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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "73d17b27",
+ "metadata": {},
+ "source": [
+ "# (Mono-)Transiting planets"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c6874e15",
+ "metadata": {},
+ "source": [
+ "The way in which the Keplerian function is parameterized in **kima** is most\n",
+ "useful for RV detection, but can in some cases become a bottleneck. \n",
+ "\n",
+ "One such case is when a planet is observed to transit only one or two times, the\n",
+ "so-called mono-transits or duo-transits. Here, the orbital period is uncertain\n",
+ "but the time of transit is known relatively well, and so the standard\n",
+ "parameterization in \\($ P, K, e, M_0, \\omega $\\), which is used for the\n",
+ "`known_object` as well, is not ideal. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0439f93",
+ "metadata": {},
+ "source": [
+ "
\n",
+ "
Note
\n",
+ "
\n",
+ " The (old) work-around of using the Gaussian_from_Tc
prior for \\(M_0\\)\n",
+ " will not help in cases like this.\n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "084c7c11",
+ "metadata": {},
+ "source": [
+ "To allow for this corner case, a new `transiting_planet` mode has been added.\n",
+ "This is much alike the `known_object`, except that the Keplerian is\n",
+ "parameterized directly in terms of \\($P, K, e, \\omega, T_c$\\). In this way,\n",
+ "independent priors can be assigned to these parameters."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c21f1c3c",
+ "metadata": {},
+ "source": [
+ "Let's see an example."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2ade7619",
+ "metadata": {},
+ "source": [
+ "### Simulating a dataset"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8716fe28",
+ "metadata": {},
+ "source": [
+ "First, we get some standard imports out of the way"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "3e47b6c0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import kima"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d63d3f1e",
+ "metadata": {},
+ "source": [
+ "We'll create a function to generate a simple RV dataset containing a planet. We\n",
+ "_define_ the time of periastron and then _calculate_ the time of conjunction\n",
+ "from it. To make things interesting, we remove a few data points so that the\n",
+ "orbit is slightly harder to constrain."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "ddfeca50",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def create_data():\n",
+ " np.random.seed(43) # to be reproducible\n",
+ "\n",
+ " # random times and uncertainties\n",
+ " t = np.sort(np.random.uniform(0, 100, 57))\n",
+ " err = np.random.uniform(0.1, 0.3, t.size)\n",
+ "\n",
+ " # define orbital parameters\n",
+ " P, K, e, w = 30, 2, 0.6, 0.1\n",
+ " # define time of periastron\n",
+ " Tp = 15\n",
+ " # use the time of first observation as \"epoch\"\n",
+ " M0_epoch = t[0]\n",
+ " # mean anomaly at the epoch\n",
+ " M0 = 2 * np.pi * (M0_epoch - Tp) / P\n",
+ "\n",
+ " # calculate the time of conjunction\n",
+ " f = np.pi/2 - w\n",
+ " E = 2 * np.arctan(np.tan(f/2) * np.sqrt((1-e)/(1+e)))\n",
+ " Tc = Tp + P/(2*np.pi) * (E - e*np.sin(E))\n",
+ "\n",
+ " # simulate a Keplerian function\n",
+ " v = kima.keplerian(t, P, K, e, w, M0, M0_epoch)\n",
+ " # and add some small Gaussian noise\n",
+ " v += np.random.normal(loc=0.0, scale=0.05, size=t.size)\n",
+ "\n",
+ " # remove some points to make things interesting\n",
+ " t = t[v < 1]\n",
+ " err = err[v < 1]\n",
+ " v = v[v < 1]\n",
+ "\n",
+ " return (t, v, err), P, K, Tp, e, w, M0, M0_epoch, Tc"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "05dab4dc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "(t, v, err), P, K, Tp, e, w, M0, M0_epoch, Tc = create_data()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f824bac8",
+ "metadata": {},
+ "source": [
+ "Let's plot the data together with the true Keplerian model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "71da7026",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "tt = np.linspace(t[0], t[-1], 1000)\n",
+ "vv = kima.keplerian(tt, P, K, e, w, M0, M0_epoch)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "ax.errorbar(t, v, err, fmt='o', label='data')\n",
+ "ax.plot(tt, vv, color='g', label='true Keplerian')\n",
+ "ax.legend()\n",
+ "ax.set(xlabel='Time [days]', ylabel='RV [m/s]');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0c33b127",
+ "metadata": {},
+ "source": [
+ "### A simple fit"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d285deac",
+ "metadata": {},
+ "source": [
+ "Let's now fit these data, assuming only that we know there is one Keplerian signal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "3f3802f9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from kima import RVData, RVmodel, distributions\n",
+ "\n",
+ "data = RVData(t, v, err)\n",
+ "model = RVmodel(fix=True, npmax=1, data=data)\n",
+ "\n",
+ "# since we didn't simulate any jitter, let's just assume it's zero\n",
+ "model.Jprior = distributions.Fixed(0.0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "047b387a",
+ "metadata": {},
+ "source": [
+ "Run the model for a few thousand steps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "671ab2c4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "kima.run(model, steps=30_000, num_threads=4)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b52b55e",
+ "metadata": {},
+ "source": [
+ "and now load the results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "bab96808",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "log(Z) = 13.876939900974554\n",
+ "Information = 16.97202651128454 nats.\n",
+ "Effective sample size = 4131.119355475683\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 4131/4131 [00:00<00:00, 24176.37it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "res1 = kima.load_results(model)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8873854",
+ "metadata": {},
+ "source": [
+ "Plotting a few posterior samples together with the data already shows that we\n",
+ "didn't recover the true Keplerian signal very well"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "5b1620a3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = res1.plot_random_samples(legend=False)\n",
+ "fig.axes[0].plot(tt, vv, color='g');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c8527f5",
+ "metadata": {},
+ "source": [
+ "and indeed the posteriors for the orbital parameters show that, while the period\n",
+ "was recovered, the semi-amplitude and eccentricity are a bit off from the true values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "0a67d9ce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "res1.corner_planet_parameters(true_values=[P, K, M0+2*np.pi, e, w]);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "72aaee53",
+ "metadata": {},
+ "source": [
+ "### Assuming $T_c$ is known"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9f15d858",
+ "metadata": {},
+ "source": [
+ "In our convoluted example, we do have information about the time of conjunction\n",
+ "$T_c$. If we assume we don't know the orbital period, then we are basically in a\n",
+ "similar situation to a mono-transit or a duo-transit.\n",
+ "\n",
+ "Let's fit the data again with a model that uses one _transiting planet_,\n",
+ "allowing us to assign a prior to $T_c$ directly."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "0c321519",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#same as before\n",
+ "data = RVData(t, v, err)\n",
+ "\n",
+ "# no 'normal' Keplerians, as we'll use a 'transiting planet'\n",
+ "model = RVmodel(fix=True, npmax=0, data=data)\n",
+ "\n",
+ "# same as before\n",
+ "model.Jprior = distributions.Fixed(0.0)\n",
+ "\n",
+ "# assume there is one planet\n",
+ "model.set_transiting_planet(1)\n",
+ "# set standard priors (same as before)\n",
+ "model.TR_Pprior = [distributions.LogUniform(1.0, data.get_timespan())]\n",
+ "model.TR_Kprior = [distributions.Uniform(0.0, 5*data.get_RV_span())]\n",
+ "model.TR_eprior = [distributions.Uniform(0, 1)]\n",
+ "model.TR_wprior = [distributions.UniformAngle()]\n",
+ "# but for Tc, use the known value\n",
+ "model.TR_Tcprior = [distributions.Gaussian(Tc, 1e-3)]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8f5a5b11",
+ "metadata": {},
+ "source": [
+ "Let's run the model again"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "b0a65b21",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "kima.run(model, steps=30_000, num_threads=4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "ccb93e9f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "log(Z) = 15.620712644328114\n",
+ "Information = 16.053040966880445 nats.\n",
+ "Effective sample size = 4121.815081323306\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 4121/4121 [00:00<00:00, 32222.62it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "res2 = kima.load_results(model)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5a67b872",
+ "metadata": {},
+ "source": [
+ "and now the true Keplerian signal is much better recovered"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "30235168",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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12WCYE2OaNr1MUOFC3Yj04mGl9iVM1DAsRSQSgVwvI3p5FOHWMNtALYgkScR37xcR/UwU4RnhtJs9a5NgfoyxGAlPAn2X9SGyOKJb21jwvvmhc0jjE6nF1Ghpoy1MrBRTw0QNw1JEIhEI5wlIzkhi39J9UKHqi9Mq5tFSh7qfhj81jOSsJI6vOA6FUyxXD6OUMQYJH557GMnGJCJnRwAXdMsNtaIyzIkxUJjGttE+UDzPp8W3MUsNgzFJxOIxKE2pQ08oE5iosRiSJCEWj0GqJZukalORrEmmuRKZsDE3dM3F43HEy+P668naZFqQMFuT5sVYjX14eBixWCzNhW90PxmrDpsdJmoYliLMhQFb6nmiLBWkaKVS3qWMLMsICkGonlTsjFgm6jdGK90KSxUqaAaGByCVp+ZKqpL0w5DNo7mh+2YkEkF/fz8ikUhabKJxT7WS1Y2JGoZlkCQJIXso7TXRR+IvBEFgN3yLIEkSQkifx0RZQv8cE6fmh2Y+hRFOez1ZntQPQyZqzA1dZwMDA7qricZD0fVHM6FYTA2DMQkIgoC4M572WtKX1DdPdhhag0QigWEMp70m+ciGaWx7wTAviqIgFAohZoulvS57ZP1WT1O8GeaEuuxpN24az5bpyje2vbACTNQwLEMsFoPgTO/6q3hTi5BZaqxBMplEzJ5+GErulChl82h+FEUhBfecibTXJa+k9/Vi4tTc0PVGO63TvmvGuYvH47rYscpcMlHDsAyxWAxJl3bz6yMfFHfKzE37BzHMjSAIKXE6QD7I7vTN1CobaKlCY2p0S402j5KXlNsXBDK/tNwCw3zQIGFBEBCLxXQxStO5BUFANBpFKBTSg4qtABM1DMsQDoeR9BBRw/VqlS7dqbREtoFag0QiAdGj1aLpIh8UX3qDRCZqzA211IguMo9cN1mPqid1UBrdwgzzQfdMWhuKugyp+zAej+uWHBZTw2BMAoIgQHYSXy/Xp4kaT3qtBbaBmp9oNJoSp/QwdKuQ5JQLis2juaGHnujWxGmv9gkHIIG5Eq0AFSyxWAzxeDxN1NB/xhg3lv2UZ375y19iyZIlKC8vR3l5Oc4880y89NJLxR4Wo4DEYjEobm2D1MzdcAMqR/zBgiCwDdTk0Bs+nUe1TzNpc4Bsl1nHdYsgSRKCwSAkD5knboADtKWnuFKBpcx6al6oWAkGg2kXCZrtBEBfi4lEwjLufcuImpaWFvzkJz/Bli1bsHnzZnz605/GFVdcgY8//rjYQ2MUiFgsBtVNDkFukNzwwQOqS2XF9yyCoigYHBzU55GP8YAWJiU5JP12yESNuZEkKU2cIgJAC5Oi80jdFgxzQuNmaLwMTcOnj+k6tNlslsoutUyX7ssuuyzt+b/+67/il7/8Jd5//30sXLiwSKNiFJJoLAq4tScRgBM4qG5VL+LG3E/mhzZBpKJGjalkHh0qFFcq6Jv1fzI31P2kurR5jKvg4hxUrwrZKbPq0BZAkiQMDw/r680oQI1NLDNjFnne3LYQy4gaI7Is44knnkA0GsWZZ5454tdlmszC4fCIX8swP50DnbptUYkqZBN1q1C9KhSBmbqtgKIoGAwPApXkuRpTwQs81DJyGEpRKa3nDMOcJBIJxOLZ4hQAmceEpMdhsDVpTlRV1eNpaFAwbWYJQBc7VKBaxVJjbsmVwY4dO+D3++FyufC1r30Nf/7zn7FgwYIRv/7ee+9FRUWF/q+1tbWAo2Xkm2ODx8iDBGCDDdCySSWnxAKFLYKiKBiIagFRCoAE9MNQcZG5k2WZiRoTI0kkbTsux1MnSNwwj+5UYCl1ZTDMh57BpgkXmspts5E+NLIsk3nWgoiZqJkE5s6di23btmHjxo34+te/ji9+8YvYtWvXiF9/zz33IBQK6f86OjoKOFpGvuka0vJ/4yAmUM2HT90WTNSYH0mSMBDTRI0AQAW4hJYB5VJZ0TYLQGvURJQIeSEJQEqJGrhTVWjZmjQvVNTQmBr6j1pqAOhF+azU+8lS7ien04lZs2YBAFasWIEPPvgA//Vf/4UHH3ww59e7XC64XK5CDpExifRF+gAfdFFDN1HVQRacVaLzSxlFUTAYHyRP4sR3zyfI3Up1pYIUmaXGvNAA0ySvzREt8q11MFFdqh6jwWJqzAuNb6MBwbS4nlHUGJuTWsWVaClLTSY0z55RGoRErQliTLPUaLGk1K/PYmrMj6IoCCW1edREDT0UVU+qNoZVboWlCLXUJGza3quJGV7QxKknlT3DrG7mhO6T1FJDhUwuSw0VNlbZXy1jqbnnnntw8cUXo62tDcPDw/jjH/+IN954A+vWrSv20BgFIpzUAr3jxI2h3xCdYKZuiyBJEuL0FIyTzTXTbcGyn8yNbqmxaZYaaqGJaUHD7pS1jYkac0LjY2IxEpho7KhOLTbGontWqjlkGVHT29uLL3zhCzh+/DgqKiqwZMkSrFu3DmvWrCn20BgFQFGUlA8/ri087aKoOBXd92uFRVfKiKKIBJ9+w5cjmlXGnQoSZgeheaGiRrRpwlObR0XQCio6U5Ya42HJMA805ikej2e5n4xB3vSiaCVXomVEzW9+85tiD4FRRCRJQkLRDsMEWZSqoFWjdaYWqRUWXSmTTCazRI0S1+bMBUtlWZQq9IZPs9X0gH06j87UwWilnkGlhO5C1Dp0AykLjSiK4Hk+bU+1UnappWNqGKWDoihIcClRw/M81Lgmatypct5WWHSlTM4AUxoW54K+ebJAYfNC54j2YaPiNHMe2SXDvNA5pHtmZnAwgLT4NitZapioYVgCRVEg8dqNTxM1XFJbiC7oWTMswNTcRKNRKA5tY6SHIA2fcaZSSNnt3rwoioJwOJyaRypODfNoDC5lAtV8UBci7aaeS6zQujU0vo2JGgYjj0iSBMmeEjVpH13sMLQKgiBAtmvCU5s/TkyJUxqQyA5C86IoCiKRCFSnZinNsR6N3datcBCWGjQYf6Q9M7MHlDGuxuxYJqaGUdpIkpS6GYrpqcDGTdQKi66UicfjWZYaNZGKjaImbyZqzAst2qaLGmqhMVhq6CHImlqaE+PlgcbSGKFzRufRSgH8zFLDsASxWAyKPXUY2u321A3fnToM2a3Q3AwPD2fd8I1uRFlJFftimBNRFEkzS8cIlho7ABvSbvoMc6FnsImi3rzSiDHGhu6rVml5wUQNwxLEYrG0w9DpdKY2USegcioEQbDEoitlMt0WPM+n5pEHFI4FCpudZDJJ1qMrQ9QYSgtJNmu5LEoNYw2azIJ7RoztEawiUJn7iWEJ4vE4QDteaCndegopANlmnej8UiYUCqXmUdAqm8YNX+BKBZkyzIkkSaSSu1N7gYoaBaQPlANQ7MS9webSnBizn6ioMVps6D5qtIBbpdI3s9QwLEHaYZgAfD4fIIH8A6A4WCVaK5A5jwDAc4aWFw4WU2N2RFFEJBLJmkfySfJBdaZ6BVnhICw1aEyN0fJCu3NnQoWPVSw1TNQwLEEwGkz9tSaAsrIyYjI1HIbJZJKJGpMzEBwAHNoTGhtlmEfZLjNxanKoBSanqKHB31qTWVo/imEuaN9EY4fukaDBxLRJqdlhooZhCfrCfeSBCiBJRI3NZksTNczUbX6GYkOpJyIRNTabLe0wZKLG3CQSCcST8VTwQg5LDc2AYm0SzAkNFKZzZLPZsuJqqDuKtp9hlhoGI4/0D/eTBwkAKuD3+9M6ddPS7CxrxtwE40HyQASgZFtq6Dyy2CjzIkkSEqpByRj1p6FWDXUjMlei+VBVVW+RQPfMXKLGKExZTA2DkUfSRA20mBog5bbQAoXZBmpuwgmt07o2j06nM81SYwwUZsLGnMTjcSTohGniVCdDnLLsJ3NCez/RFgm5BA3PE3lAM6SsYkFlooZhCXpDveSBtqYaGhrgcrnSNtFkMkmyMhimRFGULFHj8XiyLG5W6jNTiiSTSSQ57fJgOOM4jkurOcRSus2LJEmk9pfmVsolbKioUVVVb6dghf2ViRqGJRgYHiAPtDXV2tqadhiqDlUPfmOYE0mSEFe1/G2tGrTL5YLD4cgSp1bx35ciiUQCIq9NmGG5cRyXKoipiVNRFC1xuy81qKXG6HoyiprMx8ZO3WaHiRqGJRiMDpIH2iba29ubfhhqGTXxeDzrexnmQBRFxOQYeUIbricS6QX4XKmCX8xSY04ikUh2U1JoB2HGPDJxak4kSUprZklbWlAy1x6NrbGCe5+JGoYlCAkh8kBbd8eOHcvpthBFkR2GJiUtwDSRei1zHlkjRHMTi8Ug29KbkgJatoyoBeprsVE0UJjNpblIJBK6pYbjuKwAYBpTY7TSWMUSzkQNw/QoipJ1w9cznTIOQyZqzIsoikhw6aIGIHOZ2eGZ1TcxJzQVOLPTOpAxj4bYKCZqzAeNPxypRQJ1S9HsKBrjxkQNg5EHcokafZNkAaaWQRRFJHnNfK3No81myxKnNPuJiRrzkdWhexT3E/165ko0H4Ig6KKGZjdllsOgc2d0UTH3E4ORBxRFSaWQJsjm6XA4yEZJ15jWh8YKN4lSRZKkrBu+3W5Pe07dFlZJHy01qKiRHbndT0ZLDU3pZtZT8yGKIgRBSHstl8WGvkbdU1ZYk0zUMEyPJEkQufRsi/7+frJRGm74NOWQbaDmJJFIQLJp1hdtHulNMFd9EytsoKUG7RmkOrItNWnr0RAozESN+chVFDHTUkOtN8aYGitY3ZioYZgeSZLSDkObzYZoNJolaoylvxnmI5lMZllqRFEk1rUMccrcT+ZkNPcTAKiC9rqT1akxK1SYUlFDhUsmdN6MYmakrzUTTNQwTI8oiqkUUq1fkH7LyBGLYfZFV6oIgpB1GOZyP9FNlFlqzIdeq4Q2s8ycohF6P7E1aR5oIL5xfY3WXsYYW2MFSzgTNQzTI4pimrnb4XDo6YaZmyjbQM1LIpHIcls4HI60xqTGeWQ3fPMhSRKGh4ez5tFms5EHhnkEoHd3ZmvSPOQK+lUURa8gTKHxNEYXlBUujUzUMEyPKIpQnKliXxzHEb9+jqyZzOA3hnlIJBJZlhqe50kQYob7SRRFS2RalBqiKJICl9RSM4qooYcgc0GZC+p+Ms4J7chthD43FlC0wjwyUcMwPYIg6Dc/JEgTRIfDkSVqWCVacxMOh7PcFjabjbigMg7DZDLJ3E8mRJKknKKG5/n0Ioo2QOVV5n4yIdT1ZBSbudxP9DXj11lhLpmoYZieNB9+AqisrITL5RrxMDT7oitVhoaG0uaR53mUlZWlu5+0w9AKm2cpIggCuWRkiBq9d5BRhzpTRTKtcMMvFajlJbOKsB7flgNqcbPC/spEDcP0BMPBNEtNWVkZvF5vVkyNJEuWCGQrVXr7etPmkeM41NbWks3U6GnSDkPmfjIfsiwTS41hHgGDpUYBQPULK6RoSmgzS72cgkZmnRrjc2Mmm9n3VyZqGKYnFA+lnmiBwna7Pftm6LCGebRU6R/uTz0xxGLwPA/I0A9Dxa7o5nGGuZAkCQkxkWWpAQyHoLYmVYeq3+6ZqDEPtPQFDQCm85a5bxpFDRVAzFLDYOSBnmAPeSABkJFyPdHXtMuGYmMdgc1Mf1gTNbL2D4Db7U5lXWiHoWIjoobF1JgPQRCQkBOpk8NgqckUNdTixjLZzAXt4UTFiTEg2ChkjI+poGGihsHIA0OxIfJA20A9Hk8q20JF6jC0s5gaM6NbagxWGo/Hk/MwZLd7c5LWlFSB7ja02WxZGVDUUkP/McwBdT9l9ntSVTUtrds4ZzQBw5gJZVaYqGGYnu6hbvJA2yztdjtcLldqQRpEDYupMSeKoiCcCJMnGWnAutUtQ9Swg9B8iKKIhErLQadet9vtcDgc6a+z2lGmRO+0nrG+OI4bNVhYFEVLWN2YqGGYnr5wH3mg7aVlZWUoLy9PfQEVNY7s+gsMc5BL1PA8D7/fD6dTizrNcFsw95P5EEUxq38XgJSgAXK6n5hANQ+KoiAWi+nPjUX2jBjdT3RPtULQ98iyjMEwCcFYEPAgTdS43e4sS43qsEYZ71JEURTE5Th5os0Xz/OoqanJKWr0cvwMUxGPx0cUNZmxUTT7yQoui1KC1hrKJWKM7qdM15RV4qOYqGGYnoHIQJqoqampgcvlSt0kaOavA+xWaFIkSUJM1m6Hhr5PVVVVcLvd5AXDYZhIJJioMSGCIGQ1JeU4Dm63m6R6A1luRGY9NRfJZBKxWCwrUBgwVIbOwNjM0uxzydxPDNMTErSUbm0TraioQE1NDQswtRCKoqRiMbQPTqcTFRUVcLm0/OAcsRgMcxGLxXJaajweT8riRl9nfbxMiSRJEARBFzXUOsPz/IiixlhA0ez1o5ilhmFqFEVBWEyPxaioqEBVVVXOfjM0mI1hLiRJgshrE2UQNV6vFz6fj7yQ4bYw++ZZigiCAMWR6sMGpCw1LpcLPM9DEbXPGzp1M6ubeUgkEimrmgHqfhqpDxR1JSYSiazvNRPMUsMwNZIkpWIxtLVUV1eHqqqqEbNmmKgxH4qiIMlpIkWbL5/PB4/HA7/fn/a6sRItw1xEo1Eo9nRRw/M8PB4P3G53VpVvaqlhAtU8CIIwYuyhXgwzAypqAJhe1DBLDcPUKIoCQdU6b2trqbq6GjzP5xQ1tJw3w1yIoogkrx1s2jx6vV74/X54PB7ti7QvZuLUtIRCISjObEuNz+fL6UaktVDYXJoHURTTRCYVN7R/V2a7BABpjUmZqGEwJoAoimk3fIfDgaqqKnAcN2JdDHYrNB+SJGXd8Kmg8fv9xOQtaiZvVqfGtIzU98nhcMDn84HneciiNm/OVCXaXO4ORnEYrVq3zWaDw+HIEqFU1KiqanpRw9xPDFMjSVJatoXdbkd1dTW8Xu+oxb4Y5kIQhKwbPrXUVFRUZHVcZ3VqzMnw8HDWPAKkdYnX6yWui4z1yNLzzQXNLMzlfqICNRO6r1pB1DBLDcPUCIIA2ZEuatxuN5xOJ+x2e1ZgIo3sZ5iLeDwO1ZFeV6isrAwejyd3x3UtY0ZRlJw+fkbh0ddWhqWGBgqXlZVlzaOxvgnDHNAYp5GK7dFmwZmfZ9lPDEYekCQJqlNbXAZRAyBnYKIsy4hGo8UZLGNE4vF42jwCQHl5eZr7KVcsBhM15kEURUQiEcCrvWCoN+T1enPWG6KWGrPf7ksJWjsoV+xMWqwioIsbuhatYHVjooZhakRRTLsZUgsN7f+U6cOXZZltoCYkFotl3fBpZWifzwe73Y6ESHO9U7dJVh3aPEiSRNZWlfaCoTI0ncM095OL1akxI9T9lBmzRhta0sKmqqqmWWysImrYFYhhakRRBLSkCiRIGjAVNrlu+FZYdKXI8PBw2jwCJFDY7XbD4/GQzJkM95PZzdylhiRJxAqaMY80DiNXbBSz1JgPGoSfy/1EXYm5rDi0To3Z1yUTNQxTk0gk0jbRsrIy3R2RaxOVZTmtWRvDHASDwdQ8avNVWVkJu92O8vJyUkiR7pWGrBlmqTEPoiiSmJocosbj8aCioiIrUNhYWp/NZfGhl75cHbpp8T2Px6OLGqO4obWjmKhhMCZAMBIEaOXuBBEyFK9Xc+7TTdTBbvhmZWBwIMv95PF49HiMTEuNVUzdpYTufsoQNTabDW63GzU1NUSc0imzAwpHrDRM1JgDo6gxChZqtaGuxJEsNVZwJTJRwzA1Q7Gh1BMRqeqzAGpra3PeDFmgsPnoCfakniTI5un3+2G321FRUUHSSI2iRlUgCILpN9BSQhRFJJIJgGb8Giw1NpsN1dXV6ZZTAHCkWl4wUVN8FEXRO3SP5H7S3fo5vleWZdNfNJioYZia/uF+8kAEoJKMGUogEMhZF4NZaszH8cHj5IEEQCYHIY2NqqioIM0QDXulzMusVo3JSCaTqU7rQFr2k9/vT61HGeQfoLuEmaXGHFBr20iCxm6368VNAaTNGbWemn1/ZaKGYWp6Q73kgVZ6pqqqSv9cfX19eqCwHZAhp3WgZRQfRVEwFNUsbtpc2Ww23epWVlZGLDVJANpeqzpUPUuDYQ7i8Xiq03oSgLbEaJkFv9+fs8ksEzXmgVpqcmU+0b5PemwUkCZ+aGzUSH2jzAITNQxT09nfSR5oe2llZaX+uUAgkDoMNRQbC0o0G4qiYDA6SJ5k1DYBUllQALL6PzFRYx5EUYTIpXdaB0iZBVpROFf/J1oXha3J4qMoCmlKOsJc2Gw2BAKBlDjN+F4ruBKZqGGYGt39lEPU+P3+lLlbC72QbeZfdKWGoiiISlqckzaPDodDFzJOpzNnU0vmfjIXyWQSSVt6U1KAzKXL5YLb7R6xdQlL6TYHoigiFoulNbGkH2nhPa/Xm1PUGKtDm3l/ZaKGYWr0WAxDh25KWVlZlrlbdaim9/mWGpIkIRgLkifaPLpcLhJHA+iuCwA5WyUwzEEkEsnqtA6kstjcbveIlhrWk80c0KrQ1K2UmbrN8zzKy8tzVvGmlhomahiMCZDptjDG1OQSNYqDuZ/MhqIoEGhQlDZPxgPQ6IrKPAzZQWgeBEGAZNPmw9D3yeVywW63w+l06kI1V0wNm8viI0mSnv1khIoam82m143KzICilhqzW8KZqGGYFkVREBbD5Im2idbW1uqf93g8WeZumZdH7EDLKA6SJEFQNFFjqFFD3U+04BeAtMMwkUgwq5uJiEajUOzpHbo5joPX69Uz2fTCbRmiRhRFJmpMQDKZTHM/GS02tEWC1+uFw+HImdYtSVJWkLHZYKKGYVoURUFciZMnhn5BlDTfr2ETZdlP5kJRlKwAU5/Pl3JVIEchReZ+Mh2CIEBxposagFjdqIUml6hRVVW31jCKiyiKiMfjumAxWmyoqDG6ho3Q6tBmn0vLiJp7770Xp512GsrKylBXV4crr7wSe/fuLfawGJOIJEkQVO2Gr30w1qmhN0QAWTd8JmrMgyRJkG3a7c7Q90kXMkDOmBpBEJilxkQMDw9nWWpsNhs8Ho++DnPNIy2vb+aDsFSgrS4yY2oo1FKjZyNmkEgkTD+XlhE1b775Jm677Ta8//77WL9+PZLJJNauXcuqx05hJElKC0y02+1p2U/Ujw8gbRNlGTPmQlEUSHZtE9SmRi+4p+H1enPe8M28eZYa0WgUqlO72RvcTz6fTz8E9cJtLKbGlIiimPOiwPM8OI7TXfrG/k8Uo6VGEIRCDXnc2Is9gLHy8ssvpz3/7W9/i7q6OmzZsgWf+tSnijQqxmQiiiJke+qGnxaICCJqcqWQMveTuZAkKeuGrzcj1SgvL4fdbkdS1DZcJyBFWUq3mYhEIllNSelBSF2JZWVlWaKGVqI1eyxGKSCKYlrModH9xHEcnE4n3G53KsbNAL1kmL0nm2VETSahUAgAKcA2EolEIq0+QjgcnvRxMfKHJElpPvw0ywzI7WKkWAwmasyDoihZN3zaoZvi8XiyWl4kk0lT3whLCUVREAqFclpqjKJmJEuNLMusVo0JGM2lS9PyaTbiSP2fAHNbwy3jfjKiKAruvPNOnH322Vi0aNGIX3fvvfeioqJC/9fa2lrAUTImiiiKaZ2daT0MI16vN+swZJYacxGPx7MOQ2qZofh8vvRmiCyl21RIkpRuqckQNfSyUVNTk/Z5aqlRVdXUB2GpQDumj4Tb7Ybb7YbP58v6HLXUqKpqaoFqSVFz2223YefOnXjsscdG/bp77rkHoVBI/9fR0VGgETLygSiKaZuofps3kMvczVK6zcXw8HBKnGrzpItRDZ/Ply5ODd2dGcWHltfPFDU0HZ+Kmrq6uqxLhizLUBQFsVgs6+cyCgu9KGTWqQFSTWZdLhd8Pl9OSw21upl5XVrO/XT77bfjhRdewFtvvYWWlpZRv5ampzGsSTKZTNtE/XX+rK+prKwEz/OQRc1fb6hgyjAHoVAo6zCsqKhI+xqfz0fiozLEqZlvhKUELdqGeu2FjOwnanXLJWpogKmZD8JSgdYLytwfjXVqXC4XysvLc4qaZDJpeleiZSw1qqri9ttvx5///Ge89tprmD59erGHxJhkBEEAaGahgJwm0crKyixLDRM15iIYDJ5Q1Pj9fnLbz3HDZxQfURRzWmpsNhvKysp0UZNLnAKpAnyM4iIIwogB27Q6tNvtTssyNUKDvs0saixjqbntttvwxz/+Ec8++yzKysrQ3d0NgGyOuSK1GdYnGAkCtK9aIr1GDaW6ujqnuZvFYpiHtMMwR70hwJDizWJqTAktj2+McQNSjUmpqKmsrCQFMTMC95moMQcjiRqe52Gz2fRCin6/P2dKN91bzWx1s4yl5pe//CVCoRBWrVqFxsZG/d/jjz9e7KExJomByEDqiZje94lSU1OTtYmyw9BcHDt+DNAy75Egt/tMS01lZWVO9xObR3MgiiJi8VhOS43X69VFTa7AfdrMkmWyFZ94PD6ipYbneV2gNjU1pTW5NJJMJpmlJh/kCmxiTG06+zvJgwQANbelJpcPXxRFVhPDRBzrPwb4AagAEgBv57Osq3p1aBpL6kxVP2UUH0mSEE/GU9dgg6XG4XDoosbpdBJxSqeN1sZkArXoULfRSHsjTeW22+1p7Wgyf4bZO65bxlLDKD0OHT9EHhhqm2RSVVWVJWokiRVtMwuKoqBrsIs80cSp0+nMio/yer1E6GS4EZmoMQeJRAJRWavergDQvA80BoNCG1umxdRwrOaQGZAkKWdKN8/zekVh2nFdvywCaXFtVNCYOZONiRqGaenqNxyGyF1o0e/3Z7ktFEUhmRqMoqMoSsqNaLjdZ1pq9Bu+cR5VljFjFpLJZFZTUiBV14SSJWoA3SXM5rK4KIqCcDicFXxPvSDGTLb6+vqc2U+0Vo2ZL41M1DBMS0+whzwYIWMGyJ1tkUwmWU8wkyBJEoJCkDzRLuoOhyOtmSVATN8+ny81jzZA4RRWc8gkxGIxJOhCNIgaWteEQtOCIYFYdADdespETXGhGWyZoRyqqoLjOP2yQSu1Z8bS0K9NJpOmFjVjiqlZvnz5uH4ox3F47rnn0NzcfFKDYjAAoD/STx5oh2HmQUhfyzR3y4pMCr4xio6iKIhIEfJEm8dMlwVgaHlhOPcUu6LX1Mi1wTIKRzKZhGTT3BYGUeP3+9NEjd1uTz0XQUoyGDKgGMWDVoXOvCRQ9xPt0A2Q+MWRRI3Zaw6NSdRs27YNd999d6qt/Cioqoqf/OQnpo6OZliDcELr1TWK+4mmIBrN3TLPYjHMgiRJiMma/92Qzp1rwwwEAql4DQegOlRWc8gkRKNRyDZNlBjWmtvtzipwqrsWDaKGNlJkFA9BENJiYTiOg6qquuXG2DDYmNFmhKZ1mzmmZszZT//wD/+Aurq6MX3tz372s5MeEIMBaDf8pHbD10RNLlGt+/CpuZsHZJu5F10poSgKBE5TM9o86n2eMtDnVwRJAXeQFFQmaopPJBJJNZfVwtU4joPP58uyuuVqMstETfGRJCmnW57Gzni9Xl2g2u32UUWNmS01Y7LpHjp0CLW1tWP+obt27UJ7e/tJD4rBkCQJgpo6DDmOyxlT43a7SUwNoG+iEp978TIKjyRJKbeFwY2Ya8NMu+EDrOaQiYhGo5CdmqVGm0eO43JaavQOzxnzeKJmiozJJZFIQBRF3TJDP3IcB47j4PV69b2U9oHKhLqezCxQxyRq2tvbc0ZCj0RrayspiMZgnCSKoqT58HMVbANSDfUA6JuoYmfN88xC2jxqh2FlZWVOUaPPr+EwZAehOYjH41BdWoCpwbPr8/myDj+9Gm2OKt/M6lY8MlOxjWc67bZuFKhutzvnuW/2Ngnjjr57+eWXsWHDBv35Aw88gGXLluHzn/88hoaG8jo4RukiSRIke0rU0NLdmejZFkCaqDHzTaKUkCQpdcPX9kG9tUUGbrc7q+YQs9SYg2AwmCVqMvs+UfQaRBmihmWyFRdqLcvMfjI2szS6EnM1g6bZT2aOdRu3qPmHf/gHhMMkgHPHjh24++67cckll+DQoUO466678j5ARmkiCEKaDz+zHoaRtFgMEFHD3E/mQFEUKA5tHkfo+0SpqKjIankhCAITNSZgaGgoS9TwPI+KioosUVNTU5NlqaHZT2Y9CEuBeDye0/0EpNpdGIWMy+XKstTQOTRzf71xt0k4dOgQFixYAAB46qmn8JnPfAY//vGPsXXrVlxyySV5HyCjNJEkKa1Dt8PhyOnjBXLfDFn2kzmQZTnrMMzVwwsg85grFsOsm2epIEkSKZFgWI9AKqZmLKKGBpcyUVM8RFHM6TailhqPx5N2cdTXY8bXJpNJXdSMtCcXk3FbapxOp+6Xe+WVV7B27VoAJB2TWnAYjIkSi8UAWnRWMPQGyoF+88+IxWAbaPERRTGrCWJ1dXXOry0rK8vZ8oIJ1OJCK9FmipqR3E81NTVZ8yjLMuvUXWTi8TgkScrpfrLb7Xo1YUpm1W8gVafGzHM5bkvNOeecg7vuugtnn302Nm3apHfJ3rdvH1paWvI+QEZpEo/HU5toHPDV+kYswFZZWQme56GImojRbvisaFvxyXXDzxXwDaSqQwui9oVaKrCZ00dLAUXRAu9pRQ+DqPH7/VlrTC/9kcNSY9aDsBSgMU252iTQQGGjqBlpndKAb7PO5bh3/Pvvvx92ux1PPvkkfvnLX+pVg1966SVcdNFFeR8gozSJRCJph6HeuDIHgUAg62YoCAKz1JiA3t7eLFFTU1OT82vLy8uzWl4wUVN8RnI/0TiMzHXZ3Nyc0/1k5oOwFBhJVFL3U2b9qPLy8iz3E61TY+ZYtzFbal577TWcd955aGtrwwsvvJD1+f/4j//I68AYpU3vYG/qr1MgromRqK2tTd9EXaxom1kYGBhIuZ+0wzBXZWiA3Axz9fFiB2FxURSFuAAzRI3L5cq5LgOBQJaoAciByFyJxSMajY64J9pstixRU1lZOWJKt5lj3cZsqbn11ltRW1uLz3/+8/jTn/7EeuswJpUDXQfIAwWAOHLGDADU19eTrBkaA+ckMTlM1BSfAx0HUrtMglQqHcms7ff701teGIq2MYqHIAgYjg5niVOHw5FzXeoFMY0d17WDkM1l8YjFYiNeEGigsNHqVlVVNaKlxsyduscsag4ePIg33ngDCxYswE9/+lPU1dVhzZo1uO+++3D06NHJHCOjBDnSc4Q8EACoI/t3AbL47HZ7StS4wAp9mYTD3YfJAxlAMhVcmgu/3591GCYSCXa7LzKSJKValgBplppcwfu56g0pigJVVU17EJYCsVgsZ1NR2qE7sydbZWVlzq+lxffMKlDHFVOzZMkSfPe738WmTZtw4MABXHPNNXjppZcwd+5cLFu2DN///vexefPmyRoro4ToHOgkD04QXAqQGI00Sw1zP5mGzHl0Op0j1htyu92kb1BG9hM7CIuLIAiIKlrdpwSI9RS5m1kChsaIOYrvsUrfxUFRSO2uXKLGZrPp8VFGchXJtEL200mnhjQ1NeFrX/sa/vKXv6C/vx/f/e53cfjwYVx00UX48Y9/nM8xMkqQgdgAeTAGUaNH7RtEDQsULj6KomAoplUZNzQlHSk13263Zx2GtF8No3gkk8lUHzaD0Wykgpj6PBrcwfQwZEHfxUFRFAwPD6ftiUbXUmY1YSC3+4n+LDPHuo07pTsXPp8P1157La699lrIsozBwcF8/FhGCdMf6ScPtI7AIxVsA0gNmzRLjRusJLsJkCQJw0kt9s5gqcnV9wmAnoEB2m1FEzXxeHzyB8sYkUQigaRNEyMGUVNWVpbTUqN3eKZfq4kaSZJM67KY6oiimCVqaCo3x3Ep65oBvYhiBnQuzSpQT0rUfPDBB3j99dfR29ubpfx+9rOfjaujN4ORiyFBO9m0jTFX3yeKfmNklhpTkUvU5KprYsTv96dlsYmiyERNkYnFYkjas0XNaFY3t9sN0Fqs2pewuSweVNRkFt4DiPsps5klYCiimAGNqTFrrNu4Rc2Pf/xjfPe738XcuXNRX1+f1emTwZgoiqIgKms+fG3d6K0QcuB0OkmAKY1ldLHy+mZAURTEVe0Q0wRnZtpoJuXl5WniVFEUdhAWmXg8nurDZmiRUF5ePuJcut3u9JRujvXxKiZUUFJRw3FcmsDx+XxZ7ie923oGtIDflBE1//Vf/4WHHnoIX/rSlyZhOAwGueHrh6H2YbSYGqfTSW4ZWhgOXMRkzjbQ4iJJEkSbdrJp8aF6K4QRCAQCKWuAC0iILKam2AwPD0N2aAGmBlHj9XpHFDUejyclajgA9pF7DzEmnxNZyTKbWdLXclnijAX4zMi4A4V5nsfZZ589GWNhMABogWgGc7fb7c6ZXkix2+3p7icHICkSu+EXmTRRo03FaEUUgQxLDQ+odpUdhEVmeHg4qykpx3GorKwcXdRIAKgxgBVSLCqJRAKRSCSrQzetJpxLwDidzhHdT2buyTZuUfOtb30LDzzwwGSMhcEAQG4Vxpuhw+EYNVAYINH7MJx9giqQVguMoiFJEmSnNo+aqBmpRQKlsrISSEJPG5YdsmkDEkuFoaGhLFHD8/yo7ie/308ETUbrErMehFMdSZLS3E8UjuNGbEzK8zxx62dAA4XNOpfjdj/9/d//PS699FLMnDkTCxYsyPpPP/3003kbHKM0icViaZuoy+UaNVAY0CwAWvVhOAHJLrGu8UVGURQoLk2daKLmREkEeq0MAYAXUBzm9d2XCoODgzlFzWjup7KyMhK3IaqkErEWvM8EanEYqTQCzYByu90553KkmlJmjnUbt6j5xje+gddffx2rV69GdXU1Cw5m5J20ZpZxYsrOLAyViR5InAARNbzECn0VGUmSoLq1w1Db/6qrq0f9HhqcqCZUwAvAlepZwzquFx5FUcjlIEczS5/PN+Kc6DFwCQBl0IP3mSuxOCQSCSSTyZyWGp7nUVFRkVPUOByOrKBiVVVNPZfjFjWPPPIInnrqKVx66aWTMR4Gg9wADJuox+cZNWMGMKR8a5uobJdNe5MoFZLJJODRnozRUlNWVgabzQYpoQV5a0HfTNQUB0mSMDQ0lFPUjNaPjVajlQXN/egGpAiLcysWtO9TZpkLjuNgt9tHtLqNZCFXVfPGuo17lwgEApg5c+ZkjIXBAEACE42b6InSgIGMmyFILEY0Gp28QTJOSDQazRI1J7LUVFRUEPFizIBimWxFg1aizZxHh8MxYrd1ACkrvqEgJmt5UTxG6tVELTUj7bG5iisaA4XNWAts3KLmhz/8IX7wgx8w0z5j0ug41pHmfqqqqjrhLV3fYLV1q9gV9jdaZLq7u7MOw8bGxlG/RzeDGw5D1iqheEiSFpuWMY9Op3PUMgsNDQ1E1BjEqSyToG8zHoRTndHimWgzy1yixufz5QwxodWhzXjZGLf76Re/+AUOHDiA+vp6TJs2LStQeOvWrXkbHKM0OXT8UOqJYLi9jwIt6a0mtJRFp0pumIyisffQXsCmPYmT1PvRXBaAwSqXUR2aiZriIEkShiPDJL4J0OsN2e32UdPzW1pa0kWNO5XSzVyJhYe6nzKh7qeR1iUN+M6ExtWYUaCOW9RceeWVkzAMBiPF0b6jgAMkk0nBqDVqKLW1tWmihgaYMorH7sO7icUtSf45PI4TzmUgECD1Mpj7yRRIkoSQEErZ9DVLjcvlGjV4v6mpiQgXgziVJAmyLEOSpBO6kxn5JRQK5VxDtO/TSKIm13qlFYXNui7H/Zf1gx/8YDLGwWDoHA8eB2qh3wpPdLsHgPr6evA8DyWh3RxcYEGJReZo/1GgBfpB6PF4RkwRpegBixnNSZmlpjiIooiIrNV7EkEK6gE5ewUZKS8vT4+NcpPDUJZliKJ4wr8DRn6Jx+NpAoRmNFFRM9J85OrUTefRrBZUZgNkmI6+aB95oIma0QISKTU1NcQVargZMktN8VAUBb3DveSJJmrcbveIDRAperl2wzya9UZYCgiCgBhdiIYQtcrKylHnUm9cahCnsizrooZROBRFwcDAQE5XES2wN5JAzeX65zhOn0czzuWYRE0gEEB/f/+Yf2hbWxuOHDly0oNilDb9Me1vTdtERwtIpOgVMQ2bKKsoXDwkScJgfJA8MYiaE7kd7HY7KbFvuOHH43FWtK1IJJNJJGzaojIYPnNVoDVit9ths9myAoVFUWQB/AVGkiS91hPFWHdmNAvqSCUYLO9+CgaDeOmll8Z0uADAwMAAZFme0MAYpYmiKAiKQfJkHKJG712SYalhQYnFQVEURFXNUqYdhvrtfRRopdrMQGGz1sSY6sTjcYj29KakAEbt+wSk+rGFhBB5wW3+RohTFVEUEQwGswrvAWS9lZWVkYtEDurr63MGCsuyPGKaeLEZc0zNF7/4xckcB4MBQLtV0MPQ0Nn5RDidzqysmdhAjImaIiFJEmKqNoGaqBlLwDegFfzq1p64WM+gYhKPx1P9uwyiZqQKtEbS3MGaIYDNZeERBIE0JR1F1IzkStRjowyoqgpFUUzrfhqTqDFj2hZjaiIIQtrNkOf5EzazBIioybzhx2IxlmlRJHJ16B6rpdfv96e5nxKJBDsIi8Tw8DBkV3pT0tHK6htxu90A9QC7yDnCrG6FRxTFnK74E7VIAIilxmazZX0fQNalGZMx2BWWYSoEQYDk1Py0cbIxjlXUZLqf4vE4E+RFQlEUSI7UPAJkgxwLVVVVWfPI4jCKw+DgIFSPdsPXpsBms53Q/QRo/dgM4hSAqbs7T1VoHFMuSw3HcaM2Jg0EAlmihlpqqAvKbDBRwzAVgiCkOjvHiKgZyw2f+vAzYzGYqCkOkiRldegeq6gJBAJp85hMJlnQd5Ho7+9PNSU1iJqxlFnw+XypeXQAsJG5ZAK1sFBLZ65mljabDYFAYERR4/V6s0QNkGqVwEQNg3EC4vF4WvVSp9M5vlgMQ7aFIAimjM4vBXKJmrq6ujF9b1VVVWoeHYCkstt9sejv789qkcDz/JhETVlZWUrUAPqaNKPLYipDA3pzNbMcre8TQC6VuUQNbWhpxrlkooZhKkKhUJqoKSsrG3OhLo/Hk9pEnUA8wdxPxSKtmaV2MW9ubh7T96a5nwAkeWapKQaKohBRk9Eiwel0oqam5oTf7/P5AAWkaB/A+ngViWQymdNSA5Bg7tHS851OZ1YrJCDlgrK0qBkcHJzMcTAYAICenp4sUTPWQN+ysrLUDR9AHHG2gRaJoaGhlKjR5mQsRRQBTdSo0A9DyWZOM/dUR5Iksu/T9aidX3a7fUyiRq9xYrCeiqJoyoNwKhOLxXJaOjmOg8NBWpeMlCHK83zOwnxmrjk0ZlHT1NSEz372s1i/fv1kjodR4hw6fiitz8xYsiwo5eXl5DDU1q/Ik/oMjMLTP2C44UdJHMZYDkIAqU1Wm0fJLrHq0EVAkiSyfjIsbi6Xa0xlFqqrq8kDlslWVE7UzPJEMYu5enxRS42lRc2vf/1r9PX14aKLLsK0adPwwx/+EIcPH57EoTFKkYPdB8mDBACJ3NrHWmdGj72hosYmsk7dRWL34d2p3SVGbvf6IXcCKisriR/fECzMLG6FR5IkDIQHSJAvoIsat9tNXEsnQE8HNtSqMWu/oKlMPB7PaemkLRL8fv+o3+/1enMW4LO8++mmm27Cq6++iv379+OLX/wiHnnkEcyaNQtr1qzB448/zv5QGXnh2OAx8kBbK2M9CAFDIKr2vaJNJG4QRsHZ07GHPIgDkMlBeKLNkxIIBLI6PDNLTeGRJAlDgrZ+ZOjuQJ/Pd8IeXgDQ0NBADsOMjutmvN1PZSKRyIgJE2MRqLmscrQ6dCwWM13c4rgDhadPn44f/ehHOHToEF5++WXU1dXhlltuQWNjI77xjW9MxhgZJUR3SCslO44WCZSGhgbyQBM1qks15U2iFNh/fD95oGkRr9eb04ydi+rqahKcSA9DT3aXYcbkIwhCVnVvgLh5x+ISbm5uThc1bhK0ytZkYRkYGMi5djiOG7XvE6WysjKnpUaSpKkhaoxccMEF+MMf/oBHH30UAPDAAw/kZVCM0qUn0kMeaJvoWOMwACJqjE30FKfCsmaKgKIo6I1qHbq1M3G0tNFM/H4/CU6kZ5+bWGqYNbiwCIKAOKdNgkHUVFdXj8lS09jYmOV+olWFGYVjtA7d+lobhfLy8ixRo6oqVFVFMpk03WXjpOvHHzlyBA8//DAeeeQRdHR0YPXq1fjyl7+cz7ExSgxJkjAsaTEw2iY6lmrClEAgQBYftdS4VRYoXAQkSUJI0hoZaqJmLHVNKH6/nxyaVNQwS01RSCQSOTt0j6WaMEDmPLNTdzKZhCiKrCdbgaDNLHM1mKai5kQCNVenblp8LxqNmm5djkvUJBIJPPXUU3jooYfwxhtvoLm5GV/60pdw8803Y9q0aZM0REapEIvFEFE0y4omasaaBgwQq47L5YIkaIvMA+a/LwKSJCGiavOoiZrxxEbRgmCZooZZagpLIpGA5NLWkjadHMehurp6TKJG78pusNTQKrRM1BQGQRBGjCuk7S5OJGoaGhrA83yaMKKWGjNeNsYsav7u7/4Ojz32GGKxGK644gr85S9/wZo1a3L62hiMkyEWi0F0pJpZOhyOcVlq/H4/icUwuC3C4XD+B8oYFUmSkLBrJ5kmasYjTgGtOrRB1MRCudNSGZNHJBKB7NEOMm0eaYPZsYgap9NJvs4QU0P7BQmCMObAccbJE4vFRtwDOY4b01zW1dXl7NQty7Ip++uNWdRs2LABP/jBD3DjjTeOeOuKx+OkqiuDcRIIgoCkI0meaKJmPDE1brebBL0ZDkOW0l14JElKzaN2GDY1NY3rZ5SXlwOaBwseQOhhqcCFZmBgAIpHO7A0S814UvP1wm2GSwYTNYVFEAREIpGcLRJsNhuqqqpOaKkZ6UJCrW5mW5djFjUfffTRiJ9LJBK4//778e///u/o7u7Oy8AYpUcikQDoPhchwaXjcVu43W4iqg03QyZqCo8kSanDUBM143VPV1dXA3Qr8ZBA4WQymbcxMk5Mb28vVJ9WWj/DUjNWPB5P2iUDYGndhYT+rjNbJKiqCpvNNiZXYm1t7YhNLUVRNF3g95idmqIo4p577sGpp56Ks846C8888wwA4OGHH8b06dPxn//5n/jWt741WeNklAD9/f0ALZkQIS6I8dzm3G53VoApEzWFJxaLQfWmH4bjtdTU1NSkzWM0GmWtEgpMR0dH2iUDIC6lsXZbB7QaJ4Z5VBSFdeouIIlEAtFoNMtSw/O8Xk34ZEUNMHJhv2IyZkvN9773PTz44IO44IIL8O677+K6667DzTffjPfffx8///nPcd111434H2cwxkJ3d3faJlrWNvZmlhSfzwcc1554SINMFpRYWHp7e1PiVDu7cmVQjEZdXV2WqDHbjXAqoyhK+nrUxKnNZhtzt3VAqzPVoT3RLDVm7Rk0FRnNKuZ0OsdUB2ykDClqqTGbqBnzTv/EE0/g0UcfxZNPPom//vWvkGUZkiRh+/bt+OxnP1sQQfPWW2/hsssuQ1NTEziO061FjKnB0Z6jqZLsEYw5INFIeXl5mvspHA6bLpBtqtM70JvqF6T1fRqPGxHQ/PgGUZNIJpjVrYBIkoTevt40yylA3EnjKYiZNo9OAHYS58EEamGIxWI5RQfHcXA6nWMqteD1enOe76qq6pYgMzFmUXPs2DGsWLECALBo0SK4XC5861vfKmj2UzQaxdKlS1mRvynKJ92fkAcC9L5P4xU1aVkzTmA4Pmy6lMOpzv4urZqwAiBOAr7Hc7sHtD5ehtooCS6BUCg04tcz8oskSRiIDqRs+dq5NZa6JkYqKipISje9V3i0SsUmOwinKiOJGpvNNmZR43Q6cyYAKYpiygalYz4xZFlO+2O22+0Fj16/+OKLcfHFF4/56xOJRNqEsvRec3Nk4AhQB/1WON6DENCK9SVAunVzQFhklppCs+vwLrKzxACoxCU4nuJ7gBZTo4DMpYv08WIHYeGQJClVFVq7ZAAYUwyGkaamJrIW4yBWHw/Zl5nVrTBEIpERO3R7vd4xNSbleT6nqKEVhc22Lsf816mqKr70pS/pJZUFQcDXvva1rF/K008/nd8RToB7770XP/rRj4o9DMYYOR4+niZqxpNlQampqSGbqAByK+RIKvBY+w4xJs6BngNAM9L6Po03Nop26pbjMuACJIdkus1zKiMIAoZVTXgYOo0EAoFxWWqamprA8zyUuKKLGhYfVThG6vvE8zy8Xu+YSrDoxTAzUBQFsiybrhXNmEXNF7/4xbTnN954Y94Hk2/uuece3HXXXfrzcDiM1tbWIo6IMRKiKKI3lt4v6GQsNXpAahykaJsSQyQSIe4MRkE4HjqeJmrGa6UByNzroqYSkB0yEzUFRBAExHnN/2f4tdfW1o7LUtPe3p7WuoRaalhTy8IwmqgZj9WNNrU0poarqko6uY9QsbhYjPmv8+GHH57McUwKLpfrhM26GOYgFoshQq+EE3A/tbW1kQfaRVC0icztWEAkScJQUtvktMNwPAUUKbTlhRjXTOdaLAajMMTjcQh27fdtuIjX1NSMy1LT2tqaJWrEYeZKLASSJI3YzNJut4/L6pbrYqIoit6g1EwZpuYYBaPkEQQBgi19Ez0Z91MgECCR+tomKjtl1tSygIiiiCivHVia9+JkxGmuppZsHgtHPB6H7M5ukVBdXT2uw0u37BjmURAEltJdAGKxGAYHB7MK7wEkpmY8Vrfq6uqcnbqp+8lMyRhM1DBMQSQSgejSbuURUkjvZG74mZuo4lRY1kwBkSQJglMTp5qoOZlmt06nM6upJUvPLxxDQ0OQ3OnNLE8miy2rH5sHendnxuQymqix2WzjstTU1dXlzHSmgcJmEjXjy5ctMpFIBPv379efHzp0CNu2bUMgEEi5HRiWJBKJpKrQatWEx1uwDSCWGofDgYSgZb15WNZbIZEkKdUEUfu1t7e3j/vn8DxPTN6Gw5Bmcow36Jgxfnp6erKqQvM8P65qwoChxgmdR6/Wxd1kwaVTEUEQRswys9lsaG5uHrOlhja1NHbqBoi1homaCbB582asXr1af06DgL/4xS/it7/9bZFGxcgHAwMDWX2fxtvZGSABbQ6HQ69kCy9zWxSSUCgExadZU7T9tLm5+aR+VlVVVWoeNXHKRE1hOHr0aFbhPZfLNe52F3a7nVgDDPMoSRJisRgkSRp3HSrG2IlGowgGg1lChOd5vZrwWF2JjY2NWV8ry7Ip3U+W+otatWpVTlMaw/p0dnWmNtEoUN1YPa6ARIrb7Ybf78dQTAtW9WqCiVEQent7gTLtiSZqxnsQUurr6wFqmPUA8b44BEE4qWwqxvg4duxYah4NoqahoWFcP4emDmf2f4rH4xBFkYmaSUQUxZxZZhzHwe12jysjtKGhgcXUMBjj4eDxgwCtxB0lFpeTFTU+ny+VhspETUHp6O0g5fABIHJycRiUzKaW74SrEIywVODJRpIkcsmgokZzI463mjAlU9TIsgxBEJgLapKJxWIjxi45nc5xi5pcApQKVCZqGIwM9hzbQx7EAMjkln4ytzie50mla2ru9sF0dRSmMh8d/og8iANIkgPtZAK+AbKRGmMxFCEG0WTN86Yioiji+PBxcjoo0C015eXlJyVqqqur09Yj7RnEUvQnl0gkMmKLBK/XOy6Lp+7Wz4CmdJupqSUTNQxTcCR4hDzQEpXGG5BopKqqKs1Sw7KfCsfuY7vJA8315Pf7T7qac11dXVpslCLGEBeYpWaykSQJvYJWCDMCUqEbZD5ORtTU1NSkrUdVVVn/pwIwNDQ0ovuprKwsp0gZCa/Xm3PuVVXVXYlmgYkaRtERBAFdw13kiWbqHq/v3khagKkX6Ovvm9gAGWPmUP8h8kATNeMJRswk7TD0AJIUZZVoC4AgCAip2kXAkDhYW1t7UqKmqakptR5tANzEGsTcT5PL0NBQzhII403nBkZuaqmqKqlNZSKBykQNo+jEYjGEOW331D6cbMYMoFl5DJvoYHSQ1TcpED2xHvJAEzUnk5ZPaWxsJJWhteQNhRtGKMTS8yebWCyGmF1bQIZfd1NT00m5hNva2khDTOqh8JHifqwA3+ShKAp6enpyxrrYbLZxV4YeqYG1LMtIJpOmKpvBRA2j6OTaRE82DgPQDkPDJhoUg6YKZJuqSJKEsKpN4AQznwAtONFmTwlURxTDw8yVONnE43FIHm29aNPJcRxZVyeB3v+JXuZ9JN2YdeqePCRJQnd394iWmvr6+nGJGp7nUVZWlvW6oihIJBKmEqhM1DCKTjQaRdKbJE/CJHV0wjd8QD8MY1zMVD7fqYooihAc6dWEZ8+efdI/r66ujvj9qZfCGWcuiwIQiUSQ9KTWI3By6dyUWbNmkQJ8hriaRCLB5nISicViI8YS2u12NDQ0jNuV2NjYmLOqsCRJpqoFxkQNo+j09fVB9WvRiGEShzGRQOHq6mryQBM1UURNZR6dqgiCkLrhT6BFAsXr9RI/Pj0MnQmEg8xSM9l0dHSk1qM2j06n86QtNdXV1cRtZbDUxONxZqmZRGKxGAYGBrIK7wEpUTPeWLdAIJAlahRFgSRJCIVCprGGM1HDKDrd3d1AhfYkTNIHc/lvx0p9fT254WubaNJhLp/vVGVoaCirmnBLS8tJ/zy73U5M3vQwdIsYMtGNcKpy5MgRgGb7asvG6XSe9Fz6/X4iagxp3YIgsDU5idBqwpnFamnhvZOp1l5bWzuiqAkGzePiZ6KGUXQOdB5IFWwLk8UzkVL4ehCctomqHhWDg4MTHyhjVDqPpxdss9lsaG1tndDPrKysNIgaCcGh4IR+HuPE7N23N0vUeL3enDEVY0Ev2mdwPyWTSVZqYRKJRqM5f788z8Ptdqes2eOgqamJuBEzUBSFWWoYDCO7ju0iD2IAkidfD4NSXl5ORJFhE+3v75/wOBmj8/HRj0nKrgxgmByEE0nNB7TU/ihgU6vhql6I7jAr2DaZSJKEw92HAVrCRLO4VVVVnfSa1NOBDe4nURSZpWYSiUajOdOsacDvyQjUXC4r2ipheHjYNKKGNd5gFBVJknCw/yBpZqntcbmap40Hv99PNlGDubu3t3fCY2WMzvbD28mDMACVzMNE3IgA+Vvw961BQLgDXCuPLaqC3797EDeeNWPiA2ZkIYoijkePkydRkCxCkAPtZK2nPM9niRpFUfSeQaz/U/4ZHBzMWdOJ53mUl5fD5XKN+2e2trZmWWoURYGqqqYSNcxSwygqgiCkNlGDqJkIel8TmlzhZ6KmEOzr3UceBMkHPUB0AlQ0tCOw8A5wdKvieHz/+d04HmJF+CYDURQxkNR6pRnieBsbGydkPU0riOkjl5loNMqyEieJUCiUs3UBz/PjTuem5Gpdo6oqJEkyVVNLJmoYRSUWi6U2UU3UtLe3T+hn8jxPAuGoqCljoqYQHBrUqglrrvyJBAlTHNXN4Lj0bUpRgcP95qmLMZWIRCIY5jU1YwjJaG9vn5D1tK6uLs1SQ7s7s7TuyWGkwns0i+1kRE15efmITS2ZqGEwNPoGhhD0aiZNTdRMpGAbpaamJnXT9LNO3ZONoigYUrTGoUHyYaLiFADmNQegZhQQ4zlgWs3J9ZNijE40GoXg1uKWguQDz/OkKvAEaGlpSYtxA8cyoCYLURTR1dWVs/Aex3En7Ur0er05+7ipqjpi88xiwEQNo6gMBoOAV7t1h0iRr3zc8FtaWlKWGi9wvPf4hH8mY2REUUTMmZpHYGKF9ygLpzdjcP19ULVeCaoi4+unVqCxIrsPDWPiBINBSH7txq1pVJfLNWGX8MyZM4moUUBOHS2tm9WqyT+xWAzd3d05a9Q4nU40NzeflFvYbrejoqIi63VJkkw1lyxCi1FU+nr7gDLNrz5EfO8nk26YSUtLC/HhywBsQFe4a8I/kzEywWAQkk87DIPkw0QK71FmzJiB2I7XEL9oK+yOJjj/FMSZl/9xwj+XkZuuri4oFdoNP0g+eDyeCc/l7NmziaCJgqT9lxFXF2tQmn8EQUBvb29WjRqAiJq6urqT+rl2uz1nfRtFUSCKommqCjNLDaOodHZ3AmXajWKIVK2cSI0aip5KrFlr+uJ9rKnlJBETJaz4l/VQ6SUuRMzcM2fOnPDPJun5XsixASRsOxBLHjfNjXAqcvToUaBSexIkHzwez4QvGjNnziTWATp1ZVojW+Z+yjvRaBT9/f1ZooZmoU2kzEJDQ0NWAT5VVZFIJEyzLpmoYRSVvV27yV+hBCBCunNPJMuCotdU0NZZhI9AEFiNk8lCSvYAjlSrC5/PN+EaNQC5WXq9Hl2cyi4Jx48zV+JksWPvDsCnPdHcT4FAYMJrsqqqiqQDG+LcEolEzloqjIkRiURyCgyO4+D3+0+6iCKAnFYeY1VhM1wcmahhFA1JkrCj4yPyJAhABdra2vIiampqatKaIYoOVuxrMklIR8mDYQASqVFzMqXYM+F5HoHq9Ew2VkhxclAUBXu695Ancehd7puamiZsPdVroxjmMR6Pm8ZlMZUIh8M5u2bb7XZUV1dPaH9taWnJWYBPkiQMDAyYIgOKiRpG0YjFYjg6fIQ80W6F+YjDAEirBZfLpd8MFZ+Cvr6+vPxsRjaSdIw80IKE9VYVeaChoTHNbcEy2SYHQRDQFdNiz4Kp1ydaowYA3G43KcBnmEdRFEnfN0ZeGRoayilqaI2aiQjUxsbGnLVqaKsEM9QdYqKGUTQikQgGlUFSAl9cDFtZdV7iMAByM/R6vWkF+NgNP//ERAkLvr8OCaWTvBAkH2bMyF/F35bWNj3dH+Ws5tBkEYvFMKRqt4uh1OvTp0+fUI0agLgR/X5/mqgRBME0LoupRE9PT05xQZuSTkSgtre352xqKcsyBgYGTCFqWPYTo2gMDQ2BC6xEs/B34GbwUL+m4IDqO/E3jgHqO+6OaDdBP1gsxiQi8drvVusbmi9xCmiZbNs4ACpQTkrAK4oy4YOWkU44HEbcrWUjBckHh8OBefPm5eXnBwIBHAgdIE/KyA2fdnfOl1Wv1JEkCceOHcvpBrLb7Zg2bdqELDW0L58xPpG6n8LhMHM/MUqbfR29qAj8nV4Cn+N5PLQjnpcS+DzPpxfgK9MyOxh5R1UVwK35nTTP0KJFi/L285uamoGI1mGxjKSP5zKvMybG4OAgRJ920w6SDy6XK29Wt9bW1rRAYdqp2wy3+6mCIAg4cuRIzho1LpcL06ZNm9BloLa2NkuA0qaWZrHUMFHDKBq7OvontQR+a2trmvvp3rf7EROLf5OYasiJKFCmzdkkWGra21qBuCZqyoG+/j5WXn8SOHjwINRyLYNNcz/lo9M6Zfbs2WnrUVEVDA8PM4GaRyKRyIjVhCeazg0QC/hIVYWHh4eRTCYn9PPzARM1jKIRHTwMFZNXAn/atGlpN0MpMpiXn8tIR00MA7QK7SDx3eejRQKlbdo0IK6ZzJ1ASAixTLZJYP/+/QAtR6MtlUAgMOFO65T58+dnVRUeHh42TX2TqcDw8HDOhAibzZaXjES73U6aBWdAm1qaIUWfiRpGUZAkCZ90bMKg4z6oqmYqVRX861WL8lYCv7W1lWyiKgAekCUWYDoZxKVDAAeSAhwFysrKiOsvT8ya1gZbJEjSjAGEEWYH4SSw/dB2wAkiOoLktcbGxrwUwwRI8DincqkeUGWkUBxL684f4XA45+/TZrPlpd6Q3W7Pae1RFAWCIGBoaCjHdxUWJmoYRUEQBOzq3YWIfT06h25B9/9+H5fZPsTnTs/fDb+xsZFs0LRWjXKcZVpMAklFS8vX4mnq6+tzmqhPFr/fT9KBNeOM4BBYWneeURQFe/q0GjVDgNZqa8LZMkYaGxtJ7ShDnFs0GjXF7X6qEAwGc7pm85HOTWlqahqxqrAZ1iXLfmIUhXA4jOMiyZiRewcg90hYMit/ggYgVYXtdjukkESyLWy0OBTLtJgoNJUbAERZEzWay2KiwYiZ0KDvyHAEqAckr8TSuvOMIAjoFrVMQcO5NGfOnLzNZWVlJZxOJ8RhLZi0DEj0JVj9qDwyMDCQs3K60+mccOYTpampCTzPpwUjq6qKZDKJ/v7+omcmMksNoyj09/cj4tZuFAMAXL68BpcCJFLf7XbrBeHgHEYwGBr1exjjR+K1gm2aqFmyZEne36O1tTVVq6aMNF5k5I9wOIyQU1sbWjknp9NJ4mDyhNfrTSuIiXLSKoHVj8oPiqLg+PHjSCQSWZ9zOByYOXNmXkTNtGnTSMuLjPc2SzYbEzWMghETJUz7zouY9p0XcejoMSQrtEj5fgDecrS2teb1/WpqaojbguoYXxzd3axWTb5RnJqa0W74CxcuzPt7zJ07N60AHxM1+aW3txfJMm09avPodrvzVqOG/ryqqqpUteIKYiFioiY/iKKIQ4cO5Uzn9ng8mD59el7eZ/r06VmiBiBxkoODg0zUMEqTzq7jqUyLfoAvq0NZWXle38Pv9+ubqE2thqt6LnYfYqImn0iJKODXYiI0bbNgwYK8v8/06dPTbvjM/ZRfDh06BKVKizfTRE15eTnq6+vz9h48z6O2tjYlaipTosYMRdusTiQSwcGDB3PGDfp8PlLEMg80NzcTi5uBZDIJVVUxNDTERA2j9FBVFTsPfQS4QAJ5hwBnVT3cbteJvnVcOJ1ONDQ0wF+5Bs3Cw2ho+Bf88xYVj3/AivDlCyUxBJu/Ai55MWxCNbw+P9ra2vL+PtOnT09zPw0MDLCg7zyy55M9QJX2RBM1dXV1ect8osycOTNlOa0EZFlGf39/0Q/CqUAoFMKxY8eyXrfZbKiqqppQd24jel+9DJLJJBM1jBJFVbDzuNadewiAbIOjYuJN83LRMH0eAkvv0KsWq+Dwj0/vzEvVYgYg8WEiGMV70fylh1Fz9vUoL8+vxQ3QYmoMh2FPTw8r2pZH3tvzHjkNROgWsRkzZuQ1iw3QKk0HtSflgKSYw2UxFejv78fgYHYtLpvNhubm5rwJVL/fn7N2kaIoGBgYyBnTU0iYqGEUHEVK4iDtATMAwO6Co7pxUt6rdsYCcBmR+LKq5q1qcanj8c1La3PBLbsKD7/fkff3mTVrVuow9AD9w/2svkmeUBQFe/v3kieGzKfZs2fnPYtl8eLFpMSCDHL6lBELA6sQPXEGBgZy1m+ixTDzJVCdTmdOt6SqqgiHi19DiokaRsFRRQFDvHaj6AcgxfCnW0+D15n/CgOz6iugZrgpbByXt6rFpU5mmwtwHP7vS3vybgmrqamBQ3XohduGMGSKQl9TgUgkguOyFmumZVfbbLZJyWJrb2+HjbelWd1CoZAp6ptYne7ubsTj2evO6XRi9uzZebOE8zyP5ubmrNcVRUE0Gi16tW8mahgFRxFjiPs1S0k/qVKZ73RuyvxpjRhcl6parKoy/s8VC/JWtbjUUdXsuJZ89u+i2O32tMwZwSOwrut5or+/H1GfphZ7yAePx5PXdG5KdXU1iccIai9UAvF4nAnUCSKKIrq7u3P2XnK73XmtNwQQd3Dmz1MUBbFYrOiZiUzUMAqOLESg1mmN83pIlkWufiL5oLm5GdK+t9HZfQu6nffg+Lt/i88smFj/EwZBEuMIKo9AhZr2+mRZwlpaWvRGi0q5wrqu54kDBw5Aqtayj7SksoqKipy38Yni9/tJbEdQe6GCiJpcAa6MsSMIAvbs2ZMzi8zn85GYtDwybdo0Uh3aQDKZRDKZLHq3biZqGAVFVVWIsQ7AD9KTqZdUqMx3QCKlrq4OPn8F5MEBJGw7kHT0sHTgk8BYY4h2OlcSQwj7n8KQ/SHdxcdzwI+vzl//LiNLlizRRQ2qgI6O/MfulCJ7PtmTKq+gLY3GxsZJWZNer5dcYAzup3g8XvTbvdWh6dyZ2Gw21NfX5y3zidLa2pqzVo0oikXPgGKihlFYFAmCrPWYGQSQBJYvXz4pmU+AVqsmUJXaRCuATz75ZFLeq9SIJ8k8Dif+jM5f3Yy+957Cy988Gzeclv+UbgBYunRpmtuC3e7zwzt73gFsAATo6yRf1Wcz4XmeWA2C2guVRNSwFP2J0dvbi56enqzX7XY72tvbJyU1PzOtW1VVyLKM3t5eJmoYpYOcTCDJHyZPtDW4evXqSXs/r9eLlqZGvTAcAsC+ffsm7f1KCVHSfo+9gDw8CBUcWgLZqZ75Ys6cOWmWms7Ozkl7r1Liw64PyQODAXPZsmWT1r9n/vz5ae4nSZLQ3d2ds2cRY2z09fXljEtyOp2YNWtW3q1ujY2N8Pl8aa/JsgxFUcBxHAKB4rn4mahhFBYxDtmjqRntw+LFiyf1LafPnAUMaqbSALBr165Jfb9SQcR+8qAXAOeEpya/fvtM5s2bl3bDP959nNU3mSCRSATditbIUhM1DocDy5cvn7T3XLZsWdo8SoqEvr4+NpcT4NixYzlFodfrxfz58/NuCS8vLyeB+xkoioKenp6iVohmooZRUOREDCjXalL0kJtEvoPYMpk7Zw4Q1ILa/MCOfTsm9f1KBcmtZR8dB+Dxw1k5ObWGKA0NDcQ9ogBwAF2hLtY3aIJ0dXWlMp80UeP3+yel1QVl3rx5pDq0BOL2qgAGBwdZMcWTRBCEUUXN3Llz8/6eI+3biqKgv7+/qHPJRA2joIjDfUBAu5H1AoFAIGd1ynwyfcZMgPORol8ADoUPMf/9BDnW2QlUakW2jgPwlIH3V07qe3q9XlT4K/R2CWFbGN3d3ZP6nlOdjz/+GHKN1gBRs5w2NTVNWjYiQGrVOB3OlEu4mnQJZ3N5cgiCgI8++iirkSXP86isrERdXd2kvG9bWxs4jkt7TZZlhEIhJmoYpYEgCEjKHXDxi2FLVANDpGrpZAQkGmlubQHc5fomOohB5r+fAAu+vw5n/t/fw+asgkskPZ9sgSbYXZNf+6exsVF3XYg+EYcPH57095zKbNmzBajUnmiaYvbs2ZOWjQiQi4zX601VL66GKeqbWJVgMJgz88lut6OtrW3S5rKtrS3LrSXLMlRVHeE7CkP+S7gyGCPwx3cPomrWFeDEq6CqCgYX34cLLjhn0gISKa2N9aiQBxEaANAGiH5SqGrGjBmT+r5TGc4WQ7PwMDjwUL+qILz/A3B8dopnvlmwYAH2DOwBpgGoJt2lGSfPW5+8BbSDVPbWWvYsWbJkUtek3+9HdXU1ggNB8kIAiB2MsWy2k6Srqwt9fX1ZrzscDsybN2/SRM2MGTNgt9uzej0lk8miWsKZpYZREI6H4vjZGx16WX2O4xG48HYsPv3cSX/vyspKEo1vMHfv3bt30t93KuPzr0zr+VQ++/SCvO/pp59ODmAAqEHOGypjbCiKgj0hrbyCZiRxOBw444wzJvV9eZ5He3t7mqUmHo+js7OTuYVPgq6uLoRCoazXvV4vFi1aNGnlMqZPn55lZZckCaIoFtUSzkQNoyAc6o8i0yjJ8Ta4ayc3SBggN8PW1tbUJhoA9uzZM+nvO5XJ7PmU6VufLE4//XS9PxFqwNxPE6CrqwtDXi0NWBM1Pp9vUno+ZbJkyZIsUXPs2DGWATVOJEnCkSNHcvZ88vv9WLhw4aS997Rp07KK+qmqCr/fP+nW99FgooZRENoDHiBD1qiKjPktNZP+3jzPY9GiRWm1arZs2TLp7ztVkcQ4VKTfqAvlR1+4cGHKUlMNHD5yuKjpo1Zmx44dkGq1350malpbW1FTM/lrcsWKFSlRUwnInIzjx4+zWLdxEolEsGPHjqyeTzzPo7a2lsSgTRKBQCDrb0VVVYiiWNQWJkzUMApClYtDzeArUKE1llRkBA68jGn1lQV5/wULFqREjQ/Y8QlL6z5ZEsI+DDruS5vLTME6WdTV1ZG07iQAO9AZ62RtL06Stz98G6gAmTotSHjhwoWTHrgPENcFYiBVjDkAVcDAwAAikcikv/dUIhgMYvfu3Vmv2+12zJkzZ1IzS+12O+nHZkBRFDgcjqxMrELCRA2jIHR3d+NY1xPodN+C7oF70PmrW/DZ09sL9v6zZs0CROjpwEdiR9it8CSJJ7YgYl+PzqFb0P3HezBj7+NZ7qjJpKG+Qb/lh51hFh91kry5703yoB9kbQA455xzCvLe7e3t8HrSM6DC4TCrEj1GaC+2s3/yOjpzdKt3Op1YsGDBpGaxAaTKt7EHFM/zmDt37qS6vU4EEzWMgtDR0YEBZy9kbgCJwzsgDw/gU5/6VMHev7W1ldxAtUt92M3qYpwsAnYCAOSjA0h07MHqs04t6PvPnDlTd0GpAZVlQJ0EoihiV0SrrK3pCK/Xi9NOO60g719XV4fq6uqUqKkBhoeH2VyOE0kIIxwKZ71eVlaGU045ZdJjW6ZPn57WA0pV1aIXUWSihlEQ9u3bB6lR898fA5xuN+kBUyBqamrIJqqJGrVGxYEDBwr2/lMFWZYhe8kpaOurhmv2GZhzyuRmy2SSmQHFGpSOn2PHjiFcoR2GWvhDRUUF6a9VAJxOJ9ra2lL9pupYrZrxoioypGgI8Xi2iKiqqsLs2bMnfQwzZsyAx5OqT6WqKoLB4KQXVB0NJmoYk44oinhz05sALWx5FKirrS/oH355eTnx/xo20Z07dxbs/acKcqIfqIrCL61B86cfRsPV38E/vp7dSG8yOe+889JETa6YAsbovLvxXSiNWrC3JmoWLlyI8vLygo3hlFNOSa3HeiJqDh48yDKgxogqS0gOdUHKESTc3t5OLnGTzIwZM7L+ZgYGBibd7TUalhM1DzzwAKZNmwa3240zzjgDmzZtKvaQGCegv78fW/q0bKN+ADEbzjz7LNjthav96Ha7yS3UIGree++9gr3/VEFMHoYbKxAQ7wCnmbaVAhcQPfvss1Oipg44eOggq28yTl7Y/ALgAAnW1VxA55wz+YUwjaxYsUJvzYAaIKkkceTIERYsPEYUMY7kUHYMksvlwimnnFKQS2NTUxNqa2vTXhscHCxqTzZLiZrHH38cd911F37wgx9g69atWLp0KS688EKW/WByjhw5giPqEe0JAKcHl156acHHsXTpUlLjRAXgB7Z9sq3gY7AqT20h1V79FWegTvxhzsDg//3KSnidky9Ua2pqyDzKADzA0eBRtgeMA0VR8O6xd8mTDgAqKbp33nnnFXQcs2bNIoH7Akhjy2qgt7cXwWCwoOOwKnI8Amko++++rKwMp556akEujV6vl2SyGQiHixu8bylR8/Of/xxf+cpXcPPNN2PBggX41a9+Ba/Xi4ceeqjYQ2OMwp49exCv1YpDHQXgrcDy5YUNLgW0tO4kAM1bckw8xro8j4HjoTh+8NzH+nMO2YX2bByHaTWFMznX19TrRfhCnhBzJY6D3t5e9Dg1E0kH+RAIBCa1M3cuWlpaUF5WnuaCCgaDONTRhWnfeRHTvvMiYiKrQZQLSZIgRYcgx7JdvzU1NQWdy3nz5sHhcOjPi937yTKiRhRFbNmyBRdccIH+Gs/zuOCCC0Z0IyQSCYTD4bR/jMIiSRLe2fgO0KS9cBTgA41on1a4dG7K9OnTia9X28+jviirSDsGDvVHR3Ux8Rzw46sXobFi8htaUpYuXarXVkEDi6sZD1u3boXYoMWtaPE0ixcvLkjRPSNNTU2k7hB1QdUDoVAIhw+xAP4TEYlEkRw6DjWR7qrjeR7Tp0+f1KJ7mbS1taXVNuI4riC1jkbCMqKmv78fsiyjvr4+7fX6+voRU3PvvfdeVFRU6P9aWye/JD8jna6uLrx9+G1iXh4GMMTB2bygoPE0lIaGBjQ0NKTF1Wzbtq3g47Aa02t84EfpgvDwl07FDae1FW5AACkHYDgMP/roo4K+v5V54s0nAD9IbRotJGP16tUFL23vdDpJpW/DPA4PD+PgoUNFv+2bncGBAQj9HUAyvdaWy+XC0qVLC5qEMX/+/LT3U1UVQ0OFTR4wYhlRczLcc889CIVC+r+Ojo5iD6nkOHToEI7YtHiagwCcfviai1OYyev1Yu7cuakbfiMLFh4LjRUe/OjyhVBVEoxLDxz6cWFzRcHHdMUVV6RZanbt2lXwMViV14+8Th4cBSCTg3DVqlVFGcsZZ5yR5n4SBAGHDh6CKidH/b5S58jRo5CDx4FkunuurKwMZ555ZkEF6syZM4nFTUOSpKIGe1tG1NTU1MBms6Gnpyft9Z6eHnL7zoHL5UJ5eXnaP0Zh2bp1KxLNWmv6gwC85XDXNI36PZOFfjOkpTDqgc3bNrPMmTFwzYoWdA3fiW7nPeje/C10P/kvSMaK586dN29eStQEgE86PmHu5THQ3d2NLre2ALQG53V1dQWPp6GccsopxFKjAigHFI+Crs5OqMlEUcZjNmjlYGN8kSRJ2LnjI8iRQUBJb0fQ1NRUsFpDlMrKSlJzSMPlcpEg8CJhGVHjdDqxYsUKvPrqq/priqLg1VdfxZlnnlnEkTFGIhKJkPo0VMMcBLjqVvCe4onLpUuXkt5BUQA24GD0IKssPAY2b98MqfogErYdEHfsRyIWhsNbduJvnCTsdjsqXZVkLgH08X0sWHgMvLnhTSSbNCuIJmrOOOMMVFZWFmU806ZNg9fmTaXoNwHdXZ1QkqyFyUgEg0F89NFHUONhQE1dyOx2OxYsWJDVj2mycTqdmDt3rh4snEgksowPhcQyogYA7rrrLvz617/GI488gt27d+PrX/86otEobr755mIPjZGDI0eOYGPvRtKwrhfAMOBpXQiet53oWyeNRYsWkbLe2mU1WhHFvn37ijYeq/DIaw8DdhAR0Qe42hYVtN9TLubPnw/QtjeNxCrIGJ3fvfo7wAVSn0Y7dy677LKijaexsZEEtdJyK81AMBSGHAsVbUxm5/jx49h04H3gyn5gecr95PP5cOaZZxal8N3cuXP14GBFUYpaQNFSouaGG27AT3/6U3z/+9/HsmXLsG3bNrz88stZwcMMc7Bz5070+jWHuXYr9DYVx8xNaWxsRFNTk76Jqo0q3n///aKOyQq8uPc58mA/ADjhm1XY1gi5uOCCC1KHYQsL+j4RgiBg4+BG8uQQAJVU2i6mpdvv92Px4sVpomY4HIY8PMCChUdg9+7d6PR2ADMkYE7K/VRbW0taiBSBOXPmoKKCxNZxHFeURBCKpUQNANx+++04cuQIEokENm7cSALNGKZDkiS88eYbUGZp5tEDxEz53o8ux+GfXFqQIm25KC8vJz1RaFxNMwkWZnE16Rh9+ce6+9Bbrl3rPwHgD8DbMEP/2mLN5TXXXAMc0560AJs3b4YksbomI/HJJ59goEYrH6zVRps/f35Rs0J5nieiyiBq4kIMUqQfqsTiajKJxWL48MMPEW+JwaZWw9W3FLayanAchxkzZmDGjBkn/iGTwKxZs9DY2AiO42Cz2VjvJ8bU49ixY3hz35tAOUjq6CHyh28MKCsGbrebBCdSUVMDbN+9nVUxHYXH1/8v1CqVVPA9CNga58Bmd2DXP19YVIE6d+5cchgqACqBfcf34ejRo0UZixX47Z9/C7VOJb8vrQfoVVddVdSaIgCwfPlycL0cIAHwAmqFgmR4iMXV5KC3txcbt2+Ev3kNmoWH0XDKv6D5aw+j4pSLcdpppxW81hClsrISc+bMgd1uh6qq2LNnT1HGATBRw5gk9uzZgwMOrYjWfgAScP7558PpdBZ1XADZRBEBiQ/hgU504tChQ8Uelml55G2tYvdRACIP/5zTijoeitvtRmN1o54SHK+OMxfUCCiKguf2aC7EDgBxYjk1FjMtFtOnT0dNVU0qm60ZkCKDUBLZ3adLnf3792OH3IGAdAc47fjmeB7l538Vi08/t2jjcrvdmDt3LrxeL/x+f1qF4ULDRA0j7yiKgjfeeAPiNC1YTDN1X3zxxcUblIHly5cT86hWPkdqkvDuu+8Wd1AmRZEl7IZWA2YvAHcFPNNOKeqYjJx66qlpLigWH5WbY8eO4bDrMHmixcXPmzePuGKLTG1tLUkBpi6oVkAK90IKDxR1XGZDFEV8+OGHiDb5dEFD4XgbPHWFr9JO4Xke8+bNQ0tLC1pbW0nJhWKNpWjvzJiyHDt2DOs2rgMaoJu6m5qaiNvHBNTU1GDmzJl6iXi0A2+//TaLx8hBLLQXEk0B3g2gph0uf2Uxh5TGNddco/cvQisRNWwes/nTs3+C1KL9XrRLxmWXXWaK2l1er5d0Xj+svTANgMpBlZM4cHyweAMzGX29fXjz3TchNh2DivQYQE5VsWJucSvmL1q0CC0tLWhqakIgECjaOJioYeSd7du3Y7eq9eI5CiBGamEYq04WE6/XiyVLluiWGrQCW7dvxeAg20AzScg7YEM1sYaEOPhmFb4R6Wicf/75KVHTBGzftZ3VHcpAURT89p3fkpT8AQD9pKbJ5ZdfXuSREex2O7G4aevRX70GzZ/9EXwzluPyX36Axz9gcVIAsHffXmwe2gzZOYDB5H1QtcJ7qiLjpvl2NFf5ijq+2tpaTJ8+HVVVVejtze4eXiiYqGHkFUmS8MYbbyAxU8tc0OLFrrjiioL3lhkJp9OJlStXki7PUQAOoEPqYE0RDTy15RhUVUV17WfRLDwM/8AawFUBz0xzZRs2NDSgXC4n8VF2IFwRxqZNm4o9LFNx9OhRfOLSIoO1Zutz584teOXZ0Vi0aBGqXFWw9VUjkLwDnLZXqAD+8emdOB6KF3eARUZVFWzdshn9taRKYWTnenT++uvofubf0PbRb3Drp4tbKgMg6fkrVqzAypUrMW3atKKNwxynDGNKEBMlTL/7Sdy/aTvQBrIjfUyajpqt6rNepEq7BIqNYlq16lLmeCiOHzz3MTiOdLHkwCMw63bY2hfDW91Q9KwnI3a7HaefdjqpuwIA04HXX3+9qGMyG799/LcQ27X4Nq3o8uc+9zlTuJ4o9fX1mDlzJuy9TVnxIrKq4nB/6QQN52qNoIgC3vvgPciztLo0uwE5OoREsBfnnbGM1N4qMm63G6effjpOP/30ov5tMVHDyCtisAdi+Xby5BCAYWDFihVFT+XOpL29He3t7SkX1HTgnXfeKWojNrNwqD8KJaPuGcfbUD7vHF3omInrr78+TdS88847EITSSwceqU/Q77f8HrCBVBDuJb15Lr/8ctNYTgFyyz/nnHMgHezKihfhOWBaTeGr5JoJKdSHraFNgBvEKnkMgN0JZ1UDzj13VVGL3Rnx+Xyw2+2sorDVURQFwWCw5Au4RSJRxI7vAaZrsSk7SFT8RRddVPRaGJn4/X5SuFHLOkc78PHeXZh7z3Nph0IpMr3GBz5Du6iKDEdDcQp7nYhVq1alRE0TsOvgLuzdu7eYQyooVMws+P66rM9t2rQJh/2HyRPNSrN8+XIi6E2E2+3GOeecA3nPAAYd90GFZpFQFXz91Eo0VniKO8AioioyEoOd6GvWGmR9BGIFd3rhbJyD+UVqRpqL9vZ2LFmypGi9xAAmavLC1q1bsXHjxpINNKWb6in/9GcI4U1ArUIKae0CmpubsXr16mIPMQun00lcYn0gNx8H0OPtQTJ4/ETfOuVprPBgiWuXfrCoigzxnUfgrjRnO5Lm5mbUuetIECwPJBoSeO2114o9LFPwmz/9BnKrJhA0UXPbbbeZyvVEWbBgARrLGxHpXY9O9y3o3vRdKM99HzO54jVHNANyLIxEaA/UGdqlWTOE82W18DbORCBQVbzBZWAGixETNXng+PHj2L59Ow4cOHDiL7YouUzbRlRVQaLvCKR67Ya8D0ACOO2004pWuvtEnHnmmeRGsV97YaYK4fh+qHLpWmkA0iPo9Y/vJQdL9z3o/NUtuHRBddEbWI6E1+vFOeeck7K6zQZeeeWVkk7tjokSBgcH8cyRZ8gufwTAEFBVVYVzzy1ekbbRqK6uxrJly4BPAJkbQKJ6G/qOfIKtW7eWpDuRkgz3Qa0Lw8ZrWYiawcZZMx3OqmZTuRHNAPtt5IF33nkHL7zwAjZs2FCyLihZiCJydAswP0pe2AJ4PB5ceOGFRekaOxaam5tJqX0qamYBYvd+yCVeyfSd995BuH2IHCwbd0CJBvHVv/0KDv/kUtMECGfyN3/zN3r9FcwB3n3v3ZJvmfCnJ/6EwWma9XgL+XDVVVeZprRCJuXl5TjvvPP0Fg6YCQiJKHbu3ImOjo5Rv3eq8vu39sLdOBt10+8kWYi9awAANrsDnrYF4D3FTeM2I0zU5IG+vj709/fjvffeK1kXVGKwCwn3Jtjc1XCFFsPWW40ZM2aQG7RJ0TfRgyBFAmuAhHAAyVDpmrslScKd/30nUAYgBuATYOHixaYpnDgSK1euhLvHDSQAlANBd7Cks9kkScZ/r/tvoBJAHMAu0j351ltvNV18G8XtdpN5DPrJ354HQDNpDbBv375iD68o/NdbHelZiHNvh62sGvUNDXDWtYOzFa8dgVlhoiYPNDY2IhwO4+DBgyVZ66S/fwDxIzvgX7KMNFlz3ovmrz2MaZ/+fFHrFZwIu92O1atXwwWXXs3UNj2BZHioZCuZHj16FB/7tGImWwE4q3D9DTeYwlc+GnV1dVg4d2HKBTUXePnll0vWBfXO229it1fbi7YDkIBly5aZoi3CaEyfPh0L580HDmhH01zgyJEj2Llz55RyQZ3InQ8AiixDRXrEPsfbYK9swplnngWHv7oQQ7UcTNTkga1bt2JgYACdnZ147bXXSm4j/WDTRiQSOxDw35bWZO1j7xKEkuZLATayaNEitLa2ArsAv7QGzct/hfK5p5dkJVNFUfCNf/kG1OlaJ+cPAL5xDq677oZiD+2E2O12ktpNL/RzgbfeeqskG5WqqopfPPILSDO1fUhzPd19991FLV8/FsrLy7F69fnAQS3baSEQiUSwdetWdHZ2jv7NUwxpuA9Q08MZVEWGV4nikksvAe80p8Wt2DBRkwcURYEkSQiHw/jggw+KWiK60ASDQTz++ONwzvdnFc1SwZm+aFZNTQ3OOecc2Dq0SqacsZLpjpKqZNrV1YWXB18mT/YACAE3nDEDc2aYK/13JC677DLYDtgAGUAj0K/244UXXij2sApOMtSDTeoGsrsfBNAHtLW14dxzzzV9UGl5eTnOOvssoL8FEAFUgaTp79qFXbt2FXt4BUNRFIh9RxDq+FVaFuLguvuxfN50rFx5lilrRpkBc/+FW4SjR49CkiQIgoD9+/dj8+bNxR5Swdi4cSNe746gpuHurM/ZLFA0y+1248ILL4TL05qjkilML8ryhaIo+O6Pvwt5oZb+u5H8bm666SbTH4SU9vZ2zG+fTw5yAFgEPP/88yVXUDEx8AmSc7Vb/Dvkw1e/+lU0NDQUb1BjhOd5zJo1G67a+cAn2t/dAuDgwYPYvn17ycylFO5FvHcPgi1/IVmI75EsRP7wRlx77bVoaDT/XBYLa+xWJse40Hp7e/Haa68hHA4XcUSFIRgM4sHf/Qne02/NEgQcgB9fvdgSRbNOP/10NJc7oGaYenmYX5Tli+7ubvx+/+8BJ4AuAEfI7+W8884r9tDGjNfrxbXXXgvs0F5YDGz6YBO2bNlS1HEVElVVUTbzXDQrD8M/uAY4QFKlr7nmGjidzmIPb0xUVVfD274I2O8nLywEYvEYNm/eXBIBw5IkQew9AqHsfcAHyMEBJDZ8DHl4AEuWLMHq1atNG+xtBpioyQMul0t/HIlE8MEHH+DgwYOjfMfUYMOGDXj9o50565f86+VzccNp5mqNMBJNTU341GlLMPjafWmm3mXSbpTZ5CKPbvJRFAV3/dNdkFdo/9e3SHHCv/mbvzFtOv5IXH311XAddgFJADVAtCyKP/3pTyVRakFV1fRMGTfJlPnCF75gugrCo1FeXgZ3dSswOI1ks1UBaAc+/PBDbN++fcrHLL777nuIde+FsqCLvLABABzw+vz43Oc+h+bm5mIOz/QwUZNnkskkOjo6sH79+ikVrZ9Jb28v7r//fgy3Hsjq1aKqKlbOto551O12Y+3atZA/fhedHbeg23kPOnfdgv1/fbQkxOnu3bvx5NEnSV+ZHgB7gVNOOQWXXHJJsYc2bmbOnIll85elatacAvzlL38piYDhzBgLjrMh0DYXN954o6Vu9na7HbynDGUtS1NWt1OAjo4ObN26dUrHLAqCgHUvvYSEfyNQJgNhANs4wOXFKaeeivPPPx9+v7/YwzQ1TNTkgZqamrTnfX19eOutt6ZstL6iKPjLX/6C1z54DfIpWq8WRbNwqCpUWUJDhXU2UYC4WubMnQ35wxASth2Q5w9g34F9U16cSpKE2/7+NsinGaw0DieuuOIKU3T+HS9erxef/exnSTo6ACwBDncexlNPPVXUcY2XsaT8GpGlZJb7VFVkXHLuaZg3b95kDXNS8Drt+OiHF+Lez50BfKi9uABQXSref/99bNmyZcpa3tavX483NrwGbkkcLnkxbJurATjBVTXihutv0K00Xqfd1MUwiwkTNXmgtbU17bkgCNi7dy9ef/31onYrnSw27/wE//Ef/4HkmUnAAUQ616Pzt9/C4AfPIdHfAd5uvYJQLS0tWHvxJUB3LRAB4AcS0xJ4+tnnMfvbf56yTS6ff/55vKm8SQqd9QDYBSxevBjXXHONZQKEM7nssstQF60DBkGsT4uAJ554At3d3cUe2qQRP7YL0dB7UEHaq6uqCmn/u/jKjddZzoUIAJWVlViyZAlmuGcAvQAcABaTLKitW7dOySKnvb29eOqpp3B4ej2a7f8PDeK9aD7jYfhPuQTuWadh1XmrmJVmDFhz1zIZ9fX1sNlsaa/19PRg3bp1U2YjfWrLMf3xl544hIP+emC59sJrgOLywe72w1FRk/sHmBy73Y4Lzl8DV91MYIu2LFYCO7dvg9B/TLdETSUGBwdx+/duB87QXvgr4HF7cMUVV2DWrFlFHdtEaG9vx6rzVun1WXAa8OG2D/Hss88Wc1iTxr69exHv3QJf5ZngtGJtHMfBOfsctM5ZXOTRnRw8z6O9vR1r16wFaDLpGSRg+N1338WHH3446vdbDUVR8Nhjj2HDrp0on/a1tHpfgdU3o2zmaWhubSnyKK0BEzV5YMmSJaiuTq/uGA6HsWvXrilhrTkeiuMHz32ceoHjEDjndtJgbS+AIzw8jbPgrJsO3mH+bKeRWLJ0KZzNC4GdFaTWSRsQ9oUQP7oDsjC1UkkVRcH3vvc9dC3oAmwg/a8OACtWrMD1119vWSsNQATql7/8Zbh2aQHDTYDcIuP3v/89Dh7tHJdbp5CM1+UEEPfhz3/2M8jtndl1ojgOneHkZAy1INTU1ODCCy9ExaEKQABQA2AWsGkTyWibStaarVu34rnnnsPxGXJ2JinPw1lRZ6m4qGJi3Z3LRDQ3N6OlJVtFd3Z24uWXX8aRI0cKPqaT2SBH4lB/FIqa/hrH2WBPNgEvk5RRV/0sOKrqsfv/XGRZP295eRm8LfNg804DqIY7E4gf3oFE/7EpFVvz8ssv439e/R9gIUj14PXkELnssstMX0p/LKxcuRKnLzo9FZNxDqmp9OwzzxRzWHnnoYcewovbn4faNpAVsM9boE7UaHi9XsydOxcXfOqCVIzUWaSUxNtvv33C2Jp87oGTybx/fA7//eD/YHvvdiTmdORMvGDVg8cOEzV5oKWlBcuXL0dFRUXa66FQCNu2bcNf//pXxGLWLeI2vcYHPqN4pQoZ0uYuOCIOzF0wH656a1tpABJ8t/lfr8XZ7WXAu9qLiwBFPYjYkW345JNPRv1+q3Ds2DF84+5vQLpQ2+g3AugBTjvtNFx99dWWttJQysvL8cUvfhHOzU4i2mYByeokfv+7RyHFh4s9vLywfft2/M9v/gfip05BQ+Ln4MBDVVO3j6tOabZEnajRaGxsxOWXXw7fTh+Zx+kAWkk5iQ8//LAomVD5FEuqqiLe+Qnee+9d9K/sh2wbwGBPKvGCA0m8yFU2g5Eb9pvKA7NmzcIZZ5yRFTAMkNLz69ats3TRqPoyF65oSUDVbkUqZAwm74f8+gCam5txztnnwlFRPyXKdjc1NeHqq69GeayctArgAawcRvzwdrzw3HMIBoNFHd9EN1RBEPCNb3wDB5oPAAEAIQCvAzNmzMANN9yAGTNm5H3MxeLiiy/GopZFwE7thXOBbVu3In70Y8tnzwSDQfzLv/wLdgQ6EPDckYrBMKzBZz7ssnybDxowvHr56pTV7dPEvf/SSy9h48aNlq5bIw52QTi6HQdr9gPNAAQg8uR6dP72bgR3vIF/uyBgycSLYsJETR7wer1YtmwZzjjjDJSVlaV9LhwO46OPPsKzzz6L/v7+Io1wYmzbtg1P/+wf0Lnua6SGi/sWRJ5ej3JPOZYuXYoLL74YvMN14h9kAXiex8UXX4yFCxcCb2gvLlKhckfw7HPPYPPmzZN+IE6W2VySJNx7773485Y/A2drL74E+Bw+rF27FpdeeumUsNJQmpqacOONN8Kx0UGaeS0ElCYJkf0bkQz1FHt4J40gCLj33nuxbvs6cCvqs2IwKLKqTok2H21tbbjiiitQvq0ckECsNdOB9957Dx988AEOHDhwoh9hSpKxEGIHN0NIfAzx3AR5cT2ACMBVN8JV24Yzly0s6hityNTZwYrMvHnzsHLlSkyfPj3rc8ePH8err76KDRs2WO5WcfToUXzzm9/E0Z6DkM/vIjVcPhiArcOGuXPnYu3atVh56ilTqmbCrFmzcP3116NSqAR2g/R8OC+Kj3fsxGOPPYajR63XvZtmV/zf//q/wNUgK/9DAHuApUuX4rrrrsuqtzQVuOGGG7C0cSmwTXthLSAe3oboga0IBkP61xUi/iIf76EoCh566CE8+eyTGF47DMnelVWfhmLjOEvH1FACgQCWL1+ONaevScXWnA8kxASefvppvPvuu+NqS2OGWJvBwSHEj+yALCegruwB7CAd5rcALrcbZfNXwRVogts9NS6LhYSJmjzh9/uxbNkynHvuuaiqqkr7nCiK2L17N55//nlLdZoNBoP41re+hQ3vbACuAlABYIADXiG3p5UrV+Izn/mMJetgjAbP87jyyiuxbNky4FWQTKg5gDJTwnPPPYe//OUviEQiptgcx4KiKHjttddw1913IXF+AqgEqeHyEjBt2jRcddVVOOecc4o8ysmhqakJt9xyC7wbvSQTqg1A6wCG97yP3z70kKXcUIqi4PHHH8dvfvMbHJx/EKgF5OEB0t5DyQ4S/vHViywfU0OZMWMGLrnkEtTvrSfdu1sALCPVsF999VVs3Lhx0uayPyLo67w/MvFkgUgkgjv/8w8om3cWalZej2b/r+GPrgGeI59ffcEF8DTOYsHBJwkTNXlkyZIlWLlyJRYvXgyHI90P2t/fj7fffhvPP/+8JWrXhMNh3H333XjmmWeIq2I2yKHwfBVqqxqwePFiXHHFFTmzvqYC06ZNw4033oh6exNsWxtIdc+LqtE31IdHHnkEb7/99pisbrmET6HF0Pvvv4+vf/3r6JvRBywBCbh8Gqj0VuLTn/40rr/+ess0OzwZrrvuOpwx/ww9+Nt2URVcPh6P/unPeP311wEgbR7MKFAVRcELL7yABx98EFuVrcAykHl8ChA/ehvBj9+ALKfSt5+/42zL9F4bC5WVlTjjjDNw1ZqrUm7hNQA8wDPPPIONGzfi448/HuUnmANBEPBv9/8PNqsz9eBfDjwCuB02rhqLFi3CLTd/GXZ/1Ql+EmMkmKjJI06nE6eeeirOPfdc1NXVZX3+yJEjePHFF7Fu3TpTZEONdLhGIhF85zvfwe9+9zsosxTg09onXvGBk1sxa9ZsXHbZZTjjjDOmVAxGJpdddhnmXnIzmhf8D6nu6XkY/mvWYPPmzfjf//1fbNtW/AJgowkkRVHw/vvv42//9m+xX90PrNU+8VfA3e/GWWedhc9//vNoa5s6h18uampqcOedd6JhfwP8oTVodj6Mhqt+hPgF9+B7D7+E/fv3F3uIo6IoCl566SU88MADeOvwW8BntE+8DuAIcMbKlfC3L4bNlrpI1ZdPvVv+zJkzsXbtWqyQVpAqw14Aa4BoNIrf/va32LBhg6kvjIIg4MEHH8SLb34AcJm1aGxomLUYt956K1Z/+tMs22kCsN9cnpkzZw7OOussrFy5MquktSiK+Pjjj/Hss8/ilVdeMWV8DXU5/eY3v0GyNglcC/JXsgXAkVZ4a6fhU+etwiWXXDLlS3bLrjIcrT0THG+4UU27HdzsKjz99NN46qmnTJseLEkSNmzYgFtvvRUf936cmscPAdtmG5YsWYJrrrkG5557brGHWhAuuugiXPiZzyLguCOtWmtn06fwo3//LwwNBos7wBFQVQXPP/88fvGLX+Cvm/8K9QaVxF/sArABWLRoEW7+8i1wlNcWe6iTjtvtxmmnnYbLLrkM/jf9JPh7OYB5wIEDB/DYY4/h1VdfHVd8TaGIxWK4//778ac//Qn7PtmQs0/XhWevwE033ZTmzmc9nsYP+y3lGZ7ncdZZZ+HIkSM4cuQItm/fjmQyZRYOh8N48803UVdXh4qKCpx77rmmsXZ0d3fjm9/8Jp555hmIPhH4PAAngP2Abb0DjjntcDTMxDXXXG3JZofj5VB/FBk1B8HBBvslTYj+9w784dHfAavL4W6en/Y1MVHCgu+vAwBs/u75BRqt4f1jMaxfvx7/8A//gE/6PgFuAent1AHgRWD2rNn4zGc+gyuvvHJKu52MOJ1OXHzdF/DGuq601znehpfe3oyK//wZZNvZsNkc6AkLqPEX39KhyhISvYfx4K9ewJubXgFuBrFOdAL4M9De1o4bbrgB111/A370w/VFHm1haGpqwoUXXoiDBw/i0XcfJa7xywF0Am+//TZpWeNy4f/b5ADPpx9vxnVZSPr7+/Hggw/i+eefx45DOxC7PgY470NAvB0cZ4OqKJg+sAnf+97tCAQCpnR/WglznKZTjMrKSpx55pm48MILc8acDA4O4vnnn8czzzyDd955xxTBips3b8ZNN92Ep556CqJfBL4EwA+gG+Cf4jGtZTpcdTPgaVmAuRbr+nuy5Cw6qMqQyruAa4CBgV6EP3oVwrF96O8fKM4gM+jt7cWjjz6Kr371q/ik+xPgCwDKQcz1fwSmtUzD2rVrcdNNNyEQCBR5tIXlU8vngcuQqaoqI9j5CZ764Ih+CF523zt4/IPiZrj1dvdC6NyN4T0biKD5EoBqAEMA/heorazF1VdfjTvvvNM0l6JCwPM8li1bhosuughnJ84GukCE3nWAalPx3HPP4YUXXoQ02AXFEGPUHcod4DvZAmLPnj34t3/7Nzz99NPYtncbYlfGgBogElmPzt/9LbpfegDBrS/i32+7FtOmTZvUsZQKpbMaCsyyZctw3nnn4VOf+hQaGxuzPt/V1YUnnngCzz77bFGFjaLIiHftxW1f/xpeeeUVyBUy8EWQTKc+gP8jjxnNMzB/4QJ42hbDUVELu700DHyNFR786HJDnQhVwdDG/4YsDQBzAJwPJA99iPCO1/D73/2uqP58VVXw8ccf495778Vdd92FHrGHWGgCIJlOvwNaa1qxZs0a3HLLLSW5gTZWePCDyxboVXdVyBh03g+sApxn3qQXrlNU4B+f3lmUwnWqqiAZHsBvfvM/CO/bCFnogu1L1aTvUQjAI0CVowpXXXUVvvOd70x5F3Au3G431qxZg8suuQwzPpxB+kK1AbgMSCQSePpPjyN2bDfkWEif6wt+/mZaU97JRhRFrF+/Hj/96U/x3HPPYcehHUh8LgE0AYgC+B0gy364qpvgm3M2qlut20DWbJTG6VQkzj77bAwNDaGvrw+JRCKrAVtnZyceffRRyLKM4eFhXHDBBQV1BxzY9wmGP34bkb3voffAdqAVwOdAbj59gOOPDrTVtmHBggW4/rOfw0dbnOB42wl+6tTimhUt+N6zH0NVVXxrThgPPncEe54FiVE5B0BkGMktm3D/L/YhKURx0003oaGlsIG3sihAHOrBnd/4Kd7d8BZQD+BGAGUgguZRoLWSCJqvfOUrWLzYmp2b88H1p7Xhu09/iPjBbYh3P4T4hV1wLV0MTky/39HCdYVMie7t7YPYdwTRY3vwaKgTdZ++BRzPQ4WCweH7EPntegT4AK655hp8+9vfzpmMUCrU1NTghhtuQH9/Px5+9WEMXDwALAUQBuKvxpHctxEVS9emCdW0pryTSFdXF5577jmsW7cO7733Hrlg3ARywRgG8DvAOexC2aWfhW/2SnAchwt+/ibuvXrxlMpYKxZM1EwiXq8Xn/70pxGJRBCPx7F161aEQqG0r+nr68PDDz+MYDCIYDCISy65BJWVlXkdR3dIwIza1I1ucHAQTz75JH7z298heLAHGOoCFgG4EuQvohNwPunE9LrpmDNnDm666SasXbsWf/PZ8ryOy0pwHIcbr7kM0tBxPPDAAzj82mHg04DtwmrYy5rQ+34Xfvazn6Gvrw9XXXvDmH9u5tyMh0gkit27diGyfxNie97Bu5+8AywAmUcngG4Avwem107H6tWrceutt2LFihUl5a7Ihd3hhqdtIZaE5mPD+l5Ia7qgQkmvzKsq6D2wE1L72ZNumYxEItixYwf++urrCH30AcTew6j63D+np/zyt8NbcRRXrj0P3/72t6dUO4uThZZdCIVC+OObf0R0dRQ4F4AM2A6KWW1bMpvy5oMF31+HXf98IbxOOyKRCN555x2sW7cOGzZswM6dOxFvjBPXoQfEdfgo4E/6sXTVanRogoaO7R+f3olPzalFhYe1RZgITNRMMjU1NVi7di0EQYAgCNi9e3dW/6BQKITf//73OHjwIPr6+rBmzRrMmzdvQoeP0dRKbwFrZvrx+uuv4w9/+AM2bNiAvr4+wG4HLpSA07Qv3gP41/nRUt+CRYsW4aabbsKqVatQXl66gobi9Xpxyy23IB6P49f/79cY2j0PgWl3gFvOQz1FweDL9+GXv/wldu3ZC6HpYjjrpuX8ObnmZjw3NFVKQoqH8Ktf/Tee/NMTCB4LAuHjwAUg1iMAOAg4n3FiRssMrFq1Cl/+8pexfPnykhc0FLunDP/205/irm/egXc3vIvBM+9DIHk7ONigKjIG192Pe98M4/Duz+GKa67HqvtJKVt6gOWDcDiMgwcPYtOmTXjqqafw3vsbIbqq4L1gWVZKL8fbsOaqz+Pbt9/IBI2BpUuX4qtf/SrE+0Q88dYTiH0qBqwC1KoIVFXJ+D2qUFXkvUddODyMXYcP4JVXXsFbb72FLVu2oLevlwQxfxokyOMYgMeBgCOAlZ9aieu++T388LX0ZpzUOri0tSLHuzDGChM1BaClpQWf+QwpLvGHP/wB+/bty+oDJUkS3nrrLezcuRPbt2/HxRdfjHPPPRcNDQ3jfr/joXiaqVVRge889REePfC/2LHxbXR2dpIYniYAl0sAfYu3gcD2AFrbWrF8+XJ8/vOfx1lnnTXlKgZPhEAggNtuuw1hicefhCWGRoI8AhfdjnjHVrz+6itwLlThn38unn7RBUWWwNvIUss1N/SGNpqrQ5IkDA4OYtuOXRg++hGUYA/+/ckXEOk9CtTxwC0KQEO33gH8G/2YNWMWLrzwQtx0002YP38+EzQZLFy0CPfffz/uvPNObHjnTXR+aivsShOkA12Q9w5gY4JUrH3trQ2Il58HZ1XDhGPfVFWBKklY99ZGHNu9FS+++CK2bNmC/v5++M9ag+Zz7gDH8VChgkPq8OWg4p47vowZ05tH/fn5FF1WYcWKFbjjjjsg/6eMZ955BjjjTATm3KF3Lec4Dqoig+P4NEGjqupJZ7rReZRiIfz6fx7EB++/i61bt6KrqwtqhUqsM+3aF38I4EWgub4ZF1xwAf7t3/4NEc4LZIiaqdLWotiU1l9/EWlra8Pll18Ot9uNxx57DDt37kRPT0/WJjk4OIiHH34YL774Is4991x89rOfxcqVK9HQ0DBmM/gnx0NZplYVHF7btANCRwfgArAKwBkgt4goB/tzNjTFm9A0qwmrVq3Cddddh0WLFpVMyu94CAQCuODKz+OJx9NbXnCcDfabmuDZuhyBM+8Ax/P41y0KYh27YPdW4NixTvTJ3qy5GSl+Q1Vk7DzYCYR78P7772PDhg3YPORG2SnXkViLZRcBR+9DZM56wAYgBuB5oDHYiHkr5uHyyy/HtddeO2WrPueDpUuX4pe//CW+cff/h1fe/hCJs3aQIPCvAHgWCHeE8dzTT4Kf3gFv+2I8+sgQzl9Fgv/9fv+YhKIoiggGg/jNW/sAcOAdTnxr/SBib76Cvo3rAAdgW1uNwCmGGjrg9AOZg4ofXjoXC08gaEqZFStW4J/+6Z+A/6jEW+LalOtOEzSD63+J6gtvT/sejuOwZdchNHuno7y8/IRzqSoy+nv78eeth0Hn0VFejf9+8QV0v/s8OU3P1f45ACQAvATYdtowe9ZsfOELX8Ddd98Np9MJf0bWlbGtBUvpnhhM1BSQlpYWXHnllaisrMRjjz2GLVu2oKurC4KQnW7Y29uLp556Cn/5y1/Q3NyMpUuXYtWqVVi4cCEaGhpQVlYGu90OQRAwPDyM/v5+HD16FAcPHsTHhzqBxivSqlaqiozkcBdwFoiLgl4I9nph2zYLM3kZsxZPwxVXXIE1a9agra2N3exHYcmMBvDcrjSBoqoy1Mo4AmenF3jztS1E19P34tJLfoElp50NrvkqqIZbOM8BrmQI+/cPob+/H09t64Gq2sDxNlz/8EdwbHsSg5tfQDjJo+lrD6WKAfKkGGCc3wp5/zA8f3WgraoFy1ctx+c+9zmcd955zG04BubNm4f/+K/7cc7dv4T4wcdILHgXcs0AyR77AMCbANd/BEm7DX//3ZfQXOnBkiVLcMopp2DWrFmYMWMGqqurYbPZwPM8JEnC8PAwenp6cPjwYRw+fBg7DnRgx7TrU+4QjofnU1+GzfYO5DMHYPc2ZQUrcxwHKR7Ga/dcjDkNlYX+tViOefPm4cav3YW3My8bvA3ywmGoiqKvHQBQFQX3PfDf+HCaH/PmzUN7eztqamrg8/n0NjeJRAL7jx5H/PgnkKNB3P3dZ/Fx65UG0cTDefYXYFPegHzGAEC7GxwG8AxQxVXh9PNPx1133YW1a9diJF656zw9to4W3GOcHEzUFJhAIICLLroI9fX1eOGFF7Bu3TocPnwYQ0NDOb8+Ho9j//792L9/P5599lm43W54PB79I8/zSCaTEEURgiAgkUggFovBveAoAhfeDo7XYgSO3g/5KwMpMdMHuN7ygnOsgbutDefM9eFL112KRYsW5T1QeSpC072/+8xOYtJWFYgfPAK+1QuuMTsewlPZiEP7PsH+3z+EsmVdqFrzd2SDVRTYP3oSNz77ARRFgcB7oH7mn8HRAjkcD3HpNQi99yLsLY1pmzKgFQN8ZxG4ozJOX+jAmvPPx7XXXouZM2eWTOp9PnjvuITyeWeD484B1K9g8PADGJ62Djgd8C9Zg4CiuYUUBd3r7sP+p5/W16PP54PX64XH4yGWAVVFIpFAPB5HNBpFIpEA6uegYfpn096T422wn98E2TYAaagLqis9BkRVVdg95WgJlF7a9smS87IBGeKsPRhM3IeAohW8U1VwPI/eOVfgdztfg/Dru/W5dLlccDgckGUZyWQS0WgMQ5WzYXOX4a1kFNVt2evbvobMI8IA/gq49rswc8ZMfP7zn8cdd9xxwstFQ0Xxiz1OFdiuVwS8Xi/OPPNMtLa2YvHixfjzn/+M7du3o6urC9FodMTvkyQJkUgEkUjkhO8R+WQ94uVbYV/YBKmhC/J8rTjcEOB834nG3kaULbkI4bmfAcdxeI0Dzne24hwmaMYMTfcGgMduWoCdsy/Gr3//BLobMg4nqAhc8GVUnX8zBl+9D8NbXkbswDbYq5sgDRyBPJwq3OdqW4yGTOHC22C/oQlSUxfURHqWjqrIcCTa4JvbiH+68xKcceopzDozTo6H4vjxX3an4i04HoG62+BafwBDi4YQqLwjdTPntdip41sh9w0gGo2OumYpNrUrK3BVhQwp2gW8C3j3ivCf/TwiCy4Hx3HgOUBBfgNaSwF62aDrUlVVhI78FUrlECKN6yHJg6gTf6jPNcdx8C36NIa3Po9o934MDGQX0fQvWYPGC4k7WVWU3PMYI/Po3OFEa30rLv3bS3HrrbeWdPmEYsFETZHgeR5tbW24+uqrcdppp+GNN97Ayy+/jJ07d6K7uxvDw8N64aiTohqQLxiAjAHSI+UQ4NvpQ0O4AY31jWg7fynerb5ID0ZUVOC7f/4Yq+bWFbQ2h9kZqyl4yZx2LJ/zBaxevRr//MfX8EakgdzstbgIQAsmvuB2xM/YCrmnG3J/NymqlgCZIwcglY9w+DV3QeYGMBi6D4FyctuEqmCxuAeb538KzrJqzFy8AuXl7FY/Grnm81B/NDvdl+Pxw28+gBdefBG7kekWssH+1SbIQwMkbX4QQASkCBxA4tR8IHWCagHUA3LZAAYlQ4aVKmPo4/9G5QfA7Bkrseqrq3D51dfis090ApwNz99xNi79xTuT8BuY+hgvGxzHwRc4DZ/jOax75yX0z5sBzpsuFjmOg+uSBRAP7yeWFhGADBLrVF6NwMp0UatCSS8BoHKofOcs1AY/wflfPB9f/vKXsXTpUua+LxJM1BQZt9uN2bNno7m5GWvXrsXmzZuxYcMGbNq0CYcPH0Y4HEY8Hocsy+P7wccAHPSC66tCy1E7mssa0TytGfPnz8eqVasglLfhnaf2pX1LMQqOTSWcTidmzpyJ//hmPZb94CWIwjBcFfVpX8PBBnt1E+S63G0VZGQcfpAxGLoftveHUd1dh9ayIPbXvA53/TT89ivn4Kg4GzvXHQBwcunhjFQ7DKOwsXEcrl57Li5btRLn/ezttOYKqipDsnURwTLWPpISEOlYj/jgQbhDC9AQ6sOFs1uw5v/8GJdccgnq6uoggQf3FKlKPRW7bBcLR3kNfvbP/4Ev7/oKLvn3dVA9qYsGQCypiZZdpCpxBnY5R6wTeNKQkhr2OB5l5/0t/vClBVg+j6XbFxsmakyC1+tFe3s7WltbsXr1agwNDWHv3r348MMPsW3bNhw6dAhDQ0OIx+OIxWIQRVHPnOI4DjabDS6XCx6PBxUVFagM1GBHx1w4vOW4/YuNWLF8GebOnYuamhq43W4cD8XBc/uyNnKWUjhx3G43eJcXTqcn67CEqqB6o4weVxsUfwQcglBd5As4iQMSgBh9C922PjjlmZgR7seich+mLbwVp9x4ChYuPQXX/+9h8A4X5syZi7/7+Zv6jx5rejgjnUyXhTETBfDgn69IxU5xAFbaD2Nw+3Lsj+7HgGMACXcCSVeSzKMKQAW4GAc+zsMRcsA77EW1VI266ibs8J8KZ3sznrnnEsxob0krlyCdZNYLCywdGwsWLIC3tQOKIgPQ0rtVFfbQZviPDSLqdiHpTEJ1qMTaJgGK3A21NaPeTVb9G5JdmnCw+jJmgIkak8HzPAKBAAKBAGbOnKkX7qNpocePH0d3dzei0ageGOxyuXRB4/V64fP54Ckrx3V/OADe4cbt37wkq3bF6Bs5Ix9wHId/vGQ+/uXF3QDI7/gHl87DmV/9C1b/+2uQxRh+tNIDUSBzabPZSOaF24t/2hAFZ3Pi4b87HbOmtenpwzFRgk27zR8ZyHabMGvbyWF0WRgzUTI/9+rd52FG7aWQpL9Dd3c3urq60NfXh6GhIQwODiIajYLjODidTlRVVaG2thaNjY2ora2FvzKA5T8mInTGzBklV0+m2FDx1x8RcOq/vAoA+H9fOAXzKpahu/sz6OvrQ39/P4aHh3X3f0Sx4/fhjNgmLtutxC6E5oGtKpNjt9v1pnWBQGDM1URjogTbk6M3WBxtI2fkhytPadJFDf0dx8T/v717D47pfv8A/t5k5SKbZEkkK+SmMdISfiFoMCgmjapSd0MmbnWLS+i4tAZtTb6JdqoVozU1bZIhpeJepaqE0i9JhGgRoe6DJENEQlTIPr8/jMMKvglJzubk/Zo5MznnfPbss89md5/zOedzzgPUc/VAPQARkeUvllZS+gCfZe8E8HCY6vN+/Hzdnn3YhF+ur+ZFI1EerdPr9WjatGmlrgHE649Yn//zdYO7weG57+N/z17H6pVpL9wGdwitC89kIgAcUlgTqjrHJlcHi7uI88uV6HGPzMnP3n7lbT063+pJT8//PrMbz2OzIixqiF7Soy/PC3F9KnUo4WUf9ywD2z3ew+SXK9FjVfE5a+zqiI/feV2Zt9HBYkcCeLmdlfp2+iopuqg8FjVEGsHetupRlUUo1T79g72Uv3+e2tliR4KsDz+hRFXsydEoPI+CSDuqcqg9R61VD/bUEBERkSawqCEiIiJNqDWHn2JiYvDLL78gKysLdnZ2KCwsVDskq8auTSKi8p48L+pVz5E6+Vn5SzKQumrNu1FaWorBgwcjNDQU33//vdrhEBFVG+6UEL2cWlPUfPrppwCAxMTECj/m3r17uHfvnjJfVFRU1WEREVUICxWi6ldripqXERsbqxRDRFrw9A8jR1dVDRYcRNqg6aLmo48+wsyZM5X5oqIieHt7qxgR1TX8saSK4v9K7cD3ybqpWtTMnTsXixcvfmGb7OxsBAYGvtT2H93okZ6NH07rxPeFiOjlqFrUfPjhhxg1atQL21T0Bo5ERET/S2V3GqpytBRVP1XfoUaNGqFRo0ZqhkBUq7FXh4josVpTdl66dAkFBQW4dOkSysrKkJWVBQAICAiAwWBQNzgiIiJSXa0pahYsWICkpCRlPjg4GACQmpqK7t27qxQVERERWYtac5uExMREiEi5iQUNERERAbWoqCEiIiJ6kVpz+ImIiKim8WT82oU9NURERKQJLGqIiIhIE1jUEBERkSawqCEiIiJNYFFDREREmsCihoiIiDSBRQ0RERFpAosaIiIi0gQWNURERKQJLGqIiIhIE1jUEBERkSawqCEiIiJNYFFDREREmsCihoiIiDSBRQ0RERFpgl7tAGqSiAAAioqKVI6EiIiIKurR7/aj3/HnqVNFTXFxMQDA29tb5UiIiIiosoqLi+Hq6vrc9Tr5X2WPhpjNZly9ehXOzs7Q6XRqh1NtioqK4O3tjcuXL8PFxUXtcKwe81U5zFflMF+Vw3xVTl3Jl4iguLgYXl5esLF5/pkzdaqnxsbGBk2bNlU7jBrj4uKi6X/yqsZ8VQ7zVTnMV+UwX5VTF/L1oh6aR3iiMBEREWkCixoiIiLSBBY1GmRvb4+FCxfC3t5e7VBqBearcpivymG+Kof5qhzmy1KdOlGYiIiItIs9NURERKQJLGqIiIhIE1jUEBERkSawqCEiIiJNYFGjMcuXL4efnx8cHBzQsWNHpKenqx2SVYiNjUX79u3h7OwMDw8P9O/fHzk5ORZt/v33X0RFRcHNzQ0GgwEDBw5EXl6eShFbl7i4OOh0OkRHRyvLmC9LV65cwciRI+Hm5gZHR0cEBQXh8OHDynoRwYIFC9C4cWM4OjqiV69eOHPmjIoRq6esrAzz58+Hv78/HB0d8dprr2HRokUW9/Wpy/n6448/0LdvX3h5eUGn02Hz5s0W6yuSm4KCAowYMQIuLi4wGo0YO3Ysbt++XYOvQiVCmrF27Vqxs7OTH374QU6cOCEffPCBGI1GycvLUzs01b399tuSkJAgx48fl6ysLHnnnXfEx8dHbt++rbSZOHGieHt7y+7du+Xw4cPy5ptvSqdOnVSM2jqkp6eLn5+ftG7dWqZPn64sZ74eKygoEF9fXxk1apSkpaXJuXPnZOfOnfLPP/8obeLi4sTV1VU2b94sx44dk/fee0/8/f3l7t27KkaujpiYGHFzc5Nt27bJ+fPnJSUlRQwGgyxdulRpU5fztX37dpk3b55s3LhRAMimTZss1lckN+Hh4dKmTRs5dOiQ7N+/XwICAmT48OE1/EpqHosaDenQoYNERUUp82VlZeLl5SWxsbEqRmWd8vPzBYDs27dPREQKCwulXr16kpKSorTJzs4WAHLw4EG1wlRdcXGxNG/eXHbt2iXdunVTihrmy9KcOXOkS5cuz11vNpvFZDLJF198oSwrLCwUe3t7WbNmTU2EaFX69OkjY8aMsVg2YMAAGTFihIgwX096uqipSG5OnjwpACQjI0Nps2PHDtHpdHLlypUai10NPPykEaWlpcjMzESvXr2UZTY2NujVqxcOHjyoYmTW6datWwCAhg0bAgAyMzNx//59i/wFBgbCx8enTucvKioKffr0scgLwHw9bevWrQgJCcHgwYPh4eGB4OBgrFy5Ull//vx55ObmWuTL1dUVHTt2rJP56tSpE3bv3o3Tp08DAI4dO4YDBw6gd+/eAJivF6lIbg4ePAij0YiQkBClTa9evWBjY4O0tLQaj7km1akbWmrZ9evXUVZWBk9PT4vlnp6eOHXqlEpRWSez2Yzo6Gh07twZrVq1AgDk5ubCzs4ORqPRoq2npydyc3NViFJ9a9euxZEjR5CRkVFuHfNl6dy5c/j2228xc+ZMfPzxx8jIyMC0adNgZ2eHyMhIJSfP+nzWxXzNnTsXRUVFCAwMhK2tLcrKyhATE4MRI0YAAPP1AhXJTW5uLjw8PCzW6/V6NGzYUPP5Y1FDdU5UVBSOHz+OAwcOqB2K1bp8+TKmT5+OXbt2wcHBQe1wrJ7ZbEZISAj+85//AACCg4Nx/PhxrFixApGRkSpHZ33WrVuH5ORk/Pjjj2jZsiWysrIQHR0NLy8v5oteCQ8/aYS7uztsbW3LjT7Jy8uDyWRSKSrrM2XKFGzbtg2pqalo2rSpstxkMqG0tBSFhYUW7etq/jIzM5Gfn4+2bdtCr9dDr9dj3759iI+Ph16vh6enJ/P1hMaNG+ONN96wWPb666/j0qVLAKDkhJ/Ph2bNmoW5c+di2LBhCAoKQkREBGbMmIHY2FgAzNeLVCQ3JpMJ+fn5FusfPHiAgoICzeePRY1G2NnZoV27dti9e7eyzGw2Y/fu3QgNDVUxMusgIpgyZQo2bdqEPXv2wN/f32J9u3btUK9ePYv85eTk4NKlS3Uyfz179sTff/+NrKwsZQoJCcGIESOUv5mvxzp37lzuEgGnT5+Gr68vAMDf3x8mk8kiX0VFRUhLS6uT+SopKYGNjeXPj62tLcxmMwDm60UqkpvQ0FAUFhYiMzNTabNnzx6YzWZ07NixxmOuUWqfqUxVZ+3atWJvby+JiYly8uRJGT9+vBiNRsnNzVU7NNVNmjRJXF1dZe/evXLt2jVlKikpUdpMnDhRfHx8ZM+ePXL48GEJDQ2V0NBQFaO2Lk+OfhJhvp6Unp4uer1eYmJi5MyZM5KcnCz169eX1atXK23i4uLEaDTKli1b5K+//pJ+/frVmSHKT4uMjJQmTZooQ7o3btwo7u7uMnv2bKVNXc5XcXGxHD16VI4ePSoAZMmSJXL06FG5ePGiiFQsN+Hh4RIcHCxpaWly4MABad68OYd0U+2zbNky8fHxETs7O+nQoYMcOnRI7ZCsAoBnTgkJCUqbu3fvyuTJk6VBgwZSv359ef/99+XatWvqBW1lni5qmC9LP//8s7Rq1Urs7e0lMDBQvvvuO4v1ZrNZ5s+fL56enmJvby89e/aUnJwclaJVV1FRkUyfPl18fHzEwcFBmjVrJvPmzZN79+4pbepyvlJTU5/5fRUZGSkiFcvNjRs3ZPjw4WIwGMTFxUVGjx4txcXFKryamqUTeeISjkRERES1FM+pISIiIk1gUUNERESawKKGiIiINIFFDREREWkCixoiIiLSBBY1REREpAksaoiIiEgTWNQQERGRJrCoIaIqM2rUKPTv37/GnzcxMRE6nQ46nQ7R0dEvbOvn54evv/66RuJ69HyPYnv6BqBEVLX0agdARLWDTqd74fqFCxdi6dKlUOsi5S4uLsjJyYGTk5Mqz/88GRkZ2L9/PwYOHKh2KESax6KGiCrk2rVryt8//fQTFixYYHFnaoPBAIPBoEZoAB4WXSaTSbXnf55GjRqhYcOGaodBVCfw8BMRVYjJZFImV1dXpYh4NBkMhnKHn7p3746pU6ciOjoaDRo0gKenJ1auXIk7d+5g9OjRcHZ2RkBAAHbs2GHxXMePH0fv3r1hMBjg6emJiIgIXL9+vdIx5+fno2/fvnB0dIS/vz+Sk5PLtVmyZAmCgoLg5OQEb29vTJ48Gbdv3wYA3LlzBy4uLli/fr3FYzZv3gwnJycUFxejtLQUU6ZMQePGjeHg4ABfX1/ExsZWOlYienUsaoioWiUlJcHd3R3p6emYOnUqJk2ahMGDB6NTp044cuQIwsLCEBERgZKSEgBAYWEhevTogeDgYBw+fBi//vor8vLyMGTIkEo/96hRo3D58mWkpqZi/fr1+Oabb5Cfn2/RxsbGBvHx8Thx4gSSkpKwZ88ezJ49GwDg5OSEYcOGISEhweIxCQkJGDRoEJydnREfH4+tW7di3bp1yMnJQXJyMvz8/F4uWUT0alS+SzgR1UIJCQni6upabnlkZKT069dPme/WrZt06dJFmX/w4IE4OTlJRESEsuzatWsCQA4ePCgiIosWLZKwsDCL7V6+fFkASE5OToXjycnJEQCSnp6uLMvOzhYA8tVXXz33taWkpIibm5syn5aWJra2tnL16lUREcnLyxO9Xi979+4VEZGpU6dKjx49xGw2P3ebqampAkBu3rz53DZE9OrYU0NE1ap169bK37a2tnBzc0NQUJCyzNPTEwCUHpRjx44hNTVVOUfHYDAgMDAQAHD27NkKP292djb0ej3atWunLAsMDITRaLRo9/vvv6Nnz55o0qQJnJ2dERERgRs3big9Rx06dEDLli2RlJQEAFi9ejV8fX3RtWtXAA97g7KystCiRQtMmzYNv/32W4VjJKKqxaKGiKpVvXr1LOZ1Op3FskejqsxmMwDg9u3b6Nu3L7KysiymM2fOKIVEVblw4QLeffddtG7dGhs2bEBmZiaWL18OACgtLVXajRs3DomJiQAeHnoaPXq0Enfbtm1x/vx5LFq0CHfv3sWQIUMwaNCgKo2TiCqGo5+IyKq0bdsWGzZsgJ+fH/T6l/+KCgwMxIMHD5CZmYn27dsDAHJyciyuFZOZmQmz2Ywvv/wSNjYP9/HWrVtXblsjR47E7NmzER8fj5MnTyIyMtJivYuLC4YOHYqhQ4di0KBBCA8PR0FBAUc9EdUw9tQQkVWJiopCQUEBhg8fjoyMDJw9exY7d+7E6NGjUVZWVuHttGjRAuHh4ZgwYQLS0tKQmZmJcePGwdHRUWkTEBCA+/fvY9myZTh37hxWrVqFFStWlNtWgwYNMGDAAMyaNQthYWFo2rSpsm7JkiVYs2YNTp06hdOnTyMlJQUmk6ncYS4iqn4saojIqnh5eeHPP/9EWVkZwsLCEBQUhOjoaBiNRqU3paISEhLg5eWFbt26YcCAARg/fjw8PDyU9W3atMGSJUuwePFitGrVCsnJyc8djj127FiUlpZizJgxFsudnZ3x+eefIyQkBO3bt8eFCxewffv2SsdKRK9OJ6LS5T+JiKpIYmIioqOjq/U2BKtWrcKMGTNw9epV2NnZVeqxe/fuxVtvvYWbN2+yB4eoGnFXgog04datWzAYDJgzZ06VbrekpARnz55FXFwcJkyYUOmCpmXLlujdu3eVxkREz8aeGiKq9YqLi5GXlwcAMBqNcHd3r7Jtf/LJJ4iJiUHXrl2xZcuWSt8K4uLFi7h//z4AoFmzZjwsRVSNWNQQERGRJnCXgYiIiDSBRQ0RERFpAosaIiIi0gQWNURERKQJLGqIiIhIE1jUEBERkSawqCEiIiJNYFFDREREmvD/b8tWjVuLrBYAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = res2.plot_random_samples(legend=False)\n",
+ "fig.axes[0].plot(tt, vv, color='g');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f77be8a",
+ "metadata": {},
+ "source": [
+ "The posteriors for the orbital parameters (of the _transiting planet_) show that\n",
+ "just by setting a prior on $T_c$, we are now able to recover the true values of\n",
+ "the semi-amplitude and eccentricity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "109c1c39",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:Too few points to create valid contours\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "res2.corner_planet_parameters(true_values=[P, K, Tc, e, w],\n",
+ " include_transiting_planet=True);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "542fd2b9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "_, axs = plt.subplots(1, 4, constrained_layout=True, figsize=(10, 4))\n",
+ "\n",
+ "axs[0].axvline(P, color='k', lw=2, label='true value')\n",
+ "axs[1].axvline(K, color='k', lw=2, label='true value')\n",
+ "axs[2].axvline(e, color='k', lw=2, label='true value')\n",
+ "\n",
+ "kw = dict(density=True, histtype='step')\n",
+ "\n",
+ "for r in [res1, res2]:\n",
+ " if hasattr(r, 'TR') and r.TR:\n",
+ " axs[0].hist(r.TRpars[:, 0], **kw, label='transiting planet')\n",
+ " axs[1].hist(r.TRpars[:, 1], **kw, label='transiting planet')\n",
+ " axs[2].hist(r.TRpars[:, 3], **kw, label='transiting planet')\n",
+ " else:\n",
+ " axs[0].hist(r.posteriors.P.ravel(), **kw, label='normal Keplerian')\n",
+ " axs[1].hist(r.posteriors.K.ravel(), **kw, label='normal Keplerian')\n",
+ " axs[2].hist(r.posteriors.e.ravel(), **kw, label='normal Keplerian')\n",
+ "\n",
+ "axs[0].set(xlabel='P [days]', ylabel='posterior')\n",
+ "axs[1].set(xlabel='K [m/s]', ylabel='posterior')\n",
+ "axs[2].set(xlabel='e', ylabel='posterior')\n",
+ "axs[3].legend(*axs[0].get_legend_handles_labels())\n",
+ "axs[3].axis('off');"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.12.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/mkdocs.yml b/mkdocs.yml
index 26360e3..55c4cc5 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -53,7 +53,7 @@ nav:
- docs/examples/index.md
- 51Peg: docs/examples/51Peg.ipynb
- multi_instrument: docs/examples/multi_instrument.ipynb
- #- transiting_planet: docs/examples/transiting_planet.ipynb
+ - transiting_planet: docs/examples/transiting_planet.ipynb
- API:
- docs/API/index.md
- kima: docs/API/kima.md