{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Causal Survival Analysis\n", "The modules under `causallib.estimation` estimate treatment effect on outcomes that are measured at a particular time point (e.g., effect of smoking cessation on weight gain measured in 1982, or a binary outcome indicating occurrence of event within a specified observation period). Often, however, we are concerned with estimating treatment effect on the *expected time until the occurrence of an event*. This is called survival analysis, and when coupled with confounders adjustment, it is *causal survival analysis*. Modules for causal survival analysis can be found under `causallib.survival`. \n", "This example notebook uses the NHEFS (National Health Epidemiologic Followup Study) data. It includes 1629 cigarette smokers who were aged 25-74 years at baseline and who were alive through the year 1982. All 1629 individuals were then followed for a period of 10 years, in which 318 of them died before the end of 1992, so the survival time of the remaining 1311 individuals is aministratively censored at 10 years. \"Treatment assignment\" was smoking cessation status, with `A=1` indicating quitters and `A=0` indicatong non-quitters. \n", "We follow the analyses suggested by Hernán and Robins in their [Causal Inference book](https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/) to estimate the effect of smoking cessation on death." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "We start by loading the dataset (with some pre-processing, e.g. column selection and creation of square features/dummy varialbes). \n", "In addition to the standard `causallib` inputs of `X` - baseline covariates, `a` - treatment assignment and `y` - outcome indicator,\n", "a new variable `t` is introduced, measuring time from the beginning of observation period to an occurrence of event. \n", "An event may be right-censoring (where `y=0`) or an outcome of interest, or \"death\" (where `y=1`, which is also a type of censoring). " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X shape = (1629, 18)\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sexraceagesmokeintensitysmokeyrswt71age^2wt71^2smokeintensity^2smokeyrs^2active_1active_2education_2education_3education_4education_5exercise_1exercise_2qsmklongevitydeath
00142302979.0417646247.3216900841000000010121.00
10036202458.6312963437.4769400576001000000121.00
21156202656.8131363227.3761400676001000010121.00
3016835359.4246243530.73649280910000001026.01
40040201987.0916007584.6681400361101000100121.00
..................................................................
16240045402963.0520253975.30251600841000000000121.00
16251047203157.7222093331.5984400961000000000121.00
16261051403062.7126013932.54411600900000100000121.00
16270068154652.3946242744.71212252116100000100121.00
16280029301490.838418250.0889900196101000101121.00
\n", "

1629 rows × 21 columns

\n", "
" ], "text/plain": [ " sex race age smokeintensity smokeyrs wt71 ... education_5 exercise_1 exercise_2 qsmk longevity death\n", "0 0 1 42 30 29 79.04 ... 0 0 1 0 121.0 0\n", "1 0 0 36 20 24 58.63 ... 0 0 0 0 121.0 0\n", "2 1 1 56 20 26 56.81 ... 0 0 1 0 121.0 0\n", "3 0 1 68 3 53 59.42 ... 0 0 1 0 26.0 1\n", "4 0 0 40 20 19 87.09 ... 0 1 0 0 121.0 0\n", "... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", "1624 0 0 45 40 29 63.05 ... 0 0 0 0 121.0 0\n", "1625 1 0 47 20 31 57.72 ... 0 0 0 0 121.0 0\n", "1626 1 0 51 40 30 62.71 ... 0 0 0 0 121.0 0\n", "1627 0 0 68 15 46 52.39 ... 0 1 0 0 121.0 0\n", "1628 0 0 29 30 14 90.83 ... 0 1 0 1 121.0 0\n", "\n", "[1629 rows x 21 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from causallib.datasets.data_loader import load_nhefs_survival\n", "\n", "# Load and pre-process NHEFS data\n", "data = load_nhefs_survival()\n", "X, a, t, y = data.X, data.a, data.t, data.y\n", "print(f\"X shape = {X.shape}\")\n", "X.join(a).join(t).join(y)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
death01All
qsmk
09852161201
1326102428
All13113181629
\n", "
" ], "text/plain": [ "death 0 1 All\n", "qsmk \n", "0 985 216 1201\n", "1 326 102 428\n", "All 1311 318 1629" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "pd.crosstab(a, y, margins=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that 26.3% (428/1629) of individuals quit smoking, out of which 76.17% (326/428) survived at 10 years. In contrast, 82% (985/1201) of the NON-quitters survived. This is a surprising result, knowing the well-established health hazards of smoking. Of course, the quitters and non-quitters are not exchangable, meaning that treatment assignment is correlated with baseline covariates, such as age:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
age
qsmk
042.924230
146.696262
\n", "
" ], "text/plain": [ " age\n", "qsmk \n", "0 42.924230\n", "1 46.696262" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame([X.age, a]).T.groupby(\"qsmk\").agg({\"age\": \"mean\"}) # qsmk = quit smoking indicator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mean age was 46.7 for quitters and 43 for non-quitters, which might explain (at least some) of the excess mortality in the quitters group. We'll start by plotting unadjusted Kaplan-Meier curves, using the popular [`lifelines`](https://github.com/CamDavidsonPilon/lifelines) survival analysis Python package." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import lifelines\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = [12, 10]\n", "\n", "fig = plt.figure()\n", "ax = plt.axes()\n", "\n", "kmf = lifelines.KaplanMeierFitter()\n", "\n", "kmf.fit(durations=t[a == 0], event_observed=y[a == 0], label=\"non-quitters\")\n", "kmf.plot_survival_function(ax=ax)\n", "kmf.fit(durations=t[a == 1], event_observed=y[a == 1], label=\"quitters\")\n", "kmf.plot_survival_function(ax=ax)\n", "\n", "plt.title(\"Unadjusted survival of smoke quitters vs. non-quitters in a 10 years observation period\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unadjusted curves may also be computed with a built-in implementation using `causallib.survival.MarginalSurvival` (e.g., if [`lifelines`](https://github.com/CamDavidsonPilon/lifelines) is not installed)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def plot_survival_curves(curves, labels, title):\n", " survival_0 = round(100.0 * curves[0].values[-1], 2)\n", " survival_1 = round(100.0 * curves[1].values[-1], 2)\n", " diff = round(survival_1 - survival_0, 2)\n", " text = f\"Survival at 10 years, {labels[1]} : {survival_1}%, {labels[0]} : {survival_0}%, diff: {diff}%\"\n", " fig = plt.figure()\n", " ax = plt.axes()\n", " ax.plot(curves[0], label=labels[0])\n", " ax.plot(curves[1], label=labels[1])\n", " ax.grid()\n", " plt.legend()\n", " plt.title(title)\n", " plt.text(0, -0.1, text, transform=ax.transAxes, fontsize=14)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from causallib.survival.marginal_survival import MarginalSurvival\n", "\n", "marginal_survival = MarginalSurvival()\n", "marginal_survival.fit(X, a, t, y)\n", "population_averaged_survival_curves = marginal_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"Unadjusted survival of smoke quitters vs. non-quitters in a 10 years observation period\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Accounting for censoring (in this case, only death events), we still see a difference in survival at 10 years, in favor of cigarette smokers. A surprising result." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## WeightedSurvival\n", "See section 17.4 (\"IP weighting of marginal structural models\") of the [Causal Inference book](https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/). \n", " \n", " \n", "We can adjust for confounders by using `causallib`'s `WeightEstimator` (such as `IPW`) to generate a weighted pseudo-population, in which the quitters and non-quitters are exchangable. Then, we can compute survival curves on this weighted population to get an un-confounded effect.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAHgCAYAAAChG7dTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABpyElEQVR4nO3de3xV1Z3//9dbiBKqQAVHWqAVZsZYAQ0abIECjqCkLVRAxenQdqhtnV7t9FcZtdPay9gRwW+ttRervdBO01ZaA1PQBgU0WKGVKOGmhLbACNEo0IZLgyWEz++Ps4NJToAASU44eT8fj/PIPuuz9tqfvYnyYe11zlZEYGZmZpbNTst0AmZmZmZtzQWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllva6ZTsDaTp8+feK8887LdBpmZmbt4tlnn90ZEec0F3PBk8XOO+88ysrKMp2GmZlZu5D0f0eK+ZaWmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPB0IJIulPSqpBJJXRu0D5D0hKTnJW2Q9JlM5mlmZnaqccHTQUh6MzAPmAJsAB5oED4IfC4iLgTeAXxS0oXtn+WJWbC6klGzljHw1kcYNWsZC1ZXZjolMzPLtL1VcO/FsPeVdjmcC56TJGmBpGeTmZcbk7YPS9ok6RlJD0r6VtJ+jqSHJa1KXqOS9h7AQ8CNEfF0RHwO2CHpqwAR8XJEPJds7wVeAPpl4HSP24LVldxWvI7K6v0EUFm9n9uK17noMTPr7EpnQ/WLUHpXuxyu67G72DHcEBF/lpQLrJL0CPBF4BJgL7AMWJP0vRe4JyJ+K+ktwGLgbRGxBxjdcNCIuKW5g0k6DxgG/L4tTqa1zVlcwf7aOgAKT994uP2JhRupXtOLwYMHM3z4cGpraykqKkrbPz8/n/z8fGpqapg3b15avKCggCFDhrB7927mz5+fFh8xYgR5eXns3LmTRYsWpcXHjBnDoEGDqKqqoqSkJC0+btw4BgwYwLZt21i6dGlavLCwkL59+7J582aWL1+eFp84cSJ9+vShoqKClStXpsWnTJlCz549Wb9+PWVlZWnxadOm0b17d8rLyykvL0+LT58+nZycHFatWsWGDRvS4jNmzABgxYoVbNq0qVEsJyeH6dOnA1BaWsqWLVsaxbt37860adMAWLJkCdu3b28U79GjB1OnTgWgpKSEqqqqRvHevXszadIkABYuXMiuXbsaxfv27UthYSEAxcXF7Nmzp1G8f//+jB8/HoB58+ZRU1PTKD5w4EDGjh0LQFFREbW1tY3i559/PiNHjgRg7ty5NOXfPf/ugX/3Mva7d9p+1j/3e4bEISgvgrG3wFnnpvVtTZ7hOXk3SVoD/A4YAHwAKI2IP0dELfDLBn3HA9+SVA78Gugh6cyWHijp+zDw70mR1FyfGyWVSSrbsWPHiZ1RK3qpen+z7QcO1rVzJmZm1mGUzgYOpbbjULvM8igi2vwg2UrS5cAdwFURUSPpSeAbwJSI+Nekz03A+RHxKUk7gf4R8doJHCsHWAQsjoivt2SfgoKCaO5fbu1p1KxlVDZT9PTrlcvTt16RgYzMzCyj6tfuHGzwV2HXbvCZtSc9yyPp2YgoaC7mGZ6T0xP4S1LsXEBqQfEbgLGS3ph80uqaBv0fAz5d/0ZSfksOIknAD4AXWlrsdBQzJ+SRm9OlUVtuThdmTsjLUEZmZpZRpbNTszoNtcMsjwuek1MCdJX0AjCL1G2tSuC/gWeAp4GtwO6k/01AgaS1kp4HPtbC44widavsCknlyevdrXcabWfysH7cOXUo/XrlIlIzO3dOHcrkYafEmmszM2ttFY9C3YHGbXUHUu1tyLe02oCkMyNiXzLDMx/4YUSkryxrYx3hlpaZmVl78S2t9vflZGHyemALsCCj2ZiZmXVy/lh6G4iImzOdg5mZmb3OMzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwWIewYHUlo2YtY+CtjzBq1jIWrK7MdEpmZtaa9lbBvRfD3lcycngXPBkkaYGkZyVtkHRj0vZhSZskPSPpQUnfStrPkfSwpFXJa1Rms289C1ZXclvxOiqr9xNAZfV+bite56LHzCyblM6G6heh9K6MHL5rRo5q9W6IiD9LygVWSXoE+CJwCbAXWAasSfreC9wTEb+V9BZgMfC2TCTd2uYsrmB/bR0AhadvPNz+xMKNVK/pxeDBgxk+fDi1tbUUFRWl7Z+fn09+fj41NTXMmzcvLV5QUMCQIUPYvXs38+fPT4uPGDGCvLw8du7cyaJFi9LiY8aMYdCgQVRVVVFSUpIWHzduHAMGDGDbtm0sXbo0LV5YWEjfvn3ZvHkzy5cvT4tPnDiRPn36UFFRwcqVK9PiU6ZMoWfPnqxfv56ysrK0+LRp0+jevTvl5eWUl5enxadPn05OTg6rVq1iw4YNafEZM2YAsGLFCjZt2tQolpOTw/Tp0wEoLS1ly5YtjeLdu3dn2rRpACxZsoTt27c3ivfo0YOpU6cCUFJSQlVVVaN47969mTRpEgALFy5k165djeJ9+/alsLAQgOLiYvbs2dMo3r9/f8aPHw/AvHnzqKmpaRQfOHAgY8eOBaCoqIja2tpG8fPPP5+RI0cCMHfuXJry755/98C/e63yu1d3ALbvY0YcgvIiGHsLnHVu2n5tyTM8mXWTpDXA74ABwAeA0oj4c0TUAr9s0Hc88C1J5cCvgR6Szmw6oKQbJZVJKtuxY0fbn0EreKl6f7PtBw7WtXMmZmbWJqq3vb4dhzIyy6OIaPeDGki6HLgDuCoiaiQ9CXwDmBIR/5r0uQk4PyI+JWkn0D8iXmvpMQoKCqK5f5V1NKNmLaOymaKnX69cnr71igxkZGZmraZ+7c7BBn99de0Gn1nb6rM8kp6NiILmYp7hyZyewF+SYucC4B3AG4Cxkt4oqStwTYP+jwGfrn8jKb89k21LMyfkkZvTpVFbbk4XZk7Iy1BGZmbWakpnp2Z1GsrALI8LnswpAbpKegGYReq2ViXw38AzwNPAVmB30v8moEDSWknPAx9r94zbyORh/bhz6lD69cpFpGZ27pw6lMnD+mU6NTMzO1kVj6bW8DRUdyDV3o58S6uDkXRmROxLZnjmAz+MiPQVZy1wqtzSMjMzaw2+pXVq+XKyMHk9sAVYkNFszMzMsoA/lt7BRMTNmc7BzMws23iGx8zMzLKeCx4zMzPLei54zMzMLOu54DEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngMTMzs6zngsfMzMyyngseMzMzy3oueMzMzCzrueAxMzOzrOeC5wgkXS5pUTsf80JJr0oqkdS1QfsASU9Iel7SBkmfac+8zMzMTnUueNqRpC5Hib0ZmAdMATYADzQIHwQ+FxEXAu8APinpwrbMtSUWrK5k1KxlDLz1EUbNWsaC1ZWZTsnMOrK9VXDvxbD3lUxnYp1Q1hQ8kt4g6RFJayStl3S9pK2S7pRULqlM0iWSFkv6k6SPJftJ0pxkn3WSrm9m7OGSVkv6e0mXSiqV9Gwy1puS9uca9P/H+vdJDncl76+TdFMyU7NW0i+SPj2Ah4AbI+LpiPgcsEPSVwEi4uWIeC7Z3gu8APRr2yt6dAtWV3Jb8Toqq/cTQGX1fm4rXueix8yOrHQ2VL8IpXdlOhPrhLoeu8spoxB4KSLeAyCpJ3AX8GJE5Eu6B5gLjAK6AeuB+4GpQD5wMdAHWCVpef2gkkYC9wFXAy8D/wNcHRE7kuLoaxFxg6TdkvIjohz4EPCjBrntiohLkvFeAgZGxN8k9QKIiD3A6IYnExG3NHeSks4DhgG/P4Fr1GrmLK5gf20dAIWnbzzc/sTCjVSv6cXgwYMZPnw4tbW1FBUVpe2fn59Pfn4+NTU1zJs3Ly1eUFDAkCFD2L17N/Pnz0+Ljxgxgry8PHbu3MmiRel3HseMGcOgQYOoqqqipKQkLT5u3DgGDBjAtm3bWLp0aVq8sLCQvn37snnzZpYvX54WnzhxIn369KGiooKVK1emxadMmULPnj1Zv349ZWVlafFp06bRvXt3ysvLKS8vT4tPnz6dnJwcVq1axYYNG9LiM2bMAGDFihVs2rSpUSwnJ4fp06cDUFpaypYtWxrFu3fvzrRp0wBYsmQJ27dvbxTv0aMHU6dOBaCkpISqqqpG8d69ezNp0iQAFi5cyK5duxrF+/btS2FhIQDFxcXs2bOnUbx///6MHz8egHnz5lFTU9MoPnDgQMaOHQtAUVERtbW1jeLnn38+I0eOBGDu3Lk05d+9Dvq7V3eA7tt3Mi0OQXkRjL0Fzjo3bXyztpI1MzzAOuDKZDZldETsTtp/3SD++4jYGxE7gPqC453AzyOiLiJeAUqB4ck+byN1a2lSRLwI5AFDgMcllQNfAPonfb8PfCi5bXU98LMGuT3UYHstUCTp/aRuVbWYpDOBh4F/T4qk5vrcmMxmle3YseN4hj8uL1Xvb7b9wMG6NjummZ3Cqre9vh2HPMtj7U4RkekcWo2ks4F3Ax8FlgI3AAURsVPSjGT7U0nfrUAB8J/Auoj4YdL+P8AvgT3AHaRmg74UEY9IGgo8EBEjmjl2N1LFzExgekRMa3iciNiZvO8CjAEmAe8ChkbEMQsfSTnAImBxRHy9JdejoKAgmvsXXmsYNWsZlc0UPf165fL0rVe0yTHN7BRVv3bn4Guvt3XtBp9Z61kea1WSno2IguZiWTPDkyz6rYmInwJzgEtauOtTwPWSukg6h1Qx8kwSqwbeA9wp6XKgAjhH0ojkmDmSBgNExGvAYuC7NL6d1TDH04ABEfEEcAvQEzizBecm4AfACy0tdtrazAl55OY0XoOdm9OFmRPyMpSRmXVYpbNTszoNeZbH2lnWFDzAUOCZ5FbTl0jNzrTEfFIzM2uAZcB/RMThRQvJba6JwLdJrZ25FrhL0hqgHBjZYKwi4BDw2BGO1QX4qaR1wGrgmxFR3YIcRwEfAK5IFmCXS3p3C8+vTUwe1o87pw6lX69cRGpm586pQ5k8LKNrqc2sI6p4FOoONG6rO5BqN2snWXVLK9Mk3Qz0jIgvZjoXaNtbWmZmZh3N0W5pZdOntDJK0nzg7wEvYDEzM+tgXPC0koiYkukczMzMrHnZtIbHzMzMrFkueMzMzCzrueAxMzOzrOeCx8zMzLKeCx4zMzPLei54zMzMLOu54DEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngMTMzs6zngsfMzMyyngseMzMzy3qdouCRdLmkRcfR/6uSxrdgzJEnn13auN+XdGGy/fnWHr89LFhdyahZyxh46yOMmrWMBasrM52SmbWGvVVw78Ww95VMZ2J23DpFwXO8IuL2iFhyjG6XA61e8ETERyLi+eTtKVfwLFhdyW3F66is3k8AldX7ua14nYses2xQOhuqX4TSuzKdidlx65rpBJoj6Q3APKA/0AX4L+Au4OfAu4CDwI3AncA/AHMi4n5JAmYnfQK4IyIeajL2cOAB4FqgF/B14ExgJzAjIl6WNBdYFBG/krQV+DEwCcgBrgNeAz4G1El6P/BpYCNwP/CW5FD/HhFPS/py0jYo+fmNiPhmc+cYEQ9JehK4OckvV1I5sAH4E/DniPhGch5fA16NiHtP9Dq3hTmLK9hfWwdA4ekbD7c/sXAj1Wt6MXjwYIYPH05tbS1FRUVp++fn55Ofn09NTQ3z5s1LixcUFDBkyBB2797N/Pnz0+IjRowgLy+PnTt3smhR+qTemDFjGDRoEFVVVZSUlKTFx40bx4ABA9i2bRtLly5NixcWFtK3b182b97M8uXL0+ITJ06kT58+VFRUsHLlyrT4lClT6NmzJ+vXr6esrCwtPm3aNLp37055eTnl5eVp8enTp5OTk8OqVavYsGFDWnzGjBkArFixgk2bNjWK5eTkMH36dABKS0vZsmVLo3j37t2ZNm0aAEuWLGH79u2N4j169GDq1KkAlJSUUFVV1Sjeu3dvJk2aBMDChQvZtWtXo3jfvn0pLCwEoLi4mD179jSK9+/fn/HjUxOr8+bNo6amplF84MCBjB07FoCioiJqa2sbxc8//3xGjkz9G2Tu3Lk05d+9k/zde+84csqLIA5BeRGMvQXOOjetn1lH1VFneAqBlyLi4ogYAtT/3+HFiMgHngLmkioK3gF8JYlPBfKBi4HxwBxJb6ofNLkFdT9wNfAicB9wbURcCvwQ+NoR8tkZEZcA3wVujoityTj3RER+RDwF3Ju8Hw5cA3y/wf4XABOAy4AvSco5yjkCEBG3AvuT8acn+X0wOY/TgH8Gfto0UUk3SiqTVLZjx44jnE7beal6f7PtBw7WtXMmZtaqfntPqtiB1E/P8tgpRhGR6RzSSDofeAx4iNRMy1PJTMuoiKiUdAMwIiI+mvR/EbgI+BKwLiJ+mLT/D/BLYA/wA2A/cFVEvCRpCLAC2JwctgvwckRc1cwMT/1x3w58LSLGJzM3+yLi7uRYrwIvNTiNc4A8UrM1tRHxtaTfC8CVQPem55jEnyRVVJVJ2hcRZza4Lo8D/wGcC3wkIq492nUsKCiI5v4l15ZGzVpGZTNFT79euTx96xXtmouZtZL6tTsHX3u9rWs3+Mxaz/JYhyLp2YgoaC7WIWd4ImITcAmwDrhD0u1J6G/Jz0MNtuvfH+v23MukbkUNS94L2JDMoORHxNCIuOoI+9Yfq+4oxzkNeEeD8fpFxL4m+x8e4yjneDTfB2YAHyI149PhzJyQR25Ol0ZtuTldmDkhL0MZmdlJK539+uxOPc/y2CmmQxY8kt4M1ETET4E5pAqDlngKuF5SF0nnAGOAZ5JYNfAe4E5JlwMVwDmSRiTHzJE0+DjS3Auc1eD9Y6TW8tSfQ/7Rdm7hOdYmt7/qzSd1K2w4sPg4cm03k4f1486pQ+nXKxeRmtm5c+pQJg/rl+nUzOxEVTwKdQcat9UdSLWbnSI65KJlYCip9TeHgFrg48CvWrDffGAEsIbUouX/iIgqSRcARMQrkiYCvwFuILUG6JuSepK6Ft8gtUC4JRYCv5J0NalC5ybg25LWJmMtJ7Ww+XjOsakHgLWSnouI6RFxQNITQHVEdNhFMZOH9XOBY5ZNPrfx2H3MOrgOuYbHmpcsVn4OuC4i/nCs/plYw2NmZpYpp9waHkuXfBnhH4GlLSl2zMzM7HUd9ZaWNZF8GeGgTOdhZmZ2KvIMj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8FTxuQdLmkRZnOw8zMzFJc8JwiJHXJdA5HsmB1JaNmLWPgrY8watYyFqyuzHRKZnY0e6vg3oth7yuZzsSs3bjgASS9QdIjktZIWi/peklbJd0pqVxSmaRLJC2W9CdJH0v2k6Q5yT7rJF3fzNjDJa2W9PeSLpVUKunZZKw3Je3PNej/j/XvkxzuSt5fJ+kmSc9LWivpF+12gY5iwepKbiteR2X1fgKorN7PbcXrXPSYdWSls6H6RSi9K9OZmLWbrplOoIMoBF6KiPcASOoJ3AW8GBH5ku4B5gKjgG7AeuB+YCqQD1wM9AFWSVpeP6ikkcB9wNXAy8D/AFdHxI6kOPpaRNwgabek/IgoBz4E/KhBbrsi4pJkvJeAgRHxN0m92uRKHKc5iyvYX1sHQOHpGw+3P7FwI9VrejF48GCGDx9ObW0tRUVFafvn5+eTn59PTU0N8+bNS4sXFBQwZMgQdu/ezfz589PiI0aMIC8vj507d7JoUfpdxDFjxjBo0CCqqqooKSlJi48bN44BAwawbds2li5dmhYvLCykb9++bN68meXLl6fFJ06cSJ8+faioqGDlypVp8SlTptCzZ0/Wr19PWVlZWnzatGl0796d8vJyysvL0+LTp08nJyeHVatWsWHDhrT4jBkzAFixYgWbNm1qFMvJyWH69OkAlJaWsmXLlkbx7t27M23aNACWLFnC9u3bG8V79OjB1KlTASgpKaGqqqpRvHfv3kyaNAmAhQsXsmvXrkbxvn37UlhYCEBxcTF79uxpFO/fvz/jx48HYN68edTU1DSKDxw4kLFjxwJQVFREbW1to/j555/PyJEjAZg7dy5N+XfvCL97dQdg+z5mxCEoL4Kxt8BZ56btb5ZtPMOTsg64MplNGR0Ru5P2XzeI/z4i9kbEDqC+4Hgn8POIqIuIV4BSYHiyz9uAB4BJEfEikAcMAR6XVA58Aeif9P0+8KHkttX1wM8a5PZQg+21QJGk9wMHmzsRSTcmM1JlO3bsOKGLcTxeqt7fbPuBg3VtfmwzOwHV217fjkOe5bFOQxGR6Rw6BElnA+8GPgosBW4ACiJip6QZyfankr5bgQLgP4F1EfHDpP1/gF8Ce4A7SM0GfSkiHpE0FHggIkY0c+xupIqZmcD0iJjW8DgRsTN53wUYA0wC3gUMjYhmCx+AgoKCaG5WoTWNmrWMymaKnn69cnn61iva9Nhmdpzq1+4cfO31tq7d4DNrPctjWUHSsxFR0FzMMzyApDcDNRHxU2AOcEkLd30KuF5SF0nnkCpGnkli1cB7gDslXQ5UAOdIGpEcM0fSYICIeA1YDHyXxrezGuZ4GjAgIp4AbgF6Amce35m2vpkT8sjNabyeOjenCzMn5GUoIzM7otLZqVmdhjzLY52EC56UocAzya2mL5GanWmJ+aRmZtYAy4D/iIjDCx2S21wTgW8Dw4BrgbskrQHKgZENxioCDgGPHeFYXYCfSloHrAa+GRHVLcyzzUwe1o87pw6lX69cRGpm586pQ5k8rF+mUzOzpioeTa3haajuQKrdLMv5llYHIelmoGdEfLG1xmyPW1pmZmYdxdFuaflTWh2ApPnA3wNe9GJmZtYGXPB0ABExJdM5mJmZZTOv4TEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngMTMzs6zngsfMzMyyngseMzMzy3oueMzMzCzrueAxMzOzrOeCx8zMzLKeCx4zMzPLei54zMzMLOu54DEzM7Os54InQ5Ti629HtWB1JaNmLWPgrY8watYyFqyuzHRK1tHtrYJ7L4a9r2Q6E7MOxX/htiNJ50mqkPQTYD3wA0llkjZI+kqDfsMlrZC0RtIzks6S1EXSHEmrJK2V9G+ZOxNrDwtWV3Jb8Toqq/cTQGX1fm4rXueix46udDZUvwild2U6E7MOpWumE+iE/hH414j4naSzI+LPkroASyVdBGwEHgKuj4hVknoA+4EPA7sjYrikM4CnJT0WEVsydibWpuYsrmB/bR0AhadvPNz+xMKNVK/pxeDBgxk+fDi1tbUUFRWl7Z+fn09+fj41NTXMmzcvLV5QUMCQIUPYvXs38+fPT4uPGDGCvLw8du7cyaJFi9LiY8aMYdCgQVRVVVFSUpIWHzduHAMGDGDbtm0sXbo0LV5YWEjfvn3ZvHkzy5cvT4tPnDiRPn36UFFRwcqVK9PiU6ZMoWfPnqxfv56ysrK0+LRp0+jevTvl5eWUl5enxadPn05OTg6rVq1iw4YNafEZM2YAsGLFCjZt2tQolpOTw/Tp0wEoLS1ly5bG/xl2796dadOmAbBkyRK2b9/eKN6jRw+mTp0KQElJCVVVVY3ivXv3ZtKkSQAsXLiQXbt2NYr37duXwsJCAIqLi9mzZ08qUHcAtu9jRhyC8iIYewucdW7auZl1Rp7haX//FxG/S7anSXoOWA0MBi4E8oCXI2IVQETsiYiDwFXAByWVA78HepMqnhqRdGMya1S2Y8eOtj8bazMvVe9vtv3Awbp2zsROGdXbXt+OQ57lMWtAEZHpHDoNSecBiyJiiKSBwOPA8Ij4i6S5wJPAs8D9ETGqyb4PAw9ExOKWHq+goCCa+5evnRpGzVpGZTNFT79euTx96xUZyMg6tPq1Owdfe72tazf4zFrP8linIenZiChoLuYZnszpAfwV2C3pXOBdSXsF8CZJwwGS9TtdgcXAxyXlJO3nS3pDBvK2djJzQh65OV0ateXmdGHmhLwMZWQdWuns1KxOQ57lMTvMa3gyJCLWSFpNas3ONuDppP2ApOuB+yTlklq/Mx74PnAe8JwkATuAyRlI3drJ5GH9gNRanpeq9/PmXrnMnJB3uN2skYpHU2t4Gqo7kGqf+PXM5GTWgfiWVhbzLS0zM+tMfEvLzMzMOjUXPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBYxm1YHUlo2YtY+CtjzBq1jIWrK7MdEpmHcPeKrj3Ytj7SqYzMcsKLngsYxasruS24nVUVu8ngMrq/dxWvM5FjxlA6WyofhFK78p0JmZZoWumE+jMJL0BmAf0B7oA/wX8Efg6cCawE5gB1ADPAO+NiApJPweWRcSDmci7tcxZXMH+2joACk/feLj9iYUbqV7Ti8GDBzN8+HBqa2spKipK2z8/P5/8/HxqamqYN29eWrygoIAhQ4awe/du5s+fnxYfMWIEeXl57Ny5k0WLFqXFx4wZw6BBg6iqqqKkpCQtPm7cOAYMGMC2bdtYunRpWrywsJC+ffuyefNmli9fnhafOHEiffr0oaKigpUrV6bFp0yZQs+ePVm/fj1lZWVp8WnTptG9e3fKy8spLy9Pi0+fPp2cnBxWrVrFhg0b0uIzZswAYMWKFWzatKlRLCcnh+nTpwNQWlrKli1bGsW7d+/OtGnTAFiyZAnbt29vFO/RowdTp04FoKSkhKqqqkbx3r17M2nSJAAWLlzIrl27GsX79u1LYWEhAMXFxezZs6dRvH///owfPx6AefPmUVNT0yg+cOBAxo4dC0BRURG1tbWN4ueffz4jR44EYO7cuTSV8d+9giEMKi+COATlRTD2Fjjr3LR+ZtZynuHJrELgpYi4OCKGACXAfcC1EXEp8EPgaxGxG/gUMFfSPwNvPFKxI+lGSWWSynbs2NFOp3FiXqre32z7gYN17ZyJWQez9qFUsQOpn57lMTtpiohM59BpSTofeAx4CFgE/AVYAWxOunQBXo6Iq5L+DwDXABdHxPb0ERsrKCiI5mYGOopRs5ZR2UzR069XLk/fekUGMjLrAOrX7hx87fW2rt3gM2s9y2N2DJKejYiC5mKe4cmgiNgEXAKsA+4gVcxsiIj85DW0QbFzGvA2Ure33pipnFvTzAl55OZ0adSWm9OFmRPyMpSRWQdQOvv12Z16nuUxO2kueDJI0puBmoj4KTAHeDtwjqQRSTxH0uCk+2eBF4B/AX4kKScTObemycP6cefUofTrlYtIzezcOXUok4f1y3RqZplT8SjUHWjcVncg1W5mJ8y3tDJI0gRShc4hoBb4OHAQ+CbQk9Si8m8Ay4EFwGURsVfS14G9EfGlo43f0W9pmZmZtaaj3dLyp7QyKCIWA4ubCY1ppu1tDfb7/9osKTMzsyzkW1pmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWMttmB1JaNmLWPgrY8watYyFqyuzHRKZm1jbxXcezHsfSXTmZhZK+l0BY+kGZK+1cpjTpZ0YYP3X5U0vhXHv1zSbknlyev21hq7pRasruS24nVUVu8ngMrq/dxWvM5Fj2Wn0tlQ/SKU3pXpTMyslXTNdAJZYjKwCHgeICLaoiB5KiImtsG4LTJncQX7a+sAKDx94+H2JxZupHpNLwYPHszw4cOpra2lqKgobf/8/Hzy8/Opqalh3rx5afGCggKGDBnC7t27mT9/flp8xIgR5OXlsXPnThYtWpQWHzNmDIMGDaKqqoqSkpK0+Lhx4xgwYADbtm1j6dKlafHCwkL69u3L5s2bWb58eVp84sSJ9OnTh4qKClauXJkWnzJlCj179mT9+vWUlZWlxadNm0b37t0pLy+nvLw8LT59+nRycnJYtWoVGzZsSIvPmDEDgBUrVrBp06ZGsZycHKZPnw5AaWkpW7ZsaRTv3r0706ZNA2DJkiVs3769UbxHjx5MnToVgJKSEqqqqhrFe/fuzaRJkwBYuHAhu3btahTv27cvhYWFABQXF7Nnz55G8f79+zN+fKr+nzdvHjU1NY3iAwcOZOzYsQAUFRVRW1vbKH7++eczcuRIAObOnUtTrf67V3cAtu9jRhyC8iIYewucdW7afmZ2asm6GR5J75f0TDIT8j1JXSR9SNImSc8Aoxr0nSvp2gbv9zXYvkXSOklrJM1K2j4qaVXS9rCk7pJGAu8F5iTH/PuG40oaJ2l1MtYPJZ2RtG+V9BVJzyWxC1rp/G+UVCapbMeOHa0xJAAvVe9vtv3AwbpWO4ZZh1C97fXtOORZHrMsoYjIdA6tRtLbgNnA1IiolfQd4PfAfwGXAruBJ4DVEfEpSXOBRRHxq2T/fRFxpqR3AV8ExkdEjaSzI+LPknpHxK6k7x3AKxFxXzPjzCU147MI+AMwLiI2SfoJ8FxEfEPSVuD/Jft/ArgkIj5yhPO6HHgY2A68BNwcEenTAE0UFBREc7MNJ2LUrGVUNlP09OuVy9O3XtEqxzDLuPq1Owdfe72tazf4zFrP8pidAiQ9GxEFzcWybYZnHKnCZpWk8uT9Z4EnI2JHRBwAHmrBOOOBH0VEDUBE/DlpHyLpKUnrgOnA4GOMkwdsiYj6exA/BsY0iBcnP58FzjvKOM8Bb42Ii4H7gAUtOIdWNXNCHrk5XRq15eZ0YeaEvPZOxaztlM5Ozeo05Fkes6yQbQWPgB9HRH7yygO+fJT+B0mugaTTgNOPMf5c4FMRMRT4CtDtJPP9W/KzjqOsp4qIPRGxL9l+FMiR1Ockj31cJg/rx51Th9KvVy4iNbNz59ShTB7Wrz3TMGtbFY+m1vA0VHcg1W5mp7RsW7S8FPhfSfdExKuSzgZWA/dK6g3sAa4D1iT9t5KaEZpHah1OTtL+OHC7pKKGt7SAs4CXJeWQmuGp/4jS3iTWVAVwnqR/iIg/Ah8ASo/3pCT1JXX7LCRdRqpI23WM3Vrd5GH9XOBYdvvcxmP3MbNTUlYVPBHxvKQvAI8lMza1wCdJzfKsBKqB8ga7PEiqQFoDlAB/TcYpkZQPlEk6ADwKfJ7Uup7fAzuSn/VFzi+AByXdBBxeBB0Rr0n6EPBLSV2BVcD9J3Bq1wIfl3QQ2A/8c2TT4iszM7M2llWLlq2x1ly0bGZm1tF1pkXLZmZmZmmy6pbWqS65/fWZJs1PR8QnM5GPmZlZtnDB04FExI+AH2U6DzMzs2zjW1pmZmaW9VpU8Ei6TtJZyfYXJBVLuqRtUzMzMzNrHS2d4fliROyV9E5S30L8A+C7bZeWmZmZWetpacFT/4TI9wAPRMQjHPtbic3MzMw6hJYWPJWSvgdcDzyaPPHb63/MzMzslNDSomUasBiYEBHVwNnAzLZKyszMzKw1tajgSZ4a/irwzqTpIPCHtkrKzMzMrDW19FNaXwJuAW5LmnKAn7ZVUmZmZmatqaW3tKaQepp4/cM1X6L5p4ObmZmZdTgtLXgOJE/nDgBJb2i7lMzMzMxaV0sLnnnJp7R6SfoosAT4ftul1TlI+nyD7TxJ5Q1eeyT9exK7TtIGSYckNfsUWDMzMzuyFj1LKyLulnQlsAfIA26PiMfbNLPO4fPAfwNERAWQDyCpC1AJzE/6rQemAt9r/xRPzILVlcxZXMFL1ft5c69cZk7IY/KwfplOyzqTvVXwwwlww2Nw1rmZzsbMMqyli5bviojHI2JmRNwcEY9LuqutkzvVSZop6aZk+x5Jy5LtKyQ9DOQmszlFTXYdB/wpIv4PICJeSAqiU8KC1ZXcVryOyur9BFBZvZ/bitexYHVlplOzzqR0NlS/CKX+X5WZtfxp6VeS+pRWQ+9qps0aewr4HPBNoAA4Q1IOMBp4jNT3GuU3s98/Az9vryRb25zFFeyvTX05d+HpGw+3P7FwI9VrejF48GCGDx9ObW0tRUVNaz3Iz88nPz+fmpoa5s2blxYvKChgyJAh7N69m/nz56fFR4wYQV5eHjt37mTRokVp8TFjxjBo0CCqqqooKSlJi48bN44BAwawbds2li5dmhYvLCykb9++bN68meXLl6fFJ06cSJ8+faioqGDlypVp8SlTptCzZ0/Wr19PWVlZWnzatGl0796d8vJyysvL0+LTp08nJyeHVatWsWHDhrT4jBkzAFixYgWbNm1qFMvJyWH69OkAlJaWsmXLlkbx7t27M23aNACWLFnC9u3bG8V79OjB1KlTASgpKaGqqqpRvHfv3kyaNAmAhQsXsmvXrkbxvn37UlhYCEBxcTF79uxpFO/fvz/jx48HYN68edTU1DSKDxw4kLFjxwJQVFREbW1to/j555/PyJEjYW8Vc5/dx4w4BOVFMPYWz/KYdXJHneGR9HFJ64A8SWsbvLYAa9snxVPas8ClknoAfwNWkip8RpMqhtJIOp3UJ+J+eSIHlHSjpDJJZTt27DixrE/SS9X7m20/cLCu2XazVlc6+/XtOORZHjNDqQ9fHSEo9QTeCNwJ3NogtDci/tzGuWUFSUuB/wX6kCoSzwduBAaSuo5nNul/NfDJiLiqmbGeBG6OiPRpgWYUFBREczMIbW3UrGVUNlP09OuVy9O3XtHu+Vgns7cK7r0YDr72elvXbvCZtZ7lMctykp6NiGY/3HPUGZ6I2B0RWyPifcl6kv2kPpp+pqS3tEGu2egp4GZgebL9MWB18jH/2uQWV0Pv4xS+nQUwc0IeuTldGrXl5nRh5oS8DGVknUrp7NSsTkOe5THr9Fq6aHmSpD8AW4BSYCvwmzbMK5s8BbwJWBkRrwCv8frtrAeAtfWLlpPvN7oSKG44gKQpkrYDI4BHJC1ur+RPxORh/bhz6lD69cpFpGZ27pw61J/SsvZR8SjUHWjcVncg1W5mndZRb2kd7iStAa4AlkTEMEn/BLw/Ij7c1gnaicvULS0zM7NMOOFbWg3URsQu4DRJp0XEE6QW35qZmZl1eC39WHq1pDNJrUMpkvQqyXO1zMzMzDq6ls7wXE1qwfJngRLgT8CktkrKzMzMrDW19NESDWdzftxGuZiZmZm1iaMWPJJ+GxHvlLSX5Enp9SEgIqJHm2ZnZmZm1gqOWvBExDuTn2e1TzpmZmZmre+Ya3gkdZG08Vj9zMzMzDqqYxY8EVEHVPiblc3MzOxU1dKPpb8R2CDpGRp8HD0i3tsmWZmZmZm1opYWPF9s0yzMzMzM2lBLP5Ze2taJmJmZmbWVlj489B2SVknaJ+mApDpJe9o6OTMzM7PW0NJvWv4W8D7gD0Au8BHg222VlJmZmVlramnBQ0T8EegSEXUR8SOgsO3SMjMzM2s9LS14aiSdDpRLmi3ps8exb9aT9PkG23mSyhu89kj69yR2naQNkg5JSnvavKQ3SfqjpOckndWgvbukRyRtTPaf1S4nZmZmliVaWrR8IOn7KVIfSx8AXNNWSZ2CDhc8EVEREfkRkQ9cCtQA85PwemAqqafON5IUOAuAW0g9r+xXknIadLk7Ii4AhgGjJL2rDc6jxRasrmTUrGUMvPURRs1axoLVlZlMxzqTvVVw78Ww95VMZ2Jmp5CWFjyXknp21p6I+EpE/H/JLa5OQdJMSTcl2/dIWpZsXyHpYSA3mc0parLrOOBPEfF/ABHxQkRUNDN+DvBz4K6IeDgi7gV+DTyY7FcTEU8k2weA54D+bXKyLbBgdSW3Fa+jsno/AVRW7+e24nUueqx9lM6G6heh9K5MZ2Jmp5CWfg/PJOAeScuBh4CSiDjYdml1OE8BnwO+CRQAZyRFymjgMWBCMqPT1D+TKmSOKiJqgYlN2ppdFC6pF6k/j3tbnn7rmrO4gv21dQAUnv76U0eeWLiR6jW9GDx4MMOHD6e2tpaioqY1IOTn55Ofn09NTQ3z5s1LixcUFDBkyBB2797N/Pnz0+IjRowgLy+PnTt3smjRorT4mDFjGDRoEFVVVZSUlKTFx40bx4ABA9i2bRtLly5NixcWFtK3b182b97M8uVpk3FMnDiRPn36UFFRwcqVK9PiU6ZMoWfPnqxfv56ysrK0+LRp0+jevTvl5eWUl5enxadPn05OTg6rVq1iw4YNafEZM2YAsGLFCjZt2tQolpOTw/Tp0wEoLS1ly5YtjeLdu3dn2rRpACxZsoTt27c3ivfo0YOpU6cCUFJSQlVVVaN47969mTRpEgALFy5k165djeJ9+/alsDC1vK+4uJg9exp/mLN///6MHz8egHnz5lFTU9MoPnDgQMaOHQtAUVERtbW1jeLnv/VNjCwvgjgE5UUw9hY469y0a2Rm1lSLZngi4kPAPwC/JPVprT9J+n5bJtbBPAtcKqkH8DdgJanCZzSpYihNsubpvaSuWauQ1JVUAfXNiNh8hD43SiqTVLZjx47WOnQjL1Xvb7b9wMG6Njme2WF/eiJV7EDqp2d5zKyFFBEt75ya1SgEPgSMiYg+bZVYRyNpKfC/QB9gLXA+cCMwENgbEWc26X818MmIuKqZsZ4Ebo6I9H/+Hz2HHwL7IuKmlvQvKCiI5mYYTtaoWcuobKbo6dcrl6dvvaLVj2cGvL525+Brr7d17QafWetZHjMDQNKzEZH2oSBo+RcPvkvSXFLfw3MN8H2gb6tleGp4CriZ1ILjp4CPAasjVTHWNllgDKmZsGPezmopSXcAPYF/b60xT9TMCXnk5nRp1Jab04WZE/IylJF1CqWzX5/dqedZHjNroZYuWv4gqU8Q5UXEjIh4tJOt4YFUkfMmYGVEvAK8xuu3sx4A1tYvWpb0BuBKoLjhAJKmSNoOjAAekbS4JQeW1B/4T+BC4LlkgfRHWuGcTsjkYf24c+pQ+vXKRaRmdu6cOpTJw/plKiXrDCoehboDjdvqDqTazcyOocW3tCSdCwxP3j4TEa+2WVbWKtrqlpaZmVlH1Bq3tK4DngGuA6YBv5d0beulaGZmZtZ2Wvqx9C8Aw+tndSSdAywBftVWiZmZmZm1lpau4TmtyS2sXcexr5mZmVlGtXSGpyRZYFv/qaPrAa8UNDMzs1PCUQseSf8AnBsRMyVNBd6ZhFYC6V+ha2ZmZtYBHWuG5xvAbQARUUzyMWtJQ5PYpDbMzczMzKxVHGsdzrkRsa5pY9J2XptkZGZmZtbKjlXw9DpKLLcV8zAzMzNrM8cqeMokfbRpY/Itv8+2TUpmZmZmretYa3j+HZgvaTqvFzgFwOnAlDbMy8zMzKzVHLXgSZ4ZNVLSPwFDkuZHImJZm2dmZmZm1kpa9D08EfEE8EQb52JmZmbWJvxtyWZmZpb1XPCYmZlZ1nPBY2ZmZlnvlCl4JF0uadFx9P+qpPEtGHPkyWeXNu73JV2YbH/+OPY7U1KZpM2S3twkViSpQtJ6ST+UlNPaebe1BasrGTVrGQNvfYRRs5axYHVlplOyU8XeKrj3Ytj7SqYzMbNT1ClT8ByviLg9IpYco9vlQKsXPBHxkYh4PnnbooJHUldgHvA/wEzgfyX1aNClCLgAGErqSx8/0noZt70Fqyu5rXgdldX7CaCyej+3Fa9z0WMtUzobql+E0rsynYmZnaJa+rT04ybpDaT+Au8PdAH+C7iL1BPX3wUcBG4E7gT+AZgTEfdLEjA76RPAHRHxUJOxhwMPANeS+jborwNnAjuBGRHxsqS5wKKI+JWkrcCPST37Kwe4DngN+BhQJ+n9wKeBjcD9wFuSQ/17RDwt6ctJ26Dk5zci4pvNnWNEPCTpSeDmJL9cSeXABuBPwJ8j4hvJeXwNeDUi7gW+B/wmIu5LYnXALyRdHRG1EXH46fSSnkmOecqYs7iC/bV1ABSevvFw+xMLN1K9pheDBw9m+PDh1NbWUlSU/lza/Px88vPzqampYd68eWnxgoIChgwZwu7du5k/f35afMSIEeTl5bFz504WLUqfKBwzZgyDBg2iqqqKkpKStPi4ceMYMGAA27ZtY+nSpWnxwsJC+vbty+bNm1m+fHlafOLEifTp04eKigpWrlyZFp8yZQo9e/Zk/fr1lJWVpcWnTZtG9+7dKS8vp7y8PC0+ffp0cnJyWLVqFRs2bEiLz5gxA4AVK1awadOmRrGcnBymT58OQGlpKVu2bGkU7969O9OmTQNgyZIlbN++vVG8R48eTJ06FYCSkhKqqqoaxXv37s2kSanH7i1cuJBdu3Y1ivft25fCwkIAiouL2bNnT6N4/797I+PLiyAOQXkRjL0Fzjo37RzNzI6mzQoeoBB4KSLeAyCpJ6mC58WIyJd0DzAXGAV0A9aTKjamAvnAxUAfYJWkw3+DJLeg7gOuBl4mNSNydUTskHQ98DXghmby2RkRl0j6BHBzRHxE0v3Avoi4Oxn7Z8A9EfFbSW8BFgNvS/a/APgn4CygQtJ3j3COh0XErZI+FRH5Sfw8Ug9g/Yak04B/Bi5L+n64yb4LgAVNTyK5lfUB4DPNnCOSbiRVSPKWt7yluS4Z8VL1/mbbDxysa+dM7JSz7XepYgdSP0vvgolfz2xOZnbKUUS0zcDS+cBjwEOkZlqeSmZaRkVEpaQbgBER8dGk/4vARcCXgHUR8cOk/X+AXwJ7gB8A+4GrIuIlSUOAFcDm5LBdgJcj4qpmZnjqj/t24GsRMT6ZuWlY8LwKvNTgNM4B8kjN1tRGxNeSfi8AVwLdm55jEn+SVFFVJmlfRJzZ4Lo8DvwHcC7wkYi49jiv64PAXyPi34/Vt6CgIJqbLciEUbOWUdlM0dOvVy5P33pFBjKyU0L92p2Dr73e1rUbfGatZ3nMLI2kZyOioLlYm63hiYhNwCXAOuAOSbcnob8lPw812K5/f6wZp5dJ3YoalrwXsCEi8pPX0Ii46gj71h+r7ijHOQ14R4Px+kXEvib7Hx7jKOd4NN8HZgAfAn7Ygv6HSfoSqSLs/zue/TqCmRPyyM3p0qgtN6cLMyfkZSgjOyWUzn59dqde/SyPmdlxaLOCJ/mUUU1E/BSYQ6owaImngOsldZF0DjAGeCaJVQPvAe6UdDlQAZwjaURyzBxJg48jzb2kblHVe4zUWp76c8g/2s4tPMfaJp+omk/qVthwUrfMWiR5YOsE4H0RTf8G6PgmD+vHnVOH0q9XLiI1s3Pn1KFMHtYv06lZR1bxKNQdaNxWdyDVbmZ2HNpyDc9QYI6kQ0At8HHgVy3Ybz4wAlhDatHyf0RElaQLIPV8L0kTgd+QWqtzLfDNZP1MV+AbpBYIt8RC4FeSriZV6NwEfFvS2mSs5aQWNh/POTb1ALBW0nMRMT0iDkh6AqiOiONZwHI/8H/AytS6booj4qvHsX/GTR7WzwWOHZ/PbTx2HzOzFmizNTzWvGSx8nPAdRHxh7Y8Vkdaw2NmZtbWMrKGx9IlX0b4R2BpWxc7ZmZm9rq2vKVlTSRfRjgo03mYmZl1Np7hMTMzs6zngsfMzMyyngseMzMzy3oueMzMzCzrueAxMzOzrOeCx8zMzLKeCx4zMzPLei54zMzMLOu54DEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngsU5nwepKRs1axsBbH2HUrGUsWF2Z6ZSy194quPdi2PtKpjMxs06u0xU8kmZI+lYrjzlZ0oUN3n9V0vhWHH+6pLWS1klaIeni1hq7s1mwupLbitdRWb2fACqr93Nb8ToXPW2ldDZUvwild2U6EzPr5LpmOoEsMRlYBDwPEBG3t/L4W4CxEfEXSe8CHgDe3srH6BTmLK5gf20dAIWnbzzc/sTCjVSv6cXgwYMZPnw4tbW1FBUVpe2fn59Pfn4+NTU1zJs3Ly1eUFDAkCFD2L17N/Pnz0+Ljxgxgry8PHbu3MmiRYvS4mPGjGHQoEFUVVVRUlKSFh83bhwDBgxg27ZtLF26NC1eWFhI37592bx5M8uXL0+LT5w4kT59+lBRUcHKlSvT4lOmTKFnz56sX7+esrKytPi0adPo3r075eXllJeXp8WnT59OTk4Oq1atYsPa1bB9HzPiEJQXwdhb4Kxz0/YxM2sPWTfDI+n9kp6RVC7pe5K6SPqQpE2SngFGNeg7V9K1Dd7va7B9SzKjskbSrKTto5JWJW0PS+ouaSTwXmBOcsy/bziupHGSVidj/VDSGUn7VklfkfRcErvgSOcUESsi4i/J298B/Y9y/jdKKpNUtmPHjhO6htnsper9zbYfOFjXzpl0AtXbXt+OQ57lMbOMUkRkOodWI+ltwGxgakTUSvoO8Hvgv4BLgd3AE8DqiPiUpLnAooj4VbL/vog4M5lF+SIwPiJqJJ0dEX+W1DsidiV97wBeiYj7mhlnLqkZn0XAH4BxEbFJ0k+A5yLiG5K2Av8v2f8TwCUR8ZEWnOPNwAUt6VtQUBDN/Su9Mxs1axmVzRQ9/Xrl8vStV2QgoyxVv3bn4Guvt3XtBp9Z61keM2szkp6NiILmYtk2wzOOVGGzSlJ58v6zwJMRsSMiDgAPtWCc8cCPIqIGICL+nLQPkfSUpHXAdGDwMcbJA7ZExKbk/Y+BMQ3ixcnPZ4HzjpWUpH8CPgzc0oJzsGbMnJBHbk6XRm25OV2YOSEvQxllqdLZqVmdhjzLY2YZlG0Fj4AfR0R+8soDvnyU/gdJroGk04DTjzH+XOBTETEU+ArQ7STz/Vvys45jrKeSdBHwfeDq+lkmO36Th/XjzqlD6dcrF5Ga2blz6lAmD+uX6dSyS8WjUHegcVvdgVS7mVkGZNui5aXA/0q6JyJelXQ2sBq4V1JvYA9wHbAm6b+V1IzQPFLrcHKS9seB2yUVNbylBZwFvCwph9QMT/1He/YmsaYqgPMk/UNE/BH4AFB6vCcl6S2kZoM+0GC2yE7Q5GH9XOC0tc9tPHYfM7N2lFUzPBHxPPAF4DFJa0kVLm8iNcuzEngaeKHBLg8CYyWtAUYAf03GKQF+DZQlt8ZuTvp/kdSaoKeBhv9H/wUwM1mc/PcN8nkN+BDwy+Q22CHg/hM4tduB3sB3koXRXphjZmZ2HLJq0bI15kXLZmbWmXSmRctmZmZmabJtDc8pTdKHgM80aX46Ij6ZiXzMzMyyhQueDiQifgT8KNN5mJmZZRvf0jIzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngMTMzs6zngsfMzMyyngseMzMzy3oueMzMzCzrueAxMzOzrOeCx8zMzLKeCx4zMzPLei542pCkRyX1aqWx5kjaKGmtpPmtNa61vQWrKxk1axmX3fpTKr98Pr9ZWZ7plMzMOh0XPCdJ0hEfwBoR746I6lY61OPAkIi4CNgE3NZK41obWrC6ktuK11FZvZ9Pd53Pm+JV/vKbr7FgdWWmUzMz61Q6ZcEj6f2SnpFULul7kt6ezJx0k/QGSRskDUm2f5j0XS3p6mT/GZJ+LWkZsFTSmZJ+JGldMs41Sb+tkvok4zwiaY2k9ZKuT+KXSiqV9KykxZLedKScI+KxiDiYvP0d0L+NL5O1gjmLK9hfW8c5/IXarmdzmoIpepIflPwu06mZmXUqR5ydyFaS3gZcD4yKiFpJ3wHygF8DdwC5wE8jYr2k/waWRcQNyS2kZyQtSYa6BLgoIv4s6S5gd0QMTY7xxiaHLQReioj3JPGeknKA+4CrI2JHUgR9DbihBadxA/DQEc7vRuBGgLe85S0tuSTWhl6q3g/ATV3nU8vZAJzGIa7768+AazKYmZlZ59LpCh5gHHApsEoSpAqcV4GvAquA14Cbkr5XAe+VdHPyvhtQX0U8HhF/TrbHA/9cf4CI+EuTY64D/l9SGC2KiKckDQGGAI8neXQBXj5W8pL+EzgIFDUXj4gHgAcACgoK4ljjWdt6c69cDlS/xHVdSulGLQBn6CDTui6Hva/AWedmOEMzs86hMxY8An4cEY3WwCS3k84EckgVNn9N+l4TERVN+r49ibdIRGySdAnwbuAOSUuB+cCGiBjR4sSlGcBEYFxEuJg5BcyckMf++d9BNP7jylFA6V0w8esZyszMrHPpjGt4lgLXSvo7AElnS3or8D3gi6RmTu5K+i4GPq1kCkbSsCOM+Tjwyfo3TW9pSXozUBMRPwXmkLodVgGcI2lE0idH0uAjJS2pEPgP4L0RUXN8p2yZMnlYPyZ3X8MZOtiovUvUQsWjGcrKzKzz6XQzPBHxvKQvAI9JOg2oBf4XqI2In0nqAqyQdAXwX8A3gLVJ3y2kZliaugP4tqT1QB3wFaC4QXwoMEfSoeR4H4+IA5KuBb4pqSepP4tvABuOkPq3gDN4/RbY7yLiYyd6Haz95N76h0ynYGbW6cl3RrJXQUFBlJWVZToNMzOzdiHp2YgoaC7WGW9pmZmZWSfT6W5pdXSSvg2MatJ8b0T8KBP5mJmZZQMXPB1MRHzy2L3MzMzsePiWlpmZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnW63QFj6QZkr7VymNOlnRhg/dflTS+Fce/WtJaSeWSyiS9s7XGbokFqysZNWsZA299hFGzlrFgdWV7Hv7UsLcK7r0Y9r6S6UzMzKwZna7gaSOTgcMFT0TcHhFLWnH8pcDFEZEP3AB8vxXHPqoFqyu5rXgdldX7CaCyej+3Fa9z0dNU6WyofhFK78p0JmZm1oyse1q6pPcDNwGnA78HPgF8ELgNqAbWAH9L+s4FFkXEr5L3+yLizGT7FuD9wCHgNxFxq6SPAjcmY/8R+ACQD7wXGCvpC8A1wBfrx5U0Drib1LVeBXw8Iv4maSvwY2ASkANcFxEbmzuniNjX4O0bgDipi3Qc5iyuYH9tHQCFp7+e3hMLN1K9pheDBw9m+PDh1NbWUlRUlLZ/fn4++fn51NTUMG/evLR4QUEBQ4YMYffu3cyfPz8tPmLECPLy8ti5cyeLFi1Ki48ZM4ZBgwZRVVVFSUlJWnzcuHEMGDCAbdu2sXTp0rR4YWEhffv2ZfPmzSxfvjwtPnHiRPr06UNFRQUrV65Mi0+ZMoWep+1n/XO/Z0gcgvIiGHsLnHVuWl8zM8ucrJrhkfQ24HpgVDIbUkeqaPkKMAp4Jw1mYo4yzruAq4G3R8TFwOwkVBwRw5O2F4APR8QK4NfAzIjIj4g/NRinGzAXuD4ihpIqej7e4FA7I+IS4LvAzcfIaYqkjcAjpGZ5jtTvxuS2V9mOHTuOdarH9FL1/mbbDxysO+mxs0bpbFJ1MRCHPMtjZtYBKaLdJgvanKRPAZ8HXk2acoH9wNqI+GDS5ybg/Ij41JFmeCT9P2BjRDzYZPyxwB1AL+BMYHFEfKyZceYCi4A/APdFxJikfRzwyYiYmszwjIqISklvB74WEcdc9yNpDHB7S/oWFBREWVnZsbod1ahZy6hspujp1yuXp2+94qTGzgr1a3cOvvZ6W9du8Jm1nuUxM2tnkp6NiILmYlk1wwMI+HEy05IfEXnAl4/S/yDJNZB0GqlbVUczF/hUMlvzFaDbSeb7t+RnHS28vRgRy4FBkvqc5LFbZOaEPHJzujRqy83pwswJee1x+I6vdHZqVqchz/KYmXU42VbwLAWulfR3AJLOBlaTWl/TW1IOcF2D/luBS5Pt95JaSwPwOPAhSd0bjANwFvByMs70BuPsTWJNVQDnSfqH5P0HgNLjPSlJ/yBJyfYlwBnAruMd50RMHtaPO6cOpV+vXERqZufOqUOZPKxfexy+46t4FOoONG6rO5BqNzOzDiOrFi1HxPPJwuHHkhmbWuCTpGZ5VpJatFzeYJcHgf+VtAYoAf6ajFMiKR8ok3QAeJTUrbIvkloIvSP5WV/k/AJ4MLlddm2DfF6T9CHgl5LqFy3ffwKndg3wQUm1pG7RXR/teC9y8rB+LnCO5HPNrjM3M7MOJqvW8FhjrbGGx8zM7FTRmdbwmJmZmaXJqltap7rk9tdnmjQ/HRGfzEQ+ZmZm2cIFTwcSET8CfpTpPMzMzLKNb2mZmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8ZmZmlvVc8JiZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPK1E0uWSRjZ4/zFJH2zF8edI2ihpraT5knq11tjHsmB1JaNmLWPgrY8watYyFqyubK9Dd2x7q+Dei2HvK5nOxMzMjsEFT+u5HDhc8ETE/RHxk1Yc/3FgSERcBGwCbmvFsY9owepKbiteR2X1fgKorN7PbcXrXPQAlM6G6heh9K5MZ2JmZsfgp6Ufg6QFwACgG3BvRDwgqRD4b6ALsBP4MPAxoE7S+4FPA+OAfcAi4CcRcVky3nnAwogYKulS4OvAmck4MyLi5ebyiIjHGrz9HXBtK59qs+YsrmB/bR0AhadvPNz+xMKNVK/pxeDBgxk+fDi1tbUUFRWl7Z+fn09+fj41NTXMmzcvLV5QUMCQIUPYvXs38+fPT4uPGDGCvLw8du7cyaJFi9LiY8aMYdCgQVRVVVFSUpIWHzduHAMGDGDbtm0sXbo0LV5YWEjfvn3ZvHkzy5cvT4tPnDiRPn36UFFRwcqVK18P1B2A7fuYEYegvAjG3gJnnZu2v5mZdQye4Tm2GyLiUqAAuEnSucCDwDURcTFwXURsBe4H7omI/Ih4qn7niNgInC5pYNJ0PfCQpBzgPuDaZPwfAl9raU7Ab5oLSLpRUpmksh07dhz3yTb1UvX+ZtsPHKw76bFPadXbXt+OQ57lMTPr4BQRmc6hQ5P0ZWBK8vY84G7ggoiY3ky/fRFxd9P3kj4PHIqIWZKeI1X0nAGsADYnQ3QBXo6Iq46Rz3+SKr6mxjH+8AoKCqKsrKyFZ9q8UbOWUdlM0dOvVy5P33rFSY19yqpfu3PwtdfbunaDz6z1LI+ZWQZJejYiCpqLeYbnKCRdDowHRiSzOauB8hMY6iFgmqTzgYiIPwACNiQzQvkRMbQFxc4MYCIw/VjFTmuZOSGP3Jwujdpyc7owc0Jeexy+YyqdnZrVacizPGZmHZoLnqPrCfwlImokXQC8g9RanjH1t6gknZ303Quc1dwgEfEnoA74IqniB6ACOEfSiGScHEmDj5RIsm7oP4D3RkTNSZ9ZC00e1o87pw6lX69cRGpm586pQ5k8rF97pdDxVDyaWsPTUN2BVLuZmXVIvqV1FJLOABaQupVVAfQCvgzkklq0fBrwakRcmcze/Ao4RINFyw1ucd0MzAEGJmt+kJQPfJNUYdUV+EZEPHiEXP5I6jbYrqTpdxHxsaPl3xq3tMzMzE4VR7ul5YIni7ngMTOzzsRreMzMzKxT8/fwdDCSvg2MatJ8b0T8KBP5mJmZZQMXPB1MRHwy0zmYmZllG9/SMjMzs6zngsfMzMyyngseMzMzy3oueMzMzCzrueAxMzOzrOeCx8zMzLKeCx4zMzPLei54zMzMLOu54DEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws63W6gkfSDEnfauUxJ0u6sMH7r0oa35rHSMYdLumgpGtbe+zjtWB1JaNmLWPgrY8watYyFqyuzHRKr9tbBfdeDHtfyXQmZmbWQXS6gqeNTAYOFzwRcXtELGnNA0jqAtwFPNaa456IBasrua14HZXV+wmgsno/txWv6zhFT+lsqH4RSu/KdCZmZtZBdM10Aq1N0vuBm4DTgd8DnwA+CNwGVANrgL8lfecCiyLiV8n7fRFxZrJ9C/B+4BDwm4i4VdJHgRuTsf8IfADIB94LjJX0BeAa4Iv140oaB9xN6lqvAj4eEX+TtBX4MTAJyAGui4iNRzm1TwMPA8NP7gqdvDmLK9hfWwdA4emvp/zEwo1Ur+nF4MGDGT58OLW1tRQVFaXtn5+fT35+PjU1NcybNy8tXlBQwJAhQ9i9ezfz589Pi48YMYK8vDx27tzJokWLGgfrDjDmpVIGxSEoL4Kxt8BZ557kGZuZ2akuq2Z4JL0NuB4YFRH5QB2pouUrwCjgnTSYiTnKOO8CrgbeHhEXA7OTUHFEDE/aXgA+HBErgF8DMyMiPyL+1GCcbsBc4PqIGEqq6Pl4g0PtjIhLgO8CNx8ln37AlKTfsXK/UVKZpLIdO3Ycq/sJeal6f7PtBw7Wtcnxjkv1NohDqe045FkeMzMDsm+GZxxwKbBKEkAuMBJ4MiJ2AEh6CDj/GOOMB34UETUAEfHnpH2IpDuAXsCZwOJjjJMHbImITcn7HwOfBL6RvC9Ofj4LTD3KON8AbomIQ8l5HVFEPAA8AFBQUBDHyO+EvLlXLpVJ0VNy4ILD7f165fLdGVccfp+Tk8OMGTOOOE737t2PGu/Zs+dR43369Gkcr1+7c+i11Pu6A57lMTMzIMtmeAABP05mWvIjIg/48lH6HyS5BpJOI3Wr6mjmAp9KZmu+AnQ7yXz/lvys4+jFZwHwi+Q22LXAdyRNPsljn7CZE/LIzenSqC03pwszJ+RlKKNE6ezXZ3fqeZbHzMzIvoJnKXCtpL8DkHQ2sJrU+preknKA6xr030pqRghS63Byku3HgQ9J6t5gHICzgJeTcaY3GGdvEmuqAjhP0j8k7z8AlB7vSUXEwIg4LyLOA34FfCIiFhzvOK1l8rB+3Dl1KP165SJSMzt3Th3K5GH9MpVSSsWjqVmdhuoOpNrNzKxTy6pbWhHxfLJw+LFkxqaW1C2kLwMrSS1aLm+wy4PA/0paA5QAf03GKZGUD5RJOgA8Cnye1GLk3wM7kp/1Rc4vgAcl3URqBqY+n9ckfQj4paT6Rcv3t/qJZ8DkYf0yX+A09bmjrfk2M7POTBFtsszDOoCCgoIoKyvLdBpmZmbtQtKzEVHQXCzbbmmZmZmZpcmqW1qnuuT212eaND8dEZ/MRD5mZmbZwgVPBxIRPwJ+lOk8zMzMso1vaZmZmVnWc8FjZmZmWc8Fj5mZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGZmZpb1XPCYmZlZ1nPBY2ZmZlnPBY+ZmZllPRc8rUTS5ZJGNnj/MUkfbMXxr5O0QdIhSQWtNW6HtrcK7r0Y9r7SJsMvWF3JqFnLGHjrI4yatYwFqyvb5DhmZpZ5Lnhaz+XA4YInIu6PiJ+04vjrganA8lYcs2MrnQ3VL0LpXa0+9ILVldxWvI7K6v0EUFm9n9uK17noMTPLUn5a+jFIWgAMALoB90bEA5IKgf8GugA7gQ8DHwPqJL0f+DQwDtgHLAJ+EhGXJeOdByyMiKGSLgW+DpyZjDMjIl5uLo+IeCHZv43OtIPZWwXlRcyNa+DZffDKA9DldAAGDx7M8OHDqa2tpaioKG3X/Px88vPzqampYd68eWnxgoIC5ix+ldMO7qfw9M2UHLgAgP21dcxZXMHkYf3a9tzMzKzdueA5thsi4s+ScoFVkv4XeBAYExFbJJ2dxO8H9kXE3QCSxgFExEZJp0saGBFbgOuBhyTlAPcBV0fEDknXA18DbjiZZCXdCNwI8Ja3vOVkhsqs0tkQh15/X70Nev99qw3/UvV+ujdTO75Uvb/VjmFmZh2HC55ju0nSlGR7AKliYnlSvBARf27BGPNIFTqzkp/XA3nAEODxZNamC9Ds7M7xiIgHgAcACgoK4mTHy4hkdoe6A8zglxDA/m5wzVo469zD3XJycpgxY8YRh+nevfsR42/u9SqV1Rye3Xm9Pffk8zczsw7Ha3iOQtLlwHhgRERcDKwGyk9gqIeAaZLOByIi/gAI2BAR+clraERc1TqZn+Kazu5A6n0rruWZOSGP3Jwujdpyc7owc0Jeqx3DzMw6Dhc8R9cT+EtE1Ei6AHgHqbU8YyQNBJB0dtJ3L3BWc4NExJ+AOuCLpIofgArgHEkjknFyJA1uszM5lVQ8CnUHGrfVHUi1t5LJw/px59Sh9OuVi4B+vXK5c+pQr98xM8tSijg173q0B0lnAAuA80gVKL2ALwO5pBYtnwa8GhFXJrM3vwIO0WDRcoM1PTcDc4CBEbE1acsHvkmqsOoKfCMiHjxCLlNIrfk5B6gGyiNiwtHyLygoiLKyshM4czMzs1OPpGcjotmvbnHBk8Vc8JiZta3a2lq2b9/Oa6+9lulUOpVu3brRv39/cnJyGrUfreDxomUzM7MTtH37ds466yzOO++8zvO1IRkWEezatYvt27czcODAFu/nNTwdjKRvSypv8vpQpvMyM7N0r732Gr1793ax044k0bt37+OeVfMMTwcTEZ/MdA5mZtZyLnba34lcc8/wmJmZdUIf+chHeP7554/aZ8aMGfzqV79Ka9+6dSs/+9nPjvuYRxqvPbjgMTMz64S+//3vc+GFF57Qvida8GSSCx4zM7N2smB1JaNmLWPgrY8watayVnlg8Zw5c/jmN78JwGc/+1muuOIKAJYtW8b06dN57LHHGDFiBJdccgnXXXcd+/btA+Dyyy+n/pO8P/jBDzj//PO57LLL+OhHP8qnPvWpw+MvX76ckSNHMmjQoMOzM7feeitPPfUU+fn53HPPPdTV1TFz5kyGDx/ORRddxPe+9z0gtcD4U5/6FHl5eYwfP55XX331pM/3RLngMTMzawcLVldyW/E6Kqv3E0Bl9X5uK1530kXP6NGjeeqppwAoKytj37591NbW8tRTT3HRRRdxxx13sGTJEp577jkKCgr4+te/3mj/l156if/6r//id7/7HU8//TQbN25sFH/55Zf57W9/y6JFi7j11lsBmDVrFqNHj6a8vJzPfvaz/OAHP6Bnz56sWrWKVatW8eCDD7Jlyxbmz59PRUUFzz//PD/5yU9YsWLFSZ3ryfCiZTMzs3YwZ3EF+2vrGrXtr61jzuKKk/qW90svvZRnn32WPXv2cMYZZ3DJJZdQVlbGU089xXvf+16ef/55Ro0aBcCBAwcYMWJEo/2feeYZxo4dy9lnpx4ccN1117Fp06bD8cmTJ3Paaadx4YUX8sorrzSbw2OPPcbatWsPzwDt3r2bP/zhDyxfvpz3ve99dOnShTe/+c2HZ58ywQWPmZlZO3ipev9xtbdUTk4OAwcOZO7cuYwcOZKLLrqIJ554gj/+8Y8MHDiQK6+8kp///OcnPP4ZZ5xxePtIX1YcEdx3331MmND4AQCPPtp6jwQ6Wb6lZWZm1g7e3Cv3uNqPx+jRo7n77rsZM2YMo0eP5v7772fYsGG84x3v4Omnn+aPf/wjAH/9618bzd4ADB8+nNLSUv7yl79w8OBBHn744WMe76yzzmLv3r2H30+YMIHvfve71NbWArBp0yb++te/MmbMGB566CHq6up4+eWXeeKJJ076XE+UCx4zM7N2MHNCHrk5XRq15eZ0YeaEvJMee/To0bz88suMGDGCc889l27dujF69GjOOecc5s6dy/ve9z4uuugiRowYkbZGp1+/fnz+85/nsssuY9SoUZx33nn07NnzqMe76KKL6NKlCxdffDH33HMPH/nIR7jwwgu55JJLGDJkCP/2b//GwYMHmTJlCv/4j//IhRdeyAc/+MG022ntyc/SymJ+lpaZWdt64YUXeNvb3tbi/gtWVzJncQUvVe/nzb1ymTkh76TW77SWffv2ceaZZx4uUm644QamTJmS6bSOqrlr72dpmZmZdQCTh/XrEAVOU1/+8pdZsmQJr732GldddRWTJ0/OdEqtzgWPmZlZJ3f33XdnOoU25zU8bUjSo5J6tdJY10naIOmQpGan604FDb906713/oq/zh4Ce5v/mKOZmVlrccFzkiQdcZYsIt4dEdWtdKj1wFRgeSuN1+6afunWdX/9Obl/3c7mh2/PdGpmZpblOmXBI+n9kp6RVC7pe5LeLmmtpG6S3pDMpAxJtn+Y9F0t6epk/xmSfi1pGbBU0pmSfiRpXTLONUm/rZL6JOM8ImmNpPWSrk/il0oqlfSspMWS3nSknCPihYioaJcL1EYafunWe09fT23XszlNwZu3FnuWx8zM2lSnW8Mj6W3A9cCoiKiV9B0gD/g1cAeQC/w0ItZL+m9gWUTckNyaekbSkmSoS4CLIuLPku4CdkfE0OQYb2xy2ELgpYh4TxLvKSkHuA+4OiJ2JEXQ14AbTvL8bgRuBHjLW95yMkO1uoZfrtVPOw9vKw5B6V0w8evN7WZmZnbSOuMMzzjgUmCVpPLk/SDgq8CVQAEwO+l7FXBr0u9JoBtQX0U8HhF/TrbHA9+uP0BE/KXJMdcBV0q6S9LoiNhNqsgaAjyejP8FoP/JnlxEPBARBRFRcM4555zscK2q/su1zuEvfIYfcQPzADhDB6G8yLM8ZmYd3MiRI4/Z57zzzmPnzp1p7U8++eQJPUvrSOMdr85Y8Aj4cUTkJ6+8iPgy0Bs4EziLVGFT3/eaBn3fEhEvJLG/tvSAEbGJ1IzQOuAOSbcnY29oMPbQiLiqdU6xY6r/0q2bus5HNPn+p/pZHjMz67BO5uGfJ1rwtJbOWPAsBa6V9HcAks6W9Fbge8AXgSKg/m/excCnJSnpO+wIYz4OfLL+TdNbWpLeDNRExE+BOaSKnwrgHEkjkj45kga3zil2TJOH9ePOqUOZ0PW51KxOQ3UHoKLjPHPFzKzN7K2Cey9utVntrVu3MmTIkMPv7777br785S9z+eWXc8stt3DZZZdx/vnnH36i+nve8x7Wrl0LwLBhw/jqV78KwO23386DDz4IwJw5cxg+fDgXXXQRX/rSlw6PfeaZZwJw6NAhPvGJT3DBBRdw5ZVX8u53v/vwg0MB7rvvPi655BKGDh3Kxo0b2bp1K/fffz/33HMP+fn5PPXUU+zYsYNrrrmG4cOHM3z4cJ5++mkAdu3axVVXXcXgwYP5yEc+csTndx2vTreGJyKel/QF4DFJpwG1wP8CtRHxM0ldgBWSrgD+C/gGsDbpuwWY2MywdwDflrQeqAO+AhQ3iA8F5kg6lBzv4xFxQNK1wDcl9ST1Z/ENYENzeUuaQmrNzznAI5LKI2JCc307ssnD+sGwLZlOw8wsc0pnQ/WL7bJ28eDBgzzzzDM8+uijfOUrX2HJkiWMHj2ap556ire+9a107dr1cKHx1FNPcf/99/PYY4/xhz/8gWeeeYaI4L3vfS/Lly9nzJgxh8ctLi5m69atPP/887z66qu87W1v44YbXl+C2qdPH5577jm+853vcPfdd/P973+fj33sY5x55pncfPPNAPzLv/wLn/3sZ3nnO9/Jiy++yIQJE3jhhRf4yle+wjvf+U5uv/12HnnkEX7wgx+0yrXodAUPQEQ8BDx0hFgd8PYGTf/WTJ+5wNwG7/cB/9pMv/OSzcXJq2m8HBjTtP0Iec0H5rekr5mZdVB7q1JrFuNQ6ufYW+Csc9vscFOnTgXg0ksvZevWrUDquVvf/OY3GThwIO95z3t4/PHHqampYcuWLeTl5fHggw/y2GOPMWxY6qbGvn37+MMf/tCo4Pntb3/Lddddx2mnnUbfvn35p3/6pyMet7i4mOYsWbKE559//vD7PXv2sG/fPpYvX354n/e85z288Y1NPwd0YjplwWNmZpYRpbNTxQ68vnbxJGd5unbtyqFDhw6/f+211w5vn3HGGQB06dKFgwdTSwmGDx9OWVkZgwYN4sorr2Tnzp08+OCDXHrppam0Irjtttv4t39L+/d+izV33KYOHTrE7373O7p169ZsvLV1xjU8HZqkbyffD9Tw9aFM52VmZiepfnan7kDqfd2BVvmE6rnnnsurr77Krl27+Nvf/saiRYuO2v/0009nwIAB/PKXv2TEiBGMHj2au++++/AMzoQJE/jhD3/Ivn37AKisrOTVV19tNMaoUaN4+OGHOXToEK+88gpPPvnkMfM866yz2Lt37+H3V111Fffdd9/h9+Xl5QCMGTOGn/3sZwD85je/4S9/afrB5xPjgqeDiYhPNvjkVv3rR5nOy8zMTlLD2Z16rfAJ1ZycHG6//XYuu+wyrrzySi644IJj7jN69Gj+7u/+jtzcXEaPHs327dsZPXo0kCpE/uVf/oURI0YwdOhQrr322kaFCsA111xD//79ufDCC3n/+9/PJZdcQs+ePY96zEmTJjF//vzDi5a/+c1vUlZWxkUXXcSFF17I/fffD8CXvvQlli9fzuDBgykuLm6175RTa61+to6noKAgysrKMp2GmVnWeuGFF3jb297Wss7/7wLY+3J6+1lvgs9tbN3E2sG+ffs488wz2bVrF5dddhlPP/00ffv2bbfjN3ftJT0bEc0+b9JreMzMzNrDKVjUHM3EiROprq7mwIEDfPGLX2zXYudEuOAxMzOz49aSdTsdidfwmJmZWdZzwWNmZnYSvBa2/Z3INXfBY2ZmdoK6devGrl27XPS0o4hg165dx/39PV7DY2ZmdoL69+/P9u3b2bFjR6ZT6VS6detG//79j2sfFzxmZmYnKCcnh4EDB2Y6DWsB39IyMzOzrOeCx8zMzLKeCx4zMzPLen60RBaTtAP4vxPYtQ+ws5XTsaPzNc8MX/f252ve/jrTNX9rRJzTXMAFj6WRVHakZ5FY2/A1zwxf9/bna97+fM1TfEvLzMzMsp4LHjMzM8t6LnisOQ9kOoFOyNc8M3zd25+vefvzNcdreMzMzKwT8AyPmZmZZT0XPJ2MpEJJFZL+KOnWZuJnSHooif9e0nkNYrcl7RWSJrRr4qewE73mks6TtF9SefK6v92TP0W14JqPkfScpIOSrm0S+1dJf0he/9p+WZ/aTvKa1zX4Pf91+2V96mvBdf//JD0vaa2kpZLe2iDWuX7XI8KvTvICugB/AgYBpwNrgAub9PkEcH+y/c/AQ8n2hUn/M4CByThdMn1OHf11ktf8PGB9ps/hVHu18JqfB1wE/AS4tkH72cDm5Ocbk+03ZvqcOvrrZK55EtuX6XM4FV8tvO7/BHRPtj/e4P8vne533TM8nctlwB8jYnNEHAB+AVzdpM/VwI+T7V8B4yQpaf9FRPwtIrYAf0zGs6M7mWtuJ+aY1zwitkbEWuBQk30nAI9HxJ8j4i/A40BheyR9ijuZa24nriXX/YmIqEne/g6of8R4p/tdd8HTufQDtjV4vz1pa7ZPRBwEdgO9W7ivpTuZaw4wUNJqSaWSRrd1slniZH5X/Xt+Yk72unWTVCbpd5Imt2pm2e14r/uHgd+c4L6nvK6ZTsDMjuhl4C0RsUvSpcACSYMjYk+mEzNrZW+NiEpJg4BlktZFxJ8ynVQ2kfR+oAAYm+lcMsUzPJ1LJTCgwfv+SVuzfSR1BXoCu1q4r6U74Wue3D7cBRARz5K6V39+m2d86juZ31X/np+Yk7puEVGZ/NwMPAkMa83ksliLrruk8cB/Au+NiL8dz77ZxAVP57IK+EdJAyWdTmqBbNNPRPwaqF+tfy2wLFIr3H4N/HPyiaKBwD8Cz7RT3qeyE77mks6R1AUg+ZfvP5JaWGhH15JrfiSLgaskvVHSG4GrkjY7uhO+5sm1PiPZ7gOMAp5vs0yzyzGvu6RhwPdIFTuvNgh1vt/1TK+a9qt9X8C7gU2kZgv+M2n7Kqn/GAC6Ab8ktSj5GWBQg33/M9mvAnhXps/lVHmd6DUHrgE2AOXAc8CkTJ/LqfJqwTUfTmrNwl9JzWBuaLDvDcmfxR+BD2X6XE6V14lec2AksI7UJ4zWAR/O9LmcSq8WXPclwCvJ/0fKgV832LdT/a77m5bNzMws6/mWlpmZmWU9FzxmZmaW9VzwmJmZWdZzwWNmZmZZzwWPmZmZZT0XPGadlKTJkkLSBQ3aLpe0qBXGntv0idjN9Llc0sjjHLe7pCJJ6yStl/RbSWdK6iXpEyeXdaPjnCdp/UmO0ew1SNprJJ3VoO0byZ9Fn5M55jHyuVzS7uRRJRWSlkua2CD+MUkfTLYvSJ5cvlrS30u6SdILkoraKj+ztuaCx6zzeh/w2+RnJlxO6jtYjsdngFciYmhEDCH1bKBaoBepp85nRPIN2cfjjyQPeZR0GnAF7fMtt09FxLCIyANuAr4laRxARNwfET9J+k0GfpX0/ROpa3tlRExvyUFO4HqYtTkXPGadkKQzgXeSKhj+uUm4h6RHklmA+yWdJqlLMjOxPpld+WwyTn7ywMe1kuYn39ja9Fhb62cuJBVIelLSecDHgM8mMwmjk2+WfljSquQ1qpnU30SDwiAiKiL1VfmzgL9PxpqTzPoslfRckm99cXFeMlPxoKQNkh6TlJvELpW0RtIa4JMN8j9P0lPJWM/Vz0olMyZPSfo18LxSvpVctyXA3x3lj+AXwPXJ9uXA08DBBsd8v6RnkvP5nl7/xu3vKvWQzQ2SvtLkGn+lwflewDFERDmpL6j7VDLGlyXdLOndwL8DH5f0hKT7gUHAbyR9VtIbJP0wyW91g2s7Q9KvJS0Dlh6jX7GkEkl/kDS7wXkUJuewRtLSpK3ZccyOW6a/+dAvv/xq/xcwHfhBsr0CuDTZvhx4jdRfcF2Ax0k97uJS4PEG+/dKfq4FxibbXwW+kWzPBa5NtrcCfZLtAuDJZPvLwM0NxvwZ8M5k+y3AC83knQ+8CqwE7gD+MWk/D1jfoF9XoEey3YfUjIqSfgeB/CQ2D3h/g3MZk2zPqR8P6A50S7b/EShrcK3+CgxM3k9NrlcX4M1Adf01aHIOc5Nr+jvgjcCDpB7ouDXJ9W3AQiAn6f8d4IPJ9tnJzy6knjl1UYNr/Olk+xPA95s57uXAomau5wtN/zya+bNp+Gf43w2uWS9S3/L7BmAGqW9SPrsF/TaTemZcN+D/SD3T6RxST+8e2ORcmx0n0/8N+XXqvTztaNY5vQ+4N9n+RfL+2eT9M5F6iCOSfk5qJmgpMEjSfcAjwGOSepIqfEqT/X5M6hEZJ2o8cKGk+vc9JJ0ZEfvqGyKiXKnnil2V9F8laQSwv8lYAv5b0hjgENAPODeJbYnU7AbJOZ8nqVdyLsuT9v8B3pVs55C69ZMP1NH4Aa7PRMSWZHsM8POIqANeSmY6jqaY1Oza24F/a9A+jlSBuSq5FrmkijyAaZJuJFXQvQm4kFShVj9e/TlNPcax6+nYXdJcBbxX0s3J+26kClRIFcV/bkG/pRGxG0DS88BbSRV/y+uvZwvGeeEEcrdOzAWPWScj6WxSa0aGSgpSswUhaWbSpenzZiIi/iLpYmACqVtR04DPtvCQB3n99nm3o/Q7DXhHRLx2tMGSAqgYKJZ0iNSzhB5u0m06qRmDSyOiVtLWBsf+W4N+daQKiqP5LKlnEV2c5Ngwv78eY9+jeYhUcfLjiDjUoNBT0nZbw85KPbT3ZmB48ucxl8bXs/686mj5/9uHcfyFg4BrIqKiSX5vp/H1OFq/pn8GR8u32XHMjpfX8Jh1PtcC/xMRb42I8yJiALAFGJ3EL1Pq6cunkVpn8ttkDc5pEfEw8AXgkuRf6H+RVL/fB4BS0m0lNWMBqQei1tsLnNXg/WPAp+vfJDMqjUgapWSdkFJPh76Q1C2RpmP1BF5Nip1/IjWDcEQRUQ1US3pn0tRwcW5P4OWIOJScY5cjDLMcuF6p9U5vAv7pGMf8P1IP5P1Ok9BS4FpJf5ec59mS3gr0IFVQ7JZ0Lq/PQJ0QSRcBXwS+fZy7LgY+raRCU+pp3CfTr97vgDFJYVdfmJ/IOGbNcsFj1vm8D5jfpO1hXv+01irgW6T+5b8l6dsPeFJSOfBToH724V+BOZLWkloP8tVmjvcV4F5JZaT+NV9vITAlWZg7mtSnhgqUWgD9PKmZpKb+HiiVtA5YDZQBD0fELuBppRZVzwGKkrHWAR8ENh77svAh4NvJOTa81fMd4F+VWsx8AUee1ZkP/AF4HvgJqXVGRxUR34vUp6Aatj1Pqqh8LLmujwNviog1yTlvJLXe6ekWnFNTo5OFvxWkCp2bImLpcY7xX6Ru862VtCF5fzL9AIiIHcCNpGbu1pCaATvuccyOxE9LNzMzs6znGR4zMzPLei54zMzMLOu54DEzM7Os54LHzMzMsp4LHjMzM8t6LnjMzMws67ngMTMzs6zngsfMzMyy3v8PHoWRA2KaE6cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "from sklearn.exceptions import ConvergenceWarning\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "from causallib.estimation import IPW\n", "from causallib.evaluation import evaluate\n", "\n", "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n", "warnings.simplefilter(action=\"ignore\", category=ConvergenceWarning)\n", "\n", "# Fit an inverse propensity model\n", "ipw = IPW(learner=LogisticRegression(max_iter=800))\n", "ipw.fit(X, a)\n", "\n", "# Evaluate\n", "evaluation_results = evaluate(ipw, X, a, y, metrics_to_evaluate={})\n", "f, ax = plt.subplots(figsize=(8, 8))\n", "evaluation_results.plot_covariate_balance(kind=\"love\", ax=ax, phase=\"train\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have an `IPW` module that achieves good feature balancing (SMD < 0.1 for all features after weighting).\n", "Let's combine `IPW` with survival analysis, using the `causalib.survival.WeightedSurvival` module." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from causallib.survival.weighted_survival import WeightedSurvival\n", "\n", "# Compute adjusted survival curves\n", "weighted_survival = WeightedSurvival(weight_model=ipw)\n", "weighted_survival.fit(\n", " X, a\n", ") # fit weight model (we can actually skip this since it was already fitted above)\n", "population_averaged_survival_curves = weighted_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"IPW-adjusted survival of smoke quitters vs. non-quitters in a 10 years observation period\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference in survival at 10 years diminishes after adjustments (probably to the point of being insignificant. Can be determined by bootstrap sampling, for example). \n", "These curves were generated with an internal, non-parametric default Kaplan-Meier estimator. They can be further smoothed by using a parametric hazards model instead. Note that a weighted hazards model is conditioned on time only, e.g., it does not take covariates into account (unlike Standardization, see below)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute adjusted survival curves with a parametric hazards model\n", "weighted_survival = WeightedSurvival(\n", " weight_model=ipw, survival_model=LogisticRegression()\n", ") # note the survival_model param (use a parametric hazards model)\n", "weighted_survival.fit(X, a)\n", "population_averaged_survival_curves = weighted_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"IPW-adjusted survival of smoke quitters vs. non-quitters in a 10 years observation period, parametric curves\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These curves may be TOO smooth, as they were modeled with a linear hazards model. We can use a more expressive alternative with some feature engineering:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute adjusted survival curves with a parametric hazards model and feature engineering\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import PolynomialFeatures\n", "\n", "# Init sklearn pipeline with feature transformation and logistic regression\n", "pipeline = Pipeline(\n", " [(\"transform\", PolynomialFeatures(degree=2)), (\"LR\", LogisticRegression(max_iter=1000))]\n", ")\n", "\n", "weighted_survival = WeightedSurvival(\n", " weight_model=ipw, survival_model=pipeline\n", ") # note the survival_model param (use a parametric hazards model)\n", "weighted_survival.fit(X, a)\n", "population_averaged_survival_curves = weighted_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"IPW-adjusted survival of smoke quitters vs. non-quitters in a 10 years observation period, parametric curves ver. 2\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can plug-in any `UnivariateFitter` from the [`lifelines`](https://github.com/CamDavidsonPilon/lifelines) package, such as PiecewiseExponentialFitter or WeibullFitter:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute adjusted survival curves with a lifelines PieacewiseExponentialFitter\n", "weighted_survival = WeightedSurvival(\n", " weight_model=ipw,\n", " survival_model=lifelines.PiecewiseExponentialFitter(breakpoints=range(1, 120, 30)),\n", ")\n", "weighted_survival.fit(X, a)\n", "population_averaged_survival_curves = weighted_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"IPW-adjusted survival of smoke quitters vs. non-quitters in a 10 years observation period, lifelines PiecewiseExponentialFitter\",\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute adjusted survival curves with a lifelines WeibullFitter\n", "weighted_survival = WeightedSurvival(weight_model=ipw, survival_model=lifelines.WeibullFitter())\n", "weighted_survival.fit(X, a)\n", "population_averaged_survival_curves = weighted_survival.estimate_population_outcome(X, a, t, y)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"IPW-adjusted survival of smoke quitters vs. non-quitters in a 10 years observation period, lifelines WeibullFitter\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## StandardizedSurvival\n", "See section 17.5 (\"The parametric g-formula\") of the [Causal Inference book](https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/). \n", " \n", " \n", "In parametric standardization, also known as the \"parametric g-formula\", survival at time step `k` is a weighted average of the conditional survivals within levels of covariates `X` and treatment assignment `a`, with the proportion of individuals in each stratum as the weights. In other words, similarly to a standardization with a simple outcome model (S-Learner), we fit a hazards model that *also includes baseline covariates*. This hazards model is then used to compute survival curves." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from causallib.survival.standardized_survival import StandardizedSurvival\n", "\n", "standardized_survival = StandardizedSurvival(survival_model=LogisticRegression(max_iter=4000))\n", "standardized_survival.fit(X, a, t, y)\n", "population_averaged_survival_curves = standardized_survival.estimate_population_outcome(X, a, t)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"Standardized survival of smoke quitters vs. non-quitters in a 10 years observation period\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or instead of plugging in an skelarn estimator, we can use a `RegressionFitter` from the [`lifelines`](https://github.com/CamDavidsonPilon/lifelines) package, such as the Cox Proportional Hazards Fitter:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAJ3CAYAAABr67yvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACmS0lEQVR4nOzdd3gUVdvH8e9Jh4QkEDqh9967QFBBUCyAICgIKFixvYrio4+99/YIooigFCmiqCjYIr333gy9995y3j9mwDUmpG3YTfL7XNde2Z1yzj1175w9M2OstYiIiIiISOoCfB2AiIiIiEh2oeRZRERERCSNlDyLiIiIiKSRkmcRERERkTRS8iwiIiIikkZKnkVERERE0kjJczZnjIkzxmzzYnm9jTEzPD4fM8aU81b5bpnxxpi+3iwzAzHcZoyZ6oVy/rG+0jlvZWPMEmPMUWPMg5mNJYMxZDh+L8bQwhiz1pcxiMMY8x9jzGe+juOCrDj/yD95+zvkcvG3fTUlmfmuMcY8Z4z56hLjQ40xq4wxxTIe4eVnjKlljJnl6zgyQ8mzFxhjrjDGzDLGHDbGHDDGzDTGNHTH+Tw5yQxrbYS1dpOv4/A2a+1Ia21bH4fxOPCHtTaftfYDH8fiM9ba6dbayhc+G2MSjDFXe3wuY4yxxpgg30SYe1hrX7HW9oXk1/vlPp9drvOPMaarew4/YYyJT2Z8HWPMQnf8QmNMnayOSf6WXILvua/6syz+rrkLmGat3XlhgDGmkTFmsjHmkJuPzDPG9PFmpe554Lz7z+0RtxGogzsu2X/GPBvNrLXLgEPGmOu9GdflpOQ5k4wxkcAPwIdAAaAE8Dxw2pdxpUVOTkayybKVBlb6OoicLpvsC7mCH2+LA8B7wGtJRxhjQoDvgK+A/MBw4Dt3uE8YR7b5/vbj7Z6lLsNy3wN86VFfU+B34E+gAhAD3Au0z4K6Z1trI4BoYCgw1hiTPx3zjwTuzoK4Lg9rrV6ZeAENgEMpjKsKnALOA8cuTAdcBywGjgBbgec85ikDWKAXsAXYBzzlMT4P8AVwEFgFDAC2eYwfCGwEjrrjO3qM6w3MBN4F9gMv4Rxck9xY5gEvAjM85rE4B2FxdxkuvE44u8/F6e4AVrtxTQFKe4xrA6wBDgMf4RzYfVNYZ42ABW48u4F33OFxnsvpDksArnbfPweMx/mCOwI8A5wECnhMX9ddn8HuupjhDh8EvJWk7O+A/0vjOp2R3LK442/ASZAPAfFAVXf47+5+ccpdn5WSmbc3sMmt9y/gtmS24yF3mmbu8K3AHqCXRzlRwAhgL7AZeBoISC5+4E1ghjtPFM5JcSewHWd/CUxhOVPbLy1QwePzF8BLSbctzhdBorvtjuG0zm9x57+w7zVNwz5ngfuB9e66M+762uPuH8uBGsksxy3AgiTDHgEmue+vdZfvqLtOHkvjeeIL4H/Aj+68c4HyHuObAfNxjpH5QDOPcfE4x+VMd96pQMFL1FUW5xg7CvyCc8x9lY7j6MK0/1rvJH8+CwXecqffDQwG8njWBzwB7HK3b0GcBodDOEnrdNz9MZllubjfpLYOk5l3nFvnYWAaUD0N26kvEJ9kWFt3WxuPYVuAdsnM3wVYmGTY/wHfpWFd5XfXy16cffoHIDbJfvCyux+cxDkv9yaZc0QycYXi/HOww329B4Qm2Ub/wTk/JniWwyX2eaADsMTdlrOAWkn2qyeAZTiNSU8A45PE9T7wgfu+D87xfNRdprvd4eHu8iby975YHI999VLnWo9YHnNjOQx8DYSlsK56u+v4I3faNcBVSc6nyZ4XSf47tjf/PMde6lhP8dhNJs5S7noJ8hg2A/hfKvt4P2ADzrE3CSjuDh8ETPCY7nXgNzz2+yTryHOZwnGO1QYkc47x2H/7enwu4cYfmpZzqL+9fB5Adn8Bke5BMhznv7v8Scb/Yydzh8UBNXFa/mvhnERvcseVcXfCT3ESkto4J54LSddrOF82BYCSwAr+maR0wTmxBOAkAseBYh6xnAMeAILc8scAY92dv4Z7MvhX8pzMco8ERrvvb3QPxqpuuU8Ds9xxBd0Twc04SesjbgwpJc+zgZ7u+wigicc6S+1L/yxwk7vseXAS1H4e078JDE66XYCWOEmncT/ndw/q4mlcp8kmz0Ald9o27rI/7q6nEHd8/CXWQzhOklfZ/VwM98vfYzv2AQJxTtBbcBKLUJwv+6NAhDv9CJx/BvLh7F/rgDs943eX7VOcJDSvO24i8IkbS2Gcf67uTiHe1PbLNCXPSbdrkmPC80sixX3Oo75f3HjyANcAC3FaSYw7X7FkliOvu+4qegybD3Rz3+8EWnjsJ/XSeJ74Auc80ciNdyQwxh1XACdZ6umO6+5+jvHYTzbi7E953M+vXaKu2cA77r7Q0l2ejCTPya333vz7fPYuzpdwAZx97HvgVY/6zuF8EYe68b+KkzQGu68WJPMFnXS/udQ6TGHeO9x4LiSOS9KwnZJLnh8Bfkoy7Afg0WTmD8VJSjwTt8VA5zSsqxigM84+mA8n+f/Wo5x4nOO8urv8UaRwjkgmrheAOTjHcSGcRPfFJNvowj7TCue8daHcZPd5nMaIPUBjnPNQL3dfupCUJ+Ak1iXd7V4ap9Elnzs+0C37wjn+OqA8zvHZyp22nkeMSffb5/h7X03tXJuAc/4q7q771cA9Kayr3u76eMQt6xacRLdAaudFkv+O7c3f3zWpHespHrvJxHkdsDLJues80PoS+/eVOP8g1XPr+BCn28eF+de58bZwp4u9xDq6sExBwENurFHJbSuP/bdvkmFH8PiHKzu9fB5ATnjhfBF/gfPf+zmck2MRd9zFnewS878HvOu+L4PzheHZ4jCPv7+8N+HR4oHT5+lfO6rH+CXAjR6xbPEYF4iTcFbxGPYKqSTPOC0IC/m7xeQn3GTM/RyAc+IrDdwOzPEYZ9z1lFLSOA2n20vBJMP/dUDy7y/9aUnG9wV+96h3K9Ay6XZxx23xGNfvwnxpXKcpJc//BcYmWS/bgTj3879OJh7ThuO0oHS+sJ49xvUG1nt8rulupyIew/YDddxtfAao5jHubtwEwS1rLk5LzAT+/rIpgvNPWx6P+brj9NFOLt5L7pdJ9yMynzynuM951Helx/grcb4YmpBCK6fHtF8Bz7jvK+J8KVz4h2KLu/4iL1VGMmV+AXzm8flaYI37vicwL8n0s4HeHvvJ0x7j7gN+TqGeUjjnoHCPYaPIouQZ59g5zj9b0ZsCf3nUdwaPVj6cRO47kvmnPJnlSZo8J7sO01BOtFtWVCrTJZc8/5ckSTpO4v5cCmUMAl5231fHSY5CU1tXyZRTBzjo8TkeeMHjc4rniGTK2ghc6/H5GiDBYxsl3WfGAv+91D7vLueLSYatBVp57Fd3JBk/A7jdfd8G2HiJmL8FHrrEfuu5r6Z2rk0AeniMfwO3ISWZenvjtM57/tIwD+c4veR5kSTfsUmPGS5xrJPKsZtMnLfxz+/WEjj7eJXkpnenGQq84fE5AicHKON+bozzz99moPslyuntxnoIJ8mew9/nkDicXwkOJXn9q9HM3UYtL7Xv+usr2/SZ8mfW2tXW2t7W2lic1tviOAlxsowxjY0xfxhj9hpjDuP0WyqYZLJdHu9P4OzkuGVv9Ri3OUnZt7ud9w8ZYw658XiW7TlvIZz/GlMsL5nY2+P8l3mTtfakO7g08L5HnQdwvihKJI3XOkfMVlJ2J04rwhpjzPwLFyGkUdJyJwBN3SuRW+Ic0NOTzuTGNAbnJAhwK86XI5CmdZqS4nisT2ttohtjidRmtNYex2nxuAfYaYz50RhTxWOS3R7vT7rzJB0W4cYZzD+36+YkMVTAacl93lp7xh1W2p1vp8dyf4LT0pLSsqZ5P/KCS+1zF3jud7/j/AT6P2CPMWaIe71Cckbxz33hW2vtCfdzZ5ykbbMx5k+3j2FaXeqYTrq+km6jZOc1xgx2L9o5Zoz5j1vWQXf/8SwrqxTCabFa6LEtfnaHX7DXWnvK4/ObOK2CU40xm4wxA9NRX0rr8B+MMYHGmNeMMRuNMUdwkidI23Gb1DGcXxg9ReL8U5Wc4cCtxhiDkyyNtdaeJpV1ZYzJa4z5xBiz2Y15GhBtjAn0KNtzn07tHOEp6T622R12QXL7zIXxKe3zpYFHLyyLuzwlk5Sb9Jyc9NgadWGEMaa9MWaOe5HbIbfOtG6vtJxr07TvuLa73wsXXFgfaTkvXur77VLHenqP3YM4v1B4fk7E+QUiTfVba4/hNLSUcD/PxWkIMTj/QF3KHGtttLW2oLW2ibX2V49xO9xxF184/zgllQ8nsc52lDx7mbV2DU4LSY0Lg5KZbBRO63RJa20Uzk+YJo1V7MQ5QV1Q6sIbY0xpnJ/e++P8DBSN8/O5Z9me8ezF+W8w2fKSMsZUxvli6Gqt9TxBbMX52crzYMljrZ2VNF73C6UkKbDWrrfWdsc5Gb0OjDfGhOO02OT1KCeQf35BJ102rLUHcfqH3oJzoh6T5IToaTRws7sOG+Mk3mldpynZgXOyvRDzhWXfnoZ5sdZOsda2wTkZrnHjSK99OC0LpT2GlUoSw2qcLiA/udsYnG16GucXgAvbNNJaWz2FelLcL10n8Nh+QNFLxJx0GyW3zS61zyU7n7X2A2ttfaAazj9oA1Ko/xegkHtHhe54fMFba+dba2/E2T+/JfUvmLT4x37iSrqNkmWtvcc6d6SIsNa+grMd8rvHjGdZF6TlOLpYfBqG7cP5R626x3aIss6FRMnOY609aq191FpbDqef6v8ZY6661HJmwK04/xBejfNTchl3eFrPs55WArXc4/eCWqRwsa+1dg5Oa3sLN44LF3Sltq4eBSoDja21kTj/8CeNOem6TOs5Iuk+VsoddkFy+8wOt46U9vmtOC3snsdgXmvt6JTixemKEmeMiQU64h5bxphQnHPuWzi/oEUDkz2WPaXzdrLLl95zbTJKJNneF9ZHWs6Ll4r1Usd6asduUsuAshcuSnT/wZ+N889Omup364px68cYcz/OryQ7cLq+ZBljTAkgBOfXimxHyXMmGWOqGGMedU8GGGNK4nzhznEn2Q3EJrkyOx9wwFp7yhjTCOcEm1ZjgSeNMfndOh/wGHeh0/5eN5Y+/J3E/4u19jzwDfCc2+pRDaffWnLLGYnzU+tT1tqk/0EOdmOq7k4bZYzp4o77EahujOnkHuQPconEyRjTwxhTyG05OOQOTsT5yT3MGHOdMSYYp49raErleBiF03XkZjySoKSstYtxvtw+A6ZYay/Una51msRY4DpjzFVuzI/inHhTvb+lMaaIMeZG9+R2Gqf1KzGN9V7kbuOxwMvGmHzuPwP/h9M1wXO60TgXDP1qjClvnVsfTQXeNsZEGmMCjDHljTGtLrGsKe2X4HR1udVtEWyH06cxJbsBz3v77sVZds9hl9rn/sUY09A4v/gE4ySQp0hhfVprz+J8yb+J00fxF7eMEOPcszXKneZISmWk02SgkjHmVmNMkDHmFpwE/4f0FmSt3Yxzwe3zbrxXAJ63g0rPcZTcev/H+cw9Tj8F3jXGFAbnS9EYc01KMRpjOhhjKrjJyWGcfpreWI+e8uEcN/tx/ll45VITu/tlGM4vcQHGmDB3/YDTXeI88KBx7qvb3x3++yWKHIHzS8fZC+fLNKyrfDjJ9SFjTAHg2VRiTs85YjTwtDGmkDGmIM4F1UnvH3xhn2mBcyHguFT2+U+Be9zjyhhjwt39Kh8psNbuxVmfw3C6q6x2R4Xg7Id7gXPG+YXT8/Zuu4EYY0xUCkVn+FybgsI42zvYPa9UBSZn4LyYVIrHehqO3X+w1m7D+QWnkcfgx4HexpgBxpgYAGNMbWPMGHf8aKCPcW69GIpzXMy11iYYYyrhXD/TA+cXk8dN1t6SsRVO90i/vzNZcpQ8Z95RnJbKucaY4zhJ8wqcgxecE+xKYJcxZp877D7gBWPMUZyTWHpar57H+dnlL5yD+OJtaqy1q4C3cf773I3TF3ZmKuX1x/n5ahdOi/mwFKarh9Mq8q75+2fiY269E3FaiccY5+fGFbi3xrHW7sO54O41nC+yiqnE1A5Y6Zb9Pk5f75PW2sM46+0znP+Sj+P0nU7NJLfOXdbapalMOwqnpcqzpTEj6/TCvGtxTkQf4iTm1wPXe3SNuJQAnCR3B06XhFY4txzKiAdw1tcmnJ/ORgGfJxPvcJz+qL8bY8rg/NMRgnOl/UGcu5mk9JNgivul6yGc5T+E01fv20vE+yrOF/0hY8xjbovKy8BMd1iTS+1zKYjE+bI/6Ma5Hyc5TsmFfWGctfacx/CeQIJb5z3usmCMKeUeE5dqKUqWtXY/TrLyqBvX40AH99jJiFv5u+/isziJ3IW60nwcJbfeSf589gTOl/gcd738inOuSElFd5pjOMfVx9baPzK2qCkagbOdt+Psv3MuPTk9cRLXQTgtxidxW3Hd4/UmnOPhEM6FiDelchx/ifNPdtIE9VLr6j2cC8wu9CH9OZWY03OOeAknMVuGc6eZRe6wC3bhHBs7cLqs3eP+igop7PPW2gU414d85M67AacvbGqSO88exWlYGeuWdSvOufvC+DU4id8md1/07BqS2XNtcubi7Kf7cI6Bm93jFNJ3XvyHNBzrKR67KfgEZ/tcKH8WzvUdV+KsqwPAEJykHbdrxX9xWvl34lyg2c04DVtfAa9ba5daa9fjNKZ86SbZWeE2nEaQbOnC3QVERLzGGBOHc6FLrI9DyfWMMc/hXHTXw9ex5BbGmDw4d6Ko5yYikk0YY3rjXNh2ha9jSY2b2C7GuZXeztSm9xfGmFrAJ9ba9Fwz4ldy5Y3LRUREstC9wHwlzpKV3C4P1XwdR3pZ5wmD2TZxBiXPIiIiXmOMScC50O0m30YiIllF3TZERERERNJIFwyKiIiIiKSRkmcRERERkTTKVn2eCxYsaMuUKZOldRw/fpzw8PDUJ5TLStvF/2ib+CdtF/+jbeJ/tE38kz9tl4ULF+6z1ib7EKlslTyXKVOGBQsWZGkd8fHxxMXFZWkdkn7aLv5H28Q/abv4H20T/6Nt4p/8absYY1J8PLq6bYiIiIiIpJGSZxERERGRNFLyLCIiIiKSRtmqz7OIiIhITnL27Fm2bdvGqVOnfB2Kz0VFRbF69erLWmdYWBixsbEEBweneR4lzyIiIiI+sm3bNvLly0eZMmUwxvg6HJ86evQo+fLlu2z1WWvZv38/27Zto2zZsmmeT902RERERHzk1KlTxMTE5PrE2ReMMcTExKS71V/Js4iIiIgPKXH2nYyseyXPIiIiIuIXrr32Wg4dOsShQ4f4+OOPLw5PSEhg1KhRPozsb0qeRURERMQvTJ48mejoaK8kz+fOnfN2eICSZxEREZFcLSEhgapVq9KvXz+qV69O27ZtOXnyJEuWLKFJkybUqlWLjh07cvDgQQDi4uJ44oknaNSoEZUqVWL69OnJlrtw4UJq165N7dq1GTBgADVq1ADgiy++oH///hen69ChA/Hx8YDzNOl9+/YxcOBANm7cSJ06dRgwYAADBw5k+vTp1KlTh3fffZfz588zYMAAGjZsSK1atfjkk08A5ymFLVq04IYbbqBatWocP36c6667jtq1a1OjRg2+/vrrTK8v3W1DRERExA88//1KVu044tUyqxWP5Nnrq6c63fr16xk9ejSffvopXbt2ZcKECbzxxht8+OGHtGrVimeeeYbnn3+e9957D3BadefNm8fkyZN5/vnn+fXXX/9VZp8+ffjoo49o2bIlAwYMSFfcr732GitWrGDJkiWAkxS/9dZb/PDDDwAMGTKEqKgo5s+fz+nTp2nevDlt27YFYNGiRaxYsYKyZcsyYcIEihcvzo8//gjA4cOH0xVHctTyLCIiIpLLlS1bljp16gBQv359Nm7cyKFDh2jVqhUAvXr1Ytq0aRen79Sp08VpExIS/lXehX7LLVu2BKBnz55ejXfq1KmMGDGCOnXq0LhxY/bv38/69esBaNSo0cVbz9WsWZNffvmFJ554gunTpxMVFZXputXyLCIiIuIH0tJCnFVCQ0Mvvg8MDOTQoUNpmj4wMPBi3+I+ffqwePFiihcvfsn+yUFBQSQmJl78nJEHxFhr+fDDD7nmmmv+MTw+Pp7w8PCLnytVqsSiRYuYPHkyTz/9NFdddRXPPPNMuuvzpJZnEREREfmHqKgo8ufPf7E/85dffnmxFTolw4YNY8mSJRcv+ouOjmbGjBkAjBw58uJ0ZcqUYcmSJSQmJrJ161bmzZv3r7Ly5cvH0aNHU/x8zTXXMGjQIM6ePQvAunXrOH78+L/K2bFjB3nz5qVHjx4MGDCARYsWpWMtJE8tzyIiIiLyL8OHD+eee+7hxIkTlCtXjmHDhqVr/mHDhnHHHXdgjLnYHxmgefPmlC1blmrVqlG1alXq1av3r3ljYmJo3rw5NWrUoH379rzyyisEBgZSu3ZtevfuzUMPPURCQgL16tXDWkuhQoX49ttv/1XO8uXLGTBgAAEBAQQHBzNo0KB0r4ekjLU204VcLg0aNLALFizI0jri4+OJi4vL0jok/bRd/I+2iX/SdvE/2ib+x5+2yerVq6lataqvw8hyCQkJdOjQgRUrVqQ4zeV+PPcFyW0DY8xCa22D5KZXtw0RERERkTRKU/JsjPncGLPHGJPsvwvG8YExZoMxZpkxpp7HuF7GmPXuq5fH8PrGmOXuPB8YPZtSREREJEcqU6bMJVuds5O0tjx/AbS7xPj2QEX3dRcwCMAYUwB4FmgMNAKeNcbkd+cZBPTzmO9S5YuIiIiI+Fyakmdr7TTgwCUmuREYYR1zgGhjTDHgGuAXa+0Ba+1B4BegnTsu0lo7xzqdrkcAN2VmQUREREREspq37rZRAtjq8XmbO+xSw7clM/xfjDF34bRmU6RIkYuPb8wqx44dy/I6JP20XfyPtol/0nbxP9om/seftklUVNQ/bsGWm50/f94n6+LUqVPp2h/8/lZ11tohwBBw7raR1VfHJr0Cd8+RU+w+cjrD5YUGB1CxcATq0p05/nRltDi0TfyTtov/0TbxP/60TVavXu2TO0z4I1/dbSMsLIy6deumeXpvJc/bgZIen2PdYduBuCTD493hsclM73fGzN/KO7+sy1QZNUpEcm+rCrSrUZTAACXRIiIikn0tWLCAESNG8MEHHxAfH09ISAjNmjUD4Ntvv6VSpUpUq1bNx1FmHW8lz5OA/saYMTgXBx621u40xkwBXvG4SLAt8KS19oAx5ogxpgkwF7gd+NBLsXhVh+oxNMyTj+PRlTM0/87DJ/l8ZgL3j1pEuYLh3N2qHDfVLUFoUKCXIxURERHJeg0aNKBBA+cWyPHx8URERPwjee7QoUO6kudz584RFOT3nSEuSlOkxpjROC3IBY0x23DuoBEMYK0dDEwGrgU2ACeAPu64A8aYF4H5blEvWGsvXHh4H85dPPIAP7kvv1Nu+XuUmzsEbv4cqlyboTJubVyaKSt38XH8Bp6YsJy3p66jdeXCNCiTn0ZlC1CqQF516xARERGfefnllxk+fDiFCxemZMmS1K9fnx9++IG33nqLBg0asG/fPho0aEBCQgLx8fG89dZbfPTRRwwePJjAwEC++uor3n//fSZNmsSff/7JSy+9xIQJEwC4//772bt3L3nz5uXTTz+lSpUq9O7dm7CwMBYvXkzz5s258cYbeeCBBwgICMAYw7Rp0/y2O0uakmdrbfdUxlvg/hTGfQ58nszwBUCNtNTvU037w1/T4Ovb4Nq3oOGd6S4iMMBwbc1itK9RlBkb9jFi9mZ+XrmLrxc411IWyhdKwzL5aVimAA3LFKBK0XwEBer5NSIiIrnKTwNh13Lvllm0JrR/7ZKTLFy4kDFjxrBkyRLOnTtHvXr1qF+/fqpFlylThnvuuYeIiAgee+wxAG644QY6dOjAzTffDMBVV13F4MGDqVixInPnzuW+++7j999/B2Dbtm3MmjWLwMBArr/+et5++23atGnDsWPHCAsLy+SCZ53s00buKxGFofePMK43/Ph/cGQHXPk0ZKCl2BhDi4qFaFGxEImJlg17jzHvrwMsSDjA/ISDTF6+C4DwkEDqlXaS6Vsbl6JgRKiXF0pERETEMX36dDp27EjevHkBJwH2hmPHjjFr1iy6dOlycdjp03/fhKFLly4EBjrdWJs3b86TTz7J6tWr6dSpE7Gxsf8qz18oeU6LkHDoNhp+fASmv+Uk0Dd8AIHBGS4yIMBQqUg+KhXJR48mpQHYfugkCxIOsCDhIPMTDvDur+v4ZtE2vurbmNj8eb21NCIiIuKPUmkhvtyCgoJITEwEnNu5pVdiYiLR0dEsWbIk2fHh4eEX3w8cOJC4uDj+/PNPmjdvzpQpU6hSpUqG4s5q6huQVoFBcP0HEPckLB0Fw6+HWR/Bxj/g2F6vVFEiOg831inBizfV4OeHWzLh3mYcOH6GLoNns2HPMa/UISIiIuKpZcuWfPvtt5w8eZKjR4/y/fffA063jIULFwIwfvz4ZOfNly/fP+7N7Pk5MjKSsmXLMm7cOACstSxdujTZcjZu3Ej16tV54oknaNiwIWvWrPHa8nmbkuf0MAbiBsKN/4MDf8HUp+DLm+CtCvBmRRhxE0x5CpaMgp1L4Wz6/0vzVK9Ufr6+uylnz1u6fjKbFdsPe2UxRERERC6oV68et9xyC7Vr16Z9+/Y0bNgQgMcee4xBgwZRt25d9u3bl+y8119/PRMnTqROnTpMnz6dbt268eabb1K3bl02btzIyJEjGTp0KLVr16Z69ep89913yZbz3nvv0bhxY2rVqkVwcDDt27fPsuXNLONc65c9NGjQwC5YsCBL60jXjdOP7YU9K2H3Sti9CnYvh71r4ZybNJtAiKkARapDkWpQpAYUrgbRpdLVZ/qvfcfp8dlcjpw8y9DeDWlUtkD6Fyyb86cb2otD28Q/abv4H20T/+NP22T16tVUrVrV12H8w3PPPfePiwAvF189JCW5bWCMWWitbZDc9OrznBkRhSAiDsrF/T0s8Twc2AS7V7hJ9UrYvhBWfvP3NKGRULiqk1QXdpPqItUgLCrZasoWDGfcPU3pMXQut38+l6euq0aX+rGEBete0SIiIiKXk5JnbwsIhIIVnVf1jn8PP3UE9q7xSKpXwYoJcMrjLn5RJd1kurr7qgGFnc7yxaPzMO7uptz71SL+++0K3v91PXdeUZbbmpQiMizjFy6KiIiIeHruued8HYJfU/J8uYRFQslGzusCa+HIdjeZXuEk1HtWwcbfIPGcM02bF6H5gwDERITy9d1NmLPpAIP+3MjrP6/h4z82cFuT0txxRRkK5/PfeyKKiIiI5ARKnn3JGIiKdV6Vrvl7+LnTsG89/PIM/Pk61LoF8hVxZzE0LR9D0/IxrNh+mMF/bmTItI18PvMvOteL5e6W5ShTMDyFCkVERMTfWGv1pGEfyci1f7rbhj8KCoWiNaD9G87Fh/GvJjtZjRJRfHRrPX5/NI6b68cyYdE2rnw7nvtHLmL5Nt2ZQ0RExN+FhYWxf//+DCVxkjnWWvbv35/upxmq5dmfFawADfvCvCHQ+G7nIsNklCkYzisda/Lw1RUZNjOBr2Zv5sflO6laLJKGZfLToEwBGpbJT7GoPJd5AURERORSYmNj2bZtG3v3eueZEdnZqVOnLvtjucPCwtL9NEMlz/6u5eOwZLTTheO2cZectHC+MJ5oV4V748rz9byt/LluL+MXbmPE7M2A8xCWhmXyU99NpisVzkdAgH4mEhER8ZXg4GDKli3r6zD8Qnx8PHXr1vV1GKlS8uzvwmOg5WPwy3+dpxmWb53qLJFhwfRrWY5+Lctx7nwiq3ceZX7CAeYnHGDmxv18u2SHO10Q9Uvnp3WVwtxcP5a8IdodRERERC5F2VJ20OgumP8pTH0a7p7m3A4vjYICA6gZG0XN2CjuuKIs1lq2HjjJ/IQDLNh8gLl/HeCZ71by7i/r6N2sLL2alSY6b0gWLoyIiIhI9qXkOTsIDoOrn4Pxd8DS0VC3R4aLMsZQKiYvpWLy0rm+08dnfsIBBsdv5N1f1/HJtI10b1SKfi3KUTRKt74TERER8aS7bWQX1TtBiQbw24tw5rhXi25YpgBDezdkysMtaVe9KF/MSqDDh9PZc/SUV+sRERERye6UPGcXxsA1L8OxXfDjo3D+nNerqFw0H+/cUofv+1/B0VPnGDBuGYmJunWOiIiIyAVKnrOTUk0g7kmn68bXPeDMiSypplrxSJ6+rip/rtvLF7MSsqQOERERkexIyXN2EzcQrnsb1v0MI26EEweypJoeTUpzddXCvPbTGlbvPJIldYiIiIhkN0qes6OGfaHrcNi5BD5vB4e3eb0KYwyvd65FVN5gHhy9mFNnz3u9DhEREZHsRslzdlXtRug5EY7uhM/awO5VXq8iJiKUd7rWZv2eY7z842qvly8iIiKS3Sh5zs7KXAF9fgKbCMPaQcJMr1fRomIh+l5Rli/nbObXVbu9Xr6IiIhIdqLkObsrWgP6/gIRReDLjrDyW69XMaBdZaoVi6T/6EU8//1Kth866fU6RERERLIDJc85QXQpuGMKFK8D43rD3CFeLT40KJChvRtwXc3ifDl7M63e+INHxy5l/e6jXq1HRERExN8pec4p8haA27+DKtfBTwPg1+fAeu8ezcWi8vB219r8+XhrejYtzeTlO2nz7jTuG7mQo6fOeq0eEREREX+m5DknCc4DXUdAgztgxrvw2dUw8wPYt8FrVZSIzsOz11dn5sArefDKCkxduZvbPpvLgeNnvFaHiIiIiL9S8pzTBATCde/AtW/B+dPwy3/ho/rwYQOY+l/YPBsSM3/buQLhIfxf28oMub0+a3cdpesns9l1WI/zFhERkZxNyXNOZAw06gf3zICHl0P7NyEqFuYMcu7K8VZFmHgvrJoEp49lqqorqxRh+B2N2HX4FDcPnsXm/ce9tBAiIiIi/kfJc04XXQoa3wW3fwuPb4QuX0CFq2HtZBjbE94oC191hvmfweHtGaqiSbkYRvVrzPHT57h58GzW7NITCUVERCRnUvKcm4RFQfWO0GkIDNgIvX+Ehv3gwCb48VF4txoMbgF/vAJ716Wr6Fqx0Yy9uykBBm75ZA6LthzMooUQERER8R0lz7lVYJDzkJV2r8ADi+D++XD18xCcF6a9CYOvgDU/pqvIikXyMf6eZkTnDabHZ3OZsX5fFgUvIiIi4htKnsXpI12oElzxMNw5BR5ZBUVrwtc9YNGIdBVVskBext3dlFIF8nLHF/P5ecXOrIlZRERExAeUPMu/RRaDXpOgXGuY9ABMfydd94wuHBnGmLuaUL1EJPeNXMS4BVuzMFgRERGRy0fJsyQvJBy6j4GaXeC352HKfyAxMc2zR+cNYWTfxjSvUJAB45fx2fRNWRisiIiIyOWh5FlSFhQCHYdA43thzscw8W44l/aHoeQNCeKzXg1oX6MoL/24mnemrsV68amHIiIiIpebkme5tIAAaPcqXPUMLB8Lo7ul697QoUGBfHRrPW5pUJIPft/Ac5NWkpioBFpERESypyBfByDZgDHQ4lEILwzfPwjDr4fbxkF4wTTNHhhgeK1zTaLyBjNk2iYOnzzLm11qExyo/91EREQke1H2ImlXryfcMhL2rIKhbeHg5jTPaozhyfZVGHBNZb5dsoN7vlzIqbOZf0y4iIiIyOWk5FnSp8q1cPt3cGK/k0DvWpHmWY0x3N+6Ai/dVIPf1+7h9s/nceTU2SwMVkRERMS7lDxL+pVqAnf8DAGBMCQORtwEcz9Jc0t0jyaleb9bXRZtPkj3IXPYd+x0loYrIiIi4i1KniVjCleFvr9Ck3vg8Db46XF4vxZ83BR+fR62zoPElLtl3FC7OJ/2asDGvcfoOng22w6euIzBi4iIiGSMkmfJuMji0PYleGCB84jva16BvDEw830Y2gbeqgQT74WV38KpI/+avXXlwnx1Z2P2HTtNl8Gz2bDn6OVfBhEREZF0UPIs3hFTHpreD71/gMc3QeehUP5KWDsZxvWCN8rBiBthzmA48NfF2RqUKcDXdzfl7HlLl8GzWbr1kO+WQURERCQVSp7F+/JEQ82bofOnMGAj9PkJmtwLR3bAz0/AB3Xgf43h1+fg2B6qFotkwr1NiQgL4tZP5/Bx/AZdSCgiIiJ+ScmzZK3AICjdDNq+CP3nO9072r0GEUVg1ofwYQOYO4TS0aGMv6cZ9Urn542f19Ls1d95dfJqdh855eslEBEREblID0mRyyumPMTc67RE71sPkx+DnwbA4hEUufZtvryzMSu2H+aTaZv4dPomPp/5Fx3rlqBOWKKvIxcRERFRy7P4UMGK0PNb6DIcThyAz9vCt/dRI+oMH3avy58DWtO9USkmLd3Bf2acpN+IBSzcfMDXUYuIiEgupuRZfMsYqH4T3D8Pmj8My8bCh/Vh7ieUjArhhRtrMPOJK7mxfDDzEw7QedBsbh40i19W7SYx0fo6ehEREclllDyLfwiNgDbPw72zoERd577RQ1rB5tnERITSsWIIswZeyXPXV2Pn4VP0G7GAB0Yv5vQ5PeJbRERELh8lz+JfClVyunJ0HQEnD8GwdvDN3YScPkjekCB6Ny/LnwPieKJdFX5cvpM7v1jA8dPnfB21iIiI5BJKnsX/GAPVboT+86DFo7DyGxrNuxdm/w/OnyUoMIB748rzVpfazN60n1s/m8uB42d8HbWIiIjkAkqexX+FhMNVz8C9szkcVQ2m/AcGXwGb/gTg5vqxDO5Rn9U7j9Bl8Cx2HDrp44BFREQkp1PyLP6vYAWW1/wvdB8DZ0/CiBtgXG84vp821Yow4o5G7DlympsHzWLT3mO+jlZERERyMCXPkj0YA5Xbw/1zofVTsOZH5x7RQJNyMYy+qwmnziVyz1cLOXVWFxGKiIhI1khT8myMaWeMWWuM2WCMGZjM+NLGmN+MMcuMMfHGmFh3eGtjzBKP1yljzE3uuC+MMX95jKvjzQWTHCo4D7R6HJo/BCu/ge0LAahRIop3b6nDut3HeGXyah8HKSIiIjlVqsmzMSYQ+B/QHqgGdDfGVEsy2VvACGttLeAF4FUAa+0f1to61to6wJXACWCqx3wDLoy31i7J7MJILtLsQcgbA788C9a533OrSoXoe0VZRszezK+rdvs4QBEREcmJ0tLy3AjYYK3dZK09A4wBbkwyTTXgd/f9H8mMB7gZ+MlaeyKjwYpcFBYJrZ6AhOmw4deLgwe0q0y1YpEMGL+U3UdO+TBAERERyYnSkjyXALZ6fN7mDvO0FOjkvu8I5DPGxCSZphswOsmwl92uHu8aY0LTGLOIo34fyF/WaX1OdPo5hwYF8kH3upw8e55Hxy7VUwhFRETEq4y1l04ujDE3A+2stX3dzz2Bxtba/h7TFAc+AsoC04DOQA1r7SF3fDFgGVDcWnvWY9guIAQYAmy01r6QTP13AXcBFClSpP6YMWMys7ypOnbsGBEREVlah6RfStul0J7pVF/1FqurPMTuoldeHB6/9SxfrDzDLZVDaF82+HKGmmvoWPFP2i7+R9vE/2ib+Cd/2i6tW7deaK1tkNy4oDTMvx0o6fE51h12kbV2B27LszEmAuh8IXF2dQUmXkic3Xl2um9PG2OGAY8lV7m1dghOck2DBg1sXFxcGkLOuPj4eLK6Dkm/FLdLYkv47Heq7phA1c7/geAwAFpZy66vFvHNmt10alWPxuWS/hAimaVjxT9pu/gfbRP/o23in7LLdklLt435QEVjTFljTAhO94tJnhMYYwoaYy6U9STweZIyupOky4bb8owxxgA3ASvSHb1IQAC0eQGObIN5n1wcbIzhtc41KZwvjFuGzOH2z+cxa8M+UvulRURERORSUk2erbXngP7AFGA1MNZau9IY84Ix5gZ3sjhgrTFmHVAEePnC/MaYMjgt138mKXqkMWY5sBwoCLyUuUWRXKtsC6jYFqa/DScOXBwcnTeEyQ+1YMA1lVm14wi3fjaXGz6ayQ/LdnDufKIPAxYREZHsKi3dNrDWTgYmJxn2jMf78cD4FOZN4N8XGGKtvfLfU4tk0NXPwaDm8F1/uPnzi903ovIEc3/rCtx5RVkmLt7OkGmb6D9qMaUK5KVfi7LcXL8keUICfRu7iIiIZBt6wqDkDEWqQ/vXYe2PMKoLnD76j9FhwYF0b1SKX/+vFYN71KNAeAj//W4lzV//nfd/Xc/B42d8FLiIiIhkJ0qeJedofDd0HAIJM+GLDnB8378mCQwwtKtRjIn3NWPs3U2pWzKad39dR7PXfue5SSvZekC3IRcREZGUpanbhki2UfsWyBMNY2+Hz6+Bnt9CdMl/TWaMoVHZAjQqW4B1u4/yyZ+bGDl3M1/O2cx1NYtxV8ty1CgRddnDFxEREf+mlmfJeSq5SfOxvTC0Lexdd+nJi+Tj7a61mf74lfS9oiy/r9lDhw9n0OOzuUxfv1d36BAREZGLlDxLzlS6KfSZDIln4Zt+kJj63TWKRoXx5LVVmfXklQxsX4V1u4/Sc+g8Onw4g0lLdYcOERERUfIsOVnRGtDmRdi5BFZ+k+bZIsOCuadVeaY/0Zo3Otfi1NnzPDh6MXFvxTN8VgInz5zPuphFRETEryl5lpytVlcoUhN+ewHOnU7XrKFBgXRtWJJfHmnFkJ71KZwvlGcnreTaD6Zz5NTZ1AsQERGRHEfJs+RsAYHQ5nk4tBnmD81YEQGGttWL8s19zRnWuyFbDpzgqYkr1BdaREQkF1LyLDlfhaugXGuY9gacPJSpolpXKcwjV1fk+6U7GL9wm3fiExERkWxDybPkDm2edxLnme9luqh74yrQpFwBnp20ko17j2W6PBEREck+lDxL7lCsttP/ec4gOJy5FuPAAMN7t9QlJCiAB0cv5vQ5XUAoIiKSWyh5ltzjyqfBJsIfr2S6qKJRYbzRuRYrdxzhzZ/XeiE4ERERyQ6UPEvuEV3KeYT3klGwe2Wmi2tbvSi3Ny3NZzP+4o+1e7wQoIiIiPg7Jc+Su7R4FMIiIf41rxT3n2urUqVoPh4bu5Q9R095pUwRERHxX0qeJXfJkx/q9oS1P8GJA5kuLiw4kA+71+XY6XM8OnYpiYm6fZ2IiEhOpuRZcp/a3Z3Hdi8f75XiKhbJx387VGP6+n0MnfGXV8oUERER/6TkWXKfojWgaE1YOsprRd7WuBRtqxXhjSlrWL7tsNfKFREREf+i5Flyp9q3wo7FsGeNV4ozxvB651rEhIfy4JjFHD99zivlioiIiH9R8iy5U80uYAJh6WivFZk/PIR3b6lDwv7jPP995u/mISIiIv5HybPkThGFoGIbWPY1JHrvISdNy8dwX1x5xi7Yxg/LdnitXBEREfEPSp4l96rdHY7uhE3xXi324asrUadkNE9+s5yjp856tWwRERHxLSXPkntVbg9h0V7tugEQHBjAfztU5eipc/y8YpdXyxYRERHfUvIsuVdQKNToDKt/gFNHvFp0vVL5KR2Tl2+XbPdquSIiIuJbSp4ld6tzK5w7Cau+82qxxhhuqlOCWRv3s/PwSa+WLSIiIr6j5FlytxL1IaaC17tuAHSsWwJrYdISXTgoIiKSUyh5ltzNGOfCwc0z4WCCV4suUzCcuqWimbhYXTdERERyCiXPIrW7AQaWeL/1uVPdEqzZdZRVO7zbp1pERER8Q8mzSFSsc8/nGe/AyoleLfq6WsUJCjC6cFBERCSHUPIsAtBpiNP/eVwfmPuJ14otEB5CXOXCfLdkO+cTrdfKFREREd9Q8iwCkCc/9JwIla+Fnx6HX58H651kt2PdEuw+cprZG/d7pTwRERHxHSXPIhcE54GuI6B+b6cLx3f3w/nMPyHwqqqFyRcaxDeLt2U+RhEREfEpJc8ingKDoMN70GogLBkJY26DMycyVWRYcCDX1izGlBW7OHHmnHfiFBEREZ9Q8iySlDHQ+kno8C6snwpfdYKThzJVZMd6JTh+5jy/rNrtnRhFRETEJ5Q8i6SkwR3QZRhsWwBfdICjGU98G5UpQInoPLrns4iISDan5FnkUqp3hFu/hgMb4fNrMvwglYAAw411ijNt3V5e+mGVHtktIiKSTSl5FklNhavg9klw8iAMvQZ2r8pQMXe3LM/1tYszbFYCLd/4g8fGLWXDnqNeDlZERESykpJnkbQo2RD6/OS8H9Yets5LdxFReYN5v1td4h+L47bGpflh2Q6ufmca/UYsYN+x014OWERERLKCkmeRtCpSDe6cAnkLwIgbYf2vGSqmZIG8PHdDdWYNvIqHr67I9PV76Tp4NtsOZu6uHiIiIpL1lDyLpEf+MnDHFIgpD6NvgeXjM1xUgfAQHr66El/d2Zh9x07TZfBsdeMQERHxc0qeRdIrojD0/hFKNoYJfWHep5kqrkGZAnx9d1POnrd0GTybZdsOeSdOERER8TolzyIZERYFPSZA5fYw+TGIfy1Tj/OuWiySCfc2JSIsiO5D5jBr4z4vBisiIiLeouRZJKOC80DXL6HObRD/qpNEJ57PcHGlY8IZf08zSuTPQ+/P5zNl5S4vBisiIiLeoORZJDMCg+DG/0GzB2H+ZzD+DjiX8TtnFIkMY+zdTaleIpJ7v1rI2AVbvRisiIiIZJaSZ5HMMgbavghtXoRV38LILnA64xf+RecNYWTfxjSvUJDHxy/j02mbvBeriIiIZIqSZxFvaf4g3DQYEmbAF9fBsb0ZLipvSBCf9WrAdTWL8fLk1bzx8xpsJvpUi4iIiHcoeRbxpjrdofto2LsOhrWDM8czXFRoUCAfdK9L90al+Dh+I/+ZuIKz5xO9GKyIiIikl5JnEW+rdA10HwX7N8DsjzNVVGCA4ZWONbgvrjyj522h1Rt/MHTGXxw/fc5LwYqIiEh6KHkWyQrlr4QqHWDme3BsT6aKMsbweLsqDOvTkNgCeXnxh1U0e+133pqylr1H9VhvERGRy0nJs0hWufp5OHfKuQe0F7SuXJixdzflm/ua0bRcDP+L30Dz13/nqYnL2bJfj/YWERG5HJQ8i2SVghWgfh9Y+IXTB9pL6pXKz+Ce9fnt/1rRuV4Jxi3YRuu343lozGLW7DritXpERETk35Q8i2SluIEQnBd+fc7rRZcrFMGrnWox/YnW3HlFWX5dtZt2703nji/ms/WAWqJFRESygpJnkawUXhCueBjW/gibZ2VJFUUiw/jPtVWZOfBKHm1Tibmb9vOficuzpC4REZHcTsmzSFZrch/kKw5T/wtZeK/m6LwhPHBVRR5pU4np6/cxa8O+LKtLREQkt1LyLJLVQvLClU/B9gWwcmKWV9ejSWmKR4Xxuh6sIiIi4nVKnkUuh9rdoXB1+OVZJ4E+lXUX9oUFB/Jwm0os3XaYn1fsyrJ6REREcqM0Jc/GmHbGmLXGmA3GmIHJjC9tjPnNGLPMGBNvjIn1GHfeGLPEfU3yGF7WGDPXLfNrY0yIdxZJxA8FBMJ1b8OZYzCuN7xRDkbcBHM/gYObvV5d53qxVCwcwZtT13JOTyUUERHxmlSTZ2NMIPA/oD1QDehujKmWZLK3gBHW2lrAC8CrHuNOWmvruK8bPIa/Drxrra0AHATuzMRyiPi/0k3hsfXQ5ydoci8c3gY/PQ7v14KPm8Kvz8PWeZB4PtNVBQYYBlxTmU17jzNu4TYvBC8iIiKQtpbnRsAGa+0ma+0ZYAxwY5JpqgG/u+//SGb8PxhjDHAlMN4dNBy4KY0xi2RfgUFQuhm0fREeWAAPLIK2L0PeGJj5PgxtA29Vgm/vg1WT4PSxDFfVploR6pWK5r1f13HqbOYTchEREUlb8lwC2OrxeZs7zNNSoJP7viOQzxgT434OM8YsMMbMMcbc5A6LAQ5Za89dokyRnC+mPDTrD71/gMc3QuehUL41rPkBxvaEN8rCl51g7hA4tCVdRRtjeKJdFXYfOc0XsxKyJn4REZFcxqR2Nb4x5magnbW2r/u5J9DYWtvfY5riwEdAWWAa0BmoYa09ZIwpYa3dbowph9M6fRVwGJjjdtnAGFMS+MlaWyOZ+u8C7gIoUqRI/TFjxmR2mS/p2LFjREREZGkdkn65bbuYxPNEHllNwX3zidk/j7wndwCQULobCWW6gTFpLuudhafYcPA8b7bKS3hw2udLTW7bJtmFtov/0TbxP9om/smftkvr1q0XWmsbJDcuKA3zbwdKenyOdYddZK3dgdvybIyJADpbaw+547a7fzcZY+KBusAEINoYE+S2Pv+rTI+yhwBDABo0aGDj4uLSEHLGxcfHk9V1SPrlzu1y1d9v922AaW9QZtkYysSEwnXvOF1A0qBI5SNc+8F05p8szHNtqnstuty5Tfyftov/0TbxP9om/im7bJe0dNuYD1R0744RAnQDJnlOYIwpaIy5UNaTwOfu8PzGmNAL0wDNgVXWae7+A7jZnacX8F1mF0YkxypYATp+Ai0ehUXDnS4dZ9L2CO6qxSLp1bQMX8xKIH7tniwOVEREJGdLNXl2W4b7A1OA1cBYa+1KY8wLxpgLd8+IA9YaY9YBRYCX3eFVgQXGmKU4yfJr1tpV7rgngP8zxmzA6QM91EvLJJIzGQNXPQPXvgVrf4IRN8KJA2madWD7KlQuko/Hxi1j37HTWRyoiIhIzpWm332ttZOByUmGPePxfjx/3znDc5pZQM0UytyEcycPEUmPRv0gojBM6AefXwM9JkB0qUvOEhYcyAfd63L9RzMYMG4pn/duiElHv2kRERFx6AmDItlRtRvh9m/h2G4Y2hZ2r0x1lspF8/Gf9lX4Y+1ehuvuGyIiIhmi5FkkuyrdDPr8DBj4vD0kzEh1ll7NytC6ciFe+WkNa3Zl3SPCRUREciolzyLZWZFqcOdUyFfUuR/0qktfd2uM4c0utYkMC+ah0Uv08BQREZF0UvIskt1Fl4Q7foZitWFsL5j/2SUnLxgRyltdarF291GemLCMc+cTL1OgIiIi2Z+SZ5GcIG8BuP07qNwefnwUll76YUJxlQsz4JrKfLdkB/eOXKQWaBERkTRS8iySU4Tkha5fQuHqMHdwqpPf37oCz99QnV9W7abPsPkcO33uMgQpIiKSvSl5FslJAoOgbg/YsRj2rE518l7NyvDeLXWYl3CAWz+dw4HjZy5DkCIiItmXkmeRnKZmFwgIgiWj0jT5TXVL8EmP+qzddZQug2ex49DJLA5QREQk+1LyLJLTRBSCCm1g2Vg4n7auGFdXK8KIOxqx58hpugyezaa9x7I4SBERkexJybNITlTnVji2Czb9keZZGpeLYfRdTTh19jxdBs9mxfbDWRigiIhI9qTkWSQnqnQN5Mmf5q4bF9QoEcW4e5oSFhxI9yFzmLtpfxYFKCIikj0peRbJiYJCnb7Pa36Ek4fSNWu5QhGMu6cphSNDuf3zefy+ZnfWxCgiIpINKXkWyalqd4fzp2HlN+metXh0Hsbd04zKRfPRb8RChs9K4Mw5PUxFREREybNITlW8LhSqCktGZ2j2AuEhjOrXhKblYnh20kpavvEHn07bpPtBi4hIrqbkWSSnMgbqdIdt82Df+gwVEREaxJd3NuKLPg0pWzCclyevpumrv/HGz2s4ctp6OWARERH/p+RZJCerdQuYAFiasdZnAGMMcZULM/quJnx3f3NaVCzIoD838tzskxzUQ1VERCSXUfIskpPlKwrlr4KlYyDxfKaLq10ymo9vq8839zbj8GnL4xOWYa1aoEVEJPdQ8iyS09XpDke2w1/TvFZk3VL56VIphF9W7earuVu8Vq6IiIi/U/IsktNVvg7ComHOx14ttm2ZIFpVKsRLP6xi7a6jXi1bRETEXyl5FsnpgsPgikdg/VSvtj4HGMNbXWqTLyyYB0cv5tTZzHcLERER8XdKnkVyg8Z3Q2Qs/PIMJHrvfs2F8oXydtfarN19lFcmr/ZauSIiIv5KybNIbhCcB658GnYsztBDUy6lVaVC9L2iLCNmb+aXVXoaoYiI5GxKnkVyi1pdoUhN+O0FOHfaq0UPaFeZ6sUjefKb5Zw9rycRiohIzqXkWSS3CAiENs/Doc2w4HOvFh0aFMgjV1di37HTTFu316tli4iI+BMlzyK5SYWroFxr+PMNOHnIq0W3qlyIAuEhfLNou1fLFRER8SdKnkVymzbPw8mDMPM9rxYbHBjADbWL88vq3Rw+edarZYuIiPgLJc8iuU2x2s5ju+cMgsPbvFp0p3olOHMukcnLd3q1XBEREX+h5FkkN7ryKbAWvr0XTh/zWrE1S0RRvlA4E9V1Q0REciglzyK5UXQpuP59SJgJw6+H4/u9Uqwxhk71YpmXcIAt+094pUwRERF/ouRZJLeq0x26jYQ9q+Dza+DQFq8Ue1PdEgBMXKzWZxERyXmUPIvkZpXbQ89v4fgeGHoN7Mn8UwJLROehabkYJi7ehrU28zGKiIj4ESXPIrld6abQ5yfAOi3QW+ZkushO9UqQsP8Ei7YcynRZIiIi/kTJs4hAkepwxxTIWxBG3ARrf8pUce1rFiMsOICJi717Nw8RERFfU/IsIo78peHOqVC4Coy5DRZ/leGiIkKDuKZ6Ub5fupPT5857MUgRERHfUvIsIn8LLwi9foByreC7+2H6O84t7TKgU71YDp88yx9r9LhuERHJOZQ8i8g/hUZA96+hxs3w2/Pw85OQmJjuYpqXj6FQvlC+WaSuGyIiknMoeRaRfwsKgU6fQuN7Ye4g+KYfnDuTviICA+hUtwS/rN7NyLmbsyhQERGRyyvI1wGIiJ8KCIB2r0JEYacF+uQB6Pql0zKdRg9fXYn1e47x1MQV7Dt6hgevqoAxJguDFhERyVpqeRaRlBkDLf4PbvgQNsXDiBvS9TTCPCGBfNKzPp3rxfLur+t45ruVnE/UvZ9FRCT7UsuziKSu3u2QNwbG3+HcC7rnxDTPGhwYwFtdalEwXwif/LmJ/cdP807XOoQFB2ZhwCIiIllDLc8ikjZVroMe38CxPTC0LXmPp/1x3sYYnmxflaevq8rk5bvoOXQui7cczMJgRUREsoaSZxFJuzLNoc9ksOeptew5OHMiXbP3bVGO97vVYc2uo3T8eBZdB8/ml1W7SVRXDhERySaUPItI+hStATcPI+z0fpjzcbpnv7FOCWY/eRXPdKjG9kMn6TdiAVe/8yej521Rf2gREfF7Sp5FJP3KNGdfTGOY8a7TjSOdIkKDuOOKsvw5II4Pu9clPDSIJ79ZTtdPZvPXvuNZELCIiIh3KHkWkQzZWP52OHsS4l/LcBlBgQFcX7s4k/o3591barN+91Havz+N4bMS1JVDRET8kpJnEcmQk3ljocEdsPAL2LsuU2UZY+hYN5apj7SiSbkYnp20kts+m8vWA+nrUy0iIpLVlDyLSMbFDYTgvPDrs14prmhUGMN6N+T1zjVZvv0w7d6bxuh5W7BWrdAiIuIflDyLSMaFF4QWj8DayZAwwytFGmO4pWEpfn64BbVLRvPkN8vpNWw+Ow+f9Er5IiIimaHkWUQyp8l9EFkCpj4NiYleKzY2f16+urMxL9xYnfl/HaDtu9MYt2CrWqFFRMSnlDyLSOYE54GrnoEdi2HFBK8WHRBguL1pGX56qAVViuZjwPhl9B2+gPW7j3q1HhERkbRS8iwimVezKxStBd8/CGN7wdKv4cQBrxVfpmA4Y+5qytPXVWXmxn20eXcafYbNY9bGfWqJFhGRyyrI1wGISA4QEABdh8OM92Ddz7DqWzABUKopVGoHla+FghUyVUVggKFvi3J0rFuCr+ZsYcTsBG79dC41SkTSr0U5bqhdHGOMVxZHREQkJUqeRcQ7CpSDGz5w+j3vXAxrf4K1P8Mv/3VeMRX+TqRLNobAjJ1+YiJCeejqitzdqhwTF2/n0+mbeGjMEvYcOU2/luW8vFAiIiL/pORZRLwrIABK1HdeVz4Nh7bAuinOHTnmfgKzP4KwaKjYFiq3gwpXQ1hUuqsJCw6ke6NS3NKgJHcMn88Hv6+nc/1YCoSHeH+ZREREXOrzLCJZK7oUNOoHPSfC45ugy3Co3B42/Arj74A3ysHw62HRCMhA/+WAAMN/rq3K8dPn+OC39VmwACIiIn9LU/JsjGlnjFlrjNlgjBmYzPjSxpjfjDHLjDHxxphYd3gdY8xsY8xKd9wtHvN8YYz5yxizxH3V8dpSiYh/CouE6jdBx8EwYAPcMQWa9oeju2DSA/DXtAwVW6lIPro1KsVXczazae8x78YsIiLiIdXk2RgTCPwPaA9UA7obY6olmewtYIS1thbwAvCqO/wEcLu1tjrQDnjPGBPtMd8Aa20d97UkU0siItlLQCCUagJtnoe7p0FoFCwdneHiHrm6EqFBAbz20xovBikiIvJPaWl5bgRssNZustaeAcYANyaZphrwu/v+jwvjrbXrrLXr3fc7gD1AIW8ELiI5SHAep0V61SQ4nbGW40L5Qrk3rjxTV+1m7qb93o1PRETEZVK7R6ox5magnbW2r/u5J9DYWtvfY5pRwFxr7fvGmE7ABKCgtXa/xzSNgOFAdWttojHmC6ApcBr4DRhorT2dTP13AXcBFClSpP6YMWMys7ypOnbsGBEREVlah6Sftov/8fY2iTy8mnqLB7K6ykPsLnplhso4fd7y5PSTRIUY/ts0jIBceOs6HSv+R9vE/2ib+Cd/2i6tW7deaK1tkNw4b91t4zHgI2NMb2AasB04f2GkMaYY8CXQy1p74fm9TwK7gBBgCPAETpePf7DWDnHH06BBAxsXF+elkJMXHx9PVtch6aft4n+8vk1sK9j8KVVPLaJq3L9OBWl2LHobj45bypHoStxUt4T34ssmdKz4H20T/6Nt4p+yy3ZJS7eN7UBJj8+x7rCLrLU7rLWdrLV1gafcYYcAjDGRwI/AU9baOR7z7LSO08AwnO4hIpJbGQO1u0PCdDi4OcPFdKxbgholInlzylpOnT2f+gwiIiLpkJbkeT5Q0RhT1hgTAnQDJnlOYIwpaIy5UNaTwOfu8BBgIs7FhOOTzFPM/WuAm4AVmVgOEckJancDDCz7OsNFBAQYnrq2GtsPnWTA+GWcOZeY+kwiIiJplGrybK09B/QHpgCrgbHW2pXGmBeMMTe4k8UBa40x64AiwMvu8K5AS6B3MrekG2mMWQ4sBwoCL3lpmUQku4ouCWVbwJJRGbrn8wVNy8fweLvKfL90B3d8MZ+jp856MUgREcnN0tTn2Vo7GZicZNgzHu/HA+OTme8r4KsUyszYFUEikrPVvhW+vQe2zIHSTTNczH1xFSgUEcrAb5bTbcgchvVpSOF8YV4MVEREciM9YVBE/Eu1GyAkApaOynRRXRqU5LNeDdi09zidB83SA1RERCTTlDyLiH8JCYdqN8KKiXDmRKaLa125MKPvasLx0+e5efBsflq+k/OJGe8SIiIiuZuSZxHxP7W7w5mjsOZHrxRXp2Q0E+5tRnTeYO4duYgr345nxOwETpw555XyRUQk91DyLCL+p3RziC7lla4bF5QtGM7Uh1vy8W31yJ83hGe+W0mz137nzSlrOHxSFxSKiEjaKHkWEf8TEOC0Pm/8A7Yv8lqxQYEBXFuzGBPva8b4e5rSuGwBPo7fyH++We61OkREJGdT8iwi/qnBHRAVC8Ovh42/e7VoYwwNyhTgk54NuLtleX5asZOtBzLfv1pERHI+Jc8i4p/yFYU7f4H8ZWBkF1ia8QenXEqvZqUJMIZhMxOypHwREclZlDyLiP+KLAZ9JkOppjDxLpjxXqYenpKcYlF56FCrGF/P38IRPUxFRERSoeRZRPxbWBT0mADVO8Gvz8LPAyHRu4/c7tuiHMfPnOfreVu9Wq6IiOQ8Sp5FxP8FhULnodDkfpg7GMb3gbOnvFZ8jRJRNClXgGEz/+Lcee8m5iIikrMoeRaR7CEgANq9Am1fglXfwled4eQhrxXf94py7Dh8ip9W7PJamSIikvMoeRaR7KXZA9DpM9g6F4a1hyM7vFLslVUKU7ZgOJ9N34T1cr9qERHJOZQ8i0j2U6sL9BgPh7bCZ21gz5pMFxkQYLjjirIs3XaYhZsPeiFIERHJiZQ8i0j2VC7OuRNH4ln4vC1snp3pIjvXK0F03mA+m/5X5uMTEZEcScmziGRfxWo594IOLwRf3gSrv89UcXlDgritcSmmrNrF5v3HvROjiIjkKEqeRSR7y18a7pgKRWrA2Nth/tBMFXd70zIEBRhembyas7rzhoiIJKHkWUSyv/AY6DUJKraFH/8Pfn8pww9TKRIZxoBrKjNl5W7uHL6A46fPeTlYERHJzpQ8i0jOEBIOt4yEuj1h2pswqT+cz9gTA+9qWZ7XO9dk5oZ9dBsyh71HT3s5WBERya6UPItIzhEYBDd8CC0fh8Vfwfu1Yeb7Gbof9C0NS/Hp7fVZv+coNw+epT7QIiICKHkWkZzGGLjyKeeR3gXKwS/PwLvV4aeBcDAhXUVdWaUIo/o14cjJs3T6eBbLth3KkpBFRCT7UPIsIjlThauh9w9w9zSo0gHmfwof1IWve8KWuWnuE12vVH7G39uMPCGBdBsyh/i1e7I4cBER8WdKnkUkZytWGzp9Ag8vh2YPwl9/OveF/uxqWPENnE/9gsDyhSL45t5mlIkJp+/wBYxfuO0yBC4iIv5IybOI5A6RxaHN8/DIKrj2LTh5AMb3gQ/qwKrvUp29cGQYX9/dhCblYnhs3FL+98cGPcZbRCQXUvIsIrlLaAQ06gf9F0C3UZC3gHN/6FkfpTprvrBgPu/dkJvqFOfNKWt55ruVnE9UAi0ikpsE+ToAERGfCAiEKtdB+avgm34w9Sk4vA2uedkZl4KQoADe6VqHIlFhfPLnJg6fPMv73epgjLmMwYuIiK+o5VlEcrfgMOgyHBrfC3MHwbjecPbUJWcJCDA82b4qj7apxKSlOxg+K+GyhCoiIr6n5FlEJCAA2r8G17wCqyfBlzfBiQOpznZ/6wpcVaUwL09ezdKth7I8TBER8T0lzyIiFzS9H24eBtsXwufXwMHNl5w8IMDwdtfaFM4Xxv2jFnH4ZMaeaCgiItmHkmcREU81OkHPb+HYbud2djsWX3Ly6LwhfNC9LrsOn+Lx8Ut1Bw4RkRxOybOISFJlmsOdv0BQGAy7FtZNveTk9Uvn54l2VZiycjdfqP+ziEiOpuRZRCQ5hSpD31+gYEUY3Q0WDLvk5H1blOXqqoV5ZfJqlqj/s4hIjqXkWUQkJfmKQu/JUOEq+OFh59He8z6Fncv+9WRCYwxvdXH6P981YgGrdx7xTcwiIpKllDyLiFxKaAR0Gw1N+8PWuTD5MfikBbxWCoZfD7+9COumwIkDROcNYVifhgQYQ9fBs5m5YZ+voxcRES/TQ1JERFITGOQ8PKXtS3BoC2ydB9vmOcn0jHfBnnemi6lIpZKN+LllXR6fE0afYXN4/eY6dKwb69v4RUTEa5Q8i4iklTGQv7TzqtXFGXbmOGxf5CbT82DtT0QvGckQ4HhIOAu/Kce8JU1p2KIdJrYBhEX5dBFERCRzlDyLiGRGSDiUbeG8AKyFA5tg61zCtsyl/MrpFEv4FLN5CBaDKVQFSjaE2EZQtqWTiIuISLah5FlExJuMgZjyEFOewDq3UqyD5b0fF7Jw9q90KbyT6yO3EbjqO1g0AgKCoeNgqHmzr6MWEZE0UvIsIpKFAgIM/3d9A74sWJD/m7SSYcHRDL2/HgVPboYf/w8m3AlHd0Gz/r4OVURE0kB32xARuQx6Ni3D4B71WbvrCJ0Hz+GvgJLQ4xuoegNMfQqmPAWJib4OU0REUqHkWUTkMmlbvSij+jXh6KlzdB40i4U7TkKXL6DRXTD7I/imH5w74+swRUTkEpQ8i4hcRvVK5eebe5uRLyyILoNncd/oJSysNhB71bOwYjyMvBlO6QErIiL+SsmziMhlVqZgON/e15y7WpZn5ob9dB48h5uWNmJRvVewm2fCF9c6/aBFRMTvKHkWEfGB/OEhDGxfhdlPXsmLN9Xg6KlzdJpVhgd4glO713Pkf61ZvnQ+p86e93WoIiLiQXfbEBHxobwhQfRsUprbGpXiz3V7+W5Jcfon5OfVky8Q+81N9Bw7gNPFGlC3ZDR1S+WnXqn8lCyQB2OMr0MXEcmVlDyLiPiBgABD6yqFaV2lMFCXA9taEjqmC6OOv8J7iQMZtrAaw2dvBiAmPIS6pZxkum6paGrHRhMeqtO5iMjloLOtiIgfKhBbGe79HUZ1ZcCOF/m/Dm+yNrYri7ceZPGWQyzacpBfV+8BIMBApSL5qFsqP3lPnCV2zzHKFQwnIECt0yIi3qbkWUTEX4UXhF7fw7g+BE5+lGotdlDtyv9yW2Pnkd6HTpxhydZDF5PpH5bt4Oipcwxd8SeRYUHUKZWf+qXy07t5GaLyBPt4YUREcgYlzyIi/iwkHLqNcp5GOP1tOLwdbvgQgkKIzhtCXOXCxFUuDEBiomXM5D8IKlqRxVsOsXjLQd77bR2LthxkWO+GaokWEfECJc8iIv4uMAiufx+iYuGPl+HYLuj6JYRF/mOygABD8YgA4hqUpGuDkgCMnLuZpyauYNCfG7m/dQVfRC8ikqPoVnUiItmBMdDqcbjxf/DXdBh2LRzZmepstzYqxY11ivP21LXM3rj/MgQqIpKzKXkWEclO6vaAW8fCgU0wtA3sXXvJyY0xvNKxJmULhvPgmMXsOXrqMgUqIpIzKXkWEcluKl4NfSbDudMwtC1snn3JycNDg/j4tvocPXWWh0Yv4XyivUyBiojkPEqeRUSyo+J1oO8vzh05RtwIq7675OSVi+bjpZtqMnvTft7/dd3liVFEJAdS8iwikl3lLwN3TIVitWFsL5j7ySUnv7l+LF0bxPLhHxuYvDz1/tIiIvJvaUqejTHtjDFrjTEbjDEDkxlf2hjzmzFmmTEm3hgT6zGulzFmvfvq5TG8vjFmuVvmB0bPmhURSb/wGOg1CapcBz89TrmNwyAxMcXJn7+hBnVLRnP/qEUMm/nXZQxURCRnSDV5NsYEAv8D2gPVgO7GmGpJJnsLGGGtrQW8ALzqzlsAeBZoDDQCnjXG5HfnGQT0Ayq6r3aZXhoRkdwoOA90HQEN+1Fq67cw4U44m/yFgXlCAhnZtwltqhbh+e9X8eIPq0hUH2gRkTRLS8tzI2CDtXaTtfYMMAa4Mck01YDf3fd/eIy/BvjFWnvAWnsQ+AVoZ4wpBkRaa+dYay0wArgpc4siIpKLBQTCtW+ysVwvWPkNfNUJThxIdtI8IYEM6lGf3s3KMHTGX9w/ahGnzp6/zAGLiGRPaUmeSwBbPT5vc4d5Wgp0ct93BPIZY2IuMW8J9/2lyhQRkfQwhq2lOkHnobBtPnzeDg5tSXbSwADDs9dX4+nrqvLTil3c9tlc9hzRbexERFLjrScMPgZ8ZIzpDUwDtgNeacYwxtwF3AVQpEgR4uPjvVFsio4dO5bldUj6abv4H20T/3Ts2DHiKUhUzWepseIVEj9uyZI6r3Iyb7Fkp68A3F8nlE+WHaTZq7/RtHgQbcsEUzKfrif3Fh0r/kfbxD9ll+2SluR5O1DS43OsO+wia+0O3JZnY0wE0Nlae8gYsx2ISzJvvDt/bJLh/yjTo+whwBCABg0a2Li4uOQm85r4+Hiyug5JP20X/6Nt4p/+3i5x0OwqGBJHY7sQ4t5KcZ44oMvVxxk64y/GLdzK9O0naVGxIHdeUZZWlQqh67kzR8eK/9E28U/ZZbukpWlhPlDRGFPWGBMCdAMmeU5gjClojLlQ1pPA5+77KUBbY0x+90LBtsAUa+1O4Igxpol7l43bgUvfpFRERNKncFXnLhwrxjsPVLmEMgXDefGmGsx58ioGXFOZtbuO0nvYfAaMX4ZzaYqIiEAakmdr7TmgP04ivBoYa61daYx5wRhzgztZHLDWGLMOKAK87M57AHgRJwGfD7zgDgO4D/gM2ABsBH7y1kKJiIir9q1w8iCsm5KmyaPzhnB/6wrMeOJK7m5ZjvELt/H1/K2pzygikkukqc+ztXYyMDnJsGc83o8Hxqcw7+f83RLtOXwBUCM9wYqISDqVbw0RRWHpaKh2Q+rTu0KCAni8XRVW7jjCs5NWUrtkNFWLRWZhoCIi2YOuCBERyckCAqFWV1g/FY7vS9esgQGG97rVISpPMPePXMSx0+eyKEgRkexDybOISE5X51ZIPAfLx6V71oIRoXzQvS4J+4/z5DfL1f9ZRHI9Jc8iIjld4apQrA4sGZWh2ZuUi+HRtpX5fukORs5N/r7RIiK5hZJnEZHcoM6tsGsZ7F6ZodnvbVWeVpUK8cL3q1i4+aCXgxMRyT6UPIuI5AY1boaA4Ay3PgcEGN69pQ4FI0LoPGgWd34xn1kb96kbh4jkOkqeRURyg/AYqHQNLBsL5zN24V+B8BC+f+AKHrqqIku2HuLWT+dy3QczmLBwG2fOJXo5YBER/6TkWUQkt6jdHY7vgY2/Z7iImIhQHmlTiZkDr+T1zjU5ez6RR8ct5dZP5yiBFpFcQcmziEhuUbEt5CkASzPWdcNTWHAgtzQsxdRHWvJ655os2HyQN6es8UKQIiL+TcmziEhuERQCNbvAmsnOUwe9wBjDLQ1LcXvT0nw6/S9+WbXbK+WKiPgrJc8iIrlJne5w/jT88Sp48WK/p66rSo0SkTw6dglbD5zwWrkiIv5GybOISG5SrA407AfzPoHv+mf44sGkQoMC+d+t9bAW+o9erP7PIpJjKXkWEclNjIFr34S4J2HJV/B1DzjjnZbi0jHhvH5zLZZuPcTrP6v/s4jkTEqeRURyG2MgbiBc9zas+xm+7Oi1PtDX1ixGr6alGTrjL75fusMrZYqI+BMlzyIiuVXDvtBlGGxfCMOuhSPeSXb/c11VasdG8cDoxdw8aBY/Ld/J+UQ9TEVEcgYlzyIiuVn1jtBjPBzaAkOvgX0bMl1kaFAgo/o14ZkO1dh99BT3jlxEqzf/4LPpmzh66qwXghYR8R0lzyIiuV25OOj9A5w9AZ9fAzsWZ7rI8NAg7riiLPGPtWZwj/oUj8rDSz+upumrv/PC96t0Rw4RybaUPIuICBSvC3dMgeC88EUH2PSnV4oNDDC0q1GUsfc0ZVL/5lxdtTAjZifQ6s0/uOfLhcxPOID14i3zRESympJnERFxFKwAd06BqJIw8mZY+a1Xi68VG8173eoy44kruadVeeb8tZ8ug2dz66dzOXX2vFfrEhHJKkqeRUTkb5HFoc9kpyV6XG9Y8LnXqygaFcbj7aowe+BV/LdDNWZv2s/z36/yej0iIllBybOIiPxT3gLQ81uo2BZ+eAT+fMOrTyO8IE9IIHdeUZZ748ozet4Wvluy3et1iIh4m5JnERH5t5C80G0k1OoGf7wMPz0OiVnz1MBH21SiYZn8/Oeb5WzceyxL6hAR8RYlzyIikrzAYLhpEDTtD/OGwDd94dwZr1cTFBjAB93rEhocyP0jF6n/s4j4NSXPIiKSsoAAaPsSXP08rJgAo2+B095vHS4WlYd3utZmza6jPDdppdfLFxHxFiXPIiJyacbAFQ/DDR/BpngYcSOcOOD1auIqF+b+1uUZM38rExdv83r5IiLeoORZRETSpl5PuOUr2LXMuRf00d1er+KRqyvRqEwBBoxbxiNfL2HF9sNer0NEJDOUPIuISNpVuQ5uGwcHE5ynER7c7NXigwID+KRnfW5vWoapK3fR4cMZdBsym19W7SYxUQ9TERHfU/IsIiLpUy4Obv8OTh6Az9vB3nVeLT5/eAjPXF+N2f+5iqeurcqW/SfoN2IBbd79kw17jnq1LhGR9FLyLCIi6VeyIfSeDInnYFg72LHE61VEhgXTr2U5pj3emg+61+XwyXN0HjSb+Qne728tIpJWSp5FRCRjitaAO36G4HAYfj0kzMySaoICA7ihdnEm3teMmIgQbvtsLpOX78ySukREUqPkWUREMi6mvJNA5ysKX3WCdVOyrKqSBfIy4Z5m1CwRxf2jFjF0xl9ZVpeISEqUPIuISOZElYA+P0OhKjDmVlg+Psuqyh8ewsi+jWlbrQgv/rCKl35Yhc2CR4eLiKREybOIiGReeAz0+h5KNoEJfWH+Z1lWVVhwIB/fVp9eTUvz2Yy/+Gy6WqBF5PJR8iwiIt4RFgk9xkOldvDjozDtTciiVuHAAMNzN1SnXfWivPbzGhboIkIRuUyUPIuIiPcE54FbvoRat8DvL8GUpyAxMUuqMsbwRpdalIjOQ/9Ri9l/7HSW1CMi4knJs4iIeFdgMNw0GBrdDXP+B5P6w/lzWVJVZFgwH99WjwMnzvDI2KV6kIqIZDklzyIi4n0BAdD+dYh7EpaMhHG94OypLKmqRokonr2+GtPW7eXj+A1ZUoeIyAVKnkVEJGsYA3EDof0bsOYHGHkznDqSJVXd2qgUN9Ypzju/rGPWxn1ZUoeICCh5FhGRrNb4buj0KWye5TxM5bj3k1tjDK90rEnZguE8OHoJv6/ZrS4cIpIllDyLiEjWq9UVuo2CvWvg83ZwaKvXqwgPDWJQj/qEBBru+GIBbd79k1Fzt3Dq7Hmv1yUiuZeSZxERuTwqt4OeE+HYHhjaFvas8XoVlYrk48/HW/N+tzrkCQnkPxOX0+y133n3l3WcPqckWkQyT8mziIhcPqWbQZ8fwZ6HYe1g2wKvVxEcGMCNdUrwff8rGHNXE+qViub939bz0e+6mFBEMk/Js4iIXF5Fa8IdP0NYFAy/Adb8CInebxU2xtCkXAyf9WrIDbWLM2TaJnYcOun1ekQkd1HyLCIil1+BcnDHFChQFsbcCq+XhZFdYeb7sG2h1+8L/Xi7yljgrSlrvVquiOQ+Qb4OQEREcql8RZ0Eeu1PsHkGJMyE9VOccSERULIxlGkOpa+A4nUhKCTDVcXmz0vfK8rycfxGejcvQ63YaO8sg4jkOkqeRUTEd0IjoFYX5wVwdDdsnum8EmbCby84w4PzQmxDKHMFlG4OJepDcFi6qro3rjxjF2zlpR9W8/XdTTDGeHlhRCQ3UPIsIiL+I18RqNHJeYFzT+jNs/5Opv94BbAQGAqxDZxEunQzKNkIQsIvXXRYMI+0qcRTE1cwZeUu2tUolvXLIyI5jpJnERHxX+EFodoNzgvg5EHYMgcSZjgJ9fS3YFoiBARB8XpOIl2uFZRr7TzhMIlbGpRk+KwEXv1pDa2rFCY0KPAyL5CIZHe6YFBERLKPPPmhcnu45mW4Kx6e2Ay3jYdmDzjjZ38EX3aEyY9BYuK/Zg8KDOCp66qxef8Jvpy9+fLGLiI5glqeRUQk+wqLhIptnBfAmeNO147ZH8H5s9DhPQj4ZztRq0qFaFWpEB/8tp7rahWjWFSeyx+3iGRbankWEZGcIyQc2r4ELR6FRcNhUv9k7yH91HVVOXUukVZvxjNwwjI27Dnqg2BFJDtSy7OIiOQsxsCV/4XAEIh/1WmBvmkQBP79lVepSD5+fqgFQ2f8xfiF2xgzfyutKxeiX4tyNC0foztxiEiKlDyLiEjOYwzEDXQuJPz9RUg8C50+hcDgi5OUKxTByx1r8mjbynw1ZzMjZidw62dzqVYskn4ty3JdzeKEBOkHWhH5J50VREQk52r5GLR5EVZOhPF94NyZf01SIDyEB6+qyIwnruT1zjU5ez6RR75eSss3/mBQ/EYOnzjrg8BFxF8peRYRkZyt+YPQ7jVY/T2M6wXnTic7WVhwILc0LMWUh1syrE9DyhcO5/Wf19D0td94btJKth44cZkDFxF/pG4bIiKS8zW51+nCMfkx+LoHdP0yxScUBgQYWlcuTOvKhVm14wifTd90sVtH+xrF6NuiLHVL5b/MCyAi/iJNLc/GmHbGmLXGmA3GmIHJjC9ljPnDGLPYGLPMGHOtO/w2Y8wSj1eiMaaOOy7eLfPCuMJeXTIRERFPjfo5t65bPxXGdIezJ1OdpVrxSN65pQ7Tn2hNv5blmLZ+Lx0/nkWXwbNYuPlg1scsIn4n1eTZGBMI/A9oD1QDuhtjqiWZ7GlgrLW2LtAN+BjAWjvSWlvHWlsH6An8Za1d4jHfbRfGW2v3ZHppRERELqVBH7jhI9j4B4zqCmfS1hWjWFQenmxfldlPXsV/O1Rj28GTdP90Dj+v2JXFAYuIv0lLy3MjYIO1dpO19gwwBrgxyTQWiHTfRwE7kimnuzuviIiI79Tr6dy67q/pMO3NdM0aERrEnVeUZfKDLahePJL7Ri7kqzl6UqFIbpKW5LkEsNXj8zZ3mKfngB7GmG3AZOCBZMq5BRidZNgwt8vGf41uqikiIpdLne5QoxPM/QSO70v37PnDQxjVtwmtKxfm6W9X8M4v67DWZkGgIuJvTGoHuzHmZqCdtbav+7kn0Nha299jmv9zy3rbGNMUGArUsNYmuuMbA59Za2t6zFPCWrvdGJMPmAB8Za0dkUz9dwF3ARQpUqT+mDFZ23h97NgxIiIisrQOST9tF/+jbeKftF3SLu/xbTSc/wBbS97ApvJ9MlTG+UTLFyvPMH37OVrFBnF7tRACA/7ZFqRt4n+0TfyTP22X1q1bL7TWNkhuXFrutrEdKOnxOdYd5ulOoB2AtXa2MSYMKAhc6MfcjSStztba7e7fo8aYUTjdQ/6VPFtrhwBDABo0aGDj4uLSEHLGxcfHk9V1SPppu/gfbRP/pO2STqenUWrVJEp1fQPyFclQEVe2trw9dR0f/bGBQ4Rzb1x52lQrejGJ1jbxP9om/im7bJe0dNuYD1Q0xpQ1xoTgJMKTkkyzBbgKwBhTFQgD9rqfA4CuePR3NsYEGWMKuu+DgQ7AiswtioiISDq1egLOn4GZ72W4CGMMj11TmXe61ubAiTPc89Uirnw7nhGzEzhx5pz3YhURv5Bq8mytPQf0B6YAq3HuqrHSGPOCMeYGd7JHgX7GmKU4Lcy97d/9QVoCW621mzyKDQWmGGOWAUtwWrI/9cYCiYiIpFlMeajdHeYPhSPJXeuedp3qxRL/WGs+vq0e+fOG8Mx3K2n22u9MSTir/tAiOUiaHpJirZ2McyGg57BnPN6vApqnMG880CTJsONA/XTGKiIi4n0tH4NlY2D6O3DdW5kqKjDAcG3NYrSvUZSFmw/y4e8bGL1mLyGTVvLM9dX/1R9aRLIfPZ5bRERytwJloc5tsGg4HNqa+vRpYIyhQZkCDOvdkHZlghg+ezMPjl7M6XPnvVK+iPiOkmcREZGWA8BamJ65luekAgIM3aqE8tS1Vflx+U56fz6fI6fOerUOEbm8lDyLiIhEl4T6vWDxV7BvvdeL79eyHO/eUpv5CQe45ZM57Dlyyut1iMjloeRZREQEoMWjEBQGg6+An5+Eo7u9WnzHurEM7d2QzfuP0/a9abw9dS17j572ah0ikvWUPIuIiABEFod7pkONzs6TB9+vBT//B47tSX3eNGpVqRAT7m1GozIF+OiPDTR//XcGTljGhj1HvVaHiGQtJc8iIiIXFCgHN30M/edD9U4wdxC8VwumPOW1JLpqsUiG3N6A3/6vFV3qxzJx8Xaufmcaj3y9hPOJuqWdiL9T8iwiIpJUTHnoOAj6L4DqN8Gcj/9Oor3UnaNcoQhe7liTWQOv5K6W5Zi4eDuD4jd4pWwRyTpKnkVERFISUx46Dv5nEv1+ba8m0TERoTzZvgo31inOO7+sY95fB7xSrohkDSXPIiIiqUk2ia7lXli4K9PFG2N4uWNNShXIy4OjF3Pg+JnMxywiWULJs4iISFr9I4nu5F5YWBt+GpjpJDoiNIiPbq3HgeNneGzcUhLV/1nELyl5FhERSa8LfaIfWAA1boZ5Q5w+0ZMfhyM7MlxsjRJRPN2hKr+v2cPQGX95MWAR8RYlzyIiIhlVoBzc9D94YCHU6goLhjot0T8+Boe3ZajInk1K0656UV7/eQ2Ltxz0csAikllKnkVERDKrQFm48SMnia7dHRYOgw/qwg+PEHpqX7qKMsbw+s21KBoVRv9Rizl8Qo/zFvEnSp5FRES8JX8ZuOEDeHAx1O0Bi76k/sJHYc+adBUTlSeYj26tx+4jpxgwfinWqv+ziL9Q8iwiIuJt0aWgw7twzwysMTD8+nQn0HVKRjOwfRWmrtrNsJkJWROniKSbkmcREZGsUrgKS2u/BBlMoO+8oixXVy3Cqz+tZunWQ1kTo4iki5JnERGRLHQiPBZ6/ZChBNoYw1tdalE4Xxj3j1rE4ZPq/yzia0qeRUREslqhShlOoKPzhvDhrXXZdfgUj6v/s4jPKXkWERG5HP6RQHeAPavTPGu9Uvl5ol0VpqzczfBZCVkXo4ikSsmziIjI5VKoEvT+EUwgfNEBdq9K86x9W5TlqiqFeWXyGvYePZ2FQYrIpSh5FhERuZwKVnQS6MBgpwV698o0zWaMYWD7Kpw5n8h3S7ZncZAikhIlzyIiIpdbwQpuAh3qtEDvWp6m2SoWyUet2CgmLFLyLOIrSp5FRER8IaY89P4BgvPA8Btg57I0zda5Xiyrdx5h1Y4jWRygiCRHybOIiIivXEyg8zp34dixJNVZbqhdnOBAw4RF27I+PhH5FyXPIiIivlSgHPT5EUIjYcQNsH3hJSfPHx7CVVWK8N2S7Zw9n3iZghSRC5Q8i4iI+Fr+Mk4LdFg0jLgJts6/5OSd68ey79gZpq3bezmiExEPSp5FRET8Qf7SzkWEeWPgy46wZW6Kk8ZVLkRMeIi6boj4gJJnERERfxFd0kmgIwrDV51g86xkJwsODOCGOsX5ddUeDp04c5mDFMndlDyLiIj4k6gSTgIdWRxGd4OzJ5OdrHO9WM6cT+T7pTsuc4AiuZuSZxEREX8TWQyufRNOHYb1U5OdpHrxSKoUzcd43fNZ5LJS8iwiIuKPSl8BeQvCim+SHW2MoXO9WJZuPcSGPccuc3AiuZeSZxEREX8UGATVboR1U+B08snxjXWLExigez6LXE5KnkVERPxVjU5w7iSs+znZ0YXzhdGqUiEmLtrOzsPJ940WEe9S8iwiIuKvSjWFiKKwcmKKk/RpXoa9x07T4vU/eHjMYlZsP3wZAxTJfZQ8i4iI+KuAQKh+E6z/BU4dSXaSFhULEf9YHL2aleHX1Xvo8OEMug2ZzZSVuzh2+tzljVckFwjydQAiIiJyCdU7wdzBsHYy1O6W7CQlC+Tlvx2q8dDVFfl63laGzfyLu79cSICBSkXyUa90fuqXyk+90vkpE5MXY8xlXgiRnEPJs4iIiD+LbQiRsU7XjRSS5wsiw4Lp17IcfZqXYdbG/SzcfJBFWw7y/ZIdjJq7BYAC4SHULRlNvdL5qVsqmtqx0YSHKh0QSSsdLSIiIv4sIMDpujH3Ezh5EPLkT3WWoMAAWlYqRMtKhQA4n2jZsOfYxWR60ZaD/LZmDwCBAYYqRfNRr1R+6pWOpl6p/JQqoNZpkZQoeRYREfF3NTrB7I9gzY9Qt0e6Zw8MMFQumo/KRfNxa+NSABw6cYbFWw5dTKa/WbSNL+dsBqBgRAh1S+V3EupS0dSKjSZPSKBXF0kku1LyLCIi4u+K14Po0s4DUzKQPCcnOm8IrasUpnWVwoDTOr1219GLyfTiLYf4ZdVuwEm+qxbLd7HfdL1S+YnNn0et05IrKXkWERHxd8ZA9Y4w60M4vh/CY7xeRWCAoVrxSKoVj6RHk9IAHDh+hsVuMr1o8yHGLdzG8NkXWqdDqVcq+mIyXSs2irBgtU5LzqfkWUREJDuo0QlmvgerJ0GDPpelygLhIVxVtQhXVS0CwLnziazdfZRFWw6xyO0/PdVtnQ5yk+96pfLTtUFJqhWPvCwxilxuSp5FRESyg6K1oEB5WPnNZUuekwoKDKB68SiqF4+ip9s6ve/Y6b/7Tm8+yNfzt/L1/K18dGvdi0m3SE6ih6SIiIhkB8ZAzZvhr+lO32c/UTAilDbVivBEuyp8fXdTpj3emgqFI+g3YgGj523xdXgiXqfkWUREJLto9iCUagIT+sLKb30dTbIK5QtlzF1NaFGxEE9+s5x3flmHtdbXYYl4jZJnERGR7CI0Am4b5zw4ZfwdsOo7X0eUrPDQID7r1YAu9WP54Lf1PDFhGWfPJ/o6LBGvUPIsIiKSnYTmgx7jIbaBk0Cv/t7XESUrODCAN26uxYNXVmDsgm10/Hgm3y3ZriRasj0lzyIiItlNaD64bTwUrwvjejsPT/FDxhj+r21l3u9WhxOnz/PQmCW0fOMPPvlzI4dPnvV1eCIZouRZREQkOwqLhB4ToFgdGNsL9m3wdUQpurFOCX79v1YM7dWAMjHhvPrTGpq++hvPTVrJ5v3HfR2eSLooeRYREcmuwqKg+2gICIJpb/o6mksKCDBcVbUIo+9qwo8PXkG7GkUZOXczcW/F02/EAuZu2q8LCyVbUPIsIiKSnUUUhkZ9YflY2Lfe19GkSfXiUbzTtQ4zn7iS/q0rsCDhALcMmcP1H83gjzV7fB2eyCUpeRYREcnumj0EQWF+3/qcVOHIMB5tW5lZA6/ilY41OXH6PP1GLGDRloO+Dk0kRUqeRUREsruIQtCwLywfl21anz3lCQnk1salmHh/c4pFh9F/5CIOHj/j67BEkqXkWUREJCdo9qDT+vznG76OJMOi8gTz8a312XfsDP83dgmJieoDLf5HybOIiEhOEFEIGvWDFeNh7zpfR5NhNWOj+G+Hqvyxdi+Dp230dTgi/5Km5NkY084Ys9YYs8EYMzCZ8aWMMX8YYxYbY5YZY651h5cxxpw0xixxX4M95qlvjFnulvmBMcZ4b7FERERyoWYPQlAemJZ9W58BejQpTYdaxXhrylrmbtrv63BE/iHV5NkYEwj8D2gPVAO6G2OqJZnsaWCstbYu0A342GPcRmttHfd1j8fwQUA/oKL7apfxxRARERHCCzqtz8uzd+uzMYbXOteiTEw4D4xezL5jp30dkshFaWl5bgRssNZustaeAcYANyaZxgKR7vsoYMelCjTGFAMirbVzrHNTxxHATekJXERERJLR7EEIzgt/vu7rSDIlIjSI/91Wj8Mnz3L/yEWcOHPO1yGJAGBSuyG5MeZmoJ21tq/7uSfQ2Frb32OaYsBUID8QDlxtrV1ojCkDrATWAUeAp621040xDYDXrLVXu/O3AJ6w1nZIpv67gLsAihQpUn/MmDGZXORLO3bsGBEREVlah6Sftov/0TbxT9ou/scX26TsphGU2vINy2o9w8EC9S5r3d42e8c5hiw7TZmoAB6pH0ZkSOZ7eeo48U/+tF1at2690FrbILlxQV6qozvwhbX2bWNMU+BLY0wNYCdQylq73xhTH/jWGFM9PQVba4cAQwAaNGhg4+LivBRy8uLj48nqOiT9tF38j7aJf9J28T8+2SaN68DwddRe+ZrzBMIKV13e+r0oDmhQZzf9Ry3inaUw4o5GlIrJm6kydZz4p+yyXdLSbWM7UNLjc6w7zNOdwFgAa+1sIAwoaK09ba3d7w5fCGwEKrnzx6ZSpoiIiGREnmi4fRIUrARjboWNf/g6okxpU60Io/o15tDJs3QaNJPl2w77OiTJxdKSPM8HKhpjyhpjQnAuCJyUZJotwFUAxpiqOMnzXmNMIfeCQ4wx5XAuDNxkrd0JHDHGNHHvsnE78J1XlkhEREQgbwG4/TuIqQCju8GmeF9HlCn1Sxdg/D3NCA0KpNuQ2Uxbt9fXIUkulWrybK09B/QHpgCrce6qsdIY84Ix5gZ3skeBfsaYpcBooLd7IWBLYJkxZgkwHrjHWnvAnec+4DNgA06L9E/eWywREREhPMZpgS5QHkZ1g01/+jqiTKlQOIJv7mtGqZhw+o1YwLaDJ3wdkuRCabrPs7V2srW2krW2vLX2ZXfYM9baSe77Vdba5tba2u4t6aa6wydYa6u7w+pZa7/3KHOBtbaGW2Z/m9qViyIiIpJ+4THQaxIUKAujboHdq3wdUaYUiQxjaC/nOq43p6z1cTSSG+kJgyIiIjldeEGnC0dgMMS/4utoMq14dB76tijLd0t2sHTrIV+HI7mMkmcREZHcIKIwNLkXVn8Pu5b7OppMuzeuAgUjQnj5x9Xox2u5nJQ8i4iI5BZN7oXQKIh/zdeRZFpEaBAPX12JeQkHmLpqt6/DkVxEybOIiEhukSe/k0Cv+QF2LvN1NJnWrWFJKhSO4LWf1nDmXKKvw5FcQsmziIhIbnKh9TmbP74bICgwgP9cW4W/9h1n1NzNvg5HcgklzyIiIrlJnmhoep/b+rzU19FkWuvKhWleIYb3f1vP4ZNnfR2O5AJKnkVERHKbxve4rc9v+DqSTDPG8J9rq3Lo5Fk+/mODr8ORXEDJs4iISG6TJxqa3p9jWp+rF4+ic71Yhs1MYNWOI74OR3I4Jc8iIiK5UZN7ICwK4rN/32eAJ9tXIX94MP1HLeL46XO+DkdyMCXPIiIiuVFYFDTtD2t/hL+m+TqaTIuJCOX9bnVJ2H+cp79doXs/S5ZR8iwiIpJbNb4HYirCqG6webavo8m0JuVieOiqSkxcvJ1xC7f5OhzJoZQ8i4iI5FZhkdD7B4gsDl91hs2zfB1RpvW/sgLNysfwzHcrWL/7qK/DkRxIybOIiEhulq+ok0BHlYCvboaEmb6OKFMCAwzv3VKHiNAg7h+1iJNnzvs6JMlhlDyLiIjkdvmKQi83gR7ZJdsn0IUjw3j3ljqs33OM5yat9HU4ksMoeRYRERHIV8RNoGNhZPZvgW5RsRD3xZXn6wVb+Xbxdl+HIzmIkmcRERFx5CviduEo6bRAb5nj64gy5ZGrK9GwTH6emricTXuP+TocySGUPIuIiMjfIgpDr0kQWcy5iHDrfF9HlGFBgQF80L0uIUEB3D9qMafOqv+zZJ6SZxEREfmnfEWh1/cQXgi+6gTbF/o6ogwrFpWHt7vWZvXOI7z842pfhyM5gJJnERER+bfI4k4Xjjz54cuOsGOJryPKsCurFKFfi7J8OWczk5fv9HU4ks0peRYREZHkRcU6LdChkTDiRtiTfVtuB1xThTolo3li/DL2nEj0dTiSjSl5FhERkZTlL+0k0AGB8POTvo4mw0KCAviwe10wMGjpaY6fPufrkCSbUvIsIiIil1agLDR/CDb9AVvn+TqaDCtZIC9vdalNwuFE2r8/nfkJB3wdkmRDSp5FREQkdQ3uhLwx8Ofrvo4kU66pXpQnG4cB0PWT2bw6ebXuwiHpouRZREREUhcaAU37w4ZfYVv2vfsGQKX8gfz0UAu6NyrFJ9M2ceNHM1m547Cvw5JsQsmziIiIpE2jfs7dN/58zdeRZFp4aBCvdKzJsD4NOXjiDDd+NJMPf1vPufO6mFAuTcmziIiIpE1oPqf1ef1U2L7I19F4RevKhZnycEva1yzG27+so/Pg2WzYo6cRSsqUPIuIiEjaNboLwqLhzzd8HYnX5A8P4cPudfno1rps3n+c6z6Yzucz/iIx0fo6NPFDSp5FREQk7cIioen9sO6nbP3glOR0qFWcqQ+3pHmFgrzwwypu/WwOu4+c8nVY4meUPIuIiEj6NL4bwqJyVOvzBYUjwxjaqwFvdK7Fsm2H6fTxLDbtVTcO+ZuSZxEREUmfsChoch+s/RG2zPV1NF5njKFrw5KMuasJp86e5+bBs1m27ZCvwxI/oeRZRERE0q/xPZCnAHzeFobEwYz34GCCj4Pyrlqx0Yy7pyl5QwLpPmQOM9bv83VI4geUPIuIiEj65YmGe2dCmxcBA78+C+/XdhLpme/Dwc0+DtA7yhWKYMK9zShZIC99vpjH90t3+Dok8TElzyIiIpIxkcWh+YNw1x/w0FJo84Iz/Jdn4P1aMKR1jkiki0SG8fXdTalbMj8PjlnM8FkJvg5JfEjJs4iIiGRe/jLQ/CG4Kx4eXAJXPw82Mcck0lF5ghlxZyOurlqEZyet5O2pa7FWt7LLjZQ8i4iIiHcVKAtXPAx3/+km0s8ln0gf3eXjQNMnLDiQQbfV45YGJfnw9w38Z+JyPZEwF1LyLCIiIlmnQFm44hGPRPp5wDqJ9OArYM8aX0eYLkGBAbzWuSb9W1dg9Lyt3DdyEafOnvd1WHIZKXkWERGRy+NCi/Rd8XDPTDABMPx62LvO15GlizGGx66pzHPXV2Pqqt3c/vk8Dp886+uw5DJR8iwiIiKXX9Ea0Ot75/3wDrBvvW/jyYDezcvyQfe6LN5ykH7DF6gFOpdQ8iwiIiK+Uaiyk0DbRPiiA+zf6OuI0u2G2sV5p2sd5iUc4NGxS0lM1EWEOZ2SZxEREfGdwlWcBDrxXLZNoK+vXZynrq3Kj8t38srk1b4OR7KYkmcRERHxrcJVodckOH/a6QN9YJOvI0q3vi3K0rtZGT6b8RdDZ/zl63AkCyl5FhEREd8rUh1unwRnT8IX12e7R30bY/hvh2pcU70IL/24isnLd/o6JMkiSp5FRETEPxStAbd/B2ePuwl09nqgSmCA4f1udalbMpqHv17C/IQDvg5JsoCSZxEREfEfxWpBz2/h9GHnLhyHtvg6onQJCw7ks14NiY3OQ9/hC9iw56ivQxIvU/IsIiIi/qV4HacF+uRh5yLCw9t8HVG6FAgP4Ys+jQgODKDX5/PZfeSUr0MSL1LyLCIiIv6neF24fSKcPOgm0Nt9HVG6lIrJyxd9GnLoxBl6D5vP0VN6iEpOoeRZRERE/FOJ+tBzIpzYD19cl+0S6BolohjUoz7rdx/lnq8WcuZcoq9DEi9Q8iwiIiL+K7YB9PgGju9z+kAf2eHriNKlZaVCvN65FjM37Ofx8XqISk6g5FlERET8W8mGTgv0sb1OC3Q2S6A7149lwDWV+XbJDt79dZ2vw5FMUvIsIiIi/q9kQ+j5/+3deZwUxfnH8c+zu1wCgopskEtEUBARELm8QFS8ookag7cm0Wg08YqJ/jxjTIyJmnjGaCR4oxHvW1E0IIociiCoyCEYDhFRQAGB5/dH1YbecXa3lz1mFr7v12teO91dXV3TVd3zTHV176N1NoD+xcCOHNO7Dbe8OpP/fPRZrosjVaDgWUREROqGtn0SAXTdGsJhZvzu8G50atmE8x56h8XL9QSOukrBs4iIiNQdbfvACSNhxaIYQNed/+TXqH4htxzXixWr13L+Qxr/XFcpeBYREZG6pV3fcBPhikVxCEfdCaA7Fzflyu/vwpiZS/j7ax/nujiyERQ8i4iISN3Tru+GHui761YP9I/3aMth3Vtxw0sfMkH/wrvOSRU8m9lBZvaBmc00s4uyLG9nZq+a2WQzm2Jmh8T5B5jZRDN7L/7dL7HO6JjnO/HVsvo+loiIiGzy2vWD4x+B5QtDAL18Ya5LlIqZcc2Ru9K6eSN+9eBkln29JtdFkkqoMHg2s0LgVuBgoCtwrJl1zUh2KfCwu/cEhgK3xflLgO+7+67AycC9Gesd7+494mtxFT6HiIiIbI7a9w8B9FcLwhCOOhJAN21Yj1uO68lnK1bzi/snsXL12lwXSVJK0/PcB5jp7rPcfQ0wAjgiI40DW8b3zYD/Arj7ZHcvuRV2GtDIzBpUvdgiIiIiUfv+YQhHSQBdR4ZwdG/TnGuP6s5bs5dy3J1v8vmK1bkukqSQJnhuDcxLTM+P85KuBE4ws/nAs8Avs+RzFDDJ3ZMt419xyMZlZmbpiy0iIiKSUBJAL19Yp54DfWSvNvzjhN2ZsXA5R98+jnlLv851kaQC5l7+Y1LM7GjgIHf/WZw+Eejr7mcn0pwf87rezPoDdwHd3H19XL4L8CRwoLt/HOe1dvdPzawpMBK4z93vybL904HTAYqLi3cfMWJElT90eVasWEGTJk1qdBtSeaqX/KM6yU+ql/yjOqldW345ne5Tfsea+s15d7erWd2wxXfS5GOdfPTFOv46cRX1C40LejekbdPN75kO+VQvgwYNmujuvbMtSxM89weudPchcfpiAHe/JpFmGiHAnhenZwH93H2xmbUBXgFOdfexZWzjFKB3MiDPpnfv3j5hwoRyy1tVo0ePZuDAgTW6Dak81Uv+UZ3kJ9VL/lGd5MC88XDvkdC4BZzyDDQrfcE8X+vkw0XLOemu8axcvZZbju/Fvp23zXWRalU+1YuZlRk8p/lZ8zbQycw6mFl9wg2BT2ak+QQYHDfWBWgIfGZmzYFngIuSgbOZFZlZi/i+HnAYMLVSn0pEREQkm7Z94MTH4OvP4V8Hw4xnoILOwnzQubgpI38xgOJmDTl52HiOvG0sz09dwDr9M5W8UmHw7O5rgbOBF4DphKdqTDOzq8zs8JjsAuA0M3sXeBA4xUOX9tnAjsDlGY+kawC8YGZTgHeAT4E7q/mziYiIyOaq7R5w4uNgBTDiOPjH3jD9KVi/PtclK1fr5o146uy9uOqIXViyYg1n3DeJwdeP5t435/LNmnW5Lp4ARWkSufuzhBsBk/MuT7x/H9gzy3pXA1eXke3u6YspIiIiUkltdoezJ8B7D8Prf4GHToDibrRocSis3wcK8nNccaP6hZzUf3uO79ue56cu5I7XP+ayx6fy15c+5MR+7Tmpf3u2aaKHl+VKfrYaERERkepQWAQ9joOz3oYf3gFrV9Ft2rVw+54w9dG87okuLDAO7d6Kx8/ak4dO70evds25cdRHDPjTK1z6+HvMWbIy10XcLCl4FhERkU1fYRHs9mM4azzvdzkf1q+FR06Fv/eH9x6B9fk7JMLM6LvDNvzz5D14+fx9+EGP1jz89nwGXT+aM++byORPvsh1ETcrCp5FRERk81FQyOLifeEXb8LRwwCDkT+FW/vCrNG5Ll2FdmzZlGuP7s6Y3w7izH07MnbmEn542xscc/s4Xnp/Eet1c2GNU/AsIiIim5+CQuh2FJz5BvzobvD1cM8R8PT5sHpFrktXoZZbNuQ3B+3MuIsHc/lhXfl02Tecds8E9v/razzxzqe5Lt4mTcGziIiIbL4KCmCXH8CZY6H/2TBhWBjKMeu1XJcslcYNivjJXh147cKB3HRsTxoWFXLOiHeYpKEcNUbBs4iIiEi9RjDkD/CT56GgHtxzODxzQZ3ohQYoKizg8N22499n9KdFkwb88ZnpVPSP8GTjKHgWERERKdGuH5wxBvqdBW/fFXqhZ7+e61Kl1rhBEecd0IkJc7/ghWmLcl2cTZKCZxEREZGk+lvAQX+EU58LvdB3f7/OjIUG+HHvtuzYsgl/fn4G367L30fx1VUKnkVERESyad8/9ELXsbHQRYUFXHTQzsxaspIR4z/JdXE2OQqeRURERMpSf4s4FvoFKKwfxkI/dS6s+irXJSvX4C4t6dtha/728kcsX/VtrouzSVHwLCIiIlKRdn039EJPuhtu6w8zR+W6VGUyMy45tAufr1zDP16blevibFIUPIuIiIik8b8ncrwYeqTvOxKeOAu+WZbrkmXVvU1zDt9tO/45ZhYLv1yV6+JsMhQ8i4iIiFRG2z3g5/+Bvc6Ddx4IvdAfvpDrUmV14ZCdWL8ern/xg1wXZZOh4FlERESksuo1hP2vhJ+NgkbN4YFj4LEz4Zv8+uckbbfegpMHtOeRSfO5d9ycXBdnk6DgWURERGRjte4Fp4+GfS6EKQ/Brf3gg+dyXapSLjhwJwbvXMxlT0zjhpc+1D9PqSIFzyIiIiJVUdQA9rsUTnsFGreAB4fCyNPg66W5LhkADesVcvsJvTimdxtuGvURlzw+lXXrFUBvLAXPIiIiItVhux5w2quw70Uw7VG4tS9MfyrXpQLCs5+vPao7Zw3qyANvfcJZ909i1bfrcl2sOknBs4iIiEh1KaoPgy4OQXTTYnjoBPj3KbBySa5Lhplx4ZCdueL7XXl+2kJOHjZeAfRGUPAsIiIiUt1adQ8B9KBLYfrTcGsfmDoS8mC88al7duDGoT14a/ZSrnr6/VwXp85R8CwiIiJSEwrrwb4Xws9fh+bt4ZGfhJ7o5QtzXTKO6NGaM/YNQziembIg18WpUxQ8i4iIiNSk4q7w05dg/9/BRy+FXuh3Hsh5L/QFB3amR9vmXPToFOYt/TqnZalLFDyLiIiI1LTCItjrXDhzLGzbBR4/E+4/GpbNy1mR6hUWcPOxPcHhlw9O5tt163NWlrpEwbOIiIhIbWnRCU59Dg7+C8wdB7f1g1G/h9mvw7ff1Hpx2m69BX86qjvvzFvG9S9+WOvbr4uKcl0AERERkc1KQQH0PR06D4Fnfw1jboD/XAeF9aH17tB+T9h+L2jbB+o3rvHiHNq9FWNmtuP21z5mQMdt2KfztjW+zbpMwbOIiIhILmzVHo7/N6z6Ej55E+aMCa8xfw3BdEERbNcLtt8T2u8F7fpCg6Y1UpTLD+vKxLlLOf/hd3j2nL1p2bRhjWxnU6DgWURERCSXGjYLvdCdh4TpVV/BvPEwdwzMGQtv3BwCaiuEVrslgul+0Kh5tRShUf1CbjmuF4ffMoYLHn6Xu0/tQ0GBVUvemxoFzyIiIiL5pOGW0Gn/8AJYszIG02NDz/Rb/wgBtRVAcbcwxKP9ntB+AGyx9UZvtnNxU674/i5c/Oh7/OP1WZw5sGM1faBNi4JnERERkXxWvzF0HBReEG4snP926JWeOxYmDIM3bwvLWu4S0vU7E5q1qfSmhu7RljEzl3Ddix/Qp8PW7N5+q2r8IJsGBc8iIiIidUm9RtBhn/ACWLsaPp0Ye6bHwlu3h97pnifAXueFsdUpmRnXHLkr785bxq8enMyz5+xNs0b1auiD1E16VJ2IiIhIXVbUIAzZ2OdCOOlx+NVk6HUSvHM/3NwLnjgbls5Ond2WDetx87E9WfTVKi4aOQXPg38pnk8UPIuIiIhsSpq3g8NugF+9A71/ClMehpt3h8fOhCUzU2XRs91WXDhkJ56bupAHxn9Ss+WtYxQ8i4iIiGyKmrWGQ/4M506Bvj+HaY/BrXvAyJ/B4hkVrn7a3juwT+dtueqp9/nTczOYOHcp69arF1pjnkVEREQ2ZU2/BwddE8Y/v3EzvH0XvPcIdDoAGpf9D1EKgDuaruPtZktZ9MZqZo11Pq1XSKtmDWnVrBHFWzagXmH19cPutHABLHu49MwWncO/Nc8jCp5FRERENgdNWsKBv4c9zw1P55g6EhZPL3eVhsDeRbB+K2fVt+tY9e16Vi1bx/ovYDHQoKiAhvUKaVivgKKCqgXSW61aBd98VHrm2lVVyrMmKHgWERER2Zw03gYGXxZeKRUAW8TXt+vW8/acpYyavpiXpy9i7udfA9C11Zbs36Ul+3ctptt2zSr9T1beHD2agQMHVmqdXFDwLCIiIiKp1SssYEDHFgzo2IJLD+3Cx5+t4OXpi3n5/UXc8upMbnplJi2bNmBwl5YM3rmYgTttS1E1Du/INQXPIiIiIrJRzIwdWzZlx5ZNOWPfjixduYZXZyxm1IxFPPXuAh4cP4/Dd9uOG4f2wGzT+HffCp5FREREpFps3bg+R+3ehqN2b8Oateu55ZWPuOmVmQzouA1D+7TLdfGqxabThy4iIiIieaN+UQHn7t+ZvTu14Ionp/HBwuW5LlK1UPAsIiIiIjWioMC44ZgeNG1Yj7MemMTXa9bmukhVpuBZRERERGrMtk0bcOPQHnz82QqueGJarotTZQqeRURERKRG7bljC345aEf+PXE+j06an+viVImCZxERERGpcb8a3Ik+22/NpY9PZfqCr3JdnI2m4FlEREREalxRYQE3HtuDhvUKOfSm/3DWA5OYMn9ZrotVaXpUnYiIiIjUilbNGvHcOXszbOxsHnjzE56ZsoB+O2zNz/fpyLr1zrfr1pdKb5B3/2BFwbOIiIiI1JriLRty8cFdOHvQjjw4/hOGjZnDqcPfDgtffK5U2gEdt+GB0/rloJRlU/AsIiIiIrWuacN6nL5PR04Z0IHnpi7gtYnT2KFDh1Jp2my1RY5KVzYFzyIiIiKSM/WLCjiiR2uaLfuIgQM75bo4FcqvQSQiIiIiInlMwbOIiIiISEoKnkVEREREUlLwLCIiIiKSkoJnEREREZGUFDyLiIiIiKSk4FlEREREJKVUwbOZHWRmH5jZTDO7KMvydmb2qplNNrMpZnZIYtnFcb0PzGxI2jxFRERERPJNhcGzmRUCtwIHA12BY82sa0ayS4GH3b0nMBS4La7bNU7vAhwE3GZmhSnzFBERERHJK2l6nvsAM919lruvAUYAR2SkcWDL+L4Z8N/4/ghghLuvdvfZwMyYX5o8RURERETySprguTUwLzE9P85LuhI4wczmA88Cv6xg3TR5ioiIiIjklaJqyudYYLi7X29m/YF7zaxbdWRsZqcDpwMUFxczevTo6si2TCtWrKjxbUjlqV7yj+okP6le8o/qJP+oTvJTXamXNMHzp0DbxHSbOC/pp4Qxzbj7ODNrCLSoYN2K8iTmdwdwB0Dv3r194MCBKYq88UaPHk1Nb0MqT/WSf1Qn+Un1kn9UJ/lHdZKf6kq9pBm28TbQycw6mFl9wg2AT2ak+QQYDGBmXYCGwGcx3VAza2BmHYBOwPiUeYqIiIiI5JUKe57dfa2ZnQ28ABQCw9x9mpldBUxw9yeBC4A7zew8ws2Dp7i7A9PM7GHgfWAtcJa7rwPIlmcNfD4RERERkWqTasyzuz9LuBEwOe/yxPv3gT3LWPcPwB/S5CkiIiIiks/0HwZFRERERFJS8CwiIiIikpKCZxERERGRlBQ8i4iIiIikpOBZRERERCQlBc8iIiIiIilZeBxz3WBmnwFza3gzLYAlNbwNqTzVS/5RneQn1Uv+UZ3kH9VJfsqnemnv7ttmW1CngufaYGYT3L13rsshpale8o/qJD+pXvKP6iT/qE7yU12pFw3bEBERERFJScGziIiIiEhKCp6/645cF0CyUr3kH9VJflK95B/VSf5RneSnOlEvGvMsIiIiIpKSep5FRERERFJS8CwiIiIikpKC5wQzO8jMPjCzmWZ2Ua7Lszkys7Zm9qqZvW9m08zsnDh/azN7ycw+in+3ynVZNzdmVmhmk83s6TjdwczeisfLQ2ZWP9dl3NyYWXMze8TMZpjZdDPrr2Mlt8zsvHjummpmD5pZQx0rtc/MhpnZYjObmpiX9diw4KZYP1PMrFfuSr5pK6Ne/hLPYVPM7DEza55YdnGslw/MbEhOCp2FgufIzAqBW4GDga7AsWbWNbel2iytBS5w965AP+CsWA8XAaPcvRMwKk5L7ToHmJ6Yvhb4q7vvCHwB/DQnpdq83Qg87+47A7sR6kfHSo6YWWvgV0Bvd+8GFAJD0bGSC8OBgzLmlXVsHAx0iq/Tgb/XUhk3R8P5br28BHRz9+7Ah8DFAPG7fyiwS1znthir5ZyC5w36ADPdfZa7rwFGAEfkuEybHXdf4O6T4vvlhGCgNaEu7o7J7gZ+kJMCbqbMrA1wKPDPOG3AfsAjMYnqpJaZWTNgH+AuAHdf4+7L0LGSa0VAIzMrArYAFqBjpda5++vA0ozZZR0bRwD3ePAm0NzMWtVKQTcz2erF3V9097Vx8k2gTXx/BDDC3Ve7+2xgJiFWyzkFzxu0BuYlpufHeZIjZrY90BN4Cyh29wVx0UKgOFfl2kz9DfgNsD5ObwMsS5zwdLzUvg7AZ8C/4nCaf5pZY3Ss5Iy7fwpcB3xCCJq/BCaiYyVflHVs6Ps/f/wEeC6+z9t6UfAsecnMmgAjgXPd/avkMg/PV9QzFmuJmR0GLHb3ibkui5RSBPQC/u7uPYGVZAzR0LFSu+IY2iMIP2y2Axrz3UvUkgd0bOQfM7uEMHTz/lyXpSIKnjf4FGibmG4T50ktM7N6hMD5fnd/NM5eVHIZLf5dnKvybYb2BA43szmE4Uz7EcbaNo+XpkHHSy7MB+a7+1tx+hFCMK1jJXf2B2a7+2fu/i3wKOH40bGSH8o6NvT9n2NmdgpwGHC8b/gHJHlbLwqeN3gb6BTviq5PGKT+ZI7LtNmJY2nvAqa7+w2JRU8CJ8f3JwNP1HbZNlfufrG7t3H37QnHxSvufjzwKnB0TKY6qWXuvhCYZ2Y7xVmDgffRsZJLnwD9zGyLeC4rqRMdK/mhrGPjSeCk+NSNfsCXieEdUsPM7CDCsMDD3f3rxKIngaFm1sDMOhBu6ByfizJm0n8YTDCzQwhjOwuBYe7+h9yWaPNjZnsB/wHeY8P42v8jjHt+GGgHzAWOcffMm0GkhpnZQODX7n6Yme1A6IneGpgMnODuq3NYvM2OmfUg3MRZH5gFnEroFNGxkiNm9jvgx4TLz5OBnxHGaepYqUVm9iAwEGgBLAKuAB4ny7ERf+jcQhhi8zVwqrtPyEGxN3ll1MvFQAPg85jsTXc/I6a/hDAOei1hGOdzmXnmgoJnEREREZGUNGxDRERERCQlBc8iIiIiIikpeBYRERERSUnBs4iIiIhISgqeRURERERSUvAsIiIiIpKSgmcRERERkZQUPIuIiIiIpKTgWUREREQkJQXPIiIiIiIpKXgWEREREUlJwbOIiIiISEoKnkVEREREUlLwLCIiIiKSkoJnEREREZGUFDyLiIiIiKSk4FlEREREJCUFzyIiIiIiKSl4FhERERFJScGziIiIiEhKCp5FRERERFJS8CwiIiIikpKCZxERERGRlBQ8i4iIiIikpOBZRERERCQlBc8iIiIiIikpeBYRERERSUnBcyWZ2Wgzu6Wa85xjZr+uzjyl9pnZ9mbmZtY712WRzZeZXWlmU3NdDqleZrbCzE5JTLuZHZ2Y3tnMxpnZKjObU9Y8Eam6Ohc8m9m2ZnZbDDhXm9kiMxtlZgfUUhGOBC6upW2lljYAN7MjzewFM/ssnnwHZknTwMxuNrMlZrbSzJ40szY1Ue5NzDygFfAOgJkNjPu4RTJRTfwAq25mVmhmvzez2fGLd7aZXW1mRYk0FbalMvLe18wmxnxnmdkZGcv3iW3u05jvKVny+LWZLY6vCzKW9TSzGWbWaKM+fN13HbBvyYSZDTezp5MJ6soPPTPrbGaPx3PRcjN708wOykjTzsyeiueqJWZ2k5nVryDf0fHzJ18jMtJcYmZjY76eJY+t43ZXmNlkM+uZsfx6M/tjVT5/BVoBTyWmrwa+BnYG9ihnXoXMbFcze83MvonH4eVmZhWsMyfLPv1TYnmu95dItalzwTMwEugD/BToDBwGPAdsU5VMKzrZlnD3pe6+vCrbyrHGwBvA+eWk+RtwFHAssDewJfC0mRXWeOkqyczq5boMJdx9nbsvdPe1tbG9tG12I/0WOAv4FeGL95w4nfzhmKYtlWJmHYBn43o9gWuAm83sqESyJsDUuM1vsuTRHbgKGEpoo1eb2a5xWSFwJ3C2u39n3c2Bu69w989ra3s13A6fBhoCgwntZQzwhJl1jNsuBJ4BmhLOVccCRwPXp8j7X4QAtOT184zlDYBHCefDbC6J2+0FjCa0O2K5dgcOIbTTGhHPNasTs3YExrj7HHf/rJx55TKzLYGXgEWEgPsc4ELSHedXUXqfXp1YltP9JVKt3L3OvIDmgAP7V5BuDvDrjHmjgVsy0lwJDAOWAf8mfKFfn7HeloQv8CMz8wH+CEzMsv03gJvi+z2AF4ElwFeEk3//isqbsbwj8ASwEFgJTAIOy/hsnnyl2JctYtqBGfObAWuA4xPz2gLrgSFl5HUS8DnQIGP+/cCTienvAxOBVcBs4A9A/cTyE4C3geXA4lgnrRPLB8YyHwKMj+U8LJbvCWApoZdlBjC0km1rj0TZJgOHJvdPYtstEutsH+f1zpxOvE++hsdX5vzt4/pdCYFAyed/EPheYnvDCcHEb4H5wOI4/0hgCqGdLgVeA4qreKw9DdydMe9u4Om0bamMfK8FPsqY909gXBnpVwCnZMw7BngzMf0W8KP4/gJgeBU+d8k+Pgf4FPiCEGRtkUjTgBBQLYrt5U1gryztdHAs29fABKBXiu3/hnCcrwDuIZyj5mSWL2OdK4Gp2abj+8z2NjDLvNGJ9U8F3o+f7UPgPKAgsdwJP6QeJZyPrgPqATcB/wVWE67C/KmKbbCkXQ1KzCsC1gFHx+mDCeemthnnkVXAluXkPZrE90EF5TiaLOdUwo/AM+L7LsDKRBknJcu9EZ99x1jGVcAHhPNcqWMh7pujE++Tr2z1fmXKbZ9J+K5qlJh3KeF4sHLWm0P532M1tr/00qu2X3Wt53lFfB1uZg2rIb/zCYFWb+D/gPuAoWaW3C9HEU5gz2RZ/z6gl5ntXDLDzHYA+sdlEH5p30voFelDuKT/rJlVpqe8CaF3/QBgN0Lv+6OJ7R5JCKaSv/o31u6EL8IXS2a4+zxgOjCgjHX+TbiKcUTJDDNrBvwQuCtODyEE07cAuwA/IXwpJS/T1QeuiJ/xMMKX54NZtnct4WS+MyE4uQ3YAhgU8z6X8IMoFTNrQqjfWYS2cBEhIKiKeYS2QyxTK0JAdg4wjtK9XvPMrBXwOqHHtQ+wP6Hen8hoj/sC3YGDgMFm9j1gBCGw7QLsQ2hvZYqX8edUUP4xwKCSNmZmXYH9CF+AVdGfRNuKXgB6V+IqwntA53i5vj3hCtTU2Kt9NiGAroq9gW6EOvgxoR2fk1j+5zj/J4Te0PeA52MdJl1DaEu9CD8u7y/v0reZHUPoqbsirvMBlejVL8N1wMPAy2xob28Q2hiEdtSKcA7BzE4jHJOXE9rTBYQfa7/IyPcKQlvYFbiVcIXih4SrAZ0I++eD8goWL+tfWU6SzwnnnRPNrEnsZT6d8ONybEzTH5gez1ElXiD8wNm9vO0TzvVLzGyamV1nZk0rSJ/pXWA/C0OZhhB+wEKos8nu/mol8wMgHu+PEc6p/Qnt7ErCZypLK8L+vj6+vy7bPNswlGxgOXn1B/7jpa/cvABsR+gUKM+vzexzM3snDntJXpWokf0lkhO5jt4r+yIEJEsJAe04wkmib0aaOaTreX4qI802hN7MwYl5LwN3lJPPJOD3ielLgQ/KKb8BC4ATyitviv3wJnDpxuZB2T3PxwFryehhAF4B/lFOfrcAzyemzyT0oBXF6deByzLW+QHhx1DW3gxCcOxAmzg9ME4flZFuCnBFFdrU6YRgu0li3gnJ/UMle57LWidbG4rzrgJGZczbKq7fJ04PBz4j0cNPCLIcaF+Jz3tN5rbKaKd/IPTqfRu3cXVl2lIZaT8ELs+Yt09cv1WW9N/peY7zzyAEBh+woTfreeD42K6mEH6I/KCSbWE44YdPYWLencDL8X1jwjnipMTyQuDjkv2TqPchiTR7JttyGdt+A7gzY97LVKHnuZx1SrXVxPxPgBMz5p0LvJ+YduDmjDQ3AaMop2cyy+edQRheU16a1oSrTOsJ56XFJK7cAXcAr2Rpu2uBY8vJ93RCALcrIeCfDbxYRtqyep6bAQ8AcwlXe7oCO8S8ioGbY7t4JlvbLqdsBxJ619sl5u0V9/spiXn/63mO01PJ6F3OnEf40TSDeE4pY/svAsMy5rWL2+tfznrnEzowugM/I1xt/WdN7y+99MrF6383/9QV7j7SzJ4h9A71J/ScXGBml7h7ZW82mJCR9+dmVvIFPMrMtiOcDMobh3Uf4RLmZXH6eEIPKwBm1hL4fcynmPBF24hwMkrFzBoTenoOI/Qg1COMA5xS3nq17E5gkpm1cff5hN6Su33D+N/dgT5m9tvEOgWEffE9YIGZ9SJ8zh7A1oQvQQj7an5ivVL1BtwI3B5vJBoFPObuEytR9i7AFHdfkZg3rhLrV4fdgX3MbEWWZR0JAQSEoCg5zvFdQoA11cxejO8f8XLGN7p7mhtef0wYjnMcMI1QJzea2Wx3vyvF+jXK3W8Hbi+ZNrPj49uXCAF6f0L7Gmtmnd19cSWyf9/d1yWm/wv0je87Eo6/kp5P3H2dmY0jBANJyePzv/FvS2B+Rj3f5+5nENrhPzPyGEe4hF/jzGxbwhCof5jZ3xOLithwLJbIPAaHE/d9bIfPAs+5+/qytufuO5e1LJbHCFeVPiec778hBGUjzWwPd/+0wg9V9rbvSEy+Z2azgLfMrJe7T0qZx5eE4yNZ5hcJ9wX8iHDFqQvhnHZTnJdGF+BTd/8kMe8twg+IKnH38YROiWrn7jckJqeY2VfAQ2b2W3f/vAb3l0itq2vDNgBw91Xu/pK7X+XuAwhDA65MXCJaz3dP9tkuCa/MMu8+4Kg4LGQooRfqP+UU50GgvZn1j8HfzmwYsgHhcvoehHGDAwhByHzCEIW0riOcSC4jXLbvQQimauJGnYWEAL9FxvziuCwrd3+X0At/ipl1Iwx/GJZIUgD8jlD2kld3wiXez+IPhBcI40NPJOyzkrvqMz9nqXqLwVwHwlCIzsAbFVwO3hglX1zJdlWdNysWEHpcemS8OhHG4JbI/OzrCD1VBxKCtZ8CH5nZblUsz1+A69x9hLu/5+73AjdQ9SfNLCS0paRiQk/hko3JMA6BuprQG92PMKZ6urtPAz5iQ+Cb1rcZ0066c6WXk0/JspJ8eiRel1eibGnPbRujpGxnULp83QiBTVJmO5xE6M2+OOZzN/BSxpCjytqPcJ/Ese4+1t0nufsv4rZPjWmytacWhHNYmeerLCYQens7bWxhzewk4Ft3HxHLPtLd1xB6W/fb2HxzoKxjtGRZWm/Fv1l//G1C+0s2Q3UyeM7ifULvSMk46M9IjPuNgXDaX9tPxr+HEXqRH3D3zC/F/3H3BYQhDcfH1zh3n5VIshfhEucz8ct8OZUfk7wXcI+7j3T3KYTgu2NGmjWEL4yqmkj40v/fo/8sPKauC+GycnnuBE4h9A6NdffkmMdJwM7uPjPLay2hfloA/+fur7v7DEIvXSruPt/d73D3YwjByOlp1yWMq9w1BvAl+mWkKenJTdZdjwryXRP/ZtZLtrqaRAhQ5mbZP+U+3cWDce7+O8KPjv8Seo6rYgtCMJG0jqqfM8aRaFvRAcAEd88MWtO6gXCMzSGULxlM1qd6josSHxPqb8+SGXEsbn/CeSiVjPot6RWfznfbXbZ2mHn+6FHB5rK1t++0TXdfRGg7HbMdpxVsA3df7u6PuPuZhBtu96NqveZbxL+ZPa7r2dAOxwFdrPSjNA8g3LRYmatPuxL2xYKNKGdJr/1VhOFqULodVrYNTgdam1nbxLw+1N739Thg74z7ig4gtI05lcinR/z7nX1azftLpNbVqeDZzLYxs1fM7AQz625mHczsR4Q71Ee5+1cx6SvA8fHmiF0IPaCphqi4+yrCDXmXEsaT3lf+GhDT/JjQU52Z/kPgBDPramZ7EG7uWkPlfAj80Mx6xUdy3ceGHwol5hBOeK0t47nCSRaetdmD0JsEsKOZ9Yg3npVcirwL+LOZ7W/hWZz3Eno1X66gnA8ShmCcGfNIugo4zsyuMrNuFh7ef7SZ/Tku/4TwhXe2me1gZocShrtUyMxuNLOD4no9CD3WqQMZQk/HWmCYme1i4Znhl2SkmUm4CnGlhWfPHkhoI+WZS+hxPNTC88mbxPlzCENYtjezFrF37lbCmMCHzKxv/Cz7m9kd5d3IZGb9zOxSM9vDzNoBhxMuvZf5+c3sGjMbVUHZnwIuMrNDYzl/SBjT+Fgin3LbUkxzj5ndk8j3dkJg8Dcz62JmPyP84LousU6TmE8PwjmqXZz+zlAnM9ufMFzixjjrbWAnMzvczI4AdmLDkJcqc/eVwN+Ba83sEDPrEqeLCUMMquJG4GQzO83MOpnZxXy31/wVoKeZ/cTMdjSz35AI5MswB+hmZjvF9laPMHb4G2CImRVbuMEXwiXz35jZeTF9NzM7KZalTGZ2vpkdG+t0R8Ll+a8oPdwqc50ZZnZ2OdmOI9zf8i8z2y0ed38hjJMtuRrzImFY0T0Wnu+9P+GqyZ0l3wdm1iduq0+c7mjhucW9Y9s+hHBenkxiOI6FG1J7EG+SK2mTieM46a/AXxNDLcYQ6rILYcz4mHI+Z6aXCeOS74nb6x/zr/IjMDP3RRkeIFwBHB7r/0jCja83lHQkmdkPYz6t43T/2GZ6WPhePoZwPDyZMfykRHXuL5HaVxMDqWvqRbjb+I+EL8gvCAf4R4Sep60T6bYkBHJfEh6v8wuy3zCY9QY7Qo+JA5OyLCuVT5zXhHApcQ2wTcay3QiXr74h9FqdyHdv4iizLHF5e8IJdSXhy+jXhC+P4Yk0/QjjX1dRzqPqCIGKZ3kly9OAcPPG53EfP0XiUVAV1NEwwpdm4yzLDiQMgfk6pplA4oYhwg+Qj+NnGE+4oafcm/bi/JtjO1hF6JkbQelH3I0m8SiuMsrdl9D7uzrux+8ntx3TDCA8LeUbwhd7yePsst4wGOddRuh5WV9SX4ShJePifnA2PKquE/AIoW1/Q7gZ7mbi4/zIfuNXF8KTWBbFss8EflPBZx1O4ia0MtI0JTyObW4syyzCsdewkm3pO/ueMPSoZF/PJt7wl1g+sIx8h2ekaxT3Uc+M+ScTjvv/AidnyXdgBfumohvyko+qW03Zj6or8+bScrZ/MSGwXUEIYq7MrKs4bwHh/HZbrJfybhjclhBkLqf08fQzwo/WdZR+VN2xsX5WEdriGBKPfiTjRrU477S4znLCsf0aMKCCz1qqrZSRpjdhONfnMd+3gEMz0rQjnA+/juluovRNtaXqnfDj8rWYtuSYuZHEd0iiLWRrhwMz0g0hnK+Sj/NrFOvvK8KxvkMlj7/OsYyrCee2wynnUXVxOs0Ng6X2RTnb35Vwk/eq2NauIHEzKBuO/ZJzVy/CcbCMcL6YEdvhFlnyrtT+0kuvfHyZe5kjEkQqzcyeA+a7+2m5LksJM5sL3O7u11RinRaEQHyQu4+uqbJJ7TGzU4E/ATu5+7IcFycVC/819Gx33z7XZZHqYWavATPcPfOfsohIHVHnnrYh+cnMtiLcEX8gobc9L1gYtrOadP9xTDZthwC/rSuBs2x64vCYnYjP1RaRuknBs1SXyYTHy/2fu0/NdWFKeLhJs3OuyyG55+569JXklId7Sr5XYUIRyWsatiEiIiIiklKdetqGiIiIiEguKXgWEREREUlJwbOIiIiISEoKnkVEREREUlLwLCIiIiKSkoJnEREREZGU/h+jef4H4mcgBwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use lifelines Cox Proportional Hazards Fitter as a survival model for standardization\n", "standardized_survival_cox = StandardizedSurvival(survival_model=lifelines.CoxPHFitter())\n", "standardized_survival_cox.fit(X, a, t, y)\n", "population_averaged_survival_curves = standardized_survival_cox.estimate_population_outcome(X, a, t)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"Standardized survival of smoke quitters vs. non-quitters in a 10 years observation period (Cox PH)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since in Standardization we model point hazard conditioned on both covariates and time, it is important to have a well specified model. Using a too simple linear model might result in \"rigid\", overly simplified survival curves.\n", "Here we add additional time features with the help of a [custom scikit-learn transformer](https://scikit-learn.org/stable/modules/preprocessing.html#custom-transformers) to yield smoother curves. Compare with the first plot on the StandardizedSurvival section above (cell 13)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.base import BaseEstimator, TransformerMixin\n", "\n", "\n", "class TimeTransform(BaseEstimator, TransformerMixin):\n", " \"\"\"\n", " Simple transformer for adding time points transformations\n", " \"\"\"\n", "\n", " def __init__(self, time_col_name):\n", " super().__init__()\n", " self.time_col_name = time_col_name\n", "\n", " def fit(self, X, y=None):\n", " return self\n", "\n", " def transform(self, X, y=None):\n", " X_ = X.copy()\n", " X_[self.time_col_name + \"^2\"] = X_[self.time_col_name] ** 2\n", " X_[self.time_col_name + \"^3\"] = X_[self.time_col_name] ** 3\n", " X_[self.time_col_name + \"_sqrt\"] = np.sqrt(X_[self.time_col_name])\n", " return X_\n", "\n", "\n", "time_transform_pipeline = Pipeline(\n", " [(\"transform\", TimeTransform(time_col_name=t.name)), (\"LR\", LogisticRegression(max_iter=2000))]\n", ")\n", "standardized_survival = StandardizedSurvival(survival_model=time_transform_pipeline)\n", "standardized_survival.fit(X, a, t, y)\n", "population_averaged_survival_curves = standardized_survival.estimate_population_outcome(X, a, t)\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"Standardized survival of smoke quitters vs. non-quitters in a 10 years observation period\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weighted Standardized Survival\n", "We may also combine weighting with standardization, using the `WeightedStandardizedSurvival` module. Here we combine an inverse propensity weighting model (to re-weight population based on their baseline covariates) and then run a weighted regression with a Standardization model:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from causallib.survival.weighted_standardized_survival import WeightedStandardizedSurvival\n", "\n", "ipw = IPW(learner=LogisticRegression(max_iter=2000))\n", "poly_transform_pipeline = Pipeline(\n", " [(\"transform\", PolynomialFeatures(degree=2)), (\"LR\", LogisticRegression(max_iter=8000, C=1.5))]\n", ")\n", "weighted_standardized_survival = WeightedStandardizedSurvival(\n", " survival_model=poly_transform_pipeline, weight_model=ipw\n", ")\n", "weighted_standardized_survival.fit(X, a, t, y)\n", "\n", "population_averaged_survival_curves = weighted_standardized_survival.estimate_population_outcome(\n", " X, a, t\n", ")\n", "\n", "plot_survival_curves(\n", " population_averaged_survival_curves,\n", " labels=[\"non-quitters\", \"quitters\"],\n", " title=\"Weighted standardized survival of smoke quitters vs. non-quitters in a 10 years observation period\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or instead of plugging in an skelarn estimator, we can use a `RegressionFitter` from the [`lifelines`](https://github.com/CamDavidsonPilon/lifelines) package, such as the Cox Proportional Hazards Fitter. This is a _weighted Cox analysis_." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ipw = IPW(learner=LogisticRegression(max_iter=1000))\n", "weighted_standardized_survival = WeightedStandardizedSurvival(survival_model=lifelines.CoxPHFitter(), weight_model=ipw)\n", "\n", "# Note the fit_kwargs (passed to CoxPHFitter.fit() method)\n", "weighted_standardized_survival.fit(X, a, t, y, fit_kwargs={'robust': True})\n", "\n", "# Without setting 'robust=True', we'll get the following warning:\n", "\"\"\"StatisticalWarning: It appears your weights are not integers, possibly propensity or sampling scores then?\n", "It's important to know that the naive variance estimates of the coefficients are biased. Instead a) set `robust=True` in the call to `fit`, or b) use Monte Carlo to\n", "estimate the variances.\"\"\"\n", "\n", "\n", "population_averaged_survival_curves = weighted_standardized_survival.estimate_population_outcome(X, a, t)\n", "\n", "plot_survival_curves(population_averaged_survival_curves, \n", " labels=['non-quitters', 'quitters'], \n", " title='Weighted standardized survival of smoke quitters vs. non-quitters in a 10 years observation period')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "Side by side comparison of multiple models." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import itertools\n", "\n", "\n", "def plot_multiple_models(models_dict):\n", " grid_dims = (int(np.round(np.sqrt(len(models_dict)))), int(np.ceil(np.sqrt(len(models_dict)))))\n", " grid_indices = itertools.product(range(grid_dims[0]), range(grid_dims[1]))\n", " fig, ax = plt.subplots(*grid_dims)\n", " models_names = list(models_dict.keys())\n", "\n", " for model_name, plot_idx in zip(models_names, grid_indices):\n", " model = models_dict[model_name]\n", " model.fit(X, a, t, y)\n", " curves = model.estimate_population_outcome(X, a, t, y)\n", " ax[plot_idx].plot(curves[0])\n", " ax[plot_idx].plot(curves[1])\n", " ax[plot_idx].set_title(model_name)\n", " ax[plot_idx].set_ylim(0.7, 1.02)\n", " ax[plot_idx].grid()\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "MODELS_DICT = {\n", " \"MarginalSurvival Kaplan-Meier\": MarginalSurvival(survival_model=None),\n", " \"MarginalSurvival LogisticRegression\": MarginalSurvival(\n", " survival_model=LogisticRegression(max_iter=2000)\n", " ),\n", " \"MarginalSurvival PiecewiseExponential\": MarginalSurvival(\n", " survival_model=lifelines.PiecewiseExponentialFitter(breakpoints=range(1, 120, 10))\n", " ),\n", " \"WeightedSurvival Kaplan-Meier\": WeightedSurvival(\n", " weight_model=IPW(LogisticRegression(max_iter=2000)), survival_model=None\n", " ),\n", " \"WeightedSurvival LogisticRegression\": WeightedSurvival(\n", " weight_model=IPW(LogisticRegression(max_iter=2000)),\n", " survival_model=LogisticRegression(max_iter=2000),\n", " ),\n", " \"WeightedSurvival WeibullFitter\": WeightedSurvival(\n", " weight_model=IPW(LogisticRegression(max_iter=2000)),\n", " survival_model=lifelines.WeibullFitter(),\n", " ),\n", " \"StandardizedSurvival LogisticRegression\": StandardizedSurvival(\n", " survival_model=LogisticRegression(max_iter=2000)\n", " ),\n", " \"StandardizedSurvival Cox\": StandardizedSurvival(survival_model=lifelines.CoxPHFitter()),\n", " \"WeightedStandardizedSurvival\": WeightedStandardizedSurvival(\n", " weight_model=IPW(LogisticRegression(max_iter=2000)),\n", " survival_model=LogisticRegression(max_iter=2000),\n", " ),\n", "}\n", "\n", "plot_multiple_models(MODELS_DICT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Individual-level survival curves\n", "When using direct-outcome models (`StandardizedSurvival` and `WightedStnadardizedSurvival`) in causallib,\n", "it is possible to generate individual-level effect estimation and survival curves. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib as mpl\n", "import seaborn.objects as so\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.pipeline import make_pipeline\n", "from causallib.survival import StandardizedSurvival\n", "from causallib.datasets import load_nhefs_survival" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
activeageeducationexerciseracesexsmokeintensitysmokeyrswt71qsmklongevitydeath
00421210302979.040120.00
10362000202458.630120.00
20562211202656.810120.00
3168121035359.42026.01
41402100201987.090120.00
.......................................
16240451000402963.050120.00
16250471001203157.720120.00
16260513001403062.710120.00
16271681100154652.390120.00
16281292100301490.831120.00
\n", "

1629 rows × 12 columns

\n", "
" ], "text/plain": [ " active age education exercise race sex smokeintensity smokeyrs \\\n", "0 0 42 1 2 1 0 30 29 \n", "1 0 36 2 0 0 0 20 24 \n", "2 0 56 2 2 1 1 20 26 \n", "3 1 68 1 2 1 0 3 53 \n", "4 1 40 2 1 0 0 20 19 \n", "... ... ... ... ... ... ... ... ... \n", "1624 0 45 1 0 0 0 40 29 \n", "1625 0 47 1 0 0 1 20 31 \n", "1626 0 51 3 0 0 1 40 30 \n", "1627 1 68 1 1 0 0 15 46 \n", "1628 1 29 2 1 0 0 30 14 \n", "\n", " wt71 qsmk longevity death \n", "0 79.04 0 120.0 0 \n", "1 58.63 0 120.0 0 \n", "2 56.81 0 120.0 0 \n", "3 59.42 0 26.0 1 \n", "4 87.09 0 120.0 0 \n", "... ... ... ... ... \n", "1624 63.05 0 120.0 0 \n", "1625 57.72 0 120.0 0 \n", "1626 62.71 0 120.0 0 \n", "1627 52.39 0 120.0 0 \n", "1628 90.83 1 120.0 0 \n", "\n", "[1629 rows x 12 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = load_nhefs_survival(augment=False, onehot=False)\n", "data.t = data.t.rename(\"longevity\")\n", "data.X.join(data.a).join(data.t).join(data.y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's create a formula-based data-transformer that will allow to easily specify two things:\n", "1) Flexibly model continuous variables using splines, and\n", "2) Create treatment interaction with all variables to allow for effect modification." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "from formulaic import Formula\n", "from sklearn.base import BaseEstimator, TransformerMixin\n", "\n", "class FormulaTransformer(BaseEstimator, TransformerMixin):\n", "\n", " def __init__(self, formula):\n", " super().__init__()\n", " self.formula = formula\n", "\n", " def fit(self, X, y=None):\n", " return self\n", "\n", " def transform(self, X, y=None):\n", " X_ = Formula(self.formula).get_model_matrix(X)\n", " return X_" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
qsmk0...1
subject_id0123456789...1619162016211622162316241625162616271628
t
10.9998050.9999350.9997940.9979560.9999380.9999450.9998200.9999810.9997100.999888...0.9963620.9999920.9987580.9997300.9998810.9996980.9997900.9998020.9947120.999980
20.9995740.9998580.9995490.9955340.9998640.9998800.9996060.9999580.9993650.999756...0.9923850.9999820.9973970.9994340.9997500.9993670.9995600.9995850.9889400.999958
30.9993020.9997670.9992610.9926890.9997770.9998030.9993540.9999310.9989600.999599...0.9880460.9999720.9959070.9991090.9996070.9990040.9993080.9993470.9826570.999933
40.9989840.9996610.9989240.9893760.9996760.9997130.9990590.9999000.9984860.999417...0.9833270.9999610.9942820.9987550.9994500.9986080.9990320.9990870.9758370.999907
50.9986150.9995370.9985340.9855500.9995580.9996090.9987180.9998630.9979370.999205...0.9782070.9999500.9925130.9983690.9992790.9981760.9987310.9988030.9684570.999878
..................................................................
1160.7854400.9224800.7743650.0810860.9258220.9341290.7997090.9764510.6979370.870544...0.1280620.9952630.4942230.8577440.9344650.8423290.8875240.8935390.0508560.988552
1170.7831380.9215760.7719630.0786550.9249550.9333550.7975400.9761680.6948930.869079...0.1278080.9952580.4938900.8576180.9344040.8421910.8874230.8934430.0507100.988542
1180.7808980.9206940.7696250.0763520.9241090.9326010.7954290.9758920.6919360.867651...0.1276250.9952550.4936480.8575270.9343600.8420910.8873500.8933740.0506040.988534
1190.7787280.9198380.7673600.0741770.9232890.9318690.7933820.9756240.6890750.866266...0.1274950.9952530.4934780.8574630.9343300.8420200.8872980.8933250.0505290.988528
1200.7766340.9190110.7651750.0721320.9224960.9311610.7914070.9753650.6863170.864927...0.1274060.9952510.4933600.8574180.9343080.8419710.8872620.8932910.0504780.988524
\n", "

120 rows × 3258 columns

\n", "
" ], "text/plain": [ "qsmk 0 \\\n", "subject_id 0 1 2 3 4 5 \n", "t \n", "1 0.999805 0.999935 0.999794 0.997956 0.999938 0.999945 \n", "2 0.999574 0.999858 0.999549 0.995534 0.999864 0.999880 \n", "3 0.999302 0.999767 0.999261 0.992689 0.999777 0.999803 \n", "4 0.998984 0.999661 0.998924 0.989376 0.999676 0.999713 \n", "5 0.998615 0.999537 0.998534 0.985550 0.999558 0.999609 \n", ".. ... ... ... ... ... ... \n", "116 0.785440 0.922480 0.774365 0.081086 0.925822 0.934129 \n", "117 0.783138 0.921576 0.771963 0.078655 0.924955 0.933355 \n", "118 0.780898 0.920694 0.769625 0.076352 0.924109 0.932601 \n", "119 0.778728 0.919838 0.767360 0.074177 0.923289 0.931869 \n", "120 0.776634 0.919011 0.765175 0.072132 0.922496 0.931161 \n", "\n", "qsmk ... 1 \\\n", "subject_id 6 7 8 9 ... 1619 1620 \n", "t ... \n", "1 0.999820 0.999981 0.999710 0.999888 ... 0.996362 0.999992 \n", "2 0.999606 0.999958 0.999365 0.999756 ... 0.992385 0.999982 \n", "3 0.999354 0.999931 0.998960 0.999599 ... 0.988046 0.999972 \n", "4 0.999059 0.999900 0.998486 0.999417 ... 0.983327 0.999961 \n", "5 0.998718 0.999863 0.997937 0.999205 ... 0.978207 0.999950 \n", ".. ... ... ... ... ... ... ... \n", "116 0.799709 0.976451 0.697937 0.870544 ... 0.128062 0.995263 \n", "117 0.797540 0.976168 0.694893 0.869079 ... 0.127808 0.995258 \n", "118 0.795429 0.975892 0.691936 0.867651 ... 0.127625 0.995255 \n", "119 0.793382 0.975624 0.689075 0.866266 ... 0.127495 0.995253 \n", "120 0.791407 0.975365 0.686317 0.864927 ... 0.127406 0.995251 \n", "\n", "qsmk \\\n", "subject_id 1621 1622 1623 1624 1625 1626 \n", "t \n", "1 0.998758 0.999730 0.999881 0.999698 0.999790 0.999802 \n", "2 0.997397 0.999434 0.999750 0.999367 0.999560 0.999585 \n", "3 0.995907 0.999109 0.999607 0.999004 0.999308 0.999347 \n", "4 0.994282 0.998755 0.999450 0.998608 0.999032 0.999087 \n", "5 0.992513 0.998369 0.999279 0.998176 0.998731 0.998803 \n", ".. ... ... ... ... ... ... \n", "116 0.494223 0.857744 0.934465 0.842329 0.887524 0.893539 \n", "117 0.493890 0.857618 0.934404 0.842191 0.887423 0.893443 \n", "118 0.493648 0.857527 0.934360 0.842091 0.887350 0.893374 \n", "119 0.493478 0.857463 0.934330 0.842020 0.887298 0.893325 \n", "120 0.493360 0.857418 0.934308 0.841971 0.887262 0.893291 \n", "\n", "qsmk \n", "subject_id 1627 1628 \n", "t \n", "1 0.994712 0.999980 \n", "2 0.988940 0.999958 \n", "3 0.982657 0.999933 \n", "4 0.975837 0.999907 \n", "5 0.968457 0.999878 \n", ".. ... ... \n", "116 0.050856 0.988552 \n", "117 0.050710 0.988542 \n", "118 0.050604 0.988534 \n", "119 0.050529 0.988528 \n", "120 0.050478 0.988524 \n", "\n", "[120 rows x 3258 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "formula = f\"\"\"\n", " ~ 1 \n", " + {data.a.name}*(\n", " C(exercise) + C(active) + C(education) \n", " + sex + race + bs(age, degree=5) \n", " + bs(smokeintensity) + bs(smokeyrs) \n", " + bs(wt71)\n", " + bs({data.t.name}, degree=5) \n", " )\n", " \"\"\"\n", "\n", "estimator = make_pipeline(\n", " FormulaTransformer(formula),\n", " LogisticRegression(penalty=\"none\", max_iter=1000)\n", ")\n", "\n", "model = StandardizedSurvival(\n", " estimator,\n", " stratify=False,\n", ")\n", "model.fit(data.X, data.a, data.t, data.y)\n", "po = model.estimate_individual_outcome(data.X, data.a, data.t)\n", "po" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following `lifelines`' convention, the dimensions of the results place the different time-points as rows and inidividuals as columns. \n", "The columns are further indexed by treatment assignment, as the values are potential outcomes. \n", "This structure allows us to obtain individual-level effects (difference in survival) like we would in non-survival estimation:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [], "source": [ "effect = po[1] - po[0]\n", "# effect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now pivot the results, to get it into a long format which we can later plot:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
timeideffect
010-0.000033
120-0.000051
230-0.000052
340-0.000033
4500.000010
............
19547511616280.029716
19547611716280.030194
19547711816280.030664
19547811916280.031123
19547912016280.031568
\n", "

195480 rows × 3 columns

\n", "
" ], "text/plain": [ " time id effect\n", "0 1 0 -0.000033\n", "1 2 0 -0.000051\n", "2 3 0 -0.000052\n", "3 4 0 -0.000033\n", "4 5 0 0.000010\n", "... ... ... ...\n", "195475 116 1628 0.029716\n", "195476 117 1628 0.030194\n", "195477 118 1628 0.030664\n", "195478 119 1628 0.031123\n", "195479 120 1628 0.031568\n", "\n", "[195480 rows x 3 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "effect = effect.reset_index(names=\"time\").melt(id_vars=\"time\", var_name=\"id\", value_name=\"effect\")\n", "effect" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = mpl.figure.Figure()\n", "\n", "# Plot inidividual lines:\n", "p = so.Plot(\n", " effect,\n", " x=\"time\",\n", " y=\"effect\",\n", " group=\"id\",\n", ").add(\n", " so.Lines(linewidth=.5, alpha=0.1, color=\"#919090\")\n", ").label(\n", " title=\"Spaghetti plot of the effect difference\",\n", ").on(f).plot()\n", "\n", "# Plot average effect:\n", "avg_effect = effect.groupby(\"time\")[\"effect\"].mean().reset_index()\n", "ax = f.axes[0]\n", "ax.plot(avg_effect[\"time\"], avg_effect[\"effect\"], color=\"#062f80\")\n", "ax.text(\n", " 0, 0, \"ATE\",\n", " verticalalignment=\"bottom\",\n", " color=\"#062f80\"\n", ")\n", "f" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have inidividual-level survival curves, we can aggregate them arbitrarily \n", "to see how the effect changes in different covariate strata" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = mpl.figure.Figure()\n", "effectX = effect.merge(data.X, left_on=\"id\", right_index=True)\n", "strata = \"race\"\n", "\n", "p_eff_strat = so.Plot(\n", " effectX,\n", " x=\"time\",\n", " y=\"effect\",\n", " color=strata, # Stratify the effect curves by\n", " group=\"id\",\n", ").add(\n", " so.Lines(linewidth=.5, alpha=0.1)\n", ").scale(\n", " color=so.Nominal([\"#1f77b4\", \"#ff7f0e\"]),\n", ").label(\n", " title=\"Spaghetti plot for stratified effects\",\n", ").on(f).plot()\n", "p_eff_strat\n", "\n", "avg_effect = effectX.groupby([\"time\", strata])[\"effect\"].mean().reset_index()\n", "ax = f.axes[0]\n", "for s, stratum_data in avg_effect.groupby(strata):\n", " ax.plot(\n", " stratum_data[\"time\"], stratum_data[\"effect\"], \n", " color=\"black\", linestyle=\"--\",\n", " )\n", " ax.text(\n", " stratum_data[\"time\"].iloc[-1], stratum_data[\"effect\"].iloc[-1],\n", " f\"{strata}:{s}\",\n", " verticalalignment=\"center\",\n", " )\n", "\n", "f" ] } ], "metadata": { "interpreter": { "hash": "a277e3bf478940e1e8a1de380fd680c062d01705c709256b48f6e7d3a465b87f" }, "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 4 }