Files
AstronomicalData/_sources/pilot_day3.ipynb
2020-11-18 19:32:36 -05:00

1424 lines
722 KiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"filename = 'gd1_results.fits'\n",
"from astropy.table import Table\n",
"\n",
"results = Table.read(filename)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pyia.data.GaiaData"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pyia import GaiaData\n",
"\n",
"gaia_data = GaiaData(results)\n",
"type(gaia_data)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import astropy.units as u\n",
"\n",
"skycoord = gaia_data.get_skycoord(\n",
" distance=8*u.kpc, \n",
" radial_velocity=0*u.km/u.s)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"astropy.coordinates.sky_coordinate.SkyCoord"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import gala.coordinates as gc\n",
"\n",
"transformed = skycoord.transform_to(gc.GD1Koposov10)\n",
"type(transformed)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"astropy.coordinates.sky_coordinate.SkyCoord"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gd1_coord = gc.reflex_correct(transformed)\n",
"\n",
"type(gd1_coord)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"phi1 = gd1_coord.phi1\n",
"phi2 = gd1_coord.phi2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.plot(phi1, phi2, 'ko', markersize=0.1, alpha=0.2)\n",
"\n",
"plt.xlabel('ra (degree GD1)')\n",
"plt.ylabel('dec (degree GD1)');"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(140340, 8)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = results.to_pandas()\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(140340, 10)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['phi1'] = gd1_coord.phi1\n",
"df['phi2'] = gd1_coord.phi2\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(140340, 12)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"df['pm_phi1'] = gd1_coord.pm_phi1_cosphi2\n",
"df['pm_phi2'] = gd1_coord.pm_phi2\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"25084"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phi2_min = -1.0 * u.deg\n",
"phi2_max = 1.0 * u.deg\n",
"\n",
"phi_mask = ((df['phi2'] > phi2_min) & \n",
" (df['phi2'] < phi2_max))\n",
"\n",
"phi_mask.sum()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"centerline = df[phi_mask]\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm1 = centerline['pm_phi1']\n",
"pm2 = centerline['pm_phi2']\n",
"\n",
"plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n",
" \n",
"plt.xlabel('Proper motion phi1 (GD1 frame)')\n",
"plt.ylabel('Proper motion phi2 (GD1 frame)')\n",
"\n",
"plt.xlim(-12, 8)\n",
"plt.ylim(-10, 10);"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"pm1_min = -8.9\n",
"pm1_max = -6.9\n",
"pm2_min = -2.2\n",
"pm2_max = 1.0"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"pm1_rect = [pm1_min, pm1_min, pm1_max, pm1_max, pm1_min] * u.mas/u.yr\n",
"pm2_rect = [pm2_min, pm2_max, pm2_max, pm2_min, pm2_min] * u.mas/u.yr"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n",
"plt.plot(pm1_rect, pm2_rect, '-')\n",
" \n",
"plt.xlabel('Proper motion phi1 (GD1 frame)')\n",
"plt.ylabel('Proper motion phi2 (GD1 frame)')\n",
"\n",
"plt.xlim(-12, 8)\n",
"plt.ylim(-10, 10);"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def between(series, low, high):\n",
" \"\"\"Make a Boolean Series.\n",
" \n",
" series: Pandas Series\n",
" low: lower bound\n",
" high: upper bound\n",
" \n",
" returns: Boolean Series\n",
" \"\"\"\n",
" return (series > low) & (series < high)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"pm_mask = (between(df['pm_phi1'], pm1_min, pm1_max) & \n",
" between(df['pm_phi2'], pm2_min, pm2_max))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1049"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm_mask.sum()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"selected = df[pm_mask]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"phi1 = selected['phi1']\n",
"phi2 = selected['phi2']\n",
"\n",
"plt.plot(phi1, phi2, 'ko', markersize=0.5, alpha=0.5)\n",
"\n",
"plt.xlabel('ra (degree GD1)')\n",
"plt.ylabel('dec (degree GD1)');"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"filename = 'gd1_dataframe.hdf5'\n",
"\n",
"df.to_hdf(filename, 'df')\n",
"centerline.to_hdf(filename, 'centerline')\n",
"selected.to_hdf(filename, 'selected')"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-rw-rw-r-- 1 downey downey 17M Nov 18 19:06 gd1_dataframe.hdf5\r\n"
]
}
],
"source": [
"!ls -lh gd1_dataframe.hdf5"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"!rm gd1_dataframe.hdf5"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2020-11-18 19:31:21-- https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_dataframe.hdf5\n",
"Resolving github.com... 140.82.114.3\n",
"Connecting to github.com|140.82.114.3|:443... connected.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_dataframe.hdf5 [following]\n",
"--2020-11-18 19:31:21-- https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_dataframe.hdf5\n",
"Resolving raw.githubusercontent.com... 151.101.116.133\n",
"Connecting to raw.githubusercontent.com|151.101.116.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 17335888 (17M) [application/octet-stream]\n",
"Saving to: gd1_dataframe.hdf5\n",
"\n",
"gd1_dataframe.hdf5 100%[===================>] 16.53M 8.77MB/s in 1.9s \n",
"\n",
"2020-11-18 19:31:24 (8.77 MB/s) - gd1_dataframe.hdf5 saved [17335888/17335888]\n",
"\n"
]
}
],
"source": [
"!wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_dataframe.hdf5"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"filename = 'gd1_dataframe.hdf5'\n",
"df = pd.read_hdf(filename, 'df')\n",
"centerline = pd.read_hdf(filename, 'centerline')\n",
"selected = pd.read_hdf(filename, 'selected')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(140340, 12)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(25084, 12)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centerline.shape"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1049, 12)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"selected.shape"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"points = selected[['pmra', 'pmdec']].to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ -3.65859609, -12.48641977],\n",
" [ -3.57235105, -13.19584836],\n",
" [ -4.52678061, -12.74505387],\n",
" ...,\n",
" [ -3.7313674 , -13.06684162],\n",
" [ -3.63378135, -12.93358913],\n",
" [ -3.44742277, -13.22808211]])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"points"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1049, 2)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"points.shape"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"from scipy.spatial import ConvexHull"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"hull = ConvexHull(points)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<scipy.spatial.qhull.ConvexHull at 0x7fac07b1b8e0>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hull"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 692, 873, 141, 303, 42, 622, 45, 83, 127, 182, 1006,\n",
" 971, 967, 1001, 969, 940], dtype=int32)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hull.vertices"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"pm_vertices = points[hull.vertices]"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(pm_vertices)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(16, 2)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm_vertices.shape"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ -4.05037121, -14.75623261],\n",
" [ -3.41981085, -14.72365546],\n",
" [ -3.03521988, -14.44357135],\n",
" [ -2.26847919, -13.7140236 ],\n",
" [ -2.61172203, -13.24797471],\n",
" [ -2.73471401, -13.09054471],\n",
" [ -3.19923146, -12.5942653 ],\n",
" [ -3.34082546, -12.47611926],\n",
" [ -5.67489413, -11.16083338],\n",
" [ -5.95159272, -11.10547884],\n",
" [ -6.42394023, -11.05981295],\n",
" [ -7.09631023, -11.95187806],\n",
" [ -7.30641519, -12.24559977],\n",
" [ -7.04016696, -12.88580702],\n",
" [ -6.00347705, -13.75912098],\n",
" [ -4.42442296, -14.74641176]])"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm_vertices"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"xs, ys = np.transpose(pm_vertices)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-4.05037121, -3.41981085, -3.03521988, -2.26847919, -2.61172203,\n",
" -2.73471401, -3.19923146, -3.34082546, -5.67489413, -5.95159272,\n",
" -6.42394023, -7.09631023, -7.30641519, -7.04016696, -6.00347705,\n",
" -4.42442296])"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xs"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-14.75623261, -14.72365546, -14.44357135, -13.7140236 ,\n",
" -13.24797471, -13.09054471, -12.5942653 , -12.47611926,\n",
" -11.16083338, -11.10547884, -11.05981295, -11.95187806,\n",
" -12.24559977, -12.88580702, -13.75912098, -14.74641176])"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ys"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm1 = centerline['pmra']\n",
"pm2 = centerline['pmdec']\n",
"plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
"pm1 = selected['pmra']\n",
"pm2 = selected['pmdec']\n",
"plt.plot(pm1, pm2, 'gx', markersize=1, alpha=0.3)\n",
"\n",
"plt.plot(xs, ys)\n",
" \n",
"plt.xlabel('Proper motion ra (ICRS frame)')\n",
"plt.ylabel('Proper motion dec (ICRS frame)')\n",
"\n",
"plt.xlim([-10, 5])\n",
"plt.ylim([-20, 5]);"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ -4.05037121, -14.75623261],\n",
" [ -3.41981085, -14.72365546],\n",
" [ -3.03521988, -14.44357135],\n",
" [ -2.26847919, -13.7140236 ],\n",
" [ -2.61172203, -13.24797471],\n",
" [ -2.73471401, -13.09054471],\n",
" [ -3.19923146, -12.5942653 ],\n",
" [ -3.34082546, -12.47611926],\n",
" [ -5.67489413, -11.16083338],\n",
" [ -5.95159272, -11.10547884],\n",
" [ -6.42394023, -11.05981295],\n",
" [ -7.09631023, -11.95187806],\n",
" [ -7.30641519, -12.24559977],\n",
" [ -7.04016696, -12.88580702],\n",
" [ -6.00347705, -13.75912098],\n",
" [ -4.42442296, -14.74641176]])"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm_vertices"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"32"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t = [str(x) for x in pm_vertices.flatten()]\n",
"len(t)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'-4.050371212154984, -14.75623260987968, -3.4198108491382455, -14.723655456335619, -3.035219883740934, -14.443571352854612, -2.268479190206636, -13.714023598831554, -2.611722027231764, -13.247974712069263, -2.7347140078529106, -13.090544709622938, -3.199231461993783, -12.594265302440828, -3.34082545787549, -12.476119260818695, -5.674894125178565, -11.160833381392624, -5.95159272432137, -11.105478836426514, -6.423940229776128, -11.05981294804957, -7.096310230579248, -11.951878058650085, -7.306415190921692, -12.245599765990594, -7.040166963232815, -12.885807024935527, -6.0034770546523735, -13.759120984106968, -4.42442296194263, -14.7464117578883'"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm_point_list = ', '.join(t)\n",
"pm_point_list"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"phi1_min = -70\n",
"phi1_max = -20\n",
"phi2_min = -5\n",
"phi2_max = 5"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"import astropy.units as u\n",
"\n",
"phi1_rect = [phi1_min, phi1_min, phi1_max, phi1_max] * u.deg\n",
"phi2_rect = [phi2_min, phi2_max, phi2_max, phi2_min] * u.deg"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"import gala.coordinates as gc\n",
"import astropy.coordinates as coord\n",
"\n",
"corners = gc.GD1Koposov10(phi1=phi1_rect, phi2=phi2_rect)\n",
"corners_icrs = corners.transform_to(coord.ICRS)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258'"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"point_base = \"{point.ra.value}, {point.dec.value}\"\n",
"\n",
"t = [point_base.format(point=point)\n",
" for point in corners_icrs]\n",
"\n",
"point_list = ', '.join(t)\n",
"point_list"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"query_base = \"\"\"SELECT \n",
"{columns}\n",
"FROM gaiadr2.gaia_source\n",
"WHERE parallax < 1\n",
" AND bp_rp BETWEEN -0.75 AND 2 \n",
" AND 1 = CONTAINS(POINT(ra, dec), \n",
" POLYGON({point_list}))\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"columns = 'source_id, ra, dec, pmra, pmdec, parallax, parallax_error, radial_velocity'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise 1:** Use `format` to format `query_base` and define `query`, filling in the values of `columns` and `point_list`."
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"query = query_base.format(columns=columns, point_list=point_list)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SELECT \n",
"source_id, ra, dec, pmra, pmdec, parallax, parallax_error, radial_velocity\n",
"FROM gaiadr2.gaia_source\n",
"WHERE parallax < 1\n",
" AND bp_rp BETWEEN -0.75 AND 2 \n",
" AND 1 = CONTAINS(POINT(ra, dec), \n",
" POLYGON(135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258))\n",
"\n"
]
}
],
"source": [
"print(query)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise 2:** Modify `query_base` by adding a new clause to select stars whose coordinates of proper motion, `pmra` and `pmdec`, fall within the polygon defined by `pm_point_list`."
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"query_base = \"\"\"SELECT \n",
"{columns}\n",
"FROM gaiadr2.gaia_source\n",
"WHERE parallax < 1\n",
" AND bp_rp BETWEEN -0.75 AND 2 \n",
" AND 1 = CONTAINS(POINT(ra, dec), \n",
" POLYGON({point_list}))\n",
" AND 1 = CONTAINS(POINT(pmra, pmdec), \n",
" POLYGON({pm_point_list}))\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"query = query_base.format(columns=columns, \n",
" point_list=point_list, \n",
" pm_point_list=pm_point_list)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SELECT \n",
"source_id, ra, dec, pmra, pmdec, parallax, parallax_error, radial_velocity\n",
"FROM gaiadr2.gaia_source\n",
"WHERE parallax < 1\n",
" AND bp_rp BETWEEN -0.75 AND 2 \n",
" AND 1 = CONTAINS(POINT(ra, dec), \n",
" POLYGON(135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258))\n",
" AND 1 = CONTAINS(POINT(pmra, pmdec), \n",
" POLYGON(-4.050371212154984, -14.75623260987968, -3.4198108491382455, -14.723655456335619, -3.035219883740934, -14.443571352854612, -2.268479190206636, -13.714023598831554, -2.611722027231764, -13.247974712069263, -2.7347140078529106, -13.090544709622938, -3.199231461993783, -12.594265302440828, -3.34082545787549, -12.476119260818695, -5.674894125178565, -11.160833381392624, -5.95159272432137, -11.105478836426514, -6.423940229776128, -11.05981294804957, -7.096310230579248, -11.951878058650085, -7.306415190921692, -12.245599765990594, -7.040166963232815, -12.885807024935527, -6.0034770546523735, -13.759120984106968, -4.42442296194263, -14.7464117578883))\n",
"\n"
]
}
],
"source": [
"print(query)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Created TAP+ (v1.2.1) - Connection:\n",
"\tHost: gea.esac.esa.int\n",
"\tUse HTTPS: True\n",
"\tPort: 443\n",
"\tSSL Port: 443\n",
"Created TAP+ (v1.2.1) - Connection:\n",
"\tHost: geadata.esac.esa.int\n",
"\tUse HTTPS: True\n",
"\tPort: 443\n",
"\tSSL Port: 443\n",
"INFO: Query finished. [astroquery.utils.tap.core]\n",
"<Table length=7346>\n",
" name dtype unit description n_bad\n",
"--------------- ------- -------- ------------------------------------------------------------------ -----\n",
" source_id int64 Unique source identifier (unique within a particular Data Release) 0\n",
" ra float64 deg Right ascension 0\n",
" dec float64 deg Declination 0\n",
" pmra float64 mas / yr Proper motion in right ascension direction 0\n",
" pmdec float64 mas / yr Proper motion in declination direction 0\n",
" parallax float64 mas Parallax 0\n",
" parallax_error float64 mas Standard error of parallax 0\n",
"radial_velocity float64 km / s Radial velocity 7295\n",
"Jobid: 1605731697505O\n",
"Phase: COMPLETED\n",
"Owner: None\n",
"Output file: async_20201118153457.vot\n",
"Results: None\n"
]
}
],
"source": [
"from astroquery.gaia import Gaia\n",
"\n",
"job = Gaia.launch_job_async(query)\n",
"print(job)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"astropy.table.table.Table"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"candidate_table = job.get_results()\n",
"type(candidate_table)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACNOUlEQVR4nO39fXhb13UnCv92C5yGFCopkD9gfUASCZkgTYAyQdokLVGJ5KpsHkZleXX58qoaR3nHN8m4da+eccdNJ33S5J3JJK9b3euO3+vWGbd1PKqGw/BlFVZ16Q/JFqkQlEnQAqCQoATSImxJsGzBlnxE2gdIz/0DXIv7HFKy7Jj64v49jx4SB+djn0177bXX+q3fEqZpQkFBQUFh4eDXrvcAFBQUFBSuLZThV1BQUFhgUIZfQUFBYYFBGX4FBQWFBQZl+BUUFBQWGBzXewBXg9tuu81cs2bN9R6GgoKCwk2FSCTynmmat9uP3xSGf82aNRgcHLzew1BQUFC4qSCEmJjruAr1KCgoKCwwKMOvoKCgsMCgDL+CgoLCAoMy/AoKCgoLDMrwKygoKCwwKMOvoKCgsMCgDL+CgoLCAoMy/AoKCjcUDMO43kO45aEMv4KCwg0DwzBw7Nixyxp/tSh8PlCGX0FB4YbC+vXroWnarOPyoqAWgF8NyvArKChcF9iNNxn2ub4DAE3TsH79ej5P1/XLnqtwZSjDr6CgcM1xuZAOGfbBwcE5DbphGBgeHobP58Pw8DDS6bTlPrQYKFwZyvArKCjMK67kvVNIRzb2kUjkskY/Go2irKwMbrcbPp8PBw4cgNfrhaZpyGQyaGtrUzuBq4Ay/AoKCp87KA5/pWStpmmWeL1pmvxdVVXVrDi/YRgQQvBnl8uF1atXY3R0FLquI5FIYM2aNdA0DbquIxwOK+N/GSjDr6Cg8LmBDPng4CAGBgZgGAZ8Pt9lPfhwOIyBgQEAQEVFBTRNg2macxr94eFh+P1+xGIx9upra2vhcDigaRqqqqpQX18PAAiHwxgZGYGu6/xstQjMQBl+BQWFzwVycraqqgqlpaWIRCJ4/vnnsXfvXmQymVmMHIfDgdLSUgDA8PAwDMOwhH/oXE3TUFZWBpfLxeGggYEBaJrGCwb9A4BFixbhK1/5CkZGRjA4OAhd1y0J4YUOIW+vblRUVVWZqhGLgsL1h67rbHwpVCN75/RZ13UMDw/D6/UikUjA7/djbGwMU1NTKCgoQHV1NZ8/PDyM9evXA7CGfyKRCEzTRFVVFQAgFoshGAzO2g0cO3ZsVr7AMAzEYjH4/X7L+cPDw7yALAQIISKmaVbZjyuPX0FB4aqg6zo6OjqQTqdnedGyF5/JZBCLxeDz+ZBKpRAMBuHxeFBRUYHCwkJUVFQAyBtse5KXEIvFYBgGpqamEIlEMDg4iAsXLqC/vx8ALB5+WVmZxejTrmNychLxeBz9/f3Yu3cvDMNAWVmZJVS0UKEMv4KCwlXB5XJh27ZtGB8fZ8+eDOnAwAB0XUdPTw/a29sxOTnJ3yeTSRiGAZfLhaqqKrhcLjb4BJnVQ/H62tpaLFmyBKFQCFVVVXA4HEgmk7Pi9hQiAqxsoYKCAoRCIdTU1MDn8yEej/M1czGHFlIOQIV6FBQUrgpyeAeAxcsmhMNhBAIBaJqGWCzGYRr5fPl+4XAYDocDFRUViEajlni9/Ez6Xdd1xONxDgG5XC7ous7XyGOTr9V1HdFoFNXV1cwACgaDHLYC8juQWy0MpEI9CgoKV4W5PF85rCMbZsC6ADgcDvboTdO0GFX5vvQ7GX2Xy8XGnzx/+/mycb948SIikQh0XbfsOAYGBiw7B4LL5eIkMuUchoeH+b0AcFHYQvD8leFXUFjgkMMmZAhlwytXy84VHyfPPRqNsnEF8vTM4eFhAOA4vMztp3PIw3a5XKiuruZdwsDAAMLhMHRd55xCNBpFLpdDKpWyhIVopyBfL0PXdXR1dUHXdZimCZfLxd49hZySyaRlnHPN0a2CeTX8QohTQoi4EOKYEGJw+phbCPGyEOLk9M8vzucYFBQULg/ZqA4MDCAWi6GsrAzAjJcuJ1Cz2Syi0egsbjzRMhOJBHPzZW2daDTKzzAMg40tedj28JGmaSgtLYXT6QQA5vZXV1djy5Yt2LVrFzZt2sTnk9cv7zAymQy/p8vlwvbt2+F2uzncQx4/7STWr1/PoSM5aW0YhuXetwKuhcf/ZdM010txpm8DOGia5joAB6c/KygoXGOQQZ6cnIRhGOwty8lX8n5jsRgikQhCoZCFikmee3V1NdxuN6qqqvgcMsrRaBRTU1MWlo68oABgQ5vJZPj3ZDIJv9/POwEy0PaYvuz10w7D5/Ohs7PTsjuhnQV5/16vl9lDAPjexEiKxWJc/SuEUIb/V8TvAvjJ9O8/AdB0HcagoLDgQV61aZro7Oy0yCzQ9/Rz5cqVXCELgA0+LQ5yEpU8abq2oqICTqeTWTW0a0in05ZQUH9/Pzo7O+Hz+TgUQyweun8ymcQTTzyBgwcPMouIxkzXaJoGl8sFn883K2xjGAYSiQS2bdsGl8tlkYkgZlE2m4XL5UIwGITD4QAABINBy+7kZqeDzrfhNwG8JISICCG+MX3sTtM0zwLA9M875rpQCPENIcSgEGLw3XffnedhKijc+rAbdsMwkEwmUVtbi+bmZhiGgba2NvT19c3i5T/77LNYtWrVLO68bFjJk/Z4POxtk0deW1uLUCiE+vp61NfXo7i4GN3d3fD5fADyC0RhYSEaGxvhdrv5OvK8DcNAJpPB3//933M9gK7rePXVV5FOp7kymEJKmqahrq4OwOzEMoWNhoeHLTkJGkcoFOLFg3YR9M6Uz2hra7OEkm42zCudUwix3DTNM0KIOwC8DOBRAF2maS6VznnfNM0rxvkVnVNB4dPBzmqhWL4QAg6Hg0MnmUwGLpeLaZWlpaUcEpGvT6fTGBsb4yQqUR/pd5/PB7fbzZ5wf38/KisrkUgkYJomG1CK7R87dgxerxdut5vvBcxU1sZiMbz77rtYunQpTNNkI55Op+F2uwHkQzeZTAaapuG5557Djh07EI/H4XQ6LSJvdkqoPEeDg4PQNI0rgmnnYJ9LIE9VBYBQKMSLplxxfCPiutA5TdM8M/3zHIB/BHAfgHeEEHdND+ouAOfmcwwKCgsFsidv16iPRqMQQiAQCLDxlpkuTqfTwrCx69q4XC7kcjmQA+bz+TjJK8fTib+fzWYxMjKCYDCI6upqZs+QEfZ6vUilUgDyYR47+6eoqAivv/46SkpKUFVVBcMw0NfXhxdeeAH9/f38bFoEKBdQW1s7S9nTXtVLyVr6zu/3IxqNIhwOWwq7aHck3yubzfJzyehfrnfAjYx5M/xCiEVCiN+k3wFsBXAcQBeAr02f9jUAP5uvMSgoLBTIRk0OxRAVs7S0FIFAgCUMyLMlpgsZS0pmypx2ukdJSQnfM5FIYGpqCtFolEMyFPrx+/0szUCJYhpjW1sb0um0JcxD8fhoNIpIJIJwOAyXy4XHHnsMLpcLkUgE0WgUVVVV2LlzJ+rr63nHQolnilzYawzsOQvKSeRyOU4Ku91unh+K6dNugOoDKARkGIZlkQOsctL2v8mNCsc83vtOAP84rZ/tALDPNM1uIcQAgHYhxL8FkALwv87jGBQUbknMVaFqN/Zk5MrKypj/Pjk5iYmJCdTU1ACAJayj6zpGRkZgGAYWLVpkEUTz+Xxc+ETSCzLq6uosi8Jc0sqapmHdunW84Giahp6eHlRWViKZTKK0tBSapmFwcJAF2UioTQ5B2e8ZDAYRi8Usc0NzMjAwACEEV+kSHA4HL366rqOzsxPr1q3j+D6QVxilZLWcxG5sbLTMO2kPybBfd6NBSTYoKNxkIG+UYuckdSAbGjlcQbIEsuQCGVgKo8hUR3usm0JF58+fx7Jly1BdXW257+XUMWU5BLl4S5ZOeOKJJ7BlyxYEAgGkUinLzoHOLS0t5Xj65YwovZOu64hEIjh58iRaW1v5WDKZ5MWL3lmer7kqkundiGWk6zr27dsHv98PACgoKOD5F0LwromuuxHkH5Rkg4LCLQIKURCfnsIWdsPY19fHrQjJ0AEzXv4HH3zAipt0Dn0nh3lisRiKi4tx7tw5lJaWwjAMdHR0cGLVLrYGgCt8w+GwRckTAHfRcrvdePzxxxEKhZBKpeD1etHZ2clSDMPDw6ioqOB4un1Bk58p73RCoRCam5t5LhKJBIu0TU5O8hzI8yWHpOR5LisrQzweRzgcRjweR0lJCSorK1FQUMC7kOrqal4M6DoqBpPHKIedrjeU4VdQuAlBRioSiXDCEYCFQllXV8cGkNgydF06ncbPf/5z6LrOYRdZ40Y25qZpwu12o7W1FW63m1U6SXUTmEkGU4VrNpsFkA+pUJiFDC2FiWihIakEj8eD1tZWhEIhi3wCvS8tJPbK2rnGnUgkeCwUdjIMgyuBZXySMXY4HAiFQggEAti0aRPcbjcqKiqQTCa5uUxnZycOHz48a4dD9x8cHERfXx+P/3pDGX4FhZsAn+QthsNhHDx4EHv37kVPTw8bl2QyCQCWsIOu6zh06BB+//d/H4cOHeL72sO+clUu8doJbrfbwuUno07ePCVJZaYQMMOAocQpAPaOaSGgQiwaAxn4SCTCRWDEBCLtHZlTPzw8bGETyVW/FMOXF4/LdeaiHQTF8Lu6uniuKCHd1dUFANi6dSsWLVpkudYuM11VVTVL8uJ6QRl+BYUbCPZQBhn8wcHBWc3DyZDV1NRA0/L6801NTXA4HJzslDVx5N3A9u3bUVZWxp47MNPzlp5BxleOz8vjtOvgk4Gjwidi49iLpwBYhNXkuLgcXopGo5YCLvK66Rqv14tkMolVq1bh6aeftoSe5Hg9/aTKYxo7LYa0iMiLB42ZFiVKSNsXv+3bt8MwDLzwwguzun3JCykdJ7bT5cJW1woquaugcINATgpSUlNORlJSlIyIzByZC7IRymQyGBkZwdTUFJxOJ2pra/kcOVwjx8JN08TSpUuZNZPNZhEKhSxJW/tz5NaMAwMDszx+GjMZW3tSWH43undPTw8KCwstRVaUwKVQlszpp4XSzuensdmfZRgG1zTIYS/TNC200bkSy4ZhoKenB4lEArt27bLcX9d1y5hoPug+9Leez3aQKrmroHCDg7xVw8jrzcfjcVy6dAkA2IuWvW8SE6PQBTATnrGzU5LJJIqLiy3HKAZO51LF7OTkJH7xi19gfHyc6ZvBYBAAWBJBLoSS8wty0tdu9Am0k7AvWPZ3k3cLpJ9P3nogEGDWTkdHx6z3tTu08g5FTgaTKJzs0dPORZ7vucJBNLaCggLs2LHDwp4Kh8Po7Oy07CIoDCbrHFHIKBaLXVMJCGX4FRSuE+y9aoG8MWlvb8fY2BhKSko4bpxKpSyNQ8jAJBIJpNNpPPnkk9B1fU7vX9M0eDwejI+Pw+FwcLiEDBEZNiBvnO6//36sX78eO3bsYN0cqoolD5iek8vlLM/Ztm0bRkZG2LOX30/XdbS1taG3t5e1buR3kcdBMXoAOHXqFIAZQ0nibZR3kEMwZOCpJkAeGy2qJNlMxpkWT/siReEfYvfI7yOHpkiZVB4/6R8NDQ0xVZRCQbTw0ZwkEgl88MEHs9RE5xMq1KOgcB1ARnD16tWsK2+P65MhSqfT+P73v48///M/h8fjAWAN0dACQmEFCnNQqCGdTuPpp5/GI488wpWwtbW1lmfIHPvi4mKMjo5yOEjm6cvc9kQiAcMwUFdXZ4mbU/GVHL+XQzi0Q4nH47wI0bUEOQyUyWSY5TNXqMb+ea7iKXs4a2RkhJO2c2nz0HMp/EM8fnsoR27hKD+HxvHDH/4Qmzdvxr333osDBw5gzZo1s5hFNAcEez3Br4LLhXqU4VdQuIaQDVQmk2HDIceV5aKgoqIijI2NYdWqVfB4PLOMcCaTwZNPPolNmzZh8eLFKC0txcjICIqLi/H000/j4YcfRjqdhtfrZePU1taG5uZmLmqSvVW3243XXnsNK1aswJYtWyzjtRtWKmyyJ0vJUMuCbPYaA13XsXfvXhQXF2PRokXw+/1IJBLIZrOWdozy+XIP37kKrS6XL5C/J8g5ADsFU76XnLOga+h6w8j3F1i8eDGPl8JfuVwOoVAIvb29cDgc/I50jpyrAGYa2XR2dmLNmjWor6+f810+LS5n+GGa5g3/LxQKmQoKNzs+/vhj8+jRo+bHH39sfvjhh+bHH39snj9/3vz5z39ufvzxx/yPzj1//rz513/91+bLL7885/dHjhwxX375ZfOFF14wP/zwQ/PDDz80jx49an744YemaZrm2bNnzddee8388MMPzfPnz5t///d/b54/f97yPR0zTZPPmZiYMF999VXLNUePHuXzaPz0LPpJ45M/033nwtmzZ2e9k/095bmjd5HnS/7+cnNO47Ufk+dxrr+BfUxHjhyxXPfhhx+aR44c4fmR3/e1116zPFu+Tj7X/v358+fNI0eO8Hjt539aABg057CpKsavoDCPkMM3cpy5ra0NPT09zJaRvU766XK54Pf7UV5eDgDMe6fvS0tLUVBQgI0bN1r473IPW9LeSSaTaGho4Nh4JpNBKpXiYxQW2r59OzweD4QQHLOXOevpdBrHjh2zVKfKsXNgRmGTYumkAErQdR26rqO7u9vS3lAOcdg19IGZ2gBzuom7nFi27wDoJ/XtpUQxee4yKioqEAwGLe9A1/f09PD5MqOK/j4U35d3YaRVRO/W399veZ69CpkqqmkOSktLudpZpqd+nphPkTYFhQUNezycaJmGYaC1tdVyLilMlpaWWhqRBINBdHV1Ydu2bZZEqszUkUMCdkExuZuVpml87/b2dnzlK1+Bx+OBy+Xi6ygUMTk5OUu/v6GhAaOjo7Ni0oZh8BjpXYLBII+DKJLATG6jtbUVDQ0NiMViOH78OAKBAGpray3jtse9yfAS24aS0/bYuxyqkZk59JOqimkRuHDhAgoKCpDL5VBZWWmZz2QyiZaWlk/1d6+qqkImk0FnZye++MUvYmBggO9L8yznISgE1dfXh0QigdWrV2NsbAzAjPjd5w3l8SsofM6QPdiysjIkEglcunQJuq7j2WefxQ9/+EPouo7+/n7EYjGmDxYXF6OrqwuZTIZjyMRaAWYXBLndbhw4cMBS2GX3DgsKCtjAkedqGAY++ugjvPDCC0whlOPf6XQap0+fRlFRETN5yJONx+OIx+Oc3ATAEg6UXKbqVHmssge7evVqAMDY2BiCwSD8fj9CoRCfL+8S5AQ2jZ3YNbSQyt2wZA9ZPtdeoEXn+v1+ftdEIsEaQ/Q9LawkuSAzkGSa58DAgOXvlkql0NjYCI/Hg927d8PlcnEje4rtywVy9N/Azp07uZn8fBl9QBl+BYXPBbJhIk0WMtzBYJBpmeXl5di8eTM0TUMikUBRURHfI5VKWXrBytTNzs5Oi8dPbQi3bt3K7Juenp5Z4yKjLYRgIbFkMomHHnoILS0tGBoaYiG3Y8eOIZ1O49lnn0VdXZ1FzmF4eBhVVVXYtWsXM4JkATjS7dE0DYFAgKmYBOLm67rOc0Eee0FBAYAZeYZkMolt27ZZwkXPPfcc+vr6AGAWtXLNmjVMIZXDQ3I4Sm4WQ5LMxIRqbm6Gx+NBeXm5pbcuACxatIh3XrSYDAwM8CIq6/sfOXLEEtJzu90cCgJmFu5IJMLjlems1OKRwkjzZfQBxepRUPiVQdv6xsZGpktms1nU1NRwCEKmJJIBee6551BUVMTVsXKMW65wlePBctXs4cOHmQqaSqXwzDPP4LHHHrOwdLxeLw4cOIA77riDJZWBGdEzom96PB4LjZFooEQfldktdG0kEkFJSYmlOlUO+xBlUm6RSBLSRI+U2UB2oy3fc+/evWhpaeFnyV3F5OKyXC7HrRfpPnSP3t5eZirJrKlUKmVpoWinhtoppPa8gsyu2r17N88lhfnsLRrlxfJKFNXPA6pyV0Hhcwb9D59IJPDFL34R+/fvx+DgINauXQun04nBwUGk02n+n1zWmqcQztKlS1FUVGSpKpXDRBRmkMMVlIAko6/rOl566SV885vfZMNI11PIobCw0FLURIaztLQUqVTKYtTIKFPylQw0eaiZTAbDw8NYu3YtnnrqKRw+fJjpmfF4nHctU1NTGBwc5NCNYRgsIQ3MSCPLtE3ZAyZomoadO3daFhhKrJI2EFU2U+tFOQwzODiI/v5+TExM8LUVFRXw+/3o7u6G1+u1LLqyQSedILnjlnwOzYmmaXjwwQdnzb+82Mvhp7nefT49fDtUcldB4VOCjFI4HMbIyAiamppgmia+/OUvA8irODY0NOD111/Hk08+iccff5wLm8xp/ReKAxN/3e/3IxaL4dKlS9A0Ddlslht9TE5OcsJUXkBk4+jz+dg7J8iMm2QyyRLJIyMjyOVyyGazlsQvhTGoqQglZclz1bS8MNrQ0BAqKyvhdrvx6KOPcpN1n883S8tHCGHpuEVhlrk46mQsaZ4qKirQ39/P2vd0vsynl+eBtIwAWIrI6GdlZaWl7mD9+vUsUkc5Ezso5GbX8ZGbuVBBGInl0Tjtmv803huhK5fy+BUUPgVkyl8gEMDq1astsVyiRLrdbixZsgSbNm1ijzQYDHK1qFwAZU7rxa9cuRKLFi1CIBCA0+lkD93pdLIBJV0Xu/dtb4VIoN3Fzp07eeEoLS1FKBSC0+lk40XhB/KiyUOVE9SHDx9GW1sb9u/fj6NHjyKdTiOVSkHXdbS3tzNbhlBQUMAyyOTZlpaW8u5G1vaRvXy5ycypU6dw5513Wiihcv5Dln2gnAGdA+QLrUhfSM5DkPF1u91MVbXLJRCTiP6m9qpdOUwl51/k2P1cBv56G31AxfgVFK4Kdi8VyMfYx8bGsHPnzjnL/gnklcqKj2RwieUxNDSEV199Fd/85jfhcrkQj8eZRimjr68Px48fx65duyxxYgBc2TqXN03ePLUxJAVQGovcrlBuqSjvLlwuF9LpNDo7O1FUVIRz586hubkZLpcLBw8ehNPpREFBwSxFS5oLuTJZlqMYHR3lRePUqVMsvgbMVOwGg0H2yClf4vV6kUqlLA1b5PmW4/vDw8Pwer1wu91zGt7LxfLt5xpGXoCNqovpe/nYfKptflooyQYFhc8AMlp2qQQgb8j8fv+sEAEZTfv//HI/W/ophzV0Xcfo6ChGRkbQ0tJiSabKhnBwcJC9d9nof/DBB3jwwQctYRsywpSMleWYKYlLY7YbOl3X8fzzz/Pnhx56iA2uLN5Gz5L19eeaOzkpSmOi4iYKQ9G1cl1DZ2cnmpub+Zk077LchSxxLCdSCZlMBvv27UMgELCEo+wGXl7w4vE41xbQdzRv9pAR4XILxvWCSu4qKHxKkEEDZmh7csemqqqqOePCwGzKoUxn3Lt3L8LhMICZsIbL5YLH40EoFGIVR6JM9vT0WAyzPdY/PDyMlStXctiFIITgBDQxjYAZZonMlSdjHA6H0dPTw1WxX/jCF7B161Z84Qtf4Bh/KpWa9b7kxduTnjR3QN6YUz0BLUTJZBKVlZX8TkA+DOb3+3leGhsbLW0eKTRGFbwybVOuIpbnHsgvLiUlJZZEtZ1SSX+7o0ePctUz3YNCS0QLlVlXcyWHb2Qoj19B4TIwjHzJPtEyZfpjd3c3J/vsnqWdvkf3Iq9Y9tjnohFS05Tq6mrouo6RkREWX8vlcizoJVcDRyIRXLp0iamhRKGMx+MYGRnB7bffjmXLljELBpjZgZC3DAD9/f2YnJzEhg0bkEgkcMcddyCTycDn8wHIJ643b94Ml8vFnjgVodFzyahTha9duVLeKdA7E/XU4/FYjKq8I7LfJ5PJ4MCBA5bQEADLbot2SJRD8Xq9szx9eQdnGAaCwSA6OzuxdetWeL1ey38PQD6sI++cbmQoj19B4VOAEnjJZBL9/f1s9HO5HCf7ACv9kLxou9wAkDcQFAqpq6tjfRe6h+yBkoEHZhqwECe+traWjaDstDkcDtTX16OoqIg96kQigUAggKamJrz//vvczCSdTvO9NU3jhHEkEkE6nUZvby90Xcfk5CRee+01TkInk0ls3rwZL730Eo4ePYrVq1fzwkeUVKpejcfjOHLkCBd50RwAM20g6RjtJIg+KidfqSGKnec/MDCA0dFRLF26lD/TLkoOycViMebrHzp0COl0+rLhGAobuVwuNDc34+23356Vq9E0zSItcbNCefwKChLs3l9RURHefPNNrlaV+djkWWqaxt68YRiWAirZ8yQJXjIc9qIoe0KS7kvevSzfTCwemVKoaRqee+45AMD27dsxOjoKAAiFQjyudDqNp556Co899hi/y8DAAHfn2rNnDyoqKrBy5UoLZVL2jGUdejre39+PyspKzjvouo6xsTHWHqKx0ntHo1FMTU0xZVVmOcnx+rKyslk7JHqmXDSlaRrvkoAZr5+eSYnp7u5upnBSWIiKuewUUTlHcrNCefwKCpeBPY4L5L2/XC6HN998k2PJpKIIzHDOKfwwNTWF/v5+LsWn74lKSBx9irNnMhl0dHRYCoNkA0Ne8dTUFEZGRthbz2Qy7OmT0fJ4PBwf9/v92L59O1KpFAKBAEzTZIkAMv5f+tKXAAB79+5FJpPB1NQU9u/fDwDYuHEjq3MS5F1NX18fe+IUotF1Ha+++iqAGW87lUqhoqLCYvTpPrSLkXX35WImOV4PgDWC7Owdl8uFTZs2IR6PY2hoiKmyNPeRSATt7e3o7++HYRjweDxMtaV7Dw8Po6KighvXyH+Lm93oXwnK8CssaMghFjnEYBgG89ApLk5xcJkiSMlRMujFxcWc1NU0jeWNSa+HFhFZj0YGXUfceQBsQEl+obS0lOP66XQaXV1dXH1aUFBgMaR1dXWWlomGYTC3/qOPPkIikUB5eTlWr16NRCKBJUuWoKamBqFQCNFolIXFiIFz7NgxNqQ0Xx6Ph6UiaHcwV1Wq3GFrLvZPOByeJT2taRpaWlpQW1trifEPDAwgFovh/vvvRy6X4+SvLG4XCoXQ0tLCWkB0XL4/jVPXdTz55JMWIbdb1egDyvArLGDIYRJi3FBytaurC3feeSezZihUEw6HEQ6Hoes6Jx/D4TDGxsaQzWYxNjZmUV2Ui6FCoRCLftFuwc4+kb1iv9+PgoICaJqGdDqN8fFxrFixAkBe6OvChQt488038dFHH3FYRy6QkrXlAbDYWXt7O1KpFMrLy1FUVMS9eIPBoMXAUjEXAHR2dnLoi9Q3ZSaMnd1kN+oUb5cbvAeDQcRiMVa9dDqdFhllXddZqlj+m5E3TnO7ePFitLS0MNNH/tuStAMwk0uR55nG6Xa7sXv37suytG41qBi/woIEGRYychTC8Pv9SCaTEELgn/7pn1hSFwDHwo8fP86FRsDc3G17+z5ZToC+pwXCzlaha4aHh1kv/8knn8RDDz2E06dPI5vNYnJyEgUFBRBCWDTkZRE02ZPOZrO8K7nrrrvwV3/1V9i0aRNyuRwaGxsxOjrKoRcA6OjosLCWKBkbiUQwOTmJjRs3AgBr69vDVTS/xDyie9iTonO1VCSPfmpqCk6n08K7t8+rTKmkvw+JpNn/NrIGvjzWWxkqxq+wYEGeqfyvp6cHe/bsYWNUV1fHCUSXy4X9+/fjoYcesniAFRUVSKVSqKysRHNzM+8GgBmGDP2TK16JDQTMhC8o/i+LgNklej0eD5599lkAQGtrK86dO8dx+zNnziAUCqG+vp613iORCIugkbiaYeSbqkxOTnJzj8nJSfyH//Af2Oi7XC5mC9H7NDQ0cCKZCpZcLhcCgQBOnz7N70I0T1mvXtd19PT0YN++fZicnOS/gVzXQMdcLtesPrrEgHI6nZamL/Z5tff9nZqaQkdHB9LpNId87LsouUnNQoby+BVuaVDcd3JyEk6nE6Zpoq6uDgC43aAMqvBctWoVfud3fgcAWFt/06ZN7MWS9AJB9nQNIy8jTFIOc3mfdC6BeOzj4+MsM0xj1DQNe/bswYYNG7BlyxY+LhdM2Q3qc889h0QigS9/+cs4e/Ys/H4/i5TRWGhhIAEy4v4PDQ3h1KlTaG5uRiQSwcTEhKVyVo6Vy940SStEIhEYRl6Jc+PGjZZdA+1IKDFMzBq5cxjdt6+vD0IIZLNZ1NfXwzAMy06ErqNFtLi4GB0dHdx3gOQj5L/PQoPy+BUWLILBIBwOBwKBAIQQHLa4XDzX4XBwKMMwDFy6dAmjo6MWGiOpRQLguDV5l3L1rJ2iOVefWNoBjI2N4cKFCwiHw+jt7cXevXuRSCSgaRoee+wxbNmyhe81MjKCgwcPWmoI6F7UEcs0TTidTmzbtg319fWWHQlBTjIbRr7LlsPhYA2eTZs2obm5mfvykgQxvZu8EFBIh+Z68eLFAGCJp+dyOcRiMQDg4ihKIMvjol1YSUkJTp06xQsdtXekcVDYhuordu3ahcrKStTU1Cx4o38lKMOvcMtClg2g//mz2Sz27dvHMggyiG3T1NQEl8uFwcFBRCIRCCG4BR+xcjo7O9HT0wNd15n6SAY8lUqhqamJvdpMJsOFTHQu8dBpoXC5XCguLkZhYSGEECgoKEBLSwt3hCLvnnYwd955J15++WVkMhl0d3fjiSeeQHd3Nxtit9uNdevWAQBeeuklpNNppo/S88lbBmCRkKirq+PEs/xewIz8gmHkxcqee+45nktaVCgkJlM16bva2loEg0Houo6nn37aQk+V/w6E8fFxbN26FYlEgncVcttCYCbvQOjs7ORdh5w8V5iB0uNXuCVBsfXi4mKWRI5EIqisrGRPWD6XFgYqHHK73RY5BNKHIWPW3NzMcghyw3OifZKMAYUy1q1bB5fLhaKiIhiGgUOHDuHcuXPYunUrx6q7u7vR0NDA+vaapnH4hATVyCs/f/48gPzidubMGbS2tnI8fnx8HFVVVXj44Yf5/eyePY2NJJVzuRwCgYBlgaGx7927F7fffjvef/999v7LyspQUlKCbDYLh8NqRubSoZcT6RTWIRaNy+WyLEJyAnZychLj4+OcI6EOW8BMgjybzWJiYgKZTAYej4eTzTI9V8EKFeNXuCVBCVyZfTMXA0VmhpDBscew5dAMVc0S7ROApUkHGc1XXnkFZ86cQWNjI0sHG4aBJ554AuvXr8exY8fw0EMPcQMTOdTi9/vR2dmJNWvWwOFwYOXKlfjBD36ApqYmbNy4kc8rKirCW2+9hYsXL2Lx4sUoLi7G+Pg4DMPgPAbF0cnwytLQ9D0laEneIBAIWCpbe3t7MTExgaamJl58+vv7OQ8g5w3m+juEw2GcPHnScq79fPLmZV0eurakpARjY2OoqKhAJBKZU12Tdj6ybr6CkmVWuIUhe+yyDAJ9lvu02mWSydsmgwbkwx5U5NTX18deJhU1kYY9JRqBmUWBErOxWAwrV67Em2++yfcCgIMHD7JKZDqdhs/nsyRTSXZANmoU6jlz5gySySSKi4stiVN5HgiyEBsA7lkr70zkuSMjKwu9UahKrksgCYl4PI6SkhJLf9kr9a0lyWkg38BmLpon/aSCKgAssEbj6evrswjNybD/fRWuY3JXCPHrQog3hBAHpj+7hRAvCyFOTv/84nyPQeHWhRzHlTs60bFEIsEG0e7Fy23zZHbKyMgIx4jlmDwVDpFxamhoYJojkM8fRCIRRCIR+P1+nDhxAm+88QaPEQAba4/Hw2GIwsJCNDY2cicvur9M/dR1HZWVldi5cydCoRAmJiZY+4cM7d69e9Hb28syEbSwEcPm6NGjGBwcZAqpHaFQyKLuSeEe+R1zuRyGhoZgGAbvLuQk61xSx5FIBKOjoyxZEY/Hkc1mYRgG0uk02tra0N3djX379iESiXBOpLe3F1VVVRZNICHEZcevjP7V41okd/8PACPS528DOGia5joAB6c/Kyh8Ksj/48vJQ9JikfvIyrDrxFPbPDJSlNwl2d1AIIDKykosWrTIci8KLcgl/rW1tQiFQnA4HNA0zdKKUB6jnF8g7flUKsWqmbSIpdNpHqvb7cbQ0BCAvKFvaWmx7CSI415QUIDi4mJOTJeVlcHtdmPHjh1YvHgx/H6/xZBS8plYMuRNy1pCNCZN0xAIBFBYWMhJWjto3mXpC9M0EQgEsHTpUtTU1KC2thaBQACRSAQHDhzAl770JSxZsgQlJSUIhUJwu93YunUrN0ePRqPo6elBLBZjCQ0Vt//VMK+hHiHESgA/AfADAP/eNM1GIcQogC+ZpnlWCHEXgNdM0yy50n1UqEdBBhksn89n0bSXww30PYUUCBSOkUMhkUiE2xySFLPP57MkPSk8QTFoauVH8XuZh06LyODgIKamplBYWIhAIGAJJxEoFJVOp/Hkk0+yURseHsb58+fxzW9+E8PDw/iHf/gH3Hbbbfjt3/5tnDlzhhPK9ubm9FxKhhKNEwBSqRReeuklrFu3jhc2oqjKncToHitXrsRbb73FvQAqKioQjUa5FzDF5IuLizE2NoapqSkAeTpsXV0dG+1cLmfRr6e/H+U9aL7tzKXJyUnm71OSW3n1nw7XJcYvhOgA8EMAvwngj6cN/wemaS6VznnfNM1Z4R4hxDcAfAMAvF5vaGJiYt7GqXBzQC75lwuGZCNOv8t9Wd1uNxsaaj9IyVm5fSEZIdLRyWQyFu47eb9zSSnbe7ZSQZamaejt7cXZs2fR0tLCdQAkS0yxfU3TcOjQIZw4cYKN9po1a7Bs2TLkcjlcunQJGzZssDB+KP5dVFTECxCQzy/4/X7OF9D4Ojo6mDUEAD09PQDyIarFixdbkqpy8RTtUEKhEDOcKAkMzDRnefPNN3k+KB8yVztGeb7ksJu9gAvArOsUPh0uZ/jnjc4phGgEcM40zYgQ4kuf9nrTNH8M4MdA3uP/fEencLNB13W0tbWxtyobXTISMg2QjD7prxNDxeFwsLHp6upiiqOdeSJ30pKrTmXddmDGg5UXFAq7tLe3Y/ny5XjzzTdRUpLf1BItlFg1lZWVGBkZgRAC9913HwCwTj0ZWIfDgaVLl7LBpnER3bSrqwsNDQ2zWDFyZbHL5bIwXsjTLy4uhtPpRGlpqWUhJVaQDDLoQD4BHo/HEQgEWN9eDj0ZRl5CwW707Vr79Dez0y7tRl4Z/c8X8xnjfwDANiHEKQBtADYLIfYCeGc6xIPpn+fmcQwKNznISGuahtbWVkvza+opS3Fwuf8pyQU3NDSwZO/w8DCKi4sRiUQs+QAgH59vbW1lRoncSYuSpKTbbi8M0nUdJ0+etFA/AcDn88HpdOLuu+/G/fffj3g8zmES+keFW0VFRTh+/DhOnDiBnp4eZLNZvPXWW7j77rsRCARYWlhOpEajUX4Pj8fDfWplyElWO5MnEAjgnnvu4aK0bDbLGjdy7oB+0jzQ3E9OTqKzsxPATL6Ezo9EIpbEujx2+kk1D/LioHBtMG+G3zTNPzVNc6VpmmsAtAI4ZJrmTgBdAL42fdrXAPxsvsagcHND13VuqUdhjbnYHLLei2x8DcPgEAgZmePHjzOLR1Z8JNDvtChkMhlEo1FLpajc8YrCQxSuoWRpZ2cnysvLUVhYyInheDyOeDzOiVuqNfjhD3+ItrY2mKaJlpYWlJaW4oEHHsCqVavQ2dmJjo4OXjBk5HI5Nv4kJU0sGQpL0SJBUhEkYAbkE9ddXV2IRCLYv38/SkpKeDG1J34zmYxFWqGwsBAbN27kgi4ZtDOgUJD8N5MXTfqbyRIXCtcGVzT8QohaIcT/LYSICSHeFUKkhBAvCCH+QAix5DM+80cAfksIcRLAb01/VlCwgIqESktLEQgE2NMmo6brOneXIgNC2i+kFAnMeKIA2GARn508W7li1Ov1Ynh4mI1pZ2cnLl68yM82DANlZWWsXSN7sXQvl8uF1atXczOQUCiE8fFxeL1elJSU4NChQ/j2t7+NTCaDu+++G+vWrePdjNfrxa5du7ipSUlJCYuOyVryALjBCi0+DQ0NeOutt1izX6a5CiG4VeGFCxd4PkpKSlBVVcXFWdlslrV0fD4fjh49ypTXbDbLiw+xf+aq0gXA7x6NRrkHsEyhpZ0DhXvmWtAV5g+XNfxCiH8B8DCAFwE0ALgLQBmAPwPwBQA/E0Jsu5qHmKb5mmmajdO/nzdNc4tpmuumf2Y+6XqFhQdd1/HKK6/gyJEj3AQEyCc8DSOvlbNy5UpOPFJ3Kl3X4ff7Z4Uq6HcyWLQ4yOELn89nSZImk0lUVVXB6XRy3B6YkWUgb5Woj5lMxtJ9q7+/nz1ySsC+8cYbAIDdu3fDMAy89NJL2LZtG9xuN19LO5HTp0/j/vvvR2VlJZ5//nk899xzzK0nEHOmrKwMHo8HpaWlWLIk75NRv9r29nasXLkSbrcbDz74IAvQDQ8PIxQKobKyEqlUCrquo7CwkGmaR44cwfPPPw/DMFBdXc3MHNL1kRehy/HqS0tLWW8IyC/E1PqQQl1KVuHa40rJ3X9jmuZ7tmM6gKHpf3uEELfN28gUFiwMIy8y9vjjj1sM+ODgIHPk77jjDrz22mtobGzkQqalS5ciHo9zQ5G5GCH0c+XKlXj77bctHj8xesh7d7vd+N73vof169ejpqaGDRh59T6fD5FIBCdPnsTWrVu5fgCYqU4lIzo2Noa77roL2WwWL730EnK5HAoLC/HAAw9gfHzcYgzJ+FPOIZPJwOFwcEN0YjTlcjk4HA4uMstkMqwdRBXGVVVVmJqawksvvYTW1lbU19fzPJSVlaG/v5+7byWTSUvxFrWelGP36XQaJ0+eZHoqva/cIIXmm5qbb9++fU71zbl+V7g2uKzhtxt9IcQyAPUAUqZpRuY6R0Hhs8DOziEOPilEktGgcI+maVi2bBk2bNgAl8vFRvHkyZN8zE6tlBujZzIZPPvss3jkkUcAzLCByKOn88+dO4empiZs3ryZufVer5fZL8RkIW0bt9uNSCTCbBcSPQPyvXjj8TgefPBBAHl2z/333w8AGB0dZQ0ger7cCzaZTGLHjh3QNI3vf9ddd2HZsmVcjDU4OIhEIsG9c2kxcLlc7OHT/WT2E3H45ZAVkDfGmzZtsrRi1HUd3d3d2Lp1Ky+S1D1LZj8RnZRE5yj3oTz7GweX5fFPSyx82zTN49PsmyEAgwCKAfzYNM0nr9UgVQHXrQuZj0/xX8Mw2FOk+PVcRVp2zncmk8Ho6CicTicXQlESkTxguobULul6iuGvWbMGlZWVzJcnwyZTOnO5HFMXyTtPp9PweDxIp9MYHR3lxYA84v7+fly4cAHvvvsuVq9ejcLCQpSUlLBxPH78OAoLCy1UUQCz2gkaxoxo2oMPPohMJsPzYdeqIa87lUrNKmyjXU1fXx8vYnO1JLTXJ1DBGc15X1+fhfoZDoe52Y2sk6R4+NcHn0WrZ61pmsenf/86gJdN0/wqgPsB/L/nYYwKCwxkkClpSNz3N954gxtu2MMv5JXbjcjAwADeeOMNXLp0iT1YOQZNHjDB3oSFpJYdDgfTEGmXIRccVVRUIBQKYXh4mGP7yWQSe/bsQSqVwoEDBzgM4na7EYvF0N/fj0QiwU3Bt2zZgpKSEoyPj3N8v6CgAMFg0LLrMQwDFy9exIEDB1i+QdM0bNmyBU1NTThy5AgXiQFAPB7n96Hcw9NPP83nUHgnHo9zorqqqorDTHbGDRV9UWJ2cHAQ8XjcEs+nxjZ0ncPh4MWLaLRz/b0Uri+uZPiz0u9bALwAAKZpfgjgX+dzUAoLA5qW17cnbj6xYUijpb+/n0M+QN6YdXZ2cm9XgmEYKC0txdjYGE6cOMEiYnL4Ql4M6Bq6Jxktt9uNYDBoCbkAYNGwdDptYaOMjo5yxeovf/lLaJqG1atXQ9M0JJNJfO9738Mdd9yB+vp67Nq1C5s2beKdxIEDB3Dp0iWeB+Lfk6GlcS9ZsgSNjY0YGxuzxMk9Hg+2bduGVCrFhvrkyZPIZDI4fPgw9uzZAwB4+OGH4fF4eK6IbUPy1DKdUtbEp6rebdu2cYzf7/dzAZxcxxCPxzmUVl1dzeer0M6NiysZ/reEEI8KIX4PQCWAbgAQQhQAcF7hOgWFqwLR+2Rs3LgRLS0tOH78OF588UUMDQ1ZpBJaW1tRV1fHBoW8UgDYtWsXWltbmelDBjEcDqO9vZ29ZjL2shY/efVdXV2WRcMw8gqfK1aswOjoKFMRiZd/4sQJ1NbW4vHHHweQN+KHDh3CgQMH4HK5cOrUKUuYg65rbm5GKBRCV1eXRYqCqmDpXuSRE79eXqjs3a2am5uRSqVQW1uLxx57DJqm4YUXXmDxN5ovahJD1FRSu5Tj9K+88gp6e3vZw6eQW2lpKbOaaBGhhDuNmaCM/o2LK8X47wDw/0Gexvl/m6b50vTxLwMImab5l9dqkCrGf2vAXkFKx8gIhcNhCyOHtHLsGvWy507nyclGwzAQDAZZCsHv92NoaAgFBQUoLS3lGLWcA5ATvxQGIpZMRUUFAFgEygzDwNGjR+FwOBAKhTA0NIRXX30VX//61zk/AeQXK7mDl9/vx759+7Br1y5m7BCLhnIdcu5AZsgcOHAAa9asQU1NjSVhCsyIz8lVsLqu49lnn8UXvvAF7Ny5k5PAk5OTqKysZMkKWghk1hKFtuTcCOU4qOGLnEdRRv7GxKfW6jFN8xyAb81x/FUhxPjnPD6FWxy6rnPXJnsXLAAsGVBSUsLGhxp30PX79u1jtkw8HuckrizDTMyf4eFhbojudrtZ5ZEMGT3TMGYaqlCIhsId1AWLxlhcXIzOzk6sWLECExMTWL16NevD19TUoLy8nFlGALgmwOl0cp9ZABa9IMonkEcfi8VQVFTEGkNECU2lUhzyIUPr9Xp5AZycnOTuVDSvLpcLDz30EC8GZNyj0ahFu4eSs5QDkDWJaNGjZ168eBFtbW24++67+W+jjP7NhyuKtAkhagGsANBjmuY5IUQQef38jQBWXYPxKdwCIIPrdDpZ2mBgYABCCOa5RyIRHD9+HE6nk0v9Ze+fEoclJSVsLMnIkcE0DIMbhft8PsTjcZw8eZL58EBe5kAOd1RVVbEBlEMfwWDQ0iqwp6cHk5OTPH5qqEJiZwCYPdPS0mJJSlPS9qmnnsKXv/xlNDU1WYTWgBnlUSAfaycKKe0U5JBOZ2cn1zF4vV7cfffdyOVyKCgo4N0FGXNaOGRKK3nwc4Vn7OJupCJaUFCAiooKXtSUsb+5caVQz18AaARwDIAPwAEAjwD4LwCeMU3zo2s0RhXquYlBni2FZGQ2DRls0zRRWlqKoaEhlJeXMyXTrr9OHrOu6xgfH+fQBMXiiXoJWGmLsl49VZ1ms1mUl5dz4lPm+4fDYS6wqq2thWEY+Ju/+RscO3YM//E//ke8//77vJsYGRmZFT6S3zscDkPT8to1RG+0h0d0Xcdzzz2HQCCAUCjElclyWMdOsQTyFNHy8nIcP34ciUTCwvWnRbG/v593OzJ/H5jdInEuyEVhMqXUPiaFGxOfWo9fCDEMoNI0zY+m2yOeARA0TfPk/A51NpThv7kgM2covLN161Y888wzeOCBB2a19yNDcvjwYfZy5Xi13UA6HA40NTWxIQLm7vNKCwG1U6TEJHHhT58+zV49ee8A0Nvbi9HRUZSXl3Mjk0wmg1QqhcHBQdxxxx1IpVIA8uGfbDaLzZs3z8pd9PX14fjx4yguLkZBQQGEEJaGJARd17F37140NTUhlUpxLQM1kbFr1cvXUVFWb28v70KIkQPkKZU7d+60LH7UcL24uJh3KfL8yYwp6iugGpnfnPgsevxT5NWbpvm+EGL0ehh9hZsLhmFgYGCAuzFReMftduPRRx9lz1j2zilpumjRIqZdEvc9EAhYjGUgEMDatWsxNjbGu4eBgQEOX8iLDrFgKDTS3t7OAm2LFy/GvffeywngYDCIwcFBCCHgdDpRUlKCyspKvtfRo0cxOjqKrVu3cmyd/n3nO9+B0+nExo0bLYaxrq6OO1sZhsGCcuSFy6GWnTt3AsjrBZG3T5C9dHmeZZXQiYkJFBYWIhQKwel0wjRNVFVVoaamxiJSB4DzDZRHoHmjBLEc46dFQRn9WwtXMvzFQogu6fMa+bNpmlcl0KawsEDcfDJycsvBsbExDr3IO81cLsceObFonE4n/H4/x/uJwRIIBDAyMsJ9cjVNszREp0Xn+PHjKCkpgabldfwBMD2RcgdyQ3MaO+Uc5GKlUCiE48ePY3x8HOPj43jwwQdRWFjIieof/OAHLLJGjJjx8XGWLaDEsdPphK7rePHFF1FeXs5zQWEpYtm0trYy7ZO6WJFchMzJp2u2b9+OlpYWfh9aKOmdZFDoJpfLMUefYG8SY4/9K9w6uFKoZ9OVLjRN8/C8jGgOqFDPzQE7RVJONMphHzurRw4tyJo1clya7k1xeDnOP1cI5Pnnn8fKlSuxfPlyPmdgYIDpmBQi2bt3L1avXo3FixejuLjYIkim6zrvEuLxOFasWIHh4WEsXrzYEoqS+8cePXoUhw8fRnV1Nb761a/OoqDS2IqKitDX14fdu3db6KPEBOrv7+f4Pl339NNPY/fu3RYNI5pDu0gazZ1do4i6dY2NjaG0tHRWlzFl4G8tfBbJhmEA75qmeVj+B+C96e8UFADMhFXk4iggr1A5NTXFRqiystJi9Ol8OZZP3HAyzrJWPpAPe1DR1gcffMBsnsHBQQwMDADIe6erVq3Ce++9h6KiItaXr6ioYC+aDDJ1ySouLkZHRwf+5m/+Bj09Pfy93+/nQqVz586x0ZeLrKiXb39/PwoLC/Hwww/j/ffftyxWlD9IJpN46KGHsHnzZmzatAmjo6O8UxkdHeUF5MUXX+R53bt3LzRNsywSVEhGcyUb/cHBQUSjUe4tQJILyWQS27Ztg8fjQUVFBTc5p+uULv7CwZUM/1MAbp/j+EoAfzU/w1G42SCX75OipM/nQzQaZe+XaJIjIyMAZnRo5CYccpJXvrds8OlYR0cHcrkcampqeKEIBoNc5GUYBt5//3185Stfgdvt5taCdG+5/WFlZSUKCgq4BaLD4UA2m0UkErHsPjQtr6kfDAa5boDCWQBw6dIlpFIplJSUwOfzMYWUFhdaoMrKyuB2uy2qmQA4vEXjWr16NX+Xy+UwNDTECdpwOIyRkRGmi9rnjfj34+PjLB1Nfx8Ku9HfifR05MVD4dbHlQx/YK5wjmmaLwIIzt+QFG42eDweRCIRi2dZUVGBjRs34vHHH2cDSM23yeCTsQHyNEtqDygzdcgDpgUGAPx+Px566CFLcre/v59F0wzDQGNjI0sVUIycisRIBoLGSiGejRs34qGHHsKWLVuwdu1aNqoDAwPo7u7Gnj17sG/fPvbeT548CV3XuS0ksXLkSmBd1xGPxzE5OYlwOGxZLDRNw4ULFxCNRgGAw0culws7duxAMpmEpmnYsWMHCgoKLN445SjIw6f3IboqsaOAvJYOhUqplWI6nbbUGtA1CgsDVzL8V9LjUVo9CtB1HT09PXjyySfR29uL9vZ29iw1TWNvnUIdpFsDWJkqhmHANE1UVFSwIaO4diQSwd69ezE4OMhhicLCQgtTpbi4GIlEAolEAg0NDRgZGcH4+DgbNbmpt2maSCQSePHFFwHkQybd3d3cWzeRSCCTyeCZZ57BHXfcwUnn2267DY899hizW0g3CMgrVDocDrjdbh4jkDeyZHArKyshhODdB81fX18fVq1ahUgkwiEoAJbGLG6327J42ZHNZhGNRrnpO4XPaHGQW1d2dnbC4/Ggu7vbIoCnsLBwpeTuPyOv0fOC7fjvAPgj0zR/5xqMD4BK7t5IkOmS1HDj6NGjcDqdrGNPIC59UVERPB4Pe8odHR0sR2AYBnK5HLLZLDZu3GjR2pHlE8g7lzXj5SSyYRis8mkvMKLdAl2bSqXwne98B3/1V381q/CK0N3djcWLF3NIie5DzBtqxE6f6Xp6N03TWN+fkrSkrS/r4/f09KCmpobn8nL69bLBlzXv7clxOUFMdE9Z84f08+VdicKti89SwHU38tW6fQAi04erANQCaDRN88Q8jXUWlOG/MUBFSXLLP2pIAlh1d8ggHT58GBMTE8zlJ2MtF29RYxESErMzUsjzp2fJIZhcLgcAXKlKlcCy7IA8fpfLhVQqhT/+4z/GX/7lX+Ltt99GUVERi44RBgcH4ff7EY/HYZom8/upd67X62VmDO1uKPFMCxQZZHpX+o7CV/KuRe6MRbse2bDLC5dcByEbflkGgwTgOjs7sXXrVhw6dIhppSqks3DwqQ3/9EW/AWAHgPLpQ78AsO9ayjUAyvDfKCChNafTydICpAVjb3UoUwTJW5d1cOTziWZpl3Og6yORCEZGRlgDRzaAwMyCMzAwwKJimpZXosxms3A4HFi1ahVeeuklNDY2Ynx8HGfOnEFDQwMOHTqEM2fOwOfzobKykqtlLweq4iWxto0bN86iTcqhnHg8jlAoxEVRpNuzZ88ebNiwAVu2bOH7UoiGKn5JwVO+p9yKcq5FQZ4PWnipMM7efEbh1sdnMvw3CpThv/4gSd6pqSkOXQwODuLSpUtYtGjRLD697MXKCcSenh5uMSh7q3bJANmoyXx1+o7yALIMAlWeylXBNHaq3iU65pEjR7Bhwwa0t7ejqakJmqZhaGgIpmli06Z8CYu9V6+8GMmLnmyE6Wc4HMYbb7wBIN8MhcZP85BOpzE2Nsaxe2LYyB6/3P1L3i3ZpZLp3vJPeSzycYWFhU/N4xdCfCiEuDjHvw+FEBfnd7gKNxIotFBaWoqCggI+XlVVhU2bNsHv9yMWizEzBwAbfeKbE6jFIBktYurI7BS5u5OsSkn8dMPItwysqqripivADCvmwoULyGQy0HWdi5K2bt2KDRs2sDrnP/7jPyKdTnMM/OjRo5Ym5TL7iAw9sWHa2tqYQkrvJtNaNS0vLXHPPfegpKSEQ1dkpAEwl56ek0gkLKJyVVVViMVizCYinSBgpo2krutoa2tDf38/enp6EA6HLWO15zoUFAjK41f4RFA4prq6GrquY2hoiL12WhTkBiJkpKn4STZAsrCYHCKRn0FGn763d8micIwcHpGFx/7Lf/kv+OUvf4lf/vKXKCwsxH333YdIJIKamhq89dZbaG1t5S5Tq1evxr333stJWVk9k8ZJHjZ52+fPn0dDQwOHfeTm4/JOhaShHQ4HiouLLfINQD5JS9IUdikJYGaXtWrVKrz55psAMEvkjRaTwcFBVhSVaw8UFjY+i0ibggKAvAEpLS2FYeT1YxKJBHeYikQi3CxdTsrSuWT0HQ4HSwTIsX45REEJWTkeTlRMum8ikcDk5KRlcZB17QHgq1/9KkpKSnDixAmsWbOGq4aBfDHU/v370dLSwo3b33jjDeRyOfziF7+A0+lENpu1KHeSh+1yuVBaWorOzk42uCTpYGccya0J6R3J6FMuwuFwYOXKlUgmkwgEApYkMXn+NCdvvfWWJX8BzKhzAmD9ffl7BYXLQXn8ClcExZXb2tqwbt06BAIBDA0NAQBqampYj4fkg+V4vrwbAGD53k5tnIu6KO8g5J0CSSPQjkPeTRDo2kOHDuHgwYO4/fbbsXTpUotXT60dE4kEioqKWD5BCIHy8nJm+sgMHGLnJBIJfPDBBxgfH8euXbvmpI9S3F6O3wMzekTU47ehocFC8aTx025CbtIi6wJ1dnYyW0pBYS6o5K7CJ2Iu7jgxRmQDm8lk0N7ezlLCgNXLlJOi8j3JeJPxJKNHRUpzjYfuJTcRCYfDCAQCcLlcCIfDyGazqKysRHt7O3K5HIqLi1l0bf/+/Vi6dCmWLVuGtWvXIpPJoKysDL29vTh8+DAefPDBWWJoFEqKRCIIBAIWoy3PB9Uo0NjtCxV9T0qdVMEsL2zUc1cGLYpPP/00Hn74YQsVk3oL5HI5TE5OYsmSJRz2UlCwQxl+hSvCTsOUjwOYdezw4cMIhUIYGRnBxYsXuVuVpuUbg1MRkXwdGWwypJQvePXVV/HYY4/NWUwle/p0/ODBg1i8eDFKS0tx9OhRjI2NYdeuXTzWeDzOz/F4PDhx4gTKy8st+vPUNJyMNjGURkdH4ff7LbsZ0ueRx0O/x2IxC7MpEomgtrYWuq7j6NGjKCws5F0E0WDlcE8kEuHYPu2O6KdhGBaPPxwOY3JykhuuEJTRV7gcPos6J104F7vnLSHEPwohiuZnuArXGppmVXgk6LrOGjr286kl38TEhIW73t3dDa/Xi2g0inA4zGyTeDyOI0eOMHuFmqA/9thjvBOQlSwpZ5BOp1k0Tdd1TExMoLi4GCMjI5wcNQyDQ1AOh4Pj7G+++SaSySQ3F9c0DbFYDBUVFfB4PLyLqaqqQm1traUBSygUghCCZRxoPJlMBkA+5h8MBpknbxgGTp48yTui0dFRlJSUoLa2Fk6nE5OTk8xKon4ChmFwG0fSw5cbolM4Csg3VCfROxq3MvoKnwWf6PELIb6PfNvFfQAEgFYAHgCjAP6daZpfmucxKo9/HkGUR2rwIVeQEv+dZAfsxUTATLiCkpEULpF558Twef3119Hb24vf/u3fRn19vWUccghFDuvQGKhYijxfOWmaTqcxMDCAn//856isrERNTQ2HdORxkrzDhQsX0NDQwMfluejv78eFCxfw/vvvc2N1iqcTG4h2DvZ2hpqmcaFUJpOZxX6ipirATFI8kUhwaEoWXguHwygpKcGTTz6JLVu2cG0Bza2CwtXgM4d6hBBHTdO833as3zTNGiFE1DTNis95rLOgDP/8IJPJ4Mc//jGGh4fxxBNPwOVysWYMNfvwer1wuVxzShKQUSQqJYUrstmsRTenp6cHp06dQmNjIy8QALiylkIjcjhF02aai1BcWy5aovFkMhk88cQT+PjjjxEMBvHTn/4URUVFePzxx3Hq1CkAM0loALhw4QI3QLH3mx0cHMSZM2dw9OhRfP3rX8f777/P7CKSjBgeHobH48Gbb76JyclJZv/IFcxy8RT9kymfcoWxYRiWhu10jOL8r7/++qx+vgoKV4vPHOoB8K9CiBYhxK9N/2uRvrvxEwQKc4JCI1/4whfw3e9+F5qmIRKJYHJyknXzy8rKkEqlOGxiGHmRMlmBEsgXclVXV3Pow+GwsoTr6+vR3NzM96J/dC4leuVwCjBTvEW0Rnqm3KDl9ddfxwMPPIDGxkb87u/+Lv7yL/+SF63jx4+zEJzD4UAoFEJDQwMef/xxeDyeWU3Gg8Egli5dipqaGrz77ruoqKhAVVUVXC4Xamtr+blvv/02G/GtW7fC7XbPKkqjcFA4HMaePXssIRvqRxyLxbgPQDKZtFThrlq1Cvv37+em7goKnyeuxvD/PoB/A+AcgHemf98phCgA8IfzODaFeQQZGWKldHZ2YnJyEjU1NWxkXS4Xh1zIGMtNtyn+Tx46GVDi/FPMHpgx1rFYjJ9NBt3lcmHbtm3c1cquwEn3kMcejUaRSqXQ3t4Op9OJe+65h3MLu3fvxu23347W1lbs2rULbrebnyMziOQxyknlxYsXc22CPFc05mAwiFAohF/84hd44YUXWNI5HA5z56uuri4YRl4xlJrM071Into0Tei6jgMHDnC3LAqVHTp0CE1NTRa9HgWFzwuK1bMAQcnH5cuXI5VKMSMmFouxIqQdxGAhmQKv14vR0VFcuHAB586dQ3NzMzN8xsbGAID57QCY1x6LxTiZKht22djLoRw5ZEK/9/b2YnJyErfddhvee+89VFRU4Ny5c1i5ciV747lcDk6nk0NOc80BNSqnHQjF1qmhO7FuKBRDVbN0Tnt7O+rr67kH8Fx1B6QpRAVWNA9y4dpcUsmq/63C54FfhdVztxDioBDi+PTnoBDiz+ZjkArzC/Im4/E4iouLcd9996G8vJy9ezujR4amacw68fl8OHDgAC5dugSn08lFRBUVFVi8eDG2b98Ov99vCeuUlZUhmUyyxo7MApL1eOTqXxqzYeT7znZ2duLFF19EZ2cnXn31Vdx+++1wOp149tlncfbsWZw4cQLBYBB1dXWoqamBw+Hg6+3zEI/HZyVoKSQkh5ZCoRB27tzJss/E3AHyuYO2tjak02n21snzp3BZMBiEEIIXBHrXtrY2zjvQoiA3YlFGX2E+cTWhnv8G4E8BZAHANM0Y8syeK0II8QUhxOtCiKgQ4hfT7CAIIdxCiJeFECenf37xV3kBhasDebP9/f3IZrMIhUIYGxuzeN5+v98iJiYbZ5JUIAPd2tqKyspKnD59mq+XQzeymBt9Rz15qVl6MpnEk08+yfFwu3EMh8PsMS9duhQ/+9nPEIlE8Ou//uu47bbbcOjQITidTjz88MNYsmSJpQG6y+XiZLOdjkrGmzzzjo4ODteQvj6QT8KScY5Go8zcaWxsxMsvv4yf/vSn3AKS3q20tBShUMgyV9lslhvM0NhaW1st/QWAGfE1BYX5xtUY/kLTNF+3HctdxXUfA9g8zfpZD6BBCFED4NsADpqmuQ7AwenPCvMI2eiZpslNvYUQbPza2toQj8dZTZPaBqbTaXR0dLDxl/vaplIpZuqQgSaPndoo0oIjh2qSySQ2b96Md955Bw8//DDGx8eRyWQs59FYqcPXsmXL8K1vfQvLly/HH/3RH+Fb3/oW96I9d+4campqsHPnTosHTyElWfgNyHvTRNUkfr/L5cLFixcxMjJiaV1I96murmY9oKGhIfzzP/8zfv/3fx9er5dzEEQ9lXvgAlZFUnkccitFOfyloDDfuBrD/54QohjTDB4hxHYAZz/pIjMPyoo5p/+ZAH4XwE+mj/8EQNOnHLPCpwDF0DOZDEKhEDZt2sSeJhkaMoS1tbVwu92chJ2cnMTY2BiHRDKZDJLJJOvd+Hw+jI2NWRKVcpiGPOmRkRFLnN7n8+Gtt95CLpdjmuPQ0BDeeOMNrisAZuL9hw8fxrlz5/C3f/u3WLp0KV566SXs378fQD5MQjRKGuPg4CA3FafwVltbG7OGiEJJBpoWi9OnT+POO+9kg6xpGoeLZM+8vr4eTzzxBFcmy/0Cmpub4ff70dnZiZ6eHhiGwbsguUDNrmtE1ysoXAtcDY+/CMCPAdQBeB/AmwB2mqZ56hNvLsSvI9+20Yd8/94/EUJ8YJrmUumc903TnBXuEUJ8A8A3AMDr9YYmJiau9p0UpkEGK51OY8+ePdi8eTP3tSXevZx8tXPaZfVMwzDw3HPPYfv27cxQIZ2c+vp69vRJ356e63a7cfjwYdTW1rKx6+/vZ30cOk/TNOzbtw9erxdnzpzBzp07YRj5ZieFhYVcYOZyuRCJRFBSUmLpLUvFX3v37sXy5ctx2223sdwxkK96LSwshMPhYMVLuViMxkHFWTILR27sEg6HLfcAYGkBmc1mUVBQwA3g7e0pKexll6ZQUJgPfGZZZtM0xwE8KIRYBODXTNP88GofaprmLwGsF0IsBfCPQojyT7hEvvbHyC84qKqquvGpRzcYqAiIYs0rVqzg70gtMxKJwOl0oqqqyqLRMxfrxuv1YmJiAq+//jqWLVuGiooKZLNZvifRNemeRUVFbEQXLVrEsXtd1/Hqq6+isrKSje3TTz+NRx55BDt27EAsFoPT6YSu6xgdHcV7772H9vZ2rFixAo8//jhLHZOHT7kDGrvP58OlS5e4CI10cOxGlhYd+Vq3281hH3vIieaU5KUB8PzKCwlV59LiF4lEOE+QzWYt3ccUFK4XrtSB69/L/wB8E8D/Ln2+apim+QGA1wA0AHhHCHHX9DPuQr4+QGEeQGySZDKJ1tZWOBwO9Pf3syFyOByW1oH2pC4wo+Hj8XjwzW9+k40+ADidTkuxFjF/qCE5ec600AD5BYK0ecLhMMbGxvDwww9jbGyMJQ+y2Sw6Ojrw3nvvobq6Gr/3e7+H3bt3Y2xsjMMk9FM20Jqmoby8HOFwGEePHgUAC39f3t3YWxZS4ZW82NEzyNAPDw9biq3kbl30U64uHhkZYY+/pKTEEutXULieuJLH/5vTP0sAVAPomv78VQA9n3RjIcTtALKmaX4wXez1IID/7/R9vgbgR9M/f/bZhq5wOZDhpti3zJHPZrNMyyQjRXHvtrY2NDc3c3hE7vak6zqOHDmCbdu2AcgbQTsrhYzh2NgYSxCQPo5pmhBCcJiEvGfyxk+cOIHu7m68/fbb+Oijj7By5UocOnQIJ06cQCaTQV1dHSejyUu3V94C+ZaGtEjYwylyjkHWA5IppHQ+3VsOJdn19eWEbU9PDwoKClBaWsqyyYFAAPF4fJa+j4LC9cZlDb9pmkS/fAlAJYV4hBDfA/DTq7j3XQB+Mh3n/zUA7aZpHhBChAG0CyH+LYAUgP/1V3sFBRkU4snlchbDqmkaG3IAFoNPoZx169ZZ7pPJZFjPRla3JI182ajK+vqyto9s4Om5QD7MtHbtWl5U3n33XYTDYdTV1SGZTKKgoACrVq3i4rJ0Om0xtDJLyC4nTfF5ymVQKIbGTcVZwEzMXhZIkxczeeFMJpPwer1M35Tj9qRFlEwmUVpayoVqpmlifHzckjdQULjeuJrWi14AcgWMAWDNJ100zfe/d47j5wFsucrxKVwF7OEOOeYsGz85sSgzS7xeL7q7u7F582Ykk0mUlJTgjTfewIEDB5j2CMwUFZFB7+vr43wAyS5QExMyliSBDMCiVf/GG2/gZz/7Gb70pS9hfHwcv/jFL7BixQoWRKPnaZrGSVy5N+/U1BTq6+vZK6cFRNM0FoWj1omyFw/k2y/SMYrZy6wbe08COX9A1b6yUinVNbhcLjbutDuh4iwV3lG4kXA1dM7/DuB1IcT3hBB/DuAoZuiYCtcZFJu2x+XpX1VVFYqLi7lQKZ1OY3BwEJFIhCUUxsbG0NDQgHQ6Da/Xi7GxMa7InUuKGcgb9KmpKRQVFVnCLZTwpWPZbBa6rqO3t5c58pRzePDBB7F+/XquBXA4HDhz5gwee+wxfPWrX8WOHTssxVF039LSUta7oYRqJpNBW1sbdF1HQUEB31Pmzs9lfCsqKpBMJi1hoMsZaUr+yp7+wMAAF3bJ7025D3n3oKBwo+ATDb9pmj8A8HXkqZwfAPi6aZo/nOdxKVwFLscHB6z8/SeffBJDQ0NoaGjgNoBA3qOuqqripiRlZWUYHx9HcXExV95SktO+uBQVFWFsbAz79+9HOp1GOBxmT52eT92pOjo6MDo6iqamJmb/uFwuTE1N4amnnkI0GsXmzZtRWVmJyclJ9pplgyw/2+12o7W1ld+Zkqxr1qzhit1EIoG9e/cyn18WWiNuPiVzycPXdR3t7e2W4iv5uXQPWdSNCrvkPAcVsCmDr3Cj4rKhHiGEiwqwTNMcAjB0pXMUri3khKScMJTDPhTa2LRpE2pqagDMUBPlwiTiqZOBHR8fx5133olkMsmLitwYhQz8jh07AORbHVKLQjm0QjH5TCaD0dFRpmjSruDs2bMIBoM4e/YsiouLcc899+Cpp57CfffdN0s22R6CoVzD+vXruWOV0+nkeZAXNzmZKye17SEdIB8GymQySKfTKCsrQzQa5TDZ3r174fP5LD16aSxX+psoKNxouJLH/zMhxB4hRP00hx9AvqBLCPFvhRAvIk/PVLhOkGPbcqKW5JIJixcvZqNUWlqKZDKJVatWMR2SDLFhGKiqqkJRURGef/55eL1eADNe/+DgIAYHB3H27FmYpsk8eofDAb/fz9r3lBim+6dSKaxYsQL/+T//Z7z55pswDAOVlZXYsWMHiouLsX37dixevBiapuHOO+/k+8hGXhZto2N2vf7a2louNNu/fz/TSGkBk6+fayehaRq8Xi9eeukleL3eWZTN4uJiXlwozEMyE/KYlNFXuNFxxcpdIcRXkNfjfwCAG3mhtlEA/wzgb03TTF+LQSpZZisosSqE4PZ9JSUl3J4PyHe3Ii9eDgm5XC5LhaqmaSxORi0Ot2zZwlIGJCNMTJhMJoM///M/x/e//3243W4WXaMmLk6nE9lsFqdPn0ZjYyM8Hg8b2b6+Puzbtw+33XYb7r//fmzZks/xUwhlZGQEU1NTqKystLRu1DSNmUpOp9PChZe9bXpXqjqm3QfdXw5FEZNHpnUC4JaHx48fxyuvvILdu3cDgEXDX2Ys0Y5AhXUUbkR8pspd0zRfAPDCvI1K4VND9i7Jo7V7x+S52z1m+o6KqzRN412A2+1GY2Mj9u/fD8Mw2NCRUSSWitfrxXe+8x243W50dHQwN53E34C8KNnWrVuRSqX4PiTu9uGHH2JychIOhwP335/v6PnEE09g06ZN2LhxIxeclZWVobe3F6dPn0Zra6uFeRONRlkigSiqRNWMRqP87vIxOj8QCFg8cno/WuBIlpkarhuGge9+97tobm5GQ0ODZachh40UFG4mXA2rR+EGAYVyADCFUtM0LF26lIup5HOAvDcdDofR29vL4R8yXKStQ6EVt9vNVapyZSstMnIhl2EY3DXLMPKNRurr61FTU4Oqqiq89dZbHCoaGBiApmm47777UF1djd/8zd/Eu+++i6NHj0LTNGzatImTyXJYZmJiAlu3bgUAdHV1WeShQ6GQJU9hX6CIoUPJ3traWm6wQqB5ooVR5uAPDQ2hsrISHo8Hf/Znf4Zly5bNmlu6VkHhZoMy/DcJZANnD2/Ym3zL3n00GsXk5CQmJiawatUqPh6LxZi6eOnSJQB5IxYKhdDf34+9e/dacgcUr5fbJLpcLm4ZSIjFYgCA8+fPs5xzLpdDOp3Ga6+9hr/+67/GCy+8gK9+9asc19+yZQvq6uosmv0AUFxcjLfffhuapnGNAC1eROuUpY2Hh4d5F0QSyXKugSpq6XpaYICZQi232w2/349kMokjR44gHA7jnXfe4QKvuRhUCgo3G66mgEvhOoM8TXsRkxCCjRR57sFgkFskUtITyIdauru7mdI5OTmJWCyGXC6HsbExFj4D8ho8Pp8PwIxqpxwHJyNJ96SwkWHk5ZlpoaCxX7hwASdPnsS3vvUt/NEf/RH6+vpYwdJuRGlXEY1GuW2ipuX75JJCJgB+fzneT2McHByE3+/H6tWrLYulXD2cyWQQj8dZQkJeTN1uN5qamrB//35s2LCBr7GreSoo3Ky4mtaLNUKI35Q+/6YQ4v75HZaCHT6fj1vzUbjD7/djZGTEEq7RdR3ZbJY16clAeTwebNu2DalUCsFgkEMy9fX1aGlpQTweR19fH2KxGAKBAOrr6y0eLi02lDzNZDI4cOAANmzYYCmuooWG9PYPHz6M8fFxlJWV4ac//SlcLhdyuRzuvPNOdHd3WzjzAPj+5JkDM+0X6Xfy9u38ebloLBaLQQiBaDTK10WjUcRiMe45nM1mmW9vZ+mQ528YBjo7OxEOhwFAGX2FWwJX4/H/NYBK6fOlOY4pzAPkytSpqalZ31Nzc6rQlfVyjh8/jvb2drS0tCCZTHIIhQx5OBxmhozL5eLfAVhYK8QGGhwcZGqjYRgYHR2Fy+XCK6+8Ar/fz9IEZMhXrVqF2267DX19fVi0aBE6Ojpw3333cQOXc+fOseCbrP0TjUYhhEBJSQmi0SjOnz+PJUuW8HMnJibQ2NjIchKJRMIiAT0yMoJQKMRhKblwizx+IM/zpzwJLSYVFRW8UNCcDg8Pz5J+UFC42XE1hl+YEufTNM1/FUKoENE8Qw7nUMJRCAFd1+F2u5lXvn//fhQUFKCurs6iJ09Giow9kA+BUAMWamtIRl72nmWvVk6aBgIBNogUM6dqXAA4ePAg/uVf/gVerxcfffQR4vE47r33Xrz33ntYu3Ytli1bBk3TuJhM0zQOy9A4qqurWdbhzjvvxAsvvIBHH30Ubrcbuq5z+GfdunWWgjNiF9EcUVhr//798Pl8cDqdmJycREFBAYQQFqNP4SzqmUvzb9f6V1C4VXA1BnxcCPFHyHv5APAIgPH5G5ICYA2bkLHNZDIsEqZpefGypqYmXgjkNoKJRAIOh4N14SsqKthgU9xcXhTIiNq1ZeTwCck1Eweemp1QTsHhcMDr9aKpqQknTpxg3r3b7cbmzZv5viQcV1paypXEcpWuLH386KOPwuPxWN4dALOY7CJowWAQ/f39rBJaXFyMmpoaGIaBffv2Yfv27az9T6DFLZPJ4Pnnn0d5eblqmKJwS+NqDP+3APxXAH+GfM/cg5huiagwv5Dj15FIBCdPnkRjYyN72FRYRd5wR0cHe/x+v59DJ1NTU2ycSSGTEqVyG0ZZ90c2eIZhoKCgwKI/IxvdbDYLTcvLPudyOZw8eRJCCGzYsAGRSATUNpOupQWIGpt0dXVh8+bN8Hq9FmqmrKFDvX6B/M6FvHc7j94wDLz44ovcAlH+jjj6snqpzPW/ePEi1w3QYqqgcCviE3vu3ghYKJW7ciEWfQbAlajADK8+nU5jbGwMuVyOi5jkuLZcXCXfr62tjSWE6Rhdl06nMT4+bikA+yRNIGLgEEPnyJEjGB/Pbwgfeugh3oHYZQwoGQvkufv/8A//wJ25ZPYMYM0BDA4OskCcfSGicR08eBAbN27k8VEnLL/fzxXBFN6ha2muKZSmoHAr4HKVu1fD6rlbCHFQCHF8+nNQCPFn8zHIhQxSwMxkMvx5cHCQKZJk8AcGBpBKpfD000+juLjYUrkqG0HivdNnIB/vb2xstLBoALCs8YEDB1BUVAQhBAYHBxEOhxGNRuc0+seOHUM6nUYsFsOdd96JPXv24Mc//jFOnDiBxsZGlJeXc7HUXEaf6gTC4TB6enpw//33s2Hv7++37DzKysp4zNls1mL0w+GwRS8HAAoLCy1hIwpzkdEHZnYT8pwRbVRB4VbH1RRw/TcAf4q8Tg81WGmdz0EtNJCWjtfr5aKjaDSKCxcuWGQBDMNALpfDW2+9hUceecTSS5ZYOLLcsNwknBaVjo4OPPHEE0in02wEqdrV5/PB7XajtrYWwWAQtbW1c0oS0LkHDhzAhQsXcPr0adTU1GDNmjUAgNOnT6O8vHzOa+mZ1AwlFAph586dHJMvKipirX06v7+/H3v27OHkLhVTyfej3w3D4IpeKlKTzx0cHLQI2CkoLERcjeEvNE3zddux3JxnKnxqZDIZRCIR9qqJrVJcXIzTp09b+OmxWAyhUIgbiFPjESBv1Do6OmAYBocw5LaLVJW6a9cu7N69G6Ojo+jr6wMwI59cV1fHz+rq6rIsJPQ71Qq4XC40Nzfj3nvvRSAQQEFBAd577z3cfffdWLt2Lbq7u2ftLNLpNEseEEd+eHiYx2gYBsbGxriFIYWTKisr8dhjj7E3LlfrLlq0CKFQiHdI0WiU33tychKJRIK/A/L5BaWvo7DQcTXJ3feEEMXIJ3YhhNgO4Oy8jmqBQNd1/N3f/R0cDgcCgQCSySQCgQAikQicTicbQPJaJycnLQaLPGwg74VTYlfXdbS1tcHn881ivchUTyEELyiU4KVz5P66Pp+P6wkuXryIiYkJ+Hw+XLhwAf39/di8eTMWLVqEbdu24c0338Rbb73F1byETCaDp556Co8++ig0Ld9tiyqN5fOmpqbgdrvZyJP0QmvrzCZTZgBRorizs9PCt6eENN2fdj9yPF9BYaHiajz+PwDwDAC/EOI0gN0A/t18DmohgLznM2fOoKioyNLUm/Tt3W43PB4Ph3+OHz+OdDqNgYEBRCIRmKaJWCzG+QHZuLe2tqKurs7iscuora1lmQbqwhWNRjmvQAa0rKwMiUQCg4ODKC0txZIlS9DS0oLy8nK8++672LhxI+69916EQiGk02nLjkR+rqZp2LBhA7Nl6urqmA4q7yTkMA/tDmTOPh2Tfydev5xLoIIs2k2Qlz9XNzEFhYWGq2b1TDdj+TXTND+c3yHNxq3G6pFphP39/aipqbGwcUhP58KFCxgbG0NxcTHuvfdePPHEEygqKsL27dst+vBy9enlniPHuemYXXdGZvjQ/Qwj31RlfHycvWfaJaxcuRKapqGjowO7du2yhGwI9Lmvrw+5XI4bpGcyGfbSqTjN6XTyggdYmT/yGC/3OzCjLQTM6Plcri+BgsKtjsuxei5r+IUQ//5KNzRN8//8nMb2ibjVDD8AS7GVXDxFx4m7bxgGamtr4XK5kMlkYBh5PX1ivcxFS7QXc5GhlY2/fbEgwzkwMMCcfp/Ph6GhIZw6dQqNjY3cr3dkZATnz5/HmTNnsHz5cvT29uJP//RPmTVDFcJyUjocDsM0Td6FUH1BeXm5ZVGRxyMLsV3OUNsXPPm9CfJuQRl9hYWEz2L4/3z61xIA1QC6pj9/FUCPaZoPz8dA58KtYvhlD7anp4c9fZlXbjfeBLru2LFj8Hg83BNW5tpTtavP5+MqV1ownnjiCVRXV+O2224DMNPAhMZFOvjUf1fXdfbES0pKAACJRAKapsHv9yMej7OEA4mayYuYPGbAyr4hA0xJ5G3btll2MPYdiLwzke9DOxG55uByuxn7vRUUFgI+dQcu0zS/P33hSwAqKcQjhPgegJ/O0zhvWVDCdd26dSgpKcErr7wCAGz8ZSNOBVuxWAwXLlzAxMQEi4qRUW9oaGBjH4vFUFRUZGmOLhdvUUz9zJkzeOCBB5jpEo/Hkc1m2aOneD+QN/K5XA6VlZUYGhrCK6+8gocffhher5clHIAZQbe5wijyAmCXSKB3lZPA9gVQ5vHTQhiLxWAYBqampnDo0CHu2iWzl+SfMpTRV1DI4xNj/EKIBIAK0zQ/nv78GwCipmn6r8H4ANyaHj+FXshYypWqAwMDqK6uhmEYiEQi7FlHIhFWnnS73awpPzAwAJfLhZaWFrhcLktsW668JQNJiWESXgPACp4ALEaW7vHiiy/i/fffR2NjI0ZHR9njJ80cYv/I97GHfABrk/Oenh5+9s6dO+fMVdi9ePk9ent74XQ64XQ6eQczV/xfQWGh4jP13J3GfwfwuhDiH5GndP4egJ98zuNbEKDYPdEit2zZwlRNMpaGYVgMJenLGEZeDTObzcLhcKCqqorpnwBQUlLC4RZaNACwsQTyXrxpmpY2jbTgyMaalCtlquVtt92G6upqpFIpNvjATPycir/kDlWyzAQwU6hGxWa003A6nVc00rIXL1M3t2zZwvkCOdxFjCKlrKmgMDc+kc5pmuYPAHwdwPsAPgDwddM0fzjP47rlIMerV61ahcOHDyOVSjFVE8jH/ffu3WsplqJFwOVyoampCTU1NVz1SkVZoVAIY2NjyGQyLF9ALRDJoFNbQqp6pXvapQsmJycB5HckFFYhvP322/B4PEgmkwCASCSCw4cP47nnnkN7ezu3OSRNfmp8Qp+Hh4fh8XgA5BeD1tZWeDwellqmMJf8/nKPWxrn8uXLufEMAKaPer1eLjxTRl9B4fK4qp67pmkOmab5V9P/3pjvQd1qkA3Y+vXr4fF4sGnTJpw+fRrLly9HPB5nqYHly5cDAMLhMOvZAGCNeZnrLhu2XC6HoaEhvhfF4AFYVDflqlcaG32me0ejUXR2duLSpUv8nNraWhQVFeHQoUPcq9fhcKC2thY7duzgMBOFZACgtLQUwWCQP3u9XjzzzDM4ePAgVw3LoR9d17l1o70xvIylS5fC7/cjEomgra2N3yGVSnFuQxl9BYXLQ6lzzhPszJa5PtMxmUkjV6n29vZiyZIlTGfMZDIswTwXLx8A+vv7UVlZyRr8FF6SzydDaxgGV/hWVVVhcHAQS5cuxXe/+1386Ec/gsfj4ftQHN/r9VqSxkA+J5HL5Vinn+5PMtF0rvzOdm3/SCSCeDyOHTt2wOVycchpLgNOi4RcsCa/m4KCQh6fms55I+FmM/wyl51kEAzDsLBuAFgMNhkvmYc+MDCA0tLSWVRLgp06SQnTgoICy3VzFWrZpZ5p0WlubmZp4kgkggsXLmDZsmWWZDM1KW9paeG8gpxTkHX0NS2vuElibs3NzZZ5oGdRE5SHHnrIUgg2F+c+k8lgz549+NKXvoRNmzYpY6+gcBkow3+NQcawv7+fu2E1NTVhdHQUDocD1dXVyGQyGBsb4yIlO+1RLubSNI2Lqy7XPAXIh4hIiuFyvHoSLdM0jRcS8uapmIr63aZSKfbC5XfTdR2pVGqWZj49x16PQJr9tFDY+wZomoZnn30WJSUlOH36NBobG9Hd3Y3t27fPqhMAZlhRyugrKFweyvBfB5CBJSVKTdMwOjrKjBjZ6BHF0t4LVqZIyhW3svGUF4JoNDpnVyrZw5+r05a9cpcSxLlcDjU1NdwEnRYouTmKbNxzubxwaygUsnj/mUyGE7KapvF9aPGrqKjgMBUA3gUAwJNPPolHHnmEK5ZV5a2CwtVBGf5rCNmITk1NYXJyEgcPHoRpmmhoaGC9GgpzGMaMlg0A1NfX831kI00URZmGSefJXjYwu2q2r69vTj0cyhvQ70A+/u50OnmhkBcbe7hJXgDoWbI0sr2ilj7HYjFks1muJwiFQujv74fT6eS4v9zZi3Ibcy1sCgoKc+NX4fErfAqQd02Kl4ZhIB6PY8uWLQCAyspK5vEvXryYcwB1dXXQdR3t7e2orKxkL1+OzZPRj0ajKC0tZQNKRVL0fLtxpMpdexw+k8ng6aefxsMP59U3nnnmGQQCASxbtsxSmEXPBWCRNwbAuQe5UEvW+iE1TrunLjd+p59Op5OfCwAXL17EU089hccee4yfKYSYp7+cgsLCwVXRORWuHoZh4NKlS+ydJhIJhEIhbN68GUuWLGG1zdOnT6O4uBiRSATPPfccx/OpAEmOl8v3pkUjHo8jGo0iGAxajD6FZ+YCNT2hnUIqlUJrays6OzvR1dWFpqYmHDt2jK8ng03sn0gkwgsVgQq9aAyUOyBOfSqV4h2KzM2XW0sS958Kuejf/fffb2nAQjkJ5e0rKPxqmDfDL4RYJYR4VQgxIoT4hRDi/5g+7hZCvCyEODn984vzNYZrDUrmkqQB9XolQ0atDEkv3+12c+UtFToVFBSwAe/r62NPmwxkcXExFi9ebNG9B8AdpoLBINauXWsJ+wCwGHwaj8/nw5kzZwAAd911FwzDwO7du7Fx40YMDw9zQRYAtLa2sjduH1ckEuHfiYefSqVw33334dlnn4Wu65adi9frxdGjR7knsM/nm9WURdd1dHV1wQ5l9BUUfnXMp8efA/CYaZqlAGoA/IEQogzAtwEcNE1zHYCD059vasgG1ul0YseOHVyNCoAbl8vcefJ8XS4Xdu3axRIMFBuXte8JZWVlSKVSlp6zhGw2C8Mw0Nvbiz/5kz9BKpWas+EIedsk0gYAzc3N8Hg8KC4uhsfj4R0HKX2S8SfPPJlMWgrLRkZGWEa6uLiYr9d13dIbmHINbW1tGB0dRVNTEwCwFIVs1F0uFzeMt7+DgoLCr4Z5M/ymaZ41TXNo+vcPAYwAWAHgdzGj9fMTAE3zNYb5BMkQkAGn30lbBwAf9/v93C0LmOkoJXvgsnyC3Jc2Go0ik8lgYGDAoldDPH8yig6HA5qm4d5778Udd9wxS/+HUFZWhmg0it7eXly4cAHZbBbj4+MoLi7GgQMH+L3oerfbjfXr11s+Nzc3s8JnIpFAcXExgHxSeP/+/Uw/pfNpHihUU15ejnvuuYdF6ioqKiwLJcHlcuFmIB8oKNxsuCasHiHEGgA9AMoBpEzTXCp9975pmrPCPUKIbwD4BgB4vd7QxMTEvI/zakHdo9atW2fRtbc3+pCplqWlpez5kqpmKBRCLBbD5OQkM33oOqJGZrNZOJ1OZLNZ1NfXc0L2kUceYc69zPUH8po/xAwaHBxENpu10Ct1Xcfzzz+PXC6Hu+++G0uWLEEoFGIlUEoszxUuAmaapFC8X6Z00mf6nt6XNHroejrvk6ptVTWugsJnx3WjcwohXAAOA/iBaZqdQogPrsbwy7iR6JykMOn1epmxQpCNlFy8RFW7xKShHMCuXbtgGAbLNNiLpOTfY7EY6954vV54PB6LBn4kEsHk5CSzh2T9m5GREU6+yhW+k5OTbPRp8ZDVPMmAkxyDzBSi0I79OABe2ADggw8+wOuvv45HH310lvGXr0mlUvB6vZ/PH0lBQQHA5Q3/vLJ6hBBOAP9/AP9gmmbn9OF3hBB3TX9/F4Bz8zmGzxNk7Hw+H0ZHR9mwEmSjODAwwOfH43GOeT/99NNYu3YtysvLAcw0Rpd3CfK9KAxEhV1lZWWW6lfyzCcnJ3H48GG+npQ65VCMnJCtqanBsmXLEAgEmKdP9yOdHcMwOAxj19QHZnR27HPU1dXF0s233347vvnNbyKVSvHY5PAYkDf6f/iHf8iqnwoKCvOL+WT1CAB/C2DE1p+3C8DXpn//GoCfzdcYPk8Qe2VkZASGkdfG7+3txd69e7nwiWLvkUiEKZEy713TNOzevRsejwdVVVWIRCLo6emxLBgdHR28S5CNI+0eiO1DyWK6dsuWLXj88cehaRp6enrQ3t4OwzBQVFSEjo4O/NM//ROee+45pNNpdHR0AADr+WQyGaZWAnndfqoopsSuvGgMDg5yLQEAyzgpKet2u3nB8ng88Pl8rJtPNFGZ5fOjH/2IeworKCjML+bT438AwL8BsFkIcWz631cA/AjAbwkhTgL4renPNzwMw0AoFGJhsqamJmzcuBE+nw/xeBzpdNpiPCl8UldXh0AgwEadDDqQZ+Ikk0mLcZdlhe3CaqSpX1VVBYfDwcfJ8LpcLqZWtrS0YNOmTXC5XPjoo49w8uRJ5HI5uFwuVswk1k48Hsfk5KSlSIvGQK0WaUECwLr+IyMjiEQizPWXw1r0O5DPM1B9AS2OxBCid9B13bIYKCgozB+UZMNVgPrl3nHHHViyZAkMw8DExASam5uhafkWgBMTE1i+fDk2b95skSwg+ua6deuwYsUKZDIZrmglw0ehlnA4jGw2i5qaGgDWcA8ws6OwH0+n06xjQ5o/dXV1/PzDhw8jl8vh3nvv5efKCpkkF2FvYUgqmI899hgMIy+UJieLgXz9gd/vR3t7OwBg586dAMDJabqfvWpYlp24miSvgoLCp4fS6vmMoIraZDKJ1157Dc3NzZwIJeMZjUZx55134pVXXkFLSws0TeMKVtK7MQwDXV1d2Lx5M95++21WwKTYOSVcE4kEvF4vUqkUSkpKIIRgxk8mk0F7eztKS0uZ/kiLEo1LhqxkKVf0JpNJNDU1cbKVPO5EImGpjKUxlZeXW5QyI5EIFi1axJo9chJblmmmcJDcCpF2JnR/ZewVFOYP1yW5e7Mjk8mgo6MDw8PDOHLkCLZu3QrAyrt3uVwoLS3F22+/jeXLl3MOIJfLwe/3s0yC2+3Gtm3bMD4+zt2xhBCWME99fT127NiBJUuWoKioCIFAgLttGYaBRCKB1atXc7UvXefz+Tj2LucHqFArmUzC7/ejoKAA5eXlXCkrJ6blyll5TDU1NdzZStM0jIyMQNM0+P1+i9HWNI3vSaGs0tJSSytEe4hHGX0FhesDZfgvA4pVb9iwAW1tbbjvvvtw4sQJ7NmzB+l0mo0bJXpzuRw3QInH45ZWiwSXy8VKlLQbkFsh0gIRCoWwaNEiuN1uNDY2soccDAbhcDgQj8cxMDCATCbD99m/fz/Onj2L9vZ29Pf3w+v1YnBwkFlIqVQKq1atQiqVQnl5OXK5HCKRCHv7pmmy537s2DFOWMuFWyTAFgqFLEZeTvxSXmB4eJjzCWTgY7EYf6eSuAoK1w/K8F8GlFz1+Xx4+OGH8cEHH6CmpoZFw+Qm5dXV1aisrMSiRYugaRpKSkrwzjvvYGhoaBY7h0JrFLqSE7jkrZNSpa7rOHDggIV1s2jRIoRCIfamKRRVXFyM2267DU1NTXA6nTh+/DhyuRwmJydZ/O3QoUPweDwYHx/n8VAx2qpVqwCAG6J3dXUxy8aeYCZNHgDM+ac5o97A1JcXmGH9ZLNZjI2NqSSugsJ1horxXwZk8CiEcunSJWzatAmAtcsVnWtvmiL3uZVBjVmGhoY4mUoGc+/evSgtLeXEKVEza2pq0N/fj4KCAovOvVytS+EgWbeeZBjseQli8gQCASQSCZw9exbvv/8+Wltbeafj9XrxxhtvoKCgwJIott8DABdx0ZhJ41+eF/pM5ygoKMw/VIz/KjEXhz4YDGLRokUA8gY2Ho9zmASYkS+WdwIkJUyxdll/Jx6Pz9KgoVh9IBBANBpltU46T25kLo+NBOD6+/vR2dnJC051dTU8Hg+am5sxMjKCcDhsKfgiTaFgMIi77rqLGUpk9DVNw6FDh3D+/Hk2+AMDA0gkEixL4XA4WCWUFiMKfVGoiMTeaCFVRl9B4fpDGX4JMteevHYSR6NkpqZpKC8vZ6+cEqiUtLQnPL1eLxtLMooAuLJV9tgLCgo4dBQMBjE0NISxsbFZFE7KGxCvv7a2FvX19WhtbZ0lIeF2u1FaWmrh/ZMwGr1PVVUVx/B9Ph/2798PANi4cSPOnj2L/v5+xGKxWTLTJAttl5e4ePEi2tvbEQ6HZ9UjKCgoXH8owy9BLqAiDZ2pqSmWISDDTt2jwuEw9u7di/7+fpYvlo1gOp3G/v37uTiKDG4gEMCBAwcQiUSQyWR44SguLuZKWYrzt7S0wOVyMUNIrm4lz1s2qnKTk76+Pg7NkLRCLBaztEAcGBgAMEPplBeYhoYG7NixA/X19SwZQc+gMdirjWOxGAoKCtDS0sILmzL6Cgo3FlSMfxpkBIUQ7NUSa4bi4/STpBtaWloAYJYIGjBT9LVixQrce++9SKVSHOum72lx8fl88Pv9rLZJ9yCFS1L4LC4uxv79+5kqKsf8BwcHueG63IRd5trTO1JrRCr4on63p06d4jg/GfmBgYE5dXqAGTVSAJZ8B+1QiLuvDL+CwvWBKuC6CthpifaFgBK9fr8fsViMk572RC5dT3x16j8ryx3TefTMWCwGwzAQDAb5PHk8sqSzXCglN2MHrIlTGpccKqLEK3n3tBCQJLOmaejv70dhYSGCwSAvHvT+ZMxpXHL1LT1TbgSvjL6CwvWDSu5eBeRKWMMwLDFtAunYkCdN4Q0y4jK33eVysaImUSpldgwJtNH9qAsXyRNHIhE8++yz2LdvH18Ti8XQ0dHBuxG5Q5Z9QaG8A7VK1HUdnZ2dlpaK5M2bpsm7GSr4kt+T7ksL0rFjx2bF76lCmBYiZfQVFG5MLGjDL3vU9C8SiWDNmjUAZrxwAhUwAXktGuLWm6bJMsjhcNjCYc9kMqzCSUZ3YGAAhw4dwiuvvGKpYqXFobu7G4aRF4W75557WFZ5eHgYRUVFyOVy6OjowMGDB1nyWTb6FLcnr5vaF2qahnXr1lnYPXTdxYsX8cwzz6CkpAQ7d+7kkBSQp69mMhm0tbXNqdlvGAbXA1y6dEkZfAWFGxwL1vCT10qqmqSfPzExgcrKSjZokUgE6XSaY/LRaBRA3lOmhGdpaSkOHDiACxcuYHR0lAu3yMMm4TXi01dUVGDx4sXYvXu3RdsGAEs7kPGsra3F4sWLAeSTuel0Gs3Nzdi+fTsKCwtZ/kF+L9LkoXvIjCS5xaGcoF28eDE3S7HH60+ePAkAWLFihaWlo5xIHhkZQXNzMzZt2qQMv4LCDQ7H9R7A9YTP50NnZycaGxvZw6WmKIZhoKqqCr29vdizZw9Wr16Nbdu2Id9mwBpWoWYq9DmRSPA5RLGUpR2I7UJGX84lAPlk8cWLFzExMYGdO3dyMpYqiantY0lJCY4fP25RA6VEMI1leHh4VrgGAD/T7/ejs7MTa9asmZWnoHg+vdvp06ctukHU9lFOICsoKNz4WJDJXTJqZWVlCIfDWLRoEevmyN4s/U7ePlXB0iIhG21ZbZO+kxOvVMFKvXZpMZB58HL8Px6PwzAM1NbWzuLKU3iICsGCwSAzi+SKY7kX7+DgIO644w5WECUjT3kNqti199q1J4sBoK2tDatXr1bevYLCDY7LJXcXpMcvJyVJhoGqb8lgyqwU8swpPi7fh7pQaZrGapvkeRcVFfFiIou1RSIRlJSUoLu7m+sGAHBtAFXEArAsHgcPHkRhYSFM08TU1BQcDgeHbujZpI/f1dWFbdu2IZFIwO/344MPPkBbWxuWL1+OeDzO19F45ecQe4nqFci40wJEuxhl9BUUbk4s2Bi/TH8krzcSiXACk4yfXDBFTUUIuq6jvb2d2xwS/XEuQTL6FwqF+LuGhgYkEgn09fVxojibzTIXnxhBw8PDSKVSOHLkCNauXYtgMIiJiQkIIfi+fr8fAFhlc/v27Wyo4/E4KisrUVRUhB07drDRz2QyLCUhi63RfXRd5xaPwMxOSRl9BYWbGwsq1CN7r4CV004eL3n8g4ODuHDhAiYmJuDz+eBwOOD3+7nTlT1BSoZ0dHTUskDYwya0oBQVFcHj8VgKnmgh2blzp0X7hiqHN2zYgEwmw5RKOocYNevWrcPtt98OXdd5R0OCbRUVFSyhUFtbC8MwLA1cwuEwRkZGsHPnTrhcLmQyGQwNDSGZTPKxueZQQUHhxsWC5/ET+0TXdWQyGWQyGTz55JNIp9OWMEcymQQAVFVVYePGjdi5cycqKysxNTWFAwcOwOv1IhKJcMNzIG/QDx8+jD179uDChQt8DJjJA9CzyTvv7u5mITPaJYyMjHBTFVncjTx4r9fLISMq6KLYfHNzM9auXYu/+Iu/gMfjsYRxiKsfCoXgcDj4uM/n4/sEAgFm/1A3LofDwR3F5or5Kygo3JxYEB4/edmXLl1CLpfD4cOH8fjjjwMAx+/Jc5YNqiyZYBgG/H4/3G43BgYGUFpailgsBiEEd8Tq7+/HokWL2OOn62kMcvI0k8kwM8aeFCYPnZKzw8PD3I6REsRyb1x5x9Db24v777+fdy0k40Bsn9LSUku/Xbkil45RdTIZ+Wg0aqlgVlBQuDmwYJO7JFsgV9o6HA5LnFrTNKRSKTz77LPYvXs3hzUohk5JzuHhYbjdbqZOEt2zvb0dfr8f9fX1fD/DMDA1NYX+/n6YpolFixZxHJ6QzWa5KEw24PRcIO/Ze71edHd3o6GhgcMvgUCAFxJ6r1gshnvvvRddXV3Yvn27hcYpvz/lDeQEtnwfwzC4X4AsB62MvoLCrYFbOtRjV46k6thAIIBYLMbqlbqu49ChQ3j44Ye5MTgAiwSxzPShql0AWLx4MVpaWlhcjRQ6DcOA0+nkgqqVK1dyy8R0Os2FXbSgUKJV13WLUJuu6xgfH0dDQwPcbjccDgeamprgdrs5IUutEk3ThNvt5naHdA96H5oPwNr5izA4OIjBwUEEg0EUFBSw1r5dAVRBQeHmxi0f6iHueUdHB7Zt2wbDMNh7Hh0d5e5RlNQF8InxbHuy1jAMvr8sXez1enH8+HEcP36ck8OVlZXcwUp+HoVzOjo6ePdgGIZlxxAMBhGJRNgLJwE1qhCmGgN76IZAIRw5vEXPt4ef5N2QgoLCzYkFG+oh47x582bE43GcPHkSjY2NLE0gUy2BGaNub69IIEMvF0AZhoFt27ZZYvgUTqmpqUFNTQ1fI9cQyAZaVuM0TZPzEolEAjt27ODnyYwhkmsgjR+50Mvn81li83RfOofklmnRIfVQ0v2Xw0HK+Cso3Fq4pQ2/YRjo6+tjj5uag5DxsxctATNeMfWTDQQCFg39SCSCkydPsrQDqXm2trbO8rBlA0/euVxZq2n5Dl2U3HW5XGzkKYeQy+Usuwj5GcTQoRwGJYZzuRwcDgdKS0stYRpKIANALpfjcRUVFVkSvjRuZfQVFG5N3NIxfk3TUFdXh127drHipOzBk1ebTqdZSpkKoAKBAEpKSriPLS0UoVCIjT5h9erVAMD3kqWd6R958TJNM5PJ4MCBA5iamuLzqDUjoaCggN+lrKwMsViM1TdJw4eoqpFIBKWlpaitrUVFRQWrchLI07cfGx8f5z67lA+gZyooKNx6uKUNPzAjdzyXABlx2bu7u+H1elk50+Vyoba2Fm63myWayQOW70UeNoWKPB4PnnrqKei6znz8gYEBRCIRvi8liNevXw+3243W1lZUVlZyUphE4GihITooAPbsyXOnEA+Q9+AnJyd54aBdBTWFJy1/8vSpB29dXR3XFRiGobx8BYUFgFve8M8FOYxBMsipVIoblMgSBaZpor+/n4ut6Djdp6Kigith3377bdx///1wu93cVIUancssHdoN0D3kMIvMJJJZO/aE88DAAFfsUiGZ3IqR7kXhoOHhYaxcuRKhUIjHRe9KTCDF3lFQWBi45Vk9VwtZtkHTNITDYRZDI/ZPIBBAKBSycODlIq+ioiKMjY1xpawcz6ffSftGFoej7+U2h+Sh2/voUn7CLqIms3TsRV0ulwvpdBpPP/001ynQdyqBq6Bw62LBsnquFnJXKgqFkPe8ceNGy7nyeRSaIeE1ukY20qS1s23bNovyZjgcZpaO3L4RyOcLiFZJ9+vo6GDPnJg6cnUv5Szop9zn1+PxWIrT7O+soKCwcKA8/svALkYmM3pI2Iwge+1kiInXT+ygkpISi44/ABZJk7twXalRuSwqB+TlnWkH4vP5LPx8eTGQcxIk40C7EgUFhVsXl/P4leG/Csh8e2LeEGWSwjCytg+FVlwuF/r7+wHkqZdCCIsOv2EYSKVSFq/7cuqXNAbqwLVixQpMTEywiNpcIRt7kRbtQgDF2FFQWAhQhv9XhN2IAvldgFyFS3mBYDDI7QydTieHdqjq9s4778Q777zDrQ/lxub2ZwKYtSiQyic9/3I7BLpG13UcPXoUR44c4b66CgoKtz6U4f+cQR44Caht374dQF6hk+QWgJlGL3SNHO+/nKcO5BeV/v5+ZurQrsJ+3pV2CABw+PBhjI2Nobi4GGvXrmU9f+XxKyjc+ljwevyfN4gS6vF4OOEKAKdOnWJjPDw8POsaok5SMZnckpEWBuLfJ5NJrFq1yiLiJhdf0T3lHQjdhzp6LVq0CC0tLaitrUUmk5lVXaygoLDwMG+GXwjxd0KIc0KI49IxtxDiZSHEyemfX5yv518LyNLJ9JOqemWpYzvmKibTdR09PT3Yu3cvDMNAKBRCS0sL0uk0s3N8Pp/F0MvXZzIZViIFZlowVlVVWRYZu/aQgoLCwsN8evzPAWiwHfs2gIOmaa4DcHD68y0Fu2ElL93uqRuGwQVjZNABoLi4GECezknGmiSYh4aGWO5BDiWRQafwEYA5WTvK01dQUADm0fCbptkDIGM7/LsAfjL9+08ANM3X828EyF6/bKwzmQzC4TA6Ozvh8XiQTCZhGAZr4FOTdXt+4NVXX4Wu61zRS2EhIF9INjQ0hHA4zFo+tBuwLzoKCgoLG/Oa3BVCrAFwwDTN8unPH5imuVT6/n3TNOcM9wghvgHgGwDg9XpDExMT8zbOawGZkUMcfwAs10D8/2g0ammPKHPwM5kMxsbGWG9nbGwMfr8fdXV1rBtEBWSAtYJXQUFh4eG6sHp+FcMv40Zk9fwqkPn0dppoOBxmSWVZw+fYsWOzcgYUz5cLw2Sdf8XeUVBY2LhRWD3vCCHumh7QXQDOXePn3xCwV/3Kv9fW1qK6uprj+sQMIiMuh3/i8Tg6OzstAnJ0H2X0FRQULodrbfi7AHxt+vevAfjZNX7+DQ/ZsMtaOvbiMVokmpubkUwmZ9E9ldFXUFC4HOaTzvk/AIQBlAgh3hZC/FsAPwLwW0KIkwB+a/qzwhVg1wuyJ2vdbjfTPRVHX0FB4Wowb+qcpmn+b5f5ast8PfNWxlytIkk/yJ4IVlBQULgSlCzzTQJ73F71xlVQUPisUJINNxEuV5CljL6CgsKngTL8CgoKCgsMyvArKCgoLDAow6+goKCwwKAMv4KCgsICgzL8CgoKCgsMyvArKCgoLDAow6+goKCwwHBT9NwVQrwL4EbSZb4NwHvXexA3ANQ8zEDNxQzUXORxI8zDatM0b7cfvCkM/40GIcTgXFKnCw1qHmag5mIGai7yuJHnQYV6FBQUFBYYlOFXUFBQWGBQhv+z4cfXewA3CNQ8zEDNxQzUXORxw86DivErKCgoLDAoj19BQUFhgUEZfgUFBYUFBmX4bRBC/J0Q4pwQ4rh07D8JIWJCiGNCiJeEEMul7/5UCJEUQowKIX77+ox6fjDXXEjf/bEQwhRC3CYdW1BzIYT4nhDi9PR/F8eEEF+Rvrsl5+Jy/00IIR6dftdfCCGekI7fkvMAXPa/if8p/fdwSghxTPruxpkL0zTVP+kfgHoAlQCOS8cWS7//EYC/mf69DEAUwG8AWAtgDMCvX+93mM+5mD6+CsCLyBfV3bZQ5wLA9wD88Rzn3rJzcZl5+DKAVwD8xvTnO271ebjcXNi+3wPguzfiXCiP3wbTNHsAZGzHLkofFwGgjPjvAmgzTfNj0zTfBJAEcN81Geg1wFxzMY3/C8DjmJkHYOHOxVy4ZefiMvPw7wD8yDTNj6fPOTd9/JadB+DK/00IIQSAFgD/Y/rQDTUXyvBfJYQQPxBCvAXg9wF8d/rwCgBvSae9PX3sloUQYhuA06ZpRm1fLbi5mMYfTocB/04I8cXpYwttLu4GsFEIcVQIcVgIUT19fKHNg4yNAN4xTfPk9Ocbai6U4b9KmKb5HdM0VwH4BwB/OH1YzHXqtRvVtYUQohDAdzCz8Fm+nuPYLTsX0/hrAMUA1gM4i/zWHlh4c+EA8EUANQD+A4D2aY93oc2DjP8NM94+cIPNhTL8nx77APwv07+/jXy8m7ASwJlrPqJrh2Lk45NRIcQp5N93SAjhwcKbC5im+Y5pmr80TfNfAfw3zGzdF9pcvA2g08zjdQD/irxA2UKbBwCAEMIBoBnA/5QO31BzoQz/VUAIsU76uA1AYvr3LgCtQojfEEKsBbAOwOvXenzXCqZpxk3TvMM0zTWmaa5B/j/mStM001hgcwEAQoi7pI+/B4DYHQttLvYD2AwAQoi7AWjIq1IutHkgPAggYZrm29KxG2ouHNfrwTcqhBD/A8CXANwmhHgbwJ8D+IoQogR5T2YCwLcAwDTNXwgh2gEMA8gB+APTNH95XQY+D5hrLkzT/Nu5zl2IcwHgS0KI9chv2U8B+CZwa8/FZebh7wD83TSt0QDwNTNPZbll5wG44v8frbCGeW64/yaUZIOCgoLCAoMK9SgoKCgsMCjDr6CgoLDAoAy/goKCwgKDMvwKCgoKCwzK8CsoKCgsMCjDr7AgIYR4UghRP8fxLwkhDnxOz3hNCFE1/btLCPGMEGJsWsGyRwhx//R3v5xWczwuhPgnIcTS6eO/JoT4r9PH40KIgWkOOIQQr0gSEQoKnwrK8CvcEhB5XNV/z0IIN4CaaZGta4VnkRf0Wmea5j0AdiFf3QoAU6ZprjdNs3z6nD+YPv7/ArAcQNA0zQDyRWIfTH/33wE8cm2GrnCrQRl+hZsWQog1QogRIcTTAIYArBJC/LUQYnDaq/7+ZS7dDqBbuk+DECIhhDiCfKk9HV80Lb42IIR4Qwjxu9PHC4UQ7dPibP9zWpys6grjLAZwP4A/m5Z3gGma46Zp/vMcp4cxI951F4Cz0jVvm6b5/vR3XcjrwSgofGoow69ws6MEwPOmad5rmuYEgO+YplkFIAhgkxAiOMc1DwCIAIAQ4gvI6+x8FXlFRY903ncAHDJNsxp5zfm/EEIsQt7Tft80zSCA/wQg9AljvAfAsU+q1BRC/DqALcgbdQBoB/DV6TDQHiHEvXTu9ALwG0KIZZ/wbAWFWVCGX+Fmx4Rpmv3S5xYhxBCAN5A3uGVzXHMXgHenf/cDeNM0zZPTMgN7pfO2Avj2dBel1wB8AYAXwAYAbQBgmuZxALFf8R0Kpp9xHoAbwMvT934b+YXtT5GXCzkohNgiXXcO+VCQgsKngtLqUbjZcYl+mU58/jGAatM03xdCPIe8sbZjynb8crolAsD/YprmqOVgXnL40+AXACqEEL9GYRv7eEzTXC+EWALgAPIx/v8KANPNTf4FwL8IId4B0ATg4PR1X5h+FwWFTwXl8SvcSliM/EJwQQhxJ4Dfucx5IwB8078nAKydjsMD1rj5iwAeJUMvhVqOIN9dCUKIMgCBKw3KNM0xAIMAvi/dax3lDKTzLiDf2vOPhRBOIUSlmO7vPJ24DiIvEkiLjwd5cTgFhU8FZfgVbhlMdwV7A3kP++8A/Pwyp/4z8qqKME3zIwDfAPDP08ndCem8/wTACSA2rTz5n6aPPw3gdiFEDMCfIB/qufAJw3sYeUOdFELEkc8rzNJjN03zDeR7s7YCuAPAP00/O4a8quP/b/rUEIB+0zRzn/BcBYVZUOqcCgsS00a+0TTNDz7Dtb8OwGma5kfTO4WDAO42TdP4nId5pTH8FYAu0zQPfuLJCgo2qBi/wkLFY8gnaj/4DNcWAnhVCOFEPg/w766l0Z/GcWX0FT4rlMevoKCgsMCgYvwKCgoKCwzK8CsoKCgsMCjDr6CgoLDAoAy/goKCwgKDMvwKCgoKCwz/D2SxW0Kq+PCWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = candidate_table['ra']\n",
"y = candidate_table['dec']\n",
"\n",
"plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
"plt.xlabel('ra (deg ICRS)')\n",
"plt.ylabel('dec (deg ICRS)');"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"from pyia import GaiaData\n",
"\n",
"def make_dataframe(table):\n",
" \"\"\"Transform coordinates from ICRS to GD-1 frame.\n",
" \n",
" table: Astropy Table\n",
" \n",
" returns: Pandas DataFrame\n",
" \"\"\"\n",
" gaia_data = GaiaData(table)\n",
"\n",
" c_sky = gaia_data.get_skycoord(distance=8*u.kpc, \n",
" radial_velocity=0*u.km/u.s)\n",
" c_gd1 = gc.reflex_correct(\n",
" c_sky.transform_to(gc.GD1Koposov10))\n",
"\n",
" df = table.to_pandas()\n",
" df['phi1'] = c_gd1.phi1\n",
" df['phi2'] = c_gd1.phi2\n",
" df['pm_phi1'] = c_gd1.pm_phi1_cosphi2\n",
" df['pm_phi2'] = c_gd1.pm_phi2\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(7346, 12)"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"candidate_df = make_dataframe(candidate_table)\n",
"candidate_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = candidate_df['phi1']\n",
"y = candidate_df['phi2']\n",
"\n",
"plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
"plt.xlabel('phi1 (deg GD1)')\n",
"plt.ylabel('phi2 (deg GD1)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise** Write `candidate_df` to an HDF file named `gd1_candidates`.\n",
"\n",
"Save it as a dataset named `candidate_df`."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"candidate_df.to_hdf('gd1_candidates.hdf', 'candidate_df')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-rw-rw-r-- 1 downey downey 756K Nov 18 15:54 gd1_candidates.hdf\r\n"
]
}
],
"source": [
"!ls -lh gd1_candidates.hdf"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"candidate_df.to_csv('gd1_candidates.csv')"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-rw-rw-r-- 1 downey downey 1.6M Nov 18 15:51 gd1_candidates.csv\r\n"
]
}
],
"source": [
"!ls -lh gd1_candidates.csv"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
",source_id,ra,dec,pmra,pmdec,parallax,parallax_error,radial_velocity,phi1,phi2,pm_phi1,pm_phi2\r\n",
"0,635559124339440000,137.58671691646745,19.1965441084838,-3.770521900009566,-12.490481778113859,0.7913934419894347,0.2717538145759051,,-59.63048941944396,-1.21648525150429,-7.3613627125974945,-0.5926328820644919\r\n",
"1,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,0.30745551377348623,0.19946557779138105,,-59.247329893833296,-2.0160784008206476,-7.52712608464053,1.7487794924176672\r\n",
"2,635674126383965568,138.8428741026386,19.031798198627634,-3.8970011609340207,-12.702779525389634,0.7794631695848825,0.22369151932421705,,-59.13339098769217,-2.3069007451798287,-7.560607655557421,-0.7417999555980245\r\n",
"3,635535454774983040,137.8377518255436,18.864006786112604,-4.335040664412791,-14.492308604905652,0.31451429349160354,0.10277456217796248,,-59.78529963350303,-1.5945692849622026,-9.35753561702402,-1.2184922339592716\r\n",
"4,635497276810313600,138.0445160213759,19.00947118796605,-7.1729306406216615,-12.291499169815987,0.42540354480291037,0.3376892347379532,,-59.55774434692722,-1.6821467937242753,-9.000831056712947,2.3344066165829673\r\n",
"5,635614168640132864,139.59219748145836,18.807955539071433,-3.309602916796381,-13.708904908478631,0.5833821573394844,0.5746175895352217,,-58.938113464510934,-3.0241923218278397,-8.062761531706451,-1.8690819375362338\r\n",
"6,635821843194387840,139.88094034815086,19.62185456718988,-6.544201177153814,-12.55978220563274,0.3788707393484704,0.2134264091820104,,-58.10569437830526,-2.8105428528649257,-8.814581159026405,1.451032881430119\r\n",
"7,635551706931167104,138.04665586038192,19.248909662830798,-6.224595114220405,-12.224246333795001,0.7832805254544403,0.12699359319614956,,-59.354285349557074,-1.5557649698784075,-8.427716582116249,1.5738026079151446\r\n",
"8,635518889086133376,137.2374229207837,18.7428630711791,-3.3186800714801046,-12.710314902969365,0.17932476739336733,0.7503378631682915,,-60.19048364007102,-1.1779749872253444,-7.3401827273605385,-1.064062501817137\r\n"
]
}
],
"source": [
"!head gd1_candidates.csv"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}