From 9eaae5a12123dd0d1aa2ba1ab1a92ce92df4a78e Mon Sep 17 00:00:00 2001 From: mbi6245 Date: Wed, 23 Oct 2024 14:33:43 -0700 Subject: [PATCH 1/3] implement new mscabeta feature for beta distribution with custom bounds --- plots.ipynb | 46 +++++------- src/ensemble/distributions.py | 128 +++++++++++++++++++++------------- 2 files changed, 99 insertions(+), 75 deletions(-) diff --git a/plots.ipynb b/plots.ipynb index 6d41ef9..b2b8f9d 100644 --- a/plots.ipynb +++ b/plots.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -30,22 +30,23 @@ "output_type": "stream", "text": [ "0.12499999999999997 0.12499999999999997\n", - "\n" + "0.5 0.2\n", + "0.12499999999999997 0.12499999999999997\n" ] }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 11, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -58,9 +59,13 @@ "fig, ax = plt.subplots(1, 2)\n", "support = np.linspace(0, 1, 100)\n", "temp_beta = distribution_dict[\"beta\"](0.5, 0.2)\n", - "print(temp_beta._scipy_dist)\n", + "sup = np.linspace(-6, -3, 100)\n", + "temp_mscabeta = distribution_dict[\"MSCAbeta\"](-4, 0.4, -5, -3)\n", + "# print(temp_beta._scipy_dist)\n", "temp_pdf = temp_beta.pdf(support)\n", - "ax[0].plot(support, temp_pdf)" + "ax[0].plot(support, temp_pdf)\n", + "temp_msca_pdf = temp_mscabeta.pdf(sup)\n", + "ax[1].plot(sup, temp_msca_pdf)" ] }, { @@ -72,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -87,12 +92,13 @@ "name": "stdout", "output_type": "stream", "text": [ + "0.375 0.125\n", "0.328125 0.546875\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -136,30 +142,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "EnsembleDistribution.__init__() takes 4 positional arguments but 5 were given", + "ename": "SyntaxError", + "evalue": "invalid syntax (4096878788.py, line 11)", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[3], line 19\u001b[0m\n\u001b[1;32m 11\u001b[0m distributions \u001b[38;5;241m=\u001b[39m [[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnormal\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgumbel\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 12\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnormal\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgumbel\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 13\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgamma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfisk\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 14\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minvgamma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlognormal\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfisk\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 15\u001b[0m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgamma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minvgamma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlognormal\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfisk\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 17\u001b[0m weights \u001b[38;5;241m=\u001b[39m [[\u001b[38;5;241m0.99\u001b[39m, \u001b[38;5;241m0.01\u001b[39m], [\u001b[38;5;241m0.6\u001b[39m, \u001b[38;5;241m0.4\u001b[39m], [\u001b[38;5;241m0.3\u001b[39m, \u001b[38;5;241m0.7\u001b[39m], [\u001b[38;5;241m0.3\u001b[39m, \u001b[38;5;241m0.5\u001b[39m, \u001b[38;5;241m0.2\u001b[39m], [\u001b[38;5;241m0.2\u001b[39m, \u001b[38;5;241m0.3\u001b[39m, \u001b[38;5;241m0.3\u001b[39m, \u001b[38;5;241m0.2\u001b[39m]]\n\u001b[0;32m---> 19\u001b[0m \u001b[43mplot_ensembles\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistributions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mMEAN\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mVARIANCE\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msupport\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m30\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m6\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "Cell \u001b[0;32mIn[3], line 6\u001b[0m, in \u001b[0;36mplot_ensembles\u001b[0;34m(distributions, weights, mean, variance, support, figsize)\u001b[0m\n\u001b[1;32m 4\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;28mlen\u001b[39m(distributions), figsize\u001b[38;5;241m=\u001b[39mfigsize)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(distributions)):\n\u001b[0;32m----> 6\u001b[0m mod \u001b[38;5;241m=\u001b[39m \u001b[43mEnsembleDistribution\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdistributions\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmean\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariance\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 7\u001b[0m pdf \u001b[38;5;241m=\u001b[39m mod\u001b[38;5;241m.\u001b[39mpdf(support)\n\u001b[1;32m 8\u001b[0m ax[i]\u001b[38;5;241m.\u001b[39mplot(support, pdf)\n", - "\u001b[0;31mTypeError\u001b[0m: EnsembleDistribution.__init__() takes 4 positional arguments but 5 were given" + "\u001b[0;36m Cell \u001b[0;32mIn[4], line 11\u001b[0;36m\u001b[0m\n\u001b[0;31m named_weights =\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ diff --git a/src/ensemble/distributions.py b/src/ensemble/distributions.py index 057432e..5f57feb 100644 --- a/src/ensemble/distributions.py +++ b/src/ensemble/distributions.py @@ -297,10 +297,42 @@ def _create_scipy_dist(self) -> None: self.width = self.ub - self.lb adj_mean = (self.mean - self.lb) / self.width adj_var = self.variance / self.width - self._scipy_dist = Beta(adj_mean, adj_var) + print(adj_mean, adj_var) + self._scipy_dist = Beta(adj_mean, adj_var)._scipy_dist + + def _squeeze(self, x: float) -> float: + """transform x to be within (0, 1) + + Parameters + ---------- + x : float + value within support + + Returns + ------- + float + transformed value within support + """ + return (x - self.lb) / self.width + + def _stretch(self, x: float) -> float: + """transform x from (0, 1) back to original bounds + + Parameters + ---------- + x : float + value within standard Beta support + + Returns + ------- + float + transformed value within original support + """ + return (x + self.lb) * self.width def support(self) -> Tuple[float, float]: """create tuple representing endpoints of support""" + return (self.lb, self.ub) def rvs(self, *args, **kwds): """defaults to scipy implementation for generating random variates @@ -310,7 +342,7 @@ def rvs(self, *args, **kwds): np.ndarray random variates from a given distribution/parameters """ - return (self._scipy_dist.rvs(*args, **kwds) + self.lb) * self.width + return self._stretch(self._scipy_dist.rvs(*args, **kwds)) def pdf(self, x: npt.ArrayLike) -> np.ndarray: """defaults to scipy implementation for probability density function @@ -325,52 +357,52 @@ def pdf(self, x: npt.ArrayLike) -> np.ndarray: np.ndarray PDF evaluated at quantile x """ - return (self._scipy_dist.pdf(x) + self.lb) * self.width - - # def cdf(self, q: npt.ArrayLike) -> np.ndarray: - # """defaults to scipy implementation for cumulative density function - - # Parameters - # ---------- - # q : npt.ArrayLike - # quantiles - - # Returns - # ------- - # np.ndarray - # CDF evaluated at quantile q - # """ - # return self._scipy_dist.cdf(q) - - # def ppf(self, p: npt.ArrayLike) -> np.ndarray: - # """defaults to scipy implementation for percent point function - - # Parameters - # ---------- - # p : npt.ArrayLike - # lower tail probability - - # Returns - # ------- - # np.ndarray - # PPF evaluated at lower tail probability p - # """ - # return self._scipy_dist.ppf(p) - - # def stats(self, moments: str) -> Union[float, Tuple[float, ...]]: - # """defaults to scipy implementation for obtaining moments - - # Parameters - # ---------- - # moments : str - # m for mean, v for variance, s for skewness, k for kurtosis - - # Returns - # ------- - # Union[float, Tuple[float, ...]] - # mean, variance, skewness, and/or kurtosis - # """ - # return self._scipy_dist.stats(moments=moments) + return self._stretch(self._scipy_dist.pdf(self._squeeze(x))) + + def cdf(self, q: npt.ArrayLike) -> np.ndarray: + """defaults to scipy implementation for cumulative density function + + Parameters + ---------- + q : npt.ArrayLike + quantiles + + Returns + ------- + np.ndarray + CDF evaluated at quantile q + """ + return self._stretch(self._scipy_dist.cdf(self._squeeze(q))) + + def ppf(self, p: npt.ArrayLike) -> np.ndarray: + """defaults to scipy implementation for percent point function + + Parameters + ---------- + p : npt.ArrayLike + lower tail probability + + Returns + ------- + np.ndarray + PPF evaluated at lower tail probability p + """ + return self._stretch(self._scipy_dist.ppf(p)) + + def stats(self, moments: str) -> Union[float, Tuple[float, ...]]: + """defaults to scipy implementation for obtaining moments + + Parameters + ---------- + moments : str + m for mean, v for variance, s for skewness, k for kurtosis + + Returns + ------- + Union[float, Tuple[float, ...]] + mean, variance, skewness, and/or kurtosis + """ + return self._stretch(self._scipy_dist.stats(moments=moments)) distribution_dict = { From b514bf0edd2377dada171038c55deba29b0d4f8b Mon Sep 17 00:00:00 2001 From: mbi6245 Date: Sat, 2 Nov 2024 16:38:42 -0700 Subject: [PATCH 2/3] expand Beta to support nonstandard upper and lower bounds --- .DS_Store | Bin 6148 -> 6148 bytes .gitignore | 3 +- plots.ipynb | 173 +++++++++++++++++++++------------- src/ensemble/distributions.py | 77 +++++++-------- test_read.json | 2 +- tests/test_distributions.py | 3 +- tests/test_model.py | 4 +- tests/test_read.json | 1 + 8 files changed, 151 insertions(+), 112 deletions(-) create mode 100644 tests/test_read.json diff --git a/.DS_Store b/.DS_Store index 5008ddfcf53c02e82d7eee2e57c38e5672ef89f6..56e8f28b3f7f4ce4de73c233c059dadc2891b013 100644 GIT binary patch delta 209 zcmZoMXfc=|&e%RNQEZ}~q96+c0|O%ig8)NLx?yl~es00UMD2QzAPYkZLn1>7Ln2H9 zCw&zlfqB6Hr]" + "[]" ] }, "execution_count": 2, @@ -46,7 +85,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -59,8 +98,8 @@ "fig, ax = plt.subplots(1, 2)\n", "support = np.linspace(0, 1, 100)\n", "temp_beta = distribution_dict[\"beta\"](0.5, 0.2)\n", - "sup = np.linspace(-6, -3, 100)\n", - "temp_mscabeta = distribution_dict[\"MSCAbeta\"](-4, 0.4, -5, -3)\n", + "sup = np.linspace(3, 5, 100)\n", + "temp_mscabeta = distribution_dict[\"MSCAbeta\"](4, 0.4, 3, 5)\n", "# print(temp_beta._scipy_dist)\n", "temp_pdf = temp_beta.pdf(support)\n", "ax[0].plot(support, temp_pdf)\n", @@ -81,19 +120,20 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/Users/maxbi/opt/anaconda3/envs/ensemble/lib/python3.12/site-packages/scipy/stats/_continuous_distns.py:2509: RuntimeWarning: divide by zero encountered in power\n", - " return c*pow(x, c-1)*np.exp(-pow(x, c))\n" + "hi! 1.8051140871074909 0.47424544588544415\n", + "0.375 0.125\n", + "0.328125 0.546875\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "0.375 0.125\n", - "0.328125 0.546875\n" + "/Users/maxbi/opt/anaconda3/envs/ensemble/lib/python3.12/site-packages/scipy/stats/_continuous_distns.py:2509: RuntimeWarning: divide by zero encountered in power\n", + " return c*pow(x, c-1)*np.exp(-pow(x, c))\n" ] }, { @@ -146,36 +186,34 @@ "metadata": {}, "outputs": [ { - "ename": "SyntaxError", - "evalue": "invalid syntax (4096878788.py, line 11)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[4], line 11\u001b[0;36m\u001b[0m\n\u001b[0;31m named_weights =\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" - ] + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "support = np.linspace(0, 10, 100)\n", "\n", - "def plot_ensembles(distributions, weights, mean, variance, support, figsize):\n", - " fig, ax = plt.subplots(1, len(distributions), figsize=figsize)\n", - " for i in range(len(distributions)):\n", - " mod = EnsembleDistribution(distributions[i], weights[i], mean, variance)\n", + "def plot_ensembles(named_weights, mean, variance, support, figsize):\n", + " fig, ax = plt.subplots(1, len(named_weights), figsize=figsize)\n", + " for i in range(len(named_weights)):\n", + " mod = EnsembleDistribution(named_weights[i], mean, variance)\n", " pdf = mod.pdf(support)\n", " ax[i].plot(support, pdf)\n", " ax[i].axvline(mean, color=\"red\")\n", "\n", - "named_weights =\n", - "\n", - "distributions = [[\"normal\", \"gumbel\"],\n", - " [\"normal\", \"gumbel\"],\n", - " [\"gamma\", \"fisk\"],\n", - " [\"invgamma\", \"lognormal\", \"fisk\"],\n", - " [\"gamma\", \"invgamma\", \"lognormal\", \"fisk\"]]\n", - "\n", - "weights = [[0.99, 0.01], [0.6, 0.4], [0.3, 0.7], [0.3, 0.5, 0.2], [0.2, 0.3, 0.3, 0.2]]\n", + "named_weights = [{\"normal\": 0.99, \"gumbel\": 0.01},\n", + " {\"normal\": 0.6, \"gumbel\": 0.4},\n", + " {\"gamma\": 0.7, \"fisk\": 0.3},\n", + " {\"invgamma\": 0.3, \"lognormal\": 0.5, \"fisk\": 0.2},\n", + " {\"gamma\": 0.2, \"invgamma\": 0.3, \"lognormal\": 0.3, \"fisk\": 0.2}]\n", "\n", - "plot_ensembles(distributions, weights, MEAN, VARIANCE, support, (30, 6))" + "plot_ensembles(named_weights, MEAN, VARIANCE, support, (30, 6))" ] }, { @@ -187,12 +225,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -204,26 +242,24 @@ "source": [ "support = np.linspace(0, 10, 200)\n", "\n", - "def ensemble_comparison(distributions, weights, objective, mean, variance, support, figsize):\n", - " fig, ax = plt.subplots(1, len(distributions), figsize=figsize)\n", - " for i in range(len(distributions)):\n", - " mod = EnsembleDistribution(distributions[i], weights[i], mean, variance)\n", + "def ensemble_comparison(named_weights, objective, mean, variance, support, figsize):\n", + " fig, ax = plt.subplots(1, len(named_weights), figsize=figsize)\n", + " for i in range(len(named_weights)):\n", + " mod = EnsembleDistribution(named_weights[i], mean, variance)\n", " mod_draws = mod.rvs(size=10000)\n", - " fit = EnsembleFitter(distributions[i], objective).fit(mod_draws)\n", + " fit = EnsembleFitter(list(named_weights[i].keys()), objective).fit(mod_draws)\n", " pdf = mod.pdf(support)\n", " ax[i].plot(support, pdf)\n", " ax[i].plot(support, fit.ensemble_distribution.pdf(support))\n", " ax[i].axvline(mean, color=\"red\")\n", "\n", - "distributions = [[\"normal\", \"gumbel\"],\n", - " [\"normal\", \"gumbel\"],\n", - " [\"gamma\", \"fisk\"],\n", - " [\"invgamma\", \"lognormal\", \"fisk\"],\n", - " [\"gamma\", \"invgamma\", \"lognormal\", \"fisk\"]]\n", + "named_weights = [{\"normal\": 0.99, \"gumbel\": 0.01},\n", + " {\"normal\": 0.6, \"gumbel\": 0.4},\n", + " {\"gamma\": 0.7, \"fisk\": 0.3},\n", + " {\"invgamma\": 0.3, \"lognormal\": 0.5, \"fisk\": 0.2},\n", + " {\"gamma\": 0.2, \"invgamma\": 0.3, \"lognormal\": 0.3, \"fisk\": 0.2}]\n", "\n", - "weights = [[0.99, 0.01], [0.6, 0.4], [0.3, 0.7], [0.3, 0.5, 0.2], [0.2, 0.3, 0.3, 0.2]]\n", - "\n", - "ensemble_comparison(distributions, weights, \"KS\", MEAN, VARIANCE, support, (30, 6))" + "ensemble_comparison(named_weights, \"KS\", MEAN, VARIANCE, support, (30, 6))" ] }, { @@ -235,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -243,20 +279,20 @@ "output_type": "stream", "text": [ "current combo: \n", - " nid 238012\n", - "location_id 207\n", - "year_id 1.0\n", - "sex Female\n", - "age_start3 15\n", - "Name: 164388, dtype: object\n", - "num. rows: 311\n", - "FPG bounds: 0.0 33.0\n", - "distributions and weights: {'gamma': 0.33723955987723486, 'invgamma': 0.6627604397743512, 'lognormal': 3.6576540266740374e-10, 'fisk': -1.7350594879708437e-11}\n" + " nid 30189\n", + "location_id 200\n", + "year_id 1.0\n", + "sex Male\n", + "age_start3 15\n", + "Name: 43747, dtype: object\n", + "num. rows: 152\n", + "FPG bounds: 3.38888888888889 7.27777777777778\n", + "distributions and weights: {'gamma': 3.653057263189397e-12, 'invgamma': 1.6175667552638348e-11, 'lognormal': 6.0711276719388175e-12, 'fisk': 0.9999999999741}\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -321,18 +357,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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zkCeiNtWqtfjxaD6+PJiFtOzyVs8ZEuiC+4cF4I5BfrC34T8pRNQ9ZDJZi68lSWr1+JWWLl2KxYsXN39dWVmJgICArglIRERGS5IkVDdoUVqtRmlNA0qq1bhco0ZZreF/L9dqUF6rQWWdBuV1alTUGYr1WrWuzdccudwdXo6qbvsMvOsmoqvo9BLe++Uc1iZmoKpBCwBQWMkQ7u8MuZXhJlmr0+NkXiVSs8qRmlWOFT+cwiPRwVg0sQ+s5Vy1Q0Rdx8fHBwUFBS2OFRUVQaFQwN3dvc3n2djYwMbGpqvjERGRQFqdHgWV9cgrr0d+RR3yK+pRUFGPwsp6FFU1oKiqHkWVDWjQ6jv8HrbWcjioFHC0UcBBpYC9UoHG3yd3GxbyRNRCRZ0Gz3yVit1nigEAQe52+NPwQMwY2gOeji1vgIuq6rHtSC42H8rGxZIarNp9AQczyvD+A0Ph49x9v5EkIssycuRI/PDDDy2O7dy5E1FRUbC2thaUioiIuktNgxYZJTXILK3FpdIaZJbWIKusFjmXDYW7Tt++qtpOKYe7gxLu9jZwt1fC1V4JN3slXOys4WJr+F9nW8PDSWUNR5UCjioFFEYwaMVCnoianS+qxp8/S8HFkhrYKKzwr+kDMX2IP6ysWp+q6uWowvyxPfHEmFDEHy/Ac1uPISXzMqa+m4h37h+C0b09uvkTEJEpqq6uxvnz55u/zsjIQFpaGtzc3BAYGIilS5ciNzcXn332GQBg/vz5eP/997F48WI8/vjjSE5Oxtq1a7Fx40ZRH4GIiLpArVqLs4XVOFNQidMFVThfVI0LRdXIq6i/5vOUciv4uqjg66yCr7MtfJxV8HFSwcvRBl5ONvByVMHdQQk7pemWw6abnIg6VeK5Yiz44giqGrTwc1bhw4ejMLCHc7ueK5PJMHWQLwb4OeHJDUeQnl+Jh9f9hhem9sdjo0O6ODkRmbqUlBSMHz+++eumdeyPPPII1q9fj/z8fGRlZTV/PyQkBPHx8Vi0aBE++OAD+Pn54d133+XWc0REJqyyXoMTuRU4kVuBYzkVOJlXiUulNW1OWXezVyLY3Q7B7vYIcrdHoLstAlztEOBmB08HmzYHosyFTJK6eza/8ausrISzszMqKirg5OQkOg5RlztTUIV7Vu1HjVqH4cFuWPXQUHg4dGwdab1Ghxe/O4lNKdkAgLdnDsY9Q3t0Zlwii8RrU+fjnykRkRiSJCGjpAaHMy/jSNZlHM68jLOF1a2e6+FggzBfR/T1dkQvLwf08nJAT08HuNoruzl117uR6xJH5IksXHmtGo9/loIatQ7RPd2xfs7wm9o6Q2Utx7/vHQRHlQKf7MvA37ccg4eDDcb08ezE1ERERERkSrJKa5F0oQTJF0uRfKEURVUNV53j72KLQT2cMbCHM8L9nBHm63RVjyYyYCFPZMG0Oj3+8mUqsspqEeBmiw8eGNpp+18umxKGoqoGfH80D09+cRibnhiJcP/2TdUnIiIiItNWr9HhwMVS7D5TjD1ni5FRUtPi+0q5FQYHOGNokCsiA10xNMi1wzNCLRELeSILtvJ/p7HvfAnslHJ8PDuqU6coWVnJ8MZ9g1BS3YCkC6V49NND+GZBNALc7DrtPYiIiIjIeFTUarDrdCF2nCzAnrPFqNf8vsWbwkqGiAAXRPd0x4ie7hga6AqVtVxgWtPGQp7IQn2Xlou1+zIAAG/dNxj9fDp/faiNQo41D0di5ppknC6owlNfHsHWJ6O5zzwRERGRmaiq12DnyUJ8dzQPSedLoL1i6zdfZxXG9fXE2D5eGNXLHY4qbhHaWVjIE1mgyzVqvPT9SQDA07f2wuSBvl32Xk4qa3w6Zxgm/WcvjuVUYNWvF/DMhN5d9n5ERERE1LW0Oj32nivG1iO5+PlUIRq0v4+89/V2xKQB3pgU7oP+vk6Qycy7e7woLOSJLNDrO87gcq0Gfb0dsfC2ri+qfZ1t8crd4XjmqzS898s53NrPq91b2xERERGRccguq8XXKdnYnJKDgsrf93IP9bDHXRH+mDbYF6GeDgITWg4W8kQWJi27HF8dMuzH/Mrd4d02zf3OwX7YebIQPx3Px6LNafjx6dFcF0VERERk5CRJQuK5Eny6PwO7zxY37+vuameN6UN6YPoQf4T7c+S9u7GQJ7IgOr2EF749AUkC7hnij+Ehbt323jKZDK/cHY7fMspwvqgab+44g+fv6N9t709ERERE7Vev0WHbkVx8uj8D54p+3+N9VC933D8sELEDvGGj4KCMKCzkiSzIlwezcDy3Ao4qBZZOCev293ezV+LfMwZi7n9TsHZ/Bib298Ytoe7dnoOIiIiIWlfdoMWGA5n4OPEiSqrVAAB7pRz3RQXgkehghHjYC05IAAt5IotRUt2AN7afBgAsie0LT0cx+3TeFuaNWVEB2JSSjZd+OIUfnx4NuRWnYhERERGJVFmvwfr9l7BufwbKazUAAH8XW8wZFYyZwwLgxI7zRoWFPJGFeP+X86is12KAnxMeGhEkNMs/JvdD/Il8pOdXYuvhHMwcFiA0DxEREZGlqtfo8HlyJj7Yfb65gA/1sMeC8b1wV4Qftw02UizkiSxAcVUDNh40NLhbNiVM+Ai4m70Sz9zWG6/+lI43dp7BlEG+cLDhP0dERERE3UWnl7D1cA7+8/NZ5FcYOtD38nLAM7f1xpSBvsLvF+naeOdMZAE+2XcRDVo9IgJcEN3TONakPzwyCJ8fyERmaS0+3HMBf43tKzoSERERkUU4mFGGF78/ifT8SgCAn7MKz07sgxlDe7CANxEs5InMXHmtGl8kZwIA/jK+l9FsDWKjkGPp5H6Y/8URfLT3Iu4fHgh/F1vRsYiIiIjMVkFFPVb+Lx3fpeUBAJxUCjx9a288PDKI2wKbGBbyRGZufdIl1Kh16OfjiNvCvETHaWHSAB8MD3HDwYwyvLH9NOLuHyI6EhEREZHZ0ekl/DfpEt7ceQa1ah1kMuD+YYFYEtsH7g5iGiDTzWHnAiIzVt2gxaf7LwEAnjKi0fgmMpkML0w17CX/bVoejmaXiw1EREREZGbOFlZhxuokrPjxFGrVOgwNdMH3T43GynsGsog3YSzkiczYFwcyUVGnQaiHPaYM9BUdp1UDezhj+hB/AMB7v5wTnIaIiIjIPGh0erzz8zlMfTcRadnlcLBR4J/Tw7FlfjQG9nAWHY9uEqfWE5mpeo0OnyRmAADmj+tp1I1Lnr61F75Ny8XP6UU4mVeBAX68uBARERF1VEZJDZ79KhVHcyoAALf188Kr08Ph68x+ROaCI/JEZmrbkVyUVDfA38W2ecTbWIV6OuCOQX4AgFW/XhCchoiIiMg0SZKErw5mYco7iTiaUwEnlQLv3B+BTx6JYhFvZjgiT2Smvjxo6FT/aHQwrOXG/zu7p8b3xA9H8xB/Ih/ni6rRy8tBdCQiIiIik1FRp8E/thzD9pMFAICRoe54a+Zg+HFXILNk/Hf3RHTDjuWU40RuJZRyK8yI7CE6Trv083HCxP7ekCRg1e7zouMQERERmYyTeRWY9t4+bD9ZAGu5DEsn98OGebewiDdjwgv5VatWISQkBCqVCpGRkUhMTLzm+Xv27EFkZCRUKhVCQ0OxZs2aq84pLy/HU089BV9fX6hUKoSFhSE+Pr6rPgKR0dl4MAsAMHmgD9zslYLTtN9fxvcCAHyXloes0lrBaYiIiIiM3+ZD2bhnVRKyymrRw9UW254chSfG9oSVEfdHopsntJDftGkTnn32WSxfvhypqamIiYnB5MmTkZWV1er5GRkZmDJlCmJiYpCamoply5Zh4cKF2Lp1a/M5arUaEydOxKVLl7BlyxacOXMGH3/8Mfz9jXuNMFFnqW7Q4ru0PADAn4YHCk5zYwYHuCCmtwd0eglr9nKtPBEREVFb1Fo9ntt6DH/fegwNWj3G9/XEj0+PZkd6CyF0jfzbb7+NuXPnYt68eQCAuLg47NixA6tXr8bKlSuvOn/NmjUIDAxEXFwcACAsLAwpKSl48803MWPGDADAunXrUFZWhqSkJFhbWwMAgoKCuucDERmB79JyUavWIdTTHreEuImOc8OevrU3Es+VYEtKDhbe2hs+zirRkYiIiIiMSlmNGvO/OIyDGWWQyYC/TuyDBeN6cRTegggbkVer1Th8+DBiY2NbHI+NjUVSUlKrz0lOTr7q/EmTJiElJQUajQYA8P3332PkyJF46qmn4O3tjfDwcPzrX/+CTqdrM0tDQwMqKytbPIhMVdO0+geGB0ImM71/zIeHuGFYsCvUOj2+OJApOg4RERGRUTlfVI3pq/bjYEYZHGwUWPfoMPzl1t4s4i2MsEK+pKQEOp0O3t7eLY57e3ujoKCg1ecUFBS0er5Wq0VJSQkA4OLFi9iyZQt0Oh3i4+Px/PPP46233sI///nPNrOsXLkSzs7OzY+AgICb/HREYhzPqWhucnfPUNNocteax0aFAAC+PJiFek3bv4QjIiIisiT7zpVg+qr9yCxtXA+/IBrj+3qJjkUCCG9298cRQ0mSrjmK2Nr5Vx7X6/Xw8vLCRx99hMjISNx///1Yvnw5Vq9e3eZrLl26FBUVFc2P7Ozsjn4cIqGatpwztSZ3fzSxvzf8nFUoq1Hjx2P5ouMQERERCfddWi4e/fQgquq1iApyxXdPjUIfb0fRsUgQYYW8h4cH5HL5VaPvRUVFV426N/Hx8Wn1fIVCAXd3dwCAr68v+vTpA7lc3nxOWFgYCgoKoFarW31dGxsbODk5tXgQmRpTbnL3Rwq5FR4aaeht8d+kS82/sCMiIiKyRJ/uz8AzX6VBq5cwbbAfNjx+C9wdbETHIoGEFfJKpRKRkZFISEhocTwhIQHR0dGtPmfkyJFXnb9z505ERUU1N7YbNWoUzp8/D71e33zO2bNn4evrC6XSdEcoia5n+4kCQ5M7D9NscvdH9w8LhFJhheO5FTiSdVl0HCIiIqJuJ0kS3tp5Bi//cAoA8MjIILwzKwI2Cvl1nknmTujU+sWLF+OTTz7BunXrkJ6ejkWLFiErKwvz588HYJjyPnv27Obz58+fj8zMTCxevBjp6elYt24d1q5diyVLljSf8+STT6K0tBTPPPMMzp49i59++gn/+te/8NRTT3X75yPqTj8cNYzG3z3E3ySb3P2Rm70Sdw32AwCsT2LTOyIiIrIser2EF747gfd+OQ/A0Jn+pTsHsKkdARC8/dysWbNQWlqKFStWID8/H+Hh4YiPj2/eLi4/P7/FnvIhISGIj4/HokWL8MEHH8DPzw/vvvtu89ZzABAQEICdO3di0aJFGDRoEPz9/fHMM8/gH//4R7d/PqLuUlajxr7zhoaPdwzyFZym8zwSHYyvD+fgf8fzUTg1DN5O3IqOiIiIzJ9eL2HZN8fx1aFsyGTAq3eH48FbuKU2/U4mcfHpVSorK+Hs7IyKigqulyeTsOG3TCz/5gTC/Z3w49MxouN0qvvWJOHQpctYeGsvLI7tKzoOkTC8NnU+/pkSkTHS6yU8t+0YNqfkwEoGvDVzMKYPMd3diKj9buS6JLxrPRHdvKZp9dMG+QlO0vkeiQ4GYNiKrkHLreiIiIjIfOn0Ev6+9fci/j+zIljEU6tYyBOZuMLKevyWUQYAmGpG0+qbTBrgA28nG5RUq/HzqSLRcYiIiIi6hF4vYem2Y9hyOAdyKxni7h+CuyL8RcciI8VCnsjE/XQsH5IERAa5ooerneg4nc5aboX7IgMAAJtSsgWnISIiIup8kiThn/HpzSPx79wfgTsHm99MS+o8LOSJTNwPx5qm1ZvfaHyT+6IMU8oSzxUjt7xOcBoiIiKizvXeL+exdl8GAODfMwbhDjNcLkmdi4U8kQnLLqtFalY5ZDJgykDzLeSD3O0xItQNkgRsSckRHYeIiIio06zfn4G3E84CAP7vjv64LypAcCIyBSzkiUzYj8fyAQAjQtzhZeZbs80aZriofX04G3o9N9sgIiIi0/ddWi5e+uEUAODZCb3x2OgQwYnIVLCQJzJhzd3qLWAN1eRwXziqFMi5XIekC6Wi4xARERHdlOQLpVjy9VEAwJxRwXjmtt6CE5EpYSFPZKIySmpwKr8SCisZbg/3ER2ny6ms5bgrwvALi81sekdEREQm7HxRFZ74PAUanYSpA33xwtT+kMlkomORCWEhT2Sifj5VCAC4JdQNbvZKwWm6x6yoQADA9pMFqKjVCE5DREREdOOKqxrw6KeHUFmvRWSQK96aORhWVizi6cawkCcyUT+nGwr5CWHegpN0n3B/J4T5OkGt1ePbtFzRcYiIiIhuSK1ai7n/PYScy3UIdrfDx7OjoLKWi45FJoiFPJEJKq9VIyXzMgDLKuRlMhlmNm5Ft+kQp9cTERGR6ZAkCX/7+hiO5VTA1c4a6+cMt5hZldT5WMgTmaDdZ4qh00vo6+2IADc70XG61fQh/lDKrXAqvxKnCypFxyEiIiJql1W7L+Cn4/mwlsvw0ewoBHvYi45EJoyFPJEJappWf1uYl+Ak3c/FTolxfT0BAN+m5glOQ0RERHR9v5wuxJs7zwAAXr4zHMOC3QQnIlPHQp7IxKi1euw5UwwAuM2CptVf6e4h/gCA79Nyuac8ERERGbXzRdV4ZmMaJAl48JZAPHBLoOhIZAZYyBOZmEOXylDVoIWHgxIRAS6i4whxaz8vONookFdRj0OXykTHISIiImpVZb0Gf/48BVUNWgwLdsWL0waIjkRmgoU8kYlpmlY/vq8X5Ba6VYnKWo7bw30AAN+mcXo9ERERGR9JkvCPLcdwsbgGfs4qrHowEkoFyy/qHPybRGRCJEn6fdu5/pY5rb5J0/T6+OP5UGv1gtMQERERtbQ+6RL+d6IA1nIZVj0UCU9HG9GRyIywkCcyIeeKqpFdVgelwgoxvT1ExxFqRKg7vBxtUFGnwe4zRaLjEBERETVLyy7Hv+LTAQDLpoRZ7HJI6jos5IlMSNNofHRPd9gpFYLTiCW3kuHOwX4AgO84vZ6IiIiMRHmtGk9tOAKNTsLkcB88Gh0sOhKZIRbyRCbk51ON0+ottFv9H90VYZhe/3N6IarqNYLTEBERkaWTJAlLvj6K3PI6BLnb4d/3DoJMZpk9jahrsZAnMhFlNWqkZpcDsMz941sT7u+EUE97NGj12H6iQHQcIiIisnDrky7h5/QiKBVW+OCBoXBSWYuORGaKhTyRidh/vgSSBPT1doSvs63oOEZBJpPh7sZReU6vJyIiIpHOFFRh5f9OAwCWTwlDuL+z4ERkzljIE5mIfedKAMDim9z90V0RhnXySRdKUFLdIDgNERERWaJ6jQ7PfJUKtVaP8X09MXtkkOhIZOZYyBOZAEmSkHiuGAAwmoV8C0Hu9gj3d4JeAnac5PR6IiIi6n5v7DiD0wVVcLdX4vV7B3NdPHU5FvJEJuBiSQ3yKuqhlFvhlhB30XGMzpSBvgCA/x1nIU9ERETdK/FcMdbuywAAvH7vIO4XT92ChTyRCUg8axiNjwp2ha1SLjiN8ZnaWMgnXyxFWY1acBoiIiKyFOW1avx181EAwMMjgnAbdxaibsJCnsgE7DtvWB/PafWtC3K3xwA/J+j0EqfXExERUbd5+YdTKKpqQE9PeyybEiY6DlkQFvJERk6j0yP5QikAYExvT8FpjFfT9Pr44/mCkxAREZElSDhViG9Sc2ElA968bzBnTVK3YiFPZORSs8pRo9bBzV6J/r5OouMYrabp9UkXOL2eiIiIulZ5rRrLvjkOAHh8TCiGBLoKTkSWhoU8kZHb19itflQvD1hZsQNqW4I97NHf1zC9fien1xMREVEXevmHUyhunFK/aEIf0XHIArGQJzJye5v2j+/F9fHXM3WQYVT+J06vJyIioi7yxyn1KmtOqafux0KeyIhV1GpwLKccABvdtcfkcB8Ahun1lzm9noiIiDpZRZ0GyzmlnowAC3kiI5Z0oQR6CejpaQ8/F1vRcYxeqKcD+vk4GqbXn+L0eiIiIupcr28/jaKqBoR6cEo9icVCnsiIJTZuOxfDbvXt1tT07qfjLOSJiIio8xzOLMOG37IAAP+cPpBT6kkoFvJERmxf0/p4Tqtvt8mNhXzyhRJU1msEpyEiIiJzoNHpsWzbCQDAfZE9MLKnu+BEZOlYyBMZqZzLtcgqq4XcSoZbQnmxaK9eXg7o6WkPjU7C7jPFouMQERGRGfho70WcKayCm70Sy6aEiY5DxEKeyFj9drEMABDu7wwHG4XgNKYldoCh6d0ObkNHRERENymztAbv7joHAHh+ahhc7ZWCExGxkCcyWr9llAIARoS4CU5iemL7ewMAdp8uQoNWJzgNERERmSpJkvD8tyfQoNVjVC93TB/iLzoSEQAW8kRG67cMw4j8CE6rv2GDe7jA28kGNWodki6Uio5DREREJmrHyQIkniuBUmGFf949EDKZTHQkIgAs5ImMUn5FHTJLa2ElA6KCuT/pjbKykmFi46j8Tk6vJyIiog6oU+vwyo/pAID5Y0IR7GEvOBHR71jIExmhK9fHO6qsBacxTbH9DevkE04VQqeXBKchIiIiU7Nq93nkltfB38UWT47rJToOUQss5ImM0IGLhungt3B9fIeNCHWHo0qBkmo10rIvi45DRO2watUqhISEQKVSITIyEomJidc8f8OGDRg8eDDs7Ozg6+uLOXPmoLSUy2mI6OZdKqnBh3suAgBeuKM/bJXcM56MCwt5IiPE9fE3T6mwwq39vAAAO04WCk5DRNezadMmPPvss1i+fDlSU1MRExODyZMnIysrq9Xz9+3bh9mzZ2Pu3Lk4efIkvv76axw6dAjz5s3r5uREZI5e+fEU1Do9Ynp7YNIAb9FxiK7CQp7IyBRW1iOjpAYyGRAVzBH5m9E0vX7HyQJIEqfXExmzt99+G3PnzsW8efMQFhaGuLg4BAQEYPXq1a2ef+DAAQQHB2PhwoUICQnB6NGj8cQTTyAlJaWbkxORudmVXohdp4tgLZfhpTsHsMEdGSUW8kRGpmla/QA/Jzjbcn38zRjb1xNKhRUyS2txrqhadBwiaoNarcbhw4cRGxvb4nhsbCySkpJafU50dDRycnIQHx8PSZJQWFiILVu2YOrUqW2+T0NDAyorK1s8iIiupNbq8cqPpwAAj40OQU9PB8GJiFrHQp7IyBxobHR3Swin1d8sBxsFRvfyAADsOMHu9UTGqqSkBDqdDt7eLaevent7o6Cg9Z/d6OhobNiwAbNmzYJSqYSPjw9cXFzw3nvvtfk+K1euhLOzc/MjICCgUz8HEZm+zw9k4lJpLTwcbPD0rb1FxyFqEwt5IiPzW4ZhRJ7r4ztHbOM2dD+nc508kbH74/RVSZLanNJ66tQpLFy4EP/3f/+Hw4cPY/v27cjIyMD8+fPbfP2lS5eioqKi+ZGdnd2p+YnItF2uUeOdn88CAJbE9oGDjUJwIqK28W8nkREpqqzHxWLD+vjhXB/fKZoa3h3NqUBRZT28nFSCExHRH3l4eEAul181+l5UVHTVKH2TlStXYtSoUfjb3/4GABg0aBDs7e0RExODV199Fb6+vlc9x8bGBjY2Np3/AYjILLyz6xwq67Xo5+OI+6I4Y4eMG0fkiYxIU7f6MB8nONtxfXxn8HJSYXAPZwDAL6eLBKchotYolUpERkYiISGhxfGEhARER0e3+pza2lpYWbW8jZHLDdtDsbklEd2oC8XV+OJAJgDDdnNyKza4I+PGQp7IiDTvHx/K0fjOdFtY0/R6FvJExmrx4sX45JNPsG7dOqSnp2PRokXIyspqniq/dOlSzJ49u/n8adOmYdu2bVi9ejUuXryI/fv3Y+HChRg+fDj8/PxEfQwiMlEr49Oh1UuYEOaFUY39dYiMGafWExmRgxlsdNcVbgvzwtsJZ7HvfDHqNTqorOWiIxHRH8yaNQulpaVYsWIF8vPzER4ejvj4eAQFBQEA8vPzW+wp/+ijj6Kqqgrvv/8+/vrXv8LFxQW33nor/v3vf4v6CERkovafL8HP6UVQWMmwdEqY6DhE7cJCnshIlNeqm7dIGxbsKjiNeenv6wRfZxXyK+qRfKEU4xvXzRORcVmwYAEWLFjQ6vfWr19/1bGnn34aTz/9dBenIiJzptdL+Fd8OgDgoRFB3G6OTAan1hMZiSNZlwEAoR72cHdgM6bOJJPJmpvesXs9ERERNfnxeD5O5lXC0UaBhbdxuzkyHSzkiYxEyiVDIR8ZxNH4rjChcZ38L6eL2AiLiIiIoNbq8eaOMwCAP48JhZu9UnAiovZjIU9kJFIyDYV8FKfVd4mRPd1hay1HfkU9TuZVio5DREREgn11KAtZZbXwcLDB3JgQ0XGIbojwQn7VqlUICQmBSqVCZGQkEhMTr3n+nj17EBkZCZVKhdDQUKxZs6bF99evXw+ZTHbVo76+vis/BtFNUWv1OJpdDoAj8l1FZS3H6N6GLrS72L2eiIjIotU0aPHurnMAgGcm9Iadkq3DyLQILeQ3bdqEZ599FsuXL0dqaipiYmIwefLkFl1pr5SRkYEpU6YgJiYGqampWLZsGRYuXIitW7e2OM/JyQn5+fktHiqVqjs+ElGHnMyrQINWDxc7a4R6sMlKV7mtcZ38L6e5Tp6IiMiSfZKYgZJqNYLd7XD/sADRcYhumNBC/u2338bcuXMxb948hIWFIS4uDgEBAVi9enWr569ZswaBgYGIi4tDWFgY5s2bh8ceewxvvvlmi/NkMhl8fHxaPIiM2eHGafWRga6wspIJTmO+mhreHc2pQFElZ+kQERFZotLqBny09wIAYMmkvrCWC5+kTHTDhP2tVavVOHz4MGJjY1scj42NRVJSUqvPSU5Ovur8SZMmISUlBRqNpvlYdXU1goKC0KNHD9xxxx1ITU29ZpaGhgZUVla2eBB1p+ZCnuvju5SXkwqDezgDMDS9IyIiIsuzavcF1Kh1GOjvjCnhvqLjEHWIsEK+pKQEOp0O3t7eLY57e3ujoKCg1ecUFBS0er5Wq0VJSQkAoF+/fli/fj2+//57bNy4ESqVCqNGjcK5c+fazLJy5Uo4Ozs3PwICOL2Guo8kSb83ugtyE5zG/N12Rfd6IiIisiwFFfX4/EAmAOBvk/pyJiSZLOHzSGSylj88kiRddex65195fMSIEXjooYcwePBgxMTEYPPmzejTpw/ee++9Nl9z6dKlqKioaH5kZ2d39OMQ3bDssjoUVzXAWi7DoMbRYuo64/saptfvP1+CBq1OcBoiIiLqTh/8eh5qrR7Dgl0R09gEl8gUCWvP6OHhAblcftXoe1FR0VWj7k18fHxaPV+hUMDd3b3V51hZWWHYsGHXHJG3sbGBjY3NDX4Cos6RklkGAAj3d4bKWi44jfkb4OcEDwcblFQ3IOXSZYzqxYs4ERGRJci5XIuvDhmaai+e2Peag4dExk7YiLxSqURkZCQSEhJaHE9ISEB0dHSrzxk5cuRV5+/cuRNRUVGwtrZu9TmSJCEtLQ2+vlz/Qsbp92n1XB/fHaysZBjX1xMA8Cun1xMREVmM9385D41OQnRPd4zs2fogIJGpEDq1fvHixfjkk0+wbt06pKenY9GiRcjKysL8+fMBGKa8z549u/n8+fPnIzMzE4sXL0Z6ejrWrVuHtWvXYsmSJc3nvPzyy9ixYwcuXryItLQ0zJ07F2lpac2vSWRsDl9qbHTH9fHdpml6/a9nWMgTERFZgkslNfj6cA4A4K+xfQSnIbp5wqbWA8CsWbNQWlqKFStWID8/H+Hh4YiPj0dQUBAAID8/v8We8iEhIYiPj8eiRYvwwQcfwM/PD++++y5mzJjRfE55eTn+/Oc/o6CgAM7OzhgyZAj27t2L4cOHd/vnI7qeijoNzhZVAQAiOSLfbUb39oDcSoYLxTXIKq1FoLud6EhERETUhd7ddQ46vYSxfTw5eEJmQSY1dYujZpWVlXB2dkZFRQWcnJxExyEztvtMER799BCC3e2w+2/jRcexKDM/TMbBjDKsuGsAZo8MFh2H6Lp4bep8/DMlsgzni6oR+5890EvAd0+NwuAAF9GRiFp1I9cl4V3riSxZ0/7xQzka3+1u7dc4vZ7r5ImIiMza+7+cg14CJoR5s4gns8FCnkigw9w/XpimdfJJF0pRr+E2dEREROYoo6QG3x/NAwA8c1tvwWmIOg8LeSJBdHoJx3IqAABDAl3EhrFAfbwd4OesQoNWj+SLpaLjEBERURf44Nfz0EuGmXgDeziLjkPUaVjIEwlyvqga1Q1a2Cnl6OPtKDqOxZHJZBjXOL1+N6fXExERmZ2s0lp8k5oLAHj61l6C0xB1LhbyRIKkZRum1Q/q4Qy5lUxwGsv0+zZ0xWDfTyIiIvOyes956PQSYnp7YEgg+xGReWEhTyRIalY5APDCIlB0T3co5VbIKqvFxZIa0XGIiIiok+SW12FL477xXBtP5oiFPJEgadnlAIAIdk8Vxt5GgVtCDY0G2b2eiIjIfKzZfQEanYTonu6ICmZTYTI/LOSJBKhu0OJMYRUAYAgLeaHG9vEEAOw5Wyw4CREREXWGgop6bDqUDQB4+laOxpN5YiFPJMCxnHJIEuDvYgsvJ5XoOBZtXF9DIf9bRhnq1NyGjoiIyNR9kngRap0ew4JdMSKUo/FknljIEwnQtD4+gtvOCdfT0wH+LrZQa/U4kMFt6IiIiExZea0aXx7MAgAsGN8LMhkbCpN5YiFPJEDT+nhOqxdPJpNhTNP0+jOcXk9ERGTK/puUiVq1DmG+ThjXeH0nMkcs5Im6mSRJV3SsdxGahQya1snv5Tp5IiIik1Wr1mJ9UgYA4MlxPTkaT2aNhTxRN8u5XIeS6gYorGQY4OcsOg4BiO7lDoWVDBdLapBVWis6DhEREXXAVwezcblWgyB3O0wJ9xEdh6hLsZAn6mZN0+r7+zlBZS0XG4YAAE4qawwNcgUA7DnLbeiIiIhMjVqrx8eJFwEAfx4TCoWcZQ6ZN/4NJ+pmzY3uuD7eqHAbOiIiItP1XVou8ivq4elogxlDe4iOQ9TlWMgTdbO07MsAuD7e2DQV8kkXStGg5TZ0REREpkKvl7BmzwUAwLzRIZzxSBaBhTxRN1Jr9TiRVwkAiAhwFZyGrjTAzwmejjaoVetw+NJl0XGIiIionX5OL8SF4ho4qhR44JZA0XGIugULeaJulJ5fCbVWDxc7awS724mOQ1eQyWQY05vT64mIiExN09r4h0YEwVFlLTgNUfdgIU/UjVKzDCO9EQEu3BLFCI3ty0KeiIjIlBzJuoxDly7DWi7Do9HBouMQdRsW8kTd6GhOBQA2ujNWMb08IJMBpwuqUFBRLzoOERERXccnjaPxd0X4w9tJJTgNUfdhIU/UjY7mlAMABvdwEZqDWudqr2z+/2YvR+WJiIiMWmZpDbafKAAAPB4TKjgNUfdiIU/UTSrrNbhYXAMAGNTDWXAaasuYpm3ozrGQJyIiMmZr92VALwHj+nqir4+j6DhE3YqFPFE3OdE4rd7fxRbuDjaC01BbxvT2AADsP18CnV4SnIaIiIhac7lGjc0p2QCAP3M0niwQC3mibtK0Pn5wAEfjjVlEgAscVQqU12pwPLdCdBwiIiJqxRcHMlGv0WOAnxNG9nQXHYeo27GQJ+omxxrXxw/i+nijppBbYVRPw6g818kTEREZn3qNDv9NvgQA+POYUO4ERBaJhTxRNznWOCLP9fHGr2mdPAt5IiIi4/PD0TyUVKvh66zClIG+ouMQCcFCnqgblFQ3ILe8DjIZMNCfhbyxi2lcJ5+aXY7Keo3gNERERNREkiSs3ZcBAHgkOhjWcpYzZJn4N5+oGzRNqw/1sIejylpsGLquADc7hHrYQ6eXkHS+VHQcIiIiapR8sRSnC6pgay3Hn4YFio5DJAwLeaJucDS7sdEd18ebjObp9dyGjoiIyGis23cJAHBvZA8423FwhCwXC3mibvB7oztOqzcVY/r83vBOkrgNHRERkWiXSmqw63QhAODRUcFiwxAJxkKeqItJkvR7o7sAF7FhqN1uCXGHtVyGnMt1uFRaKzoOERGRxVufdAmSBIzv64meng6i4xAJxUKeqIvlltehtEYNhZUM/X2dRMehdrK3USAqyA0Au9cTERGJVlGnweaUbADA3NGhgtMQicdCnqiLNY3G9/VxhMpaLjgN3QhuQ0dERGQcNh/KRq1ah77ejhjVy110HCLhWMgTdbGjzevjXYTmoBvXtE4++WIp1Fq94DRERESWSaeXsD7pEgDgsdHBkMlkYgMRGQEW8kRd7Fhzx3o2ujM1YT5O8HCwQa1ah8OZl0XHISIiski70guRW14HFztr3BXhLzoOkVFgIU/UhfR6CSdyGxvdcUTe5FhZyRDT2zAqv+88p9cTERGJ8N/kSwCA+4cFcpkiUSMW8kRd6GJJDaoatFBZW6GPN7urmqKmQj7xXIngJERERJbnXGEV9p8vhZUMeGhEoOg4REaDhTxRFzqeWw4AGODnDIWcP26maHQvQyF/PLcCZTVqwWmIiIgsS9No/MT+3ujhaic2DJERYWVB1IWaOtYP9Of6eFPl5aRCPx9HSBKw/zxH5YmIiLpLZb0G247kAgAeiQ4WG4bIyLCQJ+pCx3Oa1sezkDdlv0+v5zp5IiKi7vJ1Sg5q1Tr08XbAyFBuOUd0JRbyRF1Ep5dwMq8SAEfkTV1Mb8N+8onnSiBJkuA0RERE5k+vl/B547T62SO55RzRH7GQJ+oiF4urUafRwU4pR6gnG92ZsuEhblAqrJBfUY8LxdWi4xAREZm9PeeKcam0Fo4qBaYP4ZZzRH/EQp6oixxv3HZugJ8T5Fb8LbIpU1nLcUuIGwBg71mukyciIupq/026BACYGRUAexuF2DBERoiFPFEXaWp0F85p9WahqXv9Pja8IyIi6lKZpTXYc9bQl+bhEUGC0xAZJxbyRF3kRC471puTpnXyyRdK0aDVCU5DRERkvr78LQuSBIzp44lgD3vRcYiMEgt5oi7ARnfmp5+PIzwcbFCn0eFIZrnoOERERGapXqPDppRsAByNJ7oWFvJEXYCN7syPlZWM29ARERF1sZ+O5aO8VgN/F1vc2s9LdBwio8VCnqgLNK2PZ6M78/J7Ic918kRERF3hi98yAQAP3BLIeyiia2AhT9QFmjrWs9GdeWlqeHcirwJlNWrBaYiIiMzLidwKpGaVw1ouw8yoANFxiIwaC3miLtDU6G5QDxby5sTLSYV+Po6QJGA/u9cTERF1qi8OGEbjJ4f7wtPRRnAaIuPGQp6ok7HRnXlrGpXnOnkiIqLOU1GnwbdpuQCAh0eyyR3R9bCQJ+pkF65odBfiwUZ35iamj2Ebun3nSiBJkuA0RERE5mHr4RzUa/To6+2IqCBX0XGIjB4LeaJOdpyN7sza8GA3KOVWyKuox4XiGtFxiIiITJ4kSc1N7h4aEQiZjPdPRNfDQp6okzU1uhvo7yI2CHUJW6Ucw0IMIwX7OL2eiIjopv2WUYaLxTWwU8px9xB/0XGITILwQn7VqlUICQmBSqVCZGQkEhMTr3n+nj17EBkZCZVKhdDQUKxZs6bNc7/66ivIZDLcfffdnZyaqG3NhXwPJ8FJqKuM7mWYXs9t6IiIiG7el79lAQDuivCDo8pacBoi0yC0kN+0aROeffZZLF++HKmpqYiJicHkyZORlZXV6vkZGRmYMmUKYmJikJqaimXLlmHhwoXYunXrVedmZmZiyZIliImJ6eqPQdRMp5dwio3uzF7TfvIHLpZCrdULTkNERGS6Sqsb8L8T+QCAB4azyR1Rewkt5N9++23MnTsX8+bNQ1hYGOLi4hAQEIDVq1e3ev6aNWsQGBiIuLg4hIWFYd68eXjsscfw5ptvtjhPp9PhwQcfxMsvv4zQ0NDu+ChEAH5vdGfPRndmrb+vE9ztlahR65CadVl0HCIiIpO15XAONDoJA/2dMZDb9hK1m7BCXq1W4/Dhw4iNjW1xPDY2FklJSa0+Jzk5+arzJ02ahJSUFGg0muZjK1asgKenJ+bOnduuLA0NDaisrGzxIOqI3xvdObPRnRmzspJhVOM2dPu4nzwREVGH6PUSNh40zMR98JZAwWmITIuwQr6kpAQ6nQ7e3t4tjnt7e6OgoKDV5xQUFLR6vlarRUmJ4WZ6//79WLt2LT7++ON2Z1m5ciWcnZ2bHwEBATf4aYgMTuQZCvlwTqs3e6Mbp9fv5Tp5IiKiDkm+WIpLpbVwsFFg2mA/0XGITIrwZnd/3F5CkqRrbjnR2vlNx6uqqvDQQw/h448/hoeHR7szLF26FBUVFc2P7OzsG/gERL87kdtUyLPRnblrWid/PKcc5bVqwWmIiIhMz4bGLefuHuIHexuF4DREpkVYIe/h4QG5XH7V6HtRUdFVo+5NfHx8Wj1foVDA3d0dFy5cwKVLlzBt2jQoFAooFAp89tln+P7776FQKHDhwoVWX9fGxgZOTk4tHkQ3Sq+XcLKx0R1H5M2fr7Mtenk5QC8BSRdKRcchMgs3upNNQ0MDli9fjqCgINjY2KBnz55Yt25dN6UloptRVFWPnScLAbDJHVFHCCvklUolIiMjkZCQ0OJ4QkICoqOjW33OyJEjrzp/586diIqKgrW1Nfr164fjx48jLS2t+XHnnXdi/PjxSEtL45R56lIZpTWoVeugsrZCqIe96DjUDZpG5bkNHdHNu9GdbABg5syZ2LVrF9auXYszZ85g48aN6NevXzemJqKO+jolB1q9hCGBLujvx0E0ohsldA7L4sWL8fDDDyMqKgojR47ERx99hKysLMyfPx+AYcp7bm4uPvvsMwDA/Pnz8f7772Px4sV4/PHHkZycjLVr12Ljxo0AAJVKhfDw8Bbv4eLiAgBXHSfqbE3T6vv7OkEhF75qhbpBTG8PfLr/EvaeLb7usiAiurYrd7IBgLi4OOzYsQOrV6/GypUrrzp/+/bt2LNnDy5evAg3NzcAQHBwcHdGJqIO0uslbDpkWMr6p+FsckfUEUKrjVmzZiEuLg4rVqxAREQE9u7di/j4eAQFGabX5Ofnt/hNfEhICOLj47F7925ERETglVdewbvvvosZM2aI+ghEzX5fH89p9ZbilhB3WMtlyC2vw6XSWtFxiExWR3ay+f777xEVFYXXX38d/v7+6NOnD5YsWYK6uro234e71BAZh+SLpcgqq4WjjQJ3DPIVHYfIJAnvKrFgwQIsWLCg1e+tX7/+qmNjx47FkSNH2v36rb0GUVc4kdu4Pt6PhbylsLdRIDLIFQculmHfuWKEcEkFUYd0ZCebixcvYt++fVCpVPjmm29QUlKCBQsWoKysrM118itXrsTLL7/c6fmJ6MY0bTl3Z4Qf7JTCyxEik8T5v0SdQJKk5q3nBrBjvUWJ6e0JgNvQEXWGG9nJRq/XQyaTYcOGDRg+fDimTJmCt99+G+vXr29zVJ671BCJV1ajbm5yx2n1RB3HQp6oE2SV1aKqXgul3Aq9vRxFx6Fu1NTw7sCFUmh0esFpiExTR3ay8fX1hb+/P5ydf58FFRYWBkmSkJOT0+pzuEsNkXjbjuRArdMj3N+JyxGJbgILeaJO0DStvp+vI5QK/lhZkgF+znCxs0ZVgxZHs8tFxyEySR3ZyWbUqFHIy8tDdXV187GzZ8/CysoKPXr06NK8RNQxkiQ1T6u/fxhH44luBisOok7QPK2e6+MtjtxKhlG9uA0d0c1avHgxPvnkE6xbtw7p6elYtGjRVTvZzJ49u/n8Bx54AO7u7pgzZw5OnTqFvXv34m9/+xsee+wx2NraivoYRHQNKZmXcaG4BrbWctwV4Sc6DpFJYyFP1Al+71jPaZqWaEzzfvLFgpMQma4b3cnGwcEBCQkJKC8vR1RUFB588EFMmzYN7777rqiPQETX0TQaP22wLxxV1oLTEJk2tokkukmSJP1eyHNE3iKNbmx4dzSnAhV1Gjjb8uaEqCNudCebfv36XTUdn4iMU0WdBvHH8wEA97PJHdFN44g80U3Kq6jH5VoNFFYy9PVhoztL5O9ii1BPe+j0EpIvlIqOQ0REZHS+S8tFvUaPvt6OGBLgIjoOkcljIU90k5pG43t7O0JlLRechkSJaVwnv+88p9cTERH90aZDhu0eZw0LaHNbSSJqPxbyRDfpZPO0eq6Pt2RN+8mz4R0REVFLJ3IrcDKvEkq5FaYP8Rcdh8gssJAnuknHmxvdcX28JRvR0x0KKxkyS2uRVVorOg4REZHR2JxiGI2fOMAbrvZKwWmIzAMLeaKbdCLPsIc8C3nL5mCjwNBAVwBAIqfXExERAQDqNTp8m5oLAJgVFSA4DZH5YCFPdBOKKutRXNUAKxkQ5stGd5YupnEbun2cXk9ERAQA2HGyAJX1Wvi72GJ0Yz8ZIrp5LOSJbsKJPMO0+lBPB9gpuZujpRvdWMjvP18CrU4vOA0REZF4Xx00TKu/L6oHrKzY5I6os7CQJ7oJJ3IN0+oHclo9ARjUwwVOKgUq67U41tg7gYiIyFJlltYg+WIpZDLgPk6rJ+pULOSJbkLT1nMD2LGeAMitZM2j8olnOb2eiIgs29cpOQCA0b084O9iKzgNkXlhIU90E06y0R39wZjmbejY8I6IiCyXTi9hy2FDIT9rGEfjiTobC3miDiqrUSO3vA4A0J8j8tSoaUQ+NbsclfUawWmIiIjE2Hu2GAWV9XC1s8bE/t6i4xCZHRbyRB10srHRXbC7HZxU1oLTkLHo4WqHUE976PQSki+Uio5DREQkxNeHDU3u7orwh41CLjgNkflhIU/UQU2N7gZwWj39AafXExGRJSurUSPhVCEAYCab3BF1iQ4V8rt37+7kGESmp2nruXA/FvLUUtN+8oncT57MHO8HiKg136bmQqOTMNDfmcsPibpIhwr522+/HT179sSrr76K7Ozszs5EZBJONnasD/fnBYpaGhHqDmu5DJmltcgsrREdh6jL8H6AiP5IkiRsTvl973gi6hodKuTz8vLwzDPPYNu2bQgJCcGkSZOwefNmqNXqzs5HZJQq6zW4VFoLABjAEXn6A3sbBYYGugLgqDyZN94PENEfncyrxOmCKigVVrhzsJ/oOERmq0OFvJubGxYuXIgjR44gJSUFffv2xVNPPQVfX18sXLgQR48e7eycREblVOO2c/4utnCzVwpOQ8ZoTB+ukyfzx/sBIvqjptH4SQN84GLHeySirnLTze4iIiLw3HPP4amnnkJNTQ3WrVuHyMhIxMTE4OTJk52RkcjonGicVj+A676oDU3r5JPOl0Kr0wtOQ9T1eD9ARPUaHb5LywMA3BfJafVEXanDhbxGo8GWLVswZcoUBAUFYceOHXj//fdRWFiIjIwMBAQE4L777uvMrERGo2lEPpwd66kNA/yc4WpnjaoGLY7mlIuOQ9RleD9ARE0SThWiok4DP2cVRvXyEB2HyKwpOvKkp59+Ghs3bgQAPPTQQ3j99dcRHh7e/H17e3u89tprCA4O7pSQRMamuWM9G91RG+RWMozq5YEfj+Vjz9kSRAa5iY5E1Ol4P0BEV/r6cA4A4N7IHpBbyQSnITJvHSrkT506hffeew8zZsyAUtn62hc/Pz/8+uuvNxWOyBjVqXU4X1QNgFvP0bWN6e2JH4/lY+/ZYiye2Ed0HKJOx/sBImqSV17X3Bfm3kjuHU/U1To0tf7FF1/Efffdd9VFW6vVYu/evQAAhUKBsWPH3nxCIiOTXlAJvQR4OtrAy0klOg4ZsZg+hmmFx3LKUVGrEZyGqPPxfoCImmw7kgNJAm4JcUOgu53oOERmr0OF/Pjx41FWVnbV8YqKCowfP/6mQxEZs+b949nojq7D19kWvb0coJeAfee5DR2ZH94PEBFg2Dt+S+O0+vuiOBpP1B06VMhLkgSZ7Op1L6WlpbC3t7/pUETG7EQuG91R+zVtQ7f3LLehI/PD+wEiAoCUzMu4VFoLe6UcUwb6iI5DZBFuaI38PffcAwCQyWR49NFHYWNj0/w9nU6HY8eOITo6unMTEhmZpkZ3A7g+ntphTB9PrN2Xgb3nitsseohMDe8HiOhKXzfuHT9loC/slB1qwUVEN+iGftKcnQ2FiyRJcHR0hK2tbfP3lEolRowYgccff7xzExIZkQatDmcLqwCwYz21zy0hbrBRWCG/oh7ni6rR29tRdCSim8b7ASJqUqvW4qdj+QA4rZ6oO91QIf/pp58CAIKDg7FkyRJOmyOLc66wGhqdBBc7a/i72F7/CWTxVNZyDA9xQ+K5Euw5W8xCnswC7weIqMn/jhegRq1DkLsdhgW7io5DZDE63LWeF22yRMebG905c4o0tdvYxnXyiefY8I7MC+8HiKipyd29Q3vw3oioG7V7RH7o0KHYtWsXXF1dMWTIkGv+oB45cqRTwhEZmxONhfwATqunGzCmjyfwUzp+yyhFvUYHlbVcdCSiDuP9ABE1yS6rRfLFUshkwD2RPUTHIbIo7S7k77rrruZmNnfffXdX5SEyaifyDB3rB7JjPd2A3l4O8HFSoaCyHoculSGmt6foSEQdxvsBImrSNBof3dOdSw6Julm7C/kXX3yx1f8mshQanR7p+Y1bz7FjPd0AmUyGMX08sDklB3vPFrOQJ5PG+wEiAgC9XsLWI417x0eyyR1Rd+vQGvns7Gzk5OQ0f33w4EE8++yz+OijjzotGJGxOV9UDbVWD0cbBQLd7ETHIRPTVLzvPct18mQ+eD9AZLl+yyhDzuU6ONgoMGkA944n6m4dKuQfeOAB/PrrrwCAgoICTJgwAQcPHsSyZcuwYsWKTg1IZCyuXB9vZcVmLnRjRvfygEwGnCmsQkFFveg4RJ2C9wNElqtpWv0dg3xhq2TvF6Lu1qFC/sSJExg+fDgAYPPmzRg4cCCSkpLw5ZdfYv369Z2Zj8honLiiYz3RjXK1V2JQDxcAwN5zxWLDEHUS3g8QWaaaBi3+d8Kwd/y9bHJHJESHCnmNRtPc6Obnn3/GnXfeCQDo168f8vPzOy8dkRFpanQXzkZ31EFje3sAAPacZSFP5oH3A0SW6X8nClCr1iHY3Q6RQdw7nkiEDhXyAwYMwJo1a5CYmIiEhATcfvvtAIC8vDy4u7t3akAiY6DTSzjFQp5u0ti+hnXy+86VQKeXBKchunm8HyCyTFsbp9XP4N7xRMJ0qJD/97//jQ8//BDjxo3Dn/70JwwePBgA8P333zdPsSMyJxeLq1Gn0cFOKUeIh73oOGSiBvdwgbOtNSrqNDiaUy46DtFN4/0AkeXh3vFExqHd289dady4cSgpKUFlZSVcXX+fTvPnP/8Zdnbs5k3m50SeYX18f18nyNnojjpIIbfC6N4e+OlYPnafKcbQQE5HJNPG+wEiy/NNai4A7h1PJFqHRuQBQC6Xt7hoA0BwcDC8vLxuOhSRsTmew2n11DnG9jFMr+c6eTIXvB8gshyS9Pve8TOGcjSeSKQOFfKFhYV4+OGH4efnB4VCAblc3uJBZG6aRuRZyNPNairkj+WUo6xGLTgN0c3h/QCRZUnJvIzM0lrYK+W4PZx7xxOJ1KGp9Y8++iiysrLwwgsvwNfXl00uyKzpWzS6cxKchkydt5MK/XwccbqgConninFXhL/oSEQdxvsBIsuyJcUwGj91kC/slB0qI4iok3ToJ3Dfvn1ITExEREREJ8chMj6XSmtQ3aCFjcIKvTwdRMchMzCurxdOF1RhzxkW8mTaeD9AZDnq1Dr8dNywrSSn1ROJ16Gp9QEBAZAkbp1ElqFp//gwXyco5B1uK0HUrGl6/d5zxdBzGzoyYbwfILIcO04WoLpBi0A3OwwLdhMdh8jidagqiYuLw3PPPYdLly51chwi43My17A+fiDXx1MniQxyhb1SjpJqNU7lV4qOQ9RhvB8gshxNTe7uGeoPK+7gQyRch6bWz5o1C7W1tejZsyfs7OxgbW3d4vtlZWWdEo7IGBzPbWp0x/Xx1DmUCitE9/JAwqlC7D5TxCaKZLJ4P0BkGfIr6rDvfAkATqsnMhYdKuTj4uI6OQaRcZIkCScaC/kBfiy2qPOM6+uJhFOF2HO2GH+5tbfoOEQdwvsBIsvwTWouJAkYHuKGADc70XGICB0s5B955JHOzkFklLLL6lBZr4VSboU+3o6i45AZGdPbsE7+SFY5Kuo0cLa1vs4ziIwP7weIzJ8kSdh62DCt/l6OxhMZjQ537rpw4QKef/55/OlPf0JRUREAYPv27Th58mSnhSMS7VhuOQCgn68jlAo2uqPOE+Bmh56e9tDpJexvnK5IZIp4P0Bk3o7mVOBCcQ1U1laYPJB7xxMZiw5VJnv27MHAgQPx22+/Ydu2baiurgYAHDt2DC+++GKnBiQS6Tgb3VEXGtvHCwCw+0yR4CREHcP7ASLzt+VwNgDg9gE+cFRx9hiRsehQIf/cc8/h1VdfRUJCApRKZfPx8ePHIzk5+YZea9WqVQgJCYFKpUJkZCQSExOvef6ePXsQGRkJlUqF0NBQrFmzpsX3t23bhqioKLi4uMDe3h4RERH4/PPPbygTUZPjOSzkqeuM72eYXv/rmWJu4UUmqTPvB4jI+DRodfjhaOPe8ZGcVk9kTDpUyB8/fhzTp0+/6rinpydKS0vb/TqbNm3Cs88+i+XLlyM1NRUxMTGYPHkysrKyWj0/IyMDU6ZMQUxMDFJTU7Fs2TIsXLgQW7dubT7Hzc0Ny5cvR3JyMo4dO4Y5c+Zgzpw52LFjx41/ULJoVza6G9iDhTx1vuEhbrC1lqO4qgEn87gNHZmezrofICLjtCu9CBV1Gvg4qRDd00N0HCK6QocKeRcXF+Tn5191PDU1Ff7+/u1+nbfffhtz587FvHnzEBYWhri4OAQEBGD16tWtnr9mzRoEBgYiLi4OYWFhmDdvHh577DG8+eabzeeMGzcO06dPR1hYGHr27IlnnnkGgwYNwr59+9rM0dDQgMrKyhYPoqyyWkOjOwUb3VHXsFHIMaqX4cZoz9liwWmIblxn3Q8QkXFqanI3fag/5Nw7nsiodKiQf+CBB/CPf/wDBQUFkMlk0Ov12L9/P5YsWYLZs2e36zXUajUOHz6M2NjYFsdjY2ORlJTU6nOSk5OvOn/SpElISUmBRqO56nxJkrBr1y6cOXMGY8aMaTPLypUr4ezs3PwICAho12cg83ascVp9mI8jrOVsdEddo3l6/WmukyfT0xn3A0RknIqrGrC78ZfM3DueyPh0qDr55z//icDAQPj7+6O6uhr9+/dHTEwMoqOj8fzzz7frNUpKSqDT6eDt7d3iuLe3NwoKClp9TkFBQavna7ValJT83vW5oqICDg4OUCqVmDp1Kt577z1MnDixzSxLly5FRUVF8yM7O7tdn4HMG6fVU3cY19fQ8O5I1mWU16oFpyG6MZ1xP0BExum7tFzo9BIGB7igl5eD6DhE9Acd2kfe2toaGzZswCuvvIIjR45Ar9djyJAh6N279w2/lkzWcpqOJElXHbve+X887ujoiLS0NFRXV2PXrl1YvHgxQkNDMW7cuFZf08bGBjY2NjecncwbO9ZTd/B3sUVfb0ecKazC3nMluHOwn+hIRO3WmfcDRGRcth7JBQDcO5TLZIiMUbsL+cWLF1/z+wcOHGj+77fffvu6r+fh4QG5XH7V6HtRUdFVo+5NfHx8Wj1foVDA3d29+ZiVlRV69eoFAIiIiEB6ejpWrlzZZiFP9EeSJF1RyLuIDUNmb1w/T5wprMLu00Us5Mnodfb9ABEZn1N5lUjPr4RSboVpvC4RGaV2F/Kpqaktvj58+DB0Oh369u0LADh79izkcjkiIyPb9XpKpRKRkZFISEho0fE2ISEBd911V6vPGTlyJH744YcWx3bu3ImoqChYW7e9r6UkSWhoaGhXLiIAyCytRVVjo7ve3pxORl1rfF8vfLjnInafLYZeL8GKDYXIiHX2/QARGZ+tRwxN7m4L84KLnfI6ZxORCO0u5H/99dfm/3777bfh6OiI//73v3B1dQUAXL58GXPmzEFMTEy733zx4sV4+OGHERUVhZEjR+Kjjz5CVlYW5s+fD8Cwdj03NxefffYZAGD+/Pl4//33sXjxYjz++ONITk7G2rVrsXHjxubXXLlyJaKiotCzZ0+o1WrEx8fjs88+a7MTPlFrjjWOxof5OrHRHXW5yCBXONooUFajxrHcCkQEuIiORNSmrrgfICLjodHp8V2aYVo9m9wRGa8OrZF/6623sHPnzuaLNgC4urri1VdfRWxsLP7617+263VmzZqF0tJSrFixAvn5+QgPD0d8fDyCgoIAAPn5+S32lA8JCUF8fDwWLVqEDz74AH5+fnj33XcxY8aM5nNqamqwYMEC5OTkwNbWFv369cMXX3yBWbNmdeSjkoVqanQ3iOvjqRtYy60wurcH/neiAL+eLmIhTyajs+4HiMh47D1bjJJqNdztlRjb11N0HCJqQ4cK+crKShQWFmLAgAEtjhcVFaGqquqGXmvBggVYsGBBq99bv379VcfGjh2LI0eOtPl6r776Kl599dUbykD0R8dz2OiOutf4vl7434kC7D5ThEUT+4iOQ9QunXk/QETGoWla/V0R/pyVSGTEOvTTOX36dMyZMwdbtmxBTk4OcnJysGXLFsydOxf33HNPZ2ck6lZ6vcSt56jbNY16HM2pQHEVe3qQaeD9AJF5Ka9V4+dTRQCAGZHsVk9kzDo0Ir9mzRosWbIEDz30EDQajeGFFArMnTsXb7zxRqcGJOpumWW1qGrQwkZhhd7cN5W6ibeTCgP8nHAyrxJ7zhbj3kiuSyTjx/sBIvPyw7F8qHV69PNxxAA/DmYQGbMOFfJ2dnZYtWoV3njjDVy4cAGSJKFXr16wt7fv7HxE3e5YTjkAQ6M7BaeUUTe6tZ8XTuZV4tfTRSzkySTwfoDIvGw9bJhWz2sQkfHrUCHfxN7eHoMGDeqsLERGobnRHafVUze7tZ8X3vvlPPaeLYZaq4dSwV8kkWng/QCR6btQXI207HLIrWS4K4LT6omMHe8Sif7geGMhH85Gd9TNBvdwgYeDElUNWqRcKhMdh4iILEjTaPzYPp7wdLQRnIaIroeFPNEVDI3uKgFwRJ66n5WVDOP7egEAdp0uEpyGiIgshU4v4ZtUw97xnFZPZBpYyBNd4WJJNaobtLC1lqOXJxvdUfe7LcxQyP/CQp6IiLpJ0oUS5FfUw9nWuvk6RETGjYU80RWOZjdNq2ejOxJjdG9PWMtlyCipwcXiatFxiIjIAjRNq5822Bc2CrngNETUHqxUiK5wtLFj/aAeLkJzkOVysFFgRKg7AI7KExFR16uq12D7yQIAwIyhnFZPZCpYyBNd4WiOYUR+cICL2CBk0W7t17hOPp2FPBERda3/HS9AvUaPUE97RPD+h8hksJAnaqTW6pGeZ2h0N5iN7kigpkL+0KUyVNRpBKchIiJztuWIYVr9jKE9IJPJBKchovZiIU/U6ExBFdQ6PVzsrBHoZic6DlmwIHd79PJygFYvIfFcseg4RERkprJKa3EwowwyGXDPUO4dT2RKWMgTNUprXB8/0N+Zv5Em4Zq6BnN6PRERdZWtjaPxo3t5wNfZVnAaIroRLOSJGh3LLgcADGajOzICt/XzBgD8eqYIOr0kOA1R91i1ahVCQkKgUqkQGRmJxMTEdj1v//79UCgUiIiI6NqARGZEr5ewLfX3afVEZFpYyBM1OsZGd2REhga6wNnWGuW1GhzJuiw6DlGX27RpE5599lksX74cqampiImJweTJk5GVlXXN51VUVGD27Nm47bbbuikpkXk4eKkM2WV1cLBRYNIAH9FxiOgGsZAnAlDToMW5oioAbHRHxkEht8L4vp4AgJ9PFQpOQ9T13n77bcydOxfz5s1DWFgY4uLiEBAQgNWrV1/zeU888QQeeOABjBw5spuSEpmHpr3jpw70ha2Se8cTmRoW8kQATuRWQC8BPk4qeDmpRMchAgBM6G+YXp+QzkKezJtarcbhw4cRGxvb4nhsbCySkpLafN6nn36KCxcu4MUXX2zX+zQ0NKCysrLFg8gS1aq1iD+eDwC4N4rT6olMEQt5Ivw+rX4QR+PJiIzt4wlruQwXi2twobhadByiLlNSUgKdTgdvb+8Wx729vVFQUNDqc86dO4fnnnsOGzZsgEKhaNf7rFy5Es7Ozs2PgICAm85OZIq2nyhAjVqHIHc7RAW5io5DRB3AQp4IwNHGjvVcH0/GxFFljZE9PQAACZxeTxbgjzuGSJLU6i4iOp0ODzzwAF5++WX06dOn3a+/dOlSVFRUND+ys7NvOjORKdpymHvHE5m69v0Km8jMNTe6Y8d6MjITw7yw92wxEk4VYv7YnqLjEHUJDw8PyOXyq0bfi4qKrhqlB4CqqiqkpKQgNTUVf/nLXwAAer0ekiRBoVBg586duPXWW696no2NDWxsbLrmQxCZiJzLtUi6UAqAe8cTmTKOyJPFK6tRI6usFgAwkFPrycg0rZM/knUZJdUNgtMQdQ2lUonIyEgkJCS0OJ6QkIDo6OirzndycsLx48eRlpbW/Jg/fz769u2LtLQ03HLLLd0VncjkfHMkFwAQ3dMdPVztBKchoo7iiDxZvGON0+pDPOzhbGstNgzRH/g62yLc3wkncivxS3oRZg7jml4yT4sXL8bDDz+MqKgojBw5Eh999BGysrIwf/58AIZp8bm5ufjss89gZWWF8PDwFs/38vKCSqW66jgR/U6SJGw9wr3jicwBC3myeGx0R8ZuYpgPTuRWYuepQhbyZLZmzZqF0tJSrFixAvn5+QgPD0d8fDyCgoIAAPn5+dfdU56Iru1w5mVcKq2FvVKOyQO5dzyRKePUerJ4TSPyXB9Pxmpi4/T6feeLUafWCU5D1HUWLFiAS5cuoaGhAYcPH8aYMWOav7d+/Xrs3r27zee+9NJLSEtL6/qQRCbs6xTDaPzkgb6wU3I8j8iUsZAniyZJElKzygEAgwM4Ik/GKczXEf4utqjX6LHvfInoOEREZIJq1Vr81Lh3/H2RnFZPZOpYyJNFyy6rQ2mNGtZyGQb4sZAn4ySTyZpH5RNOtb6nNhER0bVsP1GA6gYtAt3sMDzETXQcIrpJLOTJoqVmXwYA9PdzhspaLjgNUduaCvld6UXQ6SXBaYiIyNQ0Tau/N5J7xxOZAxbyZNGaptUPCXARmoPoeoaHuMFRpUBpjRpHsi6LjkNERCYku6wWyRdLIZMBMzitnsgssJAni5aaXQ4AGBLoIjQH0fVYy60wIcwwKr/jBKfXExFR+zVtORfd0x3+LraC0xBRZ2AhTxarXqPDqTzD1nNDA10FpyG6vkkDDIX89pMFkCROryciouvT6yVsOWwo5O+L5BamROaChTxZrJN5ldDoJHg4KNHDlb+dJuM3po8nVNZWyLlch1P5laLjEBGRCfgtoww5l+vgaKPApAHcO57IXLCQJ4uV2rjOOCLAlU1fyCTYKRUY28cTAKfXExFR+3x9OBsAcMdgX9gq2diXyFywkCeLxfXxZIpuDzeMpmw/yUKeiIiurbpBi/8dN1wv7uW0eiKzwkKeLFZaU8d6FvJkQm7t6w2FlQxnC6txsbhadBwiIjJi8cfyUafRIdTTHkN5v0NkVljIk0UqrKxHbnkdrGTAoB4uouMQtZuznTVG9nQHAOw4WSg4DRERGbPNKYZp9dw7nsj8sJAni9S0f3wfb0c42CjEhiG6QZxeT0RE13OhuBopmZdhJQNmDOXe8UTmhoU8WaS05vXx3HaOTM/E/t6QyYCj2eXIK68THYeIiIzQ1ymGLefG9fWCt5NKcBoi6mws5MkiNXWs5/p4MkVejipENv4SaidH5YmI6A+0Oj22HjEU8jOjOBpPZI5YyJPF0er0OJZTAQAYEuAiNgxRBzVNr+c6eSIi+qO954pRXNUAN3slbu3nLToOEXUBFvJkcc4UVqFOo4OjjQI9PR1ExyHqkEkDDIX8bxmlKKluEJyGiIiMyeZDhtH46UP8oVTwdp/IHPEnmyxOU6O7iEAXWFmxgyuZpgA3Owz0d4ZeAnZwej0RETUqrW7Az+mG2Vozo7h3PJG5YiFPFudI4/r4CE6rJxM3ZaAvACD+eL7gJEREZCy+Sc2FVi9hUA9n9PVxFB2HiLoIC3myOIczDYV8ZBA71pNpm9pYyCdfKEUpp9cTEVk8SZKa946/j6PxRGaNhTxZlKKqemSW1kImA4aykCcTF+j++/R67ilPRETHcipwtrAaNgor3DnYT3QcIupCLOTJohy+ZBiN7+vtCCeVteA0RDeP0+uJiKjJpsbR+NvDfeBsy/scInPGQp4syqHGQn5YsJvgJESdg9PriYgIAGrVWnyflgcAmDWM0+qJzB0LebIohzPLAABRwZxWT+bhyun13FOeiMhy/XQsH9UNWgS522FEiLvoOETUxVjIk8WoVWtxIq8SABDFEXkyI03T6386nic4CRERidLU5G5mVAC31yWyACzkyWKkZZdDp5fg66yCv4ut6DhEnYbT64mILNv5omocunQZVjLg3sgeouMQUTdgIU8WI6VxfTxH48nccHo9EZFlaxqNv7WfF7ydVILTEFF3YCFPFiOlcf/4KG47R2aI0+uJiCyTWqvHtiM5AIBZwwIFpyGi7sJCniyCTi/hSFMhz0Z3ZIbuGPT79PriKk6vJyKyFL+cLkRJtRpejjYY39dTdBwi6iYs5MkinCmoQnWDFg42CvTzcRIdh6jTBbjZISLABXoJ+OkYR+WJiCzFV4cM0+pnRPaAQs5beyJLwZ92sggpjdvODQl0gZydXMlM3RXhBwD47igLeSIiS5BXXoe9Z4sBGLrVE5HlEF7Ir1q1CiEhIVCpVIiMjERiYuI1z9+zZw8iIyOhUqkQGhqKNWvWtPj+xx9/jJiYGLi6usLV1RUTJkzAwYMHu/IjkAk41NToLoiN7sh8TR3kCysZkJpVjqzSWtFxiIioi21OyYZeAkaEuiHEw150HCLqRkIL+U2bNuHZZ5/F8uXLkZqaipiYGEyePBlZWVmtnp+RkYEpU6YgJiYGqampWLZsGRYuXIitW7c2n7N792786U9/wq+//ork5GQEBgYiNjYWubm53fWxyAgdvmQYkR/G9fFkxrwcVYju6QEA+IHT64mIzJpOL2FT47T6Pw1nkzsiSyO0kH/77bcxd+5czJs3D2FhYYiLi0NAQABWr17d6vlr1qxBYGAg4uLiEBYWhnnz5uGxxx7Dm2++2XzOhg0bsGDBAkRERKBfv374+OOPodfrsWvXru76WGRkcsvrkFdRD7mVDBGBLqLjEHWpOwcbptd/n8ZCnojInO05W4T8inq42llj0gAf0XGIqJsJK+TVajUOHz6M2NjYFsdjY2ORlJTU6nOSk5OvOn/SpElISUmBRqNp9Tm1tbXQaDRwc2t7SnVDQwMqKytbPMh8pDSOxg/wc4KdUiE4DVHXmhTuA6XcCmcKq3C6gP+WERGZqy9/a2xyN7QHVNZywWmIqLsJK+RLSkqg0+ng7e3d4ri3tzcKCgpafU5BQUGr52u1WpSUlLT6nOeeew7+/v6YMGFCm1lWrlwJZ2fn5kdAAJuFmJODGYZCPpL7x5MFcLa1xrjG7Ye+46g8EZFZKqioxy+nCwEA93NaPZFFEt7sTiZr2UFckqSrjl3v/NaOA8Drr7+OjRs3Ytu2bVCpVG2+5tKlS1FRUdH8yM7OvpGPQEbuwMVSAMCIUHfBSYi6x10R/gAM0+ub/o0kIiLz0dTkbniIG3p5OYiOQ0QCCJtn7OHhAblcftXoe1FR0VWj7k18fHxaPV+hUMDdvWWR9uabb+Jf//oXfv75ZwwaNOiaWWxsbGBjY9OBT0HGrqiqHheKayCTAbeEsGM9WYbbwrxgr5Qjt7wOR7IuI5K7NRARmY0rm9w9wNF4IoslbEReqVQiMjISCQkJLY4nJCQgOjq61eeMHDnyqvN37tyJqKgoWFtbNx9744038Morr2D79u2Iiorq/PBkMg5cNEyrD/NxgoudUnAaou6hspY3Nz7i9HoiIvOy91wxcsvr4GxrjdvD2eSOyFIJnVq/ePFifPLJJ1i3bh3S09OxaNEiZGVlYf78+QAMU95nz57dfP78+fORmZmJxYsXIz09HevWrcPatWuxZMmS5nNef/11PP/881i3bh2Cg4NRUFCAgoICVFdXd/vnI/E4rZ4s1Z0Rhu71Px7Lh0anF5yGiIg6y8bfDNs03zPUn03uiCyY0Bbes2bNQmlpKVasWIH8/HyEh4cjPj4eQUFBAID8/PwWe8qHhIQgPj4eixYtwgcffAA/Pz+8++67mDFjRvM5q1atglqtxr333tvivV588UW89NJL3fK5yHg0FfIje7KQJ8syupcHPBxsUFLdgN1nijGxf+tLloiIyHQUVNRj1+kiANw7nsjSCd+La8GCBViwYEGr31u/fv1Vx8aOHYsjR460+XqXLl3qpGRk6ooq63GxcX388GCuESbLopBb4e4IP3yyLwPbjuSwkCciMgNfHcqCTi9hWLAr+ng7io5DRAIJ71pP1FWSG0fj+/s6wdnO+jpnE5mfGZE9AAC70otQXqsWnIaIiG6GVqfHVwcNTe4eGhEkOA0RicZCnsxWU6O7kVwfTxYqzNcJYb5OUOv0+OFYvug4RER0E3adLkJBZT3c7JVsckdELOTJfP3GRndEmDHUsKf8tiM5gpMQEdHN2NDY5O6+qB6wUbDJHZGlYyFPZqmwsh4XSwzr44dx/3iyYHdG+EFuJUNqVjkuFnP3DiIiU5RZWoO9Z4shkwEPDue0eiJiIU9mqqlb/QA/Jzjbcn08WS4vRxXG9PYAAGw7kis4DRERdcSXjaPxY3p7ItDdTnAaIjIGLOTJLDVvO8dp9US4Z6ih6d03qbnQ6yXBaYiI6EY0aHXYnGJocvfgLdxyjogMWMiTWWpqdMf18UTAxP7ecFQpkFteh98yykTHISKiG/C/4wW4XKuBr7MKt/bzEh2HiIwEC3kyOwUV9cgoqYEV18cTAQBU1nLcMcgXALDlMJveERGZki8OZAIA/jQ8EAo5b92JyID/GpDZSb5YAgAI93eGk4rr44kA4N7GPeXjj+ejql4jOA0REbXHybwKpGRehsJKhlnDAkTHISIjwkKezE7iOUMhP7Inp9UTNRka6Iqenvao0+jww1HuKU9EZAo+TzaMxt8e7gNvJ5XgNERkTFjIk1mRJKm5kB/b21NwGiLjIZPJcP8wQ5OkTYeyBKchIqLrKa9V49s0w24jj0QHiw1DREaHhTyZldMFVSiuaoCttRyRwa6i4xAZlelD/WEtl+FoTgVO5VWKjkNERNfwdUoO6jV69Pd1QlQQ72mIqCUW8mRW9p4tBgCMCHWDjUIuOA2RcfFwsMHE/t4A0LyVERERGR+dXsJnBy4BAB6JDoJMJhMbiIiMDgt5MitN0+rH9OG0eqLWzGqcXv9Nai7qNTrBaYiIqDW7zxQhu6wOzrbWuHOwv+g4RGSEWMiT2ahT63DwkmGP7Biujydq1eheHvB3sUVFnQY7ThaIjkNERK34b2OTu1nDAmCr5AxDIroaC3kyG79llEKt1cPPWYWenvai4xAZJbmVrHkruk2HOL2eiMjYXCyuxt6zxZDJgIduCRIdh4iMFAt5MhtXTqvnWjKitt0X1QMyGZB0oRSZpTWi4xAR0RU+P2AYjb+1rxcC3e0EpyEiY8VCnsxGU6M7TqsnurYernbNPydfcVSeiMhoVNVr8HVKDgBgNrecI6JrYCFPZiG/og7niqphJQNG9XIXHYfI6D0wPAAA8HVKNhq0bHpHRGQMvk7JQXWDFr28HDCmt4foOERkxFjIk1lomlY/qIcLXOyUgtMQGb8JYd7wdrJBSbUa20+w6R0RkWg6vYRPkzIAAHNGBXOZIBFdEwt5MgtN0+q57RxR+yjkVnhguKGJ0heN6zGJiEicn9MLm7ecu2dID9FxiMjIsZAnk6fTS9h3vrHRHaehEbXb/cMDoLCS4dCly0jPrxQdh4jIoq3bZxiNf+CWQG45R0TXxUKeTN6J3AqU12rgaKNARICL6DhEJsPbSYVJA3wAcFSeiEikE7kV+C2jDHIrGWaP5JZzRHR9LOTJ5O1KLwQAjO7tAYWcf6WJbsRDIww3jN+k5qKqXiM4DRGRZfp0/yUAwJSBvvB1thUbhohMAqseMnkJ6UUAgIn9vQUnITI9I0Ld0MvLAbVqHb5JzRUdh4jI4hRV1eOHo3kAgLmjQwSnISJTwUKeTFrO5Vqk51fCSgaM7+slOg6RyZHJZHi4cVT+8+RMSJIkOBERkWX54kAW1Do9hga6cIkgEbUbC3kyabsaR+Ojgt3gas9t54g6YvpQf9gp5ThXVI0DF8tExyEishh1ah0+T74EAHiMo/FEdANYyJNJ+7lxffzEME6rJ+ooJ5U1pg/xBwB8uj9DcBoiIsux5XA2LtdqEOBmi9sbm48SEbUHC3kyWZX1Ghy4WAoAmMD18UQ3Zc6oYABAQnohMktrxIYhIrIAOr2ETxq3nJs3OpQNe4nohvBfDDJZe88WQ6OT0NPTHiEe9qLjEJm0Xl6OGNfXE5L0e/dkIiLqOjtOFiCztBYudta4L6qH6DhEZGJYyJPJ+vmUYVo9R+OJOkdTt+TNKdmoqONWdEREXUWSJHy45wIAYPaIINgpFYITEZGpYSFPJkmj0+OX043bznF9PFGnGN3LA329HVGr1mHToSzRcYiIzNZvGWU4mlMBG4UVZkcHi45DRCaIhTyZpJRLl1FZr4WbvRJDAl1FxyEyCzKZDI+NDgYA/DcpE1qdXmwgIiIz9dHeiwCAGZE94OFgIzgNEZkiFvJkkpq61d/azwtyK5ngNETm464If7jbK5FbXoftJwtExyELs2rVKoSEhEClUiEyMhKJiYltnrtt2zZMnDgRnp6ecHJywsiRI7Fjx45uTEvUMecKq/DL6SLIZMDjMaGi4xCRiWIhTyZHkiQkNK2P57R6ok6lspbjoRFBAIBPErkVHXWfTZs24dlnn8Xy5cuRmpqKmJgYTJ48GVlZrS/z2Lt3LyZOnIj4+HgcPnwY48ePx7Rp05CamtrNyYluzJo9htH42P7ebNZLRB3GQp5MzumCKmSV1UKpsMKYPh6i4xCZnYdGBEEpt0JadjkOZ5aJjkMW4u2338bcuXMxb948hIWFIS4uDgEBAVi9enWr58fFxeHvf/87hg0bht69e+Nf//oXevfujR9++KGbkxO1X3ZZLb5NywUAPDmul+A0RGTKWMiTyfnxWB4AYFwfT3Z5JeoCno42mD7EHwCwevcFwWnIEqjVahw+fBixsbEtjsfGxiIpKaldr6HX61FVVQU3N7c2z2loaEBlZWWLB1F3+nDvBej0Ekb38kBEgIvoOERkwljIk0mRJAk/HssHAEwb7Cc4DZH5emJsKGQy4Of0IpwuYLFDXaukpAQ6nQ7e3i2XS3l7e6OgoH29Gt566y3U1NRg5syZbZ6zcuVKODs7Nz8CAgJuKjfRjSiqrMfmlBwAwFPjORpPRDeHhTyZlOO5FcgsrYWttRy3hXmJjkNktkI9HTAl3BcAR+Wp+8hkLZuXSpJ01bHWbNy4ES+99BI2bdoEL6+2rw1Lly5FRUVF8yM7O/umMxO118eJF6HW6hEZ5IoRoW3PHCEiag8W8mRSfjhqmFZ/W5gXp9UTdbEnx/UEYPi5yyqtFZyGzJmHhwfkcvlVo+9FRUVXjdL/0aZNmzB37lxs3rwZEyZMuOa5NjY2cHJyavEg6g6Xa9TY8JuhceNfxvdq1y+oiIiuhYU8mQy9XsJPnFZP1G3C/Z0xpo8n9JJhXSdRV1EqlYiMjERCQkKL4wkJCYiOjm7zeRs3bsSjjz6KL7/8ElOnTu3qmEQd9un+DNSqdRjg54RxfT1FxyEiM8BCnkzGkazLyKuoh6ONAmP78CJI1B2eahyV/zolB0WV9YLTkDlbvHgxPvnkE6xbtw7p6elYtGgRsrKyMH/+fACGafGzZ89uPn/jxo2YPXs23nrrLYwYMQIFBQUoKChARUWFqI9A1Kqqeg3WJ10CYFgbz9F4IuoMLOTJZDRNq584wBsqa7ngNESWYXiIGyKDXKHW6bF2H/eVp64za9YsxMXFYcWKFYiIiMDevXsRHx+PoKAgAEB+fn6LPeU//PBDaLVaPPXUU/D19W1+PPPMM6I+AlGrPkvORGW9Fj097XH7AB/RcYjITHCRMZkEnV7CT8cNayc5rZ6o+8hkMiwY1xNz/5uCLw5k4slxPeFipxQdi8zUggULsGDBgla/t379+hZf7969u+sDEd2kqnoNPtp7EQDwl1t7wcqKo/FE1Dk4Ik8m4beLpSipboCLnTVG9/IQHYfIotzazwthvk6oUevwSSJH5YmI2uvT/ZdQUadBT0973DnYX3QcIjIjLOTJJPxwzDCtfnK4D6zl/GtL1J1kMhmendAbgKFhU1mNWnAiIiLjV1GnwceJhtH4Zyf0gZyj8UTUiVgRkdFTa/X43wnDtPo7BnFaPZEIsf29Ee5vGJX/cA872BMRXc/afRmoqteij7cDpg70FR2HiMwMC3kyej+nF6K8VgMvRxvcEuImOg6RRZLJZFg8sQ8A4L/Jl1Bc1SA4ERGR8SqvVePTxgahiyb04dp4Iup0LOTJ6G06lA0AuC+qBxScVk8kzPi+XogIcEG9Ro/VuzkqT0TUlk8SM1DVoEWYrxMmsVM9EXUBVkVk1HLL67D3XDEAYGZUgOA0RJbtylH5L37LRCH3lSciukpZjRqf7m8aje/N0Xgi6hIs5MmobUnJgSQBI0LdEORuLzoOkcWL6e2BYcGuUGv1+ODX86LjEBEZnVW/nkeNWodwfydM7O8tOg4RmSkW8mS09HoJm1MM0+rvHxYoOA0RAYZR+UWNo/IbD2Yhu6xWcCIiIuORXVaLz5IzAQB/n9QPMhlH44moa7CQJ6O1/0IJcsvr4KhS4PZwri8jMhbRPT0wupcHNDoJb+w4IzoOEZHR+E/CWah1eozq5Y6Y3h6i4xCRGWMhT0arqcnd9CH+UFnLBachoistndIPMhnw/dE8HMspFx2HiEi4U3mV+CYtFwDwj9s5Gk9EXYuFPBmlyzVq7DxZCIBN7oiM0QA/Z0wf4g8A+OdP6ZAkSXAiIiKxXt9xGpIE3DHIF4N6uIiOQ0RmTnghv2rVKoSEhEClUiEyMhKJiYnXPH/Pnj2IjIyESqVCaGgo1qxZ0+L7J0+exIwZMxAcHAyZTIa4uLguTE9d5ZvUXKh1egzwc0K4v7PoOETUiiWxfWGjsMJvGWXYlV4kOg4RkTBJF0qw+0wxFFYyLIntKzoOEVkAoYX8pk2b8Oyzz2L58uVITU1FTEwMJk+ejKysrFbPz8jIwJQpUxATE4PU1FQsW7YMCxcuxNatW5vPqa2tRWhoKF577TX4+HBdtSmSJKl5Wv39wzgaT2Ss/Fxs8djoEADAyv+lQ6vTC05ERNT9JEnCv7cb+oU8cEsggj24yw4RdT2hhfzbb7+NuXPnYt68eQgLC0NcXBwCAgKwevXqVs9fs2YNAgMDERcXh7CwMMybNw+PPfYY3nzzzeZzhg0bhjfeeAP3338/bGxs2pWjoaEBlZWVLR4kTtKFUpwprIKdUo47I/xFxyGia3hyXE+42StxobgGmxp3mSAisiTfH83D0exy2CnlePrW3qLjEJGFEFbIq9VqHD58GLGxsS2Ox8bGIikpqdXnJCcnX3X+pEmTkJKSAo1G0+EsK1euhLOzc/MjIICjwCJ9kngRAHBfZA8421oLTkNE1+KkssbCW3sBMHRrrqzv+L/FRESmpk6tw2v/Ow0AWDCuJzwd2zeIRER0s4QV8iUlJdDpdPD29m5x3NvbGwUFBa0+p6CgoNXztVotSkpKOpxl6dKlqKioaH5kZ3NUSZTzRdX49UwxZDJgzqgQ0XGIqB0euCUIoZ72KKlWIy7hnOg4RETdZs2eC8ivqIe/iy3mxYSKjkNEFkR4s7s/bs0hSdI1t+to7fzWjt8IGxsbODk5tXiQGOv2ZwAAJoR5c40ZkYlQKqzw8p0DAAD/Tb6E0wVcnkRE5i+3vA5r9lwAACyfGsatcomoWwkr5D08PCCXy68afS8qKrpq1L2Jj49Pq+crFAq4u7t3WVbqHmU1amw9nAMAmDeao/FEpiSmtycmh/tAp5fwf9+d5HZ0RGT2XvvfaTRo9bglxA2Tw9lgmYi6l7BCXqlUIjIyEgkJCS2OJyQkIDo6utXnjBw58qrzd+7ciaioKFhbcy21qfvyt0w0aPUY6O+M4SFuouMQ0Q16/o7+UFlb4WBGGb4/mic6DhFRlzmYUYYfjuZBJgP+b1r/m5oZSkTUEUKn1i9evBiffPIJ1q1bh/T0dCxatAhZWVmYP38+AMPa9dmzZzefP3/+fGRmZmLx4sVIT0/HunXrsHbtWixZsqT5HLVajbS0NKSlpUGtViM3NxdpaWk4f/58t38+ar8GrQ7/Tc4EAMwdHcILIpEJ8nexxV/GGxrf/fOndFSx8R0RmSGdXsKKH08CAO4fFogBfs6CExGRJRJayM+aNQtxcXFYsWIFIiIisHfvXsTHxyMoKAgAkJ+f32JP+ZCQEMTHx2P37t2IiIjAK6+8gnfffRczZsxoPicvLw9DhgzBkCFDkJ+fjzfffBNDhgzBvHnzuv3zUfv9cDQfxVUN8HFSYcpAX9FxiKiDHh8TimB3OxRVNeCdn9n4jojMzxcHMnEitxKOKgX+GttHdBwislAyiQsZr1JZWQlnZ2dUVFSw8V030Osl3P7OXpwtrMbfb++LBeN6iY5ERDfh1zNFmPPpIVjJgG+fGoVBPVxERzILvDZ1Pv6Z0o0qrKzHbW/tQXWDFq/cHY6HRwSJjkREZuRGrkvCu9YT/Xg8H2cLq+GoUuDB4bwgEpm68X29MG2wH/QS8Pctx6DW6kVHIiLqFCt+OIXqBi0iAlzw4PBA0XGIyIKxkCehdHoJcT+fBQA8HhMKZzs2LSQyBy9N6w9XO2ucLqhq3p6JiMiU/XqmCD8dz4fcSoZ/TR8IKyv28yEicVjIk1DfpeXiYnENXOysMWdUsOg4RNRJ3B1s8FLj3vLv/XIO5wqrBCciIuq4OrUOL3x7AgDw2Khg9PfjUgwiEouFPAmj1enxzi5DM6w/jwmFo4qj8UTm5M7Bfritnxc0Ogl/23IMOj1bshCRaXpn1znkXK6Dn7MKz05ggzsiEo+FPAmz7UguMktr4W6vxCMjg0XHIaJOJpPJ8Or0cDjaKJCWXY5P92eIjkREdMOO5ZTj48SLAICX7wqHvY1CcCIiIhbyJIhaq8e7vxhG458c15MXRSIz5etsi6VTwgAAr+84gzMFnGJPRKajXqPDXzcfhU4vYeogX0zs7y06EhERABbyJMjXh7ORc7kOno42ePAWdqonMmd/Gh6A8X09odbq8cxXqajX6ERHIiJql7ifz+FcUTU8HJR45a5w0XGIiJqxkKduV1mvwX8SDJ3qnxrXE7ZKueBERNSVZDIZXr93MDwclDhdUIXXt58RHYmI6LqOZF3GR3sNu278a/pAuNkrBSciIvodC3nqdnEJ51BSrUZPT3s8wNF4Iovg6WiDN+4dDABYtz8De88WC05ERNS2OrUOSzYfhV4Cpg/xR+wAH9GRiIhaYCFP3epsYRX+m3wJAPDSnQOgVPCvIJGlGN/PC7NHGn5599evj6KsRi04ERFR617fcRoXS2rg7WSDl6YNEB2HiOgqrKKo20iShJe+PwmdXkJsf2/E9PYUHYmIutmyKWHo5eWA4qoGLN6cBj23pCMiI/PL6UJ8uv8SAOC1ewbB2Y7b4xKR8WEhT93mfycKkHShFDYKK7xwR3/RcYhIAJW1HO/9aQhsFFbYfaa4efcKIiJjUFBRj79uPgoAeDQ6GOP7eQlORETUOhby1C3q1Dr886d0AMATY3siwM1OcCIiEiXM1wn/mj4QAPDOrnP49UyR4ERERIBOL+GZr1JxuVaDAX5OWDqln+hIRERtYiFP3eLdX84ht7wO/i62eHJsT9FxiEiwGZE98NCIQEgS8OxXacguqxUdiYgs3Lu7zuG3jDLYK+V4/4GhsFFwVx0iMl4s5KnLpWZdxod7DNu3/N+0/txujogAAC/c0R+DA1xQUafBkxsOc395IhIm+UIp3mtc6vPP6QMR4mEvOBER0bWxkKcuVafW4a+N27fcHeGHSdy+hYga2SjkWP3gULjZK3EitxJ/33IMksTmd0TUvXLL6/CXL49ALwH3RfbA3UP8RUciIrouFvLUpd7YcaZ5+5aX7wwXHYeIjIyfiy3ef2AIFFYyfH80D//5mc3viKj71Kl1eOLzFJTWqBHm64SX7+JWc0RkGljIU5dJvlCKdfszAACvzeD2LUTUuuieHs3N797ddQ5bD+cITkRElkCSJDy37RhO5FbCzV6Jjx6OhJ1SIToWEVG7sJCnLlHdoMXfthi2b/nT8ACM78vtW4iobTOHBWDBOEMjzOe2HUPyhVLBiYjI3H209yK+S8uDwkqGVQ8O5Y46RGRSWMhTp5MkCc9tPYacy3Xo4WqL5VO5ZzwRXd+S2L6YOsgXGp2EJz5PwbnCKtGRiMhM/Xq6CK9tPw0AeHFaf4wIdReciIjoxrCQp063bv8l/HgsHworGeJmRcDBhtPUiOj6rKxkeOu+wRga6ILKei0eWvsbskq5LR0Rda607HIs2HAEkgTcPywAD40IEh2JiOiGsZCnTnUwowz/ik8HACyfGoaoYDfBiYjIlKis5Vj7yDD09XZEYWUDHlx7AAUV9aJjEZGZuFhcjcfWH0KdRoeY3h5YcVc4ZDKZ6FhERDeMhTx1mqLKejz15RHo9BLuivDDo9HBoiMRkQlytVfi87nDEexuh+yyOjz4yQGUVjeIjkVEJq6oqh6z1x1EWY0aA/2dsfqhSCgVvBUmItPEf72oU6i1eizYcATFVQ3o6+2IlfcM5G+4iajDvJxU+GLeLfB1VuFCcQ1mrzuI8lq16FhEZKIq6zV4dN0h5FyuQ5C7HT6dM4xL/4jIpLGQp5um10v4x9ZjSMm8DEcbBdZw+xYi6gQ9XO2wYd4t8HBQ4mReJe7/6ACKqzgyT0Q3prJeg0fWHcSp/Ep4OCjx2WPD4eFgIzoWEdFNYSFPN+3f20/jm9RcyK1keO+BIQjxsBcdiYjMRKinA758fAQ8HW1wuqAKsz5MRn5FnehYRGQiKus1mL32IFKzyuFsa431c4YjyJ33KURk+ljI0035JPEiPtx7EQDw7xmDMI77xRNRJ+vj7YivnxgJfxdbXCypwX1rktnNnoiuq6JOg4fXHkRadjlc7Kzx5eO3INzfWXQsIqJOwUKeOuy7tFy8+pOhQ/0/bu+HeyN7CE5EROYq2MMem+ePRLC7HXIu1+HeNUk4kVshOhYRGanyWjVmr/0NR7PL4WpnjS/njcAAPxbxRGQ+WMhTh+w4WYAlXx8FADwaHYz5Y0MFJyIic+fvYovNT4xEX29HFFU1YOaHydiVXig6FhEZmeyyWsxYnYSjORVwtbPGhnkj0N/PSXQsIqJOxUKebtiPx/KwYMMRaHQS7hzsh/+7oz871BNRt/ByUmHz/JEY1csdtWodHv8sBev3Z4iORURG4kRuBe5ZnYQLxTXwdVbhqz+PZBFPRGaJhTzdkG9Sc7BwYyp0egn3DPHH2zMHw8qKRTwRdZ+mhlX3DwuAXgJe+uEUXvzuBDQ6vehoRCTQ3rPFmPVhMoqrGtDPxxHbFkSjr4+j6FhERF2ChTy12+ZD2Vi8+Sj0EjAzqgfeuG8wFHL+FSKi7mctt8LKewbiucn9AAD/Tc7E/R8dQEFFveBkRNTdJEnCun0ZeGz9IdSodYju6Y7N80fC19lWdDQioi7DKoyuS5IkvPPzOfx96zFIEvDQiEC8ds8gyDkST0QCyWQyzB/bEx/PjoKjSoHDmZcx9d1E7D9fIjoaEXWTmgYtFn6VhhU/noJWL2H6EH+snzMcTipr0dGIiLoUC3m6pgatDos3H8V/fj4LAHhiTCheuSuc0+mJyGhM7O+NH58ejTBfJ/x/e3ceH9O5xw/8M5nJTPaJLDKZ7NYgxE4sVaohSNVFaX80tE2vtQg/pa1LtepqX1f1XnXVq1nUbaO9XNQt/UkJLYJSNJZasyiJSCL7Pnl+f6i5RiaRyHJmxuf9ep0XeeY5J9/vOcl888x5zjk5xRWYGn0cf99/BVWcak9k0a7fKcK4DUew++wtKKxkWB7eGWtfCIZSwT9vicjy8Z2OapVbXIEpnx/HjtM3IbeS4YNxXbF0VCfe2I6ITI6fqz12zBqAF3p7o1oAaxMuY+JnSUjJLpY6NCJqYkIIfPPzDTy3/ggu3y6Cu6MK8a/3x/SBAfwbhYieGBzIk1G//p6HsZ8exs+pd+GoUiBueh+81M9X6rCIiGplYy3HhxOC8fGkYDjaKHA6PQ+jPvkJW5JSIYSQOjwiagJ3CssR+cVJLN7+K4rKq9A3wAXfzR2EPv4uUodGRNSiFFIHQKZFCIHNR1Oxas9FVOoEvFvZImZaH3Tw4F1ficg8jOvhjX4Brvi/287iyNUcLNt1HnuSM/H+uCC0dXeQOjwiegxCCOxJzsSyXeeQW1wBpdwKUaEdEDm4De/ZQ0RPJA7kSa+grBJvbvsVe89lAgBCO3vgownBUNvxhjFEZF60zrbY8ko/fJGUir9+/xuSrucgbN1P+POQNpg9tB1srOVSh0hE9ZSSXYzl357Hj5fvAAA6eTrh40nBCNTw+fBE9OTiQJ4AAIevZOPN7b/iZl4prOUyLA3rhOkD/XmtGRGZLSsrGaYNDMCwQA8s//YcEi/dwT8OXMWuM7fwzuhOeLazB9/jiExYaYUOGw5exWeHrqNCVw2l3AozhrTB7GHtoFLwwzgierJxIP+EKyyrxAd7LiL+xA0AgI+LLf7xYk9093GWNjAioibi62qHmGl98P/OZ2LFtxeQnluC17ecQl9/FywdFYgevq2kDpGIHlCpq8a/T/6Ov++/gsyCMgDAUx3c8e5zXRDgZi9xdEREpoED+SeUEAIHfsvCsp3ncCv/XpGMCPHD4pGBsFfxx4KILItMJsPIIE8Mau+ODYlXEX04BSdSczFuw1GM6qrBguEd0J73AiGSVHW1wH+TM7B23yWk5pQAALycbbFsTCeM6KLhDBoiogdwxPYEunanCO/99wIOXrp3rZmfqx3WjO+G/m1cJY6MiKh5OagUWDwyEFND/LB232Vs++V37EnOxN5zmQgL0mD20HboolVLHSbRE6W8Soddp29h00/XcTWrCADgaq/E7KHt8H/6+3IaPRGRERzIP0EKyiqx/sBVxBxOQVW1gLVchlcGBWDeM+1hp+SPAhE9OTzVtvhoYjBeHRyAtfsuY9+F29iTnIk9yZl4JrA1XhvcBv3buPAMIFEzyiupQPyJG4g9koKswnIAgKNKgcin2uCVQQFw4AxBIqJa8R3yCVBcXoW4o6n47NA1FJRVAQCeCWyNd8Z05rVmRPREC9Q4YdPLvXEpsxCfJl7Ff3+9hf2/ZWH/b1kI1Dhi+kB/jO3uxbvcEzURIQROpOQi/kQ69pzLREVVNQBA42SDVwb5Y3JfXzjZ8Gk5RESPIhNCCKmDMDUFBQVQq9XIz8+Hk5P5PtqkuLwKXx1Pxz8PXUNucQUAoH1rB7w1uhOGdmwtcXRERKbn+p0ixBxJwfZTN1FaqQMAONtZ4/nuXpjQyxtBXtJNu7eU2mRKuE9bTlpOMXafvYUdp2/i2p1ifXtnTye8OigA4cFaKBVWEkZIRCS9htQlDuSNMPfCnlVQhrijqfjyeDrySysBAAFu9pg/vD3GdNNCbsWpokREdckvqcQ3J29gc1Iqfr9bqm/v5OmECb28MbqrJzRqmxaNydxrkyniPm1e6Tkl2HchE7vP3sLZ3/P17XZKOcZ21+LFvr7o6qXmJSxERH/gQL6RzLGwCyFw9vd8/OtYGnaduYlK3b3D6u9qh1lD2+FPPbygkPOTbiKihtBVCxy+mo1vTt5AwvnbqNDdmwYskwG9/VphdFdPhHX1hIdT8w/qzbE2mTru06ZVqavGmRt52H8xC/sv3saVP25cBwBWMmBgOzeEd9MirKsGjpw+T0RUAwfyjWROhT2/tBI7T99E/Il0/JZZqG/v498Krw1ug+GdPHgGnoioCeSVVODbs7fw7ZlbOJl21+C1IC8nDAv0wLDA1ujmpYZVM7zvmlNtMhfcp42jqxb4LbMASddycORqNk6k5KK4Qqd/XW4lQ19/F4R11WBUV0+4OagkjJaIyPRxIN9Ipl7YSyt0OPBbFnafvYUDl7L0N4pRKawwqqsnpob4oadvK4mjJCKyXBn5pX/c5T4Dv6TfxYOV1MVeiZA2rghp64qB7dzg72rXJFOHTb02mSPu04bJKSpH8s18nE7Pw6m0uzidftdg4A4AreysMai9O4Z3ao2nO7SG2o5n3omI6osD+UYyxcKeV1KBQ5fv4Ic/pquVPFA4AzWOmNzHB+N6eLNgEhG1sOyichy8dAcHfruNHy9no6i8yuD1ADd77I8a0uiz9KZYm8wd96lxVbpqpOWW4HJmIS7dLsSFWwU4dzMft/LLavR1UCnQy68VBrZzxYC2bujs6dQsM1KIiJ4EDalLfPycidJVC5y7mY8j17Jx8NIdnEq7C131/z5z8XGxRXg3LcKDtQjUOPJGMUREEnFzUGFCL29M6OWNSl01zt7Iw9E/phqfTs+D1tmGAxsyOdXVAneKynEjtwRpOSW4nl2ElOxiXL9TjOvZxfrZfg9r42aPbt5q9PJ3QS/fVuioceQlfEREEuBA3kSUV+lw7mYBTqffxbHruTiekoPCMsOzOh09HDGsU2uEdvZAdx9nDt6JiEyMtdwKvf1d0NvfBW880x6lFTrkFJdLHZbZ2LBhAz766CNkZGSgS5cuWLduHQYPHlxr/0OHDiEqKgrnz5+HVqvF4sWLMWPGjBaM2DRVVwvkFFcgq7AMWQXlyCosw628MmTklyIjvww380rx+93SWgfrAGBrLUcHDwd08HBER40junqp0VnrxJvUERGZCA7kJVBRVY3LtwtxIaMAF24V4OzveTh/s0B/N+T7HG0U6N/GFYPauWFYYGv4uNhJFDERET0OW6Uc3kq+d9fH119/jfnz52PDhg0YOHAgPvvsM4SFheHChQvw9fWt0T8lJQWjRo1CZGQk/vWvf+HIkSOYNWsW3N3dMX78eAkyaHrlVToUlVWhuFyHgrLKe0tp1R//VuJuSQXySiqRV1qJ3KIK5BSXI7e4ArnFFaiux4WTVjJA62wLXxc7BLjZI8DNHm3dHdDG3R4+rew4k4SIyITxGnkjmvKaubScYiTfzMeV20W4mlWEK1mFSMku1j8e7kGu9kr08G2FXn6tMKCtK4K81JyuRkREACz/eu5+/fqhZ8+e+Oc//6lv69SpE55//nmsXr26Rv8333wT3377LS5evKhvmzFjBs6ePYukpKR6fc+m2qdZhWX4JS0PlbpqVOqqUaUTqNBVo6Kq+n///vH/8kodyquqUVapQ2mlDmWV1Sit1KG0QoeSiiqUVuhQ/Mf/jf2tUF8yGeBqr0JrRxVaO6ngqbaBp9oWnmobaJ1t4dPKDp7ONrDmo2mJiEyGWV0j3xzT6LZv345ly5bh2rVraNu2LVatWoVx48Y1dypGbTx0DfEnbtRod7JRoItWjS5aJwR5qdHD1xm+Lk1zZ2MiIiJzUlFRgVOnTmHJkiUG7aGhoTh69KjRdZKSkhAaGmrQNmLECERHR6OyshLW1jWngJeXl6O8/H+XOhQUFDRB9MD5WwWY8a9TTbItY+yUcjioFHCytYaTjQKONtZQ21qjlZ011HZKONtaw9VBCVd7FVzslX/8XwkFB+lERBZL0oF8c0yjS0pKwqRJk/Dee+9h3Lhx2LFjB1544QUcPnwY/fr1a+kU0dXLGZd8C9G+tSPatXZAOw8HtG/tAC9nWw7aiYiIAGRnZ0On08HDw8Og3cPDA5mZmUbXyczMNNq/qqoK2dnZ8PT0rLHO6tWr8e677zZd4H9wsVOit18rKOQyWMutoJRbQSGXQamQw1oug0pxr01lLYdKYQUbazmUcivYKuWwsZbD1loOW6UVbK0VsFfJYaeUw06pgIONAvZKBWfnERFRDZJOrW+OaXSTJk1CQUEB9u7dq+8zcuRItGrVCvHx8fWKy9KnLxIRkfmx5Np069YteHl54ejRowgJCdG3r1q1Clu2bMFvv/1WY50OHTpg+vTpWLp0qb7tyJEjGDRoEDIyMqDRaGqsY+yMvI+Pj0XuUyIiMj8NqfWSzbm6P43u4WlxjzON7uTJk6isrKyzT23bBO4V9oKCAoOFiIiIWoabmxvkcnmNs+9ZWVk1zrrfp9FojPZXKBRwdXU1uo5KpYKTk5PBQkREZI4kG8g3xzS6uvrUtk3g3lQ7tVqtX3x8fB4nJSIiInoMSqUSvXr1QkJCgkF7QkICBgwYYHSdkJCQGv337duH3r17G70+noiIyJJIfheUh68TF0LUee24sf4Ptzd0m0uXLkV+fr5+uXGj5s3piIiIqPlERUXh888/R0xMDC5evIgFCxYgPT1df0PbpUuX4uWXX9b3nzFjBtLS0hAVFYWLFy8iJiYG0dHRWLRokVQpEBERtRjJbnbXXNPoautT2zaBe1PtVCrV46RBRERETWDSpEnIycnBypUrkZGRgaCgIOzZswd+fn4AgIyMDKSnp+v7BwQEYM+ePViwYAE+/fRTaLVa/P3vf7eYZ8gTERHVRbKB/IPT6B58NFxCQgLGjh1rdJ2QkBDs3r3boO3haXT3p9otWLDAoE9tU/OIiIjINMyaNQuzZs0y+lpcXFyNtiFDhuCXX35p5qiIiIhMj6SPn4uKisLUqVPRu3dvhISEYNOmTTWm0d28eRNffPEFgHvT6NavX4+oqChERkYiKSkJ0dHRBnejnzdvHp566imsWbMGY8eOxa5du/DDDz/g8OHDkuRIRERERERE1JQkHcg3xzS6AQMGYOvWrXjnnXewbNkytG3bFl9//bUkz5AnIiIiIiIiamqSPkfeVFnys3qJiMg8sTY1Pe5TIiIyJWbxHHkiIiIiIiIiajgO5ImIiIiIiIjMCAfyRERERERERGaEA3kiIiIiIiIiM8KBPBEREREREZEZ4UCeiIiIiIiIyIxwIE9ERERERERkRjiQJyIiIiIiIjIjHMgTERERERERmREO5ImIiIiIiIjMiELqAEyREAIAUFBQIHEkRERE99yvSfdrFDUe6z0REZmShtR6DuSNKCwsBAD4+PhIHAkREZGhwsJCqNVqqcOwCKz3RERkiupT62WCH+3XUF1djVu3bsHR0REymaxR2yooKICPjw9u3LgBJyenJopQGpaSi6XkATAXU2QpeQDMxdQIIVBYWAitVgsrK14Z1xSaqt5bws/XfczF9FhKHgBzMUWWkgdgGbk0pNbzjLwRVlZW8Pb2btJtOjk5me0P1MMsJRdLyQNgLqbIUvIAmIsp4Zn4ptXU9d7cf74exFxMj6XkATAXU2QpeQDmn0t9az0/0iciIiIiIiIyIxzIExEREREREZkRDuSbmUqlwvLly6FSqaQOpdEsJRdLyQNgLqbIUvIAmAtRfVnSzxdzMT2WkgfAXEyRpeQBWFYu9cGb3RERERERERGZEZ6RJyIiIiIiIjIjHMgTERERERERmREO5ImIiIiIiIjMCAfyRERERERERGaEA/lmtGrVKgwYMAB2dnZwdnY22kcmk9VYNm7c2LKB1kN9cklPT0d4eDjs7e3h5uaGN954AxUVFS0b6GPw9/evcQyWLFkidVj1smHDBgQEBMDGxga9evXCTz/9JHVIDbJixYoa+16j0UgdVr38+OOPCA8Ph1arhUwmw86dOw1eF0JgxYoV0Gq1sLW1xdNPP43z589LE+wjPCqXadOm1ThO/fv3lybYOqxevRp9+vSBo6MjWrdujeeffx6XLl0y6GNOx4XMA2s9a31zM/daD5hvvWetZ603ZRzIN6OKigpMnDgRM2fOrLNfbGwsMjIy9EtEREQLRVh/j8pFp9Nh9OjRKC4uxuHDh7F161Zs374dCxcubOFIH8/KlSsNjsE777wjdUiP9PXXX2P+/Pl4++23cfr0aQwePBhhYWFIT0+XOrQG6dKli8G+T05OljqkeikuLkZwcDDWr19v9PUPP/wQa9euxfr16/Hzzz9Do9Hg2WefRWFhYQtH+miPygUARo4caXCc9uzZ04IR1s+hQ4cwe/ZsHDt2DAkJCaiqqkJoaCiKi4v1fczpuJB5YK1nrW9OllLrAfOs96z1rPUmTVCzi42NFWq12uhrAMSOHTtaNJ7GqC2XPXv2CCsrK3Hz5k19W3x8vFCpVCI/P78FI2w4Pz8/8fHHH0sdRoP17dtXzJgxw6AtMDBQLFmyRKKIGm758uUiODhY6jAa7eHf4+rqaqHRaMRf//pXfVtZWZlQq9Vi48aNEkRYf8bekyIiIsTYsWMliacxsrKyBABx6NAhIYR5Hxcyfaz1rPXNwRJqvRCWUe9Z603Tk1zreUbeBMyZMwdubm7o06cPNm7ciOrqaqlDarCkpCQEBQVBq9Xq20aMGIHy8nKcOnVKwsjqZ82aNXB1dUX37t2xatUqk58mWFFRgVOnTiE0NNSgPTQ0FEePHpUoqsdz5coVaLVaBAQEYPLkybh+/brUITVaSkoKMjMzDY6PSqXCkCFDzO743Hfw4EG0bt0aHTp0QGRkJLKysqQO6ZHy8/MBAC4uLgAs87iQ+WCtlx5rvbQsrd5bYk1hrTcvCqkDeNK99957eOaZZ2Bra4v9+/dj4cKFyM7ONovpXg/KzMyEh4eHQVurVq2gVCqRmZkpUVT1M2/ePPTs2ROtWrXCiRMnsHTpUqSkpODzzz+XOrRaZWdnQ6fT1djnHh4eJr+/H9SvXz988cUX6NChA27fvo33338fAwYMwPnz5+Hq6ip1eI/t/jEwdnzS0tKkCKlRwsLCMHHiRPj5+SElJQXLli3DsGHDcOrUKahUKqnDM0oIgaioKAwaNAhBQUEALO+4kPlgrZcea720LLHeW1pNYa03Pzwj30DGbtbx8HLy5Ml6b++dd95BSEgIunfvjoULF2LlypX46KOPmjGD/2nqXGQyWY02IYTR9ubWkNwWLFiAIUOGoFu3bnjttdewceNGREdHIycnp8XjbqiH961U+/txhYWFYfz48ejatSuGDx+O7777DgCwefNmiSNrGuZ+fO6bNGkSRo8ejaCgIISHh2Pv3r24fPmy/niZojlz5uDXX39FfHx8jdcs5bhQ82Gtrx1rfcuzhPcsS673lnB8ANZ6c8Qz8g00Z84cTJ48uc4+/v7+j739/v37o6CgALdv367xSVJTa8pcNBoNjh8/btB29+5dVFZWNnsexjQmt/t36Lx69arJfkrs5uYGuVxe4xP5rKwsSfZ3U7G3t0fXrl1x5coVqUNplPt34s3MzISnp6e+3dyPz32enp7w8/Mz2eM0d+5cfPvtt/jxxx/h7e2tb7f040JNh7XeONb6lmWptR6wjHpv6TWFtd70cSDfQG5ubnBzc2u27Z8+fRo2Nja1PvalKTVlLiEhIVi1ahUyMjL0vzT79u2DSqVCr169muR7NERjcjt9+jQAGPzymxqlUolevXohISEB48aN07cnJCRg7NixEkbWOOXl5bh48SIGDx4sdSiNEhAQAI1Gg4SEBPTo0QPAvWsdDx06hDVr1kgcXePl5OTgxo0bJvc7IoTA3LlzsWPHDhw8eBABAQEGr1v6caGmw1pvHGt9y7LUWg9YRr239JrCWm/6OJBvRunp6cjNzUV6ejp0Oh3OnDkDAGjXrh0cHBywe/duZGZmIiQkBLa2tkhMTMTbb7+N119/3eSuRXlULqGhoejcuTOmTp2Kjz76CLm5uVi0aBEiIyPh5OQkbfB1SEpKwrFjxzB06FCo1Wr8/PPPWLBgAZ577jn4+vpKHV6doqKiMHXqVPTu3RshISHYtGkT0tPTMWPGDKlDq7dFixYhPDwcvr6+yMrKwvvvv4+CggKTfCzTw4qKinD16lX91ykpKThz5gxcXFzg6+uL+fPn44MPPkD79u3Rvn17fPDBB7Czs8NLL70kYdTG1ZWLi4sLVqxYgfHjx8PT0xOpqal466234ObmZvCHpSmYPXs2vvrqK+zatQuOjo76s1hqtRq2traQyWRmdVzIPLDWs9Y3J0uo9YD51nvWetZ6kybNzfKfDBEREQJAjSUxMVEIIcTevXtF9+7dhYODg7CzsxNBQUFi3bp1orKyUtrAjXhULkIIkZaWJkaPHi1sbW2Fi4uLmDNnjigrK5Mu6Ho4deqU6Nevn1Cr1cLGxkZ07NhRLF++XBQXF0sdWr18+umnws/PTyiVStGzZ0/9ozfMxaRJk4Snp6ewtrYWWq1W/OlPfxLnz5+XOqx6SUxMNPo7ERERIYS49/iT5cuXC41GI1QqlXjqqadEcnKytEHXoq5cSkpKRGhoqHB3dxfW1tbC19dXREREiPT0dKnDrsFYDgBEbGysvo85HRcyD6z1rPXNzdxrvRDmW+9Z61nrTZlMCCGa9qMBIiIiIiIiImouvGs9ERERERERkRnhQJ6IiIiIiIjIjHAgT0RERERERGRGOJAnIiIiIiIiMiMcyBMRERERERGZEQ7kiYiIiIiIiMwIB/JEREREREREZoQDeSIiIiIiIiIzwoE8EZm9ZcuW4fXXX5c6jAabMGEC1q5dK3UYREREZoH1nuh/OJAnekzTpk2DTCaDTCaDtbU1PDw88OyzzyImJgbV1dVG1wkNDYVcLsexY8cAAKmpqfpt1LasWLFCv37Hjh2hVCpx8+bNOmP729/+BrVajZKSkhqvlZWVwdnZ2aCgfPXVV5DL5ZgxY0aN/gcPHoRMJkNeXl6N1+Li4uDs7Gw0BmdnZ8TFxem/ri2/rVu36vt89tlnCA4Ohr29PZydndGjRw+sWbOmzlxv376NTz75BG+99Za+7emnn8b8+fNr9N25cydkMplB/DKZDCNHjjTol5eXB5lMhoMHDxrEv3PnTv06dS0HDx6ETqfD6tWrERgYCFtbW7i4uKB///6IjY3Vb/Mvf/kLVq1ahYKCgjpzJCIi6bDes96z3pMp4kCeqBFGjhyJjIwMpKamYu/evRg6dCjmzZuHMWPGoKqqyqBveno6kpKSMGfOHERHRwMAfHx8kJGRoV8WLlyILl26GLQtWrQIAHD48GGUlZVh4sSJBgXTmJdffhmlpaXYvn17jde2b9+OkpISTJ06Vd8WExODxYsXY+vWrUb/GGgqsbGxBrllZGTg+eefBwBER0cjKioKb7zxBs6ePYsjR45g8eLFKCoqqnOb0dHRCAkJgb+//2PFpFAosH//fiQmJtar/6RJkwziDwkJQWRkpEHbgAEDsGLFCqxbtw7vvfceLly4gMTERERGRuLu3bv6bXXr1g3+/v748ssvHyt2IiJqGaz3DcN6z3pPzU8hdQBE5kylUkGj0QAAvLy80LNnT/Tv3x/PPPMM4uLi8Nprr+n7xsbGYsyYMZg5cyb69u2LdevWwd7eXr8+ADg4OEChUBi03RcdHY2XXnoJQ4YMwezZs/HWW28ZfNr8IHd3d4SHhyMmJsaggAP3ivhzzz0Hd3d3APfOEhw9ehTbt29HYmIitm3bhpdffrnR+8YYZ2dno7kBwO7du/HCCy/g1Vdf1bd16dLlkdvcunUr/vznPz92TPb29njhhRewZMkSHD9+/JH9bW1tYWtrq/9aqVTCzs6uRl67d+/GrFmzMHHiRH1bcHBwje0999xziI+Px8yZMx87ByIial6s9w3Des96T82PZ+SJmtiwYcMQHByM//znP/o2IQRiY2MxZcoUBAYGokOHDvjmm2/qvc3CwkL8+9//xpQpU/Dss8+iuLjYYBqYMa+++ioOHTqElJQUfVtqaioSExMNimdMTAxGjx4NtVqNKVOm6M8etDSNRoNjx44hLS2t3uvcvXsX586dQ+/evRv1vVesWIHk5GRs27atUdt5kEajwYEDB3Dnzp06+/Xt2xcnTpxAeXl5k31vIiJqfqz3j4f1nvWemgYH8kTNIDAwEKmpqfqvf/jhB5SUlGDEiBEA0OACunXrVrRv3x5dunSBXC7H5MmTH7n+iBEjoNVqDablxcbGQqvVIjQ0FABQXV2NuLg4TJkyBQAwefJkJCUl4erVq/WOrSFefPFFODg4GCzXr18HACxfvhzOzs7w9/dHx44dMW3aNHzzzTe1Xn8IAGlpaRBCQKvVNiourVaLefPm4e23364xRfJxrV27Fnfu3IFGo0G3bt0wY8YM7N27t0Y/Ly8vlJeXIzMzs0m+LxERtRzWe+NY71nvqflxIE/UDIQQBtPgoqOjMWnSJCgU965mefHFF3H8+HFcunSpXtuLjo7WF1/g3h8G//nPf4zekOY+uVyOiIgIxMXFobq6GkIIbN68GdOmTYNcLgcA7Nu3D8XFxQgLCwMAuLm5ITQ0FDExMQ1NuV4+/vhjnDlzxmDx8fEBAHh6eiIpKQnJycl44403UFlZiYiICIwcObLW4l5aWgoAsLGxaXRsb775Ju7cudNkuXfu3Bnnzp3DsWPHMH36dNy+fRvh4eEG0y8B6KftNee1ikRE1DxY741jvWe9p+bHgTxRM7h48SICAgIAALm5udi5cyc2bNgAhUIBhUIBLy8vVFVV1auIXLhwAcePH8fixYv16/fv3x+lpaWIj4+vc91XXnkFN27cwIEDB7B//36kp6dj+vTp+tdjYmKQm5sLOzs7/bb37NmDzZs3Q6fTPTI2JycnFBUV1eir0+lQVFQEtVpt0K7RaNCuXTuDxdra2qBPUFAQZs+ejS+//BIJCQlISEjAoUOHjH5/Nzc3ADC4ocz9uPLz82v0z8vLg5OTk9FtOTs7Y+nSpXj33XebrMhaWVmhT58+WLBgAXbs2IG4uDhER0cbTH/Mzc0FAP01jEREZD5Y71nvAdZ7kgYH8kRN7MCBA0hOTsb48eMBAF9++SW8vb1x9uxZg0+m161bh82bNz9yald0dDSeeuqpGusvXrz4kdPt2rZtiyFDhiA2NhYxMTF4+umn0bZtWwBATk4Odu3aha1bt9b41LyoqMjotLCHBQYGQqfT4fTp0wbtv/zyC3Q6HTp27PjIbdSlc+fOAIDi4uJa83NycsKFCxdqxHXy5Mka/X/++ec6Y5o7dy6srKzwySefNCLq2hnL59y5c/D29tb/kUJEROaB9Z71vjas99QSeNd6oka4f62TTqfD7du38f3332P16tUYM2aM/k6w0dHRmDBhAoKCggzW9fPzw5tvvonvvvsOY8eONbr9yspKbNmyBStXrqyx/muvvYYPP/wQZ8+eNXp31PteffVVREZGAgA+//xzffuWLVvg6uqKiRMnwsrK8DO9MWPGIDo6GmPGjNG3JScnw9HR0aBf9+7dERYWhldeeQVr165F27Ztce3aNURFRSEsLExfyO7Ly8urcW2Yo6Mj7O3tMXPmTGi1WgwbNgze3t7IyMjA+++/D3d3d4SEhBjNzcrKCsOHD8fhw4f1j7UBgFmzZmH9+vWYPXs2Xn/9ddja2iIhIQHR0dHYsmVLrfvKxsYG7777LmbPnl1rn/qaMGECBg4ciAEDBkCj0SAlJQVLly5Fhw4dEBgYqO/3008/6a9hJCIi08R6z3pfG9Z7kowgoscSEREhAAgAQqFQCHd3dzF8+HARExMjdDqdEEKIkydPCgDixIkTRrcRHh4uwsPD9V8vX75cBAcH67/etm2bsLKyEpmZmUbX79q1q5g7d26dcZaUlAi1Wi3UarUoKSkxWHfWrFlG19m+fbtQKBQiMzNTJCYm6vN8eBFCiPz8fLFgwQLRrl07YWNjI9q1ayfmz58v8vLyDLZZ2zZWr16tz3XUqFHC09NTKJVKodVqxfjx48Wvv/5aZ37ff/+98PLy0u/z+06ePClGjBghWrduLZycnETv3r1FfHy8QZ/Y2FihVqsN2qqqqkTnzp0FAJGYmGgQ/44dO2p8/yFDhoh58+bVaN+0aZMYOnSocHd3F0qlUvj6+opp06aJ1NRUfZ/S0lLh5OQkkpKS6syRiIikw3rPei8E6z2ZHpkQQjT3hwVERM1FCIH+/ftj/vz5ePHFF6UOp0E+/fRT7Nq1C/v27ZM6FCIiIpPGek9kiNfIE5FZk8lk2LRpU5M9RqYlWVtb4x//+IfUYRAREZk81nsiQzwjT0RERERERGRGeEaeiIiIiIiIyIxwIE9ERERERERkRjiQJyIiIiIiIjIjHMgTERERERERmREO5ImIiIiIiIjMCAfyRERERERERGaEA3kiIiIiIiIiM8KBPBEREREREZEZ4UCeiIiIiIiIyIz8f6sT9sAvTT1SAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "EnsembleDistribution.__init__() takes 4 positional arguments but 5 were given", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m temp \u001b[38;5;241m=\u001b[39m \u001b[43mEnsembleDistribution\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnormal\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgumbel\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0.7\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.3\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m40\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m temp\u001b[38;5;241m.\u001b[39mplot()\n", + "\u001b[0;31mTypeError\u001b[0m: EnsembleDistribution.__init__() takes 4 positional arguments but 5 were given" + ] } ], "source": [ diff --git a/src/ensemble/distributions.py b/src/ensemble/distributions.py index 5f57feb..a5a03b7 100644 --- a/src/ensemble/distributions.py +++ b/src/ensemble/distributions.py @@ -23,13 +23,9 @@ def __init__( self, mean: float = None, variance: float = None, - lb: float = None, - ub: float = None, ): self.mean = mean self.variance = variance - self.lb = lb - self.ub = ub # # some kind of dictionary with # # key: the support (full real line, semi infinite, etc...) # # value: function that gets called when distribution is initialized @@ -218,6 +214,7 @@ def _create_scipy_dist(self) -> None: # https://real-statistics.com/distribution-fitting/method-of-moments/method-of-moments-weibull/ k = opt.root_scalar(self._func, x0=0.5, method="newton") lambda_ = self.mean / gamma_func(1 + 1 / k.root) + print("hi!", lambda_, k.root) # most likely a parameterization issue self._scipy_dist = stats.weibull_min(c=k.root, scale=lambda_) @@ -266,39 +263,19 @@ def _create_scipy_dist(self) -> None: # analytic sol class Beta(Distribution): - # TODO: WANT TO BE ABLE TO PASS IN UPPER AND LOWER BOUNDS TO BE REFLECTED IN THE DIST - # EX: MEAN 6, VAR 0.2, LB 5, UB 10 - # ADJ_MEAN = (MEAN - LB) / INTERVAL_WIDTH - # ADJ_VAR = VAR / INTERVAL_WIDTH - # INPUT ADJ MEAN & VAR INTO FUNCTION - # JUST GET RVS TO WORK FOR NOW, WHEN YOU TAKE A SAMPLE OF SIZE 100, - # JUST MULTIPLICATIVELY SCALE AND THEN LINERALY SHIFT THE DATA TO THE ORIGINAL BOUNDS """https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.beta.html#scipy.stats.beta""" - def support(self) -> Tuple[float, float]: - return (0, 1) - - def _create_scipy_dist(self) -> None: - beta_bounds(self.mean) - alpha = ( - self.mean**2 * (1 - self.mean) - self.mean * self.variance - ) / self.variance - beta = ( - (1 - self.mean) - * (self.mean - self.mean**2 - self.variance) - / self.variance - ) - print(alpha, beta) - self._scipy_dist = stats.beta(a=alpha, b=beta) - - -class MSCABeta(Distribution): - def _create_scipy_dist(self) -> None: - self.width = self.ub - self.lb - adj_mean = (self.mean - self.lb) / self.width - adj_var = self.variance / self.width - print(adj_mean, adj_var) - self._scipy_dist = Beta(adj_mean, adj_var)._scipy_dist + def __init__( + self, + mean: float = None, + variance: float = None, + lb: float = 0, + ub: float = 1, + ): + self.lb = lb + self.ub = ub + self.width = np.abs(ub - lb) + super().__init__(mean, variance) def _squeeze(self, x: float) -> float: """transform x to be within (0, 1) @@ -331,9 +308,24 @@ def _stretch(self, x: float) -> float: return (x + self.lb) * self.width def support(self) -> Tuple[float, float]: - """create tuple representing endpoints of support""" return (self.lb, self.ub) + def _create_scipy_dist(self) -> None: + # TODO: PUT THE WARNINGS HERE + # FIX THE MEAN, AND THEN DERIVE A FUNCTION IN TERMS OF ALPHA, THEN WARN + beta_bounds(self.mean) + if self.lb != 0 and self.ub != 1: + mean = (self.mean - self.lb) / self.width + var = self.variance / self.width + else: + mean = self.mean + var = self.variance + + alpha = (mean**2 * (1 - mean) - mean * var) / var + beta = (1 - mean) * (mean - mean**2 - var) / var + print(alpha, beta) + self._scipy_dist = stats.beta(a=alpha, b=beta) + def rvs(self, *args, **kwds): """defaults to scipy implementation for generating random variates @@ -402,7 +394,17 @@ def stats(self, moments: str) -> Union[float, Tuple[float, ...]]: Union[float, Tuple[float, ...]] mean, variance, skewness, and/or kurtosis """ - return self._stretch(self._scipy_dist.stats(moments=moments)) + res_list = [] + if "m" in moments: + res_list.append(self._stretch(self.mean)) + if "v" in moments: + res_list.append(self.variance * self.width) + + # res_list = [res[()] for res in res_list] + if len(res_list) == 1: + return res_list[0] + else: + return tuple(res_list) distribution_dict = { @@ -415,7 +417,6 @@ def stats(self, moments: str) -> Union[float, Tuple[float, ...]]: "lognormal": LogNormal, "normal": Normal, "beta": Beta, - "MSCAbeta": MSCABeta, } diff --git a/test_read.json b/test_read.json index 9e4fb7a..0e481d5 100644 --- a/test_read.json +++ b/test_read.json @@ -1 +1 @@ -[{"named_weights": {"normal": 0.5, "gumbel": 0.5}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}] \ No newline at end of file +[{"named_weights": {"normal": 0.5, "gumbel": 0.5}, "mean": 1, "variance": 1}] \ No newline at end of file diff --git a/tests/test_distributions.py b/tests/test_distributions.py index 8473f0b..ab720d7 100644 --- a/tests/test_distributions.py +++ b/tests/test_distributions.py @@ -63,7 +63,7 @@ def test_gumbel(): def test_weibull(): - weibull = Weibull(MEAN, VARIANCE) + weibull = Weibull(624.25, 183.791**2) res = weibull.stats(moments="mv") print("resulting mean and var: ", res) assert np.isclose(res[0], MEAN) @@ -94,7 +94,6 @@ def test_beta(): beta = Beta(BETA_MEAN, BETA_VARIANCE) res = beta.stats(moments="mv") print("resulting mean and var: ", res) - assert False assert np.isclose(res[0], BETA_MEAN) assert np.isclose(res[1], BETA_VARIANCE) diff --git a/tests/test_model.py b/tests/test_model.py index f18be1e..0681d19 100644 --- a/tests/test_model.py +++ b/tests/test_model.py @@ -76,9 +76,9 @@ def test_json(): model1 = EnsembleDistribution( {"gamma": 0.2, "invgamma": 0.8}, *DEFAULT_SETTINGS ) - model1.to_json("test_read.json", appending=True) + model1.to_json("tests/test_read.json", appending=True) - m1 = EnsembleDistribution.from_json("test_read.json")[1] + m1 = EnsembleDistribution.from_json("tests/test_read.json")[1] assert m1.stats_temp("mv") == DEFAULT_SETTINGS assert m1._distributions == ["gamma", "invgamma"] assert m1._weights == [0.2, 0.8] diff --git a/tests/test_read.json b/tests/test_read.json new file mode 100644 index 0000000..78783c8 --- /dev/null +++ b/tests/test_read.json @@ -0,0 +1 @@ +[{"named_weights": {"normal": 0.5, "gumbel": 0.5}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}] \ No newline at end of file From 44009ba617c81d1812fa9cc2275dcf261fc579dc Mon Sep 17 00:00:00 2001 From: mbi6245 Date: Tue, 10 Dec 2024 13:48:39 -0800 Subject: [PATCH 3/3] bugfixes to beta, stretching and squeezing removed where unnecessary --- plots.ipynb | 27 +++++++-------------------- src/ensemble/distributions.py | 19 +++++++++++++------ src/ensemble/model.py | 19 ++++++++++++++++++- tests/test_distributions.py | 2 +- tests/test_read.json | 2 +- 5 files changed, 40 insertions(+), 29 deletions(-) diff --git a/plots.ipynb b/plots.ipynb index e078592..051f21e 100644 --- a/plots.ipynb +++ b/plots.ipynb @@ -2,33 +2,20 @@ "cells": [ { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Index(['Unnamed: 0', 'nid', 'location_id', 'year_id', 'sex_id', 'age_cat'], dtype='object')\n", - "(303, 4)\n", - "Index(['Unnamed: 0', 'age_group_id', 'location_id', 'sex_id', 'year_id',\n", - " 'measure_id', 'metric_id', 'stgpr_model_version_id',\n", - " 'modelable_entity_id', 'draw_0',\n", + "Index(['Unnamed: 0', 'age_group_id', 'draw_0', 'draw_1', 'draw_10', 'draw_100',\n", + " 'draw_101', 'draw_102', 'draw_103', 'draw_104',\n", " ...\n", - " 'draw_242', 'draw_243', 'draw_244', 'draw_245', 'draw_246', 'draw_247',\n", - " 'draw_248', 'draw_249', 'age_group_alternative_name',\n", - " 'age_group_years_start'],\n", - " dtype='object', length=261)\n", - " location_id year_id sex_id age_group_years_start\n", - "0 522 1994 1 25\n", - "1 522 1994 1 30\n", - "2 522 1994 1 35\n", - "3 522 1994 1 40\n", - "4 522 1994 1 45\n", - "['25-29 years' '30-34 years' '35-39 years' '40-44 years' '45-49 years'\n", - " '50-54 years' '55-59 years' '60-64 years' '65-69 years' '70-74 years'\n", - " '75-79 years' '80-84 years' '85-89 years' '90-94 years' '95+ years']\n", - "(7200, 4)\n" + " 'draw_99', 'location_id', 'measure_id', 'metric_id',\n", + " 'modelable_entity_id', 'sex_id', 'year_id', 'model_version_id',\n", + " 'age_group_alternative_name', 'age_group_years_start'],\n", + " dtype='object', length=261)\n" ] } ], diff --git a/src/ensemble/distributions.py b/src/ensemble/distributions.py index a5a03b7..bcad809 100644 --- a/src/ensemble/distributions.py +++ b/src/ensemble/distributions.py @@ -160,6 +160,8 @@ class Fisk(Distribution): def support(self) -> Tuple[float, float]: return (0, np.inf) + # when a user passes in a different finite bound (i.e. the lb) + # fit a distribution with a translation in the mean only, no diff to variance b/c scaling doesn't make sense def _create_scipy_dist(self): positive_support(self.mean) @@ -311,8 +313,12 @@ def support(self) -> Tuple[float, float]: return (self.lb, self.ub) def _create_scipy_dist(self) -> None: - # TODO: PUT THE WARNINGS HERE - # FIX THE MEAN, AND THEN DERIVE A FUNCTION IN TERMS OF ALPHA, THEN WARN + if self.mean**2 <= self.variance: + raise ValueError( + "beta distributions do not exist for certain mean and variance " + + "combinations. The supplied variance must be in between " + + "(0, mean^2)" + ) beta_bounds(self.mean) if self.lb != 0 and self.ub != 1: mean = (self.mean - self.lb) / self.width @@ -325,6 +331,7 @@ def _create_scipy_dist(self) -> None: beta = (1 - mean) * (mean - mean**2 - var) / var print(alpha, beta) self._scipy_dist = stats.beta(a=alpha, b=beta) + print(self._scipy_dist.stats("mv")) def rvs(self, *args, **kwds): """defaults to scipy implementation for generating random variates @@ -349,7 +356,7 @@ def pdf(self, x: npt.ArrayLike) -> np.ndarray: np.ndarray PDF evaluated at quantile x """ - return self._stretch(self._scipy_dist.pdf(self._squeeze(x))) + return self._scipy_dist.pdf(self._squeeze(x)) def cdf(self, q: npt.ArrayLike) -> np.ndarray: """defaults to scipy implementation for cumulative density function @@ -364,7 +371,7 @@ def cdf(self, q: npt.ArrayLike) -> np.ndarray: np.ndarray CDF evaluated at quantile q """ - return self._stretch(self._scipy_dist.cdf(self._squeeze(q))) + return self._scipy_dist.cdf(self._squeeze(q)) def ppf(self, p: npt.ArrayLike) -> np.ndarray: """defaults to scipy implementation for percent point function @@ -396,9 +403,9 @@ def stats(self, moments: str) -> Union[float, Tuple[float, ...]]: """ res_list = [] if "m" in moments: - res_list.append(self._stretch(self.mean)) + res_list.append(self._stretch(self._scipy_dist.stats("m"))) if "v" in moments: - res_list.append(self.variance * self.width) + res_list.append(self._scipy_dist.stats("v") * self.width) # res_list = [res[()] for res in res_list] if len(res_list) == 1: diff --git a/src/ensemble/model.py b/src/ensemble/model.py index 512497a..9975a35 100644 --- a/src/ensemble/model.py +++ b/src/ensemble/model.py @@ -1,6 +1,7 @@ from __future__ import annotations import json +import warnings from typing import List, Tuple, Union import cvxpy as cp @@ -38,6 +39,8 @@ def __init__( named_weights: dict, mean: float, variance: float, + lb: float = None, + ub: float = None, ): self._distributions = list(named_weights.keys()) self._weights = list(named_weights.values()) @@ -53,6 +56,18 @@ def __init__( ) self.mean = mean self.variance = variance + if lb is not None and self.cdf(lb) > 0.05: + warnings.warn( + "Ensemble density less than the specified lower bound " + + lb + + " exceeds 0.05. Check for low sample size!" + ) + if ub is not None and (1 - self.cdf(ub)) > 0.05: + warnings.warn( + "Ensemble density greater than the specified upper bound " + + ub + + " exceeds 0.05. Check for low sample size!" + ) def _ppf_to_solve(self, x: float, p: float) -> float: """ensemble_CDF(x) - lower tail probability @@ -145,13 +160,15 @@ def cdf(self, q: npt.ArrayLike) -> np.ndarray: ) ) - def ppf(self, p: npt.ArrayLike) -> np.ndarray: + def ppf(self, p: npt.ArrayLike, uncertainty: bool = True) -> np.ndarray: """percent point function of ensemble distribution Parameters ---------- p : npt.ArrayLike lower tail probability + uncertainty : bool, optional + return a 95% CI using the delta method about p Returns ------- diff --git a/tests/test_distributions.py b/tests/test_distributions.py index ab720d7..662dec5 100644 --- a/tests/test_distributions.py +++ b/tests/test_distributions.py @@ -92,8 +92,8 @@ def test_normal(): def test_beta(): beta = Beta(BETA_MEAN, BETA_VARIANCE) + # beta = Beta(0.5, 0.249) res = beta.stats(moments="mv") - print("resulting mean and var: ", res) assert np.isclose(res[0], BETA_MEAN) assert np.isclose(res[1], BETA_VARIANCE) diff --git a/tests/test_read.json b/tests/test_read.json index 78783c8..5ef17af 100644 --- a/tests/test_read.json +++ b/tests/test_read.json @@ -1 +1 @@ -[{"named_weights": {"normal": 0.5, "gumbel": 0.5}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}] \ No newline at end of file +[{"named_weights": {"normal": 0.5, "gumbel": 0.5}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}, {"named_weights": {"gamma": 0.2, "invgamma": 0.8}, "mean": 1, "variance": 1}] \ No newline at end of file