csiborgtools/notebooks/flow_calibration.ipynb
Richard Stiskalek a65e3cb15b
Add simple distance flow model (#114)
* Add imports

* Add field LOS paths

* Add basic flow model

* Edit script

* Add nb

* Add nb

* Update nb

* Add some docs

* Add RA reading

* Add imoprts

* Updates to the flow model

* Update script

* Bring back A2

* Update imports

* Update imports

* Add Carrick to ICs

* Add Carrick boxsize

* Add Carrick and fix minor bugs

* Add Carrick box

* Update script

* Edit imports

* Add fixed flow!

* Update omega_m and add it

* Update nb

* Update nb

* Update nb

* Remove old print statements

* Update params

* Add thinning of chains

* Add import

* Add flow validation script

* Add submit script

* Add ksmooth

* Update nb

* Update params

* Update script

* Update string

* Move where distributions are defined

* Add density bias parameter

* Add lognorm mean

* Update scripts

* Update script
2024-03-08 10:44:19 +00:00

444 lines
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{
"cells": [
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from h5py import File\n",
"%matplotlib inline\n",
"\n",
"from jax import numpy as jnp\n",
"import jax\n",
"\n",
"from numpyro.infer import MCMC, NUTS, util\n",
"\n",
"import csiborgtools\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"\n",
"paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## LOS density & radial velocity plots "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"14:31:30: reading the catalogue.\n",
"14:31:30: reading the interpolated field.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1/1 [00:00<00:00, 6.08it/s]\n",
"/mnt/users/rstiskalek/csiborgtools/csiborgtools/flow/flow_model.py:102: UserWarning: The number of radial steps is even. Skipping the first step at 0.0 because Simpson's rule requires an odd number of steps.\n",
" warn(f\"The number of radial steps is even. Skipping the first \"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"14:31:31: calculating the radial velocity.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 452/452 [00:00<00:00, 23479.46it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"14:31:31: reading the catalogue.\n",
"14:31:31: reading the interpolated field.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 101/101 [00:22<00:00, 4.53it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"14:31:53: calculating the radial velocity.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 452/452 [00:02<00:00, 171.48it/s]\n"
]
}
],
"source": [
"fpath = \"/mnt/extraspace/rstiskalek/catalogs/A2.h5\"\n",
"\n",
"loader_carrick = csiborgtools.flow.DataLoader(\"Carrick2015\", \"A2\", fpath, paths, ksmooth=None)\n",
"loader_csiborg = csiborgtools.flow.DataLoader(\"csiborg1\", \"A2\", fpath, paths, ksmooth=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ks = [115, 53, 77, 105, 26, 61, 86, 29, 80, 21]\n",
"\n",
"k = 50\n",
"fig, axs = plt.subplots(2, 1, figsize=(7, 7), sharex=True)\n",
"# Get rid of vertical spacing\n",
"fig.subplots_adjust(wspace=0)\n",
"\n",
"# Plot CSiBORG\n",
"for i in range(101):\n",
" axs[0].plot(loader_csiborg.rdist, loader_csiborg.los_density[k, i, :], alpha=0.1, color=\"black\")\n",
" axs[1].plot(loader_csiborg.rdist, loader_csiborg.los_radial_velocity[k, i, :], alpha=0.1, color=\"black\")\n",
"\n",
"axs[0].plot(loader_csiborg.rdist, loader_csiborg.los_density[k, :, :].mean(axis=0), color=\"red\", label=\"CSiBORG1\")\n",
"axs[1].plot(loader_csiborg.rdist, loader_csiborg.los_radial_velocity[k, :, :].mean(axis=0), color=\"red\")\n",
"\n",
"# Plot Carrick+2015\n",
"axs[0].plot(loader_carrick.rdist, loader_carrick.los_density[k, 0, :], color=\"blue\", label=\"Carrick+2015\")\n",
"axs[1].plot(loader_carrick.rdist, loader_carrick.los_radial_velocity[k, 0, :], color=\"blue\")\n",
"\n",
"\n",
"for i in range(2):\n",
" label = \"SN\"\n",
" rdist = loader_csiborg.cat[\"r_hMpc\"][k]\n",
" axs[i].axvline(rdist, color=\"violet\", linestyle=\"--\",\n",
" zorder=0, label=label)\n",
"\n",
"axs[1].set_xlabel(r\"$r ~ [\\mathrm{Mpc} / h]$\")\n",
"axs[0].set_ylabel(r\"$\\rho_{\\rm LOS} / \\langle \\rho_{\\rm matter} \\rangle$\")\n",
"axs[1].set_ylabel(r\"$v_{\\rm LOS} ~ [\\mathrm{km/s}]$\")\n",
"\n",
"axs[0].set_yscale(\"log\")\n",
"\n",
"axs[0].legend(loc=\"upper right\")\n",
"axs[0].set_xlim(0, 200)\n",
"\n",
"fig.tight_layout(w_pad=0, h_pad=0)\n",
"# fig.savefig(f\"../plots/example_los.png\", dpi=500, bbox_inches=\"tight\")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test running a model"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10:31:41: reading the catalogue.\n",
"10:31:41: reading the interpolated field.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1/1 [00:00<00:00, 6.57it/s]\n",
"/mnt/users/rstiskalek/csiborgtools/csiborgtools/flow/flow_model.py:102: UserWarning: The number of radial steps is even. Skipping the first step at 0.0 because Simpson's rule requires an odd number of steps.\n",
" simname, catalogue, ksmooth, paths)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"10:31:41: calculating the radial velocity.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 452/452 [00:00<00:00, 24805.05it/s]\n"
]
}
],
"source": [
"# fpath_data = \"/mnt/extraspace/rstiskalek/catalogs/PV_compilation_Supranta2019.hdf5\"\n",
"fpath_data = \"/mnt/extraspace/rstiskalek/catalogs/A2.h5\"\n",
"loader = csiborgtools.flow.DataLoader(\"Carrick2015\", \"A2\", fpath_data, paths, ksmooth=0)\n",
"Omega_m = csiborgtools.simname2Omega_m(\"Carrick2015\")"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [],
"source": [
"los_overdensity = loader.los_density[:, 0, :]\n",
"los_velocity = loader.los_radial_velocity[:, 0, :]\n",
"\n",
"# # PV calibration\n",
"# RA = loader.cat[\"RA\"]\n",
"# dec = loader.cat[\"DEC\"]\n",
"# zCMB = loader.cat[\"z_CMB\"]\n",
"\n",
"# mB = loader.cat[\"mB\"]\n",
"# x1 = loader.cat[\"x1\"]\n",
"# c = loader.cat[\"c\"]\n",
"\n",
"# e_mB = loader.cat[\"e_mB\"]\n",
"# e_x1 = loader.cat[\"e_x1\"]\n",
"# e_c = loader.cat[\"e_c\"]\n",
"\n",
"# PV no calibration\n",
"RA = loader.cat[\"RA\"]\n",
"dec = loader.cat[\"DEC\"]\n",
"z_obs = loader.cat[\"z_obs\"]\n",
"\n",
"r_hMpc = loader.cat[\"r_hMpc\"]\n",
"e_r_hMpc = loader.cat[\"e_rhMpc\"]"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [],
"source": [
"model = csiborgtools.flow.SD_PV_validation_model(los_overdensity, los_velocity, RA, dec, z_obs, r_hMpc, e_r_hMpc, loader.rdist, Omega_m)\n",
"\n",
"# model_old = csiborgtools.flow.SN_PV_validation_model_old"
]
},
{
"cell_type": "code",
"execution_count": 223,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'ll': Array(-3291.0427, dtype=float32)}"
]
},
"execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"true_samples = {'Vext_x': jnp.array(0.0, dtype=jnp.float32),\n",
" 'Vext_y': jnp.array(0.0, dtype=jnp.float32),\n",
" 'Vext_z': jnp.array(0.0, dtype=jnp.float32),\n",
" 'alpha': jnp.array(1, dtype=jnp.float32),\n",
" 'beta': jnp.array(1, dtype=jnp.float32),\n",
" 'sigma_v': jnp.array(112, dtype=jnp.float32),\n",
" }\n",
"\n",
"util.log_likelihood(model, true_samples)\n"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [],
"source": [
"nuts_kernel = NUTS(model)\n",
"mcmc = MCMC(nuts_kernel, num_warmup=500, num_samples=500, chain_method=\"sequential\")\n",
"rng_key = jax.random.PRNGKey(0)"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"sample: 100%|██████████| 1000/1000 [01:15<00:00, 13.27it/s, 3 steps of size 7.11e-01. acc. prob=0.88]\n"
]
}
],
"source": [
"mcmc.run(rng_key)"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.0% 95.0% n_eff r_hat\n",
" Vext_x -62.10 18.47 -61.58 -97.45 -36.33 655.27 1.00\n",
" Vext_y 24.97 27.82 24.77 -12.97 78.06 669.10 1.00\n",
" Vext_z 3.54 25.23 2.67 -37.75 42.72 495.87 1.00\n",
" alpha 1.64 0.21 1.65 1.29 1.98 473.75 1.00\n",
" beta 0.83 0.06 0.84 0.73 0.94 542.08 1.00\n",
" sigma_v 158.64 14.09 158.77 133.78 180.44 627.47 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"mcmc.print_summary()\n",
"samples = mcmc.get_samples(group_by_chain=False)"
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3PT4cuTf1EHpOTzYoj/p4o/Y6eB4nwBWjiVoLBi5kCrWL8dIth3RdHK0W6EBKJCBpdEhYsF7sGOX8E28TXMlxUcgd3qvZz0VHa1y3C7PbkN1Tf0dr+fj09F/x9l558vfniIgCh4EL+czbxVi02sWMklsRekcZzCQaNP214KDXlY9dj1Fu1gagWfBig/dmbaKjNZ7biQRLnpIM9F8x0j/GX58jIgocBi7kE1+6qroys+TWGyOjDGYRDZqWFBwU2p98jHL+SZJHszatYEErAFGb2nENlkT96T8H6s4/MfIe+OtzRESBw+RcL0Kh6iRQ5Ndm+6GTPidr6s178IXRUQYzmB0MuR6jkWZtcgCiVC2kNbUjB0uz/v4NTp+7oHmsFXX1gmd1mZ73QF4TSe1zxN9lopaDgYuKQFedBDOtKg+9bhmY7LeLiFZPEtcLoNkXOzODIbWREL39UdSqhZIEPuuj+iWjXWQ4bl/5pebzGDl3+b0S/ZypBVn8XSZqWbg6tAJvK+ECaNVll2qvjS/8vdKvfA6A8ijDy3cMAgDTL3byqse+NnIDgOUmfwaNBmla52RkdWhXG78uxYOrd3ndxm4Dlk4ahNEDmr8ewfK7zBEfImVcHdoEga46CWZ6qjz08Hc1iFZOCABLyqW1EmlFzcjpbfrFVh6tGZeRgqweHXW15Nc6J19Wcu4QE6G5jUNS3i5Qv8uebQE2fv2jZvk7EYnjVJEHPVUnrW0NFb1VHnq6rMr5H/66M1XLCQGAYc9tEWrKZuS4vE3NzB3TF4s27PM6ImMD0KvzFbqf10q+TDdp8SWZOhC/y6LTqGyaR2QcAxcPgaw6CXZ6zzkpLgoTr+2KFzZrV8l0bhfl91wEpZyQwsOVll/svCXS2u025zSW2vNPX70LL9uD64Jn1UrOviRT+/t3Wc80qhlBMFFrxcDFQyCrToKd6Dnn3tQT2T0TnCMYa//3uGYOxKm6BkxfHfhlAUQvYtsPVfh0gVZLpB3VLxnLJl+D3DW74W0GIxgveFas5KwnmdqT3t9lX0b7jEyjtubRWyJfMHDx4MsXZUsn+trMGNHb7Qtfq+S2aYrE+5o5T35QjHMNjUiKa6v7gqLnYiR6sVv6ySHn/5s9KtQhJtJr0OLPC16gk0p9KdnW87vs62ifkWZ5stY4ekvkCybnerA62TCUGX1ttJJhO8REak7PVNY1YMY7X+lKbBRZE8iTka6wZq9xFCzTlUZePysYbbAn+nndtLdMMRm7tPo87n9rF17cfFAzgdeX96I1jt4S+YLl0CrY+0Gd0ddG7e79oz0n8PDaPcLPL1LK6ksZrFq5tNYx+VL266rwcCUmrdihud2aaddZNuJiZhmxWaM2nvsZ3K0Ddn5/SnO/3j6vI9KTMOy5LZqjJUmxkVhwy9Wq5yz6nrky8zNDFKqMXL8ZuHgR6GHyYGbma2P2l77cW0TtYiRywTDaZM+MYMLq3iiiz+/L6yez6gZA737VPq96Pns2qAdsenv0sCcUURP2cTGZ0d4WrYGZr42R6RlviyGasZDiqH7J2Pb4cKyZdh1enJiB3Jt6CB2XGdM3gZ6uNGshSpGVsI0wsl+1z6ve90ut74u390yJkUUniagJAxcKOL1f+q6ULjxm5Yi4Xuyye3YS2qdZ+QpG8zrMYMbrZ1XzN7P3q+f90grY1N6z5LgovDR5kDMIXjPtOmx7fLjzPfRsWKd07CLbELUWrCqioKDWxEyL0oXHipL2QFSbufZGKas+h6q6BsRfEYm4thFodEiqIy6+TuOZ8fpZ1fzN7P1qva9KvAVsevvZiEx5Md+OyB0DFwoabhfqmvNY9M9vUVWnvPKwt0DBiiDDl7JcX4TZbag+14A/frxf6MJl5CKnlPTq6+tnVWWU2ft1fV9FaQV2ov1s1BKgXXsXAdDchsELtTacKqKgIn/p33pNCp65tT9s0J/nYVWOiNpUQIeYcCybfI0lFxA9+RxGcj82fv0jhjy1ya3k+ed//AS3DGw6F7XXb+6YdBSVVKlOXYiO2hwsr9U19WHFaJrzfY31/hgblFflNkJkymvB+m+xYD3XTSPyxKoiCmq+DJPreaye6ZWNX5dizkfFqKpr0H1Meuip7gGguxIob+Ne/O2zEtXn/++fp2H9V6XNXr9bBiYr/tz1/PVW2Yi+fg0XHbgub7PmSJyRiqtGh4SlWw4qLlFhdhWQkUo6NVaWxRNZjeXQDFxaJF9bsWs9Vk+AY2Z/Ey2iF7e5Y/qiT3Isbn/1S81t5Yvcxq9L8eBq79MjHaLD8eUTOW69Uk7V1WP66t2q579s8iB0iInAT7XncbTiLJZsPmBaebBWibpZ74E/ckr09i7y5sWJGRiXkWLKvoj8zcj1mzkuFPS0cga8BSdajxXJM3AdRfA2vG/2onmieRqLNuxD+7bhwvtsdEiY81Gx5ranzl7A/x6tQnbPBACXR1G8TV3krtnltlxBdIQdZxscms+l9fqJLGCodzVqtc+NVQtGujKzWy4771Jrw8CFQpovd8d6AxGrKmVcj8f1YplwRaTwY0+fU5468dS5XRSKSqrcprm8KTxc6QxcRNbj8Uy3EAlaZGqvn8gChh1jIvDp729CRBuxtD2tz40VC0a6EkkgT4yNBGBDeQ3XTSNyxcCFQpae0RIlegMRXytavI0MKV1Ik2Ij0T46HNVnL+hadViJ60Xun1//qOORl5/ZX4sBej6PSMBUWdeAnd+fMqWaZ9nka9AhJtLSjtkiVWoLbrkaAPxeyUYU7Bi4UNDQk8tixrSN3kDEl4oWb3f4gHLJa3lNvfNnnhcuPTwvcnqmFrK6Jzj/319TEp7PY2YJtEg1T+6a3W4jR1b1TFHrXeQ55aW0TVx0OKZen4YR6UmmHhNRKDBUDr1s2TKkpqYiKioKmZmZKCoqUt32woUL+MMf/oAePXogKioKAwcORH5+vk/7pJZHaSXia5/ejI1fK7eFN6Mtvd5ARGtpArVyWbUyZXn14cf//rXXAKx9dDjiBHNYADTLd/Hstjs0LV6z9BcA4tq2wXUuIxhGlmbQQ+31O1pxVujxIu+nkekus1f/duW5tIRnV13XbWbk9HK+t6fPXsALmw8EZLVuokDTHbisW7cOM2fOxPz587Fr1y4MHDgQI0eOxE8//aS4/Zw5c/C3v/0Nf/3rX7F3717cf//9uPXWW7F7927D+6SWRe3CXlXXgAdX70Lexr3NHmPGXbjeQMRIfxiR/IzqcxdV/01C00VKNIcFAP468RqvF8Iwuw0LbknX3M9zvxngdi6+LM2gxdvrt6bomObjk2IjhXI9jEx3Wd0zRWTdr017y7Bk88FmnwMrgyqiYKU7cFm8eDGmTZuGqVOnIj09HcuXL0d0dDRWrVqluP2bb76JJ554AqNHj0b37t3xwAMPYPTo0fjzn/9seJ/Ucohc2P/2WQk2euRlmNGIzEggoncNIZE7fLPZw7QvhKP6JWP5HYPQPrr5SE77tm2wXCU/SO38feXt9Sur0X79Jg39mVCuh+jojSfRhSWtYNW6T0ShSleOS0NDA3bu3InZs2c7f2a325GTk4PCwkLFx9TX1yMqyv1Lrm3btti2bZtP+6yvr3f+vaamRs9pUBARvbDP+agYIy9VewDmtfUXzTPwfIxouay/ElpdVZyp194Il89jx5FKFB6uBCAhq3sCrtNY7dv1/LcfqsDSTw4ZOs4rItvgtiFXYkR6ks+vX7XAiJTo6I03gXg/ra5mIwo1ugKXiooKNDY2IjEx0e3niYmJ+O677xQfM3LkSCxevBg///nP0aNHDxQUFOD9999HY2Oj4X3m5eVh4cKFeg6dgpTohaCq7oLbF7OZawcZ6dshWi4biB4bep4zzG5Dds8EZ8mznsfpqbRScqb+IlZtP4oh3Tqovtai57Jq+1EMTYvXrCITGb3xJiFGvETdLFat+yTC1wU7iaxg+VpFL774Inr16oU+ffogIiICubm5mDp1Kux24089e/ZsVFdXO/8cP37cxCMmf9JzkfX8YtY7beONSJ6BN40OCYWHK5ut3SOPDBmh9/KgtZaO2jH6wozAbPqa3Viy6YDi8Yi+fnIVmbdzMuXCHoBrthXrM4lQSphnMjAFA10jLgkJCQgLC0N5ebnbz8vLy5GUpFyW16lTJ3z44Yc4f/48Kisr0aVLF8yaNQvdu3c3vM/IyEhERvr/zofMNzQtHvExEUIN0eQvZs+7wE9/f5NbW3p/3xVqNTObO6YvHly928selCXGRmLer9KxaMM+4TV/1EaZrGpjrzVlJ0KSgCUFB/F64VE8++v+zRKJ549Nx/0aqzeLTJeYcWEXnYYzkxWrnWvxtUdSIHB0qPXQNewRERGBwYMHo6CgwPkzh8OBgoICZGVleX1sVFQUUlJScPHiRfz973/HuHHjfN4nhb4wuw1PjeunuZ08kqB0F3jj85+g+lyD4dESNSIjFCIrMncwPL1gg12wkifZyyiTkVWjRYkkOIs6ffYC7lc4nlH9knFPdqrQPv5VXKr6XplRzh2IqT+rVjtXo5UMLAGY9f432H6wImgSgjk61LroXmRx3bp1uOuuu/C3v/0NQ4cOxZIlS/DOO+/gu+++Q2JiIqZMmYKUlBTk5eUBAL788kucOHECGRkZOHHiBBYsWICSkhLs2rUL7du3F9qnFi6yGPq8rVRsQ1MTLkC5UZvo4np67shERihEV29+bFQfzFi3R/W41LieF4Bmx9MxJgLjMrp4TW7Vs8K0Lxc+tc6/p89ewPmL4m3/gabX2fN49K6mrLVIJqC/oV/HmAgUPZkTsLt4fyz+COh7ra1qzqeHPxc+JfP5ZZHFCRMm4OTJk5g3bx7KysqQkZGB/Px8Z4Bx7Ngxt/yV8+fPY86cOThy5AiuuOIKjB49Gm+++aYzaBHZJ7V8s0enY+CV7THno2JU1V2uEJG/GEekJ3ld4E+rU64ZK0B7DpOLVntUGZxecD2vbY8PN7Twn78qUpQSnL88UoklBQd170vpePROSalNaahVkYkYl9EloFMP/lj8EdCXCxToqSN/L3xKwcFQy//c3Fzk5uYq/tvWrVvd/n7jjTdi797mDcT07JNah9EDumDkpYDA84u58HCl4QuwVStAi37Bx8dEGM4D8TwvvcFFoCpSHJKE17Yrj6CJkI/HdZRs4rU/w5LNB4SWP5D/fcH6b5tdtDwDgIraeizasE/zmIKhvb7Viz8C+qbDAh0csFS8deJaRRRU1L6YjV6ArVwBWvQLPimurbN02yijgYWVFSmuQcXRirNYU3TM53Jj1+NRGiWTG+adPivWSbisph5LtxzCwzm9mh1z53ZR+NWALgCAV7eVeA0sPau1WnIiqN7RrUAGB4EsFafAYeBCIcHoBdjKFaB/NaCLcLVHmN2Gl+8YhCc+KBaqoPJkNCnUqooUpaDCDPLxnKprwPTVzUfJ5JWyZ+T0wu5jp7D1QIXmPl/YfABXJV0BoHmekDxdqKcnkL9yTQLFW48kb7z97lgV6AWqVJwCy/I+LkRmMLrAoWggsv3QSTQ6JF1fhFpr90hwv+CN6peMHbN/gSsiw4SeQ+atN4sWKypS1KqUfCUfwdwxfbFog/dRste/OCoUtMhmv/8N7vdSWQVAqCeQlRVawcTI0g5qvztWVvwY/V6g0MbAhUKC0QuwaCCy9JPDGPbcFpyqa9D1RSh/wccprfmj8LMt35U3W31Yy9wxfX26O/WlUZ9nSXjDRYfm2lJGycfTISZSc5TslOBUkUxte9e1fkakJ3ldqdmMNYNESuzN2sZX8qrUb9+b2WzFcVfeggOrAz1/l4pTcOBUEYUMI+sK6ZmvL6s+j+mrd+G+n6fhlc9KdC0lUK1wYaw+e8Et+VctSVhLh5hIn4fajVSkKE2JiDYL1GvumL64OzsNYXYbPtpzwvT9eyOaAO1rIqjIFJNZ25hFXhLi2d/0Vywj9/Y74a+KHyPfCxTaGLhQSNF7AdYzXy9/ma7/qhTLJl+DRRv2aX4Rin45D++TaHikYvPeMsx8Z4/PFyo9FSlqQZYVQQsAJLSLdL6HgcpH0JpW9CURVKSyDVDuU6R3Gysu1EaCA39W/PirVJyCAwMXCjl6S0L19O6Qv0w7xERi2+PDNb8IRb+c3/iixHBOyMrtR5v9TORCZXSUxlswZhXXYMWMZQSMOFpx1uu/G00EFQluF6z/FoDN522sLEvWGxz4u+LHH6XiFBwYuFCrIH/pvrDpAJZ+ckhz+59qzwt9EYp+6b6wWX8jNhsAmw2KOTFaFypfphO0gjGzxceEY3C3Ds6/G61qUSK/KnFt2+D0uYtet137v8eQO7yn6oVYT4WWa9BYUVuvGdyW1XhvUii6jdVlyXqCA1b8kFWYnEuthjxfL8LsL92zDY1C28nkC7a3nEvXC5UrXxMi/d3zoqruAm58/hNs/LrUmXAa1zYCyyZf0yyhOD5GPUlUiZzwOzU7TXPb0urzeH17iWrCqxxQqb0lchXZpr1lblU0Is3tzBQsPUtY8UNW4YgLtSpm9zWR92f2CEVSXBRu7peEVQrTRJ5cL1QilS9yN1kAisP+gbgDLq0+jwdXuzfoS46Lwtwx6egQE+E8xsHdOuDG5z/xOo10RWQYFo3vj6TYy+dUL7hekmuQYSSPaPexU3jlsxK/TnF5CpYRDG8jZ6z4IV8wcKFWxewv0zC7DbcMTFZdIFKPGTm9kJoQ4wwiikqqhAKXzu2inFMT2w9VaAZRZTX1eHjtbuz8/pTiVNKI9KSA5Jg0O85LVV4v3zEI4zJSnD/3No1kA/Cn/xrYLNgwcjH3zCOSg0I1NgArPtcftNgAJMZGArChvMb4a260maCVWPFDVtC9OnQw4urQwSfYW6KbVVLa6JAw+KlNwi3olbRvG45nf9O/2fPKKztrjQ7NHZOORRt872LruRq10VWUzeS5erX8udq0twwf7vnRrcrJ2/un9VqKPH9RSZWuFapF9w94X/1c7XFKQXewroQc7N8HFDh+WR2aSEsotESXk3V3HKlE4eFKABKyuifgOp1JjTsOV/oUtADAstsHKebeiIwO3TIwWbE1vhGeq1EbXUXZTK55PNXnGhT6yoTj1owU5KQnmVYWr/b8VuSOeI48PJLTGy9sPqD5uA4e/XSCfQSDFT9kJgYuZCo9KzEH2qa9ZW4XwqWfHNYdYBUeEW87r6RDdDiu667+he5tqL2pNf4+U0dEXC/UrsHd9Ld34fQ53wI0X2zaW4bXth9tdq6n6i5g1fajuFbgDl5PWbwneaTADHPH9EVCu0jFkYfUhGjhfSTFtQ36EQyOtJAVGLiQafzVKdMM5gVYvp3HqbMXsGlvmdfnUuufYWXZsjy6oNU51V8+3POjKZ8rz9eyorZeqOpHfs19yf2Rp53kDsFqzyMiKa5t0I9gWDnyyoCodWM5NJlGT6fMQDJjzRmZGRePWe9/g0aH5HX9GXmofVxGCrJ6dESY3WZp2avnBdTIontmsKFpOshbx169nyvX1/Lu7DThkl3XdXGM8Fx0U4lICXFSbCQckmTpOkW+snKNIisXbaTQwMCFTOPvTplGNDokvL7dexdbPRfC67p3VFxMUY/TZy/gLwUHdX8ZW1X2qtZbQ150L/emHpY8ryf54n2rS0WRN1qfK6XA0MgifUoLaor4bXaq5khDmN2GuWP6qiZjSwDOX3Tg9le/DNqLttaNgQTgyQ+K0SBYou6qtazOTd4xcCGv9KxCG+ydMuU7NdGGYCIBVpjdhmd/3d/XQ8OLBQc1v4w934vB3TogKTbS5+f2dMvAZK9Jrtk9O5nyPPEx4XhhQtMqzC9NvgbJKqtX51zqOaPF2+fK2136qH7JWDZ5EDrERCg+v+vihg+8tctwMvYIgfPILy5V/XzKAZPn8wfbRVtkCrOyrgHX5W3WdcxmjpRSaGOOC6nSO0dtdnM3MxlZmVk0wBrVLxnL7xiEBev3oqzG/bXK6Noe/you03m0TVzzNxwONCt5bh8dbuiuVcv6r0rx2Ki+iqv9FpVUoazm/KXpG9+SdavqLuDwT7VIio3CyH7JGNkvWTFvoeGiw+uq1FqfK618pvt+nob1X5W67T8+Jhxzx/R1fs59Xb/JbgNOaSxQaXT18GDLHxMdUa2qu6Arn8yfizZScGPgQoqMJK8Ga6dMvRcdIwGWWgLtjiOVhgMX4PKXsWdXWaD5nbdZlL78lYJYJXrXFlr6yWGv1Vzy82rluMwd0zzQAsTu0pWaB56qu4Dpq3fjZbsNoy4FVL4kQjskYPrqXViGQW6dgOXgTOQz6u39DqaLtt4RVdGAKxSmosk/GLhQM75UBwVjp0w9Fx1fAiylXhXVZ73fZQcr1y9/PSMB8vu8v+yMUD8SmVJArOd5F23YB/ulIMOV0YDD83MuejH0FrhJAHLX7HJbf0oO2OLaRphSIRYMF2091Vd6Aq5gn4om/2HgQs34OiSrNvoQqCFsPV/mZgZYjQ4JT3xY7PN+AkH+8tcaCWiq+onAnEt9ReT3eUS6hDVF32uuaCzzDBRw6f9FR29KVUYCfbmQu37ORS+GWsfrmX4hB2y/zU41cojNBMNF23XkVZTI+xTMU9HkX0zOpWbMGJJVKt8NFNEv87lj+mLb48OFgxatxOWlWw4KTefEx4T72A3GPJ4r9ooEsZV1Dc6+IvL7HGa3YVxGF13P7RooGBkpkQD87t2v3N4HMy7kP9Wex9C0eN0rU4uQj/SDPSd82k+wrbQsj7zGeyQ8qxF5n4xUgFHLxMCFmmlpQ7JavTGApuTJ5Li2wl96Wr0kGh0SXhNYIBG4XO6r9mXsL0pf/kaD2EaHhPVfGaty+an2vOGRkrr6Rjyy9vKd/uBuHeDrdaxzuyiE2W3CZdl6SWhKVI2PifDav6V9dFOAGyoX7VH9krFj9i+8Bnx6Ay61fkKeFWDUsjFwoWZEmmAF092dFpHGYXLypEh5plYviRc3H8QLmw4It8jPSU9S/DKOj4nA0onXaAZdet3cLxEzcnojKVb7y99oEOtLMmvndlE+BcX//LrMWW218/tTzaZnRHl+zkXLso0af2mESi0wefbX/UPuoh3Rxo5nbu1vasAl9xNaM+06vDixqZxez0gphT7muFAzwVod5IumXh3XIHfNbq8XMq0KB5EqFT1Jqe2jw515IQ6HhDkfFTvLjCvrGvD0v/bhloHJeOWzEt0VO2p2HzuNpZMHI3d4T808JCN5BY0OCdsPndR9XJ77MtpeXwLwZuFR3HNDd59zXCZe29X5d19b/msZcWmhSK3E9mDKHxNhRcI+F21s3Ri4kKJgrA4ywnVNk4raeq9Bi0iFg9nrA029vmndmvziUkxfvbvZBbG0+jz+9lkJpt2Qhnd3/mBKCXRZTb3zHLW+/OUg9n6VREvPNvaiZdOeXANioOl1Ht0vCSsFp9s8fV91FoDv05kvbD6Itf973PmZN7LCNNA0Fan22XMN2JoSm70HJqF40Q62hH0KbQxcSFWof9kYvYh6u0s3s9y0fXQ4cof3FOrh8ernJYhta96vqxVls0YbqAFA24gwdOsYjTVFx7Bg/bdu1UjeLvpqHA4HPtpzAgkxkUiKjUJ5jfFREs9SbSMrTD80vCf+UnAIgPYIptHAJNgXHgzFgIuCEwMX8ipUv2x8uYh6u0s3MyF5wpArEWa3ofBwpeZFUAJQfe6iac8teh5yUKVGLmEe3idRuHxZHq2YkdMLm/aVo/hEDc42NGJfaS32ldY22166tNPfZqfidF0D3t/zo+ZzvPXlcbz15XEATQGiXG5t5PPgWao9ql8yhvdJxHV5BV4b47lK7Rhj6QimlSsxEwUbBi7U4hhtz66Wr+F6Fzu4WwfT8hzk1vr+bBqmt9eFaE+fN744KjwCIV+s/77rBxSfqNHcXg4c/lVchrP1+oO3anl6zYckIc9pxJ3fnxIOWgCgqq4B9wzqbskIppEu10ShjIELtThG8lCUhuzV7mLNSpbV29zMV0YSq0WDqhc2iSUk597UEzNG9EbDRYdq3owSOXAwQn6PJBMyauXXQ2+wGX9F02KYZo9g+tLlmihUsRyaWhwjIxhqKwErlTy/8lkJ7vt5WrOyVKPHKlerWM1I2axoUHX2QqPQdtk9ExBmt+GZjerTT8FMfj30Bpuepedm0dPlmqilMBS4LFu2DKmpqYiKikJmZiaKioq8br9kyRJcddVVaNu2Lbp27YoZM2bg/PnLv2wLFiyAzWZz+9OnTx8jh0akq1OuUh8IkZLn9V+V4tPf3+TsJTEjpxcA/U3j5OZmWn1mjEiKjcTb92T61OtCpHmfCM+eKEcrz/q4R//yPH49waaVPY+48CC1RrqnitatW4eZM2di+fLlyMzMxJIlSzBy5Ejs378fnTt3brb96tWrMWvWLKxatQrXX389Dhw4gLvvvhs2mw2LFy92bnf11Vdj8+bNlw+sDWexWoJAVDqI9h65OztN8VhE72J3fn/Kbdj/qqR2wtUmnrkmo/ol4yWNPjM2AHHR4YhqE4ayGu3nOH/Rgdr6Cxjn0fFVfk/Kas6j6kw94mMi3NYZcuWtp49e8hRVo0NCVBv990xm9bExwrPsO8xuw9wxffHg6t2aj1VbudoMLa3LNZEI3dHB4sWLMW3aNEydOhUAsHz5cmzYsAGrVq3CrFmzmm3/xRdfIDs7G5MnTwYApKamYtKkSfjyyy/dD6RNGyQlWduZkvwrUJUOvjbQM3oX61k+frTiLJZcakYncgyjB3TBUtjw4OrmuR+u3VM9n+O17SWKXXqrz15QXHFZLbhSe2/USoDbtw0X6g7cPjocz/66P0b1SzZcog4ELmgBgA7R4c7FH50/i4kUe6zgdkaE8sKDwV6+TcFL121PQ0MDdu7ciZycnMs7sNuRk5ODwsJCxcdcf/312Llzp3M66ciRI9i4cSNGjx7ttt3BgwfRpUsXdO/eHbfffjuOHTumehz19fWoqalx+0PBRastvkhrfV/4sqaJL3exrotLPpzTS/cxjB6QjOV3DGo2DeH6GNfnyB3eE1HhYYrHJ1/IFv5jLxodkup7Iiv18t4otVlfdvsgxf14WjZpkDNo8fb8gRITqfz6uTp19kKzPJFgmKYJ1YUHtdb6IvJG14hLRUUFGhsbkZiY6PbzxMREfPfdd4qPmTx5MioqKjBs2DBIkoSLFy/i/vvvxxNPPOHcJjMzE6+//jquuuoqlJaWYuHChbjhhhtQXFyMdu3aNdtnXl4eFi5cqOfQyY98qXQw8y5sRHoS2kWFo/BwJQAJWd0TcJ3AStVm3sUaaeKn5zFLtxz0Om0kT2vtOFIpVCIuAViw/lu0iwpHxZl6Zwn4zu9POY/lVwO6OKd8RF6n63p0NFyi7g8Th3QV6tDrGYAEyzRNqHW5Zvk2+cryRJKtW7fimWeewUsvvYTMzEwcOnQIDz/8MBYtWoS5c+cCAG6++Wbn9gMGDEBmZia6deuGd955B/fcc0+zfc6ePRszZ850/r2mpgZdu3Ztth0Fhp5KB9ccETOnlpT29fddJ4T25etUk1LwpbcEVqRsNr+4FC9sPii0P5Emd7Kymnrc/urlqVzPzrXxMeF4alw/jB7QRfh1En3+1I7RPiXu6s2DuSc7FTnpYksLeAYgwTRNE4gu10ZuMli+TWbQFbgkJCQgLCwM5eXlbj8vLy9XzU+ZO3cu7rzzTtx7770AgP79+6Ourg733XcfnnzySdjtzWer2rdvj969e+PQoUOK+4yMjERkpHXzxuQbI0PoZt6FmbEvI3exjQ4JS7ccxGvbj7rlfugNvkQuCFodbZszPtbhmSxcVXcBD67ejf/+4TRmj05XfJ3iYyIwLqML4tpGoNEhCX8mjAYtcpDwqwFJWPH5UeHH5Vxa2FCrqWCH6HA4HBI+2nPC7T0JpsVI/dnl2uhNhtGbGiJXugKXiIgIDB48GAUFBRg/fjyApjVBCgoKkJubq/iYs2fPNgtOwsKa5pQllY5QZ86cweHDh3HnnXfqOTwKEnqH0M28CzNzX3ruYvOLSzHr/W8UF0HUEzCJXhD0NNlLjotCVvcELP3ksND2ov72WQkGXtkBowdcfp027y3DB3tOoLKuAau2H8Wq7UeRHBfltsqy2VyDhFH9kmG32fDKZyWaoZrdBpyqq9dcSBJoynG5feXlUSjX9yRYpmn8lezqy41BMOQFUejTPVU0c+ZM3HXXXRgyZAiGDh2KJUuWoK6uzlllNGXKFKSkpCAvLw8AMHbsWCxevBjXXHONc6po7ty5GDt2rDOAefTRRzF27Fh069YNP/74I+bPn4+wsDBMmjTJxFMlf9E7hC56F7bjSCWyeyZ4fW6z7+hEp2y8rYskGjDpuSDo+WKfPzYd1/XoaNpSBa7mflSMkf2azqn6XFOwonT8L2w+iPbR4ag+e8H0PBfPIGH26HT87pd98MT7X+O9XSdUH+eQgOmrd+Nluw0Oh77n9HxPAr0Yqb8q+Hy9MQiWvCAKbboDlwkTJuDkyZOYN28eysrKkJGRgfz8fGfC7rFjx9xGWObMmQObzYY5c+bgxIkT6NSpE8aOHYunn37auc0PP/yASZMmobKyEp06dcKwYcOwY8cOdOrUyYRTJH/TO4QuehGe/vYuPPubprJatbtLs+/otO5iRZNO1QImZ0+V6nNYtGGf8AVB9It9Rk5v54VLfk/MVFnXgKKSKgxNi9ds2nexsSk6MLMfy9wxfd368bi+X78Z3BU3XtUZD69V740DNCUjNzTqOyKl98T1fW246MDr20vwfdVZdIuPxp1ZqYgw0LtGhD+TXX29MQimvCAKXYaSc3Nzc1WnhrZu3er+BG3aYP78+Zg/f77q/tauXWvkMCiI6RlCF70Inz7X1Jfkvp+nYf1XpYp3l2be0YncxepdF8kzr0e0p4nnBUEkLyMpNhK5w3s6/672nvjqX8Wl2PtjteY+z9Q34orINgizm7PStd0G3JmV6nVtqfiYCK9Bi4SmZGQj1C7SeRv3YsXnJW7P+/TGfZh2Qxpmjza3Q7K/k119vTEItrwgCk1sT0uWER1CF7kIyyQ05VZ4ku8ul00eZModnehdrN65eDlg0ppeUiM/n8gFYMEtVzd7rV3fk22HTmKZCXkv/6/we+FtzxhY3VmNQwL+UnAA2T074VRdA6avbv566lnB2SjXz0Dexr2Kn0+HdPlza2bw4u9kVzNuDIIpL4hCEwMXspRIjojrRdgo+e5y0Ya9mDumL6av3m24lHnH4UrM+vs3Qnexeubi5TVrfOlp4vp8o/olY9nkazDno2JU1V1OCta6AMjvSUtIgFz6yWEs/eQw7LbAddaV35OGiw6s+Lx50OJqxecl+N0v+5g2bWTG1KiepF6zpnqCIS+IQhcDFwoK8l3YrL9/I9RGXol8d9khJtLQHZ3o1I3rXezQtHi0jw5XrCbypLeniSulC0J+cSkWbdjnFrTEx0Rg7ph0r3lAspaUAOltOsgbG4DE2EgANqH1nzwf6/qevFl4VPM4HFLTdvfc0N3Q8XrydQTESFLvxGu7KvYP0jvV48/ybWpZGLhQ0BjVLxntIsPdyk6N+Kn2PMZlpOi6ozMydaNnxGLaDWmGKoIA5QuC2vHKUyb3/dA8Dyg+JgLjM7pgxKXeJSJTdPEx4Zj/q6ux8J97/TLt4k+uU2oAdL3/Su/J91ViPWjUtjNSzuzLCIjepF6twJ5TPeQvDFwoqJhRtivfXYre0RmduuncLgpFJVVCoy3v7zqBWTf31VURJPO8IGglZALKeUBVHr1V5o9N18yTeebWpiquXw3sgqKSKmz8phRv7hDPaQkm8THhXqfUlEbpOsZE4NeDUvDPr0s1R++6xUcLHYfSdkbLmY0mu+pN6tUK7Gfk9Ebu8J6c6iG/YOBCQcXbF7EWo6WUeiuDXJ/nn1//KPQYuWxYtCIoPiYcc391NZJim9956z1eJaUud9Ui02pyn5YN34idb7uoNqg9b14irhn+MLYfOraLdBvRAJqWQ5B/9unvb3Jbl0l+7Wfd3FdzNOTOrFQ8vXGf1+kiuRLKla/lzGrJrvExEVg0rp/iY/Uk9XordQeafh/W/u8xtwo2IisxcKGgo/ZFnBwXhVsGJuOVS6MJZpVS6pm68XwePaMneiqC5JEOX49Xy8J/7MW2x4drTqtt/LoUD67WTp422nrfH57+1z5se3y41/JpeZRjXEaK22NFRu8i2tgx7YY0xdEu2bQb0twSc80qZx7VLxkOh+SWqF1Z14BFG/bCbkezz5KepN5ga9Pvrw7BFLwYuFBQ8lZ1cM3POphaSqkn+PB8nqFp8c2mIESex5eSULOSaj0vOGoXnY1f/4jcNbs19ydfOlyDS1/ZbIDKyiC6uZ6rVU3b5FJnzz4udhua9XFpdEh4fXuJUFDw+vYSt0Z7nvKLSzF99W7h89GT1BtMbfr91SGYghsDFwpaane5ZpdSikzdtG8bjmW3D8J13Tu6PU+Y3YanxvXDg6u9X9iTFaawjJ6Hnr43IrxdcPKLSzXPTSZPTSzaYKzUW4lZQYvsp9rzPo1yqN3tu/78P65KxCM5V2H1l9+rds7V03wQABZt2IdXt5UoXqCNnI+epN6ikiqhY1QLhswaIfEWbN7/1i7c2LsTft4rwdIuxRQcGLhQSDKzlFJk6ubZ3/RXXSdp9IAu+O8fTqtOEdigPoWl5zxcLwATr/0Zlmw+oHi8RpKM1Z5PzwrUc8b0RYeYCKGLcZgdaNS5PpAZ5IRqI1Mfanf7twxMVuzkPHdMOtK7xOGn2vPY+f0p5wXbaPNBtdETI+cTZrdh7ph0xek/z+lQXyuXzBghEUlI//TASXx64KRlXYopeDBwIYLv3Txnj07HwCs7XMoxuFw23D46HFOvT8OI9CSfjk/pAtA+OhwA3Kqa9OaXKI0EyfQmAR+rOgu74J10IIKWmAi7roRqz+UZlIKN0urzigFrafX5ZkFBUzDTV3VNKi1qoydGpnKaegApB6VKidlGKpfMnI7T81m0qksxBQ8GLkSX+DoFNXpAMkb2S8LSLQfx2vajOH3uAk6fvYAXNh/AG4VH3Xqo6BkqV7sAyCstz8jphdSEGOfxFpVUCQcu3pKZ9eYsrCk6hj/flqHrMf5U1+DAx8Wlupu2+dLp2FVZ9XnhaTc1SqMnes9Ha8Rn7pi+zQIKvYG92WsoGcmfMbtLMQUPBi5ELnydgtq0twxLNh9UXDPHs4eKyN2myAVg7f8ed6uW2by3TOhY78lONTUJuKymHpCa8oGMdj+22oOrd+Olydfomvowo/wcMHdJAtcLuZ6pHK0grGnZjH0Y2S/Z6zpXWoG92ZVIRhLSze5STMGDoSiRSRodEhas174zl3uo5BeXau5TzwVAPoYP9pwQOt4cjekr+YKoJ42yoq4eU7NTdTzC/xZt2Ie5Y5qmEDzPTWnqIxjXdHK9kMtTOYD2+ej9PHmSA/txGSnI6tHR59E60e2MfBYB8W7GFFoYuBCZZOmWg7rWu1n4j71oVOhW1uiQUHi4Eh/tOYHth04K7Uu+AOw4XClUmt0xJkKzUZ/rBVFU53ZRyB3ey5l/o8QGoIOXf7da03pWEXj5jkFIinO/k0+KizJcOuwvahVqIufjr9JmM1aRduUtOPNGtJsxhRZOFRGZIL+4VHHhOTV6KldEdG4XhfziUsz6+zdC24/L6CKUWyBfEBes3+s1KHOdjgiz2/Dsr/sr5lHIz3jbkCux7v9+EFouwQp61rMyu/xcZqQCDAAmDOmq+HORqRyzAwo1Zq0i7Uotz0aNUpdiahk44kLkI71lw66UKlf0Lj+QHBeFytp63P/WLuHcEj1VTqP6JWP7rOGYkdNL9RgA9+kV+SKTrDACcN/P0/DKZyUBC1qA5utZeZv6MDLypKV92zZIjHV/beJjxEahlhQcxLDntihONWqdj9aUi/x50rtshtJxiE5f6TGqXzK2PT4ca6Zdh1/06eR1W9cuxa6jmIWHKxVHOil0cMSFyEe+JG/6Urkif+X/akAy/medeLVKUmyk7gtTmN2Gh3N646qkdsKVJUojAIO7dcCNz39i6siFHkbXsxqRnoTfDLoS7+36wZTjOH3uIt6ePBh2u8352pTVnMeMdXuEHm+0w6/R0mYjfG0xoEYOzrJ6dETexr2aXYrZbbflYeBC5CMj+QBmVK4kXWp+5m1tHCWThv7M8IVJb8m4Z5VW4eFKUyp0jNBzYXZt9ne04izWFB3Tlb8k4qcz9UhyGXXp3C5S+LFGSoplVgUUas9lZpdrT7NHp+N3v+yDNwuPKnYptmppBwosBi5EPjKaD2CkciX3pp7olXiFc/Ri6DObdT9vakKM7se48qVk3OoKHW95I6IXZqN5Rnot+ue3bonUSbGRaB8d7uzPo8WXxQ2tDihcmdnlWklEG7tiybPZvWQoeDBwIfKR3uTN9tHhePbX/Q1VrmT3THBeBLYfqjCUJxLIKhkrn3tGTi+s/d/jbgFHfEw4bs1IQY5g4z+j7fiN8Kz+Kq+pdz6vnsRdo8Gg1QFFoAXbqtZkHgYuRD7yljegpFoh2DhVVw+7DVDLGVTKzSg8XKnrOI3md5hJJMiLiQxDXX2jrv0mxzWVYecO7+UcRUiIiQRsQMWZeq+PbbjowJuFR3G08iw+3PODpUGLt8+HPAoQFx2OqDZhwlNTwVauHSyCaVVrMhcDFyIT6C3VdB2izi8uxfTVuzUvmM1zM/RfYs1KvDRKKzlUAhAeZgegL3BxPa+sHh2RX1yKR9/7SjMhUym500oxkW1wpv6i6r9LaFp76u17BgEApq9WrxTzDETNWoW5pfBX6Tf5H8uhiUwil2rOHdPX63auQ9Qi1UR2G7Bs8uUkQrm0U9JxsU1WaKwWKN6apc3I6aVr+qtDdDiWe5yXWll5mUfH4ryNe/G3z/wXtADwGrS4qqirR3avBDz7m/6wQbukOL+4FMOe24JJK3bg4bV7MGnFDtWS6dbCX6Xf5H8ccSEyUZjdhgTB6pCfas8LVRM5JKBDTAQA/Ymj0RF2rJhyLa7rrt6e3Rsr7uIbLjpw4tQ5/KJvZ9gAXNO1A5Lbt9W1cvMv0xNx1/Wpzc5LNCHzxt6dseJzfdVYStq3bfoKPX1OLCARJY8CiFQAsXJGmT9Lv8m/GLgQmUzPELWeeXgjiaOLb8tAds8EHY+4zIr+F0pTM29/eQzTbkhDVo+Owq/d1Ow0xYRK0YTMZzbuNWWk5dwFB+ovOnzf0SVKeUjeKoCsqJxpSVNO/iz9Jv9h4EJkMj3tztUWs/OUEBOJR9/7SjhoiYtqg98OSxPukOt5sTpVV6+Yd+PLXbw8NePJIcH588dG9dVM3rXbmpKZlYgGgkcrzVl8z8ygBWgKNpRGAdQqgMyunGmJzdr8WfpN/sEcFyKT6Wl3LjoPDxuEpodiIsIAANXnL+KFzeqt4V0p5UfkrlFOFpZ/prZApJqGiw7NqZkVn5eg0SFpttd3SMD01bsVz0t0xCa1Y3AuvtchOlzXcgxmVs6I5gaFItFVrSk0MHAhsoDoar2iQU7BvnKh561rcK/G0broqF2svMUkrnfxSpTWhXmz8Kjm1IxDAt4sPIpR/ZKxbPIgaF1bXIMn+TnLqs8h/lI+kJrkuCg8MTpdc/+BcOrsBeFRuEaHhIpa76XeMq2ATmvKCdAfrBJZhVNFRBYRHaLWmocHgFXbjxo6Bm95DkbWR3KldBevNtXQO7Gd0D6/r2qawukQEyEcPFWfa9CVsHzLwGS0jQjDtBvSdC+X4A+ioyMi5yzau0d0yun17SVIaBfJ6RYFLSk3KNgxcKEWLdBfJqLdSdWCHAAY9twWn45BLc/Bl8UhgeZ38d6qW0Sfp1t80xSO6BTIpr1leG37UV3B1/qvSvHYqL7ORfhe+bxEV2m5UfEx4c265SrRGh0RTdLWUzkj+nov2rDP+f+hnvtippaYGxTMGLhQi+K+OF7dpcXxLg+nB+uXiVqAZeaihJ4XJ6MdQ5Xu4kWqW0QutJMzuwEQz1X5cM+PukeMXIO42aPT8UjOVRj6zCbUntfX9E7Ezf2SMKpfktvK2CJJ257kz0dZ9Tks2rBP6Jz1VM4YacLW2sutZSxH9z8GLtRiiAyfB+OXibe7NTOrVjwvTkYuVkp38Y0OCa9vL9GcatAiARj+562YPzYdI9KTNCuzOsSEo6quQecZNHEN2tpGhOH5/xyIB97aJXysoqZkpbqNchnpK2Jk0ce5Y/ri7uw04dFFvettAZePf8H6b1vtQoVcyDEwDCXnLlu2DKmpqYiKikJmZiaKioq8br9kyRJcddVVaNu2Lbp27YoZM2bg/Hn3X0K9+yRypZZk6inYEg21KjmOVtQJ7Sc+Jly1Mkn+98HdOrj9TL5Y6eGZXCxXJLlOIXjziz6dvCbFyue9aW+ZZtLyrRkpuo7dlWfQppZM3VEj0deb+JjwZqMnoknbMtHPtaeEdpG6LpTeksS1lNXUY+mWQzof1TLoKUcn8+gOXNatW4eZM2di/vz52LVrFwYOHIiRI0fip59+Utx+9erVmDVrFubPn499+/Zh5cqVWLduHZ544gnD+yRypTfJNFi+TEQqOdYUHUNSrHa59FPj+jn/rqSq7gJufP4Tt+qiMLtNc3kCoOni/cJtA7Fm2nXY9vhwt6BF70X13ht64NuFo9AuSnmw1zWwHJGe5PUin6OjbFjmrc27vGTDmmnX4cWJGVgz7ToUzv6F7uBOdmtGimLwoPQ8rq+rzJfkaSOjaWpBlYgXNh8I6XJpo7iQY2DonipavHgxpk2bhqlTpwIAli9fjg0bNmDVqlWYNWtWs+2/+OILZGdnY/LkyQCA1NRUTJo0CV9++aXhfRK5MppkGugvE5G7tbKaeszI6Y0lmw94nV4Y1S8ZL9ttXqcUlKbJOsRoL09QWdeAzrFRblMeDRcdeOKDYl0X1abGcQ3Yc/w0as97X2hQDiy9JS3vOFKJ9m3DVRch9CSSrKqUTC1P78jHJspbYCWStG3kc+3rCuCer3dFbb3waFprnBLhQo6BoWvEpaGhATt37kROTs7lHdjtyMnJQWFhoeJjrr/+euzcudM59XPkyBFs3LgRo0ePNrzP+vp61NTUuP2h0KfU/0OE0QAk0F8mosedmhAtNL0wql8yPv39Tap9TJSmyUSPYfrbl3vB5BeX4rq8zbrzS5oax+3C5r1lQtvLx+bZPGzT3jIMe24Lbn/1S+GgBQASYyMN5TbJIxGJsWJrUAHeu/uK0vu5Nmv9HdfX++7sNOERJ7lcOhimYP0l0As5Gv3ODHW6RlwqKirQ2NiIxMREt58nJibiu+++U3zM5MmTUVFRgWHDhkGSJFy8eBH333+/c6rIyD7z8vKwcOFCPYdOggJVPuxLOaHeAMTXu1Kz6Llby+rRUagnzM7vT3kNKDxLo0WP4fS5C3jgrV247+dpeOWzEp8SWD/Yc0JoO6VjM7Jek+zPPqzbNKpfMtpFheP2V7/U3hhNQdqDq3fjt9+fwoj0JEO/R3o/11asvyPnvtx/acRJy6IN+/DqtpKgrNyzQiAXcmzNJdiWd87dunUrnnnmGbz00kvYtWsX3n//fWzYsAGLFi0yvM/Zs2ejurra+ef48eMmHnHrpdT6XaRlvBnP60urca27HlfBtCqs3rs1kbbleufc9bx2Epra8vsStEhoyreJj4nQfZfqa8O8ijO+jYAYefyq7UcN/x6JvDfxMeF4YYJ6nowv5Lv5+osO/OegK4Uf1xKWCNBDb8K1GVry8gwidI24JCQkICwsDOXl7u3Hy8vLkZSkPJ87d+5c3Hnnnbj33nsBAP3790ddXR3uu+8+PPnkk4b2GRkZichI8WFb0haoXgRmlBN6u+vxFEyrwlpxt6Z3zt31GESYNRI9PqMLXtt+VNd5m90wz5+PN/J7JPL5eObW/pZdGD3v5u02sfdf5Pc20I0hzebPhRxZgq1zxCUiIgKDBw9GQUGB82cOhwMFBQXIyspSfMzZs2dht7s/TVhY00JwkiQZ2ieZK5DrlJhVTqh215McF4UZOb29Vm8Ektl3a0bm3OW1gfz5FadVMaR03r40zDMjz0DP6JQno79HwXQ3r+fX39vvra8ju8Ga1+GvhRxZgm2gqmjmzJm46667MGTIEAwdOhRLlixBXV2dsyJoypQpSElJQV5eHgBg7NixWLx4Ma655hpkZmbi0KFDmDt3LsaOHesMYLT2SdbS84sg0r5eDzPLCUN1+Xozj9voKE6HmAhTG6950z463Hl+es7b6IiHhObnbOSOX2++h9JxlFafx44jlbpybYLlbl4mOvICNP+99XVktzXndchYgm0gcJkwYQJOnjyJefPmoaysDBkZGcjPz3cm1x47dsxthGXOnDmw2WyYM2cOTpw4gU6dOmHs2LF4+umnhfdJ1grkL4LZ5YSiawOZxawhbzOPW2vRRl9GM+Qz8yXImXr95Y6ues7bSHdXAPhtdqrbOQf64jf97V149jf6pnj89bkWmY5zSMDPeyXgs4MVmvtz/b31dYqDrfWbsAQbsEmSP5YXs1ZNTQ3i4uJQXV2N2NjYQB9OyCk8XIlJK3Zobrdm2nWmf3k2OiQMe26L5vot2x4fHnQjJ4G+AGrRE1SJfgZ+NSAZG75uGtJXGs2Jiw5H9dkLqoFF++hw7JwzwvB7KV+8PJ/fG9fPrdrFTz4abxc/+bNqxtpRNoHnCsTI4Ud7TuDhtXt83o/S760v3zNar30wf0+YLZS/M5UYuX5bXlVEwS+QvQi8tRoPpgogT6GQ1a815+6aK+BwSF479AJAh+hwvDjxGq85F8/+uj8A9Q6+z/66v6H30rXC5ZGc3kiMFbubTI5rWtyw8HAlPth9Ak988I3qHb8E4IkPvkGDyvpQviYHe1LLdwlUdR9g7l265++tLyO7zOu4LFS/M83ERRYpoL0IAGNTG4HUErL6lUaL2keHq67kbAOQdyno0Mq5UHovfRmJUjrWpNhIjB2QhH987b2ZXfW5Cxj6zGacPivWqK6q7gKuyyvAM7f2a3asZk6VquWNBXo6xOh0nKdHcno3O05fpjj8MZ0dSpVOofadaTYGLgQg8L8IoZRYG8hkZldGv2jVLo7Vly7ucdHhbhd6paDDW86Fme+l2rGW19RrBi0AcLahEWcbGnU9Z1Vdg2KQYEXOgOuFVm9AbMWFVusmRjSYSU2IbvYzraDIW2NIq/M6gn3aV0kofWeajYELOQX6F8HfibVGBUNWv9EvWpGLY1QbO96+NxMVZ+oNfwbMeC9FyvSt5DlqZtZohKuK2no0OiSE2W26AuLqcw2WXWi93cRMvLYrXth8UHMfSgGELyO7vgQ9WgI9yuWLUPnONBtzXMiNv3oRhLKjFWeFtrMqq9+X/BrRhR3tNhvGZaRgaFo8ikqqAtIzw+ycEj2Ucia85RYYtWjDPmf+imigu3lvmeX5VWorWOcO7+VTPpzRvjRW5XUEsocVGccRFyId8otLsWTzAa/b+HL3pzX872t+jZ7RokAPnwdDHwrPY1AbjfCFHHA8ktNLaPsP9pwIWH6VGflwRkd2rZjODpZpX9KHgQuRING1cpQanokQCRR8/aIVHQU6WnEWSzYfCOjweTD0oVA6BvnC+8Km/Vj6yWGfn0MOONYUHUNSbBTKa9SnQ+JjIlApsIjmC5sOILtngk+5Rd4+i74GEEanOMyezg6GaV/Sj4ELkSDRqYsZOb10X9RF59l9/aIVyRVIjI3EmqJjpt3VG00itSKnxJW3DrCeo2ZK55Dds5MpgQtweYpuRk5vLNl8QHU0Y1xGF6zaflRzf0s/OYSlnxwyNEIm+lkMVD6cr3kdru9lRa3YwpnBEETTZQxciASJBg2pCTG69tvokDDrffX+Iq6Bgq/VFSJD/ZOG/sxrAqae4XNfppu8tdiXj/W+n6dh/VeluqZt5MdOuyENr3xWAsD7lIfaOcwdk472HhVYvkpNiPY6mhHXNkIocJHpHSHTOxVpNIAIVOmx3sUjfZn2JeswcCESZFVJ5tItB71e/FwDBTOqK7SG+utVGrB50grkzKrWUAoO4qLD8eyvm9rmPzaqL3YcrsS0N/9PqPTZdUrjmp918Drl4e0cHlxtbM0ibzq3i0JWj46qoxkbv/5R1/70jpD5I+cjULlTau+lt6AFaPnN3EIRAxciQVaUZDY6JLwmeAf9U+1505oFehvqLzxcKXQ83gI0M5r0qV1ogMs9Z+Q798IjlUJBy5Oj+yI9ORYVdfUoPFyJEelJqq+DP8uxPT87SqMZjQ4Jizbs071vPcGG0anIhosOvFl4FN9XnUW3+GjcmZWKiDbNi1YDVXpsZPHI1tLMLRQxcCESZEWH4aKSKpw+JzbVIAcKZlVXqA31mxGg+XrnLnKhmf3+N1iw/luU1YjlKQDAsk8Oub3e3u70/VWOLfrZ8fV4RIISI6OKeRv3YsXnJW4X/ac37sO0G9Iwe3S682eB7Dgtunjk3DF9kdAuMiiauYVSJ19/Y+BCpIPZJZmid7jto8PdAgUrkyPNCNB8TSIWCXxOGcgt8QwSvd3p+6uSRPSz4+vxiAQleoPWvI178bdLeUKuHBLwt89K4JAkDO+T5EyEDVTpsehrl9AuEuMyUkx9biMC3Yog2DFwIdLJzKBB9A536vVpzfZvZddMXwM0X/OB/BU0eLvTt6qSRC5rnjOmL5Li2gp/dowej9IImdrdvJ6gteGiAys+bx60uFrx+VGs+PyoruO14r23eskAM4VyJ19/YeBCZIBZQYNIyW/76HDkDu/p83Pp5UuAdqquwadqDX9eQNTu9IemxSMpNlLXVJQntYv/0wqLOGoxUh6uNEKmdTcvGrS+WXhU9f31hRXvvZVLBpipJSzg6g9s+U8UQCJt5J+9tCpzIBhZAiK/uBTTV+/SvKh5m26SgwYztI8OF9rO804/zG7DpKE/M/y8vxqQrLu1vTcibe89z9Xz+USXi1Br+e963N9XiS19IUpruQBfWLVkgNn05Ia1ZhxxIQowtTvcUJzTFq3eWDrpGq/nJQcNIgv6qcm9qQeye3aCwyHh9pVfam6vdKevtyePrH10OF6ceA0AmJqHpDUa4jpClnBFJCDBWUE1uFsHXXfzWqOK3eKbrwBtlD+CByuWDDAbO/mKYeBCFAQCvTK3WUSrNzrEaI+mGA0a5GH/GSOucpY1J8dFeT0u1zt9Of+jrPocdh07ZegYXEfJzM5D0vqsZPXoiPziUjz67ldu5xwfE46qOrF+QSLHfGdWKp7euM+U6SJ/BQ/B/nsWSrk4gcTAhShIqPXuCNYvWSVm3jEa+XJWunMPs9twy8BkxeoX2S0Dk1W75OphxSiZ2mdALbhQS+70FrS4En0PI9rYMe2GNK+vqzeBKj22MqndV6GSixNoDFyIglQolkSKBhsJV2iPuAxNi9dsqW+zAZJG07BGh4T1X5V6fa71X5Vi4JUdMH21csM7xee+9N9HcnojNSHakguw3s+A6EKg3ugJGOU+LZ59XLyRL753ZzevlGvtrOgV1RLZJEmyIC/cv2pqahAXF4fq6mrExsYG+nCIfKZ21yx/XQVrSWSjQ8Kw57ZoVr4kxUZiwS1Xez2HRoeEwU9t8hq4tI8Ox7JJg1BRV68aOBQersSkFTs0jz0+JgJVXlZe9mR1ELnx61LFZQW8fQZEz1WJHFBse3y47gujZ+fczrFR+J81uwEoX3yD9fMbLELxpsUoI9dvjrgQqQjUNE0ol0R6u2N0VV5Tr9mToqikSnMBw9NnL8But3ltGiY69aEnaJk7pq+lIwYbv/4RuZcu/J68fQaMJm36ejcf0caOe27o7vaz8DBbUCfCBrNgz8UJNAYuRAoCecfjj4XurCRXbyxYvxdlNcrnIRKAiV6E1Z5DZkUiY0K7SMsuIvnFpXhwtXLQIlP7DIieqz/W5WlNF18rbnKCORcn0Bi4EHkIdOfKUC+JbHRIiGsbgV8P6oKXth5R3U4rABO9CC/657doG25XfU9EEh47aFTceBLJ0TFCHm0T5fkZGJoWr1k9BPhvXZ5gvPiaHWS0pmmdYMHAhciFmdM0Rr8gQ7kk0khVjloAJtoptqrugjOgVLvD10p4fGpcPyzasE/8uC3KDNS7kGJFbT0aHZJbBdWtGSlYKbDieLCsy+MrPb9nZgcZgb7Jaa0YuBC5MGuaxpcvSDNKIs26q9R7UVD6EteiFoCJ5svIZr3/TbPpKdfXXKv5mN1uw/1vNU+GVVJRZ3wZAG/0jqIt2rAPr24rcftc5aQnCQUuwRj46qXn98zsICOUc9FCHQMXIhdmTNP4+gXpa0mkWXeVevZjpAxXJACTA44nPij2mjwrAZcSeb2v/uwt52JUv2TMyOmNFzYf0Dx2qy76RvbreY6tpReInt8zK4KMUM9FC2Vcq4jIha/TNFpfkEDTF2SjRtML+YKtd60b0bVotOjdj94pDqUArNEhofBwJT7acwKFhyudr9GofsmYO6av8L5deb7mWmsv5Q7v6XWNJM/1dNSO2Sg56NBzf650jqGwLo8v9P6eWbEGUKjnooUyjrgQufD1btXMuzC9VRlm3VWKXhRc96P3y9mzikVrdCcprq2u/Xses+hrHma3YcEtV+OBS1NG3ka7rEjK1Ds9JpPPccfhSmT3SgiJdXl8off3zIogI5Rz0UIdAxciF75O05j9BamnKsOsoElk9MRzP6Jfzrk39UR2zwS3AExkyH9EepJQoq43oq+5yEXfyqTMEelJeCSnF17bfhSnz4lXOgHA9NW78Oxv+mNUv+QWXY6s9/fMiiCjtUzJBSMGLkQefLlbDeRdmFlBk1ZfFKXtRL/EZ4zo7XbhFBndeeKDbzC8T6KhkQhXel5zbxd9K5MylUZx2rcNR07fznhv1wnNx58+d8EtcArGcmQz6P09syLIYHv+wGGOC5GCUf2Sse3x4Vgz7Tq8ODEDa6Zdh22PDxeuCFL7qvLMkTCTWUHT9oMnhfZTdeZyZY3RvAqR0Z2qugu4Lq8AAJTzfmIj0T463PTXXC0fxop8CUA9r6j63AX8fdcJr+foSSSPKpTp/T2zKu/HaC4a+cZQ4LJs2TKkpqYiKioKmZmZKCoqUt32P/7jP2Cz2Zr9GTNmjHObu+++u9m/jxo1ysihEZlGK5FT7TGBSow0I2hqdEjYtLdc6PniYyLc/m7kS1xPO34578QzoNw+6xeYMORKr6Mwvr7mrkm42w9VCD1GT76EyMiT6EiT0cAplBj5PbMqyDB6k0PG6Z4qWrduHWbOnInly5cjMzMTS5YswciRI7F//3507ty52fbvv/8+GhoulzFWVlZi4MCB+K//+i+37UaNGoXXXnvN+ffISGs6UxJZLVCJkWYMXReVVKH6/EWh51NKmNWbV6F3ykyegnGd/sgvLsUrn5WoPua+n6f59JobaaoH6Ds3kVGcU2cvYIaO3JfNe8ta5DSRzMjvmVV5P55TcnKg29Jyi4KF7sBl8eLFmDZtGqZOnQoAWL58OTZs2IBVq1Zh1qxZzbaPj3e/u1u7di2io6ObBS6RkZFISkrSezhEQSlQiZG+Bk2iowTto8NVR2705FWIdscFlJOLRfrHrP+qFI+N6mvotTfSVM9IvoTo656aEINltw/C7a9+qbntyu1HcW1afIu+8zfye2Z13g+XALCersCloaEBO3fuxOzZs50/s9vtyMnJQWFhodA+Vq5ciYkTJyImJsbt51u3bkXnzp3RoUMHDB8+HE899RQ6dmy5dwvU8gUqMdKXoEl0lGDq9easjOw6SiTK9SJvpAJKRKNDwo4jlZj19290By2A/qkp0dc94YpIQGpK2BUZdWkNnVuDKQGZSwD4h67ApaKiAo2NjUhMTHT7eWJiIr777jvNxxcVFaG4uBgrV650+/moUaPw61//GmlpaTh8+DCeeOIJ3HzzzSgsLERYWFiz/dTX16O+/nJiYE1NjZ7TIGrxjH6Zi4yAtI8OR+7wnr4doIvL3XG/EVro0PUib0V/DqNTQ4Dx6UCRqpf20eH43Tt7UFYjvtwAO7f6D5cA8B+/lkOvXLkS/fv3x9ChQ91+PnHiROf/9+/fHwMGDECPHj2wdetW/OIXv2i2n7y8PCxcuNDy4yVqbUQaoD376/6mf/GO6peM4X0ScV1egWprf6UpGLPLz41MDeXe1AO9Etv5NB2olZ8k57gYwc6t/sElAPxHV1VRQkICwsLCUF7uXnVQXl6umZ9SV1eHtWvX4p577tF8nu7duyMhIQGHDh1S/PfZs2ejurra+ef48ePiJ0FEXqlVXyTHReGlydcgrm2EaS3uXUW0seOZW/vBBvFKETPLz42stwQA2T076ao8U+Ot6qV9dLjh/bJzq39wCQD/0TXiEhERgcGDB6OgoADjx48HADgcDhQUFCA3N9frY999913U19fjjjvu0HyeH374AZWVlUhOVh5ujYyMZNURkYWU8mRO1TVg0QZrkw71Jheb2QTMyHpLZndGVXrdHQ4Jt6/UTsb1x/GROi4B4D+6p4pmzpyJu+66C0OGDMHQoUOxZMkS1NXVOauMpkyZgpSUFOTl5bk9buXKlRg/fnyzhNszZ85g4cKF+M1vfoOkpCQcPnwYjz32GHr27ImRI0f6cGpE5AvXPJn84lJMX+2fpEO9ycVmlZ/ruRO2siePZ37SR3u0O+Z6YudW/+MSAP6jO3CZMGECTp48iXnz5qGsrAwZGRnIz893JuweO3YMdrv7DNT+/fuxbds2/Pvf/262v7CwMHz99dd44403cPr0aXTp0gW//OUvsWjRIo6qEAWBQCQd6k0uNqP8XM+dsD8XKzRyh95SFlMMJVwCwH9skiSFfF/ompoaxMXFobq6GrGxsYE+HKIWpfBwJSat2KG53Zpp1wV90mGjQ1INbhodEoY9t0WzomrZpEG4zsd8Fr3H7O24bAASYyPx59syUHGmng3PAox9XPQxcv3mIotE5NXmvWVC2wV70qHWBUWksufX16TA7ueAQOROfsEtVyO7Z4Jfj4uUteRVuYMFR1yISFWjQ8K1T28S6q/irxEXb6MmatTKnOVHueboKAU4dhvgWkAViDto3slTS2Tk+s3AhaiVMHLBF50m6hgTgaIncyy/qzRy8ZanWtQqhuSkyW2PD3cef8NFB94sPIrPDp7EpweaL6qoFPD4g5H3kCiYcaqIiBQZvVsXnf4Zl9HFL0GLkXbqehuDiXTODVQn1GBqby+KwRaZjYELUQvny/opohUtI9KtXSDVl8omPY3B9HTOZSdUbZzeIivo6pxLRKFF64IPNF3w1TrganWmBcQ70/pCz6iJJz0LGBrpnBvsScmBIgeBnu+bHDDnF5cG6Mgo1DFwIWpBGh0SCg9XOlvy7zhcafiCD1yuaAGU2/Db4J/eFL60UxdZFiApNhJ7f6wxtLAiO6E252vATOQNp4qIWgilYfn2bcXWuPEWGJjVmdYXvrRTFylzPn/Rgac37tN1TOyEqo4LDpKVGLgQtQBquRmnz4mtKKwVGAS6N4Wv7dTVgq+46HCcPnsBp3WuvMxOqN5xwUGyEgMXohBndFVjQN+oQSArWsxop+4ZfCXEROJ3734FQF/QArClvhYuOEhWYuBCFOL0rmosC7VRA6NTVmrluIWHK1FWo+91m3p9N/zy6mTF0SaW/V7GBQfJSgxciEKc6HB7+7bhblNHoThqoHfKyls5bv1Fh+7n/+XVyYqjTiz7dccFB8lKDFyIQpzocPuy2wfBbrOF/IiA6JSVVv+aR3J66X5upSBR+3l6IzUhOqRfcyOCIambWiYGLkQWs3oKQWRYPj4mAj/VnEdSXFv8aoD1XW4DTaRh3ZqiY0iKjUJ5jfpq0J48g0SRst8XNh9w/qy1jcIEOqmbWiYGLkQW8scUgrdheVz6e2VdA2a885Ulz6+XP3JBRMpxy2rqMSOnN5ZsPqD4unlKio1slpOhN79IpFtxSxOKyxRQcGMDOiKL+LNzqDwsnxSnPW0UyM6l+cWlGPbcFkxasQMPr92DSSt2YNhzW0w/FtG8n9SEaOHX7fxFBzbtLTP0PDI2XyPyHQMXIgsEonPoqH7J2Pb4cKyZdh1emJCB+Bjl5nOBunj6M5DTU47r+rrdk52KmMgwxW2rz15odpxGynm1uhUTkXcMXIgs4MvaOr6Qh+WTYqNQVafen8TfF09/B3KDu3VQDdyAphwX1zWW5NftiTHpaBcpHvCJrOWkJtiar3kuF8ERIQpWzHEhskCgO4cG+vk9+bMFvJxXpBa4eSvHLSqp8trbxfM4tfKLvAmm5mss56ZQwhEXIgsEunNooJ/fk78CKbXpKFdJcVGqybFGjlNPfhHQfLQn0LiKM4UajrgQWSDQnUMD/fye/BFIiSx90DEmAp/+/iZEtFG+ZzN6nJ5lv0cr6vDC5oNB33xNpGx84T/2YkR6UlAcLxHAERciS8hTCACa5T/44+IV6Of3pJULYsYohEhpcmVdA3Z+f8qS45TzZMZlpODhnN5YrjAK4220JxAClYtF5AuOuBBZJNCdQ61+fj39WPzRAt6M6SgzjzMUmq8FWy4UkQgGLkQWCvTFy6rnN5LMaXUgZdZ0lJnH6dl8Ta7cCZZAJthyoYhE2CRJCvmat5qaGsTFxaG6uhqxsbGBPhyiFk1tbR758qs1FWJV59xGh4Rhz23RzOvZ9vhwoecz+zitrNwxeqxmv2ZEehm5fjNwISJh8oVOLS8i0Bc6OagClKd5ApVf4muwp7VvXwKiYH3NqHUwcv1mci4RCQv2ZE610uRAJsVa2XzPjFLmYHzNiLxhjgsRCQuFZM5A5xV5sqr5npmlzMH2mhF5w8CFiISFSjJnMK1IbFWwZ3ZAFEyvGZE3nCoiImH+6MfS0lgV7IXC6BeRFRi4EJGwYGtsFwqsCvZCZfSLyGwMXIhIFyZz6mNVsMfRL2qtWA5NRIZY1Y+lpfB8fU7VNWDRBnP7uLCUmUKd3/q4LFu2DM8//zzKysowcOBA/PWvf8XQoUMVt/2P//gPfPrpp81+Pnr0aGzYsAEAIEkS5s+fjxUrVuD06dPIzs7Gyy+/jF69egkdDwMXIgomar1V5o7piw4xkQHvYkwULPwSuKxbtw5TpkzB8uXLkZmZiSVLluDdd9/F/v370blz52bbV1VVoaGhwfn3yspKDBw4EK+++iruvvtuAMBzzz2HvLw8vPHGG0hLS8PcuXPxzTffYO/evYiK0p6fZeBCRMHCymZzajj6ZQ2+rtbzS+CSmZmJa6+9FkuXLgUAOBwOdO3aFQ899BBmzZql+fglS5Zg3rx5KC0tRUxMDCRJQpcuXfC73/0Ojz76KACguroaiYmJeP311zFx4kTNfTJwISJXgbrgBHtnYRLHkSz/MHL91tXHpaGhATt37sTs2bOdP7Pb7cjJyUFhYaHQPlauXImJEyciJiYGAFBSUoKysjLk5OQ4t4mLi0NmZiYKCwsVA5f6+nrU19c7/15TU6PnNIioBQvkBceqZnNkjNEAVm3UTO5I3Npyh4Jt5ElX4FJRUYHGxkYkJia6/TwxMRHfffed5uOLiopQXFyMlStXOn9WVlbm3IfnPuV/85SXl4eFCxfqOXQiaoGaJ8DWY/rq3QG74IRab5VguyCZyWgAa2ZH4pYgGEee/No5d+XKlejfv79qIq+o2bNnY+bMmc6/19TUoGvXrr4eHhGFEKUvVLsNAb3ghFJvFW8XpFBv/+/LiAlHzS4L1pEnXYFLQkICwsLCUF5e7vbz8vJyJCUleX1sXV0d1q5diz/84Q9uP5cfV15ejuTkyy9AeXk5MjIyFPcVGRmJyMhIPYdORC2I2heqt3UK/XHBkXurlFWfVwyg5ByXQPdWyS8uxf2XyqhdlVWfx/1v7UL76HCcPnvB+fNA32Hr4euISaiNmlklmEeedDWgi4iIwODBg1FQUOD8mcPhQEFBAbKysrw+9t1330V9fT3uuOMOt5+npaUhKSnJbZ81NTX48ssvNfdJRK2Pty9UEVZecEKhs3CjQ8Ks979R/Df5NXUNWgB9q00Hmq8rmIfSqJmVgnkleN2dc2fOnIkVK1bgjTfewL59+/DAAw+grq4OU6dOBQBMmTLFLXlXtnLlSowfPx4dO7rf6dhsNjzyyCN46qmnsH79enzzzTeYMmUKunTpgvHjxxs7KyJqsbS+ULVYfcEJ9s7CS7ccahaYaJEDmoX/2ItGb8NaQcDXERN2JG4SzCNPunNcJkyYgJMnT2LevHkoKytDRkYG8vPzncm1x44dg93uHg/t378f27Ztw7///W/FfT722GOoq6vDfffdh9OnT2PYsGHIz88X6uFCRK2LL1+U/rrgjOqXHJR5Io0OCa9tLzH02FDJ7fB1xEQeNXvgrV2wQbkjcaBHzfwhmEee2PKfiEJK4eFKTFqxw9BjlwfBiEcg+fLayV6cmIFxGSkmHZH55F46WnlGWr10grGaxp/Meh21WN7HhYgo0LQSYNXMyOnVKi443pgxrB/suR1mjZgE66iZvwTzyBNXhyaikOItAVZNclwUcoeLrX3WkvkSdIRSbodZeUZhdhuyenTEuIwUZPXo2GqCFlmw5mtxqoiIQpLSUL4nrpLsTmv4X6Z2hx1qr2NLbrDnT1a+jn5bHTrYMHAhCl2+fCm6PvZoRR3WFB1DWc3l5UBaU06CmubdhRswfXVTDxelhSDv+3ka1n9V2mpzO8i/GLgwcCEKKWYnQPIO253S65sUG4UhqR2w7WAFTp9TbjLH15H8hYELAxeikKHW/TZUpyWCjdrr66l923BMzU5F7vBeDE7I74xcv5mcS0R+p9VOHAiNZmfBSk934epzF7Bk80Fs2qu8qC1RsGHgQkR+F8ztxFsCPd2FGShSqGHgQkR+F8ztxFsCva8bA0UKJQxciMjvgrmdeEtg9HVjoEihgJ1zicjvtLrfyu3E9TY7s7oaJlSqbYx2F2agSKGAgQsR+Z0V7cStXlsmlNau8fb6KjEaKBIFAqeKiCggzGwnLpf+eiakllWfxwNv7UJ+calPx2r1/q2g9vp6CvS6M0R6sY8LEQWUr9Mvcht7tSoaX1extXr/VmN3YQpmXB2aiEKOvJCdUXpKq408j9X7t5rn65s7vFdI5OkQqWHgQkQhzerS6pZWuu1roEgUaMxxIaKQZnVpNUu3iYILAxciCmly6a/aZIcNTXkcRitmrN4/EenDwIWIQppc+gugWXBhRsWM1fsnIn0YuBBRyDOztDoQ+ycicSyHJqIWg51ziUILy6GJqFWzumKGFTlEgcepIiIiIgoZDFyIiIgoZDBwISIiopDBwIWIiIhCBgMXIiIiChkMXIiIiChkMHAhIiKikMHAhYiIiEIGAxciIiIKGQxciIiIKGQYClyWLVuG1NRUREVFITMzE0VFRV63P336NKZPn47k5GRERkaid+/e2Lhxo/PfFyxYAJvN5vanT58+Rg6NiIiIWjDdaxWtW7cOM2fOxPLly5GZmYklS5Zg5MiR2L9/Pzp37txs+4aGBowYMQKdO3fGe++9h5SUFHz//fdo376923ZXX301Nm/efPnA2nAZJSIiInKnOzpYvHgxpk2bhqlTpwIAli9fjg0bNmDVqlWYNWtWs+1XrVqFqqoqfPHFFwgPDwcApKamNj+QNm2QlJSk93CIiIioFdE1VdTQ0ICdO3ciJyfn8g7sduTk5KCwsFDxMevXr0dWVhamT5+OxMRE9OvXD8888wwaGxvdtjt48CC6dOmC7t274/bbb8exY8cMnA4RERG1ZLpGXCoqKtDY2IjExES3nycmJuK7775TfMyRI0ewZcsW3H777di4cSMOHTqEBx98EBcuXMD8+fMBAJmZmXj99ddx1VVXobS0FAsXLsQNN9yA4uJitGvXrtk+6+vrUV9f7/x7TU2NntMgIiKiEGV5IonD4UDnzp3xyiuvICwsDIMHD8aJEyfw/PPPOwOXm2++2bn9gAEDkJmZiW7duuGdd97BPffc02yfeXl5WLhwodWHTkREREFG11RRQkICwsLCUF5e7vbz8vJy1fyU5ORk9O7dG2FhYc6f9e3bF2VlZWhoaFB8TPv27dG7d28cOnRI8d9nz56N6upq55/jx4/rOQ0iIiIKUboCl4iICAwePBgFBQXOnzkcDhQUFCArK0vxMdnZ2Th06BAcDofzZwcOHEBycjIiIiIUH3PmzBkcPnwYycnJiv8eGRmJ2NhYtz9ERETU8unu4zJz5kysWLECb7zxBvbt24cHHngAdXV1ziqjKVOmYPbs2c7tH3jgAVRVVeHhhx/GgQMHsGHDBjzzzDOYPn26c5tHH30Un376KY4ePYovvvgCt956K8LCwjBp0iQTTpGIiIhaCt05LhMmTMDJkycxb948lJWVISMjA/n5+c6E3WPHjsFuvxwPde3aFR9//DFmzJiBAQMGICUlBQ8//DAef/xx5zY//PADJk2ahMrKSnTq1AnDhg3Djh070KlTJxNOkYiIiFoKmyRJUqAPwlc1NTWIi4tDdXU1p42IiIhChJHrN9cqIiIiopDBwIWIiIhCBgMXIiIiChkMXIiIiChkMHAhIiKikMHAhYiIiEIGAxciIiIKGQxciIiIKGQwcCEiIqKQwcCFiIiIQgYDFyIiIgoZDFyIiIgoZDBwISIiopDBwIWIiIhCBgMXIiIiChkMXIiIiChkMHAhIiKikNEm0AdARBTKGh0Sikqq8FPteXRuF4WhafEIs9sCfVhELRYDFyIiAUoByqa9ZVj4j70orT7v3C45Lgrzx6ZjVL/kAB4tUcvFwIWISEN+cWmzAKV9dDhOn73QbNuy6vN44K1dePmOQQxeiCzAHBciIi/yi0vxwFu73IIWAIpBCwBIl/678B970eiQFLchIuMYuBARqWh0SFj4j73QG35IAEqrz6OopMqKwyJq1Ri4EBGpKCqpajbSosdPtcYfS0TKGLgQEanwNfDo3C7KpCMhIhmTc4mIVBgNPGwAkuKaKo+IyFwccSEiUjE0LR7JcVHQ05VF3nb+2HT2cyGyAAMXIiIVYXYb5o9NB4BmwYv89/bR4W4/T4qLYik0kYU4VURE5MWofsl4+Y5Bzfq4JF1qNDciPYmdc4n8yCZJUsg3GqipqUFcXByqq6sRGxsb6MMhohaIrf2JzGfk+s0RFyIiAWF2G7J6dAz0YRC1esxxISIiopDBwIWIiIhCBgMXIiIiChmGApdly5YhNTUVUVFRyMzMRFFRkdftT58+jenTpyM5ORmRkZHo3bs3Nm7c6NM+iYiIqPXRHbisW7cOM2fOxPz587Fr1y4MHDgQI0eOxE8//aS4fUNDA0aMGIGjR4/ivffew/79+7FixQqkpKQY3icRERG1TrrLoTMzM3Httddi6dKlAACHw4GuXbvioYcewqxZs5ptv3z5cjz//PP47rvvEB4e3uzfjezTE8uhiYiIQo+R67euEZeGhgbs3LkTOTk5l3dgtyMnJweFhYWKj1m/fj2ysrIwffp0JCYmol+/fnjmmWfQ2NhoeJ/19fWoqalx+0NEREQtn67ApaKiAo2NjUhMTHT7eWJiIsrKyhQfc+TIEbz33ntobGzExo0bMXfuXPz5z3/GU089ZXifeXl5iIuLc/7p2rWrntMgIiKiEGV5VZHD4UDnzp3xyiuvYPDgwZgwYQKefPJJLF++3PA+Z8+ejerqauef48ePm3jEREREFKx0dc5NSEhAWFgYysvL3X5eXl6OpKQkxcckJycjPDwcYWFhzp/17dsXZWVlaGhoMLTPyMhIREZGOv8up+lwyoiIiCh0yNdtPem2ugKXiIgIDB48GAUFBRg/fjyAphGVgoIC5ObmKj4mOzsbq1evhsPhgN3eNMBz4MABJCcnIyIiAgB079NTbW0tAHDKiIiIKATV1tYiLi5OaFvdaxXNnDkTd911F4YMGYKhQ4diyZIlqKurw9SpUwEAU6ZMQUpKCvLy8gAADzzwAJYuXYqHH34YDz30EA4ePIhnnnkG//M//yO8Ty1dunTB8ePH0a5dO9hswb/oWU1NDbp27Yrjx4+3uioonnvrPHegdZ8/z711njvQus9f5NwlSUJtbS26dOkivF/dgcuECRNw8uRJzJs3D2VlZcjIyEB+fr4zufbYsWPOkRWgaRTk448/xowZMzBgwACkpKTg4YcfxuOPPy68Ty12ux1XXnml3lMJuNjY2Fb3QZbx3FvnuQOt+/x57q3z3IHWff5a5y460iLT3ceFfNea+87w3FvnuQOt+/x57q3z3IHWff5WnTvXKiIiIqKQwcAlACIjIzF//ny3yqjWgufeOs8daN3nz3NvnecOtO7zt+rcOVVEREREIYMjLkRERBQyGLgQERFRyGDgQkRERCGDgQsRERGFDAYuJvvss88wduxYdOnSBTabDR9++KHmY7Zu3YpBgwYhMjISPXv2xOuvv275cVpB77m///77GDFiBDp16oTY2FhkZWXh448/9s/BWsDIey/bvn072rRpg4yMDMuOz0pGzr2+vh5PPvkkunXrhsjISKSmpmLVqlXWH6wFjJz/22+/jYEDByI6OhrJycn47W9/i8rKSusP1mR5eXm49tpr0a5dO3Tu3Bnjx4/H/v37NR/37rvvok+fPoiKikL//v2xceNGPxytuYyc+4oVK3DDDTegQ4cO6NChA3JyclBUVOSnIzaP0fddtnbtWthsNudSP3owcDFZXV0dBg4ciGXLlgltX1JSgjFjxuCmm27Cnj178Mgjj+Dee+8NyQu43nP/7LPPMGLECGzcuBE7d+7ETTfdhLFjx2L37t0WH6k19J6/7PTp05gyZQp+8YtfWHRk1jNy7rfddhsKCgqwcuVK7N+/H2vWrMFVV11l4VFaR+/5b9++HVOmTME999yDb7/9Fu+++y6Kioowbdo0i4/UfJ9++immT5+OHTt2YNOmTbhw4QJ++ctfoq6uTvUxX3zxBSZNmoR77rkHu3fvxvjx4zF+/HgUFxf78ch9Z+Tct27dikmTJuGTTz5BYWEhunbtil/+8pc4ceKEH4/cd0bOXXb06FE8+uijuOGGG4w9uUSWASB98MEHXrd57LHHpKuvvtrtZxMmTJBGjhxp4ZFZT+TclaSnp0sLFy40/4D8TM/5T5gwQZozZ440f/58aeDAgZYelz+InPu//vUvKS4uTqqsrPTPQfmRyPk///zzUvfu3d1+9pe//EVKSUmx8Mj846effpIASJ9++qnqNrfddps0ZswYt59lZmZK//3f/2314VlK5Nw9Xbx4UWrXrp30xhtvWHhk1hM994sXL0rXX3+99Oqrr0p33XWXNG7cON3PxRGXACssLEROTo7bz0aOHInCwsIAHVHgOBwO1NbWIj4+PtCH4jevvfYajhw5gvnz5wf6UPxq/fr1GDJkCP74xz8iJSUFvXv3xqOPPopz584F+tD8IisrC8ePH8fGjRshSRLKy8vx3nvvYfTo0YE+NJ9VV1cDgNff45b6vSdy7p7Onj2LCxcuhPz3nui5/+EPf0Dnzp1xzz33GH4u3YsskrnKysqaLSaZmJiImpoanDt3Dm3btg3Qkfnfn/70J5w5cwa33XZboA/FLw4ePIhZs2bh888/R5s2retX8ciRI9i2bRuioqLwwQcfoKKiAg8++CAqKyvx2muvBfrwLJednY23334bEyZMwPnz53Hx4kWMHTtW9zRjsHE4HHjkkUeQnZ2Nfv36qW6n9r1XVlZm9SFaRvTcPT3++OPo0qVLs0AulIie+7Zt27By5Urs2bPHp+fjiAsFhdWrV2PhwoV455130Llz50AfjuUaGxsxefJkLFy4EL179w704fidw+GAzWbD22+/jaFDh2L06NFYvHgx3njjjVYx6rJ37148/PDDmDdvHnbu3In8/HwcPXoU999/f6APzSfTp09HcXEx1q5dG+hD8Tsj5/7ss89i7dq1+OCDDxAVFWXh0VlL5Nxra2tx5513YsWKFUhISPDp+VrXbV4QSkpKQnl5udvPysvLERsb22pGW9auXYt7770X7777bkjfdehRW1uL//u//8Pu3buRm5sLoOliLkkS2rRpg3//+98YPnx4gI/SOsnJyUhJSXFbzr5v376QJAk//PADevXqFcCjs15eXh6ys7Px+9//HgAwYMAAxMTE4IYbbsBTTz2F5OTkAB+hfrm5ufjnP/+Jzz77DFdeeaXXbdW+95KSkqw8RMvoOXfZn/70Jzz77LPYvHkzBgwYYPERWkf03A8fPoyjR49i7Nixzp85HA4AQJs2bbB//3706NFD6DkZuARYVlZWszLATZs2ISsrK0BH5F9r1qzBb3/7W6xduxZjxowJ9OH4TWxsLL755hu3n7300kvYsmUL3nvvPaSlpQXoyPwjOzsb7777Ls6cOYMrrrgCAHDgwAHY7XbhL/5Qdvbs2WbTg2FhYQAAKcSWj5MkCQ899BA++OADbN26Veizm5WVhYKCAjzyyCPOn4Xi956RcweAP/7xj3j66afx8ccfY8iQIRYfpTX0nnufPn2afefNmTMHtbW1ePHFF9G1a1ddT04mqq2tlXbv3i3t3r1bAiAtXrxY2r17t/T9999LkiRJs2bNku68807n9keOHJGio6Ol3//+99K+ffukZcuWSWFhYVJ+fn6gTsEwvef+9ttvS23atJGWLVsmlZaWOv+cPn06UKfgE73n7ymUq4r0nnttba105ZVXSv/5n/8pffvtt9Knn34q9erVS7r33nsDdQo+0Xv+r732mtSmTRvppZdekg4fPixt27ZNGjJkiDR06NBAnYJhDzzwgBQXFydt3brV7ff47Nmzzm3uvPNOadasWc6/b9++XWrTpo30pz/9Sdq3b580f/58KTw8XPrmm28CcQqGGTn3Z599VoqIiJDee+89t8fU1tYG4hQMM3LunoxWFTFwMdknn3wiAWj256677pIkqemNuvHGG5s9JiMjQ4qIiJC6d+8uvfbaa34/bjPoPfcbb7zR6/ahxsh77yqUAxcj575v3z4pJydHatu2rXTllVdKM2fOdPvSCyVGzv8vf/mLlJ6eLrVt21ZKTk6Wbr/9dumHH37w/8H7SOm8Abh9j914443Nfq/feecdqXfv3lJERIR09dVXSxs2bPDvgZvAyLl369ZN8THz58/3+/H7wuj77spo4GK7dABEREREQY9VRURERBQyGLgQERFRyGDgQkRERCGDgQsRERGFDAYuREREFDIYuBAREVHIYOBCREREIYOBCxEREYUMBi5EREQUMhi4EBERUchg4EJEREQhg4ELERERhYz/D1LSbbtvScVFAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.scatter(samples[\"alpha\"], samples[\"beta\"])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vizualize the results"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"with File(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity/flow_samples_A2_Carrick2015.hdf5\", 'r') as f:\n",
" beta = f[\"sim_0/Vext_z\"][:]"
]
},
{
"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.hist(beta, bins=\"auto\", density=True, histtype=\"step\")\n",
"\n",
"plt.show()"
]
},
{
"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": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}