan),\n",
|
|
" (684., nan, nan, nan, nan, nan),\n",
|
|
" (683., nan, nan, nan, nan, nan),\n",
|
|
" (682., nan, nan, nan, nan, nan),\n",
|
|
" (681., nan, nan, nan, nan, nan),\n",
|
|
" (680., nan, nan, nan, nan, nan),\n",
|
|
" (679., nan, nan, nan, nan, nan),\n",
|
|
" (678., nan, nan, nan, nan, nan),\n",
|
|
" (677., nan, nan, nan, nan, nan),\n",
|
|
" (676., nan, nan, nan, nan, nan),\n",
|
|
" (675., nan, nan, nan, nan, nan),\n",
|
|
" (674., nan, nan, nan, nan, nan),\n",
|
|
" (673., nan, nan, nan, nan, nan),\n",
|
|
" (672., nan, nan, nan, nan, nan),\n",
|
|
" (671., nan, nan, nan, nan, nan),\n",
|
|
" (670., nan, nan, nan, nan, nan),\n",
|
|
" (669., nan, nan, nan, nan, nan),\n",
|
|
" (668., nan, nan, nan, nan, nan),\n",
|
|
" (667., nan, nan, nan, nan, nan),\n",
|
|
" (666., nan, nan, nan, nan, nan),\n",
|
|
" (665., nan, nan, nan, nan, nan),\n",
|
|
" (664., nan, nan, nan, nan, nan),\n",
|
|
" (663., nan, nan, nan, nan, nan),\n",
|
|
" (662., nan, nan, nan, nan, nan),\n",
|
|
" (661., nan, nan, nan, nan, nan),\n",
|
|
" (660., nan, nan, nan, nan, nan),\n",
|
|
" (659., nan, nan, nan, nan, nan),\n",
|
|
" (658., nan, nan, nan, nan, nan),\n",
|
|
" (657., nan, nan, nan, nan, nan),\n",
|
|
" (656., nan, nan, nan, nan, nan),\n",
|
|
" (655., nan, nan, nan, nan, nan),\n",
|
|
" (654., nan, nan, nan, nan, nan),\n",
|
|
" (653., nan, nan, nan, nan, nan),\n",
|
|
" (652., nan, nan, nan, nan, nan),\n",
|
|
" (651., nan, nan, nan, nan, nan),\n",
|
|
" (650., nan, nan, nan, nan, nan),\n",
|
|
" (649., nan, nan, nan, nan, nan),\n",
|
|
" (648., nan, nan, nan, nan, nan),\n",
|
|
" (647., nan, nan, nan, nan, nan),\n",
|
|
" (646., nan, nan, nan, nan, nan),\n",
|
|
" (645., nan, nan, nan, nan, nan),\n",
|
|
" (644., nan, nan, nan, nan, nan),\n",
|
|
" (643., nan, nan, nan, nan, nan),\n",
|
|
" (642., nan, nan, nan, nan, nan),\n",
|
|
" (641., nan, nan, nan, nan, nan),\n",
|
|
" (640., nan, nan, nan, nan, nan),\n",
|
|
" (639., nan, nan, nan, nan, nan),\n",
|
|
" (638., nan, nan, nan, nan, nan),\n",
|
|
" (637., nan, nan, nan, nan, nan),\n",
|
|
" (636., nan, nan, nan, nan, nan),\n",
|
|
" (635., nan, nan, nan, nan, nan),\n",
|
|
" (634., nan, nan, nan, nan, nan),\n",
|
|
" (633., nan, nan, nan, nan, nan),\n",
|
|
" (632., nan, nan, nan, nan, nan),\n",
|
|
" (631., nan, nan, nan, nan, nan),\n",
|
|
" (630., nan, nan, nan, nan, nan),\n",
|
|
" (629., nan, nan, nan, nan, nan),\n",
|
|
" (628., nan, nan, nan, nan, nan),\n",
|
|
" (627., nan, nan, nan, nan, nan),\n",
|
|
" (626., nan, nan, nan, nan, nan),\n",
|
|
" (625., nan, nan, nan, nan, nan),\n",
|
|
" (624., nan, nan, nan, nan, nan),\n",
|
|
" (623., nan, nan, nan, nan, nan),\n",
|
|
" (622., nan, nan, nan, nan, nan),\n",
|
|
" (621., nan, nan, nan, nan, nan),\n",
|
|
" (620., nan, nan, nan, nan, nan),\n",
|
|
" (619., nan, nan, nan, nan, nan),\n",
|
|
" (618., nan, nan, nan, nan, nan),\n",
|
|
" (617., nan, nan, nan, nan, nan),\n",
|
|
" (616., nan, nan, nan, nan, nan),\n",
|
|
" (615., nan, nan, nan, nan, nan),\n",
|
|
" (614., nan, nan, nan, nan, nan),\n",
|
|
" (613., nan, nan, nan, nan, nan),\n",
|
|
" (612., nan, nan, nan, nan, nan),\n",
|
|
" (611., nan, nan, nan, nan, nan),\n",
|
|
" (610., nan, nan, nan, nan, nan),\n",
|
|
" (609., nan, nan, nan, nan, nan),\n",
|
|
" (608., nan, nan, nan, nan, nan),\n",
|
|
" (607., nan, nan, nan, nan, nan),\n",
|
|
" (606., nan, nan, nan, nan, nan),\n",
|
|
" (605., nan, nan, nan, nan, nan),\n",
|
|
" (604., nan, nan, nan, nan, nan),\n",
|
|
" (603., nan, nan, nan, nan, nan),\n",
|
|
" (602., nan, nan, nan, nan, nan),\n",
|
|
" (601., nan, nan, nan, nan, nan),\n",
|
|
" (600., nan, nan, nan, nan, nan),\n",
|
|
" (599., nan, nan, nan, nan, nan),\n",
|
|
" (598., nan, nan, nan, nan, nan),\n",
|
|
" (597., nan, nan, nan, nan, nan),\n",
|
|
" (596., nan, nan, nan, nan, nan),\n",
|
|
" (595., nan, nan, nan, nan, nan),\n",
|
|
" (594., nan, nan, nan, nan, nan),\n",
|
|
" (593., nan, nan, nan, nan, nan),\n",
|
|
" (592., nan, nan, nan, nan, nan),\n",
|
|
" (591., nan, nan, nan, nan, nan),\n",
|
|
" (590., nan, nan, nan, nan, nan),\n",
|
|
" (589., nan, nan, nan, nan, nan),\n",
|
|
" (588., nan, nan, nan, nan, nan),\n",
|
|
" (587., nan, nan, nan, nan, nan),\n",
|
|
" (586., nan, nan, nan, nan, nan),\n",
|
|
" (585., nan, nan, nan, nan, nan),\n",
|
|
" (584., nan, nan, nan, nan, nan),\n",
|
|
" (583., nan, nan, nan, nan, nan),\n",
|
|
" (582., nan, nan, nan, nan, nan),\n",
|
|
" (581., nan, nan, nan, nan, nan),\n",
|
|
" (580., nan, nan, nan, nan, nan),\n",
|
|
" (579., nan, nan, nan, nan, nan),\n",
|
|
" (578., nan, nan, nan, nan, nan),\n",
|
|
" (577., nan, nan, nan, nan, nan),\n",
|
|
" (576., nan, nan, nan, nan, nan),\n",
|
|
" (575., nan, nan, nan, nan, nan),\n",
|
|
" (574., nan, nan, nan, nan, nan),\n",
|
|
" (573., nan, nan, nan, nan, nan),\n",
|
|
" (572., nan, nan, nan, nan, nan),\n",
|
|
" (571., nan, nan, nan, nan, nan),\n",
|
|
" (570., nan, nan, nan, nan, nan),\n",
|
|
" (569., nan, nan, nan, nan, nan),\n",
|
|
" (568., nan, nan, nan, nan, nan),\n",
|
|
" (567., nan, nan, nan, nan, nan),\n",
|
|
" (566., nan, nan, nan, nan, nan),\n",
|
|
" (565., nan, nan, nan, nan, nan),\n",
|
|
" (564., nan, nan, nan, nan, nan),\n",
|
|
" (563., nan, nan, nan, nan, nan),\n",
|
|
" (562., nan, nan, nan, nan, nan),\n",
|
|
" (561., nan, nan, nan, nan, nan),\n",
|
|
" (560., nan, nan, nan, nan, nan),\n",
|
|
" (559., nan, nan, nan, nan, nan),\n",
|
|
" (558., nan, nan, nan, nan, nan),\n",
|
|
" (557., nan, nan, nan, nan, nan),\n",
|
|
" (556., nan, nan, nan, nan, nan),\n",
|
|
" (555., nan, nan, nan, nan, nan),\n",
|
|
" (554., nan, nan, nan, nan, nan),\n",
|
|
" (553., nan, nan, nan, nan, nan),\n",
|
|
" (552., nan, nan, nan, nan, nan),\n",
|
|
" (551., nan, nan, nan, nan, nan),\n",
|
|
" (550., nan, nan, nan, nan, nan),\n",
|
|
" (549., nan, nan, nan, nan, nan),\n",
|
|
" (548., nan, nan, nan, nan, nan),\n",
|
|
" (547., nan, nan, nan, nan, nan),\n",
|
|
" (546., nan, nan, nan, nan, nan),\n",
|
|
" (545., nan, nan, nan, nan, nan),\n",
|
|
" (544., nan, nan, nan, nan, nan),\n",
|
|
" (543., nan, nan, nan, nan, nan),\n",
|
|
" (542., nan, nan, nan, nan, nan),\n",
|
|
" (541., nan, nan, nan, nan, nan),\n",
|
|
" (540., nan, nan, nan, nan, nan),\n",
|
|
" (539., nan, nan, nan, nan, nan),\n",
|
|
" (538., nan, nan, nan, nan, nan),\n",
|
|
" (537., nan, nan, nan, nan, nan),\n",
|
|
" (536., nan, nan, nan, nan, nan),\n",
|
|
" (535., nan, nan, nan, nan, nan),\n",
|
|
" (534., nan, nan, nan, nan, nan),\n",
|
|
" (533., nan, nan, nan, nan, nan),\n",
|
|
" (532., nan, nan, nan, nan, nan),\n",
|
|
" (531., nan, nan, nan, nan, nan),\n",
|
|
" (530., nan, nan, nan, nan, nan),\n",
|
|
" (529., nan, nan, nan, nan, nan),\n",
|
|
" (528., nan, nan, nan, nan, nan),\n",
|
|
" (527., nan, nan, nan, nan, nan),\n",
|
|
" (526., nan, nan, nan, nan, nan),\n",
|
|
" (525., nan, nan, nan, nan, nan),\n",
|
|
" (524., nan, nan, nan, nan, nan),\n",
|
|
" (523., nan, nan, nan, nan, nan),\n",
|
|
" (522., nan, nan, nan, nan, nan),\n",
|
|
" (521., nan, nan, nan, nan, nan),\n",
|
|
" (520., nan, nan, nan, nan, nan),\n",
|
|
" (519., nan, nan, nan, nan, nan),\n",
|
|
" (518., nan, nan, nan, nan, nan),\n",
|
|
" (517., nan, nan, nan, nan, nan),\n",
|
|
" (516., nan, nan, nan, nan, nan),\n",
|
|
" (515., nan, nan, nan, nan, nan),\n",
|
|
" (514., nan, nan, nan, nan, nan),\n",
|
|
" (513., nan, nan, nan, nan, nan),\n",
|
|
" (512., nan, nan, nan, nan, nan),\n",
|
|
" (511., nan, nan, nan, nan, nan),\n",
|
|
" (510., nan, nan, nan, nan, nan),\n",
|
|
" (509., nan, nan, nan, nan, nan),\n",
|
|
" (508., nan, nan, nan, nan, nan),\n",
|
|
" (507., nan, nan, nan, nan, nan),\n",
|
|
" (506., nan, nan, nan, nan, nan),\n",
|
|
" (505., nan, nan, nan, nan, nan),\n",
|
|
" (504., nan, nan, nan, nan, nan),\n",
|
|
" (503., nan, nan, nan, nan, nan),\n",
|
|
" (502., nan, nan, nan, nan, nan),\n",
|
|
" (501., nan, nan, nan, nan, nan),\n",
|
|
" (500., nan, nan, nan, nan, nan),\n",
|
|
" (499., nan, nan, nan, nan, nan),\n",
|
|
" (498., nan, nan, nan, nan, nan),\n",
|
|
" (497., nan, nan, nan, nan, nan),\n",
|
|
" (496., nan, nan, nan, nan, nan),\n",
|
|
" (495., nan, nan, nan, nan, nan),\n",
|
|
" (494., nan, nan, nan, nan, nan),\n",
|
|
" (493., nan, nan, nan, nan, nan),\n",
|
|
" (492., nan, nan, nan, nan, nan),\n",
|
|
" (491., nan, nan, nan, nan, nan),\n",
|
|
" (490., nan, nan, nan, nan, nan),\n",
|
|
" (489., nan, nan, nan, nan, nan),\n",
|
|
" (488., nan, nan, nan, nan, nan),\n",
|
|
" (487., nan, nan, nan, nan, nan),\n",
|
|
" (486., nan, nan, nan, nan, nan),\n",
|
|
" (485., nan, nan, nan, nan, nan),\n",
|
|
" (484., nan, nan, nan, nan, nan),\n",
|
|
" (483., nan, nan, nan, nan, nan),\n",
|
|
" (482., nan, nan, nan, nan, nan),\n",
|
|
" (481., nan, nan, nan, nan, nan),\n",
|
|
" (480., nan, nan, nan, nan, nan),\n",
|
|
" (479., nan, nan, nan, nan, nan),\n",
|
|
" (478., nan, nan, nan, nan, nan),\n",
|
|
" (477., nan, nan, nan, nan, nan),\n",
|
|
" (476., nan, nan, nan, nan, nan),\n",
|
|
" (475., nan, nan, nan, nan, nan),\n",
|
|
" (474., nan, nan, nan, nan, nan),\n",
|
|
" (473., nan, nan, nan, nan, nan),\n",
|
|
" (472., nan, nan, nan, nan, nan),\n",
|
|
" (471., nan, nan, nan, nan, nan),\n",
|
|
" (470., nan, nan, nan, nan, nan),\n",
|
|
" (469., nan, nan, nan, nan, nan),\n",
|
|
" (468., nan, nan, nan, nan, nan),\n",
|
|
" (467., nan, nan, nan, nan, nan),\n",
|
|
" (466., nan, nan, nan, nan, nan),\n",
|
|
" (465., nan, nan, nan, nan, nan),\n",
|
|
" (464., nan, nan, nan, nan, nan),\n",
|
|
" (463., nan, nan, nan, nan, nan),\n",
|
|
" (462., nan, nan, nan, nan, nan),\n",
|
|
" (461., nan, nan, nan, nan, nan),\n",
|
|
" (460., nan, nan, nan, nan, nan),\n",
|
|
" (459., nan, nan, nan, nan, nan),\n",
|
|
" (458., nan, nan, nan, nan, nan),\n",
|
|
" (457., nan, nan, nan, nan, nan),\n",
|
|
" (456., nan, nan, nan, nan, nan),\n",
|
|
" (455., nan, nan, nan, nan, nan),\n",
|
|
" (454., nan, nan, nan, nan, nan),\n",
|
|
" (453., nan, nan, nan, nan, nan),\n",
|
|
" (452., nan, nan, nan, nan, nan),\n",
|
|
" (451., nan, nan, nan, nan, nan),\n",
|
|
" (450., nan, nan, nan, nan, nan),\n",
|
|
" (449., nan, nan, nan, nan, nan),\n",
|
|
" (448., nan, nan, nan, nan, nan),\n",
|
|
" (447., nan, nan, nan, nan, nan),\n",
|
|
" (446., nan, nan, nan, nan, nan),\n",
|
|
" (445., nan, nan, nan, nan, nan),\n",
|
|
" (444., nan, nan, nan, nan, nan),\n",
|
|
" (443., nan, nan, nan, nan, nan),\n",
|
|
" (442., nan, nan, nan, nan, nan),\n",
|
|
" (441., nan, nan, nan, nan, nan),\n",
|
|
" (440., nan, nan, nan, nan, nan),\n",
|
|
" (439., nan, nan, nan, nan, nan),\n",
|
|
" (438., nan, nan, nan, nan, nan),\n",
|
|
" (437., nan, nan, nan, nan, nan),\n",
|
|
" (436., nan, nan, nan, nan, nan),\n",
|
|
" (435., nan, nan, nan, nan, nan),\n",
|
|
" (434., nan, nan, nan, nan, nan),\n",
|
|
" (433., nan, nan, nan, nan, nan),\n",
|
|
" (432., nan, nan, nan, nan, nan),\n",
|
|
" (431., nan, nan, nan, nan, nan),\n",
|
|
" (430., nan, nan, nan, nan, nan),\n",
|
|
" (429., nan, nan, nan, nan, nan),\n",
|
|
" (428., nan, nan, nan, nan, nan),\n",
|
|
" (427., nan, nan, nan, nan, nan),\n",
|
|
" (426., nan, nan, nan, nan, nan),\n",
|
|
" (425., nan, nan, nan, nan, nan),\n",
|
|
" (424., nan, nan, nan, nan, nan),\n",
|
|
" (423., nan, nan, nan, nan, nan),\n",
|
|
" (422., nan, nan, nan, nan, nan),\n",
|
|
" (421., nan, nan, nan, nan, nan),\n",
|
|
" (420., nan, nan, nan, nan, nan),\n",
|
|
" (419., nan, nan, nan, nan, nan),\n",
|
|
" (418., nan, nan, nan, nan, nan),\n",
|
|
" (417., nan, nan, nan, nan, nan),\n",
|
|
" (416., nan, nan, nan, nan, nan),\n",
|
|
" (415., nan, nan, nan, nan, nan),\n",
|
|
" (414., nan, nan, nan, nan, nan),\n",
|
|
" (413., nan, nan, nan, nan, nan),\n",
|
|
" (412., nan, nan, nan, nan, nan),\n",
|
|
" (411., nan, nan, nan, nan, nan),\n",
|
|
" (410., nan, nan, nan, nan, nan),\n",
|
|
" (409., nan, nan, nan, nan, nan),\n",
|
|
" (408., nan, nan, nan, nan, nan),\n",
|
|
" (407., nan, nan, nan, nan, nan),\n",
|
|
" (406., nan, nan, nan, nan, nan),\n",
|
|
" (405., nan, nan, nan, nan, nan),\n",
|
|
" (404., nan, nan, nan, nan, nan),\n",
|
|
" (403., nan, nan, nan, nan, nan),\n",
|
|
" (402., nan, nan, nan, nan, nan),\n",
|
|
" (401., nan, nan, nan, nan, nan),\n",
|
|
" (400., nan, nan, nan, nan, nan),\n",
|
|
" (399., nan, nan, nan, nan, nan),\n",
|
|
" (398., nan, nan, nan, nan, nan),\n",
|
|
" (397., nan, nan, nan, nan, nan),\n",
|
|
" (396., nan, nan, nan, nan, nan),\n",
|
|
" (395., nan, nan, nan, nan, nan),\n",
|
|
" (394., nan, nan, nan, nan, nan),\n",
|
|
" (393., nan, nan, nan, nan, nan),\n",
|
|
" (392., nan, nan, nan, nan, nan),\n",
|
|
" (391., nan, nan, nan, nan, nan),\n",
|
|
" (390., nan, nan, nan, nan, nan),\n",
|
|
" (389., nan, nan, nan, nan, nan),\n",
|
|
" (388., nan, nan, nan, nan, nan),\n",
|
|
" (387., nan, nan, nan, nan, nan),\n",
|
|
" (386., nan, nan, nan, nan, nan),\n",
|
|
" (385., nan, nan, nan, nan, nan),\n",
|
|
" (384., nan, nan, nan, nan, nan),\n",
|
|
" (383., nan, nan, nan, nan, nan),\n",
|
|
" (382., nan, nan, nan, nan, nan),\n",
|
|
" (381., nan, nan, nan, nan, nan),\n",
|
|
" (380., nan, nan, nan, nan, nan),\n",
|
|
" (379., nan, nan, nan, nan, nan),\n",
|
|
" (378., nan, nan, nan, nan, nan),\n",
|
|
" (377., nan, nan, nan, nan, nan),\n",
|
|
" (376., nan, nan, nan, nan, nan),\n",
|
|
" (375., nan, nan, nan, nan, nan),\n",
|
|
" (374., nan, nan, nan, nan, nan),\n",
|
|
" (373., nan, nan, nan, nan, nan),\n",
|
|
" (372., nan, nan, nan, nan, nan),\n",
|
|
" (371., nan, nan, nan, nan, nan),\n",
|
|
" (370., nan, nan, nan, nan, nan),\n",
|
|
" (369., nan, nan, nan, nan, nan),\n",
|
|
" (368., nan, nan, nan, nan, nan),\n",
|
|
" (367., nan, nan, nan, nan, nan),\n",
|
|
" (366., nan, nan, nan, nan, nan),\n",
|
|
" (365., nan, nan, nan, nan, nan),\n",
|
|
" (364., nan, nan, nan, nan, nan),\n",
|
|
" (363., nan, nan, nan, nan, nan),\n",
|
|
" (362., nan, nan, nan, nan, nan),\n",
|
|
" (361., nan, nan, nan, nan, nan),\n",
|
|
" (360., nan, nan, nan, nan, nan),\n",
|
|
" (359., nan, nan, nan, nan, nan),\n",
|
|
" (358., nan, nan, nan, nan, nan),\n",
|
|
" (357., nan, nan, nan, nan, nan),\n",
|
|
" (356., nan, nan, nan, nan, nan),\n",
|
|
" (355., nan, nan, nan, nan, nan),\n",
|
|
" (354., nan, nan, nan, nan, nan),\n",
|
|
" (353., nan, nan, nan, nan, nan),\n",
|
|
" (352., nan, nan, nan, nan, nan),\n",
|
|
" (351., nan, nan, nan, nan, nan),\n",
|
|
" (350., nan, nan, nan, nan, nan),\n",
|
|
" (349., nan, nan, nan, nan, nan),\n",
|
|
" (348., nan, nan, nan, nan, nan),\n",
|
|
" (347., nan, nan, nan, nan, nan),\n",
|
|
" (346., nan, nan, nan, nan, nan),\n",
|
|
" (345., nan, nan, nan, nan, nan),\n",
|
|
" (344., nan, nan, nan, nan, nan),\n",
|
|
" (343., nan, nan, nan, nan, nan),\n",
|
|
" (342., nan, nan, nan, nan, nan),\n",
|
|
" (341., nan, nan, nan, nan, nan),\n",
|
|
" (340., nan, nan, nan, nan, nan),\n",
|
|
" (339., nan, nan, nan, nan, nan),\n",
|
|
" (338., nan, nan, nan, nan, nan),\n",
|
|
" (337., nan, nan, nan, nan, nan),\n",
|
|
" (336., nan, nan, nan, nan, nan),\n",
|
|
" (335., nan, nan, nan, nan, nan),\n",
|
|
" (334., nan, nan, nan, nan, nan),\n",
|
|
" (333., nan, nan, nan, nan, nan),\n",
|
|
" (332., nan, nan, nan, nan, nan),\n",
|
|
" (331., nan, nan, nan, nan, nan),\n",
|
|
" (330., nan, nan, nan, nan, nan),\n",
|
|
" (329., nan, nan, nan, nan, nan),\n",
|
|
" (328., nan, nan, nan, nan, nan),\n",
|
|
" (327., nan, nan, nan, nan, nan),\n",
|
|
" (326., nan, nan, nan, nan, nan),\n",
|
|
" (325., nan, nan, nan, nan, nan),\n",
|
|
" (324., nan, nan, nan, nan, nan),\n",
|
|
" (323., nan, nan, nan, nan, nan),\n",
|
|
" (322., nan, nan, nan, nan, nan),\n",
|
|
" (321., nan, nan, nan, nan, nan),\n",
|
|
" (320., nan, nan, nan, nan, nan),\n",
|
|
" (319., nan, nan, nan, nan, nan),\n",
|
|
" (318., nan, nan, nan, nan, nan),\n",
|
|
" (317., nan, nan, nan, nan, nan),\n",
|
|
" (316., nan, nan, nan, nan, nan),\n",
|
|
" (315., nan, nan, nan, nan, nan),\n",
|
|
" (314., nan, nan, nan, nan, nan),\n",
|
|
" (313., nan, nan, nan, nan, nan),\n",
|
|
" (312., nan, nan, nan, nan, nan),\n",
|
|
" (311., nan, nan, nan, nan, nan),\n",
|
|
" (310., nan, nan, nan, nan, nan),\n",
|
|
" (309., nan, nan, nan, nan, nan),\n",
|
|
" (308., nan, nan, nan, nan, nan),\n",
|
|
" (307., nan, nan, nan, nan, nan),\n",
|
|
" (306., nan, nan, nan, nan, nan),\n",
|
|
" (305., nan, nan, nan, nan, nan),\n",
|
|
" (304., nan, nan, nan, nan, nan),\n",
|
|
" (303., nan, nan, nan, nan, nan),\n",
|
|
" (302., nan, nan, nan, nan, nan),\n",
|
|
" (301., nan, nan, nan, nan, nan),\n",
|
|
" (300., nan, nan, nan, nan, nan)],\n",
|
|
" dtype=[('snapshot_index', '<f4'), ('x', '<f4'), ('y', '<f4'), ('z', '<f4'), ('mass', '<f4'), ('desc_dist', '<f4')])"
|
|
]
|
|
},
|
|
"execution_count": 237,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"hist"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 238,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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r1q2D1WpFcXExiouL4XA4AAC7du3C+vXrcfLkSRQUFOCdd95BWloaxo4di7i4OADA4cOHMWTIEFy6VD8GTGJiIsLCwvDzn/8cX3zxBc6cOYOFCxciPz8fU6ZM6dizQURed6GoDKcLSlwGGgCottlx4Nj5riuKiPyCR/3UlJSUIDU1FUVFRTAajUhISMDevXuRlJSE7OxsHDp0CAAwaNCgRuvl5+cjLi4OOp0Oa9aswYIFC2Cz2WAymTBt2rRGj5CqqqqQl5cHu90OAOjduzf27NmDZ555BnfffTfsdjtuvvlm7NixA7fcckt7j5+IfEyppbLFZWRZatVyRNS9tLtNjb9gmxoi/3Cx+BoefHp9i8u9+OQ9mHjbkC6oiIi8qUvb1BARdaTYfmEYNjDS7aje+uBA/MeIgV1YFRH5A4YaIvI5v5o+HrIsuQw2v/zpeARrA5udR0TdF0MNEfmchMFRWLnoIcRFhTea3svYA88+MQn/eVeClyojIl/GNjVE5LOEEDhdUIKiqxYYQ3S45cZoBGj4vxhRd+LJ57dHbz8REXUlSZJw04C+uGlAX2+XQkR+gP/yEBERkSow1BAREZEqMNQQERGRKrBNDRF5pPR6FbYdOYkDefmocygY3j8Kj4xJQFxEmLdLI6JujqGGiFrtaMElpL22HTX2OijfvjiZe+ky/vHxMTw/LQkPjB7m5QqJqDvj4yciapXyymo8uX47aux2Z6ABAIdSP5r2s2+9hxMXzF6skIi6O96pISIAwNmiq3jj4HEcOJWPOkXB8LgoPHrHcIwZHAsA2H40F1W1dpejZ8uyhNcPHsPw/lFdWDUR0XcYaogI735xBr99YxeA+jsvAHDgq6/xYe55PJl0G/5fciI+PnPBZaBpWO/jMxe6olwiomYx1BB1c8XlFXj6jd1QFIHvZ5aGcLPqvc9wS1wkHIrS4raUVnZQXmOz471PT+PgsfOorXVgcFwfTL07AVF9jG05BCIiAAw1RN3e1s9yoIjGgeb7NLKETQeOY2RcND7Pv+QyuGhkCSNa8ejpgrkM836fiSvXrkOSACGAwycvYNPbh/GbX0zAtAm3tONoiKg7Y0Nhom7uqJugAtTfsTleYMZDY37kctTshuVm3jHC7b5q7XX45dKtKLNUAoDzcZbybWPjjNfex5GTfIRFRG3DUEPUzWlk10GlgSQB/Yyh+ONPJ0GWpEbrNHw/+65bMS5+gNvtZB85i8ulFc5HW83V8sbOIx5UT0T0HT5+Iurmbr+xPw6fK3TZCFgjS7j9xv4AgEkJ8RgQEY5NHx9H9ul8OBwKhvePxIyxI3D74P4t7uvTEwWQZQmKi1DjUAQO51yAQ1Ggkfk/FxF5hqGGqJv7z1uH4W/vHYLtex3qfZ+iCMz8j5HOn+MjI7DkwYlt2lddnQOihcbEQtTvU8NMQ0Qe4p8Nom4urIcOf501FdrAgEZtZjSyBEkCFj/4EwyP65i+Z4bc0NftfEkCBkT3QmCApkP2R0TdC+/UEBFGD4zBrkW/wFuHT+LAqa9RpygYEReFh2+/BTf0Ce+w/dw7fhj+nvkxau2OZucLATw8aWSz84iIWiKJlu4Fq4TVaoXRaITFYoHBYPB2OUTdVvaRs/jdK28D+K4vHEmSIITAhMR4PD9nCuRWNF4mou7Bk89vhhoi6nJ5BZfxz3eO4sDn52Cvc2BQbAQeTB6ByXcMZaAhokYYaprBUENEROR/PPn8ZkNhIiIiUgWGGiIiIlIFhhoiIiJSBYYaIiIiUgX2U0NEPqvcWoVDJwpQY6vDDbG9MOzGKEhuBtUkou6NoYaIfE5dnQN/eX0//v3uF6hzKM7pcTG98Oz8ybhxgPueiYmoe+LjJyLyOUtXvYu39hxvFGgA4KK5DP/vf9/EhUtlXqqMiHwZQw0R+ZTzF65gz4FTzY4arigCtbV1eH3boa4vjIh8HkMNEfmUvR99BY2bXoUdisD7H59Grb2uC6siIn/AUENEPqXcWtXiMnUOBVXVtV1QDRH5E4YaIvIpfXqFoqWxW7RBAQjRa7ukHiLyHww1RORTJo2/GYriOtZoZAlT7roZAQGaLqyKiPwBQw0R+ZSYfj3xaMroZudpZAnGUB1S/3NMF1dFRP6A/dQQkc958tFx6GnQ4R/bD8N6vcY5fXRCf/zmiQmI6BXqxeqIyFdJQjT34qT6eDJ0ORH5BrvdgZNnzKiprcOAmF7oF8HfXaLuxpPPb96pISKfFRiowYibTd4ug4j8BEMNkQ8QQuDTkgLsuJCDUlsVovRGPDTgFtjrgHW5n2P/N/lQhIIf943B4zePwp0xN3i7ZCIin8PHT0ReVlVXiycPZuLjknxoJBkOoUAjybDXAg5bADSSBMe3v6YN38+7JRG/GTXOy5UTEXU+Tz6/+fYTkZc98/k7+PRKAQDAIerHOqpzKHDYNN9O++7/jobv//LFpzh4qaBL6yQi8nUMNUReZK6yYOfFXCg/uGGq2N33waKRJKw/dbQzSyMi8jsMNURedLD462Z7z1UcEgA34x8JgU+LL3ZaXURE/oihhsiLahWHm+jivrlbVV0tLldXdHRJRER+y6NQs2rVKiQkJMBgMMBgMCAxMRG7d+8GAJSVlWHevHmIj4+HTqdDbGws5s+fD4vF4ly/tLQUkyZNQlRUFLRaLUwmE+bOnQur1epyn9nZ2ZAkqdmvI0eOtPGwiXzDsLDIZqOLHKC0sKaAHKAgs+AYzlcUY9mpbUg5sBT37f89Fn+5GTnlFzqjXCIin+bR209vv/02NBoNBg8eDCEENm7ciIyMDBw/fhxCCDz77LN47LHHMHToUFy4cAFpaWlISEjA1q1bAQDXrl3Dli1bMHr0aERERODcuXOYM2cORo4cic2bNze7z9raWpSVlTWatnjxYuzbtw/nz5+HJLn+P/f7+PYT+SIhBO5/dy3OWEsaNQgWClBXFfjtTz+8xuuXCwqtxeCeYbCIS5AkydnIuOENqnk33oOfxf1HFxwFEVHn8eTzu92vdIeHhyMjIwOzZs1qMi8zMxMzZsxAZWUlAgKa7xJnxYoVyMjIQGFhYav2Z7fbER0djXnz5mHx4sWtrpOhhnzVeetV/PSDjbDaaxoFG8UhwVH9/d8bCQ2BJlBvhyZIQYCswKCvgSt/G52GW8LiOqdwIqIu0CU9CjscDmRmZqKyshKJiYnNLtNQgKtAYzabsW3bNowfP77V+83KykJpaSl+8YtfuF3OZrPBZrM5f3b3iIvIW8prryP7yueIDKuCw2JHpS0IDgH0CQ6BQatFQUUp7LUSHHUyIAA5QCBAWwdJro84gRqHy21rJBn/uvgxQw0RdRseNxTOyclBSEgItFot0tLSsH37dgwdOrTJclevXsWSJUswe/bsJvOmT58OvV6P6OhoGAwGrF27ttX7X7duHZKTkxETE+N2uaVLl8JoNDq/TCZ2tU6+pai6DP916CW8UbAP1joLDD2qEBlejphwC27oXYPfJtwJISsICHZAG2KHNtSOQF19oGmgDaxzuX2HUHCs7OsuOBIiIt/g8eOn2tpaXLx4ERaLBVu3bsXatWuxf//+RsHGarUiKSkJ4eHhyMrKQmBgYKNtFBcXo7y8HGfOnEF6ejrGjx+PlStXtrjvb775Bv3798e//vUvPPDAA26Xbe5Ojclk4uMn8hnzPn8Vp6wXnW1hvk+WZNzR+2bE6W7EH3Pea9KrsAQJg8N64HLtZbf7CA8KwTt3/q5T6vcnNpsdJ059g+rqWvQ39cIAU29vl0RErdSpj5+CgoIwaNAgAMCoUaNw5MgRvPLKK1i9ejUAoKKiApMmTUJoaCi2b9/eJNAAQL9+/dCvXz8MGTIE4eHhGDduHBYvXozIyEi3+16/fj169eqF+++/v8U6tVottFqtp4dH1CW+vl6EHEuBy/mKUHCg5CRi+segX49AXKmugSRkSBIQb4zAH0ZOxUdXc7Dx6xIoLl79lgCMDh/UOQfgJ4QQ2Lz9MP6x9TNUVtU6p98cH4Wn5yRjQCzDDZGatLufGkVRnHdErFYrJk6ciKCgIGRlZSE4OLhV6wNodFelOUIIrF+/Hqmpqc0GJSJ/kmdtuWF8dZ0Gfzv7ISoclQgOckAfbIdOa0dhjRm/z/03JkWOhEZy9SssICBwre5Ks3eCuovVmz7C314/0CjQAMBXZ4vw5KI38E3RNS9VRkSdwaNQk56ejgMHDqCgoAA5OTlIT09HdnY2Hn30UWegqaysxLp162C1WlFcXIzi4mI4HPWNGXft2oX169fj5MmTKCgowDvvvIO0tDSMHTsWcXFxAIDDhw9jyJAhuHTpUqN9f/DBB8jPz8d//dd/dcyRE3mRRnI/DIJDkWBXmr+RqkDgK4sZB0ry8Ej/W1H/RtT379bUfx8cUIfTFedxuPRUxxTtZy5fsWLztkPNzlMUgZoaO9Zv+aSLqyKizuTR46eSkhKkpqaiqKgIRqMRCQkJ2Lt3L5KSkpCdnY1Dh+r/gDQ8nmqQn5+PuLg46HQ6rFmzBgsWLIDNZoPJZMK0adOwaNEi57JVVVXIy8uD3W5vtI1169bh9ttvx5AhQ9p6rEQ+Y2T4IMiQXD46qnVoUB9Omu+HSUBg64XDiDNKCA2qhc2hQZ1S/z9KgKwgUHZAIwvIkLG76FMk9h7WSUfiu/Zmn4IkSXDVbNChCOw7eBq/eTIJuuCgLq6OiDqDR6Fm3bp1LufdeeedLv94NLjrrrvwySfu/zNytR1XnfMR+aPeWiMm9BuJ94uPNRtsFCHD3dhPAHCpugzBQYAkCQQHNP8WlAIFxTWlHVGy3ym9dh2y5Do4AoDDocBaUcNQQ6QSbe6nhojaZ8GQabhqs+DYtXPOuzYNvQH3CTaguPq629GfBBwICQjBNbvr8Z8kSDAGhuD89a+x+eKbOH/9IoQQ6KPtiakx92Fs77Edf2A+Irxnjyajn/+QRpYQGtJy2z8i8g8MNUReotNosXzEbBwpO4N3i46i1GZFX10YJkeORmlNNRYe3+JmbYGQwFr00xnxTfUVCBfxR0Cgb7AOvzu5DN9/nPVNTSlePbcBh0o/w1Pxv+7wY/MFSeNvwtrNB13O18gS7rw9Hnod79IQqQVDDZEXyZKMMb2GYEyvxm3FqupsCJLrUKto0NzYTxIEDFobQgKC0Ecbhiu2ciho/JaTDBmRunB8fu0QJOmH7XPqvz9yLQ/vmN/GlKj7OvzYvC2qb088dN8oZL59tMk8WZYQFBSAX/z0di9URkSdpd2vdBNRx9NqAhEZUoVgTUNbme/ecAqQFfQLuY4gGQgN0GP58HkYYugPoD6qNESX4WGDMTikRzOB5vsE3il6t/MOxMvm/uIuPPZIIoK1jf9/GxDbG6/+YTr6x/TyUmVE1Bl4p4bIB2kkGbf3TsCn0gnYHBKq6wIBISFIU4fggDpIEuAAkNh7OPoEh+HlEb/E+evf4KQlHxKA4T0HI7ZHP6Qd/RXcNziWUG6vhs1RA61GfW1LZFnCrOl3YPrUW/H5FwWoqrYjztQL8QP7QpLcN8QmIv/DUEPko3oGVkBAQZAGCNL8sAM9gQE9YjC8503OKQNDYjAwxP2YaN2VXheE/7jtRm+XQUSdjI+fiHyQuboA5ys/RoyuHLLz0dN3j6B0ch3G9Y6C7LJH4XqxukighXeogmRZlXdpiKj7Yagh8kFHr30IGTJ6BNRiYMgV9Au2IiywCuFBVYjVl8GkL0OOJbvF7fTvEf3td66DjSzVweZwP0wJEZE/4OMnIh9ksZc6O42TJcAYWAP8YMizKsd11Cl2BMjuxkJTECwrqFFkNO6huH7bQbIDsqSg0nEdWg0HgCUi/8ZQQ9RJHMp1XKnMQpU9D7KkQ7guCaHaka1qoBoSYIQMGQocLpcJkoOhkdz/ChsDeyJQFpAkO+yKBg5Rv2+NJBAoK5AlAY2kQQ9NiGcH52cqrtfgo0/PotxShb4RBtxx2yBotRwYl0htGGqIOkFp1R6cvfprKKIGEuoHrzRb/45Q7WgMiViNQE1Pt+uP6DkOn5XudTlfgowfh93VYkBK7DUWO8zbIUuAVtM0IMmQMTrsVtXepRFCYNObn2Hjlk9gtzsgyxIURUCvD8Iv/3sCJk3ofmNiEakZ29QQdTBrzefIuzIXiqhBfZ++dRCo72+mwnYMp6880eI4adHBA2DUNAxq+UMCEhy4NfzOFmvppe2F5H6Tm50nQ4ZWo8V9UVNb3I6/eiPzENb+4yPY7fWBTlHqz2dVVS2WvrwLH3502pvlEVEHY6gh6mDfWFaivu1Kc4HEgQrbUVhth91uI7/yAHpqihEi1zTZTpBUh6hACy5Vuh4C4PseiH4I06IfhE6jazQ9rscALBryO/QN7tuq7fibqiobXv+n+wF0V2/Y32LAJCL/wcdPRB3IodSgvGY/3L1tJCEApVV7YAwe43KZs5Z3oZFkRAReR7ioRJUSBAEJWqkOWrn+rs8Z6x6M6v3zFmuSJAn3RN6LCX0n4kzFadQ4bIjURSFaF93iuv7sk8PnYattfvTyBkXFFpw5dxnxg/t1UVVE1JkYaog6UMMjJ3cEBBSl0u0y1Y5yiG/HctJIAqGapq9c1zisHtUWJAdhmDHBo3X8mbWiBpIEtHQjxlpR3TUFEVGn4+Mnog4UIBsQIIe3sJSALnCQ2yWMQdHOBsbNk2AIjPK4vu4ksq+xxUADAP36Gju/GCLqEgw1RB1IkmT0C30U7n61JMjoE/KA2+0MMd4H4eZ1bkDgpp7qG1m7I40eNQBhPfVw9YKYLEsYdlMUTNEthVAi8hcMNUQdLNowGz0Cb0LTX6/6n28IX4JAjfvRoaP1IzEw9G40NxilBBl9g4ch3jCpYwpWqQCNjIXzkgGgSbCRZQmBgRr8Mm2CFyojos7CUEPUwTRyDwzrtwXRhtnQyAbn9FDtCNzU5zX0DX2kxW1IkoS7I5/BqF6PIUj+rmM8jaTFzT2nYoppOTRyUKfUryZjbxuMjBcewsABfRpNT7g5Bq9mPIobB7GBMJGaSKKbvM9otVphNBphsVhgMBhaXoGoAyjCDrujFLIU3GKHe644lFqU2s5DgQPh2hsQJOs7tshu4uI3pSi3VKNPRCj69WE7GiJ/4cnnN99+IupEshQIbUD77gZo5CD00d3UQRV1X7ExvRAb4+0qiKgzMdQQeUjUXYSo3gLYPgMgAdrbIel/Ckmj7n5fiIh8HUMNkQdEzW6I8l+jvi+ab99OqsuFqHwN6LkCUvBPvFkeEVG3xlBD9D0OpRrFlbtwreYIAAnhwbeib4/J0MjBEHXnIMqfAqCgcQd79T+L8nlA7z2QAmK9UjsRUXfHUEOqoti/Qm3leii2DyHggCbwxwjs8QtotIktrltecwInLj8Ju1Lu7Piu6Pq/cabsTxjR7+8ItW37dsnmB5kEBETVZkiGRR12PORfrlytwL+zjiH7wGnUVNtxw4AIpNw/EmMTB7U4ojoRtR/ffiLVqKt+G7by+ajv26Wh4zoNAAcCQ36DoNB5LtetqSvBJ9/cA4eoBr4dnuA7MgIkPW7ThUArLrkvImAw5N7vtPkYyH+dzivCr5/egpoau3M0cFmWoCgCyUnD8Ntf3wNZZrAh8pQnn9/sp4ZUQakrhK38l6gPJN/vibf+e/v15XDYPna5/jcVW1wEGgBQUCeqYLZfb7kQ0dz6pHa1tXVI/93WRoEGgPP7ve+dRNbO494qj6jbYKghVair2tzCEhrYK19zObek8l00H2gaKChRZMDteEwaIOjWFuogNdr/UR7KLVWNAs33SRKQ+dYRdJMb40Rew1BDquCoPQy4HSvJ8e0yLuYqLY/U7JD0LexDgaR/tMXtkPqczL0Ejcb1n1MhAHNROaxWjghO1JkYakgl3N1BaeD6cg/VDnU7KrYEDQzaEZBCFzezPw0ACZLhBUiBN7amWFKZVrcBZmNhok7FUEOqoNGOg/vLWQONdrzLuSbDz9yOii3ggCl0OqQeMyGFZwLBkwG5d/1X8L2Qem2FpG95TCdSpxHD+8PhcP34UpKA/rG9YAgN7sKqiLofvtJNqhCo/ynslX8FRA2af+VaQWCPWS7XDw++DSZDKgqtr6P+7amGbcgAFPQ3Po4w3WgAgBR0C6Sglzr2AMivjU0chD4Robhaer3ZdjVCAD99eAxf6ybqZLxTQ6ogaSIQHLYOgBaNL2sNABlBxj9CE3SL6/UlCfHhizAs4o8IDRrinB4aNATDIpZjcNhvOqt0UoGAAA3++IeHYTDoGj1hamhn8/CDo5GcNMxL1RF1H+ynhlRFcVxGXdU/4bBlA8IOOehWBPaYCTngBo+241BqAAAamY8LqPUqKmqw590cZB84jerqWgy8oQ/uv28EfnQzR9IkaitPPr8ZaoiIiMhnsfM9IiIi6nYYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBU8CjWrVq1CQkICDAYDDAYDEhMTsXv3bgBAWVkZ5s2bh/j4eOh0OsTGxmL+/PmwWCzO9UtLSzFp0iRERUVBq9XCZDJh7ty5sFqtLe77nXfewZgxY6DT6RAWFoapU6d6dqRERESkagGeLBwTE4Nly5Zh8ODBEEJg48aNSElJwfHjxyGEgNlsxvLlyzF06FBcuHABaWlpMJvN2Lp1KwBAlmWkpKTgxRdfREREBM6dO4c5c+agrKwMmzdvdrnft956C0888QT+8Ic/4O6770ZdXR1OnjzZviMnIiIiVWn3gJbh4eHIyMjArFmzmszLzMzEjBkzUFlZiYCA5vPTihUrkJGRgcLCwmbn19XVIS4uDs8//3yz+2gtDmhJRF3h9GkzDn50BjU1dsTF9cbdPxkKvV7r7bKI/JYnn98e3an5PofDgczMTFRWViIxMbHZZRoKcBVozGYztm3bhvHjx7vcz7Fjx3Dp0iXIsowRI0aguLgYw4cPR0ZGBoYNG+ZyPZvNBpvN5vy5NY+4iIja6vr1Gjz/3HYcO1oAjUaGJAF1dQpWrdyH3y66F+PHD/F2iUSq53FD4ZycHISEhECr1SItLQ3bt2/H0KFDmyx39epVLFmyBLNnz24yb/r06dDr9YiOjobBYMDatWtd7u/rr78GADz33HP43e9+h507dyIsLAx33nknysrKXK63dOlSGI1G55fJZPL0UImIWkUIgWcXv4UTxy8AABwOBXV1CgDAZrNjyfP/xpdfNn83mog6jsehJj4+HidOnMChQ4fw5JNP4uc//zlOnTrVaBmr1YopU6Zg6NCheO6555ps4+WXX8axY8ewY8cOnD9/Hk899ZTL/SlK/R+GZ555Bg888ABGjRqF9evXQ5IkZGZmulwvPT0dFovF+eXq8RYRUXudyr2EEycuQlGaPs0XApAk4I1/fOyFyoi6F48fPwUFBWHQoEEAgFGjRuHIkSN45ZVXsHr1agBARUUFJk2ahNDQUGzfvh2BgYFNttGvXz/069cPQ4YMQXh4OMaNG4fFixcjMjKyybIN075/N0ir1eKGG27AxYsXXdap1Wqh1fI5NhF1vgMH8qDRyHA4lGbnK4rA55/no6rKxvY1RJ2o3f3UKIribLtitVoxceJEBAUFISsrC8HBwa1aH0Cj9i/fN2rUKGi1WuTl5Tmn2e12FBQUoH///u0tn4io3aqra1u1XE1NXSdXQtS9eXSnJj09HZMnT0ZsbCwqKiqwefNmZGdnY+/evc5AU1VVhU2bNsFqtTob50ZERECj0WDXrl24fPkyRo8ejZCQEOTm5mLhwoUYO3Ys4uLiAACHDx9Gamoq9u3b52xzk5aWhmeffRYmkwn9+/dHRkYGAOChhx7q2LNBRNQGsbG9nP+guRISEgyjUddFFRF1Tx6FmpKSEqSmpqKoqAhGoxEJCQnYu3cvkpKSkJ2djUOHDgGA8/FUg/z8fMTFxUGn02HNmjVYsGABbDYbTCYTpk2bhkWLFjmXraqqQl5eHux2u3NaRkYGAgICMHPmTFRXV2PMmDH44IMPEBYW1p5jJyLqEEkTh2HN3z90Ng7+IVmWcO99w6HRsBN3os7U7n5q/AX7qSGizrRn95fI+NM7kGWpUYNhWZbQv39v/N+KGQgJafmRPBE11iX91BAR0XcmTU5AeK8e+MfrH+NU7iUAgF4fhCn3DseMmWMZaIi6AEMNEVEHufXWgbj11oGwWKpQU21HeK8QBAZqvF0WUbfBUENE1MGMRj2MRm9XQdT9sNUaERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREakCQw0RERGpAkMNERERqQJDDREREalCgLcLICIi77lWeh1v/+sw3t/5Ba5X1CAyOgxTHvoxJtw7HEFB/Igg/yIJIYS3i+gKVqsVRqMRFosFBoPB2+UQEXldYcFV/Prx11BhqYKi1H8USJIEIQSGjYjF7/86E8G6IC9XSd2dJ5/ffPxERNQNCSHwwq+34Lq12hloGqYDwKkvCrHxrx94qzyiNmGoISLqhk4eu4CLX1+Bw6E0O19RBHZtO4qa6touroyo7RhqiIi6oVNfFEKWJbfL1FTX4uLXV7qoIqL2Y6ghIuqGZI37QNNAE8CPCfIfvFqJiLqhkbcNbNSWpjmGnnrE3hDRRRURtZ9HoWbVqlVISEiAwWCAwWBAYmIidu/eDQAoKyvDvHnzEB8fD51Oh9jYWMyfPx8Wi8W5fmlpKSZNmoSoqChotVqYTCbMnTsXVqvV7X7j4uIgSVKjr2XLlrXhcImICAAGxkfiR6P6Q9a4/hiYNiMRgYF8rZv8h0dXa0xMDJYtW4bBgwdDCIGNGzciJSUFx48fhxACZrMZy5cvx9ChQ3HhwgWkpaXBbDZj69atAABZlpGSkoIXX3wREREROHfuHObMmYOysjJs3rzZ7b5feOEFPPHEE86fQ0ND23C4RETU4Jk/Poyn/3sjLpwvgSRLEIqARiPD4VDwkym34OHH7vB2iUQeaXc/NeHh4cjIyMCsWbOazMvMzMSMGTNQWVmJgIDm89OKFSuQkZGBwsJCl/uIi4vDr371K/zqV79qc53sp4aIqKna2jp89F4uPtj9JSzXqhAd2wv3PDAKCaPq75ATeZsnn99tvq/ocDiQmZmJyspKJCYmNrtMQwGuAo3ZbMa2bdswfvz4Fve3bNkyLFmyBLGxsfjZz36GBQsWuNwuERG1TlBQAH4y5Rb8ZMot3i6FqN08TgU5OTlITExETU0NQkJCsH37dgwdOrTJclevXsWSJUswe/bsJvOmT5+OHTt2oLq6Gvfddx/Wrl3rdp/z58/HyJEjER4ejk8++QTp6ekoKirCSy+95HIdm80Gm83m/LmldjtERETk3zx+/FRbW4uLFy/CYrFg69atWLt2Lfbv398o2FitViQlJSE8PBxZWVkIDAxstI3i4mKUl5fjzJkzSE9Px/jx47Fy5cpW1/Daa6/hv//7v3H9+nVotdpml3nuuefw/PPPN5nOx09ERET+w5PHT+1uUzNhwgQMHDgQq1evBgBUVFQgOTkZer0eO3fuRHBwsNv1Dx48iHHjxsFsNiMyMrJV+8zNzcWwYcNw+vRpxMfHN7tMc3dqTCYTQw0REZEf6ZI2NQ0URXGGB6vViuTkZGi1WmRlZbUYaBrWB9AogLTkxIkTkGUZffr0cbmMVqt1eReHiIiI1MejUJOeno7JkycjNjYWFRUV2Lx5M7Kzs7F3715YrVZMnDgRVVVV2LRpE6xWq7MdS0REBDQaDXbt2oXLly9j9OjRCAkJQW5uLhYuXIixY8ciLi4OAHD48GGkpqZi3759iI6OxqeffopDhw7hrrvuQmhoKD799FMsWLAAM2bMQFhYWIefECIiIvJPHoWakpISpKamoqioCEajEQkJCdi7dy+SkpKQnZ2NQ4cOAQAGDRrUaL38/HzExcVBp9NhzZo1WLBgAWw2G0wmE6ZNm4ZFixY5l62qqkJeXh7sdjuA+jsuW7ZswXPPPQebzYYBAwZgwYIFeOqpp9p77ERERKQi7W5T4y/YTw0REZH/8eTzm2M/ERERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSow1BAREZEqMNQQERGRKjDUEBERkSoEeLsAf2etvYjy2q8RIAWjj244AuRgb5dERETULTHUtJG19iI+K1mGy9XHnNMC5R64OWwmhoWlQpJ4E4yIiKgrMdS0QaW9GHsKn0Ctcr3RdLtSiROlf0ONoxyjI37lneKIiIi6Kd5OaIOcsg2oVa5DwNHs/NPlW1BR+00XV0VERNS9MdR4SBF1OF+xy2WgAQAJGpyv2NWFVRERERFDjYdqHRVQRG2Ly1XVlXRBNURERNSAocZDgZoQyAhscTmdplcXVENEREQNGGo8pJECERc6ERI0LpcRcOAGw+QurIqIiIgYatrgR+GPIUAOhtTs6ZMwyHA/jEFxXV0WERFRt8ZQ0waGIBOSY1ajp3ZQo+myFISbw2ZgTJ+nvVQZERFR98V+atooTDsI98a+jtKa084ehSP1tyJIE+Lt0oiIiLolhpp26hU8BL2Ch3i7DCIiom6Pj5+IiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVPAo1q1atQkJCAgwGAwwGAxITE7F7924AQFlZGebNm4f4+HjodDrExsZi/vz5sFgszvVLS0sxadIkREVFQavVwmQyYe7cubBara3av81mw/DhwyFJEk6cOOFJ6URERKRyHvVTExMTg2XLlmHw4MEQQmDjxo1ISUnB8ePHIYSA2WzG8uXLMXToUFy4cAFpaWkwm83YunUrAECWZaSkpODFF19EREQEzp07hzlz5qCsrAybN29ucf+//e1vERUVhS+++KJtR0tERESqJQkhRHs2EB4ejoyMDMyaNavJvMzMTMyYMQOVlZUICGg+P61YsQIZGRkoLCx0u5/du3fjqaeewltvvYWbb74Zx48fx/Dhw1tdp9VqhdFohMVigcFgaPV6RERE5D2efH63uUdhh8OBzMxMVFZWIjExsdllGgpwFWjMZjO2bduG8ePHu93X5cuX8cQTT+Df//439Hp9q+qz2Wyw2WzOn1v7iIuIiIj8k8cNhXNychASEgKtVou0tDRs374dQ4cObbLc1atXsWTJEsyePbvJvOnTp0Ov1yM6OhoGgwFr1651uT8hBB577DGkpaXhxz/+cavrXLp0KYxGo/PLZDK1el0iIiLyPx4/fqqtrcXFixdhsViwdetWrF27Fvv3728UbKxWK5KSkhAeHo6srCwEBgY22kZxcTHKy8tx5swZpKenY/z48Vi5cmWz+1uxYgX+9a9/Yf/+/dBoNCgoKMCAAQNafPzU3J0ak8nEx09ERER+xJPHT+1uUzNhwgQMHDgQq1evBgBUVFQgOTkZer0eO3fuRHBwsNv1Dx48iHHjxsFsNiMyMrLJ/KlTp+Ltt9+GJEnOaQ6HAxqNBo8++ig2btzYqjrZpoaIiMj/dEmbmgaKojjviFitViQnJ0Or1SIrK6vFQNOwPoBGd1W+b8WKFXjxxRedP5vNZiQnJ+PNN9/EmDFj2ls+ERERqYRHoSY9PR2TJ09GbGwsKioqsHnzZmRnZ2Pv3r2wWq2YOHEiqqqqsGnTJlitVmfj3IiICGg0GuzatQuXL1/G6NGjERISgtzcXCxcuBBjx45FXFwcAODw4cNITU3Fvn37EB0djdjY2EY1hISEAAAGDhyImJiYDjgFREREpAYehZqSkhKkpqaiqKgIRqMRCQkJ2Lt3L5KSkpCdnY1Dhw4BAAYNGtRovfz8fMTFxUGn02HNmjVYsGABbDYbTCYTpk2bhkWLFjmXraqqQl5eHux2ewccHhEREXUX7W5T4y/YpoaIiMj/ePL5zbGfiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVGGqIiIhIFRhqiIiISBUYaoiIiEgVArxdABEREfkvIQROfXoGl84WoYdRj1ETb0GwXuuVWhhqiIiIqE1yP8nDn/9rJQpPm53TdKHB+Fn6NDzy9FRIktSl9TDUEBERkcfOHvsaC3/yHBx2R6Pp1RU1WPc/m2GrrsXPn3+kS2timxoiIiLy2Gv/sxmOOgWKIpqd/8+l23CtxNKlNXkUalatWoWEhAQYDAYYDAYkJiZi9+7dAICysjLMmzcP8fHx0Ol0iI2Nxfz582GxfHdApaWlmDRpEqKioqDVamEymTB37lxYrVa3+73//vsRGxuL4OBgREZGYubMmTCbzW7XISIios5xrcSCz9/7AopDcbmMoghkb/m4C6vyMNTExMRg2bJlOHr0KD7//HPcfffdSElJQW5uLsxmM8xmM5YvX46TJ09iw4YN2LNnD2bNmvXdzmQZKSkpyMrKwpkzZ7Bhwwa8//77SEtLc7vfu+66C//617+Ql5eHt956C+fPn8eDDz7YtiMmIiKidikvsQDN36Bx0mhklBWXd0k9DSQhRAtluRceHo6MjIxG4aVBZmYmZsyYgcrKSgQENN98Z8WKFcjIyEBhYWGr95mVlYWpU6fCZrMhMDCwVetYrVYYjUZYLBYYDIZW74uIiIgaK79iwcP9noC7CCFJEuaseBwpcya1a1+efH63uU2Nw+HAli1bUFlZicTExGaXaSjAVaAxm83Ytm0bxo8f3+r9lpWV4Y033sDtt9/uNtDYbDZYrdZGX0RERNR+PSOMGDNlJGSN6xihCZBx5yO3d2FVbQg1OTk5CAkJgVarRVpaGrZv346hQ4c2We7q1atYsmQJZs+e3WTe9OnTodfrER0dDYPBgLVr17a436effho9evRAr169cPHiRezYscPt8kuXLoXRaHR+mUym1h8kERERufX476cjUBvoMtikPvcIjL279smIx4+famtrcfHiRVgsFmzduhVr167F/v37GwUbq9WKpKQkhIeHIysrq8kdleLiYpSXl+PMmTNIT0/H+PHjsXLlSrf7vXr1KsrKynDhwgU8//zzMBqN2Llzp8t34G02G2w2W6OaTCYTHz8RERF1kHPH8/HS7L/h7NGvndMMvUIx89mHkDJnUof0U+PJ46d2t6mZMGECBg4ciNWrVwMAKioqkJycDL1ej507dyI4ONjt+gcPHsS4ceNgNpsRGRnZqn1+8803MJlM+OSTT1w++vohtqkhIiLqHPk5F/DN2WL0MOjwo/+4CYFBrWvv2hqefH63u/M9RVGcd0SsViuSk5Oh1WqRlZXVYqBpWB9Ao7sqnbEOERERdY4BP+qPAT/q7+0yPAs16enpmDx5MmJjY1FRUYHNmzcjOzsbe/fuhdVqxcSJE1FVVYVNmzY1apwbEREBjUaDXbt24fLlyxg9ejRCQkKQm5uLhQsXYuzYsYiLiwMAHD58GKmpqdi3bx+io6Nx6NAhHDlyBHfccQfCwsJw/vx5LF68GAMHDmz1XRoiIiJSP49CTUlJCVJTU1FUVASj0YiEhATs3bsXSUlJyM7OxqFDhwAAgwYNarRefn4+4uLioNPpsGbNGixYsAA2mw0mkwnTpk3DokWLnMtWVVUhLy8PdrsdAKDX67Ft2zY8++yzqKysRGRkJCZNmoTf/e530Gq9M2AWERER+Z52t6nxF2xTQ0RE5H+6pJ8aIiIiIl/CUENERESqwFBDREREqsBQQ0RERKrAUENERESqwFBDREREqtDuHoX9RcOb6xytm4iIyH80fG63pgeabhNqKioqAICjdRMREfmhiooKGI1Gt8t0m873FEWB2WxGaGhoh4wa2l00jG5eWFjITgs7GM9t5+L57Tw8t52H57YpIQQqKioQFRUFWXbfaqbb3KmRZRkxMTHeLsNvGQwG/oJ1Ep7bzsXz23l4bjsPz21jLd2hacCGwkRERKQKDDVERESkCgw15JZWq8Wzzz7LEdE7Ac9t5+L57Tw8t52H57Z9uk1DYSIiIlI33qkhIiIiVWCoISIiIlVgqCEiIiJVYKghIiIiVWCoUYmlS5di9OjRCA0NRZ8+fTB16lTk5eU55xcUFECSpGa/MjMzncs1N3/Lli1u933//fcjNjYWwcHBiIyMxMyZM2E2m1vc92effdbxJ6ITePPcNrDZbBg+fDgkScKJEycazfvyyy8xbtw4BAcHw2Qy4U9/+lOHHHdX8eXzy2u3XlvObVxcXJN1li1b1mgZf752ffnc+vt12y6CVCE5OVmsX79enDx5Upw4cULcc889IjY2Vly/fl0IIURdXZ0oKipq9PX888+LkJAQUVFR4dwOALF+/fpGy1VXV7vd90svvSQ+/fRTUVBQID7++GORmJgoEhMTnfPz8/MFAPH+++832m5tbW3nnIwO5s1z22D+/Pli8uTJAoA4fvy4c7rFYhF9+/YVjz76qDh58qT45z//KXQ6nVi9enWHnoPO5Mvnl9duvbac2/79+4sXXnih0ToN+xXC/69dXz63/n7dtgdDjUqVlJQIAGL//v0ulxk+fLh4/PHHG00DILZv396ufe/YsUNIkuT8BWr4Bfv+h4U/6+pzu2vXLjFkyBCRm5vb5DyuXLlShIWFCZvN5pz29NNPi/j4eI/34yt86fzy2q3XlnPbv39/8fLLL7ucr7Zr15fOrdquW08w1KjU2bNnBQCRk5PT7PzPP/9cABAff/xxo+kARFRUlOjVq5cYPXq0WLdunVAUpdX7LS0tFQ8//LAYO3asc1rDL5jJZBIRERFi7NixYseOHW07MB/Qlee2uLhYREdHiyNHjjT7h2rmzJkiJSWl0ToffPCBACDKysradHze5kvnl9duvbac2/79+4u+ffuK8PBwMXz4cPGnP/1J2O1253y1Xbu+dG7Vdt16gqFGhRwOh5gyZUqjYPFDTz75pLjpppuaTH/hhRfEwYMHxbFjx8SyZcuEVqsVr7zySov7/O1vfyv0er0AIG677TZx9epV57wrV66IP//5z+Kzzz4Thw8fFk8//bSQJMkvf8m68twqiiImTZoklixZIoRo/r+vpKQkMXv27EbrNdxxOHXqlIdH532+dn557dZry9+FP//5z+LDDz8UX3zxhVi1apXo2bOnWLBggXO+mq5dXzu3arpuPcVQo0JpaWmif//+orCwsNn5VVVVwmg0iuXLl7e4rcWLF4uYmJgWl7ty5YrIy8sT7777rhg7dqy455573P63MXPmTHHHHXe0uF1f05Xn9pVXXhFjx44VdXV1QojuEWp87fw2h9du6/8ufN+6detEQECAqKmpEUKo69r1tXPbHH+9bj3FUKMyc+bMETExMeLrr792uczrr78uAgMDRUlJSYvb27lzpwDg9pflhwoLCwUA8cknn7hc5tVXXxX9+vVr9TZ9QVef25SUFCHLstBoNM4vAEKj0YjU1FQhhLpu4fvi+W0Or922/V04efKkACBOnz4thFDPteuL57Y5/njdtkVA+96dIl8hhMC8efOwfft2ZGdnY8CAAS6XXbduHe6//35ERES0uN0TJ04gLCzMo8HVFEUBUP+arLvtRkZGtnqb3uStc7tixQq8+OKLzp/NZjOSk5Px5ptvYsyYMQCAxMREPPPMM7Db7QgMDAQAvPfee4iPj0dYWJgnh+k1vnx+XW2X167nfxdOnDgBWZbRp08fAP5/7fryuXW1jL9ct+3i1UhFHebJJ58URqNRZGdnN3qFr6qqqtFyZ8+eFZIkid27dzfZRlZWllizZo3IyckRZ8+eFStXrhR6vV787//+r3OZQ4cOifj4ePHNN98IIYT47LPPxF/+8hdx/PhxUVBQIPbt2yduv/12MXDgQOd/Ghs2bBCbN28WX331lfjqq6/E73//eyHLsnjttdc68Yx0HG+d2x9q7vFIeXm56Nu3r5g5c6Y4efKk2LJli9Dr9X7zWqwQvn1+ee227dx+8skn4uWXXxYnTpwQ58+fF5s2bRIRERGN7oD5+7Xry+fW36/b9mCoUQkAzX6tX7++0XLp6enCZDIJh8PRZBu7d+8Ww4cPFyEhIaJHjx7illtuEX/7298aLfvhhx8KACI/P18IIcSXX34p7rrrLhEeHi60Wq2Ii4sTaWlpjT44NmzYIG666Sah1+uFwWAQt956q8jMzOyU89AZvHVuf8hVm48vvvhC3HHHHUKr1Yro6GixbNmy9h5yl/Ll88trt23n9ujRo2LMmDHCaDSK4OBgcdNNN4k//OEPTR6p+PO168vn1t+v2/aQhBCiE28EEREREXUJDpNAREREqsBQQ0RERKrAUENERESqwFBDREREqsBQQ0RERKrAUENERESqwFBDREREqsBQQ0RERKrAUENERESqwFBDREREqsBQQ0RERKrAUENERESq8P8BTkqHnJ3SBU0AAAAASUVORK5CYII=",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(hist[\"x\"], hist[\"y\"], c=hist[\"snapshot_index\"])\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(hist[\"snapshot_index\"], hist[\"mass\"])\n",
|
|
"# m = data[\"desc_snapshot_index\"] > 0\n",
|
|
"# plt.plot(data[\"desc_snapshot_index\"][m], data[\"desc_mass\"][m])\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 222,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(pos[:, 0], pos[:, 1], c=np.log10(mass))\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.scatter(x[0], x[1], c=\"r\", marker='x')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([(951., 284.35236, 246.34824, 370.83707, 2.8412564e+15, nan),\n",
|
|
" (950., nan, nan, nan, nan, nan),\n",
|
|
" (949., nan, nan, nan, nan, nan),\n",
|
|
" (948., nan, nan, nan, nan, nan),\n",
|
|
" (947., nan, nan, nan, nan, nan),\n",
|
|
" (946., nan, nan, nan, nan, nan),\n",
|
|
" (945., nan, nan, nan, nan, nan),\n",
|
|
" (944., nan, nan, nan, nan, nan),\n",
|
|
" (943., nan, nan, nan, nan, nan),\n",
|
|
" (942., nan, nan, nan, nan, nan),\n",
|
|
" (941., nan, nan, nan, nan, nan),\n",
|
|
" (940., nan, nan, nan, nan, nan),\n",
|
|
" (939., nan, nan, nan, nan, nan),\n",
|
|
" (938., nan, nan, nan, nan, nan),\n",
|
|
" (937., nan, nan, nan, nan, nan),\n",
|
|
" (936., nan, nan, nan, nan, nan),\n",
|
|
" (935., nan, nan, nan, nan, nan),\n",
|
|
" (934., nan, nan, nan, nan, nan),\n",
|
|
" (933., 284.46155, 246.00227, 370.8075 , 2.8477622e+15, 0.36398822),\n",
|
|
" (932., 284.4702 , 245.98221, 370.80765, 2.8483010e+15, 0.02185764),\n",
|
|
" (931., nan, nan, nan, nan, nan),\n",
|
|
" (930., nan, nan, nan, nan, nan),\n",
|
|
" (929., nan, nan, nan, nan, nan),\n",
|
|
" (928., nan, nan, nan, nan, nan),\n",
|
|
" (927., 284.5113 , 245.87349, 370.80716, 2.8455723e+15, 0.11622101),\n",
|
|
" (926., 284.5216 , 245.85237, 370.81116, 2.8424150e+15, 0.02384024),\n",
|
|
" (925., nan, nan, nan, nan, nan),\n",
|
|
" (924., 284.53732, 245.8114 , 370.8111 , 2.8395653e+15, 0.043881 ),\n",
|
|
" (923., nan, nan, nan, nan, nan),\n",
|
|
" (922., nan, nan, nan, nan, nan),\n",
|
|
" (921., nan, nan, nan, nan, nan),\n",
|
|
" (920., nan, nan, nan, nan, nan),\n",
|
|
" (919., nan, nan, nan, nan, nan),\n",
|
|
" (918., nan, nan, nan, nan, nan),\n",
|
|
" (917., nan, nan, nan, nan, nan),\n",
|
|
" (916., nan, nan, nan, nan, nan),\n",
|
|
" (915., nan, nan, nan, nan, nan),\n",
|
|
" (914., nan, nan, nan, nan, nan),\n",
|
|
" (913., nan, nan, nan, nan, nan),\n",
|
|
" (912., nan, nan, nan, nan, nan),\n",
|
|
" (911., nan, nan, nan, nan, nan),\n",
|
|
" (910., nan, nan, nan, nan, nan),\n",
|
|
" (909., nan, nan, nan, nan, nan),\n",
|
|
" (908., nan, nan, nan, nan, nan),\n",
|
|
" (907., nan, nan, nan, nan, nan),\n",
|
|
" (906., nan, nan, nan, nan, nan),\n",
|
|
" (905., nan, nan, nan, nan, nan),\n",
|
|
" (904., nan, nan, nan, nan, nan),\n",
|
|
" (903., nan, nan, nan, nan, nan),\n",
|
|
" (902., nan, nan, nan, nan, nan),\n",
|
|
" (901., nan, nan, nan, nan, nan),\n",
|
|
" (900., nan, nan, nan, nan, nan)],\n",
|
|
" dtype=[('snapshot_index', '<f4'), ('x', '<f4'), ('y', '<f4'), ('z', '<f4'), ('mass', '<f4'), ('desc_dist', '<f4')])"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"hist"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([(951., 2.8871637e+15, 284.3524 , 246.34824, 370.83704, 950., 2.8882882e+15, 2.8788946e+15, 9.3937321e+12, 0.00093918),\n",
|
|
" (950., 2.8788946e+15, 286.42444, 244.69951, 373.20593, 949., 2.8756223e+15, 2.8672700e+15, 8.3523876e+12, 0.00110787),\n",
|
|
" (949., 2.8672700e+15, 286.40372, 244.72537, 373.17398, 948., 3.8162037e+12, 1.4894010e+12, 2.3268027e+12, 0.81327796),\n",
|
|
" (948., 1.4894010e+12, 286.77917, 242.59756, 372.9749 , 947., nan, nan, nan, nan)],\n",
|
|
" dtype=[('desc_snapshot_index', '<f4'), ('desc_mass', '<f4'), ('desc_x', '<f4'), ('desc_y', '<f4'), ('desc_z', '<f4'), ('prog_snapshot_index', '<f4'), ('prog_totmass', '<f4'), ('mainprog_mass', '<f4'), ('minprog_totmass', '<f4'), ('merger_ratio', '<f4')])"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mladen = np.genfromtxt(\"/mnt/extraspace/rstiskalek/CSiBORG/cleaned_mtree/ramses_out_7444/mergertree_00951_halo-21344979.txt\", skip_header=1) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[ 9.5100000e+02, -6.0000000e-04, 2.1344979e+07, 4.0949790e+15,\n",
|
|
" 1.3323500e+13, 0.0000000e+00],\n",
|
|
" [ 9.5000000e+02, 7.0000000e-04, 2.1390351e+07, 4.0832510e+15,\n",
|
|
" 7.5558290e+12, 4.2906940e+12],\n",
|
|
" [ 9.4900000e+02, 2.1000000e-03, 2.1382973e+07, 4.0667630e+15,\n",
|
|
" 2.1738350e+12, 1.1263620e+12],\n",
|
|
" [ 9.4800000e+02, 3.5000000e-03, 2.1405046e+07, 2.1124770e+12,\n",
|
|
" 0.0000000e+00, 0.0000000e+00]])"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mladen"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(data[\"desc_snapshot_index\"], data[\"desc_mass\"])\n",
|
|
"m = mladen[:, 0] > 700\n",
|
|
"plt.plot(mladen[:,0][m], (mladen[:,3][m] - mladen[:, 5][m]) * 0.7)\n",
|
|
"\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 298,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"snaps = paths.get_snapshots(7468, \"csiborg\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 299,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 145/145 [01:46<00:00, 1.36it/s]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"nsnaps = range(800, 944 + 1)\n",
|
|
"from tqdm import tqdm\n",
|
|
"cats = {}\n",
|
|
"for nsnap in tqdm(nsnaps):\n",
|
|
" cats[nsnap] = csiborgtools.read.CSiBORGPHEWCatalogue(\n",
|
|
" nsnap, 7468, paths, bounds={\"dist\": (None, 155.5), \"is_main\": True})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 230,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"15.50197501793565"
|
|
]
|
|
},
|
|
"execution_count": 230,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cats[944][\"dist\"][cats[944][\"hid_to_array_index\"][20467619]]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 454,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# hid = cats[944][\"index\"][np.argmax(cats[944][\"summed_mass\"])]\n",
|
|
"hid = 20467619"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 455,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 144/144 [00:00<00:00, 1348.89it/s]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"hist = csiborgtools.read.track_halo_manually(cats, hid)\n",
|
|
"# x, y = csiborgtools.read.track_halo_manually(cats, hid)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 456,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(hist[\"snapshot_index\"], hist[\"mass\"] / hist[\"mass\"][0], c=hist[\"desc_dist\"])\n",
|
|
"plt.colorbar()\n",
|
|
"# plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 457,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(hist[\"x\"], hist[\"y\"], c=hist[\"snapshot_index\"])\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 458,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(hist[\"snapshot_index\"], hist[\"desc_dist\"])\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 459,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x = np.arange(len(pos_history))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 293,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(dist_history)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 276,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(pos_history[:, 0], pos_history[:, 1], c=x)\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(mass_history)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 148,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"nsnap0 = 944\n",
|
|
"k = cats[nsnap0][\"hid_to_array_index\"][hid]\n",
|
|
"pos = cats[nsnap0][\"cartesian_pos\"][k]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 166,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"nsnap = 939\n",
|
|
"cats[nsnap0][\"dist\"][k]\n",
|
|
"indxs = cats[nsnap].select_in_box(pos, 5)\n",
|
|
"nearby_pos = cats[nsnap][\"cartesian_pos\"][indxs]\n",
|
|
"nearby_mass = cats[nsnap][\"summed_mass\"][indxs]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 167,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(nearby_pos[:, 0], nearby_pos[:, 1], c=np.log10(nearby_mass))\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.scatter(pos[0], pos[1], c=\"r\", marker=\"x\")\n",
|
|
"plt.xlim(pos[0] - 5, pos[0] + 5)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.plot(mass_history)\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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ibT4cgYaW/1o50jMBuUlNfQlMSqXNfWSoUVp3yC3X31D0FqrrT7ZQGmGGWdRj5YmnIYSvTklDjcyQnF58EasGiAJYasQl2FYyz+p2CSokh4+1WS1gUmqwv3wp9pV/j+r6EoSpY5Cmvww99JdAI/vGHCMqO+IQEFC7oQdBTX0pjlSutDGyooKq+kLkV29Cp7BhLr++MxRhRm7VRuRXb4OAQEJIOlLDR0El8dHhT/hpEgWwME0c+nS4FbtKFzTbJkGGSgpC/+h7rR5fU1+Gb/OmodR4BI1DDNeYS7GmaDb2lC/BFcn/QrDK+2OqB6v0iA3ug+LaPbA2GayAGSnh57v82uWm3FaHV5Ygo7TusE8lAmXGY/j+2OMoN+VDPj02xI7SLxGqisalnV5AnJ3dSv2Js8X7rBogIp/UP/ovGBD9V2jkpm/9HbQ9MD75HeiDulg9dnXhqygzHkXTeQYa/n9p3RGsLvin6wNuo35Rt8NaEiBBRnxIf8Roe7v8umrJ3tII3yg9AQCjuQqLc6fBYCoAACgwQzmdzNSYS/FN3v+h0lTszRC9wgxnqwd8E0sEiAKcJEnoE3Ub0iKvQ2HNVpiUKuiCuiBK293mcRWmAhyp/B3WJhsSUHCkchUqTUUI18S5IXLHdAobgcy4x7C+6DUIKJZGkgJmxASn44LEl9wy6FGUthtCVbGoNtt+cCaHjXD5tdtqn2EZqs2n0NJnK6DApNRgd9k3GBZ7l+eDI5djIkBEAAC1HIyODjyMCmv2oPUZBwWKavf6RCIAAD30E5EcNhqHDD+gzHgEGjkUncMvQHxIf7eNfChLKvSPnoy1Ra+1uF2CjK4RFyNcE++W67fFwYqVsPXZCig4UPFLwCUC/lo1wESAiNrE/semb7WUDlFHoU+UZydA6qmfiBpzKbaVfAAJEhr/TRraJYzGiPhHPBpPa0xKlR37VLe6j79xduIgX510iIkAEbVJQmgGJMg2ux9KUCGRQ/dCkiQMiL4D3XUTcMDwAypNBdCqdDgvIgsxwWneDq+Z6KDzcKruqNVGjhJkRNloO+KvhJNTCQsfS4ob+WZ6QkQ+L0wdja4R46wOSCRBRnfdRQhRd/BwZO4hhIKcyi34uWAulh1/E9tOfY86s2NvxeGaBAyIvhOjE/6OobFTfTIJAID0yCtt9nQQUNCnwyTPBRSgunTpAkmSmi1TpkwBANTW1mLKlCmIjo5GeHg4srOzUVhY6PB1WCJARG02On46KkwnUFi721I60Pjf+JDeGBX/kLdDdIkKUzG+zH0KxXVHLF3pFJixsvA/uLLTDHSNGOrlCF0rMbQv+kZejZ1lX7e4vVvEBTgvfLSHo/I+T1cNbNq0CWbzmYRs165duOiii3DttdcCAB5++GF8//33WLhwIfR6PaZOnYqrr74av//+u0PXYSJARG0WpArDFSlvIqdiFfaX/4Cq+mKEqeOQpr8UXSLG+MXAM2ZRj8+P/gOlxuMAYOlGBwAmUYdFec/i1tQ3EB/SzVshusWouKmI1p6Hbac+Q7npGAAgXB2Lfh2uQb8O2ZCkwCtQ9vTsg7GxsU1+fumll9C1a1eMHTsW5eXleP/99/HJJ59g3LhxAID58+ejV69eWL9+PYYPH273ddr/XykReZVKUqOb7kJ0013o7VDc4mDFepwy5lnZ2jBd08aSr3BFp8c8GZbbSZKE3pGXoZf+UlSbT0EIBWHq6IBMAHyB0WjEf//7X0yfPh2SJGHLli0wmUzIysqy7JOWloaUlBSsW7eOiQARkascqFhrs1GkgBl/VvwOIYTbuiB6kyRJCFNHezsMn9A4nbAzxwOAwWBosl6r1UKrtT289eLFi1FWVobbb78dAFBQUICgoCBERkY22S8+Ph4FBQUOxcXUjojIBpNS2+rETGZhQmtjKlD711g14MwCAMnJydDr9ZZl1qxZrV77/fffx4QJE5CUlOTy+2KJABF5Vb1iwl7DBhyrOQAZKnSP6I/UsL4+83Ydo+2MgxUbbCQDEjoEJbLInOyWl5cHne7MHBytlQYcPXoUP//8M77++kzjzYSEBBiNRpSVlTUpFSgsLERCQoJD8TARICKvya3ah0+OzkKV2WBpjb/m5CIkBHfBLV3+Ab0mxssRAv0iL8G6k5/b3Gdghys9FA15kwIZihMF6Y3H6nS6JolAa+bPn4+4uDhcdtlllnWDBg2CRqPBihUrkJ2dDQDYv38/cnNzkZmZ6VBcTGGJyCtO1Z3AhzlPo9pcAaDpxDZFtbmYf/gpmBSjN0MEAOiD4nFhwn0A0GzMBAkSOodloH/UpU5do6SuANtLV+GP0tUoN5U4dS5yH7OQnF4cpSgK5s+fj8mTJ0OtPvPurtfrcdddd2H69On49ddfsWXLFtxxxx3IzMx0qKEgwBIBIvKStSXfwSxMp9vdN6VAQYnxBHaXr0X/Dud7PLZzDYqaCL0mAetPfo7jNXsBAGHqKAyKuhJDoq+GStK06byVpjJ8eewtHKjYZlknQUJf/UhM7PQXBKtCXRI/tV8///wzcnNzceeddzbbNnv2bMiyjOzsbNTV1WH8+PF4++23Hb4GEwEi8oqdZb9BsTk8seQziQAAdIsYhm4Rw1BnroJZmBCi0jnVLqDOXIN3D/0DpcamI8EJCOwsX4tSUxHu6fq8X4zF4C88PY4AAFx88cUQouWGqMHBwZgzZw7mzJnT5pgAVg0QkZcYlTqb2wUEap2Y2MZgKsXxmqOoMJW3+Rwt0arCEKqOdLpx4OZTP6PEWNBiMiSgIK/6T+wp3+DUNci1xOnZB9u6CE46RER0Row2CYW1R1usGgAAGTLitMkOnze3+iB+OPEpDlbuAtBQspAWMQCXJt6IxJAUp2J2pc2nfoatLocSZGwt/RV9I0d6LiiyyQwJZicmDnLmWHdiIkBEXjEsegKW5M+1ul2BgsFRFzt0zkOVe/Du4RegiDNv2QIC+yu241DVbkzp9iw6hnRpa8guVVlfZnO7gAKDHzYcVISCPyt2Yl/FH1CEgpTQrsiIHAaNHOTt0AIWEwEi8ooBHcZhd/k6HKr845xSAQmAwNjYa5AYkmr3+YQQ+CJvHhRhblbKoECBSTHhq2Pv4cHuL7jmBpyk10Rbeky0RIIMvSbW6vb2qNR4Eu8efgkFtccgQwVJAn47uRSL8hfgztT/Q9fwXt4O0SZFtK2e/+zjfZFvVlgQkd9TSWrc3PnvuCDuBoSpzvSpjtEm4epOD+DC+JscOl9O1T6UGAutVjUIKMitPoiC2mNOxe0qg6MusrldQMGgqHEeisb9TIoRcw4+h6LaM5M3mUVDd9EacxXeOTQLxXUnvBliq5xpH9C4+CKWCJBf8tdx3/2NWtbggvjrMCYuGxWmEsiSChHqqDZ9dvY+RErqCpAQ3Mnh87vawKhx2HjqJxTV5jUbtVCChNSwdPTSDfFSdK63vWw9Ss7pIdFIQMAs6rGq+Edc06l5NzlyLyYC5DdqzbVYXfwzVp/8GaeMJxEsh2BY9ChcGDcBMdo4b4dHNqgkFSKD4lCv1GNvxS5U11ciWhuLLqFd7U4KQlRhdu3nK33zg2Qt7jnvOSzJfwe7ytdZkgGVpMbADuNwadIdkCWVl6N0nT/KNkCCZLXERoGCbaVrfToRUCBBcaLBnzPHuhMTAfILNeZqzP7zeeTX5Fm+aGqVGvxWvALrS37Dwz3+gZRQ++ubyfN+K16Bb44vRJW50rIuXpuImzvfhW7haa0e3zMiA0Gy1ma3xHC1Dl3CerokXlcIUYfjhs7/B4PpFI5VH4QsyUgJ7YlQdYS3Q3O5OqXGahLQqLUupd7W1tEBzz7eF/lmhQWRg5bkf4HjNcdabCRmVIx47/C/mrQkJ9/yS9FSfJo3v0kSAABFdQX414FZOFx5oNVzaFXBGBc3yeY+4xOug8oH37J1mij01g9Fmm6wXyYBAJAYnALZxiNHgoT4YNfPrEetY4kAtXu15hqsK1lldZQ6AQUlxpPYa9iJdH2Gh6Oj1tSaa7Ak/4sWtwkImBUFHx55FyGqcOTX5CNI1mBQhyG4MH48EoITm+x/YdxVqFdM+KVoMQQEZMhQoECWVJiQcAMyo2030CP3yYy+EL+dXGp1u4DAqJjxHozIcc42+GNjQSI3KaorgEmYbO4jQ0Zu9REmAj5oe9kmmETLkwsJ0dDlqqC2CBKKISBgVOrwW/Eq/H5yDR7o/jB66dIt+0uShEsSr8fImPH4o2wdKurLoddEo39kJkLV4Z66JWpBYkgyxsdnY1nhV83aCkiQ0DOiH4ZEjfVihK1T4OQQw2wjQOQe9ozFLiCgln2vSJiAclOZ5c39XAISxOkvz7MfHAoUCCEw9+BbeDXjX9Cqms7nHqGJxKjYCe4NvJ3Iq87D0oKl2FK6BSbFhMSQRGTFZWF07GiPV5NckngtYoMTsaJwCU7U5gEAdOpIjI69BOfHXu6T1TaBgIkAtXuJwR2h10Si3FRmdR8BgXRdf4/FRPbTayJbTgJaGbylYS6CGmw8tQ6jY893Y4Tt1x9lf+Ctg29BCGH5Nz5ecxwLji7A9rLtmNptKtSyZx8DgzqMwsDIkagyV8As6hGhjoTs5LwNniKc7DUgfLREoH386xPZIEsyLo6/0vp2yOit64ekEO/3HafmMiIHQyNZG15WOr20TIYKOVWH3BJXe1djrsHcQ3OhCKVJotVYsrKjfAdWFK3wSmySJCFcrYNeE9VukgDgzOyDziy+qP18AkQ2nB97ES6MaygKbmyZ3PjflNBU3NllitdiI9tCVKGY2PG6th0swa/62rvSupJ1qFPqbIy0KLC8cLnVKW6pOY4sSOTDJElCdqebMTx6DH4/+StO1hUhVB2GwR0y0VvXr129dQSicXGXQC1p8O1Z4whIEqCBGvUtzB3QSBFmpOv6ejJUr6mqr0KpsQzh6nBEBulb3f9I1RGrbS8alRhLUG2uRpjavsGYyD8xESC/0jEkGdcl3+btMKgNxsReiBHRY/Fn5R5U1VciRhuHU3WleOfwv1vcX4aMqKBo9Ivs79lAPaygtgif532Nzae2WR7qvSN64trkSegR0c3qcWpJDcmOOmm1HY1tqYGzxfu+WjXA3wA/oggF28t2Ya/hTwBAmq47BkT25dswtRtqWY3eun6Wn1PDgKvqrsGi/C8tb7eNXc/0Gj0e6vE3v25pfrymADN3v4hac12TN/u9FX/iuT2v4tG0h9BX37vFY/vq++LX4l+tnluChG7h3Zr1uCDrOMQw+bT8mhN4dd+/UVhXbPli/O7ET4jVRuORng8gOZQjdlH7NCHxCmREDsDq4pXIq86FVqXFwMjBGBI13O8fYh8d/bRZEgCcafD3zqH5eHPAyy0m+xmRGYjXxqO4rthK10yBSxMvdU/g1K4wEfADlfVVeG7PP1FhaqhbbZzaEwBK6krx3J7X8FrGM9Bp/HPoUvJ/SSGdcEPKLd4Ow6OK60qws3yP1e0CAqWmMuwo343+kc3bSciSjL/1/Bte2f8KiuuKLSUpjSUrNybfiP5+Xq3iaqwaIJ/1a9EaGEwVLTaoUqCgsr4KvxStwaSO1gdYKakrQ3FdCcLVYegYEs8pfIm8rLC2qNV9JEgosLFfjDYGL/R5AZtLN2Nb6TbUKXXoFNIJY2PHIi6YM3I6iokA+ax1JZtszuolILD25MYWE4Fj1QX48MiX2FZ25s0jJTQJN6dMxOCowGiNTeRuhbUnsap4A0qMZYjU6DA2diiSQuJtHhOqCmn1vAICIapgm/toZA0yozORGZ3pUMwUOJgI+IEac60d+9Q0W3esugAzdr6CWnPTcd7zqk9g1r65mNb9DoyOHeKyOIkCjRACHx9dhCXHf4YMGZIkQQiBL4/9iIviR+Ke826Eykpj3i5hKYgJisZJY4nV86slFQZGcv4MT/HXEgE2J/cDnUISbU7vKUNGpxYaC3509GvUmo1WGyK9e/hT1JlbngyGiFq3OH85lhz/GUBDNZ1ZmC1/b8sLf8enud9YPVaWZFzTaaLN81+SkIUIDSdT8hSOLEg+Kyv+fJuDhihQcFH8+U3WlRrLsaV0l83jqs212FS6w1Vhkh8qqSvD57nLMHv/x5h38AvsLDvAkepOMyomfJ2/zOY+3x3/BVX1zUvrGo2OzcTkzjeeHhMAUEkqSKf/d0n8hbg++WoXR02BiFUDfqCfvjfGxo7AquK1LW4fFTMMA85pVVxcd6rV86ogo7D2pEtiJP/zTf5K/Ofw16d7RkuQJOD7E78hXdcVT6Tfi3B1qJcj9K69hoOobqFK7mwmUY8/yvZiRMxAq/tcnDAOI2OGY13JRpQYTyFcHY7hUYMRrY1ydcjUCgHnxgLw1RSZiYAfkCQJ9553G7qEJuO7E8tRYmx4yEcFdcBliVm4JOHCZr0A7PmSVqAE/Je5I8qNFThQ2TC1as+ILojQ+O+/3e/F2/De4a8ANH65Ccu33F5DDl7ZOx/P9g3s+R1qzXX27ae0vl+YOhRZ55Tqkef5axsBJgJ+QpZkXJJ4IS5OuACnjKUQAKKDOlgdVTAxOA5dQjviaPVxqz0OZEnG8KgBbozaP1TX12Deoa+wsmgzzKKhqkUjqXFRwjDcfd5V0KqszazXPgkh8GnuUku/9HMpULCtbB8OVeaha3iyFyL0DcmhiXbtlxJi337kff6aCLCNgJ+RJRkx2mjEaqNtDi0sSRJu6jzRZrfDyxPHQR/EQYhsMSom/H3HHPxauMmSBAANRb5LT6zF07veaTLAkz84aSyzmUACgEqSsaFkpwej8g6zMGPtyZ3475Gl+CJ3BXKrCy3bkkLika7rbrUhrwwZnUM7omt4Z0+FS9QilggEsEEd+mB6j7vwzqFPUGWugQwZAgpkScYVSVm4KeVKb4foMCEEiuvKUC/MiNVGQiO791f818JNOFCZ2+I2BQI7yg9g/cmdGBnb361xeJLRbLJjLwlGxZ79zjhWXYzC2lPQa8LQNbyjRwa1KjVWIKfqBIIkNXrqUhz6fdlZdggv7l2AU0YDVJIMIQTez/kWmdF98EjaLQhTB+MvXW/CjJ2vobq+pknDXBkytLIGD3S/jYN3tSP+WiLARCDAjYwZhKFR/bDx1A4U1p5EuDoMw6IzoG+HwxEvL9iET3N/Rl51w0hr4eoQXJE0Ejd3vshtxfNLC9ZZLSIHGr7wlxWsa1eJQFV9LbaW/olacx1SQuPRIyK5ycMqRhuJYFlrs27bLMzoHGbf/Bb7Dbl4++Ai7DEcsazrGBKDe867EiNj3TOo1ak6A+Yc/BprindAOf3ZRahDcV3KOFyXfEGrE3UdqTqBGTvnol5pKO05uzRoQ8luPLv7fbzU769IConHq/0ex5fHfsSq4o2oF/VQSTJGRA/CtcmXomMrgwqRb2EiQH5LI2swMmaQt8NwysdHluGjI0ubtOetrK/B57krsLPsEF7OuB9BKo3Lr1tcV2qziFyBgqLa1nto+AJFKPj4yDIszPsVdWe9zaeGJeLRtJvQLaITAECrCsLFCZn47vgqy0P0bBIkhKmDMTKmf6vX/LMiD9O3/xv1Sn2T9fk1J/H07g8wo9ctGBfv2t9Ng6kKD237F4pqy5rEX1FfjfcPf4eTdWWY2j3b5jk+z/0ZiqJYaSMhsL3sAHaVH0bfyK6IC47GX7vdgnvOux6V9dUIU4ciSHb97yL5p/z8fDz22GP48ccfUV1djW7dumH+/PkYPHgwgIZS0JkzZ+K9995DWVkZRo4ciblz56J79+52X4NtBKjdy60qxEdHlgJo3j1HgcBuQw6+O9Fy10pndWil5ESChA5BOrdc29XmHVyM/x79qUkSAABHqwrw8La3cLSqwLLups6XIjk0AfI5XalkyJAlCX/rebtdD7u5BxahXqlvMaEAgH8f+BrGc5IEZ32ZtxJFtaVWx9BYkr8GOZUnrB5vFgpWF2+H2cYYHCpJxsrirU3WaWQNOgTpmQS0Y0JITi+OKC0txciRI6HRaPDjjz9iz549+Oc//4kOHTpY9nnllVfw5ptvYt68ediwYQPCwsIwfvx41Na2PuJsIyYC1O79eGK9zaJcAeCb/DVuufZFCcNt9ioWELgoYZhbru1KJ2pOYlH+by1uUyBgVOrx8ZEzg+OEqUPwSsbDuDZ5PHTqMAANSc+w6L54LeP/MCiqt13X3GXIsZoEAA1v6RtKdjt4N7Z9f3ydzWuqJBnLCjZa3W5STKhvpQGoEAKVNgYKovZJgeT04oiXX34ZycnJmD9/PoYOHYrU1FRcfPHF6Nq1K4CG37M33ngDTzzxBCZOnIh+/frho48+wvHjx7F48WK7r8NEgNq9vOoiKML62xkAHK8pccuId1nxw5AUEtdiy3AZMrqGdcLoWN/vgrmicGuzt/uzKVDwW/EfqKk/0y4gVB2CW7pcho+Hv4jPMl/BVyNfx997341uESl2XbOotqzVfWRIKKwttet89jAp9TDUV9ncRxG2q3O0chB0mrBWriQhKTimDRESnfHNN99g8ODBuPbaaxEXF4cBAwbgvffes2zPyclBQUEBsrKyLOv0ej2GDRuGdevW2X0dJgLU7oWqg23OtQAAwSqNW1pnh6qD8XLGg8jo0KPZtqHR6Xih31Ro2kFRcKmxotV/HwUCFfXVzdbLkowwdYjDPTRaf5g2XFNvx372UksqBMu2G47Kkgx9kPXx+yVJwuWJI1tNnMYn+n5JEDnGVXMNGAyGJktdXcsNbw8fPmyp71+2bBnuv/9+PPjgg1iwYAEAoKCgobouPr5po9P4+HjLNnuwsSC1e6NjM/Br0Var21WSjAvirA/h6qwOQTo83/evyK8uwh7DYQAS+uq7ISEk2m3XdLVora7VEhOVJLt0tMQuYQnoHBqP3OpCqwX1QbIaI2Jc13NAkiRclDDkdPVAy6VIZqHgwjjbDRSvSb4AvxVvR37NyRbPc1uXCUgIbj+fP9mnLfX85x4PAMnJTQfamjlzJp5++ulm+yuKgsGDB+PFF18EAAwYMAC7du3CvHnzMHny5DbHcS6HSwTy8/Nxyy23IDo6GiEhIejbty82b95s2S6EwFNPPYXExESEhIQgKysLBw4ccFnAROcaEZ2O1LDEFqdzlSFBJamQ3en8Vs+jCAWrinZi2tb3MOm353Hz2tfw4eGfUWqstCuOjqFxuChhOC5KGNaukgAAyIofbHMcdBkyzo8dgBCV1mXXlCQJ93S90uZ1b+k8HmHqYJddEwCuTb4AIaogK9U5EoZG9UK6PtXmOcLUIXh9wEO4JHEYNNKZ96mE4GhM73kjbu483qUxk3/Jy8tDeXm5ZZkxY0aL+yUmJqJ376btbXr16oXc3IaxSxISEgAAhYWFTfYpLCy0bLOHQ4mAp1owEjlCJavwcsb96H56OFuVJEMtqQAAEZpQvNTvPqSE2e6vXa+YMXPn//CPHR9j66mDOFlnwNHqInxweDluWfcaDlfaX8zWHsUFd8D1KRe2uE2GjBCVFrd2cf3DbVh0bzyVfjv0p6fSlU4Xt2tlDe4673LcYCWmtqhXzNhTnoeCmnI80+cudAqJgSIARZEgRMO1x8UPwlPpt9tVjaTThOGhHtfjixHPY87Av+G9ITPw4dAnML4dNA6ltnFV1YBOp2uyaLUtJ9gjR47E/v37m6z7888/0blzw2iUqampSEhIwIoVKyzbDQYDNmzYgMzMTLvvy6GqgbNbMDZKTT2TOZ/bghEAPvroI8THx2Px4sW44YYbHLkckd06BEXgzYEPYY/hCDaU7EG9MKN7eCeMiu1nV93157m/YWVRw5C4Z7coVyBQYarFo9vn4/ORj7VY6uAv7ky9FBHqEHxydDmqzGcS9166zni453XoGBrrluuOjs1AZnQfbDq1F4W1p6DThGN4dG+EuqgkQAiBL/PWYsHhX1FyunRHgoQQVRCqzQ1fwGpJxkUJGfhLtyscHnwqVB1sGWOB/Jurqgbs9fDDD2PEiBF48cUXcd1112Hjxo1499138e677wJoKFWbNm0ann/+eXTv3h2pqal48sknkZSUhEmTJtl9HYcSgW+++Qbjx4/Htddei1WrVqFjx47461//invuuQdA6y0YmQiQO0mShHR9aqvFuucyCwVf5P5mtYhagYKC2lKsP7kPI2Nb7xbXXkmShOtSxmFSx9HYUX4INWYjUkLj0bmV0hRXUMsqZMb0ccu55x5cho9zVjZZJyBQfdbsgPVCwU8Ff2BP+TG8N+yviNCEuCUWat+EkyMLOpoIDBkyBIsWLcKMGTPw7LPPIjU1FW+88QZuvvlmyz6PPvooqqqqcO+996KsrAyjRo3C0qVLERxsfyLtUCLQ2IJx+vTp+Pvf/45NmzbhwQcfRFBQECZPntymFox1dXVNWkwaDAZHQiJyWmFtGUqMFTb3UUky/ig7YjMRMCr1+CF/K77O24D8mhJEqENwSdIAXJuSiWht+xmyOUilweCoNG+H4RJ5VSebJQHWmIWCvOqT+O+RVbi/+yXuDYzITpdffjkuv/xyq9slScKzzz6LZ599ts3XcKicU1EUDBw4EC+++CIGDBiAe++9F/fccw/mzZvX5gBmzZoFvV5vWc5tTUnkbvbm6Lb2qzUb8eCm9/HSnkU4UHEcVfV1KKgtw0eHV+Lm399ATmWRK0IlB313fLND1TkKBBblbWh1XAoKTAKAEE4s3r4BKxxKBNzRgnHGjBlNWk/m5eU5EhKR0+KDIxEfHGlzH7NQMDCqq9Xt7xxYjh1lRwE0/WNXIGCor8Xj2z52y4BGZNuJmlKH/90r6mtQVW99QiUKXJ4eWdBTHEoE3NGCUavVNmtBSdQWtWYTvjm2BX/Z+D5uXPMWHtv2KdafPNjqg0CWZNyQMsbqdpUkIyU0FkOiWp7Eo9ZsxOJjG60OW6sIBUerT2LrqcP23wy5hF4T6vBAUjIkBLthgioiX+VQGwFPtWAkctTJugrct+F9HKkqtkwLfKiyCD8X7ML4xH54LuNam0XE2ckjcLDyOL4/XZTcOK2sBCAqKByv9L/D6nwGR6qKUWM22oxPJcnYWZ6LQdHWSxXI9S5O7I8v8+wfalUlyRgbl+7wKIkUGDzda8BTHPpt91QLRiJHPbbtU+RVlwCAZWrYxof5Tyd24LzwONzd7QKrx8uSjMd7XYus+AFYkr8eOZWFCNcEIyu+PyYkDUK42norcpUdBWtCCL/ueuir+uhTMDImDetO7rc50RDQ0KVQhoTbUs/3SGzU/ihCguTEw9yZHgfuJAkfq7g0GAzQ6/UoLy9nNQHZZW95Pm5Z+7bNffSaECwb97hb3vTqFTMuXzkLZSbbk9l8mDkVabqOLr8+2VZrNuHlPV9j2YntaGzB0filJ0OCLEmoFwoiNWF4pt8NGBpt/zzu5H2eeGY0XqPPF49AFdr20TXN1XXYdd2rPvd8Y/kXtXubSg5DhmTzja/cVIODFYXopXf9g1gtq3BTl9F4+8DSFrerJBl99CkOJQFCCChgKYIrBKs0mNn3etzXbTzWntyHOsWEbuGJiAoKw5rihp+7hidgTFxvVgmQTY2t/5053hfxt57aPcXOvy7hxs47t6SORm51Mb7L32JpY9DYVqFzWAxe7H+TXefZW34c8w/9hl9O7IVJmJESGo0bUofhus5D+JByUkJIJK5OHt5kXdeIRC9FQ+0R2wgQ+aiMDimt1v+GqIKQGh7nthhkScY/0rNxWdIgLDm2EXnVJdBpQjA+sT/GJfRFkB0P8ZWF+zB986cAzrRvyKsuwau7f8Cqwn2YM/RWJgNE5HL8VqF2r3+HzugWHo+cqmLLA/RsMiRkpwxFiINjyDtKkiQMiErFgCjHhjgGgEpTLR7b+gUU0TSlafz/G0/m4OPDa3FnN+vdHInIvfy1RIAVkNTuSZKEVwfehEhNKOSzBuxonMluQFQX3N89y9rhPuGH/B2oM5uslmsICHx6hCPeEXmTq2Yf9DUsESC/kBIWg89HP4ivcjfi+/xtKDfVoFNoFK5JGYYJSRnQyCpvh2jTPsMJqCQZ9TYe9EW1BizJ/QNR2jAMiemCULV7SziIqCk2FiTycR2CwnB3twtsjhfgqzSyyq6mjP/YthiAhFBVECZ3G46/pp3PngVE5BR+gxD5gDFxPVts39BICEARQOPUR9VmI+buX41nt3/nmQCJ6HSJgOTE4u07aBkTASIfkBnbFd0i4qy+3UsSoCjNty08uhUHDIUtHEFEruZcEuBcQ0N3YiJA5ANkScbbQ29DSlgUAEDV2NTxdJ2k2dzyl4hKkrE49w/PBktEfoVtBIh8RHyIHgvHTMWqwn34pWAvqurrsOLEfiiKBFiZvlRAoKjW4NlAiQKUAJwalsxHawaYCBD5Eo2sQlZiOrIS06EIBYO/m4VamKzuL0FCjDbcgxESBS6OI0BEHiVLMialZNjsFWAWCq5MzvBgVETkb5gIEPmwu7uPQrhaC5XU/E1CAnBlcj/0iuR4+UQeIVyw+CAmAkQ+LCk0Ep+MuQvpkUlN1gfJKkzumonnB0x0+TXrzPUorKlAdb3R5ecmatec7THgo1UDbCNA5ONSI2Lw2dh7sL+8APsNhdDKamTGngddUIhLr3Oi2oA5e37DoiM7UKeYoZIkXNwxDVN7j0bPSPdN2ETUXnBkQSLyqp76BPTUJ7jl3MeqypD983yUGathPv1tZRYCP+Xvwy8nDuDjsbdgYEwnt1ybiLyLVQNEhJlbfmySBDQyCwGT2Yz/27AYiq++zhB5CAcUIiK/dLy6HKsLDjVLAhopEMirKsO7+9Z6ODIiH9NYz+/M4oOYCBAFuJyKktYbMwvg1T9W4l87V3siJCLyICYCRAEuRGXHdManX2Te3L0G6wqPuDUeIl/V2FjQmcUXMREgCnD9opIQow2zuU/jF5hKkrHgz80eiIrIB3EcASLyR2pZxpTeo61uP/MWI8EsFGwryfdIXPbYX1aMebvX462dv+PX/IMwK9anciailrH7IBHhlm6DUGqsxpu7VzcpvrQMaHhWIydbQx57SnldDR76/RusOn4YsiRBhoR6oSApVIe3x1yFjJik1k9C5CDONUBEfkuSJDyYPgZ3dh8O6awvK6FIgJDR2EhAJcm4sGM3L0XZwKwouOPXL7DmRA4AQBEC9aKhJKCgpgI3/fwJjlaUejNE8md+Vi0AMBEgorPcnTYcIeogyELVJAHA6f8nAbit+2BvhQcAWH3iMLadPN5id0dFCNSZ6/GfvRu8EBmRaz399NOQJKnJkpaWZtleW1uLKVOmIDo6GuHh4cjOzkZhYaHD12EiQEQWcSHh+M+Y6xCs1uDsQkxZkqCWVXhz5FXoro/1WnwA8O2RvS1OwtTILAQW5+z2YEQUKLwxoFB6ejpOnDhhWdasWWPZ9vDDD+Pbb7/FwoULsWrVKhw/fhxXX321w9dgGwEiamJYXGesvuKvWHh4B34vyIECgcExnXBDtwGID4nwdngoN9ZaHfyoUZXJCCEEJBsJA5HDnC3ib8OxarUaCQnNhxYvLy/H+++/j08++QTjxo0DAMyfPx+9evXC+vXrMXz4cPuv4XhYROTvOmhDcW+v4bi3l/1fJp7SJaIDVJJkMxnoGKZnEkBu0FhB5szxgMFgaLJWq9VCq9W2eMSBAweQlJSE4OBgZGZmYtasWUhJScGWLVtgMpmQlZVl2TctLQ0pKSlYt26dQ4kAqwaIyCohBKpNRp/qlnd9twybSYAMCTf3GODBiIgck5ycDL1eb1lmzZrV4n7Dhg3Dhx9+iKVLl2Lu3LnIycnB6NGjUVFRgYKCAgQFBSEyMrLJMfHx8SgoKHAoHpYIEFEzpbU1eHfXRnyy/w+UG2uhkVWYeF4v3N9vGLrqo70aW4/IWNzbexje3dO8QaBKktAzMg639RzkhcjI77moaiAvLw86nc6y2lppwIQJEyz/v1+/fhg2bBg6d+6ML774AiEhrpuGnCUCRNTEyZoqTPzuI7y7ayPKjbUAAJNixqJDu3HFNx9he/EJL0cIPD7gAjw75GIkhp5psxCsUuOm7gPw2UU3I1Rtx7DJRI5y0ciCOp2uyWItEThXZGQkevTogYMHDyIhIQFGoxFlZWVN9iksLGyxTYEtLBEgoiae3/gr8isNLU5JXGuuxwMrv8Gqa+6F7MU6eEmScGvPQbi5x0AcLD8Jo9mMVF0UwjRMAMh/VVZW4tChQ7j11lsxaNAgaDQarFixAtnZ2QCA/fv3Izc3F5mZmQ6dl4kAEVmU1tbgu5x91qckFgJ5leX4/fhRjO7YxbPBtUCWJPSI9G53Rgogzk4l7OCxf/vb33DFFVegc+fOOH78OGbOnAmVSoUbb7wRer0ed911F6ZPn46oqCjodDo88MADyMzMdKihIMBEgIjOcqi8xDJKnzWyJGHvqSKfSASIPMnZGQQdPfbYsWO48cYbUVJSgtjYWIwaNQrr169HbGxD8jt79mzIsozs7GzU1dVh/PjxePvttx2Oi4kAEVkEq1r/ShBCIFjNrw4id/vss89sbg8ODsacOXMwZ84cp67DxoJELnao7BTWHs/FwdISb4fisF5RcYgPCW91v3HJXT0QDZGP8dNpiJnWE7nIpoJjeG7dr9hRfKYPb+/oODyReQFGJKV4MTL7qWQZUzKG46n1P7e4XZYkXJ6ahk7hepdcTxECq/Jy8MX+ncivNCAhNBzZPfvgwpSuUMt8TyEf4+E2Ap7CRIDIBdYfz8Mt338B5ZyUf29JEW75/gvMvyQbY5NTvRSdY25NG4CC6kq8vWM9VJIEAVim+R2TlIqXR15i8/j8CgM+37cTf5aeRIhag/FduiGrS7dmD/ba+nrc99NirDqWYxkpcJck4aejBzE0oRPmT8hmLwAiD2AiQOQkIQSeWPMTFCGaJQKiYQf847efsPpG73a5s5ckSXh00Bhc170vFh7YidyKMnTQhmBi194YGJtkc+jej3dvw8zffwHQ8O8iSxIWHdiDbpFR+O/l1yIh7Ey//xfXr8Rvx44AgKWXgnL6v5sL8/GP35bjjXGXuekuiRwniYbFmeN9ERMBIiftKC7AwbJTVrcLAMcqDdhUcAzDEpM9F5iTuug64JFBY+ze/9fcw3hyzYom6xof8Dnlpbj9h6/wwzWTIUsSyutq8dm+Hc0Sp0aKEPjm0F7MGDYW8WGtt1kg8ggvTDrkCayEo4Czr6QY72zbiH9vWY/VeUcsb6FtlV9paH0nAMcqyp26jq+bs22D1RIPsxDYd+qkpQRgc0E+jIrZ5vkUIbD+RJ6rwyRqu8Y2As4sPoglAhQwympr8MDy7/DbsaOQJQkSGh5QKTo95o6fiPSYuDadt0OwfWN+RwWHtun87UGl0YjNBfk291HLMlYcPYSxyakwtzJWQSNfmuyIyF+xRIACQr2i4LbvvsTa/FwADW+bjcXW+RUG3LDksza/sQ9J6ITYkDCb+0RqgzGiY/voOdAWplbe7gEAAjCaG/brF5tgV3uJAfFJzoZG5Dp+2n2QiQAFhF+OHsaO4sIWh841C4Fqkwkf7NjapnOrZRmPD7Ndl/7IkNHQ2jFYjyspQqC8thZ15nq3X0uvDUZ8qO1kyCwUS6lLQlgELunSHSoryYBKkjC6Y2ek6ju4PFaiNmMiQNR+fXtwn803ULMQWLR/d5vPn92jD14aMx4Rp7u7NV4rVK3BsyMvxM29+7f53I4y1NXilbW/YeB/5qD/f+Ygfd6buP/Hb7CrqNBt15QlCZP7DIS1f2EJQLBajUnde1vWPT/6IpwXGQXp9HbLuSChY7gOr51/qdviJaIz2EaAAkJZbU2rjQIrTEanrnFDWj9M6tYLPx89hIKqSsSGhuGizl0R6sG+8GW1Nbjmq89wpKzUUvphFgLLDx/EzzmH8MHlV2F0She3XPvufoPxe/5RS/VL47+2SpIgQcJbF16BiKAz061GBYdi8aRb8Nm+Hfh07w4UVlciNiQU1/Xsixt7ZUCvDXZLnERt5qe9BpgIUEDoou+Atfm5VmfVA4CO4TqnrxOs1uDyrmlOn6etXlv/e5MkoJFZCEgCeOin77H+jr8gSKVy+bWDVCrMn5CN/+7ZjgW7tuGooQwaWcb41O64L2MI+sY2nSP9z5KTOFJehj5RCVh6zUCOJEi+jyMLErVf1/fqi493b7e6XQJwa5/+ngrHLaqMRny5d7fVZEdAoLS2Fj8dPojLu/d0SwxBKhXu7DsId/YdhHpFaSgNOKdKZmdRIZ74dTl2nFVVERsair9ljsJ1vfu6JS4iso4pOAWEPrHxuL3PgBa3qSQJ6THxuLl3hoejcq08Q3mrDQPVsoz9JSc9Eo9alpslAXuKi3DdV59hV3FRk/XF1dV4bMVP+PCPtjXYJPKExpEFnVl8ERMBChgzR43DzJHjEHdW6/ZglRq3pPfHZxOvR4hG48XonGdP/EIIhHhxCuGXfl8Nk9lstb3GS7//hgpjnYejIrKTn/YaYNUABQxJknBHv4G4rU9/HCgtgUkx47zIKL+Z2CZFp0fXyCgcLjtl9fvGLAQuOq+bR+NqVFRVid/yjtrcx2iuxw8H/sT16awiIPIUlghQwFHJMtKiY9E3NsFvkgCgIdF5cOhwq0mASpKQ1aUrukdFezSuRoVVVa3uo5JlFFRWeCAaImrERIDIj1zZoxf+PnIsZEmCLElQSRLUUsOfeWbHZMy+2Ht986NDWh+K2awoiGllYCIib5HgZBsBb9+AFawaIPIz9wwYjCu698TCvbtxtLwMEUFBuLx7TwxMsD2FsLslRegwOLEjthYct9pGQCXLuLRbDw9HRmQndh8kovYiITwCDwwZ7u0wmnl85Gjc8PUXEKKhO+O5HhgyHB3sKDkgItdh1QARecygxI5YcGU2OukimqwP1Wjw2IjRPpm8EFmw1wARkfNGJKdg5W13Y2P+MeQayqALCsaYzl0Q2s67b1IA4BDDRHQuk9mM/HIDVLKMjnqdXVPrUsMkRcM7JWM4kr0dClHAYyJA1AZGsxlz123Ef7dtR2lNLQCgk16He4cOxo39+3m1UR4RuYezowP66siCTASIHGQym3HfV0uw5uhRnN34Pb/cgKeW/4JDp07hyQsv8F6AROQerBogIgBYsmcffjvSfIS8xr/xBVu248revZCRmNBsHwA4WlqGBVu24fu9+1Fjqkf3mGjcMjADV/ZOg4oz8BGRh/Fbh8hB/9v2B+SWSv4FAKWh+O/x73/CroLCZrtsyjuGyz74GP/b+gdKqmtQbTJhZ0EhHvl+GaYu/g71iuL2+Imojfy01wATASIH5ZwqhXL2H/RZCQAACAEcPFmCqz78BA8s+g519Q0zAtaa6vGXr7+F0WxuMlVw4+A6Px84hA83cfY9Il/F2QeJCAAQFtS8m5t01n/PLixY9udBPLv8VwDAj/v/RHltrdVR9QSABVu2Wd1OROQOTASIHHRFrzSoGnsFtFLcJ4TAlzt2o6iyEtuPF0DdShuAExWVOFVd7bpgich1GocYdmbxQU4lAi+99BIkScK0adMs62prazFlyhRER0cjPDwc2dnZKCxsXldK1F7dNmgAQjUay5gBrf1pK0Jg1aEjULfYsKA5Nhgk8lFsI9DUpk2b8M4776Bfv35N1j/88MP49ttvsXDhQqxatQrHjx/H1Vdf7XSgRL4iSReBj2+4BnHh9s2SJwGora/HqNTONhsDyhLQKy4WkcHBLoqUiFzJ220E3PXy3aZEoLKyEjfffDPee+89dOjQwbK+vLwc77//Pl5//XWMGzcOgwYNwvz587F27VqsX7++LZci8kl9EuKx8r67MGvCxa2WCAgAPWJjMCa1C1I7dDhTrXAORQD3DhvsM4MRCSGw43gBftp7AJtzj8HMHg1EXuPOl+82JQJTpkzBZZddhqysrCbrt2zZApPJ1GR9WloaUlJSsG7duhbPVVdXB4PB0GQhag/Usoxr+6Ujq3tXqw93WZLQJSoSQ5M7QiXLeP+6SYiPCAdwpkqh8dipI4bhit5pngi9VetycnHp3AW49v1P8cCX3+HmBQsx7s338cPu/d4Ojch7vFQ14O6Xb4cHFPrss8+wdetWbNq0qdm2goICBAUFITIyssn6+Ph4FBQUtHi+WbNm4ZlnnnE0DCKf8dTF47CzoBDFlVVNugWqJAlatRqzr7zU8pafEhmJZXdPxnd79+PHfQdQZTSiZ1wMbuzfD73iYr11C02sP5KHuz75GorS9FuroKISD3/9A0xmBRP79fJSdERe5Gzx/uljz33h1Wq10Gq1Vg87++X7+eeft6xv7eV7+HD7ZvN0KBHIy8vDQw89hOXLlyPYRfWYM2bMwPTp0y0/GwwGJCdzIhJqPxIiwrHo9pvw7vrN+OKPnagymqBRybiiVxruyxyC86KjmuwfotHg2n59cG2/Pl6K2DohBF5YthJCCKsvLy/+tBIT0nsgSKXyaGxE/uLcZ9zMmTPx9NNPt7ivq1++W+JQIrBlyxYUFRVh4MCBlnVmsxmrV6/Gv//9byxbtgxGoxFlZWVNAissLERCQsvDrbaWCRG1BzFhYfj7hWPx2AWjUWU0IkSjgaYdPij3F53En0Unbe5TVlOL3w4ewYU9u3ooKiIf4aK5BvLy8qDT6SyrrT0D3fHy3RKHEoELL7wQO3fubLLujjvuQFpaGh577DEkJydDo9FgxYoVyM7OBgDs378fubm5yMzMdF3URD5KJcvQteNW/4UVlS7dj8ivuCgR0Ol0TRIBa9zx8t0ShxKBiIgI9OnTtDgzLCwM0dHRlvV33XUXpk+fjqioKOh0OjzwwAPIzMy0u66CiLwnJizUrv1i7ew6SURt56mXb5fPPjh79mzIsozs7GzU1dVh/PjxePvtt119GSJyg94JcUiN7oAjJaVWX3witFqM6dbFk2ER+QRnxwJw9FhPvXw7nQisXLmyyc/BwcGYM2cO5syZ4+ypicjDJEnCjIvH4r5PF0NCy6Wgj2aNhlbNGcyJfIErXr4lIXxrhhODwQC9Xo/y8nK76lCI/JXJbMYPO/dj4eadOF5WgTBtEM7vmYqbhvVHoj7Crdf+5c9DeObHX1BgONMWIDIkGH+7cBSuHdDXrdcmcoQnnhmN1+j69xehcqINkLm2Fode/LvPPd+Y1hP5oMPFp3D7/C9RXFHVZP3BohJ8sGYzZl19Ca7s776+/ON6dMXYbqnYePQYThgqEB0aiszzUthlkAKbixoL+homAkQ+prK2DpM/WIiTlS3PQqgI4LGvlqJzdCQykhPdFodKlpGZmuK28xO1N55uI+ApnOaMvKLOVI+1B49ixZ5DOHKy1Nvh+JQlf+y1mgQ0kgB8uHarZwIiojP8bOZBgCUC5GFCCHywZgveW7kRhto6y/ohqZ3wzKQsdInpYOPowLB898FW9xEAVu3PcX8wROT3WCJAHjX7pzX459LfmiQBALD1SD5unPcZ8kvLvRSZ76g2muzar14xuzkSImrCS5MOuRsTAfKY/NJyvL96c4vbzEKgsq4O837d4OGofE9aYgzsmYm4T1K8+4MhIovGNgLOLL6IiQB5zJJteyHbeMKZFYFvt+9Dnaneg1HZTwiBLUfy8b/ft+GLDTtQUF7hluvcMCQD9nTqvSVzgFuuT0SBhW0EyGMKDZUN0/HaeMoZzWYYamoRqwn3YGSt23e8GI989gMOF51C4y3IkoTL+qdh5lUXIiRI47Jr9U6Kw5QLhmPOr9bnE792UB9M6NPDZdckIjuw+yCRc2LCQ2F9ctsGallGRIhvTdpz7FQ5Jr/7BWrqGuruG/MYRQh8v30fyqtr8PbtkxqSHBeZOi4TXWOj8NYv65BzVq+KTpE6TLtoJC7t29Ol1yOi1vlr90EmAuQxV/Tvhbk22gCoZAnj+/RAsMa3fi0/WLUZNUYTzC2UZChCYPX+I9h69DgGdeno0utO6NsTE/r2RGVtHcxCQBes5cOfiFyObQTIY7rEdMB1Q/qipUeZLEnQqtW4f9wwj8dlixAC32zdA7NiPZVXyRK+27bXbTGEB2uhDwlmEkDkbew1QOS8J68ch7vGDEaQuulQtV3jovDRPdfhvNgoL0XWMpNZQU0rjRcVRaC0qsZDERGR1/hpIuBbZbDk91SyjOnjR+PuMUPw+8GjqDHWo2tcFPp1SvDJN94gtQodQkNQWm39QS/LEpIifWcCESIiRzARIK/QhQRjQt+e3g7DLtcO64v/rNwExUpvB7MicPWQdA9H5TpCCOzILcDWw/mQAAztnozenThGAdG52FiQKEBNHj0IP/yxHyfKDC22Fbh5RH90i4/xQmTOyz9VjocXfIe9x4osYzwoQiCjcyL+OflyxOt9qxsnkVex+yBRYIoMDcb/7r8es75diZ92HrCUDESGBuOusUNwx5hBTl9DCIFNB49h3f6jqFcUZHRJxNj086A5Pe2vogj8vOMAPvv9DxwsKEFIkBrj+/fAjaP6I7FD26olNhzIxUMffNMwpLFoSAAaW3LuyivAnW8vxMLptyBU67oxEojaNSYCRIErJiIM/7zpMpysqMKholMIUquQ3jG+WaPHtjhRasDU/yzBgRMnoZYb2u8uWLkFsbow/OvOK9GrUxz+/r+l+HHbfsiSBEUIlFUBH63cii/W7sA792Ujo4v90xGXV9Xi4Q+/xeZDxwA0fDdJp//b+INZEcg9WYbvtu7FdZn9nL5HIvJd7DVA5ICYiDAM65qMAZ2TXJIE1BrrcffbX+JwYQkAoF5RUK8oAICSimrcM/dLvPPTBvy4bT8ANGmnoAiBWmM9Hnx/CYz19g3LrCgCU/6zCNty8i3rmjXRFGfWf7vZfd0iidobzjVARC63dPt+5JWUt9j2QBECtaZ6fLxqq9XjFdHQdXH5Hwfsut7Gg7nYcbSgxeudmxAIAGXsFkl0hp92H2QiQORFy7b/aXOmQbMiUFVntHkOtSxjW85xu663/I8DUMnW/+wtoYiGgZI6x0badV4iar/YRoDIiypr6+yaabA1th7uZ6uqM0G0csHG9gJmRSB7WF/ngyPyE/7afZAlAhQwyqtqUVBaAVO92duhWHSNj4ZKtl4k0DD0sqrFYZkb1SsKhvdIset6XWI72NzeWHopScAFfbpibO/z7DovUUDw06oBlgiQ31u/7yjeXboBWw81NJALCw7C1Zl9cM8lw6AL9e5Mh9dk9sXXG3ZZ3a4IgcsG9bK6j0qWkBAZgTG9U+263qRh6Zj3k/XpjQFAq1bh9nGDcd9FwyDbSFKIyD+wRID82veb9uL+OV9j++EzdehVtUb8b+U23D77cxiqa70YHdAnJQG3jR0IoHljPUmSMCqtC/6RPQ63X9AwVkFj6YF0eokKD8Xb915ld9VAQmQE/u/KMafP33SbLElIjeuA5U/djamXjLCMYUBEp7FEgKh9MVTX4tlPf274+zunXlwRAkeKSvGfZRsx/aox3gnwtP+7cgy6xEVh/q+bkXeyDAAQFR6CG0f1x53jhkCjVmH6FWOQ1a87PlyxGXvyCqFVq3HZ4F64aWx/hAdrHbrerWMHIj4yHO8t34j9x4sBAOHBQcge3hd/uXg4woKDXH2LRH6hMQF35nhfxESA/NaPm/fDaGPmQEUR+GrtTjxwxUhoXDAmQFtJkoRrMvsie3gfFJRVwKwoSIjUQa0685Z/qqIa//lhA9bsyrG8VLzz7Toczi/BEzdeiPAQx5KBizN64OKMHigqr0SdqR7xkeEIUvPrgCgQ8S+f/FZO4SmoVDLqzYrVfapqjSipqEZChwgPRtYySZJaHC64utaIu2cvRG5xaZOSRUUILN/2J/JLyvHB9OvaVJQfx7kEiOznp0MMs40A+a1QrabVrnIAEBLk22PpL1m/G0cKT7U86JAisOtIAVZsO+iFyIgCC0cWJGpnLuzfrcWHZyNZkjCoWyfow7zbc6A1S9bttrldliQsWWe95wERuYifNhZkIkB+Kz0lAZlpna12gRMQuPeSYR6OynHF5VU2vz8UIVBcXuWxeIjIvzARIL/26p2XYdjpwXZUsgy1SoYEQKtR44XbJmBYT/sG4vGmuMhwm62NZUnyiTYORAHBz0oDACYC5OfCQ7SYO+Vq/O+RGzH5wkG4ZmQ/PH7tOPz8wr24dHCat8Ozy1Uj+rRaIjAxM91j8RAFKk+3EZg7dy769esHnU4HnU6HzMxM/Pjjj5bttbW1mDJlCqKjoxEeHo7s7GwUFhY6fF/sNUABIT0lAekpCd4Oo02uGN4bX63ZiUMnTjZr8yBLEvp3TcIFGd28FB0RuUunTp3w0ksvoXv37hBCYMGCBZg4cSK2bduG9PR0PPzww/j++++xcOFC6PV6TJ06FVdffTV+//13h64jCXuaVXuQwWCAXq9HeXk5dLrmXamIApGhuhYvfrYCy7cegHL6T1atknHFsN545JrzEaL17Z4PRO7iiWdG4zX63PMiVEFtb1xsNtZi13t/dyrWqKgovPrqq7jmmmsQGxuLTz75BNdccw0AYN++fejVqxfWrVuH4cOH231OlggQtQO60GC8dOdlmH51JXYfLYAkScg4LwkdwkO8HRpRwHDV7IMGg6HJeq1WC63W9qBgZrMZCxcuRFVVFTIzM7FlyxaYTCZkZWVZ9klLS0NKSgoTASJ/FhcZjrhIVgMQtWfJyclNfp45cyaefvrpFvfduXMnMjMzUVtbi/DwcCxatAi9e/fG9u3bERQUhMjIyCb7x8fHo6CgwKF4mAgQERHZw0UjC+bl5TWpGrBVGtCzZ09s374d5eXl+PLLLzF58mSsWrXKiSCaYyJARERkB1dVDTT2ArBHUFAQunVrKAUcNGgQNm3ahH/961+4/vrrYTQaUVZW1qRUoLCwEAkJjjWMZvdBIiKidkJRFNTV1WHQoEHQaDRYsWKFZdv+/fuRm5uLzMxMh87JEgEiIiJ7eHjSoRkzZmDChAlISUlBRUUFPvnkE6xcuRLLli2DXq/HXXfdhenTpyMqKgo6nQ4PPPAAMjMzHWooCDARICIiso+HE4GioiLcdtttOHHiBPR6Pfr164dly5bhoosuAgDMnj0bsiwjOzsbdXV1GD9+PN5++22Hw2IiQEREZAdXtRGw1/vvv29ze3BwMObMmYM5c+a0PSgwESDyiOPF5fj6lz+wZnsO6s1mZHTviGuy+qNXary3QyOiAMdEgMjN1u3IwSNvfAOzokA5PUTw8aJyfPfbbky7aSxuvGSQlyMkIrt4uGrAU9hrgMiNSsqr8Ni/vkW92WxJAgBY5gx445NV2Lovz1vhEZEDJCGcXnwREwEiN/pm1S6Y6s2w9vevkiV8tmyrZ4MiIjoLqwaI3Gjz7lzLJEEtMSsCm/ewRICoXfDTqgEmAuRStUYTjEYzwkO1kGXJ2+F4nT1/9z5aWkhE5/B0rwFPYSJALvHHvmNYsHgD1v9xBAJApC4E2Rf1x82XD0FIcOBOkTuoVzK27TtmtVRAJUsY1Cu5xW1ERJ7ANgLktF82/Im/PvsFNuw8ankDLjPUYP7X6zHluc9RU2vyanzeNPH8PlCpZFgrGzErAjeMH+DRmIiojYQLFh/ERICcUlldh2ff/hFCiCat4gFAEQL7jxThoyUbvBSd98VEhuOlB6+AWi1DdVZVSeP/f+CGMRjcO8Vb4RGRAxqrBpxZfBGrBsgpy9bshdFYbzXRVRSBr3/+A3ddMwJqVWDmnaP6n4fPZt2Or1b8gTXbD6PerKBf9yRce1F/9Oma6O3wiCjAMREgpxzKOwmVSka9WbG6j6GyFuUVNYiODPNgZL6lU3wkHrppLB66aay3QyGitmKvAaLmgoPUdv1uB2lUbo+FiMid/LXXQGCW1ZLLjBnSDWYbpQGyLKF/WidEhAV7MCoiIjdgY0Gi5jJ6dkTf7klNGsKdTVEEbr9qmIejIiIiezERIKdIkoRX/jYRaeclAABUqobW8ZIkQaWS8fd7L8awfl28GyQRkYv4W48BgG0EyAUidaF479kbsXVPHn7deAC1dSZ06RiNy8amo4Mu1NvhERG5hhDODQXqo8OIMhEgl5AkCYPSUzAonX3iiYjaEyYC7dz+Q4X4+oet2LXvONQqGSOGdMWkS/ojPlbn7dCIiPyKv/YaYCLQjn22ZBPmzF8JlUqC2dzwG3bkWAm++HYLXv7HVRic0cW7ARIR+RM/HUeAjQXbqa07czFn/koAsCQBQEMrfZOpHjNeXITS8movRUdERO0FE4F26otvNlvtsicEUGc04/ufd3o4KiIi/yUpzi++iIlAO7V1Zy7MivVyJiEEtu486sGIiIj8HAcUAmbNmoUhQ4YgIiICcXFxmDRpEvbv399kn9raWkyZMgXR0dEIDw9HdnY2CgsLXRo02dcLxUd7qhARkQ9xKBFYtWoVpkyZgvXr12P58uUwmUy4+OKLUVVVZdnn4YcfxrfffouFCxdi1apVOH78OK6++mqXBx7oMtI7QbZSNQA0dOcb0CfZgxEREfk3TkMMYOnSpU1+/vDDDxEXF4ctW7ZgzJgxKC8vx/vvv49PPvkE48aNAwDMnz8fvXr1wvr16zF8+HDXRR7grr9yMDZszWlxmyQBGrWMyy/q5+GoiIj8mJ8OKORUG4Hy8nIAQFRUFABgy5YtMJlMyMrKsuyTlpaGlJQUrFu3rsVz1NXVwWAwNFmodUP6d8G9t4wG0DCsbyOVLEGtUuH5xyYhKoCn/SUicjWWCJxDURRMmzYNI0eORJ8+fQAABQUFCAoKQmRkZJN94+PjUVBQ0OJ5Zs2ahWeeeaatYQS0W68Zjv59kvH191uxa/9xqFUqjBzSFVdN6I+OiR28HR4REbUDbU4EpkyZgl27dmHNmjVOBTBjxgxMnz7d8rPBYEByMuu27dU3rSP6pnX0dhhERP7PTwcUalMiMHXqVHz33XdYvXo1OnXqZFmfkJAAo9GIsrKyJqUChYWFSEhIaPFcWq0WWq22LWH4jVOnKlFXV4+YmAhoNCpvh2NTfb0ZJ09WQq2RER0VDkmy3mCRiMifcIhhNPRNf+CBB7Bo0SKsXLkSqampTbYPGjQIGo0GK1asQHZ2NgBg//79yM3NRWZmpuui9hO/rfkTH3+yFgcONnSvDAvT4orL+uO2m0cgJCTIy9E1VVdnwv8+XYfF325DRUUtACC1SwxuuTET4y7o7eXoiIiorRxKBKZMmYJPPvkES5YsQUREhKXeX6/XIyQkBHq9HnfddRemT5+OqKgo6HQ6PPDAA8jMzGSPgXN8tWgz/j13RZM36qqqOnzx5UZs23YUs1+70WeSAaOxHo/M+AK7dudDnNXq9cjRk3hu1rc4UVCOm29kokdEfo69BoC5c+eivLwc559/PhITEy3L559/btln9uzZuPzyy5GdnY0xY8YgISEBX3/9tcsDb8+Kiw14+51fAKDJgxVomCvgwMFCfPn1Zm+E1qJvvtuGXbuPNYu18cf/zF+NY/mnvBAZEZHneLrXgKcG8XMoERBCtLjcfvvtln2Cg4MxZ84cnDp1ClVVVfj666+ttg8IVD8ssz0HgCIEFn+ztdmD11sWLdlqM5GVZQnf/7jDcwEREQUATw3ix2mIvSAvr/W351OlVaitNXm9ekAIgeMnymzuoygCuXklngmIiMhbPNxrwFOD+DER8IKQEM3ptgHWfytkWUJQkPc/HkmSoNWqUVdXb3UfWZYQ6qWEJS+3BEsWb8GmTYehKEBG/2RMumowunWL90o8ROS/XNVr4NyB8+ztPefoIH72JgKcfdALxo7uCbPZ+nyUKpWEUSN7NBkx0JvOH5MGlcp6N0FFERg7uqcHI2qwetU+3HXne1iyZCuOHSvF8eOl+GnZTtx3zwf49putHo+HiMgeycnJ0Ov1lmXWrFmtHuOqQfxa4v1XzgA0cEAX9EpLxP4/C6CcM5VwQycCCTdd7zu9LK6/dih+WbkXiqI0a7egUknonBKDzOHdPBrTiRNleP65JTCbm8bT+PMbs5ehe48EpKUleTQuIvJjimhYnDkeQF5eHnQ6nWW1PaUBrhrEryW+8coZYGRZwqznr0V674YRAVUqGWp1w0cRGqrFC89cjZ49fKeBZWqXWLz8wrUID2/4ZVWrZEtpRfduCXj1pes9Xnrx7TfbbDamVKlkfP2V7/S8ICI/IFywANDpdE2W1hKBxkH8fv31V6uD+J3N1iB+LWGJgJfodSH41z9vwt59J/D7ugMwGuvR9bw4nD8mDcHBGm+H18yA/p3x5adTsGr1fvx5sABBGjWGD+uKPukdvTK64NatR5qVppzNbFawbesRzwVERH5PgpNtBBzc31OD+DER8CJJktC7VxJ692ofxddBQWpclJWOi7LSvR0K7Mo9OPwxEbVjnhrEj4kAtUsDBnTBwQOFVksFVCoZAwd29nBUROTXPDyy4Ny5cwEA559/fpP18+fPt4zfM3v2bMiyjOzsbNTV1WH8+PF4++23HboOEwFql664cgC+XLgR1rpgms0Krs4e4tmgiMiveXrSIXsGlWscxG/OnDltjIqNBamdSkyMxFMzJ0GlkiGf1bWxsdHiw9MvQc+eid4Kj4io3WCJALVbo0b3xAcf3mMZUEgoAhkZnTHxqkHo2jXO2+ERkb/x8MiCnsJEgNq1Tp2iMGXqRd4Og4gCgCQEJCfaCDhzrDuxaoCIiCiAsUSAiIjIHsrpxZnjfRATASIiIjuwaoCIiIj8DksEiIiI7MFeA0RERAHMwyMLegoTASIiIjt4emRBT2EbASIiogDGEgEiIiJ7sGqAiIgocElKw+LM8b6IVQNEREQBjCUCRERE9mDVABERUQDz03EEWDVAREQUwFgiQEREZAd/nWuAiQAREZE9/LSNAKsGiIiIAhhLBIiIiOwhADgzFoBvFggwESAiIrIH2wgQEREFMgEn2wi4LBKXYhsBIiKiAMYSASIiInv4aa8BJgJERET2UABITh7vg1g1QEREFMBYIkBERGQH9hogIiIKZH7aRoBVA0RERAGMJQJERET2YIkA+ZsDO3LxxiOfYsr4l/F/k2bjq3d+QUVplbfDIiLyTY2JgDOLg1avXo0rrrgCSUlJkCQJixcvPickgaeeegqJiYkICQlBVlYWDhw44NA1mAgEqE//tQwPXvoafv5iAw7vzseezTl4//kluGvMczi8J9/b4REREYCqqipkZGRgzpw5LW5/5ZVX8Oabb2LevHnYsGEDwsLCMH78eNTW1tp9DVYNBKC1S3fgo1e/BwCYzWc6tgohUFVegydufhsfrnsaQcEab4VIROR7vDCOwIQJEzBhwoQWtwkh8MYbb+CJJ57AxIkTAQAfffQR4uPjsXjxYtxwww12XYMlAgHoy7krIMst/zYrikBpcQVWf7fNw1EREfm2xu6DziwAYDAYmix1dXVtiicnJwcFBQXIysqyrNPr9Rg2bBjWrVtn93mYCAQYk7Eee7fkQFGs11XJKhnb1/zpwaiIiNoBF7URSE5Ohl6vtyyzZs1qUzgFBQUAgPj4+Cbr4+PjLdvswaqBACNsJABnU8w+OhYmEVE7l5eXB51OZ/lZq9V6MRqWCAScoGANuqQlQbJSNQA0JAG9h6R6MCoionZAEc4vAHQ6XZOlrYlAQkICAKCwsLDJ+sLCQss2ezARCEBX33uB1ZIBSZYQGh6McVcP8XBUREQ+zgvdB21JTU1FQkICVqxYYVlnMBiwYcMGZGZm2n0eVg0EoKxrh2Lvlhz8+L+1kFWypRpAVslQa1R46v27ERoe7OUoiYiosrISBw8etPyck5OD7du3IyoqCikpKZg2bRqef/55dO/eHampqXjyySeRlJSESZMm2X0NJgIBSJIkPPDS9Rh6YTq+/XA1Du3OR5BWjVGX9ccVt49BYucYb4dIROSDnH2rd/zYzZs344ILLrD8PH36dADA5MmT8eGHH+LRRx9FVVUV7r33XpSVlWHUqFFYunQpgoPtf5mThPCtMQ8NBgP0ej3Ky8ubNKYgIiI6lyeeGY3XyEp9AGq57Q376pU6/Jzzls8939hGgIiIKICxaoCIiMgeikBbivebHu97mAgQERHZQygNizPH+yBWDRAREQUwlggQERHZw9mxAHyrbb4FEwEiIiJ7sI0AERFRAPPTEgG2ESAiIgpgLBEgIiKyh4CTJQIui8SlmAgQERHZg1UDRERE5G9YIkBERGQPRQHgxKBAim8OKMREgIiIyB5+WjXgl4mAsdaILct3oOJUJRJS49BnVBpkmbUgRERE53JbIjBnzhy8+uqrKCgoQEZGBt566y0MHTrUXZcDAAghsOTfS/HhU5+hqrzasj7xvDhMm3cfBmb1c+v1iYjIj/lpiYBbXpM///xzTJ8+HTNnzsTWrVuRkZGB8ePHo6ioyB2Xs/hq9neY89AHTZIAACg4Uoy/X/oCdv62163XJyIiP6YI5xcf5JZE4PXXX8c999yDO+64A71798a8efMQGhqKDz74wB2XAwBUGaox/4nPWtwmFAFFEXjv0Y/ddn0iIqL2yOWJgNFoxJYtW5CVlXXmIrKMrKwsrFu3rtn+dXV1MBgMTZa2+H3RRhhrjVa3C0Vg74YDOH6ooE3nJyKiwCaE4vTii1yeCJw8eRJmsxnx8fFN1sfHx6OgoPlDeNasWdDr9ZYlOTm5Tdc9VVAGlbr12zlVUNam8xMRUYATTlYLBFIbAUfMmDED5eXlliUvL69N54lO6gBzfevZVnRShzadn4iIAlxjY0FnFh/k8kQgJiYGKpUKhYWFTdYXFhYiISGh2f5arRY6na7J0hajrhqK4DCt1e2yLKHPqDQkpsZb3YeIiCjQuDwRCAoKwqBBg7BixQrLOkVRsGLFCmRmZrr6chYh4SG45+VbW9wmyRJktQr3vnqb265PRER+TlGcX3yQW8YRmD59OiZPnozBgwdj6NCheOONN1BVVYU77rjDHZezuPKv4xEUEoQP/vEJSs9qC9C5dydMm3cfeg3r7tbrExGRHxMCTk0h6KNVA25JBK6//noUFxfjqaeeQkFBAfr374+lS5c2a0DoDpfccQEuunUMdv621zKyYLcBqZAkye3XJiIiam/cNrLg1KlTMXXqVHed3iaVWoX+F/TxyrWJiMg/CUWBkNpevO+r3Qf9cq4BIiIil/PTqgGvdx8kIiIi72GJABERkT0UAUj+VyLARICIiMgeQgBwop7fRxMBVg0QEREFMJYIEBER2UEoAsKJqgHBEgEiIqJ2TCjOL20wZ84cdOnSBcHBwRg2bBg2btzo0ttiIkBERGQHoQinF0d9/vnnmD59OmbOnImtW7ciIyMD48ePR1FRkcvui4kAERGRj3r99ddxzz334I477kDv3r0xb948hIaG4oMPPnDZNXyujUBjHYrBYPByJERE5OsanxWeqH+vF3VtLt4HgHqYADR/vmm1Wmi1zWfPNRqN2LJlC2bMmGFZJ8sysrKysG7dujbHcS6fSwQqKioAAMnJyV6OhIiI2ouKigro9Xq3nDsoKAgJCQlYU/CD0+cKDw9v9nybOXMmnn766Wb7njx5Emazudk8PfHx8di3b5/TsTTyuUQgKSkJeXl5iIiIcOlEQQaDAcnJycjLy4NOp3PZeduLQL5/3jvvnffuv4QQqKioQFJSktuuERwcjJycHBiNRqfPJYRo9mxrqTTAk3wuEZBlGZ06dXLb+XU6nd//YdgSyPfPe+e9B5pAuXd3lQScLTg4GMHBwW6/ztliYmKgUqlQWFjYZH1hYSESEhJcdh02FiQiIvJBQUFBGDRoEFasWGFZpygKVqxYgczMTJddx+dKBIiIiKjB9OnTMXnyZAwePBhDhw7FG2+8gaqqKtxxxx0uu0bAJAJarRYzZ870el2MtwTy/fPeee+BJpDv3d9cf/31KC4uxlNPPYWCggL0798fS5cubdaA0BmS8NUxD4mIiMjt2EaAiIgogDERICIiCmBMBIiIiAIYEwEiIqIA5jeJwOrVq3HFFVcgKSkJkiRh8eLFrR6zcuVKDBw4EFqtFt26dcOHH37o9jjdwdF7X7lyJSRJarYUFBR4JmAXmjVrFoYMGYKIiAjExcVh0qRJ2L9/f6vHLVy4EGlpaQgODkbfvn3xww/ODx3qaW259w8//LDZ5+7pQVJcYe7cuejXr59lwJzMzEz8+OOPNo/xh88ccPze/eUzJ/fxm0SgqqoKGRkZmDNnjl375+Tk4LLLLsMFF1yA7du3Y9q0abj77ruxbNkyN0fqeo7ee6P9+/fjxIkTliUuLs5NEbrPqlWrMGXKFKxfvx7Lly+HyWTCxRdfjKqqKqvHrF27FjfeeCPuuusubNu2DZMmTcKkSZOwa9cuD0buvLbcO9Aw2tzZn/vRo0c9FLHrdOrUCS+99BK2bNmCzZs3Y9y4cZg4cSJ2797d4v7+8pkDjt874B+fObmR8EMAxKJFi2zu8+ijj4r09PQm666//noxfvx4N0bmfvbc+6+//ioAiNLSUo/E5ElFRUUCgFi1apXVfa677jpx2WWXNVk3bNgwcd9997k7PLey597nz58v9Hq954LyoA4dOoj//Oc/LW7z18+8ka179+fPnFzDb0oEHLVu3TpkZWU1WTd+/HiXTu3o6/r374/ExERcdNFF+P33370djkuUl5cDAKKioqzu46+fvT33DgCVlZXo3LkzkpOTW32TbA/MZjM+++wzVFVVWR121V8/c3vuHfC/z5xcK2ATgYKCghandjQYDKipqfFSVJ6RmJiIefPm4auvvsJXX32F5ORknH/++di6dau3Q3OKoiiYNm0aRo4ciT59+ljdz9pn3x7bSDSy99579uyJDz74AEuWLMF///tfKIqCESNG4NixYx6M1jV27tyJ8PBwaLVa/OUvf8GiRYvQu3fvFvf1t8/ckXv3p8+c3CNghhimM3r27ImePXtafh4xYgQOHTqE2bNn4+OPP/ZiZM6ZMmUKdu3ahTVr1ng7FI+z994zMzObvDmOGDECvXr1wjvvvIPnnnvO3WG6VM+ePbF9+3aUl5fjyy+/xOTJk7Fq1SqrD0R/4si9+9NnTu4RsIlAQkJCi1M76nQ6hISEeCkq7xk6dGi7foBOnToV3333HVavXt3qNNbWPntXTuvpSY7c+7k0Gg0GDBiAgwcPuik69wkKCkK3bt0AAIMGDcKmTZvwr3/9C++8806zff3tM3fk3s/Vnj9zco+ArRrIzMxsMrUjACxfvtylUzu2J9u3b0diYqK3w3CYEAJTp07FokWL8MsvvyA1NbXVY/zls2/LvZ/LbDZj586d7fKzP5eiKKirq2txm7985tbYuvdz+dNnTi7i7daKrlJRUSG2bdsmtm3bJgCI119/XWzbtk0cPXpUCCHE448/Lm699VbL/ocPHxahoaHikUceEXv37hVz5swRKpVKLF261Fu30GaO3vvs2bPF4sWLxYEDB8TOnTvFQw89JGRZFj///LO3bqHN7r//fqHX68XKlSvFiRMnLEt1dbVln1tvvVU8/vjjlp9///13oVarxWuvvSb27t0rZs6cKTQajdi5c6c3bqHN2nLvzzzzjFi2bJk4dOiQ2LJli7jhhhtEcHCw2L17tzduoc0ef/xxsWrVKpGTkyN27NghHn/8cSFJkvjpp5+EEP77mQvh+L37y2dO7uM3iUBjl7hzl8mTJwshhJg8ebIYO3Zss2P69+8vgoKCxHnnnSfmz5/v8bhdwdF7f/nll0XXrl1FcHCwiIqKEueff7745ZdfvBO8k1q6bwBNPsuxY8da/i0affHFF6JHjx4iKChIpKeni++//96zgbtAW+592rRpIiUlRQQFBYn4+Hhx6aWXiq1bt3o+eCfdeeedonPnziIoKEjExsaKCy+80PIgFMJ/P3MhHL93f/nMyX04DTEREVEAC9g2AkRERMREgIiIKKAxESAiIgpgTASIiIgCGBMBIiKiAMZEgIiIKIAxESAiIgpgTASIiIgCGBMBIiKiAMZEgIiIKIAxESAiIgpgTASIiIgC2P8DOI/8uNQ6A1IAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(dist, rank, c=rank)\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 147,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0.03469291, 1.4941071 , 1.6137327 , 1.9338818 , 1.9451369 ,\n",
|
|
" 1.9745505 , 2.1557822 , 2.1732695 , 2.1866972 , 2.188077 ,\n",
|
|
" 2.1966248 , 2.2173362 , 2.2315993 , 2.2622092 , 2.3083584 ,\n",
|
|
" 2.3235521 , 2.3334928 , 2.3339765 , 2.3409498 , 2.3531873 ,\n",
|
|
" 2.3956246 , 2.4191911 , 2.4279647 , 2.44543 , 2.4778795 ,\n",
|
|
" 2.4828646 , 2.4840972 , 2.5520175 , 2.5533767 , 2.5614178 ,\n",
|
|
" 2.5633898 , 2.569979 , 2.585207 , 2.6075015 , 2.6134186 ,\n",
|
|
" 2.6162403 , 2.6280391 , 2.6483216 , 2.6745644 , 2.675266 ,\n",
|
|
" 2.7104652 , 2.710785 , 2.717791 , 2.723212 , 2.7351549 ,\n",
|
|
" 2.7434163 , 2.760779 , 2.786919 , 2.8479278 , 2.855215 ,\n",
|
|
" 2.8956635 , 2.9201431 , 2.9495463 , 2.9762506 , 3.0421073 ,\n",
|
|
" 3.051291 , 3.1273162 , 3.2203753 , 3.2434456 , 3.3662832 ,\n",
|
|
" 3.4216032 , 3.4361768 , 3.4840217 , 3.5633564 , 3.9444454 ],\n",
|
|
" dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 147,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dist"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 144,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([15.143617 , 11.506105 , 12.061865 , 11.754903 , 12.1637535,\n",
|
|
" 11.706644 , 11.527555 , 11.81453 , 12.305587 , 12.008193 ,\n",
|
|
" 12.468391 , 12.135068 , 12.20031 , 12.3106165, 12.231938 ,\n",
|
|
" 11.548329 , 12.199055 , 12.237394 , 12.008322 , 12.201574 ,\n",
|
|
" 11.60354 , 12.199569 , 11.6475315, 12.25819 , 12.761718 ,\n",
|
|
" 12.20017 , 12.319948 , 11.594081 , 12.582169 , 12.207142 ,\n",
|
|
" 12.232144 , 12.207256 , 12.191118 , 12.230139 , 12.195937 ,\n",
|
|
" 12.181732 , 12.241584 , 11.854617 , 12.172837 , 11.583755 ,\n",
|
|
" 11.785564 , 12.170507 , 12.247758 , 12.217982 , 12.198726 ,\n",
|
|
" 12.500331 , 12.096592 , 11.642915 , 12.206478 , 12.189644 ,\n",
|
|
" 12.199734 , 12.29456 , 13.210453 , 12.040288 , 12.19934 ,\n",
|
|
" 11.566858 , 11.664642 , 12.346448 , 11.688704 , 12.551069 ,\n",
|
|
" 12.198501 , 12.084832 , 12.190776 , 12.184218 , 12.298596 ],\n",
|
|
" dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 144,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.log10(dx)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 143,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"15.47017"
|
|
]
|
|
},
|
|
"execution_count": 143,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.log10(mass)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 140,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0.3265535, 3.9640648, 3.408305 , 3.7152677, 3.3064172, 3.7635257,\n",
|
|
" 3.9426146, 3.6556396, 3.1645837, 3.4619775, 3.001779 , 3.3351023,\n",
|
|
" 3.2698607, 3.1595533, 3.2382321, 3.9218407, 3.2711155, 3.2327757,\n",
|
|
" 3.461849 , 3.2685957, 3.8666298, 3.2706015, 3.8226388, 3.21198 ,\n",
|
|
" 2.7084525, 3.2700012, 3.1502216, 3.876089 , 2.888002 , 3.263028 ,\n",
|
|
" 3.2380261, 3.262914 , 3.279052 , 3.2400315, 3.2742333, 3.2884378,\n",
|
|
" 3.2285862, 3.615553 , 3.297333 , 3.8864155, 3.684606 , 3.299663 ,\n",
|
|
" 3.2224126, 3.252188 , 3.2714448, 2.9698398, 3.3735788, 3.8272555,\n",
|
|
" 3.2636924, 3.2805262, 3.2704363, 3.1756098, 2.2597172, 3.4298823,\n",
|
|
" 3.2708306, 3.9033115, 3.8055282, 3.1237218, 3.7814672, 2.9191008,\n",
|
|
" 3.27167 , 3.3853385, 3.2793946, 3.2859516, 3.1715744],\n",
|
|
" dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 140,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.abs(np.log10(dx / mass))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 107,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(dist, dm)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 133,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pcat = csiborgtools.read.CSiBORGPHEWCatalogue(\n",
|
|
" 940, 7468, paths, bounds={\"dist\": (None, 155.5), \"is_main\": True})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 134,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"k = np.argmax(pcat[\"summed_mass\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 135,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# center = pcat[\"cartesian_pos\"][k]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 136,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"indxs = pcat.select_in_box(center, 10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 137,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pos = pcat[\"cartesian_pos\"][indxs]\n",
|
|
"mass = np.log10(pcat[\"summed_mass\"][indxs])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 138,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(pos[:, 0], pos[:, 1], c=mass)\n",
|
|
"plt.colorbar()\n",
|
|
"plt.scatter(center[0], center[1], c=\"r\", marker=\"x\")\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.34072953251081034"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pcat[\"is_main\"].sum() / len(pcat)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['940/index',\n",
|
|
" '940/mass_cl',\n",
|
|
" '940/parent',\n",
|
|
" '940/summed_mass',\n",
|
|
" '940/ultimate_parent',\n",
|
|
" '940/x',\n",
|
|
" '940/y',\n",
|
|
" '940/z',\n",
|
|
" 'cartesian_pos',\n",
|
|
" 'spherical_pos',\n",
|
|
" 'dist']"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pcat.keys()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x = pcat[\"mass_cl\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"y = pcat[\"summed_mass\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(x, y, s=1)\n",
|
|
"\n",
|
|
"plt.xscale(\"log\")\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"indxs = pcat.select_in_box([338.85, 338.85, 338.85], 40, False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pos = pcat[\"cartesian_pos\"][indxs]\n",
|
|
"\n",
|
|
"# indxs"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "AttributeError",
|
|
"evalue": "'list' object has no attribute 'keys'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 6\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#Y112sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m indxs\u001b[39m.\u001b[39;49mkeys()\n",
|
|
"\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'keys'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"plt.scatter(pos[:, 0], pos[:, 2])\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 105,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"clumparr = reader.read_phew_clumps(951, 7444, True)\n",
|
|
"\n",
|
|
"# clindex = clumparr['index']\n",
|
|
"# clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 103,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ultimate clump: 100%|██████████| 541043/541043 [00:00<00:00, 1486022.37it/s]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"x, y = reader.find_parents(clumparr, verbose=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 98,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<Figure size 640x480 with 1 Axes>"
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|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = clumparr[\"index\"] == clumparr[\"parent\"]\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.scatter(clumparr[\"mass_cl\"][m], y[m], s=1)\n",
|
|
"\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"clindex = clumparr[\"index\"]\n",
|
|
"parindex = clumparr[\"parent\"]\n",
|
|
"\n",
|
|
"clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"74641 57778\n",
|
|
"74641 57778\n",
|
|
"57778 57675\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(57675, 57675)"
|
|
]
|
|
},
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"i = 2333\n",
|
|
"\n",
|
|
"cl = clindex[i]\n",
|
|
"par = parindex[i]\n",
|
|
"print(cl, par)\n",
|
|
"\n",
|
|
"while cl != par:\n",
|
|
" print(cl, par)\n",
|
|
"\n",
|
|
" element = clindex_to_array_index[par]\n",
|
|
"\n",
|
|
" cl = clindex[element]\n",
|
|
" par = parindex[element]\n",
|
|
" \n",
|
|
"cl, par"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(57675, 0, 57675, 2235., 328.36127, 247.63182, 338.77762, 80.28267, 227150.55, 515.31525, 2.6499586e+12, 209.85902)"
|
|
]
|
|
},
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr[1338]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 74,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1338"
|
|
]
|
|
},
|
|
"execution_count": 74,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clindex_to_array_index[57675]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(16, 16)"
|
|
]
|
|
},
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cl, par"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(283, 0, 244, 3475., 330.3978, 200.27946, 299.4979, 80.01514, 166588.81, 533.9489, 5.616282e+12, 34.512917)"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr[92]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"66"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clindex_to_array_index[244]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(244, 1, 16, 2946., 330.4896, 200.48395, 299.27054, 81.122246, 184821.58, 539.8623, 4.571406e+12, 38.29027)"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr[66]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(283, 0, 244, 3475., 330.3978, 200.27946, 299.4979, 80.01514, 166588.81, 533.9489, 5.616282e+12, 34.512917)"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr[]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"13"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clindex_to_array_index[16]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(16, 0, 16, 6257., 330.06946, 200.00058, 299.66724, 80.11476, 782089.5, 536.5994, 9.229422e+12, 107.78266)"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr[13]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ True, False, False, ..., False, False, False])"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x[0] == clumparr[\"index\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = clumparr[\"index\"] == clumparr[\"parent\"]\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.scatter(clumparr[\"mass_cl\"][~m], y[~m], s=0.5)\n",
|
|
"\n",
|
|
"plt.axline((1e12, 1e12), slope=1, color=\"black\", linestyle=\"--\")\n",
|
|
"\n",
|
|
"plt.xscale(\"log\")\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"a"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 110,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<__array_function__ internals>:200: RuntimeWarning: invalid value encountered in cast\n",
|
|
"Ultimate clump: 100%|██████████| 541043/541043 [00:00<00:00, 1174427.26it/s]\n",
|
|
" 73%|███████▎ | 395059/541043 [00:22<00:08, 17753.93it/s]"
|
|
]
|
|
},
|
|
{
|
|
"ename": "",
|
|
"evalue": "",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. View Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"clumparr2 = reader.read_phew_clumps(951, 7444, True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 109,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.339305748341629"
|
|
]
|
|
},
|
|
"execution_count": 109,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"m.sum() / m.size"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 107,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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hxIgRePrppzF58uQOrxfQx1qz6UDe1F+SdXgkEolE0u30NGF2tuMhUfOehvM40RzC/RsPYOGGvSlC3Uzi51wLe4uKivCjH/0I//RP/4R9+/blzNgB9LHGNMCpoMect56A9PBIJH2QfHJ3S/oOnXldrt/VgPs3HgCgGwLLbyvPqgJ2Lsb261//GiNGjMAnPvEJALpYWVGUdq0rHfn2+5YhrSyRBo9EYp+eFqaQSID2NQfNZnJfuGEv6vY3YmygEOeCbQiGo2gORTr9d9DS0oJvf/vbePrpp3HNNdegvr6+Q/NUvhk0mZAhLYlE0mn0tDBFd9Cdxda6Y9sd2Sb/3c4cu53moDWbDhi2nU2oad3cKhxbXY1zwTacaA4BQMbfQUeLLD7w899h/PjxePrpp+F0OnHnnXeiX79+HVp/X6mbk2ukwSOR9EHyvfJvLujOSaM7tt2RbfLf7cyxp7su508dyRqh0rbX72pAMByF36tiQmmRbaOMDKspowZnHFOm/bXa1sPPH8LBP/w3VnzrC3jvvfcwYsQI/PnPf8YDDzwAl8tle/3pxp/pgaWvVFC2S7cYPLfffjuKiorw+c9/PuWzy5cvo7S0FIsXL+6GkUkkkr5Cd3q57Gw715NVR/aX/24uj1s2+zhvcimW31Zu2PYT24+hORSBz+1iomQ7RpkoZE5nbGTaX7NttbS04N0nv4eWnU8DWhzz5s3Dvn37cP3112e9/nTjz/TAIj1BRrpFw7N9+3ZcvHgRTz31FJ577jnDZ0uXLsW7776Lq6++GmvXrrW9TqnhkUh6J71Nr8CTbt/6gs6qo/vIHz8Apv9Ol2Iupqrb2Y64nNlnmqbh45+cgfrdr+Gf7/sh/qNmoa115QKrY9KTfzu9XrS8fft2PP744waD55133sGSJUswa9YsHDhwQBo8EomkV0/82Yh0u8vw6+zMqWzXnYvxZHtN2Vn+woULAMDmnzNnzrAaO2br8ntV+Nwu20aXXfLx99JjRcs7duzArFmzEAgEoCgKNm7cmLJMbW0trrnmGng8Hlx33XXYvXu3rXUvXrwYq1evznZIEomkF9ObBdbp9k0MW3RXeKKzNTvUMsFOWIsK6nV0PNleU5mW37VrF6qqqvDtb3+bvTd48OAUY4dfFwCcaA6hbn9jTo9vb/69dJSsDZ5gMIjKykrU1taafv7MM89g0aJFqKmpwZtvvonKykrMnDkTp0+fTrveTZs2YdSoURg1apStcYTDYVy4cMHwn0Qi6X10t8C6M4Wf2exbd01knS2Qzcag4gvq8SLlTIhjy/aaslo+FothxYoVuPHGG/G3v/0Nr776Ks6ePWu5XX5di2eORonfi+qKQE7Pa3f/XnoyHQppKYqC3//+95gzZw5777rrrsPEiRPx+OOPAwDi8Tiuvvpq3HPPPViyZAlbTgxp3XfffVi/fj2cTicuXbqESCSCf/3Xf8UDDzxguu0HH3wQy5cvT3lfhrQkEkkuoRABFauTE4k57Q2lZBO6W7+rgRULBGC7hk57xpZJ59PQ0IAZt30BR+tfBwDMnTsX//Ef/wG/39+h7VqNo6frcDpCjw1ppaOtrQ179uzBtGnTkhtwODBt2jS89tprab+7evVqfPDBB3jvvfewdu1a3HXXXZbGDqAbSC0tLey/Dz74IGf7IZFIeift8UKYpUPnE12VmtxeD1Q2obt5k0vhc7vQHIoAyFxDpyNjo3FQyImv//Ob3/wGlZWVOFr/OpQCLz7yhSX49a9/bTB2+JT5+VNHdokHTJKenBo8Z8+eRSwWw5AhQwzvDxkyBCdPnmSvp02bhi984Qt4/vnncdVVV2U0hsxwu90YMGCA4T+JRCJJR3smD7N06HyiMydMfhInwwVAhwysTMZJNjV0iGy1Qvx2qisCBoP34sWLWLRoEVpaWvCR8ipU3ftz1Cz6VkqLCD5lft7k0nafB6nJyR2uzIvknj/+8Y9pP//6179ue121tbWora1FLBbr4KgkEklX09Xuepr02uOF6OpwQi6OjehlyDX8JG7moWlv5lW679HnFC6yux2+UjOtJx38OCaNKGbj69+/P5566in8x4Y/4OTIaiz4lHkfLvFaE1/bPb/dce31VnLq4Rk0aBCcTidOnTpleP/UqVMYOnRoLjfFWLBgAQ4dOoTXX3+9U9YvkUg6j65213e3oDObsEY2x8ZqvaKXIdeYeR86Ej5qT7Vhu+JlPjRZs0nvmG7ne7FYDA0vr8eC4SfZMZw+fTpOj7oNH16MZCxuSN/pKVl3fZmcGjwFBQWYMGECXn75ZfZePB7Hyy+/bFphUiKR9G36mrs+m0kum2Njtd72Ht+O6H7SGZVW67UaZ7pxZFMtmZZffls5M3rspIO///77uPnmm3H//ffjW9/6luFhvqPZa33t2u8JZJ2ldenSJbz77rsAgKqqKjzyyCO46aabUFxcjOHDh+OZZ57BHXfcgZ/97GeYNGkSHn30UTz77LN4++23U7Q9uYAPaR09elRmaUkkkh5LZ4Tw+MylxTPNwyvZImYXWY27Mwr4Zbs8dUCvrghg3dyqjOvks692HD0DwHjc6POPRQ9j/Y/vR3NzMxwFXtz1/1biieXfTdHqZNqOnY7sfSETKx09NkvrjTfeQFVVFaqq9Atr0aJFqKqqYhlVX/rSl7B27Vo88MADGD9+PPbt24cXX3yxU4wdQIa0JBJJ/tAZIbXOCFuJ3odceZA6Y/k9DecR0/S/meANi3Vzq1jGF79fj289gPqnV+PxZXejubkZ/Uo+iqFfX4ddznLbxg6QPGaAdTYZeX/Wbj0iw1tdQLe1lsg1srWERCLparrqyTzbXk7tGWsuttEZ8B6s4cX9cLCxxeDNSVfHB4DB+0VGiJXnKhgM4iNlFTj5/t+gKAq+//3vY4vjE2hp0+D3qthXMyPFowaY96ua/dir2H+iBRUlhdh8z42m+zZm2QsIReJQHQquHOCRHp7e2ksrV8iQlkQi6S66qm9RRwrn0SSaaR1mn+fKmOrId2hcPAqAQMJrIoai+BASAPZdpwJUVwRMw1g8ixcvxrPPPov169djypQplscRgGEb4nEdeV8dqwp9bHW16b6NWFIHLbE/x9eYL9MX6LEhrZ6GDGlJJD2Prip21910tvCUjuOE0iL4vSqagm0Yv3xbu7K87Na34T+3K7JuT0aZ3TDO/KkjQYEk1aFAAaBBNzLWbj3CrjOzENL8qSPh96pQAEPYqzkUwaq6w7hhzSv4902voaEheTxXrVqF+vp6vF+gGzcADGFIWqffq2JCaZFl2j/V76muCFju26xKfZlZldbLSHJH3nt4CBnSkkh6DvnYsbknwh9HAIYJPdNxzYV3pjM8POOXb0NzKAKv6kSxr8DWd/j1k2HjVID+HpWtqzUSg0d1YGl1Wdr9WLv1CJpDESgALr39Kpq31WLi+HLs2LEDLleyNJ2dazgXnjeJ9PBIJJI8pqs8H53pQcpmG+0Zj53v8MeRPAte1YFgOJpxW7xAOt22MrVyyCSyzmYCX7+rAS2JthBul8O2gJsfBx2H/h4VU0YNRonfi9ZIDBqAtmjcEOISq0DPm1yKxTNHY6gX6PfX/8TZTWsQDV1ENBpFU1OTYZt2ruGO1BziW1VIuoa8N3hqa2tRVlaGiRMndvdQJBJJglxlI6UrqNfZ7RKyyZxpzyRmZx/44zhvcin21cxAsc+dklnUkW11xDhdv6sBNZsOmK7b7Nw9sf0Y06zQMlbrNTvvZFwBeliqbn8j5k8dyUJDfPjIap8/6jqDpl9/F4e2b4KiKLjvvvsw8Z7Hcf1PXsfCDXvZcnau4fZc5/nemy2fyXuDR2p4JJLeS64L6mWzTSC75pTZTmLt3Yf2fI//zsINezHyvjo2ubdn0uaNQhLmiuMxO3c0jkKvmtZoszrv/Lnhj/ekEcUYWujFpBHFpvsM6BWT16xZg+uvvx7vvPMOrrrqKtz3+NP404BpeP7gGVaM0Gw/1+9qyJlXMd97s+UzeW/wSCSS3NKTBMdWk3tntoigbS6eOTqrkEu2k1h7m22a7Xumc8Z/p25/o+nkng1keLSEIvB7VSy/rTzlOJmdOxrH4pmjbQmoxbYR/Lnhj7doIPHFBalhaDQaxbPPPotoNIrPf/7zqK+vx/YLV+JEc4h5nUSBMb/eTB45s3MgvkevAXTa9SuxRoqWJRKJASk4zh129C25ON5W6zDbvp3KxHZq9tRsOoCYliqgzrbyc7pt8SngsysDhiaeosHHV09uCUWgQfcCReMaXA4Fy28rx8f9IfzlL3/BnXfeCUVR0u6HeKysti2OlV+P+J78bZkjRcs2kRoeiSR70nkEZI+f3EFeAT59WiQXx9tqHWZeiXVzq3BsdXXaNgzpvBlkXFRXBAzb5MNczaGIbZ1RJn0RUbe/0XJZvq9Wc8LYUSKt8P71v3Fh59Ms9PXRj34U3/jGN1jF5HmTS1n6+ITSopTfBV/FOZNnzU4jVfnb6l6kh0ci6YPIJ82uIZt+Sp25/WxToHmPyZ6G84YqxlYeEbqm/F6VvddRDw9g9LIAwJb6RricCnwFLrZ+0cNzufEdnNmyFs0fvgeH04Wqxf+D78y5PqNnBgBLeV9+WzkA8yrK4ndpeRmiah/SwyORSDoN+aTZMezqnOxoVuxoP8T3st1+prTyG9a8goUb9rK/NMmLncif2H7MUqTM62sWzxwNn9tltrm0YzTbL16QvKfhPDQAkZhm8CCR5+eN4+fw1X71+NsvvovmD9+D84qBGDFvFd5Y82XLY8D/FiaUFgGwLz6XGVf5hfTwSCQS2+RL0TSrcZq93559yqWHzKwzuZkXxcwT0Z7ti94b8j7RxE1/eUEwHRsr/U+mNhZ2dUNm+02FCv1eFYtnjsbarUcQjsbhdjlYL6u1W48gcuEslB3/gYNv7AQA9Bv1CRR/+h5cMaAQxT63rfMremz4IodWHpx8+U30ZKSHRyKR9Dg6s/5NLsmU1sy/35594r0Coock2+w20dtm5UXhM5es2hmYIXpNaH/r9jca0u9JkzM2UAgFQFMwDAAGg2vH0TOmncmpZtGqusMYv3wbmoJhQ4FEO5lh6bxHPD63C0urx2BfzQzMm1yKJ7Yfw/mLl/Huf38XB9/YiX79+uGq2d/FoDn3weXtD7fLmXJ+rTxkfFFDek0GoJUOqzMzBiW5RRo8EonENp0VCst1KrzVOO0IS+3AT3KiAdFRY5DGI3oURGGuz+2yFaoSCyjS+snAofT7dXOrsHPJzTgXbIMGIBSJp4SMgPS1iVojMTSHIghF4miNxFnYKVNfqYUb9rL1V1cEDPtF4UC+23nNpgPMwJxQWoSrBg3AV//lXkyYMAF79+7F6vvuxVVF/bBiTjkWzxwNr+pAY3OI1R5KJ372uV1s3Hy5AQB5YexLrMn7kJbsli6R5D/5LKK2EvjaJdt9z7bLuN+rwud22R6XWVq5nTR1OgZb6huhAfCqDhT73LaOC3UWB/R6OLMqA9jTcJ59l/9L3qLoqWOIxaL4h7Lx2LnkZmiahmg0ClVVU9Z/zZI69u/31lSnPWdW+0phubGBQpwLtskQVg6RIS2byErLEkn+k68ian5yJA9JtpOg2b6n83jZDaHQeqeMGpx2/Gbb8bldKRlWwXAUq+oOY8yyFwwd28VjsGKO7hFZWl2GnUtuxo6jZ1hqvtU2ec+PBmBzfaPBa0Z/9zScR82sMuCtLfjwf/4V57c8hK9NGAQAUBTF1Ngxg/eW2S0mSCnqBxtbUoocmonJO6u/mqT95L2Hh5CiZYmkZyI+MfcmkWdneKYyFfVrr8DazNOTrlgeLc97VXjEYnpWwl5edLyvZkbaIolrtx4xFA2srjB6er489gpseex+vPTSSwCAOXPm4L//+7/x/NGLaY/LmGUvIBSJw6s6cHjFLabHc/fxJtTtb0SBy4FQJJ4iDicBt+gVshKTm33XrlcuHz2dHUF6eCQSSa9A1Evki/DZDp3hmUon3rU6dumE0yTEbQlF2Hdp+QmlRZaaJgDMu8IbOw4FBsH0/KkjoUAX9q6qO5SyfV6Ds35Xg6Xgmpqjkodo+W3lht5YjfV/xne/NB0vvfQSvF4v7vx/P8TfKr+FG37yVyzbaN7AlFhaXca8TuI2xZYbrQljh9LUqSghLSt68vhrwOrfdq/5fPV05gvSwyORSDqVnubh6ch47Hy3o/uX7vtWn/FelnRFAcV063SeBFGz0pjoOeVUgGOrqw3LkgeFUACsmJPq7bEqTgiYF/gbv3wbzl8K4fwff4aL+14AABQMGYkVj/4Mm95TmNCZtknan/Yc+4Ub9mJLfSM8qoMZRss2HoAGMO+UiN02Gt19zfd0pIdHIpF0OZ2hIRA1J+LrrtYt2PE4WY3Jznc76sFKp9GxajgqZl5ZZadVVwRYWMbvVVnauBmkWTkXbMPOJTdjVqUx04o/RtG48blZQ2oaN+/dAcDaT9RsOoBVdYcNOh8DDieil5sBAAMmfRZD563FpvcU5rkiCr1qRk1OOtbNrULA72XZaU9sP4ZM3oAnth+z1UZDpq73DKTBI5FIGN0RbuqMbWbTK8wsjGA1JjvftQpL2DHs7Nb0EcdnFm5Zv6sB45dvw5hlL2Dt1iOGysl7Gs6z9Gur+jLifvA9uEhnRGOIcjEvv1dlhohoHFI6/eKZo9kyMQ0IRWIAgJZQBOt3NSAejyMUCmHxzNFwORQM/PQ9KPvmw6j990dQ1L8fguEoAGBfzQysTITApowazAwqsct6umNv1Q+LDCoqeGgGv4wMQ/V88t7gkc1DJZLc0R0ags7SwVgZUZk8TuKYeCNEDEuYtUUAYPo0T/Vw0mUrWdX0EZe1c8zIwAgl6uHUbDqAgb4COBVgoK/A4G2h2jZ2vWxrtx5hup4JpUUYV1IIAFAdCmstAaRqfWjMpNeh7XtVJ5yK7hla+usdGP+JqfjGN74BTdPQ36NiYPFA3Pf/fSGlTg5/Dvj6RGYtMUT9kliIkeru8OfOLFuNh/aDiiBaIbOvegZSwyORSHodudRMZNLHiMuZfb5+V0OKHsRseav6MHazd/j9BnTDJBiOIpIIOdE+KAAby+KZo1OywvhMMT67C9ANhKZgG/PK8AJnek3tKkTtSzoNFAAsWvsLnHv+UcRDF1Dg9mDIHf8OR1FJ2mNEDUPD0RjcLqepJojfjtguQlzW7Lx3tDFoX82+sovU8EgkEkk7sdK6ZAOfyeT3qihwOUxDF+kyngjSgziVpEiXwiG8jsZOJlA6eC8SeR+uHOABkEzzLvF74XIqAIBwNG6oJiy2t1AAlt21dusR3J/IhorG4iyUQ60uvKr58RGPgxiKmz91JB5/6RAeeuB7OPO/P0A8dAHqlSNQ9u3/gKOoxJCtxhsu5MWp29/IPFlUfVr01Ow+3oSTLSHsPt5kaBdRs+kAAGP7DL6Cc7rGoNl4bWT2Vc/AXjtbiUQiyZLuykwxe5qncEU28O0UKIxS7HOnrIdfLp0XAkDKsbjYGmETKi/iFjN/6D9+H/kmmlNGDcaehvMIR2Mp+yHWgCFvEwC4Xfozr7j+CaVFONkSYjVpyPAhInGNeX0odEaeoN3HmwDolZZprLRds5T0tRu24dCvVyJy7n0AQP+Jc/BPdy/B9aOGsmNIBsfarUeY7ohaTZCHh/bVDL6XFzUvJQ8WHXs6jydbQohpuseqoiRZVVmEb3NBx9AK8fhKugdp8EgkkpzDh0TaY2zYWb+VMcUbOfxkn2k99F1a5/ypI1lIiKoVm62H34ZYPI8mTwApoQyrejtkQNC/xXR3sRBgKBLD5nq9KadXdTJdDK9R4Y+TmbdJhJqERuManAqY4cMjHuNgOIoTzSGWvq5A78e1dusR9nlzKIISv5eNJRqN4sP/1Y0dp68Ig2/9Lh7+ztcMGikKB9FxBZLGV6bwHhmOYwOFONjYwjLM+GNBx56MvLGBQuw/0QJAr6ospuAT86eO7NRrXJJ7ZEhLIpHYxq4bP13xvFxARo1ZhhGFD8gzkM7DxBtHZuEW8uzU7W+0XA8ZR09sP8Y8EHylYD6UMfuxV3HNkjrMfuxVNk5RH2KV+cMLminc5FWdULixkMemORTBqrpDhkwqwNik0454MxrTENMAt8uJEr+XZUQByXNL4SMqMOhy6CNSFH2ZcDRm0PfwGVS/eeMEBn36HoyY8El87Dv/ZTB2xONBx5XGnimrj08Zf7/pMoYWeg2FDMWwF5+GP7syfbNTor9HZmjlE1K0LJFIbNMe8WxnPPnS+nmvgRhOagqGEYrELYvGieMEUr0hZm0ezPaN2id4VQfcLicA80J0YhPL9uyzKGgWQ2Cr6g4zQTGQNLx2HD3DPEc8K+ekCnfNtgUgEUZLioPNii/SseCF0dSiYk/DeXz41k5cvBTEqOtnsPOXqWggrZPHmygQaBbqA4ApowazUBcAw3VitX/ZXLNSiJw7umr+lgaPRCKxTU+rGGs2cZEnhJ9wrQyedOu0yiQyM4DsVOTVPRIaTjS3oqKkEJvvuTGrbds93qJxsHJOsrKyGV7VgbZo3DIDTQzTQdhP2p7qUBDXNFaZWTTMJq94AYc21uLim3VQCrwY/s3H4B1YwowzEgib9fwyM3gA64rS4meiUUieOCLba4TW2ZN+C/mMzNKSSCQ5p6P1QLqjYmy6MdN4+I7cFCqaVRlgPZyywaqoH5A0dhSAZVfZ0cQkDQ4F762pxuZ7bkxbh0esHyPWyOG/K/4b0OvhALoxs/t4E4LhKFSnAgXA7MoAKhJ1cwBdZ8PX1BFZVXfIEE4CkgUCATChdCSusW7iO5fcbAgfrV6/FfWPzcfFN3UP1xUVM6D1K4Y7kfnm96os/AcYCxYCyX5csyuNISazitJWhQAvtiYrO4ejRj1Se5DVk/MP6eGRSPoQ2bjhe8oTrJ0xix257ZJNLyy+Lkt/j8pCJCQirq4IYNKIYtMQGf9vsVO5WZ0bvrZMayQODUaPhVmHbr9XZVlfYm0cAIY6QvOnjmReKZHZlQGWybR+VwPuT2R00WekIaLx8B4eqvejOhRE4xrimgbnoRfx3os/hxaNwOUrwtDZi+AcXgWv6sTS6jG2+4WRl+ZCawRxDQYvmVlo0szrR1AzVRJXm/X9knQd0sNjE1lpWSKxTzb1QLqjzQRhVe7fCr4jt931AtntI9Vlqa4IsO1RPZiYpoteeY8M1cQxq+ALpHYl55ejqsGhSByFXtWyfQXVwOHbNFAlZdHY4QXU5JUieOHzlvpGdoz446I6FEwaUYz+HhWqQ0FjcwgLN+xlbSJ8bhdbTySuIR6P4ez//gDH/1ALLRpB0ejrcM0//wecw6ugAJheNgRU+ZjHqtcahaHiCWOLjJ2FG/ay+kBrtx5hQu3N9clq1eK1s3jmaNaVXTR2rLxnZnT0c0nXIj08EonElFx7eLJZX2cJQsX1mnkGeCE0n3IuVuilfaAu2y6HAihAJBEfEsW6fL0YvhqwqHWhYyXW4jF7j98ffqwUegN0Y6bQq7JaPWZekAmlRXjp0Em0RuLwqHoKOhlJW+obLTO6FADH11QbvDzRuAaXQ4HP7cJV7/4OLz/3FNauXYtvf/vbqPrBSylanExCYr7iM8EfP0qDp2Murp88VtT9vboi6cHKdI0ASFs9W9Rz0fviNSOFzemRouUskQaPRNKz6QnhtHTrpfGRiLe6IsCq+ZJBYTbB8UJZgjeK6HMSURPehGFhJtIVxwrAYMSkyxhbv6sByzcfRCSuMS1PhOtmLhpsYhsJACzcQ/vNh7WcCuBwKIjENHhVJ6698gpWt2aAS8M/Tx6Cf//LGUTiGsqH9MPaW4bhjWYvM2aoZhCgb4+yvgCkCIkpRGfW3sHsfFFIka9VJF5vma4t3vDiDVSr60Ucm5URKkNm1kiDJ0ukwSOR9GxykYHUFeOz8vDMm1xq6iVIVj2OAVDgdjkMEyR9bpZlxGtJrDKOeE8DeWvS9Yui8SOxTrPsLD4NnF+edDhiev3u4026F8upwFfgwvDifqyQHxkwbWfeQ8vzP0bMUYAhX/kRFKfLdB+pXABtg7ZNBiAAg05K7HnFe6Ws0tj589nevmSZlkunNepJ13U+IA2eLJEGjyQf6cs3x1yHrTLV1Ml2PWYTKu/NURNhG/HpP12dHh5xwvdbhJ3mTx2J3cebUoTRouFARoXuNYmjNRLDuJJk1WArRM+T+L5TSVYqLnA5EYrEDALo4n4qdm75NZq3/xJatA2Ofn4Mnbsa6qCrTdfpUZ3MKFxVd4gZORSOMmvqCSBFZG0lNhaPv+hxEcOCVvR0A703IQ2eLJEGjyQf6cvFy3I9gWTSXmT7RG6m9zHz1IjhJbOCh2OWvcCMk2uv7I/9J1qgOhS4nEpKywbAWCwQ0FO/6ftUM4cMEt5gIQ8QAGY8xGzc4Wkd/PqtcCrA0EIPTra04qZSD07VPYo//OEPAADvP0zA2C8vwSXHFYbihyJe1YliXwFOX2hlHqWl1WUGA29LfSM8qhPFPhUnmlstx71ijtH7Q6Es3nBaVXfIoE/KFBK0cz1IckdXzd+yl5ZE0o1k6vWUa3rSU2quGyryx5K6Y1NdmXS9vcRMLb5SL6134Ya9hn5VrZEYE+by3hgKO4m4XU6EInG4XU4cbNQ9LtSAs9jnZkYSQY0uRcODX2ZcorHlQF8B3jrRAo+abCuhj9MBPsRmVXyQjCteWB0MRw26H4cC0MuYBpxsacWlY3vw5GM/QSzYDMWpwj/1TgyYMAv3zhoHIOmRUZ0KE3In9yNmGEtrYr/4ekcaWy5pOFEojoTUWmJZCn/xvctiWvJc0nFrTRg74jnj6x5RiE+8Trr6tyrJPdLgkUi6ka7uoszf4Nu73Z5kNPHwx/KJ7cdYqjj/2qy3F01kE0qLDMLgPQ3nDRMwYVU7pinYBgVJQ4TfzpRRg1G3vzERsmpiHospowZj3dwq02rGYwOFeL/psuE9nrdOtGDFnHIs33wQGsDq9RDkqSn2FWDe5FLsPt5kMDJ4PRAfsiPPEE9c8Cgp0ND85/WIBZuhDhqOzy9+GK+d90GDbmTsq5nBvDSisWMGGS6Afh55bRBBuh4qaEhGD62eF0BTaJDXJwG6scRnaJll4flNygDQuHrS9S7JnryvwyORSOxjtw5PuvohYvVfq2Uzvb9ww9521yjJVN9E3E+qwNvfo6Ysy9e+oVCR36samlxWV+jNJGdXBkwnvbVbjyAUiUEDsP9EC4LhqOFzWrdeEbrV8D4ZkItnjsYsrpLwuWAbFs8cjUKvCq+qVySeXRlgHiQNwPItB5knhjcr+MrFtB98XylA19JYHbfqioAhDZxfvwYgqikYdOu/ov/Hb8PQr/0Eh1r97POWUAQjltRhs0U6uz+xP0QikYx532Y/9io21zeixO8xfC+ugVVK3nH0DNMrUf0ln9vFPDmkg6IaQX6vipVzylPS0fmaP7Tvi2eOlhWUeylSwyORSFJIp1cQ648A5rVKrNbBp/Na9W8yI1N9k0yep0z7JIpZ+erN5KEhrwsAg8A4nbaHHxvvcaBKw/RdUT8zuzKZFs+HnagflxUVJYX44sSrUzQtVuJkGifVE/JwOiNC0zRc2vs8Yq0X4f/ElwHA4M0SPSnpMEt1J2ZXGj07XtVpqgUyS+VPaqjaEIrE4E94r3qiN1JiRFZalkgk3cL6XQ2seq+ZJ2je5FIsv62cTVxWXqNM7/OVf+3Ah+PM1p2panI679YT24+hORSBz+0ynRi31OtGw/4TLWgO6T2Z6vY3suq+gD45e1UH88bw2yFPAu9xEENjfE8rQNfwUHXnmAZWOTidsQPoY6TKw7wOyMzY8aoONs66/Y0J3UzcYOzELrfgzO9WoOmlJ9Dy51+j7dTfmPF0sLHFtP8WrdsM0fvFs6fhPFQunhaKxAyvvarD0gtDx9jtSm7X7JqQ1Y/7LtLgkUgkBjJN/oAxFGDVRDHT++vmVmUVOuANFhIl7z7eZPq52aRm9h2z7xJknADQqyhzKAAL+7QkDKC2aAzXXtkfbdE4powabKrzIZ0OiWKBpDgaAAubKQALgS2/rdxUCM2PxQoyKsWmm4Tb5WTtHaorUpcJHX8TH/7iboTe3Q3FqaLoU/8f1CuvwbiSQmaIbalvTPHuqInsMxqb6lBQ4vey1PP7Nx6AcEihQG/fcUv5MDgVoMTvgQIYNEDFvgJDwUezsOjw4n7sL9+Cg2+X0V0tUyTdS7eEtG6//XZs374dn/rUp/Dcc88BAJqbmzFt2jREo1FEo1Hce++9uOuuu2yvU4a0JPlGTxX/due47G575H11TIR8bHV1yudm4atrltSxz99bY/zO+l0NLHWZF7by9XO8qhPTy4YYspmsBMWUEv3E9mMsi0pcbnalXlOHwoN8xV4+nLZ45miW8WQVlhK3rVdNdqE5FGXbeu9s0OC5oZo4FP7ZVzODZaNp0QjO/+lJXHxjEwBAHTgcg2cvhnrlPwCAoWkqVV22gkKCO46eYY0/0y3LV1c2Wy1fyFBsiMq3muCvDVn9uGfTq0Na9957L371q18Z3uvfvz927NiBffv24a9//St++MMf4ty5c90xPImkS+ipT5q8Z6ar3f+ZjgmNZ2ygkOlaxM/W72pgoaAJpUXs/XToomM9y2lzfSMWbtgLAInqyTpt0RjzSlFzT5pYZ1fqnhQS2o4NFLLmofs5Y4d3auw4esaQPUY1Y8Yv34ZwNG7QoJCx43IqUIAUQa/qUNg4SJhNxg6gh6veOX3R8B1K+9aXjWD88m26GFjTcOo3S5mxU/ixagy94yfoN3QkC8fxTVN9Ba60Xiaf28WOl5mxowAsDAikGjle1Qm/V08odigwHHdemE1NQz2qM+Xa4D14dH0DkKGtPka3GDxTp05F//79De85nU7066e7IsPhMDRNQy/RU0skpmTTuby76CyjzMqQynRMaDzngm04trrakHXDj5XPiqKJkPpKVZQUZhxf3X5dOEvtFQDAoShsvJT15VWdLFVan0T1bRxsbDEYS4BulKyYU860LeFojO0vGTs1mw4kuqTHcLE1YtiWBj28owFoFHQ8kbjG0vDD0dRChjHNWMPHjOZQBMFwFIqiwDduGhzeARj8uWXwT58Ph+qGy+kwVJbms5rGcceUDBheyzR/6sgUo4hCVh7ViaXVZdhXMwOLZ45my5HhU+wrgM+tsvNB66fCjMFwFDuOnmGG49LqMeza4I1dMXzaUx84JJ1H1gbPjh07MGvWLAQCASiKgo0bN6YsU1tbi2uuuQYejwfXXXcddu/ebWvdzc3NqKysxFVXXYXvfe97GDRoULbDk0jyBiuNS0+io2nsVu9bTTaZjkm68UwoLYICoCkYxoTSIpZBRhOnKyF+fb/psqXuw+91sUrC1yypM2hTInENa7ceYRPovpoZKPYVMD2OXosnzG1TMQh3o4nvk1HkdjkN3gYKbSmJJWJasjaNz20smWb1KHj6YmvaCscELwR2KrowWTl3nKW4X1ExHYG7foZ+H7mOLeN2Odg549tvrN16xBAqG1dSiGKfG9PLhrJxz5tcihVzypmOB9CLF5KXiT+uhVw6PG8wlfi9cLsc0KDXGNpx9AwTkANghiNdO7Mfe5WJt82MGqtrSYqaey9ZGzzBYBCVlZWora01/fyZZ57BokWLUFNTgzfffBOVlZWYOXMmTp8+nXHdfr8f9fX1OH78OJ5++mmcOnUq2+FJJJIcYtcoEw2Y9bsaMH75NiyzmHDSGS7pJhyr8azf1WDIMqInfz4jqDXR7gFAylhpwr7YGsWx1dU42WL0oCjQPTQtoYjhu/x+UFiMcLscKPa52WsNYN4bIGlk0fEjD8WKOeVYMaec6VNqNh3AhNIi5qFKB6+l0WvUeDIud+n4Pnz4y3vwwTM/QKz1kr6/igKnV/fCq04Fy28rx+KZow37eqI5ZCpYfutEC/vM7NxPGTUYJX4vxgYKmbcmHI2zjDfazso55SykB4BlufHaHq/qgJJYp3hd8EaYVbah2bVk1/MjDaP8I2uD55ZbbsHKlStx++23m37+yCOP4K677sKdd96JsrIy/PSnP0W/fv3wi1/8wvY2hgwZgsrKSvz5z3+2XCYcDuPChQuG/yQSSfcgGjCU6UVaC7OqtVaGFE049NSfbkKhSWft1iNsElSgh4uaQxFDewQNuqdkyqjBTN9D2yMKXA4s3LAXDs648Kq6VyGuacyzMtBXgBvWvGKa8UUEw1E0BdtY6Etk/4kWXLOkDtd+/3lMKC2C36vCoSi4f+MB3M81yqRQVTwR4hfNHitDaHhxv7Qp7Fo0gvOv/DdOP3M/YpeaoKhuxC+3pCwXj2uW2XieRNiKiiKW+L2sxYUGXX/TFAxjzLIXmPFLFazPBdugASj2uVkqeUsoYjimZFhR6j9fEmHKqMFoi+q6K6qozUOhy4qSwqy8qHa9mt0VEpOGVvvJqYanra0Ne/bswbRp05IbcDgwbdo0vPbaa2m/e+rUKVy8qIvqWlpasGPHDowePdpy+dWrV6OwsJD9d/XVqZ15JRJJ1yBOhqQ78XtVQ5jBDjThADBUdDZjVd1hnGgOIdgWZeESDbo3h+ri8JMxX4iPJknant+rIhSJYzPXDoE8QgrAhNJAqhcjWYvHwQySSFxj3pyl1WNMjR5a7qVDJ+FzuwwGGi/wHegrwNBC3VsT8HsMVZAjFmlPZl3SZ1fqqfSRcx/g5PrFuPD67wEAV4y/BcO+/ijU4hIAur7GqzpZ+j2xcMNejLyvDj63k+3n4pmjsa9mBhN0L60uY8epLdH0NMS1vSBDk66RYDjKvF0kGqdjSt4jXpckVsY2M6gBYPM9N+K9NdXYfM+NpsfHCrteze7S4EntUfvJaS+ts2fPIhaLYciQIYb3hwwZgrfffpu9njZtGurr6xEMBnHVVVfht7/9LZxOJ/75n/+ZiZXvuecejBs3znJb9913HxYtWsReX7hwQRo9EkmOWbhhL+r2N6K6IpBSlj8dHek7RN9N1/CTaE0YFJGYhmA4yiZGDXpIibqVEzeseYXpZILhKNbvamDrJaOFoN5MFKY6F2xjqebU7NPlUBDXNMNy3kRHbqIlMWm3CSJmPsU8FImjKdhmeUx44+VEcyszrERTx+w9PgS07eCHiBz6Iz7c8h/QomE4vAMw8JaF6HftZMN3moJtKPa5WVYTaXYo5Zs8R6FI3NB4c0JpEfY0nMfYQCEONrawytT88dlc34iXDp0EoCSzxATjzKlAEH2nGnVW6eVdVVahu3prySam7adbmof+8Y9/NH1/3759ttfhdrvhdrtRW1uL2tpaxGKZhXoSicQILz6lNgn8TZy8IXX7G20bPLmacKjhJVUcNmNWZQB1+xtR4HKYtjYQW0bQZNEUbENzKIK1W49g3uTSlNYQFSWF2HzPjRh5X7J2D+3PvMmlzBB0ORWEIhrrhg6kZkNp0DuHjyspNBgusyoDeOnQKTbp2xEbE1YZV2a+Hj7NOxSJ4+zBv0KLhuEpHY9B1d+Fs/9AAEZjqTUSZ16E3cebDO0eqKUEtdjgW31Qc1L6+87piyltKtKNn0TebpfT4NXhs+UIK4ODziWd20z01HpYVsgmpu0npyGtQYMGwel0poiNT506haFDh+ZyU4wFCxbg0KFDeP311ztl/RJJb4YmKmqTILrJqWkmhTXs6AeyFX2mayJKYQszjcb6XQ3Y03Aey28rx9LqMvi9KguzOBUwwWszV9mY0qlbOeNi/a6GFGPpXMLbwhsLa7cewbXffx7XJBpjUiaWU9FFs1bVjAHdkHjn9EWD/mZzfSNCkViizoxqqs0RG3jyWAmSRbyqE5qmGw+KoqD40/egePq3cOWXfsCMHRqjvke6QaM6FJxoDqV0LQeAawb5WIo6YN0uQmxTkY7ZlQEcXnEL3C5n4nxoLCxK28mGcDRuS+siQ0R9h5waPAUFBZgwYQJefvll9l48HsfLL7+M66+/PpebkkgkOSBTX6t1c6sM9W74yaG9tXSITMZWpnXxgtZ5k0uxr2YGVswph9+rosDlxNqtR5gYmO9+vnbrESamnjJqMEv9JigVev2uBkP7A1EEDeghNTLI1s2twspE6rWZ8WPl1QhFYlg8czRWzCk3CJAjcY0ZYmayZDGTTER1KNBiETRu+0+c3fwwq2vm9PZH/4/dCkUxv/1r0A0+K20Qr7NZtvEAlm08kEXjUI9hX6jbOTVK5a+l1kic6YPIqzbyvjrMfuzVtIYMidL1JquZDZn2anGkeDj/yLq1xKVLl/Duu+8CAKqqqvDII4/gpptuQnFxMYYPH45nnnkGd9xxB372s59h0qRJePTRR/Hss8/i7bffTtH25AI+pHX06FHZWkIi6UT4EBEA1v5A7Fxtd13pwmmZ4Nsv8FodaiMAGDuW0/te1YHWSBwe1Qk3FwrjQzXBcNRywhdRoKeS8127V9Udyljoj8erOjjPRirUg8ouTgVoPft3nN3yMNpO6RP+kK8+BM9VZcJ6XYaKzPx4ojEt5RjYaW2RDv77fAd46rZO71EolT9/I5bUGbbNf8ZrzajDfHuvS7uYtS+RtI+uai2RtcGzfft23HTTTSnv33HHHXjyyScBAI8//jgefvhhnDx5EuPHj8e6detw3XXX5WTAVsheWhJJxxC1DFbaBrrR04TCT1bZZmR1hIUb9mJLfSM8qgNLq/WJnAyoHUfPAAALhfCGFY0X0MM9bdEYHIpi28BRHQqicQ0uh/4d0eAas+yFrIydTFj1lAJ0w6QtauyyrmkaLu3fhvMv/xxaJAyHp78uTB6V3svuVID+HmvDSnUoqJk9FvdvNHrEHImihPw+KwA7PuJ4SY8zZdRgZtjwPbT4flcDfQU42NiC6oqk3kl1KLhygMdQAoHvn0XC8mwN6Wy1PPmm/enJ9FiDp6ciDR6JpGMkPSBOtEZi7Gmaf4IVRcAAWAdwjVvWbDLIxQRh5mGiMQJghhhBOh56Ep9QWoQt9Y1QFEDT9Doy1NXb7EZIxg3/GS1LWVytkTjGlRTindMXUwwdKw+KSDqjJh0OBXAmmneqDgVKWxAf1j2KS2//BQDgKa1EyZzvYcjQYTh9odXUqKPjNWXUYIOI2gyzJqQAsHKO0cig48xvjW8iGo7GDdvxqg5MLxtqMFTnTS41NIk1M2RIoKwmsuXGBgpxLthmEFLb9cCk89hI46Zz6dXNQ3NJbW0tysrKMHHixO4eikSSF2TS3vDGDqC3aqBl+WymeZNLmSi4MKHF4J+6Rf0E1cxZVXc4q/GSdmPhhr0GETIAgz4nGI6yyZuWWbv1CJqCbVAAVoNHLyJIzTPjLJTFt4EAdMPG53axxp0iw4v7scJ3+0+0pBg7sysDuNia2dgBkLaDeLoCy3EtWTW5LRbH+xse0I0dhwv+qXfiyi+tQNTjtwzRKQAutkaYIZIpU2xzfSOuGeQzGJWqQ8Hu401obA7hpUMnDceZJxyNscrM4nZCkTj2NJyHz+1iAnPAKJrn6++I15bLqWBooRfvN11mn/ENZO2QTssjhc29A+nhkUj6GPyTrFktEwoVmeklRN2MlSdH9ALRhEHQhElP8vQ9s1AEPeUr0PssUX0Wt8vJvs/vE3kXPIIuhnpkmVUfpvCc6Jkgz4EeUjlpMGqcil6M0CwLaeUcvRno8s0HmaFBQmazrKeKEvP1ZEvr+/vRtO0JDLz1X+Ee+hHb3yObys5kIHrDxLpD7YHPxKJr4KVDJ9EaiWNWpbEGFH/N0fIUpuR1O9l6eNIhPTydi/TwSCSSToF/kjXLupo0ohjH11RjZSLjibKWALA+RzQ5mVWlJS8MdfumbXhVB5yKPkHyqeL898yytugp36Pqxovb5URbNG5o2knenflTR2JPw3lQE4aWUASqU2HNOPnMJkr75vtr7Wk4jxVzyg3VkqkOEUGf9fe48JaJkaIAuH/jASzfctDgVdnTcB7vnQ2anpP9J1rg92ZfFi3SdAKX3/0re+0ZXoFh33gc7qEfYdWOrVCgG1pkwNh98vUInjA7xo7VUBTohiBlYvFeHKrOzB97EVqevy7peuQrOctMKgkgDR6JpM/Bd+jmDQVK81628QCrQLyvZgYT5FI360xl9+dPHck0KfRUXOL3Yml1GY6trmY1c/j07xvWvIKBvgLmNSFPDRlg+vfGGDqgU7iiZtMBZmDtPt6EYDgKr+pEKBGai8Q0Nkk7lOTU63IqrJbM4pmj2eQI6EUBeWIaEE2EjsgwaA5FTY0Eei8iiHJOX2g1eHHIECPsaH3YNhLC5A+fXIizmx9GpOkE8yApDicbsxWqQ4FHdeKd0xdN90EM7xF+r4ql1WWmafdm79H+UchTrCsU8HsxaURxSoh1/tSRrJo039oCMA8vkYHzxPZjrK4TgJQQWXuRIa3eQd4bPFLD0/XI+hO9A/LE+NwugwGjQdfq8Oc50w2fX5Zv8EghAN5I4g0p0gGdaA7hYGMLYppeA0bUavAhBXqaHxso5AoA6hN8Oo0IAJZV5feqrJow1eHhJ0ex0KGC1J5VNpqXGxC/H4lp7UrxjrVewtlNa3DuhXXQImEUDBsFRXWbhsqsiCb6fFnXBtLfF/fR59a9UFRziIySipJCbOG2T96zWYneXeFoDMFwFFNGDU40U3VAdSpobA5h+eaDhn5kdK6vvbK/6THmtTlm1yjvIcxUY8fuvay7+mZJcovU8EiyRtaf6B2Imhlev0JaiHRaH56OXBM0joG+Arx1ogUe1Yml1WMAgL3Pe0ZmJzQdpO3hUU1SoXlIoEzGFSHuo9hOwc66RbJd3g6t77+Fs3/4MWIXzwIOJ/z/+E8YMOl25tXJFQ5FF0R7VQdrDUHviXWHgGRNJILqBomp7vx1JUK6ML6OEqB78o6trmav+WsNQMo1aicdna450v7Ie1n3IjU8kh6LfNrJP8yeZMWslz0N5zGupBCAnoHEn2feS2O2LjvXhNn3eM/NuWBbInMqxno4nWwJpYh5t9Q3YvzybaYhm0wGBmVUid+dUFqEeZNLMaG0CMs2HjD1lmRrvGRTuNCOs6h5x//g1IbvI3bxLFxFAQydtxaFkz+f1thRYB2eSqeroVo5bpeTtdmgR2MNSNvBHkiWC6DjzG+LrhWxNcbw4n64Yc0rrDq26lBYl3q6bhZu2IvGROmE+VNHml53k0YUp4RdxWuPF9Hz35fe696N9PBIJH0A0QNjlukyf+pI1p1cfKoGktVsCxJF5uw8FfPbMcuaETPGVtUdYpk5VJSOoEnTrKBdZ5JNBlN74L0o6Tj/p6dwYddvUVg5AwNuvguOAm/a5e12U09Hid+D+VM/glV1hxGKxFK+T9loVpWlxewrs8wqMyjzS/TinGwJWV6f6byM6a5/s6Ka0uPTtUgPj0QiyRnik7CVJkdsFspDBkhrYiIiUfH6XQ2WT8b8dsyexkUvUrHPDQ3AjqNnUOByJDwUurdBgy5+jQrGDmV+EV7VgRK/19KzwWNHh0PbtVpUdShZ63l4rBpsapqGePgye+2/8au48gvL4f/0Qlx9pbG2DB0jcdwisyoDWY31RHMrdh9vYpoocZ3USytdphZdY+R1Eb0rsysDKceWrjHeizOhtIhdE2bXZzovo/iZWXZhpnVI8p+89/DIXlqSfMJu+4auHAdNQHwtGlEDQf2h+LooVloK/smY1+dQi4B1c6tSavWItXjE3kpUgReAwSvAVygu8XsQDMfYOncfb0qpJ9Re9JRxhVWU7mxirZfQtLUW0eaTGDrvIShO667pCpIVozORrYfHqSSLNGa7Xt0I0xCKxA3tN+jch6MxVkuJClqSTqiipBCb77nRsD7pfem9yNYSWSJDWpJ8QLxp94SbOBkZTcGwoc0CLwQ1E3fyomez3lW8wcQLjKkNgVmDT35MFF4TBankaSJjiNfbkAFkFc4J+L1oCralZHGV+M0LEnYHrR8cwNktP0bs4hnA4cSQL62AZ3iF6bKZmo52FryhSW0hRN3T7ErdUOVbP5DBywuTqeVEunBpJgO5vQ1o+yo9rZCiDGlJJL0Q0WXe1S70dOJlEqp6EiEh3vvTkqhiy4+TFz2bFRrkw2V8CIImKBLU8rV4aFx8ajvV2qGU47GBQlavZ0/DeSZ+5Sdhq6e4nUtuxtLqMVC5qnwVJYVo7AHGjhaL4jwTJp+Bq2gYhs572NLYAfRw2IXW9hk77Q3DUUiJDmFrJG4q8t5c38hKCESFAo7zp440hLH2NJxHTNNF0uLvgYxfsxIKVsUqJenpq3WFsi/tKZFI2g1Vk7V63dnwNzpxu9Rok9KyazYdwNhAIetE3cJ5EUjAXF0RMIid+TAZGTL0ZD67MsCewp/YfgwagGKf29AaYu3WIyleox1Hzxhq7ZDehU8tp0rK6Qj4PbhhzSv6eGeNZeN6v+lyVmEeCrvkksj5D3F2y1q0faiPyTduOoqn/XNGYTJgHEs2qfDt2QcxJX1zhpAhLUctNsYGCg3vi0Jm8tTwPLH9GPPo8dlUtDwAg4dHkhn+N9qXkCEtiaQPYdeVzYeg+F5J1LVazObiDSDS6IiZOGZd14PhKKJxDQG/BydbWlHgcqZkA1EPLQp70Hat+lhlgtZH48pW19IZnPrNUrQ21MPh9qH40/fA99EbM3+pgyjQjTcKI9lBdSh454efAYCUejkiXtWBwytuMdTooTAkb5zw16NZiNfsmu0JoWBJ7pAaHptI0bKkt5JNnD3XMfmFG/ayMAW1AyDBrgI9NdzMUCHhMxk6XtWB1kgcHtWBpdVlBu0FGU08XtWBtmgcDiXVUzG7MoBJI4qZZwZAWu1KOl0OVf/taNPLXBE534jzf/w5imd+G64BV3bJNimLja+qnMnrQx4e8q6QKFz0LJEuZ0/DeaYN49dBGjG+6ee+mhmsca14vYhI7U7vQho8WSI9PJLeRjZPse194hXr8Zh1OecrMfO1cfi6KCQITho6TrQmelnRsvy4xMq8ug5HwYctIcQ1ffIdVqjrd3h9yMo55Syjxyx8Q+LYTOEtNWGw5frmZ9db1Pr3g2hrPIoBk27P8QiSqE4lpZ9XJvyc58sMXohM/crM4DP36DyRQcULmGldvCHFi5kps8sK6enpHUjRskTSx8lG0Jyt+Hnhhr0YeV8dVtUdZpoe6q3VHIpg7dYjppWYl99WzjwDTcE2JiCeVRlg2/Z7VbhdDjbxk/aCtrlww142DoX7184lNzMPQ1wDTrboE5/KqWvXbj3CtERmWpVIXDMIakX4Luid8aSXaZ1aPIbmP6/Hqafvw/n/+wVaPzjQCaPQydbYsVO3aNKIYoSjupFjZux4OcE79byi8xRPZNz53C7ENF2ovHjmaDgV/biR4W2lpW5vhW+JhJAeHomkDzJiSZ3B+0ITxrKNB1jYisSpYvjATJdjlkYuphGTLojX35Bnh7Z//0ajAeDMUmMC6PVforF4ikFUUVKId05fsvRKdDaR5pM4u+VhtDUmhMnln0LxtH+Bw92vW8Yj4lWdcLscGVPcRc+aAt3gJS+gVc0kIFmZWa/DEwcSV5vb5cDw4n442NiCsYFCnAu2ySrIfQgZ0soSafBIckVPq1HRGYxZ9gJCkTgTlhKitoYadQLJCYcK3QEKorE4onGNtXsgQwlIrcVDwmZebMy3CODDXCSUzhQiUh0Kbhk3LKtO4V2NpmkIHvw/NL30BLS2EBS3DwNnLoBvzJSs16U6FMQ0zVJrYxVmymUjUxI786J20tvw51DXScUN4xHrTxF8KI2/JqxaoPD/7q2/0b6EDGlJJN1ET6xR0dGmhuL3l1aXocTvxdLqspRl+3uSVX2pbsr6XQ0IhqPMAHG7dI0OhYZoMi30qob2Acs2HsD45duwflcDJo0oxtBCL945fYmtv8DlNN0n8ujwU7RZ3Ziu7KnVXpq21uJc3SPQ2kJwX1WGwJ2PtcvYAfT9TbfLVt6r9hwnr+o0hBOJWZUBLL+tnIUNQ5E47t94ANcsqUMwHGXLTRk1GG3R5Hj4tPL5U0fC71XhVR1MFE/wNZvWbj3CyhXw7SB64m9U0vORBo+kV5DLLsddqQuwO+50N3g767AzQfAF3ryqw9BTi4TCnsQEJbZYqCgpRInfy8TOZKpo0MMapBE60RxCKzcphyIxLNuod94eXqyHdlSHktJJGzBmEPHzcEe8O1Zan1ziDowGFAcK/3EehsxdDVdh12RhdQQSnYuGkt+rYt3cKlYYUjx8/PJ7Gs6zujuqQ8Hy28oN3hif24Wl1WXYVzODFSikWk3Un42v/cRf51K7I2kPMqQl6RI6O0yUr/H9dOO2cueLx8/OvovH3+w7FI4Qi8uJn/E1bFSnAl+BK6WlBK/FoRRl0nbw9XQIM11Ivt6YtHgM0ZbTUIuG6a81DdGmE1AHXtXlY7E6jpmysaxacxQmup/z5QWoqKAIGS9mXcrNWpUAyeuMyhucaA6x2k9kMOfbb1ySGRnSskltbS3KysowceLE7h6KJA2d7YLuaU98dj036cYtVkU26+6caR2E+H2z71D2jcuh4Intxwxj57NpgKRnJBrT0ByKYNnGAyzja9nGA8wDQ3+31Dey1gDr5lZh+W3lhlCGOGHaNXbSOWgqSgptriV3RJpP4tTTS3Dq6SWIhS4CABRF6XRjxyz0RGJiM1pCEVMvGuExydgib939Gw+wTLt5k0tx5YDkevhx7Dh6BvOnjoRXdaCxOYSFG/am9FBLd83SNUqeoZ72G5fkH9LDI+kS+oIQmCcXHqeuPma8F4cKw5l1Puc9TnwjTt4r4FUdKPa5DRld9KS++3gTq8o8aUQx66b+1okWuBwKXE69Ro6dtOqe5Am6dPD/0LTtCWhtl6EU9MOVn38AnqvLu208sysDKZ40nnTHbuWccqyqO2SZHcd7XfhaSU5F14DxxQT57Dz6jtU1ne01n+vfSF+7T/UUpIdH0qtI56HojeTiadTsmPGeIzteJFpm4Ya9GZddPHM0/F4VHtWZ0ijUajzTy4bA71Xh96oYx3lU3C4n+77qUFjDyXmTS7G5Xp+EN9c3Yu3WI5hQWoRzwTasmFOOKwd4EIrEEbVZQ6YnGDvx8GWc/cOPce4PP4bWdhnukjIEvvFYtxo7CoCXDp1KW4BRyaBfaotalwIocDmYoHhPw3nMrgwwzRfpcSjMSXWR6Pzn8j6Qa8+xFEP3bqTBI5EkyKXwubMMPP6GTP+u2XTAcsxW3aTFIoD0ZAskM33EsJbZevc0nMe+mhnYVzMD54JtAJJhJhI6xzU9k6tuf2PK+ppDEWyu18e2fPNBZii6cqwmtlNUrz2ETxzGh7+8B8GD/6cLk2/4CoZ8ZTVchUM6ZXt20WCdsUWkS9zSw5K6oSqGy/xelXl+yKinMCU1/iTP4A1rXgEADC30YtKIYtNt8b87u+L6zhIvy7BZ70aGtCSSBPkgfBbDSnyxP7MxW/Uc4sMMx1ZXs333qk60RWOsN5bVesVmobQtPgxCwlO+JQX14bJKk/aqTgCaaShFdSq4sr/bsj9WOjor9HVm88O4fPhPcBYOwaBbF8Nz1ZhO2Er3QToravJKmiCqp3Qu2MaKDVLmHnlz+Eav6a5R/nfHd/G2eljIh9+pJDu6av52ddqaJZ2OjDfnFv5m21OZN7k05VynGzMtK14nNCFR2jntezAcTXgGNDgVYEJpkel69zScR0zTxcgvHToJt8uJKaMGGwwVyuZZuGEvC61QzR5qEiqGXNJ5JWJxrV3GDm23MyieMR/OfoXw/+NX4XD7OmUbqlNBNJbbVhhmhQip2CMPy8ZzKCj0qnjhrQ/Z9w42tiCWaAHCn0cKVwJJ42fH0TMIhqNYv6sh5foVjZxM97Ke8juV99/8Q3p48hj5pCOxQ6brxEyMzHex9rldKTf12Y+9yqolE/QkT6RrXmmnM3dPJHjoTwi9txcDb7kXSiYRTA8jm2MunkszZnPtJKhrurgOyrDqjfeq3rhP3YUULUsyYjfenEttSm+lNxwjq32gJo4DfQWmn/O6id3Hm3CyJYThxf0MHa/Xbj1i+O7BxqSxozoU+L2qoUIuYGxeqcCoo8k3Y4eEyWe3PIzgW39E6Ohr3T0khl25UzbHPJOxU1FSiHVzq7Bzyc1YN7cKK+aUM/F6RUmhQaQMpN6resPvTep98g9p8OQxdoWxvS3zoDNulr3hGFntA4WfDja2mH7O37hJd7H/RAvmTx3JMm4AGL5LFXQBMIHxjqNn4PfqUXL6C+gG0Yo55XC7nKbtIXjM6slkS64FyuETbwvC5LnwXntdTrfREbJsip41JX4PSvxeQ10jEqgDup6rZtMBTBk1mInXqRs6Id6r2vN762lGUl/LPO0NSIOnD9DbnkQ6wzjpDcfIah/o/eqKAPucJo/Zj72Kmk0HmFanwJW8JazdeoSFusjwoXXzE15rJI7mUCTxn95LqTkUxco55Sjxe1EzeyyXsZUcF2/a0KRqRTaGUDad1dOhxWNo3rkBJ3/9b4i2nIJzwJUY8pU18N/4VSgOZ062kR8o2LnkZrzfdDnxSvcakvFBRjL1XbPzW+KXyUV7FYnEDnmv4amtrUVtbS1isRiOHj3apzQ82dJbRHa9ZT+6E7FbNd8BW++GrvdSEgsQ8plYpAlRHQpcTgfcLgd8bicTFntVB6aXDcWehvNoCoZTDBExc6onFREEgDNbHsblQ38CAPQr+yQGzvh2pwmTeyJe1QG3y8nE53zbh3A0xs5nRUkhDja2sKwts99lut+sXS2M/N33XrpKw5P3Bg/RF0XL2SJFdtb0hZsp7SNVNfaoDhT7CnCiuTVFpEqveeEpkKzGLKJAL2RnpRMxS0c3ywrqSbR+cABn/ncFiqZ/C1eMvam7h9NhzDKz0mFWaXvt1iMAYLgGaLl0vdh4A3t2ZbKUAa23t//2JOmRomVJzsmHsE13xen7gruc9nH/iRZo0ENRJ1t0bwzNg17VYQh/VVcEDAUIwxbVdzWkF8VSOjrP9LKhKPF7c6LbyQXx8GW0vv8We+25uhwl83/ZK4wdALhyQPqwIeFQYKi0Tb/JZ1//gIUueWg56sWmAaY6MYJCXwT1yUpX6FIiyQXS4OlD5IPIrrsMj3wwBjsK7SNl0Tg4r864xHvTy4Zi/tSRrEghdbtOno/U2i1m5kqJ38PEw1YGzZ6G89i55GaMGdb9Htlw4xF8+OS9OP3cg4ic+zt73+Hu142jaj9mjVNPX2jFQF+B4T2zUxPXgH01M1IExnwZAtWpoMTvxUrOk+N26bomUeMD6Pcevv2E+GBjp2q4RNJRZEhL0qOQ7u2OY+cYrt/VgPs3HgCgT1ABv5eFO/mGoLMr9aJx4Wgc0Vjc4KWhKrxmIS6/VzV9n4fWnWm5zkSLx3Bh13NofvXXgBaHc8BgDL5tCdyB0d02pmzoiO7JqzrQGomnfL/E78HOJZ9ir/lQKG/0+L0q0/fQchTyAvTrQgyJEmJ4ff2uBkPVcDsVlyW9B6nhyRJp8Ei6ks4wzHK1TjtaLVFTQV3L508diWUbD7BJkE9JF1EAzLIwWqz0ItnqSDqT6IUzOPuHHyP8gW749fvoP2LgzAVweK7o5pHZpz0FHHmNzcINe7GlvhEe1Qm3y8FEycSUUYNZcUH6y3dgJ48NeQTJU0OOI2o1QUaP2OqEb3kCJCuC03qk3rBvIDU8kj5PT6u7wUOdovkn2kxk2p/2hvPE9ZqF56yWWTmnHOvmVrGCg7uPN2FWZSBRKFDveD5/6kjDJEho0MNSPndqhxoroyZbY6ez1D3Bt1/Fh7+4G+EPDkAp8GLgZ76LQbP/La+MHSA7Y4evT7T7eBPGL9+Glw6dAqC39GgOReBVnQhHY0yrQ01nqcHrjqNnUF0RYOeF0tHptxAM62UJNACeRLgzpoH9TvimszuX3GwImfIh974QYpZ0PdLgkfRYeouQmIwNMpKs9sfOTd7MaBKPk5lWK9MyfC2VSSOKEfB7sbR6DPvulFGDTY2PpmAYE0qLOk183Fm+oLbTxxEPB1EwbBSGff3fccW4T+Vdq4hscbucLAS2ub4RzaEIQonSA4Qeykweh+qKgKGSc7Atis2JNhJe1QGnohehJE+g0dOn998CdEHzDWteYdcKXeNW17zZNdyTH4Ak+YE0eCQ9lp78lLd45mjm9bBbMA1AWs+LHVG5mRGYbaE3Htr+2ECyHQC/DTLSaJITTYJQJM6e/tsbquoqM0OLJxuT+m+Yi+Lp8zH0qw9BLQqk+Vb+QyL14cX9bBmQrQn9lld1YE/DeVRXBJg4nW8X4nY5EdPAau8Auq6HPElul4MVrHS7nAbPDl3j2Rg2veUBSNJ9SINH0uXYfVLrKVllZuOdN7kUPrcLzaFIxhswGRuLZ47O6HnJhJnhYnWcaNwLN+w1aIP4/aHtnwu24djqaqybW2XYBoUogKRmJ1sy9XrqbEWPFo+h5bVncXL9v0GL6R4IxelC/49VQ3GmhuN6G2+daGHtQnjMMuxUp8LORygSZ0ZKsc9t8OrMrgwYqm9TJW0AWFpdxq53ujanjBoMpwJW0Ruwvg9YhYt78gOQJD+QBo+ky8mHJzUzo0AcLzXl5G/iZtBNH0DKDT7bm7hdI5CyXk40h5jGgsbPpwCLIQZROB3lvDYe1YHN9Y2m20tHZ/d6Skf0whmc+s1SNO/4Fdo+PILg4T9332C6CDG0aHX4zTK0XCZhyQmlRSydPRyNo79HxaQRxabXYjgaMxXeUz83vr9WpvsAhcH41Pae8AAkyV+kwdNH6c54eFc9qVnto51952/GVoaN2U08HWY3+Ew38fW7GjB++TaMX74NCzfstX3Onth+jFVK5ntoAfrxp0rKfHaNmXFHAmbVoXR7VeRsJULBt1/Fh7+8Rxcmqx4MvOVe+HpJEcF02AktOpT0njUFyVDjnobzeCvhHYpruk5n7dYjhmtRDF3R9UTL8L8hel80tgmzdUkkuaBbDJ7bb78dRUVF+PznP8/e++CDDzB16lSUlZWhoqICv/3tb7tjaH2GjnhZ2mMsZatVyQVW+2hn33mjzMqwydZwa4+hR6ECPmMm0zlbv6sBwXAUfq+K5bfpWViibmL5beVsLKvqDuNEcwir6g5jQmkRFOhi5PW7GrBubhVWzClHXKheUeL32N6HXGmZ7UqE4m0hnH3+33F20xrEWy+hYNi1ujC5YnqvFybbxepYul1OqA49rBVINHSdP3UkPFyGF2nXzETwfJiL/53tOHoGMQ3YcfRMSqaWeB+gLC3algxhSXJFtxg89957L371q18Z3nO5XHj00Udx6NAhbNu2Dd/5zncQDAa7Y3h9go54WdpjLHVHGCtT9/B0+86Hoch4sJNJko6OGHoKUj01hFnV2uZQBD63y3JbNJbdx5tYkcHWSAx7Gs5Dg67foKq3q+oOs7CU6lBQUVLIGoTSe17VaZml1dVld85tfRzBt14CoGDA5C9g6Fcfhlpc0rWD6GLMKiuLZDI8nYped4c8RCeaW9n1Or1sKNPu7KuZYTBsCDEc2pHfn51rWCLJlm5R7E2dOhXbt283vDds2DAMGzYMADB06FAMGjQITU1N8Pn6TnfirmTe5NJ230j4Kqid+Z2OYrWP2ew73XhL/N5uufEunjnacNzIy8RPLrwxyfclynSs1+9qMGhyZiUKEFI39Jim7z8ZRIAeLhHFr5G4hgiXAcXTnsJ4HcV/4zxETh1H8YxvwTO8oms33k28JZwTMzL5tqiAIKE6FOaRFb2cZr8h8aFG1PJQeNhOcc3uuF9Iej9Ze3h27NiBWbNmIRAIQFEUbNy4MWWZ2tpaXHPNNfB4PLjuuuuwe/furLaxZ88exGIxXH311dkOT5KGXOl2eE9FvmVcZQv/NMrva1dpoPjjZpYuvnbrkRSNUbpUX14HxHvbZjNj5zDT6tgRZGeiK4yd6IWzuFi/jb1Wi4Zh2Dcf75XGjlPR/6soKTQUEjQ7zOSNcyp69lUm8fgLb33Iyid4VScicY1pdcz0NukKXlrVfUrtzWaE1gkgp/cLWcNHArTD4AkGg6isrERtba3p58888wwWLVqEmpoavPnmm6isrMTMmTNx+vRpW+tvamrC1772Nfz85z9Pu1w4HMaFCxcM/0nS0xlhpXzIuOoIVgZHTwrRZRJP8xlbW+qTVXGpgrJXdeKlQydx/8YDBm/O8tvKsePomU7dp45y+chf8OEv70bTi+sQem8fe19Remc+RkwDq33TZtG5nnA5HTjY2ILqigB8BbozX3Uolp4eXuzsdjlQ4vciHI2zOkwTSotsF7Nsbzirs35Xvf0+JbFH1neFW265BStXrsTtt99u+vkjjzyCu+66C3feeSfKysrw05/+FP369cMvfvGLjOsOh8OYM2cOlixZgk984hNpl129ejUKCwvZf9IblJlcZkdlyrTId8yeCPnj1x01QfgJhTQUi2eOtjWJUMYWiU/D0RjWbj2ClkS1XTEDq8TvwRPbjyEcTQ1VKbCnGelM4m2tOPfCOpzZ+ENdmDz0I3ANGNytY+paNBQkupNbEYrEWPVsul5uGTfMoOVRANbFvMTvSbQUcbCaUW5XcorYXN9o8G7Sb5/vjD77sVdxzZI6PPv6B5alGNLRWb8rWcNHAnSweaiiKPj973+POXPmAADa2trQr18/PPfcc+w9ALjjjjvQ3NyMTZs2sfe2b9+Oxx9/HM899xwAQNM0fOUrX8Ho0aPx4IMPZtx2OBxGOBxmry9cuICrr766zzYPzVXjSbvrsdOgsifQ3uOSy/0Tx5DLxqN2O6PTMruPN6FufyMKXE7mzTHruE3viR3RFQDjSgpTdDxdSfjkuzi75WFEm04AUDDgus/B/49fheJM7fcl0Y3TL068mmmzCCokSWEms2t99mOvGs4130yWlqffit+rGlpLrJxTntIElJa16qKeKzqjua+k88jL5qFnz55FLBbDkCFDDO8PGTIEJ0+eZK+nTZuGL3zhC3j++edx1VVX4bXXXsPOnTvxzDPPYOPGjRg/fjzGjx+Pt956y3JbbrcbAwYMMPzXlzFz2bYnbs0XpUv3vXx5YmqvKzub/cu2KWgu3evZrIuMnZimhyz8XhV+r4oVc8oxW6igTMbOlFGDU97vTmPnwp4tOPk/ixFtOgHnFQMx5MurUDT169LYScM7py+iZtMBg7GjOhTm6aFrfaCvACPvq8PCDXvZcgcb9XOtAJbeTXotQgaHVQ0osVZPLpEhLIkZ3RLo/uMf/4gzZ87g8uXL+Pvf/47rr78eN954I+LxOPbt28f+GzduXMZ11dbWoqysDBMnTuyCkXcfmW4MZhN0e3704g3JinwRIbfXMMtm/zIdZ6sJIp0A1C7iutI1FyVjx6no2V/7amZgX80MzJtcinVzq1KMngutEdZksqfgcPcD4lH0G/UJDPvGY/CU9j5hcjqoCKTVZ04lNRurNZFxxxOJayzcRZqb/YkWFBS6AsA6o3tUB8uwAsBKGoy8rw67jzcZavDMrkyWTxB/R2INqM4yTPLlgUzSteQ0LX3QoEFwOp04deqU4f1Tp05h6NChudwUY8GCBViwYAFzifVWxNRjEbM00fakdvIppHa9Gz3ZddyR9Hu7ZHucM6X0dmS8ZuuhXkfhaAxul5P1OAKM508UPXd1OrkVsdBFOL39AQC+sTfDecVAeEor+2QRQQ26GNmqDIBZJta4kkIcbGzB2EBqKLK6Qjdyxb5VdP2sm1vFQl5bEg1k1249gnmTS5kBXbe/EevmVtn+rYnLdUb6eVf87iX5R049PAUFBZgwYQJefvll9l48HsfLL7+M66+/Ppeb6nO054mlvV4YO+0OMvWZ6ktkOl7ZVna2A50DSk+ndZt5fJLi5HhKITd+bOTd6ynEI604t/VxfPiLBYiF9CxMRVHgvWZ83hg7nTHK1kgs5TypTgWzEuJjkfebLps2D51dGcC6uVWG97yqI+U6pGuKr7a8flcDClwOVhDTLqIHMl88xZLeQdYGz6VLl1jICQCOHz+Offv24f333wcALFq0CP/5n/+Jp556CocPH8b8+fMRDAZx55135nTgRF8JafWkG4M4SdqZqDsaq+/OOhqZtm033Mhns4hke37pHAAwHH9xPdSaQkOyrg4/BqrhA2io2XQAYwOFWU/SViGWjtB26hg+fPI7uLTvRcQunUfob3tyvo2uQEN2bTjsrlP05MTjGtbNrUJ1RTLjihAz7RQA762pxrq5VezanTJqMEr8XiytLsOE0iLUbDrAtDx0TfFd0PWClHEE/F7DeqxqVFkZ6BJJV5K1wfPGG2+gqqoKVVX6k8GiRYtQVVWFBx54AADwpS99CWvXrsUDDzyA8ePHY9++fXjxxRdThMy5YsGCBTh06BBef/31Tll/d9IZk3wu1skbOXYn6o56grrTk8RvO51GxmpsdouupcOqyBulD2cqAqkgWVeH6vAAyRo+J5pbmRfAo6ZPdxax06zSLpoWx4Xdv8OHv/pXRJv+DucVxbjyyytxRR43/eTbcHQW5GWh89mY2KbC/Z/QoGdfAclrd8fRMwiGo1i79Qi21DcatDwLN+w1aHXM6uxkqlFlZaC3B1lEUNJesjZ4pk6dCk3TUv578skn2TJ33303GhoaEA6H8de//hXXXXddLsfcZ+iphQL59gVdVV8jVyLE9tws+W3zFY4Jq27q6daTLaLRZaabMju3U0YNhlPR048BoEUQINPYjV4ILVGQ0NEpIRkropeacPrZGpz/v18A8Si8o67HsG88Dm9pZReOIn/gw1cvvPUhxix7AU3BMPxeFRTxcznMig4kw1t8hhU1qeVDVzWbDjADqG5/sg2J+KDDX9t0TQ30FbDfmpmB3l5kGF3SXvK+HGlvDml1RqYBPzl35Ekp003HKlYPZFeIjMhVSC+bm6WdMvfrdzUw8aZVpWMi3T6kOxfU/dyrOthTuNk+mF0vfBXmJ7YfY1NfSyiChRv24qVDJ5mHhyBhc7HPbZj8OpuWnU+j9b29UFxuFM+8G4PnfB9Ob98uN5EOB6djisQ1hCJxhCJxXGyNMMF5JK4hbFKRWXUm+2RRhhUZuNPLhmLlnHKWrelKWFZjA6lJIWa/EbrmDja2GAT0uQrJywwsSXvJe4OnN4e0OkO3I06A7X1Sam+J+O5+OsvmZmk2Vr7CMS1Dqd7pUsPNelnxmHmO+HE0hyJoi8bRHIogHI2bepTMrhdeP0Rd3+mZv25/I1ojqZPhlFGD2XjECsydSdHUO+G9djKGff1R9B//6bwRJncXVqHEFH0P95pSxiOxZJ8sMnyKfW5o0O8NfPo4taU4F2xLubbNfiN0zVVXBDrFMOlJekZJftGhSss9ia6q1JivUBhkQmkR9jScN8TeOyOl3CzsQhlDAAyp0T2VbKoY88dVrC4LJCs301OzWNV2/PJtaA5F4Peq2FczI2UbfFo5ANbB3W4VaL4abjgaQ2skjnElhXjn9CVD/yxAH1swHO30+jttp/+GSwdeQdFN35TGTRdCTUdbI3EmZl9+WzkA8/sB/zsQr+2eXpZCkh/kZaVlSe7JlUCPblR7Gs6zp6POfFIyWzdlDNHnPQmz42x1fPhlzQTJZl6kTE+9oueIZ97kUvjcLhauoIwaK4+S2b5MKC2CAt1QCkXi8KgO7D/RglAkxnQ6fEqyWGE5l2haHBde34gPf7UIF1/fiOBbL3XatvIFr4lQPFfZb+JaQpE42qJxFt6kIqNW2jw+HE1eQj4rUPyOFBVLeip5b/D0Zg0PkLsQkIx7p4cPKWXbKgLInLlG762bW2VqRGUSgvMVsHmjVRy71fj2NJxnE5xTgSGURe+HInF2ffAC1VzChMmv/BcQi8L7kevg/YhMauCbdBK5yn4TdVhUO0esirxww17cv/GA5f2GQqvpajmZvZYGkKSnkPcGT2/W8ADtL0gn3lx6Qtw7nRejJ5FNqwg7wuZM2KlRIpbkTwev2xm/fBvGLHsBpy8mRckORWFCVJH7Nx7A8i0HTSv2dpTL7+7Gh7+4OylMnvFtDP7s/XD2670V0u3SkfCh6lTgVR3wqs7E3+RtXXUoBuOWmr/uaTiPgb4C1O1vxITSIsybXIrN9Ukjl6/XRNfnQF+BqXZMvEeJWYvdrduTSIi8N3h6O+0tSJftzSWbp7D2PrF1p9FlNWax8NrimaMtjUwz4yYXN3NaRzgaS5vebpXpRqnnFIbiw2wUwopwFkwkrhlei0RiGkr8XlSU5M4Qaf7Lb3Dmf3+AeOgC1CtHYNgdj6J/1WekdscmZkeJQl5xlqEVw/SyoYalfW4X0+n4vSo0JLOnqHeWmTePD9HS9UnLi9mI4u+aT4wApHdZ0nOQBk8vo703l2wm7lw+saXLaMrWoFq/qwHjl2/D+OXbUr6bKWssnbbJygND6eK8piGb/aWCbgN9BSjxe+F2OQ0ThdVxEPdFnGDoexNKi1g9HR7VoRiaUIqfA0BTMIz3my6bftYePMMrAIcT/T9+G4b90yNQB12dk/X2FQIm3cgjcd0wHVqYrKG0ub7RIEInr+rQQg/zIvX36FlXfq8LTkUPb/HXmFd1Gu4jfMsRBbqOxyrbEEi9B/UE77JEAvQCg6e3a3iyxW4fLPGGlY2hlMsntnRVWbM1qEhj0ByK2KpRk+59szECxiqxZpqGbPQ/VL/nYGOLodu0WfVawszIEkNsNZsOsOq5gF5Xh7QaK+eUw+V0QENSI2KWeh6KxJl3qD1omoa2M++x156ryhC462co/tRdUFxqu9bZV/F7XQiGoynvk/GRqZLzziU3G5ZpDunrutgaxbHV1Zg0ohg1mw4A0D1BS6vHpNxH+ntU+L0qCr0qmkMR1O1vlGEqSd4h09L7GJnSo3lykXKaKRXdKn29Pdttb9p7pjEAmdN16X06vlZpu/zr3cebULe/EdUVqU0c7a5fhD4H9Cd1etrnl79mSZ2t49JeYsHzOFv3KMIfHMCwOx6V3pw0eFVHzmodVZQU4lywDQN9BaySMpU5mP3Yq9h/ogWqQ8GYYQPwVqKFyLVXXsGWpfR08XfDX3MkrOfLMKRb3m7ZBEnfpqvmb2nw9DHM6sZYGQa5uHHxE7BZjRm747VjbLQXs/00ey+bujy0TCYDKNv9ybQceXhimn68AbD6PVNGDcaOo2dsCWTNGxJk5vKx13Hu+UcRv9wCxVWAgdWL4Pvoje1YU+9HdSiIxrV2HWfAeI743xb/m1MArJhjbcTwzK4MmN4T7DxIpHtAkLV6JJmQdXgknQKfHs2nQZuFYjKJd+1obOZPHdmhfkwU1qnZdCCrhp3ZkK5uDv8ebZOvUCuSrsdQunGn2x+x7k+6uid8NteUUYPhc7vgdjnRHIpgS31jirFjVetFg+4hIvGyRVIXIx4Jo+mln+LMc8sRv9wCdfA1GPq1n0hjJw0RE2PHqzpgt/wO/90powbjhjWvYPZjr6KxOcR0Whr0a4v0YtQBndfl0HapsSxdW/w15XO7TEPFBH/9ir8BmaUl6SlIgyeP6Wh9C/5GZGcyN/teJuZNLsWKOeW209HFfaKMJSqORuRSR8TfoNOlmfONFrPZfysDiN/XdPuTrs4Jr9mhc0djp0wbyv4yS4iKxjXLCdbtcmDnkptxLtiWNk297cx7OPmrRbj45h8AQBcmf+0RFAyWT/PZEorEYVZ+R4He4NXsVClIZlXtP9ECDfp5nVUZYE08N3MNQBdu2IuaTQcwNlCIEr8Xfq/Kwmp82Iq/5jL93sTP7V7bhKzVI+kKZEgrj+loyMnMDU0tBfiJXVx/Z7qoxX3iNUdm+gK7+0fGTCY9EYWDcqVtWrhhr6VOJ107iUz7IZb6dyq6sJTW53O7WNgy2zYRFSWFeOf0RdZ+4v2mywhHY5Zak+ZXn0bLzqfh8Pkx6DPfhfcfJtjelqTjlPg9aGxuhUd1IBxNGkz+hMCYD31VlBTiYGMLM2BXztFbSoi/i3TXuJ3rP9t7k9T99G2khscmtbW1qK2tRSwWw9GjR/uUwdMZhocdsW5nkm5yz6QdsNIpkLHEZ1uZGVC5NK6IkffVIabpT+EBrhLz+l0NWLbxADQkdRYkYh4b0MWn2fbwAvTz1RQMIxSJw6s6UOxzs2V4zUaJ34MTza1QHXoRQt6YcSp6w0m7NwYtHkPzjv/BgIlz4PT5bR8zSXr081eQMQuLUAB4OKE6abh4Y1dvYaEZPDr8g4Udg8POstnem6TOp28jDZ4s6Ysenq6kMwyh9mZV8aS7+Yoem/lTR2Lt1iNoCUWgAcwTkgtxpZWxRB6eApc+EdE2Ra9Lid+Lky0hQ+go3YTCNwPlvTm0j/yTPe37/RsPmK4rW4Fy6NgbuLBnM6787DKZYt5OMh1z8vqNWFLXLlEzGdG8kc9vtyPXfrYPJRJJJqRoWdJl2Imft1fvk450dXPsYqWJAVLbMcybXIp9NTOYpgiwr8WxMw5K9eePy7q5VTi2uhpLq8egxO9FOBpP6GriKb2Mqit0zUVFSSFrDSGW9+e1TU4FbH1UF6Vm0wFMGTUYfq8KV0Kc0xQMM8PSDPIyZUKLtqHpjz/D6eceROvxN3Fhz6YOH7e+SiZhcjgax/pdDe3O4BpXUognth9j7SDompqVuN4Wzxzd7mKAUpQsyVekh0eStYsaSNX7tFdDlI12oLP2wyqF3Ow7dlLGxePCf39V3SEWbjq84hbb+wPAVNvEe3iokCG/PCGGO7Kl7cx7OLtlLSKJYoL9J8xC0dQ7obgK2rW+vg4Zx1Z4VQfLrgN0A4kXM1N2Hd9glPca0b9pO5nCtGKtnWw8r9LjI+ko0sMj6VTELAq/V0UwHLX01vBPdfRvsTJwOk8R/xmfCbV45mj43C62XEeeFq32g98231k8Uwq5OCYxNd7qGKWvmKxPVNG4Zum9MdufCaVFpg0ap4wajJ1LbsakEcWsGu6E0iIEw1HWUBLQJz+3y37KM6FpGi7s2YIPn/ouImfeg6OfH1d+/kEUT/sXaex0gMzNWRVDyFPM3IrENYOxozoUgzdIUXTDl7yGMQ1pr1/+2s/keTXzpEqPjyQfkB6eHkx3ZEPlosig2TqsvBX8v+dPHYnlmw8iEtdQUVKIzfdkX8MlUxFBXtCbycNC2M3esmLhhr3YUt8IDycY5fU1gHk2nNn+0DVB+0Faj3TeoDHLXkQoEoPqVNI2DTXj/I5f4cJrzwIAPP8wAYM+8x04febNTSW5Q3UozKBRALgSr1WHgrimMSE8kAxJimeWRMvDi/uxasp2rl/R8wrA4BUVxfbtyeKSXiAJj/TwSHL+pJSuNkYu6tqkWwf/mdW/n9h+jN3kDza2mI67PWPg33O7nIl3lbTrtCrmZ6YVysSehvPQAIQiMURjGpwKEPB7WGd0O8dtoK8AI++rw6q6QzjRHEJrIsumJRTB+l0NzOPTFAzjRHMIDgXc+vRjmq2xAwBXVMyAo58fRdP+BcO+8KA0drqICFcfyeXU20E4FeCWccNQXRFgIcpxiY72ZmeWvDT0W6LrLZ1nkQyRxTNHY1/NDMybXGrwcK7deoRti4oaithpFiq9QJLuIO89PL05LT1dDZdssPIKmC2TyxYO2T7pAcCqukNojcQxqzK5z7ms0WGlsxGx662yMx4xBZ3XVpjphcz0E3y2Dgma02l2aDldN3Q4o3ZndmUAm+sboUUjCB1/E/2uvY59Fm9rhaPAk+bbEqK9LTns4vequNgaSQmJidudXRlgzWOnjBrMMvjI0LDyLJplG6ZrV9Le7Erp4ZHwdJWHx5V5kZ7NggULsGDBAnbAehN7Gs4jpul/7WAlHqTJPZ18QywNn+l9O4jfNbvJ8ctYPRXSjdrMA8LXo6EbvOiG59dJGiTR0BKZUFqEky0hVunZ7njM4PeV0sfF+jkE6ScAMJ0Rn63jVR1scpo0otiw7/pkpLFu2KRVauWMHT5UQjgVfV2/e2UXTm9+GJHTx3HlF38A74iPAYA0drLAk2UzUKqHJGJlOIWjcRbO4j93ORTcMm4Y6vY3Ymihx/RBaf2uBjQFw1CgX990/YjeUDJu6HfLX7+5MlD49UokXUXeGzy9mWwnVtHAoNd+r8q8AjTJihN+MByF36umbCvbMaT7rpnxZGf96W6OtE6+hg25yckNT+uwu04gvbHZnpu13e/MnzqSeYMI2h+nAiytLkv5DjUE1Q2epFnLazwI0dgBdAH1vTUP4fwr/wUt2gaHdwDAOX4rSgqZBkSSnmw7n1sVFbT2Eukh0eqKAF46dJJtLxLXsKfhPJbfVs4Mls31jQBgqM9Ey+9pOI91c6tMfxcAUn6T0kCR9AbyPqRF9EbRcraIRky61NJ0ItdM67fTaT3T+HJx8+TDP9QJnP83FRjMVeXkjhRny2Z7QHpvkNhWgsIMtL+E36ti8czRKQYUT+xyC869sA6hd/8KAPCM+BgGfea7cF4htTrdQSZhuTfhQaJzKxaTpAcbMnb493lPr5nYOBMyDCXpLGRIS5I1/FPYDWteQXMoYtnl2sz7ksmLI3pTyHsift+qzk1HnxLFGy6Ff0r8XoPrnvad1ztYeXrSbWdCaRHzrvAeM3ov3c2fF3qm264YdqzZdADLbys3ZM4BSNFYrN16BOGonu1FGg2xX1Y4GsPu402W+xl6bx/O/eHHiAXPA04Xij55J/p/fBYUpWO5DJ2tY+kNiHV1iHTGjt+rIhzVw5PhaMw0VErX46QRxczT4+QE7Fb1csTPzOhIeFsi6QnILK08w26GEF/5N1MmhZ2sClqnWW2PVXWH2SRsVpE5V5kYfA0dfjxmYTiqJrv8tvK0x8EMGveW+kbT7U0oLWIdyq3WOX/qSChIVl7m4c8hbQtASqVmsfYOPwZAz/rSoIcnBvr0mjh8nZ1QJI4t9Y3G+izcv2PB84gFz0MdOBzDvvYICife1mFjB7BfubkvY2bsWKE6FDgVPb08XcgsGI5i7dYjWL+rAbuPNyGu6d/t79E9gPQ7B3TDmX5P/G/Vbq0e2d1cko9IgyfPMDMizG4+fCo1n4pqtXy6dfHr3LnkZqybW2UwJHhRrFnKubj9XGAVcqKChrwxZzelPPl9fTYSi/TR/pO+B4CpqJmWLfSa95nizyEdo+HF/RDX9JAFoIcY+cwascjb4pmj4VWdTIBKqccal0kD6AXoeOKxpBfoirE3YfBnvoOhdzyCgiv/IadeGenhsYeZYUjXnepQUOL3wud2IabBoKOi8gpktGyubzQUCyRDNxLXUgoIUmmDYDhq+K3yDwZW9xQymDIZ/BJJT0QaPHmGmVdD9HwQ/AQthmKsblZW6xKZN7mUeXrGJfr0kFZI9ByJ22/v0+GUUYNZdWGzfTAbu1kYzGrf6TMSklI4YHhxP9yw5hUs3LCXeV4oVMiLmsX9oorLi2eOtqyBRMfoYGMLNABt0TgWzxzNKizzT+Hi8S/2FUADsKW+EQ5FgQJgVmWAZakBSU+Cpmm4uPd5NP7XfMQuJyfOfuOmwaHKLKzOgA8nkyEr4jIpfR1PGK01s8diQmkRWoRQJel3rAiGoynj4O8XVMMpGtcMnt3+HhVe1ZH2ugP034kYKusspCdJkkukhidP4CfuTMJiXshLolcgeXMSU67TpWinEyruOHoGMQ14v+lySl0ffizhaNyQAUaGBYXA7IqA6al1x9EzWDxzNPsur4MBwHQO/LZIS5MuK4wyWYLhKMtmiml6EcSYBkMm2PLbylPWI2oceI0FaXSs0u+rKwIsldgqw+6GNa+kiJppTJG4BiVxbEi8TcQut+Dci48h9M4uAMDFvc/Df8PctMdb0nH4sJVVKMosaw4AfG4X5k0uRc2mA6ZC9Ce2H2P6LL9XZb91us54eMH++l0N8KgOVuuK4Msh6JXInWmLYXaVeFnqhiS5RHp4ejBmWg+zDuWi54Nc29RBW5wAxZRr/qbCeyXEz7KFxhKKxNgNHDDqUOyu+4ntx9iNn554yXCgMUYTk0eymnKqlmne5NKUMBExb3IpfG5XyiRUXRFg2iW/V2Xdx3nx5/jl23D6QisLMfHjJo0OeW0WbtiL8cu3YfzybWwM1FWdxNe8Don3klG1W+qQXl0RYN4DDXp13XA0BgWJmjsN+/DhL+/RjR2nC0U3fROFn/hSxuMt6TjtDespADPkC1wOKEh2O188czQ7/1sSYSyf24V1c6sMfdwqSgrhVPQChGJdLTK+XnjrQ4xYUoeFG/amhGbdLoelrs+u5o+nvZ6aXFSAl0iIvDd4amtrUVZWhokTJ3b3UHKOmdYDSDUSyNOy4+gZzJ+qN5z0e1U2UYvfEW8i9B3ykNhpqAkgxTgS4cci1vQwa7JJmN0caV2UAcTvP41xVmUgZTyihoc/rmYCTVoXP2HQZDJpRDEutkYQisQNuggy7CJxjYmIxXEDuuepORRhExWtI51egs4DTUjkYSIjbk/DeRT73IZ9cLuciEcjaNn+CzT+5n7ELjXBVXwVhv3TIxgw6facCJMluYWPbJHnpWbTAYQicTgU4IsTr2aeXTL4NYA1i+XboMyfOhLngm1Yflt5SoV2egAgfY8GoG5/o+GhyKs604bM2kN7H5zaY1xJJFbIOjw9GLu1YMYv38bSsK1CS5lc0JnaJXRlDY50Y8nFOLJpBspvj27aCoDCRGhh3uRSLNywl9U98apOLK0eYxgb7Q8Za17VCbdLNzooPEHhK5/bxfaNby1CHh5A99y4nAr4BPBoTEM0rmFcSSHeb7qMk688hVM7ngYAXDH+FhTd/E2oBR6MDWQuImhWjbk3YlXluDuwaqrLfy6WKgB0w7e/R2XlGfgaPOl+yxS6jcY1zEq0oaCQVi5auJhtU9bwkVgh6/BITOFbI5Cmg9ezpPtOOqy0LWKdGD6Wbtb3ye6NzapnVLqxZNoXu73HxPolJEQ2K6YoetnM9o336BT7ClLGR98b6CvAwcYWTC8bkjK+tVuPoCXh9SFtU2NziD2B8xV0I3GNaXbILHEqejE58jaV3vRl+M4cRMHHP4fpt9xq2Dc69qLWg+gLxg5gXeW4qxH1bWbFJ0X93dBC3Vgjjx95MPnaWE3BNub14TH7DfG/x1yGj+xqDyWSrkD6tnswdjKKyADJ5PbNFEO3WgevQRHDT7xeyE4GmLhe8bs0Tv6mn66zs8iWer2Z5hahyqz4XX4b5DkhvZOYSTbQVwCnAgz0FVgaclahO/HYvt90mYUexc8BY/2aE80heFQHayNAoTm/V8+k8XtVeLjMn7bLF7B0+Up865P/gBK/F/d8ugLvHtyL6bfcirr9jZhQWmQYt89tfNZRAJbmTlBIj/bNb5Fm31H83uyeu3pDjR/jPmi4f+MB3L9RT/VeVXcIu483IRiOsjA1oP8WKHx9siVprE0ZNZj9dqsrkkLkUCRmO4Q0b3Ip9tXMYB3Sc0Wua3FJJB1BGjw9GFE/Y5XabIf23nhE8Sx/M5xQWpSYKB0GPZCdcVkZCVaFC9OJtgkyADxCCrC472baKBIkB8NRg0h8/wk9Q+utEy2Wxy/Xk8Xw4n5wKsC1V/bH0EIvJo0oNmzn8IpbsK9mBpZWl6HE70WV8wOcfvIevP/if+Hi3ufZeVIUBZsTRiCFORZu2MsmVjUhHKkoKcTxNdWYXjaEeYxUh8I0IMOL+6E5FMGFVnOPUEehZqd2yRf/k1d1WBpn/D6I+x+KxFG3P6nz4oXqLYnQNZWEAIwexnVzq7ByTnlaA7yrWL+rwbJHn0TSHciQVh7BT/q81sMMMbSUrvt3OtKFkPY0nIcGoNjnZsvYbR/Bh5V4BvoKcKI5hIG+Anxx4tUpLv5gOGqaprp+VwPcLifcrlTBpRgiE0NTfDsO3hCiEBKgG1HFPrftG7dZaE8MPfLLLJ45mm3vrRN6TR76SynIdfsbMTZQiHPBNkwoLcLrx06j+O3fY9PTP4emaRg9ejSafKUYv3wb2544prr9Se+Xz+0y1SEBelhr+ZaDhj5cfKSLRNOAdSuJvt5igrKhvKoD08uGpvS3siKp0dJr5sQ0sPCjBuBiwvAscOnp5eJvuqMtXHIFeXFL/N4eMR6JRHp4ejCiZ8IqU8ss3CMW4UvX/bu9pCs1bycEJWZLrd/VwAS1BxtbTIsYWmV20c2VT3+3QiyxT2MUvVP9PSpUh17Qb3rZ0LRhQ9pfKk5Ix5/PBBPDhuL5pe2RkeDhaqHU7W9k1XZPNIfw+//bjTdr78bzv/4ZNE3DTbfNxeInfo//PgzmGVi+5aCh4N2yjQcwtFAvMuhUwJYZeV+d6WQciWmWhkyBy8E8RFZGTWEiq66v0xqJp/zuFIt/z64M4MoBHoQicRT73FgxpzylHx6FbUOReEpWYE9CppRLehoyS6sHYyUAFt8nzwTfFVzM3ErXjTsbTxH/Pl/gkCZkyjQikXO6jA8xWwpIZqZQOrjdYyTui1l2lTgWs+Nm9pmdbC463gTfuNRO5huvlSJWzikHAIPgeWygEEde24a//e5hRMOtcHj7Y+Cn70Gg8pPwuV2m6xA7agPZe1/4gnfiNiSp8B4wgCotKwgl2rBYHX/SbO04egbhaBxulwNTRg02GKTURDQUiaftfC4zoyT5QlfN39LD04MQvSJmQmKzm5hZHxzAWILerA+OKNQ1w0r7IxY4jGn6Tbw5FNH79LRFLZ/u+J5XfI0c0vV4VSdeOnTSUJjP6njRvuxpOG/pPbF60hSPm/iZ36uiwOVg5fbTjSUcNVbSHV7cD/09SR2FVa0dakQ60FeAEr+XeU28qsNQVPFcsA3HVldj8z034sl7bkE8GkHhyCqMuOs/0G/UJwxjJoeA3+vCE9uPpbQ1cCpgNYsqSgr1IoVOBX6vyvQfqfsXY+OVXpvMiIluoUjc0HNOQ2qvNgAGL2wootdteunQKcMyPrcL08uGsvNoZczY1e0t3LAXI+/TCxBaIVs8SHoD0uDpQdi5QYnLkAHEi24p5dgsvPPE9mQfHCpMOKG0yFD51444mhcs03p4sXA0ppmGgHgjRcwwo0rHoUiMFfdbtvGAwfARq0/TvogNStO5060MLp7kWOJoi+pjuX/jAVaZNhXjDPfWiRbDObAqdkiiYgrl3TJuGEr8XiytLjPsx1cqkk89119/Pcru+gkKP7ccMW8Ray3wxHa9UjY1LW0ORRPeGL3bNlXrpbo+86eOxOZ7bkTA70UkpqUNB4YicYxfvg0vHTrVp3U5djE7Rvx7CowVwfn3g+GooT1KiDOUqH+VnRC13ZASPbDw+i4RmW0l6Q1Ig6cHIWpixPYD4jJA8kb00qGTzOMCpKaQE9T4kmrVUNuCZqEGTKaUd16wTOvhb+CzKgMpuhbRSDEbX9LL42Buf8pU4bOnyHPj96ro71Gx4+gZww3ZzKNFn/H6JnH/zIw9PiOG6uLwrN/VwBoyEi6nwgwx2i8rbxJh5qn64seG4R+bt+HfvvBJfPXh59iT+P+7YzZcDgc06E/8lF5P9XwIfdwaE0NPKC1inj3KeJtQWmS47gCYpqFTmxBJxyCdltvlQInfi9mVAVYSwKM60ByKwO1ypmh3vKoT1RUBFuJUkKy1w8Mb9HaqFNP1zae0i0g9jqQ3IA2eHgQ/+VrVqREnaLoR8RPu4pmjmS5EvBmaPRnOnzrSEKbgW01YubDNboAkKF45R09nJuOED52RZ6jA5OmW9m/xzNEo9rkxK1EDRoFuKFB1WK/qZG0wfG6XqZFHN/21W4+wcBvtT7BN/26wLZriqucz4XjNUzxhpCkAxgYKU76jIVm3psTvha/AlXKc+RAXMbsyYPC+8J6qd955BzfccAN+9KMf4fLly3j+D1sMT+L8+nhBO3kSFOiTGBmiGpIeJb7ez46jZxAMR7Gq7hCWbTzAPFOLZ4627PItoprFZxLoDVD7bkd28chE4hpK/F5MGTUYADBpRDGKfQXQoAucKRTNGyB+r4rDKz7NDHvK4AtFYli79Yjh4Shbb4zYx80M2eJB0hvoFoPn9ttvR1FRET7/+c/ber8vkqmYHUE3olmJiZOaBVrd9MwMlXmTS7FiTjmrt0PhnGx6PVntA3lIaJvkGRKLovHbIA/MjqNnsK9mBhsbkPQykDdKrBMEwJAlFY7G4FSST85PbD+GSEJNGolpbLlVdYeYt8PvVdGS0CLVbDrAurTHNGBcSSHLlBKz56hujVk2mVUWGU02m++5kXnb/n7+Mr77g0cwrnI83njjDTg8V2DwnO9j6JQvsydxcX3UQwlIemcog2fxzNEp3prCRBjMqSR7fFHWD5AstCh6rqxIV51Z13X1jKrG3YF4ZFSHgmA4ii31+oOALirX2LJ0TslYdirJEgMU6tIAVoASgOHhSHpjJBJzuqUOz7333otvfOMbeOqpp2y93xeZN7mU1V7ZfbwpbS+t9bsasKfhvCHTyKo9A1+jw2xdVPNF96Q4DJogsfaNiFmBP7MMEbMS9rzGpcBltMPp+2u3HknJbhFrjtB6dK+CF8FwFKFIHG6Xk9XRWVV3GKFIDF416WVqjcR1sXU4ipZQhG0jpumhBArl8H2oyGNE52rZxgNYvvkg846QAZapABufaXbm7Dmc/cO/4/KRnQCAAf8wHv1nfgfuwkFM10MhjcbmEJqCYWaIUs0cPqOKP/58tlY4GmeGnBnkQSD4/lpiBpKIQ0kV7UqSROJaSlsP3iBsbA5h9mOvoikYZh5F+k25XU5W36c1EmfXxKq6w2iNxFhFbemJkUhS6RYPz9SpU9G/f3/b7/dVzMSEZp6bpJfisKFrspVomJZZVXeYfY8XE1OVVxLrAubhIqtO43yatehhsqpKzHcDd7ucKV3PyaNRyLU5MOvoLHp8yIvBl99fWj0mIQwewzwxlLUEJA0qr+pgy61MeJmoi7rqVJiXic6VhuRkxu93phpBdKy21Dfi7Jsv6saOw4lPfHkhHvvV/2LQkGHo71EN5zoZ0oiDKlHTuIPhaMr5p3Hq+6UbcBoo3JIajuLtFadi9OCkM3YUpBo72baO6K0ogK32HBp0w5o8bgcbkx7FxTNHs7OlAewhhEJiXVmTR2ZuSfKNrA2eHTt2YNasWQgEAlAUBRs3bkxZpra2Ftdccw08Hg+uu+467N69Oxdj7XOMDRQa/gJJ0bFZxeTWSIzpT6yyrnhDhNJkWxPhJZrIxgYKDaEo0hoQZpliokjSzK2e7gYpuu9FY403ZNK1cRCLClLvIVq/6NWi5flQlN+rFwBsjcRZaIf2bfM9N+LY6mr4CpKT+PpdDSleKX6/Mx0L+tyjOtD/47fBV/4pDJ23FievmQGH08nCizWbDrD0d4/qNIQ8+XVH4hpG3leH2Y+9anq83a5kywOP6jSkS5tBqfm8Tkd8TZjZQtm2juiN+L0qVswpNw0vmi/vMmRB+r0qmoJhrN16hGnb/F6Vab6o5xvdF+waIx0xWmTmliTfyNrgCQaDqKysRG1trennzzzzDBYtWoSamhq8+eabqKysxMyZM3H69OkOD5YnHA7jwoULhv96G++cvmj4CyRFx3X7G9lNSvRShBOeGfI0mGU2BcNRjEt4K2ZVBlgWEaA/Uc6fOtKQxSVqVsz6TvF9rsw8TOlukLwOxsqQEYXY6eqH8AXyzLLarKpUkwcqrmnsSZuvWE3QMafQERWBA1L9JTT2tVuPYMyyFzF++TbmqXnkuR14+WcP4pvXl8DtcsLhcGJQ9XfhHnYtYhoS3a91MyKm6donBcC1V16Rsg0SQNOy4ti9qoOF8ejcA+bVlHkohFIze6zhPZeYRiQxRXUo8Lld2H28Ccs3H7TsUs/TEoomMrmcWDe3ipVIaA5FsOPoGRY2pd/mwcYWw33BrjEiVmTPBqkVkuQbWRs8t9xyC1auXInbb7/d9PNHHnkEd911F+68806UlZXhpz/9Kfr164df/OIXHR4sz+rVq1FYWMj+u/rqq3O6/p5AKxerp4mZspwoawlAipfCnfA2KIAhg4e8GuQxeL/pMmtOSd24zVKnxRsbGSSicBhA2pssLcfX/aGUdQCW6eGEeBOnkN/m+kbDcrxmRvQWWaX1i2OmFgz8lM6PiTfo6Jy4Em0oKNQgetZ4wXXz5TbE3/4/HH5iPp588kk8UPMgC9lRqjKdC1HwqyFZ54cPn5EAWsz8onNV7HOj2FeA5lAEbyWaopIxQ/vpUHRvBG88Afo1uKrukGEcIZuC5r6Oy6ngRHMIm+sb04q7eWip5lCEeQH5UgFmzW/peqnZdMBQaoAnl2EombklyTdyquFpa2vDnj17MG3atOQGHA5MmzYNr732Wi43hfvuuw8tLS3svw8++CCn6+8JUObVrMoAm5j3NJxnheWsIO8DlZwXvSNWBgoZPSV+Lwb6Cpj3xKr3FABW84X0Mla1QWj9Yt0fSlkXC/KZGSKiscKH+sw0M/Rvq+yydGJiMjI0gIX1xHo+BGWeReIaM1hEHRNfRTreeglnNj+EDzb9GK2Xg/jkJz+J7313oUF7tG5uFTsXpBuiqsiAnnVmlcVHhs8XJ+oPAVNGDWaGJu2v2FGe0urjmj7J7mloQlzTDSAFQMDvSTFwvKojpVaMbjD1Ts2OXX+WGOkTq3BnQiwFoHv5wEK5w4v7JT7R2LVF1wsZPWI9J0L8XfGeSomkt5PTO9PZs2cRi8UwZMgQw/tDhgzB22+/zV5PmzYN9fX1CAaDuOqqq/Db3/4W119/veX7Zrjdbrjd7lwOv0dBmVdUFZcvYAckM6D45SnTR+yPxfes4jutUxbYQF8BbljzikHXMvK+OuYip/ocfOiK0ABWwE9MObd68qPwDqC3YNif8DZQ7Rt+YhbT5/l1ngu2AUgtYkjGBt9ZnT9mfEZacygCpwI8+/oHqNl0gBVkFMdLx4+2xWuB+P2htH4A2H28iXWop7Hv2LEDn/3iN3H5VCOcThcmff5beL90Ol5+P1VHY5Ztk+4885+L/bnmTx1p6HzOZ6gRvPOBGXyaXurArApvK5fGzq+jt2p27CaeiU4csct8f49qGdZSHUqKYUm/DbrG6CGDzhH9/nYf141U1amnvS/csDflGhGzN/nfAr2WPbgkvZVueRT74x//mNX76aitrUVtbS1isd5VAZYmK75RI9+A0izVuzkUQWNziIVUdh9vMqQe09M4bwTENLD4P2+kjA3o9WZ4LwpN7JS2LaaI6ynfh9AaiWNCaVHahqVkGFA4ix/byZYQa7ppNZkDMIStzG7MU0YNZkX1+NR6GguvjaF08y31uoFHkzzVvCFjhzRG1Fz0ie3H2HkR6wpRyG3H0TO4Yc0rGHtpD/579RLE43GMHDkSTz/9NOb+/gzi3PbpvNG2J40oTjFweAOML5Ao1l/iJzc+iwswtisg+M/9XhczXDbXN2J2ZSClo7rMPLdHid/DjJOxgUK833TZ8Dmf5i+GvHTvmpc14wV0D1BbNA6HkiwVsH5XAzs/kZhm6HHH/67JiKbQluiJ3H28ia0nUxkKiSTfyKnBM2jQIDidTpw6ZWx2d+rUKQwdOjSXm2IsWLAACxYsYN1Wewvzp4401E0Z6Cuw9T2XU0E8rrEWAryxs/y2cjaZTigtMp1MAf3m+VZiAhZvzhdbkzVqxpUU4lywzeBdaYvGWfuFHUfPGIwM3pihm6n4xGk2HhoTTfI1mw6wp2Qyivju7YAeljnZEmLLUV0eatYpplZTnRkK9aybW8U8PbxXhRdu03s3rHmFTUhkgDQFw2wbVNivVbsK/fv3x+23345169ahf//+qD62F1vqG+FKCFt5Y2ZzffIY0nGjfadqyS2J0OD9Gw9gVd0hTC8bysbHe4h2H29ixjNfU8cKn1tN8dSIBq7ECLWGELui88EwerjgjyW9diViYfy5mVWpexz565sMfP66pLAXoIc+zwXbMNBXgIONLaYZnVaGMb8eKUaW9DZyquEpKCjAhAkT8PLLL7P34vE4Xn75ZcvQlMQc8cnqYGOLxZI6FIvnWxpUVwQSqa1O5pngs7wAGMTOQLJKMd1yw9E4V7fnkMFQOBdsM+hheEOC/vKd0MWqy7SffPNQqsYsutP5tHlx3fQ56YLC0bjhqZnXxtD+OxUYOpPXzB5raNppJlDms9XoPSr1HwxHWdXiE80hPdyjaQh/eJTVFbph/Efxkfk/w6f+5UFsOtiE8cu3YcfRMyj0qojEk807xZ5GJX4v87TFNN3IoX5MRq9NHHX7G9kxofGTt4lwOR0Z9SjiJLmZ8xSKGhWZq5UkFInj2iuvYK00An4P5k8dya61/h79GVM0HEkDxhd3XDmnHJNGFDMvqFiOgb8u6ZpeOaecVe0+F2xj9wJRrCwmMtBvkMTPs9N0YZdI8hVF07SsHtouXbqEd999FwBQVVWFRx55BDfddBOKi4sxfPhwPPPMM7jjjjvws5/9DJMmTcKjjz6KZ599Fm+//XaKticX8CGto0ePoqWlBQMGDMj8xR7O+l0NWL75ILsBzq5M1Zbwy4peEittB3l+YpqejUNeBT5MY9Y0ssTvZeEyAMxbQsYJPTFS64MdR88AMH8a3dNwnj19jg0kvURWYyBBZSbtCmlUvKqD9Y/iw10LN+jeFI/qMFQtFvVOpP+h/d655GbTJ2wAGLPsBdNspSHuKI7+7lE0H9iOEV9diR/cPY8doxIhRCGeBxrH2q1HEI7G2L6k031E45rh3ABg26J/iyjQPYKRmAY18Rfc8bPaHnknpMfHHlbHyeo4m4VO6To0w+r3z/+bv/as1iORdBcUoens+TtrD88bb7yBqqoqVFXpk++iRYtQVVWFBx54AADwpS99CWvXrsUDDzyA8ePHY9++fXjxxRc7xdgB9JDWoUOH8Prrr3fK+rsCqxRsMna8qoO5tcXl+ArJJGykAmVmWU/UgsIsS0ss7jdl1GC0hCLwqg7MnzrS0K9r/tSRLMNq2cYDOH2hlZXBpyJ/omaGbyRKQmWrvlQUBqIwkZh6b/b0SVWYaRIRKxtTiK8tkTVjZhjSOJtDESgAE3STBkhcJxkjXjXZ3br17wex59F/RvOB7YDiQPOpD1jjU1GIrcBYaJEv4sjXXgFgSFcnvKoTNbPHYsWcctZhfkJpkaEEAG13dqJgHX+8qIBiNKaxLLCoSesDnnGJ5WQdHnuYGTt+r4ql1WXwuY2qAtWpsKraQOZaN6LAmA9V8SFjqzR1u8iqypLeQNYGz9SpU6FpWsp/Tz75JFvm7rvvRkNDA8LhMP7617/iuuuuy+WYex1WKdgEeRDMluMFteQ1oEmSX46v0EzGA9/gkjwK1IUcSBoIrYn2BZNGFLOuynyIidzxGpJl8AEY0tsH+goMIS0+1ZofA9283Rbd1K1uvBTSooJs/Dqp5g/V1tGg950yq0rNh3I0JA2ycDRmOmHQtpZWj8ED1R/FpZ2/xqmn70Pswmm4/EPxkW/+BGM+9UUAYOMjvKojpcQAf46pvo9XdZqmq8+uDKA4oe2i4ocadJG0WALA53axAnZAsqL14pmj4VTAzp0GME8PjbHE7zWE/95vupyynEi67ul9Hb7XGZ1jggTHfI0tseAmwT/siA8MdO3T51Zp6vy60hk0dgsZSiQ9maxDWj2N3hDSskoDvWZJHfv3yjnlAKxDMKLIWYFRVCy6tEmT0xqJY1xJIRNTAvoNORyNMUPLqzoQisQNoRcay4TSIrx06BRrxnntlVfgrRMtLGzEp3MfW12d9jjw7vsJpUUsW6SipBCb77kxZRneNW91DGl5ILXpJU00ZqEg8TMFYHWNzPjb3/6Gr371q9i1axcA4MbPfA6RSV/H3TPHpaT60rmgUIffq2JfzQwAetitbn8jxgYKWb8sBbp4VQzl0b5RGJEy8vj1iaE4Om8DfQWJ86Sfs4ONLRha6EFjc6vBI7Eysc/jl29jXi9P4nqQZAddU/zvjYwTPvsR0I3cYl8BJpQWsfMqhmr5sgNmIW/++rCqYC4uaxXy6sxUdZkGL+mxIa2eRm8IaVlVLOWfknmhLADTir8qF2LQoFfjJS+GGE7hPQIUXlKQbG7IT2jTy4bCqzrQHIqw9fEFz8jLUOwrwLlgm6GpJe9VyeQO559O+SaIfIdy0cVv1seLh/fYjA0UJor/JVsskEHB96Sioo0r5pTD71WZYSIWR+R5/fXXsWvXLhQWFuI3v/kN/lz3HHbV3Gp6A6cihOKTxvpdDdhSr+ur+G7llPVm5gVUAJb6PqtSF6mHozEmVqaJlO92P6G0CPtZ89EYO/9k7FB4rqKkkHkWeE9QrmTKvckLZKfYIonM3+J+bzTJ76uZYQhLAhoLAdN1QJ5bOpfzpybbwZg1DaVrOZOxwy9rFfLqzKrK0nsk6Sry3sNDdJWF2BlYPeHwXphZ3BOc6AnRhbhOAJrBUKEnQnpy5CsA656Zk2iNxBHwe3CypZXVfSEDiTREfq+Ki62RlFRu3ltE69xx9AwT2i6eOdpQ7I7GSzVm0omwSTNDvLfG3Dtk9mRqVXwPSD4JZ/P0y2eg8dv5n9few0//9DcmpFb2b0bo6utww/iPWnpjFICFsajoIRWX5IXMJESmdPUpowabirXJ80LeNz6cCMDg3SIxuZU+x6s6UOxzpwjI6bi9dzZoMD47iupU4HI4TGsC9QV4TxzBi/bJy6o6FURjGjPOC7naU5kKUeYD0sMj6ar5Wxo8PQCrSZt3c/MTM3+T44vB+b3GCq5+YWJdfls5MwD48BQf7gJgCLfQeqaMGmzYFoU2yLCxyijhs5hWzilPCXGZ3bBpPHy9mBK/B/OnfiSRuRSH2+VghQUBY7iGz7CicAEdF3G7dm+y4vI7d+7Ep+feBf9tS+Hy+U2zlngDAoAhbd/s+POC4mBbFJGYBq/qxPSyISzMxWe0ieMCkBK+WlV3GK2RGAuJmWVr6WN1Ymn1GMM6qAq2Hfh9dyjJ6sKZMrn6aqaXUwELW1L4V6wnJf72012v6UJSZte6NDIkPQkZ0rJJbW0tysrKMHHixO4eSrsxcyevqjuEZi6mzzf05AWpBAlbK0oKAegeAj67p7oiwDK4zBoQelUHGptDGOgr4EIXOlNGDWbVh3URrS62JRe73gX8BZxoDrGMLkC/qbpdTvi9KtOCUJ0PqjVDk/3mej1ks3zzQTQFwylZQCeaW5nhQg046/Y3ojkUwcVWfT+p83M4GjfUGNlXM4MdF75yNKAX5OPFmmIHdjFk9uWPl+DBBx/ElClTcOmDw2j58/9ASQzT5VAMGVShSNyQMbP8tnLW/2rKqMEp55+y4/bVzGCC4FAkxsJcfEYbibGpeSvVMdpXMwOLZ47G8i0Hcf/GA4jG9bAl357EDLfLwbJ8KGySjTeHv174moaZjJlsjB2xx1RPhWrwpIPOJx/+JSMEgOG3X+ByYPfxprTrSxeSot8YhWTNxM4yC0vSF5Aenh7I+l0NBgGyfgNV0tbZEIv/8a5vAIb1kcFBIa1ZiTYKfPsEK+8SP0Z6EuUFzrw4mQ+37KuZYfpUuXDD3pSWBWb4vS60hKIpXie+phCNVwwV8MdF9HSRkNlMjLtyjnG5BRML8b8//n/4y1/+AgDwjb0JxdPnw+HWmznyno3kuM1bX2QKxfE1mLyqE23RmMHDw4fqxKd6PhQFGL1xSeGxE26XA+FoHKFIjImyAeO1QpT4UwXN6RAF4r0Ns1pEdO2Lxx/QjbWl1WWGEC8P743lQ8jidux6cMTP+ZAsgJRwrp16PxJJZyE9PH0YUbx3ormVCQbTCfzEVHEA7Ds8VH2VbwNBnpexAV2ounjmaMyqDLDl+XXwxs6UUYPRyhkJQws9uGHNK1i4YS/zMAXbomx8JHqmp0kzsaVIid8Ln1tlxtfKOeXYVzMDk0YUo79HZZMFTQwAMPuxVzFiSR2u/f7zWLbRWAGaF3GTx4eetHn0fdS/2HLg//BvX/k0/vKXv0Bx98OgWd/DoFv/lRk7QKqxA+gTmNnTOV8mANANv/s3Jp+6KX1cAbC0egyW31ZuCGeRV47q7vDMnzqSCdipInMoEkdLYjKdVRmA26X/9K+98gq2/3SOzTwpJxLGjt4NnYTfqcsp0PU+y28rzxuPTEfgT/nYQCFuWPOKaRsYt8tpqGBOOBXdoKUK4eTpo9IDnoS43qM64Peq+LAlhGuW1GH2Y68yrwx5Nq28NeRdFKue8w8xmUTLEklvoPffkfIQuvmk+0xs+kefibXg1u9qQDAcZRkxqlOB6lDQ2BxiZe6HFnpYQcJzwTa2TtLHUDYJwYc9+JYDgJ7pc6I5hC2c1yYS09g4vKoDLYlsL3oqLfF7sXJOOSuqN7sygNmVyfYKfCE9auZJT7VUY2bKqMFwKnoYjMIxGpL1gQg6PGSMUcsOq3yhE82tuLjvRZz7w48RCwfRv7QcgTsfg6/skynLsmPsUAzjN+s0Tu0AqOw/7+WiCdPvVVkqvBiWmDe5FMU+NwtX8cybXIp3Vn0G762pRs3ssYZMMxqPGLZSANZkNRSJM2NKdSgGbREZddPLhqLY5zaEb0r8Hsyq1NPjV9Udtjii7aOnJXSJhotXdbCsSLNQIBk0FNKcXRlgRgetLRqLs3MA6CHUpdVjWMsTn9vFjv/+Ey0pXj5ex0UPFoTYwoXPuFq4YS9qNh1gNbokkt6KNHh6IHRDYk/pFhVtxSJjT2w/hrEBvQoufYd0L1cO8KDE70UkpjEjgJpDkpFCehC/V0VTsI0ZBYVeFfMml2L2Y6/imiV1CIatq/BSSMnDPd17VQenv4kzTwzfxwcAM7qocSdNtGIhPdFY4ttlRDPEUTToYly971WchblWzCk3GD3knSjxe+AbMwW+K4fj9v/vOxjxtYegFupVw6khKU1eNbPH4r011Xjnh5/BpBHFzGiorgik7WUkeuAONrakVHUmY5YaiK7f1ZBy/s00GPMml2LxzNHsfDSHkqESgsKffKsLWiIS1xCOGj1fzaEItiQ0V42JLuCAbhySARyKxFI8ZiLZeIAy9DrNCq/qyJgSn613iq5rETIa9WViaAlFmCaOjA6qrUMVrvmioWK1ZFpXRUkh+60CSBvOyqTNod+OmWFuB6n/keQLeW/w9AbRsiWa8S8vNrx/4wHsPt6UEuriq+XyomVyZfO2U4nfw7wigJ4VAlBLg2Sq8JRRg7F+VwN7chW7aIvoupBk0ULqWyXu2rOvf8BulOJT6fpdDWw84WiMVUMmUTU9jVKLC9Zx2sQ4LPF7DBM81Z2JxuJMzzRvcilrnXFr+ZWIHf0zzl9uA6Dg/Z98AV976Bm8OXAaWtri8CSqDy+eOZrVDDJrURGKxBHwe1llaj6cByTrBpHhQoYT32CVFyfzDUT5WkgAUkSoPOS1IcjA4z03w4v7sRo+pOshw1RMG1cAg1CbbAc7Yl0e6uze1YQi8Yzd4s2MNbteJt6YIi+jwr0mw4IMhSmjBqPE78WsygAztJqCYSzcsNcQstpx9AyuHOBhDUIB4GKr0UACktW/p4wanPa6IMREgmyRdXQk+YIULfdg+ErL760xF0NSfRqz5qC8WHXKqMF46dBJFq5YWl3GblReTqwrVjkGUpscigJi1aEgrmlMVMs3GfWqDhxecQszai60RlKe1kv8XjQFw2xsh1fcYqhbYyXy3Fczw7AcYBSQFriSFaLFtHrAXAj63nvvYd68edi5cydGzLobP/j+YgBGIS+/T6IYGjBvciqKs60ahoriU7NK0U4F6O9RWeo9kBShUk0ffh0kHtfHrtdromuCF6ubOcfMUu3FWk+tnNcu4PfgBOf1SUdvSEmvKCk0FIlMB19moYKrtkyGJ1/7ioeuFbGhbaZaUuk+z2Vaukxxl3QUKVruw6zf1YAxy140vLdww14mtBWX5T0G6+ZWsSc2yjoirQ1NVG3RuMGzQC51p6LrR0TDgJ/g9JuvsUpwJK5h+W36U+f8qSMN4azWSNyQbsvfz/k+WkQ0puGGNa+wZodirykR2ofCROViJTHG6oqAQUzN65Goj9e4xPYnlBZh/PJtKPnsEoz86Fjs3LkTnn5X4JaPX4u1W4+kZC3R8eJF4iTsJiNS7F0k6mzC0ViK0JTv78XvH+k+yPOz/LZyQ78wWqa/R8ULb32IE80hrKo7xNZBy86uDKAtkVHXHIpgx9EzTPRt9XQvTr+tkTgzLp2Kfix4R6RdY8ds3YB19WU7lYy7EhJnU18xQL/u7PZTJS8jABbG4o0d/hhTHzX+nAPGSsoAUsJK6Sot59Ir05lVmCWSXCI9PD0QM08O743gqxWTpiVdITuxsi7fd2f88q1oDkVZWjJfHI9QnQrrqk1p7mbLza4MMC+SQwE0LZn+3Jzouk7Gk+pQcOUAD3sqHLPsRUPohJ5iF27Ym6gk7cD0sqF46dAptEZihj5hYq8qsffTijnlTEPEVySmJ98fbd6L41seQ/CAbji6Ax/F2K/ej5hvsOHYUSFB8t7o5f9bTcsG0DL8X9GQJE+bWNUYSKaz0/oyPT3zXhy6XlbMMRar448xf23QJGqWjs6uAc47QZ5Duiq7q6+WWRmAzoLff7PXZqQbn9n3qbr2rEq94nk2XpNs08qlV0bSk5Aenj6MnnLsNAgeSTdC/auoazmf0cV32XYquvZmX80MgwDT71UxaUQx8yKRHoduvQUuB3t6XZnQeUQ5PRA9EdJTJc8WzoukaUDA72UTLO9JAnStDV9ErzWxHHXnnlBahBvWvIKXDp2CBt2TQH27NCS7sotPqFRIkIS2hV4Vu483oSUUgVd1YnhxPzQmDIuYBjy8/nkc/em3dWNHcaDwE3NxzdcfRsw3OEWsS+eGjEzyZpxsaWWTDE0itAz1wNrTcJ4dTyIUiRtEyZRNBYDpMsyexPniiOThoy73DkX3CsyqDBi+u35XAzsXCnTDNRyNsbR2fv2qU9GFvZy7gp+cKc3djjC5M2mvsdMeLQ6//17VmdHYAVLHR2vzqk6MGZZ6U49rGmshw4v5Sb+WThScbVp5V3llpKBZ0pPIew9Pb+iWbobYnwqAaQE7cXmxVcTOJTcbvB3kJQIgeBRc8LlVg7eI1wPxuhGmOWiLIhrTUOh1pQiZ+d5L1O2c17yYeaSApDeJL2YIJD0Wu483oW5/I+vs7RH0SKRF4ddPxd4U6JMd6ZsCfi9KIn/Hb2vuhGvAIAy89V9RNKICvNdC9JJRrSK+uziNgfciUTdrsx5HvDZrpeCFsepuznuPSCPlVIChhV7Lzut6Lza9tYSL8yjMrjT21BK1PwBSund3lK70xnTmOCijraPHxkozRcULF27Yi7r9jXAoiqGnndh7q6cjCxpK7CA9PDbpDd3SRfhsrM31jSmpqrSMWFxMzPqhyYti/7MqAwbdB4/PrTLdDAC2bbop87oRQDcAIjENgURRQB6v6sC6uVV4K5HVRX/51hJTRg1mfa6agm3s6Zeyy1q5LC+azNduPYIdR88gpiUL4YUicayqO8Rq1wwt9LBCbk3BMACw4m0aAIeiQIu2waM6sHPJzTgaH4rBt38fw76+Dp6rxqZ4LZoTacRk+FBLgJime3ZcTiUxhsMIR3UPCtVSCYajmDSiOOVJmjxuXtVhmr21eOZoVniQP6+0rEd1MCOFzjWdWzKS6Ltt0RjLFAKSHj4+/BXTgJcOnWSvV9UdNrQ2EHEoRo3JbC67yApNy9wdvStK7XTU6FIUWB4b3kNnhTdRQFBscUJQCQP67aXzJKXznlh9Ru9TBlhne15kQUNJTyLvPTxEb9DwkJeG75pNiFlAtAw9cYrdtK26KPOeIFGH41UdaIvGmQeD/6wioZmhLut6RpXecHL38SZs4QoQKtBDKrxmhXppWXX39ntVlsFF6eXRmIZxXBaM3kE6bpom7bB4Ygb0CZnGFzz0JzS98p8Y8qWVeOiuW5lXxstpjUToGIteJxGxeSuQuRUAkNrwlP6tOhXE4xqGFurd7Olvuk7ztH6+ASh5o+i7Zk1Eyai00xKCQo5b6htZN3ez88Kv2072Vk/xAmUDn2lWUVKId05fZNmG117Z31CEkNpzkKhfvJboN2b2+ycPJ/8bFrO2eKwytPj3qdWE9LxIuhvZLT1LeoPBQzcjv8nkyodJaBnqt8PjVZ04vOLTKWndXtWJYl8Bu0k6E5MLn8bNr8ts8jbDqzrRmqjZwiOuj4wgMjxof/ju5+m2R0aHWepuRUkhrhnkY+E3kRK/FxcuXMDxLY8jeOBlAICvfBoqv3of8zIBYOOxs98iqkNBzeyxeGL7MZZiz09SIqJolH+daQzp0ozNSgpQ2ji95ksMAPqxHVeSauSa4feqpl3U25ti7jcJh+Yr/DEgrwbfrd7q+iToNyf20qIHGgptAzA8NJgJj8X+WWK/NrNQq0TSXUiDJ0t6g8GTzvsCJLUWO46eYeETM4/DyjlJT9DpC60GA8HKUDJDr2XjZFlRduqNkDaGtEfixMqn8JJXyuqJNtsLU39CDhs8CV7VgS9f04afLL0bLaf+rguTr/8i/J/4MvxXeA1GpJ595LT0VBj3UfeYOBwKIjEtRTtD5/HZ1z8w6Jjoc34y4ivp8pldA30FBq2QK5HFoyHpjSNvj/jknuk40vu89gdAyvnijVQy4MQGmGQw8UZQtjV5sqGneoLImARguK74jEOrWlD8a+phR5mYk0YUG+4H6QwdHpmJJckXpMGTJb3B4OGZ/dirhj5HvKEApKaa8/BPdBRCopRXj+rEtVdegYONLawwXzqosKG4LittAZ9qLaZKi0Xr+E7l/NrI+7Oq7lC7s4CcClBz6xgs+8EqfPDHp6DFY3AOGIxBt/4rPFeXw5swbMwKLZphtc+ZCgjyqd4kUOa9bGad29OFKMxE1NTdHkCK96VCMET4/aEeZKJhSpCBAyTLEJidK9qXsQHzbeUzdD2nS9knqNwDhRTpocTtcrKEA7o2KKRoVg5CLCzJPxCQQZQupCmR5BvS4MmS3mbwjFn2gulkrzp1j4IV4hMiVT8Wb5r8072e7WP+NL6S0w2Qe17hnrD5CZCMAjMjgowYfuL0COEwGvukEcWGsA490TsVXXQcjWspHgWRipJC7Nr6O5yp+wkAoN9H/xEDZy6Aw6N3B6dQj0cI8agOhQmRk0ZiahiInQ+HglvGDWPhBr56sd+rItgWRSSmoSThEYppqd4ZmgTJozM2UIj3my4DSGZq8WE3fsIk3Qd5EgBj9p04YfJQuARAyrHml5mVyOriM5P4UAvtb4nfa6iy3ddQnQpcDsX0d0tGbLIIp17DqaKkEF+ceDUzkPjwI3/sxSxL3iCWnhxJviOztGzSm3pp8ZkVrRaeDd7YoYwP+utPVBve03CeTUJvnWhBMBxFOKpP4Ar0/kdI/KUw2cmWpLHDZ9PQRKv3htKNE35CnFUZSGZYxfXQDvW3Iih8tXbrETgSY9CrQMdQaJLZUrPpgMGDMcCjT8pDC71454efwfE11TgXbLM8jn6vinPBNnjLpsI7ciI+8vl/w+DZ/8aMHR2FZXnxxkBc0zC9bCirmEvL8DV5xPosW7hMui1cZls4GkckpsGpAE3BpCbD7XKyTulAMhPrXLANMS3ZPJSvxcPXQaI6SwBY8UV/Qt80obTIcE3w2TH89UL7Rtsh3C6n4XxoSHZXL0xcY36vypqN7mk4zzKOgmF7qdrZNObMlNnVnSgw9g+LxKyLMA70FWDMshdwf6KaNj1cHGxsYcZ9sc+NFXPKDdceGdJ+r2rIsuSRvawkEnvkvcGTj2npVimjdONatvGAaRNMq3eWVpdhX80MljY+0FfAJl2P6kh0KY8x/YfLqac1Q6GU5FNwJLpBVpQU4p0ffialhcWE0qKUrasOBevmVhnaP1CH7+qKgKFwIj2lRmIaKyRI2yADTAMMqfCAXgiRmivSjX79rgaWcs4TbwvhwqvrEY+EMdBXAMXhxODPPYDIyCmAogil/zWT45msRxPT9O7VhDtRkBFITRXWLP5Nr2IaWGHFwoSny2ziohTe6ooAMyyohADvvdnTcJ6l91MTVZ/bxQyulkRX+nA0hppNBzC8uB9K/F4srS7D4pmjDQUgU9FSrr2xgUKW8k4ep3A0Bq/qQFOwzXZTWR7x+rJCHAtv//i9KlbOKUdFiXmKd2ejwX4rjYONLabGEF3rdD3sPt6EeCKFnw9f+twu1mEdMLaREFO/M6Wk0/uZXkskvQ0Z0uoGrIpx8WJWET9X7IyP8RN8u4iR99WxdfAp2SonerWCd72vqjuMUCTGGk6KN2xvot0Dha6SGWHGQnw0fgAJT4nGJt1sMqJK/B7sXPIp09Yb4Q+Pornux2g9dwL9J8zC4On/kiLepXYI0Vjc0CZBzGCiVG4xtERFD+002eQRxebRuIZITDPonXjMQhR8SJEXA6cTxPLbP7a62vT6qijR95HOg9ckZZrPNjM79kQJNy5e81Ti9yAYjlmea7sCda8NQXk26+so3oQeLl3GmljOgQ9ZEbNNwri8+J8vCJkpHR2wvr+I72d6LZF0FTKk1YuxKsY1b3Iplt9Wbvr063O7mLEzNlCYMnls4SY7vhHknobzWEEtItIYO+SJaQq2Yf2uBla0DoChGB+FxQDdS8OHrmjdoUgcT2w/ZggDDS/ul/hOUg+Tbfr3ieZWjF++DU1cOMvj1HBx129xcv330HruBJz9B+GK0Z9gjTZnVwbY8aR2CLyHhsIEfq/KwltUWPCtEy1YPHM09tXMwLzJpaylx+xEGI9aMPD7LkKi4kkjinGxVfe8UFgyFImzgoP8U/XarUdSmojyIUXeq0DXEN+cNOG8Y9D1wDc7Jc4F27B45mi2vH6MjIatBj3MuH5XAyvwyKNAn7SB5PHwuV1YOaccXtWBE82tCEdjluEps2NnFvayY+wAuhct20iY3aafPG6XA+83XU7Zr1mVAUPIceeSmzFpRDELWc2uNDZq3XH0DFbVHTL8HjyqI6UJLV0XlJI+f+pIU6+M1f1FfD/Ta4mktyE9PD0MeroX08lnVyZL/5tljJDYtjUSNwh/gVShqwIYhMeAsW5OuswlXuhcXRHAS4dOpUxEVJPGqp6MV3WiLRqzlRqf7mk9euEsztX9GK3vvwUAGDb+Jlw9+17cc8t4g9dEbExKOBL6oHSZSumedikbh/9e0pOle3KiMb0/klmxP1pefFrnizPyqe5iMUG+AKHuATrEzj9gFK3zLSN4LwI1GLXy2vDHn6Z1ErxTMUbeWycK4nnEmkCdiZ3mntlilkJu5q1ZN7cqpekt36KlusJYk0c8LnxZCd7Lx2c9doZXRoqfJd2F9PD0QfiWEuLNum5/o+WNyKnoT9ShxE2TvC4XW3Uvit6+IQwF+s1Vg17qn2dsoDDxuRPzp440GDu8RmJcSSH8XhUORcHm+kaW2r1yTjmbEEn7snjmaFNvVTgaQ39PUljLozoUwxOw1ZTV2rAfH/7ybrS+/xYU1YPBn7kXn/veWoQdXqzdesRQOt/KMxDXwHQvzYlu7jwKzLVLBC8mpuWpYevhFbcgnvCobalvZM09eShzze9V0RQMswaRU0YNZu03iHmTS7GvZgb21czA/9/e20dHVZ5r49eej2SGFGYSPs0AAWlBAiRwUhBPFUFBSnOIaF32pWK1nnpOOfjRl9IWi5iXF6iut7T1aFn21Z56tKjL2vMrgjmIFuRliaUohUAAQWmgNOFLwgwwTibzsX9/7Lmfufcze08mJCEfPNdaLsl87P3sZ+/Zz73v+7qva8PDNwrzWHrC/92HJ8T53338vMhGUQfXc9uOmq4dXqZaOH2UJZ+JTEh5oEN8qwkBH/ZW34aignwEIzGEUgEaZTeszhsFY1eCh0wE+lzsHqzg9xrWHgG/R5i+ysck/+33usU5qdnXKAjvnMie0GH6GzAypTRvVeXFWDC1RJwXMn4F0r8nTkZva1aGG89y8HuPIj8r9FaogKcbgUoOTi19wyUkdGD5+jrTjYqIjX1TWQpasB2ahuXr68S2AIjFENCE9xLHgcZQikzsyLjhcY7Cvgajg4gHZBSIEXlZTx3LgqklpnIJgQKNfJcTe6tvMwVU8aSO7UfOiu6XgN8Dv9edUTYoumYYoOvIG/IlFN//7+gzYRbe2ndSlMo21DaKspDbol7BXyLe0azSIWJBocCQq9uu23nc5FxN3VG8Q25jbaN4n4jFLqdmaTlB2iwUrAYjMVS/WSf8wmr2NbZKPKXsDD9HfPGzWxB9XrcIgBZMLbEkyROBmzI2pDkEGOW+iSveQUVJoSnT8cz8SaaSKgfND3XdyeDXAV3/uQRHAb/HMqgJpeZ8wmWQmomA3RBszll9m8q29DumOSMvNwCmLkl3qkty2uiBmDKyCEN8BjGdzq/cfUW/JzoH9FpFSSGq36yzDGLkchdllngpmo/ZqaFTSlqKEK3QHaACnm4EWpwMo87rMt7n2RsOag8+tHIOAn4vYoyrQ63HhHyXAwunj8Lu4+dNi0q6lTqBhmAk56dwCrImrngH4ZZ46jUn+hfkYeTSGjzOVHnlIC4YiWHiindw9+RhIqtD420MNqeeZL+IvdW3IanriF/4DICR8o/kFWLwN5/EkAX/B30HD0PA7xULiYyCPFfGawndvMA2x5LYffy86Iix6mSihS8YiWF1zUE8t+2o4PgsmT1GZDYocJkysghHn6zMGJfX7RBP74+8tgfhaFwEdAndWKi11L9ljo+8CFLQRdwqyhAQuPkokDaSnTZ6oGm7cYv6Iqk+U6Zn2uiBIoig46SyDYGyGwT5jNBeAn6vKaNWVV4sCOL0TbI/aQ1kJCuDxri/IZSRScz1+nZo5t8P57DJONBoBJ10TkiniHf46TCyscSpo+Bjdc1BNAQj2JgK1Km0JHdfWWVhsgUx8mcpCJeDUn7v6YxylmqdV+gOUAFPNwJfnDhhFbB2WaYsi9ftQGMwgkde25NBKuULBmUV6OYTSj3FOrX0LZwWPruFhmdLnJrREk+lHSLjtsQT2GdhQxGKxE2lLwCi5EY3ayLc0mK1uuYQXv6gHhd3/Rca/u93kDj2EQCD1Jk36FpoToNs3L8gz5KzEY7GRYnImKt0IMOzIp5UEEILDAUG1Ia9budxsdgDRsaMbuD0NF5ZlnYNT+gQN3cePPm9bjFnDcGI0LhJshqjDiMDw1vReYDDF0HKEMWShnN9awq8dI0Rp4i2S6Urr9shsmunQhFRftl9/LzJIJaPNRJLCq0lyizy9zmo7AcAs0qHiGvh3YOnTPN7IUf7k1xAm+EBlnypWAUyRtee+RZpzLMHVhhX7MMjr+3B8vV1pkxjMNVd6XZqoozJx2XIFhhEcfop9i/IyyhryVkYypqMK/bZBjGkz0SB7TPzJ2HF7eOx+/h5U7ZFDow7GooQrdAdoAKebgqZ80GL5n62SLsdGpbMHiPKVRtqG23Vh4mbQ8J1nJPA9WayET3LAj5TtiShA6trDqKipNC0mMgLFT1N6wBW1xzC3FTnFOfwcKNEXm67eO40Hr73Tpzd+iKQjCN4eCfWbD6MZZWlpqd2u+OOJXWTbs2s0sEZ5TEqZ3HCprwAPLftqKVBakVJIZanxOS2HzmLooJ88T7xfyj7A6R1irjmDv9/VaprbMnsMdix9BYRrFWUFNqSSi9nMZG/88z8Sah/qhKHVs5BY6oLLKGnF+WKkkJTpkoODgryXdh+5GyrhOQJAR9q9jWKDiQqg8pk5o72yhpe1AdFBfkZHVLUxWfdwahZCoBykU6O/Q0hbLAICgnJpC4eOMh2wggwvaJbkOJeyhZRYFz9Zh0qSgpNWRh671y4RXC6OLg+E8+sdEW2pbMDKgWFXNDjA57epLRMWLfzeEbgEY0nxZMigRbPbPC6namswlhTVoHD580s+VjhkzMXM16LxJJ49+Ap00IPpPkJgJkgHYklsLG2EcOL+qAlnsS00QNFNoXUe6nF/vPDH+Dkiw/hwl/3QnPnY9DXHkHRbYsApEm8cvCS8bdTEyU8SvvLc5vvcpoyHlZ8A05e9qeyL/SkzLe2cPoocdxcSXnF7eNFgMEDFxKTo/9PGVlkGhuNe/fx86aFio+RLybt4UoQoZVPIf1zQ22jKQslk4+zkbs5yJGdshQU0E0IGOKGXLm4I7nN+xpComREoBKr/LsCjPHluxwZXVmUZTVsTozX3U7NlqjNUVlWzDrijO98aVBfAMCUkUXYsfQWwTeiTC5dT3QN8PMcjsYz1LRlWAXDdgGy4tko9Hb0+ICnJyottwbrJ69MZeBoPIGvPLXVtMjLXIWigjzR2hyOxgU3hCNXhdxILIkLzZnkzUgsiTMXjKdeB8tk0E1bhzkQ0QGhdbOhthG76psApEmfiZZmnNv0DM6u/wmSzZeQN+SLuOb+Z3DNlEoMLewjSgK0H45B/czlBirR0YKc0NPBGB8TLQL9C/KE/D+dB85LcWoQ2RfK1BBpmUjIcnDzlae2AoD4jl3gAlhzdGhb/N92T+m5Pr3Ln1u387hQuU7qEJ13nPDLr5uNtY2mLEzNPiOI1WDPj9FgKGf7vW6suN1ovaZ97msIoSkcNWks2QUQDi1t69DWoIhvMxiJm4J/ylJqQIpHNyaD3B5uiYtrl+K/eEI3qWNbKT973Q7BiQr4vch3OYSNCD8PZJlyoDEkgll+PRGojNzaQ49VZsUu26J4Ngq9HUqHpxvCTt9FNt8EjJswV2EG0hok7tTKEE/oKe+qpOi0yeYQrsEw9qR27rZqmlhpjQAp24ozFxGJJbPq63z+6Z9x9r9WAtDQ7/qvw3/TPXC53EKtGEhr0cimp1bu4FQq46rPe6tvM2nbUBAlu5tz13cN6VZujkde24OafY0mXRyClU4Kz/DQIiObS9q5r8uvcSVe7sbNlXmt5Az453bVN2XIEBCBOCRlP7KdN4KdjhN9l4Jyedu5wMsMZ3MZS1V5cavXeXMsIcqo9FkiTNPvhl7j17PbqSGeskqha2za6IEmrhMpLZM6MglRAjCdP/5/+t0Y43MIt3X6jtW57QgNHaXDo9BVUG7pbURvCngA4+bDF18SHqQbo3wDlQMk2TlbgyFVTzdL2WKAghqv24lllWNN2yPew8baxgzBQjv4vW4ML+qTEXz4vWZLDDuc/3//Ce+If4CnpExwbOxsHXKBPyWSx4UZZZl+7irOrTqshAA5uJUHd5eXHdDJYsAuQLFbZLKJy+X6HgVXfLGsKCnMEFwsC/hE2YnD7dBQkO/CktljMq41HnxTUAiYg0c671a2KJ0J2f3dDlVZxCEJXhb8EPxeNy5mIVjzBwwKhOg64oEy7ZvOlfz75L/ntl4HCgrdHUp48CqH3KW1/chZQfSkRYtKAwumlphE6gCjfMU7tjwp0jKVVOQbNAm1FaW+w7f37sFTwqLimpRWiAzitXCY24wNROOJjDKEK9KES5vWYKDT+LxDA4pnPgBPSRkAg9BK2jQyygI+UYqwsiMg3sWS2WNQVJAvhPm4ujAJ/3E/qd3HzwvxQjIv5aU0Dt4dQ+UA2j4FD/sZh0Tu7uLBz8QV72Ds8k1Cywew7rYhZCMs25XAyKKABBc5qFzD4fe68clPviYsNmRtJY3xV0jfZ8WGA6ZtXGiOwet2Is/lMFmO0ParmB0DIVe7h2wfyzUxuaHWEPbM5uROmUm+3yWzx9jawdBnZYI2gQJ4Eqb0uh2iWYG2Sd1jFSWF4jpoCreYrg9AdUEpKOQCFfB0Q8gt0AS6oZHvTjSeEFkBIsg6NWPBJv0RQiSWEIsskR3lmzeQboHm3kzUgk2dIlZCftNGDzT0ZFLvReNJ0YkC8LZfTbToAkD0051o+M3DOLdvGz75w78DMBYp/iRNLep8nPTvEQMK0JJaQFviSbFd7nM1bfRAU2cU58MU5DtTbvLp/dHxknghBZk0f7Ja7ZSRRbYKuNR9RVo1nlRXjhUPh3gZJELIBeesum3oPbvuF3oPgCXB1ZPqkrMLODjomL/y1BZUv1mHCQGf+DwFFRr7rFwCNc5pQviZcRBRXQ5OrIIVqyG2NelHHCAZz207aur+s/L+4vui8iYR6OWgh/hPNO+y1AF1DnpSv9eWePq80zYH9fOIID0tUpmwvBbaAkVQVrgaoQKebgirFuhwNI7GYATPbftULM58kebCYdTCztVztdRnaFG92BwDk9/BynnjRcdM/4I8SyuEhG5ke2IWqRbSG0kbYyZAnShV5cXixp2fIq1GmyM4t/mXOPVfq9B8KYS8waNQ8JV7W50bXfo3kV5pfAV5LgT8XlTPHYeWeNpqo+rZ9/H4+jqhb0IKtZz/YwUNxtxTVmR1zUGxT1JCrn6zLoNASsEGdV/RQprvSmfarMwb/cz4siEYwdjlbwtxQr/XjYqSwpwXKsoYkS4MjY8W3mWVpUI0kVr3qTWeZ82WzB4jshENwWZBMu7LFJOJb0LaM61BDiZ0wKRIXFVebKmQbCcu2RZYcX80QChziyxkalc8IKR5sQoO5czX/pQqOT280DX3+Po6jFhaA8BwsV9WWWoKjrN1VJGytdftMF0LuRCOeZCjCMoKVyNUwNMNQTc5DlJPlhforzy1BaMeq8Gu+iYhMT+8qE+G8jCVGni3kvwETS3QZB8hsiUOTQj28SCrtaUnnkiKTizqTlkyeww+P/kpTv7n93Bp79sAgH5T7sSQe9fA3X9orlOUIRRXlvL4AtJWF9QlNq44TWTe1xASwQLv0JFVoAk8uxTwe026LOOKfYJrIUvyWz1Bk7cZz9zwzBE91fPjisQSQpywIN+VIRho96T+yGt78Hgq0NGR1gySO8aAdPmN2p6fmT9JyAwUFeRjwdQSkY3gCz3xmkhHxkqzhoPHKqQ2TPC6nch3ObBq3nismme0+1uVRClzRF1aVrBzZafvDfFZf494RqRrRcF7NJ4Qvw26/g0NqkMi00dBxNxUsKgh/cChI13q5NfchtpGk6wABccALCUHAAgZhKKCfNO1kEtJiwc5qgSmcDVCBTzdDLz7hsPuJk5P3BtrG0Xm4UBjKHXjTH+H0ui8VMXx+Po6YSNAoIBpUD8PllWOzUjZt1ZK4GUNKgv9+Jl1+OSFRxFv+jucXyjCoG+sQuGMB6A509vOtmDxbftYWe7QqQtC3daqxZdvkt6vLEurCy+ZfZ1lOzGBWtG5yeO5cIvILlWWFZt4OCRGWP1mnUklFzAyaLSgUeZo+fo6EbRwTpDX7TQ9+csLFX1f5nyZgzmD60U8MPmzdlotxBcZu3wTth85ixW3jxfcEhKNJK6Xleggz4gA6auRWvsp07Rq3ngUFeSJc0fHlI3YbJQIM68Tr9sBl9P+tqbDLBxI5a255cWmEiwHZeUCfq8pMI7EEiKgJ2uIdw+eEpnFgjyXeFBoCkeFvxqHVYYlW/bFTqYgFy0mu88rKFwtUF1a3QzUbSEj4PeiIRgxpeONzisPGiUvIbdTQ/XccVhdcxCRWBJetwOHVs4BkA6omsLRjI4TwFjIqXzBO0y2Hzl7WW3EhFXzjE6yptAFnPzPR+AeUIL+cx6B09vPdEzeVBuu4V7uRFFBHvoX5Jm6vbJ1DAFpkjKQ7kbjwdq00QNNpqDUPWTVQk9dXVaWDY+8tkeUb+y6a6zeo33JnWHZWtOtsG7ncSxPeZXJHWRWrfLUbUbz2lrrunwt0vh4RxAfPwVA7x48Ja67WaVDxFzzeZ82emBGOza9F41n8nzaArkTkEsV+L0uk+4UXeMLp48ydZURvKwtfMHUElNHnpdJNxDoWrbqnuTnKJuUweW0h2eTOlBQ6O5QXVpXKazKWfx1smXwe91YOW88diy9NaP7I5bQ8dy2o4LLY2WEOat0iOX+N9Y2Is/lEE/mpAtCpREjI+IUGROeOSGvIJkAG2g+jm9OGWZ8Ps+LIff8FAPvWAan17iwPe70/mhxMTgmY7Fj6S0iU0NwOTUhOEif5Vkh8udas/mwELqjTEQ4Ghd8I1qI5GAHMEpfXxrUF8V+s4M1kC4jvXvwFAAzP0pu9edP1CQgxzM2S2aPySA8t0U8kHYXjSdQ9ez7osTyzPxJGXYDtK/mWEJsn/b1+PpMt23K8lA2RyZky+WQcNQQ8iOrkkjKkHVv9W3YW30bnpk/CdF4wuRmT/9/a1/6nMQTyYxs4qp56a4lOzi1tFcXt5A4dPKCeD/Egh2ZqG+VjWpOEchX1xzEV57air4el9jWssqxpv2QySpx6QCz8WgwEhNzzJW/1+083mYScTbBSlWuUlCwRm6eAgpXBPwpbTlzGQcgiLZA+smbujk4NBh8HfnpnbbNn8itdEV0GAuVUzP+z7VvvG4HllWWYsHUEjGGfJcTLfGEeFKl/Ywr9mHvsdM4v/U/cHzvJjwzogXTRt+MDbWNcBb4TfskQcR8lxPReAJrNh/GtNEDxYJvkIvTmYZmZtxJxzn2mn7iKd7rdpiyBEUF+Rl6MzRXS2aPyRDeI9D2ToUiwgyUjF35tijgbMoIzByWT9hTRhaZAhH5HMqaOXbgWaNILCnGW7Ov0XQuuPYPdXtxzhFlNjbWNmLKyCKTGKOV7tCCqSXYVd+E6jfrMK7Yh1DKKJZKmIlEmmdTUVKIiSveEduz4/lwPlksqeNic0xoQ2kAdtU3tZphpOuUjpXOqRiXxZcp0yTrU9E5pfNMnXt8X/R7AtIZHX4uiS/FQeeGrmluMkslUNIpsvp9E3iAw7lg3AtOQUHBjC4pad1xxx3Ytm0bbr31Vvz+978Xr7/11lv4/ve/j2QyiR/96Ef4zne+k/M2e0NJi5cKGoMR082d1ItpIZMVgvnfVkrAdPPnKXyuRUOggImXHCjo4W3xkVjSpDQLmMXb4mf+ijMbforYuRPGe/ctwmfX3WlZrtNgdInx8cilOx1GZqklnkBfj1GWCPg9OBVqtlzIeDAXsCj7AZkquARZWZo+R4sJlYZobB63I8P8kuaaBwyXIw7XWnmDXwukPk3XCVeI1pE+f9nUpeXx07Ui73vk0hqR8ZsrqRk7NcNCAjCT3L1uB+IJvU2q3Xyb8nkuC/iwPxVsEehasip18nHQuHjZVi6xWbnDW4HmwKo0tbrmEJpjCRSnrtXKMkP0kpc+q8rNr9GY+hfkYX9DCJ6UGChgr7SsoNCT0atLWo8++ihefvll02vxeByLFy/G1q1bsWfPHvz0pz/FuXPnumJ4XQaeiuaO4QBE+htIZwSCkRgeX1+HXfVNomzArQco5c0JrORXtau+SbQ6lwV8gry7ct547K2+zWRi2dfjFi3R1W/WicUiljA7TG+obcSlSAtiezfi5G+/j9i5E3B9oQiD7l6JfUPmiE4tDrdDE3om3JeKtyjr7F8JPe39RYRtK/AyXoNFsAOkfYyi8QScWrrTqyDfZSrLnQu3mAievAzl87pFVw9HwO/FtNEDTWUHWUCQCM6yiByBWt6tylt0fnfVNwk+04aHbxSGpnx7XPuHa/pUv1mXQWDmiMaTguQsl1u4rpBMhE/oRhZOzh5GYkkR7PCSFddMsoI/ZdgpQw52aDy76ptMAWlZSjOoLGVQStcGnV8y1KX/L5w+KsMUVoxV6g4EIKQP5NLUgqklKCrIA+W7qMS4uuag6boljR0qeRJB/kBjKJVxTZjKj3JWhwQyL1dTR2nyKFwt6DLS8rZt2/DLX/5SZHg++OAD/PSnP8Uf/vAHAMD3vvc9XH/99Zg/f35O2+uJGZ5sT+/cWoJusJ5USQmAqeTl1Aw9Dw7KJpClgp0fEGC2UaAxURmHIBNUAYMAWpDvxslQBEkdSFw6j8/++xdorv8LAKBw7D/Cf9tDSHr6ieNYOW+8yBAZ27C2a5CtNej7HosynBW8bge+NKivKPNQ1oHvl0i0VCrhx0jE59aeoq0yLGQjceZCc8quI00a51kewGz9Ift0ZfPwou1wArRMKKYFkQjB6S4kTfhRZbNG8LodKCrIN9lvUMaPjpFnGwBdyCbIWTL5OrTal9V7ZQEf7p48LKPESwFSa1YP3JLFijCdnhdNlEApY2OX4bHzlqPfKV1LO5beYiInA8iwR+GlMLkEKWd4dtU3mYjOdtdAW6FsKRS6Gt02w7N9+3bMnTsXxcXF0DQN69evz/jM2rVrMWLECHg8Hlx//fXYtWtXq9ttbGxEIBAQfwcCATQ0NLR1eD0KVuRUetpasTEtza/D8MGKxJJYs/lwxs0/z+WwbUEF0hwZIszKoAwQzyjwmzJlJeS23WDEEEMU9/7wOTQfr4Urz4Nr530Pfec+JoIdOo7H19cJ+4psWDC1xLINnnNAAn6PbWYgEkviQGNIPN0P8XlMi2M0nhC8HirNVJQUmhSuZZ0c/iRM2Zk1mw+LFutz4RasuH08zoVb0BCMiEUxEkuK73DF44XTR5kWSVlbh+abNJQ4ZCVnK0IxtR7TcUZSWZdILAFfKkMFQGzDyh5hx9JbREYrHI1jI5M+oLmhz/F2bx4QeN1ODC/qk3OwQ2TvqvJifHLmEh6XrnfAyODxLJ5DS2fV8lzOlKWIS5CiNzKi+saULhSR8VtSfC9+Lt49eErMkSxXEJeCHb/XDadmfI9fSwax/bSQjdjIRDK11HFy8Ua6H1C26Vy4BfVPVeLQyq8CSAdLlFGjjCER8+04X61lcDqC5KyyRAo9AW0mLYfDYZSXl+OBBx7AnXfemfH+66+/jsWLF+NXv/oVrr/+ejz99NOYPXs2Dh8+jEGDBnXIoHsLrMipdtwD+mw4Gjfd/KkF14rgSEEKaYHQk6PsKE7lAt5lRIuQIe6miWxRUUE+zlxsFqJsSV2HphmKyv4RYxH56iMYMGIsEr4AtKRuad5IWQDSYwHMmRJ6Ap82emDGEzFlJSj7ks15nUQU+T4JcsnF53WbyhjReEI8nROxlFr5V2w4gKSui3Fx0ik9octcJfoMZUr4uaLjJnI553IUFeSLxZNnmuyIqa0RVnlLPxccJG4Pz8TwgIKyJm6nhlhCx7hin7hWl6cycZVlhqRBnsvcrh2JJTJMZAFjWy6HwQPjmDPhGpHBsGpP15AmE1N2w6lpGbwb3n7uYlkZKkGRRMAQnwcNwWb4WMt6hF0f0TMXzfvXAF03AqpQxPiNVZalM0Iet8PkeE775OPnnLXqN4354xk5Oie82UAWuCRfvGAkJgQigczMMe1nzebDlhnLjiA5y+U2BYXuiDZneObMmYNVq1bhjjvusHz/5z//OR588EF8+9vfRmlpKX71q1+hT58++M1vfpN1u8XFxaaMTkNDA4qLM7MRhGg0igsXLpj+62loi/gXfVY2sAxFYvC6HWgKR01cEO7L1CK1Au9vCJnae//W9LnIPtCr5E91KtSMipJCk4rxnPHXwKkB8bP1OPXS99By5q/o6zFKRGNu+id4BpWkF5dUqp3bFQBGQFVZVozVNYcwcmmN8AcLRmImPoVVRupis7HYkcy+HOwQH4mDuBduh9E6PyHFWzJUpB2m7QGZHWr9C/LS3KWkLhYz4jbxzA3ntND+KkoK0RSOiqd/DgpAAKNUSdsmLgcRwUnE0AqyvxfHktljmO+VLojt9GTfvyBPqDIDEFYHNCYKhDVABCcHGkOiQ4myU1NGFmGIz4tZpYMtx8hRFvBhUF+PiddD2FDbiEde25My83RmcGa4DAOdn1hSxwabEpQGOePkEFmRyrJiEQzzAIlD7iyjTYUicdHVuP3IWZERync5xbjoOuOg+Vo4fZQI2Dgvh4IdHqzQuJO6wb+jjArx4vhDk5w55tleu4xyezMzqhVeoSegQ0nLLS0t2L17N2bOnJnegcOBmTNn4k9/+lPW706ZMgV1dXVoaGjApUuXsGnTJsyePdv2808++SR8Pp/4b9iwYR12HF0J0pXhN0kenMilHrrhkuHk6ppDmLjiHZy5mM5oyFL6OswLwMXmmPCD8ridcGpG1kcDhJJsKBWMrNl8GG/VNuD8h2+i4aXFaDl9FKH3/kOUCkhbhrJKHrdD3MRlg87tR84ikuKSNMeSJlNS2vf2I2fFXHjdDtMCYaXuS8dH26D/V1eNQ/1TlcL1+1y4BTqMAICEDrmjtYa0EjMAU4Yi4Pcg4PcKgvfu4+dNXlW0kAHpAMM41qQwggQySclcV8fjdgheBwUWCR0mkjEtVtSFx4ntHGQNQdvg1hZEjrXCrvomTFzxDprCUUHQpvEldPM11BSO4vGUuvT2I2cty2M0d8eeqsSGh28UJRkrbEx1fRUV5KXsGozAp6q8WFxfWmp79so8RkDKrxFD1TkfkVhSWHVkg0NLm6x63WY9K+5VR/pCBfkuofkEGIT3lfPGZ3hvydpMdhpMFEgsmT1GKDhvqG0UatRkB8IfmuTggz8stRYcXS6UcrNCT0CH6vB89tlnSCQSGDzY/IQ3ePBgfPzxx+LvmTNnora2FuFwGEOHDsUbb7yBG264AT/72c8wY8YMJJNJ/PCHP0T//v1t9/XYY49h8eLF4u8LFy70iqCH0stkLggg4wl42uiB2FjbaJQDkuZOqeZYIqMMcCrUjKoUCdNlQbjkvIJ8lwORWALnwi3wMcVa4ibELp3Hyf/6KZrrdwMACq+biuK5/xOXkObo8DJWJJa0bXvmnKAJrMyW0NMt6NF4QijXchJyUziaUQrhaI4l4Ukp4XrcTiFEyAmrjSmuUjSeFIRcWqyHF/XJ0pasiRIQbRMwe2n19bgRisRMAQbNMZWoqEyhwSg/Ths90LIUxlvL5fcaghGcCqW/Y5URA9JBFvfUWjh9FHbVN5lKhuGWuOCIcWmESCxpIgDvPn5elPg0ZJKHl8weY3neeWmRrvWqZ9/HvlTWkZed6PvynPDMx6lQM1bOGy/mQybW839XlReb/MPo+E+FIiZCOx8HHVtLPInKsszjp9Juvsspyo886GwMRvC7D0+I7XvdTswqHYzVNQexfH0d5pYXm4jCcpmbl5tkvSi7jEpbyp25aj4pKPQGdInw4B//+EfL16uqqlBVVZXTNvLz85Gfn4+1a9di7dq1SCQuX4q+O4K4EjLW7TxuElSTdUSos8OVYlHGk7ro6qDSiB10GAuE26GZvJpEi++Jv+DEpn9H8/lz0Fx5KJzxAL55/4PQNM10I25NZkWDQcIOR+OCUL1f4nhQ4NWcen94UR9TlqW1Ti0j85UQGQQ6BgpiToUiIviLJ4xtvXvwNCIxg/NkxTmhLjFyT6dt0lM2gYIUwMhK8bkEIEjERCSnRXr38fOCk0X8mf4FeWgIRlCc4lLRtjgBmovn2T1hV5QU4lQoIhZtKpHJ54quOasAi7qcth85Kzrc8l1O8e9wNI54Use00QOxYGpJBrmeQC3bxDVpTF2TuejzbKzNFO57fH2dUDweXtQHQZtzR1ILfOGncp0hoJnMyFw5NA2JFF9LPs8TV7wjAj7ZyoQykTrM2cGigjxTtpOECAl8bDIX55n5kzBlZBGe23YU/QvycKAxhF31Te3KqiiRQoWrCR1a0howYACcTidOnz5tev306dMYMsTayqC9WLRoEQ4ePIgPP/ywU7bfVXBJEvrclFIGLYKNwQj2keptQsfYa/qh2O8VN3peaskGuuE/t+0olsweg1XzxqPg7AHUv/oELp4/h2GjrsM13/oF+v7DP+GtfSdNvlQcdrvyuB2Cx0IBCV/qqCuGL7pWAQiQaVApg/gxMnmUL2zxpI6GYERkxqyIsl63w6S+S2rFgJGBqHr2fQAGl6aRBZWRWFJkeEj/BoBJb4WXGqaNHginBpE1onLTqVBzhsN5MBLDxeYYpowsyignyNyM7UfOim4hMolN6Gk9HcAo33jdTlG+ko8/Gk+KYyd7DuJT0Tzykh3XkuLO5tT1RuU8uQSZDS6Hhokr3hElLwLxvrjaNt8e8Wb4/IxdvgkNwYgopZIjPD9mukY4WZi+D0BYvFDWiYIdspYgcPsQg5tkzLtVhyWfJ7ncxMuQdiVMBQUFa3RowJOXl4eKigps2bJFvJZMJrFlyxbccMMNHbmrqwDpO69TSy9wPDBwOzXRoVWzL7P8sq8hlHHD5G2w5r2kURbwZXSQ7Hv++5gxYwYeffRRHKnbg4HDvwggnRWSLY7cDi1j0aT9RWJJ0SZstIGbR36gMWRqF5fb4TnXp6/HjS8N6iv+JoE5g7jsFIsUd1aXUdwKDwQw7CmIBE7gCThu6yCfB9njiAId3nFFf5PH0rsHT2PUYzUY4vMIlW0OTniVycxWgoXRFAldhxH8kJjksspSscjrupGBoDZ7WqRXzRuPQyvnIN+VebugIIqfL5rzZ+ZPwqp541NZrPQ57F+QZ+oIJOgwggy7FnmnZvBm5N8BkBms0PGSmCQFGxQIrtl82CSgSRk2coP3e43rigjwFMBQEEm/R+Jt0TkhH60FU0uEeGVZwGcipj+37agghvOAWA5SsxGBqbPSSpBRQUHBGm0OeC5duoS9e/di7969AID6+nrs3bsXf/vb3wAAixcvxgsvvICXXnoJhw4dwsKFCxEOh/Htb3+7QwdOWLt2LUpLSzF58uRO2X5XgS8ueS6HSYWYFoN4Qhc3civuBinLckIklawAIyjRkX76JJPIuycPw3dvvhaf121BrKUZz207itc+/Dsity7FX0fdhXErtmB4UR9TkCBXI2StEtr23FS3Fr1rBExmQ0fSUaH3m2NJE3HbldJpofIPZUEoMCCiKOmXECHblzpGGY1Sy7qMgN8jsiJ8HDzwCvg9+MpTWzGu2JfxOcoO8MDGrjuGznMklkBCNzI7sgkoAEF45SRuAKa2dp6V4NcTZWlosaZF0+XQMlqLiagOpBWmKQtUlTLK5KrYpBnEAwtSsybsbwiJxbxM6mJqjiVFpouDSORWpUyv24HtR86aSObJVDnpQGPIpEKeHk9SZIEoKCJyOGXiSOmYWr5lg06v24HGYMTUGUflznU7jwsDV9Jl4mrJ1W/WZXRYyRmdbERgMtSVjXUJsmaU0shRULiMgOejjz7CpEmTMGmScQNevHgxJk2ahCeeeAIA8I1vfANr1qzBE088gYkTJ2Lv3r14++23M4jMHYXeUNKSb0jyjSme0LFgaom4cVOJhocUu4+fF10k1M3yt6bPEY7Gsau+ydTCSk7jBfkukXEoyHeJTq8fv/I+Ft33DZyt+QXOv/cizlxsxprNh3HyYgz7GkJC32YCE2Tze41tUkAxIeAT5Zmq8mIcWjlHOGZTy7sVDCXlhOnYdJg7YgANO5beImwyhvg8QoSPShu0aKzZfFhkEoYX9UFRQX7GPnWkSdkGr8Yov7gdGlbNG4+F078ouqCoxFEW8In2fIM/ogmxuKNPVqK6apwIIimrxs+zXXcMWT8QxhX7MHb52xi5NLPl3K7Lh5dVuB2G3P1HFhe0aNL1IGcUQimXbypxHlr5VXEuF04fhXyXQwS0S2aPMWWYqITHA2A9dV4WTh+FuycPQ3FKtoDE+57bdjSje8rKwoJA123NvkZo7AApSLJCvstQv65PdYxRkLNm82HBjaLgtaKkMEM0csHUEtE1RWUleqCgrCuBZ2p4Zo5sLOQMUS4E4tY+y6+vjurEUlDo6egya4mORk+0liDI0u70N8exp9LWEdwM1Ot2CLKlXAaQBQw1GLwKO4n9C80xhD/9CJ/999NIfh4EnG4UzngA/Srmwu3QMKifB/0L8jL4NE4NwuGZ74u6vOjfRG690BwzZYR4NocfD70nX6BkR0EGllafI7uMscvfFpwcCgK4caPVMXD7DdkCgo/ZoaUl/a1E47jRKJHLZdsHO1uRNZsPIxpPmExJyUKkNUuSbHYYJKZIXUOUFbMiPcvZIiv7AvnaXbfzuC1ZWYbMqyKQmSbfjjdlq0JmnPw7XgvzVg1Afeo3w+cEsDbd5AJ/dA3QHHHiO117NJcbaxvhcTswq3SIsKnIdzktTXyt5rUjjWTtPmt3zAoK3QXd1lpCoeMhP61xywEAGfofnLBJImekWsyJsTLoaZTKGdStU7OvEecvhvHZu/8XZ37/v5D8PAj3gBLc/INfo1/FXADpzMbdk4dlBFYUHPAkjByIcKIrBTvelObPhIDPtFhRacLt0OCRhOe8bofgQlgbjBqgbAAv5ThSj/9UwuG8o3HFPpEFqSwrFmU+EhWU4XJoprIRlR9oTomYy60qrGwf7AIWUjvm8ziu2GcqE1k9sduVzejfU0YW4eiTlYK7w7uP+FgeeW0Pqt+sw7hioyzKsx0c/YVNiC7GlusTFGXWZNTsa8Su+iYTB4xsVWaVDkZxqhTG33OlBB7JSoQI0zKfyW7euVYNzYtQWo4nRUkuHI2LOX1m/iRh+ULXdlFBvsnE1wpWmTlCtvJTWzI13BYFgAiqspnVKij0dvT4DA9vSz9y5EiPzPBYgWcm/F4Xlsy+TnApwi1xxBI6vClTQf70ln7qdKKowI2GYLNJF8fvdeFicxyVZcZT9OqaQ7hw+m84u/5JxM4eAwD0rZiLm775KIItGsLRGIKRuGkbZQEfDp26gFjCsI7IdzmQ73KiIN9p0lkxbAqSll1PgMF72bH0VlNGy+t2ZjzBm7+TmU2xyjp52VN3iJFcA36vMEblWSErA1bAbMLKt0MZL/7UnM7MJEWgRdmCyrJ0Zi3b0z/tj8amIW0cysfCpQhoDLL5JOnkyNklWvyyZQwoe0aZEiuDSSuDV55t8bodor2esnvpdn2nmCNZcsC8PUOPiQfVCXYd8u953U7B2wLMmVC5xJft+NftPG4yuKXj4A8SNKf82qNzBWRmVHLNzsjn+HK2IW/LKnNstX0Fha7Clcrw9PiAh9BTS1p2NzEqhRACfm+rNyueKucgci8Hlbc21DYifuEznHzxIcDhwoCvfQ/fuLOqVc0eeVutXURWnlqAoXy7ZvNhUeayc6ImkBdUMOVJRYuvVRmQxkWLK7liR+MJJHUj4GoKt6A5lsRc5hjPIZcGuIN9/VPmAEl2r+bniVsE8LKIDCo5cTdyuwWPHzOJAvL9E6gc1JZyCB2nQwP+yspoFSWFePfgqZSwY6bDOfF4qCRHOj27j583lYt48GEVOPHtkdCmx+0wiU9qgGkMdE3TZ/nYVklu8/x8UWDeHEuI64CXS+nBgo+RflN8rum8WgWHuTqSy6W19jiYy9cL96sDYLv9tgZWCgrthQp42oieGvDwRZJaX9dsPiyyOAQy86RFnEw9iX9DsApsfBbCfcmWZjjy0toozSfq4C4KwFlglCzKAsaCy59gZVfrywUdg10QlAvcDg3VVeMybuT8+Gm8tAjbcUvofa6+S4vmsspS08K8YsMBxJK6KLNNCKQDEwCWPB76Lu1f3h//Hvl3tcbzoW3SIkzXD22HZ1NoIaaFjETrKMsn74MHUpS1oM/I5rbyNVFVXoxjn4UtMzZyoC5nUjgogOPXn58ZmwK5Xz8ODbjG583IhNE8OBxpkU/K9PEMq9dtEJzHLt8k9l0W8OFAYwjjin34W9PnANKZO6uAoa1BRGcHHdm2n2twpqDQUVABT47o6SUtmcAIZBJks0F+wqRShxwE0QK6fH0dPv/rbpz776dRNPsh9PnS9ZbbpYWOgq94QsdcCzJpW0ELs50rfFtw7KnKDGItOV+TkzUFLdn2R+UpuslTyQtIBx5rNh82lbRk5LI48EWGMj78nKedv9PBS2sLD2WESE2bIAfSckYIoPnyZhCpjSzOaZHxoMyRXNYDMrN7VtlE/t6S2WNEQCnPZcDvESVRIi5bZVUuF3SMchaUHwMF0gDEdc5LVa2RuHsD+ANEtvKrgkJHQZGWc0RPb0uXCYykw8I1Xgi8ZZoMLMnkk8i8O5begikji4TQGVfxvWviYIw59v/hzBvVSITP48JH60HxrlMz68p43A7RZhtLmBV0uTpvNlCrMhcCrCwrFil7gtuhZQgXyn/LoLFyAbuEntbUCTIn6+o360z7k7VfYkkd/QvyxDwRqZksNsjJXV7ogfR5kFV4WyOHyq3KRJbmwnW5tCmT1otcjpNF8PhrROytLCs27YMCrN3Hz+PQyq+i/qlKYePg1CB8zTh0pMUenRpM8yyfQ2rXzuZRRpcgGWQSvG5nyjQ0+7VXldJ54iAxQzpGueTLHc1jSR1rNh/Gc9uOYi5rlSffNIemCQI5+a+1V+PGSpYi2zY7W1eHpBHk9noFhZ6OHh/w9AbwzhHS2ynIM9uckUs0YGjD7Fh6K3YsvUW4fue7nKIziHdz0Lb/oV8YoydMwubXfwMA6PsP/4TBd/0vaKnOpYQOQYQmBV65I4cWDKsShEODSYyOXKmDEUO7x2jdHYyNtYZODufpxJO6qTQR8Hvxv28fL4ThqsqLsWqeoYDrdhgLzpzx15icxAketxMBv9cUvMn+SCRMyEFlk999eEL8m4T57I4XgElBmGCnx2J1XgAI7RfZIqI9DtTydzkH51y4BStuH28bJMkBFqk/U0DCz4ff68aK28fjXLgFCT2tt+O16K6jbfPuOur4o243WTeHrqVDK7+KBVNLsKyyFH4b1WySIphVOkR0+fm9bswqTdva0DFWladFCj85c9EUgIWjceH6Tg8jgBGwxVL2GefCLagoKcSGWrPuUzbYiQHK3VdcnLC93VqXi7ZoAiko9BSogKcLcDlPaM/MnyRudI+vrxMidHRjAtIWBvREXlFSCF3X8dxzz6GiogInPv0Yjj4+DLyrGkWzvgvNnSnCl+9yCOE7LvRGdhP9C/JMiwlZB1A8wbkrPGCi1l1eOqAFR/YNawpHsau+SXT7UHkuxBac7UfOCgVljlmlhsAliQJaoaKkUEj/c3AvJiBtT0DBk1NLq1JTNobPO4GrYleUFGLiincwdvkmNIWj4jXZoqCzn6bp2iFhxuXr6zB2+SYsX996y3b6GjNMNLcfOWsSwgQgRPnmpgLefJdDdMJRAE0BXr7LIa4dykBSJorbUSyZPQYVJYWofjN9vdN+5zLbBjrPdL1uP3LW8JNL6ib5BX6M5C8HGOrOHBS0ReNJUYJMq0wbIotN4ajJMNcuMODZPi4nQP8mAUZZlkJW0LY6H50ZjLQn2FZQ6K5QAU8XIJcnNNKa4eA3uJp9jSZOCN2Qm8It2JhSBd59/Dx27NiBf/u3f0NzczPKpt6M6xb+Cr7RU1ILkStjH9F4wiR9Twv335o+R0MwIuT2k7rhik0BltXi/+7B0xnbJ7icGlamFjauLAxkBkcAMvRdQpGYZTcaLW7ki2RVAtl9/DzW7TxuMl60Co6obZqybX09brHIPzN/EnYsvUWoSfPgjgcDu4+fFx5ckVgSBfkubD9y1rTY0RxnWzStAuS2BM68bEZlGtL54RYUVtuk8hoFBsFIDGOXbxIlO+4rRfNCgczKeeNNujT0WTIdtVpYaX9rNh8WCteySSZlnShbZRUAaKnjtgoQ6Hqizi7KHgJG9k4DEE8kRXAIAHurb8OhlXNQVJCfQdS2Cwx4QAvAcpzyHFCZm+wu5PPLs4OdUdpSVhQKvRU9PuDpiV5al/uExg0JiQvDn1wNe4iEaRG78cYb8dBDD+EXv/gF9uzYigNr/geq545Dsd+LUCRTUC/f5TQJ0lEtPxo3VHlJgI4WIcoaVJQUIho3usho8bfT3zHeS2JXfRMAQ6PFjrLDhQYJRDIl7hK3NaAAgkpdso2FQzNc5VfXHDKpOfPgibJX00YPxMQV7yAaT4jty6CF1872gMZDY7Ra7Egw0g52AXJbheh2LL0Fz8yfJBZTGhPn+dA2l6+vM3GQ5ICT7By4JxTPXFkFMlSCpPm2Gjf34OLZO17qWrfzOJrCUXGtcZG9dTuPC8uRCQGfKBPbBQg+rxvPzJ9klJFT5yChG9cXZXp0mMdKYotuhya6ybJxtSig5aaxFBBaXVOEUCpQ4lwmjs4qbSkrCoXeih7fpUXoqW3pgHWLqNxRI1tLkFYLb4kFgP9Tsx+nt7+G5T/4Hh76p8mW+6DFhNp63Q4NcyZcI8pRQLpNWtZc4V1LdqKCFJDxlL/RQWYWJuTdMWUBH/Y3hIRuDokP8pZquvEPL+ojPgtktnDz7iZq9R7i8+BUqNkU2PCuH97iTJ03XAsp4PeKFumygA93Tx6WIl/HhPkpZQus9HyynW87Ub9s1gAkMOlyaHA5Hch3OWw7atpiMyBrOVnNhaH8rYuSoyxsx5W4eas2bZekErh7uGzFYWTmNDTHEqbWf7nbTN53wO9FYzBiEk0k8M/w6wVARoBFelBup4aCPJdpbkc9VsO6Ar1Zz93lloRkkUAr3abOal1XOjwKVxqqS+sqgtUTVbbsD2m1kEt4MBLD6pqD+Nnv3sOF13+EM9tfxcZnHwePZa32QW8P6ucRpQh6Il44fRRq9jWKske+y2myRQDsMzgJHaZgB0Dq6dmcx+HcnQONIWElwM1DgynjSl4mIqI2kM5kra45hIZU5oY4TP0L8kRpSw52vG6nKatCc8HLOxzhaFzwe/Y1hJg5ZjpLpiNdesnWeSNnP6wyfnYEZ9pGzb5GwVOJxBJZOUB8W6trDqIhGMGKDQcsCbS8nMIzUmS5AABFBXk4tHKO4NH0L8gzmdPSeeNj4t1RdBoWTC0xcVm4FYdRPjP4WvsbQqZr16oMyHlr1EUodxNaWXsARvu5rKJM2Z14Qs+wiqCyIHW5yaUnq99aW8tEPDNI35fRkTybbNengkJvgcrwdAPYPVFd+1gNknpa7ZYgnu6dhmCarusI176Npi2/hh6Pon///vjWj57CnxPXmp5gAZieqrlej/y0zZWBrTIX/Elclt3ncGhGMEEaPlZK0ICR4flb0+dZNVy42em7B08hEkvC7dDgcmomToWsgsuzMyTYSPNCQoL8dTmL0pYfCAk2klIuaSPlopzLs1h0rHw83IiUhCQDfo/oFLP6Dm2XzqusoeT3unGxOZaTpoxsXUHHxEuM1P0m67jImSOv24Gignw0hVsQiSVM9hcyuEUFXafcwoOUnWluuKhja4u2nEmlYyBBRBIdlOeRb9fK8kO2EeHnzk5lO9v4OlvvR4kNKnQlVIbnKoIdx4BKLLKaLJkWxhI6Ep+H8NkfVuPc5rXQ41EMmzAV+/fvx58T15o6QiiQ4JyGZ+ZPMult8CdTehr2uh2iK4o/BRIHYVllKfZW3ybafN1Sx1VSN2c+Vtw+PoOvE/B7cS7cklVULhiJiZb27UfOigXQyHBkto1zXZuF00fhXLgFAHAq1CwWrAVTS5BMxfsNwWbTQsazKIBZa6Ys4BOtzQG/V5Rw/F43DjSGmC+YA8FIDA3BCEKpxW7h9FGWT/sUEFBmZPuRswhH4yLzIYOOpyHYjGmjBwqCtBX3gj+x8+4mysZQEMKJ11YZKgp26DyEW+JwaulMnQ4jW0LcrHA0juWso7Cvx8268zQ0BCPIdzkEl4W6kzicGjCrdAguNscEZ4iuZ7vMVmsZCn5sMseKfMuWVZaK65vAfx+8+0om7W8/claMlz4bynJtZ8OVag9XbegKVwNUhqcbgT9lkcYH4Zjk27Ru53GsfPlt/PW3P0b8UhM0pwv+affhupn/Ax/8eKYpW0By/FZPl3JWIduTqWxAKXNDWlMjlp+A6Ql92uiBePfgaVOJzOt2ir+J88GPAwDjlDhMnk25WDsQL4gyPLQfD8smUPbCx7IGVk/Bsv8RqRvL2SwrvonstUT748dnN9/cVuIo87tqi6WBHbdGPlbZJ4yDG4ZagXNd+LUQjScyfMysvMR4tpG+C8CU4QHsuUnyvHFlc87lycVjzCoDys8P/w3IitlWBqa5nCMFhd4OleHJET2xS8sO/ClLbsO1QuGQoRhQ5Md1112H//0f6zH85rvxeSwp6vCUvSH+zbTRAy1bjulzvCuLa59QmYDzJACY+BfUfssXPa/bmZFNoCfggnwXllWOFZkJHuwE/B40xxKiW4pam2eVDoFTM0jLskYOACHcJ2c6aEGROR1rNh82CRJSqzb3oKIAIJvyMWUUZE0Z4nrQ8VvxTSjbQFkCOlZDVdhp6nqTBSp5xx5/H0hnClvruCHODrWqU1bCShuGsmbEn0m3/Gvwpf626rZzaJroqgKMQGDJ7DFoiSdN2T/A3G5Ox8rFAikbZLSIf1UEZwBsszp8DohLpAFoCreYdIjoWsnGtQlH41hdcxBN4ZaMzjv6LfFgh4/fKtgB0r+j1TUH26S4rKCg0Db0+ICnp1tLcPAFTVacJRw7dgzJpCGIdupzoPjuFdi9ezcev68yQw6e0vUATKUIuc1VtjmgtuENtY1CX2XB1JKsLdj0PY7mWEIsXgunj0I0noCGtNYPtT5zMUOv24GGYLMg5E4bPRCAsYBvP3IWCd0gsVKAFEvoIkhZs/mwKXjgXUkNwQjiqdTE8KI+WLfzeNYS2rTRAzPm065UQuWNNZsPo6KkUJQxyPZhw8M3mr5Hx7H9yFkxtt3Hz2dosRQV5JksPWTY2UpYlSZb09mxIirLCEfj2H7krAg4qOwD6AhGYiJbw7u0NJjLjtQGDwB5LiNA4tc6Hy+NFYAowcrzz4NuO8jXd8Dvhc/rzpBwkOdORrqUZnQnFhXkZxCaWwtusqE5ljSVzIgY3972cBU4KSgY6PEBT28FV4IFAF3X8fzzz6O0tBS/+MUvxI31f379JvTpY+iOyIsbz95wIb9oPGG6AcqZAx9bsAAIfRU5kCDRveFFffDctqOYEPCJ7xCRlRaTNZsPi44vWvwoo7Av1WJuxcep2dcoFrVoPIGA32vK1LidmuCFROPJjOCBtF94582BxhBW1xzKOv/vHjwtvpctWADM4nJ2VgP03Ude22Pic2TjTuQSrFi9XlFSKDIYgDnzYbeg8y64BVNLMj4nK0LzMgyVACk4o+43p5YW9aPrgYLn57YZFiXFfq8I2OTSTnu6nfh8823ybBxl0CjgsrrGOaLxdBbSLjC0Copby7JRZpBUqqlkRq3v7eXVKF0dBQUDKuDppuA3p0TkAqbMmIN//dd/RSQSwdatW3HP9cMtFWrl12jR5Mh3OYVFxdjlmzIWD1kMjZSB5SwEZXyIqEtt8nyhy3M5REcNhwa5ST39OjcczXM5xEKT73Jix9JbsKyyVJBbB/X1YFA/T6p13mHZIkxZKiLsjiv2ZRVFBIzsFH0PgBDDsxLlo0waHY8GIxvyyGt7MkpLFHhSWScbwVZ+L1cBwt3Hz6cCy0RGsCAHcfS6HERYlbR4BohnVrjtQjgaF0ED+XXtrb5NqGrLJTK7Vnz5M1yQkH+GRAbp//K2SBzTKsDjGTQ500bnnM8JBXbEAcs1g5MrIXjKyCIR7PA5bC+vRxGSFRQMqICnG4IWJocGRI7txcnfPIyP/t9mwOHCNbO+g40bNwrTz9ZAiyZ1UXndDtPiEIklLRcD2WfK6obJeR3k3E4BBZVhqNxE3TjU6TS3vBgrUwaUPFAgzsyGh29Esd+LSCyJ5hRRmQIxKsHIZQp6PxiJie4gvsBPGVmEIT6vEGsEDH4NcVG8bofwcaKnbfJy4qRZznWh8fBF3Zdqi6cS4vL1dYK3A8CWvNoa7BYuep1n4uTyFO8CAyCyNPRvOSiQ+UAATBkgDjp+MouVM2y8LMVLdnbBOc9Q0mdojKT4TbwmCrLp//K2eKdetvmU9201J5SJseLCZYOsBC1D5hhZPVy0B52pq6PKZQo9CapLq4tBT//9C/KwP+Uqnu9y4vylzxHc/ltc2PUHADpcRUMxYO4S5A/5om1XUv+CPBxoDJk6XIC05o4sBigj4PegMcWf4TA8tzRTB5bf68KF5rhomedKyZcDDYCmpZWfB/XzANBNysz8szpShGXdsACYEPDh0MkLJhIyR1V5cdbjdzs0jL2mn8k8tCzgw4HGkOhKkrdRFvDhkzMXTZ1GvOuN9G0IXrfTsqtoV30TavY1orIsvQ1ehuEt4XIXHUc2LRXeZdXX4zZpAlFnFKlR0/VDKtVUWqEgjR8jH4c87kde2yPmS+4QlDV9aB421jaK68DrdmBW6RDTNd4UjopOvSWzx2B1zSE0xxKYmwrQaR6njCwSWjpuh4aCfFfWsXJYHZ9Vh5asrixrKNGYiT9HHYKyTlA2/aXu3sGl9HsUOgJXav1WAU8XQxY+A4wbfajxrzj5n98DknF8ofyrKLzlO3Dkedq07dbahRXaBqdmdBzxNnau08Nb0a3atwEj6CkqyDMJE1LWhUTvuDggb8Hn27RaYPji+LsPTwgbjA0P35h1QaaxyODHx/cpyyfwIIMHCvw43A4Nn/zka2Kccsu+1+1ESzxhOWfpzxiZOBIEbIknkdDTcgdWooXy8RD/S7bF4OA2GrRfLq4Z8BuBIQ9Q+fHI88b/5ueTB4E8IOXZv+4eUHT3gEyhZ0C1peeInt6WTql04qzQzTVv4AgUzfwXDLzjx+j/1YdyCnZk0b9swY782Y5Ati12/N6uDJwaRDkwoQMup0OUizh5elyxTxBNkfqslVN7cyxh0m/h8LideG7bUdM541o8vCW8NcIst8Gg97j8AG/fp+3Lwor8+Dh5VpZPSOjAxtpGk3CiLAMQZ5k3TsglRGIJjCtOk96tEIklhcRCvstp2kZrwQ6Qlh2wcolvbb8cDcFmU7cib3U3rgun6fMed/qasTMLJdFF2VS1u/NvlA2FQk+CvUVzD8GiRYuwaNEiESH2NFDnSFNTExYtWoQf/vCHOBAtwuPr69B30tfE56rKi4X6rly2Ie7LtNEDsWn/ScP0MGUISt+hsg8vdfEncC7fz7dDT7O0kPu9LpNZpitlsuh1O4Qq7eqag2iOJTNMH6uefV9kHYD0Yiw/ERMCfg/OXIwiZvPYT2MmmwUOMgP1e11YMvs6rNl8WMydO2XJQXA7NZOvFy8X0ti3HzkruEj0VM6f7LlInix82FrJQrb9MEjeaaK2nSloNpQFfKa5BmAS2ZP/thMlpHNZWVZs4t/Qv6kcl+dyiMDA7dQQjsYxq3SIMJ+dW25uPaf9rq45JAjknFvFzw2dKwrSealWLttuP3IW4Za4+A5ZfaTFLrPPK3FRvG4H4gldXNtLZo8Rx8pLfsSZonHJJUgrqw957DSndq/nKiKpoKCQHaqk1Q3w3nvv4d5770VDQwPKysqwZ88evLrrhFABprKE7PYs8wxa8+uRb5h27tG5KsHapdtzTc/nsjDwkh+J7FnxWHjwkQspmB8T92Gy8zmym4NclIx78iJld46zqWxzDzO5DEN8IatyEA/c6XoAMv3dcinvXG4pqC3fs7vOOwvdvbyloHC5UCWtqwAtLS147LHHcOutt6KhoQGjR4/Gb37zGzgcDiyYmvZ5og4Unt6WdVNkWHVPZGv7zabVYZW2tmtxpu22lp7nC6aVoBz/DpUDqM1ZFgSkY+PlpNaUc7Ol4u3E+aw+31pKv6droNiVVOTOomAkBp/X3WpnFJXASF1ZVnq+2BwTitlcN4crFudS3mlrKYjEI5vC0azii/I+rK7zzkJ3L28pKHR3qAxPF+GTTz7BN7/5TXz00UcAgO985zt4+umnUVBQID7DS0AbHr4x6/bk0ohdJ0lbszh2aC071Nr2cnGPbktWxS5blMtTsfzdXJzNc0VPz/DYwSrDA1h3j3HIGR6+Pe5xdSUyGK15Y+XyPcDew0tBQSE3qC6tNqInBTz79+/HDTfcgHA4jMLCQrzwwgv4+te/nvG5XIICgl25qC1BSFvQWptua8jl2OiYqAvncsbdlmPuiP1dreiIcsvllg0vdz88sLUqEdtBlZYUFDoWKuBpI3pSwJNMJnHbbbchmUzi5ZdfxtChQy0/15aAJ5dFobNu1JezIOUSkFktTJ25wHTEwtpbMzqtIZfjvty56ejrVnambysp/Go9xwoKnQUV8LQR3T3g2bFjByZOnChKVsFgEH379oXT6bT9TkffWO3KCd0FuRBku/sCo57+7XG5c9MZGZ4rXT5TUFCwhyIt9xLEYjEsW7YMN910ExYvXixe9/v9WYMdoOM1LrK5nXcH9AZSZm84hs7C5c5NR/8OZGsSBQWFqwMqw9OJ+PTTT3HPPfdg165dAIAHHngAzz//fKuBTmehJ2VKOFTWREFBQaH34kqt3z1eeHDt2rVYu3YtEons7tdXErqu4+WXX8ZDDz2ES5cuwe/344UXXsBdd93VpePiImY9CbJgnoKCgoKCQluhMjwdjGAwiO9+97t4/fXXAQA333wzfvvb32LYsGFdNiYFBQUFBYXuCsXh6aEIh8P44x//CJfLhZ/85CfYsmWLCnYUFBQUFBS6GD2+pNUdkEwm4XAYsWMgEMCrr76KwsLCHmtoqqCgoKCg0NugMjztxNGjR/GP//iPWL9+vXjttttuU8GOgoKCgoJCN4IKeC4Tuq7jpZdewsSJE/HnP/8ZS5YsQTwe7+phKSgoKCgoKFhABTyXgWAwiPnz5+P+++/HpUuXcNNNN2Hr1q1wuVSFUEFBQUFBoTtCBTxtxPvvv4/y8nK8/vrrcDqdWLlyJd577z0MHz68q4emoKCgoKCgYAOVkmgDjhw5gptvvhnJZBLXXnstXnnlFUydOrWrh6WgoKCgoKDQClTA0waMHj0aDz74ICKRCJ599tluo+isoKCgoKCgkB0q4GkFr776KqZPn47i4mIAhrJzV1lDKCgoKCgoKFweFIfHBqFQCPfccw/uuecefOtb30IymQQAFewoKCgoKCj0QKgMjwU++OAD3HPPPTh27BicTiduvvlm9BIHDgUFBQUFhasSKuBhiMfjWLVqFVauXIlkMomRI0filVdewQ033NDVQ1NQUFBQUFBoB1TAk8LJkydx11134YMPPgAA3HvvvfjlL3+piMkKCgoKCgq9AL0m4KGS04ULFy7r+5qm4ezZs+jbty9+/vOf4+67727X9hQUFBQUFBRaB62znU0d0fReQk75+9//rlzJFRQUFBQUeiiOHj2KPEtaNAAACNpJREFUa6+9ttO232sCnmQyicbGRvTt2xdTpkzBhx9+KN6bPHmy6W/+2oULFzBs2DCcOHGi08pXVvvv6O9l+2xb38vltSs5f3Zj6sjvddX8AegV12Brn7N7X81fbp9ry/xZva7mr2ffAy93/try3a68B4ZCIQwfPhznz5+H3+9vdayXi15T0nI4HBg6dCgAo3WcX3jy31av9evXr9MuVqv9d/T3sn22re/l8tqVnD+7MXXk97p6/oCefQ229jm799X85fa5tsyf1etq/nr2PfBy568t3+0O90CHo3OVcnqlDs+iRYuy/m33WmfhcvfVlu9l+2xb38vltSs5f+3ZX67fU/PXvu+19jm799X85fa5tsyf1etq/nr2b7g9+1L3wDR6TUnrcnHhwgX4fD6EQiHVkXUZUPPXfqg5bB/U/LUPav7aBzV/7ceVmsNemeFpC/Lz81FdXY38/PyuHkqPhJq/9kPNYfug5q99UPPXPqj5az+u1Bxe9RkeBQUFBQUFhd6Pqz7Do6CgoKCgoND7oQIeBQUFBQUFhV4PFfAoKCgoKCgo9HqogEdBQUFBQUGh10MFPAoKCgoKCgq9HirgaQVr1qzBuHHjMH78eKxbt66rh9MjcMcdd6CwsBB33XWX6fW33noLY8aMwZe+9CX8+te/7qLRdX/YzZ/d6wpmWM3TiRMnMH36dJSWlqKsrAxvvPFGF46we8Nq/oLBIL785S9j4sSJGD9+PF544YUuHGH3R7bf6ueff46SkhIsWbKkC0bWM2A3fyNGjEBZWRkmTpyIGTNmtHm7qi09C/bv34/77rsPH3zwAXRdx4wZM/D22293qtdHb8C2bdtw8eJFvPTSS/j9738PAIjH4ygtLcV7770Hn8+HiooKfPDBB+jfv38Xj7b7wWr+sr2uYIbVPJ08eRKnT5/GxIkTcerUKVRUVODIkSMoKCjo4tF2P1jNXyKRQDQaRZ8+fRAOhzF+/Hh89NFH6vdrg2y/1WXLluHTTz/FsGHDsGbNmi4aYfeG3fyNGDECdXV1+MIXvnBZ21UZniw4dOgQbrjhBng8Hni9XpSXl+Ptt9/u6mF1e0yfPh19+/Y1vbZr1y6MGzcOgUAAX/jCFzBnzhy88847XTTC7g2r+cv2uoIZVvN0zTXXYOLEiQCAIUOGYMCAAWhqauqC0XV/WM2f0+lEnz59AADRaBS6rkM9K9vD7rf6ySef4OOPP8acOXO6YFQ9B511r+vVAc/27dsxd+5cFBcXQ9M0rF+/PuMza9euxYgRI+DxeHD99ddj165d4r3x48dj27ZtCAaDOH/+PLZt24aGhoYreARXHu2dMzs0NjYiEAiIvwOBQK+cy86av6sFV2L+du/ejUQigWHDhnXQqLsPOnP+gsEgysvLMXToUPzgBz/AgAEDOnj03QOdOYdLlizBk08+2cEj7l7ozPnTNA0333wzJk+ejFdeeaXNY+vVAU84HEZ5eTnWrl1r+f7rr7+OxYsXo7q6Gn/5y19QXl6O2bNn48yZMwCA0tJSPPLII7jllltw5513YurUqXA6nVfyEK442jtnVzvU/LUPnT1/TU1N+Na3voXnn3++I4fdbdCZ8+f3+1FbW4v6+nq8+uqrOH36dEcPv1ugs+bwzTffxOjRozF69OjOGHa3QWdeg++//z52796NDRs24Cc/+Qn27dvXtsHpVwkA6H/4wx9Mr02ZMkVftGiR+DuRSOjFxcX6k08+abmNf/7nf9bfeuutzhxmt0J75uy9997Tv/71r4u/d+zYoc+bN0/8/eijj+qvvPJK5wy8m6Aj56+113sjOnr+mpub9Ztuukl/+eWXO23M3Qmdcf0RFi5cqL/xxhsdOt7uiI6cw6VLl+pDhw7VS0pK9P79++v9+vXTV6xY0anj72p05jW4ZMkS/cUXX2zTeHp1hicbWlpasHv3bsycOVO85nA4MHPmTPzpT38Sr1HUefjwYezatQuzZ8++4mPtLsh1zqwwZcoU1NXVoaGhAZcuXcKmTZuuurlsz/wptG/+dF3H/fffj1tuuQX33ntvZw+1W6I983f69GlcvHgRABAKhbB9+3aMGTOmU8fbHdGeOXzyySdx4sQJHDt2DGvWrMGDDz6IJ554orOH3K3QnvkLh8PiGrx06RK2bt2KcePGtWn/rrYPuXfgs88+QyKRwODBg02vDx48GB9//LH4+/bbb0coFEJBQQFefPFFuFxX7ZTlPGczZ85EbW0twuEwhg4dijfeeAM33HADfvazn2HGjBlIJpP44Q9/eNV1eLR3/uxev1rQnvlLJBJ4/fXXUVZWJjgFv/3tbzFhwoQreQhdivbMn9PpxL/8y78IsvLDDz98Vc0dob2/4asd7Zm/wYMH44477gBgdA0++OCDmDx5cpv2f/Wu3jlCPXm3HX/84x8tX6+qqkJVVdUVHk3Pg9382b2uYIbdPCWTySs8kp4Ju/nbu3fvlR1ID0Zrv9X777//ygykh8Ju/mpra9u13au2pDVgwAA4nc4M4t3p06cxZMiQLhpV94aas/ZBzV/7oOavfVDz136oOWwfunr+rtqAJy8vDxUVFdiyZYt4LZlMYsuWLSr1aAM1Z+2Dmr/2Qc1f+6Dmr/1Qc9g+dPX89eqS1qVLl/Dpp5+Kv+vr67F3714UFRVh+PDhWLx4Me677z58+ctfxpQpU/D0008jHA7j29/+dheOumuh5qx9UPPXPqj5ax/U/LUfag7bh249f23q6epheO+993QAGf/dd9994jPPPvusPnz4cD0vL0+fMmWKvnPnzq4bcDeAmrP2Qc1f+6Dmr31Q89d+qDlsH7rz/CkvLQUFBQUFBYVej6uWw6OgoKCgoKBw9UAFPAoKCgoKCgq9HirgUVBQUFBQUOj1UAGPgoKCgoKCQq+HCngUFBQUFBQUej1UwKOgoKCgoKDQ66ECHgUFBQUFBYVeDxXwKCgoKCgoKPR6qIBHQUFBQUFBoddDBTwKCgoKCgoKvR4q4FFQUFBQUFDo9VABj4KCgoKCgkKvx/8PbsjDD/8SxdMAAAAASUVORK5CYII=",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure()\n",
|
|
"\n",
|
|
"m = clumparr2[\"index\"] == clumparr2[\"parent\"]\n",
|
|
"\n",
|
|
"\n",
|
|
"# plt.scatter(clumparr2[\"mass_cl\"][m], clumparr2[\"summed_mass\"][m], s=1)\n",
|
|
"plt.scatter(clumparr2[\"mass_cl\"][~m], clumparr2[\"summed_mass\"][~m], s=1)\n",
|
|
"\n",
|
|
"plt.axline((1e12, 1e12), slope=1, color=\"black\", linestyle=\"--\")\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.xscale(\"log\")\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 83,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([ 1, 2, 3, ..., 21824378, 21824463, 21825308],\n",
|
|
" dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 83,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clindex"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 86,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"1.22 µs ± 15 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"par = 21824378\n",
|
|
"\n",
|
|
"%timeit clindex_to_array_index[par]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 85,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"541040"
|
|
]
|
|
},
|
|
"execution_count": 85,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clindex_to_array_index[par]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 87,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2.69 ms ± 130 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%timeit numpy.where(clindex == par)[0][0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"2"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"numpy.where(clumparr[\"index\"] == 3)[0][0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def is_sorted_np(arr):\n",
|
|
" return np.all(arr[:-1] <= arr[1:])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from numba import jit"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def is_sorted(arr):\n",
|
|
" for i in range(1, len(arr)):\n",
|
|
" if arr[i-1] > arr[i]:\n",
|
|
" return False\n",
|
|
" return True\n",
|
|
"\n",
|
|
"@jit(nopython=True, boundscheck=False, fastmath=True)\n",
|
|
"def is_sorted2(arr):\n",
|
|
" for i in range(1, len(arr)):\n",
|
|
" if arr[i-1] > arr[i]:\n",
|
|
" return False\n",
|
|
" return True"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"True"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"is_sorted2(clumparr[\"index\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2.59 ms ± 85.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%timeit is_sorted_np(clumparr[\"index\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ks = np.argsort(clumparr[\"index\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"True"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.alltrue(clumparr[\"index\"][ks] == clumparr[\"index\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ultimate clump: 6%|▌ | 33740/541043 [01:01<15:18, 552.21it/s] \n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "KeyboardInterrupt",
|
|
"evalue": "",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 5\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> <a href='vscode-notebook-cell://ssh-remote%2Bglamdring.physics.ox.ac.uk/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb#W6sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m reader\u001b[39m.\u001b[39;49mfind_parents(clumparr, verbose\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n",
|
|
"File \u001b[0;32m~/csiborgtools/csiborgtools/read/readsim.py:426\u001b[0m, in \u001b[0;36mCSiBORGReader.find_parents\u001b[0;34m(self, clumparr, verbose)\u001b[0m\n\u001b[1;32m 422\u001b[0m par \u001b[39m=\u001b[39m parindex[i] \u001b[39m# First we try the parent of this clump\u001b[39;00m\n\u001b[1;32m 423\u001b[0m \u001b[39mwhile\u001b[39;00m tocont:\n\u001b[1;32m 424\u001b[0m \u001b[39m# The element of the array corresponding to the parent clump to\u001b[39;00m\n\u001b[1;32m 425\u001b[0m \u001b[39m# the one we're looking at\u001b[39;00m\n\u001b[0;32m--> 426\u001b[0m element \u001b[39m=\u001b[39m numpy\u001b[39m.\u001b[39;49mwhere(clindex \u001b[39m==\u001b[39;49m par)[\u001b[39m0\u001b[39m][\u001b[39m0\u001b[39m]\n\u001b[1;32m 427\u001b[0m \u001b[39m# We stop if the parent is its own parent, so a main halo. Else\u001b[39;00m\n\u001b[1;32m 428\u001b[0m \u001b[39m# move onto the parent of the parent. Eventually this is its\u001b[39;00m\n\u001b[1;32m 429\u001b[0m \u001b[39m# own parent and we stop, with ultimate parent=par\u001b[39;00m\n\u001b[1;32m 430\u001b[0m \u001b[39mif\u001b[39;00m clindex[element] \u001b[39m==\u001b[39m clindex[element]:\n",
|
|
"File \u001b[0;32m<__array_function__ internals>:177\u001b[0m, in \u001b[0;36mwhere\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reader.find_parents(clumparr, verbose=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "venv_csiborg",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|