{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-lagged conversion rates and cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models (i.e. the subject is \"cured\" of death and hence no longer susceptible) or time-lagged conversion models. \n", "\n", "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n", "\n", "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import pyplot as plt\n", "import autograd.numpy as np\n", "from autograd.scipy.special import expit, logit\n", "import pandas as pd\n", "plt.style.use('bmh')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N = 200\n", "U = np.random.rand(N)\n", "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n", "\n", "E = ~np.isnan(T)\n", "T[np.isnan(T)] = 50" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 264, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import KaplanMeierFitter\n", "kmf = KaplanMeierFitter().fit(T, E)\n", "kmf.plot(figsize=(8,4))\n", "plt.ylim(0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import NelsonAalenFitter\n", "\n", "naf = NelsonAalenFitter().fit(T, E)\n", "naf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import LogLogisticFitter\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "\n", "llf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "llf.plot_survival_function(ax=ax[1][0])\n", "kmf.plot(ax=ax[1][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n", "\n", "### Custom parametric models to handle asymptotes\n", "\n", "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n", "\n", "$$H(t; c, \\theta) = c F(t; \\theta)$$\n", "\n", "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n", "\n", "We can create a custom cumulative hazard model using `ParametricUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n", "\n", "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "\n", "class UpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n", "\n", " _bounds = ((0, None), (None, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, mu, sigma = params\n", " return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 200\n", " number of events = 79\n", " log-likelihood = -383.507\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.505 0.057 0.392 0.617 <0.0005 57.343\n", "mu_ 18.040 0.650 16.765 19.315 <0.0005 560.110\n", "sigma_ 5.711 0.456 4.818 6.604 <0.0005 80.811\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 244, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "uaf = UpperAsymptoteFitter().fit(T, E)\n", "uaf.print_summary(3)\n", "uaf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n", "\n", "Let's compare this fit to the non-parametric models. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "\n", "uaf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "uaf.plot_survival_function(ax=ax[1][0])\n", "kmf.survival_function_.plot(ax=ax[1][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 42\n", " number of events = 30\n", " log-likelihood = -118.60\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 1.63 0.36 0.94 2.33 0.07 3.75\n", "mu_ 13.44 1.73 10.06 16.82 <0.005 47.07\n", "sigma_ 7.03 1.07 4.94 9.12 <0.005 25.91\n", "---\n", "Estimated lower bound: 0.20 (0.10, 0.39)\n" ] }, { "data": { "image/png": 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//Su/+tWv4m0sWbIEoNn2qqurufvuu88op6fypz/9idWrVzNt2jSefPLJ+IOScDjML37xCxYtWsSECRPi92vBggWYTCY+/fRTunTp0qitiooKIFZgzpw5kzVr1lBSUtLsNZ1KW+X2l7/8JX/84x+bPAB65ZVXuP/++3n55Ze5//77AeJzmBuK5ubmNJ/u/epsEl6VKYpiVBTlvPp9meOi0ehu4N9AT+DEcSiPA3bglVPt0dxRGPQKNpOedKuRrikm8tIs9HJayXNYSLcYMOh0+EIRyt0BDlT52FXhYWe5h+3HPGw95uLbUhdbSl3srfRyzBXAHQgTaeNF24QQQgghOpKbb765UcEMsWLJ4XDw5ptvNhq+2+C+++6LF3MQW6H3d7/7HQCLFi2KH3/11Vepqalh5syZjYorgPPPP5+pU6eyefNmtm3b1uQz7r333hYLZrfbzRtvvIHD4eD6668HYisCT5w4Mf5ac6xWa5NjJpOp0aJWt912GxaLJV6UN9i5cydr1qzhiiuuoE+fPk3auemmm+JFFcRWSG54eNC/f/9GRRXApEmTAPj222+bjfXXv/51q+7xqTSc+8ADD8QLZojdryeeeAKdTscrr7zS6vZeffVVamtrzyinJxOJRHjppZfIzs5m1qxZjQpLvV7P73//exRFYenSpY3eZzAYMBqNTdrLzMw8rc8/mbbKbX5+fpOCGWDKlCmkpqayevXqVsd0pverM2mTnmZFUW4Abqj/Nqf+6+WKosyv/3t5NBr9df3fuwPFwH5iBfLxfg58DjyvKMro+vOGEtvDeQfwUFvEqyaDXsGg13PirOuGnml/OILbH6bcFURRFKxGBbNBHx/KbTPFeqFtRh12k16GdQshhBAiaRxfDDRwOBwMGDCANWvWsGPHjkZDcwGGDh3a5D3Dhg1Dr9ezefPm+LGGLcf+7//+r8kcW4Ddu3cDsV7VEwuwQYMGtRjzsmXLcLlc3HHHHVgslvjxyZMn8+KLL7Jw4ULuvPPO+PHhw4eTm5vLX/7yF7755hvGjBnD0KFDGTBgQJMixul0csMNN/Dqq6/y5Zdfxq+1oZf5jjvuaDamhm3SjpeTE/sVvbmhyrm5uQAcPny42faay0tz9/hUGs698sorm7zWp08funXrxv79+6mtrW0yHL05Z5PTk9m1axdVVVX07t2bZ555ptlzrFYrO3Z8N2t04sSJPPLII1x++eXceOONFBYWMnTo0GanFJyNtsptMBhk/vz5LFu2jO3bt1NbW9toiuuRI0daHdOZ3K/Opq2GZw8EThwbck79H4gVyL/mFKLR6G5FUQYD/w1cA1wHHAGeAx6PRqNVJ3t/g844r+m7Yvq7/yyD4QjeUAR/MEKdL0QwEo3NgTbqsNTPjbYa9djrh3PbTLHC+vi5O1rU3BNXoQ2Se22T/GuX5L7jaJgzebL1ZRpea27u7InDWht07doVgNra2iavNbc1jcFgiM8pbdCwvc/ChQtbjA1otK9tg+N7RU/UUMAeP4cXYj2dAwcOZNOmTWzcuJFLLokNfXc4HPz73//m6aefZsWKFfEevczMTO68805+/etfN+qtvPPOO3n11VdZsGABQ4cOxe/38+qrr9KlSxfGjRvXbEzNFZwGg+GUrx2/9+/xmstLc/f4VBry19L9zM7O5uDBg9TU1LSqaD6bnLam3d27dzN7dsvb2B7f7vTp08nMzGTevHnMnTuXOXPmoCgKhYWFPP744/H8n622yu1dd93F8uXL6dmzJ9deey3Z2dmYTCYA5syZ0+yojpacyf3qbNqkaI5Go48Bj7Xy3H1Ai1VdNBotAX58NvE0/HB0dkZ9/QJh9c8AwpEo/lBsjnSNL8RRVwSDTqnf5kqHxaCvnxOtq++NjhXTeo1tf9XwtE1oj+Re2yT/2tWRc6/2HOFEa/ilvaX9Z6Hx/M4TtVSAHTt2rFH7x6uuriYlJaXRsVAoREVFRaOhzg3v/eyzz7jgggtOdhlNtNQhsWXLFjZs2ADA2LFjW3z/ggULGhVN3bt354UXXiAajbJt2zY+++wz5s2bxx//+EcikQgPPfTd4MrBgwdz0UUX8fbbb/Pkk0+ycuVKKisruf/++5sdCtweysrKmjycaO4en0pDDo4dO9bstkoNq6S3pmA+/rwzyWlr2h03btwpC/LjTZo0iUmTJlFTU8O6detYvnw5ixYtYuLEiXz55Zdt3ut8pjZu3Mjy5csZOXIkS5cubVQ7RSKRZtcOOJkzvV+dSVKO7e3MTzFORq+LzZN22ox0c5jplWEhO8WE2aDDG4xwpNbPnvLY3OhtxzxsPepic2kd28vcHK714/KHiGpgXnRRUZHaIQiVSO61TfKvXZL7jqNPnz6YzWZ2797dYuHcMKS2uSKnYSue49XW1vLtt99isVjo16/pJiurVq1qcmzt2rWEw+FG86MbVrH+4osvWncxrdDQyzxixAimTJnS7B+r1Rofwn0iRVHo378/d999N2+++SYQW2zpRHfeeSc+ny/e46woSrMLgLWX5vLS3D2G2AiCcDjcbDsNQ+ub+ze7Z88eDh8+TI8ePRo9UNHr9S221x45BejXrx9paWl8/fXXBIPB035/WloaY8aM4bnnnmPy5MlUVVXx+eefx18/fpEsNezZsweAa6+9tkln4/r16/F6vU3ec7KYz/Z+dQZJWTRrhaIomA060iwGslNM9MiwkJdmIdVkIByJUOEJsq/Sx65yL9vLYntIbznqZn+VlypPkFAk+QtoIYQQQiSOxWLhBz/4AaFQiN/97ndNHtYfOnQo3ovV3Aq8r7/+epM5sk8//TS1tbX84Ac/aHYK3vPPP99oX1mfz8d///d/N/mM2267jbS0NGbPns369eubtBOJRE7rAYzX62Xp0qXo9Xr+93//l+eff77ZP+PHj8flcsWL4uLi4njP+fEaetmbWyBs4sSJOBwOXnjhBdasWcOoUaPo2bNnq2M9W88880yr7jHE5mEfOnSo2XYaVhf/05/+RHl5efx4OBzmd7/7HZFIhClTpjRpr6KiotlC7rbbbsPhcLRZThsYDAamTZtGaWkpM2fObPazS0tLGy0w9tlnnzXbOdVwncfnNSMjA4CDBw+edmxtoWF7qxPvTVlZWaNtsI7XsAd3czGfyf3qbJJjHLOIM+gVUvR6Usyxp0GRaGxItzsQ4ZgrQCQajQ/bthr1pJr1OCwGUs2x74UQQgghzsYTTzzBhg0bWLx4MV999RXf+973SE1Nje9D7HK5uP/++5tdXOr//b//x7XXXssNN9xAdnY2a9euZe3atRQUFPDoo482+3l9+vRh+PDhjfYQ3rt3L1dffXV8VWGI/dI/f/58pk6dytVXX82VV17Jeeedh6IoHDp0iK+//prKyspWL4D01ltvUVNTwzXXXBNfbKk5U6dO5fXXX2fhwoX86Ec/4j//+Q+PPvool112Gb1796ZLly4cPnyY999/H51Ox7333tukDZvNxqRJk5g7dy7Q8gJg7aVfv36tuscQW+Rr2bJlTJ48mYsuugij0cjw4cMZPnw4Q4cO5b777uP555+nsLCQCRMmYLPZWLlyJcXFxQwbNqzJ9V955ZVs2LCBH/7wh1x++eWYzWYuvPBCrrnmGpxOJ//zP//DT37ykzbJ6fF+85vfsGXLFv7xj3+wYsUKrrzySnJzcykrK2PPnj18+eWXPPzww/EFxqZOnYrdbmfw4MEUFBQQjUZZu3YtGzZsYODAgYwaNSre9siRI3nnnXe4/fbbGTNmDBaLhfz8/Cb3sr0MGjSIoUOHsnz5csaOHcuwYcMoKytj5cqV9OnTp9mf58suuwybzcacOXOoqqqKrzNw991343A4Tvt+dTZJWTQ3t3y6VukUBauxoSA2EgzHCujYnOgAFsNx85/NehxmPalmAylmPbpOuqBYw9M7oT2Se22T/GuX5L5jcTqdfPTRR8ydO5f33nuPxYsX4/P5cDqdFBYWcueddzJmzJhm3/uzn/2M66+/njlz5vDWW29ht9uZPHkyjzzySIuLhP3v//4vL774IkuXLqW0tJTc3Fx++9vf8otf/KLJXOSRI0dSVFTEX//6V1avXs3atWsxGo3k5uZyxRVXMH78+FZfZ8PczalTp570vMLCQvr06cPGjRv59ttvueqqqzh48CBffPEFH3zwAXV1dWRnZzNq1Ch+/vOfN7saOMS2Apo7dy45OTlce+21rY6zLbz88ss888wzrbrHTz31FIqi8Omnn/LRRx8RiUSYMWMGw4cPB+Cxxx5jwIAB/P3vf+e1114jGAzSs2dPHnroIaZPnx5fjKrBAw88QE1NDStWrODLL78kHA4zefJkrrnmGgBGjRrVZjk9ntFo5J///Cevv/46S5Ys4cMPP8TtdpOVlUVBQQEPPvggEydOjJ//6KOPsnr1ajZv3szKlSsxm83k5+fz2GOP8eMf/7jR/POpU6dSUlLCsmXLeP755wmFQhQWFiasaNbr9SxevJhZs2bF/63m5uYydepUHnjgAS6//PIm70lPT2f+/PnMnj2bJUuWxKfD3nzzzTgcjtO+X52NkmxzXFetWrXearUO6t+/f7t9xoqc4Y2+z93wYbt9VnuKRKN4AhE8wTCeYBidEpszbTfqsBn1pFoMOMwGUi16TLK1lRBCCNGigwcPNruKs2idp59+mtmzZ/Ovf/2LESNGtOo948ePZ82aNSdddCyZLF68mHvuuYcHHnig0UJh7Ulr91h0DK35/7S4uBiv17th9OjRlyYipqSshHw+n9ohdAo6RSHFrKdrioke6Ra6ppjQARWeIHsqvewsd1N8zMX/lbrYUebhSJ0fdyDc4RcT27Jli9ohCJVI7rVN8q9dkntta27+ZLIJhUL87W9/w2AwJHxodkenhfwL9SXl8Gy1VqLrzBRFwWKIbV/lxEgoHMUTDOMOhCn3BDHpdNjq94K2m2JDuNPr50J3tH2hq6patZ23SEKSe22T/GuX5F7bWtpbOBmsXbuWNWvWUFRUxNatW5k2bRrdu3dXO6wOJZnzLzqOpCyaxdkz6BUcegMOi4FINIovGMEdDFNaGwIF7EYdKfVzn9MtRpw2gywkJoQQQgjRhv7zn/8we/ZsMjIyuP3223nsscfUDqnTeu+99/j2229PeV5BQUGzK7sLbZOiWZxSw1xnm0kPdgiEYgX0MVeAoy5wmIOkmGKrcKdbDWRYDRhlDrQQQgghWmnmzJnMnDnztN7z7rvvAlBXV9ceIXUIZ3Jf2lLDPU4G77//PkuWLDnleYWFhVI0iyZkIbAzcOJCYO1J3z2HtIfuwzwsIXPcT5svGKEuEMLlD2M26Egx60kxxYrndKuBNIuh067CLYQQQrSWLAQmhBBtQxYCS5BkmtsQPlRKzazn1Q6jRRajji52Ez0yLDjMBjyBMPurvews97DtmJstpS4O1vhwBxI3z7y0tDRhnyU6Fsm9tkn+tUtyr23BYFDtEISKJP8iEZKyaPb7/e3avrWgW7u2f6LwoY7/y0DDStw5qWYK0ixYDDoqPUH2VPrYUeZh61E3xcfclNb5CYQi7RrLrl272rV90XFJ7rVN8q9dknttk11TtE3yLxIhKYvm9nbBH2dgzMtVO4wOS69TSLMYyEuz0C01tkH94Vofuyu87Cjz8H9HXeyu8FDhCRKOJNf0ACGEEEIIIURykYXAzsDhfudjXjqPgD9EusUQWyCrjR0ZNLbN21SDyaAj06DDaTXgDUaoC4Sp8ASxGnU4zAZSTHrSrUbSrR1z+yohhBBCCCGEtiVl0WyxWNq1/b99UcKeSh9Oq4EBOSlc2j2VnFSTFHwnoRy3Anc4EsUdCFPtC1HmCpBiDpBiNpBqNpBhM5BpM2I6i9W323MRONGxSe61TfKvXZJ7bbNarWqHIFQk+ReJkJRFs07XfqPOD9b42FMZmztR6Q3xyd5qPtlbTRe7kYtyUhiQm0I3KaBPSq9TcFhie0AHwxHq/LHtq465AqS5DZSaDWTajXSxG89o7+eUlJR2iFp0BpJ7bZP8a5fkXtva8/c+0fFJ/kUiJOVPmcfjabe2P9tb3ezxMneQVbur+EtRCbM/OcD728o5WOMj2bb0amtGvQ6nzUhBuoUudiPeYGz17V07RaZyAAAgAElEQVTlHrYcdbO7wkOtL3Ra9/Grr75qx4hFRya51zbJv3ZJ7rXN7XarHYJQkeRfJEJS9jS3p54ZVgbnpbLhUB0trWFV7gny8Z5qPt5TjdNm4KKcFC7KSSEvzSw90CdhNeqxGvUEwxFqfCEO1vio9OgodwdJsxjoYjeRbjWg18k9FEIIIYQQQiSGFM2n6fIeaVzeI41vj7j4cEc5eyt97Kn0Em6hgK70hPjPnmr+s6eajPo50BfnppAvBXSLjHodWXYTGdYodf4QR+sCVLiDVHqCpJr1ZNlNZNrPbt6zEEIIIYQQQrRGUhbNBkP7X5bdpOeC7BQKe6SDAluPutlc6mJHuYdwC9sQV3lDfLq3mk/3VpNuMTAgx85FuSkUpFvQSQHdhF6nkG41kmYx4A6EqfIGKfcEqfSGcNTFFgzLshubrF6enZ2tUsRCbZJ7bZP8a5fkXtuMRqPaIbTKxRdfDMA333yjciTJpbPkX3RuSdlVZzabE/p5NqOewXkO7hzcjUdH92LyxdlckG3HcJJhxNW+EJ/tq+HFLw7x5Mf7eGdrGXsqvURkDnQTiqKQYo7t+5xtN+Grn/e8s8LD1mOxec81x8177tu3r8oRC7VI7rVN8q9dkvuOw+l04nQ6m31tz549DBo0CKfTyRNPPBE/fvHFF8ff9+mnn7bY9vTp0+PnPf300/Hj7b1rSmuNHz++xWvvqBYvXozT6WTx4sVqh3LGOkr+RXJLyp5mr9er2mdbjXoGdU9lUPdUfKEI2465+eaIi21lHkItTIKu8YUp2ldD0b4aHOZYAT4wwXF3Fhajjhyjudl5zw6LgS52IyU7tnDJJZeoHapQwcaNGyX3Gib51y7Jfce3adMmbrnlFioqKvjDH/7AtGnTmpxjMBh45ZVXuPLKK5u8VltbyzvvvIPBYCAUCjV6zePxYLPZ2i32tvL222+rHUJS6iz5F51bUhbNkUgL46MTzGLQMbBbKgO7peIPRdhW5mbzETfFZW6CLUyCrvWHWb27SormU2g87zl83LznAFG3myO1fpn3rEGygqa2Sf61S3LfsX388cf86Ec/IhAI8Pe//50bbrih2fPGjh3L8uXLqaysbNJj+8Ybb+DxeBg3bhzLly9v9Fo4HG632NtSr1691A4hKXWW/IvOTSqKBDEbdFycm8rUQTk8NroXUy/J4eLcFEz61s1l/tfWMkrr/O0cZecTm/dsoCDdTJrFQLU39vR5R7mHLaVuDlT58AblP1MhhBBCDW+++SaTJ09GURSWLl3aYsEMcPvtt+P3+3nttdeavLZw4UK6d+/OVVddddYxhUIh5s2bx5gxYygoKKB79+6MHDmSl156qdmOlw8++IAbbriB/v37k5OTw/nnn8+4ceOYN28eAAcOHMDpdLJmzRrguyHqTqeT8ePHx9u5+OKL4/OaGxw/PPrjjz/muuuuIz8/n759+zJ9+nRqamoA2Lx5M5MmTaJXr17k5+dz6623cuDAgSaxbtq0iZkzZ3LFFVdwzjnnkJuby+DBg3n44Yeprm68ber48eO55557ALjnnnsaxX1826d7v4RIRknZ09zRV6U2GXRclJvCRbkpBMMRtpd52FzqYutRN/4WeqA/21fDZ/tq6JFuYWi+I1ZwG+SZR4PYvGc9KWY9dVUG/MEI+71eKr1Bjrlji4blpJqwGvWnbkx0WiaTSe0QhIok/9olue+Y5syZw0MPPUTXrl15/fXXGTBgwEnPHzVqFAUFBbzyyiv87Gc/ix/ftGkTmzdvZsaMGeh0TX/3ae5YS4LBIJMnT2b16tX07duXiRMnYjabKSoq4re//S3r169nzpw58fPnz5/Pr371K7Kzsxk7diyZmZmUlZWxdetWFi9ezF133UVaWhozZsxgyZIllJSUMGPGjPj7CwoKWhXXihUr+PDDDxk7dix33HEH69ati7f3yCOPcOONNzJs2DCmTJnC1q1bWbFiBfv27aOoqKjR9S9cuJD33nuP4cOHM3LkSCKRCN988w1/+9vfWLlyJR999BGpqakATJ48mbS0NN5//32uu+46Lrzwwng7aWlpZ3S/1HA6+RfiTCVl0dyZ5jUY9TouzEnhwpwU/KEI3xxxsa6ktsXz91f72F/t453iMi7JTWVogYPuDtm+6nipPS8gFeLznkuq/dR4Q1R5g2TajGSnmrHIA4ekNGTIELVDECqS/GtXR879ipzhaodwWq4p/bxN2nn88cd57rnn6N27N2+88QY9evQ45XsURWHKlCk8+eSTrFu3Lp7XhQsXotPpmDJlCqtXr27yPrvd3uq4/vSnP7F69WqmTZvGk08+iV4fe5geDof5xS9+waJFi5gwYQLXXXcdAAsWLMBkMvHpp5/SpUuXRm1VVFQAsQJz5syZrFmzhpKSEmbOnNnqeBp88MEHvP322xQWFgKxqYY33XQTn3zyCbfccgvPPvssP/zhD+Pn33vvvSxatIgVK1bEYwX45S9/yR//+Mf4dTV45ZVXuP/++3n55Ze5//77Abj11lsB4kVzw/dnc7/UcDr5F+JMJWXlEAgE1A7hjJgNOobkO7hneN4pz/WHoqwtqeW5NQf5y5oSPt9fI8OQ6/krS4Hv5j0XpJuJEuVAtZ/dFV6Kj7o5UO0jEJIhRclm//79aocgVCT51y7Jfcfz3HPPYTQaWbp0aasK5ga33norer2ehQsXArH56m+88QZXXXUVeXnN/37k97du+lokEuGll14iOzubWbNmNSos9Xo9v//97+PDyI9nMBia3dYoMzOztZd1SjfddFO8YIZY7+ktt9wCQP/+/RsVzACTJk0C4Ntvv210PD8/v0nBDDBlyhRSU1ObfejQkjO9X4nW2vwLcTaSsqc5GAyqHUKb65NpZVdF86uCH64N8NaWMpYXl3NRbgpD8h30yrBotvc5UH0UszMn/r1Bp9DFbiLdEqHKG2J/tZdqX5AKd5AuKUa6pphkwbAkUVJSclq/nInkIvnXLsl9x3PVVVfFeyjfeOON+HDfU+nWrRtjxozhnXfe4amnnuLtt9/G5XJx++23t/ieQCDQqu1Gd+3aRVVVFb179+aZZ55p9hyr1cqOHTvi30+cOJFHHnmEyy+/nBtvvJHCwkKGDh1KVlZWq66ntQYObLoEbE5O7HeZE+dBA+Tm5gJw+PDhRseDwSDz589n2bJlbN++ndra2kbzjo8cOdLqmM7kfqmhtfkX4mwkZdGcjH4ytDvl7gDrSmr56mAdrkDTXuVgJMr6Q3WsP1RHV7uRIfkOLu3uIMUs83gh1vPcNcVEMByh0hviQJWXGl+IcneQLnYTXVOMGKV4FkIIIc7aokWLuPPOO/nggw/4/ve/z7Jly1q9h/Htt9/OihUrePPNN1m0aBHZ2dlcc801Zx1TZWUlALt372b27Nktnnf8auzTp08nMzOTefPmMXfuXObMmYOiKBQWFvL444+32VZnDoejyTGDwXDK107cfuuuu+5i+fLl9OzZk2uvvZbs7Oz4nP85c+acVq/smdwvIZKVFM2dxJFBYwG4pP5Pa9XV/zkVffcc0h66D/OwS88gus7FqNeRnWIiEIpQ6Q2yvypIjS9EhcdAF7uJLikmDDpt9tILIYRoW201R7izMZvNLFiwgLvvvpu3336b8ePH89Zbb9G1a9dTvnfMmDHk5ubyzDPPcPjwYX75y1/Gi8Sz0VB8jhs3Lj78uzUmTZrEpEmTqKmpYd26dSxfvpxFixYxceJEvvzyyzbvdT5TGzduZPny5YwcOZKlS5c2umeRSIQXXnjhtNo70/slRDJKym41q9WqdgidTvhQKTWznlc7jDZh6963VeeZDDpyUs3kpprxBsLsrfSxq9xD8VEXpXV+wpHmVzIXHVdzw9uEdkj+tUty3zEZDAZeeuklJk2aRHFxMePGjePQoUOnfJ9er+e2227j8OHDKIrC1KlTT3p+axeA7devH2lpaXz99ddnNJUvLS2NMWPG8NxzzzF58mSqqqr4/PPvHoocv0iWGvbs2QPAtdde2+Qhw/r16/F6m07zO1nMZ3u/EqUzLQAsOq+kLJqTgb57zqlPamPhQ6UJ/8yOwGzQkeswk5NiwhUIs7fKx85yD8XHXBxzBaR4FkIIIc6QXq/nxRdf5I477mDXrl2MGzeu2f2FT/STn/yEV155hTfeeIOePXu2SSwGg4Fp06ZRWlrKzJkzmy0iS0tL2bZtW/z7zz77jGi06e8B5eXlQOOOmoyMDAAOHjzYJvGerobtrYqKihodLysra7QN1vEahsw3F/OZ3C8hklVSDs9u7h91Z5P20H3UzHpes4Xs2fAc2knqOU0XzTgVi1FHN6MZbzBMpSdEtTdEtS9EhjW2WFimzYhOo4urdRabNm1ixIgRaochVCL51y7JfcemKAp//vOfsVgszJkzh+uvv563336b3r17t/iezMxMrr/++la17/F44nsPn8pvfvMbtmzZwj/+8Q9WrFjBlVdeSW5uLmVlZezZs4cvv/yShx9+mPPOOw+AqVOnYrfbGTx4MAUFBUSjUdauXcuGDRsYOHAgo0aNirc9cuRI3nnnHW6//XbGjBmDxWIhPz8/vgp2exs0aBBDhw5l+fLljB07lmHDhlFWVsbKlSvp06dPfPGw41122WXYbDbmzJlDVVVVfPj83XffjcPhOO37pYbTyb8QZyopi+ZkYB52KV3fXXBWbUSjUXZXePlkbzXbyjzNnvOrh6ef1WckI6tRT/c0PZ5AmEpvkGpvmBpviDKrkewUExk2gxTPQgghxGl68sknsdls/PnPf2bcuHEsW7aM/v37JzQGo9HIP//5T15//XWWLFnChx9+iNvtJisri4KCAh588EEmTpwYP//RRx9l9erVbN68mZUrV2I2m8nPz+exxx7jxz/+caOtqKZOnUpJSQnLli3j+eefJxQKUVhYmLCiWa/Xs3jxYmbNmsVHH33E3Llzyc3NZerUqTzwwANcfvnlTd6Tnp7O/PnzmT17NkuWLIkv6nXzzTfjcDhO+34JkayU5oacdGarVq1aH4lEBg0ePLhdP2dPhZftZW7SLQZspo6/OvXhWj+f7K1m0+E6jh9tfGLR/J9/LGRUr3RyHZ136f66Pd+cUU9zS9yBMJWeICgKTquBDFt98Ww1aHZbr46qqKhIeps0TPKvXR0h9wcPHmxxH2HRvurq6qSnUcMk/8mnNf+fFhcX4/V6N4wePTohqxgnZU9zcxvQa103h5nJF2dzbT8nn+2r4csDNfjDTR+YbDhUx4ZDdZzbxcaoc9Lp7bR2usLQlJ7dpu3ZTXpsRh3uQJgKT5Bqb4haX4gMm5HuDjP2TvDQRCvy8/PVDkGoSPKvXZJ7bWvYUklok+RfJEJSFs3yj6dl6VYj4/tnMbpPBmv317R43vYyD9vLPOSlmRl1TjoXZqeg7yTbMJmdbb+ImqIopJgN2E166gJhSuv81PhixXNXu4kchwmT7PGsuh49eqgdglCR5F+7JPfaZjZ33tFx4uxJ/kUiJGXR7PE0P39XfMdm1HNVHydHTnHewRo//9x4FKetgpG9Mhicl9rhi0PX/i2k9LigXdpWFAWH2UCKSU+1N8TBGj8uf5hqX5DsFDNdUmSxMDWtW7eOIUOGqB2GUInkX7sk99r13nvvsWHDhlOOMiwoKODWW29NUFQikdxuN3a7Xe0wRJJLyqI52eZpJ1KPdAv7q31Njld6Qry1pYx/76xgeI90CnukddhhydFwqN0/Q6coOG1GUs16KjxB9lWFqPOHqPSayE01kW6VKQJqCAQCaocgVCT51y7JvXa9//77LFmy5JTnFRYWStGcpCKRiNohCA1IyqI5kfzhCNaortPN+23JTffc1arzauv/nA599xzSHroP87CEzNdPCKNeR06qGU8wTIU7SK0vTJ0/RKbNSDeHGauxYz5YEEIIIZLBiy++yNNPPy0LQQkh2lXHHmd7hnS69r8sk0Ehw2rAHYhQUuOnzh+SHu5TCB8qpWbW8+3+OTqTtd0/40Q2o568tNiiYEdq/eyr9LLtmIdDNT5CEfm5SBQZnqVtkn/tktxrm14vD6i1TPIvEiEpe5qt1vYvmhp6EdNcAaq9Qao8Iaq8IdKtBlJN+k7T86zvnkP4UGnCPi8Rn2XP69fun9EcRVFIs8TmO1d6gxyo9saGbHuC5DrMZNqMnebnorO65JJL1A5BqEjyr12Se22z2WxqhyBUJPkXiZCUPc1+v7/dP0OnKGTajJzXxUa/LnZ6ZVrpYjfi8ocpqfFT6+scPc9pD92HvnvbrzatJl9Ziaqfr9cpdLGb6JZqxh0Is7/ax85yDzvKPdT523++tZbt3LlT7RCEiiT/2iW51zafr+laLEI7JP8iEZKypzkUSlxhotQXz06rgSpviKOuADXeIFXeWM9zhtVAilnfYVdUNg+7lK7vLjit9wTDET7fX8Pq3VV4gs0vvtDVbmRsv0wG5NgpvfSatgi19fHVVWLpov6enSaDjm6OWOFc5gpS4wtR5wuTaY/NdzYbkvKZlaqOHj1K37591Q5DqETyr10dJffRaFRGFKkgGAxisVjUDkOoRPKfXDpqp2NSFs1qUOpXU86wGqhuKJ59saG5ld4gGdbYSssdtXg+HUa9jpHnZDA0P41P9lbx2d5q/OHGP+DH3EFe2VhKXpqZm1WKs6Owm/RYjTpqfCEO1vqp9Yeo8YXITjXR1W7qNPtfCyGEaJleryccDmMwyK9WQghxpsLhcIecpy7/s7cxRVHIsBlJtxqo9oU45gpQ7Q1R5Q1SlWTFs8WoY2y/TAp7pLN6dyWfH6ghfELH88Ga9h8q3xnoFCWWe5OBCm+Q/VU+XP4QVZ4QuakmMmyyRZUQQnRmFosFj8eDw+FQOxQhhOi0PB5Phxw5kJRFc0dYEECpL5LSLQZqfLGe5+OL53SLEYclOYrnFLOeCed34Ype6Xy0s5KvD9ZxsoEVpXV+clLN7RaPveD8dmv7bBn0CtkpJnzBCOWeADX1W1Q5bUa6O8zYOuje153FZZddpnYIQkWSf+3qCLlPSUmhvLwciP0eotd3nkVBOztZPV3bJP+dXzQaJRwO4/F4cLvdZGVlqR1SE0lZNHekTc4VRSHdaiTNYqDWH+ZoXYBqX5BKT5Dq6iDpFgMOiyEpiucMq5GbL8pm5DkZfLijgm9L3c2e9+fPShjUPZWr+zpxtkMPa8TvQWdIa/N225LFqKO7w0xdIExpnZ8aX4ja+iHbualmGbJ9hlwuF2Zz+z2QER2b5F+7OkLujUYjWVlZuFwuysrKCIfDqsajJZFIJCHbjYqOSfKfHPR6PRaLhaysLIzGjjcCMymL5o64il7DdkRpjXqeY73OVVU+0q2x15KheM5OMXH7oFxKqn18sKOiyetRYP2hOjYdrmNYQRqj+2SQam67H0Xv0X2knnNxm7XXXhRFwWE2YDfqqfKGKKnx4QmGqfWF6Z5mJs2SlP8821VxcTEjRoxQOwyhEsm/dnWU3BuNRjIyMtQOQ3OKioo6RP6FOiT/IhHkt3IVNBTPtfXFc5U3SLU3yIFqX/y1ZCie89Mt3D2kO0daeD0chTX7a/jqYC1X9Exn5DnpWI3aG56s1ylk2WNz3cvcAVz+MO5AmC4psVW2TXp5eiqEEEIIIYRapGhWkaN+aHZtoznPAQ5U+3DWLximhflQgXCUVbur+PxADaN7ZzCiZ7omhyebDbEh27X+MIdq/bgDYep8Ibo5LDhtBk38LAghhBBCCNHRJGUXltrzmk6Xw2Kgb5aN87ra6OW0kZNqps4f5mCNH08w+eZE3XJRVzKsTZ/XeIMRlm+r4M9FB9hZ7jnj9s1ZeWcTnqoahvHnO8z4gmH2V/vYVeFhd4UXX6jjzNXvqPr06aN2CEJFkn/tktxrm+Rf2yT/IhGSsqe5s+6RmGo2kGLSU203UmoJUOUJUuYOYtSFyLIZMRmS4xnH4DwHA3NTWVtSw6pdVbgCjR8MHHMFmbvuMBflpDC+fybp1tNbDMDkyGzLcFVh0CvkOsy4/GGO1vlx+UO4AmFyUk10TTElxfD99pCTk6N2CEJFkn/tktxrm+Rf2yT/IhGSowo7gdvd/KrNnUHDVlXndrHRJ8tGrwwLNpOew3V+ylwBQpGTbebUeRj0CiN6pjNzVA+u6efE0swDgc2lLmZ/eoBVuyoJhVt/3XV7vmnLUFWVYtaTl2YhEoX9VT72VHjZUebBHUi+EQhtoaioSO0QhIok/9oludc2yb+2Sf5FInTOLlkN0CkKXVNMOG1Gjtb5OeYyUOkNUlLjJ92iT5rFwswGHaP7OBman8YH2ytYd7C20evBcJQVO2J7P3///CzO66q9vfj0utjPgjcYpswdpC4Qwh0Iy/ZUQgghhBBCJEBS9jQnE4NOoXuahf7Zds5xWslzmPGHIxyo9lHnDxGNJkfPc4pZzw8v6sq9w/PIS2s6J73cE2Te10eYv/4IlZ6gChGqz2rUk5dmxqTTUVLjY2+Fl+1lHmp8IbVDE0IIIYQQImklZU+zXp982xZZDDp6Oa1k2Y0cqTVQ5Q1S7g5S4wuRaTMmzVZNBekW7h2ex1cltby/vQJPsPHiV1uOutle5uF756Tzvd4ZGJvZjklvcyQq3ITTKQpOm5EUk55j7gB19dtTZdmNdE+T7alkf1Rtk/xrl+Re2yT/2ib5F4mgJEtPZYNVq1att1qtg/r37692KO0mGo1S5Q1RWheg0hug0hPCrI8VUx2xaDoyaGyj73M3fNiq93kCYVbsqGDtgVqa+ynNsBqYcH4WF3S1a3I7pmg0Sq0/TKU3RJpFT6Yttq9zps2oyfshhBBCCCG0obi4GK/Xu2H06NGXJuLzOl6F1QZ8Pp/aIbQrpb638dwuNvpk2uiZYcFs0HOo1k+ZO0A4SRYLs5n0/ODCrtxXmEePdEuT16u8IRasL+Xlr49Q5g7Ej3tK9yYyTNUcvz1VIBQbsr+7wsvuCi/eJNyqrDW2bNmidghCRZJ/7ZLca5vkX9sk/yIRknJ4djisjYJBr1PISY31LJbWBSh3G6j0BCip8ZFuMeDooIuFndjzfCp64KZTnBMCjtT/XenqRP/YrzEPS8iDJ9UZ9LGfA5c/TGmdnzp/iDp/mFyH9ranqqqqUjsEoSLJv3ZJ7rVN8q9tkn+RCEnZ06w1Rr2O/HQL53W10dNppZvDgjcUoaQ6tr+v1kSPVVIz63m1w0i4FLOe/DQLROFAtWxPJYQQQgghRFtIyp5mrbIa9fTOtNHFHuJInZ4qT5ByT4hqX4gsu6nZvZATQd89h/Ch0oR+ZvhQKUfrAmSnmhL6uWrT6xS6pJhIOW57Kk8wTG6qmexUbfU6CyGEEEII0RaSsqfZbtfeXr7Hc1gM9Muy0TfLTi+nBYfFQGmdevOd0x66D333nIR/7p+LDvBucTm+E1bg1oKG7amMOh0l1T72VHrYWe7Bk+S9ziNGjFA7BKEiyb92Se61TfKvbZJ/kQhJ2dMcCmlvSPKJFEUh024k3WrgqCtAiilAuTs23znLZiLFnLgtqszDLqXruwvarX1fKMLKXZVceuttjY5HovDp3mo2Ha7jpgu7cn62th6m6BSFTJsRuzG2PZU7EMETiJDrMJGdYkrKFbZLS0vJyUn8AxrRMUj+tUtyr22Sf22T/ItESMqeZr/fr3YIHYZep9DNYY7Pd85JNVPlC3Kk1k8wnBw9sBaDjnHnZbX4eq0/zD/WH2HxplJNzu+1GHXkpZnRK3Cg2sueCi87k3SF7V27dqkdglCR5F+7JPfaJvnXNsm/SISk7GkWTVmNevpkWqmwGrAZdVR4QhysDZBh0ZNmMSRlr+OJNh52sbPcy40XdOGi3BS1w0konaKQZTdhN4U55griDoTxBMJ0c5jpYpd9nYUQQgghhGhJUvY0i+Yp9YXTeV1jc53zHGY8wQgHa/xJOe/3qt4Z6E6oBV2BMK9sLOWVDUc0ubK41agnP90MUL+vs4ddFV78oeTLvxBCCCGEEG0hKXuaLRaL2iF0aEa9jh4ZVjKsRuxmPRWeAKUuP3ajHqfNiP7ESrOTuvbcTC7KSeG1zUc5Uhdo9NrmUje7KrzccH4XBnZL0VRPq05R6JpiwhMIc8wVwBMI4w6EyUuL7fndme9F//791Q5BqEjyr12Se22T/Gub5F8kQlL2NOt0SXlZba5hle3eThsF6VZQoKTGl1Q9sN3TzNxXmM/VfZ3oT6gFPcEIi785yvz1pdT4kueaW8tmiu3rHI429Dp72VPpJdCJe51TUrQ17F40JvnXLsm9tkn+tU3yLxKhzapLRVHyFEV5WVGUw4qi+BVF2acoyl8URck4zXZGKIryTv37fYqiHFAU5X1FUa5pbRsej+f0L0Cj9DqF3IaFwjIaFgoLcTiJFgoz6BTG9HVyf2E+eQ5zk9e3HnPzp08P8NXBWqLRxG/JpSa9TiE7xUSWzUhpnZ99VT62lbmp8ATVDu2MfPXVV2qHIFQk+dcuyb22Sf61TfIvEqFNimZFUXoD64EfA+uAZ4E9wP3AF4qiZLaynZ8BnwGj678+C3wCjAQ+UBTlobaIVzRlNerpnWmlT6aNHukWrEY9B2sDVHmDSVNI5jrM3DM8j2vPzcRwwhB0byjC65uPMe/rI1R5O2fBeDbs9b3OoXCEA9U+dpV72FvpJZAkD06EEEIIIYQ4U23V0/w3oCtwXzQavSEajc6MRqNXESt6zwVmnaoBRVGMwFOAD7g0Go1OjUaj/xWNRqcCgwE/8JCiKE27CkWbaNjb+byuds5xWslzmPHWLxSWLNsT6XUKV/XO4Bcj8ilIb/qjtL3Mw58+O8AXB2qS5mFBa+l1CjmpZtIthvpeZy/bj7mp6qS9zkIIIYQQQrSFsy6a63uZrwb2AS+e8PKjgBuYqiiK/RRNOYE0YEc0Gt1+/AvRaLQY2AFYgVNOXDAYknJ9s4Qx6nUUZFjo1yW2twE20/EAACAASURBVHOGzcBRV4AyV4BwJDkKyewUE9Mvz2N8/yyMJ/Q6+0NRlv1fGXPXHaZSgwVjqtlAnsOCLxhhf7WfnRUe9lV5CXWC3GdnZ6sdglCR5F+7JPfaJvnXNsm/SIS26Gn+Xv3Xf0ej0UZjOaPRaB2wBrABw07RzjGgDOinKErf419QFKUf0BfYFI1GK04VkNksndFtwWExcG4XG+dkxhYKUxQ4WOOjLkkWCtMpClf2SudXV+RzjrPpiuu7Krw889kBivZVE9FYr7NBr9DNYSbNrOdwbYB9lT62HXN1+AXT+vbte+qTRNKS/GuX5F7bJP/aJvkXidAWRfO59V93tPD6zvqv/U7WSDQ2FnZ6fUzrFUVZoCjKU4qiLCQ2X3oL8MPWBLR9+3a+973vNftHnB6dopCbGlsorEeGlexUM9W+cFItFJZlN/GTod254fwsTCcssR0MR3lnazlz1h6izB1ooYXk5bAYyHOY8ATD7K/ys7PMw4EqX4cdcbBx40a1QxAqkvxrl+Re2yT/2ib5F4nQFuOY0+q/1rTwesPx9FM1FI1GlyqKchhYAtx+3EtHgX8QW1zslKLRKC6XK/691WoFwOv1UlRUBEB+fj49evRg3bp1BAKxYshut3PJJZewc+dOjh49Gn//ZZddhsvlori4OH6sT58+5OTkxNsDyMjI4IILLmDLli1UVVXFj48YMYLS0lJ27doVP9a/f39SUlIarfiXnZ1N37592bhxI263GwCTycSQIUPYv38/JSUl8XMHDhwIwKZNm+LH2vOa9uzYFr+mdCCUewFlZcdI9XzXpjW7JzqzDfeBrfFjxlQnli75uA/uIBLwAqDoDaT0uAB/ZSmB6u/eb+see1LoObQzfsyUno3ZmYNr/xai4Vgvp85kxZ7XD19ZCcG6SlpSt+cbzFl5mByZ1O35Jn5cb3Ngy+mFp3QvYU9t/HjhORfTxxbgza1V7PXoG7W1t8rHnz/dz/eyAozokYqta0FCrslecD4Rvwfv0X3xY6dzTannXEygtgJ/+cH4sdPNU6TmGI76a/JVwL6sc6iuNVJb8t0sio7y78ntdsfb6Mj/npLx/4iOck1FRUVJd03JmKe2vqbj/+0nyzUlY57a85qKioqS7pqSMU/tdU2lpaVJd03JmKe2vCaLxZLQbYaVs13sSFGUucA0YFo0Gv17M6/PAh4EHoxGo0+doq0pwEvAMuAJYD/QA3gEuBVYGo1Gbz5ZG6tWrVofiUQGDR48+EwuR7RCKBLlUI2PY64gR10B9Ap0tZswnLgRcoIdGTS20fe5Gz48o3ai0SjrDtayvLgCXzN7Fhekm7l5QDbZqaYzar8zC4QjHHMF0CkKXVNMdHOYyU41oVPUzX2DoqIiRowYoXYYQiWSf+2S3Gub5F/bJP/aVFxcjNfr3TB69OhLE/F5bVGeN/Qkp7XwesPx6pM1Uj9v+WViw7CnRqPRbdFo1BuNRrcBU4kN0f6hoiijThWQ0kF+gU9WBp1CjwwrfbKs9MwwYzHqOFjrw5Ukc50VRWFofhoPXJHPeV1sTV4/UO3n2TUH+Gyv9uY6m/Q6ujvMWAw6Dtb42FvpZVeFt9mHC2owmbT3IEN8R/KvXZJ7bZP8a5vkXyRCWxTNDWM0W5qz3DA7v6U5zw2uBozAJ80sKBYBPq3/9pRPE2y2poWOaHsZViP9utjpkW4lJ9VMpTfE0brkWWE73WrkzsG53HJRV6yGxv9UwhH4V3E58746Qm2SPCxoLUVRcNqMZKeYKHcHOVDlZdsxNxVu9VcaHzLk/2fv3qPjuO47wX9vvavfQDeABrpB8AFQpmhJpCjSsiTb61Vi520nE8d2Eo/j9TjrsT2UPUnO2R3N7uycM575Y87alhQ7byfaJE4m4x3bkbNJHCuOYlIP0rJoyxRJ8Il349mNflR1VT9q/2iAJACSAIHuqu66v885Ojzq6q7+NX+oIm7fe3+/Y16HQDxE+ecX5Z5vlH++Uf6JG5qxp/k7K3++izEm3DzgZYyFATwKwADw8ibnWS153XOb46uPb1qNaXWNPWk9RRSwN64jqkvQZQHzxQomlsvoCSoIKuLmJ2ih9cu1tysF4F+veyzXFce33/NBjOIAPvfdCfzSfb24t2+zrmr+ossi0lEBC0YFE7kyrGodeUvBYEyDJHiz2mNsbAxDQ0OevDfxHuWfX5R7vlH++Ub5J27Y8Uyz4ziXAXwLwG40ql/f7D8CCAL4U8dxSqsPMsbexBh707rnfnflz19kjN1/8wHG2CEAvwjAAfCPm8VUqXg/48WbeEDGPT1BDHVpjRlIo4L5ou3b5cux7CJ+7Bt/AQAo2TX88asz+NrZed9UFN8qUWDoCyno1iVkChbGsmWcnysh71FrqpsLWBD+UP75RbnnG+Wfb5R/4oZmzDQDwCcAvAjgacbY4wDOAXgLGj2cRwE8ue75q2XUrk9HOY5zijH2xwA+AuA0Y+xraBQC2w3gvQAUAF9wHOdsk2ImTaZKAvbFdUQ0CZpsYb5oY3LZQk9Qhi63ftZZTCVRm8q0/H1WxbJrW4a/OLaMy4smfvlQHwYifPUKD6kSVEnAXKmCiVwN5Wod/WEV/ZH2KRJGCCGEEELIdjSlTvfKbPNDAP4EjcHybwDYB+ApAA87jrN4+1ev8VE0Bs0vAXj3ynl+HMAJAB90HOczzYiXtA5bqap8T0+jr3M8IGO2aGOhVGn5rHP0yeMQU8mWvsd661chzxZtPP3iBJdFwmRRwEBYgS6vFAnLGri4YMCs1LwOjRBCCCGEkG3bccupdvP888+/qqrqgwcPHvQ6FO7VHQezRRuZvI25koVK1UFvSIEqtbanWs0yIKqtKQa3fp905R+/gT8/k8GSsXE58v5EAO9/oBcRtVkLOjpHudpoTaVKAnpDClJRFYmA3PLK9sViEaFQqKXvQdoX5Z9flHu+Uf75RvnnUye2nCLklgTG0B9Wsb8ngF0xHTFdwnTBQtaswC9f1uyKafjMY7twJBXecGx0wcDnvjuBN2ZLt3ilv2mSgHRUBQMwnivjyqKJK0smbM72fBNCCCGEkM7ny0GzaZpeh0BuElRE7E8EsKdbRzqqwazUMZW3WjaAMqYutuS8t6NJAj7wQB9+5VAftHWz6DwXCRNWluonAjIyBQvjuTJG50tYbmGRsDNnzrTs3KT9Uf75RbnnG+Wfb5R/4gb+1o0ST4gCQyqqIaJJCMgiFko2pvI2unUJEVVs+bJdNxwaCGOoS8NfnJnF1Wx5zTGei4QFFRGqqGGuZGMsa6FccdAXVjAQUSF61JqKEEIIIYSQrfLlTDNpX2FVwj09Aezu0pGOqChYNcwUbFRr/liu3aXL+PjDKfzE/m4qEnYTSWToDysIKSIm8xauZU1cXDBg2FQkjBBCCCGEtDdfzjTLsux1COQORIFhV5eGiCZCkxkWSlVM5suIB2SEm1A0S4n1NSHK7RMYw+PD3RhJBDYUCavVgb8+t4Dz8wZ3RcIYY4jpEnRZwFzRhlmpwazUkYqq6Ak2p0jY4OBgEyIlnYryzy/KPd8o/3yj/BM3+HKmWVEUr0MgWxDTZdzTE8RQl4b+iIpcuYpMwUKtvrNZWLXb3bZTt0NFwm5NlQSkoipExlaKhBmNImHVne/5HhoaakKEpFNR/vlFuecb5Z9vlH/iBl8Omg3D8DoEskWyKGBPt4598QB2xTRIAsPksoXyDgZQxbGzTYxwZ6hI2K0JjCERVNAblDFXtDGWLePCfAk5s7Kj8546dapJEZJORPnnF+Web5R/vlH+iRt8uTbUL+2MeBIPyAgpIjRZxHzRwkzBQpcmI6bf/Y+oU2tddebtoiJhtxZQRKQlrTFwzlmwqg6SkRr6w9srEmbbdguiJJ2C8s8vyj3fKP98o/wTN/hyppl0JlUSMBzXV4qEaSjYtaYs124XWykSdvJajrsvfUSBoT+iIqKuFAlbahQJMytUJIwQQgghhHjPl4NmQfDlx+KCwBqtqYYTOnbFVEiC0FiuXdn68mVB0VsY4c6sFgn75FvT6A6snUWv1YGvv7GAr5yZ3dHy9E4V1SQMhBVkzSrGc2VcmDewULq7b4+DwWCLoiOdgPLPL8o93yj/fKP8Ezf4cnSp6+07aCJbs1okbLBLQyIoY6ZobXm/azC9v8XR7dydioSdmSni6ZMTmMlbHkTmLVUSkI6qYADGc2VcXjRxdclEdYurDQ4fPtzaAElbo/zzi3LPN8o/3yj/xA2+HDRbFn+DDT9aXa49tLJcu2jXMZPffLl2eX7CpQh35uYiYaq0dr32fKmCZ16cxOnJvEfReUdgDL0hBXFdQqbQKBI2Om+gaG2+V/3ixYsuREjaFeWfX5R7vlH++Ub5J27w5aC5Wm2/QlBkexrLtVWM9ASwK6ZCljZfrl0pLLkY4c4dGgjjiUcG0R9e2yqtUnfwVz+cw1/9cBY2Z9W1ASCkSkhFFJTsKsayJi7MG5gpWHfc8z07O+tihKTdUP75RbnnG+Wfb5R/4gZfDpqJ/0Q1Cff0BLEr1liunVlZru2Xolk9IQX/5pE0jqUjG46dnizgmRcnMV/krzqkLApIRVRokoDJ5TKuLpq4vNicns6EEEIIIYRsBQ2aScdQJAH74jp2d+tIrSzXzhRs31TXlkUB77u/F++/vxfyuvLamYKNp05O4AczBY+i8w5jDN0BGX0hBfMlG2O55vR0JoQQQgghZCt8OWgOBAJeh0BaRGAMAxEV+29arj2xXF7Tnii4614PI9y5h9IRHH80jZ6gvOZxq+bgz16bxdfPzqNa88cXBXdDl0UMRjVUa3WM5SxcWjAxkSuv+dLk6NGjHkZIvEb55xflnm+Uf75R/okbfDlortdp6abfRW5art0TVDBbtJFdWa5dtwyvw9uxZFjF8UcHcag/tOHYybFlfOnlSSwZ/M20igJDMnyjp/NYdm1P52Kx6HGExEuUf35R7vlG+ecb5Z+4wZeD5nK57HUIxAXKSnXtPd06UlENhl3HTMGGOXvN69CaQpME/PKhPvz8wR6I667UiWULXzgxgTdmS94E57Hb9XQ+d+6c16ERD1H++UW55xvln2+Uf+IGXw6aCT8YY+iPqNifCGBXlwpVavxI37xcu5MxxvDIUBSfemsa3bq05phZreOPX53B35xf8M2+7rux2tNZwI2ezgC23NOZEEIIIYSQraBBM/GFiCZh/8pybQBrlmv7QTqq4YnHBnGwL7jh2D9dyeH3XpnCcpm/VmsCY+gJKYjrMjKFRn/2rfZ0JoQQQgghZCt8OWhWVdXrEIgHFLFRXbsnNYRUVINZaSzX9svMY0AW8eEHk/iZN8Wxrrg2rmbL+PyJCYwudP5+7u0IqSJSERVmMLnlns7Ef4aHh70OgXiEcs83yj/fKP/EDb4cNEuStPmTiC8xxnDPnkHsTwQwGFOhygKmlssoV/xRHI4xhnfs7cLH35JCVBPXHCvZNfzhqWl86+IS6hwOFmVRQE9v75qezpeopzNXksmk1yEQj1Du+Ub55xvln7jBl4PmUonP4kik4cSJEzeWa0c1JIIKZooW8j5avrynW8enH92F/Ql9zeMOgH+4uIQ/PD3N5RLl4tUfrunpPE49nbly4sQJr0MgHqHc843yzzfKP3GDLwfNhAA3lmsPdWlIRTTkylXMF23fzMKGVBEfPTqAd410Y91qbVxcMPH5ExO4umR6EpvXVns6V6o3ejpPLpd9k3tCCCGEEOIeGjQTX2OMIRXVsC+uYzCmoeo4mMn7Z5+zwBh+fKQbHzs2gJCydrl23qrhd1+ZwgtXslzu7RWFRmX11Z7O19b1dCaEEEIIIWQrfLn5VxTFzZ9EfKurq2vDY90BGZokQBEFzBYtTC6XkQyp0OSdfW808+C7d/T6zYipJKJPHof68JE7Pm8kEcCnHxvEV85kcGXpRp/yugN88/wiJpctvO++XiiSv78nEwORDY9FNQmaJGC2aMOw6zArdQxGNcSDsgcRkla61bVP+EC55xvln2+Uf+IGX/4GrWma1yEQDx08ePCWjwcUESMJHYNRDT1BBZmi3fb7nGtTGSx/9uktPTeqSfj1Yym8c29sw7EzM0U889IkFkr+3tsbSO655eOrPZ0ZgIlcGZeXDFzLmlz2t/az2137xP8o93yj/PON8k/c4MtBc7lc3vxJxLfOnj1722OyKGDvyj7ngYh61/ucxZT7FRprU5ktP1cUGH7qTQl85Eg/9HWzypmCjadPTuD8vH8L5RmZq7c9JjCG3pCCLl3CdN7GeLaM0QUDJZuWa/vFna594m+Ue75R/vlG+Sdu8OWguVajX4J5ls1m73hcWNnnvHcb+5yjTx73ZOB8t+7tC+L4o2kkQ8qax81qHV8+PYPnL/mzLVXNyG/6nLAqIR1RULCqGMuaGJ03MFe0udz37TebXfvEvyj3fKP8843yT9zgyz3NhGxFfBv7nNWHj6D3uWdbHlsz9konggo+9Uga//31Ofxgpnj9cQfA340uYWLZwgfu79vxvu5OJIsCBiIqlowqxnNl2LU6ClYVu2IaZJG/vw9CCCGEEHJ79Nsh4VqwA/c53w1VEvArh/rw02+Kb2hLdXa2hGdenMBc0fYkNq8JjCERlNETlJEpWCs9nQ1f5Z8QQgghhOwc89uSxOeff/5VXdcfPHDggNehkA5SdxxM5y3M5G1kChZ0WUAiIIOx9UNNd6yfae7//t/v+JwXFwz82WsZGJX6msdVieED9/fhzcnQjt+jU1VrDuZKjS8PekIKBiIqkmEFgkf5J4QQQgght3fu3DmYpvn9xx9//M4tZprElzPN1SrNFPEsk9l64axVAmNI37zPue5g2kf9nIEbbanSEXXN41bVwbPfz+DvLix2/D5nO7+4rddJIkN/WIEuC5haLuPakolLiyasan3zF5O2sZ1rn/gD5Z5vlH++Uf6JG3w5aLYsy+sQiIcuXbq07dfGAzJGEgHsiunQFQGTy2WUfTRw6tJlfOKtKRxJhTcce/5yFl/+3gyMSucW0rMWJrf9WsYYunQZfSEFC6UKJrJlXJgvIWv6u02Xn+zk2iedjXLPN8o/3yj/xA2+HDQTshPr9znPFGzkLf+sXpBFAe+/vxfvvTcBYd3q4wvzBp46OYHpPL9fPOmyiHRURbVex3jOwqUFExO5MvV0JoQQQgjhFFXPJuQWVvs5a7IAWRSQKViwqnXP9jk3o5r2ensBfBpAvjuBb/3cBzA+3KgDsGRU8dsvTeKX7uvFoYGNM9I8EAWGZFjFcrmKqbyFcrWGkl3DUJcGXRa9Do8QQgghhLjIlzPNmqZ5HQLxULOKwN28zzkdXdnnXPDXPmcAiCwt4Cef+8s1j1VqDv78zCyeO7fQUTOset/upp4vqklIhRXkzOr16toLJT6rjXcCKgDJL8o93yj/fKP8Ezf4ctAsCL78WGSLQqHmVoGOB2Ts7wkgHdWgye7scxZTyZaef73g4gIe3hXZ8Pg/X83hD05Po2h1xj5nQQ00/ZyKJCAdVcEAjOfKuLxo4uqS6bsvT/yg2dc+6RyUe75R/vlG+Sdu8OXo0jAMr0MgHjp9+nTTzxlUROzvCazZ51xs4T7n6JPHXR84/4s39+J99/VCXHdXuLxo4qmTE5jIlV2NZztK42+05LwCY+gNKYjrEjIFG2PZMkbnjZb+DJC714prn3QGyj3fKP98o/wTN9CeZkK2SBEF7Ivr0CQBksgwk7dRqTvo0uWmv5f68BH0Pvds0897s1vtkz42GEF/WMGz389guXxjQJgrV/Gll6fwCwd7cHRw44w0L0KqBFUSMFu0MZatwazUMBBVkQwpnvX0JoQQQgghreXLmWZCWkVgDIMxDbu7dKSjKop2HbNFu+P7G99sMKbh04+msa9bX/N4te7gr16fw//40RzXS5NlUUAqokKTGkv1ry6auLxowvZRazJCCCGEEHKDLwfNkkQT6Dzr6+tr+Xv0hhQMJwLYFVPhwMFM3u6oglmbCakSPnZsAG/bHd1w7KXxPH7vlSkU2nBpshzuduV9GGPoDjR6Os+XbIzlqKdzO3Dj2iftiXLPN8o/3yj/xA2+HDSrqup1CMRDIyMjrrxPVJMwkghgMKpDUwRM5S3YNf/MNooCw8/d24NffqAP8rqGzteyZTx1crLt9jlrPYOuvp8uixiMaqjW6hjLWbhMPZ095da1T9oP5Z5vlH++Uf6JG3w5aDZN0+sQiIdee+01195Ll0UMJxotqWK6hOm8DaPSGZWmt+pwKoxPPZJGt752Bcfyyj7n708VPIpso9LkqOvvudrTOaKKmMxbuJY1cXHBgOmzn4NO4Oa1T9oL5Z5vlH++Uf6JG3w5aK7X/TPbR+5eqVRy9f0UUcC+7sbAuS8kY65orymi5QcDERVPPDqIkcTGfc5/8YNZfPPcQlvs667b3n1httrTefmmns7z1NPZVW5f+6R9UO75RvnnG+WfuMGXg2ZC3CYKDLu7NAx16UhFNCyXq1goVeC0wUCyWQKKiI8+NIC374ltOPbC1Rz+6PSM72bZ75YiCUhFVQho9HS+Qj2dCSGEEEI6ni8HzdT6hW+Konjyvowx9EdU7Ik3Zp3tmv8qa4sCw88eSOD99/dCWrfPeXTBwDMnJzFb9G52lYneFwEUGENPSEFcl5EpWBjLNoqEtWPhNL/x6ton3qPc843yzzfKP3GDLwfNgUDA6xCIh44dO+bp+8cDMkYSjZZUAmOYWrZQrfln4AwAD6Uj+MTDKURUcc3jC0YFz7w4gTdmvVkqFRo66Mn73kpIFZGKqDDsGsazZYzOG5jJW75afdBuvL72iXco93yj/PON8k/c4MtBs23TPkKejY2NeR0CQqqEkZ4g0jENIVXCVL6Mss/6+A7GNDzx6CCGYtqax62qgz95dQbPX1pyfYBoLWVcfb/NyKKAgYhyo6fzkolLiyYsn/0stIt2uPaJNyj3fKP8843yT9zgy0FzpUK9Unk2MTHhdQgAAE0SGi2pYioSQQUzBRtFy197fiOahI+/JYWj6fCaxx0Afze6hD97bRa2iwNEOzfr2ntt1fqezuNZ6uncKu1y7RP3Ue75RvnnG+WfuMGXg2ZC2oUkMOzp1pGOaegPK1gwKr4bLEkiw/vu68V7701g3TZn/DBTxG+/NIklw1+feTuu93Su1zGes3BpwcQ49XQmhBBCCGl7NGgmpMUExrArpmFPt45UVEXRrmPOZwXCGGN4dHcMHzs6gIC89rYyU7Dx1MkJXF40PIqufdzc03kqb2Esa2J0wYBh+2sFAiGEEEKIn/hy0Kzr+uZPIr516NAhr0O4pd6QguF4o0BYzXEwU7B9N8s4nAjgiUcH0R9eW8nSqNTx+6emcfJarqX7nAOpkZadu5lu7uk8kTNxYd7AXNGmImE71K7XPmk9yj3fKP98o/wTN/hy0ExIu4rpMvYnAkhHNaiSgKm8hUrNX0WhugMyPvnWNO5LBtc8XneAr7+xgK++Pu+7auLbcb2nM2OYWCkSdmXJhO2znwdCCCGEkE7ny0GzaZpeh0A8dObMGa9DuKOAImJ/TwCDUQ0xXcJU3oJZ8dfyXFUS8KHDSbx7f/eGY6cm8/jdV6aQb0HfYmPqYtPP2UoCY+gJKkgEVno658q4MFdCzmf73t3S7tc+aR3KPd8o/3yj/BM3+HLQTEi7U0QB++I60lENvSEFmaLdkkGklxhj+LHhbnz4SBKquLZC2FiujKdPTmAiV/YouvYSVESkoxrsChUJI4QQQghpNzRoJsQjosCwu0vDrpiOVERD1qz6ssr0m/tC+NQjacQD8prHl8s1fOnlKbw6lfcosvYiCQz9ERVhVcTkTUXCSlQkjBBCCCHEU74cNMuyvPmTiG8NDg56HcKWMcaQiqrY261jMKrBqNR9WRAqGVZx/JE0RhJri/RV6w7+8gdzeO7cQlNmVZVY347P4bWbi4SNZU2MzhvIFCzf/Uy0Qidd+6S5KPd8o/zzjfJP3ODLQbOiKJs/ifjW0NCQ1yHctXhQXlmufaOytp9aUgGNvdwffWgAb98T23Dsn6/m8OXvTcPY4d5utTu5o9e3i9UiYbIgYDzXKBJ2edGEVaUiYXfSidc+aQ7KPd8o/3yj/BM3+HLQbBjUD5Znp06d8jqEbYloEoYTAaSjKmSRYWrZQtVne1pFgeFnDyTwgQf6IAlr9zmPLph45uQkZov2ts9fHDu70xDbhsAYEkEZvSEZc0UbY9kyLsyXfLmEv1k69donO0e55xvln2+Uf+IGXw6aaRkj32x7+4MurwUVESOJIFJRDSFVwtSy5csWREdSYXzi4RSimrjm8QWjgmdenMAbs6Vtndep+auYGgAEZBGDUQ3V+kqRsEUDY1mTioTdQidf+2RnKPd8o/zzjfJP3ODLQTMhnUyVBIwkAkhFVXQFJEz7sCUVAAzGNBx/dBBDMW3N41bVwZ+8OoN/vLREX4CtEAWGZFhFVBUxnV+ddTZQ9FnFdUIIIYSQduTLQbMg+PJjkS0KBoNeh7BjksCwt/vmllQVFC3/DZwjqoSPvyWFo+nwmscdAH87uoSvnJm9q5l2QdE3f1IHi2gS0hEFBatRJOzCvIGZvOW7/e/b5Ydrn2wP5Z5vlH++Uf6JGySvA2gFXff3L87kzg4fPux1CE2x2pJKFhlEgWEmb6FalxHT/XXZSiLD++7rxUBExXPnFnDzquMzM0XMlyr4tSNJxPTNq+IH0/tbGGl7kEUBqYiKrFnF5HIZVrWOgl3DrpgGTeL7C0O/XPvk7lHu+Ub55xvln7jBl79hWZbldQjEQxcvXvQ6hKZhjCEd1bC7q9HLOW9VsVCq+G7ZMmMMj+2O4aNHB6DLa29LU3kLT52cxNUlc9PzlOcnWhViW2GMoTsgoy+kYKFUwXjWxPm5EhZLfBcJ89O1T+4O5Z5vlH++Uf6JG3w5aK5WaZ8fz2ZnZ70Ooel6Q8pKV4LKNAAAIABJREFUSyoNVrWOuWLFl0ty9ycCOP7IIPpCa9vGFe0afu+VKbwysXzH11cKS60Mr+3osoh0VEXdASZyZVxaNHB1yfRd1fWt8uO1T7aGcs83yj/fKP/EDb4cNBPiR10BGcMJHemYCoc1ejn7sYJyIijjU4+kcW/v2j1KNQf46uvz+PrZeV9+7u0SBYa+kIJuXUKmYGEsW8b5uRLyZfrykBBCCCGkGWjQTEgHCasSRhIBDEZ1qKKA6byFig9bUmmSgA8fSeLx4a4Nx06OLeMPTk+jZPuvMNpOhFQJqYgKo1LDRK6M0QUDU8tl+oKBEEIIIWSHfDloDgQCXodAPHT06FGvQ2gpXRYxHG/MOIc1CVN5C1bVfwNngTH8xP44fvVwErLA1hy7vGji6ZMTmMmvrV8Q3HWvmyG2HVkUMBBWoMsCJpfLuLpkYnTB4OYLBr9f++T2KPd8o/zzjfJP3NC0QTNjLM0Y+zJjbJoxZjHGrjHGvsAY2zhVtPm5HmSMfYUxNrlyrlnG2AuMsX+5ldfX6/4bQJCtKxaLXofQcookYDgeQDqqIhGUMV2wYfiwlzMAPNAfwicfSSOmra0avmRW8dsvTeL1zI181y3D7fDaDmMMXbqMgbCKnNloTTXKSWsqHq59cmuUe75R/vlG+SduaMqgmTG2D8CrAD4C4BSAzwO4AuAJAC8xxuJ3ca5PATgN4F0AngfwfwP4GgARwE9t5Rzlcvluwic+c+7cOa9DcIUoMOxZ6eXcH1YwW7RRsPy5jzUVUfHEo2ns6dLWPG7XHPw/38/gHy4uoe44MGeveRNgG1IlAamoCkUUMJ4zcXXJxMUFA6ZPv1wB+Ln2yUaUe75R/vlG+SduaFbD1y8B6AVw3HGcZ1YfZIx9DsBnAHwWwMc3Owlj7F0AngbwDwB+0XGcwrrjmzdqJYQjAmPYFdMgiwIYAzIFG9W6g64t9DTuNCFVwq+/JYVvnJ3HyxP5Nce+dXEJMwULPx3xKLg2JTCGeEBGQBYwX6qgaNdg2HUMRFT0hmQwxjY/CSGEEEII53Y807wyy/wuANcAfHHd4f8AoATgQ4yxIDb3XwGYAH55/YAZABzH4bsJKSG3wBjDQETFnm4dqYiKol3HfNH2XS9nAJAEhn9xXy9+/mAP1m1zxuuZEv54TMOSQbeJ9VZbUwkMGM+VcWXJwKVFE2Uf7oUnhBBCCGm2ZizPfufKn99yHGfNb2ArA9+TAAIAHr7TSRhjbwZwP4BvAVhijL2TMfabjLHfYIw9zhjbcqyqqt7VByD+Mjw87HUInugJrvZyVlGpO8gUbN/uYX1kKIpfP5ZCUFl7W5i1RDx1cgKXF2lv83oCY+gJKugNyZgr2hjPmjg/V8J8yT9fsPB67RPKPe8o/3yj/BM3NGN59j0rf47e5vhFNGai96OxR/l2VkvfzQH4JwBvX3f8dcbYLziOc2mzgK5cuYLjx4/f8th3vvOdzV5OOlwymfQ6BM/EdBkjogCRATMFG9N5C/1hFeL6aVkf2BfXcfyRQfzJqzOYKdjXHzcqdfz+qWm8594ePDIU9TDC9hSQRQxGNSwaFYznyrCqdeTLVQxGNShSZzdU4Pna5x3lnm+Uf75R/okbmjFoXv2tdPk2x1cfj21ynt6VPz8KYArATwM4AaAPwP8J4FcB/A1j7D7Hcexbn6KhXq+vqaSn6zoAwDRNnDhxAgAwODiIoaEhnDp1CrbdOF0wGMThw4dx8eJFzM7OXn/90aNHUSwW1xQaGB4eRjKZvH4+AOjq6sLBgwdx9uxZZLPZ648/9thjyGQyuHTpxnj/wIEDCIVCOH369PXH+vr6MDIygtdeew2lUgkAoCgKjh07hrGxMUxMTFx/7qFDhwAAZ86cuf4YfSb6TDd/pgAAu/9ezM/NImjcOKfetxuCeuu2bKXJUdRtEwDARAmhoYOwljKwczdeH0iNAACMqYvXH1NifVC7kyiOnYVTaxQjExQdwfR+lOcnUCksXX9ucNe9qFvGmqJdaiINJRJH4coPrj8mBiIIJPfAyFxFzbixhzm89wHY+UVYC5OQAXy4H/im2oUfLdy4LdQd4Gtn5zGdt/Dj0RyEaud8plWreSqNv3H9MTncDa1ncMd5MifegF6rQgdgLqsY69mHhclraz4TXU/0megz0Weiz0SfiT4TfaZ2/UyapkEQ3Puyn+10WR5j7PcBfAzAxxzH+cNbHP8sgH8H4N85jvNf7nCe/x3Af17530ccx3nppmMMjarcD6Gx3/kvbnee559//tV6vf7gQw89tK3PQzrfiRMn8Nhjj3kdhucqtTquLpWRKVjImRUkwyrUm2YSZx58t4fRtUauK45vv+eDGB8+cP2x3V0aPvRgEhG1WXUP/aVad7BQslGpO+gNKegJKkhHVchi580607XPL8o93yj/fKP88+ncuXMwTfP7jz/++BE33q8ZvxWtziTfbh3k6uO5Tc6zejxz84AZAJzGyP4bK/977K4jJIRDsihgX1xHKqqiOyhjpmD7ut0QAMSyi/jxb6z9Tu1atoynT05gIket6G5FEhiSYRUxTcJM3sJYtowL8yXkTCqoRgghhBACNGfQfGHlz/23OT6y8uft9jyvP8/tBter8/X6ZgGJorjZU4iPdXV1eR1C27i5l3NvSEamWEHJbgycxZQ/9wBFs4vo1tfOKi+Xa/jSy1P43mT+Nq8iYVVCOqLBrNQwlrVwccHEWNZEtd45RcLo2ucX5Z5vlH++Uf6JG5oxaF6trPWu9RWuGWNhAI8CMAC8vMl5XkajPdXu27SnevPKn1c3C0jTtM2eQnzs4MGDXofQVgTGMBTTMBjT0B9WMF+ykS9XEX3yuG8HzscfHcRIfO33a9W6g//2wzl844151DpoIOgmSWy0LwurIqbyFq6tzDrny1WvQ9sSuvb5RbnnG+Wfb5R/4oYdb/JzHOcyY+xbaFTI/iSAZ246/B8BBAH8nuM4pdUHGWNvWnnt+ZvOYzDG/gjAcQD/iTH2b1eWZYMxdh+AXwNQBfDVzWIql2kZJs/Onj1LN9B1GGNIRzVIAoPIGKYLFiIP3I/e5571OrSmWL8/O6iI+OjRAfx/Fxbxz1fXLl45cW0ZMwUbHzqcRFChVSm3EtUkBGQBc8UKDLsG066jL6xgINLeldjp2ucX5Z5vlH++Uf6JG5pVGecTAF4E8DRj7HEA5wC8BY0ezqMAnlz3/NUyaut/+/o/0Gg19WkAb2WMnUSjevYvANAAfNpxnMubBVOr+XvfJrmzmyvvkbWSYRWyIICttKSq1m0kAjIatfb8RRQYfvZAAgMRFV99fW7NMuPLiyaeOjmBDx/pRypCfd1vRRYFDEQU5MpVTOYtmNUainYNg1EVoTYtqkbXPr8o93yj/PON8k/c0JTyqCsD2YcA/Akag+XfALAPwFMAHnYcZ3GL58kDeBsaVbS7AXwKwM+g0Xrq3Y7jPNWMeAnhWTwoY19cRzqqolJzMFesoL7DKvrt7EgqjE++NYWYtnaglzWr+OKLkzgzXfAosvbHGEOXLiMVVrBsVjGWNXF+3sDkcpmWuBNCCCGEG02bLnAcZwLAR7b43NtOazmOU0RjZnr97DQhpEliuoxhgUFgwEzBQqZgoy+ktPXS251IRzU88Wgaf/paBleWbmzfqNQd/PmZWUzlLfzkPXEIPpxxbwZFEpCKqsiZVUwul2HaNeTLNaSjKiJae846E0IIIYQ0S+c14tyCYPBWdcQIL6hX39aEVAkjiQBSEQ2yyDCdtzqqUvLdCqkSfv1YCo8ObeyO909Xcvij0zMwfN6SaycExtAdkJEKq8hbjVnn0XmjrSps07XPL8o93yj/fKP8Ezf4ctBcrXZGpVfSGplMxusQOoYui42Bc1RDUBUxnbdQqdW9DqtlRIHhvQd78L77eiGuu/uNLhh4+uQkMgXLm+A6hCIJSEVUBGQRk3kLV5fKOD9XRNbwvq8zXfv8otzzjfLPN8o/cYMvB82WRb/08uzSpUteh9BRVEnAcFxHKqohpkmYzluwqv4dOAPAscEI/vVb0oioa6tnLxoVPPPiJF7PFD2KrDMwxhDTJaQjCsxKDdeyFi4uGri6ZML28EsXuvb5RbnnG+Wfb5R/4gbajEYIgSwK2NetQ2SAIADTBRvJkAxd7syWTOtbUN2KAuBf3ekcdzgmppKIPnkc6sNH7jY0X2lU2FaRL1cxk7dQtGsoWFWkIhq6A5Ivq7ITQgghhD++nGkmhNw9UWDY060jHdWQDMmYLVZQtGiP763UpjJY/uzTXofRNiKahHREQ6Vax3iujEuLBq4smb5fsUAIIYQQPvhyplnTNK9DIB46cOCA1yF0LIEx7IppkAQGQWCYyVuoOTKibV4hWUwlUZtyd0+T2+/X7iSRIRlWUbRqmC1YKFo1FKwaBiIqeoLu9AKna59flHu+Uf75RvknbvDlTLMg+PJjkS0KhUJeh9DRGGNIRTUMxXSkIhpy5SqW2qDI051EnzwOMZX0OgwCIKSKSEc11B0H47kyLi8auLhownShMjld+/yi3PON8s83yj9xQ3tPH22TYRheh0A8dPr0aWo/0AR9YQWSyBp7nPM2akUbCZdmDO+W+vAR9D73LApXfoDw3gd2dK6cWcGzr2YwmV9bUJAB+My//+SOzs0LUWDoDSkw7BrmixUUrBpKVg3JiIK+kNKyfth07fOLcs83yj/fKP/EDTQlSwi5rXhAxr54AOmoikrdwWzRRt1pj568rRLTZXzirSk8mAqvedzfn7o1AoqIwZgKgQHjORNXFxu9nUs27ZUnhBBCSOegQTMh5I6imrTSy1kFY8BMwUat7u8hpCwK+MD9vfi5AwkI7Tex3lEExtATbMwwLxoVjOVMnJ8rYWrZ8v3PESGEEEL8wZeDZkny5apzskV9fX1eh+A7QUVcGThrUEWG6byFahsOeORwd9POxRjD2/bE8K+ODiAg3/pW+cMZ6ue8VbosIh1VIQsCJpfLuLJkYHTBQMGqNu096NrnF+Web5R/vlH+iRt8OWhWVdXrEIiHRkZGvA7Bl3RZxEi8MXAOqRKm8xYqtfZqKaT1DDb9nCOJAJ54dBD9YWXDsT99LYNvnl+gGdMtEhhDPCCjP6xi2azi2pKJC3MGxnPlpvws0bXPL8o93yj/fKP8Ezf4ctBsmqbXIRAPvfbaa16H4FuKJGA4EcBAVEVMawyc26kXb2lytCXn7Q7I+NQj6Vsee+FKDn9wehrFJs6Y+p0qCUhHVeiygMm8hSuLjSXbi6UKnB3smadrn1+Ue75R/vlG+Sdu8OWguV5vn1/iiftKpZLXIfiaJDDs69YxEFURD8qYKdiutBPairrdui/MFPH2t8vLiya+cHICY9lyy97fbxhj6NJlpCMKzEoNY7kyLq20pzK2WSiMrn1+Ue75RvnnG+WfuMGXg2ZCSGuJAsOebh2pqIbekIxMscJ9ReTlcg2/8/IkXhxb3tFsKW9kUcBAREWXJiNTsHBtycS5uRIml8u07J0QQgghbcGXFbPasY8scY+ibNx7SppPYAxDMQ2SwCAwhkzBQq0uI6J5d1thorvvva9bx+WlG7PbNQf42tl5jOfK+IU399xxdpqsFVJFBBQNS0YVE8tllOwacmYFAxEN3QF5S+ega59flHu+Uf75RvknbmB+mxF5/vnnX9V1/cEDBw54HQoh3MgULEzmLEwXLERUEV361gY5nWbmwXev+f/e7/0d/nZ0ES9cyW14bn9Ywb98sB+JoD//LlrJrtYxX6qgDqAnKCMekJGKqtBl0evQCCGEENIGzp07B9M0v//4448fceP9fDkNYtu21yEQD42NjXkdAneSYRW7uzUMRFQU7RoWdljQabuspYyr7ycKDD/zpgQ+dDgJVVy7wmWmYOPpkxM4N0d7re6WIglIRVXENBGzBQvXsibOzxmYzt+5tzNd+/yi3PON8s83yj9xgy8HzZVKxesQiIcmJia8DoFLiaCCfXEdqYgGq1rHnAcDZzs36+r7rbq/P4Tjjw6iN7R2Vtms1vHl783g70cXUffZqh43hFUJ6agGABjPmri8aODCvIGceet7PF37/KLc843yzzfKP3GDLwfNhBBvdOky9sV1pGMq6o6DTMHmZrDYG1Lwbx4ZxP3J0IZj376UxZe/N7PtqtA8EwWGnqCCZERFvtzo7Ty6YODKotlW7c4IIYQQ4l80aCaENFVEk7AvHkA6qkIQGGbyNjdVkDVJwK8e7sPPvCkOYV09wgvzBr5wcgKTy9SWajs0SUAqoiKkipjJW7iabVTZzhQsbr6YIYQQQog3fDlo1nXd6xCIhw4dOuR1CNwLKiKGE0GkoxpUWcB03kK11vqBTSA10vL32AxjDO/Y24VfP5ZCSFlbuCprVvHFl6ZweiLvUXSdjTGGqNZYsl2vOxjLlq8v2c6Xq3Ttc4xyzzfKP98o/8QNvhw0E0K8p0kChhP6yuyghKm8BbvGz3LafXEdn35sEEMxbc3j1bqDv3p9Dl99fc6VLxL8SBIYekMK+kIyssbKku15A1PLZdi0ZJsQQgghTebLQbNpmps/ifjWmTNnvA6BrFBEAcOJAFJRFV0BCdN5C+UWDmqMqYstO/d2RDUJH384hUeHohuOvTKRx5denkT2NkWtyOZ0WUQ6qiIgC5jMW5i/eh7n50uYK/Kzl5400H2fb5R/vlH+iRt8OWgmhLQPSWDY292oqt0TVDBTsGFU+CmIJQkM7z3Ygw880Ad53UbniWULT52cwOiC4VF0nY8xhpguYzCiAgCuZcu4tGBgdGXJNiGEEELITtGgmRDScqLAsLtbQyqqIhmSMVesoGjxM3AGgCOpMD71SBrxwNq2VCW7jj88NY1/uLhEs6M7IK30ye4JyFg0Kri6ZOL8fAmXFw2YHH1JQwghhJDmk7wOoBVkWd78ScS3BgcHvQ6B3ILAGHbFNEgCW6mqbaHmyIhqzbsNKbG+pp1rK2YefPddPZ8B+PAdjt/cZVpMJRF98jjUh49sJzQuKbE+qIqItCwgX65hJm8hX65iuVxFIqggGVagiPRdsR/RfZ9vlH++Uf6JG3z524OiKF6HQDw0NDTkdQjkNhhjSEU1DMUay7Vz5WpT9/Sq3cmmnctrtakMlj/7tNdhdJTV/AuMIaZLGIxqYADGc2VcWTRxfqVFFS8t0HhC932+Uf75RvknbvDloNkwaH8gz06dOuV1CGQTfWEFe7oblbWLdh3zJRtOE5YmF8fONiG62xNT7g7Ka1MZV9+v063PvygwJIIK0hEVVrXW2O+80qJqyag05WeOtAe67/ON8s83yj9xgy8HzfSLEN9s2/Y6BLIF8aCMfXEd6aiKSs3BXLGy4z29Tq21hZ+iTx53feC8TMWstux2+ZdFAcmwit6gjGWziqtLJi4uGLi4aKJo0d+vH9B9n2+Uf75R/okbfLmnmRDSGWK6jH0Cg8CA6byFTMFGMqxAYGzzF3tAffgIep97tunnrTsOvn1xCd++lMVn/v0n1xz7/IlxfPCBPtzTE2z6+/JGl0WkIgKKdg2ZgoXlcgV5s4p4UEZ/RIUm+fJ7ZEIIIYTskC8HzYJAv/jwLBikwUUnCasShuMBCIwhU7AwnbeQDKuQhLsfOAuK3oIIW09gDO/aH8fe7o3xl+w6/vD0DN65N4Z3749D3MbfCy+2kn/GGMKqhKAiYrlcxWTeQt6qImdW0RtS0BdWtvWzR7xF932+Uf75RvknbvDl6FLXO/MXZ9Ichw8f9joEcpcCioiRRACpqIaAImI6b6FSq9/1eYLp/S2Izj3DicBtj33nSg6/+8oUck0snOY3d5N/gTF06TIGoypqdQfjWROXFw2cmy1ivmRT+68OQ/d9vlH++Ub5J27w5aDZsiyvQyAeunjxotchkG1QJQHD8UZV7ZgmYTpvware3cC5PD/Roujaw7VsGZ8/MYFzcyWvQ2lL28m/JDD0hhT0R1SU7BrGcmVcnG8UC6P95J2D7vt8o/zzjfJP3ODLQXO1Sr/o8Gx2dnbzJ5G2JIsC9sV1DERVxIMypgs2zEpty6+vFJZaGJ03Iqq45v+NSh1f/t4MvnlugVonrbOT/KuSgIGIim5dxqJRwbUlExfmS7i8aMCwt/4zSLxB932+Uf75RvknbvDloJkQ0rlEgWFPt450VEMyJGO2WEHR4nfQ8pnHduGeno3Ltl+4msOXXp5sap9rAgQVEYNRFUFFxEzewpVFE+fmShjPlmFvY8sAIYQQQjofDZoJIW1HYAy7YhoGYxr6IwoWDJvbpbIhVcT/8lA/fuqeONbXpxrPWfj8dyfwo9miN8H5FGMMUU3CYFSDwBgmli1cWTLxxmwJU8vb229PCCGEkM7ly0FzIHD7YjrE/44ePep1CKQJGGNIRTUMxRr7nHPlKpaMO8+qBnfd61J07hIYwzv3deHjb0khqq1temBW63j21Qy+8cY8qpwv1252/kWBIRGUkY4osKt1jGVNXFo08MZsCdN5i/u/73ZC932+Uf75RvknbvDloLlep1kAnhWLNOvmJ31hBXviOgajGkqVOuaKNpzbVDauW4bL0blrT7eOzzw2iAO9G78YPHFtGV98aRKLm3yx4Getyr8sCugLK+gPqyhXariWLePygoE3ZouYKVi0t7wN0H2fb5R/vlH+iRt8OWgul8teh0A8dO7cOa9DIE0WD8jYG9eRjqqo1h3MFm/dEsicveZ+cC4LKiI+cqQfP/Omjcu1J5ctfOHEBH44w+cvEK3OvyoJSIZVJMMKinZj8HxpZfCcocGzp+i+zzfKP98o/8QNvhw0E0L8J6pJGEkEkI6qYIxhJm9zO0hhjOEde7vwiYfT6NLXLtcuV+v409cy+NrZedp72yLaSqXtvqCColXD1WwZFxcMnJsrYq7I788lIYQQ4lc0aCaEdIygImI4EUA6qkGVhMa+0hq/A5ShLg2ffmwQB/uCG469OLaMp1+cxHSe+ta3iiY3Bs+9QRmFcg1Xl8oYXSjh/FwJc7dZDUEIIYSQzuPLQbOqql6HQDw0PDzsdQikhXRZxHBcRyqqIqRKmMpb11sBqYm0x9G5LyCL+PCDSbzn3gTEdcu1MwUbT784gReuZLkYwHmVf10WkYqqSARlLJtVXM2auLhQwrm5EhZKNHh2A933+Ub55xvln7hB2vwpnUeSfPmxyBYlk0mvQyAtpkgChhMBiAKDKADTeQvJkAotEvc6NE8wxvDY7hiGYhr+7LUMlswb7blqdeCb5xdxbt7AB+7vRUyXPYy0tRSP8x+QRQSiIkp2DVmzgqxZw7JZRUyX0RdS0BWQIDC2+YnIXaP7Pt8o/3yj/BM3+HKmuVQqeR0C8dCJEye8DoG4QBIY9nbrSEc19AQVZIo2Cld+4HVYnhqMNZZrP5gKbzh2edHE5747gdemCx5E5o52yX9QEZGOaujWJSwZFVxdMnFhvoQL8waWjMptq7+T7aP7Pt8o/3yj/BM30JQsIaRjiQLD7i5tZcaZoZIFClYVYZXfW5sui/jgA3040BPA//jRPMzqjWJgZrWOr5yZxRuzJfzCm3ugy6KHkfpfUBERkAWU7BoWjQpyZhXLZgVRXUYypCCmS2A080wIIYS0PX5/sySE+AJjDLtiGmSB4fI4sGhUUas7vl6GvBWHBsLY3aXjv/1wFpcWzTXHzswUcS1bxvsf6MVwfGPPZ9I8jDGEVAlBRUTRrmG+VEHWrCJfriKqSegLK4hpNHgmhBBC2pkvl2eLIs2e8Kyrq8vrEIgH+iMqgpEYUlEVBbuGhRItg43pEj52bAA/dyABaV1T51y5it9/ZRrPnVvwTQVyMRDxOoTbYowhrEoYjKoIqSJmCzauLpkYnTdwft7AYqlCBcN2gO77fKP8843yT9zgy5lmTdO8DoF46ODBg16HQDxy+P43I2tUIDKGmbyFuVIFPUGZ6+JLAmN4254YRhI6vnJmFjMF+/oxB8A/X83h4oKBDz7Qh/5IZ3ceCCT3eB3CphhjiKgSQoqIglXDXNHGYqmCrFFBVJMQD8pIBJUNX3KQO6P7Pt8o/3yj/BM3+HKmuVwuex0C8dDZs2e9DoF45OzZs+gKyNgX15GOqag7DjIFG7U6zeAlwyqOPzKId+yNYf1wbKZg4ykftKYyMle9DmHLBMYQ1Rozz1FNQtas4MqSiYsLBs5miphaLsO+aT86uTO67/ON8s83yj9xgy9nmmu1mtchEA9ls1mvQyAeWc19RJMwHA9AYAyzBQvTeQv9YRXS+kbGHWDmwXc39XxHVv5bleuK49vv+SDGhw/gm+cXcX7ewPvv70NM77x/HmpG3usQ7lpjz7OIkCrCrNSQM6tYMhr7nueKFXQHJPQEFQQU2nZ0J3Tf5xvln2+Uf+IGX840E0JIQBGxPxFAKqohpEqYzJdh0czdBrHsIn7sG39x/f8vLZr43HfHccbHranalS6L6I+oGAirqNTqGMuZuLRg4o25Ei4vGsiXq5ufhBBCCCFN13lTCYQQskWKJGA4EYAkMEhiYxlyb0hGoI1bLYmpJGpTGVffM5ZdXPP/ZrWOPz8zizfmSvj5g9Saym2KJKA3pKBac5ArVzG5XMaSIWJxZd9zT7DRrornvfqEEEKIm5jfqss+//zzr+q6/uCBAwe8DoUQ0ibqjoOJXBmZgo2ZgoV4QEakTXs5Wy+/iuXPPu36wPmvf+fLG1pTAUBMk/CBB3qxj1pTeaZWd5C3qlguV6GIAmK6hKgmIxGUEQ/IEKloGCGEEM6cO3cOpml+//HHHz+y+bN3rj1/a9yhapWWsPEsk8kgmUx6HQbxwO1yL6z2chYFCIxhpmChVnfQ1Ya9nNWHj6D3uWdb/j7r90p/7NgAvns1h78dXUTtplXsuXIVv/fKNN6+N4afGIm39b5wO78IJRL3OoymEwWGLl1GVJNQtGtYLFWwaFSxZNqIqhISQQXxoAxF5HfHFd33+UYHZYDPAAAgAElEQVT55xvln7jBl//CWpbldQjEQ5cuXfI6BOKRO+WeMYaBiIo93RpSERVFu465os19L+dVAmN4x94uPPHIIJJhZc0xB8ALV3J4+sUJzOTb9/5qLUx6HUJLCSvtqtJRFd26hHy5hqvZMkYXDJzNlDCeK8Os8FkIk+77fKP8843yT9zgy0EzIYTcTiKoYDgRQDqqolp3MFOwO7rNUrP1R1QcfySNt++JbTg2U7DxhZMT+PvRRVRr9HfmFcYYgoqIVERFX1BBuVLDeNbEpUUDb8yWcHXJRL5cpS+ECCGEkCbx5fJsQgi5k6gmYSQRgCQAM3kb03kLybAKifaGAgBkUcDPHkjgQE8Af/nDOSzfVLW57gDfvpTF65kS3ndfL4a6NA8jJZosICk3qm3nzCrGcxaWjArmNAkRTUI8IKNLlyBzvHSbEEII2Slf/iuqafRLHM+oCBy/7ib3QUXESCKIdExDUJEwtWzBrlFLqpsNJwL4t28bxKH+0IZjs0UbX3xpEn/9xjzsNmnlpfft9joEz8iigJ6QgqGYCllkmC3YuLxo4sJ8CT/KlDCWNVG0/Fvvg+77fKP8843yT9zgy5lmQfDldwFki0Khjb/gEz7cbe5VScBwXIckMIgCMJ230BdSqMXSTQKyiF85nMR9ySK+dnYeRfvGnlkHwHevLePsbAm/eF8vRhLeVtgWVKrwvVo0LKZJMCt15K0qFo0KlgwRs5qEiCohHpTRpcu+WllB932+Uf75RvknbvDl6NIwDK9DIB46ffq01yEQj2wn97IoYG+3jnRUQ29IwWyx4usZue26vz+E33r7LhxNhzccWzKr+P1T0/jvP5zztBBVafwNz9673TDGEFBEJMMqBiNao2p83sKVRRMX5ko4myliPFtGyfZH4TC67/ON8s83yj9xgy9nmgkh5G6IAsPuLg2KyCAKDDN5G9W6g1gbtqTyUkAR8Uv39+GB/jD+3x/NIWuu/XLh1GQe5+dL+PmDPXhzkr75bxeSyNC9srfZqNSxXK5isVTBglbBbFFCRBNX9j5Tz2dCCCHkVmjQTAghaMzMpaI3ejlnChYqdQeJgAzG/D+QWN+3+U4iAD6y2fl2FM32sN5uKP/Xb0J9+IgH797+VqtuBxURlVodeauGqeUyFkoC5ks2IqqELl1GPCAjoNAWBUIIIWSVL5dnSxJ9F8Czvr4+r0MgHmlG7ntDCvbFG8u1KzUHs0VqSdUpnLklLH/2aa/D6AiyKCAekDHUpSGiio2ez0smLi402laNLhhYNCqo1TvjZ5/u+3yj/PON8k/c4MvRpaqqXodAPDQyMuJ1CMQjzcp9ly5DFhhE1uhNPJ230B9WfbV0VUwlUZvKeB1G0/nxM7WSwBhCqoSQKsGu1ZEv1zCVL2O+JGBBkxBWRXQHZHQH5LYukEf3fb5R/vlG+Sdu8OVMs2maXodAPPTaa695HQLxSDNzH1IlDCcCGIxp0BURU3kLFR+1pIo+eRxiKul1GKSNKKKARFDGrpiGsCoiZ1ZxZamM0QUDZ2dLGJ03MFe027I1G933+Ub55xvln7jBlzPN9Xr7/YNO3FMqlbwOgXik2bnXZRH74jpExjBbsDCVt5AMqdDkzv++UX34CHqfe7bp563VHXz3Wg5/P7qE6i2W9u7u0vC++3rRG1Ka9p53sx+bbE5gDGFVQliVYFfrWLaqmFouY14UEFJFhBQREU1CbKW1VTuswKD7Pt8o/3yj/BM3+HLQTAghzaKIAvZd7+XMMFO00ROQEVLbd6mql0SB4X/a24WDfUF89fU5XFkqrzl+LVvG509M4MeHu/COvV1tMeAit6dIAnokBfGAA7NSR8GqYqFUhS7bCKsigoqEqCYhpjf+FDgomkcIIYQ/vhw081DpltyeojRvBot0llblXhQY9nRrkEUGSWy0pKrU6+iillS31RNU8L++JYVXxvP4mwsLsKo3Zp2rdQd/O7qEH2SK+KX7+pCKUh2KdifcVHm7VndQqtSQL9cwX6ogIIsrA2jx+uxzWBVd/beY7vt8o/zzjfJP3NC0NYaMsTRj7MuMsWnGmMUYu8YY+wJjrGsH53w7Y6zGGHMYY/9pq68LBALbfUviA8eOHfM6BOKRVuaeMYbBmIbdXTrSURUlu47ZAlXWvhOBMbx1KIrffNsuHOjZeF+eztt4+sUJfPPcAspV2lbTKUSBIaJKGIioGIxqUEUBS0alUX173sC5uRLemCtharmMkl1zJSa67/ON8s83yj9xQ1MGzYyxfQBeRaN15ykAnwdwBcATAF5ijMW3cc4wgGcBGHf7Wtu27/YlxEfGxsa8DoF4xI3c94YUjCQCGIypAHMwnbduuXeX3BDTZXzkoX788gN9CKzbD153gBeu5vBfXxjDa1MFOPQlREeRBIaYLiEd1ZCKqBAYMFe0cXnRxIWV9lXn5kqYKVgt/WKE7vt8o/zzjfJP3NCsmeYvAegFcNxxnPc6jvO/OY7zP6MxeL4HwGe3cc6nAEQB/Je7fWGlUtnG2xG/mJiY8DoE4hG3ch/RpJWBs46AImJyuQyLZkrviDGGw6kwfuvtQzjUH9pwPG/V8JUfzOJ3Xp7CdN7yIEKyU7IooDvQqL7dF1Lg1IHpfLkxgJ4z8KNMsWUVuOm+zzfKP98o/8QNOx40r8wyvwvANQBfXHf4PwAoAfgQYyx4F+d8Dxqz1scBTO80RkIIaTZdFjEc1zEY1ZAIypgu2K4tRe1kIVXErxxO4iNH+hHVNpbVuJot4wsnJvD1s/MwKvT32ak0qdG+aiimIR6QUKnVMbVcxuVFAxfmSzibKeLyooGFkg2bvnAihBDS5ppRCOydK39+y3GcNf/yOY5TYIydRGNQ/TCA5zc7GWOsF8AfAPi64zh/xhj7tSbESAghTSeLAvbGdSiiAEmwkCk0ZtCoQNjm7u0LYl9cxz9ezuKFq1ncPPHoADg5towzMwX85D1xHE1HqCpzh2KMISCLCMgi6s7GCtyrxcWCK22sIqqEgCxQQU9CCCFtpRmD5ntW/hy9zfGLaAya92MLg2Y0BswCgI9vN6CpqSn81m/91i2Pfec739nuaUmHOHTokNchEI94kXuBMez6/9m78yA5svs+8N+XV1XW0dXVN87G1ZjBYMZzD4dDmOQQlDSSvCKlsFfhsHe9UoQcu5JibIVXu16NIrRymGH/YW9I5K4cdmi1otfr3fARKy5DBymCpCTwmuHMYIaDwQyAAdDobqAbfVZ1XXnvH5l1NarRDaA6szvz+2EUqyozq+rV/NDd9a338r1iGmlVgiwJzK+bsBwTI1mVQW8LKUXCTz4yjOcO5vH/vb+EDxa7p7Comi7+048W8YObZXz+9CgOD6a39bw7uW6zfGAChddeRerFZ3fsNeJq4wzcNctB1XSwXLOgShKymoyM5l8PpBQMpBXkNHlby5Lx936ysf7JxvpTGPoRmgvBdWmT/c3tg1s9kRDiFwH8DICf9zxv4UEb5HkeKpVK676u6wCAer2O8+fPAwAOHTqEyclJvP76662Jw7LZLJ5++mlcuXIFCwvtl3/++edRqVRw6dKl1rYTJ05gYmKi9XwAUCwWcfr0aVy8eBGrq6ut7WfOnMH8/DyuXr3a2nbq1Cnkcjm88cYbrW3j4+OYmprC22+/3VqoXdM0vPDCC5ienu46Z6P5C+LChQutbXxPfE9Jf0+dbQr7PclGBY0bl1q/6JayExgeHUPtxrut4+TMADITR1Gbvw6nVm5tzx97EmZ5GcbSbGubPn4EUiqD6s33W9vU/BDSo4dQnb0M16wDAISsIDd5GsbKPMy1dpsyB6YAALW5K61t2uA4UkMTqExfhOfYAABJ05E9eBKNxRlY6yutY7OHH4Nr1FBfuNHalho5CG1gGOvX3unrexodPYSfn6jgA83E1+9oWLW6zxyaKRn40ndn8dz+DF45noe0eK3rPYXJmZvH6v/8L5D9vX8MIFl12on3NHHwJOqLM7CD92QCWBg8jhxMqGvtn9GJQ0dx+OA+vP6977a28fce3xPfE98T31Ny31M6nYYk9W0hqC2Jh52pVAjxbwD8EoBf8jzv93vs/wKA3wDwG57nbTqplxDiCIB3AfyZ53n/Zcf2/wbA/wHgC57n/eZW7Tl37tybrus+89xzz93nO6G4OH/+PM6cORN1MygCu6H2dcvB9ZUG5isGKg0H+/IaNCW8X+p7neW4+Ivra/jm1VVYPWYl1xUJP3FyCC8eLrR6IO/8F38Pztx8qO3c99bXQn29JDFst9ULbTkeMpqEjBoM404pGEj5PdEZTW49Zjf87FN0WP9kY/2T6dKlS6jX62+dPXs2lKFf/ehpbvYkFzbZ39y+tsXz/AGAOoBf7kObiIgioasypkZ0qLLAgmRgbt3EWFZFtuMDPm1OlSV89sQQnj2Qx1cvLeFH89Wu/XXbxR+9v4Tvz5Txs6dHcWxIR+G1V1H6whdDD860M1KKhJQioairsF0PNdMP0ItVC2lFgq52ngftB2giIqKd1I+/NB8G1yc32T8VXG92znPTM/AD9uImE4C8JoR4DcBXPM/7/H23kogoJKos4fiwDk0WUGUT8+sGLEfFoM4P99tV1FX818/sw+XFGr7y/iLuVLuXEpxfN/Gvvj+Hp/fn8NNPPYmxr34Z69feQf7YkzvSnp08T5o2p0jCnyAsrbQmEquZDm6VLUhCIKPJyAZrf19fqWMgrSCfkqHJHN1BRET9049PcM2ZtX5cCCF1zqAthMgD+ASAGoDvb/E8/xZApsf2KQCfBHABwJsA3t6qQarKmWuT7NChQ1E3gSKym2ovCYHJoo6UIkEWAvPB2rScIOz+nBzN4Nf++mF858Ya/vzKCgyne8j227cqeH+his9ODeH5gbGIWklh6JxIbBRAw/YD9FLVgpYawpWlWmsod0aVkUv5x+Y0GSpDdKztpt/9FD7Wn8Lw0KHZ87yPhBBfhz9D9q8A+FLH7t8GkAXwrz3Pa42xE0I8Gjz2g47nebXX8wfnNH8SwB9v55xmwD+hnZJrcnIy6iZQRHZj7SfyKaQUCYosML9u4Pa6iYmctq0ZgcmnSAKfOlbE0/vz+OMPlvHWrfWu/Ybj4Y8/WMbrWRWfe6yGR0Z7ff9KcZNWJKQVCUMZFXb+IKqWg0rDwWLFgipL0BUJuupfMkF4zmoycikFCn/+YmU3/u6n8LD+FIZ+ffX6ywDuAPiiEOKPhBD/TAjxTQC/Bn9Y9msbjr8UXHZErVbb+iCKrddffz3qJlBEdmvti7qKkyMZHCykkVIkzJUNmI679QOpy0Bawd9+ahy//OIB7Mvf/eXoYtXC779xC19+8zZWalaPZ6C4asy+j0Jawb6BFI4W0xjNqJAloNSwcWO1gStLdXywWMP7C1X86PY6Li/WMFcyUGrYcHpMOEd7y2793U/hYP0pDH05wS7obX4OwD8B8AqAnwJwG8DvAvhtz/NW7/X4fnvYGcFpb2tOgU/Js5trn9FknBzNQJMlLFQM3CqbGMupyKicIOx+HR3S8Q/PHML3b5bxZ5eXUbe6v4B4b6GKS4tVfPxwAWePDyGX4n/juGsuYwUAQgikVYG0KqGoA67nwbBd1C0Xaw0bCxUXmtzuhdZVudUT3eyN5kiQvWU3/+6nncf6Uxj6NiuN53kzAH5hm8du+6+R53l/COAPH6xVRES7h9acIEwR0IIJwoq6ikKaE4TdL0kIvDRZwJP7cvjTD5fx+kwZnV+XOi5w/kYJb8yW8amjRXzy6CBSXPorkSQhoKsy9OALKtfz0LBdNCwXqzUb846JlCxB1/wh3Wm1OYzbD9EZlSGaiCjpYvlJLcyFrmn3yWazUTeBIrIXai9LApOD6Y4Jwvyh2iMZFZusHED3kNVk/M0nxvCxQwP4zxdmMFfr/m9o2B6+fmUF350u4bMnivjY4QLPZ40hSdO3f6wQrcnCgCBEWy7qtovlmgXTMVtLW+mqH6Qzmhz0SPsTjfELmN1lL/zup53D+lMYRNyGMp87d+5NXdefOXXqVNRNISK6p9Wahem1BubXDbguMJ7XGOgegut5eGtuHV+7vIK1ht3zmKGMglemhvHk/tx9zWK+ccmpfW997aHaSruX4/o90XXLRcN2YDoe0ooETZGQVgRSstwxrNsP0boqcYZuIqIQXbp0CfV6/a2zZ88+G8brxbKn2TCMqJtAEbpy5Qqmpqa2PpBiZ6/VvphRoSlS6zznuVIDYzmtNYyU7o+5NIvnDh7Ck/ty+N7NMs5dXUFtw/nOKzUb//6dBXz7+ip+8pFhPDKSeaAe/p1et1k+MIHCa68i9WIonwX2vMbiDNKj/Vl2RpbaS1sBKhzXPyfacFysNxwsOf4kcylFQlqRockCuuoP684EYTqryUgrEod1h2Sv/e6n/mL9KQyx/FrUtnv3MFAyLCwsRN0EisherH1WkzE1ouPwYBojWQ3zFRNrdf4OexDW+goAQJUlfPLoIP7xpydx9ngRqnx3cLlVNvG/v3Eb//oHt3BzrRF2U7fkzM2j9IUvRt2MPaNZ+50gSwIZTUZRV7FvIIUjRR0HBlLIawoc18Naa4buGj5crOHSnSrem6/gR/MVXF6sYWatgeWahbrlcKLSHbIXf/dT/7D+FIZY9jQTEe0lqizh2JAOXZWhyRLmKyYMx8VoVr2vIcTUTVdlvPLIMF6aLOAbV1fwg5kyNq4u9NFKHV/67iyemMjilZPDGMvdvZQV4Pf8OnPzIbS6LezXo+1TZQmqjNbM7J7nwXL8Yd2G7WK9YcNyPahyMKRbkVo905lg3Wh/0jF/O3/OiYh2N4ZmIqJdQAiB/QMpZFQJmiIwv25irmRgIq/xXMmHNJBW8HOPj+GTRwfxZ5dX8M7tyl3H/Gi+iosLVTx3cAA/PjV014zmhddeRekLX2SQpZ6EEP6s+B0ThDWXujJsD3XTxVrdXxO6GaBTioAqS0jJfnhOB6G6eVuTBScHJCLaJWI5EVg6nX7msccei7opFBHDMJBKpaJuBkUgLrWvWw6mVxtYrJhYqdsYzarB+ZV0L65tQVLULY+bLTXwJx8u48pSved+RRI4c6SAl48XQ19HmxOOPZjt1j5qzfOjG7YL03FhOh4s14Mmi+AiB9fNiceCi9q+rXHm7rvE5Xc/PRjWP5k4EVgfuK679UEUW5VKhb88EyoutddVGVMjGaRVCZpiYn7dhGG7KOoKe57uwTVqkJTClscdLKTx9184gCtLNfzJh8uYLXVPHmm7Hr59bQ0/uFnGy8eLOHOkwN7+XW67tY9a8/zoTMeXYK7nwXQ8P0TbHkqWA9Nx4Xr+MPBWiJZFK0ineoTpJP8bjcvvfnowrD+FIZa/YRuN3TepC4Xn0qVLUTeBIhKn2suSwJGijqND/iRhDdvF7XUTzsaTcqmlvnDjvo6fGsng1ZcO4u8+PYGRzN29lHXbxZ98uIx//u1p/OBmif/td7H7rf1uIgmBtCJhIKVgJKtifzDZ2ORgGiMZBWlFgu26WGvYmF1r4KOlGq4s1vDhYhWXFqq4GEw6dnG+go+W/YnH7lRMrNYt1EwnEf9u4/S7n+4f609hiGVPMxFRXPhLUPmTDt2pWJgtGRjPa0hziGZfCCHw5L4cHh/P4vXZMr5xZQVlw+k6pmw4+E/vLeLb19bw8vEinjmQ53ratONkSUCXZOgbvs+x3XavtGG7qBj+fSEATZagygKK5P/OUGUJqtQe7t3srU7Jfm+1GvRiExHRvTE0ExHtcvmUgpOjWaSUBu5UDNxeNzGsKxhI81d4v8iSwMcPF/DsgTzOX1/Dt66toWF3n+qzVLPwH390B1+/soJPHxvEC4cGGDgodIokoEgyNg6OsIMh3pbrz+Rt2C4sx5/FWxIIgrTwL5I/CZkSXKcUPzynlPZw8BQnIyMiaonlJy6e15BsJ06ciLoJFJE4116TJRwf1qGrEjTZxELFQMN2McJlqVpSIwcf+jk0WcJnTgzhY4cL+NZHq/jOdAn2huGtpYaNr7y/hG9cXcUnjxTw8ckC9JAnDKNu/aj9XqfIAorc+9+h7XqwgkBtOx5qpgvLtWE5Hjy0l9BSJAmaJKDIAmoQsps91M2A3Rm6m7ejDtZx/t1PW2P9KQyxDM2KEsu3Rds0MTERdRMoInGvvSQEDhbSyKgyVFngTsXArbKB8RyXpQIAbWC4b8+V1WT8jVMjOHOkgD+/soofzt29xnPVdPCnl1fwrWtr+MRkAWeODLbW7aVw9bP2cdTsndZ77HNcLwjTfqhu2C4s0w/Zjuf5PdSSgCyJ4Hn8ixxcWr3WQYDWZNEaFq7K7XC9k1/uxf13P90b609hiGW6rFarUTeBInT+/HmcOXMm6mZQBJJS+6GMCl31h08urJuYKxsYy2mhL4+026xfewf5Y0/29TkHdRV/66+N4bNTRfzFtTX8YKZ8V89zw3Zx7qNV/OX1NXzs8AA+dbSIQT2Wf153rZ2ofVI0wy96zJPgeh5st31xgvOp61bHNs+DLPyh3ooMKELyA7YMKMI/v1qWAU2SunqwlaD3WhHt281gfr8BOym/+6k31p/CwL/qRER7UHNZqpQs4U5FYKFiopBWMJjmslQ7oair+PzpUZw9UcRfXV/Dd2+WYNjd4dlyPZy/UcL3pkt49uAAXj42iJGs9lCvu3HdZtpcJeoG9Il8YAKF115F6sVQlh69J0k014/e/BjX88N0M1TbbjBZmd0duGUByLIERfJ7vqUgMEsSIIug51oIyJI/THxjz7YSDBtXgmNVuR2yiYh2GkMzEdEepUgCR4fSyGgSFFnCnXUThm1iNKv5PUfUd/mUgp96dASfPl7Ed6dL+Kvra6hZ3ROGOR7w+kwZb8yU8eS+HF4+XsT+Ac61QdvjzM2j9IUvYuyrX466KdsiCQFJFrjXQBfP8+B46AjWQa+168K1ANvz4Aa91o4LSAKtEN0K1XIQqkW7d1wKQjYAXLpTDR6DjgDeDuKt+5Loen7+riSi7YhlaJY3mQiDkqFYLEbdBIpIEmsvhMBEPoWMKiMlC9yp+MO1J3IatIQtSyVnBkJ7rYwq47MnhvDJI4P4wUwZ3762etdSVR6AC7cruHC7gsfGMvjM8SFMFtP3fF75wAScufkdbDntBXH7NyCEgCKwrV5hz/PgeggCtB+iHc/zh4o7Lgy3Y18QsgeVLK4s1fwQLQBJAiT4vdmy8EOyf/FDsmje7grnomfobj2u+Twd2zZeM4BHI4l/+yl8wvPitej9uXPn3tR1/ZlTp05F3RQiolAZtovpVX9ZquWajaGMgoFULL8b3XVsx8Obc2V889oqVmr2pscdH9Zx9ngRJ4b1nsPoje+/idIXvhi70ET3b99bX4u6CXtGM0C7rj9c3A16tt0ggLeu3fZ9J9jmwYMMAdHsud4QuiUBCPjbm2G76xrN+0GA7hW0g2ObPee9HiuEgIT2a7S29djXvCZKskuXLqFer7919uzZUM5lieWnqUajEXUTKEIXL17E6dOno24GRSDptU8p/rJUaVWCphi4UzFRN/1lqZLQA1Kbv47MxNFIXluRBT52uIDnDg7g3fkKvnl1FfMV867jPlqu46PlOg4VUvjMiSIeG8t2ffhNvfjsnhmWu5tEWft+4fnrD864c8Ov/wMMNHQ9D14rSAcBuyN8N3u9bc+Di3ZPePtxwW34AVygM/B2hF0JXfuaoRlohmb02OYfJyAgms8jAIiOUI/O44Iw3bqN4Lk6njPYKQXHCNF+bhGEeLFxH9B6zuY2oPu4puZzYRuPR+exG57nfiT9bz+FI5ah2XGcrQ+i2FpdXY26CRQR1t4fVnh4MI2cJiOtSFismJgtGRjLqbFfS9iplaNuAmRJ4On9eTy5L4dLd2o4d3UFMyXjruNmSga+/OY8xnMaXpos4NkDeaQSNpy+n3ZD7Sk6D1P/ZsiUIaA+ZDu8Vu/1JuEa/m0vCNn+Pg926zF+8O58Di+47Xbc9jwAIgjoANARmpvBszM0N7OoFKTXdkgOHtu6L1rHS80nwYbQ2xF5e4bmjtwrOo9uHYuu0Nz5Gp2v33qGrv0bH+PvX11dxaU71c5dPduy8YCuY3s8ppfuyL+9x2x1zHa/Kuj12ls8INZMx4PlIrQJQ2IZmomIkm4ooyKryUirMpYqJhYqJgZSCoo6Z9cOgyQETo9n8dhYBleX6/jmR6u4uly/67iFion/9+Ii/vTDZTx3MI+PHy5gLPdwM24TUTREMLw7uLejr9UM3n4I98N2O3j7+9F1H8Bdx3Rva4Z6oB3Q/Xv+/3nofs7N9rW2o922zn2d+7u3BzdE6//aYRYbQ3M7YA8BuLJU6zq+uQ93be3Y32Pv/f55DCswxz4BP4BB24Xl9lx+fkcwNBMRxVRKkTA1rCOfkpFSpNYkYeM5DarMXs0wCCEwNZLB1EgG06sNfPOjVbwf9Ih0atguzt8o4fyNEk6O6PjE5CAeHcvwvEUi6qk1zDmkkB6WVtjv2tZxe8MNDx4aK8D+vNb1GPR4zOb7757f6a4tPaaA2s6sUJtPHbX1o7c769SOzE61U1Ne9fmfqeshtA8znAiMiCgBKoaNm2sGFqsm1uo2hjMK8pwkLBK3ywa++dEq3p2vwL3Hn+CiruClyQKePziA7L0WyqVY2HhOMycCIyLanLk4jXrDvPG5V84eDeP1YtnVYNubz1xK8Tc/z1lnk4q131wupeDkaAaTxTT2DWhYrdtYqJhw7pXa9hizvBx1E7Zl30AKf+fpCfxPnz6CsyeKyG0SiFfrNv74g2X802/ewH94dwFzPc6NJt9eqT3tDNY/2Vh/CkMsQ7Nh8INFkl29ejXqJlBEWPt7UySBI0Udx4czODyYhiSAubKBhuVG3bS+MJZmo27CfRnUFbxychivvXwEf/vJcRwe7D2fie16eGN2Hb/znRn8r9+bxdu31mHH6MuOfthrtaf+Yv2TjfWnMHBsHiHXAi0AACAASURBVBFRwgwHk4TpqzKWqibmKwYKaQWDaU4SFgVFFnjmQB7PHMhjZq2B706XcOF2pWcwnl5tYHq1gZy2hBcPD+DFwwUU0vxTTkREtJP4l5aIKIHSioQTIzpyKRlasDRVzTIxntWgyAzOUTk0mMbPD6bxN06N4PWZMr53s4TV+t2nHFVMB9+4uopvfrSKJyZyeGmygKPFNL/0ICIi2gGxDM3pdDrqJlCEOAlccrH290cSAvsHUq01nZeqFmbLDYxkNORSe2/iKX38SNRN6JusJuPl40V86tggLt2p4TvTa7iydPeSVa4HvHO7gnduV7Av76/5/Mz+PLSErfkcp9rT/WP9k431pzDEMjRLUrI+LFC3XC4XdRMoIqz9gxlIK3hkNIOsZuBORcJCxUTNcjCSVffUkkdSKhN1E/quud7z6fEs7lRMfHe6hB/OlWHYdw/dvr1u4j+/t4g//mAZT+7L4dkDeRxJSO9zHGtP28f6JxvrT2GIZbqs1WpRN4Ei9MYbb0TdBIoIa//gVFnC0SEdx4d1HB5MwwMwWzLQsPfOJGHVm+9H3YQdNZbT8PnTo/jNzxzFz54exVhO7Xlcw3bxg5kyfu/7c/jnfzGNr19ZwXLNCrm14Yp77eneWP9kY/0pDLHsaSYiogczktX8ScJUCYtVE7fXDRTTCgqcJGzXSCsSXpos4OOHB/DRch3fmS7h4kIVvebTXqnZ+PMrK/jzKys4Wkzj2YN5/LWJHHR17w2/JyIiigpDMxERddFVGVMjGf9cZ1nGnWCSsLGcBkVicN4thBA4MZLBiZEMVusWvn+zjNdnyqiYTs/jr682cH21gT+6uITHx7N49kAeUyMZyKwpERHRPcUyNCtKLN8WbdP4+HjUTaCIsPb9IwmBA4U08ikFaVVgsWphtrS7JwlT80NRNyEyRV3FTz4yjB+fGsLlpRp+OLuOi3cqcHqMrrddDxduV3DhdgX5lIyn9+fx3IE89g30Xid6L0hy7Yn1TzrWn8IQy3SZSu3dP/z08KampqJuAkWEte8/f5KwLHS1gaWqhTsVExXTxkh29/U6p0cPRd2EyMmSwKmxLE6NZVGzHLx7u4Ifzq1jerXR8/h1w8FfXl/DX15fw/4BDc8eGMDT+3PIp/bWxwPWPtlY/2Rj/SkMsZwIrF6/e1kOSo6333476iZQRFj7naHKEo4Fk4RNFtNQFQmzpQbKxt3rB0epOns56ibsKhlVxouHC/jVjx/E//ipw/jsiSKK+uZh+FbZxFcvLeGffvMG/uCNW3jn9jqsXl3VuxBrn2ysf7Kx/hSGvfVV8ja57t74I087o1qtRt0Eighrv3OEEBjJahhIKZgtGViqmbhTsVAxHIxmVahy9N/Buia/MN3MSFbDT5wcxo9NDeHGagM/nC3j3flKz6WrXA+4tFjDpcUa0orUWr5qspjetUuQsfbJxvonG+tPYYhlaCYiop2hKRKODeso6goyagNLVRuzZTOYYVvmDNu7nCQEjg3pODak4/OnR3FxoYofzq7jylKt5+zbzeWrfjBTxkBKxunxHJ6YyOLYkM4JxIiIKDFiGZr5oS3ZNE2LugkUEdY+PMWMilxKRj5l4E7FwlLVP9d5LKtBU6LpdRZyLP+k7RhNlvD0/jye3p9HqWHj7VvreHN2HfMVs+fxZcPB926W8L2bJWRUCY+NZfH4RA4nR/TIRxqw9snG+icb609hEJ7X67vlvevcuXNv6rr+zKlTp6JuChFRIpQaNuZKBparJpbrNgbTMgppZdcO5aXNeZ6HW2UTb86V8datCqqbLF/VSZMFHh3N4omJLB4dzSKtRj9Ufy+6/cxPdN3f99bXImoJEdHuZy5Oo94wb3zulbNHw3i9WH41Y5q9vyWnZJiensbk5GTUzaAIsPbRKKQV5DQZt1Iy9Irp9zqXDIzmNKRD7HU2VuaRGpoI7fXiSAiBA4UUDhRG8dOPjuDDxRreurWOD+5UYTi9v2Q3HQ/vzlfw7nwFsgRMDWfwxEQOj41lQ1uejLVPNtY/2Vh/CkMsQ7NlWVE3gSI0MzPD4JRQrH10ZEng0GAag7qCrCZjuWpift1ATlMwlAmn19lcW+AHpz6SJYHHxrN4bDwLy3FxZamO9xYquLhQRc3qPeGm4wIfLNbwwWINAsDRoTSemMjh8fEsBnV1x9rK2icb659srD+FIZahmYiIopFPKTg5ImMhrSCrmVisGpgtGRjNqtDVcHodqf9UWWoFaMf1cH2ljvcWqnhvoYJSo/cQbg/AtZUGrq008JX3l3CokMLj4/550GM5zj9ARER7B0MzERH1lSwJ7B9IoZBWkNEkLFctLFQsZFUHQxmVsy7vcbIkcGIkgxMjGfzMYyOYLRn40XwF781XsVTbfKTXTMnATMnAn15ewXhOw+PjWTwymsHhwTT/TRAR0a4Wy9Cs63rUTaAIPfXUU1E3gSLC2u8uWU3G1EgGhbQJXZWxVDUxU2pgNKshq/W/1zlzYKrvz0n3JgmBw4NpHB5M46ceGcZCxcSP5qv40XwFt9c3n19koWJioWLi3EerSCsSTgzrODmSwcnRDIYz9z+Mm7VPNtY/2Vh/CkMsQzMREe0OkhCYyPu9zrMl/1znO1ULFcPBSJa9znEiglpP5FP4sakhLFUtvLdQwXsLVUyvNjZ9XMN2g6HeVQDASEbF1EgGJ0d1nBjKcDZuIiKKXCz/EtXr9aibQBG6cOFC1E2giLD2u5euyjgxrOP4SAaTg2nIssBMqYF1w+7ba9TmrvTtuejhjWRVfPpYEb/68YP4zc8cwc+eHsXUsI6tvidZqln43s0SvvzmPH7rG9fwe9+bxTeuruDmWgPuJstksvbJxvonG+tPYWBPMxERhUIIgdGshoGUgtlSA0tVC4tVE+tBr7Mmx/J7XIK/LNlLkwW8NFlAzXTw/p0qPlys4cpyDVWz90zcAOB6wPXVBq6vNvC1yyvIqJLfCz2SwckRfUdn5I7axnWb+00+MIHCa68i9eKzO/o6RERxwNBMREShSikSjg9nMKhbyKgSVuo25soG8pqMos4h23GX0WQ8d3AAzx0cgOt5uFU2cHmpjsuLNdxYrWOT5aABADXLxTu3K3jndgUAMJZVcXI0g0O2jMdtF1qI64Lvdc7cPEpf+CLGvvrlqJtCRLTrxTI0q2p8v3mmrR06dCjqJlBEWPu9ZTijopBWML9u4E5FxkrNwkypgaKuYiAlQ9zn2s7a4PgOtZR2iiQEDhbSOFhI4zPHizBsF9dW6ri8VMOHizUsVjefjRsA7lQt3KmWAKQhz13DkSEdx4Z0HC36k5Ol9lCIlg9MwJmbD/U1w369ncKf/WRj/SkMsQzNmsb1H5NscnIy6iZQRFj7vUeR/NA0nFFxq2xguWZhuWqh3LAxcp9rO6eGJnawpRSGlCLh1FgWp8ayAIDVuoXLSzVcXqzjynINdWvzodyOB3y0XMdHy/68JpIA9g+kcLSYxpGijiNDaQykdu/HnsJrr6L0hS/GJsiGiT/7ycb6Uxh271+Ph1Cr1aJuAkXo9ddfxwsvvBB1MygCrP3epasyjg9nMJyxcDtlYqXmz7Kdkm0MZ1So2zjfuTJ9EbnJ0yG0lsJS1FV87FABHztUgOt5mC0Z/rnQSzVMrzXg3mMot+sBsyUDsyUDf3WjBMAf3XCkmMbRoTSOFnWMZtX7HtGwU1IvPhvKUOmdPlc6CvzZTzbWn8IQy9DsbTK7JiWDaW6+NijFG2u/9w3qKgbSChYrKvIpAys1G7NlE4WUjEFdgXSPgOM5/ZuJm3afzjWhf2xqCHXLwUcr/rnQH9xew6q19RcryzULyzULb86tAwAyqoQjRR1Hh9I4UvSHiSs8p37P4c9+srH+FIZYhmYiItq7JCEwntdQzCiYL5u4UzWxUrNwc62B4YyKnHb/5ztT/OiqjMfHc3h8PIf1zG0Y44/h+kod11fruLHa2PJ8aMCfWOz9O1W8f8dfI1qRBA4PpvwgXUxjspi+r1MEiIgonmIZmiVp70z8Qf2XzWajbgJFhLWPF02WcLiYxnBWxVzZwGrNwmLVQqlhYySjIa12/66XND2illLUJE3HSFbFSFbF84cGAAAVw8b11QZurDZwY7WO2ZJxz+HcAGC7Hq6tNHBtpQEAEADG8xoOF9I4UEjhYCGFfXltW6cLUHj4s59srD+FIZahWdf5w5NkTz/9dNRNoIiw9vGU1WRMDetYzajIpQys1CzMVwxkVBlDugpF9nudswdPRtxSikqv2udSCp6YyOGJiRwAwHRczKz5az5fX2ng5loDDXvzicUAwAMwv25ift0EZv1tkgDGchoODqRaQXp/PsXlriLEn/1kY/0pDLEMzYZhRN0EitCVK1cwNTUVdTMoAqx9fAkhMBQsUXWnYmIh5Q/ZnikbGEzLKKQVmEuzSI9y2bEkaizObFl7TfbXBz8+nAEAuJ6H+XUT11f84dzXV+soNZwtX8v12kH6h8G50QJ+kD4w4IfoA4UU9g+kkGaQDsV26k/xxfpTGGIZmm2bEwIk2cLCAoNTQrH28SdLAvsGUhhqLlFVtbBUM1FeMzC0vsIPTgllPUDtJSGwf8APt5844k8iutawcX3FH859fbWBhXUT25la1AOwUDGxUDHx1q12kB7JqjjQ0SN9YCDFc6R3wIPUn+KD9acwxDI0ExFRvKUUCUeH/PNY82UZKzULzipwq2xgJKNyqCzdNyEEirqK4gEVzxzIAwBqloOZNQNzZQNzpQZmy/6M7tvhAVis+ufhX7hdaW0fzvhBet+AhvGcfxnOqJA5azcR0a7F0ExERHtWPqXg5IiM5ZqFD2b8859vrRvIqjKKHec7Ez2IjCrjkdEMHhnNtLbVLAe3SgZmy/4a0HMlA0u1rWfqbmoue/XufHubLAGj2XaIHs9pGM9rGGGYJiLaFWIZmjOZzNYHUWw9//zzUTeBIsLaJ5MQAiNZDc889xxWDeBORcFq3T/fOadJKKYZnuMue/ix0F4ro8o4MZLBiZH2Z4265eBW2cRsqRH0ShtYrFrbGtoNAI7bMeFYB0l0hmkV43n/9khW43rSHcKsP+0+rD+FIZah2XXvPRsmxVulUkEqlYq6GRQB1j7Z6tUqDgwPYzirYWHdwHLNwmrdxs2SgYGUhEFdZdCIKdeoQVIKkb2+rso4Pqzj+HB79Q7DdnGr7A/tbvZIL1S2d450k+u1z5XuJAlgJKNiLKdhIgjSYzkNo1k1kcthRV1/ihbrT2GIZWhuNBpRN4EidOnSJZw5cybqZlAEWPtka9Y/rUiYLOoYy2lYqJhYrlpYq9u4uWZgICWjqCsc8hoz9YUbyB97MupmdGmed390qB2kTcfF7bKJubLhzwJf8XuXK+bWs3Z3cj3gTtXCnaqF9xaqXfsKaRnDGfXuS1ZFJqaTkO3G+lN4WH8KQyxDMxERka7KOFLUMZ7TML9uYrlmoVS3gp5nGYNphmcKlyZLmCymMVlMd22vmg7uVEzMV0w/TK/7gbps3F+YBoBSw0Gp4eDayt0dCLoq4b/bsO3aSh3DGRX5lAxJ8OeBiKgXhmYiIoo1XZVxdMgPz82e59W6hZulBgopBQWGZ4pYVpPv6pUG/EnHmj3SzSC9ULFQajzY0pp16+7T1/7V9+cAAIokgl5ppauHeiijYjCtcEZ6Ikq0WIZmntOYbCdOnIi6CRQR1j7Ztqp/JggmYzkNC+smVmoWVuoWZkoNFNIKBlIMz3tVauRg1E3YEZlgtMSRYneYrlsO7lSs1vnOzVBdatj3dc50J9v1ep4/3aSrEgbTCgbTCgq6fz0YXBfSKgppObLzqeNaf9oe1p/CEMvQrCixfFu0TRMTE1E3gSLC2ifbduuf1WQcG9Yxntcwv25gtWZ3hedCWuEw1T1GGxiOugmh0lUZk0X5rmHetuNhpW61lrVqXaoWVuo2bPdBI7XfS123TNxe7x2qAf9nqztMt28P6jv3xVTS6k/dWH8KQyzTZbVa3fogiq3z589zMqiEYu2T7X7rn9VkHB/OoJKzMb9uYrVuY7Vu4uZaA4NpBQMMz3vG+rV3OBEQAEUWGAtm0t7I9TyUGzbqG7YfHEhhuWahbj/8yiNV00HVdDBXNnruFwDyKRmFtIJ8SkYu5V/nNRn5VHObfzslC4ht/vyx/snG+lMYYhmaiYiItiuXUnAipWDdsDG/7q/xvFq3sLbWwGBaxUCaEyTR3icJgUFdvSs0/4MzhwAANdNp9UwvBb3TyzULaw0bpYaNh+ikbvEAlA1nWxOcqZLoCtF+sO4I2h3biYh2GkMzEREREPR0KSg3bMxXTKzVLazULKytWSjqnF2Y4i2jychoMg4Npu/a53oe1g0HpYaNtbofoteC22sNf2KycsN54POpe7FcDyt1Gyt1G0DvnusmTcogf3MaGVVCVpORUWVkNAkZVQ7uS8hoMrLB9qwqQ72Pnmwior6FZiHEQQD/BMArAIYB3AbwRwB+2/O81W08Pgvg8wB+GsAzAA4BcAF8COD/BvAlz/M2P5GmgyzzW8ckKxaLUTeBIsLaJ1u/6j8QDM0uN5rDtq3WhROG7U5yZiDqJsSaJETrfP/Dg72PcVwPZaNXqLZbYft+16PeLtMVfi/5fTxGkcRdYbpXyE6rEtJKcAlu88uz3YU//xSGvoRmIcRxAN8FMAbgKwA+APACgH8A4BUhxCc8z9vqd9lfB/DvAKwA+Bb8wF0E8DMA/gWAnxNCnPU87+6FBzdIp+/+lpSS4/Tp01E3gSLC2idbv+s/EJx3WTb8CcOaH/xvlgzkNAmFtAItotmCqVtm4mjUTUg8WRIo6iqKurrpMbbjoWTYKDdsrBsOKqaDdcO/7d9v336YScu2w3a9bQ8V3yilCKQVuRWk9Y5Q3b4td4VtvSN0pxi8+4o//xSGfvU0/x78wPyq53lfam4UQvwvAH4NwBcA/LdbPMc8gL8L4D929igLIf57AN8G8BKAXwHwL7dqTKOxZa6mGLt48SLDU0Kx9sm2E/UXHT1s5YaNpWCN55Jh41bJQEqRMKgr0FWOcIpSbf46PzjvAYosWus/34vneWjYLiqGg3XTCYK07d83HKwH4boSbHd2Nl/fxbA9GLaN0kM8hyoJaIqElNy8lqApIriWoMnt272OSTWPUSRosn9bkZI55Jw//xSGhw7NQS/zjwO4AeB/27D7twD8fQD/lRDiH3met+m01p7nXQBwocf2dSHEvwTwfwH4NLYRmh1nZ4b/0N6wurrl2QAUU6x9su10/ZvDtuuWhqWqf75zuWFjsWpBwMKgriCr8bznKDi1ctRNoD4SQkBXZeiqjNEtjvU8D4tX3wX2nULNclAzXVQtBzXTQc1yUTWdntt3uid7K5brwTId9Hu9F1USUOXgIknt27LkB3VZQOm4rcoSlI7b/uPa29UgjMuSf6123G5eoj5dhT//FIZ+9DS/HFx/3fO8rvUKgsD7Hfih+kUA5x7wNazg2n7AxxMREfWFrso4NChjIq+11sAtBedtLtd43jNRmIQQ0GUg32OZrc14ngfT8VCz/CWyaqbbvm21b9ctF3XbRcNy0bBdNGwHhh1t2N6K5XqwXC/45BxOJ5IAugL0VkFblgRkISBLCK6b29Bxe8O21nEdjwmew6hJyK01IAn//HtZCP928HhJCP8iNfc3tyGRPfP0YPoRmh8Jri9vsv8K/NB8Eg8emn8xuP6z7Rw8MzODX//1X++571vf+tYDNoGIiKhNlSVM5FMYy2lYrdtYqpqt856n1wzkNQkFnec9E+02QgikFH9o873Owe7FDYaOt4O0f9sP1w4a9sag3dzvtLaZYY8n32EeOsJ6JHTg5uwDPVLAD+VSR5CWgjAu0L4vuq67Q7eEe+xrPm7DMQL+bSHar+Pf9h8nBCB13O58/MbbInj+5n1s3NZ8veAN93pM8xh0Pk/H45rfLXQ9R3BDbNweHNxuS/v9dv53R9fztl9AdBzT/RjRtT8X8r+3foTmQnC92akdze2bzLd4b0KIX4U/I/cFAH+wzcegUqm07uu6DgCo1+s4f/48AODQoUOYnJzE66+/DtP0T6HOZrN4+umnceXKFSwsLLQe//zzz6NSqeDSpUutbSdOnMDExETr+QB/5tbTp0/j4sWLXcMEz5w5g/n5eVy9erW17dSpU8jlcnjjjTda28bHxzE1NYW3334b1ao/YEfTNLzwwguYnp7GzMxM69innnoKAHDhQntEO9/T8626N99DXN5THOu0E+8JaNc+Lu8pjnXaqfcE+PWP4j1deqv9nkYGRzA8uB/V2csw7Ia/WI6kIH/kNIyVeZhr7TZlDkwBAGpzV1rbtMFxpIYmUJm+CM/xB1hJmo7swZNoLM7AWl9pHZs9/Bhco4b6wo3WttTIQWgDw1i/9k5rm5wZQGbiKGrz17uGMuaPPQmzvAxjqf2BUx8/AimVQfXm+61tan4I6dFDqM5ehmv6K/0KWUFucne8JwCtfXF5Tztdp6bO19/L72n92juh1mnonu9pDtA2f09yrghl6CBWZ66iYTRgugKWkCGPTKK6topapQTT9WcF97JDMBwPtfIaTFfAdAFbTsESChr1OkwXMFwB2wMcj72m98sDOobqx+vLjLj71Uc9DN7fd14PRXjew/0DEUL8GwC/BOCXPM/7/R77vwDgNwD8hud5/+w+n/vnAPwHAIsAPuF53rWtHnPu3Lk3VVV95oknnrifl6IYmZ+fx8TERNTNoAiw9sm2m+pft5z2ec/BMjwCQEFXkON5z31nlpehDQxH3Yw94fYzP9F1f99bX4uoJf3D+vtcz4PlBBfXbd02HReW68HuuO3v23Db8YL77dtO0INsB7ft5sVp32bUpCgEofnG5145G8oscP3oaW72JBc22d/cvnY/TyqE+DyA/wfAHQAvbycwNxmGcT8vRTFz9erVXfPBmcLF2ifbbqr/Xec91yyUgvVrV3jec98ZS7MMTQ9oY4imeJEApIMLUZwUf/d/gHHkcGiv14/Q/GFwfXKT/VPB9WbnPN9FCPG3APx7+MtQfcbzvCtbPISIiGjX6Tzvea1uY7HHec/5tIK0wvOeiYiIdqt+hObmzFo/LoSQOmfQFkLkAXwCQA3A97fzZEKIvwPgywDmcJ89zERERLuRJASGMiqGMirWDRuLFX+953XDwULFhAQgn1KQT8nsfaYdJR+YgDM3H3UziIj2lIf+atvzvI8AfB3AEQC/smH3bwPIAvg/O9doFkI8KoR4dONzCSH+HoB/C+AmgE8+aGBOpzkIJclOnToVdRMoIqx9su2V+udTCo4N63hsPIupkQyOD+kYyaowHBfTawbm1w3UTAcPO+dIkujjR6Juwp5ReO1VyAd2x2kMRER7RT96mgHglwF8F8AXhRBnAVwC8DH4azhfBvDahuObU5e2vk4XQrwMf3ZsCX7v9S/0WDttzfO839mqMZLEYW5J1pxFmZKHtU+2vVZ/XZVxoCBj34CGcsPGSs1GqWGhYjhYrttwqi4Ggt5nlctW3ZOUykTdhD0j9eKzGPvql6NuRl+5tgVJCXEaXdpVWP9kMhengYYZ2uv15a9w0Nv8HIA/hB+W/xGA4wB+F8CLnuctb+NpJjva84sAfqvH5R9upz21Wu0+Wk9x07mcDSULa59se7X+khAY1FUcG9ZxeiKHk6NZHB/WsW8gBdcD5koG5soG1g0bLnufe+pczoeSh/VPNtafwtCvnmZ4njcD4Be2eexdXcie5/0h/NBNRESUSJosYTyvYSynomo6WKnZWK1bqJg2yg0HyzULWVXm5GFEREQh6ltoJiIiov4QQiCXUpBLKThQSGGtbmO5bqHcsFHh5GFEREShimVoVpRYvi3apvHx8aibQBFh7ZMtrvWXJYHhrIrhrIq65fc+r9UtrBs2yoaDlTUbGVVgIKVAVyX0mA8k9tT8UNRNoAix/snG+lMYYpkuU6lU1E2gCE1NTW19EMUSa59sSah/78nDbFQMu2vysJwmQ0vQ8O306KGom0ARYv2TjfWnMMTyL2q9Xo+6CRSht99+O+omUERY+2RLUv27Jw/Ldk8eBuDWuombaw2s1CyYtht1c3dcdfZy1E2gCLH+ycb6Uxhi2dPsuvH/gECbq1arWx9EscTaJ1tS679x8rDVuu2f+2w6qJgObldMCAA5TY5tD7Rr8svyJGP9k431pzDEMjQTERElTefkYZ7nYd1wUGpsHqCzmoxUDAM0ERFRv8UyNCdxEhRq0zQt6iZQRFj7ZGP924QQGEgrGEhvHqDnYxSghRzLjzO0Tax/srH+FAbheV7Ubeirc+fOvanr+jOnTp2KuilERES7iud5qJgO1jYM4a6aTmwCNBERxZ+5OI16w7zxuVfOHg3j9WL5V9E0zaibQBGanp6OugkUEdY+2Vj/rQkhkE8pODSYxmPjWTw2nsUjoxkcH9IxltPgAZivtCcRM/bIJGLGynzUTaAIsf7JxvpTGGIZmi3LiroJFKGZmZmom0ARYe2TjfW/P80AfbDQDtAnNwnQyzULdcvBbh2dZq4tRN0EihDrn2ysP4WBJwEQERElXDNA51MKDgz4Q7hLDRulut0avr1Us2E7LjKqDF2TkFFlKBLnECEiovhjaCYiIqKWXgG63LBRNvzwXLcc1CwHy1ULqiyQUWVkVBkpRXAiTiIiiqVYhmZd16NuAkXoqaeeiroJFBHWPtlY//7rCtAAGraLdcPGesNBxbBRsxzULBeLNRO24/kBOuiFlkPshc4cmArttWj3Yf2TjfWnMMQyNBMREVH/pRUJaUXDaBZwXA9V08G60d0LXTEdLFYtaOyFJiKimIjlRGD1ej3qJlCELly4EHUTKCKsfbKx/uGSJX8t6AOFNE6NZfH4RA6PjmVxciSL40M6hjMqXACLNRM3VhtYqJhYN2w4bv8nE6vNXen7c9LewfonG+tPYWBPMxERET20TxRHzAAAHDtJREFUB+mF1lUJKUWCxF5oIiLaxRiaiYiIqK+avdAD6e5zocsNG1XDn0isarlYqtmwHBcpRYKuSAzRRES0K8UyNKuqGnUTKEKHDh2KugkUEdY+2Vj/3avdC6119UJXTAc100HdctGwXSzXbJgdITqtSkhvI0Rrg+MhvRPajVj/ZGP9KQyxDM2apkXdBIrQ5ORk1E2giLD2ycb67w2dvdAAYLseKoaNqumgarqomrYfoh0XqzUbhuMiJfu90OkgSG8M0amhiSjeCu0SrH+ysf4UhlhOBFar1aJuAkXo9ddfj7oJFBHWPtlY/71JkQQGdRUHCmmcHM3giX15nJ7I4ZGRLE6MZHCkmEYxo8ATwFrDxo3VBmZLDSzXLNRMB47roTJ9Meq3QRFi/ZON9acwxLKn2fP6PzMn7R2maUbdBIoIa59srH88KJJAIa2gEPREN4dzV4JLzXTQsBzUbRdrDRsN28WoY2OparV6o8NcI5qi5zl21E2gCLH+FIZYhmYiIiKKh43DuZshuhmkq6aDypp/XKlhY8F2oUgCKUVCSvZDtKYITi5GREQPLJahWZJiOeqctimbzUbdBIoIa59srH8y9ArRF+az2D+W8WfmNh00HBeG7V/Waw4sx4Um+0E6rfgzdKuSgGCQjgVJ06NuAkWI9acwxDI06zp/eJLs6aefjroJFBHWPtlY/2SSJYFnnwlqn/dP0WrYLmqmi6rlrw9dsxyYdrDdcrBSt+G6XleITikSFA7r3pOyB09G3QSKEOtPYYhlaDYMI+omUISuXLmCqampqJtBEWDtk431T67O2gshoKsydFXGMPwlKB3XC8Kzi2priSsHjWCW7lLDhmG7kIQIQrRoBWkO6979GoszSI9yybmkYv0pDLEMzbbNCQGSbGFhgR+cE4q1TzbWP7m2qr0sCeRSCnKp9jbTcVtrRNeCQN2wXBi2A8N2UQnWjFaldoDWZAFN5kRju421vsLQlGCsP4UhlqGZiIiI6F40WYKmSxgMzuhqDeu2XL9X2vTDtGG7MG0XhuNi3fBgOi5kIZBS/ACtyX7PtMJzpImIYouhmYiIiBKvc1g3OoZ1N2w/RNctF3Xb7432Q7QDw/GwbtpYrntwXA8pOeiNDmbu5qzdRETxEMvQnMlkom4CRej555+PugkUEdY+2Vj/5Nqp2suSQFaTkdXk1rZmj3QjCNB+mHb8IG27MBwPhu2ibDit4d3Nmbu1IFSrMlf56Kfs4ceibgJFiPWnMMQyNLuuG3UTKEKVSgWpVGrrAyl2WPtkY/2TK8zad/VIdyzWYQeTjdWDc6ObPdSG48J0XJi2h1LDP0/a89AVoP1rDvF+UK5Rg6QUom4GRYT1pzDE8qvORqMRdRMoQpcuXYq6CRQR1j7ZWP/k2g21VySBfErBWE7D4WIaJ0czeGJfDk9M5PDYWA6PjGZxcjSDE8MZHC6mUcwo0BQJtutirWFjrmzi+moDs6UGFiomVusWKobfg+16XtRvb1erL9yIugkUIdafwhDLnmYiIiKiqEld50m3mU4wU7cTDOkOhnubtgvT8Scbs4LzpS3Hg+16UIJh3qosQZUFNMm/5kzeREQ7j6GZiIiIKETNWbc3sl2vFaA7w7RhOzAdD5bjwnKAuuWi5DiwHBeS8J9PDZbDUiUBJRjqzUnIiIj6I5ahmee0JduJEyeibgJFhLVPNtY/ueJSe0USUDZMPAYArnd3mDZsf0Iy/3xpF5br91BXTQ+W68/mLYv2udKqLKAGvdOqHK9AnRo5GHUTKEKsP4UhlqFZUWL5tmibJiYmom4CRYS1TzbWP7niXvvNhnl7ngfLac/mbQbDvU3H84O048FyXdiOB9P10DBt2K7/GAEEAbrdO61K/n1ljw351gaGo24CRYj1pzDEMl1Wq9Wom0AROn/+PM6cORN1MygCrH2ysf7JldTaCyGgKf660AMb9rme1wrPfpj2e6Kbty3HhR30Tvszf7soOx5sx4ULBAFaQAl6pxWpfdlt51GvX3sH+WNPRt0MigjrT2GIZWgmIiIiSjJJCKQVgbRy97nTnucP4W5OPGYEQ7yNVg+1P9y7eQ615bioWR5sF7AdFx7QCtCd51B3Xrh0FhHFCUMzERERUYII4c/E3WsyMgBwggnJjGAWb7Pj2gx6oy3Xg+34505broea5Q8Dtz0PtutCFs1QLfUM1butt5qI6F5iGZplWd76IIqtYrEYdRMoIqx9srH+ycXa95csCWQ0GRn0/jzluN1Buvu62UPtwfGaw8D9Zbb83mo/bDd7q5vhWpbQCtOd19uZsEzObBycTknC+lMYYhma0+l01E2gCJ0+fTrqJlBEWPtkY/2Ti7UPlywJ6JIMXe29vzlBWVeQdl2YdnAd9FY7LmC7rt877QC258GwHDguWjOAAxvCtGj2VqO1LT1+JLw3T7tOZuJo1E2gBIhlaG40GlE3gSJ08eJFfoBKKNY+2Vj/5GLtd5fOCco20xzWbTvNWb79oG273fcd1++ptl0XjhucV+16aDgunCBoZ8uzWM8dgByEallCcC26t7Vuc2h4nNTmrzM4046LZWh2HCfqJlCEVldXo24CRYS1TzbWP7lY+72nGWhxj2ANtIeC261Q7bUmKrODcL28UsVQMQ3bBRzXheN5cFzA8fzHOp4Hx0Gw3YPrYVvBWhb+/TitaR1HTq0cdRMoAWIZmomIiIho72sOBb+X85eBJ/blg/Ol3dbQ7ta1s+G+6w8Ndz0/eLue34PteB5My+/RdjwE1/6a1pLwQ7YUhGkpCNbN7Z23peA2wzZRfDA0ExEREdGe1pyVe6ueayAIy0FPte32uDRnAQ/2O147ZLtBkHZd+ME66M12W9v8EO6Hbb/XWhLtHmyp1Xvth+r2tYAkdW8jot1DeJ4XdRv66ty5c2/quv7MqVOnom4KEREREe1xzZDtBBf/th+QbbfHPq99v3mc43pw4QdrNwjbbsc2x/Nfx3M9OECrd7szRMtCQLR6uTeG7va1YPCmBDAXp1FvmDc+98rZUE5oj2VPs23bUTeBIjQ/P4+JiYmom0ERYO2TjfVPLtY+2Xa6/lKwrvUmK3BtqjNId4fpdpBuX/vHN3uym73ZbhCmm6Hb6wjY/vnbaPVyu+gO3vAQhGh0Be6NwVoSgEDQ0w3Rekznsc0QL3ZhEDfLy9AGhqNuBsVcLEOzYRhRN4EidPXqVX54SijWPtlY/+Ri7ZNtt9a/OcmY9gCP9Scs6zi3umtY+IbAHQwd94eGIwjegOu58Dz4++HBa/ZmBz3d/v1gn+vPRu519IZ78J/PC57Xgz/kXKAdqv0w3Qzk3QG7uV1sCOLNxwt0PC647W+/v3BuLM0yNNOOi2VoJiIiIiLaq2RJQIbAJkthb4sXhO7WedheO4w3e7A7tzmdvdod+92OMN4O32iFcACtNbWbodwFOkK6//ztEO63z/EAdG7zPP9x8ACvR6BGEKo39HxnACxWzVbYbofydvgWAvDPdt8Qzje5jx7PQcnG0ExEREREFDNCCCjNdNknvYK0h3bwbgbqdk925/Ht2+1g3Q7NzZDveX44R0c49+CH6c7e8uZ9ANBkCUFub4dzAHDd9u1gO9B8vebz+q8Z5PaO8O4/Bl5H+AbaoXpDmO/c1nmsgH+QCLY1b6Pj8eh6jvY+bHjMvfY1Xx93HX/vY1qHdLWbXxRsFMvQnE6no24CRYiTwCUXa59srH9ysfbJxvqHp3mec3fc6j/X6w7InQF7475S6iRyhWwrEHeG986ebG/D7ebzovlcaId3t+O2/z8083MrbLfud4T3ztdHc1/Hse3HoOsxHrxWW/zjms/c8Xpovx9seDw6juve3NmWzse1N3Y+pvOLAl+7p757S8f9rn33d3znYzoP7vWva+OXCwXX63HUzollaJakrZcboPjK5XJRN4EiwtonG+ufXKx9srH+8SMFXbDyNsJ5Ri4glXqQM8e3p7MXutUrvbGXunPfxmM77qMZ2NEOvV7Hts5gvjE0d/WGdzyu3c6OANwZ2rtCd8fjOsJ0d4jvEfo7nrPzZlcg3xji28/W9dqbaa7otLGtm1EaArZAaLM/xzI012q1qJtAEXrjjTdw5syZqJtBEWDtk431Ty7WPtlY/2Tb6fo3z5PuGuucABtDrNczNHccs7FHu2N/+zm7j7nX6218zY37ZmoSPBvVe76JPoplaCYiIiIiIqIH03ked/eNrqNCas3dbgkBWfirq4WB45iJiIiIiIiINhHL0Kwo7EBPsvHx8aibQBFh7ZON9U8u1j7ZWP9kY/0pDLEMzalUKuomUISmpqaibgJFhLVPNtY/uVj7ZGP9k431pzDEMjTX6/Wom0ARevvtt6NuAkWEtU821j+5WPtkY/2TjfWnMMQyNLuuG3UTKELVamgT6dEuw9onG+ufXKx9srH+ycb6UxhiGZqJiIiIiIiI+iGWobk5RTolk6bt3AL3tLux9snG+icXa59srH+ysf4UBrFx0em97ty5c2/quv7MqVOnom4KERERERER9dmlS5dQr9ffOnv27LNhvF4se5pN04y6CRSh6enpqJtAEWHtk431Ty7WPtlY/2Rj/SkMsQzNlmVF3QSK0MzMTNRNoIiw9snG+icXa59srH+ysf4UBiXqBvTbjRs3HhVC4Lnnnou6KRSBl19+GZVKBW+88UbUTaGQsfbJxvonF2ufbKx/srH+yXX58mU4jvNoWK8Xy55mIiIiIiIion6IZWiWpFi+LdomXdejbgJFhLVPNtY/uVj7ZGP9k431pzAwXRIRERERERFtIpah2XXdqJtAEarX61E3gSLC2icb659crH2ysf7JxvpTGGIZmomIiIiIiIj6QXieF3Ub+uorX/mKraqqPDg4GHVTKAKXL1+G67p49NHQJtOjXYK1TzbWP7lY+2Rj/ZON9U+uUqkE0zSdz33uc6GsBhW70Hzu3LnrAAYA3Ii4KURERERERNR/RwCUz549ezSMF4tdaCYiIiIiIiLqF57TTERERERERLQJhmYiIiIiIiKiTTA0ExEREREREW2CoZmIiIiIiIhoEwzNRERERERERJtgaCYiIiIiIiLaRGxCsxDioBDiD4QQt4QQhhDihhDid4QQxajbRjsrqLW3yWU+6vbRwxNC/E0hxJeEEH8lhCgHtf13WzzmJSHEn4j/v717D7KkLO84/v0J6ArIQtbgQpSsIF5KDFHBEEFZJGKshIAYjCk0YMREE41QwUrFhIAmlphK4gWNkjK6JWhEsZBcCBgBuQhKDCIhKoKwixdYXFYusiyIPvmje+DsOD07B86cM9vz/VR1vdPXeWZfnuY8fbrfTtYnuTfJNUmOS7LVuOLWIzdM3ydZMcu5oJJ8ctzx6+FLsizJsUnOTnJDm8d3JrksyWuTzPgZxtzvh2H73/zvlyTvSnJBku+0fb8+yVeTnJRkWcc+5n5PDNP/48r9XrynOckewOXAzsA5wDeB5wEHAdcB+1fV7ZOLUPMpyWpgR+A9M6z+UVX93Xgj0qgluRrYG/gR8F3g6cDHq+pVHdsfBnwG2AicCawHDgWeBpxVVUeOI249csP0fZIVwE3A14DPznC4a6vqrHkLViOV5PXAB4FbgIuAm4EnAEcAS2ly/Mga+CBj7vfHsP1v/vdLkvuBq4CvA7cB2wH7AfsA3wf2q6rvDGxv7vfIMP0/ttyvqi1+As4HCnjTtOX/0C7/0KRjdJrX/l8NrJ50HE7z2scHAXsCAVa2eX1Gx7Y7tCfY+4B9BpYvobm4VsArJ/03Oc1L369o16+adNxOI+n7F9F86H3UtOXLaQqoAl4+sNzc79H0MPrf/O/RBCzpWP6Otp//cWCZud+zacj+H0vub/G3Z7ffMh9CUzh9YNrqk4B7gFcn2W7MoUkakaq6qKqur/bsuBm/Dfw88Mmq+srAMTYCf9nOvmEewtQ8GLLv1SNVdWFV/VtV/XTa8luBD7WzKwdWmfs98jD6Xz3S5u1MPtW2ew4sM/d7Zsj+H4utx/0L58FBbfu5GU6sdyf5Ik1RvR9wwbiD09g8JsmrgN1oLpRcA1xSVT+ZbFiagBe17XkzrLsE2AA8P8ljquq+8YWlMdo1yR8Cy4DbgSuq6poJx6TR+nHbPjCwzNxfPGbq/ynmf78d2raDfWruLx4z9f+Uec39PhTNT2vbb3Wsv56maH4qFs19thw4fdqym5K8pqounkRAmpjOc0JVPZDkJuCZwO7AN8YZmMbmxe30oCRfAI6uqpsnEpFGJsnWwO+1s4Mfks39RWCW/p9i/vdIkhOA7WmeY98HOICmYDplYDNzv6fm2P9T5jX3t/jbs2n+EQHu7Fg/tXzHMcSiyfgocDBN4bwd8CzgNJpnHP4zyd6TC00T4Dlh8doA/DXwXGCndjqQZhChlcAFPqrTC6cAewHnVtX5A8vN/cWhq//N/346geZxy+NoCqbzgEOq6gcD25j7/TWX/h9L7vehaNYiV1Vva599WltVG6rq2qp6Pc1AcI8FTp5shJLGoapuq6q/qqqrquqOdrqE5m6jLwNPAY6dbJR6JJL8CfCnNG/JePWEw9GYzdb/5n8/VdXyqgrNFyNH0Hxb/NUkz5lsZBqHufT/uHK/D0Xz1NWjpR3rp5bfMYZYtLBMDRTywolGoXHznKBNVNUDwIfbWc8HW6gkbwTeS/MKkoOqav20Tcz9HptD/8/I/O+H9ouRs2kKoWXAxwZWm/s9t5n+79pnpLnfh6L5urZ9asf6qdHVup55Vn9N3brh7ViLS+c5oX0W7sk0g8fcOM6gNHGeD7ZgSY4DTgWupSmYbp1hM3O/p+bY/7Mx/3uiqtbQXDh5ZpLHt4vN/UWio/9nM7Lc70PRfFHbHpJkk78nyeOA/Wnudf/SuAPTxO3Xtp4kF5cL2/bXZ1j3QmBb4HJH0Fx0PB9soZL8GfBu4Gqagum2jk3N/R4aov9nY/73y65tO/WGFHN/cZne/7MZWe5v8UVzVX0b+BzNoE9/PG3122iuLJxeVfeMOTSNQZJnzPRwf5IVwPvb2TPGGZMm7ixgHfDKJPtMLUyyBPibdvaDkwhM8yvJc6ZfPG2XHwwc3856PtiCJDmRZuCn/wEOrqp1s2xu7vfMMP1v/vdHkqcm+ZlbrZM8Ksk7gJ1piuAftqvM/R4Ztv/Hlfupqkd6jIlLsgdwOc0/4jk0w8n/Cs07nL8FPL+qbp9chJovSU6mGRTkEmANcDewB/AbwBLgXOBlVXX/pGLUI5fkcODwdnY58BKaq4aXtsvWVdUJ07Y/C9gIfBJYD/wWzWspzgJeUX04+S0Cw/R9+2qJPWn+f/Dddv0v8dA7PE+sqqkPUFrgkhwNrKL5NuFUZh4Zd3VVrRrYx9zviWH73/zvj/Z2/HcClwE30bxz9wk0IyLvDtxKcxHl6wP7mPs9MWz/jyv3e1E0AyR5EvB2mlszlgG3AGcDbxu4EqWeSXIg8Hrg2Tz0yqk7aG7jOp3mLoN+/Ee+iLUXR06aZZM1VbVi2j77A38B/CrNBZQbgI8A76uqudzSowVgmL5P8lrgZTSvo3k8sA2wFrgCeH9VXdp1EC08c+h7gIurauW0/cz9Hhi2/83//kiyF81nuwOAJ9K8Kuoemi/C/oMml39mIDhzvx+G7f9x5X5vimZJkiRJkkZti3+mWZIkSZKk+WLRLEmSJElSB4tmSZIkSZI6WDRLkiRJktTBolmSJEmSpA4WzZIkSZIkdbBoliRJkiSpg0WzJEmSJEkdLJolSZIkSepg0SxJkiRJUgeLZkmSJEmSOlg0S5I0hCQrk1SS1ZOOZa6SrGpjPnmGddVOK8YemCRJW4CtJx2AJEkLSZJjgBXAZ6vq6slGI0mSJs2iWZKkTR0DHAisBmYqmjcA1wHfG19I8+q6tv3xRKOQJGmBsmiWJGkIVXUl8PRJxzEqVdWbv0WSpPngM82SJEmSJHWwaJYkieZZ5iRFc2s2wEcHBsl6cOCv2QYCS/KFdt0xSXZI8rdJvp3k3iQ3Jnl7kiUD2x+c5Pwk65Lck+SSJC/YTJzbJ3lrkv9OcmeSjUmuT/K+JE96GH/3jAOBJTm5Xb6qnT86yZeT3J3kriQXJXnxZo796CRvTHJpkvVJ7kuyJslHkjxj2FglSZoEi2ZJkhr3Amt56Nneu9r5qekHQxxrJ+BK4C3AE4CtgCcDJwKfAkjyR8B/Ab8GbANsC7wA+HyS/Wc6aFtoXgu8A9in3ecB4CnAm4Cvde37SCT5MLAKeC7wU+BxwErgvCQv79hnF5p/g1OBA4ClwH3AbsBrgKuSHDHqWCVJGjWLZkmSgKo6s6qWA5e3i95cVcsHpn2HONxJbfuCqtoe2B54HU2Be2iSE4H3AKcAy6pqKc2I3VcAjwbePf2ASZYC5wK/CHwa2BtY0h5/D+ATNMX6Z5LsOESsm3MYcBTwBmCHNtbdgUtoPkecmmSTMVKSbAOc08Z4AfD8NtYdgF3bv30JcHqSPUYYqyRJI2fRLEnS6G0H/GZVXQZQVfdX1YeBj7Xr3w6cUVVvrao72m3WAL8LFLBvkt2mHfMtNIX1v1TVK6rqmqr6SbvvjVV1FHAezTfbx47wb9kROLaqPlRVG9rfd1Mb6/3ALjRF8aCjgX2BS4GXVtUVVfXjdt9bqup44DSab8qPH2GskiSNnEWzJEmj9+mqumGG5Z8f+Pmd01e2hfPUfntNW3102/79LL/3E20767PGQ7p54LgPqqrv09x+Dd2xvneqWJ7Bx9t2lLFKkjRyvnJKkqTR+9+O5be17UYeKo6nWwvsSXOrNQDtAF9PbGfPbQcsm8mj23boAcFm8ZWq6vp9U++qHox1a+B57expST7Qse9WbTvKWCVJGjmLZkmSRu+WjuU/adu1sxSiU9tsM7Bsl4Gfd57D7992DtvM1d2zrNvYtoOx/hwPFe/L5nD8xz6coCRJGheLZkmSFr7Bx6l2mnoOeoEajPXZVXX1xCKRJGkEfKZZkqSFb+3Az9MHCFtobuehb8sXeqySJG2WRbMkSZv6adtmolEMaEerniqcXzrJWDanHfjrK+3sgo5VkqS5sGiWJGlTd7XtKN91PAqr2vaEJL/QtVEak459Vdsek2Tv2TZMstNs6yVJmjSLZkmSNvV/bXtEkqUTjWRTpwA3Ao8HLk/yiiQPDqKVZLckfwBcBRw+oRin/DPwJWAJcGGS1yXZYWplkuVJjkpyMfDmSQUpSdJcWDRLkrSp04H7gQOAdUm+l2R1kssmGVQ7+NdLgG/QPCt8JnB3knVJNgBrgNOAXwa6RuYei/YW7cOAL9KMpv1PwA+T3J7kRzSji58BvJAJxypJ0uY4erYkSQOq6ptJXgz8ObAvsJwFcpG5qm5I8mzg94EjgWfR3EZ+L3ANzbe75wDnTyzIVlXdluRA4HeAo4Dn0hTQ9wPfBK4E/h3414kFKUnSHKT7NZGSJEmSJC1uC+LKuSRJkiRJC5FFsyRJkiRJHSyaJUmSJEnqYNEsSZIkSVIHi2ZJkiRJkjpYNEuSJEmS1MGiWZIkSZKkDhbNkiRJkiR1sGiWJEmSJKmDRbMkSZIkSR0smiVJkiRJ6mDRLEmSJElSB4tmSZIkSZI6WDRLkiRJktTBolmSJEmSpA4WzZIkSZIkdbBoliRJkiSpg0WzJEmSJEkd/h+s0X+PtdF9FQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.datasets import load_leukemia, load_kidney_transplant\n", "\n", "T, E = load_leukemia()['t'], load_leukemia()['status']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 863\n", " number of events = 140\n", " log-likelihood = -1458.88\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.29 0.03 0.24 0.35 <0.005 433.79\n", "mu_ 1139.65 101.52 940.68 1338.62 <0.005 94.73\n", "sigma_ 872.25 66.23 742.43 1002.06 <0.005 128.87\n", "---\n", "Estimated lower bound: 0.75 (0.70, 0.79)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using alternative functional forms\n", "\n", "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n", "\n", "With all parametric models, one important feature is the ability to extrapolate to unforseen times. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "class SimpleUpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"lambda_\"]\n", "\n", " _bounds = ((0, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, lambda_ = params\n", " return c * (1 - 1 /(lambda_ * times + 1))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 863\n", " number of events = 140\n", " log-likelihood = -1392.1610\n", " hypothesis = c_ != 1, lambda_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.4252 0.0717 0.2847 0.5658 <5e-05 49.6859\n", "lambda_ 0.0006 0.0002 0.0003 0.0009 <5e-05 inf\n", "---\n", "Estimated lower bound: 0.65 (0.57, 0.75)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 502 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n", "ax = saf.plot_survival_function(figsize=(8,4))\n", "saf.print_summary(4)\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-saf.summary.loc['c_', 'coef']),\n", " np.exp(-saf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-saf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Probabilistic cure models\n", "\n", "The models above are good at fitting to the data, but they offer less common interpretation of survival models. It would be nice to be able to use common survival models _and_ have some \"cure\" component. Let's suppose that for individuals that will experience the event of interest, their survival distrubtion is a Weibull, denoted $S_W(t)$. For a random selected individual in the population, thier survival curve, $S(t)$, is:\n", "\n", "$$ \n", "\\begin{align*}\n", "S(t) = P(T > t) &= P(\\text{cured}) P(T > t\\;|\\;\\text{cured}) + P(\\text{not cured}) P(T > t\\;|\\;\\text{not cured}) \\\\\n", " &= p + (1-p) S_W(t)\n", "\\end{align*}\n", "$$\n", "\n", "Even though it's in an unconvential form, we can still determine the cumulative hazard (which is the negative logarithm of the survival function):\n", "\n", "$$ H(t) = -\\log{\\left(p + (1-p) S_W(t)\\right)} $$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from autograd import numpy as np\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "class CureFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"p_\", \"lambda_\", \"rho_\"]\n", "\n", " _bounds = ((0, 1), (0, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, T):\n", " p, lambda_, rho_ = params\n", " sf = np.exp(-(T / lambda_) ** rho_)\n", " return -np.log(p + (1-p) * sf)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 863\n", " number of events = 140\n", " log-likelihood = -1385.1617\n", " hypothesis = p_ != 0.5, lambda_ != 1, rho_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "p_ 0.1008 1.3027 -2.4524 2.6540 0.7593 0.3973\n", "lambda_ 17387.3611 48787.7896 -78234.9494 113009.6717 0.7216 0.4708\n", "rho_ 0.6381 0.0790 0.4833 0.7930 <5e-05 17.7075\n", "---\n", "Estimated lower bound: 0.10 (2.65, -2.45)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 496 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cure_model = CureFitter().fit(T, E, timeline=np.arange(1, 10000))\n", "ax = cure_model.plot_survival_function(figsize=(8,4))\n", "cure_model.print_summary(4)\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " cure_model.summary.loc['p_', 'coef'],\n", " cure_model.summary.loc['p_', 'upper 0.95'],\n", " cure_model.summary.loc['p_', 'lower 0.95'],\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Under this model, it suggests that only ~10% of subjects are ever cured (however, there is a lot of variance in the estimate of the $p$ parameter). " ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }