From eed3372fc81f1c3450a70fe4e8bb80d10cfeee0a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 7 Nov 2024 17:52:57 +0100 Subject: [PATCH 01/95] Add LineSink1D: - first linesink1d commit - add LineSink1DBase, DischargeLineSink1D, LineSink1D and HeadLineSink1D - add example notebook with comparison to analytical solutions. Only single aquifers for now. --- docs/03examples/linesink1d.ipynb | 415 +++++++++++++++++++++++++++++++ ttim/__init__.py | 1 + ttim/linesink1d.py | 240 ++++++++++++++++++ 3 files changed, 656 insertions(+) create mode 100644 docs/03examples/linesink1d.ipynb create mode 100644 ttim/linesink1d.py diff --git a/docs/03examples/linesink1d.ipynb b/docs/03examples/linesink1d.ipynb new file mode 100644 index 0000000..ce1750a --- /dev/null +++ b/docs/03examples/linesink1d.ipynb @@ -0,0 +1,415 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LineSink1D\n", + "\n", + "\n", + "This notebook contains the examples of the LineSink1D element." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import timml\n", + "from scipy.special import erfc\n", + "\n", + "import ttim" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define the analytical solutions for 1D confined flow in a semi-infinite field." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def ierfc(z, n):\n", + " if n == -1:\n", + " return 2 / np.sqrt(np.pi) * np.exp(-z * z)\n", + " elif n == 0:\n", + " return erfc(z)\n", + " else:\n", + " result = -z / n * ierfc(z, n - 1) + 1 / (2 * n) * ierfc(z, n - 2)\n", + " return np.clip(result, a_min=0.0, a_max=None)\n", + "\n", + "\n", + "def bruggeman_123_02(x, t, dh, k, H, S):\n", + " \"\"\"Solution for sudden rise of the water table in a confined aquifer.\n", + "\n", + " From Bruggeman 123.02\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " return dh * erfc(u)\n", + "\n", + "\n", + "def bruggeman_123_03(x, t, a, k, H, S):\n", + " \"\"\"Solution for linear rise of the water table in a confined aquifer.\n", + "\n", + " From Bruggeman 123.03\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " return a * t * ierfc(u, 2) / ierfc(0, 2)\n", + "\n", + "\n", + "def bruggeman_123_05_q(x, t, b, k, H, S):\n", + " \"\"\"Solution for constant infiltration/extraction in a confined aquifer.\n", + "\n", + " From Olsthoorn, Th. 2006. Van Edelman naar Bruggeman. Stromingen 12 (2006) p5-11.\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " s = 2 * b * np.sqrt(t) / np.sqrt(k * H * S) * ierfc(u, 1) / (ierfc(0, 0))\n", + " return s\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# from Analyical Groundwater Modeling, ch. 5\n", + "\n", + "\n", + "def h_edelman(x, t, T, S, delh, t0=0.0):\n", + " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", + " return delh * erfc(u)\n", + "\n", + "\n", + "def Qx_edelman(x, t, T, S, delh, t0=0.0):\n", + " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", + " return T * delh * 2 * u / (x * np.sqrt(np.pi)) * np.exp(-(u**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check implementation of the iterated integral complementary error function.\n", + "\n", + "Compared to figure 3 in [Olsthoorn, (2006)](https://edepot.wur.nl/13730)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = np.linspace(0, 3, 51)\n", + "ierfc_min1 = ierfc(z, -1)\n", + "ierfc0 = ierfc(z, 0)\n", + "plt.plot(z, ierfc_min1, ls=\"dashed\", label=\"ierfc(z, -1)\", lw=1.0, color=\"k\")\n", + "plt.plot(z, ierfc0, ls=\"solid\", label=\"ierfc(z, 0)\", lw=1.0, color=\"k\")\n", + "for n in range(1, 8):\n", + " plt.plot(\n", + " z, ierfc(z, n) / ierfc(0, n), label=f\"ierfc(z, {n}) / ierfc(0, {n})\", lw=1.0\n", + " )\n", + "plt.legend()\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single layer confined aquifer\n", + "\n", + "Example problem confined aquifer." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "k = 5\n", + "H = 10\n", + "Ss = 1e-3 / H\n", + "Q = 2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 0\n", + "No unknowns. Solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=Ss, tmin=1e-3, tmax=1e3, topboundary=\"conf\"\n", + ")\n", + "ls = ttim.DischargeLineSink1D(mlconf, tsandq=[(0, Q)], layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head along $x$ for different times $t$. Compare to analytical solution." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 100, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(-1, 0, 5)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", + " ha = bruggeman_123_05_q(x, t[i], -Q / 2, k, H, Ss * H) # Q/2 because 2-sided flow?\n", + " plt.plot(x, ha, \"k:\")\n", + "plt.plot([], [], \"k:\", label=\"Bruggeman 123.05\")\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"drawdown [m]\")\n", + "plt.grid()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single layer semi-confined aquifer" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 0\n", + "No unknowns. Solution complete\n" + ] + } + ], + "source": [ + "mlsemi = ttim.ModelMaq(\n", + " kaq=k, z=[1, 0, -H], c=[10], tmin=1e-3, tmax=1e3, topboundary=\"semi\"\n", + ")\n", + "ls = ttim.DischargeLineSink1D(mlsemi, tsandq=[(0, Q)], layers=[0])\n", + "mlsemi.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare to TimML steady-state solution" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "mlss = timml.ModelMaq(kaq=k, z=[1, 0, -H], c=[10], topboundary=\"semi\", hstar=0.0)\n", + "ls = timml.LineSink1D(mlss, 0.0, sigls=Q)\n", + "mlss.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head along $x$ for different times $t$." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 100, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(-2, 0, 5)\n", + "\n", + "\n", + "for i in range(len(t)):\n", + " h = mlsemi.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", + "\n", + "hss = mlss.headalongline(x, y)\n", + "plt.plot(x, hss.squeeze(), \"k--\", label=\"Steady-state (TimML)\")\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sudden change in water level" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# from Analyical Groundwater Modeling, ch. 5, p. 72\n", + "k = 10.\n", + "H = 10.\n", + "S = 0.2\n", + "delh = 2.0\n", + "t0 = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 1\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls = ttim.HeadLineSink1D(mlconf, tsandh=[(0, delh)], layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute head along $x$ for t = 1, 10 and 100 days. Compare to analytical solution." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ha = h_edelman(x, t[i], k * H, S, delh, t0)\n", + " plt.plot(x, ha, \"k:\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"head [m]\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "artesia", + "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": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ttim/__init__.py b/ttim/__init__.py index d091ce6..ab2d0d2 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -19,6 +19,7 @@ LineSink, LineSinkDitchString, ) +from .linesink1d import DischargeLineSink1D, HeadLineSink1D, LineSink1D, LineSink1DBase # Import all classes and functions from .model import Model3D, ModelMaq diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py new file mode 100644 index 0000000..84aaa63 --- /dev/null +++ b/ttim/linesink1d.py @@ -0,0 +1,240 @@ +import matplotlib.pyplot as plt +import numpy as np + +from ttim.element import Element +from ttim.equation import HeadEquation + + +class LineSink1DBase(Element): + """LineSink1D Base Class. + + All LineSink1D elements are derived from this class + """ + + def __init__( + self, + model, + xls=0, + tsandbc=[(0, 1)], + res=0, + wh="H", + layers=0, + type="", + name="LineSink1DBase", + label=None, + ): + Element.__init__( + self, + model, + nparam=1, + nunknowns=0, + layers=layers, + tsandbc=tsandbc, + type=type, + name=name, + label=label, + ) + # Defined here and not in Element as other elements can have multiple + # parameters per layers + self.nparam = len(self.layers) + self.xls = float(xls) + self.res = np.atleast_1d(res).astype(np.float64) + self.wh = wh + self.model.addelement(self) + + def __repr__(self): + return self.name + " at " + str(self.xls) + + def initialize(self): + # Control point to make sure the point is always the same for + # all elements + self.xc = np.array([self.xls]) + self.yc = np.zeros(1) + self.ncp = 1 + self.aq = self.model.aq.find_aquifer_data(self.xc[0], self.yc[0]) + self.setbc() + coef = self.aq.coef[self.layers, :] + self.setflowcoef() + # term is shape (self.nparam,self.aq.naq,self.model.npval) + self.term = self.flowcoef * coef + self.term2 = self.term.reshape( + self.nparam, self.aq.naq, self.model.nint, self.model.npint + ) + self.dischargeinf = self.flowcoef * coef + self.dischargeinflayers = np.sum( + self.dischargeinf * self.aq.eigvec[self.layers, :, :], 1 + ) + if isinstance(self.wh, str): + if self.wh == "H": + self.wh = self.aq.Haq[self.layers] + elif self.wh == "2H": + self.wh = 2.0 * self.aq.Haq[self.layers] + else: + self.wh = np.atleast_1d(self.wh) * np.ones(self.nlayers) + # Q = (h - hls) / resfach + self.resfach = self.res / (self.wh) + # Q = (Phi - Phils) / resfacp + self.resfacp = self.resfach * self.aq.T[self.layers] + + def setflowcoef(self): + """Separate function so that this can be overloaded for other types.""" + self.flowcoef = 1.0 / self.model.p # Step function + + def potinf(self, x, _, aq=None): + """Can be called with only one x value.""" + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x - self.xls) < 0.0: + pot = -0.5 * aq.lab * np.exp((x - self.xls) / aq.lab) + elif (x - self.xls) >= 0.0: + pot = -0.5 * aq.lab * np.exp(-(x - self.xls) / aq.lab) + else: + raise ValueError("Something wrong with passed x value.") + rv[:] = self.term * pot + return rv + + def disvecinf(self, x, y, aq=None): + """Can be called with only one x,y value.""" + if aq is None: + aq = self.model.aq.find_aquifer_data(x, y) + rvx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + rvy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x - self.xls) < 0.0: + qx = 0.5 * np.exp((x - self.xls) / aq.lab) + elif (x - self.xls) >= 0.0: + qx = -0.5 * np.exp(-(x - self.xls) / aq.lab) + else: + raise ValueError("Something wrong with passed x value.") + rvx[:] = self.term * qx + return rvx, rvy + + def changetrace( + self, xyzt1, xyzt2, aq, layer, ltype, modellayer, direction, hstepmax + ): + raise NotImplementedError("changetrace not implemented for this element") + + def plot(self, ax=None): + if ax is None: + _, ax = plt.subplots() + for ilay in self.layers: + ax.plot( + [self.xls, self.xls], + [self.model.aq.zaqtop[ilay], self.model.aq.zaqbot[ilay]], + "k-", + ) + + +class DischargeLineSink1D(LineSink1DBase): + r"""Linesink1D with a specified discharge for each layer that the linesink. + + Parameters + ---------- + model : Model object + model to which the element is added + x : float + x-coordinate of the linesink + tsandq : list of tuples + tuples of starting time and specific discharge after starting time + res : float + resistance of the linesink + layers : int, array or list + layer (int) or layers (list or array) in which linesink is located + label : string or None (default: None) + label of the linesink + + Examples + -------- + Example of an infinitely long linesink that pumps with a specific discharge of + 100 between times 10 and 50, with a specific discharge of 20 between + times 50 and 200, and zero speficic discharge after time 200. + + >>> DischargeLineSink1D(ml, tsandq=[(10, 100), (50, 20), (200, 0)]) + """ + + def __init__( + self, model, xls=0, tsandq=[(0, 1)], res=0, wh="H", layers=0, label=None + ): + super().__init__( + model, + xls, + tsandbc=tsandq, + res=res, + wh=wh, + layers=layers, + type="g", + name="DischargeLineSink1D", + label=label, + ) + + +# TODO: add equation for dividing discharge over layers: +class LineSink1D(LineSink1DBase): + r"""Linesink1D with a specified discharge. + + Parameters + ---------- + model : Model object + model to which the element is added + x : float + x-coordinate of the linesink + tsandq : list of tuples + tuples of starting time and specific discharge after starting time + res : float + resistance of the linesink + layers : int, array or list + layer (int) or layers (list or array) in which linesink is located + label : string or None (default: None) + label of the linesink + + Examples + -------- + Example of an infinitely long linesink that pumps with a specific discharge of + 100 between times 10 and 50, with a specific discharge of 20 between + times 50 and 200, and zero speficic discharge after time 200. + + >>> DischargeLineSink1D(ml, tsandq=[(10, 100), (50, 20), (200, 0)]) + """ + + def __init__( + self, model, xls=0, tsandq=[(0, 1)], res=0, wh="H", layers=0, label=None + ): + super().__init__( + model, + xls, + tsandbc=tsandq, + res=res, + wh=wh, + layers=layers, + type="g", + name="DischargeLineSink1D", + label=label, + ) + + +class HeadLineSink1D(LineSink1DBase, HeadEquation): + def __init__( + self, model, xls=0, tsandh=[(0, 1)], res=0, wh="H", layers=0, label=None + ): + super().__init__( + model, + xls, + tsandbc=tsandh, + res=res, + wh=wh, + layers=layers, + type="v", + name="HeadLineSink1D", + label=label, + ) + self.nunknowns = self.nparam + + def initialize(self): + super().initialize() + self.parameters = np.zeros( + (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex + ) + # Needed in solving, solve for a unit head + self.pc = self.aq.T[self.layers] From 96119ac84c5cf3823b22f963dd7807c038d75788 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 7 Nov 2024 17:55:56 +0100 Subject: [PATCH 02/95] ruff --- docs/03examples/linesink1d.ipynb | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/docs/03examples/linesink1d.ipynb b/docs/03examples/linesink1d.ipynb index ce1750a..8f8e408 100644 --- a/docs/03examples/linesink1d.ipynb +++ b/docs/03examples/linesink1d.ipynb @@ -75,8 +75,7 @@ " beta = np.sqrt(S / (k * H))\n", " u = beta * x / (2 * np.sqrt(t))\n", " s = 2 * b * np.sqrt(t) / np.sqrt(k * H * S) * ierfc(u, 1) / (ierfc(0, 0))\n", - " return s\n", - "\n" + " return s" ] }, { @@ -217,7 +216,7 @@ "plt.legend()\n", "plt.xlabel(\"x [m]\")\n", "plt.ylabel(\"drawdown [m]\")\n", - "plt.grid()\n" + "plt.grid()" ] }, { @@ -321,8 +320,8 @@ "outputs": [], "source": [ "# from Analyical Groundwater Modeling, ch. 5, p. 72\n", - "k = 10.\n", - "H = 10.\n", + "k = 10.0\n", + "H = 10.0\n", "S = 0.2\n", "delh = 2.0\n", "t0 = 0.0" From c2dcd7fe14272d5b3ed605b2c606abef5176d761 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 8 Nov 2024 09:02:05 +0100 Subject: [PATCH 03/95] add timml for linesink1d notebook --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index e01bbb8..ac26f38 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,6 +51,7 @@ ci = [ "jupyter", "shapely", "coveralls", + "timml", ] docs = [ "ttim[ci]", From 1645f33b679a5bfd327c67a56d40731ff4780ac0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 8 Nov 2024 11:17:47 +0100 Subject: [PATCH 04/95] add linedoublet1d - add 1d leaky wall - add example in notebook --- ttim/__init__.py | 1 + ttim/linedoublet1d.py | 160 ++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 161 insertions(+) create mode 100644 ttim/linedoublet1d.py diff --git a/ttim/__init__.py b/ttim/__init__.py index ab2d0d2..801e877 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -12,6 +12,7 @@ from .circareasink import CircAreaSink from .fit import Calibrate from .linedoublet import LeakyLineDoublet, LeakyLineDoubletString +from .linedoublet1d import LeakyLineDoublet1D, LineDoublet1DBase from .linesink import ( HeadLineSink, HeadLineSinkHo, diff --git a/ttim/linedoublet1d.py b/ttim/linedoublet1d.py new file mode 100644 index 0000000..000c1d6 --- /dev/null +++ b/ttim/linedoublet1d.py @@ -0,0 +1,160 @@ +import matplotlib.pyplot as plt +import numpy as np + +from ttim.element import Element +from ttim.equation import LeakyWallEquation + + +class LineDoublet1DBase(Element): + """LineDoublet1D Base Class. + + All LineDoublet1D elements are derived from this class + """ + + def __init__( + self, + model, + xld=0, + tsandbc=[(0, 0)], + res="imp", + layers=0, + type="", + name="LineDoublet1DBase", + label=None, + ): + Element.__init__( + self, + model, + nparam=1, + nunknowns=0, + layers=layers, + tsandbc=tsandbc, + type=type, + name=name, + label=label, + ) + # Defined here and not in Element as other elements can have multiple + # parameters per layers + self.nparam = len(self.layers) + self.xld = float(xld) + if res == "imp": + self.res = np.inf + else: + self.res = float(res) + self.model.addelement(self) + + def __repr__(self): + return self.name + " at " + str(self.xld) + + def initialize(self): + # control point just on the positive side + self.xc = np.array([self.xld + 1e-6]) + self.yc = np.zeros(1) + # control point on the negative side + self.xcneg = np.array([self.xld - 1e-6]) + self.ycneg = np.zeros(1) + self.cosout = -np.ones(1) + self.sinout = np.zeros(1) + + self.ncp = 1 + self.aq = self.model.aq.find_aquifer_data(self.xc[0], self.yc[0]) + self.setbc() + coef = self.aq.coef[self.layers, :] + self.setflowcoef() + # term is shape (self.nparam,self.aq.naq,self.model.npval) + self.term = self.flowcoef * coef + self.term2 = self.term.reshape( + self.nparam, self.aq.naq, self.model.nint, self.model.npint + ) + self.dischargeinf = self.flowcoef * coef + self.dischargeinflayers = np.sum( + self.dischargeinf * self.aq.eigvec[self.layers, :, :], 1 + ) + self.resfac = self.aq.Haq[self.layers] / self.res + + def setflowcoef(self): + """Separate function so that this can be overloaded for other types.""" + self.flowcoef = 1.0 / self.model.p # Step function + + def potinf(self, x, _, aq=None): + """Can be called with only one x value.""" + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x - self.xld) < 0.0: + pot = -0.5 * np.exp((x - self.xld) / aq.lab) + elif (x - self.xld) >= 0.0: + pot = 0.5 * np.exp(-(x - self.xld) / aq.lab) + else: + raise ValueError("Something wrong with passed x value.") + rv[:] = self.term * pot + return rv + + def disvecinf(self, x, y, aq=None): + """Can be called with only one x,y value.""" + if aq is None: + aq = self.model.aq.find_aquifer_data(x, y) + rvx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + rvy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x - self.xld) < 0.0: + qx = 0.5 * np.exp((x - self.xld) / aq.lab) / aq.lab + elif (x - self.xld) >= 0.0: + qx = 0.5 * np.exp(-(x - self.xld) / aq.lab) / aq.lab + else: + raise ValueError("Something wrong with passed x value.") + rvx[:] = self.term * qx + return rvx, rvy + + def changetrace( + self, xyzt1, xyzt2, aq, layer, ltype, modellayer, direction, hstepmax + ): + raise NotImplementedError("changetrace not implemented for this element") + + def plot(self, ax=None): + if ax is None: + _, ax = plt.subplots() + for ilay in self.layers: + ax.plot( + [self.xld, self.xld], + [self.model.aq.zaqtop[ilay], self.model.aq.zaqbot[ilay]], + "k-", + ) + + +class LeakyLineDoublet1D(LineDoublet1DBase, LeakyWallEquation): + r"""Leaky line doublet with specified resistance. + + Parameters + ---------- + model : Model object + model to which the element is added + xld : float + x-coordinate of the line doublet + res : float + resistance of the line doublet + layers : int, array or list + layer (int) or layers (list or array) in which line doublet is located + label : string or None (default: None) + label of the element + """ + + def __init__(self, model, xld=0, res="imp", layers=0, label=None): + super().__init__( + model, + xld, + tsandbc=[(0, 0)], + res=res, + layers=layers, + type="z", + name="LeakyLineDoublet1D", + label=label, + ) + self.nunknowns = self.nparam + + def initialize(self): + super().initialize() + self.parameters = np.zeros( + (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex + ) From 7ba144d1092d7ad9f25471679fcc2c78c87d0b38 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 8 Nov 2024 11:18:40 +0100 Subject: [PATCH 05/95] add linedoublet1d - add 1d leaky wall - add example in notebook --- docs/03examples/1d_elements.ipynb | 503 ++++++++++++++++++++++++++++++ docs/03examples/linesink1d.ipynb | 414 ------------------------ 2 files changed, 503 insertions(+), 414 deletions(-) create mode 100644 docs/03examples/1d_elements.ipynb delete mode 100644 docs/03examples/linesink1d.ipynb diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb new file mode 100644 index 0000000..c325c7b --- /dev/null +++ b/docs/03examples/1d_elements.ipynb @@ -0,0 +1,503 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LineSink1D and LineDoublet1D\n", + "\n", + "\n", + "This notebook contains the examples of the LineSink1D and LineDoublet1D elements." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import timml\n", + "from scipy.special import erfc\n", + "\n", + "import ttim\n", + "\n", + "plt.rcParams[\"figure.figsize\"] = (10, 4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define the analytical solutions for 1D confined flow in a semi-infinite field." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def ierfc(z, n):\n", + " if n == -1:\n", + " return 2 / np.sqrt(np.pi) * np.exp(-z * z)\n", + " elif n == 0:\n", + " return erfc(z)\n", + " else:\n", + " result = -z / n * ierfc(z, n - 1) + 1 / (2 * n) * ierfc(z, n - 2)\n", + " return np.clip(result, a_min=0.0, a_max=None)\n", + "\n", + "\n", + "def bruggeman_123_02(x, t, dh, k, H, S):\n", + " \"\"\"Solution for sudden rise of the water table in a confined aquifer.\n", + "\n", + " From Bruggeman 123.02\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " return dh * erfc(u)\n", + "\n", + "\n", + "def bruggeman_123_03(x, t, a, k, H, S):\n", + " \"\"\"Solution for linear rise of the water table in a confined aquifer.\n", + "\n", + " From Bruggeman 123.03\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " return a * t * ierfc(u, 2) / ierfc(0, 2)\n", + "\n", + "\n", + "def bruggeman_123_05_q(x, t, b, k, H, S):\n", + " \"\"\"Solution for constant infiltration/extraction in a confined aquifer.\n", + "\n", + " From Olsthoorn, Th. 2006. Van Edelman naar Bruggeman. Stromingen 12 (2006) p5-11.\n", + " \"\"\"\n", + " beta = np.sqrt(S / (k * H))\n", + " u = beta * x / (2 * np.sqrt(t))\n", + " s = 2 * b * np.sqrt(t) / np.sqrt(k * H * S) * ierfc(u, 1) / (ierfc(0, 0))\n", + " return s" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# from Analyical Groundwater Modeling, ch. 5\n", + "\n", + "\n", + "def h_edelman(x, t, T, S, delh, t0=0.0):\n", + " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", + " return delh * erfc(u)\n", + "\n", + "\n", + "def Qx_edelman(x, t, T, S, delh, t0=0.0):\n", + " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", + " return T * delh * 2 * u / (x * np.sqrt(np.pi)) * np.exp(-(u**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check implementation of the iterated integral complementary error function.\n", + "\n", + "Compared to figure 3 in [Olsthoorn, (2006)](https://edepot.wur.nl/13730)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = np.linspace(0, 3, 51)\n", + "ierfc_min1 = ierfc(z, -1)\n", + "ierfc0 = ierfc(z, 0)\n", + "plt.plot(z, ierfc_min1, ls=\"dashed\", label=\"ierfc(z, -1)\", lw=1.0, color=\"k\")\n", + "plt.plot(z, ierfc0, ls=\"solid\", label=\"ierfc(z, 0)\", lw=1.0, color=\"k\")\n", + "for n in range(1, 8):\n", + " plt.plot(\n", + " z, ierfc(z, n) / ierfc(0, n), label=f\"ierfc(z, {n}) / ierfc(0, {n})\", lw=1.0\n", + " )\n", + "plt.legend()\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single layer confined aquifer\n", + "\n", + "Example problem confined aquifer." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "k = 5\n", + "H = 10\n", + "Ss = 1e-3 / H\n", + "Q = 2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 0\n", + "No unknowns. Solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=Ss, tmin=1e-3, tmax=1e3, topboundary=\"conf\"\n", + ")\n", + "ls = ttim.DischargeLineSink1D(mlconf, tsandq=[(0, Q)], layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head along $x$ for different times $t$. Compare to analytical solution." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 100, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(-1, 0, 5)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", + " ha = bruggeman_123_05_q(x, t[i], -Q / 2, k, H, Ss * H) # Q/2 because 2-sided flow?\n", + " plt.plot(x, ha, \"k:\")\n", + "plt.plot([], [], \"k:\", label=\"Bruggeman 123.05\")\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"drawdown [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single layer semi-confined aquifer" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 0\n", + "No unknowns. Solution complete\n" + ] + } + ], + "source": [ + "mlsemi = ttim.ModelMaq(\n", + " kaq=k, z=[1, 0, -H], c=[10], tmin=1e-3, tmax=1e3, topboundary=\"semi\"\n", + ")\n", + "ls = ttim.DischargeLineSink1D(mlsemi, tsandq=[(0, Q)], layers=[0])\n", + "mlsemi.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare to TimML steady-state solution" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "mlss = timml.ModelMaq(kaq=k, z=[1, 0, -H], c=[10], topboundary=\"semi\", hstar=0.0)\n", + "ls = timml.LineSink1D(mlss, 0.0, sigls=Q)\n", + "mlss.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head along $x$ for different times $t$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 100, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(-2, 0, 5)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlsemi.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", + "\n", + "hss = mlss.headalongline(x, y)\n", + "plt.plot(x, hss.squeeze(), \"k--\", label=\"Steady-state (TimML)\")\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"drawdown [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sudden change in water level" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# from Analyical Groundwater Modeling, ch. 5, p. 72\n", + "k = 10.0\n", + "H = 10.0\n", + "S = 0.2\n", + "delh = 2.0\n", + "t0 = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 1\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls = ttim.HeadLineSink1D(mlconf, tsandh=[(0, delh)], layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute head along $x$ for t = 1, 10 and 100 days. Compare to analytical solution." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ha = h_edelman(x, t[i], k * H, S, delh, t0)\n", + " plt.plot(x, ha, \"k:\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"head [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Leaky Wall\n", + "\n", + "Use the previous problem but add a leaky wall at x=100 m with resistance 10 days." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# from Analyical Groundwater Modeling, ch. 5, p. 72\n", + "k = 10.0\n", + "H = 10.0\n", + "S = 0.2\n", + "delh = 2.0\n", + "t0 = 0.0\n", + "\n", + "# add leaky wall with resistance\n", + "res = 10.0" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 2\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0])\n", + "ld = ttim.LeakyLineDoublet1D(mlconf, xls=100.0, res=res, layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.0f} d\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"head [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "artesia", + "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": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/03examples/linesink1d.ipynb b/docs/03examples/linesink1d.ipynb deleted file mode 100644 index 8f8e408..0000000 --- a/docs/03examples/linesink1d.ipynb +++ /dev/null @@ -1,414 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# LineSink1D\n", - "\n", - "\n", - "This notebook contains the examples of the LineSink1D element." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import timml\n", - "from scipy.special import erfc\n", - "\n", - "import ttim" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Define the analytical solutions for 1D confined flow in a semi-infinite field." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def ierfc(z, n):\n", - " if n == -1:\n", - " return 2 / np.sqrt(np.pi) * np.exp(-z * z)\n", - " elif n == 0:\n", - " return erfc(z)\n", - " else:\n", - " result = -z / n * ierfc(z, n - 1) + 1 / (2 * n) * ierfc(z, n - 2)\n", - " return np.clip(result, a_min=0.0, a_max=None)\n", - "\n", - "\n", - "def bruggeman_123_02(x, t, dh, k, H, S):\n", - " \"\"\"Solution for sudden rise of the water table in a confined aquifer.\n", - "\n", - " From Bruggeman 123.02\n", - " \"\"\"\n", - " beta = np.sqrt(S / (k * H))\n", - " u = beta * x / (2 * np.sqrt(t))\n", - " return dh * erfc(u)\n", - "\n", - "\n", - "def bruggeman_123_03(x, t, a, k, H, S):\n", - " \"\"\"Solution for linear rise of the water table in a confined aquifer.\n", - "\n", - " From Bruggeman 123.03\n", - " \"\"\"\n", - " beta = np.sqrt(S / (k * H))\n", - " u = beta * x / (2 * np.sqrt(t))\n", - " return a * t * ierfc(u, 2) / ierfc(0, 2)\n", - "\n", - "\n", - "def bruggeman_123_05_q(x, t, b, k, H, S):\n", - " \"\"\"Solution for constant infiltration/extraction in a confined aquifer.\n", - "\n", - " From Olsthoorn, Th. 2006. Van Edelman naar Bruggeman. Stromingen 12 (2006) p5-11.\n", - " \"\"\"\n", - " beta = np.sqrt(S / (k * H))\n", - " u = beta * x / (2 * np.sqrt(t))\n", - " s = 2 * b * np.sqrt(t) / np.sqrt(k * H * S) * ierfc(u, 1) / (ierfc(0, 0))\n", - " return s" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# from Analyical Groundwater Modeling, ch. 5\n", - "\n", - "\n", - "def h_edelman(x, t, T, S, delh, t0=0.0):\n", - " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", - " return delh * erfc(u)\n", - "\n", - "\n", - "def Qx_edelman(x, t, T, S, delh, t0=0.0):\n", - " u = np.sqrt(S * x**2 / (4 * T * (t - t0)))\n", - " return T * delh * 2 * u / (x * np.sqrt(np.pi)) * np.exp(-(u**2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Check implementation of the iterated integral complementary error function.\n", - "\n", - "Compared to figure 3 in [Olsthoorn, (2006)](https://edepot.wur.nl/13730)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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JQUGBUWkLjU80RpoopVLJ9u3bGT58ODNnzuT48eNGjakKgtA4/Pz8iI+Pb5S87u8Z8fPzq3UaCoWC+Ph4FAqF3jkbGxvd15aWljX+zjFkB3InJydycnIqHI+OjmbWrFlERkbq9b4YwtXVlczMTL1jWVlZwB89JOWys7ONbugIjU80RpowKysr9u7di1qtFg0RQWiirKysatVDURtarZa8vDzs7OxqvUy2e/fuaDQasrKyjJqnURlbW1u8vb05dOgQw4YNqzK/xMREvWMXL15k/PjxhIWFMW7cOKPz7devH2FhYajVaszNzQE4cOAA7u7uesM3KSkpFBUV0b17d6PzEBqXmMDaxDk5OeHu7k5WVhbTp08nPz/f1EUSBKEZ8/X1ZdKkSUyePJmdO3eSkpJCXFwcq1atYt++fUant3TpUtasWcO6deu4cOECCQkJfPLJJ7rzI0eO1Iv1UVhYSHBwMP7+/kyfPp3MzEzdy1DPPvssKpWKKVOmcPbsWb755htWrFjB/Pnz9f5wi42NxcfHh3bt2hn9XELjEo2RZiI9PZ3IyEiefvppSktLTV0cQRCasYiICCZPnsyCBQvo0KEDY8aM4fjx47Rp08botF544QXWrl3L+vXr6dy5M6NHj9ZblfPcc8+RmJjI+fPnAbhx4wbJyckcPnwYd3d33NzcdK9yQ4cOZcqUKVXmaW9vz8GDB0lLSyMgIIBXXnmF+fPnM3/+fL3rduzYQWhoqNHPJJiA1Azk5uZKgJSbm1uv6arVamnXrl2SWq2u13Qbyvfffy8plUpp2rRpklarbfT8m1t9mZKoK8M1p7oqLCyUEhMTpcLCQpPkr9FopJycHEmj0Zgk/9patGiRNH36dIOv9/LykiIiIuqU56lTpyRnZ2cpOzu7Tuk8DOr6c1Xd+8LQz2/RM9KMBAYGsmXLFrZs2aLXDSoIgtCULVmyBC8vL4O2ukhOTsbW1pbJkyfXKc/09HQ2bNiAvb19ndIRGoeYwNrMPP/88yQmJmJtbW3qogiCIBjE3t6esLAwg6718/PjzJkzdc4zMDCQvLy8OqcjNA7RGGmGVq5cqfu6pKQEMzMzE5ZGEARBEOpGDNM0Y2+++Sbjxo1r1G25BUEQBKG+icZIM9avXz/27t3LmjVrTF0UQRAEQag10Rhpxp588klef/113njjDb11/IIgCILQnBjdGDly5AjBwcG4u7sjk8nYtWtXjff8+OOP9OzZEwsLC3x8fNi4cWNtyipUYvny5fTv35+//vWv3Lx509TFEQRBEASjGd0Yyc/Pp1u3bnz66acGXZ+SksITTzzBoEGDOHnyJGFhYcyePZsdO3YYXVihIqVSSWRkJBMnTtTbV0IQBEEQmgujV9MEBQUZtaX9xo0b8fT0ZO3atQB07NiREydOsHr1asaPH29s9vXuVnqaqYtQZx4eHrp5I9nZ2bRs2dLEJRIEQRAEwzX40t7Y2FgCAwP1jo0cOZLw8PAql6UWFxdTXFys+758rXhJSQklJSX1Vrbd81YywnoIP3/7HX2fNLyB1VSdPHmSxx57jJ07dzJ06NB6T7+87uvz/+BBJerKcM2prkpKSpAkCa1Wa5JVbJIk6f41Jv/hw4fTrVs3PvroozqXYdmyZWzcuJGsrCx27NjBU089VeM9hw8f5tVXX+Xs2bO13uDPWJ9++infffcde/furfP/1YNef1X9XBUXF9OhQwd27NhBz549q7xfq9UiSRIlJSUVdoI29H3d4I2RzMzMCls6u7i4UFpayq1bt/T2Iyi3cuVKli1bVuH4gQMHsLKyqreyldjIkSMn8dsfyJZJ9ZauqWg0Gtq2bcvEiRP58MMPadGiRYPkc/DgwQZJ90Ek6spwzaGulEolrq6u3Lt3D7VabbJy3L1716jrIyIiUCqVdQ4Cdv78ed59912++uorAgICcHBwMCjNRYsWMXfuXO7du1en/MsVFRUxf/58fv31V3777TdGjhzJtm3b9K6ZOHEiK1as4MCBA/Tr16/GNF955RVatWrF0qVLK5xrivUXExPDkiVLSE5OxtXVldmzZzNt2jSjyrNnzx62bt3Kr7/+SnZ2NkeOHOHRRx/Vu2bmzJksWrSo2vmharWawsJCjhw5UmHvtIKCAoPK0ihBz+7fRRH+aIX9+Xi5N954Q2/Do7y8PNq0aUNgYCB2dnb1Vq6cR3ui3pSCMw4MHTq0Xhs6ptK7d2969erFP//5T7777rsKrdS6KCkp4eDBg4wYMUIEWquBqCvDNae6Kioq4tq1a9jY2GBhYdHo+UuSxN27d7G1ta3y92dl6vp7U6PRIJPJuHHjBgB//etfDc7/2LFjXL58mcmTJ9dbnSkUCuzs7JgzZw47d+5EqVRWeEZJkggJCSEiIoKRI0dWm55Wq+XgwYPs2rWr0rpqavWXkpLC008/TWhoKNu2bSMmJoZXX32VNm3aGDX9QavVMnjwYCZOnMjLL7+MlZVVhWedNm0ab7/9NtevX6djx46VplNUVISlpSWDBw+u8H9scAOuVrvi/A6Qvvnmm2qvGTRokDR79my9Yzt37pSUSqXBG2M15EZ5vy38Tjo4Y520fsPGek3blKKjoyWZTCb94x//qNd0m9OGZqYm6spwzamumutGeUOGDJHmzJmj+764uFhatGiR5O7uLllZWUm9e/eWfvjhB935iIgIyd7eXtqzZ4/UsWNHSaFQSJMnT5YAvVe58PBwqVOnTpK5ubnk6uoqzZw5U3du1qxZUkhIiF55vLy8KqRV24+jF154QRo7dmyF4xqNRtq7d69kbm4uFRQUVJvGkSNHpFatWlVZr02t/hYvXiz5+fnpHXv55Zelvn37VvucVbl06ZIESPHx8ZWeHzp0qPTWW29VeX+z2CivX79+FbpfDxw4QEBAQJP4Kyi/5C5WCls+/WrHAxPJdMiQIWzatImQkBBTF0UQhCZo6tSpxMTEsH37dk6fPs2ECRMYNWoUFy5c0F1TUFDAypUr2bx5M+fOnWPdunVEREQAkJGRQUZGBgAbNmxg5syZTJ8+nTNnzhAVFUX79u116Rw5coSAgAC9/OPi4nRppKWl0bdvXwYNGlTvz+nv709JSQm//PJLtddFRUURHBxs8HwMU9dfVXMxT5w40SBzr3r37s3Ro0frPd37GT1Mc+/ePS5evKj7PiUlhV9//ZWWLVvi6enJG2+8wfXr1/nXv/4FwIwZM/j000+ZP38+L730ErGxsYSHhxMZGVl/T1EH+dp72JrZ0cZVzrfffktwcLCpi1QvQkNDgbKxZUtLS5RKsQ2RIDSEQrWGSzfrZy5ETbRaLfn5+VjflXjExQ5Lc+OHYS9dukRkZCRpaWm4u7sDsHDhQvbv309ERAQrVqwAyobP1q9fT7du3XT3Ojg4AODq6qo79t5777FgwQLmzJmjO9arVy/d16mpqbp8yjk7O+u+njNnDhkZGcTFxRn9LDWxtrbGwcGB1NRUhgwZUuV1UVFRrF692qA0m0L91WYuZl14eHiQmppar2n+mdGfUCdOnGDYsGG678vndrzwwgts3bqVjIwMrl69qjvftm1b9u3bx7x58/jss89wd3dn3bp1TWJZL0ChUo2bwo5+bcz48MMPH5jGCJS1zP39/Zk+fTqvvfaaqYsjCA+kSzfvMfqTxo+AvHfWQLp42Bt9X0JCApIk4evrq3e8uLgYR0dH3ffm5uZ07dq12rSysrJIT0/nscceq/KawsLCKueKbNq0ifDwcGJiYvQaKPXJ0tKy2kmUSUlJpKWl8fjjjxuUXlOpP2PnYtZFTXVYH4xujAwdOlT30JXZunVrhWNDhgwhISHB2KwahcZehXmhBW73bDiacJyEhAR69Ohh6mLVCysrK8aNG8fbb79NcHAwnTp1MnWRBOGB087Zhr2zBjZKXrqeEWtr2jnXLsihVqtFoVAQHx9fYYL7/YETLS0ta/xgs7S0rDE/JycncnJyKhyPjo5m1qxZREZG6vUe1Lfs7OxqGzpRUVGMGDHCoGeBplF/rq6uZGZm6h3LyspCqVTqNYjqS011WB8e+r57jbsVXAI7tRtevUfx4Ycf8tVXX5m6WPXm3XffZc+ePUyZMoVjx46J4RpBqGeW5opa9VDUhlarJS9Php2dXa3jTXTv3h2NRkNWVlad52nY2tri7e3NoUOH9HrM/5xfYmKi3rGLFy8yfvx4wsLCGDduXJ3KUJ2UlBSKioro3r17ldfs3r1bN6xtiKZQf/369WPPnj16xxpyLubZs2errcP68NBvlFfa0hwAK1krhvb359///jdpac0/Kms5S0tLtm7dSnx8vMFjooIgPLh8fX2ZNGkSkydPZufOnaSkpBAXF8eqVavYt2+f0ektXbqUNWvWsG7dOi5cuEBCQgKffPKJ7vzIkSP1NvIsLCwkODhYN4ScmZmpexkjMTFRFx8jNzeXX3/9lV9//VXvmtjYWHx8fGjXrl2laWRlZREXF8fo0aMNztfU9QdlczGvXLnC/PnzSUpKYsuWLYSHh7Nw4UKj8s7OzubXX3/VNXbOnz/Pr7/+WuH/4ujRoxUmzNa3h74xIillFJbmY620o5XsAtb2LVi3bp2pi1Wv+vbty9///ne9SVGCIDy8IiIimDx5MgsWLKBDhw6MGTOG48eP06ZNG6PTeuGFF1i7di3r16+nc+fOjB49Wm9VyXPPPUdiYiLnz58H4MaNGyQnJ3P48GHc3d1xc3PTvcoNHTqUKVOmVJvvE088Qffu3dmzZw/R0dF07969wl/vO3bsqLbXY8+ePfTp04dWrVoZ9cymrD/4Yy5mdHQ0/v7+LF++vMJczOjoaGQyWbUTT6OioujevbturuSzzz5L9+7d9TazjY2NJTc3t8FXZ8qk6iaANBF5eXnY29uTm5tbr0HPSkpK2LdvH95HSilQ5xPrtJmTBU+y5/OVXLt2DVtb23rLq6koD9tbm2Bo5fX1xBNPNIll2U2ZqCvDNae6KioqIiUlhbZt25ok6FnZME1enYZpTGHx4sXk5uby+eefG3S9t7c3S5curbFBUp3Tp0/z+OOPc/78+SqjUY8ZM4aBAweyePHiWufTGIytPyibv/n++++TmJhY4/uqup+rCRMm0L17d8LCwqq8v7r3haGf383np7kBaS3BRmmN/b1cWnYeTH5+Plu2bDF1seqdRqMhKCiIv//976YuiiAID5ElS5bg5eWFRqOp8drk5GRsbW2ZPHlynfJMT09nw4YN2NtXPZ9n4MCBPPPMM3XKpzEYU3/l9u/fz4oVK+rUwC8uLqZbt27Mmzev1mkYSjRGADM3W2zM7FHnunI1LZWnJ05k7dq1FWLsN3cKhQJ/f3+WLl3K2bNnTV0cQRAeEvb29oSFhRnUI+vn58eZM2fq3PMTGBhY7ZJZKOtxqM3QSmMzpv7Kbd++nQkTJtQpX5VKxZtvvmnwSqO6EI0RwL69C2ZyFWYFXnjeO8W4abNITU2tdmOg5mrZsmW0a9eOqVOnPnCNLUEQBKF5Eo0RwN63LLqdndyVRy0SyZQ5MnToUNasWWPiktU/CwsLtm7dSkJCghiuEQRBEJoE0RgBLFzskCQJazMHHCwvczg5iwULFvDzzz9z7NgxUxev3vXu3Zu333672rFUQRAEQWgsIgIWIDOTU6QtQGVuTWb+XS5nX6Xvc0/RoUMHPvzwQ/r372/qIta7d955x9RFEARBEARA9IzoqM1KsFZakJNrR0/Zbxy9eIt58+bxzTffcPnyZVMXr0FoNBrmzp3L//3f/5m6KIIgCMJDTDRGfidrYY6t0gbZnTYE2adwKCmLyZMn07JlSz7++GNTF69BKBQKMjIymDdvHnfu3DF1cQRBEISHlGiM/M6qjQM2Zg7Y5jvhY36eI7/dRGmu4pVXXiE8PLzSjZ4eBB9++CEFBQW8+eabpi6KIAiC8JASjZHf2fm0Qik3x0bmwk3NVdRF+cRfyeGVV16htLSUTZs2mbqIDcLDw4N3332X9evXEx8fb+riCILQAIYOHcrcuXPrJa2lS5fi4uKCTCYzOPzB4cOH8fPzQ6vV1ksZDPHZZ5/VW0Czh7H+oCzomaenZ6N8NojGyO9svMr2JlCZt+A3rZzB1tf4ITkLFxcXnn/+eT7++GPUarWJS9kwZs2aRdeuXfn+++9NXRRBEBrAzp07Wb58eZ3TSUpKYtmyZXz++edkZGQQFBRk0H2LFy9myZIl9RbCPjo6mrFjx+Lm5oa1tTX+/v5s27ZN75rQ0FBOnjxZYZO5qkyZMoXXX3+90nNNsf5+/PFHevbsiYWFBT4+Pnr7yRiipKSE1157jUcffRRbW1s6duzICy+8QHp6uu4alUrFwoULee2114xKuzZEY+R3Zo6WSJIWMwtrbt2zYpzjFQ4lZwEwf/58MjIyiIyMNHEpG4ZSqeTYsWPV7j0gCELz1bJlyzrttaXRaNBqtVy6dAmAsWPH4urqikqlqvHeY8eOceHChTpHA/1zml27dmXHjh2cPn2aadOmMXnyZPbs2aO7RqVSERISwqefflpjelqtlm+//ZaxY8dWer6p1V9KSgpPPPEEgwYN4uTJk4SFhTF79mx27NhhcJkKCgpISEjgrbfe4sSJE/zrX//iwoULjBkzRu+6SZMmcfToUZKSkgxOuzZEY+R3MqWcIlkxVmYqNNk29JAlczHrHteyC+jYsSNPPvkka9asoRnsK1grVlZWaLVaIiIiyMrKMnVxBEGoR38eZlCr1SxevBgPDw+sra3p06cP0dHRuvNbt27FwcGBvXv30qlTJ1QqFVOnTtXt7iqXy5HJZLrrt2zZQufOnVGpVLi5ufHqq6/qzm3fvp3AwEC9DdS8vb2RyWQVXoYKCwtj+fLl9O/fn3bt2jF79mxGjRrFN998o3ddUFAQu3fvprCwsNr0YmJikMvl9OnTp9LzTa3+Nm7ciKenJ2vXrqVjx46EhoYybdo0Vq9eXWPdlbO3t+fgwYM8/fTTdOjQgV69evHxxx8THx/P1atXddc5OjrSv3//Bv9jXDRG7qO1krBRWtAqx5mivDOoFBKHf+8dWbBgAWfOnOHgwYMmLmXDuXPnTqN1yQmCYDpTp04lJiaG7du3c/r0aSZMmMCoUaP0tq4vKChg5cqVbN68mXPnzrFu3ToiIiIAyMjIICMjA4ANGzYwc+ZMpk+fzpkzZ4iKiqJ9+/a6dI4cOUJAQIBe/nFxcbo00tLS6Nu3L4MGDarTM+Xm5tKyZUu9Y/7+/pSUlPDLL79Ue29UVBTBwcEGDyOZuv5iY2MJDAzUOzZy5EhOnDhBSUmJQc9QmdzcXGQyGQ4ODnrHe/fuzdGjR2udriFE0LP7mDlbYnvHnhb5rUiUlxLikcuh5Cxe6O/N0KFD6dGjB2vWrKnwQ/CgaNmyJStXruTll19m2rRpdf7lIAgPBXUB3PqtcfKSJBT59yDfBpw7gLmV0UlcunSJyMhI0tLScHcv2wpj4cKF7N+/n4iICFasWAGUzSlYv3493bp1091b/iHl6uqqO/bee++xYMEC5syZozvWq1cv3depqam6fMo5Ozvrvp4zZw4ZGRnExcUZ/Szlvv76a+Li4vj888/1jltbW+Pg4EBqaipDhgyp8v6oqCiDexWaQv1lZmbi4uKid8zFxYXS0lJu3bqFm5ubQc9yv6KiIsLCwnj22Wexs7PTO+fh4UFqaqrRaRpDNEbuY9naAUWKBoXUgnPmlox2uMIL51qSX1yKtUrJggULmDRpEqdPn6Zr166mLm6DCA0NJTw8nFdeeYWEhIQ6bT8tCA+FW7/Bpqo/6OqTHNDNXJj+I7j7G51GQkICkiTh6+urd7y4uBhHR0fd9+bm5jX+nsvKyiI9Pb3a3XELCwv1hhjut2nTJsLDw4mJidFroBgjOjqaKVOm8MUXX9C5c+cK5y0tLSkoKKjy/qSkJNLS0nj88ccNyq+p1N+fh7XKpxAYM9xVrqSkhBdffBGtVsv69esrnK+pDuuDaIzcx7atC3dictFaOXC91J6u2kTUmm7EXLxFYGdXJkyYwOuvv86HH37I1q1bTV3cBiGXy9mwYQO9evXiq6++YurUqaYukiA0bU6+ZQ2DRqCVJPLz72FtbYPcybfmGypLQ6tFoVAQHx9fYUt6Gxsb3deWlpY1frAZsrW8k5NTpXGaoqOjmTVrFpGRkXq9B8b48ccfCQ4O5sMPP2Ty5MmVXpOdnV1tQycqKooRI0YY9CzQNOrP1dWVzMxMvWNZWVkolUq9BpEhSkpKmDhxIleuXOGHH36o0CsCNddhfRCNkftYuJb9JygsrVHf0mApxeHj+CI/nM8isLMrZmZmzJkzhzfeeIMVK1ZU6Dp7UPTo0YMffviBAQMGmLoogtD0mVvVqoeiVrRaNHl5YGcHtVwm2717dzQaDVlZWXUeirW1tcXb25tDhw4xbNiwKvNLTEzUO3bx4kXGjx9PWFgY48aNq1Xe0dHRjB49mlWrVjF9+vRKr0lJSaGoqIju3btXmc7u3bsJDQ01ON+mUH/9+vXTWzkEcODAAQICAozqzS4pKeHpp5/m4sWL7Nq1q8qGzNmzZ6utw/ogJrDeR9HCAq2kxdLMHJcsBVeKbzGubQmHk7N0XWAvvfQSlpaWfPLJJyYubcMaPHgwCoWCixcvmroogiDUI19fXyZNmsTkyZPZuXMnKSkpxMXFsWrVKvbt22d0ekuXLmXNmjWsW7eOCxcukJCQoPf7ceTIkXqxPgoLCwkODsbf35/p06eTmZmpexkqOjqaJ598ktmzZzN+/Hjd/dnZ2XrXxcbG4uPjQ7t27SpNJysri7i4OEaPHm1w3qauP4AZM2Zw5coV5s+fT1JSElu2bCE8PJyFCxcanG9paSkhISGcOHGCL7/8Eo1Go6vHP8fUOnr0aIPPlRSNkfvIFDJKlCXYKJS0znHlnLmKkXYp3Mgr5sz1XADs7Ox46aWX2LhxI/fu3TNxiRtWXFwcvr6+D/QKIkF4GEVERDB58mQWLFhAhw4dGDNmDMePH6dNmzZGp/XCCy+wdu1a1q9fT+fOnRk9erTeqpLnnnuOxMREzp8/D8CNGzdITk7m8OHDuLu74+bmpnuVGzp0KFOmTKkyz61bt+pWq9x//597WXbs2FFtr8eePXvo06cPrVq1MuqZTVl/AG3btmXfvn1ER0fj7+/P8uXLWbduHePHj9ddEx0djUwmq3LiaVpaGlFRUaSlpdGjRw/8/Pzw8PDAzc2NY8eO6a6LjY0lNzeXkJAQo5/NKFIzkJubKwFSbm5uvaarVqulXbt2SWq1Wnfs4qpD0vFZEdKuoGnSB190lzS7XpW6Lfte+vv+JN01V69elZRKpfTxxx/Xa3maGq1WKw0cOFDq0qWLVFJSUml9CZUTdWW45lRXhYWFUmJiolRYWGiS/DUajZSTkyNpNBqT5F9bixYtkqZPn27w9V5eXlJERESd8jx16pTk7OwsZWdnV3lNcHCwtGrVqjrl0xiMrT9JkqSIiAipffv2Br2vqvu5CgkJkd5///1q76/ufWHo57foGfkT81bW2CgdKJXZc0lmifxqLI/5ufD9uRu6a9q0acPTTz/NRx99RGlpqQlL27BkMhkfffQRZ8+eZfPmzaYujiAIzdSSJUvw8vJCo9HUeG1ycjK2trZVTkg1VHp6Ohs2bMDe3r7KawYOHFhv+9c0JGPqr9z+/ftZsWJFnVZEFhcX061bN+bNm1frNAwlGiN/YtXGERszB+5a2ZB/4x6a2xcY3d6Mi1n3uHTzj2GZBQsWkJqaWiHi34MmICCAF154gbfeeovc3FxTF0cQhGbI3t6esLCwCqtPKuPn58eZM2fqvI9NYGBgtUtmoWzPl9oMrTQ2Y+qv3Pbt2+scgl+lUvHmm28avNKoLkRj5E+s2rRELlMgWVrhlllKipkZA8wuYGmm4Ptzf0yw6tGjB8OGDWP16tUPbIj4citWrOCvf/1ro+8YKQiCIDwcRGPkT8ycyiIaWpgr8cwy45yDK+bpvzDE11lvqAbKou798ssvxMTEmKKojcbd3Z1PPvmEFi1amLoogiAIwgNINEb+ROGgQosWa7kMz3ttONfCFa7GMrKLC6eu3SEzt0h37ahRo+jYsaNRmxM1Z9u2bXvglzQLgiAIjU80Rv5EJpehsdBgozTHutCZc3Ig4xTDfaxRymUcSPxjqEYul7NgwQKioqL47bdG2pvChBQKBYcOHdLbnVIQBEEQ6ko0RiohczDDVmlHvoUjd27cpkRbin1WPP3aObL/rH5gnkmTJuHs7MxHH31kotI2nokTJ9KhQwcWLlxo1KxuQRAEQaiOaIxUQuVii41ZC3KtbHDLVHPZwQ1SohnZ2ZXjKdnk5P8Rnc7CwoJZs2axdetWbt68acJSNzyZTMaLL77I6dOndVthC4IgCEJdicZIJaw9HbFW2lNgocI7C865+sHlHwns5IJWkjiUnKV3/d/+9jdkMhmfffaZiUrceHx9fXnmmWfYu3evqYsiCIIgPCBEY6QS5i62yGVyzJQyOtxx4JyNHWSeppUin+5tHPSW+AI4Ojry4osv8umnnzb4NstNwWefffbAx1cRhAfJ0KFDmTt3br2ktXTpUlxcXJDJZOzatcugew4fPoyfn1+jhgf47LPP6i2g2cNYf1AW9MzT05P4+PgGz0s0RiqhdCoL8GKj0OKU68Q5TX7ZidQjjOzsypHfblKg1o+8On/+fHJycti6dWsjl7bx2djYIJPJiImJqXLfA0EQmo6dO3eyfPnyOqeTlJTEsmXL+Pzzz8nIyCAoKMig+xYvXsySJUvqHMis3Pnz5xk2bBguLi5YWFjg4+PDm2++SUlJie6a0NBQTp48WWGTuapMmTKF119/vdJzTbH+fvzxR3r27Kl7/o0bNxpdnqVLl+Ln56fbPTgwMJDjx4/rzqtUKhYuXMhrr71mdNrGEo2RSijszNHKtNjI5UglLbiadQm10yNwuWzeSHGpliO/6c8Padu2LSEhIXz44YcPxeROtVrNxIkTWbRokamLIghCDVq2bImtrW2t79doNGi1Wi5dugTA2LFjcXV1RaVS1XjvsWPHuHDhQp2jgd7PzMyMyZMnc+DAAc6fP8/atWv54osveOedd3TXqFQqQkJC+PTTT2tMT6vV8u233zJ27NhKzze1+ktJSeGJJ55g0KBBnDx5krCwMGbPns2OHTuMKpevry+ffvopp06d4rvvvsPLy4vAwEC9+Y+TJk3i6NGjJCUlGZW2sURjpBIyuQyttYSN0pJ71q1wv1FKcmt/uPwj3k7WdHCxrRAADWDRokVcunTpoRjCMDc3Z+XKlXz99dccOXLE1MURBKEafx5mUKvVLF68GA8PD6ytrenTp4/ekv2tW7fi4ODA3r176dSpEyqViqlTpxIcHAyUhTWQyWS667ds2ULnzp1RqVS4ubnx6quv6s5t376dwMBALCwsdMe8vb2RyWQVXoby8fFh6tSpdOvWDS8vL8aMGaP70LxfUFAQu3fvprCwsNr0YmJikMvl9OnTp9LzTa3+Nm7ciKenJ2vXrqVjx46EhoYybdo0o2NePfvsszz++OP4+PjQsWNH1qxZQ15eHqdPn9Zd4+joSP/+/YmMjDQqbWOJxkgVFC0tylbU2LSg/S0lJ+0cIScFcq4wsosrh5JuoC7VH78LCAhg6NCh/P3vf3/gQ8RDWYu5V69ezJs3T4SKF4RmZOrUqcTExLB9+3ZOnz7NhAkTGDVqlN7W9QUFBaxcuZLNmzdz7tw51q1bp1tFl5GRQUZGBgAbNmxg5syZTJ8+nTNnzhAVFUX79u116Rw5coSAgAC9/OPi4nRppKWl0bdvXwYNGlTr57l48SL79+9nyJAhesf9/f0pKSnhl19+qfb+qKgogoODDR5GMnX9xcbGEhgYqHds5MiRnDhxQm+oyhhqtZovvvgCe3t7unXrpneud+/eFRp69U3ZoKk3Yxbu9theakG+5S388+yJ1d7lBZkcUn5kZOexrDt0gZ8v32awr7PefYsWLeLJJ5/kyJEjFd4YDxq5XM7atWsZMGAA27Zt4/nnnzd1kQSh0RWWFpKSm9IoeUlaiXv597ApscGnhQ+WSuM3MLt06RKRkZGkpaXh7u4OlG1tsX//fiIiIlixYgUAJSUlrF+/Xu+DycHBAQBXV1fdsffee48FCxYwZ84c3bFevXrpvk5NTdXlU87Z+Y/fm3PmzCEjI4O4uDijn6V///4kJCRQXFzM9OnTeffdd/XOW1tb4+DgQGpqarW/j6OiogzuVWgK9ZeZmYmLi4veMRcXF0pLS7l16xZubm4GPQvA3r17+etf/0pBQQFubm4cPHgQJycnvWs8PDwafH6gaIxUwdLdASulHSUyNa1vmfPr7XNIbt2QXY6mU/fnad3Cku/PZVZojAQFBdG5c2f+8Y9/PPCNESj7ZfCvf/1L1/0oCA+blNwUJu6d2Oj5/nv0v+nk2Mno+xISEpAkCV9fX73jxcXFODo66r43Nzena9eu1aaVlZVFenp6tbvjFhYW6g0x3G/Tpk2Eh4cTExOj10Ax1L///W/u3r3LqVOnWLRoEatXr2bx4sV611haWla7yjEpKYm0tDQef/xxg/JsKvX352Gt8t54Y4a7AIYNG0ZCQgJXrlwhMjKSp59+muPHj9OqVSvdNTXVYX0QjZEqmDlZIZPJsJKpMbutIqcwgyttRuF9dhcyYGRnV/acSmf52C7I5X/858tkMhYtWsSUKVNITEykUyfjf1k0N+U9IqWlpSiV4kdKeLi0tW/Lv0f/u1Hy0vWMWNvQ1r5trdLQarUoFAri4+MrbElvY2Oj+9rS0rLGDzZDtpZ3cnIiJyenwvHo6GhmzZpFZGRkhWEBQ7Vp0waATp06odFomD59OgsWLNB7ruzs7GobOlFRUYwYMcKgZ4GmUX+urq5kZuqHmMjKykKpVOo1iAxhbW1N+/btadWqFY899hgdOnQgPDycN954Q3dNTXVYH8QnRxXKl/dayyXylY64ZV/hpK8j3vk3ISuRkZ3dCP8phZPX7tDTS38322eeeYYlS5awevVqtmzZYoriN7r9+/czY8YMTp48KXb3FR4qlkrLWvVQ1IZWqyXPLA87O7taL5Pt3r07Go2GrKysOs3TAHRLQg8dOsSwYcOqzC8xMVHv2MWLFxk/fjxhYWGMGzeuTmUoJ0kSJSUlevP1UlJSKCoqonv37lXet3v3bkJDQw3OpynUX79+/dizZ4/esQMHDhAQEICZmVmdyiRJEsXFxXrHzp49W20d1gcxgbUKclsztHIttkol96xdGZjrQoLmLigt4HI0Pb1a4GhtzoE/BUCDsu65OXPm8NVXX5Genm6C0je+7t27c+vWLVauXGnqogiCUA1fX18mTZrE5MmT2blzJykpKcTFxbFq1Sr27dtndHpLly5lzZo1rFu3jgsXLpCQkKC3u/fIkSP1Yn0UFhYSHByMv78/06dPJzMzU/cy1LZt2/jPf/5DUlISly9f5r///S9vvPEGEydO1OudjY2NxcfHh3bt2lWaTlZWFnFxcYwePdrgvE1dfwAzZszgypUrzJ8/n6SkJLZs2UJ4eDgLFy40ON/8/HzCwsL4+eefuXLlCqdOneKll14iLS2twjLso0ePVpgwW99EY6QKMpkMbOXYKGzJd2xD91vWnLx1Gtr0gcs/opDLGNHJhe/PZVa6cmb69OlYWFiwbt06E5S+8bm4uLBw4ULWrVvH1atXTV0cQRCqERERweTJk1mwYAEdOnRgzJgxHD9+XDfsYYwXXniBtWvXsn79ejp37szo0aP1VpU899xzJCYmcv78eQBu3LhBcnIyhw8fxt3dHTc3N92r3NChQ5kyZUqVeSqVSlatWkXv3r3p2rUrS5cuZebMmWzevFnvuh07dlTb67Fnzx769OmjNz/CEKasPyiLa7Vv3z6io6Px9/dn+fLlrFu3jvHjx+uuiY6ORiaTVTnxVKFQkJyczPjx4/Hz8+Ovf/0rN2/e5OjRo3Tu3Fl3XWxsLLm5uYSEhBj9bEaRmoHc3FwJkHJzc+s1XbVaLe3atUtSq9WVnr++6YR0YvaX0qbQTdLJ0SOkLlu7SLd+eE+S3neXpFK1dDjphuT12l4pOSOv0vsXLlwo2dnZ1Xu5TaWm+srLy5NatWolvfDCC41bsCaoproS/tCc6qqwsFBKTEyUCgsLTZK/RqORcnJyJI1GY5L8a2vRokXS9OnTDb7ey8tLioiIqFOep06dkpydnaXs7OwqrwkODpZWrVpVp3wag7H1J0mSFBERIbVv396g91V1P1chISHS+++/X+391b0vDP38Fj0j1bD0cMDWrCUFpfkor9zGrFTiV3tnUN+D6/H0b++IjUpZYa+acnPmzKGgoIAvvviikUtuGra2trzzzjtcv3691mvdBUF48CxZsgQvLy+DolMnJydja2vL5MmT65Rneno6GzZswN7evsprBg4cWG/71zQkY+qv3P79+1mxYkWd5pAUFxfTrVs35s2bV+s0DCUaI9Uwd7HBSmmLXJvLPYtW9MxzJKHkDljYw+VoVEoFw/xasf9s5Y2R1q1b8+yzz7J27dqH5sN5xowZHDhwoM6TqARBeHDY29sTFhZWYfVJZfz8/Dhz5kyd97EJDAysdskslO35UpuhlcZmTP2V2759e51D8KtUKt58802DVxrVRa3+t9evX0/btm2xsLCgZ8+eNUZm27ZtG926dcPKygo3NzemTp3K7du3a1XgxvTHippS7jq0ZcCdVpy8+St4D4LLPwIwsrMLiRl5XMuufA32woULSUtLY/v27Y1VbJMq/wWyf/9+YmNjTVwaQRAEoTkwujHy73//m7lz57JkyRJOnjzJoEGDCAoKqnLS4k8//cTkyZN58cUXOXfuHP/973+Ji4szaimVqSgdywLN2CplFHg8im86JN1OotB7AKT9AsX3GNqhFeZKeZVDNY8++ihBQUH84x//eChCxJdbunQps2bNEmHiBUEQhBoZ3Rj58MMPefHFFwkNDaVjx46sXbuWNm3asGHDhkqv//nnn/H29mb27Nm0bduWgQMH8vLLL3PixIk6F76hya3N0ColrOTm5Fm70eLyLUqlUs62cANtKVyNxUalZGB7Jw5UsnFeuUWLFnHmzBkOHDjQiKU3HZlMxt///nfi4+P5z3/+Y+riCIIgCE2cUUHP1Go18fHxvP7663rHAwMDOXbsWKX39O/fnyVLlrBv3z6CgoLIysri66+/5sknn6wyn+LiYr2gK3l5eUBZrP/6nHtRnlZ1acrsldjmtCCluAhNxm1cS6w4kZ9BgK0b2ouH0XoP5XE/J5bsTiQj5x5ONhW3hB4wYAA9evRg1apVDB8+vN7K39gMqa9y/fr148knn2TJkiUEBwdjbm7e0MVrUoypq4ddc6qr8qBaWq3WJL1+5b2r5WUQqibqynB1rSutVqsLOvfneS2Gvq+NaozcunULjUZT6QY9VQWs6d+/P9u2bWPixIkUFRVRWlrKmDFj9IK6/NnKlStZtmxZheMHDhzAysrKmCIb5ODBg1We85YssTFrgbbgFvdsPAhI03DQ8n88adYO+9N7iVb3RSoBGQrW/Ocwg1wrH4oZPnw4q1evZt26dXo7MjZH1dXX/UaNGsV3333HggULCAoKauBSNU2G1pXQPOpKqVTi6urKvXv3UKvVJivH3bt3TZZ3cyPqynC1rSu1Wk1hYSFHjhyhtLRU75yhe9rUKhx8ZRv0VBWDPzExkdmzZ/P2228zcuRIMjIyWLRoETNmzCA8PLzSe9544w3mz5+v+z4vL482bdoQGBiInZ1dbYpcqZKSEg4ePMiIESOqXP1xT3WN27ckJG0y91r5Mbgkmx84j8uAmaj2vMoTQ3qDtRPf58aTqtaw8onelaYTGBjIzp07iY2NZfbs2fX2DI3JkPr6Mw8PD4YNG4a1tXUDl65pqU1dPayaU10VFRVx7do1bGxsqtz8rSFJksTdu3extbU1ekO0h42oK8PVta6KioqwtLRk8ODBFd4X5SMbNTGqMeLk5IRCoah0g54/95aUW7lyJQMGDGDRokUAdO3aFWtrawYNGsR7771X6VbHKpUKlaricIeZmVmD/LKqLl1zFxss5FaolLkUeDxK22sHyffNJ7VVWzoAZmnHoMt4xvi3ZtHXp7hVUIqbfcVlUGZmZixatIiZM2eSmprKI488Uu/P0ViM+X/4y1/+ApS1jhuiV6upa6if2QdRc6grjUaDTCZDLpfXeelpbZR3oZeXQaiaqCvD1bWu5HI5Mpms0vewoe9po3I1NzenZ8+eFbpTDx48SP/+/Su9p6CgoMLDlY8pNYfVJWatyj5ArSQNuRZumJ+/glKmICH/Gjh10C3xDezsgplczrenM6pMa8qUKTg7O7N69epGKXtT8f3339OmTRuuX79u6qIIwkNp6NChzJ07t17SWrp0KS4uLshkMnbt2mXQPYcPH8bPz69R52589tln9RbQ7GGsPyibv+np6Ul8fHyD52V0E2j+/Pls3ryZLVu2kJSUxLx587h69SozZswAyoZY7o+cFxwczM6dO9mwYQOXL18mJiaG2bNn07t3b9zd3evvSRqIWSsrJBnYyu3JLVRTcreAAVI7Tt44CT5D4XI0AHYWZgzp4MyeahojFhYWzJ07l61bt5KRUfV1D5q+ffsCsHz5chOXRBAeTjt37qyX919SUhLLli3j888/JyMjw+C5YIsXL2bJkiUN0kNx8eJFbG1tcXBw0DseGhrKyZMnK2wyV5UpU6ZUWJxRrinW348//kjPnj2xsLDAx8eHjRs31qlsc+fORaFQsHbtWt0xlUrFwoULee211+qUtiGM/smYOHEia9eu5d1338Xf358jR46wb98+vLy8AMjIyNCLOTJlyhQ+/PBDPv30U7p06cKECRPo0KEDO3furL+naEAyMzmKlioczJ3Rlt7knrUHA3KcSchKAJ8hcOcKZKcAENzNnVPX7lQZAA3KIpSqVCq9//AHnb29PW+88QabN2/W2wBKEITG0bJlS2xtbWt9v0ajQavVcunSJQDGjh2Lq6trpcPpf3bs2DEuXLhQ52iglSkpKeGZZ55h0KBBFc6pVCpCQkL49NNPa0xHq9Xy7bffMnbs2ErPN7X6S0lJ4YknnmDQoEGcPHmSsLAwZs+ezY4dO2pVvl27dhEfH19pB8GkSZM4evQoSUlJtUrbULVqpr7yyiukpqZSXFxMfHw8gwcP1p3bunUr0dHRetfPmjWLc+fOUVBQQHp6Ol999RUeHh51KnhjUnnY0tLSDUmbRaFXNx7JgBsFN8hwbg8yOaSUDdU83rEVlmYK9pxOrzItBwcH/va3v7Fx40Zyc3Mb6xFMbubMmbi6uvL222+buiiC8ND58zCDWq1m8eLFeHh4YG1tTZ8+ffR+b2/duhUHBwf27t1Lp06dUKlUTJ06leDgYOCPOQLltmzZQufOnVGpVLi5ufHqq6/qzm3fvp3AwEC9iY3e3t7IZLIKL2O9+eab+Pn58fTTT1d6PigoiN27d1NYWFhtOjExMcjlcvr06VPp+aZWfxs3bsTT05O1a9fSsWNHQkNDmTZtWq2mAFy/fp3Zs2ezadOmSud3ODo60r9/fyIjI41O2xhiVo8BzNxssDdzRmmWzT23TthfuglAQu5FcO+hmzdiZa5keMdW7D1V/RDM3LlzKSoqqjJQ3IPI0tKSd955h+Li4gpLvwRBaFxTp04lJiaG7du3c/r0aSZMmMCoUaP0ei4LCgpYuXIlmzdv5ty5c6xbt46IiAigrAe8fKh5w4YNzJw5k+nTp3PmzBmioqL0whccOXKEgIAAvfzj4uJ0aaSlpdG3b99Kezeqc/jwYf773//y2WefVXmNv78/JSUl/PLLL9WmFRUVRXBwsMHDSKauv9jYWAIDA/WOjRw5khMnThgVr0er1fL888+zcOFCOnbsWOV1vXv3rnHbl7qq1dLeh42ZmzVKzDAvLSDPzAXN+Qu0m+jFyayTPOkzFOK3glYLcjnBXd2Z8VU8F7Pu0b6VTaXpubm5MWXKFNauXcvcuXNNskTQFEJDQ3nppZdMXQxBqFfawkKKL19ulLwkSaLkXj5FNtZYtGuHvBYbmF26dInIyEjS0tJ03fILFy5k//79REREsGLFCqBsCGT9+vV069ZNd2/5vAxXV1fdsffee48FCxYwZ84c3bFevXrpvk5NTa3Q/e/s7Kz7es6cOWRkZBAXF2fwM9y+fZspU6bw1VdfVRvuwdraGgcHB1JTUxkyZEiV10VFRRncq9AU6i8zM7PSeF+lpaXcunWr0lWqlVm1ahVKpZJZs2ZVG2PEw8OD1NRUg9KsLdEYMYCZa1mMDGtJRU5+KaUaGFbszY9ZCfDoXDi6GrLOgeujDO3gjI1Kyd7T6cx93LfKNBcuXMgXX3zBP//5T15++eVGehLTkslkSJLEjh078PT0pHfvymOyCEJzUnz5MqnjQxo1z1uA946vsezc2eh7ExISkCQJX1/930/FxcU4Ojrqvjc3N6dr167VppWVlUV6enq1u+MWFhZW+QfXpk2bCA8PJyYmRq+BUpOXXnqJZ599Vm+KQFUsLS2rDbyVlJREWloajz/+uEF5N5X6qyzeV2XHqxIfH8/HH39MQkJCjffUVIf1QTRGDKCwNweVHAfzVtwqvUm+vRfdbloRrrlIXquO2CktyoZqXB/FwkxBYCcX9pxKZ85jj1T5n/zII48QEhLC3//+d1588UWUyofjv0KSJN5//32sra05evSoCEYkNHsqHx+8d3zdKHlJkkT+vXysbaxR+fjUKg2tVotCoSA+Pr5C6G4bmz96cy0tLQ36kKqJk5MTOTk5FY5HR0cza9YsIiMj9XoPDHH48GG93ozyMOZKpZJNmzYxbdo03bXZ2dnVNnSioqIYMWKEQc8CTaP+XF1dK433pVQq9RpE1Tl69ChZWVl4enrqjmk0GhYsWMDatWv1ekJqqsP68HB8AtaRTCbD3M2GFndcIe8mhY8E4H7lBlJLiVM5yQzy7Fe2xLd/2aSj4G7u7Dx5neTMu3R0q7oL8bXXXiMgIIAdO3YwceLERnoa05LL5axcuZKgoCD27dtX7R5FgtAcyC0ta9VDURtarRZ1Xh4Wdna1XibbvXt3NBoNWVlZRs/T+DNbW1u8vb05dOgQw4YNqzK/xMREvWMXL15k/PjxhIWFMW7cOKPzjY2NRaPR6L7fvXs3q1at4tixY3qLI1JSUigqKqJ79+5VprV7926jdpFvCvXXr18/9uzZo3fswIEDBAQEGBxk7Pnnn9f1Bmm1Wu7du8eECRN4/vnnmTp1qt61Z8+erbYO64OYwGogc3cbHC3dMDPPJt+pA/LES7S0aMnJrJNlS3yvHIPSsr0qBrR3wt7SjD2nql5VA9CzZ09GjBjBqlWrmkUAuPoycuRIBg8ezJIlS8QGVoLQyHx9fZk0aRKTJ09m586dpKSkEBcXx6pVq9i3b5/R6S1dupQ1a9awbt06Lly4QEJCgt7eYyNHjtSL9VFYWEhwcDD+/v5Mnz6dzMxM3ctQHTt2pEuXLrqXh4cHcrmcLl260KJFC911sbGx+Pj40K5du0rTycrKIi4ujtGjRxuct6nrD8pCRFy5coX58+eTlJTEli1bCA8PZ+HChQbn6+joqFeHnTp1wszMDFdXVzp06KB37dGjRytMmK1vojFiIDNXayyxAc1tcpWOlFy9Sj/rLr/HGxkGJflw7WcAzJVygrq4svd0Ro2NjNdee42TJ082i03C6otMJmPlypWcOnWq1uviBUGovYiICCZPnsyCBQvo0KEDY8aM4fjx47Rp08botF544QXWrl3L+vXr6dy5M6NHj9ZbVfLcc8+RmJjI+fPnAbhx4wbJyckcPnwYd3d33NzcdK9yQ4cOZcqUKXV+zh07dlTb67Fnzx769OlDq1atjErXlPUH0LZtW/bt20d0dDT+/v4sX76cdevWMX78eN010dHRyGSyOk88jY2NJTc3l5CQBp4XJTUDubm5EiDl5ubWa7pqtVratWuXpFara7y2+GqedO21I9KW50OlT2fsl8507CJ98+XbUs8ve0rqkmJJWt1BkvaH6a7/6cJNyeu1vdKvV3OqTVer1UoBAQHSsGHD6vo4Dc6Y+jLEN998IxUVFdVLWk1NfdfVg6w51VVhYaGUmJgoFRYWmiR/jUYj5eTkSBqNxiT519aiRYuk6dOnG3y9l5eXFBERUac8T506JTk7O0vZ2dlVXhMcHCytWrWqTvk0BmPrT5IkKSIiQmrfvr1B76vqfq5CQkKk999/v9r7q3tfGPr5LXpGDKR0Kdujxt7MCW3JbQpdOvBIOhRriknMSYJHRsBv3+uu79O2JU425uytJgAalPUSvP766/zwww81roV/0Dz11FOoVCqKiopMXRRBEBrQkiVL8PLy0pvnUZXk5GRsbW31thWpjfT0dDZs2IC9vX2V1wwcOLDe9q9pSMbUX7n9+/ezYsWKOm0+WVxcTLdu3Zg3b16t0zCUaIwYSG6uQOFogYOqFWhvUvhIb2wupGOptCzbp8Z3FNy+ALfLwv0qFXKeeNSNvacz0GqrH6p56qmn8PX1ZdWqVY3xKE3KP//5T/z8/Bp82ZggCKZjb29PWFhYhdUnlfHz8+PMmTN13scmMDCw2iWzULbnS22GVhqbMfVXbvv27XUOwa9SqXjzzTcNXmlUF6IxYgRzdxucbNpgZpHDvZbtKD5zlkcdf5830nYIKFRw4YDu+tFd3cnILSL+asVlbfdTKBQsWrSIb775huTk5IZ+jCZl4MCBXL9+3aD9IwRBEIQHk2iMGMHM1Ro7RUvQ3uQOLdDcuUN/2vFr1q9I5tbgPRB+26+7PsCrBa52FuytYVUNlC2zcnV15R//+EdDPkKT065dO1566SU++OAD7ty5Y+riCIIgCCYgGiNGMHO1RimZQcFd7uRq0ciVdM2yJKc4h9S81LKhmtQYKC4LqyuXyxjd1Y1vz2SiqWGoRqVSMX/+fL788kvS0tIa4WmajrfeeouioqJabfIkCIIgNH+iMWIEM7eysPC2cgc0pbkUteuJa2oecpm8LN6IbyBoS+DSD7p7Rndz59a9Yo5fvl1j+i+//DI2NjYP3Yeym5sb8+bN4+bNm6YuiiAIgmACojFiBEULFZjLcTB3Bm0WRT490ZxLxreFLwk3EqCFNzj76a2q6dbanjYtLdlTw6oaKIvGV76Vc1ZWVgM+SdPz3nvv8fnnn5u6GIIgCIIJiMaIEcrDwjvZtkZleYe79t4UJSXRo2XXsp4RAN+RcOH7sl18f78nuKs7353NpERTc7TR2bNno1AoWLt2bQM+SdMjk8koLS1l69atXLlyxdTFEQRBEBqRaIwYyczNmhYWrsBN7mjtkNRq+tx14erdq9wqvFU2byT/JmSc1N0zuqs7dwpK+OnirRrTb9myJX/729/49NNPK91c6kFWXFzMa6+9xrJly0xdFEEQBKERicaIkczcrLHUWFNyL4s72Vo05pY88vuWCj9n/Ayte4OFg95QTUc3W9o5W9e4V025+fPno1arH7rlrtbW1oSFhfHPf/5TL/SxIAh1M3ToUObOnVsvaS1duhQXFxdkMhm7du0y6J7Dhw/j5+fXqHtRffbZZ/UW0OxhrD8o+wPR09OT+Pj4Bs9LNEaMZOZqjQwZFhpzNKX3KOncH0XSJXxb+BKbHgsKJbR/XG+Jr0wmY3RXdw6eu0FRSc0R9FxdXXnppZdYu3Yt9+7da8jHaXJefvllPDw8ePvtt01dFEF4YOzcuZPly5fXOZ2kpCSWLVvG559/TkZGBkFBQQbdt3jxYpYsWVLnQGblUlNTkclkFV779//xezc0NJSTJ09W2GSuKlOmTOH111+v9FxTrL8ff/yRnj17YmFhgY+PDxs3bjS6PFOmTEEmk6FQKGjRogUKhYK+ffvqzqtUKhYuXMhrr71mdNrGEo0RI5m5loWFL5vEepMCz24UnjpNP7d+/Jz+c9nGeL6jIOMU5GXo7hvj787d4lIOJRk2MXXRokXk5eU9dJM6LSwsePvtt/nPf/7D6dOnTV0cQXggtGzZEltb21rfr9Fo0Gq1XLpUFmF67NixuLq6olKparz32LFjXLhwoc7RQCvzv//9j4yMDN1r+PDhunMqlYqQkBCDepi1Wi3ffvstY8eOrfR8U6u/lJQUnnjiCQYNGsTJkycJCwtj9uzZtdp4dNSoUVy/fp3k5GSuX79eYefhSZMmcfToUZKSkoxO2xiiMWIkuUqJoqUFjlYeqKzvcNfWE3VqKv1tu5JVmMXl3MvQ/jGQyfWisbZztsG/jQM7EgyLIeLp6cnkyZNZvXr1Q7d3y5QpU/i///s/OnXqZOqiCMID4c/DDGq1msWLF+Ph4YG1tTV9+vQhOjpad37r1q04ODiwd+9eOnXqhEqlYurUqQQHBwMgl8uRyWS667ds2ULnzp1RqVS4ubnx6quv6s5t376dwMBALCwsdMe8vb0r7dkwlqOjI66urrqXubm53vmgoCB2795NYWFhtenExMQgl8vp06dPpeebWv1t3LgRT09P1q5dS8eOHQkNDWXatGm1CguhUqlwdXXFxcUFV1dXWrZsqXfe0dGR/v37ExkZaXTaxhCNkVowc7PGybY1ctkt7qjLYo/43VBiJjcrG6qxaglt+ujNGwEY37M1P/52k5t3iw3K5/XXXycrK4uIiIh6f4amTKlU8swzz6BUKikpKTF1cQThgTN16lRiYmLYvn07p0+fZsKECYwaNUpv6/qCggJWrlzJ5s2bOXfuHOvWrdP9LirviQDYsGEDM2fOZPr06Zw5c4aoqCjat2+vS+fIkSMEBATo5R8XF6dLIy0tjb59+zJo0CCjn2PMmDG0atWKAQMG8PXXX1c47+/vT0lJSY2bkEZFRREcHGzwMJKp6y82NpbAwEC9YyNHjuTEiRNG/86Mjo7G1dWVgIAApk+fXmlYid69e3P06FGj0jWWskFTf0CZuVpjk9wCdUEmanUJkoMjmnPJ9GjXg9iMWJ7r9FzZEt8f/wElRWBW1qIN7urG8j2J7P71OqGDfGrM55FHHuHpp59m1apVhIaG1mn3xeZo2bJlHDlyhP/973+1+qtJEBpDiVrDnczG2ehRq9WSn19A8R0ZLd1tMDM3fOO0cpcuXSIyMpK0tDTc3d0BWLhwIfv37yciIoIVK1YAUFJSwvr16+nWrZvuXgcHB6BsXlu59957jwULFjBnzhzdsV69eum+Tk1N1eVTztnZWff1nDlzyMjIIC4uzuBnsLGx4cMPP2TAgAHI5XKioqKYOHEi//znP3nuued011lbW+Pg4EBqaipDhgypMr2oqCiDexWaQv1lZmbi4uKid8zFxYXS0lJu3bqFm5ubQc8SFBTEhAkTaNOmDefOnWPVqlUMHz6c+Ph4vSEkDw8PUlNTDUqztkRjpBbM3axRapRo7uWDbTGlXQZQdOo0fQf1ZdPpTZRoSjB7ZCT8bylc+alsQivgYGXO451a8XV8Gi8ObGvQB2xYWBhdu3Zl27ZtTJkypWEfrInp2bMnS5cu5X//+x8jRowwdXEEoVJ3Mgv4zwrDP0jry9NhvXD2NH4eQ0JCApIk4evrq3e8uLgYR0dH3ffm5uZ07dq12rSysrJIT0+vdnfcwsJCvSGG+23atInw8HBiYmL0Gig1cXJy0tvWPiAggJycHP7+97/rNUYALC0tq90VPCkpibS0NB5//HGD8m4q9ffnzw9Jkio9Xp2JEycCZY1cT09PBg8eTNu2bfn2228ZN26c7rqa6rA+iMZILZi5lg3NOJg5c0d7i/zWXbD4fgP93F7l44SPOXXzFAEuPcHes2yopv0fP+Tje7TmxX+e4Fx6Hl087GvM69FHH2Xs2LGsXLmS559/3qgtpJu7J598kr59+xIWFsbjjz8uekeEJsnB1Yqnw3rVfGE9KOsZyS/7i//3yfS1SUOhUBAfH1/h94mNjY3ua0tLyxrfc4ZsLe/k5FRpzKTo6GhmzZpFZGSkXu9BbfXt25fNmzdXOJ6dnV1tQycqKooRI0YY9CzQNOrP1dWVzMxMvWNZWVkolUq9BpGx3Nzc8PLy0htugprrsD6IxkgtKFpaIDOX08LClSKrXO5adcIhJ4d296xxUDkQmxFLgGtA2VDNb99D0N/h9x/Kwb7OONmYsyMhzaDGCMCSJUvo3bs3O3bs4Omnn27IR2tSZDIZK1asYPjw4ezevZunnnrK1EUShArMzBW16qGoDa1WiypPws7OttbLZLt3745GoyErK6tW8zTuZ2tri7e3N4cOHWLYsGFV5peYmKh37OLFi4wfP56wsDC9v8Dr4uTJkxWGJ1JSUigqKqJ79+5V3rd7925CQ0MNzqcp1F+/fv3Ys2eP3rEDBw4QEBBQp+H827dvc+3atQr1ePbs2WrrsD6ICay1IJPLMHO1xsXBG6XiNtlFliCXU3Qinj5uffg5/eeyC31Hwp0rcPOPAF5mCjlP+XsQ9Wu6QeHhoWz8cMSIEaxYsULXFfewGDZsGKNGjWrwZWWC8LDw9fVl0qRJTJ48mZ07d5KSkkJcXByrVq2qsKzTEEuXLmXNmjWsW7eOCxcukJCQwCeffKI7P3LkSL1YH4WFhQQHB+Pv78/06dPJzMzUvQz1z3/+k//7v/8jKSmJ8+fPs3r1atatW8esWbP0rouNjcXHx4d27dpVmk5WVhZxcXGMHj3a4LxNXX8AM2bM4MqVK8yfP5+kpCS2bNlCeHg4CxcuNDjfe/fusXDhQmJjY0lNTeWnn35i7NixODk58Ze//EXv2qNHj1aYMFvfRGOklsxcrbE3d6akKJOczELMOj1K/vFf6OfWj7O3z5JbnAveg8DMqmyvmvuM79ma2/lqos8bvkvtkiVLOHXqFN9++219P0qTt3fvXt544w1TF0MQHhgRERFMnjyZBQsW0KFDB8aMGcPx48dp06aN0Wm98MILrF27lvXr19O5c2dGjx6t183/3HPPkZiYqIuqfOPGDZKTkzl8+DDu7u64ubnpXuWGDh1a4xy59957j4CAAHr16sX27dvZsmWL3jwSgB07dlTb67Fnzx769OlDq1atjHpmU9YfQNu2bdm3bx/R0dH4+/uzfPly1q1bx/jx43XXREdHI5PJqpx4qlAoOHPmDGPHjsXPz4+//e1vPPLII8TGxurFVImNjSU3N5eQkBCjn80oUjOQm5srAVJubm69pqtWq6Vdu3ZJarXa6HvvHrsuXX39R+mjZ8dJn0w/ICUu+1T6bdBgKS0vTeqytYt0MPVg2YXbJkrSlqAK9wetPSK9/K8TBuen1WqlAQMGSH369JG0Wq3R5a0PdamvuioqKpI2b95skrxrw5R11dw0p7oqLCyUEhMTpcLCQpPkr9FopJycHEmj0Zgk/9patGiRNH36dIOv9/LykiIiIuqU56lTpyRnZ2cpOzu7ymuCg4OlVatW1SmfxmBs/UmSJEVEREjt27c36H1V3c9VSEiI9P7771d7f3XvC0M/v0XPSC2ZuVojk2TYyGyRSTkUuHeiNCsL59sleNl5lcUbgbKhmqs/Q6H+BKTxPVtzKPkGOflqg/KTyWS8+eabHD9+nMOHD9f34zR5Fy5c4KWXXmLLli2mLoogCEZasmQJXl5eaDQ1b4eRnJyMra0tkydPrlOe6enpbNiwAXv7qufmDRw4sN72r2lIxtRfuf3797NixYo6zSEpLi6mW7duFXqcGoJojNSSmdvvK2rMW2Fpm8cdhRMoFOQf/4W+bn2JzbivMSJp4OIhvfvH+rsjSbDntGGb50HZ2GHPnj15//336+05mosuXbrwzDPPsHz58hqjKQqC0LTY29sTFhZm0GpAPz8/zpw5U+d9bAIDA6tdMgtle77UZmilsRlTf+W2b99e5xD8KpWKN9980+CVRnUhGiO1JLdQonBQ4dKiLUqz29xKL8Sic2cKjh+nn3s/rt29RtrdNLBzB9dHK0RjdbJRMbSDMzviDQsPD2W9I2FhYfzwww/ExMTU9yM1ecuWLSMzM5P169ebuiiCIAhCPRKNkTowc7OmpbU7pcVZZKfnY9GrD/lxv9DLpRcKmeK+3pFRcPEgaPW72Mb3aM2ptFwu3LhrcJ5PPfUUXbp0YdmyZfX5KM1C+/btmTZtGitXruTuXcPrTBAEQWjaRGOkDsxcrbGR7MnPuYamVEthuwA0N2+hun6LLk5d7ps3MqpszkiafpTG4R1bYW9pxtcGbp4HZRssvfPOOxw8eJBjx47V5+M0C2+//TYbNmzA2tra1EURBEEQ6olojNSBmZs1ihIFsmIJpVk+OWZuoFTqhmqOZxxHo9WAew+wcoLf9uvdr1IqGNPNnV0nr6PRGh4/ZNy4cQ9t70jr1q2ZMGECcrkcrdawOC2CIAhC0yYaI3VQPonV3twZO8d8Mq4UYNmliy7eSJ46j6TsJJDL4ZHACvNGoGxVzY28Yn66eMvgfOVyOW+//TYHDhx4KHtHACZPnszrr79u6mIIgiAI9UA0RupA6WgJSjnOdp6Yq7LJuHgHy959KPjlF7o4dcHazFp/iW9WIuSk6qXRrbU97ZytjZrICjB+/Hg6d+78UPaOQFnQn08++YT0dMNXIwmCIAhNk2iM1EFZWHgrWtl7U6rOQl2kodg3AE12NtLlK/Ry6fXHJNb2j4PSAhKj9NOQyQjp2Ybvz2WSV1RicN7lc0cOHDhAbGxsfT5WszB//nysrKxYvny5qYsiCIIg1JFojNSRmas19kpH8rKuIlfKyDZzBzOzsngj7n05mXWSgpICUNmUNUgSd1VI4y/dPSjRaNl3OsOovB/m3hF7e3tef/11Nm/ezKVLl0xdHEFo0oYOHcrcuXPrJa2lS5fi4uKCTCZj165dBt1z+PBh/Pz8GnWe12effVZvAc0exvqDsqBnnp6exMfHN3heojFSR2Zu1pirVdy7fQun1koyU/Ox7NqVgl9+oZ97P0q1pcTf+P0/svNf4Ho85FzRS8PV3oIB7Z3YYcSqGvhj7sj333//UPaOzJw5E09PT3755RdTF0UQmrSdO3fWSy9iUlISy5Yt4/PPPycjI4OgoCCD7lu8eDFLliypcyCz+0mSxOrVq/H19UWlUtGmTRtWrFihOx8aGsrJkycrbDJXlSlTplQ5D60p1t+PP/5Iz549sbCwwMfHh40bN9a6TGPHjsXT0xN7e3v69u3L1atXgbKgZwsXLuS1116rVdrGEI2ROjJztUamlWFj1hJruxzSL97BqndvCn75BW8bL1ysXPTjjSgtIHF3hXRCerYmLjWH1Fv5RuUfEhJCp06dHsreESsrK5KTk5tFOGdBMKWWLVvqbX5mLI1Gg1ar1fVCjh07FldXV1QqVY33Hjt2jAsXLtQ5GuifzZkzh82bN7N69WqSk5PZs2cPvXv31p1XqVSEhITw6aef1piWVqvl22+/ZezYsZWeb2r1l5KSwhNPPMGgQYM4efIkYWFhzJ49mx07dhhVrkuXLjFw4ED8/PzYu3cvJ0+e5K233sLCwkJ3zaRJkzh69GiD75wuGiN1ZOZatqLGxcEbSZNO4d0SSv0C0Ny5g/riRfq59/tjEms1QzWBnVyxUSnZWYvekXfeeYfvv/+en3/+ua6P0+yYmZmRn5/Pf//7X1MXRRCarD8PM6jVahYvXoyHhwfW1tb06dOH6Oho3fmtW7fi4ODA3r176dSpEyqViqlTpxIcHAyU/d6RyWS667ds2ULnzp1RqVS4ubnx6quv6s5t376dwMBAvQ84b29vZDJZhZehkpKS2LBhA7t372bMmDG0bdsWf39/Hn/8cb3rgoKC2L17d41bSMTExCCXy+nTp0+l55ta/W3cuBFPT0/Wrl1Lx44dCQ0NZdq0aaxevbrGurvfkiVLeOKJJ1i1ahVdu3bFx8eHJ598Um8XY0dHR/r3709kZKRRaRtLNEbqSGFthsLOHI9WvuTdTEEmg2xzD2RmZhT8vsT34p2L3Cy4WXZDFUM1luYKnnzUjR0J19EaEXMEHu7eEYDdu3fz9NNPi+EaQTDQ1KlTiYmJYfv27Zw+fZoJEyYwatQova3rCwoKWLlyJZs3b+bcuXOsW7eOiIgIADIyMsjIKJvjtmHDBmbOnMn06dM5c+YMUVFRtG/fXpfOkSNHCAgI0Ms/Li5Ol0ZaWhp9+/Zl0KBBBpd/z549+Pj4sHfvXtq2bYu3tzehoaFkZ2frXefv709JSUmNvxuioqIIDg42eBjJ1PUXGxtLYGCg3rGRI0dy4sQJSkoMWwhR3hvk6+vLqFGjeOSRR+jXr1+l81h69+7N0aNHDUq3tpQNmvpDwszNmhY3Xck6vQO3jn8hI/Uevv7+5P9ynD4TyhoIP2f8THC74LIlvgpV2VDNgNl66YQEtObfJ64Re/k2A9o7GZx/+dyRv/71r/z888/07du3Xp+vqZs4cSIrVqxgyZIlHDx40NTFER4yJcVFZF83rkeztrSSRH7+PQqtbXBq3QYzlUXNN/3JpUuXiIyMJC0tDXd3dwAWLlzI/v37iYiI0M27KCkpYf369XTr1k13r4ODAwCurq66Y++99x4LFixgzpw5umO9evXSfZ2amqrLp5yzs7Pu6zlz5pCRkUFcnH6E6upcvnyZK1eu8N///pd//etfaDQa5s2bR0hIiN6u5tbW1jg4OJCamsqQIUOqTC8qKsrgXoWmUH+ZmZm4uLjoHXNxcaG0tJRbt27h5uZW43NkZWVx7949PvjgA5YvX85bb73FTz/9xLhx4/jhhx/06svDw4PU1NQa06wL0RipB2Zu1qjSLCgtUWPrdJeMC1r8e/cm+6uvaK1qgV9LP2LTY8saIypbeGRE2VDNnxojAV4taN/Khv87ftWoxgjo945899139fh0TZ9CoeC9997jL3/5C4cPH2b48OGmLpLwEMm+nsZXb8xt9HyfW7kWF5/2NV/4JwkJCUiShK+vr97x4uJiHB0ddd+bm5vTtWvXatPKysoiPT292t1xCwsL9YYY7rdp0ybCw8OJiYnRa6DURKvVUlxczL/+9S/dc4SHh9OzZ0/Onz9Phw4ddNdaWlpSUFBQZVpJSUmkpaVVGOKpSlOpvz8Pa0mSVOnxqpSvzBk7dixz584lLy+PAQMGEBsby8aNG/UaIzXVYX0QjZF6YOZqDflaLC3skJPB3ezWaB8PQJv7GcXJyfRz68fey3uRJKnsB6XzX2DHi3DnKjh46tKRyWRM6uPJ+98mkXW3iFa2hv/Vo1AodL0jx48fr3Ls80E1duxYevXqxZIlSzh27JhR48+CUBctPVrz3Mq1jZJXec+ItbUNLT1a1y4NrRaFQkF8fHyFLeltbGx0X1taWtb4PjJka3knJydycnIqHI+OjmbWrFlERkbq9R4Yws3NDaVSqdcg6NixIwBXr17Va4xkZ2dX29CJiopixIgRBj0LNI36c3V1JTMzU+9YVlYWSqVSr0FUU7pKpZJOnTrpHe/YsWOFFUg11WF9EI2RemDWumyWdXvvAO7lpAKtyVG1RqZSkf/LL/QN7EvEuQgu3rnIIy0e0R+q6T9LL61x3VvzwXfJ/PdEGjOHGfdXT0hICB07dmTZsmXs27evnp6ueZDJZHz88cfcuXPH1EURHjJmKota9VDUhlarJS8vDzs7u1ovk+3evTsajYasrCyj5mlUxtbWFm9vbw4dOsSwYcOqzC8xMVHv2MWLFxk/fjxhYWGMGzfO6HwHDBhAaWkply5dol27dgD89ttvAHh5eemuS0lJoaioiO7du1eZ1u7duwkNDTU476ZQf/369WPPnj16xw4cOEBAQABmZmYG5W1ubk6vXr04f/683vHffvtNrw4Bzp49W20d1gcxgbUeKB0tkFsrcW/xCJmXztPCzYqMlHtYdu9OwfFf6NGqB+Zy8/tW1fw+VHPumwpp2VuZEdzNnf87ftWozfPgj96R7777juPHj9fHozUr/fr1IygoCJlMpuuyFARBn6+vL5MmTWLy5Mns3LmTlJQU4uLiWLVqVa3+iFm6dClr1qxh3bp1XLhwgYSEBD755BPd+ZEjR+r9pV1YWEhwcDD+/v5Mnz6dzMxM3ctQjz/+OD169GDatGmcPHmS+Ph4Xn75ZUaMGKHXWxIbG4uPj4+uwfJnWVlZxMXFMXr0aIPzNnX9AcyYMYMrV64wf/58kpKS2LJlC+Hh4SxcuNCovBctWsS///1vvvjiCy5fvsxnn33Gnj17eOWVV/SuO3r0aIUJs/VNNEbqgUwmw9zTDjupJYV5uTi6lZJx8Q5WvXtRcOIEKpkZPVx6/BFvBP5YVXPnaoX0JvXx5PqdQo5cuGl0WSZMmKDrHXkYFRUVMWLEiAZfhiYIzVlERASTJ09mwYIFdOjQgTFjxnD8+HHatGljdFovvPACa9euZf369XTu3JnRo0frrSp57rnnSExM1P0FfuPGDZKTkzl8+DDu7u64ubnpXuWGDh3KlClTqsxTLpezZ88enJycGDx4ME8++SQdO3Zk+/btetft2LGj2l6PPXv20KdPH72lrIYwZf1B2d5c+/btIzo6Gn9/f5YvX866desYP3687pro6GhkMlm1E0//8pe/sHHjRlavXs2AAQMIDw9nx44dDBw4UHdNbGwsubm5hISEGP1sRpFq4bPPPpO8vb0llUol9ejRQzpy5Ei11xcVFUlhYWGSp6enZG5uLvn4+Ejh4eEG55ebmysBUm5ubm2KWyW1Wi3t2rVLUqvVdU4r94erUtpbP0lrJgZLB8P/K3368iHp1tFfpMQOflLBmbNS+JlwqddXvaTi0uKyG4ryJOldZ0mKWVchLa1WKwWtPSK9uDWuVmWJjIyUACk2NrYuj1RBfdZXQxozZozk4+MjFRcXm6wMzaWumoLmVFeFhYVSYmKiVFhYaJL8NRqNlJOTI2k0GpPkX1uLFi2Spk+fbvD1Xl5eUkRERJ3yPHXqlOTs7CxlZ2dXeU1wcLC0atWqOuXTGIytP0mSpIiICKl9+/YGva+q+7kKCQmR3n///Wrvr+59Yejnt9E9I//+97+ZO3cuS5Ys4eTJkwwaNIigoCBd+NjKPP300xw6dIjw8HDOnz9PZGQkfn5+tW9BNUEqTzsktRZvz64U3S2rixxzD2QWFhQcP84A9wEUlhZy4saJ328oH6rZVSEtmUzGs308OZx8g/Q71QfrqcyECRPo3Lkzb775Zl0eqdl6//33SUlJYfPmzaYuiiAIlAXX8vLyQqPR1HhtcnIytra2TJ48uU55pqens2HDBuzt7au8ZuDAgc0igrMx9Vdu//79rFixwuA5JJUpLi6mW7duzJs3r9ZpGKzGJtOf9O7dW5oxY4beMT8/P+n111+v9PrvvvtOsre3l27fvm1sVjrNoWdEU1wqXXvjqBS3OlIKnzNd+teSGOnIv89LV6ZOla5Mny5ptVpp5NcjpeWxy/+46dR/JOkdO0nKuVIhvbtFJVKnt76TPjxwvlbl2blzpwRIhw4dqu0jVdCc/oJ94YUXJBcXF+nu3bsmyb851ZWpNae6Ej0jzYeoK8PVta7qo2fEqNU0arWa+Pj4CpsJBQYGcuzYsUrviYqKIiAggL///e98+eWXWFtbM2bMGJYvX17lsqbi4mKKi4t13+fl5QFlQWQMjS5niPK06iVNGSjdrGgpuZGTcZ1OwxVc/y0H34AAcsK3UFJUxBCPIfzv6v9Y1GMRcpkcfB5DqVChPbMTbd+Zesmp5BDczY3tv1xlxiAvlArjOrGefPJJevbsSVhYGEeOHKmXpa71Wl8NbMmSJXz77bfExcXpjX82luZUV6bWnOqqpKQESZLQarWNvoMq/BFLorwMQtVEXRmurnWl1WqRJImSkpIKy50NfV8b1Ri5desWGo2m0shvVc2Evnz5Mj/99BMWFhZ888033Lp1i1deeYXs7Gy2bNlS6T0rV66sdALmgQMHsLKyMqbIBqmvqJ2tNVbYZ5f9R2RkxFGY2ZF4ay1t8/P5ITwcSzdLsgqz2LxnM62VZTECett0QRX7L45mt62QXptiuHFXyerI7+na0vjVIaNHj2bZsmW8++67ehH96qq5RDldv349eXl5Jl3m3FzqqiloDnWlVCpxdXXl3r17qNVqk5Xj7t27Jsu7uRF1Zbja1pVaraawsJAjR45QWlqqd87QYGm1ijNSWeS3qv7y1mq1yGQytm3bphu7+/DDDwkJCeGzzz6rtHfkjTfeYP78+brv8/LyaNOmDYGBgdjZ2dWmyJUqKSnh4MGDjBgxok7jauWKztwm9z8XaOnUGjdXBZcyZfgO+gul/9pCd6UZg0e/yI5vdqD2UvNEtycAkJ0tQLl7Bk8MeBTsK87EPpB9nN80Sl5/oqfR5QkKCuLw4cNERUXx1ltv1Xn77vqur8Zw584dfv75Z0aNGtWo+TbHujKV5lRXRUVFXLt2DRsbmyqjijYkSZK4e/cutra2IrBfDURdGa6udVVUVISlpSWDBw+u8L4oH9moiVGNEScnJxQKRaWR3/7cW1LOzc0NDw8PvUlEHTt2RJIk0tLSeOSRRyrco1KpKt1a2czMrEF+WdVXujKfFuQC7T17ci0tGSv7R7l5rQiPnj0pOnGCVjNeZkjrIfyY9iPzAn6fENRpNOxVYfbbtxUCoAFM6uvFaztOk5FXgqej8b1CK1asYNCgQezatYuJEyfW8QnLNNT/Q0P44osvePfdd7lw4UKtlt3VVXOqK1NrDnWl0WiQyWTI5fI6N+5ro7wLvbwMQtVEXRmurnVVvgtxZe9hQ9/TRuVqbm5Oz549K3SnHjx4kP79+1d6z4ABA0hPT+fevXu6Y7/99htyuZzWrWsXzripUjqoUNib42LTlhuXL+HqY036hTtY9elNQUICUkkJwz2Hcyn3Eqm5qWU3VbOqBiC4qzs2KiWRcVWvVqrOwIEDCQoK4u23367QffYwmDVrFnZ2dg9t3BVBEITmwOgm0Pz589m8eTNbtmwhKSmJefPmcfXqVWbMmAGUDbHcvyTr2WefxdHRkalTp5KYmMiRI0dYtGgR06ZNM3gvgObE3MsO6xJbtJpSrGzvkHUlD1WPXkgFBRSePUs/935YKCz44doPf9zU6Sm4fgLuXKuQnqW5gvE9WvPfE9dQl9ZuEtZ7773Hb7/9xr/+9a9aPlXzZWtry5tvvklERARJSUmmLo4gCIJQCaMbIxMnTmTt2rW8++67+Pv7c+TIEfbt26eLZZ+RkaEXc8TGxoaDBw9y584dAgICmDRpEsHBwaxbt67+nqIJMfe0Q7pVgsrSGm1JGlqNRK5la+TW1hQc/wVLpSX93ftz+Oof21zTYdQfe9VUYlIfT27dU3Mg0fBwyffr0aMHISEhLFu2TG+V0sPi5Zdfpk2bNg9t3BVBEISmrlYDaa+88gqpqakUFxcTHx/P4MGDdee2bt1KdHS03vV+fn4cPHiQgoICrl27xpo1ax7IXhEAlZcdlEq09+lFTvolVFZKMlLuYhnQk4JfyvaLGe45nFM3T3Gr8NbvN9lC+8cr3asG4BEXW3p7t2Tbz7UbqgF49913SUtL44svvqh1Gs2VSqVi48aNzJkzx9RFEQSTGDp0KHPnzq2XtJYuXYqLiwsymYxdu3YZdM/hw4fx8/Nr1CW2n332Wb0FNHsY6w/Kwmx4enoSHx/f4HmJWT31zMzdGpmZHA/HDqRfSMK1nR3pF+5g3bsPBQknkdRqhrQegkwmI/pa9B83dn6qyqEagEl9PYm9fJuLWfcqPV+Tjh078txzz/Hee++Rn59fqzSas1GjRjF48GAkSRKb6AkPnZ07d7J8+fI6p5OUlMSyZcv4/PPPycjIICgoyKD7Fi9ezJIlS+ptIunSpUuRyWQVXtbW1rprQkNDOXnyZIVN5qoyZcqUCjG0yjXF+vvxxx/p2bMnFhYW+Pj4sHHjRqPLU15vCoWCFi1aoFAokMlk/OMf/wDK/pBbuHAhr732mtFpG0s0RuqZTCHHrLUNDjInivPzsXcsIvNyLha9eiMVFVGQkICDhQM9XXrqD9X4Vj9UM6qLKy2tzYn8pfa9I0uXLiU7O5tPP/201mk0Z9nZ2fTv379ZxLMQhPrUsmVLbG1ta32/RqNBq9Vy6dIlAMaOHYurq2ulqx7/7NixY1y4cIEJEybUOv8/W7hwIRkZGXqvTp066eWhUqkICQkx6PedVqvl22+/ZezYsZWeb2r1l5KSwhNPPMGgQYM4efIkYWFhzJ49mx07dhhVrvK6u379OsnJyWzevBmZTKa34d6kSZM4evRog8+5E42RBqDytEORI0Mml4OUTqlay12b1ihbteLeD9EADG8znJ8zfia/5PdeCgu7sqGaxF2Vp6lUMKFna3YkpFFUYvj+BPdr27YtoaGhrFq1itzc3Fql0Zy1aNECuVzOG2+8ISIyCg+VPw8zqNVqFi9ejIeHB9bW1vTp00dveH3r1q04ODiwd+9eOnXqhEqlYurUqQQHBwN/LOUst2XLFjp37oxKpcLNzY1XX31Vd2779u0EBgbqxZ/w9vautGfDUDY2Nri6uupeN27cIDExkRdffFHvuqCgIHbv3k1hYfV7fMXExCCXy+nTp0+l55ta/W3cuBFPT0/Wrl1Lx44dCQ0NZdq0aaxevbrGurvf/XXo4uJCVFQUw4YNw8fHR3eNo6Mj/fv3b/Cd0EVjpAGYe9mhvVtCG68u5N26jFKlIP1iLjZDh3I3+gckSWKY5zBKtCX8dP2+LsTOT0FaHNypvPfjmd6e3CkoYd+ZjFqX7c0336SwsJA1a9bUOo3mSiaT8cEHH5CQkMDXX39t6uIIgslMnTqVmJgYtm/fzunTp5kwYQKjRo3S27q+oKCAlStXsnnzZs6dO8e6deuIiIgA/viLGmDDhg3MnDmT6dOnc+bMGaKiomjfvr0unSNHjhAQEKCXf1xcnC6NtLQ0+vbty6BBg2r9PJs3b8bX17dCGv7+/pSUlPDLL79Ue39UVBTBwcEGDyOZuv5iY2MJDAzUOzZy5EhOnDhR620VsrKy2LdvX4UGHUDv3r05evRordI1VK0isArVM/cs687zdu/Kr+cP4tr+MTIu3OGRYUO585//oE5JwcPHB7+Wfhy+epiR3iPLbuzwBJhZw6ntMGRxhXS9nawZ2N6JbcevMq5H7WK0uLu78+qrr/LRRx8xa9YsnJ2da/uYzdKgQYN44oknWLJkCX/5y1+afJAtoenTqjWU3jR+d+1a5aXVoskvRH1XjrmLNXJzRc03/cmlS5eIjIwkLS0Nd3d3oGzYY//+/URERLBixQqgLDLu+vXr6datm+5eBwcHoOwv6nLvvfceCxYs0Jsgfv/2E6mpqbp8yt3/e2fOnDlkZGQQFxdn9LNA2STLbdu2VTrfw9raGgcHB1JTUxkyZEiVaURFRRncq9AU6i8zM7PSbVlKS0u5desWbm5uBj3L/SIjI7G1tWXcuHEVznl4eJCammp0msYQjZEGoLAxR+lkiZOFB3k3b9BxCCTH5mI1tS8yCwvu/fADKh8fhrcZzpeJX1KiKcFMYQYqm7LekV+3weBFUEm35aQ+nvxtWwKJ6Xl0cq9daPzXXnuNzz//nFWrVhndrfcgWLlyJY899hhJSUl07drV1MURmrnSm4VkfXKyUfMsBFrN6o65h43R9yYkJCBJEr6+vnrHi4uLcXR01H1vbm5e4/sjKyuL9PR0HnvssarLWlhYZej8TZs2ER4eTkxMTK3/MNq5cyd3797Vi291P0tLy2r3R0lKSiItLY3HH3/coPyaSv1Vti1LZccNtW3bNp599tlK86qpDuuDaIw0EHNPW6T0sh8OhfwGxQXm5GRrsO7bl7s//IDjiy8y3HM460+tJ+5GHP3df49g6/9sWWPkaix4VYxqO6KTC+72FoT/lMKap7tVOG8IJycn5s+fzwcffMDcuXMfuEi4NenatSvXrl0zyd4iwoNH6WxJq1ndGyUvrVZLfn4+1tbWKJ1rFx5Bq9WiUCiIj4+vsMOqjc0fjRtLS8saP9gMCdHg5ORETk5OhePR0dHMmjWLyMhIvd4DY23evJnRo0fr9TbcLzs7u9qGTlRUFCNGjDA43ERTqD9XV9dKt2VRKpV6DSJDHT16lAsXLvDvf/+70vM11WF9EHNGGoi5lx2arCJaurSm4E4qcqWM9At3sBk2jMKEk2ju3MG3hS/u1u76q2o8+0MLbzi5rdJ0lQo5UwZ4E3XqOll5RbUu3/z587G1teWdd96pdRrNmYWFBVlZWXz77bemLorQzMnNFZh72DTaS+FqibmHTa2GaAC6d++ORqMhKyuL9u3b672q+kCviq2tLd7e3hw6dKja/BITE/WOXbx4kfHjxxMWFlbpsIChUlJS+OGHHyqd51B+vqioiO7dq24s7t69mzFjxhicZ1Oov379+lVYFXjgwAECAgJqNfS8ZcsW/P39q2wUnj17tto6rA+iMdJAVF52oIV2Xj1Jv5CEi1dZvBGboUNBq+Xe0aPIZDKGew7nh2s/oJV+X90hl0O3Z8sCoBVXHlNkYi9PzBVyvvz5Sq3LZ2dnx9tvv83WrVs5c+ZMrdNpzj7++GOefvpp0tPTTV0UQWg0vr6+TJo0icmTJ7Nz505SUlKIi4tj1apV7Nu3z+j0li5dypo1a1i3bh0XLlwgISGBTz75RHd+5MiRerE+CgsLCQ4Oxt/fn+nTp5OZmal7GWvLli24ublVGa8jNjYWHx8f2rVrV+n5rKws4uLiGD16tMF5mrr+AGbMmMGVK1eYP38+SUlJbNmyhfDwcBYuXGh0/nl5eXz99dc8//zzVV5z9OjRChNm65tojDQQZSsrZCoFrnY+3ExNoZW3BRkX76Bs5YxF587c+6Fsb5rhnsPJKsgi8fZ9Ld9uf4WSfEiKqjRte0sznu7Vhq9+vkKhunbLfKEsTHrbtm2rDPTzoFu0aBEWFhYsXbrU1EURhEYVERHB5MmTWbBgAR06dGDMmDEcP368Vjtbv/DCC6xdu5b169fTuXNnRo8erbeq5LnnniMxMZHz588DcOPGDZKTkzl8+DDu7u64ubnpXuWGDh3KlClTqs1Xq9WydetWpkyZUmG4pNyOHTsIDQ2tMo09e/bQp08fWrVqZcQTm7b+oCxMw759+4iOjsbf35/ly5ezbt06vfgg0dHRyGSyGieebt++HUmS9O69X2xsLLm5uYSEhBj9bEaRmoHc3FwJkHJzc+s1XbVaLe3atUtSq9X1mm65rM2npevr46TVTz8pHY/6Ufr05UNSdsY9KeuTT6XkgF6SVq2WSjQl0oDIAdLH8R/r37x1tCRFPFll2ldu5UttX98rffVzap3K+J///EcCpEOHDtV4bUPXlyl89NFHklwul86dO1ev6T6IddVQmlNdFRYWSomJiVJhYaFJ8tdoNFJOTo6k0WhMkn9tLVq0SJo+fbrB13t5eUkRERF1yvPUqVOSs7OzlJ2dXeU1wcHB0qpVq+qUT2Mwtv4kSZIiIiKk9u3bG/S+qu7nKiQkRHr//fervb+694Whn9+iZ6QBqbzskLJKsLC2QZ1/DYWZnCtnb2MzdCjau3cpiI9HKVcypPUQ/XkjAP6TIPUoZKdUmranoxWBnVwJ/ykFrbb24c1DQkLo06cPixYteigDgf3tb3/Dy8vroe0dEoTGsGTJEry8vNBoau7JTU5OxtbWtsrVMYZKT09nw4YN2NvbV3nNwIED623/moZkTP2V279/PytWrKhT+ILi4mK6devGvHnzap2GoURjpAGZe9khFZbi074nGReT8PBtQeqZ21h07qQfjdVzOJdyL5Gam/rHzR2Dwdy2LOZIFUIHteXyzXx+/O1mrctYvg9BQkIC27dXndeDSqVSER4eLoZqBKEB2dvbExYWVuVwyv38/Pw4c+ZMnfexCQwMrHbJLJTt+VKboZXGZkz9ldu+fXudQ/CrVCrefPPNRtnYVjRGGpB5G1uQQWunjmRcOI9nZwcyLt6hpEijF421v3t/LBQW/HDth/tuti6LOXLq/6CKHoueXi3o1saBzT9drlM5Bw0axNixYwkLC6O4uLhOaTVHw4YNo0ePHrr9IwRBEITGJRojDUhuocTMxYoWilaUFBVi63APrUbiWnI2NsOGUnLlKuqUFCyVlvRz71f5UM2dq3Cl8l0nZTIZoQPbEnPxNonpeXUq6wcffEBaWtpDu4leXl4e3bt35z//+Y+piyIIgvDQEY2RBmbuZYfyjhyFUsmdG5do4WbNlTO3se7XTxeNFcqGak7dPMWtwlt/3OzZF1r6wK//V2X6QV1cdUHQ6sLPz4+XXnqJ9957j+zs7Dql1RzZ2dnh7e390PYOCYIgmJJojDQwc087Sm8W4tG2E9fPJ+HVxZErZ28jM1fporECDGk9BJlMRvS16D9ulsnKIrIm7obiu5WmX19B0ADeeecdSkpKWLlyZZ3Saa4++OADrly5woYNG0xdFKGJE8N5gvCH+ng/iHDwDUzlVbZ/jLdHVxJO7aP7qJf49eBVbl67i82wYWQuW4bmzh1aOLSgR6seHL56mBDf+9Zzd3sGDr8P53ZBj8qD0kzs5cnH/7vAv2KvsHBkh1qX1dXVlcWLF/P+++8zc+ZMvL29a51Wc9SpUydCQ0NZvnw5U6ZM0W1qJQjlzM3NkcvlpKen4+zsjLm5ea33AqkNrVaLWq2mqKiozhM8H3SirgxX27qSJAm1Ws3NmzeRy+WYm5vXugyiMdLAFI4WyK3NcLZsw72cbCztCjG3VHLl7G38hw6Fd97h3tGj2AcHM9xzOB/Ff0R+ST7WZtZlCdi3Bp+hZfvVVNEYKQ+Ctu34FWYOa49lLcNEQ1mY+A0bNvDmm2/y1Vdf1Tqd5mrp0qX88MMP/Pbbb/Tu3dvUxRGaGLlcTtu2bcnIyDBJ5F5JkigsLDRo35OHnagrw9W1rqysrPD09KxTo080RhqYTCbD3MsORaEauULBtTO/0qajF1fO3qbXk2110Vjtg4N5zPMx/h73dw5dPcSYdvftldD9OdjxIty+BI6VhzWe2r8t/zyWys6TaUzq41Xr8trY2LBs2TJefvll5s+fT48ePWqdVnPk5uZGcnKy+EtKqJK5uTmenp6UlpYaFfehPpSUlHDkyBEGDx5cp/gRDwNRV4arS10pFAqUSmWdG3yiMdIIzD1tuXv4Gu6+nUj59QR+g3pw+MskCu+qsRk2jOx//hOppAR3G3d6uvRkz6U9+o0RvydBZQenImH4m5XmcX8QtGd6eSKX1/4HY9q0aaxdu5ZFixbxv//976H7q0Iul3P16lW+//57XnrpJVMXR2iCZDIZZmZmjf4hp1AoKC0txcLCQnzA1kDUleGaQl2JP/8agcrLDkmt4RHfPlw9exqPDrYgwZVz+tFYAYJ9gjmecZwb+Tf+SMDMErqMg18jQVv1X2LlQdCif8uqU3mVSiWrVq3i8OHDfP/993VKq7nat28fL7/8Mr/++qupiyIIgvDAE42RRmDe2gbkMtwd2lGqLiY77TdaedlypZJorIHegZjJzdiX8qfdH/2fg7w0SDlSZT66IGhH67bMF2D06NEMHjyYRYsWNXpXdFPw4osv4ufnx7x585Ck2ofbFwRBEGomGiONQGamwMzDBrM8M2wcnUg5eQKvR524mpiNpJX0orHamtsyzHMYey7v0U+kdQA4PlI2kbWqfH4PgnbsUt2DoJWHiT979ixbtmypU1rNkZmZGR9++CHR0dHs2rXL1MURBEF4oInGSCNRedqivnqXtv49Sfk1Hu9HHVEXlpJ5OVcvGiuUDdVcyLnA+ew/toxGJoPukyBpDxTlVplPfQVBA+jduzfPP/88S5Ys4c6dO3VOr7kZNWoUQUFBvPHGGyKuhCAIQgMSjZFGYu5lhya7iLZ+PcnJuI6Z+T0s7cxJrSQaa3+P/rS0aMmeS3/qHek6ETRqOLuzynzuD4J2o45B0KAsEFhBQQHvvvtundNqjj755BN27dolVtcIgiA0IPEbtpGofMq2sW5l1ga5QknqqXi8OrfkytnbyC0s9KKxmsnNGOU9in0p+9DcP2HVzh3aDa82PDzAX3t7YmGmYNORum2gB+Du7s6SJUv45JNPSE5OrnN6zU27du3w8/NDrVaTl1e3oS9BEAShcqIx0kgUNuaYtbahNDWf1h07lc0b6eJEdno+ebcLsRk2jMKEk2h+Hw4JbhfMzcKbHM84rp+Q/yRI+wWyqm4Y2FmYMbW/N9uOX+HWvbrvszJv3jw8PT1ZtGjRQzmZU5IkBg8ezIIFC0xdFEEQhAeSaIw0IgvfFhRfyMG7WwDXzp3Brb01crmMq2fLlvii1XLv6FEAOjt2xtvOu+JEVr8nwdoZ4r6oNq9pA9uikMn44mjde0csLCxYs2YN33//PfG/L0F+mMhkMiZNmkR4eLhY6isIgtAARGOkEVl0aIm2oBQvt0cpLVGTdTkJt/b2pJ69jZlLK100Vij7AAxuF8yhq4coKCn4IxGlCgKmlcUcqWYiq4OVOZP7e/Nl7BVy8tV1LvvYsWMZPnw4W7ZsQa2ue3rNzYwZM+jQoQNz5859KHuHBEEQGpJojDQi89a2yCyVqHLMsHVyJuXXeLy6OHE9OYdStQabYcO4d/QnpJISAJ70eZLC0kIOXT2kn1DANNAUw8mql/kChA5siyTBlpi6r6yRyWSsXr2azMxMPv300zqn19yUL/X98ccf+eabb0xdHEEQhAeKaIw0IplChsUjDhT9loNP94Df4404UlqiJe18DrbDh6G9e5f8n38GwMPGQxceXo+tK3R6Cn7ZBNUsOXW0UfFcX0+2xqSSW1hS5/J36dKFUaNG8f7775OZmVnn9JqboKAgpk+fjqWlpamLIgiC8EARjZFGZuHbkpLr92jbqSd3bmSAdAc7JwuunL2NqmNHzH18yN3zR+Mj2CeY45nHySr4U4j3PjMgJwUuHqw2v5cG+6DWaNkak1ov5X/mmWcwMzMjLCysXtJrbj7//HOCgoJMXQxBEIQHimiMNDKLDi1AAmdlGxTK35f4dnHiytnbANiPCebu/w6hLSibJzLCewRKmZJ9l/8UHr51ALj3gOMbq82vla0Fz/T2JPyny9wtqnvviK2tLUuXLiUiIoK4uLg6p9ccpaen8+yzz3Ljxo2aLxYEQRBqJBojjUxha46ZuzWll+/SutOjvy/xdeTu7SJyMgqwGz0aqaCAu4cOA2BnbsfQNkMrrqqRyaDPy3DpMNz8rdo8ZwxpR1GJln/FXqmXZwgNDeXRRx9lzpw5D+VkTpVKxf79+3nrrbdMXRRBEIQHgmiMmICFb0uKLuTQtltPriWeoZWXJUozOalnb2HeujWWPXqQuydKd31wu2B+y/lNPzw8QOe/lC3z/WVTtfm52lvwdK/WhP+UQn5xaZ3Lr1Qq+fjjj4mNjeX//q/6AGwPIkdHR5YtW8bmzZvFUl9BEIR6IBojJmDRoQXa/FI8PR5FU1JCxoVztPZrwZUzvw/VBI8mP+YYpbfLvh/gMYAWqhbsvbxXPyGlCnpOLYvIWs0yXyjrHckrLGHb8frpHRk2bBjjx49n8eLF3Lt3r17SbE7Kl/qKXX0FQRDqTjRGTMDc0w6ZhQLz20rsW7mQ8mvZLr4Zl3IpLijBdtQokMnI2/cd8Ht4+Laj+Pbyt/rh4eGPZb41hIhv3cKK8T1as+lICkUlmmqvNdTq1au5ffs2H3zwQb2k15yUL/WNjY3l/PnzNd8gCIIgVEk0RkxAppBh0d6B4t9yaPv7El/Pzi2RtBLXknJQtmiBzaBB5O7VX1VTaXh4OzeDlvkCvDKsHTkFaiJ/uVovz+Ht7c2iRYtYvXo1ly/XPdJrcxMUFMTly5fx8/MzdVEEQRCaNdEYMRGLDi1RX7tL2449yc26QWnxbVq6W3PlzC2gbFVN0anTqFNTAeji1KXy8PBQNpE1+zJc/F+1eXo5WjPW352NP16qt96R119/HRcXF2bOnPlQDle4u7tTUFDAwYPVL7EWBEEQqiYaIyZi4fv7El8zDxRmZqScPIH3o45cOXcbSSthM2wYcmtrcveUzRORyWSM9hldMTw8QOte4N69xmW+ADOHtefm3WL+G59WL89hbW3NJ598wv79+/n666/rJc3mZv369Tz55JNiuEYQBKGWRGPERBT2KsxcrSi5fI82nR4tCw3/qBOFd0vIvJyL3MIC28BAcvfu0fU4jG43uvLw8DJZWRC0S4fg1oVq823nbMPoru5sjL6EurT6YR1DjRkzhqeeeoo5c+aQl5dXL2k2JzNnzqRNmzbMmjXroewdEgRBqCvRGDEhVYeWFP2WQ1v/ANISz+Dobo5NCxW//VIWTMt+TDAl/9/efcdVVf4BHP+cO+GyNyggiKIoiop7770ty5G5KjMztW17/LJhZpqaWmZqjlypucu9F+49QQXZe9x1fn9cRQnUi0GAPu9eN+RyznOe8+Vc7vc+5xnXIsk+fhx4wPTwYPUwX4BRrStxIzmLFUeKpnUEYMqUKaSmpvL+++8XWZllha2tLVOmTGHz5s0sX768pKsjCIJQ5ohkpATZBLtgTjfgXz4Uk9HI9TMnqFzPi4uHYzGZzOjq10fl4ZF7qwbuTg9/K+Mfs3/mGeb74NaJYC8HOtfwZtq2ixhMRdM64ufnx6effsoPP/zAoUOHiqTMsqRLly50796dsWPHkp2dXdLVEQRBKFNEMlKCtBUckTSWIb7O3j5ciThEcH1vsjMMRJ1KRFIqcezaldR163JX8u0Q0AEbpQ1Lzy/NX2DdoWDMfugwX4BRrSoTlZjFsiLqOwIwevRoatasyUsvvYTJVDQdZMuS77//nlmzZmFjY1PSVREEQShTRDJSgiSVAm0lZ7LPWW7VXDl6GLfydriWs+P8AcuquE7dumJKTCRj714A7DX2dA/qztLzS9Gb9HkLdPSBaj3gwMyHDvOtVs6RHrXK8d3m82Tq//2srGCZmfXHH38kIiKCadOmFUmZZUlAQACdOnVClmXS0tJKujqCIAhlhkhGSphNFRf0kakEVg8nNS6WxBtRBNf34sqxePTZRstKvpWCSFl9t59Iv6r9SMxOZOPVjfkLbDDCMsz30t/5f/YPb7SvQnKmgTm7rhTZ+TRs2JCXXnqJ999/nxs3bhRZuWXJyy+/zFNPPSU6swqCIFhJJCMl7M4qvu6q8qjUGq5EHKJyPS+MBjNXjsYhSRJOXbuR9vffmDMyAKjoXJGGPg1ZfHZx/gJ964FPLauG+fq56hjYsAI/br9MQnpOkZ3TF198ga2tLWPGjCmyMsuSnj17snXrVnbt2lXSVREEQSgTHikZmT59OoGBgdjY2BAeHs7OnTut2m/37t2oVCpq1ar1KId9LKmcbVB56jBcSsMvtCZXjh7G0c0Wn0pOuaNqHLt2Rc7KIu3vu60d/av253j8cU7Gn8xb4J1hvhf/griHz3sxqnUlJGDqlotFdk4uLi589913LFu2jHXr1hVZuWVFx44d6dGjB3PmzBG3awRBEKxQ6GRkyZIljBkzhvfee4+IiAiaNWtGp06diIx88BTjKSkpDBo0iDZt2jxyZR9XNlVcLEN8w8K5fuYU+qxMgut7E3UmkcxUPRrf8tiGh+cZVdPctznl7cuz8EwBnVVDe4Njedj57UOP7WqnYUTLIH7bf43IhMyHbm+tfv360bZtW1555RUyM4uu3LJi4sSJZGRk8Pnnn5d0VQRBEEq9QicjkyZNYtiwYQwfPpyQkBAmT56Mn58fM2bMeOB+L730Ev3796dRo0aPXNnHlU2wC+Y0PQH+YZhNRi4d2k+lcE8khcSFQ7fnHOnWjYzduzHGW6aLVyqUPFvlWTZc3UBCVkLeAlVaaDIGTiyFhEsPPf7QJoG42mn4ZlPRzSAqSRLTp08nOjr6iXxDrlChAgMHDsTLy6ukqyIIglDqqQqzsV6v5/Dhw7zzzjt5nm/fvj179uy5736//PILly5dYsGCBVa9MeXk5JCTc7cPw51ZPQ0GA4bbQ1yLwp2yirLMR6Hw1SFpFEgxZnyCq3Jq51YqNWyKXzUXzu2PoVozb2zbtoHPPyfpzz9xHjAAgK4BXZl2dBq/n/2d4aHD8xZa41lUO75B3vEtpq7fP/D4KglGtwrivVWnGdLIjxrlnQrcrrDxCggI4K233mLChAn07duX6tWrW7Xf48BgMNC9e3fatWtX4tdXaVdaXodlgYiV9USsrFecsbK2zEIlI/Hx8ZhMpnyf9ry8vIiJiSlwnwsXLvDOO++wc+dOVCrrDjdhwgQ++eSTfM9v2rQJnU5XmCpbpTQschZkZ0/q/ssYndyIPrSH1SuWo1c6kHjNllVL16O2kykXHEz2gt/Y4+KSu191ZXUWnFiA1zUvlJIyb5nObah2bDFbDXXI0no88Pi2MnjZKnl74V5eqWZGku6/bWHiVbNmTTw9Penfvz//+9//UCierD7TGzduZN68eQQGBtKiRYuSrk6pVhpeh2WFiJX1RKysVxyxsvY2faGSkTukf7xTybKc7zkAk8lE//79+eSTTwgODra6/HfffZdx48blfp+amoqfnx/t27fH0dHxUapcIIPBwObNm2nXrh1qtbrIyn0Ume4xpK29Ro9XhzHnyD4q2NtSvWsb5p/dj69dNcI7VyBdqSLmjTdoW60amoAAAColVeLZ9c9iU8OGdv7t8haqb4E0bRNtbE5g7jTxoXXQVYxlxMKjOATXpXll93w/f9R4OTo60qFDB6Kjo3nhhRes3q8suxOrDh06sHjxYubNm8cbb7yBh8eDk8InUWl6HZZ2IlbWE7GyXnHGytr1ygqVjLi7u6NUKvO1gsTGxhZ4bzwtLY1Dhw4RERHBqFGjADCbzciyjEqlYtOmTbRu3TrfflqtFq1Wm+95tVpdLBdVcZVbGHYhHqStuYomQUFArXDO79lB3S49CKrlwcXDcTToHoRT2zbE2tuTuX4DdqNfBaC6Z3XCvcJZcn4JnYM65y1U7QyNRqHcNgFli7fAqfwD69ChRjnqBVzjm00XaFnVG6Wi4OaRwsarffv2DBs2jLfffpsuXbpQoUIFq/ct69RqNVOnTiUkJIS33nqLBQsWlHSVSq3S8DosK0SsrCdiZb3iiJW15RWqzVyj0RAeHp6vKWfz5s00btw43/aOjo6cOHGCo0eP5j5GjBhBlSpVOHr0KA0aNCjM4R9rKlcbVB62ZJ9PIqRpS6IvniMp5ibB9b1Jic0i9lraPSv5/plnQq3+VftzJPYI5xIL6IBa/wXQ2MHuB/cbAUuL1zudQjgbk8YfEUU7Ydm3336Ls7MzL7zwwhM3GZinpyeTJk3it99+Y/369SVdHUEQhFKn0Dfwx40bx08//cScOXM4c+YMY8eOJTIykhEjRgCWWyyDBg2yFK5QEBoamufh6emJjY0NoaGh2NnZFe3ZlHE2wS5kn0ukYp16qG1sObtrO+WruqBz1NydHr57NwyRkWTdsxhdK/9WeOo8WXi2gGG+WgdoOBKO/Appt/L//B/CK7jQsbo3kzafJ9tQdOvLODk5MXv2bDZv3sxPP/1UZOWWFYMGDaJt27Zs2bKlpKsiCIJQ6hQ6GXnmmWeYPHkyn376KbVq1WLHjh2sW7cut+k9Ojr6oXOOCAWzqeKKKUUPiSYq12/EmV3bkCSoXNeLC4diMd9eyVcTGEjib3cTD7VCzTNVnmHt5bUkZyfnL7j+i6DUwJ4pVtXjzY5ViEnNZt7eq0VzYrd17NiRoUOH8vrrrz9x14gkSaxZs4ZvvvmmpKsiCIJQ6jzS0IaRI0dy9epVcnJyOHz4MM2bN8/92dy5c9m2bdt99/344485evTooxz2sacNckKhU5F5NI6Qpi1Jir7BrcsXCW7gRVaqnuvnkpAUClwGDiBt82YM0dG5+/ap3AezbGblxZX5C7Z1hgYvwaE5kBH/0HoEedjzbD0/pm29REpm0Q71mjRpEk5OTk/k7RobGxtkWWb+/Pns37+/pKsjCIJQajxZ4yxLOUmpwDbMg6yjsfhVq4nOyZkzu7bh4e+As5cud3p4px49UdjYkLR4Se6+brZudArsxJJzSzCZC7i90nAkSArY+4NVdXmtbWUMJjPTtxXdNPFguV0za9YsNm3axM8//1ykZZcFZrOZqVOnMmzYMPR6/cN3EARBeAKIZKSU0dXyxJSqxxCZTtUmLTi3ZweybCa4vheXI+Iw6E0o7e1w6tOb5N9/x3zP5HD9q/bnRvoNtl/fXkDBrlBvOByYDZmJD62Hp4MNw5tV5Jc9V7meVLTTuXfq1IkhQ4Ywbty4J+52jVKpZPbs2Zw7d46vvvqqpKsjCIJQKohkpJTR+DugdLUhMyKWkKYtyUhOIvLkcSrX88KQY+LqccttFtf+/TElJZG69u5CdNXdq1PTvWbBHVkBGo0Cs8mqFX0BXmxeEWdbNZ/9efpfn9c/TZo0CUdHR1588cUn7nZNWFgYb731Fp9//jlnzpwp6eoIgiCUOJGMlDKSJKGr5UHWiXg8/Sri4lOeMzu34uypwyvQMfdWjSYgALsWzUlcMD/Pm3m/kH7sj97PpeQC1qSx94C6Q2Hfj5Cd8tC62GtVvN+1GhtP3WLrudgiO0cAZ2dnZs2axcaNG5kzZ06Rll0WfPDBBwQEBPDdd9+VdFUEQRBKnEhGSiFdbU/kHBPZ5xIJadqSCwf2YsjJJri+F5EnE8hOt3QqdR04kJzTZ8iKiMjdt0OFDrjZuLHo7KKCC28yGozZsH+WVXXpVtOHxkFufLz6FDlFONQXoHPnzgwePJhx48YRFRVVpGWXdjY2NmzcuJFp06aVdFUEQRBKnEhGSiG1hw61rz2ZEXFUbdoCQ3YWlw4foFK4FzJw8YillcKuSRM0AQEkzp9/d1+lmqerPM3qS6tJ1RcwDa+DN4Q/D/umQU7aQ+siSRKf9gjlZnIWs3ZdLaIzvOu7777D3t7+ibxdExAQgFqt5vDhw1y/fr2kqyMIglBiRDJSSulqeZJ9LhEnRw98KlXhzK5t6Bw1+IW45E6AJikUuAwYQNqmzRjumaK/b3BfTGYTi87cr3XkNchJh4PWjWap5GnPsKYVmbnjCvHZ//rU8rhzu2bDhg3MnTu3aAsvAwwGA7169eLll19+4pIxQRCEO0QyUkrpwjxAlsk8EU/Vpi25evQwWWmpBNf3JvpiCilxWQA49bozzHdx7r4eOg+eCn6KeafnkaYvoPXDyRdqD4A9U0GfYVV9RrephKudhuVXFEX+ptmlSxeef/55xowZ88TdrlGr1UyZMoU///yTxff8DgVBEJ4kIhkppZQOGrSVXMiMiKVq42bIssz5fbuoWNsDrU7Fye2WZn2lvT1OvXqRvCTvMN+hoUPJNmaz8Mx9RtY0HWfpxLp3ulX10WlUvNepCqeTFfx9Nu5fn98/fffddzg6OvLcc89hMhVt35TSrmfPnjzzzDOMHDmSGzeKdk0gQRCEskAkI6WYrrYn+qupaEw2BNSszZld21BrlFRrWo7Tu6PRZxsBcBlwe5jvuruLsHnZeeW2jqTr0/MX7lLBMivrru8gLSb/zwvQvponIc5mPl93lix90SYMLi4uzJ8/nx07djyR829Mnz4dW1tb3nzzzZKuiiAIwn9OJCOlmG01NyS1gsxjljlHbpw9TUrsLWq09MWQY+LcPksSoQ0MxK5ZM5Lm5x3mOzR0KFnGrPvPO9L8DVBpYOv/rKqPJEn0CTATl65n2tainZkVoGXLlowfP54PP/zwiZsu3dXVlVWrVvH99w9fXVkQBOFxI5KRUkyhVWJT3Y3MiFgq1m2ASqvl7O7tOLjaULGWO8e3Xkc2W5IP1+cGkn36NFkRR3P3v9M68uupXwtuHbF1gZbvwpH5EHPSqjp52MKLTQOYteMyl+MKKPNf+uijj6hbty79+vUjNbWA0UCPsXr16uHh4cGtW7e4cuVKSVdHEAThPyOSkVJOV9sTY2wWUqKZSnUbcmbXNmRZJqy1H8m3Mok8bZna3a5pUzQVKpC0YH6e/YeFDntw60jdoeAWBJveAys7pr7UPBAvJy0frT5V5J1Z1Wo1CxcuJD4+nldeeaVIyy4r+vTpw7PPPovRaCzpqgiCIPwnRDJSytlUckFhp7ZMD9+sJQnXI4m7dgXvICc8/B04vsUy+uTOMN/UTZsx3LqVu/9D+44o1dDuM7i8DS5stq5OaiWfdK/OzgvxrDthXX+TwqhYsSIzZsxgwYIFLFiwoMjLL+2+/fZbDh06xIQJE0q6KoIgCP8JkYyUcpJSQhfmQeaxOPyr18LWwZEzu7YhSRJhrX2JPJ1IYrRleK5T714oNJo8w3zB0jqSaci8/6ysVTpBQDPY9D6YrPs03rqqF21DvPjsz9Nk5BT9J/gBAwYwcOBARo4cyeXLl4u8/NKsQYMGjB8/nk8//ZTDhw+XdHUEQRCKnUhGygBdbU/MaXqM19Kp0rgZZ3dvx2w2USncC1tHDce3FjDM957l6b3svOhTuQ+/nv6VDEMB84pIErT/HOLPw5G5Vtfro27VSM7SM+XvC//2FAs0bdo0PDw86N+/PwaDoViOUVp9+OGH1KxZk6FDh2I2m0u6OoIgCMVKJCNlgNrXHpW7LZkRsVRr1pr0xASuHjuCUq0gtHl5zu2LJjvD8mbtMmAApsREUtety1PGsBoPaR0pVwtq9YetX1i1iB6An6uOUa0q8fOuK5yNKfrOpo6OjixcuJBDhw7xySefFHn5pZlarea3337jl19+QaEQL1NBEB5v4q9cGZC7ku/JBDz9g/CqWJnDa1cBENq8PGazzOndNwHQVgzErmlTkuYvyNO51NvOmz6V+zD31NyCW0cAWr8PhizYOcnqur3QvCIVPex4/fdjGExF/wm+QYMGfPrpp3zxxRds3769yMsvzapWrUqdOnUwGAxcuFA8rU+CIAilgUhGyghdLU9kvYmcs0mEd+1J5ImjxEVeReeoIbiuFye2Xcd8OxlwfW4g2adOkXngYJ4yHto64lgOGo+GfdMh6apV9dKqlHz7dC3OxqTxw5ain3sE4O2336ZFixYMHDiQxMTEYjlGaTZu3Dhat25NcnJySVdFEAShWIhkpIxQudui8XcgMyKW4AZNsHdz58g6S+tIzdZ+pCfmcPloPAB2zZqhrRZC3NQp+VpHelfuza+n7tN3BKDJaLB1hb+svy1Sw9eJUa0qMW3rRU5ct+4WT2EolUrmz59PRkYGL7zwwhO3oNybb75Jamoqo0ePLumqCIIgFAuRjJQhulqeZJ9PghyZ2h26cmbnVjKSk/Dwd8CnkhPHt94d5usxejRZhw6TsWdPnjKG1xhOhiHj/q0jGjto8wGcWgFRB6yu26jWlaji7cDrS4+SYyz6tWV8fX356aefWLFiBdOmTSvy8kszf39/pk6dyvz58/n9999LujqCIAhFTiQjZYhtTXdAJut4HDXbdERSKjm22dJRNay1H9EXU4iLtKzSa9+iBbZhYcR9/witI2H9wKsGbBxv9URoaqWCb/uGcTU+k+82F0//ht69ezN69GjGjh3Lnn8kWY+75557jmeeeYbhw4dz6555ZARBEB4HIhkpQ5T2GmwqW1bytbG3J7RlW45uWodRrycwzB17Vy3H7kyCJkl4vDaa7OPHSd+6LU85D20dUSihw+dw/aClhcRKVb0dGdOuMrN2XOLwtaRHPc0HmjhxIg0bNuSpp54iJqboJ1wrrSRJYtasWcyePRsvL6+Sro4gCEKREslIGaOr7Yk+Mg1DXCZ1OnUnKy2VM7u2oVAqqNnSjwsHb5GRkmPZtlEjdPXqETd1KvI9c1VY1TpSsSUEd4K/PgZDttX1e7FZRcL8nHlj6bEiX9kXLENef//9d2RZpm/fvk/U/COOjo4888wzABw8ePAhWwuCIJQdIhkpY2yru6OwV5O++yYuPuUJCq/P4bV/IMsyIU18UCglTu24AdxtHck5c4a0TXmneh9eYzhZxixmH599/4O1/wxSo2HnRKvrp1IqmPh0GDeTs/hqw9lHOseH8fHxYdmyZezdu5e33nqrWI5Rmm3bto369euL/iOCIDw2RDJSxkhqBfaNypF5+BamDAPhXXqScD2Sa8cjsLFTU7WhDyd33MBksLSE6OrWxa5JE0vriOluS4W3nTfDQocx7/Q8rqVeK/hg7pWh2euw6zurV/UFCPKw5+2OVZm75yp7LsX/q/O9nyZNmjBp0iQmT57MokX3ud30mGrRokVu/xEx/4ggCI8DkYyUQXYNfQDI2HsT35BQPAOCOLz2DwBqtvYlK83AhcN3Ozl6vDYa/aVL+WZlHRI6BA9bD74++PX9D9ZsHLhVhtWjwGz9GjSDGwfQINCVt5YdJ70Y1q4BGDVqFAMGDGD48OGcOHGiWI5RGt3pP+Lt7U3fvn3Jzrb+NpogCEJpJJKRMkhpp0YX7kX63mgwmgnv0oOrx46QcD0SF287/Ku5cuzvqNxRNLY1a2LfujVxP/yAfE8fCxuVDW/We5Md13ew4/qOgg+m0kL3qXDzKIoDP1pdR4VCYuLTYSRm6Pnf2jP/6nzv586bcqVKlejdu/cTNSmYo6Mjv//+O2fOnOG7774r6eoIgiD8KyIZKaMcmpbHnGkg40gsVRo3w87FlcN3JkFr40d8VDrXz94d0eIx+lUM1yJJWbUqTzlt/NvQ0KchXx34Cr1JT4H86kHDl1Fs/wq7HOuHlfq56nivSwiLDkSy7Vxs4U/SCjqdjhUrVhAfH8+gQYOeqEXlatWqxV9//cW4ceNKuiqCIAj/ikhGyiiVuy221dxI33kDhUJF7Q5dOb1jC5mpKfhXc8Ur0JF9f1zKbR2xqVoVh44diZs+Pc+KvpIk8W79d7mZfpN5p+fd/4Ct3wc7D8Ii51g99whA//r+NKvszjvLT5CSWTwjX4KCgliwYAFr1qzhiy++KJZjlFZNmzZFq9Vy9OhR0X9EEIQySyQjZZh9c1+M8Vlkn02kZtuOSJKCY5vXIUkSjXoGEXstjUtH4nK393h1FMaYWyQvW5annIrOFekX0o9Zx2dxK+M+LR8aO0xdvsMj/QzS0flW11GSJL5+qiZZBhOvLz1WbFO5d+nShY8++ogPP/yQDRs2FMsxSiuz2czgwYN5+umnycrKKunqCIIgFJpIRsowbQVHNBUcSdtxHVsHR6q3aM3RjWsxGgyUr+KCfzVX9q++nLuAnjYoCKduXUmY8SPmf3R6fDnsZXQqHd8e/va+x5MDW3DNtRnKvz+C1JtW19PHyZZJfcP468wtZu24/Ggna4UPP/yQTp060b9/fy5fLr7jlDYKhYJ58+Zx7tw5xo4dW9LVEQRBKDSRjJRxDs3Ko7+aSk5kKnU69yAzJZmzu7cD0LBnEMm3Mjm79+5Mpe4jR2JMTCRp0eK85WgcGBM+hvVX1nMo5tB9j3eqfH9Q2cLaNwp1u6ZNiBcvtwzi643nOHCleFbeVSgULFiwADc3N7p06UJSUvHMAlsa1axZkylTpjBz5kwWLFhQ0tURBEEoFJGMlHE21dxQudmQvvMGruV8qVinXu4kaB7+DlSu68mBP69gvD0bqqZCBZx79yJh9mzMGXlnX+0e1J2a7jWZcGACxvsM4zWo7DB1/ArOrYXTfxSqrq+3C6ZuBRdGLTxCXFrOI53vw7i4uLBu3TpiY2Pp06cPev19OuU+hoYPH87gwYN57733yMkpnvgKgiAUB5GMlHGSQsK+WXmyTsZjTMiiTucexEdeJfLkMQDqd69IVqqe49uu5+7j/vLLmNPSSFzwW56yFJKCdxu8y4WkCyw7n7dfyb3kqt0gpBusexMyrW/lUCkVTO1XG7MMry2OwGQunv4jlStXZtWqVezevZsXXnih2PqplDaSJPHjjz+ya9cutFptSVdHEATBaiIZeQzo6nihsFWRvvsm/qFhePgH5E6C5uypo1rTchzZcI2c26NZ1OXK4fz00yT8/DOm1NQ8ZYW6h9Krci+mRkwlKfsBtzk6TwST3rKybyF4OtowtV9t9l1OYPJf5wu1b2E0bdqUuXPnMm/ePD7//PNiO05po9Vq8fPzIykpiTFjxogOrYIglAkiGXkMKDRK7BqVI+NgDHKWkTpdenIl4hDxkVcBqNslAJPRzJFNkbn7uI14CYxG4iZPzlfe6NqjkWWZqRFT739QB2/o8AUcWwQX/ypUfRsFufF6+ypM3XKx2OYfAejXrx+ff/45H374Ib/99tvDd3iMREZGMmvWLIYOHfrEtAwJglB2iWTkMWHfyAdZlknfH01I0xY4e/mwY+FcAOyctIS19uP431FkJFv6Eqg9PfF4bTRJixaTdfx4nrLcbN0YWWsky84v40zCA2ZPrTXAsrrvmjGQk1ao+r7cIohWVTwYu+QoN5KL79P7+PHjGTx4MEOHDmXHjvvMMvsYCgsL49dff2Xx4sVMmDChpKsjCILwQCIZeUwo7TXY1fEiffdNFChp1v95rkQc4trxowDUbu+PUq3g4Lqrufu4DBiANqQq0R99jGzM22H1marPEOQcxIQDE+7/yVqSoOtkyEqCta8XanSNQiExqW8tdBoVr/x2BL2xeGZOlSSJmTNn0rRpU3r27Mm5c+eK5Til0dNPP81HH33Ee++9xx9//FHS1REEQbgvkYw8RuyblcecYSAzIpbKDZrgE1yV7b/NQTab0erUhHcM4PSumyTfygRAUqnw+eQTcs6eJXF+3uGgaoWad+q/Q0RsBEvPL73/QV0Dodv3cHwJRFg/GRqAi52GaQPqcOpmChPWF8/6NQAajYbly5fj7e1Nly5diIuLe/hOj4kPP/yQZ555huvXrz98Y0EQhBIikpHHiNpDh02IG2k7r4MMLQYOI+7qZU7v3ApAjZbl0Tlq2L/m7oRgtjVq4NK/P3FTp2K4mXciswY+DXgq+CkmHprItdRr9z9wjacgfLBldM2tU4Wqcy0/Z97vUo1fdl9l7fHoQu1bGM7Ozqxbt460tDR69uz5xKx0q1AoWLRoEaNGjQLAYCieKfkFQRD+DZGMPGYcmpfHGJtF9vkkylcJIbhBE3YtmY8hJxuVRkn9roFcPBRLXOTdPh4eY15DaWdHzP/yr+vyZt038bD1YPzO8fedewSAjl+CWyX4/XnISS9UnQc1qkDXmj68vfw4F2MLt29hBAQEsGbNGo4cOcLgwYOfmEX1JEkCYNKkSbRt2/aJmntFEISyQSQjjxlNBUc0fg6k77A0yzft/zyZyckcWbcagKqNvHH20rH3j0u5+ygdHPB6bzzpf/9N2t9/5ylPp9bxRbMvOJVwijmn5tz/wGpbeHoupEXD2nGF6j8iSRJf9qlJOWcbhsw9QHx68U3YVb9+fX777Td+//13xo4d+0SNNGnYsCH79u3jlVdeeaLOWxCE0k8kI48ZSZKwb16enMsp5FxLxcW7HLU6dOHAqqVkpiSjUCpo2KMiUacTuX727oRlDh06YNe8GTGf/y/fzKxhHmG8UPMFZp+czXXjA/oeuFd+5P4j9loVcwbXI9tgZvivh8g2mAq1f2H07t2b6dOnM2XKFD744INiO05p07hxY2bOnMlPP/3EpEmTSro6giAIuUQy8hiyre6OupwdyWsuIZtlGvZ+BklSsGfZIgAq1vbAs4IDe/+4nPsJWZIkvD/8EFNSEnFTf8hX5os1X6SqS1WWZi4ly/iAobj/ov+Ir4uOn5+vy7mYNMYuOYq5mGZoBRgxYgQTJ07kf//73xM19HXw4MGMHz+eN954gzVr1pR0dQRBEACRjDyWJIWEc7cgDNfTyYyIxdbBkQa9n+H4X+tJuBGFJEk06hVE7NVUzu27u4iextcX95EjSZw/n+wzeUe3qBVqPmv8GanmVCZHTH5wBf5F/5Gavs5M6VebDadi+HLD2ULtW1ivv/46H3/8MePHj2fq1AdM8PaY+fzzz5kyZQqtWrUq6aoIgiAAIhl5bGkDnbCt6U7KhquYc0zU7tAVBzcPdi78FQDfqq4EN/Bi19ILZKTc7aPhNmQw2oqBlrlHTHlvlQQ4BtDRtiNLLyxl5/Wd9z/4v+g/AtCumhcfdq3GrB2Xmb/vAaN4isCHH37IG2+8wejRo5kz5wF9Yh4jkiTx6quvYm9vz5kzZ9izZ09JV0kQhCecSEYeY06dAjFnGUnbFoVKo6FZv0FcOrSPqNMnAGj2dDAKpcT2hefu3q5Rq/H+5BOyjx8nacmSfGXW19SnsU9jPtzz4YPXrvkX/UcAhjQJZEiTAD5adZKtZ4tvynhJkvj6668ZMWIEw4cPZ/HixcV2rNLo/fffp0uXLpw4caKkqyIIwhNMJCOPMZWLDQ7Ny5O28zrGxGyqNG6Od6Vgts+3TIRmY6+mRb8qXDkWz8XDd9/wdXXq4Pz0U8RN+g5DbN5EQJIkPmr4EUazkU/2fvLgURn/ov8IwPtdqtEmxItXFh7h5I2UQu9vLUmSmDZtGgMHDuS5555j9erVxXas0mbOnDkEBATQoUMHrly5UtLVEQThCfVIycj06dMJDAzExsaG8PBwdu68f5P9ihUraNeuHR4eHjg6OtKoUSM2btz4yBUWCsehpR9KnZqUdZeRJIkWA4dy6/IFzu6xrNMSVMeToDoe7Fxynqy0u/NPeL7+OpJGQ+yXX+Yr08PWg48afcTfkX+z6tKqB1cgT/+Rwq1fo1RIfP9sLSp52jPs14NEpxTfGjYKhYI5c+bQo0cPnn76af76q3CL/5VVTk5ObNiwAZ1OR/v27YmNLb5WKEEQhPspdDKyZMkSxowZw3vvvUdERATNmjWjU6dOREZGFrj9jh07aNeuHevWrePw4cO0atWKbt26ERER8a8rLzycQqPEqVMgWScTyL6UjG9IKJXqNWTX4nkYb09+1fzZKpjNMjt/v5C7n9LZGa+33yJ13XpSN2/OV27bCm3pEdSDLw98yfW0Bwz3ze0/EgNLh4DpAROnFUCnUfHT83VRKRQM+eUgadnFN4OoSqVi4cKFtGnThh49erBr165iO1Zp4uXlxaZNm1AoFFy8eLGkqyMIwhOo0MnIpEmTGDZsGMOHDyckJITJkyfj5+fHjBkzCtx+8uTJvPXWW9SrV4/KlSvzxRdfULlyZTGs8D9kW8sDjb8DKWsuI5tlmvUfQnpiAhEbLL8DnaOGZn2DuXDwFpeP3l23xbF7dxzatSV6/HvoC1jb5J367+Csdea9Xe9hMj9gXhD3yvDMPLi8FdYVbkE9AE8HG34ZUo8byVm8sjACg6n4Zk69s45N/fr16dy5M/v27Su2Y5UmFStW5NSpUzRu3BiTyUROTvFNPCcIgvBPqsJsrNfrOXz4MO+8806e59u3b291j3yz2UxaWhqurq733SYnJyfPH8PU1FTAsq5GUa6tcaesJ2G9DvtOFUiceZLUfTdwqOdFaOsO7Fu5hODGzdE5ORNY2xX/g65sX3gOz0A7tDo1AO4ff0xW32e4/toYvH7+CbgbL62k5ZOGn/Di3y/y3aHveK32a/evgH8zpM6TUP05GpOjH+bGD9i2AIGuNvzwbBjD5h1hzOIIJvYJRaUsni5PKpWK5cuX0717d9q2bcvKlStp2bJlocooq9eWwWBgyJAhZGRksGjRIpRK5X9yzHu/CvcnYmU9ESvrFWesrC1TkgsxL/TNmzcpX748u3fvpnHjxrnPf/HFF/z6669WLc/+zTff8OWXX3LmzBk8PT0L3Objjz/mk08+yff8woUL0el01lZX+IeAi3Y4Jqk5VTsFvTGTa2uXYevhhXezdkiShClbImanHbZeRlxr3l1ITnv9On7TZ5DSsAFx3bvnK3d39m7WZ6+nj64PtTW1H1iHKtErqBrzB4cqjOCGa+MHbluQYwkSc88rqO0uM7CSGYVU6CKslpOTw5dffsnJkyd58803qV+/fvEdrBQ5cOAAX375Jc2bN+fVV1/9TxISQRAeT5mZmfTv35+UlBQcHR3vu12hWkbuuLPw1h2yLOd7riCLFi3i448/ZtWqVfdNRADeffddxo0bl/t9amoqfn5+tG/f/oEnU1gGg4HNmzfTrl071Gp1kZVbWplS9SR8f5TG6hAcugdwya88a7//ikAHW6o1bw3AWZ8Ydiy8QIsetfELccndN9neAcWECWQFBtJo3Lg88eokd0KzX8Pqq6vp2qQrYR5h96+E3AnzGi3hp+dQq1kn5ApNCnUOnYFaJ2MYu/QE/tnlmdArFGUxZiSdO3dm0KBBfPXVV8yZM4d+/fpZtV9ZvrY6d+5MSEgIgwcPxtPTk7lz56JSPdKfCquU5Vj910SsrCdiZb3ijNWdOxsPU6i/MO7u7iiVSmJiYvI8Hxsbi5eX1wP3XbJkCcOGDWPp0qW0bdv2gdtqtVq0Wm2+59VqdbFcVMVVbmmjdlPj0MqP1M2RODQqT9XGzbh69DA75v9EQI0wnDy9CW3my+Uj8excdIF+HzZAY2u5RNwHPUfWoUN4LV0G/fujrlgxT9kfNf6IqPQoXt/5Oou7LMbH3uf+FenxA6RHo1o2CIZtBo8qhTqP7rX9QKFkzOII1ColX/auiaKYEhK1Ws3vv//O8OHDGTx4MFlZWbz00kuF2r8sXlsDBw7E1taWZ599lg4dOjB06NBiP2ZZjVVJELGynoiV9YojVtaWV6ib7hqNhvDwcDb/Y3TF5s2b89y2+adFixYxePBgFi5cSJcuXQpzSKGIOTT1RemkIeXPywC0GvwiNvYOrJ/2HWazCUmSaDWwKtmZRvasvLuyryRJeH7yMSZ7e2JefwPzP5ahVyvVfNfqO2xVtry65VUyDZn3r4RKA88sAMfysOApSLtV6PPoHlaOSX1rsfTwdd7740SxrmOjUqmYM2cOo0aNYsSIEXz99dfFdqzSpE+fPhw4cIDBgweXdFUEQXjMFboH4Lhx4/jpp5+YM2cOZ86cYezYsURGRjJixAjAcotl0KBBudsvWrSIQYMG8e2339KwYUNiYmKIiYkhJaX4JrES7k9SK3DqXJHsc0lknUtEq9PRaeQ4bpw7zaE1KwFwdLelca8gTu24wfVzd2dZVTo4ED2gPzkXLxL75Vf5yna1cWVK6ylEpUUxftd4zPIDRr3YOMGApWDSw8K+oM+4/7b30bN2eSY+Fcbig1F8sOrkgydg+5cUCgXff/8977//Pm+//TbvvfdesR6vtKhduzYKhYK1a9fSq1cvsrOzH76TIAhCIRU6GXnmmWeYPHkyn376KbVq1WLHjh2sW7eOChUqABAdHZ1nzpGZM2diNBp55ZVX8PHxyX289lrhRlMIRcc21A1tRSdS/ryMbDLjWy2Uet16s3vJAmKvWlpMQpuXx6eSE1vnn0GffXdukJzy5fF4+y2SFi4kdf36fGUHuwTzVfOv2BK5hR8i8q/+m4eTLwz4HRIuwrKhhZ6DBKBPuC9f9anJb/sj+Xj1qWJNECRJ4rPPPuObb77hiy++YPTo0ZjNxTfMuDTRarVs3LiR7t27k5n5gFYvQRCER/BIYyNHjhzJ1atXycnJ4fDhwzRv3jz3Z3PnzmXbtm2532/btg1ZlvM95s6d+2/rLjwiSZJw6haEMSGb1M2Whega9x2IW3lf1v/wLUa9Hkkh0fq5EDLTDGyZdybPm7xj3744du5E9PsfoL96NV/5Lf1aMiZ8DLNPzGbt5bUProxPGDz9K1zYDOvfKvQcJAB96/oxoXcNft17jU//PF3sLRZvvPEGM2fOZNq0aQwZMgSjsfBJVFnTtm1b1q1bx549e+jSpQvp6YVbjVkQBOFBxNo0TyiNjx1OHSqQtu062eeTUKnVdHr1DZKib7BriWVhO2cvHe0GV+PSkTgOr7+7eq4kSXh/+ikqd3eujx2HuYAJsoZUH0L3oO58uPtDTsQ9ZBG2ym2h6yQ49DP8/ekjJST96vvzec9Qftl9lS/WnSn2hOTFF1/kt99+Y+HChXTt2vWJuO3YsmVLNmzYwOHDhwvViVcQBOFhRDLyBLNv5os22IXE389hStPj4R9A02cHcXjtH0SePA5Axdoe1OsayP7Vl7l6IiF3X6W9PeUnf4f+0iVuTZiQr2xJkviw0YeEuIUweutoYjJi8m2TR/hgaP857JoEmz94pIRkYMMKfNqjOrN3XuGDVScxFWOnVoB+/fqxfv169u/fT6NGjbh8+XKxHq80aNq0KX/99Reff/55SVdFEITHiEhGnmCSQsK1bzBIkPj7OWSzTHiXnviFhLJh+nfkZFo6ldbrHEDFWh5snXcOQ9rdS8YmJASv994jefESkhYvyVe+VqllcqvJqBQqRm8Z/eARNgCNX4WOX8GeqbDh3UdKSAY1CuCrPjVYdCCKEQsOk6V/wDT1RaBt27bs27cPg8FA/fr1H7ho5OOifv36BAYGkpKSwrPPPnvfdakEQRCsJZKRJ5zSXoNr3yrkXEwmbcd1JIWCjiPHkpOZwZY5PwKWpKXN4BDsXbQkHLElJ/Pu9L7OfZ/GZcAAYj75hNQN+Vdjdrd1Z2rrqVxLvcarW14ly/iQlXcbjoAu38L+GbD2dXiEDqLP1PPnp0F12XUhnv4/7SMxQ//wnf6FKlWqsG/fPmrUqEGbNm2emP5Q8fHx7N+/nwYNGnD48OGSro4gCGWYSEYEbCq74NDSj9RNV8m5loqjhydtho7g9M6tnNtrWblWY6Oiw4vVMBsk/v7lLObbi9VJkoTXe+Nx7NyZm2++SUYBC8tVda3K9LbTORF/glf/tiIhqTccuk2BQ3Pgz9ceKSFpVdWTJS81JCoxkz4z9nAtofBDhwvDzc2NjRs38vzzzzNkyBDefffdx36kTVBQEPv27cPf35/mzZuLxS8FQXhkIhkRAHBsWwGNnyOJi85izjQQ0qwVwQ2a8NdP00iNj7Vs426La60sbpxPZu8fd/tHSAoF5SZ8ga5BA66PfIWsEyfzlR/uFc70NtM5Hn+c0VtGk218yHwV4c9Dz+lwZD6sHgUPWhX4Pmr6OrPiZct0831m7OFYVHKhyygMjUbDrFmzmDRpEpMmTeLLL7987EedeHl5sXXrVjp27EivXr24dOnSw3cSBEH4B5GMCABISgnXflUwZ5tIXH4BgLYvvILG1paVX35CdoblTdXG3UTDXhU5ujmSc/vvdkqVNBp8p3yPpnIlol58kZzLV/Ido653Xaa1mcaxuGPWJSS1+kPv2XBsEax86ZHmIfF307H85cb4uep4dtY+tp6NLXQZhSFJEmPHjmXlypUcP36cli1bEhUVVazHLGk6nY6lS5eyefNmgoKCkGX5sW8VEgShaIlkRMilcrbB9anKZJ9KIGNfNLYOjvR+5xPSEuNZM+kLTEZLX5HQFuWo2sibrfPPEnvt7iJICp0Ovx9/ROnqSuTwYRhu5Z/mvZ53Paa1mUZEbASvbX2NHFP+YcF51HwanpoDJ1fAiuFgKvwS1652GhYOb0jTyu4Mn3eIxQeKv8Nl586d+fLLL0lJSaFevXrs3r272I9ZkhQKBa1atQLg66+/pnfv3mRkFO+tMUEQHh8iGRHysA11x66RD8lrL6O/mY6brx893/iAG2dP8/dP03NXaG7Rvwpuvvasm3GCjJS7CYXKxQX/n38CIHLYMEzJyfmOUc+7Hj+0+YEjt45Yl5BU7wV9f4Uzf8LSwWAsfIdUW42SHweG06++H++sOMGkzeeLfS6SgIAAdu/eTeXKlWnRogVffvnlE9FiEBoayl9//UXLli3zLaopCIJQEJGMCPk4d66I2kNn6T+SY8K3WigdR47l7K5tJJ6wjJpQqZV0HlEDWZbZMPMEJsPdN1m1tzf+P/2MKSGRqJdGYC5g+vAGPg2Y2mYqh2IOMWbrGPSmhyQYId0si+td2ATzekBGfKHPS6mQ+KxHKG92qMKUvy8wamEEadmFb2kpDE9PT7Zu3crbb7/N+PHj6dSpE7GxxXurqKR16dKFnTt3cuPGDRo0aMCJEw+Z9E4QhCeeSEaEfCS1Atf+VTGl5JC82tIhsWqTFjR5dhBJJyM4te0vAOyctXR6qQZxUemsn3kCo+FuJ1NtxUD8Zs0k+8IFrr82BlmfP9lo6NOQqa2ncjDmIGO3jX14QlKlIzz/J8Sfh9mt4Nbpwp+bJPFKq0rMGFCH7efj6PHDbs7GpD58x39BpVLxv//9jw0bNnD06FHCwsLYunVrsR6zpNWuXZv9+/fj4uLCZ599VtLVEQShlBPJiFAgtYcO5x6VyDx8i7SdNwCo06UnjpVD2DJnBlePWlpIvCs60WVkTa6fS2L9j3kTEtsaNfD7YSqZ+/Zx893xyAXcomhUrhFTWk9h3819jNs27uEJiX8DeHEraB3h53ZwPv/cJtboVMOH1aOaoFEp6DltNyuOXH+kcgqjffv2HD16lGrVqtGmTRs+/vhjTKbinZStJPn5+bFnzx5mzZoFwLFjx8Qie4IgFEgkI8J92YV7Yd/Cl5S1l8k4GIMkSXiEN6ZCWB1Wf/clt65YWk38Qlzp8kpNbp5PZt2MExjvmfXUrnFjyn3zDanr1nHzjTcwF9BC0rhcY6a2nsrem3sZvmk4idmJD66Ysz8M3QiBLWDhM7B7yiPN1lrRw56VI5vQuYYP434/xviVJ8g2FG9y4OPjw6ZNm/jkk0/47LPPaNu2LTdv3izWY5YknU6Hs7MzBoOB7t2706BBA86dO1fS1RIEoZQRyYjwQE4dA7Br4E3Sigtkn0hAUijo9MrruJbzZeVXn+TOQeJX1ZUuo8KIvpjM2unHMdyTkDh27ED57yeT9tffRA1/AVNaWr7jNC7fmDkd5xCZGkn/tf25kHThwRXT2lv6kDQdY1nLZtUoMD6kI2wBbDVKvn06jAm9a7Ds8HWe/nEvUYnF++ldqVTywQcfsGXLFs6fP0+tWrXYuPHRWnjKCrVazdq1azEajdStW5fFixeXdJUEQShFRDIiPJAkSTj3qIQuzIOUZRdxTFKjtrGh19sfolSpWTHh49w5SHyruNB1VBgxl1NYO+0fCUn79vj/Mofss2e5NmBggcN+wzzCWNRlEXZqO55b/xw7ru94cOUUCmj7MfSaBSeWPnLHVkmS6FffnxUvNyY5S0/Xqbv4+0z++hW1Fi1acPToUcLDw+nYsSOvvfbaYz0cNjQ0lIMHD9K9e3f69esnFtsTBCGXSEaEh5IUEi5PB6MNdibonD36K6nYObvQ+92PyUhKZPW3X2A0WEallA92odurtbh1NZW1PxzDkHM3IdGFhxOw8DdMaWlcfbYfORfyt3742Pswv9N86nnX49UtrzL/9PyHD8ENewYGr4WESzCrFdw69UjnGVreiT9HNaNegCvDfj3E1xvOYjQV71BcDw8P1q5dy6RJk5g9e3busNjHlb29PQsWLGDmzJl07doVoNiHWAuCUPqJZESwiqRU4NS3MumORpIXnEUflYZbeT96vPk+N8+fYcWEj3JX+S1X2Zlur4YRey2NP384hj777syp2kqVCFi8CKWDA1cHDCTz0KF8x9KpdUxuOZnnqz3P1we/5pO9n2AwP2QIrl89eGEL2DrBz+3hxLJHOk8nnZpZz4XzTqeq/Lj9En1m7OH8rfy3lYqSQqFg7NixHD9+nICAANq1a8fw4cNJLmCOlseBJEm8+OKL1KpVi5ycHDp16sTOnTtFUiIITzCRjAhWk9QKLlVJQ+WlI/6XkxhiMvANCeWp9z4j9uollnz8DulJls6n5So50210LeKi8ickai8vKvy2AJuqVYkcOozUjZvyHUupUDKu7jg+bfwpqy6tYsTmEaTkpDy4gs5+lo6tVTrB8mGwfDhkJRf6PBUKiREtglj2cmPSc4x0nbKLaVsvFnsrSaVKlfj777/58ccf+f3336levTqrV68u1mOWNL1ej6urK99++y19+/YVk6QJwhNKJCNCoZiV4PxcVZROWuJ+PoExIQvfkFCe/fgrstJSWfTBmyTetAwF9glyovvoWiRcT+fPqcfIybzbuqF0cMDvp9k4tG3DjTFjSFzwW4HH61W5F7PbzeZ80nkGrBvAlZT8a97kobGDPj9B75/g/CaY0QSu7Hykc63j78La0c0Y2jSQbzedo+f03ZyJLt45SRQKBS+99BKnTp2iVq1a9OjRg379+hEXF1esxy0pDg4OLFy4kLfeeos9e/ZQrVo1li5dWtLVEgThPyaSEaHQFLYq3IeFotCqiPvpBMaUHNz9A+j32Teo1GoWf/gmMRfPA5Z5SLq/VpvE6AyWfnmIhJt3V7FVaDSUmzgR10GDuPX558R++22Bc5HU9a7Lws4LUUpKBqwbwN+Rfz+8kjWfhpd3g2sg/NoNNn3wSKNtbNRK3ulUlRUjm5BjMNP9h11M+fsChmJuJfHz8+PPP/9k/vz5bNq0iWrVqrFo0aLH9lZG48aNOXbsGJ07d0ZfwPBvQRAebyIZER6J0l6D+/AaIEP8Tycwpebg6O7Js59+jbNPOZZ8+i5Xbk+M5hXoyNPv1kWlVrDsq8NcPHx3OnRJocDr3XfwfPttEmb/RNSIERgTEvIdz8/RjwWdF1DPqx5jto7hg90fkK5Pz7ddHs5+MGg1tPsU9s2A2W0g9swjnW8tP2f+HN2Ul5oH8f3fF+jxw25O3XzIbaN/SZIkBg4cyOnTp2nVqhX9+/enQ4cOnDx5sliPW1Lc3d1ZsGABAwYMAGDkyJH8/PPPj20CJgjCXSIZER6ZylmL+/AayHoTt6YeRR+Vhq2DI0+//zn+1Wvyx9efcnrHFgCcPHT0easugTXc2Dj7JHtWXMR8T+uC25DB+M2eRfap01zu0ZP0XflXuXXQODC51WQ+a/IZm69t5qk1T3EoJn8H2DwUCmgy2tK51WyAmS1g34/wCAvWaVVK3uhQhT9GNsEsy/T4YTeTNp8nx1i8E6V5eXnx+++/s3r1aq5cuUJYWBgvv/zyY3vrBsBoNJKdnc3w4cPp0KED165dK+kqCYJQjEQyIvwrandbPEfVRuWiJXbmMTKPxqLW2tDjjfep1rw166dN4uCaFZZttUraDatOk6cqcfSvKNZMPUZW+t0meftmzaj4x0psqlQhavhwbn3zTb41bSRJomelnizrtgwvnRdDNw5l0uFJD59G3qcmvLgN6g6FDW/Db30gOeqRzrmGrxOrRzVlZKtKTN96kfbf7WDDyZhi/wTfrVs3Tp06xcSJE1m0aBGVKlVi4sSJ5OQU/vZTaadSqZgzZw7r16/nzJkzhIaGMm3atJKuliAIxUQkI8K/pnTQ4PFCTXQ1PUhcfI6UDVeQJAXtXxpNw97PsGPBHLbN+wnZbEaSJGq19af7a7WIv57O0i8OERd5d+isysMDv9mz8HzzTRLnzedq/wHor17Nd0xfB1/mdJjDmPAxzD89n35r+3Eu8SHTjKttodOXMHCF5XbND/Vg+zdgyC70OWtUCsa1C2b9a82o4GbHiAWHeXbWPk7eKN5bNxqNhrFjx3Lx4kUGDhzIO++8Q/Xq1fnjjz8ey9sZHTt25NSpUzz33HNcv25ZP8hkMj2W5yoITzKRjAhFQlIrcHk6GKfOgaRtv07C/NPIOSaaPPMcrYeO4PC6VSz73/ukJVhmSPWt4kLf8fWwdVCz/JvDnNsXfbcshQK3YUMJWLgQU1oqV3r3IbmAN1ulQsnQ0KEs7rIYGZl+a/vxy8lfMJkfctukUhsYdRDqvwDbv4LpDeDsukda36aylwPzhtbnlyH1SMjQ0+2HXby17BixacXbWuHu7s60adM4duwYQUFB9OrVi9atW3P06NFiPW5JcHR0ZPr06XzxxRcAfPXVV7Rr147jx4+XcM0EQSgqIhkRiowkSTg098Xt+erkXE4hdsYxjAlZ1O7Qlaff/5zEmzeY9+Yozu/bBYCDqw293qhD5Xpe/DX3DDuWnMdkuNuXw7ZGKIHLV+DQrh3R77zLzTffwpSev9NqFdcqLO6ymIEhA/nu8HcM2zTs4UOAtQ7Q/jMYuRdcg2BxP/jtKYi/+Ejn3qqKJ+tfa8Yn3auz+fQt2k3exabrUrEvvFe9enU2bNjA2rVriYmJoU6dOgwcOJAzZx6to25pJkkSAHXq1CEqKoratWvz0ksvERsb+5A9BUEo7UQyIhQ526queL5SC4xmYqcdJftSMv6hYQz65gf8Q8NY892XbJgxGX1WJiq1ktbPVaVFv2BO7bjBkv8d4ObF5NyylPZ2lPvqS8p98w3pW7dypVdvMvbuzXdMjVLDuLrj+LnDz8RkxNB7VW++OvDVwydKc68MA5fDswsh/gJMbwibP4Kch4zUKYBaqWBQowC2vdGKZ+r6sv66gg7f72b1sZvFeltBkiQ6d+7M8ePH+eGHH9i2bRvVq1enX79+nDr1aFPjl2YdO3bk5MmTTJo0iaVLl1KpUiWuXHlI8ikIQqkmkhGhWKg9dXi+Ugt1OXvifz5J+r6b2No70HXsO3R4eQzn9+5i/tuvcfP8WSRJIrSFL33H10Njq2LlxCNs++1snknSnLp1JfCPlag8PYkcMpTrr45Gf/1GvuPW867Hqp6reKX2K6y4sIKuK7uy+OxijGZjvm1zSRJU7QKv7Ifmb8L+H+GHunB86SPdunHSqRnfqQrvhpmo5uPA6EURdJ6yi7XHozGZiy8pUavVjBw5kkuXLjF9+nT27NlDaGgoTz/99GN3S0OtVvPaa69x8eJF/ve//xEQEIAsy6xfvx6TqXhbowRBKHoiGRGKjUKnxn1IKPYNfUj+4xLx805jTtUT2rItz309BVsHRxZ/9BZ7ly3CbDLhVt6e3m+G0/zZYM4fvMXCj/dz8XBsbquCxs+PCgvmU+6br8k6epTLXboQN/UHzNl5O6BqlVqG1xjOn73+pKVfS77Y/wVPr3maPTf3PLjCalto+balP4lvPVgxHGY2hzN/PlJS4mkLMwbUZsmLDXG31/DKwiO0/247K45cL9ap5bVaLSNGjODChQvMnj2bQ4cOERYWRq9evYiIiCi245YEV1dXXn31VSRJ4vjx43Tu3JmQkBB++eUXDIaHrGckCEKpIZIRoVhJSgnn7kG4DghBH5VKzKTDpO+7ibOnD8988hUNevVl77JFLPn4HVJiY1AoJGq09KX/Rw3wCnRk4+yTrJtxgrRES8IhSRJO3bpRcf16XAcNImHWLC537kLqxk35boV46Dz4rMlnLOq6CEeNIy9tfolRf4/iasrVB1fa2R+emW9ZCdjGCZYMgB+bwelVjzQ/SYOKbswf1oCVIxsT6G7HuN+P0erbbSzcH1msc5RoNBqGDx/O+fPnmTNnDidOnKBOnTp0796dXbt2PXYjUsLCwjh06BChoaEMHTqUypUrM2/evJKuliAIVhDJiPCf0NVwx3tsOLowD5L/uETczOOYE3Jo0ncgz3z8JelJicx761UO/bkSo8GAvYsNnV+uSaeXahB3LZVFn+zn2JYozLdvcyjt7fB8fRwV16xGGxzMjddeI3LoUHIuXMh37Opu1ZnbcS4TW0zkQtIFeq3qxdcHvyYxO/HBlQ5oCoP/hMHrQOcKvw+CH5vAyRWPlJTU9nfhp+frsXZ0U2qWd+a9P07Q4utt/LL7Cln64ktK1Go1Q4YM4ezZs8ybN4/z58/TrFkz6tSpw88//0xmZmaxHfu/Fh4ezooVKzhx4gSNGzcmKsoyl0xqaioZGRklXDtBEO5HJCPCf0ahU+PSuzIeL9bAnGHg1pQIUjZfo1ylqgz6egohTVuxY8EvzB03gnN7LUvKV6ztQb+PG1KloTe7ll5g+deH83Rw1QQE4PfjDPxm/ojxZjSXe/Yi5osvMCYl5Tm2JEl0COjA6l6reaX2Kyw7v4wOyzrw5YEvuZl+88EVD2gCz6+2rAjs4A3LhsCMRnBiGTxsGHEBqpdzYtqAOmwe24LGldz4fO0Zmn61hUmbzxOdklXo8qylUql47rnnOH36NBs2bMDX15cXXngBX19f3nrrrceqE2hoaCgLFy5k/PjxAEyYMIGAgAAmTJhASkrxzgUjCELhiWRE+M9pKzrj9VodHJr7krY1iltTjkCskbbDR/L8xB9w8/Xnz8lfseiDN7hx7gxaWxUt+lWh9xvhmE1mVk48wqrJEUTfk5TYt2hB4JrVeI4dQ8qy5Vxs3YaYL77AEB2d99i3+5Ns6rOJIaFD+PPyn3RZ0YX3dr3HxaSHDOv1bwjPrYRhm8HJF5YPs4y+OTTnkUbfVPK0Z1LfWmx9vSWdanjz887LNP1qKy/OO8SO83G5rUBFTaFQ0KFDB9asWcOFCxcYOnQos2fPJigoiO7du7N58+bH5hbOneHAL730Ek899RQff/wx5cuX58UXX+TixUcbxi0IQtETyYhQIiS1AqcOAXiNrm1Z/ffH4yStvICziw+93v6Ip97/HKPBwOIP32TNpAkkx0TjE+RE33fr0emlGmSlGVgx8Qirv48g+pLlk65Co8Ft+HCC/v4LtyFDSFm1movtO3Bz/HvkXM77qd/ZxpmRtUayqc8mxtUdx/7o/fRa3YtXt7zK0dijD668X33LcODhW8CtMqx9Hb6tCmvfeKSF+PzddHzeswb7xrfh4+7ViUzMZNCcA7T6dhszt18iMaP4VrENCgpi4sSJXL9+nZkzZ3L16lXat29PSEgIEydO5ObNh7QalREBAQHMmDGDK1eu8Oabb7Ju3ToSbi/IeOnSJbKzCz8LryAIRUeSy8BHoNTUVJycnEhJScHR0bHIyjUYDKxbt47OnTujVquLrNzHVXHFSzbLpO+9SerGa4CMXUMfHJr5orBTcXrnVnYtnkdmSgq1OnShYZ9nsbV3QDbLXD4ax8G1V0i4kYFfNVfqdw3Eu6JTbrmm9AySf/+dxF9+wRgfj0O7dri9+CK2odXzn5vJwNora/nl5C9cTrlMuFc4w0KH0bR809xP1/eVHAWH58KRXyEjDio0wVj7edZdUdGpa/dCx0qWZQ5fS2LBvmusOxEDEnSp4cOABv6EV3B5eH3+BVmW2blzJ9OmTeOPP/7AYDDQpk0bnnvuOXr37o29vX2RH7MkXodGoxGlUokkSdSvX5/Lly8zZMgQRowYQVBQ0H9Sh0ch/mZZT8TKesUZK2vfv0UyIi5WqxV3vEwZBtJ33SB9z00wy9jV98ahhS9mrczhtas4sGoZCqWCWu27ENa+Mw6u7shmmUsRlqQk8WYG/tVcqfePpMSs15Pyxx8k/PwzhmuR2DVujNuLL6JrUD/fG7tZNrMtahs/n/iZ4/HH8XPwo0dQD3pU6oG3nfeDT8Coh7Nr4OAcuLaLbJUj6vrDUNYfahmh8wgS0nNYdvg6v+2PJDIxk0B3O7rV9KFbWDkqezk8UpnWSk5OZunSpSxYsIAdO3ag0+no2bMnzz33HG3btkWlUhXJcUr6dXj+/HlmzpzJL7/8QlJSEu3bt2fu3Ln4+Pj853V5mJKOVVkiYmU9kYxYSSQjpcN/FS9zpoG03TdJ330T2WjCrp43Di38yCGTA6uWcXLrJox6PZUbNKFOp+6UC66aLynxCnSkWtNyVK7rhVqrBEA2mUjbuJH4WbPJOXsWTaUgnHv1xqlHd1Tu7nnqIMsyEbERrLiwgk3XNpFtzKZxucb0rNyT1n6t0Sg1D47VzRNErfiYwLT9SPoMy8ic0D4Q0t0yMqewMTHL7L4Uz+qjN9lwKoa0bCNVvR3oFlaObjXL4e+mK3SZhXH16lUWLlzI/PnzOXv2LF5eXvTr14++ffvSoEEDFIpHv+NbWl6HWVlZLFmyhN9++40///wTrVbLpEmTCA4Opn379mg0D/6d/xdKS6zKAhEr64lkxEoiGSkd/ut4mbONpO+5SfquG5hzTNiFe+HQ0g+TjZlT2/8iYv0akm9F410pmDoduxHcqCkKhYorx+I5tesGkacT0WiVVK7vTfWm5fDwt7QkyLJMxp49pCxfQdpffyGbTNi3aIFz717Yt2iB9I9zyzBksPHqRlZeWMnRuKM4aZ3oEtiFXpV7UdW16oNj1bY56nNrLCNvru4ESQEVW0L13pZZX22dCx2XHKOJ7efiWHM8mr9O3yLLYCLMz5luNX3oWrMc3k42hS7TWrIsc+TIEebPn8+iRYuIjY3F09OTbt260aNHD9q0aYNOV7jEqLS+Dk0mE/Xq1SMiIgIXFxf69OnDs88+S8uWLVEqlSVSp9Iaq9JIxMp6IhmxkkhGSoeSipc5x0jGvmjSdtzAnGXApqobduFeaIOduHL8CEfWrybyxFHsXFwJa9eJsLad0Dk5kxqfxZk90ZzZfZOMFD0e/g5Ub1aOyvW80NhYbjGYUlJIWbuWlBUryT55EqWrK07duuHUuzc2VYLz1eVyymX+uPgHqy+uJiE7gaquVekQ0IHW/q2p6FTxwbFKj7VMnHZqJVzbA0o1BLWB0N5QpZNl8b5CytQb+ftMLGuO3WTbuTgMZjNhvs60quJJq6oehJZzQqEonj4mJpOJvXv3smrVKlatWsWFCxewtbWlffv2dO/ena5du+Lp6fnQckrz61CWZU6ePMnixYtZtGgRUVFRREdH4+7uztmzZwkKCvpP61yaY1XaiFhZTyQjVhLJSOlQ0vEy601kHr5FxqFbGG6ko7BTo6vlga6uN6nGeCLWr+H0zq3IZhOBtetRpVFTKobXR6XWcu1kAqd23STyZAJKjZLgup5UqudFucrOKJWWWwzZ58+TsmIlKatXY0pMxKZ6dRw7dcS+VSs0FSvm6V9iMBvYfWM3qy6uYvfN3WQZswhwDKCVfyta+7UmxDmEDes33D9WqTcticnJ5XD9IKhsILC5JTmp1Bbcgixr5hRCSpaBzadvsfVsLDsuxJGWbcTdXkPzYA9aVfGkeWUPnHTF93s7d+4cq1evZtWqVezZY5l6v1GjRnTs2JHWrVtTv379AmNR0teVtWRZ5vz581SpUgWTyYSnpydGo5H27dvTqVMnOnXqVOz9TMpKrEoDESvriWTESiIZKR1KU7z00RlkHr5FZkQs5gwD6nJ22IV7IVXWcebANs7t3UnMxfOoNFoq1q5LcKNmVKxdl+xMLK0le26SnpiDVqeiQg03KoZ54FfNFY2NCtlgIH37dlJWrSJ9127krCzUFfxxaNkK+9at0dWpnedWTrYxm33R+9gatZVtUdtIzE7EzcaNAHMAgxoNoolfE7RK7f1PJjnSkphc2AyRe8GkB+cKUOl2YhLYvNCtJgaTmSPXkth2Po6tZ2M5G5OGQoI6/i60qupJ4yA3Qss7oVYWz+j+uLg41q5dy+rVq9myZQspKSnY2dnRrFkzWrduTevWralVqxZKpbJUXVfWkmWZw4cPs27dOtavX8/+/fuRZZnr169Tvnx5rl27Rvny5Yusk+8dZTFWJUXEynoiGbGSSEZKh9IYL9lkJvtcEhmHb5F9JhEksK3qik2oO3oXPReP7+fc3l3cunwBlVZLxTr1qdKoKQFhdUiJNXL5aBxXjsWRcCMDpUqBX4gLgbU8CKjhjs5Rgzk7m4x9+0jfuo30rVsxxsaicHTEvnlz7Fu1xL5ZM5T3XJMms4nj8cfZfHUz686tI8GcgK3KlrpedannXY963vWo6loVleI+b1I56XB1F1z8Cy79DYmXQaECv4aW5CSgGfiEgapwnSmjU7LYds6SmOy+GE+G3oStWkltf2fqB7pSP8CV2v4u2GqKvi+EyWTiyJEjbNmyhS1btrBz506ysrJwdnamZcuWtGjRAlmWGTFiBLa2tkV+/P9CfHw8O3fupFevXgAEBwcTHx9Pq1ataNasGc2aNSMsLOxfJyel8TVYWolYWU8kI1YSyUjpUNrjZUrXk3k0jsyIWAw30kECja8DNlVcMLibuXjlEOf37SL26iXUWhv8qtfAr3pN/EPD0Nh6cvVEIpePxhFzKQUZ8KnohG+IK+UqO+Md6IhSJZF96jTpW7eStnUrOWfOgEqFbfXq6OrVxTY8HF2dOiidnDAYDKxdu5aQpiHsit7FgZgDRMRGkGXMwk5tRx3POtTzrkd97/pUca1y/+Qk4RJc2gIX/4YrO8CQAUotlK8Dfg3uPuzcrI6TwWTm5I0UDl5N5MCVRA5eTSIly4BKIVHD14n6Aa7UC3Cllr8z7vYPaNF5RDk5ORw4cCA3Odm7dy8GgwFbW1vq1q1LgwYNch++vr7FOq9KcZBlmQMHDrBu3Tq2bt3KgQMHyMnJ4dChQ4SHh7N161YkSaJBgwaFTr5K+2uwNBGxsp5IRqwkkpHSoSzFy5SqJ/t8Itnnksi+kIScbUJhp8Ym2AWTF1yJP8G1MxHcPHcGo0GPrYPj7cSkJp4B1UiKVXP1eAI3LySTk2lEoZLwCnCkXCVnygU7413RCSkxlvQdO8g8cJDMQ4cwxsaCJKGtUgWb2rU5o5BoPHw4trf7ERjMBk7Fn+LQrUMciD7A0bijZBmzsFfbU9uzNmEeYVRzq0Y1t2q42RaQXBj1EHMCovZD1D6I3A/pMZafuVW2JCX+DaBcbXCvYnXridkscyE2nQN3kpMricSkWmYk9XGyIbS8E6HlnKjh60hoeSc8HYp2tE5KSgrTpk1DqVRy6NAh9u/fn7vAnY+PDw0aNKBhw4bUqVOHmjVr4uXlVaTHL245OTkcPHiQhg0bolKp6NSpExs2bECtVlO3bl0aNWrE888/T82aNR9aVll6DZY0ESvriWTESiIZKR3Karxkkxl9ZBrZ5xLJPpuEISYDJFB72aHytSNDlUZM8kUuXTxM9KVzyGYz9m7u+FeviU+lKmgdypOd4citKxncvJBMVpoBSSHh4e9AucrOeAU44uZrhy47nqzDR8g8dIjMgwcx3H5D1VSogE2NGtiEhGATUhVtSAgqFxcMJgOnEk5xMOYgB2MOcjLhJGn6NAC87byp7ladam7Vcr+62Lj848RkS3+TqAN3k5PYUyCbQaEGz6rgVQO87zxCwdbln+HJHy9Z5npSFsevp3DiRgonb6Rw8mYKyZkGADwdtNQo70T18k6EeDtQ2cueCm52j9z/pKDrKjo6mv379+c+Dh48SHq6Zf0fT09PatasSc2aNalRowY1a9akWrVq2NgU35DmomQymTh16hQ7d+5k586dHDhwgClTptC1a1d+/PFH5s+fT506dahduzZ16tShWrVquXOclNXXYEkQsbKeSEasJJKR0uFxiZcxJYec80noI9PIiUzFGJsJMkg2SlTldGTbZHIr7RqXIo8QE3Ues8mEQqnEza8CXoFBOLj7Y5Y9SE+y59aVDNKTcgBQ2yhx97XH3dcBl3K2XDi1m2Y+dphOHCP71Cmyz51DzrKsyqvy8bEkJ1WrYlMtBJuQEJQ+PtzIuMGphFOcTjjN6fjTnE44TZrBkqD42PlQ2aUyFZ0qWh7Olq8Omns6t+akwa1TlhaUO4/Y02C8vfaKk58lMfGoAm6VLC0q7pUfOhHbnQTl1E1LgnLiRionb6TkrpujUkgEuNtRycOeyl72VPK0PII87LFRP7gfijXXlclk4vLlyxw/fpwTJ05w/Phxjh8/zqVLlwBQKpUEBwcTEhJCcHAwwcHBVK5cmeDgYDw8PEr9rR5ZlpEkiXXr1vHbb79x5MgRzp07hyzLvPjii8ycOZOoqChmz55NVlYWzz77LNWrVy8zCVhJeFz+Xv0XRDJiJZGMlA6Pa7zM2Ub019PRR6Wij0xDH5mGOcPSCqBwVGN2gCxFBkmZMUTHXyTq+ilyjJmWBMXXH2cvXzQ6D8CZnGx70hJtSYk3gAwKpYSLjx2u3jqcPGyxV2RikxqF9sZ5zOdOkn3mDKbERAAknQ5NhQpoAiqgDQxEExCAqoI/8e4azugjOZVwikvJl7iccpmb6TeRsbx0PWw9qOhUkUCnQCo6V8TfwZ/y9uUpZ1/OMlOsyQgJFy2Jya3bCUr8BUiJuhsEWxdLYuJWCdwrWb66BFiSF1uXAocZy7JMQoaei7HpXIhN51JsOhdi07hwK53YNEuCJklQzskWP1db/F11+Lno8HfT4eeqw99Vh5udBqPR+MjXVXp6OidPnsxNUM6ePcv58+eJiorKXXnYyckpNzEJDg6mYsWKVKhQAX9/f3x9fYt8xEtRSU9P59ixYzg6OlKjRg127NjBU089RVxcHGBZfblJkybs2LEDgAULFuDl5UVAQAAVKlQoFTPGlqTH9e9VcRDJiJVEMlI6PCnxkmUZU2I2+qg0DLcyMdzKxBibiTEhC+68WnQK9Fo9aaZEkjNiSUiKIiktmgxDCgZZj72rOwbJBg/vIJBcMOrtyEzTkpNliyRZOoXaOqhx8tTh6Chhb0pBmxGHOvE6quhLKC6fxhwbk1snpZsbmoAANL7lUXn7gJcbCY4KouyyuahN5qL+BpeSLxGZGolRNubu52nrSXmH8rnJia+9L+Xty+Nl54WHyh5d6k1LohJ/0fI14YLl3zkpdwOisbckJc5+//jqDw4+YO+Vr39KSpaBi7cTlKsJGUQmZhKVlEVUYmaeVYh1GiV+LrYoc1KpUcmf8i46vB1t8Ha6+3DQqgrdspGVlcWlS5c4f/48Fy5cyPP11q1budspFArKly+fm5xUqFCBChUq4Ovri4+PDz4+Pnh6epbYjKv/ZDAYWLx4Mf7+/ly8eBGj0chLL72EwWBAp9NhNFp+95IkUb58eXbu3ElAQABr1qwhISEBf39/ypUrR7ly5XBwcCj1LUb/xpPy96oolIZk5JE+EkyfPp1vvvmG6OhoqlevzuTJk2nWrNl9t9++fTvjxo3j1KlTlCtXjrfeeosRI0Y8yqEFodhJkoTKzRaVW96RDrLBjCE+C2NshiVBuZWJLtYBt0wvghxD4fbrzKySMaj0JGXGkZOaTlLaTTINqWhN6ZiNGZjUZlR29mByIjXGgaQbduRk2WIy2iApyiNpKiNV64VdIy06W7CVsrAxpKBJi0UdE4Py5DGUsVGos5PxNWTih0wbR0fUPj4ovetjcLEn3UFFkp1MbJaeG2kZXFNfYgP7iDTH5WnlsFfb46HzwNPWEw8PDzz8u+Jh646H0hY3Qw4u2ek4ZybhnBaHKvUGRO6DE0shJzVv0GxdwcHbkpg4eONk70W4vRfhDl5QxQN0bqArB7aupBklohKzLAlKYiZX49M5diGVkzdT+PtsLPHp+jxF6zRKvB1t8HDQ4m6vxc1eg5ud5au7veb2c5bv7yQutra2hIaGEhoamu/3m5mZSWRkJNeuXePatWt5/r1r1y5u3LiByWTK3V6hUODp6ZmbnNx5eHl54e7unu9R3LdOHB0dady4MS1atMh9Tq1Wk5mZSVRUFFeuXOHq1atcuXIldwbchQsXsnjx4jzlTJo0ibFjx7Jr1y5mzJiRm6R4e3sTGBhIw4YNAdDr9U98K4tQ/AqdjCxZsoQxY8Ywffp0mjRpwsyZM+nUqROnT5/G3z//yqRXrlyhc+fOvPDCCyxYsIDdu3czcuRIPDw86NOnT5GchCD8FyS1Ao2PHRofuzzPy2YZc4YBY1I2pqQcjEnZGBIyyb4gUV5VCZNNNTCa8+xjlswYpByyTZlkmlPIUKaQI6WiN2WjN2WhN+RgToBshZI0FOjNSvRGDWALHqFInnVBoUWhsEGj0WKjVGCDGY0+HfXNFBSZSShTE/DISaOcMZNGxixUBgmNwhWloxrZQYveTk2mrYI0G0jW3iJRHUWsOpMzinSStAYytJClhSyN5eFg44SLjyvOARVxUTvgIqlwksHeZMTBqMdBn41jdhoOiWdxiNqNQ0Y8DvosdLLMvZ+/HTQOVNO5Uk3nCjo3zDYuXLVPpkJwTZR2LhjU9qSY7Ug0aYnR2xCToyEqU8XNLIlbGXouxaWTkKEnMUOPyZy3YVelkHCyVeOkU+Nkq8bZVo2zTmN57vbD0VaNvdYZhyB3GlZvQFutCnsbFQ5aNTZqBSaTidjYWKKjowt8HD9+nI0bNxIbG4tenzdxArCzs8tNTFxdXXFxccHZ2fm+D0dHRxwcHHIfj3rbSK1WU7FiRSpWrJjvZ4sWLeKXX37hxo0b3Lhxg5s3bxIWFgZYWpFu3LjBgQMHuHHjBllZWTRv3pzt27eTk5ODjY0Njo6OuLu74+Hhgbu7O3PnzsXd3Z3ly5dz/fp1nJ2dc88zODgYb2/v3ISutLQqCaVboa/6SZMmMWzYMIYPHw7A5MmT2bhxIzNmzGDChAn5tv/xxx/x9/dn8uTJAISEhHDo0CEmTpwokhHhsSApJJQOGpQOGridjxsMBnatO0vnzs1RqVTIOSZMaXrMaXpMaQbLv9PvfNVjTM3BlKFHzjKBoeA7pybZiEHOwWDKwWDWYzTrMch6jOZ0DEbL90ZMmHQyehsbTC7lMMpgRrJ8lRWYsDzMt9MDySwjpZshxYid0Uhlg56qZhNqowGl2YTSZERlNqA0GlAqZGSVGbPKhFGZTI5Kj15hIFuZQ5KUTbRKj15lJEdtJFsF2WpX9BrQqyUkjQqlWoNSrUSlUqBSKFDrjWiM0WhSo8CYgf3502hNemxM2WjNMrayjFaWcZdlfM2Wf2uQ0Khs0djpUDvbolTqkJQ6zJItRmzJwYYsWU26SUO6SUVqmpqUJBXJBhUJeiUX9ErSTUpyZA16VOhRk43a8m9ZjVGhQa2xQa2xQaPRoNM6Y6txQ+cXhi5ISZBaRQ2NEp1GiY1agUI2YcjOQp+VgT4rnaz0VDLTU8lMTSYtOYH0lGSiU1M4H32VtOREUpISSU6Mx6TPQTYZLCOf/kGr1eZJTuzt7bG3t0en02FjY0NCQgJ///137nN3Hra2ttjY2OR5aLXaPN/rdDqqV69OnTp10Gg0yLJMu3btaNeuHXB7EcmMDLJud7QGmDt3LnFxccTFxREfH09cXFxuS8mKFStYuXJlnu3vtLgsW7aMZ599Fp1Ol3se9erVY9GiRQAMHDgQrVab5xxeeeUV3N3d2b17N9evX89zXgEBAfj6+pKZmUl8fHzuuWm1WrRa7WN9y+lJUKg+I3q9Hp1Ox9KlS3NnGgR47bXXOHr0KNu3b8+3T/Pmzalduzbff/997nMrV66kb9++ZGZmFnh/Kicnh5ycnNzvU1NT8fPzIz4+vsj7jGzevJl27dqJe4pWEPGy3r+JlWwyI2eZMGcZMWcZkW9/NWcakXNMlsQmU48xMwdTlgFzjhE52wQGMxhkJJOEZJaQKNwfZ5NsxCybcr9aHmbMmJFz/23CLMuYkZFlM2ZZ5s5/ZixvZvLtrrWyDGZZhjvPyNz+enubO396ZEtZtze4uz3y7f3Nt7vqWPaRJUtLi4wZWQZZulueLFn2I3cPM5Yw3C3zbsefO4mAjIQMkgySZUvpTtWk29v8I5SWs5UsJUmW876zzd0/qFJuJ2P5H89bjqLIPd6dWkh5trtb3u0wcje6lu/Nd567Hcu7f87vfH/Pse8pg3vqZamRlPuvO7fxJOnueee9lqTcn0m5G5J7fElSIEkSsixjNBlzKyFjSdy1GhuQICM9HVm+/Tu+fYJOjs4oVQpSU9PIyc7JEw17e3vs7OzJMeSQnJiUJ0ZKlQoPD8stqbi4WMxmOTeWCoWEq4sLarWW9Iw0srKyc89PksDG1hZ7O3tMRiPJKSmWc719bpJCiYuLMwCpqWmYTfckj5KlTmqVihx9DtnZdzttg6WlSqezxWyWLcPS78QLyxB4Bwc7kBRkZmRivnNb8Pa+NlobVBo1Rr2BHH1Ont+DUqHAxtYWGcjMyMwTB0kCW1sbJEmBPicHo8mU+5uTJdCo1ahUGkwmY26rnoTlFWY2m3n264+Kpc+Iu7t70fYZiY+Px2Qy5Zt0yMvLi5iYmAL3iYmJKXB7o9FIfHx8gQtLTZgwgU8++STf85s2bSr08uTW2Lx5c5GX+TgT8bJescXK5vbjQcygMIPCLN3zAIVJQiFLSGaQTDKSSQajGclkvv09ln+bLWVIsmxJbszK2w8JhQySWbIMiUa6/T4uIcmWty3L1zv/ke//eX8iIUl33u7u+dk9zymk4llDRyhBD/pcafeAnwE4PeBnfg/42YMmFFYDD5oQ90Gj31XA/d6aFIDzA/a1f8DPtDy4zg/a90F/H1QU+O5fHH+vMjMzH74Rj9iB9Z/NYXfGyBdm+4Kev+Pdd99l3Lhxud/faRlp3769aBkpQSJe1hOxsp61sZL/+TH/3uYGWb794fr2J37z7RYY8+0WE1kGs8nyPTKY7/wdspRjNpvBLFtaGkym3FYHZHNu04TZfE/Lze2+KuY7ZZvufDXfPq4Z2Wy+p96W5+6UJd+pr9nSInRnGzN364xstrQcmO+26piMJi5evEhQUEWUCsXt4uS7Zea2PHHnBADz7X+DLJvuaR25+7f4zn6A5RxuP2v5v/nud7mNSuZ7Qm/O3fXuPnLuHai728n3PCHn7pv7O7tn23/85vN9a87Tqpa3RejOv0xGEwkJCbi5uSJJitutb/lLNd/7hHxPLWQ5T93uVy35n0/cW+Y/dpbzfnO7kez2tXDP70BSKAAJ2WzCdM91asn+FaiUSpDBYDRwT/ABUKnVSEgYjAbLdX3PcVVKFSqlEpPZjMFgyFPJjIxM+rf7oFhaRqxRqGTE3d0dpVKZrxUkNjb2vlM0e3t7F7i9SqXCza3g9TTu3AP8J7VaXSx/2Iur3MeViJf1RKysJ2L1cAaDgSvr0qnWuaWI1UPcGa7aVgztfag7sSqO16C15RWq7VOj0RAeHp6vKWfz5s00bty4wH0aNWqUb/tNmzZRt25dcYEIgiAIglC4ZARg3Lhx/PTTT8yZM4czZ84wduxYIiMjc+cNeffddxk0aFDu9iNGjODatWuMGzeOM2fOMGfOHH7++WfeeOONojsLQRAEQRDKrEL3GXnmmWdISEjg008/JTo6mtDQUNatW0eFChUAywJXkZGRudsHBgaybt06xo4dy7Rp0yhXrhxTpkwRw3oFQRAEQQAesQPryJEjGTlyZIE/mzt3br7nWrRowZEjRx7lUIIgCIIgPObEeDlBEARBEEqUSEYEQRAEQShRIhkRBEEQBKFEiWREEARBEIQSJZIRQRAEQRBKlEhGBEEQBEEoUSIZEQRBEAShRIlkRBAEQRCEEiWSEUEQBEEQStQjzcD6X7uzPLS1SxFby2AwkJmZSWpqqli0zwoiXtYTsbKeiJX1RKysJ2JlveKM1Z337Tvv4/dTJpKRtLQ0APz8/Eq4JoIgCIIgFFZaWhpOTk73/bkkPyxdKQXMZjM3b97EwcEBSZKKrNzU1FT8/PyIiorC0dGxyMp9XIl4WU/EynoiVtYTsbKeiJX1ijNWsiyTlpZGuXLlUCju3zOkTLSMKBQKfH19i618R0dHcbEWgoiX9USsrCdiZT0RK+uJWFmvuGL1oBaRO0QHVkEQBEEQSpRIRgRBEARBKFFPdDKi1Wr56KOP0Gq1JV2VMkHEy3oiVtYTsbKeiJX1RKysVxpiVSY6sAqCIAiC8Ph6oltGBEEQBEEoeSIZEQRBEAShRIlkRBAEQRCEEiWSEUEQBEEQStRjn4xMnz6dwMBAbGxsCA8PZ+fOnQ/cfvv27YSHh2NjY0PFihX58ccf/6OalrzCxGrbtm1IkpTvcfbs2f+wxiVjx44ddOvWjXLlyiFJEn/88cdD93lSr6vCxupJvq4mTJhAvXr1cHBwwNPTk549e3Lu3LmH7vckXluPEqsn9dqaMWMGNWvWzJ3QrFGjRqxfv/6B+5TENfVYJyNLlixhzJgxvPfee0RERNCsWTM6depEZGRkgdtfuXKFzp0706xZMyIiIhg/fjyjR49m+fLl/3HN/3uFjdUd586dIzo6OvdRuXLl/6jGJScjI4OwsDB++OEHq7Z/kq+rwsbqjifxutq+fTuvvPIK+/btY/PmzRiNRtq3b09GRsZ993lSr61HidUdT9q15evry5dffsmhQ4c4dOgQrVu3pkePHpw6darA7UvsmpIfY/Xr15dHjBiR57mqVavK77zzToHbv/XWW3LVqlXzPPfSSy/JDRs2LLY6lhaFjdXWrVtlQE5KSvoPald6AfLKlSsfuM2TfF3dy5pYievqrtjYWBmQt2/fft9txLVlYU2sxLV1l4uLi/zTTz8V+LOSuqYe25YRvV7P4cOHad++fZ7n27dvz549ewrcZ+/evfm279ChA4cOHcJgMBRbXUvao8Tqjtq1a+Pj40ObNm3YunVrcVazzHpSr6t/Q1xXkJKSAoCrq+t9txHXloU1sbrjSb62TCYTixcvJiMjg0aNGhW4TUldU49tMhIfH4/JZMLLyyvP815eXsTExBS4T0xMTIHbG41G4uPji62uJe1RYuXj48OsWbNYvnw5K1asoEqVKrRp04YdO3b8F1UuU57U6+pRiOvKQpZlxo0bR9OmTQkNDb3vduLasj5WT/K1deLECezt7dFqtYwYMYKVK1dSrVq1ArctqWuqTKza+29IkpTne1mW8z33sO0Lev5xVJhYValShSpVquR+36hRI6Kiopg4cSLNmzcv1nqWRU/ydVUY4rqyGDVqFMePH2fXrl0P3fZJv7asjdWTfG1VqVKFo0ePkpyczPLly3n++efZvn37fROSkrimHtuWEXd3d5RKZb5P9rGxsfmyvju8vb0L3F6lUuHm5lZsdS1pjxKrgjRs2JALFy4UdfXKvCf1uioqT9p19eqrr7J69Wq2bt2Kr6/vA7d90q+twsSqIE/KtaXRaKhUqRJ169ZlwoQJhIWF8f333xe4bUldU49tMqLRaAgPD2fz5s15nt+8eTONGzcucJ9GjRrl237Tpk3UrVsXtVpdbHUtaY8Sq4JERETg4+NT1NUr857U66qoPCnXlSzLjBo1ihUrVrBlyxYCAwMfus+Tem09SqwK8qRcW/8kyzI5OTkF/qzErqli7R5bwhYvXiyr1Wr5559/lk+fPi2PGTNGtrOzk69evSrLsiy/88478nPPPZe7/eXLl2WdTiePHTtWPn36tPzzzz/LarVaXrZsWUmdwn+msLH67rvv5JUrV8rnz5+XT548Kb/zzjsyIC9fvrykTuE/k5aWJkdERMgREREyIE+aNEmOiIiQr127JsuyuK7uVdhYPcnX1csvvyw7OTnJ27Ztk6Ojo3MfmZmZuduIa8viUWL1pF5b7777rrxjxw75ypUr8vHjx+Xx48fLCoVC3rRpkyzLpeeaeqyTEVmW5WnTpskVKlSQNRqNXKdOnTxDv55//nm5RYsWebbftm2bXLt2bVmj0cgBAQHyjBkz/uMal5zCxOqrr76Sg4KCZBsbG9nFxUVu2rSpvHbt2hKo9X/vzhDBfz6ef/55WZbFdXWvwsbqSb6uCooTIP/yyy+524hry+JRYvWkXltDhw7N/bvu4eEht2nTJjcRkeXSc01Jsny7Z4ogCIIgCEIJeGz7jAiCIAiCUDaIZEQQBEEQhBIlkhFBEARBEEqUSEYEQRAEQShRIhkRBEEQBKFEiWREEARBEIQSJZIRQRAEQRBKlEhGBEEQBEEoUSIZEQRBEAShRIlkRBAEQRCEEiWSEUEQBEEQSpRIRgRBEARBKFH/B7uMMv4wvxUZAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "z = np.linspace(0, 3, 51)\n", - "ierfc_min1 = ierfc(z, -1)\n", - "ierfc0 = ierfc(z, 0)\n", - "plt.plot(z, ierfc_min1, ls=\"dashed\", label=\"ierfc(z, -1)\", lw=1.0, color=\"k\")\n", - "plt.plot(z, ierfc0, ls=\"solid\", label=\"ierfc(z, 0)\", lw=1.0, color=\"k\")\n", - "for n in range(1, 8):\n", - " plt.plot(\n", - " z, ierfc(z, n) / ierfc(0, n), label=f\"ierfc(z, {n}) / ierfc(0, {n})\", lw=1.0\n", - " )\n", - "plt.legend()\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Single layer confined aquifer\n", - "\n", - "Example problem confined aquifer." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "k = 5\n", - "H = 10\n", - "Ss = 1e-3 / H\n", - "Q = 2.0" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "self.neq 0\n", - "No unknowns. Solution complete\n" - ] - } - ], - "source": [ - "mlconf = ttim.ModelMaq(\n", - " kaq=k, z=[0, -H], Saq=Ss, tmin=1e-3, tmax=1e3, topboundary=\"conf\"\n", - ")\n", - "ls = ttim.DischargeLineSink1D(mlconf, tsandq=[(0, Q)], layers=[0])\n", - "mlconf.solve()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot head along $x$ for different times $t$. Compare to analytical solution." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.linspace(0, 100, 101)\n", - "y = np.zeros_like(x)\n", - "t = np.logspace(-1, 0, 5)\n", - "\n", - "for i in range(len(t)):\n", - " h = mlconf.headalongline(x, y, t[i])\n", - " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", - " ha = bruggeman_123_05_q(x, t[i], -Q / 2, k, H, Ss * H) # Q/2 because 2-sided flow?\n", - " plt.plot(x, ha, \"k:\")\n", - "plt.plot([], [], \"k:\", label=\"Bruggeman 123.05\")\n", - "plt.legend()\n", - "plt.xlabel(\"x [m]\")\n", - "plt.ylabel(\"drawdown [m]\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Single layer semi-confined aquifer" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "self.neq 0\n", - "No unknowns. Solution complete\n" - ] - } - ], - "source": [ - "mlsemi = ttim.ModelMaq(\n", - " kaq=k, z=[1, 0, -H], c=[10], tmin=1e-3, tmax=1e3, topboundary=\"semi\"\n", - ")\n", - "ls = ttim.DischargeLineSink1D(mlsemi, tsandq=[(0, Q)], layers=[0])\n", - "mlsemi.solve()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compare to TimML steady-state solution" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "mlss = timml.ModelMaq(kaq=k, z=[1, 0, -H], c=[10], topboundary=\"semi\", hstar=0.0)\n", - "ls = timml.LineSink1D(mlss, 0.0, sigls=Q)\n", - "mlss.solve()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot head along $x$ for different times $t$." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.linspace(0, 100, 101)\n", - "y = np.zeros_like(x)\n", - "t = np.logspace(-2, 0, 5)\n", - "\n", - "\n", - "for i in range(len(t)):\n", - " h = mlsemi.headalongline(x, y, t[i])\n", - " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", - "\n", - "hss = mlss.headalongline(x, y)\n", - "plt.plot(x, hss.squeeze(), \"k--\", label=\"Steady-state (TimML)\")\n", - "plt.legend()\n", - "plt.xlabel(\"x [m]\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Sudden change in water level" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# from Analyical Groundwater Modeling, ch. 5, p. 72\n", - "k = 10.0\n", - "H = 10.0\n", - "S = 0.2\n", - "delh = 2.0\n", - "t0 = 0.0" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "self.neq 1\n", - "solution complete\n" - ] - } - ], - "source": [ - "mlconf = ttim.ModelMaq(\n", - " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", - ")\n", - "hls = ttim.HeadLineSink1D(mlconf, tsandh=[(0, delh)], layers=[0])\n", - "mlconf.solve()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute head along $x$ for t = 1, 10 and 100 days. Compare to analytical solution." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.linspace(0, 200, 101)\n", - "y = np.zeros_like(x)\n", - "t = np.logspace(0, 2, 3)\n", - "\n", - "for i in range(len(t)):\n", - " h = mlconf.headalongline(x, y, t[i])\n", - " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.0f} d\")\n", - " ha = h_edelman(x, t[i], k * H, S, delh, t0)\n", - " plt.plot(x, ha, \"k:\")\n", - "\n", - "plt.legend()\n", - "plt.xlabel(\"x [m]\")\n", - "plt.ylabel(\"head [m]\")\n", - "plt.grid()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "artesia", - "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": "3.11.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 9ff976e7261225e753b4cd2442d8238dd8fa7742 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 8 Nov 2024 11:31:58 +0100 Subject: [PATCH 06/95] renamed x coordinate --- docs/03examples/1d_elements.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index c325c7b..f8f8a3c 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -436,7 +436,7 @@ " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", ")\n", "hls = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0])\n", - "ld = ttim.LeakyLineDoublet1D(mlconf, xls=100.0, res=res, layers=[0])\n", + "ld = ttim.LeakyLineDoublet1D(mlconf, xld=100.0, res=res, layers=[0])\n", "mlconf.solve()" ] }, From d1fe4876edcd2f7141251359fb56ee7535ac3e41 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:55:35 +0100 Subject: [PATCH 07/95] add multi layer example for 1d linesinks and doublets --- docs/03examples/1d_elements.ipynb | 139 ++++++++++++++++++++++++++---- 1 file changed, 122 insertions(+), 17 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index f8f8a3c..54deff3 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -190,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -259,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -277,12 +277,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -331,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -442,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -471,6 +471,111 @@ "plt.grid()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-layer system" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "z = [0.0, - 5.0, -6.0, -15.0]\n", + "Saq = [0.2, 1e-4]\n", + "c = [10.0]\n", + "k = [5.0, 10.0]\n", + "delh = 1.0\n", + "res = 10.0" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 5\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=c, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls_left = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0, 1])\n", + "hls_right = ttim.HeadLineSink1D(mlconf, xls=200.0, tsandh=[(0, 0.0)], layers=[0, 1])\n", + "ld = ttim.LeakyLineDoublet1D(mlconf, xld=100.0, res=res, layers=[0])\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = mlconf.plots.xsection([(-10, 0), (210, 0)], params=True)\n", + "for e in mlconf.elementlist:\n", + " e.plot(ax=ax)\n", + "ax.set_xlim(-10, 210);" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 5))\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " ax0.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax1.plot(x, h[1].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\")\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=3)\n", + "ax0.set_title(\"Layer 0\")\n", + "ax1.set_xlabel(\"x [m]\")\n", + "ax1.set_title(\"Layer 1\")\n", + "for iax in [ax0, ax1]:\n", + " iax.set_ylabel(\"head [m]\")\n", + " iax.grid()" + ] + }, { "cell_type": "code", "execution_count": null, From 124b0612fa2c236968a5f381a2b26686b303482a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:56:57 +0100 Subject: [PATCH 08/95] add HeadDiffLineSink1D and FluxDiffLineSink1D --- ttim/__init__.py | 9 +++++- ttim/linesink1d.py | 69 +++++++++++++++++++++++++++++++++++++++++++++- 2 files changed, 76 insertions(+), 2 deletions(-) diff --git a/ttim/__init__.py b/ttim/__init__.py index 801e877..4fd8926 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -20,7 +20,14 @@ LineSink, LineSinkDitchString, ) -from .linesink1d import DischargeLineSink1D, HeadLineSink1D, LineSink1D, LineSink1DBase +from .linesink1d import ( + DischargeLineSink1D, + FluxDiffLineSink1D, + HeadDiffLineSink1D, + HeadLineSink1D, + LineSink1D, + LineSink1DBase, +) # Import all classes and functions from .model import Model3D, ModelMaq diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index 84aaa63..7e70a9a 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -2,7 +2,7 @@ import numpy as np from ttim.element import Element -from ttim.equation import HeadEquation +from ttim.equation import FluxDiffEquation, HeadDiffEquation, HeadEquation class LineSink1DBase(Element): @@ -11,6 +11,8 @@ class LineSink1DBase(Element): All LineSink1D elements are derived from this class """ + tiny = 1e-6 + def __init__( self, model, @@ -238,3 +240,68 @@ def initialize(self): ) # Needed in solving, solve for a unit head self.pc = self.aq.T[self.layers] + + +class HeadDiffLineSink1D(LineSink1DBase, HeadDiffEquation): + def __init__(self, model, xls=0, layers=0, label=None): + super().__init__( + model, + xls, + tsandbc=[(0, 0)], + res=0.0, + wh="H", + layers=layers, + type="v", + name="HeadDiffLineSink1D", + label=label, + ) + self.nunknowns = self.nparam + + def initialize(self): + super().initialize() + self.xcout = self.xc + self.tiny + self.xcin = self.xc - self.tiny + self.ycout = np.zeros(1) + self.ycin = np.zeros(1) + self.cosout = -np.ones(1) + self.sinout = np.zeros(1) + self.aqout = self.model.aq.find_aquifer_data(self.xcout[0], 0) + self.aqin = self.model.aq.find_aquifer_data(self.xcin[0], 0) + + self.parameters = np.zeros( + (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex + ) + # Needed in solving, solve for a unit head + # self.pc = self.aq.T[self.layers] + + +class FluxDiffLineSink1D(LineSink1DBase, FluxDiffEquation): + def __init__(self, model, xls=0, layers=0, label=None): + super().__init__( + model, + xls, + tsandbc=[(0, 0)], + res=0.0, + wh="H", + layers=layers, + type="v", + name="FluxDiffLineSink1D", + label=label, + ) + self.nunknowns = self.nparam + + def initialize(self): + super().initialize() + self.xcout = self.xc - self.tiny + self.xcin = self.xc + self.tiny + self.ycout = np.zeros(1) + self.ycin = np.zeros(1) + self.cosout = -np.ones(1) + self.sinout = np.zeros(1) + self.aqout = self.model.aq.find_aquifer_data(self.xcout[0], 0) + self.aqin = self.model.aq.find_aquifer_data(self.xcin[0], 0) + self.parameters = np.zeros( + (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex + ) + # Needed in solving, solve for a unit head + # self.pc = self.aq.T[self.layers] From 99a63dbe1316ee403e1024078954605ed9bc1537 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:57:51 +0100 Subject: [PATCH 09/95] add HeadDiffEquation for continuity of head and FluxDiffEquation for continuity of flow --- ttim/equation.py | 80 +++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 79 insertions(+), 1 deletion(-) diff --git a/ttim/equation.py b/ttim/equation.py index 7fc43dd..97ae472 100644 --- a/ttim/equation.py +++ b/ttim/equation.py @@ -409,7 +409,7 @@ def equation(self): for icp in range(self.ncp): istart = icp * 2 * self.nlayers ieq = 0 - for e in self.model.elementList: + for e in self.model.elementlist: if e.nunknowns > 0: mat[istart : istart + self.nlayers, ieq : ieq + e.nunknowns, :] = ( e.potinflayers( @@ -458,3 +458,81 @@ def equation(self): self.thetacp[icp] ) return mat, rhs + + +class HeadDiffEquation: + def equation(self): + """Mix-in class that returns matrix rows for continuity of head.""" + mat = np.empty( + (self.nunknowns, self.model.neq, self.model.npval), dtype=complex + ) + rhs = np.zeros( + (self.nunknowns, self.model.ngvbc, self.model.npval), dtype=complex + ) + for icp in range(self.ncp): + istart = icp * self.nlayers + ieq = 0 + for e in self.model.elementlist: + if e.nunknowns > 0: + mat[istart : istart + self.nlayers, ieq : ieq + e.nunknowns, :] = ( + e.potinflayers( + self.xcin[icp], self.ycin[icp], self.layers, self.aqin + ) + / self.aqin.T[self.layers][:, np.newaxis, np.newaxis] + - e.potinflayers( + self.xcout[icp], self.ycout[icp], self.layers, self.aqout + ) + / self.aqout.T[self.layers][:, np.newaxis, np.newaxis] + ) + ieq += e.nunknowns + for i in range(self.model.ngbc): + rhs[istart : istart + self.nlayers, i, :] -= ( + self.model.gbclist[i].unitpotentiallayers( + self.xcin[icp], self.ycin[icp], self.layers, self.aqin + ) + / self.aqin.T[self.layers][:, np.newaxis] + - self.model.gbclist[i].unitpotentiallayers( + self.xcout[icp], self.ycout[icp], self.layers, self.aqout + ) + / self.aqout.T[self.layers][:, np.newaxis] + ) + return mat, rhs + + +class FluxDiffEquation: + def equation(self): + """Mix-in class that returns matrix rows for continuity of flow.""" + mat = np.zeros( + (self.nunknowns, self.model.neq, self.model.npval), dtype=complex + ) + rhs = np.zeros( + (self.nunknowns, self.model.ngvbc, self.model.npval), dtype=complex + ) + for icp in range(self.ncp): + istart = icp * self.nlayers + ieq = 0 + for e in self.model.elementlist: + if e.nunknowns > 0: + qxin, _ = e.disvecinflayers( + self.xcin[icp], self.ycin[icp], self.layers, self.aqin + ) + qxout, _ = e.disvecinflayers( + self.xcout[icp], self.ycout[icp], self.layers, self.aqout + ) + mat[ + istart : istart + self.nlayers, + ieq : ieq + e.nunknowns, + :, + ] = (qxin - qxout) * self.cosout + ieq += e.nunknowns + for i in range(self.model.ngbc): + qxin, _ = self.model.gbclist[i].unitdisveclayers( + self.xcin[icp], self.ycin[icp], self.layers, self.aqin + ) + qxout, _ = self.model.gbclist[i].unitdisveclayers( + self.xcout[icp], self.ycout[icp], self.layers, self.aqout + ) + rhs[istart : istart + self.nlayers, i, :] -= ( + qxin - qxout + ) * self.cosout + return mat, rhs From 0e73211aece25c076cef2c0d4794df5d527efb0b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:58:14 +0100 Subject: [PATCH 10/95] add tiny --- ttim/linedoublet1d.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/ttim/linedoublet1d.py b/ttim/linedoublet1d.py index 000c1d6..c46021d 100644 --- a/ttim/linedoublet1d.py +++ b/ttim/linedoublet1d.py @@ -11,6 +11,8 @@ class LineDoublet1DBase(Element): All LineDoublet1D elements are derived from this class """ + tiny = 1e-6 + def __init__( self, model, @@ -48,10 +50,10 @@ def __repr__(self): def initialize(self): # control point just on the positive side - self.xc = np.array([self.xld + 1e-6]) + self.xc = np.array([self.xld + self.tiny]) self.yc = np.zeros(1) # control point on the negative side - self.xcneg = np.array([self.xld - 1e-6]) + self.xcneg = np.array([self.xld - self.tiny]) self.ycneg = np.zeros(1) self.cosout = -np.ones(1) self.sinout = np.zeros(1) From 6530419107e3330c7dc7b409b96dfc9192b1aed6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:58:26 +0100 Subject: [PATCH 11/95] add tiny --- ttim/linesink1d.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index 7e70a9a..e1f3fba 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -11,7 +11,7 @@ class LineSink1DBase(Element): All LineSink1D elements are derived from this class """ - tiny = 1e-6 + tiny = 1e-8 def __init__( self, From b23c2522f3d4bb72608c51947c262a9df1d0a500 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:58:54 +0100 Subject: [PATCH 12/95] remove parentheses for leaky layer parameter label on plot --- ttim/plots.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/plots.py b/ttim/plots.py index ce57009..e3bc6b2 100644 --- a/ttim/plots.py +++ b/ttim/plots.py @@ -73,7 +73,7 @@ def xsection( np.mean(self._ml.aq.z[i : i + 2]), ( f"$c$ = {self._ml.aq.c[lli]}, " - f"$S_s$ = {self._ml.aq.Sll[lli]:.2e}", + f"$S_s$ = {self._ml.aq.Sll[lli]:.2e}" ), ha="center", va="center", From c48f95f03e927a74ed4cbeb912ad1cfac03d6e6b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:59:28 +0100 Subject: [PATCH 13/95] use python conventions for function names --- ttim/aquifer.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index b99043e..c41087e 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -161,11 +161,11 @@ def head_to_potential(self, h, layers): def potential_to_head(self, pot, layers): return pot / self.Tcol[layers] - def isInside(self, x, y): + def is_inside(self, x, y): print("Must overload AquiferData.isInside method") return True - def inWhichLayer(self, z): + def in_which_layer(self, z): """Get layer given elevation z. Returns -9999 if above top of system, +9999 if below bottom of system, negative @@ -252,7 +252,7 @@ def initialize(self): def find_aquifer_data(self, x, y): rv = self for aq in self.inhomlist: - if aq.isInside(x, y): + if aq.is_inside(x, y): if aq.area < rv.area: rv = aq return rv From 145ad514fcd4ee146a27fdb476d1ef0811c5a8a2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 21:59:41 +0100 Subject: [PATCH 14/95] add tiny --- ttim/linedoublet1d.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/linedoublet1d.py b/ttim/linedoublet1d.py index c46021d..a7c492f 100644 --- a/ttim/linedoublet1d.py +++ b/ttim/linedoublet1d.py @@ -11,7 +11,7 @@ class LineDoublet1DBase(Element): All LineDoublet1D elements are derived from this class """ - tiny = 1e-6 + tiny = 1e-8 def __init__( self, From 9517b7e4e640ef5dab7fe73c77e91342a3b66a4a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 22:02:34 +0100 Subject: [PATCH 15/95] ruff --- docs/03examples/1d_elements.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index 54deff3..e7b2bd7 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -484,7 +484,7 @@ "metadata": {}, "outputs": [], "source": [ - "z = [0.0, - 5.0, -6.0, -15.0]\n", + "z = [0.0, -5.0, -6.0, -15.0]\n", "Saq = [0.2, 1e-4]\n", "c = [10.0]\n", "k = [5.0, 10.0]\n", From 633bded5b7aa9cd8d50193a2b2a5e90273eb6f71 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Mon, 11 Nov 2024 22:02:43 +0100 Subject: [PATCH 16/95] add inhom 1d element notebook --- docs/03examples/1d_inhom_elements.ipynb | 220 ++++++++++++++++++++++++ 1 file changed, 220 insertions(+) create mode 100644 docs/03examples/1d_inhom_elements.ipynb diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb new file mode 100644 index 0000000..83c3079 --- /dev/null +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -0,0 +1,220 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HeadDiffLineSink1D and FluxDiffLineSink1D\n", + "\n", + "Continuity of head and continuity of flow." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import ttim\n", + "\n", + "plt.rcParams[\"figure.figsize\"] = (10, 4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single layer" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "k = 10.0\n", + "H = 10.0\n", + "S = 0.2\n", + "\n", + "delh = 2.0\n", + "t0 = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 4\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=[0, -H], Saq=S, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls_left = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0])\n", + "hls_right = ttim.HeadLineSink1D(mlconf, xls=200.0, tsandh=[(0, 0.0)], layers=[0])\n", + "\n", + "# headdiff on right side, fluxdiff on left side\n", + "hdiff = ttim.HeadDiffLineSink1D(mlconf, xls=100.0 + 1e-12, layers=[0])\n", + "qdiff = ttim.FluxDiffLineSink1D(mlconf, xls=100.0 - 1e-12, layers=[0])\n", + "\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.0f} d\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"x [m]\")\n", + "plt.ylabel(\"head [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-layer" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "z = [0.0, -5.0, -6.0, -15.0]\n", + "Saq = [0.2, 1e-4]\n", + "c = [10.0]\n", + "k = [5.0, 10.0]\n", + "delh = 1.0\n", + "res = 10.0" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 8\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=c, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", + ")\n", + "hls_left = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0, 1])\n", + "hls_right = ttim.HeadLineSink1D(mlconf, xls=200.0, tsandh=[(0, 0.0)], layers=[0, 1])\n", + "\n", + "hdiff = ttim.HeadDiffLineSink1D(mlconf, xls=100.0 + 1e-12, layers=[0, 1])\n", + "qdiff = ttim.FluxDiffLineSink1D(mlconf, xls=100.0 - 1e-12, layers=[0, 1])\n", + "\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 5))\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " ax0.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax1.plot(x, h[1].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\")\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=3)\n", + "ax0.set_title(\"Layer 0\")\n", + "ax1.set_xlabel(\"x [m]\")\n", + "ax1.set_title(\"Layer 1\")\n", + "for iax in [ax0, ax1]:\n", + " iax.set_ylabel(\"head [m]\")\n", + " iax.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "artesia", + "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": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bf90ec1ba2c3f703aed91f2ddb6d4c50cb984aa3 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Tue, 12 Nov 2024 10:32:51 +0100 Subject: [PATCH 17/95] Added boundary check on leaky wall example --- docs/03examples/1d_elements.ipynb | 110 +++++++++++++++++++++++++----- 1 file changed, 93 insertions(+), 17 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index e7b2bd7..510fd98 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -115,7 +115,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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yRO2ujr+/P3v27CErK0ub7hKqgEh0hDKrXbs2w4YNY9asWXTs2FH1yYwgCIIgCK+PkSNHEhkZyZYtW4iIiCAgIIAePXoQHx+vKpOZmcnChQtZt24dFy9eZNmyZWzcuBGAlJQU1YRHq1ev5qOPPmLs2LHExMQQHBxMgwYNVPUcP34cLy8vtfajoqJUdSQnJ9OmTRs6duyocfwnT56kU6dOaneUfH19uX37ttpQfS8vL/Ly8jh9+rRW/SNUPr2qDkB49VlaWrJs2TLeffddhg0bhoeHBzt37sTHx6eqQxMEQRCEV1JmZiaXLl2q9Hbd3d0xNjbW+riEhASCgoJITk7Gzs6OjIwMpk2bxsGDB9m4cSNfffUVAHl5eaxatYrmzZurjrW0tATAzs5OtW3BggVMmzaNSZMmqba1atVK9X1iYqJq+HyBWrVqqb6fNGkSKSkpREVFaXwOqampuLi4qG2ztbVV7atbty4AJiYmWFpakpiYSKdOnTSuX6h8ItERyk3btm05f/48n376Kc2aNQOezdQm1uARBEEQBO1cunSJli1bVnq7Z8+epUWLFlofFx0djSRJuLq6qm3PycnByspK9bOBgYHqPUJx0tLSuH37Nl27di22TFZWltqwteetXbuW9evXExkZqZb8aOLf71kKhqz9e7uRkRGZmZla1S1UPpHoCOXKzMyM77//HoC7d+/Ss2dPFi5cSPfu3as4MkEQBEF4dbi7u3P27Nkqabc0lEolurq6nD17FplMxpMnTzA1NUVHRwdTU1NVOSMjoxd+AGpkZPTC9qytrXn48GGh7WFhYUyYMIGgoCC1u0aasLOzIzU1VW1bWloa8M+dnQIPHjzQOokSKp/Wic7x48f5v//7P86ePUtKSgq7d++mX79+JR5z7Ngxpk6dysWLF3FwcGDmzJmMGzeutDELrwiFQkGNGjXw8fFh8uTJLFy4sNhPXwRBEARB+IexsXGp7qxUFU9PTxQKBWlpabRv356MjAzMzc1LNfWzmZkZLi4uHD16lC5duhTbXmxsrNq2q1evMnDgQGbPns2AAQO0brdt27bMnj2b3NxcDAwMADh06BAODg5qQ9oSEhLIzs7G09NT6zaEyqX1b9/Tp09p3rw5K1as0Kj89evX6dWrFx07duTcuXPMnj2biRMnsnPnTq2DFV4tdnZ2HDx4kO+++47Vq1fTqlUrLly4UNVhCYIgCIJQzlxdXRk6dCiBgYHs2rWLpKQkoqKiWLRoEfv379e6vrlz5/Ltt9+ybNky4uPjiY6OVpvS2dfXV20tm6ysLPz8/PDw8GDs2LGkpqaqvjQ1ZMgQ5HI5I0aM4MKFC+zevZuvvvqKqVOnqt2FCg8Pp169etSvX1/r8xIql9Z3dHr27KnxQk4Aa9asoU6dOixduhSARo0acebMGRYvXszAgQO1bV54xejo6DB58mS6du3KiBEjxHo7giAIglBNbdy4kQULFjBjxgxu3bqFlZUVbdu2pVevXlrXNXz4cLKzs/nuu++YPn061tbWBAQEqPYXzPZ6+fJl3NzcuHPnDpcuXeLSpUuFJikoeM6mc+fOuLi4sGnTpiLbtLCw4PDhw3z00Ud4eXlRo0YNpk6dytSpU9XKBQUFMWbMGK3PSah8Ff6MzsmTJwvNvuXr68v69evJy8tDX1+/0DE5OTnk5OSofs7IyACezdSRl5dXsQG/wG+Tv0FfYUCeeOZEK+7u7pw8eRKZTEZWVhaffPIJkydPxtHRsapDU/1OVfXvllC+xHWtfsQ1rZ7EdX127pIkoVQqUSqVVR2OxkJDQwFUMevq6vL555/z2Wef8fjxY8zMzFR3QpRKJYGBgQQGBhY6R39/f9Xioc8bM2ZMoYSioIyFhQUfffQR3377repDdYVCUWScBcckJiYW2f7zmjRporb2DzxLlAqSpQsXLnD+/Hm2bt36Sl2r8lDQBwW/qxVNqVQiSRJ5eXno6uqq7dP070WFJzqpqamFHuCytbUlPz+fe/fuYW9vX+iYhQsXMm/evELbDx06VKopD8uTuVST2qYuzJ33Ge3baT43u/CP27dv8/PPP7N+/Xo+/PBD2rVrV9UhAXD48OGqDkGoAOK6Vj/imlZPr/N11dPTw87OjidPnpCbm1vV4ZSbx48fV2j948ePZ926dTx8+LDQG+F/u3LlCsbGxvTr10/1AXppXL16lVWrViGTycpUz6usoq9rgdzcXLKysjh+/HihBek1nfGuUmZd03SqvgKffPKJ2m3CjIwMnJyc8PHxwdzcvOIC1UBk7E8Yp5vicjeD2rVrv3CKRKFoAwYM4MMPP+Sbb74hMDCQpUuXqs3KUpny8vI4fPgw3bt3L/IOo/BqEte1+hHXtHoS1xWys7O5efMmpqam1WLSHkmSCt3RqQjm5uZFfjBeFC8vr3J5TvhFE3BVZ5V1XQtkZ2djZGTEm2++Weh1oWmSWeGJTnFT9enp6anNq/48uVyutiptAX19/Sr/I+g1bhD3F56lrp4bAaPG8+ehPYXuWAkvZmtry44dO/jpp58YP348Pj4+DB06tEpjehl+v4TyJ65r9SOuafX0Ol9XhUKBTCZDR0enVLOUvWwKhjUVnJNQPVT2ddXR0UEmkxX5t0HTvxUVHmXbtm0L3Y4+dOgQXl5er+QfNLmpEfdz07CW29Olowt9+/UjOzu7qsN6JclkMoYPH87ly5cZMmQIQJWsAi0IgiAIgiBUP1onOk+ePOH8+fOcP38eeDZ99Pnz57lx4wbwbNhZYGCgqvy4ceNISkpi6tSpxMXFsWHDBtavX8/06dPL5wyqwEODJ9QytKU1D4l7CKNGjVINxxO05+DggEwmIzQ0lMaNG/Pll1+K/hQEQRAEQRDKROtE58yZM3h6eqoWSZo6dSqenp589tlnAKSkpKiSHoC6deuyf/9+wsLC8PDwYP78+SxbtuyVnlo6p6EZejoG1Hjagv7vDCZo6zYWLFhQ1WG98jp37sxnn33Gp59+SkBAQKU97CYIgiAIgiBUP1o/o9O5c+cSP20vam7yTp06ER0drW1TL628WnKyr2RhLa9DC51t5H+6jM8+G4+bmxuDBw+u6vBeWTo6OsydO5cWLVowbNgwvL29OXDgAHXq1Knq0ARBEARBEIRXjHhCrDRk8MTgCbWMrNG7n8EjAysGDxnG8OHDiYqKquroXnn+/v6cPn0aDw8PatWqVdXhCIIgCIIgCK8gkeiUkrmnIzUMbDC460WP3L20eu8TmjdvTt++fUlOTq7q8F557u7ubNmyBSMjIy5cuMBXX3312i3MJQiCIAiCIJSeSHRKye7NRshkMmoZNsDG5BRbT1xh/ebt6Onp4e/vz9OnT6s6xGojPDycOXPmMGDAgNd2cS5BEARBeNl07tyZyZMnl0tdc+fOxdbWFplMxp49ezQ6JjQ0FHd390r9IHTFihX4+/uXS12vY/8B5OTkUKdOHc6ePVvhbYlEp5T0axjxVHpMDeOaXE01Y4DOcX756xH79u3jypUrDBs2TNyBKCf/+c9/CAkJ4Y8//sDb21tMQS0IgiAIL4Fdu3Yxf/78MtcTFxfHvHnz+OGHH0hJSaFnz54aHTdz5kzmzJlTbmu6ZGdnM2LECJo2bYqenl6Ri4OOGTOGqKgoIiIiNKpzxIgRfPzxx0Xuexn779ixY7Rs2RJDQ0Pq1avHmjVrtI5n165d+Pr6Ym1tjUwmU83UXEAulzN9+nRmzZqldd3aEolOWdQ2xNbQFuvbTfAzPcSvUYkY2dYlKCiIvXv3MmfOnKqOsNro06cPUVFRyGQyevbsSV5eXlWHJAiCIAivtZo1a2JmZlbq4xUKBUqlkoSEBAD69u2LnZ1dkYvG/9uJEyeIj49n0KBBpW6/qHiMjIyYOHEi3bp1K7KMXC5nyJAhLF++/IX1KZVKfvvtN/r27Vvk/pet/65fv06vXr3o2LEj586dY/bs2UycOJGdO3dqFdfTp09p3749X3/9dbFlhg4dSnh4OHFxcVrVrS2R6JSBbbsGmOhZYCFrQJiUwSCziyz8/RJ+fn588803fP311/zvf/+r6jCrDVdXV/7880+2b9+Ovr4+mZmZ4q6ZIAiCIFSRfw+9ys3NZebMmTg5OeHo6Ejbtm0JCwtT7d+0aROWlpbs27ePxo0bI5fLGTlyJH5+fsCz2VdlMpmq/IYNG2jSpAlyuRx7e3vGjx+v2rd161Z8fHwwNDRUbXNxcUEmkxX60pSJiQmrV69mzJgx2NnZFVvO39+fPXv2kJWVVWJ9kZGR6Ojo4O3tXeT+4vrP0dERExMTvL29K7X/1qxZQ506dVi6dCmNGjVi9OjRjBo1isWLF5d4nv/23nvv8dlnnxWbLAJYWVnRrl07goKCtKpbW1pPLy38w7ypIxm/XsPYwppbqTWYUvcI3peacuLqPaZNm0ZcXBxjxoyhfv36dOjQoarDrRbMzc3x8vICnn0aoKenx88//6z2QhUEQRAEofKNHDmSxMREtmzZgrm5OUeOHKFHjx7ExMTQsGFDADIzM1m4cCHr1q3DysoKOzs7unTpwsiRI0lJSVHVtXr1aqZOncrXX39Nz549SU9PJzIyUrX/+PHjvPvuu2rtR0VFoVAogGd3OwICAtDX1y/38/Ty8iIvL4/Tp0/TqVOnYssFBwfj5+en8dC6gv7bunUrDg4O7N69u1L77+TJk/j4+Kht8/X1Zf369eTl5aGrq6vReWiqdevWhIeHl2ud/yYSnTLQMdAlyzgHmyxzXBPrcdnmBP3t7/Pl/jhCxndg9erVJCQk0L9/f06dOkW9evWqOuRqZcSIEbz77rt069aNvXv3YmVlVdUhCYIgCEK5yMpVkHD3SaW3W7+WKUYG2r+hTUhIICgoiOTkZOzs7MjIyGDatGkcPHiQjRs38tVXXwGQl5fHqlWraN68uepYS0tLALW7KAsWLGDatGlMmjRJta1Vq1aq7xMTE3FwcFCL4fklKSZNmkRKSkqFLPthYmKCpaUliYmJL0x0NL0b8nz/FZzX9OnTOXDgQKX1X2pqKra2tmrbbG1tyc/P5969e4X2lZWjoyOJiYnlWue/iUSnjEyb1MLgtC7XFPXZbxzPHMs/8Lpoxd6/btHfszY7d+7E29sbPz8/Tpw4gYWFRVWHXG307duXP/74Az8/P9q2bcvvv/9O/fr1qzosQRAEQSizhLtP6LNcswfey9O+CR14w1H79yrR0dFIkoSrq6va9pycHLUPIg0MDGjWrFmJdaWlpXH79m26du1abJmsrKxiR3OsXbuW9evXExkZWWHr8RkZGZGZmVns/ri4OJKTk0scvvW8l6X//j3UT5KkIreXhxf1YXkQiU4ZWbeuz90zT5Fq2JJ9XYZuzX0McnuH/ztwmZ5v2GNlZUVISAht27blnXfeISQkBD090e3lxdvbm5MnT9KzZ0927tzJzJkzqzokQRAEQSiz+rVM2Teh8oe9169lWqrjlEolurq6nD17FplMxpMnTzA1NUVHRwdT03/qNDIyeuGbZiMjoxe2Z21tzcOHDwttDwsLY8KECQQFBand9ShvDx48KDGJCg4Opnv37hqdC6j337+HiFVW/9nZ2ZGamqq2LS0tDT09vQoZNfOiPiwP4h13GRnUNidPloe1oZyW12qz3/kps60jaBXflo2Rifync30aNWrE9u3b6dmzJ1OnTmXZsmVVHXa1Ur9+fc6cOaOauSQxMREXF5eqDUoQBEEQysDIQLdUd1aqiqenJwqFgrS0NNq3b09GRgbm5ualmvrZzMwMFxcXjh49SpcuXYptLzY2Vm3b1atXGThwILNnz2bAgAGlOg9NJCQkkJ2djaenZ7Fl9u7dy+jRozWu8/n+69ixY5niK23/tW3blpCQELVthw4dwsvLC319/XKfAOrChQsl9mF5ELOulZFMRwb2etjKbTHJa8RBI1tqxP7C8Fa2rPrjKvef5ADQvXt3li9fzvLly1m5cmUVR139mJubI5PJOHnyJA0bNmTFihVVHZIgCIIgvDZcXV0ZOnQogYGB7Nq1i6SkJKKioli0aBH79+/Xur65c+fy7bffsmzZMuLj44mOjlab0tnX11dtLZusrCz8/Pzw8PBg7NixpKamqr60ERsby/nz53nw4AHp6emcP3++0Dow4eHh1KtXr9jh8mlpaURFRdGnTx+N2/13/12/fr1S+w9g3LhxJCUlMXXqVOLi4tiwYQPr169n+vTpWrX94MEDzp8/r0qkLl++zPnz5wtdi/Dw8EKTH5Q3keiUgxqeztSQ2/HA0gqr2AziFE+YYhMNwPLQq6py//nPf5g0aRKTJk3i4MGDVRVutebt7c3EiROZMGEC06dPF9NPC4IgCEIl2bhxI4GBgcyYMYNWrVrRr18/Tp06hZOTk9Z1DR8+nKVLl7Jq1SqaNGlCnz59iI+PV+0fNmwYsbGxXL58GYA7d+5w6dIlQkNDcXBwwN7eXvVVoHPnzowYMaLEdnv16oWnpychISGEhYXh6elZ6K5DUFAQY8aMKbaOkJAQvL29sbGx0eqcC/pv2rRpuLm54e/vX2n9B1C3bl32799PWFgYHh4ezJ8/n2XLljFw4EBVmYiICHR1dUucRCA4OBhPT0969+4NwDvvvIOnp6fa4qMnT54kPT2dgIAArc9NK9IrID09XQKk9PT0qg5Fys3Nlfbs2SPl5uaqtuU9zJJuzjoubRu9SPq1T1fpy586SdLyVtLK0MtS/U9+kxLSHqvK5ufnS71795bMzc2lCxcuVMEZvB6+//57SSaTSYMGDZKysrJKLFvUNRVefeK6Vj/imlZP4rpKUlZWlhQbG/vC/69eFQqFQnr48KGkUCgqtJ0ZM2ZIY8eO1bi8s7OztHHjxjK1GRMTI9nY2EiPHj0qtoyfn5+0aNGiMrVTGbTtP4VCIa1cuVJq0KBBmV+vAQEB0pdffllimZJeF5rmBuKOTjnQszQkzzAPW30TTLLdCc98Ss79y4y2u4aNmZxvDvyTLevq6hIUFISzszN9+vQhLS2tCiOvvgpW8r127doLF/QSBEEQBOHVM2fOHJydnVVr55Tk0qVLmJmZERgYWKY2b9++zU8//VTiLLodOnQotEbNy0ib/itw5MgRFixYUKb1iXJycmjevDlTpkwpdR2aEolOOTFsWANbozqkWNnT5EImfzg2xiBqDdN93ThwMZWoxAeqsmZmZoSEhJCVlUX//v3Jzs6uwsirr/79+3P69Glq1KhBUlIS165dq+qQBEEQBEEoJxYWFsyePVujhSzd3d2JiYkp1eQIz/Px8cHX17fEMjNnzizVcLPKpk3/FdiwYQODBg0qU7tyuZxPP/1U4xnpykIkOuXEwtMJU31LlEY6dLlmw56atnDtD/o5pNPEwZwvf4tTzUUO4OzszN69e4mOjub9999X2yeUn4I/aBMnTqRNmzacPn26iiMSBEEQBEEQKoNIdMqJYX1LJCRs9CQMM+tx+VYCqRYO6JxazZxejTh/8xG/xaSoHePt7c3//vc/tmzZwoIFC6oo8tfD+vXradCgAZ07dyY4OLiqwxEEQRAEQRAqmEh0yomOXA+ltQxbQ1tSarnS4bIOIfVbw9+/0s5O4i13GxYduER2nvo4yMGDB/PFF1/w2WefsW3btiqKvvqztrbm6NGj9OzZk/79+7N27dqqDkkQBEEQBEGoQCLRKUfmTR2wMXLmobEuXa/VYE/eHSQdXTiznjm9G5Gans3a44WfE/n0008ZOnQow4cP588//6yCyF8PRkZG/Prrr0ycOBFra+uqDkcQBEEQBEGoQCLRKUfGjWphoCPHQvYYWYY9WcnJRDfpCVHrqG+px6gOdVn5x1VuPshUO04mk7Fu3TpatmxJ3759SUpKqqIzqP50dXX57rvvGDBgAJIksWfPHvF8lCAIgiAIQjUkEp1yZFDbDKWuEhsDY9Jsm9Hzmjm7zczg6V24sIMJbzXE0lifL3+LK3SsoaEhe/bswcTEhD59+pCRkVEFZ/B6iYyMpH///kyYMEEsLCoIgiAIglDNiESnHMl0ZOi5mGJnVIe7ljXoeNmAQ6knedqwO5xchamBLrN7NeLAxVSOX7lb6PhatWqxb98+bty4wbvvvkt+fn4VnMXro0OHDqxbt45169axdOlS8vLyqjokQRAEQRAEoZyIRKecmTdzoKbcAWV+CopHFtS4k8Whul6QdhGuheHf3IHWdWsyN+QiufmF7yI0btyY7du3c/DgQaZPn14FZ/B6ef/999m8eTMnTpxg8ODBYk0jQRAEQdBQ586dmTx5crnUNXfuXGxtbZHJZOzZs0ejY0JDQ3F3d6/UURkrVqzA39+/XOp6HfsPni0YWqdOHc6ePVvhbYlEp5wZNqyBjkyHWvr53LNrweBbjuxJjwXbpnByJTKZjC/6NiHpfiYbIq8XWYePjw/Lly/n+++/Z/Xq1ZV8Bq+fgQMHMmfOHExNTbVaNEsQBEEQXme7du1i/vz5Za4nLi6OefPm8cMPP5CSkkLPnj01Om7mzJnMmTOnzIuAFggLC6Nv377Y29tjYmKCh4cHmzdvViszZswYoqKiiIiI0KjOESNG8PHHHxe572Xsv2PHjtGyZUsMDQ2pV68ea9as0SqWvLw8Zs2aRdOmTTExMcHBwYHAwEBu376tKiOXy5k+fTqzZs3Squ7SEIlOOdOraYhkKsPWwIY0m/q0vJBDdNo5ElsMgauH4fZ53O3MCWzrzLKj8aSmF30H4T//+Q8TJ05kwoQJHDp0qJLP4vXj6enJzz//jL6+PmfOnOHevXtVHZIgCIIgvNRq1qyJmZlZqY9XKBQolUoSEhIA6Nu3L3Z2dsjl8hcee+LECeLj4xk0aFCp2y+qzmbNmrFz507+/vtvRo0aRWBgICEhIaoycrmcIUOGsHz58hfWp1Qq+e233+jbt2+R+1+2/rt+/Tq9evWiY8eOnDt3jtmzZzNx4kR27typcUyZmZlER0fz3//+l+joaHbt2sWVK1cK3QUbOnQo4eHhxMUVfm69PIlEpwIYN7LG1qgumbm3yb2vh9sjY/bq5kDNenD8/wCY3M0VYwNdvtpf/AVesmQJvr6+DBo0iIsXL1ZW+K+1/Px8hgwZQqdOnbh161ZVhyMIgiAIL61/D73Kzc1l5syZODk54ejoSNu2bQkLC1Pt37RpE5aWluzbt4/GjRsjl8sZOXIkfn5+AOjo6CCTyVTlN2zYQJMmTZDL5djb2zN+/HjVvq1bt+Lj44OhoaFqm4uLCzKZrNCXpmbPns38+fNp164d9evXZ+LEifTo0YPdu3erlfP392fPnj1kZWWVWF9kZCQ6Ojp4e3sXub+4/nN0dMTExARvb+9K7b81a9ZQp04dli5dSqNGjRg9ejSjRo1i8eLFL+y7AhYWFhw+fJjBgwfj5uZGmzZtWL58OWfPnuXGjRuqclZWVrRr146goCCN6y4NkehUAGN3a8z0a2DEXe45tGLIrToEX9uHouM0uLQPUmOwMNJnVg93gv+6zZ/X7hdZj66uLlu3bsXFxYXevXtz586dSj6T14+enh4hISE8fvyYjh07cu1a4XWPBEEQBEEobOTIkURGRrJlyxYiIiIICAigR48exMfHq8pkZmaycOFC1q1bx8WLF1m2bBkbN24EICUlhZSUFABWr17NRx99xNixY4mJiSE4OJgGDRqo6jl+/DheXl5q7UdFRanqSE5Opk2bNnTs2LFM55Senk7NmjXVtnl5eZGXl8fp06dLPDY4OBg/Pz+Nh9YV9N/WrVv5+++/GTRoUKX238mTJ/Hx8VHb5uvry5kzZ8o0YVN6ejoymQxLS0u17a1btyY8PLzU9WpCr0Jrf03J61siIWGjZ8hdx2a0OneKtMZ3OGFVm441XODYN/D2zwxsUZstp2/w+d6L/DaxA3q6hV8IZmZm7Nu3D29vb/z9/fnjjz8wNjau/JN6jbi5uREREUG3bt3o0KEDhw4d4o033qjqsARBEITXSW4m3LtS+e1au4KB9u8zEhISCAoKIjk5GTs7OzIyMpg2bRoHDx5k48aNfPXVV8CzZzhWrVpF8+bNVccWvAG2s7NTbVuwYAHTpk1j0qRJqm2tWrVSfZ+YmIiDg4NaDLVq1VJ9P2nSJFJSUoiKitL6XArs2LGDqKgofvjhB7XtJiYmWFpakpiYSKdOnYo9Pjg4WOO7Ic/3X8F5TZ8+nQMHDlRa/6WmpmJra6u2zdbWlvz8fO7du1donyays7P5+OOPGTJkCObm5mr7HB0dSUxM1LpObYhEpwLoGOqha2+E7VNnbjx9QPbdHN7MrsPua8F07DgdgsfDnVh0bBvzhf8b+K+M4Oc/kxjZvm6R9Tk5ORESEsKbb77Je++9x/bt28vtwTuhaHXq1CE8PJx3331XrLEjCIIgVL57V2Bt8W+iK8zYY+DgofVh0dHRSJKEq6ur2vacnBysrKxUPxsYGNCsWbMS60pLS+P27dt07dq12DJZWVlqw66et3btWtavX09kZKRa8qONsLAwRowYwY8//kiTJk0K7TcyMiIzM7OII5+Ji4sjOTmZbt26adTey9J//x7qV7CoujZDAAvk5eXxzjvvoFQqWbVqVaH9L+rD8iASnQpi2sQGu9suKDOOct/Jm4CkR0w1/oM7/adha1kHjn8DgzbRtLYF77auw5JDV+jTzIFaZkU/QNayZUuCgoLo168fH3/8Md98800ln9Hrx9bWltDQUODZH4SYmBhat25dxVEJgiAIrwVr12dJR1W0WwpKpRJdXV3Onj2LTCbjyZMnmJqaoqOjg6mpqaqckZHRC980GxkZvThMa2sePnxYaHtYWBgTJkwgKChI7a6HNo4dO4afnx9LliwhMDCwyDIPHjwoMYkKDg6me/fuGp0LqPffv2eAraz+s7OzIzU1VW1bWloaenp6asmWJvLy8hg8eDDXr18nNDS00N0ceHEflgeR6FQQecMa6B+RU1M3k/vOb9Li1CrkbxiwNX4HkzpOg5DJ0OkS2Lgzw8eN/TEpfHPgEv83qPgXpb+/P9999x2TJ0+mQYMGjB07tvJO6DX3f//3f3z11Vds375d9dCfIAiCIFQYA+NS3VmpKp6enigUCtLS0mjfvj0ZGRmYm5uXagSKmZkZLi4uHD16lC5duhTbXmxsrNq2q1evMnDgQGbPns2AAQNKdR5hYWH06dOHRYsWFfs+KyEhgezsbDw9PYutZ+/evYwePVrjdp/vv7I+V1Ta/mvbtq3aDHMAhw4dwsvLC319fY1HuBQkOfHx8fzxxx/FJkkXLlwosQ/Lgxj/VEEMapsh6UMtfRvu5eSTdTedkTod2X5lO1lN+oNFbdUMbDVMDJju48b2s8lE3yj86cTzJk6cyPjx4/nwww/FtNOVaNasWfTq1YsBAwYUmn1FEARBEF53rq6uDB06lMDAQHbt2kVSUhJRUVEsWrSI/fv3a13f3Llz+fbbb1m2bBnx8fFER0erTens6+urtpZNVlYWfn5+eHh4MHbsWFJTU1VfmgoLC6N3795MnDiRgQMHqo5/8OCBWrnw8HDq1atH/fr1i6wnLS2NqKgo+vTpo3Hb/+6/69evV2r/AYwbN46kpCSmTp1KXFwcGzZsYP369VotYJ+fn09AQABnzpxh8+bNKBQKVT/m5uaqlQ0PDy80+UF5E4lOBZHpyjBsUAN74/oo8q7z0LktXeMNeZz7mH03DkGHKXBhJ9x99qDhu63r0MTBnM/3XkShlIqvVybju+++w9fXl4CAAC5cuFBZp/Rak8vlbNu2jQEDBjBo0CC2b99e1SEJgiAIwktl48aNBAYGMmPGDFq1akW/fv04deoUTk5OWtc1fPhwli5dyqpVq2jSpAl9+vRRm31s2LBhxMbGcvnyZQDu3LnDpUuXCA0NxcHBAXt7e9VXgc6dOzNixIhi29y0aZNqVrPnj//33aGgoCDGjBlTbD0hISF4e3tjY2Oj1TkX9N+0adNwc3PD39+/0voPoG7duuzfv5+wsDA8PDyYP38+y5YtY+DAgaoyERER6OrqFjuJQHJyMsHBwSQnJ+Ph4aHWjydOnFCVO3nyJOnp6QQEBGh9btqQSQVPGb3EMjIysLCwID09vcgxfpUpLy+P/fv306tXL/T19Uss++TP2zzcE89v93Zia9qRN6JXsOqz5lx7ksSe3tuQLW8BLh1gwFoAziY9YODqk3zVvylDvOuUWHfB9McPHz7k1KlTajNtCNrR5prm5+czfPhwGjRowLx58yopQqE0tLmuwqtBXNPqSVzXZzNTXb9+nbp16xb7gP2rRKlUlmnomqZmzpxJenp6oVnRiuPi4sLcuXNLTHZe5MKFC3Tt2pUrV65gYWFRZBl/f386dOjAzJkzS91OZdC2/5RKJWvWrOG7774jNja2TK/XQYMG4enpyezZs4stU9LrQtPcQNzRqUCGDWogQwcLhQ6puSbk3HtIYPobXEu/xsm06Gd3dWK2w/1nK9q2dK7JwBa1+ebgJR4+zS2x7oJpp/Pz8/Hz86vwWSuEZ/T09Pj555+ZO3cuQIVPiygIgiAIQtHmzJmDs7MzCoXihWUvXbqEmZlZsZMLaOr27dv89NNPxSY5AB06dODdd98tUzuVQZv+K3DkyBEWLFhQpiQnJyeH5s2bM2XKlFLXoSmR6FQgXStDZBb62Bm6kJedxBOPHlgdPEujmo34Oe5n8HwPTG3h+D9zrM/q6YZCIbH40OUSan6mdu3a7Nu3j7i4OIYNG6bVL6pQegUrD588eZKGDRuqFuoSBEEQBKHyWFhYMHv27EKzlBXF3d2dmJiYMt9h8vHxwdfXt8QyM2fOLNVws8qmTf8V2LBhA4MGDSpTu3K5nE8//VTjGenKQiQ6FUgmk2HsZoWDeUP09G7w0K0LT8PDGWHdm4hbEVzLvA3tJ8Pf2+DBNQBszAyZ3N2VLadvcOFW+gvb8PT0ZOvWrezdu5dZs2ZV8BkJz/P29ub9999n1KhR/Pjjj1UdjiAIgiAIgvAckehUMHnDGpjIzNHPu0vyQyMwMaPFqQdYGVqxJW4LtBwOJtYQ/q3qmMC2zjS0MeWzvRdQljAxQYE+ffqwdOlSvv32W9asWVORpyM8R0dHh9WrV/PRRx8xduzYIhfDEgRBEARBEKpGqRKdVatWqR4MatmyJeHh4SWW37x5M82bN8fY2Bh7e3tGjhzJ/fv3SxXwq8awvgXIwErHhuwnt3jaLZDHu/bwTsNBBCcEk67MhfaT4K+t8DARAH1dHeb5v0H0jUfsOndLo3YmTJigmnr6wIEDFXhGwvNkMhnLly9n8uTJrFy5kuzs7KoOSRAEQRAEQaAUic62bduYPHkyc+bM4dy5c3Ts2JGePXty48aNIstHREQQGBjI+++/z8WLF9m+fTtRUVFaLaL0KtMx1ke/tikOZg0wNLnN7Roe5Kel4Z/qQL4yn53xO6HlSDCqAeFLVMe1rW+FX3MHvv49jozsPI3aWrJkCT179mTw4MHExMRU1CkJ/yKTyViyZAknTpzA0NBQTAwhCIIgCILwEtA60VmyZAnvv/8+o0ePplGjRixduhQnJydWr15dZPk///wTFxcXJk6cSN26denQoQMffPABZ86cKXPwrwrDhjWwM3IBRSLJSbnImnuTv+d3etfrzZa4LeTp6UO7iXB+Czz6J2Gc3cudzFwF3x2+olE7urq6BAUF0aBBA3r37k1KSkoFnZHwbzKZDAsLCx4/fkzLli1ZtGhRVYckCIIgCILwWtPTpnBubi5nz57l448/Vtvu4+OjtgjQ89q1a8ecOXPYv38/PXv2JC0tjR07dtC7d+9i28nJySEnJ0f1c0ZGBvBsrv28PM3ublSUgva1iUOvrhl6ofropueQa/qQ+60GIq2fxTsfrWRP5h4OXjuIr0cgepFLUR7/FmXPZ7OwWRvr8WGnenx39Cp9m9nRxOHFawjJ5XJ27dpFhw4d6NOnD0eOHMHU1LR0J/uaKM01LY5cLicgIICPP/6Y7OzsEueHFypWeV5X4eUgrmn1JK7rs3OXJAmlUolSqazqcMqsYInGgnMSqofKvq5KpRJJksjLyys0M5ymfy+0WjD09u3bODo6EhkZSbt27VTbv/rqK/73v/+pra76vB07djBy5Eiys7PJz8/H39+fHTt2FDsH99y5c4tcjHHLli0YGxtrGu7LQwkeUZZcfBDJdV0F+obetD0yk/T27fimfTL5Uj4fmH1Agzv7aJSyk8ONF5NtYAWAQgmLY3TRkcHUpgp0ZZo1ef36dT755BPeeOMNPvnkE62mDhTK7tdff2XLli28/fbbvPPOO8hkGl44QRAE4bWjp6eHnZ0dTk5OGBgYVHU4gvBSyM3N5ebNm6SmppKfn6+2LzMzkyFDhrxwwVCt7ugU+PebNkmSin0jFxsby8SJE/nss8/w9fUlJSWFGTNmMG7cONavX1/kMZ988glTp05V/ZyRkYGTkxM+Pj4lnkxlyMvL4/Dhw3Tv3l2rxZIePrpMvevNuXl3N7lP2qHTexg24cFMnDKHKSemU7t1bVzNFiFbeZhuhhdQ9vhn6JOzRzqD1p4ixbwRYzvW1bjNhg0b0rdvXw4ePMjy5cvFm+1ilPaalqRXr140adKE//73v8yYMYNmzZqVS72C5iriugpVS1zT6klc12crwN+8eRNTU9NCK8C/zN566y2aN2/Od999p7ZdkiQeP36MmZmZxu895s2bx5o1a0hLS2Pnzp3069fvhceEhoYyfvx4Lly4UOb1cTS1cuVKDh06xN69e8tcV3H9VxqV0X+lua5FycnJwc3NjZ07d9KyZctiy2VnZ2NkZMSbb75Z6HVRMNpLk6A1lpOTI+nq6kq7du1S2z5x4kTpzTffLPKYYcOGSQEBAWrbwsPDJUC6ffu2Ru2mp6dLgJSenq5NuBUiNzdX2rNnj5Sbm6vVcY//vC3d+Pi4tPydAGntpO1S6Ko/pVg3d+nhwQNSz509pRlhM54VPPaNJH1hLUnpt9SOnx9yUXKds1+6fveJVu2uX79eAqSvv/5aq+NeJ6W9ppqIi4uTJEmSlEqlpFQqy71+oXgVeV2FqiGuafUkrqskZWVlSbGxsVJWVlZVh6KV+/fvSxkZGYW2KxQK6eHDh5JCodContjYWAmQdu/eLaWkpEjZ2dkaHdeyZUvpp59+0irmkly6dEnq3LmzZGNjI8nlcqlu3brSnDlz1H43s7OzJTs7Oyk8PFyjOocPHy7NmjWryH3F9Z+2yrP/wsLCpBYtWqjOf/Xq1ap9ml7Xzz//XHJzc5OMjY0lS0tLqWvXrtKff/6pVub777+XunbtWmI9Jb0uNM0NtEp/DQwMaNmyJYcPH1bbfvjwYbWhbM/LzMwslCUWDKOSNB8198ozamKFTAb1rD0wMUsk4WoO+s09yNi+k6GNhnIo6RCpT1Oh9QegbwSR36sdP9XHFRtzOZ/sitGq30aNGsVnn33Gxx9/zJYtW8r7tIQXcHd3B2DOnDnMnj37tfqdFwRBEKq3mjVrYmZmVurjFQoFSqWShIQEAPr27YudnR1yufyFx544cYL4+HgGDRpU6vb/TV9fn8DAQA4dOsTly5dZunQpP/74I59//rmqjFwuZ8iQISxfvvyF9SmVSn777Tf69u1b5P6Xrf+uX79Or1696NixI+fOnWP27NlMnDiRnTt3ahWXq6srK1asICYmhoiICFxcXPDx8eHu3buqMkOHDiU8PJy4uDit6taW1vf5pk6dyrp169iwYQNxcXFMmTKFGzduMG7cOODZsLPAwEBVeT8/P3bt2sXq1au5du0akZGRTJw4kdatW+Pg4FB+Z/KS0zU1QF7fkga1WvIo9S+yn+SS2WkITyMi6GPUGiM9I7Ze2gqG5tDmIzi7CR6nqo43NtDjq/5NOXntPr+eualV23PnzmX48OGMHDmSY8eOlfOZCZqoVasWX3/9NZ9++qlIdgRBEIRqoXPnzkyePFn1c25uLjNnzsTJyQlHR0fatm1LWFiYav+mTZuwtLRk3759NG7cGLlczsiRI/Hz8wOeLcT9/JCoDRs20KRJE+RyOfb29owfP161b+vWrfj4+KgNaXJxcUEmkxX60lS9evUYOXIkzZs3x9nZGX9/f9Ub8uf5+/uzZ88esrKySqwvMjISHR0dvL29i9xfXP85OjpiYmKCt7d3pfbfmjVrqFOnDkuXLqVRo0aMHj2aUaNGsXjx4hf23fOGDBlCt27dqFevHk2aNGHJkiVkZGTw999/q8pYWVnRrl07goKCtKpbW1o/o/P2229z//59vvjiC1JSUnjjjTfYv38/zs7OAKSkpKitqTNixAgeP37MihUrmDZtGpaWlrz11luv5fS7xs1qkXP1EdLTXCxc7nND4UpDU1Nydv/GgA4D2H5lOx80/wAj7w/g5EqIXAY9vlId37FhLQa2qM2Xv8XRxc0GG3PNxvHKZDLWrl3LrVu36NevH5GRkTRu3LiiTlMowpQpU1AqlUyfPh0dHR2++OIL8cyUIAiCUK2MHDmSxMREtmzZgrm5OUeOHKFHjx7ExMTQsGFD4NlIn4ULF7Ju3TqsrKyws7OjS5cujBw5Um1ZjNWrVzN16lS+/vprevbsSXp6OpGRkar9x48f591331VrPyoqCoVCATy72xEQEFCm576uXr3KgQMHGDBggNp2Ly8v8vLyOH36NJ06dSr2+ODgYPz8/DR+fqig/7Zu3YqDgwO7d++u1P47efIkPj4+att8fX1Zv359kTOfaSI3N5e1a9diYWFB8+bN1fa1bt26UBJZ3ko1GcGHH37Ihx9+WOS+TZs2Fdo2YcIEJkyYUJqmqhWjJlY83H2VhnatuK+fwI04G97oNYBHu3byzoif+SXuF0ISQhjsNhjajHuW6HSYDKY2qjo+7d2IsMtpfB58kdXDin+A698MDAzYsWOHaoHXP//8E3t7+wo4S6E406ZNQ6lUMnPmTNzc3Bg2bFhVhyQIgiC8pLLys7iefr3S261rURcjPSOtj0tISCAoKIjk5GTs7OzIyMhg2rRpHDx4kI0bN/LVV88+uM3Ly2PVqlVqb3otLS0BsLOzU21bsGAB06ZNY9KkSaptrVq1Un2fmJhYaGRQrVq1VN9PmjSJlJQUoqKitD6Xdu3aER0dTU5ODmPHjuWLL75Q229iYoKlpSWJiYkvTHQ0vRvyfP8VnNf06dM5cOBApfVfamoqtra2attsbW3Jz8/n3r17hfaVZN++fbzzzjtkZmZib2/P4cOHsba2Vivj6OhIYmKixnWWRqkSHaF0dIz1MWxoSb1bzbl89Ud0TVpx1607ptv+h0XUFd5yeotf4n4hwDUAnTb/gZOr4MQy8FmgqqOGiQFz/ZswIegcBy6k0uMNuxJaVGdhYcH+/ftp06YNvXv35tixY2UaGypob8aMGarb4YIgCIJQnOvp13l739uV3u62PttobKX9qI/o6GgkScLV1VVte05ODlZWVqqfDQwMXjgTaVpaGrdv36Zr167FlsnKyip2hrq1a9eyfv16IiMj1ZIfTW3bto3Hjx/z119/MWPGDBYvXszMmTPVyhgZGZGZmVlsHXFxcSQnJ9OtWzeN2nxZ+q+omZWL2v4iXbp04fz589y7d48ff/yRwYMHc+rUKWxs/vnw/kV9WB5EolPJjJrVIvvyQ3RzdbBucI+rV81p07w5j7b9yrCv/sOIAyM4efsk7R3bg/cH8OcqaD8ZTP7Jgvs0s2fPuVt8tvcCbetbYWGk+W3Z2rVrs3//fjp06MDgwYMJCQlBT0/8GlSmwYMHA3Du3DlCQ0OZNm1aFUckCIIgvGzqWtRlW59tVdJuaSiVSnR1dTl79iwymYwnT55gamqKjo6O2sLlRkZGL3zTbGT04jtK1tbWPHz4sND2sLAwJkyYQFBQUKGhUppycnICoHHjxigUCsaOHcu0adPUhm49ePCgxCQqODiY7t27a3QuoN5//x4iVln9Z2dnR2pqqtq2tLQ09PT01JItTZiYmNCgQQMaNGhAmzZtaNiwIevXr+eTTz5RlXlRH5YH8Q63khk1tuKhroxGdTqQmnuJB2m2SD3f5enXH/NG7uc0qtmIn+N+fpbotP0ITq2BE8uh+z8LqMpkMub3e4PuS47x9e+XWDigqVYxNGvWjJ07d9KrVy/+85//sHbtWvG8SBU4evQoM2bMIDc3V+2FLwiCIAhGekalurNSVTw9PVEoFKSlpdG+fXsyMjIwNzcv1fo2ZmZmuLi4cPToUbp06VJse7GxsWrbrl69ysCBA5k9e3ah52pKS5Ik8vLy1CYSSkhIIDs7G09Pz2KP27t3L6NHj9a4nef7r2PHjmWKubT917ZtW0JCQtS2HTp0CC8vL/T19VEqlaWOSZIkcnJy1LZduHChxD4sD5WzupKgomOkh6FrDZzNGnMn4S8MTZQk6zdEx8yM9O07eK/xe0TeiuTao2tgXBNaj4HTP8LjO2r1OFgaMaunO0Gnb/Dntftax9G9e3fWrVvHunXrVOM+hco1ffp05s6dy+zZs1/LyTkEQRCE6sPV1ZWhQ4cSGBjIrl27SEpKIioqikWLFrF//36t65s7dy7ffvsty5YtIz4+nujoaLUpnX19fYmIiFD9nJWVhZ+fHx4eHowdO5bU1FTVl6Y2b97Mr7/+SlxcHNeuXWP79u188sknvP3222qjX8LDw6lXrx7169cvsp60tDSioqLo06ePxm3/u/+uX79eqf0HMG7cOJKSkpg6dSpxcXFs2LCB9evXM336dI3bffr0KbNnz+bPP/8kKSmJ6OhoRo8eTXJycqGpwMPDwwtNflDeRKJTBYyb1cLgsT5yjKlpl8qV6HuY+vXl0a5d+Di+hbWRNb/E/fKscPtJoKsPYYWTkWHezrR0rsEnu2LIzlNoHcfw4cOZN28en376Kb/88ktZT0sohc8//5z//ve/fPzxx3z//fcvPkAQBEEQXlIbN24kMDCQGTNm0KpVK/r168epU6dUQ8G0MXz4cJYuXcqqVato0qQJffr0IT4+XrV/2LBhxMbGcvnyZQDu3LnDpUuXCA0NxcHBAXt7e9VXgc6dOzNixIhi29TT02PRokW0bt2aZs2aMXfuXD766CPWrVunVi4oKIgxY8YUW09ISAje3t5qz6NooqD/pk2bhpubG/7+/pXWfwB169Zl//79hIWF4eHhwfz581m2bBkDBw5UlYmIiEBXV7fYSQR0dXW5dOkSAwcOxNXVlT59+nD37l3Cw8Np0qSJqtzJkydJT08nICBA63PTSonLib4kNF39tDKUxwrOiqw86eaccCn8v2ulX2bPlFZ8cFSK23deinVzl9IPHJRWn18tef3sJT3MevjsgBMrJWmupSTdiS1U15XUDKnh7P3SNwfiShWLUqmURo0aJenr60tHjx4t9Tm9yqp6VW6lUiktWLCg0KrBQtlU9XUVyp+4ptWTuK4lrwD/KlIoFNLDhw8lhUJRoe3MmDFDGjt2rMblnZ2dpY0bN5apzZiYGMnGxkZ69OhRsWX8/PykRYsWlamdyqBt/ykUCmnlypVSgwYNyvx6DQgIkL788ssSy5T0utA0NxB3dKqAjqEehm41qW3oSmpCLDXtJRKSZBh5evJo2zYGuQ5CKSnZEb/j2QGtRoOlMxz+vFBdDW3N+KhLA344do3Y2xlaxyKTyVizZg1dunShf//+XLhwoaynJ2hJJpMxZ84cvL29yc3NLTQ+VhAEQRCEwubMmYOzs7Nq7ZySXLp0CTMzM7VF7Uvj9u3b/PTTT1hYWBRbpkOHDoXWqHkZadN/BY4cOcKCBQvKtD5RTk4OzZs3Z8qUKaWuQ1Mi0akixs1qoZehg7ncClOLJJIu3Efe922enjiB2d2n9K7Xm6BLQeQp80DPALrNhfiDcC2sUF3/6VyferVM+HjX3+QrtH9QTF9fn+3bt1O3bl169uzJrVu3yn6CQqls27YNf39/tXG0giAIgiAUZmFhwezZszVayNLd3Z2YmJhSTY7wPB8fH3x9fUssM3PmzFINN6ts2vRfgQ0bNhR61kZbcrmcTz/9VOMZ6cpCJDpVxNC9JjJ9HZo1eIsHt84j04FUy6bomJvzaPsOhjUeRlpmGkeSjjw7oHFfqN0aDn0K/5r1wkBPh68HNiPmVjqbTiSWKh5zc3P279+PTCajd+/eZGRof3dIKLthw4Yxffp0Jk6cyMqVK6s6HEEQBEEQhFeWSHSqiI5cF0P3mtjr1eXejWs41FdyOeou5v7PJiVoaOKCt703v8T+/0kCZDLw/RJSY+DvwvPqt6hTg+FtXVh86DI37pdu8SUHBwf2799PYmIi/fv3LzQNoFDxZDIZ33zzDVOmTGH8+PGsXr26qkMSBEEQBEF4JYlEpwoZNauFTjrUNHNAT/cq9289Rdm5L4r793kcGsp7jd7j73t/89fdv54d4NT62Z2d0PmQWziZmeHrhpWJnNm7Y9Tme9fGG2+8QXBwMJGRkQQGBpZpznShdGQyGd9++y2TJk3iypUrVR2OIAiCIAjCK0kkOlXI0K0GMgMdmjXoyu0rpzE00+faLX2MWrTg0a+/0rF2R+qY1fnnrg5A18/hSRr8uapQfSZyPRb0f4OIq/fYGV3652zefPNNgoKC2LFjB5MnTy510iSUnkwm47vvvmPJkiUA4rkpQRAEQRAELYlEpwrpGOhi2MgKG2qTcfcOjg2yuXL6DmYBg3h64iT5N24yrPEwDiUdIikj6dlBVvWfLSIasRSe3C1UZxc3G/p5ODB/Xyx3H5d+6Fn//v1ZtWoVy5cv5+uvvy51PULpyWQyZDIZZ86coX79+mzevLmqQxIEQRAEQXhliESnihk3q4XskRI76/oocuLIfprHo9qt0LGw4NH27QxoOABrQ2t++OuHfw56cwbo6MCxohOQz/yaoKsjY27IxTLF9sEHH/D5558ze/ZsNm7cWKa6hNJr0aIFQ4YMITAwkF9//bWqwxEEQRAEQXgliESnihm61kAm16VpvS4k/f0n1k7GXD57H4u+/jzatRsDhYz3m77Pb9d/43r69WcHGdd8luyc2Qh3Cz/DUdPEgM/9GvPb3yn89ndKmeL7/PPPGTt2LGPGjGHfvn1lqksoHR0dHX788UeGDh3KkCFD2LVrV1WHJAiCIAiC8NITiU4Vk+nrYNTYipp5tmQ9zqBW7UckxdzHsPdAFA8e8PjoUQa6DqSWUS3W/LXmnwNbjwULRzhSeBFRAP/mDvRqasecPTHcycgufXwyGatWrcLPz4/Bgwdz8uTJUtcllJ6uri4bN25k0KBBzJkzh7y8vKoOSRAEQXjNde7cmcmTJ5dLXXPnzsXW1haZTMaePXs0OiY0NBR3d/dKnThpxYoV+Pv7l0tdr2P/wbMFQ+vUqcPZs2crvC2R6LwEjJrXgkf51Kn9Bk8f/A0ySLpnjFHLljzc9ityXTljmo7h9+u/c+3RtWcH6cmfLSJ6eT9cDy9Up0wm48t+TTHQ1WH69r/KNKGArq4uW7ZswcvLiz59+hAXF1fquoTS09XV5eeffyYsLAx9fX0xSYQgCIJQpXbt2sX8+fPLXE9cXBzz5s3jhx9+ICUlhZ49e2p03MyZM5kzZ06ZFwEtytWrVzEzM8PS0lJt+5gxY4iKiiIiIkKjekaMGMHHH39c5L6Xsf+OHTtGy5YtMTQ0pF69eqxZs6aEGl7sgw8+QCaTsXTpUtU2uVzO9OnTmTVrVpnq1oRIdF4Chg0skRnq0cT5Ta6fO41zE3PiTqZQ4+3BZP75J7mJifRv2B9bE1tW//XcuipNBoBjyyIXEQWoYWLANwHNCI+/x89/JpUpRiMjI/bu3YuDgwO+vr5iFrAqoqenh62tLQ8ePKBt27YcOnSoqkMSBEEQXlM1a9bEzMys1McrFAqUSiUJCQkA9O3bFzs7O+Ry+QuPPXHiBPHx8QwaNKjU7RcnLy+Pd999l44dOxbaJ5fLGTJkCMuXL39hPUqlkt9++42+ffsWuf9l67/r16/Tq1cvOnbsyLlz55g9ezYTJ05k586dpYpvz549nDp1CgcHh0L7hg4dSnh4eIV/eC4SnZeATE8HoyZWWGTWJC8nG1PL29xPfkJO4/boWFjwcPt2DHQNGNtsLAcTD3L14dX/f6AMfBZAynm4sKPIuju72fBeG2e+/C2Oq2lPyhRnjRo1+P333wHo0aMHDx8+LFN9QumZmJhgZWVF3759CQ0NrepwBEEQhNfQv4de5ebmMnPmTJycnHB0dKRt27aEhYWp9m/atAlLS0v27dtH48aNkcvljBw5Ej8/P+DZM6kymUxVfsOGDTRp0gS5XI69vT3jx49X7du6dSs+Pj4YGhqqtrm4uKhmLH3+S1uffvop7u7uDB48uMj9/v7+7Nmzh6ysrBLriYyMREdHB29v7yL3F9d/jo6OmJiY4O3tXan9t2bNGurUqcPSpUtp1KgRo0ePZtSoUSxevLjE8yzKrVu3GD9+PJs3b0ZfX7/QfisrK9q1a0dQUJDWdWtDJDovCePmtZAe5dGgoTf3bpzFyEyfy9H3sezXl/Rdu1FmZdGvfj/sTezV7+o4twP3PnD0C8gr+gU3u1cjHC2NmLLtPHmKso3DrF27NgcPHuT27dv07dv3hS9yoWLI5XJ27tzJm2++iZ+fH8ePH6/qkARBEITX3MiRI4mMjGTLli1EREQQEBBAjx49iI+PV5XJzMxk4cKFrFu3josXL7Js2TLVzK4pKSmkpDybRGn16tV89NFHjB07lpiYGIKDg2nQoIGqnuPHj+Pl5aXWflRUlKqO5ORk2rRpU+RdmZKEhoayfft2Vq5cWWwZLy8v8vLyOH36dIl1BQcH4+fnp/HQuoL+27p1K3///TeDBg2q1P47efIkPj4+att8fX05c+aMVs8GK5VK3nvvPWbMmEGTJk2KLde6dWvCwws/flGe9Cq0dkFj8voW6Bjr0ci6Db9FrMCjd1+unL6D1/ihPPj5Fx7t3EXNYUMZ22wsc0/O5fKDy7jVdHt2cLd5sMobTq2BDlMK1W1koMt3b3swYPUJlh+NZ6qPW5libdSoEfv27aNr164MHTqU7du3o6urW6Y6Be0ZGhqyZ88e/Pz86NOnDwkJCdSqVauqwxIEQRDKgTIri5xr1yq9XXm9eugYGWl9XEJCAkFBQSQnJ2NnZ0dGRgbTpk3j4MGDbNy4ka+++gp4Nixs1apVNG/eXHVswXMwdnZ2qm0LFixg2rRpTJo0SbWtVatWqu8TExMLDYl6/v/ASZMmkZKSQlRUlMbncP/+fUaMGMEvv/yCubl5seVMTEywtLQkMTGRTp06FVsuODhY47shz/dfwXlNnz6dAwcOVFr/paamYmtrq7bN1taW/Px87t27V2hfcRYtWoSenh4TJ04ssZyjoyOJiYka1VlaItF5Sch0dTB6wxouy5AkCX2962Q/sSTlkRHmvXpxf8N6arw9GP8G/vwY8yNr/lrDd12+e3awdQPweh/Cl4BnIJhYFaq/uZMlE99qyPdHr9DJzYaWzjXKFG/btm359ddf6devHx999BGrV68u1e1hoWyMjIwIDg7m6NGjIskRBEGoRnKuXSNxYEClt+uycwdGJXwKX5zo6GgkScLV1VVte05ODlZW/7wvMTAwoFmzZiXWlZaWxu3bt+natWuxZbKystSGXT1v7dq1rF+/nsjISK3+bxwzZgxDhgzhzTfffGFZIyMjMjMzi90fFxdHcnIy3bp106jtl6X//v1ermDiI03f4509e5bvv/+e6OjoFx7zoj4sDyLReYkYNbPm6elUmjTuxM2Lf1KrziAunUzhrTFjyOi7j/R9v2HZvx8fNPuAz058xqUHl3Cv6f7s4E6z4K8gOLYIen1TZP0fdanPH5fTmPrrefZP7IiJvGyXv0+fPvz444+MGjUKe3t7Pv+86KmuhYplbGysGp+7ZMkSOnXqRMuWLas4KkEQBKEs5PXq4bKz6OdvK7rd0lAqlejq6nL27FlkMhlPnjzB1NQUHR0dTE1NVeWMjIw0egP8ItbW1kU+KxwWFsaECRMICgpSu+uhidDQULW7MJIkoVQq0dPTY+3atYwaNUpV9sGDByUmUcHBwXTv3l2jcwH1/vv3KJnK6j87OztSU1PVtqWlpaGnp6eWbJUkPDyctLQ06tSpo9qmUCiYNm0aS5cuVbuD86I+LA8i0XmJyOtaomOqT8NaXuwO/T86DNEn+uB9pGHtMe3Shfvr1mHR1x+/+n78GPMjq86vYtlby54dbGIFHadB6Pxna+xYNyhUv56uDt+97UGv78NZ8FscCwc0LXPMI0eOJCUlhTlz5mBnZ8cHH3xQ5jqF0snNzWX79u0sWLCA0NBQPDw8qjokQRAEoZR0jIxKdWelqnh6eqJQKEhLS6N9+/ZkZGRgbm5eqqmfzczMcHFx4ejRo3Tp0qXY9mJjY9W2Xb16lYEDBzJ79mwGDBigdbsnT55EoVCoft67dy+LFi3ixIkTODo6qrYnJCSQnZ2Np6dnsXXt3buX0aNHa9z28/2n7XNF/1ba/mvbti0hISFq2w4dOoSXlxf6+voarbfz3nvvFbqL5evry3vvvcfIkSPVtl+4cKHEPiwPYjKCl4hMV4bRG9YY3jdETy4nLzsWZHDl9B2sxo4hNyGBx0ePoqejx7jm4/jj5h/E3n/ul9R7HJjZF7uIKEBdaxM+7dOIoNM3OBp3p1zi/uSTTxg/fjwffvhhqacgFMrOwMCA33//nfr169OtWzdiYmKqOiRBEAThNeHq6srQoUMJDAxk165dJCUlERUVxaJFi9i/f7/W9c2dO5dvv/2WZcuWER8fT3R0tNqUzr6+vmpr2WRlZeHn54eHhwdjx44lNTVV9aWpRo0a8cYbb6i+HB0d0dHR4Y033qBGjX+G/IeHh1OvXj3q169fZD1paWlERUXRp08fjdv+d/9dv369UvsPYNy4cSQlJTF16lTi4uLYsGED69evZ/r06Rq3a2VlpdaHb7zxBvr6+tjZ2eHmpv6MeHh4eKHJD8qbSHReMsbNrFFm5NKsWTeuno7AuakVcSdTMPLwwLh1a+6v/RFJkuhVtxfO5s6sPv/cDGz6htD1M7i0D5JOFNvGkNZ1eMvdhlk7/+bek5wyxyyTyfj+++8ZPHgw7777rljbpQpZWlpy8OBBnJyc6Nq1K1euXKnqkARBEITXxMaNGwkMDGTGjBm0atWKfv36cerUKZycnLSua/jw4SxdupRVq1bRpEkT+vTpozb72LBhw4iNjeXy5csA3Llzh0uXLhEaGoqDgwP29vaqrwKdO3dmxIgRZT7PoKAgxowZU+z+kJAQvL29sbGx0aregv6bNm0abm5u+Pv7V1r/AdStW5f9+/cTFhaGh4cH8+fPZ9myZQwcOFBVJiIiAl1d3TJPInDy5EnS09MJCKjg59CkV0B6eroESOnp6VUdipSbmyvt2bNHys3NrZD6lQqldGvBn1Liukhp8eDe0vkj0dKKD45Kt648kB6HR0ixbu7Sk8hISZIkKSQhRHpj0xtSzN2YfypQKCRpzZuS9EPnZ98X405GluT5xSFp9P+iJKVSWS6x5+bmSr1795aMjY2lyP8f46ugoq9pVbh37540btw46fHjx1UdSpWpjtf1dSeuafUkrqskZWVlSbGxsVJWVlZVh1IuFAqF9PDhQ0lRwvuQ8jBjxgxp7NixGpd3dnaWNm7cWKY2Y2JiJBsbG+nRo0fFlvHz85MWLVpUpnYqg7b9p1AopJUrV0oNGjQo8+s1ICBA+vLLL0ssU9LrQtPcQNzRecnIdGQYN7VGP1UHIzNzHqWco4a9CecO38SkfTsMGzfm3tofAejp0pO6FnVZdX7VPxXo6DxbRPR2NFzcVWw7NmaGLBzQlMOxd9h+JrlcYtfX12f79u14eXnRu3dv/vrrr3KpV9CelZUVq1evxtTUlLi4OLVPcQRBEAShOpgzZw7Ozs5qz9UU59KlS5iZmREYGFimNm/fvs1PP/2EhYVFsWU6dOjAu+++W6Z2KoM2/VfgyJEjLFiwoMhFQDWVk5ND8+bNmTKl8JIo5U0kOi8ho2bWKB/n0dzDl0snjuPRzZHEv+/x6E4mVmPHkvnnn2T99Re6OrqMazaO8Fvh/H33738qqNsR3HrB0XnFLiIK4NvEjsFetZkXcpEb98tnej8jIyNCQkKoX78+Pj4+4g32S+DDDz+kS5cuJCQkVHUogiAIglBuLCwsmD17tkZr+bm7uxMTE1OqyRGe5+Pjg6+vb4llZs6cWarhZpVNm/4rsGHDBgYNGlSmduVyOZ9++qnGM9KVhUh0XkIGdczRtTDA2bQRT+7fw9j0PsbmBpw/ehOz7t0wqFtXdVfH18WX+hb11e/qAHSfD49T4XjJC1V95teEmqYGTPn1PAqlVC7xm5ubc+DAAWrWrEm3bt24efNmudQrlM6WLVswMTHhrbfeqvCFuQRBEARBEF4WItF5Ccl0ZBg1rYVOshLzWnZcOXWcpl1qc/lkKllPFViNHs2To0fJiY9/dlfHYxyRtyM5n3b+n0qsG0CHqRD5PaRdKrYtU7keSwZ7cO7GQ9YcK79P/K2trTl8+DAymYzu3btz9+7dcqtb0I69vT2hoaHo6+vTpUsXbty4UdUhCYIgCIIgVDiR6LykjJpZo3ySh2dzH66cjMDN2wqZDlw4loyFXx/07Oy4v24dAD7OPjSwbFD4rk6HKVDDGfZNhhLmPm/lUpNxnerz3eErXLiVXm7nULt2bY4cOcKjR4/o0aMH6enlV7egHUdHR0JDQzE1NSUpKamqwxEEQRAEQahwItF5SRk4maFrKcfJxJ3crCyunQ2nUTsHYo7dIh9drEaNIn3fb+QmJ6Mj0+FDjw85mXKS6DvR/1Sibwh9voMbJ+H8LyW2N7mbK662Zkzedp7sPM0fSnuRBg0acOjQIa5du4afnx+ZmeXzLJCgvTp16nD+/Hk6duyIQqHg3r17VR2SIAiCIAhChRGJzktKJpNh1KwWioSnNPBqQ/T+YJp1cSDnaR6X/0zFclAAuubmPNiwAYCudbriWsO18F2dum9C8yFw6L/wpPjhYwZ6Oix9x4MbDzJZdKD4oW6l0axZM/bv38/Zs2cJCAggNze3XOsXNFfwwOH06dPp2LEjd+6Uz6KxgiAIgiAILxuR6LzEjJtZo3yaTwuPnjy4ncyjlMvU86zF+SM3kMkNqRn4Ho927CT/7t1nd3Waf8ip1FNEpUapV+SzAGQyODSnxPZcbc34uIc7GyMTCb1Uvm+A27Zty549ezh69CiBgYFaTWUolL8PP/yQjIwM3nrrLdLS0qo6HEEQBEEQhHInEp2XmL6jKbpWhhg/MsHGpT5nfw/Go3sd0tOyuP73PWoMGYJMX58HP/0EwFt13qJRzUaF7+qYWD1Ldv7eBtfCSmxzRDsXurrbMGXbXyQ/LN9hZt27dycoKIjt27fz4YcfIknlM8uboL2GDRsSGhrKgwcP6NatmxjGJgiCIAhCtSMSnZeYTCbDuGktsi7cp4WvP4nnz6JvkIF9fQvOH7mBroUFNd59h4dbglBkZCCTyfhP8/9w5s4ZTqecVq/MYyg4t4d9UyAvu9g2dXRkfDu4OaZyPcZvOUdufvGTGJTGgAEDWL9+PWvXruXjjz8u17oF7bi5uXH06FHu3LnDDz/8UNXhCIIgCK+Yzp07M3ny5HKpa+7cudja2iKTydizZ49Gx4SGhuLu7o6yhAmXytuKFSvw9/cvl7pex/6DZwuG1qlTh7Nnz1Z4WyLRecmZeNki5eTjZOyOsYUl534PwaN7HVKuppN6PZ2aw4cj5eXxcEsQAJ2dOtPYqjErz69Uv2Mik0GfpfDoJoR/W2KblsYGrBzagou301n4e1y5n9OIESNYunQp33zzDV9//XW51y9ornHjxpw5c4ZPPvkEQNxlEwRBEDS2a9cu5s+fX+Z64uLimDdvHj/88AMpKSn07NlTo+NmzpzJnDlzyrwIaIHExERkMlmhrwMHDqjKjBkzhqioKCIiIjSqc8SIEcV+sPsy9t+xY8do2bIlhoaG1KtXjzVr1mgdz4gRIwr1YZs2bVT75XI506dPZ9asWVrXrS2R6Lzk9KyNMHStQdapOzTv1ouLx49iV88QCxsjzh++iV6tWlgMHMCD//0PZVYWMpmMjzw+Ijotmj9T/lSvrJYrdJwKEd/B3csltuvhZMmcXo3YGJnI/piUcj+vSZMmMXfuXD755JNSvYiE8uPk5ISOjg4HDx6kc+fOYhpwQRAEQSM1a9bEzMys1McrFAqUSiUJCc/W8evbty92dnbI5fIXHnvixAni4+MZNGhQqdsvzpEjR0hJSVF9vfXWW6p9crmcIUOGsHz58hfWo1Qq+e233+jbt2+R+1+2/rt+/Tq9evWiY8eOnDt3jtmzZzNx4kR27typdWw9evRQ68P9+/er7R86dCjh4eHExZX/B+rPK1Wis2rVKurWrYuhoSEtW7YkPDy8xPI5OTnMmTMHZ2dn5HI59evXZ8P/ny1MeDHTdg7kpTylSeM3kRQKLoYdwqNbHa6dSyP9bhZW77+PIiODRzue/SJ2dOxIU+umrDq/qvAn9B2mgmWdZ0PYXvDp/fB2LvRuas/MHX+TeO9puZ/XZ599xqRJk/jwww/55ZeSp78WKl6tWrWIiYnBx8dHJDuCIAjCC/176FVubi4zZ87EyckJR0dH2rZtS1hYmGr/pk2bsLS0ZN++fTRu3Bi5XM7IkSPx8/MDQEdHB5lMpiq/YcMGmjRpglwux97envHjx6v2bd26FR8fHwwNDVXbXFxcirwjoy0rKyvs7OxUXwYGBmr7/f392bNnD1lZWSXWExkZiY6ODt7e3kXuL67/HB0dMTExwdvbu1L7b82aNdSpU4elS5fSqFEjRo8ezahRo1i8ePEL++zf5HK5Wh/WrFlTbb+VlRXt2rUjKChI67q1oXWis23bNiZPnsycOXM4d+4cHTt2pGfPniWutj548GCOHj3K+vXruXz5MkFBQbi7u5cp8NeJvGEN9KyNyP/7Me7tO3HuwD4atqqF3Fifv0JvYlC7Nua9enF/wwak3FxkMhnjPcZz/u55jtw4ol6ZviH0WQJJkXB+c4ntymQyvh7YlFpmcv6zObpc19cpqH/JkiWMGjWK4cOHs23btnKtX9BOixYtOHLkCPHx8SLZEQRBELQ2cuRIIiMj2bJlCxEREQQEBNCjRw/i4+NVZTIzM1m4cCHr1q3j4sWLLFu2jI0bNwKoPv0HWL16NR999BFjx44lJiaG4OBgGjRooKrn+PHjeHl5qbUfFRWlqiM5OZk2bdrQsWNHrc/D398fGxsb2rdvz44dOwrt9/LyIi8vj9OnTxdx9D+Cg4Px8/PTeGhdQf9t3bqVv//+m0GDBlVq/508eRIfHx+1bb6+vpw5c4a8vDyNzqFAWFgYNjY2uLq6MmbMmCJneG3duvULb5aUlZ62ByxZsoT333+f0aNHA7B06VIOHjzI6tWrWbhwYaHyBw4c4NixY1y7dk2Vzbm4uJTYRk5ODjk5OaqfMzIyAMjLy9O6o8tbQfuVHYdRaxseH7jBG4N9uXjsKAnRJ2nc0ZG/Q5Px9K2NxcgRZISE8GBvMOb9+tLKphUdHTryzelv8LbxxkjP6J/KnNqj23QwskOfkl+3K5hYF9uuoS58P7gZg9ae4rM9MXzZr0m5n9vKlSvJyclh6NChyGQy+vfvX+5tlKSqrunLqGnTphw4cIAePXowcuTIVzr5FNe1+hHXtHoS1/XZuUuShFKpVD0Ynper4FFq5S+ybWlnjL6BrsblC+JOSEggKCiIGzduYG9vz+PHj5k6dSoHDx5kw4YNfPnllyiVSvLy8lixYgXNmzdX1WFubg6AjY0N8GzI14IFC5g6dSoTJkxQlWvZsqWqfxITE7Gzs1N7kN7Kykr1/eTJk0lJSeHUqVMaP2xvbGzMt99+S7t27dDR0SEkJIS3336bjRs3MmzYMFU5IyMjLC0tuXbtWomJVHBwMN98802J7RfVfw4ODgBMnTqVAwcOVFr/paamYmNjo7atVq1a5Ofnk5aWhp2dnVrMxfH19WXgwIE4Oztz/fp1Pv/8c9566y2ioqLUhtU5ODiQmJhYbF1KpRJJksjLy1OtA1hA078XWiU6ubm5nD17ttBDVT4+Ppw4caLIY4KDg/Hy8uKbb77h559/xsTEBH9/f+bPn4+RkVGRxyxcuJB58+YV2n7o0CGMjY21CbnCHD58uFLb08mX0QxL7kQkY2hjxx9BP2H/Zl/y803Ys+EY5vVzcWjciJxly0jS0wUdHbwUXpzIPMF/g//LW4ZvqdVnIL1J19zfSP3pfc45f/DC9vvXkbH17C3002/Qulb5P7Dev39/kpKSGDJkCLNmzaJ169bl3saLVPY1fZl9+umnGBsbFxpT+yoS17X6Ede0enqdr6uenh52dnY8efJEtaj2g1uZ/L68fBfw1kTPCe7UdNTsvVZ+fj65ublkZGQQGRmJJEmFRuzk5ORgbm5ORkYG2dnZGBgY4OLiovoQG1ANASvYdvfuXW7fvk2bNm3Uyj0vKysLSZKK3L9p0yY2bNjA77//jlwuL7aOfzMwMGDUqFGqn6dNm8adO3dYtGhRoZnWDA0NefDgQbF1X758meTkZFq3bl1smZet/5RKJTk5OWrbnjx5ovr38ePHAKp/i/P8ZAh16tRh69atNGvWjB07dqiG2RV4+vRpsTHm5uaSlZXF8ePHyc/PV9uXmanZhwBaJTr37t1DoVBga2urtt3W1pbU1NQij7l27RoREREYGhqye/du7t27x4cffsiDBw+KfU7nk08+YerUqaqfMzIycHJywsfHR5W1VpW8vDwOHz5M9+7d0dfXr9S2M2TX0Y99gPnbw/lt+SJaN2/I5WyJpAv38R3XmjxHR5KHvcebhoaYdusGwKPzj9hyeQtTfafiYOKgVp/MOZ86v03Goec0JJc3S2y7pySRs/siuy6kMrRHGxrampb7+fXs2ZOhQ4eyePFiduzYQY8ePcq9jaJU5TV92aWnp/Pf//6XBQsWVPlrT1viulY/4ppWT+K6QnZ2Njdv3sTU1FT1zISRoQkBH5tUeiza3NHR09PDwMAAc3Nz5HI5urq6REVFoaOjw9OnTzExMUEmk2Fqaoq5uTmGhoYYGRlhYWGhVk/BB98F/88UPGdibGxc7P891tbWZGdnF9ofFhbGrFmz2Lx5M+3bt9fq3IvSsWNHfv7550LtPHz4ECcnp2Lj++OPP+jWrVuh98zPK67//n33orL6z8HBgUePHqlte/r0KXp6eri4uKCnp8fjx48xMzPT6tknc3NznJ2duXXrllrdWVlZ2NjYFBtjdnY2RkZGvPnmm2rPEgEaJ69aD10DCp2cJEnFnrBSqUQmk7F582bVhVmyZAkBAQGsXLmyyLs6crm8yBkj9PX1X5o/glURi3l7R+6cvkNt44aY17Ll78P7aRswjksnUrl+/j6N2nlh7O3No/UbsOzRA5lMxjiPcfx2/Te+P/89SzovUa+w5XCI+RW9AzNhXOSz53dK8GX/ply8ncGEbX8RPL4DJvJS/foUS19fn23btjFo0CAGDRpESEgI3bt3L9c2XtT+y/L79bJISUlh69atnD9/noMHD75yyQ6I61odiWtaPb3O11WhUCCTydDR0VE9zyE31MHWxeIFR1a9grhbtmyJQqHg3r17tG/fnoyMDMzNzdWeTyn4/t/PrPx7u4WFBS4uLvzxxx907dq1yHY9PT25dOmSWl1Xr15l0KBBzJ49m4CAgHI5v7/++gt7e3u1dhISEsjOzqZly5bFPn8THBzM6NGjX/h8TlH9V9xwuIruv7Zt2xISEqK27ciRI3h5eSGXy1VDzApi1tT9+/e5efMmDg4OasddvHgRT0/PYusqmFyhqL8Nmv6t0GoyAmtra3R1dQvdvUlLSys2Y7W3t8fR0VEt+2zUqBGSJJGcnKxN8689fVsT5PUtyPwzFc8efbh8Ihx9eQ4uzaw5f+QmkiRhNXYM2Rcu8PT/DyU01jdmitcUDicdLryIqI4O9PkOHiY9m3L6BYwN9Fg1tCUp6dnM3h1TIWuuFCQ7Xbt2xd/fnz/++KPc2xA017RpUw4fPsylS5fw9fXV+BMUQRAE4fXi6urK0KFDCQwMZNeuXSQlJREVFcWiRYtKNQx67ty5fPvttyxbtoz4+Hiio6PVpnT29fVVW8smKysLPz8/PDw8GDt2LKmpqaovTf3vf/9jy5YtxMXFcfnyZRYvXsyyZcvUnnMBCA8Pp169etSvX7/IetLS0oiKiqJPnz4at/3v/rt+/Xql9h/AuHHjSEpKYurUqcTFxbFhwwbWr1/P9OnTNW73yZMnTJ8+nZMnT5KYmEhYWBh+fn5YW1sXegY7PDy80OQH5U2rRMfAwICWLVsWGkd7+PBh2rVrV+Qx7du35/bt26oxfgBXrlxBR0eH2rVrlyLk15tpWwdybzzG3b0Duvr6/HV4P57dnXhw+yk3Yh9g0q4dhk2acH/tj6pjetftjUctDxaeXki+Un2MIzbu0GEyRCyBu1de2H4DG1MWDmjK3vO32XK6+Jn2ykIul7Nz5046duxInz59KnxGDqFkXl5eHD58mLi4OHr06PFaPzAsCIIgFG/jxo0EBgYyY8YMWrVqRb9+/Th16hROTk5a1zV8+HCWLl3KqlWraNKkCX369FGbfWzYsGHExsZy+fKzdQHv3LnDpUuXCA0NxcHBAXt7e9VXgc6dOzNixIgS212wYAFeXl60atWKrVu3smHDBqZMmaJWJigoiDFjxhRbR0hICN7e3qrJATRV0H/Tpk3Dzc0Nf3//Sus/gLp167J//37CwsLw8PBg/vz5LFu2jIEDB6rKREREoKurS2JiYpHt6urqEhMTQ9++fXF1dWX48OG4urpy8uRJtTWDTp48SXp6erndeSuWpKWtW7dK+vr60vr166XY2Fhp8uTJkomJiZSYmChJkiR9/PHH0nvvvacq//jxY6l27dpSQECAdPHiRenYsWNSw4YNpdGjR2vcZnp6ugRI6enp2oZb7nJzc6U9e/ZIubm5VdK+Ml8p3V54Srr/62XpyPrV0srRQ6Tc7Gzp169OS3u+i5YkSZLSDxyUYt3cpcxz51THXbx3UWq6qam0OXZz4UpzMyXpew9J2tBLkpRKjeKYs/tvqeHs/VJM8qPyOK0iPX36VOrSpYtkamoqnThxosLaqepr+qqIioqSVq5cWdVhaExc1+pHXNPqSVxXScrKypJiY2OlrKysqg6lXCgUCunhw4eSQqGo0HZmzJghjR07VuPyzs7O0saNG8vUZkxMjGRjYyM9elT8+x8/Pz9p0aJFZWqnMmjbfwqFQlq5cqXUoEGDMr9eAwICpC+//LLEMiW9LjTNDbReR+ftt99m6dKlfPHFF3h4eHD8+HH279+Ps7Mz8GxM//Nr6piamnL48GEePXqEl5cXQ4cOxc/Pj2XLlpVXrvZakenKMGljT+ZfaXh26kVWRjqXTxzHo3sdki895O7Nx5h174ZBvXrce+6uTmOrxgx0HciK8yt4mP1QvVJ9I+i9BJIi4PwWjeL4tHdjXO1M+XBzNOlZFfMJv7GxMSEhIXh6etKjRw/OnDlTIe0ImvHy8uLDDz8Enq2nJYaxCYIgCFWpYDF6heLF6/xdunQJMzMzAgMDy9Tm7du3+emnnwpNCPC8Dh068O6775apncqgTf8VOHLkCAsWLCjT83Q5OTk0b9680J2yiiCTpAp40KKcZWRkYGFhQXp6epU/DJ2Xl8f+/fvp1atXlT00qXiaR8rCU5h3c+boqQ08vneXoQu/Z/Nnp7BvaEH3kU14tHsPKZ98gsv2XzFq2hSAB9kP6LO7Dz1cevBZ288KV7xzDFw9AuPPgIlV4f3/cuN+Jr2Xh9O2nhU/vNeyVKsPa+Lx48f4+voSFxdHaGgonp6e5Vr/y3BNXyV3797F1dWVRo0aceDAgSp/TRZHXNfqR1zT6klc12ezS12/fp26desWml3qVaRUKoucjEB4tVX2dS3pdaFpbiB++15Buib6GDe34emfKbTw9efujURuXbpI865OXI1K4/GDbCz8/ZC7unLn60WqSQNqGtbkI4+P2HFlB3H34wpX7PsVSEo4/F+N4qhjZcziQc05FHuH9RHXy/MU1ZiZmfH777/ToEEDunfvTkxMTIW1JbxYrVq1OHToELGxsfTo0UPc2REEQRAE4aUkEp1XlGk7BxSPcqilVxur2nWI/j2YRu3t0ZPr8vcfych0dbH9eBZZZ8/y+NA/k0e87fY29S3rs/D0wsKzppnWgu5fwPnNEH9Eozh8m9gxpmNdvv79EmeTHpTnKaqxsLDg0KFDODk50bVrV2JjYyusLeHFWrVqxeHDh4mNjaVnz54i2REEQRAE4aUjEp1XlIGjKQZ1zHh6MoUWvfxJOHuKzEd3eeNNB2LDb5GblY9Ju3aYdupE2uLFKP//Sst6OnrMaj2Lc2nn2H+9iOkKWwRCg26w5z/w9J5Gsczs4U5zJ0vGbznHvSc55XmaamrUqMHhw4exs7Oja9euajOFCJWvVatWHDp0CFNT0wqZalwQBEEQBKEsRKLzCjNt50BOQjoN3bwxNDXj3IEQmnZ2Ij9PSWzkbQBsZs4g7/ZtHv6yWXVcG/s2dHfuzpIzS8jMy1SvVCaDvqtAUkDwBNDgDay+rg4rhniSp1Dyn1/OkpOv+UNt2rK2tubIkSPUqFGDt956i6tXr1ZYW8KLtW7dmoMHD2JhYcH169d5+PDhiw8SBEEQBEGoBCLReYUZvWGNjpk+2Wfu07xbDy6EHUZfrsC1lS1/Hb2JQqFEXr8+Nd5+m3urV5P/3JvQaV7TSM9N58eYHwtXbGYL/svh8n6I/p9GsdhbGPHDe178dTOdObsvVOgn/DY2NoSGhmJmZkanTp24dOlShbUlaEaSJAYOHEjXrl25f/9+VYcjCIIgCIIgEp1XmUxPB5PW9mRG36FZJ1/yc3O5GHaY5t3q8ORhDgnRaQBYj/8IgHsrVqqOdTR1ZNQbo/jfxf9xI6OIhT/de0OL4XDgE7in2V2Tls41+HpgU3acTebH8GtlP8ES2NnZERYWhqWlJZ07d+bChQsV2p5QMplMxqZNm0hOTqZLly6kpaVVdUiCIAiCILzmRKLzijP1tkPKl5Al5OPapgPnDuyjpoMRTo1rcu7QDSRJQq9mTazHjePh1q3kXPsnARn5xkisjaz5v6j/K7ryHgvBzB52jQGFZmvlDGhRm/90rs/C3y9xNO5OeZxisQqSHTs7O7p06cJff/1Voe0JJWvWrBlhYWHcvXuXzp07k5KSUtUhCYIgCILwGhOJzitO11yOUVNrnp68jWdPPx7dSeFa9Bla+NTh3s0nXP/r2YQCNd4bhr69PWnf/JPUGOkZMd1rOmHJYUTciihcuYEJDPwRUv+GsK81jmmGjxvdGtkyMegcl1IrdjauWrVqERoairOzM126dOHs2bMV2p5QssaNG3Ps2DFycnKIiytiCnNBEASh2ujcuTOTJ08ul7rmzp2Lra0tMpmMPXv2aHRMaGgo7u7uKJXKcolBEytWrMDf379c6nod+w+eLRhap06dSnnPJhKdasC0rT3597OpqbTBvqEb0fv3Utu9Jk6Na3JydwIKhRIdAwNspk/nSVgYT0+cUB3b3bk7re1as+j0IvKKumvj2BI6fwwRSyDppEbx6OjIWPq2B041jRn9vzPcr8CZ2ABq1qzJkSNHcHNzo2vXrvz5558V2p5QMldXV+Li4njrrbdQKpXcuVOxd/YEQRCEqrFr1y7mz59f5nri4uKYN28eP/zwAykpKfTs2VOj42bOnMmcOXPKdfFKSZJYvHgxrq6uyOVynJyc+Oqrr1T7x4wZQ1RUFBERRXxAXIQRI0bw8ccfF7nvZey/Y8eO0bJlSwwNDalXrx5r1qwpdUz+/v5YWFhgZmZGmzZtuHHj2aMScrmc6dOnM2vWrFLVrQ2R6FQDBs7m6DuY8OTEbVr06svNi39zN+k67QbU51FaJnERz2ZgM/P1wahFC+4s+gZJ8WxmNJlMxqzWs7j5+CZbLm0puoEOU6F2a9g1FrLTNYrJRK7HuuFeZOcpGFfBM7EBWFpacvDgQZo2bUr37t01/gMkVAwDAwMA5s2bR+vWrUlISKjiiARBEITyVrNmTczMzEp9vEKhQKlUqv6P6Nu3L3Z2dsjl8hcee+LECeLj4xk0aFCp2y/KpEmTWLduHYsXL+bSpUuEhITQunVr1X65XM6QIUNYvnz5C+tSKpX89ttv9O3bt8j9L1v/Xb9+nV69etGxY0fOnTvH7NmzmThxIjt37tQqroSEBDp06IC7uzthYWH89ddf/Pe//8XQ0FBVZujQoYSHh1f46A+R6FQDMpkM07YOZF95SN36npjWtCL692Csa5vh7m3H6X3Xyc3ORyaTYfvxLHIuXyZ9927V8a41XHnb7W1W/7Wae1lFrJ2jowsDfoCsh7B/psZx1a5hrJqJ7dMKnokNwNzcnN9//51WrVrh6+vLH3/8UaHtCS82duxYDA0NefPNN8W6R4IgCNXMv4de5ebmMnPmTJycnHB0dKRt27aEhYWp9m/atAlLS0v27dtH48aNkcvljBw5Ej8/PwB0dHSQyWSq8hs2bKBJkybI5XLs7e0ZP368at/WrVvx8fFRe/Ps4uKCTCYr9KWpuLg4Vq9ezd69e/H396du3bp4eHjQrVs3tXL+/v7s2bOHrKysEuuLjIxER0cHb2/vIvcX13+Ojo6YmJjg7e1dqf23Zs0a6tSpw9KlS2nUqBGjR49m1KhRLF68+IV997w5c+bQq1cvvvnmGzw9PalXrx69e/fGxsZGVcbKyop27doRFBSkVd3aEolONWHsUQsdIz2you7i4duHuIgwMjPSae1fj9wsBecOP7tdaNSsGeZ+fqR9/z2KJ09Vx3/o8SH6OvosPbu06AZquEDvxfD3VrigeWZfMBPb9kqYiQ3A1NSUffv20b59e3r16sWhQ4cqvE2heI6Ojhw7dgxLS0s6derExYsXqzokQRAEoYKMHDmSyMhItmzZQkREBAEBAfTo0YP4+HhVmczMTBYuXMi6deu4ePEiy5YtY+PGjQCkpKSoJrJZvXo1H330EWPHjiUmJobg4GAaNGigquf48eN4eXmptR8VFaWqIzk5mTZt2tCxY0eN4w8JCaFevXrs27ePunXr4uLiwujRo3nw4IFaOS8vL/Ly8jh9+nSJ9QUHB+Pn56fx0LqC/tu6dSt///03gwYNqtT+O3nyJD4+PmrbfH19OXPmDHl5mk1KVXAXy9XVFV9fX2xsbPD29i7yuaHWrVsTHh6uUb2lpVehtQuVRqavi3ErO56eSqHphG78uXMrfx/+nTYD36F519qcP3yDNzo6YmIpx2bKZBJ6HuL++nXYTJoEgIXcgoktJvLFyS8Y7DaYZrWaFW6k2dtw5SDsmwJO3mBRW6PYBrSoTXzaExb+fon6tUzp2si2PE+9EGNjY4KDgwkICMDPz49du3bRu3fvCm1TKF7B7Hjdu3dn9erVrFixoqpDEgRBeOnl5WTz4FZypbdb07E2+nLDFxf8l4SEBIKCgkhOTsbOzo6MjAymTZvGwYMH2bhxo+o5l7y8PFatWkXz5s1Vx1paWgLP/r8osGDBAqZNm8ak//8+BaBVq1aq7xMTE3FwcFCLoVatWqrvJ02aREpKClFRURqfw7Vr10hKSmL79u389NNPKBQKpkyZQkBAAKGhoapyJiYmWFpakpiYSKdOnYqtLzg4WOO7Ic/3X8F5TZ8+nQMHDlRa/6WmpmJrq/4ezdbWlvz8fO7du1doX1HS0tJ48uQJX3/9NQsWLGDRokUcOHCAAQMG8Mcff6j1l6OjI4mJiS+ssyxEolONmHrb8+R4Msqr2TTu2IXzh37Dy28ALXydiY1I4fS+63QZ5o6+gwM1R47gwYaN1Bg0CP3//4s+oMEAtl/ezsJTC9ncezM6sn99AiGTQZ8lsLo97B4HgcGg4acUM3zcuJr2hIlB59j1YXvc7Eo/JlUThoaG7Nq1i7fffpv+/fuzbds2+vfvX6FtCsWrVasWYWFhmJqaApCdna12u1wQBEFQ9+BWMr98MrnS2x22cCm29Rq8uOC/REdHI0kSrq6uattzcnKwsrJS/WxgYECzZkV8mPqctLQ0bt++TdeuXYstk5WVVez/I2vXrmX9+vVERkaqJT8volQqycnJ4aefflKdx/r162nZsiWXL1/Gzc1NVdbIyIjMzMxi64qLiyM5ObnQsLfivCz99++hfgWPHWg6BLBgBre+ffsyZcoUADw8PDhx4gRr1qxRS3Re1IflQSQ61YheTUMMG1k9m5RgcD9i/jj0LNnp0x+vXi5E7oin+VtO1HQwwWr0GB7t2Enad0tx/L9vANDV0eUT708I/D2QzXGbea/xe4UbMaoB/dfA//zh5HJoP6lwmSIUzMQWsOYk7/8vir0ftcfK9MUPy5WFgYEBv/76K8OGDWPQoEFs2bKFwYMHV2ibQvEKPnGKioqiX79+7Ny5kzZt2lRtUIIgCC+pmo61GbZwaZW0WxpKpRJdXV3Onj2LTCbjyZMnmJqaoqOjo/qQC569uX3Rm2YjI6MXtmdtbc3Dhw8LbQ8LC2PChAkEBQWp3fXQhL29PXp6emrJRqNGjQC4ceOGWqLz4MGDEpOo4OBgunfvrtG5gHr/6erqqu2rrP6zs7MjNTVVbVtaWhp6enpqydaL6tXT06Nx48Zq2xs1alRooqgX9WF5EIlONWPa1p576y9gmW1K07d8OLX7V97o0p03Ojny9x83Obkngd4fNkPX1IRakyaS+t/PqPneMIz+/6cDnjaeDGs0jO+jv6e9Y3vqWdQr3EjdN6HdBDg6H+p1BnvN/pAUzMTWd0UE4345yy+jvZHr6b74wDLQ19dn8+bNGBgY8O6775Kbm8uwYcMqtE2hZO7u7tSrV4/u3buzf/9+rcZPC4IgvC705YalurNSVTw9PVEoFKSlpdG+fXsyMjIwNzcv1dTPZmZmuLi4cPToUbp06VJse7GxsWrbrl69ysCBA5k9ezYDBgzQut327duTn59PQkIC9evXB+DKlSsAODs7q8olJCSQnZ2Np6dnsXXt3buX0aNHa9z28/1X1v8XS9t/bdu2JSQkRG3boUOH8PLyQl9fX6P1dgwMDGjVqlWhCYiuXLmi1ocAFy5cKLEPy4OYjKCakTewRK+WEU9P3qZtwBDy83KJCt6Jrp4ObfrVJ/Hve9y68iyDtxwwALmrK3e+XqQ2I9qkFpOwN7FnTvgc8pX5RTf01qdg4w47x0Cu5rcdHS2NKnUmNgA9PT02bdrE8OHDCQwMZMOGDRXeplA8MzMzDhw4QOvWrenRoweHDx+u6pAEQRCEMnJ1dWXo0KEEBgaya9cukpKSiIqKYtGiRezfv1/r+ubOncu3337LsmXLiI+PJzo6Wm1KZ19fX7U7BFlZWfj5+eHh4cHYsWNJTU1VfWmqW7dutGjRglGjRnHu3DnOnj3LBx98QPfu3dXu8oSHh1OvXj1VMvRvaWlpREVF0adPH43b/nf/Xb9+vVL7D2DcuHEkJSUxdepU4uLi2LBhA+vXr2f69OlatT1jxgy2bdvGjz/+yNWrV1mxYgUhISF8+OGHauXCw8MLTX5Q3kSiU83IZDJM2zmQFXsfQ5kJLXv1I3p/ME8e3KdBSxtsnM04sfMqklJCpquL7cezyIqO5vHBf2YnM9Qz5KsOXxH7IJb1MeuLbkhPDgPXw6MkOPyZVjFW9kxsALq6uqxbt44PPviA999/n5UrV1ZKu0LRTExM2LdvH126dGH06NHk5FTsorKCIAhCxdu4cSOBgYHMmDGDVq1a0a9fP06dOoWTk5PWdQ0fPpylS5eyatUqmjRpQp8+fdRmHxs2bBixsbGqOwd37tzh0qVLhIaG4uDggL29veqrQOfOnRkxYkSxbero6BASEoK1tTVvvvkmvXv3plGjRmzdulWtXFBQEGPGjCm2npCQELy9vdWmU9ZEQf9NmzYNNzc3/P39K63/AOrWrcv+/fsJCwvDw8OD+fPns2zZMgYOHKgqExERga6ubomTCPTv3581a9bwzTff0LRpU9atW8fOnTvp0KGDqszJkydJT08nICBA63PTivQKSE9PlwApPT29qkORcnNzpT179ki5ublVHUqxFNl5UvJnkdKjA9el7KdPpBXvvysd+mG5JEmSlHz5gbTig6PSlahUVfkbYz+Q4rt2kxQ5OWr1fH/2e8njfx5S3P244hs7tVaSPjeXpMsHtY7z69/jJJeP90lHYlNfXLicKJVKacqUKRIgzZ07V1Iqla/ENa2ucnNzpatXr0qSJEl5eXnlXre4rtWLuKbVk7iukpSVlSXFxsZKWVlZVR1KuVAoFNLDhw8lhUJRoe3MmDFDGjt2rMblnZ2dpY0bN5apzZiYGMnGxkZ69OhRsWX8/PykRYsWlamdyqBt/ykUCmnlypVSgwYNyvx6DQgIkL788ssSy5T0utA0NxB3dKohHbkeJi1teXo6BX09Q9r0H0zMH4e4f+smjq41cGlmzZ97ElDkPRtraTNzBnkpKTz8+Re1ev7T/D/Ut6zPJ+GfkKvILbqxVqOhQXfY+xE8uatVnDN83OjWyJaJQeeIvZ1RqnPVlkwm49tvv+XLL79k7ty5TJw4UaMxp0LF0NfXp379+uTk5PD/2Lvr8CiON4Dj3z2PuyckIYEkuAaCu1uL05YaUOq0UKMC1H+lQg0KLVJa3J3iENyCBwsSISHucra/P46GpmggkDTM53n2SXK3Nzu7k5P3ZuadDh068N1335V3lQRBEIT/iPfffx9/f39MJtMd9z19+jR2dnYMHTr0vo555coVZs+ejYODwy33adGiBYMHD76v4zwMpbl+f9u0aROffvoparX6no9bVFRE3bp1i7OyPUgi0KmkbJt7Yy4wkbv7CnU7dcfOxZVd8/8AIKJPEDlphZzYkQCANigIp4EDSZ0yBeM/FsVSK9V81uIzLmVf4ucjtxjqJUnQ+2eQTbDyVSjFnJu/M7EFutnw9Mz9xKY92BSDf5MkibFjxzJ16lR+/vlnnn766bteCEt4MDQaDREREbz55pt8+OGHD2XuliAIgvDf5uDgwNixY2/IUnYzoaGhHD9+/J6SI/xTp06d6Ny58233efvtt+9puNnDVprr97cZM2bQv3//+zquVqvlgw8+uOuMdPdDBDqVlMrFCpsmnuRsi0dhgOYDnuTc/t1cOXsaZ28bwpp7c2DtRYryLR/wXV95GSSJ1J9KBjQhziG8XO9lZp2cxZHkIzc/mJ2HJdg5uw72lG7ui41Wxaxnw7HVqnhy+j6Scwrv5XTvyYgRI1i4cCHLli3j888/Jy8v76EdWyhJkiS++OKL4gXGRE+bIAiCIAj3SwQ6lZh9uypgNpOzPZ7QFq1xqxJA5NxZyLJMeM9ATAYzh/+6DIDK2RnXkSPJWLCAopiYEuU8U/MZarnW4v2d75NvuEWvS0hXy5o6Gz+EmK2lqqerrZbZz4VTZDTx9IwDZBU8vN6Vfv36sXLlSqKjo+nSpQvp/+jREh6+d955p7inbf369eVdHUEQBEEQ/sNEoFOJKe002LbwIWfXFeQcIy2GPE189AkuHjmIjYOWeh2rcHRzPDnpll4Up6eeRO3lRfJXE0uUo1Ko+Kz5ZyTnJzPp8KRbH7D9OMu6OoufhYxLpaqrn7M1s59rwpXMAob/fpBCw92PF71f7dq145NPPiEmJoZWrVqRkJDw0I4t3GjEiBEcPXqUbt26AYieHUEQBEEQ7okIdCo5u1a+KDQKsjfHElivEb41ahE593fMZhP1O1ZBY6Vk/0pLimeFRoP7mDHkbt9OzqZNJcoJcAhgVMNRzDs9j72Je29+MIXSknJa5wDznwB96YaChXjaMeOZRhxLyOSVuVEYTQ/vA261atXYsmUL2dnZNG/evHiBMKF81K5dG7CMBe7QoQM5OTnlXCNBEARBEP5rRKBTySl0Kuza+JF3MAljagGthjxLauwloiO3odGpCO8RyOl9SaTGWz5I2nXuhG27diSOG48xI6NEWYNDB9PEswkf7vqQHP0tPnhaO8OguZB+EVa8UqrkBAAN/Z2Z8mRDtp1J5t2lxx/qpPTQ0FB27dqFtbU1LVq04NChQw/t2MLNVa9enUOHDtGuXTtSU1PLuzqCIAiCIPyHiEDnEWAb4Y3STkP2xst4VQuhWpNm7Fr4J0a9nrAW3ji6W7N7qWVejiRJeE0YD0YjVz/5tEQ5CknBx80/Jkefw//2/+/WB/SoCY9NgZNLYdf3pa5v2xB3vhlQl8WH4vli3elSP/5++Pn5ERkZSWBgIG3btmXr1tLNNxLKVosWLdi2bRuXL1+mdevWYlihIAiCIAh3TQQ6jwBJrcC+gz8Fx1LRx+fQYtBQctPTOLJhDUqlgojHgog7lU7sqTQAVG5ueHzwAdlr15L914YSZXnbevNO43dYEbOCrbG3CQJq9IaWo2HzBDi/6db73ULvej6M71mDaTsu8Mv2mDs/oAy5uLiwefNmmjZtSpcuXVi6dOlDPb5QUv369dm5cyc5OTm8/vrr5V0dQRAEQRD+I0Sg84iwbuCBys2KrL8u4eztS+22ndi3bCFF+XkE1nXFK8iB3UtjkM2WoWL2Pbpj17EDSRMmlFhbB6BPcB9a+7Zmwp4JZBRm3OxwFm3fh+AOsPg5SCt9sPJM80BeaxfMl+tOs+BAbKkffz9sbW1ZtWoVffr0oX///vz2228P9fhCSdWrV2fXrl1MmTIFQKyzIwiCUAG0adOGUaNGlUlZ48ePx8PDA0mSWL58+V09ZsuWLYSGhj7UpDU//fQTvXr1KpOyHsXrB5YFQ6tUqfJQpgiIQOcRISklHDoHUHQuk8LzGUT0G4xRr+fAyiVIkkSzvsGkxedydn+SZX9JwnPcODCbSfr4k5JlSRLjm43HKBv5ZO8nt/7QqVDC47+CtaslOUFRbqnr/UbH6jzRpArvLT3O+hNJpX78/dBqtcydO5cRI0YwfPhw/ve//4kP2OXIz88PNzc3EhISaNiwITt37izvKgmCIDzSli5dyieffHLnHe8gOjqaCRMmMHXqVBITE+natetdPe7tt9/m/fffv+9FQP82fvx4JEm6YbOxsSneZ/jw4Rw4cOCu34OeeeYZ3n333ZveVxGv3/bt22nYsCE6nY6qVavyyy+/lLo+N7uGkiQxcaIlq69Wq2XMmDG88847pS67tESg8wjR1XRB7WdH1vpL2Dg507B7bw6tWUFuehqeVR0IauDG3hUXMOotqZ1Vrq54fvQhOevXk71uXYmyXK1c+aDpB2y8vJF1F9fd7HAWVo6W5ARZcbD8xVInJ5AkiY9716JrbS9emx/Fnpi00p72fVEqlUyePJmPPvqId999lzfffBOT6eGlvhZuZGtri4ODAx06dGDJkiXlXR1BEIRHlrOzM3Z2dvf8eJPJhNlsJuba+n29e/fG09MTrVZ7x8fu3r2bc+fO0b9//3s+/r+NGTOGxMTEEluNGjVKHEOr1TJkyBB+/PHHO5ZnNptZs2YNvXv3vun9Fe36Xbx4kW7dutGyZUuioqIYO3Ysr732Wqnfa/99DWfMmIEkSfTt27d4nyeeeILIyEiio6NLVXZpiUDnESJJEg5dAjDE51J4Mo3Gvfqi0mjYs3geAE17B5GfpefY1vjix9h17Ypd584kTfgY47+yXnUJ6ELXgK58ts+yxs4tuYfCY1MheiVEflPqeisVEt8OqEt4gDPDZx/kREJWqcu4H5IkMWHCBH766Sd++OEH+vbtS15e6VJnC2XHwcGB9evX89hjj9G/f39++OGH8q6SIAjCI+nfQ6/0ej1vv/02fn5++Pj4EBERwbZt24rvnzVrFo6OjqxevZoaNWqg1Wp59tln6dmzJwAKhQJJkor3nzFjBjVr1kSr1eLl5cUrr7xSfN/8+fPp1KkTOp2u+LaAgICb9iTcLVtbWzw9PYu3q1evcurUKZ5//vkS+/Xq1Yvly5dTUFBw2/J27dqFQqGgSZMmN73/VtfPx8cHGxsbmjRp8lCv3y+//EKVKlWYNGkSYWFhDBs2jOeee46vv/76jtfun/55DT09PVmxYgVt27alatWqxfu4uLjQrFkz5s2bV6qyS0sEOo8YXZAj2mqOZP11CY3WmqaPD+T41g2kX4nH0cOamq18OLT+MvnZeuDaELaPPgRJImnCxzcM3RrbZCwapYZxu8fdflhXWA9o/Q5s+RTObrj1fregVSmZ+lRDgtxseHrGfi6mPvxA4+WXX2bFihVs2rSJNm3akJT0cIfSCddptVrmzJnD6NGjGTNmDOfPny/vKgmCIJQps96EPiH3oW9m/b2PWnj22WfZtWsXc+fOZefOnfTr148uXbpw7ty54n3y8/P54osv+O233zh58iQ//PADM2fOBK73BABMmTKFl19+mREjRnD8+HFWrlxJcHBwcTk7duygUaNGJY5/4MCB4jLi4+Np2rQpLVu2vOfz+e2336hevfoNZTRq1AiDwcD+/ftv+/iVK1fSs2fPux5a9/f1mz9/PseOHaN///4P9frt2bOHTp06lbitc+fOHDx4EIPBcFfn8G9Xr15lzZo1NwSLAOHh4URGRt5TuXdL9UBLFyokhy6BJP8YRf7hq9Tt2I1Da1ewc/5ser05lsY9Ajh38Co75p2h84haSJKEysUFz3EfkTDqDbLXrsWhe/fishx1jkxoNoGXN7/MknNL6Fe9360P3PpdSDwGS4bB8C3gGnzrfW/CRqti5rPh9P9lN09N38eSF5vhYa+78wPLUI8ePdixYwc9evSgSZMmrFmzhlq1aj3UOggWCoWCiRMnMnz4cIKDgzGZTBiNxrvqshcEQajojCkFJP8Y9dCP6/5qfTQ+tqV+XExMDPPmzSM+Ph5PT0+ys7MZPXo0f/31FzNnzuTzzz8HwGAwMHnyZOrWrVv8WEdHR8DSE/C3Tz/9lNGjR5fIttm4cePi3y9duoS3t3eJOri5uRX//vrrr5OYmMiBAwdKfS5gmTA/Z86cm86vsbGxwdHRkUuXLtG6detblrFy5cq77g355/X7+7zGjBnD+vXrH9r1S0pKwsPDo8RtHh4eGI1GUlNTb7jvbvz+++/Y2dnx+OOP33Cfj48Ply5dKnWZpSECnUeQxscWqzquZG+6jGc9N5oPeJL1k7/jytnTeFcPpfXgEP769QTnDyVTrZHln9q+Sxeyu/7F1Y8/wSY8HNU/Xkxa+bbi8WqPM/HARMI9w6liX+XmB1Yo4PFp8Gs7mD8Ehm0CnX2p6u5so2H2803oN2U3Q6fvZ8ELTXG01tzztbgXDRo0YN++ffTo0YPmzZuzePFiOnbs+FDrIFxXvXp1wDKp8vDhwyxbtqz4RV8QBOG/SuVmhfur9cvluPfi8OHDyLJc/Jr8t6KiIlxcXIr/1mg01KlT57ZlJScnc+XKFdq3b3/LfQoKCkoMu/qnadOmMX36dHbt2lUi+CmNpUuXkpOTw9ChQ296v5WVFfn5+bd8fHR0NPHx8XTo0OGujldRrt+/h/r9PVqnNEMA/2nGjBk88cQTNz3Wna5hWRCBziPKvlMAV789SO6eRMJatuHg6mVEzp3FgHFfENzQnfOH3Nkx7yw+1Z2wtrcEEp4ffcSFHj1JHD8B359+LPFP/1ajtzh09RCvb32dOd3mYK22vvmBdfYweJ4l2Fn+Igz4wxIAlYKPoxV/PB9O/1/28MRv+/jz+SY42TzcYMfPz4+dO3cyYMAAunXrxi+//HLTblnh4enTpw8zZ86kZcuWrF27tsQ3W4IgCP81Co3ynnpWyovZbEapVHLo0CEkSSI3NxdbW1sUCgW2ttfPw8rK6o4fmq2s7hxsubq6kpFx4xIX27Zt49VXX2XevHklej1K67fffqNHjx63fC9JT0+/bRC1cuVKOnbseFfnAiWvn1KpLHHfw7p+np6eNwzLT05ORqVSlQi27lZkZCRnzpxhwYIFN73/TtewLIg5Oo8otasVNo09ydkWB3qZlkOeJj76BBePHASg9eDqIMGOeWeKo3mVkxOe48eRu3kz2atXlyjPVmPL922/50ruFT7c9eHt5+u4VrOknT69BnZMvKf6B7vbMXd4UxKzChn8617ScovuqZz7YWdnx6pVqxg2bBjDhg1j7NixDz0XvXBdy5Yt2bVrFzk5OURERHD8+PHyrpIgCMIjo379+phMJpKTkwkODqZq1aoEBwcTHBxc6i+e7OzsCAgIYPPmzbc93qlTp0rcdv78efr27cvYsWNvOlTqbl28eJGtW7fe8gvMmJgYCgsLqV//1j1uK1asKNV6O/++fv/cHtb1i4iIYOPGjSVu27BhA40aNUKtVpeqDgDTp0+nYcOGtww4T5w4cdtrWBZEoPMIs29fBbPeTM72eALrNcK3Ri0i5/6O2WzCyk5D68EhxESlcP7Q9Yxq9h07Yt+9O0mffoYhuWSmtSDHID5r8RkbLm9g5smZtz94SBdoOxa2fQ6n195T/cO87Jk/oimpuUUM+XUfqeUQ7KhUKiZPnszXX3/Nl19+yeDBg++YhUV4cMLCwtizZw9ubm5MmzatvKsjCILwyKhevTpPPPEEQ4cOZenSpVy+fJkDBw7wv//9j7VrS/8+P378eL755ht++OEHzp07x+HDh0ukdO7cuXOJtWwKCgro2bMn9erVY8SIESQlJRVvpTVjxgy8vLxuuR5NZGQkVatWJSgo6Kb3Jycnc+DAAXr06HHXx/z39bt48eJDvX4AI0eO5PLly7z55ptER0czY8YMpk+fzpgxY0p9/OzsbBYtWsSwYcNuuU9kZOQNyQ/K2j0FOpMnTyYwMBCdTkfDhg3vOmPCrl27UKlU1KtX714OK5Qxpb0Wu+be5O5MwJxroOXgZ0iNvcTpndsBCG7oTlADyxC2v7OwAXh88D6SWk3SuPE39Nx08O/A8NrD+f7w9+xO2H37CrQcA6E9YOkISL63POrVPeyYP6Ip6fl6Bk3bS3JO4T2Vcz8kSWL06NEsWrSIlStX0r59e1JSUh56PQQLLy8vduzYwTffWFKZi+x4giAID8fMmTMZOnQob731Fo0bN6ZPnz7s27cPPz+/Upf19NNPM2nSJCZPnkzNmjXp0aNHiexjTz75JKdOneLMmTOAJbvX6dOn2bJlC97e3nh5eRVvf2vTpg3PPPPMbY9rNpuZNWsWzzzzzA1DyP42b948hg8ffssyVq1aRZMmTXB3dy/FGV+/fqNHjyYkJIRevXo9tOsHEBgYyNq1a9m2bRv16tXjk08+KV5W4287d+5EqVTeMYnA/PnzkWWZwYMH3/T+PXv2kJWVRb9+t0liVRbkUpo/f76sVqvlX3/9VT516pT8+uuvyzY2NvLly5dv+7jMzEy5atWqcqdOneS6deuW6phZWVkyIGdlZZW2umVOr9fLy5cvl/V6fXlXpUyY8vRy/Ljdcvryc7Isy/KKrz+Tp770jKwvKpRlWZbzs4vk30bvkNf9ckw2m83Fj8vetEk+FRIqZyxbdkOZRpNRfmHjC3Kzuc3k2OzY21egMFuWJzeT5a9DZTnj9v9DtxOTnCM3+WyT3PbrrXJSVkGpHluWbbp3717Z3d1drlq1qnz69On7Lk+4d3q9Xp4yZYpsY2MjT5w4scT/r/DfVNlefwUL0a6yXFBQIJ86dUouKCjd+1dFZTKZ5IyMDNlkMj3Q47z11lvyiBEj7np/f39/eebMmfd1zOPHj8vu7u5yZmbmLffp2bOn/L///e++jvMwlPb6mUwm+eeff5aDg4Pv+/nar18/+bPPPrvtPrd7XtxtbFDqHp1vv/2W559/nmHDhhEWFsakSZPw8/NjypQpt33cCy+8wJAhQ4iIiLjHkEx4EBTWauza+JK3LwljWgEtBj9NfmYGuxfOAbjlEDa79u2x79WTq599juHq1RJlKhVK/tfyf9hr7Bm1dRT5httk1NDawZNLQKWBPx6DvNRb73sbVd1sWfBCUwr1JgZO3UNiVvkMH2vSpAn79u1Dq9USERHB9u3by6UegoWnpyevvvoqb731FqNGjcJkuvf1IQRBEISK5f3338ff3/+uXttPnz6NnZ3dLbOo3a0rV64we/ZsHBwcbrlPixYtbtmTUZGU5vr9bdOmTXz66af3NGfnb0VFRdStW5c33njjnsu4W5Is327WeEl6vR5ra2sWLVrEY489Vnz766+/zpEjR275oW7mzJlMnjyZPXv28Omnn7J8+XKOHDlyy+MUFRVRVHR9vkV2djZ+fn6kpqZib1+6dMRlzWAwsHHjRjp27HhfjVyRyHoTqZOOoAm0x6F/NQ6uWsqehXPoN+5zvIJDANg0I5qEs5kMeL8hVnaWDGemrCxiH3scbWgoXj//dEMWkHOZ53j6r6dp49uGz5p9dvssIRkXUf3eHdneG9MTyywB0D2Iy8jnqRkHUUgSfzzXCB/HO2ceeRBtmpmZycCBA9m5cyfTpk3jiSeeKJNyhbv3z3adNWsWr776Kr1792bWrFl3nQVHqFgq4+uvINoVoLCwkLi4OAICAm6ZMvm/RJZlcnJysLOzu+e0xELF87DbtbCwkEuXLuHn53fD8yI7OxtXV1eysrJuGxuUKtC5cuUKPj4+7Nq1i2bNmhXf/vnnn/P777+XGOf3t3PnztGiRQsiIyOpXr0648ePv2OgM378eCZMmHDD7XPnzsXa+hZpi4X74npVi/8FG07VySLfykD8xpWYDXr8ujyOQqXCVCRxNdIarbMJ5/qF/P3/bRMdjc+s30nq14/sxo1uKPe4/jgL8hfQVdeV5rrmt62Dff5lWpz7nEzrQPYGjcasuLc3vPQi+OmkEhl4pYYJl3J6zzAYDEyZMoUtW7YwYMAABg0adNerIwtlb//+/fz222989tlnDzydpSAIQmmoVCo8PT3x8/NDo3m4yyUIQkWl1+uJi4sjKSkJo9FY4r78/HyGDBlyx0DnntbRudliQjeL7EwmE0OGDGHChAk3LIB0O++99x5vvvlm8d9/9+h06tRJ9Og8ILLJTNqPx6hX6IhT/1DS6tdl3vtv4pibToshzwBwISCFTTNOE+pZm6CG1z4oduvG1fQMFOvX0+SFEaj/lQKxG93QRen44/Qf9G7Wm3DP8NvWQ7pcB9d5A+hetALTY7+C4uYTAe+kfbtCnppxkF8vmPnjuUb4O986QH6QbdqrVy+++uorPvroI/Lz85k1a1a5/w8/Kv7drt26dWPs2LFoNBoyMjK4dOnSA09rKZStyvr6+6gT7Xq9R8fW1lb06AgVVnn06FhZWdGqVaub9ujcjVIFOq6uriiVypsuJuTh4XHD/jk5ORw8eJCoqCheeeUVwJLNQpZlVCoVGzZsoF27djc8TqvVotVqb7hdrVZXmBfBilSXMqEGh84BpM89jTkuH8+qVWk+4Eki5/1OSEQLvKuHERLuzcUj6exaFEOVGq7FC4l6ffA+F/buJXXCx/j9Ou2Gf/43Gr3B2cyzvLvrXRb0WIC3rfet6xHcBvrPRFrwJIoN70KP7+AenkxVXNUseCGCIb/u5cnpB5k3oimBrja3vwQPqE0/+OAD6tevz5AhQ2jevDnLly8nNDS0zI8j3Nw/2/Xvn19++SW//PILv//+O/379y/P6gn3oNK9/grAo92uJpMJSZKQJKlS9Pz/vaZcZTkfweJht+vfz4mbvTbc7WtFqWqp0Who2LDhDYsJbdy4scRQtr/Z29tz/Phxjhw5UryNHDmSkJAQjhw5QpMmTUpzeOEBs6rlitrHlqz1F5FlmUY9HsMzqBrrJ0/CoLfMmbrZQqJKe3u8PvmYvJ07SZ8564ZylQolX7X6Chu1DaO2jqLQeIcU0KHdodePcGgmbP38ns/H00HH/BFNsdWpGDh1D+eTc++5rPvVvXt3Dhw4gEKhIDw8nFWrVpVbXQT47LPP6NOnDwMGDGDChAlioVdBEMrV3x/a8vNvk7xHEB4xfz8f7ucLkFIPXXvzzTd56qmnaNSoEREREUybNo3Y2FhGjhwJWIadJSQkMHv2bBQKBbVq1SrxeHd3d3Q63Q23C+VPUkg4dAkgdfoJ8g8lY9PIgy4vvsEf777G7oVzaP3kc8VZ2P769QTnDyVTrZGlJ8+2dWtchg8j+euv0YWGYPOvwNdR58iktpN4au1TTNgzgc9bfH77bs/6T1oysG0aB9Yu0HTkPZ2Tu72OecOb8sRvexk0bS/zhjehmse9JTq4X9WrV2fv3r08/fTT9OrViwkTJvDBBx+Ib7vKgZWVFXPmzKFmzZp88MEHnD59mrlz54ohFoIglAulUomjoyPJ1xbitra2/k+/HpnNZvR6PYWFheI9rhJ5WO0qyzL5+fkkJyfj6Oh4y/WM7kapA52BAweSlpbGxx9/TGJiIrVq1WLt2rX4+/sDkJiYSGxs7D1XSChfumpOWDdwJ3NVDNpqjrj4+tGs/xNEzvudauEReFcPI7ihO+cPWRYS9anuVDyEzW3UKAqjT5PwxpsELFmMxte3RNmhzqGMbzaedyPfpZZrLZ4Iu0MmshajID8V1r9jCXbq3NsQIzc77bVgZx+Dpu1lzvAmhHqWzzwZe3t7lixZwmeffcZHH31EVFQUv//+u5i3Uw4kSeL999+nRo0axMfH/6c/VAiC8N/neW2O69/Bzn+ZLMsUFBRgZWUlXlsrkYfdro6OjsXPi3tVqqxr5SU7OxsHB4c7ZlZ4GAwGA2vXrqVbt26VdiyxucBI0neHUHva4PpsTWTZzPwP36YwL5envvoBtUZLQY6euRP24VPNkc4jahX/w5syM7nYfwAKa2sC5s1FcZMseRMPTGRO9Bx+7fQrjT0b374ysgwrXoZjC2DwfKjW8Z7PKyNPzxO/7SMxq4A/nm9CLR9LDvzyatNVq1bx5JNP4u3tzYoVK0qVsEO4s3tp1++//56IiAjCw2+fNEMoH4/C6++jSLRrSSaTCYPBUN7VuC8Gg4EdO3bQqlUr0aaVyMNsV7VafduenLuNDe4p65pQuSmsVDj1rUbazJPkH7yKTWNPOr80ij/eeY1dC/6kzVPP33IIm9LREd+ffuLS4MFcef99fL799sbkBA3f4Ez6GcZsH8OCHgvwtLlNtC5J0PMHyE+HBU/B0yvB794+hDrZaJg7vAlPz9jPwKl7mPJkQ1pVL780wz179mT//v306dOHxo0bM2fOHHr06FFu9XnUGQwGFi5cyLvvvsuMGTP+E4u9CYJQ+SiVyvsaqlMRKJVKjEYjOp1OBDqVyH+xXcXASeGmrEKcsW7kQebqCxgzC3Hx8aP5gCc5tGY5CWeiAQhu6E5QA8sQtvxsffFjdSHV8f78c3LWrSd9+vQbylYpVHzV+iu0Si2jto6iyFR0wz4lKFXQfyZ414c5/SE5+p7Py9Faw9zhTQkPdOa5WQdYdDDunssqCyEhIezbt482bdrQq1cvPv30UzExvpyo1Wo2b95M//79GTJkCB9++KFoC0EQBEH4DxOBjnBLjj2qotApyVh8DlmWadijD15B1flryu2zsAHYd+mMywsvkPztd+RG7ryhbGedM5PaTuJ85nk+2fMJdxxBqbaCwfPAwQ/+eBwy730emI1Wxa9DG9G/kS9vLT7GT1tjKM8BnPb29ixbtoxx48bx4Ycf0q9fP3JycsqvQo8wnU7H77//zpdffslnn33Gt99+W95VEgRBEAThHolAR7glhU6FU9/qFJ3PJG9/EgqFks4vjSI7NZldC/4EKB7CFhOVwvlDJSdQur32KjYtmpMwejT6mySoqOFSg3ER41gRs4IZJ2bcuUJWjvDkElBp4I/HLFnZ7pFKqeDzx2ozplN1vt8Sw4ILCoym8vv2XqFQMG7cOJYvX86mTZto2rQp586dK7f6PMokSeKdd95h/fr1vPDCCwCiZ0cQBEEQ/oNEoCPclq66EzbhnmStuYgx/c5D2PKyrg9Dk5RKfL7+GqWTI/Evv4I5L++G8nsG9eSFOi8w6fAkFp5ZeOcK2XnAU8ugMBv+7Gv5eY8kSeKVdtX46vFa7EuRGDnnCHlFxnsuryz07t2b/fv3YzQaady4MWvWrCnX+jzKOnXqhJ2dHWfPnqVWrVrs2rWrvKskCIIgCEIpiEBHuCOHboEorFVkLDmLbL42hC34xiFsSpXEul+OYzJc//ZbaW+P308/YUhI4MrY9286RO3lei8zJHQIn+79lHUX1925Qs5VLT076RctPTsFGfd1fo/V9+aFUDMHYzMYOG0PyTl3WND0AQsNDWX//v20atWKHj168Pbbb//nM/D8lzk6OuLi4kKbNm2YNGnSnYdZCoIgCIJQIYhAR7gjyxC2ahTFZJG3L9EyhO3Fa0PY5v8BWIawdR1Zh9S4XLb9a76Otlo1vP73JTl//UXatF9vKF+SJN4Jf4eeQT0ZGzmWHfE77lwprzrw9ApIvwCzekJuyn2dY6ijzLznw0nJKeLxybuJScm9r/Lul4ODA8uXL2fixIl89913tGrVikuXLpVrnR5V7u7ubNmyhddee4033niDgQMHijlUgiAIgvAfIAId4a7oqjlh09SLrLUXMaYVWIawDXyKQ2tXkHD6FAAegfa0fTKE07sTObY1vsTj7Tt2xOXFkaRMmkTujhsDGYWkYEKzCbTybcWb297kYNLBO1fKuz48uxbykmFmV8hKuK9zDPOyY+lLzbFSK+k7ZTcHL6XfV3n3S6FQMGbMGHbu3ElSUhL169dn6dKl5VqnR5Vareabb75h0aJF7Nq1iytXrpR3lQRBEARBuAMR6Ah3zaFrIApbNemLrw1h694br2oh/PXLJAxFluFeIU29qNfBj12LzxN3umSg4Pbqq9i2bk3CmLfQ36R34u+00/Xc6vHKllc4mXbyzpVyD4Nn14GxEGZ2sQxnuw8+jlYsHtmMEA87hvy2j3XHE++rvLLQpEkToqKiaNeuHX379uXVV1+lsLB8h9c9qvr160dMTAwhISHk5eWxYsWK8q6SIAiCIAi3IAId4a4ptEqc+lVHfzGb3D1XUCiUdHlxFDmpqexa8EfxfhGPBeEb6sRf006QlZJffLukUOA98StUzs7EvfIKptwbkxNolVq+b/c9QQ5BvLjxRS5kXrhzxVyCLMGOQm3p2Uk5c1/n6WCtZvbz4XSu6clLcw8zfef9BU9lwdHRkcWLF/Pzzz8zbdo0IiIiOHv2bHlX65Gk0+kAmDNnDn369OHVV19Fr9ff4VGCIAiCIDxsItARSkUX5IhNhBfZ6y9hTC3A2duX5gOf5NDalcVD2BRKBZ2er4nORs3aKcfRF17PZKa0s8P3558wJiaR+N57N53YbaO2YXKHybhYuTB843AScu9iSJqjnyXYsXKyBDuJR+/rPLUqJd8PrMeIVlX5ZPUpPll9CrO5fCehS5LESy+9xL59+8jPz6dhw4bMnTu3XOv0KBs+fDhTpkxh2rRptGrViri48l18VhAEQRCEkkSgI5SaQ9dAFHYa0hdZhrA1+OcQtmtDqnQ2arq9VIec9EI2zTyF/I8gQRsUhPfEr8jZuJG0qVNvfgytA9M6TkOj0DB8w3BSC+5izRw7D3hmDThWsSQoiNt/X+epUEi81zWMj3vXZMaui7w6L4pCg+m+yiwL9erV4+DBg/Tu3ZsnnniC559/nrybpO4WHixJkhg5ciQ7d+4kMTGRBg0akJp672s7CYIgCIJQtkSgI5SaQqPEuX919LHZ5O66PoQtNz2d9ZO/Q762uKKzlw0dn6vJxWOpHFhTcviXXbt2uL78Minf/0DOtm03PY6btRu/dvqVImMRIzaOIKso686Vs3aGoSvBoybM7gMXtt/n2cLQiAB+ebIhm6KvMmjaXhKzCu67zPtlZ2fHH3/8wYwZM5g/fz7h4eGcOHGivKv1SGrcuDGHDx/mq6++wtXVFVmWxQKjgiAIglABiEBHuCfaQAdsm3mT9dclDCn5OHv70vXV0Zzdt4s9S+YV7xdYx5UmvapyYM0lYg4nlyjD9eWXsG3blitj3qLo/PmbHsfXzpdpnaaRkp/CS5tfIt+Qf9P9StDZW9bZqdIU5vSHs3/d17kCdK7pycIXIriaXUjPH3eyJybtvsu8X5Ik8eyzz3LgwAEUCgWNGzfmt99+E+u8lAMXFxeeffZZAH766Sd69OhBWlr5/48IgiAIwqNMBDrCPbPvHIDKUUvGtSFs1RpH0GLQUPYsnseZPZHF+zXs4k9wI3c2/R5Navz19WkkhQLvr/6H2seHy88+e9NMbABBjkFM6TCF8xnneX3r6+hNdzHxW2MNg+dBtY4wfwicuP+0zHX9HFn9aguqe9jx5PR9/BZ5oUIEFTVq1GD//v0MHTqU4cOHM2TIELKzs8u7Wo+s6tWrs2/fPho2bMjBg3eRJl0QBEEQhAdCBDrCPVNolDj1q4Y+LofcnZaEAeF9+hPavDXrf/6OpJhzgKXnod1TYTi6W7F2yjEKcq8HKkpbW6rMmI7Szp7Lzz6HPv7miQdqudbip/Y/cfjqYd7e8TZGs/Gm+5Wg0kL/36FWX1jyPET9ed/n7GKrZfZz4QxrEcina6J5dV4UeUV3UZcHzMrKiqlTpzJv3jzWrFlD/fr1iYyMvPMDhTLXuXNnDh8+jLu7O82bN+enn36qEAGxIAiCIDxqRKAj3BdtgAO2LXzI2nAJQ3I+kiTRaeRruPoHsGLiJ+SmW4bvqLVKur1YB6PexF+/nsBkuj6HQeXiQpWZM5HUamKffRbD1as3PVZjz8Z80+YbtsVtY/zu8Zjlu5gHoVRBn1+gwdOw4mXYN+2+z1mlVPBetzB+HtKALaeTeWzyLi6mVoxkAIMGDSIqKgovLy9at27NmDFjxJo75cDf35/IyEhGjBjBsmXLRKAjCIIgCOVABDrCfXPo5I/KSUf6wjPIJhm1RkvvMR+AQsGKrz/FoC8CwM5ZR5cRtUg8l8WuRSXn5Kg93PGfOQPZZCT2mWcx3iJ7VRu/NnzW4jNWxqxk4oGJd/cBUqGAHt9BxCuw7i2I/Oa+zxmgex0vVrzcHKNJptePO9l06uYB2sMWFBTE9u3b+eqrr/jxxx9p0KABBw4cKO9qPXK0Wi0//vgj69atQ6FQEBkZyZo1a8q7WoIgCILwyBCBjnDfJLUSp/7VMVzJJWuNZYFPWydn+oz5gNS4WP6a8n1xQOJdzYmWg6pzfFs8p3ZeKVGO2scH/1mzMOflEfvscxgzMm56vO5Vu/N+k/f5M/pPvj749d317EgSdPoU2rwHmz+G9WPBfP+poqt52LH8leZEBLkwbPZBvt1wBlM5r7cDoFQqGTNmDIcPH8ba2pqIiAg++ugjsbBlOdBoNAD8+eef9OjRg1deeYWCgvLP3CcIgiAIlZ0IdIQyoa1ij2PvYHJ3XyF3l2WejUfVYLq+/AZndu9g39IFxfvWauVDzVY+bJ93hsTzmSXK0VSpQpVZMzGmpxP7/POYbjGpfmDoQN4Nf5c/Tv3B+zvfx2A23LmSkgRt3oVuX8O+X2DuACjIvOPD7sRep+aXJxvyVucQftx6nud/P0BmfsUIKGrWrMmePXv46KOP+OKLL2jSpAnHjx8v72o9kn755RcmT57M9OnTadiwIUeOHCnvKgmCIAhCpSYCHaHM2DbxwraFD5mrL1BwOh2A6k1b0Kz/E+xa+Cfn9u0u3rflgGp4BNqzbtoJctJLziHRVq1KlRnTMSZcIW74CEy5N5//8kTYE3zV6ivWX1rPq5tfvbvU0wDhwy3pp+MPwG8dIO3mqa1LQ6GQeLltML8/G86RuEx6/rSTk1fuYt2fh0CtVvPRRx+xb98+DAYDDRs25Msvv8RoLP8kCo8SSZJ48cUXOXToEFqtlgEDBmAylf8CtIIgCIJQWYlARyhTDt0C0YU6kz73NPpES4DStO8gQiJasvbnb7h6MQYApUpBlxG1Uaok1v1yHIO+5Ac+XUgIftOnUxQTQ/zIkZhvMdSnS2AXJrefTFRyFMM2DCOj8ObD3W4Q1BaGbwVANaszbtlls9hmq+purHqlBfY6NY9P3s2yqPgyKbcsNGjQgEOHDjF69Gjef/99WrZsydmzZ8u7Wo+cGjVqsHfvXtasWYNSqSQ+Pp6EhJtnGxQEQRAE4d6JQEcoU5JCwnlQKCoXHWmzTmLK0SNJEp1ffB0Xnyosn/gJeZmWYMTaXkO3F+uQkZTHuinHMP4r2LGqVRO/adMoOHWK+JdfxlxUdNNjRnhHMLPLTBJyExi6bihXcq/cdL8buATB8M3I3o1oGvM1igPToAyyY/k5W7PkxWb0rOvNGwuOMn7lSfTGu5hH9BBotVq++OILdu7cSVpaGvXq1eOHH37AbK4Y9XtUaLVaqlWrBsCYMWOoU6cOS5YsKedaCYIgCELlIgIdocwptEpcnqmJLMukzj6FWW9CrdXR+633kc1mVnz9KcZrk+Ld/Ozo8XJdEmOyWHuTYMe6QX38pkwh/9BhEl57HfkWk+lruNTgj65/YDQbeWrtU5zNuMueCp0DpoFzueDeGeWGsbDyVTDe//wanVrJxH51+LRPLebsu8yAqXsqTApqgIiICKKiohg2bBivv/467du359ItFmwVHqyff/6ZNm3a0K9fP55//nlyc3Pv/CBBEARBEO5IBDrCA6Fy0OI6tAbGpDwyFp1FNsvYObvSZ8wHpFy6yIZpPxZnYvMJcbptsGPTJBzfn38mb/duEsa8hXyLuSVV7KvwR7c/cLZy5pl1z3Do6qG7q6xCyUmfwRh7/gTHFsDsXpCbcl/nD5Y5GU829WfhCxFk5Ovp9n0kc/fFVpg1VWxsbPjhhx/YvHkzFy9epHbt2kybNk307jxkLi4uLF68mOnTp7NgwQKaNWsm5k8JgiAIQhkQgY7wwGh87XAeFELBiVSyN14GwDO4Op1ffJ3oyK3sX7G4eN87BTu2LZrj8/335GzZwpV330O+xSRuVytXZnaeSZhLGCM2jGBz7Oa7rq9cZxA8vRrSYuDXdpBUNtnJ6ldxYu1rLelT35uxy44zfPZBUnJuPgyvPLRr145jx44xaNAgXnjhBVq3bs3JkyfLu1qPFEmSeO6554iKimLcuHGoVCry8/NFOnBBEARBuA8i0BEeKKuarjh0DSRnaxx5By0LaoY2b03TvoPYOX825w/sLd73TsGOXbu2+Hw9key1a0n86CPkW/Q82GpsmdJhCq39WvPmtjdZfHbxTfe7qSpNYMRWsHKE6Z0helWpz/lmbLQqvni8Dr8ObURUbCZdJu2oMAuMAtjb2/Prr7+yZcsWUlJSqFevHu+99x75+XeZyU4oE9WqVaNv374AjB07lgYNGrBv375yrpUgCIIg/DeJQEd44Gxb+mAT7knGsnMUXcgEoFm/IVQLj2Dtj1+Tcvli8b7Fwc75LNb+cvyGYMe+Sxe8v/yCrKXLuPrpp7ccBqZRapjYaiIDqg9gwp4JTD069e6HjDn4wnProVpHWPAkbP+qTJIUAHSs4cFfb7SifhVHhs0+yHtLj5FXVHGGKbVt25ajR48ybtw4vvvuO2rWrMnatWvLu1qPpGeffRYrKysiIiJ44403yMurOHO8BEEQBOG/QAQ6wgMnSRKOvYPQBjqQ+kc0hpR8JIWCri+9iaOXN8u++rg4ExtcC3ZeqUviucybBjsOvXrh+fEEMubOI+mjj5ANN18sVKlQMrbJWF6p9wo/HfmJz/d9jsl8l+uWaGyg/yxoMxa2fgaLnwV92fRuuNpq+XVoI754vDbLo67Q7YdIDl2+y7TYD4FWq+WDDz7gxIkTVK9ene7du9OvXz/i4ytOquxHQd26ddmzZw8TJ05k6tSp1K5dm6ysirE2kyAIgiD8F4hAR3goJKUClyGhKG3VpP1+CnO+AbVOR5+3PkQ2m1kw/l1y0lKL979TsOPUvz9en39O5rLlxL0wElNOzs2PK0m8UPcFxkWMY+HZhby94230pruc9yBJ0OYdGDAbzv4FM7tAVtl82JckicHhVVj7ekucrDX0/2U33244g8FUcRIBBAcHs379eubPn8+uXbsICwvj+++/FxPlHyKVSsXo0aM5fvw4r776Kg4ODsiyLAIeQRAEQbgLItARHhqFtRrXZ2pizjeQ+kc0stGMvasbA8d9idGgZ8H4d8hKTire3yfEie63CXYcH3+MKr/9SsGJE1weMgTDbRZd7Fe9H9+2+Zbt8dt5adNL5OhvHhjdVI3e8NxfkJ8OU5rDqRWlPvdbCXS1YfHICF5rX42ft8XQb8puYlIqTnphSZIYOHAg0dHRPP3007zxxhuEh4ezf//+8q7aIyUoKIg33ngDgFmzZhESEsLixYsrTAY/QRAEQaiIRKAjPFQqFytchtZAH5tNxrLzyLKMo6cXgyb8D0lSMH/8u6RfuR6w+N4h2LFp2pSAeXMxFxRyceAgCo7fOlNa+yrtmdpxKqfSTjFkzZC7X2sHwKsOvLADAlvBwqGw4hUoKpuARKVUMKpDdZa82IzsQiPdf4jkj72XK9SHWEdHR3766afiifFNmzbllVdeET0L5aBz5840a9aM/v378/jjj3Plyl0ukCsIgiAIjxgR6AgPnTbAAed+1ck/dJWc7ZahYPau7gwc/yUanRULxr9Datzl4v3/Geys++U4RkPJYEcbFETAgvlofHy4/NRQsjduvOWxG3o0ZG73uWiUGp5Y8wQrY1befcWtnS3D2Hr9BCeWwtSWkHCXa/XchXp+jqx5rQV9G/jy4fITPDvrAMnZhWVWfllo3Lgx+/fv57vvvuP3338nNDSUBQsWVKigrLLz9vZm6dKlLF68mD179lCjRg2O3ybAFwRBEIRHlQh0hHJhXd8du/ZVyF5/ifzjlsU5bZ1dGDjuC2wcnVg44T2uXowp3v/vYOfKuUzWTbkx2FG5uFDl91nYtmlDwmuvkzZj5i0/fAc4BPBntz/pEtiF93e+zyf7PsEg3zyhwQ0kCRo8BSMjQecI0zvBjq/hbpMc3IG1RsVnj9VmxjONOJGQRYdvtzN3Xyxmc8UJJFQqFa+//jrR0dE0b96cQYMG0aVLF7H2zkPWt29fTp06xejRo6lRowYAGRkVJ6mFIAiCIJQ3EegI5ca+QxWs6rqRvuBscdppawdH+n/0OQ7uHiz6ZCyJ584U7+8b4kT3l+vcMthR6HT4fPsNLsOHk/zVVyRNmIB8i4nzViorPmn+CR83+5i1l9YyLXcacTlxd195lyB4fgM0fx22fAqzekBmbKmvwa20C/Vgwxut6VTTk7HLjtP3l92cupJdZuWXBV9fXxYvXszq1auJiYmhTp06jBw5kqtXK876QJWds7MzH374IUqlkv379+Pn58eXX35JUVHFWZBWEARBEMqLCHSEciNJEs79qqMNsCdlxkkKTqUBYGVrR78PPsPF159Fn35A/KkTxY/xDXUuGez8a86OpFDg/uYbeH36CZmLlxD34kuYcm89l+axao8xq9MsiuQinlj/BJtjN9/9CSjV0P4jeGaNJciZ0gKOl2Jx0jtwttHwdf+6zB/RlJxCIz1/2smnq09VqHV3ALp3786pU6f45ptvWLhwIdWqVeOLL76goKCgvKv2SKlZsyYvvPACH3zwAbVq1WLVqlViSKEgCILwSBOBjlCuJLUC12dqYhXqRNqfp8g7bOkN0Fpb03fsBLyCq7Hki3FcPnak+DH/DHaWfRtFXuaN31479utHlWlTKYiK4vKQJzAkJt6yDiFOIbxk9xLhnuGM2jqKbw5+g8F8l0PZAAKaw4u7ILg9LHkelr4AhWXX+9K0qgtrX2vJ6E7V+XPfZTp8u531J5Iq1IdYjUbDqFGjOH/+PM8//zzjxo0jNDSUOXPmYDZXnJTZlZmNjQ3ffPMNx44dIyAggF69evHTTz+Vd7UEQRAEodyIQEcod5JKgfOQMKwbeJCx8Cw5Oy1Z1zQ6K/q8Mw6/GrVY9tUEYg5dT2nsG+rMY2MakJ9VxMIvDpB04cbsXzbNmlkysuXmcmnAQApO3HoOiU7SMbHFRN5q9BZ/nvqTYX8N42peKYZgWTlCvxnw2FQ4vQZ+aQFxZZeCWaNS8FKbYDa+0ZpQTztG/nmIYb8fJC69bBYxLSvOzs589913nDp1ikaNGvHkk0/StGlTIiMjy7tqj4waNWqwYcMGli9fzuDBgwGIjIwUGfIEQRCER44IdIQKQVJIOPWthm1rX7JWXyBrwyVkWUat0dJrzAcE1mvEym8+5+y+XcWPcfe3p9+7jbB3sWLZt4eJ3n1jml1ttWoELFyAysuLy089Rc6WLbeugyQxtOZQZnaZSXxuPANWD2Bv4t5SnIQEdQdZEhXYesCMLrDtSzCV3VAzP2drZjzTmF+ebMDJK9l0/G47U7bFVKiFRsGy2OiSJUvYvn07sizTqlUr+vbty/nz58u7ao8ESZLo3bs3rq6uGAwGhgwZQvXq1Zk+fbroYRMEQRAeGfcU6EyePJnAwEB0Oh0NGza87be1S5cupWPHjri5uWFvb09ERAR//fXXPVdYqLwkScKxayAOXQPI2RJH5ooYZLOMSq2mx6h3qN60Oasn/Y/oyK3Fj7Fx0NLnjfqENvFky+zTRC48i/lfH/pVrq74/z4L2xYtiH/5FdJnz77tsK967vVY1HMRIU4hjNgwgqlHp2KWS/Hh0DkQnl0Hrd+G7f+DmV0h/WKpr8etSJJEl1pebBrdmieb+PP1hjN0/yGS/RfTy+wYZaVVq1bs27ePP//8kwMHDlCjRg3eeOMN0tMrXl0rK7VazZ49e+jQoQPDhg0jPDyc3bt3l3e1BEEQBOGBK3Wgs2DBAkaNGsX7779PVFQULVu2pGvXrsTG3jzj1I4dO+jYsSNr167l0KFDtG3blp49exIVFXXflRcqJ7vWfjg9Xo28fYmkLziDbDSjVKno+sqb1GjVjrU/f8vxLRuK91eqFbR5MpRWg6pzYlsCK384SmFuyTk2CisrfL6fhPNzz3L18y9IfG8spty8W9bBWefMlA5TGFl3JD8f+ZmXN79MZmHm3Z+EUgVt3oVn10PuVZgcYUlDbSy7bFi2WhUf9KjByleaY61RMWDqHt5efJT0PH2ZHaMsKBQKnnjiCc6cOcP48eP57bffCA4OZtKkSej1FauulZWvry9z5sxh586dyLLMW2+9VaHmeAmCIAjCg1DqQOfbb7/l+eefZ9iwYYSFhTFp0iT8/PyYMmXKTfefNGkSb7/9No0bN6ZatWp8/vnnVKtWjVWrVt135YXKyybcE+chYRScSCXtj1OY9SYUCiWdX3iNuh26smHqD0T9tbp4f0mSqN3Gl16v1yMtIZdFXx4gLaFktjVJocDjrbfw+uILcjZs4OJjj1Fw5Mgt66BUKHmp3ktM6TCFE6kn6L+6P1HJpQzQqzSBF3dD+HDY9gVMaQ4XtpeujDuo6e3A0heb8dljtVh/Ion232xj/v5YTBVo7R0AKysrxo4dy/nz5xkwYEDx+i9//PEHxlukARfKVvPmzdm/fz/Lli1DkiR27tzJ559/TmFhxVqYVhAEQRDKgqo0O+v1eg4dOsS7775b4vZOnTrd9VAIs9lMTk4Ozs7Ot9ynqKioxDoQ2dmWDFYGgwGDoRTZsB6Av49f3vV4FKhDHXB8KpSsuWdI+e0Yjk+GorBS0WroMBQqFVtm/EJ2SgpN+w1GoVQC4F7VlsfG1GPDr6dY/L+DtH0qhMB6riXKtenRHb+6dUh6910uPfEkDsOHQZUqt2zTcPdw5naZy3u73uPpdU8zoPoAXqn7CjZqm7s7EYUW2n4ENfujXP8Witm9MNfsi6nDx5a5PGVkQANv2lV34cv1Z3l36XGm77zAmE7VaVvdFUmSyuw498vZ2Zkff/yRkSNH8uGHHzJ06FA++eQTxo4dy6BBg1Bea8v7JZ6rt+bk5ITBYODgwYOMGzeO6dOn88UXX9CnT58K9b/yb6JNKyfRrpWPaNPKqSK1693WQZJLMX7hypUr+Pj4sGvXLpo1a1Z8++eff87vv//OmTNnbvNoi4kTJ/Lll18SHR2Nu7v7TfcZP348EyZMuOH2uXPnYm1tfbfVFSoJ6xwl1U7bodeYOReWg1EjI8symdHHSDt6ACt3TzyatUNldf1/w2yEjOM6CpLU2AUXYR+s54bPbyYTLpu34LxlC4VVqpA0cAAGF5db1sMsm9lbtJeNhRuxlqzpZd2LEHVI6U5GlvFL30nNK/NRmI1Ee/fjomt7kMo2L8jlXFh5WcH5bAVBdjK9/E0E2JXpIcrM+fPnWbBgAQcOHMDHx4cBAwbQokWLMgt4hNuLi4tjxowZREVFUa1aNd544w28vb3Lu1qCIAiCcEv5+fkMGTKErKws7O3tb7nfPQU6u3fvJiIiovj2zz77jD/++IPTp0/f9vHz5s1j2LBhrFixgg4dOtxyv5v16Pj5+ZGamnrbk3kYDAYDGzdupGPHjqjV6nKty6PEmJxPxu+nkZQSjs+EoXLWARAffYL1P31jmaD/yhh8QmsUP0aWZY5sjOfA6kv413Kh7dDqaHQ3dmLmHDxI3OgxaIuKcBv7HnY9e972W+0ruVf4dP+n7E3aS1f/roxpOAYnnVPpTqggA8XWT1FEzQbP2pi6fI3s06B0ZdyBLMvsOJfKxA3nOHM1l0413BndoRpV3e6yJ+ohO3z4MB9//DFr166levXqvP/++wwYMOCeAx7xXC2dbdu28d133/HHH39gb29PfHw8vr6+5V2tEkSbVk6iXSsf0aaVU0Vq1+zsbFxdXe8Y6CCXQlFRkaxUKuWlS5eWuP21116TW7VqddvHzp8/X7ayspJXr15dmkPKsizLWVlZMiBnZWWV+rFlTa/Xy8uXL5f1en15V+WRY0grkBMnHpATPt0r6xNzi2/PSU+T5497R/5mUE95/8olstlsLvG4i0dT5Kmvb5PnTtgrZybn3VCuXq+XV86fL8e99ZZ8KiRUjhs1SjZmZt62LmazWV55fqXcfF5zucW8FvLK8ytvOO5diTsgy1NayPI4B1le+bos56eXvow7MJrM8uKDcXKzLzbLVd9bI7+39Jh8NaugzI9TVg4cOCB3795dBuSwsDB53rx5stFoLHU54rl675KTk2UbGxu5a9eu8qFDh8q7OsVEm1ZOol0rH9GmlVNFate7jQ1KNV5Go9HQsGFDNm7cWOL2jRs3lhjK9m/z5s3jmWeeYe7cuXTv3r00hxSEYipnHW4v1EFpqyb5l2MUXbbM3bJ1cqb/h5/RqOfj7PhzBiu/+Yyi/OsZ1QLquNLvnUaYjGYWfXGQuFM3pjY263R4fPYZPt99S96u3Vzo3Ye8vftuWRdJkugZ1JMVvVcQ4R3B2J1jeXHTi1zJvXEtn9vybQTDt0LX/8GJJfBjIzgyF8owI5ZSIdG3oS+bR7fm3S6hrDmWSOuJ2/hmwxlyCst/nO2/NWrUiNWrV7Nv3z4CAwMZPHgwderUYcGCBWINmIfExcWFGTNmcOHCBRo2bEi/fv04depUeVdLEARBEEql1BMD3nzzTX777TdmzJhBdHQ0b7zxBrGxsYwcORKA9957j6FDhxbvP2/ePIYOHco333xD06ZNSUpKIikpSazSLdwTpZ0GtxfqoPa0JvW34+QfTwFAoVTSasgz9H7rQ+JOHufPd0eRfOlC8eOcvWzo904jPALsWfXjEQ6suYjpJots2nftStUVy9FUqULss8+S/PXXyLdJgexi5cJXrb7i5/Y/E5MVQ58Vffjz1J+YzKZSnJQKmrwArxyAoLaw/EWY2Q2So+++jLugUysZ3qoqO95qy9PNApi24wKtJ25j5q6L6I0VL4AIDw9nzZo17N27F39/fwYNGkTt2rVZuHChCHgeMIVCwYABAzhx4gQzZszg4MGDvPXWW+VdLUEQBEEolVIHOgMHDmTSpEl8/PHH1KtXjx07drB27Vr8/f0BSExMLLGmztSpUzEajbz88st4eXkVb6+//nrZnYXwSFHoVLg9XwtdqDPpc06TsfQcZr0lsAhu1IQnv/wejZU18z4Yw/Gt19fb0dmo6f5KXRp2DeDAmkss+uIgKbE5N5Sv9vKiyswZuI9+k7TfZ3Nx0CCKYmJuW6dWvq1Y3ns5fYL78NWBrxi6bijnMs6V7sTsPKHvbzB0BeSlwC8tYP1YyEsrXTl34GCt5t2uoWwd04YOYe58svoUHb7dzoojCZgrWEpqgCZNmrB27Vr27NlDlSpVGDhwIHXq1OH3338X6/A8YCqVimeffZYzZ84wffp0AFavXs3IkSNJSEgo59oJgiAIwu3dU6qnl156iUuXLlFUVMShQ4do1apV8X2zZs1i27ZtxX9v27YNWZZv2GbNmnW/dRceYZJaifOQUBwfDyY/Kpnkn6LQJ1qGqzl6eDL4k4mEtWrLhl9+YP2USRj0luQWCoVEk15V6f9uI5Bh0ZcHObD6EvK/OmAkpRKXYcMImD8PuaCQi337kTFv3m0XWbRR2zC2yVhmd51NriGXAasH8PORn9GbSvlhvGobeHEXtHkPDs+G7+vC1s+hsGx7Qb0drfiqX13Wvd6K6h62vD7/CD1+3Mna44kVbg0egKZNm7Ju3Tp2796Nv78/zzzzDAEBAXz++eekp984HFEoO1qtFk9PTwAyMjJYtGgRQUFBjB49mpSUlHKunSAIgiDcXNnmtBWEh0iSJGzDvXB/tT6SQkHyz1Hk7r6CLMuoNBo6jXiVLi+9wZndkcz7YAwZSdfnz7hVsaP/e41o3D2Ao5viubrLmuRL2Tccw6pmTQKXLsHhsT4kTfiY2Oeeo+j8+dvWq557PRb1XMTw2sP57fhv9F/VnwNJB0p3ciottBoDrx+FRs/Aru8tAc/OSaDPL11ZdxDiacdvTzdmwYimOFipeWnOYTp+u52FB+Iq5JC2iIgI1qxZw6lTp+jRowcff/wxfn5+vPLKK5y/Q9sI9++pp57iwoULvPvuu/z6668EBAQQGRlZ3tUSBEEQhBuIQEf4z1O7W+P+cj1sw73IXBlD2uxTmPIsk+xrtm7PkE+/xqgv4s93R3Fu//WFbZUqBY27B/L42/WRVLDi26PsWnwOg75k947CygqvcePwmzYVw5UrXOjdh6TPPsd0m3lmGqWGl+q9xMIeC7HV2PLcX8/x8uaXOZtxtnQnZ+MCnT6F145AzcdhyyfwQz3Y/ysYy3bYVpOqLswb0ZRlLzUj2N2Wt5cco/XErUzfeZF8vbFMj1UWwsLCmDZtGrGxsbz99tssXLiQ6tWr89hjjxEZGXnb3jfh/jg4ODB+/HguXLjAe++9R8OGDQGK1+MRBEEQhIpABDpCpSCpFTj2CsJlaA30l7O5OukwheczAXDzD+SJzyfhX6ceK7/5nG1/TMdkvP7B3dnbBvem+YT3CuT4tgQWfLKfhLMZNxzDtlUrqq5ahfsbo8hasoSYzl3ImL8A2XTrxAPVnKrxR9c/mNh6IhezLtJvZT/e3/l+6bOz2XtBj2/hlYMQ1A7WvgU/NYSoOWAq2yCkfhUnpg1txMY3WhER5MLna6Np9uUWJm06S2Z+xZsT4+7uzrhx44iNjWXatGmcOXOGVq1a0bx5cyIjIzEaK16QVlm4urrywQcfYG1tjdFoZOLEiTRo0IBOnTqxadMmEWwKgiAI5UoEOkKlYlXDBY9RDVC7W5E6/ThZ6y8hm8xora3p+cZ7tBk6nKh1K5kz9g0SzlzPaiYpoG4HXwZ+0Bhrew3Lv41i+7wz6AtLfkhWaDS4DBtG0F/rsW3blqTx47nYrz/5B249NE0hKegS0IUVfVYwtslYdiXsoseyHnx14CsyCm8MqG7LORAe+wVe2gNedWHFSzAlAk4uhzLORFbNw45vB9Rj+1tt6F3XmynbYmj25RY+XX2KpKzCMj1WWdDpdAwbNowTJ06wdu1aHBwc+OabbwgNDeXbb78VmR4fMJVKxfHjx5k3bx6pqal07NiRxo0bU1hY8f5XBEEQhEeDCHSESkdpr8X1+drYdw4gZ0ccKb8cw5hWgCRJNOzemyGffoNCqWL+R2/x1y8/UJBzfW6Ok6cNj41uQMuB1Ti9J5F5H+8j9tSNWc9Ubm54f/E5AQsXIGnUXH5qKPFvvIHhyq17atQKNYNCB7H28bW8UOcFlp5bSrel3Zh2bBr5hlLOu3EPg4F/WtbgcfCDRU/DtNZwbmOZrsED4OtkzYTetdj1bjueax7IgoNxtPpqK+8uOcbF1Lw7F/CQKRQKunbtyrp16/juu+9o3bo17777Ln5+fowePVrM43mAVCoVgwYN4tChQ2zcuJE+ffqg0+kwGo389ttv5OVVvP8XQRAEofISgY5QKUkKCfs2friNrIspz8DVH6LIP5IMgEfVYIZ89jXtn3+Jc/t38cdbL5N1/jTytR4RSSFRp60fgz5sgoObNat+OMqW2dEU5d+4uKZVnToEzJuH15dfkH/wIDHdupPy08+Yb/MttrXamhfqvsDax9fSJ7gPU45Oofuy7iw8sxCDuZQLePo0gKeWwjNrQWMDc/rBjC5wcUeZBzyutlrGdA5h97vteLNTdTZFJ9P+m228PPcwJxIqZm9JYGAg06dP59KlS7z66qvMmjWLatWq0b59e+bPn09RUVF5V7FSkiSJDh068MEHHwBw4MABRo4cib+/P+PGjROZ2gRBEISHQgQ6QqWmrWKPx2v1LWvuzD9D+qKzmItMKBRK6nXqxnPfTSWwfmNS9key6OP3Siwy6uBmRe9R9WjzRAjnDyczb8I+zh28ivyv1MuSQoFjnz4ErVuP81NPkjZ1KjHdupG9fv1t5yg465x5J/wdVvVZRVOvpny691MeW/EYf136q/RzGwKaw7Pr4InFYMiH33taeniOLijzpAV2OjUjWwex8522fNy7FsfiM+nx404en7yLpYfjKTSUYrHUh8Tb25vPPvuM+Ph4/vzzT4xGI4MHD8bHx4fRo0dz+vTp8q5ipRYREcG5c+cYMmQIX3/9NVWqVOF///tfeVdLEARBqOREoCNUegqdCudBITj1r07B8RSSf4yi6JKlB8LawZGOL7yGT4ce6AsL+PPdUWydNY2ifMtQMkmSqNnSh8EfNcHN354Nv51k0ZcHiT2ZdkMworS1wX30aKquXoUuNIyEUW8Q+/QzFJ45c9v6+dr58kXLL1jUcxF+dn6M2T6GIWuGsC9xX+lOVJKgWkd4YQc8uQSsXWDZCPi+DkR+A/llu9aMTq3kyab+bB3dhilPNMBKo+TNhUeJ+GIzn6+N5nJaxRumZGVlxRNPPMH27duJjo7mmWeeYfbs2YSFhdGqVSv++OMPCgoKyrualVJgYCA//PADsbGxvPfee3h7ewMQHR3N7NmzxXUXBEEQypwIdIRHgiRJ2DT0sKy5o1OS8ssx0uZGY0y3DDGzcvdi8Kff0vKJZzi+ZQMz33iB6F3bi4MZO2cd3V+qw2Oj66NUKVj141FWfBdF0oUbh2xp/P3xm/wzfr/+ijE1lYuPPc6V999Hf+nSbesY4hzClA5TmNF5BpIkMWzDMIb9NYzI+FKmSpYkCO4ATy2DF/dYft/2P/iuJqwZDallO0dFpVTQtbYXc4Y1Zcvo1vRt4MuCA3G0nriNp6bv46+TSRhNFW89ntDQUL7++mvi4+OZP38+Go2GoUOH4u3tzWuvvcbx48fLu4qVkouLCx999BFPPfUUAH/99RdPP/00Pj4+jBo1iujo6DuUIAiCIAh3RwQ6wiNF7WaN+0v1cOpXnaKL2SR9e5CcDbEojKBUqWjc83Ge+XYK3iFhrP1hIos/fZ+0hLjix3tXc+LxtxrQ/aU6FOYZWPLVIdZMPkZaQu4Nx7Jt2YKqK5bj8e475O7YQUy37iS8+SaFdxgm1dizMXO6zeHbNt+SY8jhpc0v8diKx1hydglFplLOKfGoAb1/gjdOQvPX4dQK+KkRzB30QObxVHWz5YMeNdg3tj1f969LTqGRF/44RMuvtvL9pnNcza54Gbi0Wi0DBw5k06ZNnD9/npEjR7Jw4ULq1KlDREQEM2bMEJPoH6BRo0Zx7tw5hg8fzty5c6lRowY//fRTeVdLEARBqAQk+T+w0EF2djYODg5kZWVhb29frnUxGAysXbuWbt26oVary7Uuwv0xF5nI2RFPzo54DBhx7hqEfVMfJIUEwMUjh9gy4xeyU1No3Otxmjw2ALVWV/x42Sxz9sBV9q+6QHZaIdXDPQjvURUHN6ubHKuIrGXLSPv1NwwJCdi2bo3LCyOwbtDgtnWUZZlDVw8x+9RstsVtw0nnxKCQQQwMHYizzrn0J20ohOOLYO9kSD4FnrUh4hXLYqQqTenLuwsnErKYs+8yy6OuoDeZ6RjmwZNN/WkW5ILi2rV+EO7nuWowGFi1ahW//vorf/31F7a2tvTr14/BgwfTtm1bVCrVA6r1o62oqIhly5YRHh5O1apVmTp1KjExMYwYMYLg4GDx+ltJiXatfESbVk4VqV3vNjYQgU4pVaRGFspGYWouZ2btxSVVi9rTGofuVdFVcwLAqNezf8Vi9q9YhI2jEy2HPEP1ps1RKJTFjzcZzUTvusKBNZcozDNQs4U3DbsFYOOgveFYstFI9rp1pE2bRtG581g3aoTLCy9g06I5knT7D/2Xsi7xZ/SfrDi/ArNspmdQT4bWGEpVx6qlP2lZhgtbYc/PcH4T2HpC+HBo9BxY30MAdReyCw0sj0rgz72XOXs1l0BXG4aEV6F3fW/c7XR3LqCUyuq5eunSJWbOnMncuXM5f/487u7uDBgwgMGDBxMREXHHdhPu3cSJE/niiy/IyMigQ4cOPP/886jVanr16iVefysR8b5a+Yg2rZwqUruKQOcBqUiNLJSNv9u0Y51W5K6PRX85G12oMw7dAlG7WwOQkXSFrbOmcTHqIE5ePoT36U9YizYo//HNvqHIxLGtcURtiMVkNFOnnR8NOlVBa33j/4lsNpO7dSupU6dReOwY2hphuI54AbuOHZCUyhv2/6fMwkwWnV3E3NNzSS1IpaVPS56u+TThnuH39qE7+bSlh+fYAksAFNod6j0BQW1Bcfu63AtZljlwKYM5+y6z7ngSRrOZ5sGu9KrrTedantjryuZ5VdbPVVmWOXToEPPmzWPBggUkJCTg7+/PoEGDGDx4MHXq1BFBzwNQUFDA4sWL+eWXX9i9ezfjx49n7Nix5OTk4OTkJK55JSDeVysf0aaVU0VqVxHoPCAVqZGFsvHPNlWpVBQcTyVr3UVMWXpsm3ph174KShtLWyeeP8O+ZYuIObgXezd3GvfsS622HVFprg/7KswzELUxlmNb4lCqFDTo7E/ttr6oNTcGDbIsk79vH6lTp5K/Zy+agABchg/HoWcPJM3th5LpTXrWXVzH7FOzOZtxllDnUIbWGEqXgC6olffwv5mXCkfnQdQcSIkGOy+oMxDqDQG3kNKXdxey8g2sO5HI8iMJ7LuYjlqpoEOYO73q+tA21A2t6t4DrQf5XDWbzURGRjJv3jwWLVpEeno6YWFhDB48mMGDBxMcHFymxxMsjhw5wsWLF+nRowfdunXjwoULDBkyhCFDhhAWFlbe1RPukXhfrXxEm1ZOFaldRaDzgFSkRhbKxs3aVDaYydmVQM7WOFBI2Levgm1TLySVJX9HSuwl9i9fxJndkVg7ONCwx2PU7dgVje76/Jy8rCIOrb3EycgrqK2U1GjuTa1WPti73jiHB6Dg2DFSp00jd9NmVF5euDz7LI79+6Gwuvn+f5Nlmb2Je5l9ajY7E3biZuXGwJCB9A7ujaeNZ+kviCxD4hE4Mtcyn6cgA3waWQKeWo+DlVPpy7wLiVkFrDp6hRVHrnDySjZ2OhXdannRu543Taq6oCzlfJ6H9Vw1GAxs3LiRefPmsWzZMvLy8mjUqBGDBw9m4MCB+Pj4PLBjP2r+2aa7du1izpw5LF68mMzMTOrVq8ecOXOoUaNGeVdTKCXxvlr5iDatnCpSu4pA5wGpSI0slI3btakpV0/2xsvk7U9C5WKFfYcqWNV2RVJaAp6MxAT2r1jMqR1b0FhZ06BrL+p36YnO1ra4jOzUAo5ti+f07kSKCowE1HalTltffENvPuym6Nw5Un/9lew1a1HY2ODQozsOfftiVbPmHc8lJjOGP079wdqLayk0FhLuFU6voF50qNIBa7V16S+OsQjOrrcEPec2gkL1wIe2AZxPzmHFEUvQE5uej4e9lp51vOlT34ea3vZ3NVypPJ6r+fn5rF69mnnz5rF27VoMBgMRERH06tWLXr16ERoaKoZa3YebtWlRURHr169nwYIFTJ06FTs7O7788kscHR3p168frq6u5Vxr4U7E+2rlI9q0cqpI7SoCnQekIjWyUDbupk0NSXlkrr1I0dkMlA4abCK8sQ33RHFt/k12ajIHVi7lxJYNKFRK6nXqTsPufbB2cLxeRpGJs/uTOL4tnrSEPJw8ranV2pfQCE80uhuzeOnj48lcuIisZcswpqSgDQvDsW9fHHr2QOngcNtzyjPksfHyRlbGrORA0gGsVFZ09O9Ir6BeNPZsjEK6h8zyOVfh+MKHOrRNlmWi4jJZeeQKq49dITVXT1U3G3rX9aFzLQ9CPOxuGTiU93M1MzOT5cuXs2LFCjZs2EB+fj5BQUHFQU/z5s3Fa0gp3W2bDhgwgKVLlyJJEp07d2bIkCH06dMHa+t7CPaFB668n6tC2RNtWjlVpHYVgc4DUpEaWSgbpWlTfWIeubsSyD+SjCRJWDf0wLa5N2o3yweovMwMDq1ZzpENa5HNZmq370Tjnn2xc7n+rbIsyySez+TY1gQuHElBpVEQ2tSL2m18cPK0ueGYstFI7o5IMpcsIXfbNiSlEruOHXHs3w/r8HAkxe2DloTcBFbFrGJVzCpic2LxsvGiR9Ue9ArqRYBDQOkv2M2Gtnk3gBq9ILQnuD6Y+SlGk5ldMWmsOJLAXyeSyNOb8HG0omMND9qHudMk0AWN6vq1qEjP1YKCArZu3crKlStZtWoVV65cwdHRkW7dutGrVy+6dOmCwx2CV6F0bZqcnMyiRYuYO3cue/bs4eLFi/j7+7Nnzx4CAwPx9LyHYZ3CA1GRnqtC2RBtWjlVpHYVgc4DUpEaWSgb99Kmplw9eXsTyd2biDnXgC7ECdsWPmiDHZEkiYLcHKLWrSJq3Ur0hYWENmtJzTYd8atRq0RgkptRyMnIK5yMTKAgx4BfmBO12/jiX9v1pmvMGFNSyFqxgszFS9BfuoTa1xfHvo/j8NhjqO/wwU2WZY6mHGVFzAr+uvgXOYYc6rrVpVdQLzoHdMZBew8ftP8e2nZsIZzfDMYCcA2BsB4Q2gO868MDGKpVZDSx90I6m6OvsunUVa5kFWKrVdG6uhvtw9xpG+KOrUaqkM9VWZY5fPgwK1euZOXKlRw5cgSVSkXr1q3p1asXPXv2JDAwsLyrWSHd6+tvYmIiXl5eAAQFBXHhwgWaNGlCz5496dmzJ7Vr1xZDCsuReF+tfESbVk4VqV1FoPOAVKRGFsrG/bSpbDSTfzSF3J0JGBLzUHlYY9fcB+v6bkhqJfqCfI5uWs+xTevITErEwd2DGq3aU7N1exzcPYrLMRnMnD+czPFt8Vy9mI2di45arX0Ia+aFle2N2ddkWabg8GEyFy8he/165KIibFo0x7FvP+zatrljxrZCYyHb4rex8vxKdl/ZjVJS0savDT2q9iDCOwKd6h7WtdHnW9bmiV4NZ9dZenrsfSxzekJ7gH8zuJdscHcgyzLRiTlsir7K5uirHI3PQiFBgyqO+JDGS71bEeLtWObHLSuxsbGsXr2alStXsmXLFgwGA7Vq1aJr16506NCBFi1aiCFX15TF629qaipr165l1apVrF+/ntzcXKKioqhXrx6XLl3C29sbzR2eP0LZEu+rlY9o08qpIrWrCHQekIrUyELZKIs2lWWZogtZ5O5MoPB0OgprFTZNvLBt6o3SXoMsyyScOcXJbZs4s2cnhsICqtSqQ802HakWHoFaez2wSL6czfGt8Zw7mIxslvENcyK4oQeBdV3R2dxYP1NuLtlr15K5ZAmFR4+hdHbGvnt37Dp2wLpBAyTVjfN//im1IJU1F9awImYF5zLOYaWyIsIrgjZ+bWjl2woXK5fSXxCTEWJ3W4Ke02sgOx50jhDS1RL0BLUDzYP58H41u5Atp5PZcDKRnWdTMMgSVV1taB/mTvswDxr6O6FW3sMcpYcgJyeHDRs2sHLlSjZs2EBSUhIajYaIiAjat29Phw4daNy4Mao7tGllVdavv0VFRURGRtK+fXskSSI8PJwzZ87QuXNnevXqRdeuXXFxuYf/f6FUxPtq5SPatHKqSO0qAp0HpCI1slA2yrpNjakF5O6+Qt7Bq8gmM9Z13LBp6oWmimXivL6wgHP7dnNi20biT51AY2VNSLOW1GrTAa9q17NyFeToOX8omfOHkrlyPhOFQqJKDWeCG7oTUNcNrdWNH3aLzp2z9PKsW4cxORmlkxO2bdti16E9Ns2aodDdvqfmQuYFtsVvY1vcNo4kHwGgrltd2vi1oa1fWwIdAks/xOfvOT3Rq+H0akg5DSorCG5v6e2p2hbsvUpX5l0wGAwsX7UWu+BGbDuXxubTyaTkFGGtUdI4wJlmQS40C3Klhrd9qVNXPwyyLBMdHc3mzZvZvHkzW7duJTs7Gzs7O1q3bl0c+NSsWfORGXb1oF9/jx49WjyP6sCBAygUCnbt2kXTpk1JSkrCxcVFvO4/AOJ9tfIRbVo5VaR2FYHOA1KRGlkoGw+qTc0FRvIOJpG76wqmzCKUjlqs6rhiXccNtY8tkiSRmZTIyR2bObl9MzmpKTh5+1KzdXtqtmqHrfP1b5LzMouIibIEPYnns1CoJPxruliCnjquN2Rtk81mCk+cIGfTZnI2bUJ/4QKSlRW2LZpj2749dm3aoHR0vG390wrSiEyIZFvcNnZf2U2BsYAqdlWKg5567vVQKe6hZyH1vCXgOb0a4g9YbnMLhcDWULUNBDQH3f1PzP93u5rNMscTstgdk8bumFQOXEqn0GDGwUpN06rONAtypVmQC8HuthUycDAajRw6dKg48Nm1axdFRUV4eHjQrl274sDH39+/vKv6wDzM198rV66wevVqnn76abRaLT169GD79u20atWKdu3a0a5dO+rWrYviDslAhDsT76uVj2jTyqkitasIdB6QitTIQtl40G0qm2WKLmZRcCyFghOpmPOMKF10WNd2w6qOK2ovG5BlYk8c4+T2TZzbtxuT0UhA3fqEtWxLQL2GWNnaFZeXm1FIzOEUzh+6StKFbJRqBf61rgU9tV1Ra29c26bowgVyNm8md9NmCo4eBaUS68aNsWvfHrv27VB7e9/2HAqNhexP2s/WuK1sj9tOSkEKDloHWvm0oo1fG5r7NMdGfWPGuDvKTYFLO+DCNsuWGQuSEnwaXA98/MJBpS110Xdq1yKjiaNxWeyOSWV3TBpRsRkYTDKuttprvT2WHh8/Z6sKGfgUFBSwa9eu4sDn0KFDmM1mAgICaNasGc2aNSMiIoI6depUmqFu5fn6e/jwYTZs2MCWLVvYuXMnBQUFzJs3j0GDBnHmzBlkWSYkJKRC/q9UdOJ9tfIRbVo5VaR2FYHOA1KRGlkoGw+zTWWTTNGFTPKPplBwMg25wIjKzQqrOm5Y13VD7W5NUX4eZ3ZHcmLbRhLPnUFSKPAJqUFg/UYENQzH2cev+MNUdlqBJeg5eJXkyzmo1Ar8a7sSVN8N3zCnmyYyMCQnk7tlKzmbNpG3bx8YDOhq1MCuYwds27ZFW736bVNWm2Uzp9JOsTVuK9vitnE24ywqSUUt11o09mxMI89G1HOrd28LlKZftAQ8F7fDhe1QkG4Z5uYfYQl6AluDZx24i2/RS9uuBXoTBy+nX+vxSeN4fCZmGXwcrWgW5ELjAGfqV3EkyM32phnxyltGRgbbt28nMjKS3bt3c+jQIQwGAzY2NoSHhxcHP02bNsXZ2bm8q3tPKsrrb1FREfv27aN27do4OTnx/PPPM2PGDLy8vIp7e7p06YL3Hb5AECwqSrsKZUe0aeVUkdpVBDoPSEVqZKFslFebykYzheczLT09J9OQi0yoPa0tQU8dN1SuVuSkpXIx6iAxh/cTe/woRn0RDu4eVG0QTtUGjfGtURuV+u9FSwuK5/SkxOaABG5+dviGOuEX5oxXkAMqTcneHlNODrk7dpC7eTO523dgzstD6eSEdePGWDcJxyY8HE1w8G2/pU7ITWBn/E4OXj3IgaQDpBWmlU3gYzbD1RPXgp5tcHk3GPLByhkCW4JfU/BtDF51btrjc7/tml1oYP+F9OKhbmeu5iDLYKdVUdfPkfpVLFs9PyecbSpelq7CwkIOHTrEnj172L17N7t27SI5ORmAsLAwIiIiioOfkJCQ/8QQrIr6+pubm8uuXbvYsmULW7Zs4dChQ3z33Xe8/vrrHDx4kK1btxIREUHDhg2xsrIq7+pWOBW1XYV7J9q0cqpI7SoCnQekIjWyUDYqQpvKBjOFZzPIP5ZCYXQast6M2scWq5ouaIMd0fjYYTTpiT95nJjDB7hweD85qSmotTr869SjaoNwAus3wtbJ8k19bkYR8WfSiYtOJz46g/xsPUqVAq9gB/zCnPELc8bV1xbpHz0TZr2egsOHydu3j/z9Byg4dgwMBpTOzliHh2PTJBzrJk3QBN46IYEsy1zMvsjBJEvQU6aBj1FvmdNzcTtc3AFXosBYCEqNpZfHLxx8G1mCHwc/DEZjmbZrbpGRY3GZRMVlEhWbSVRsBml5egACXKypX8WJetcCoDAv+wqX2U2WZS5evMju3buLt+PHj2M2m3FyciI8PJz69evToEED6tevT9WqVStc8FMRnqt3IyMjA0mScHR05LfffuP1118nPz8flUpF3bp1efrpp3n11Vf5++33UR/u9l9pV+HuiTatnCpSu4pA5wGpSI0slI2K1qZmvYnCMxkUHEuh8GwGcpEJSatEW9UBbZAjumBHlO5WpMXHcuHwAS4cPkDi2dPIshmPqtWo2qARAXUb4lE1CKVKjSzLpF/JswQ9pzNIOJeJsciEzkaNb6hTcY+PvWvJb5rN+fkUHDlC3r795O/bR8GJE2A0onRzxaZxONbh4Vg3CUcTEHDPgU9Dj4bUdqtNTZeaeFh7lO4Dn8kAScch/qAlAIo/ABkXLffZemD2bkh0ri0h7Z9E5dcINPcwh+g2ZFkmPqOAw7EZlsAnLpNTV7IwmGS0KgW1fRyoX8WRWj4O1PCyJ9DVBlUFC36ys7PZv38/u3fv5sCBA0RFRZGQkACAnZ0d9evXL94aNGhAaGhouT5HKtpz9W4ZjUZOnDjB3r172bt3L/Xq1WPUqFEcOnSILl260LRp0+KtcePG5f4+97D9V9tVuDXRppVTRWpXEeg8IBWpkYWyUZHbVDbJ6BNyKDqfadkuZ4NJRmGrLg56tEGO6FVFXDp6mAuH9nPp6GGK8vNQabR4BlfDJ6QG3iFheFcLQ2dri8lo5urFLOKiM4iLTif5UjayDPZuVviGOOERaI9HgD1OXjYl5qKY8/LIPxxF/v595O3fT+GJk2AyoXJ3x7pxY3S1a2FVqxa6sDAUNjcPKv4d+By6eoiUghQAXHQu1HStSS2XWtR0rUkNlxq4WrmW7oLlpV4LfPZjjtuPOfYAKnOhJcGBR83rQ908aoF7WJkHP4UGEyevZBMVm0FUXCZHYjNJyCwAQKtSUN3DjjAvO8K87Is3B6uK9T+XnJxMVFQUUVFRHD58mKioKM6fPw+AVquldu3axb0+9evXp3bt2g9tQdOK/Fy9F5cuXWLmzJns3buXffv2kZWVRY0aNTh58iQA3377LSEhIdStWxcfH59K2/NT2dpVEG1aWVWkdhWBzgNSkRpZKBv/pTaVDSaKLmVTFJNJ4flMDAm5IIPSWVcc9KgCbElLjiXhzCkSTp/iytlo8rMyAXDxrYJPaI1rwU8NHNw90BcYSTiTSdzpdK6cyyQ9MQ9kUGuVuPvb4R5gCXzcA+yxddIWf9gy5eZScOgQefv3U3DwEIWnTyMXFYEkoQmqilXNWuhq1UJXsya6sFAUt5ibkJyfzInUE5xMO2nZUk+SWWSpr4e1BzVdalLLtRY1XSzBj6PO8a6ulcFgYO2a1XRrXBV1UtS1Xp+DkHoWZDMggXNV8KxlCXw8alp+OlaBMvxAmZmvJzoxh+jEbMuWlM3Zq7nojWbAkuzg38GPv7N1hUp4kJ2dzdGjR4sDn6ioKE6ePInJZEKSJAIDA6lRo0aJLTQ0FDs7uzsXXgr/pedqaZnNZs6cOUNycjKtW7cmMzOTwMBAMjMzAXB2dqZu3bosWbIEJycn4uPjcXNzQ6stfUbCiqYyt+ujSrRp5VSR2vVuY4PKkXNUEB4RklqJrpoTumpOOGBZq6fogiXoKYrJJG9/EgAqD2uq+tQgNCIcVT9b8pU5JF44Uxz8HNu0HgAbRye8Q8LwCalB9cZhtOjfEJMRUi7ncPVSNsmXsjl34CpRG2IBsHbQFAc9HgH2uDduhkfr1gDIBgNFFy5QeOIEBSdOUHjiJNlr1yIbDKBQoA0OtgQ+tWpiVasW2pAQFFot7tbutKvSjnZV2lnKkWWu5F3hZOrJ4uBn5omZ5BhyAPCx9aGGSw2qOVUjyCGIYMdg/Oz9UCtu8qIrKcC9BvjUhYbPWG4zFFgWLb16EpJOWBIe7J0MBRmW+7X214Kev7falt4fre09tZmjtYaIIBcigq6vi2QwmbmYmkd0YjanErOJTsxh/oE4UnKKLNdZo6Sauy1V3Wyp6mpDVTdbgtxtCHCxQae+MX34g2Zvb0/Lli1p2bJl8W2FhYWcOHGCo0ePEh0dzalTp1i4cCGXLl0q3sfPz++GACgsLAwnJ6eHfg4VnUKhICwsjLCwMAAcHR1JT08nNjaWo0ePcvToUU6dOoWDg2WNqccff5yoqCjCwsKoW7cudevWpX///pV6HSVBEITSEoGOIPyHKaxUWNV0xaqmZYiXKbuIwpgs9Jey0Cfkkn80BUwySODi7oiXb2c0fftidlaQknWZKzHRJJyJJnLe75gMBpRqNS4+VXDzD8C1SgBhEYG0GlQTGSuuXrQEPlcvZRO1IRZ9gREARw9r3APscPG2xcnLBedW3fB87HEkhYSs11N47hyFJ09SeOIkhSdOkLVyJRiNoFKhDQ62bEFV0QQFoQ0KQlOlCj62PvjY+tApoBNgSWkdlxNXIviZGz23uOdHpVARYB9AVYeqBDkGEeQYhL+NP0bZeONFU1uBd33L9jdZhpzEa8HPccvPSzvh4EyQTZZ9HPzAJQhcqoFL8LUtyNIDpChd8KFWWoaxVfewo3c9n+LbU3OLint+zifnEpOSx7YzyWTkGwBLR5OPoxVBbrZUdbsWALnZEORmi7ud9qEObdLpdDRq1IhGjRqVuD03N5czZ85w6tSp4m3VqlV8//33mM2WXixPT0/CwsIICgoiODiYoKCg4q28e+0rEkmS8Pf3x9/fn169epW476effuLQoUPFQdCyZcto0KAB/v7+fPnll8yZM4eQkBBCQkIIDQ0lPDyckJCQcjoTQRCE8iECHUGoRJT2Wmzqu2NT3x2wpLA2XM1Hn5CDISHXEvwcSQaTjFYB1d1rU7NWM5Qdrcglg6sZF0lJuExq7EXO7NmJUX+th8HBETf/QFyrBBBcP4CmvQJQalxIjS8g+WI2ybE5XDqair7QEhSo1AqcvGxw9rKx/Axth3Pbnni66JANeorOnrUEPydPURQTQ25kJOasLMtJqFRo/P3RVq2KJjgIbdUgtEFV8QsMxL+qP92qdis+37SCNC5kXSAmM4bzmee5kHWBBWcWkF6YDoACBb+v/p1gp2BLAOQQhJ+9H762vjhoHa5fOEkCe2/LVq3j9dsNhdd7f9LOQeo5SwB0eDaYiq5ddI1lCNzfgc8/AyEb11INg3O11dKymhstq7mVuD09T8+FlFwupOQRk5pLTHIe28+m8MeeyxjNltHHtloVga42BLja4Odkha+TNX7OVvg5WePtaIVG9XASIdja2tKwYUMaNmxY4vaCggLOnj1b3Ptz+vRpDh8+zMKFC8nOzi7ez83NrUTg889ASPQEXRceHk54eHjx32azuTiLW/369YmPj+f06dPMnj2b+Ph43nzzTb755huOHTvGq6++SmhoaHEgVL16dapVq1ZepyIIgvDAiEBHECoxSaVA42OLxuf6sKvi4Cf+xuDHXXLGy9ELVXA7VE116DUGcgyppGbFczUxhvMH9nBo9TJL2QoFzt6+uPkH4lfdn1otPdHaeGI22pGTIZOemEf6lTwuHk25IQBy8rLG2aspzv3aY+9qhbeLDkVuJkUxFyiKOY8+5gJFF2LIWrwEY0rKtZORUPv4WHp9goLQ+Pmi9fWljo8PDQProPjHXIX0wnTOpp1l5a6VWHtacyn7EovOLCKtMK14H3uNPb52vvja+uJr54ufnV/x3542nqgUKlDrwLueZfsnswmy4i3BT1oMpJ23bCeWQVYccG3qo9YBnPwtvT6OVSy9Qo5+13+3crqrQMjZRoOzjTONAkou9GkwmYlNz+dCSh4XUnKJScnlclo+hy9nkJhVwLUYCEkCT3sdfk7W+DpZ4etsXSIY8nKwQvmA5wRZWVkVD7H6J1mWSUtLIyYm5oZt8+bNJCUlFe9ra2uLq6sr06ZNw9/fHz8/P6pUqVL808fHp9zHjZeXf6YC79y5M507dy7+Ozc3l6IiS2AuSRLe3t7s37+fP//8k/z8fEJDQ4mOjgagW7duODk5ERAQQGBgIAEBAURERGBziwQjgiAIFZkIdAThEXPL4CcpD0NiHobUAozJ+RSdy8SYVojODL744qfxR1XNCkUTDXpVIdmGdFKz40lMOsulI4cozMstLk9nZ4+ThxcOHp54NfPCys4VcMBgsCM3U0FGYn6JHiAAKzs19q5W2LvWxb52E+zbWmHvqsNGZ0KTHo/h4gWKYi6gj4khZ+NGDImJliFw16jc3FD7+l7bfKjm6UmbeBdaNH4cq8Z+SCoVWUVZxOfEE5cTR3xuPPE5lu1E6gmS8pMwy5ahVSpJhZetV3EQ5Gvni5eNF+7W7nhYe+Bu7Y7Gyd8SxAR3KHmBDQWQfvFa8HMOMi5bgp9zGy0/jYXX99XY3jwAcqwC9j5g4wbKW79Mq5UKgtxsCXKzBTxKVsNkJjGzkLiMfOLS84nLyCc+o4BLaXlEnk8tng8EoFJIeNjr8HTQ4Wmvu/a71vLz2u0e9roHMj9IkiRcXV1xdXWlSZMmN9yfl5fHhQsXiImJ4ezZs2zbtg1Jkti9ezdxcXGkp6eXKMvT07NE8OPn51e8eXl54eHhgUZT8RZ4fZBsbW2xtbU832vXrs28efMASy9QQkICGRmW+WkmkwlXV1cuXbpEZGQk8fHxyLLM+fPnCQoKYsyYMezfv784AKpSpQotWrQgJCQEk8mEQqGotJnhBEH4bxKBjiAIluDH1w6Nb8ksWbLJjDG9EGNKAcaUAgwp+RhTC5BS9Njl6bAjmECCUVbTItmrMGlMFEkF5BmyyM5PJS0lnujobWSlX/9WXq2zwtHDE3c/T2wc3VGq7ZEkG0wma/QFSnIzZBLPZ5KbWVTcMSIpJOycvbBzqYp9ix7Y97bCxl6FTs5HnZeGOjMJ6Wo8xivx6OMTyN+/H2NyMn6yzOVffwOlErWnJ2pfXxw93HFzdyfc3R2Ve1NU7u6oarojOzty1ZhuCX5yrwVDOfEcTz3OuovryDXklrg2TlonPGw8SgQ/HtYe138PbottWM+SH/xkGfJSIDMOsmIhM/ba73FweQ8cXQD6nH80jMIS7Nh6gJ0X2HmArSfY/WOz9QRbd1CW7MlQKxVUcbGmisvNUz8XGkzEZxRYAqD0fBIyC7maXUhSViHRidkkZReSrzeVeIyjtfp6IGSvw8NBh4e9FldbLa62GlxstLjYarDVqsrsA6+NjQ21a9emdu3aGAwGQkJCSmT8ycvLIy4ujri4OGJjY0v8PH78OLGxsRQUFJQo08XFBS8vLzw9PfH09Lzl746OjpX6g7tCoSgOAgGUSiWzZ88uvl+v1xMXF1ec4CA0NJTExETOnz/Pxo0bSUpKYtKkSYSEhLB48WKGDh2Kt7c3Pj4++Pj40LBhQ95++20AIiMj8fLywtvb+6GlIxcEQRCBjiAItyQpFajdrFG73fjBxJxvwHAtADKmFWDKLMKYWYgiCzSZCpzMjvgTDA4guSnARoFRY6KQfPINWWRmp5ARd5mMzETyi7LQmy09HZKkwNrREQcnF3S2jqi09iiUdsiyDYYiK5LOa7lwWENRwT8/gDqgVDth49AQm/pabNpo0dkoSLhwihp+LujyM5AyryAnx6K/coWCI0cxXr1qSYf9D0oHBzzd3fF1d6eFuzsqd39Ubo1QubthsLcmw8pMiqaQq8pckgtTuZp3tTg99tX8q8Vzg/5mpbLC1coVZ51zic3FygVna2ecnZvirOuGs84ZR60jSkkBhZmW4Ccn8dp21fIz96olS1zOJsvv8j+DEMkyH+jvoMfaxfK3tTNYu/7jbxfL31aO6NRKgt1tCXa/dTa5nELDteCniKTs64FQUnYh0UnZbD2TTGpuUfEQub9pVApcbTS42mlxsdHgYmsJgFyvBUIutpbbHa3VOFprsNEo7zmgsLGxITQ0lNDQ0JveL8sy6enpxMXFkZSURGJiYomfly9fZu/evSQlJZGbWzKY1Wq1eHp64ubmVtzrdLPt7/udnZ1RqSrP26pGoyEoKKj472HDhjFs2LDivw0GAyaT5f+wQYMGfP311yQkJJCQkMCVK1c4c+YMYAlGW7VqVfw4e3t73N3d2blzJx4eHkyfPp0tW7YQExODl5cXbm5u1KxZEy8vr4d0poIgVFaV5xVZEISHSmGtRuuvRut/Y5Ys2SxjztVjzCzC9I/NmFmELssGu1w73Io8QVcbPP8uEGQNmNQmDOgpMhdQUJRDblYGOblx5OanU2TKp9CUR5EpH4VGhc7GHo21HSqNDQqVDZJCR0GmFblpWgx6Nfm5SiIvpyNJViCFIUk1UDoq0Pmq0dmq0ekktEoTGopQm/JQF+WgystAlZ2C8nISikOnkJIuo9BfH27mCDgqFNRwdETp5ITKyQmlkydK5xrgYE+BnZocK8jQmUjRFpGqLiRZkcdVYw6n00+TXphOWkEaerO+xDWTkHDSORUHQw5aB+w19jjYOWDvUhsHbQvL31oH7NW2OJjM2OvzsMnPQsq7CjlJli0vGbITIPEo5KdBQfq1dYP+eTCFZX7Q34GPtbNl0zmClSPoHEDniJ3OETsrR4KdHMDLEXTuoCo57MtklsnM15OWpyc1t4i03Os/0/KKSM21JFI4cElPak4Ref/qJQLL0DlHazUOVmqcrDXXfr8WCFmpLX9ba7DVSFzOhYupeTjZWmGnU6FV3X64lCRJuLi44OLicst9/pabm0tSUlKJQCgpKYnU1FRSU1OJjY3l8OHDpKSkkJaWVpxF7p+cnJyKAyAnJyccHR1v+Hmz2+zt7VEqH37q8PuhVquLe9aqVat2y4QGOp2O06dPFwdAiYmJpKSkFKfKPnLkCNu2bWPVqlUUFlqeaz/++COvvPIK8+fP5+WXX8bd3b34mjZo0IDx48cjyzKTJ0/GyckJJycnnJ2dcXJyIjAw8JGdqyUIQkki0BEEocxJCgmlvRalvRaq3Hwfs96EKasIc54BU44Bc57+2k8D5hw9plzL7yZJj6wwwb/iKbNSxqwwYZQMGMxF6M0FFBblU1CUQ0FRCnpTIQZzIfprmxEDslqJjAp9rhpjvo5cNMhoMZvUmE1qjAY1sqwByQfJuir465ACtKi1OrQ6NWqVjEZhQoUBtbkQlTEfZVEeyoJslOezUOTEoMhOQ5mXha2pAEdjAWHGQhRmPZIkobC1RWFni9LOD2xtMNpo0VupKLRSkqeDHI1MtsZAuqqITGUc6YpCLkn5pCrySCOPAo2MSVnyQ71SUl4PgDT22DnbYePhgY3aBhu1DbZqa2xRYmOWsTEZsTEZsNUXYmPIx6YoD9vCbGzyMlFnJ0BhFhRkWn7KNwYkAKitiwMhrBxRau1x0driorWjusYWtHaWuUeuduBjCxo7y21aV9DYUiBZk2bUkFYokVVgILPAQFa+nsx8y++Z+QYy8/VcSssjM05v2SffUJxdDlR8e3zX9eooJex0aux0Kmy1qms/1djrrv2uU2GnU2OrtdxvpVFio1Fhrb32U6PEWqPERqvCxsaG4OBggoOD7/g/bjabyczMLA6C/r2lpKSQmZnJlStXOHnyJJmZmWRkZJTIMFfiOSNJ2NvbFwc99vb22NnZYWdnd9e/29jYFG8VKWhSKpXFGd5u5scff6Rr16507doVvV5PcnJycRBUu3Zt3nrrLZKTk0lNTSUjI6N4TlFBQQFvvvkmen3JLw3i4uLw9fXl2WefZcuWLTg5OWFvb4+DgwPPP/88ffr0ITo6miVLlhRfa3t7ezw9PWnWrBkAiYmJ2NraYmNjUyLRgyAI/y33FOhMnjyZiRMnkpiYSM2aNZk0aVKJheT+bfv27bz55pucPHkSb29v3n77bUaOHHnPjPnTKQAAEf1JREFUlRYE4b9PoVGicLMGtzvvKxvMmPL0mHMNlgAoV4+5wFhik//5d74Rc4EBbvzC3VIeMibJhAkDRrMlUDKYiigyFmA0F2E052Iwp2OU9RjNeoz5ekz5JswKCRNgkCRyAbMsYTRLGGUJgwpMjm7ITl5IkhokDRJqkFQgKVEqVKiUClRIKAEVMiqTCWWOAVVaEUp9PorCXJwKc3E1a1GY9CjNVihMtijMBpRmPQqzAYUko9CApFFYesA0MkaNGb3WQIE6jQJ1CgVKMwVKE7lKAxkKI3EKPTmSniK1jF4FRWooUkvoVaBXW/6W1WpUjlaoPZzRaayxUmqwUqixQomVpMQK0MlgZTZjZTJhZTJYNkM2mtwUdJmFaAyF6PQFaPT56Az5aM0yWrnkZgX4Ar4KFahtLOsaaaxL/q61Blvra3/bIKus0Ct15JlUHDsXh3fVUArRkm9WkWNSkWNUkWNUkmWwbJkGBZl5EheKlKQXKsgsMpNbZLxhiN0N/5MS2GiuBUPa60GQTq3ESm35qVMr/vH73/d5ofP0xaWKEm/V9X20aiUapQKtWmH5qVKgUkBBXg75OdlkZ2UWB0CZmZklgqGcnByys7PJyMggNja2+La/t5v1Jv2TRqMpEfhYW1vf9HcbGxusrKywsrJCp9Pd8PvtbtNqtWi1WtRqdZnMZZIkqUTiBICaNWtSs2bNm+5vbW1NYWEhBQUFpKenk5GRQXp6Oh4elsQc3bt3x8fHp/iaZmdnF1+3c+fO8eOPP5KTk1M8h6thw4YcPHgQWZbx9/fHYLCsX6XT6bCxsWH37t1Ur16dzz77jI0bNxZfP1tbW3r37k3v3r25fPkyS5YsKXHNnJ2d6dTJsibY0aNHUSqVJa6jvb19pRryKAgVSamfWQsWLGDUqFFMnjyZ5s2bM3XqVLp27cqpU6eoUuXGr24vXrxIt27dGD58OH/++Se7du3ipZdews3Njb59+5bJSQiCULlJagUqRx046u76MXq9nr9Wr6Njq/YojdK14MeIWW9CLrJs5iKj5Xe9GXOREXORCXOBAVOhoXgf2SAj3aJz42bMsgmTbMRoNmCSjZhkI2bZVHy7GROma3+bVUbL7zowo8MsazHJTphkMCBjRsYsW3IymGXJ8hP52u8SZrj2U0L++0O8UUY2ymjMZpzNZpxlM5hNSGYzktkEZjOSbEYymUA2oZTNKMzXNtlynwIzMjKSJIMkY5bMIJkxK0yYJDBLYFBI6FGQp1BjUigxSVpMSjtMCjNGhRmzwoxRYcKolDEpTBgVZoxKMyaFjKSSQGkGpYSkkFEoJSRFIQpFIQopA4VCRoGMQjKjlGSUmFDKJpQYUcpGThxagVIho0S+/hNwQ8bz/+3dfWxT5dsH8O95aTdRBuhkbNmCCLppiAQ2cSMgidMRTYz8p3kSXWJinIiGLUY3TCT6h9PEaDTijGHon5g4RkjEZE3cBspM3JwigiARN8TtWeqDdL+99O1czx+np+vL2Uvntrbn9/2Qs7b3ue/Tu712defitKcq4IJAVwS6ALom0Jep0Ja74FJ1KIoOVdGhqrpZkEIDFBcAHQZ0GGJehkRHGC6E/BqCkxqCYQ0hQ0dAVATCGvyiYjKs4z+GipGQgklDRQgagqKbl+ZsEY5eqghJ5DLSLqoGTdOhai6o+jJoWh60VbdDy9eh6jqWazpWajo0TYem69B187pLV6GIAQmHIKEgjHAQ4WAA4WAARiiIUNCPUCCAUMCPUNCPoH8SAf+keTk5gZHJCfivj8P/v/+HyYk/EZicgH9iAv5JcwkG/IARhkR+d8QwAAlDIr8/U+sM81IM5LhcyMlxIycnB263O1oEWUtsm9vthtvthsvlgtvthqZpuHr1Krq6uqLrrbfFxfZzuVzQI8+DrutJt62lr68Puq5jw4YNKCsrizxvGjRNg67ruHr1KrZu3YqzZ89C13UYhoHx8XEYhoFQKARVVXHs2DH4fD6MjY1Fl/x884uZV69ejaKiIoyPj+PatWv4888/UVlZCQC4dOkSDhw4gImJiejnl9avX49Lly4BAB588EF4vd6414xvv/0W27ZtQ2NjI1paWuKer9raWrz22mu4ePEinnnmmbh1K1euRGtrKwDgzTffhNfrjXuunnjiCdx5553o7e3F999/H7fOOm34xMQETp06lfQcVlRUQFVVDAwMIBAIxK1buXIlbrjhBgQCAQQCgehzq2kaz7xHGUcRkVn+jyvefffdhy1btqClpSXadtddd2H37t1obm5O6v/KK6/g+PHj0XP0A0BdXR1++ukn9PT02N6H3++PnvMfAHw+H0pKSuD1etP+rdnBYBAejwcPPfQQ3wPsEIypMy1kXMUQSNAAQgYkmLCEDEggHL8uZESKpyDC/hCMYKTACoZhhMxLCRlmURI2gLBAwpGCyjAXRRSYdYYCBYv31hkRgQFzh1Wsf2KWUNb1qXYxyy+RuLZoX3OLkfWIWY/YtdGibKot5qfE3kJ0+4n9rKsy1TOy3dj1EnMrcbR1fwljMDV3m2crbt5JayV+O1BiR03NKXl75k9r/3Cqy/RzAAAo1lyUGfrbrYodE/N4Utw/TWnnIWns/EanuMsSd48LMUqJ+SlxbYnj/s2zM7e5mPdtzUWSOipK5IdI8vOmKFAVxczHcPKWVc18zTFEkHgoVFEVKIpi5nniYVLV3C4AGOHko47mdhXzVP4Jc1IUBYqixrwGxT9SVbHmZLNd88FGXq8SR5onuQHEfDxJY83t2o1VFQWwHmvMWCvmiqqar0M2c1Iib3kUm6OvSmS7trGZbbuKaua+GEm/FHPa7rRzMrdrNza6XQDDK0bxP681pX1/yefzIT8/H9evX5+xNkjpiE4gEEBfXx8aGxvj2mtqanD69GnbMT09PdFDtpZdu3ahtbUVwWDQ9olqbm7G66+/ntTe0dGRMael9Hg86Z4CLTDG1JnSHldXZPk3L12Rff1o4SOAal034tsVAWBdB8yiyRAgLOaORdiAYu28WOvEupTIeGuJ3DYQbVci+ydKzJyi/RFz/+atyP6++YfXalesfogZA6tf/I6jIoj84Z7ayYzfsZy6nbgmrkWZce00LYrN97nG9knsndyW2JR8n/EdZq417O5vhpFzaprf/77bP47MlE1znReHPzzKLP/5pzP9f1cBjI+Pz6lfSoWO1+tFOByOvv/VUlBQEPft1bGGh4dt+4dCIXi9XtvTRzY1NaGhoSF62zqiU1NTwyM6tOAYU2diXJ2HMXUmxtV5GFNnCgaDuMHjy4i4Tndil0Tz+vRb4vsvRWTW03sm9rdrt1jv400UeyrLdMukudDCYEydiXF1HsbUmRhX52FMnSkT4jrX+0/pjd/5+fnQNC3p6M3IyEjSURvLmjVrbPvruj6n7zUgIiIiIiJKVUqFjtvtRnl5edJ78zweT/Tc84mqqqqS+nd0dKCioiLt1SARERERETlTyqfyaWhowKFDh3D48GGcP38e9fX1GBwcjH4vTlNTE5566qlo/7q6OgwMDKChoQHnz5/H4cOH0draipdeemnhHgUREREREVGMlD+j8/jjj+Pvv//GG2+8gaGhIWzcuBEnTpzA2rVrAZjfJjw4OBjtv27dOpw4cQL19fU4ePAgioqK8MEHH/A7dIiIiIiIaNHM62QEe/bswZ49e2zXffbZZ0ltO3fuxA8//DCfuyIiIiIiIkrZ4n0LHRERERERUZqw0CEiIiIiIsdhoUNERERERI7DQoeIiIiIiByHhQ4RERERETnOvM66ttREBADg8/nSPBMgGAxifHwcPp+PX3jqEIypMzGuzsOYOhPj6jyMqTNlUlytmsCqEaaTFYXO6OgoAKCkpCTNMyEiIiIiokwwOjqKFStWTLtekdlKoQxgGAb++usvLF++HIqipHUuPp8PJSUluHLlCvLy8tI6F1oYjKkzMa7Ow5g6E+PqPIypM2VSXEUEo6OjKCoqgqpO/0mcrDiio6oqiouL0z2NOHl5eWkPMi0sxtSZGFfnYUydiXF1HsbUmTIlrjMdybHwZAREREREROQ4LHSIiIiIiMhxWOikKCcnBwcOHEBOTk66p0ILhDF1JsbVeRhTZ2JcnYcxdaZsjGtWnIyAiIiIiIgoFTyiQ0REREREjsNCh4iIiIiIHIeFDhEREREROQ4LHSIiIiIichwWOkRERERE5DgsdGx89NFHWLduHXJzc1FeXo5Tp07N2L+7uxvl5eXIzc3F7bffjo8//niJZkpzlUpMu7q6oChK0vLrr78u4YxpJidPnsSjjz6KoqIiKIqCY8eOzTqGeZr5Uo0rczXzNTc3495778Xy5cuxevVq7N69GxcuXJh1HPM1c80npszVzNfS0oJ77rkHeXl5yMvLQ1VVFb766qsZx2RDnrLQSfD5559j3759ePXVV9Hf348dO3bg4YcfxuDgoG3/y5cv45FHHsGOHTvQ39+P/fv348UXX0RbW9sSz5ymk2pMLRcuXMDQ0FB0ueOOO5ZoxjSbsbExbNq0CR9++OGc+jNPs0OqcbUwVzNXd3c3nn/+eXz33XfweDwIhUKoqanB2NjYtGOYr5ltPjG1MFczV3FxMd566y309vait7cXDzzwAB577DH88ssvtv2zJk+F4mzdulXq6uri2srKyqSxsdG2/8svvyxlZWVxbc8++6xUVlYu2hwpNanGtLOzUwDItWvXlmB29G8BkPb29hn7ME+zz1ziylzNPiMjIwJAuru7p+3DfM0uc4kpczU7rVq1Sg4dOmS7LlvylEd0YgQCAfT19aGmpiauvaamBqdPn7Yd09PTk9R/165d6O3tRTAYXLS50tzMJ6aWzZs3o7CwENXV1ejs7FzMadIiY546G3M1e1y/fh0AcPPNN0/bh/maXeYSUwtzNTuEw2EcOXIEY2NjqKqqsu2TLXnKQieG1+tFOBxGQUFBXHtBQQGGh4dtxwwPD9v2D4VC8Hq9izZXmpv5xLSwsBCffPIJ2tracPToUZSWlqK6uhonT55ciinTImCeOhNzNbuICBoaGrB9+3Zs3Lhx2n7M1+wx15gyV7PDzz//jJtuugk5OTmoq6tDe3s77r77btu+2ZKneronkIkURYm7LSJJbbP1t2un9EklpqWlpSgtLY3erqqqwpUrV/DOO+/g/vvvX9R50uJhnjoPczW77N27F2fOnME333wza1/ma3aYa0yZq9mhtLQUP/74I/755x+0tbWhtrYW3d3d0xY72ZCnPKITIz8/H5qmJf1P/8jISFLValmzZo1tf13XccsttyzaXGlu5hNTO5WVlfjtt98Wenq0RJin/z2Yq5nphRdewPHjx9HZ2Yni4uIZ+zJfs0MqMbXDXM08brcbGzZsQEVFBZqbm7Fp0ya8//77tn2zJU9Z6MRwu90oLy+Hx+OJa/d4PNi2bZvtmKqqqqT+HR0dqKiogMvlWrS50tzMJ6Z2+vv7UVhYuNDToyXCPP3vwVzNLCKCvXv34ujRo/j666+xbt26WccwXzPbfGJqh7ma+UQEfr/fdl3W5GmaToKQsY4cOSIul0taW1vl3Llzsm/fPrnxxhvljz/+EBGRxsZGefLJJ6P9f//9d1m2bJnU19fLuXPnpLW1VVwul3zxxRfpegiUINWYvvfee9Le3i4XL16Us2fPSmNjowCQtra2dD0ESjA6Oir9/f3S398vAOTdd9+V/v5+GRgYEBHmabZKNa7M1cz33HPPyYoVK6Srq0uGhoaiy/j4eLQP8zW7zCemzNXM19TUJCdPnpTLly/LmTNnZP/+/aKqqnR0dIhI9uYpCx0bBw8elLVr14rb7ZYtW7bEnTKxtrZWdu7cGde/q6tLNm/eLG63W2677TZpaWlZ4hnTbFKJ6dtvvy3r16+X3NxcWbVqlWzfvl2+/PLLNMyapmOdqjRxqa2tFRHmabZKNa7M1cxnF08A8umnn0b7MF+zy3xiylzNfE8//XR0P+nWW2+V6urqaJEjkr15qohEPjlERERERETkEPyMDhEREREROQ4LHSIiIiIichwWOkRERERE5DgsdIiIiIiIyHFY6BARERERkeOw0CEiIiIiIsdhoUNERERERI7DQoeIiIiIiByHhQ4RERERETkOCx0iIiIiInIcFjpEREREROQ4/w+Z+c3WbWQvZAAAAABJRU5ErkJggg==", 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" ] @@ -195,7 +195,7 @@ "outputs": [ { "data": { - "image/png": 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hXtxWHQ6TFodJw4ZFZ2G32zl9cSUFbgdOkxbN10Zj1f6BYk8OGRmqvQ275KlBPQ9CCPFFSWASQgghjkB9oQjdwTjt/SHoiQfvpaW1lfGnX0aHP0pHX4QNT/6DlrcewTLlDOxzLgIgFY9R3z8crr7geFR6MwAxZbpHJxXowWXR4jTrcJq1bFh0FpmZmZy2eBhFnmwcJi3ar48lU38z+W7HJ6bCBr766OCeBCHEYSkZi6KMeCHUDcEuVr31Fjuqq5lR4aTCocTdqwKWDHUzPzcJTEIIIcRhIpVK0RuMpUNQl5enH3+cxuYWxiy5gM5AlPa+CGue/Bf1Kx/GNP5E7HMuTj8vHqP+T78GoDp77kAICqXUkEqSDPSQZdTgNGtxmrV8uOAM7DYbpy8eRlFuNk6TFu3XRmNU/5atG9Zx0klzUKv7p8W+WEKQEMeyZDxOT0st/s5GCrN0EOyCYBcPPvMyG7bu5qxJuUzOy4BgNxurG5j/151YtSlqvmce2MetjwR5anucvy/RMXySBmfWvCGs6OBJYBJCCCEOsUQyRVcgQlOXnxUvvUxtQyPD55ySDkG+CO8+fQ8733gUU9UCzDPTawOlEjHq/5ieInutdgwqgxUAbzhBMhoi4e9Bp1aSbdaRbdaim3kiVouF0+cWU5znJtusQ33+CMzqa6goykOv1ext0CWPH7CdsViMHZuUB/yeEOIokEpBLEigvZ5tm9YR8XUyY7grHYICnfzxgVd4d0sdl89xM78wBcEu1uzsYOodfgqtCmq/vzcEPf5oOgQVB3VMnpR+fTGFk/SEkkTj/RvpbGDIYsoIH3FDCM+Y0SSmjKWjPYO8wa/+C5PAJIQQQnxByWSKdl+IVe+vZWdNPUVjZ9Lhj9HWF+atZx9m8+tPYq6cgWbC6SSSqf4QlA5Eeb68vSGou49obzsRbxtmwGZQk202kRo/F5PRyKlT8ynJ95Bt0aE6rRhd6vuMKCvClWXbOzvct54forMghBgyySSEeiDYRXfzHlaufJNUxMsZU4sh0AXBTn787zd5bXMLv1lkZ2lRFOJhNjfGmfrvIAVWBXWfCEHvvR/kqW1xFjg6mW9MhyBHek1nokkF2IvBkAWGLE5e2EFJVYjR8ybC1IlgyKJQbWXrMj9ZuUVQUAGqdNT46Xf3NjkWi9GyfDnjBuscfQkkMAkhhBCfkkwmqWlsY8vuWszuEjr8Udq8YVa+9CzrXnseS9l4jGOX0NEXIRaLUf/HUwHIu+KBvSGophlv/Xbillwc41IoFOCwmvCXj8Og13NSlZPS4gKyzVpSC3JIff9cRlWWUVVWiPbjyRGufOMArcsdnJMghBh08UiYVKATdcwLgU5a6nbyxAuvoYoH+dbCUgh2QqCLr972AS9s7uavJ+g4uyr9dn5XU4Iz7giQb1FwxpV7Q1BNbZANDXHqmhOQlw5BORYtHmuUvCw9lMwFgwMMWXxV286C3hhzpk+G0ePAkEWxLpPIjWY0BtM+bb34vP3brwaGH4VLmUlgEkIIcUzp6PHSF1fR5ovQ3hdm5RtvsHrly5jyKrCOnE9bX5jWngC7bjwZ+FQIWrOZ3vUrMUYUOIrnA6DMyECfU4xancHUfANlpfk4zTqSEy4kdNZ8xoysZPLYUThMGjJUSvjl+gO0qmiQqhdCDKZ4JExnw05MihAmRRACndTt2sEdT76CNhXhl0tL+ofDdXDyP7bx3LYQD56u5yuj0vcQNjYluOKOAHkWBd+y7Q1B/r4gHYEk7YFk+gGdFXeehemljeQ5LTDu5HRPkNHBj0p6+FpEyeix46FsBBgcFGmMNN6i2K+9Sw8wD4MS0Oz/8DFFApMQQoijQiKZossfodUX5r01G3j3nbdR291YyyfR3hempSfAyl+dQiLsJ+/y+1AZ7QB433+N3pX3YRwxF4f540EiSpRGG8pUikJjgtJyJzkWLbGCU+iZVMqYUaOZP3cGORZdOgj9bs8BWlQxaLULIQZJMkl30x5aa7fjNiuxqyMQ6GRX9XZuefBVjKoYN51WCIEOCHay6J+NvFGb2CcEdTQn+O39ATxmBb8s2zqwa50iBkBnMNU/7M1BntXEmVN248nJgjlnpnuCjFn8dmaQXykNFFaMAncxqNTkA+9cs3+Tp04fjBNzdJPAJIQQ4rAXjiXYsrue9zd8RESpQ+8qpdUbptUb4rFrv4a/qxXXRbei0NsA8L7/BL0r70qHoJP2LnCa6h9Prw73UlSYR7ZFS9Iwh7YsFSPHTeDEk8eTbdaSY9Fhv6YFk173qZaMAU4dlJqFEIMkGqBxx4c01eygxKHDqY1CoIPt23fwm3tfx6yOc9tZnv4Q1MWZd/t4ozbBA6frObc/BPU2J/jHiwFyzQpumtA0sGunUYEC8KYM4CwFg4MCj5FvN1fjceXAkjPB6ACDg7+cmeJvpmwyPSWgTvfpuIHHrty/ycNGDsJ5EQMkMAkhhBgyyWSSpo5uGjt8RDVm2rxhmntD3PvHX9LR2kT5WT+lO6mjNxjD+/6T9K68sz8E/WhgH962RhKBHqLeTvQGG06zFveIkbT45lI5fionLR5GjkWHy6IjdsZbVBTm4nbYP7F+0DTg4qEoXwhxKCQTEOph10drqN+1nREeEy59HPztbN66navueQurOsF95zgh0AmxIBfdG+D1mgT3n6bnvNHpEBRsSfDQO+kQxJzegd3nmBTY9UoiumzIHwYmJ0XlJq4OV5Obmwtnng5GJxgd3PktPQ9m5qJS7x3Ulg387dL9m+06xKdFfHESmIQQQhwSqVQKbyhGizdMqzfMg/feRV1dPRULz6E3oaHFG2LLSw/R9srtGEbMwXnSjwee2/juayT83cTH1aB1pe8gNmS5iTjy8LhzWDLO0x+CtLSW347HaWPGpPEUZNvS9wmxEPjBAVrlGJTahRBfsni612fbxtXU7tzO6HwLHmMcAp18tGU7P7jzLWyaJI99JTM9MUIqyWX3BnitJsF9p+k4f3Q6sERbEjy3PoDLpIDe0MDuC2xqCu1KsBdB+UgwOikebeRm7S7cuR4489T+EOTkgavsKDX79j47gF8fYBIE46E7I2IQSWASQghx0D4OQ2+uXsfWnXvIrhhHT1RFizfM+689x/qnbkfjqcK2+PKB5zT+7Q8k/N18pK4YCEEJXXoyBWU0yLAcMy6rDrdVx55LvofdqOX4ExcyvCQft0WPRb8EheK3+zdmRvGg1CyE+JLFI+len3XvUlO9jXFFNvKMMfB3sGnrdr57xzvYtUme+ooFwr0AfPe+AK/uSXDvqTouGJMOQfGWBK9u6Q9BgfjA7suzDTSHYmhcw6FqNBidlKbM3O7YgyuvAJYuHQhBd11jBMW+kyDYgR+cvn+zZaWyY48EJiGEEPtpau+iN6qgIxCnxRvm3Xfe4Y1nHyYj00PmtLNp8YYJxRI0/u1CEv5uXBfeitZdDkCgtY9QRwPJ/jCUadTgsugwzTgerSLO0gVVjB5Riduqw66dguOeX+C0W/dtwBmjB7tkIcSXoT8EbVn/HjXVWxlbYCXPlB4Ot2nLDq64421smiTPnGuBiBeAK/tD0D2n6riwPwQlWxO8uSNAjlEB4f6Z4BQqRuSa6YzG0OdVwZhx6RCEmXsL6nDnFcKi48GUDYYs/nGter/mWYFLTxyskyGOFhKYhBDiGBOJJ2j1hlm3dSdvvL6SsEKDY+QsWrwhWnrDvHnD+UQ6G/YNQVs30LnyWbR5VbjK977bMLhKIJTFxAIzYycU4rLqMCz0EDx7OmOGlzNx1DB06v41hb43ayjKFUL8r5IJCHSyfcNqanduZVSeCY8hBv52tm7Zxk3/fIM7f6nkmfOsAz1BV94X4JVPhaBUa4K3qgM4DQqIpNL7VqoZmWelJx7FWDASxo4Hk5NSLDxU0oArrxAWLgZTDuhs/Pma/ft3LMAFiwbpXIhjkgQmIYQ4isTjCbbXNFDT1kPK6OCNZgXrl2/nsT9fQ/PubeQu/T5Bcx4AgW1v0fnsH9Ih6LzCgX2k1Oll3bVRL5UuM7k2PdqCOTQ64wwfPpxTT5tCrlWPy6pDd+NnfVQ79hBXKoT4n6RSEPZSs2UddTs3MyzHgFsfBX8bW7ft4Ad3rMSoivPEufb0xAik+N79AV7eneDuU3RcNDYdgpRtCd7ZHcBhUEB43xDUHY9iKBgF48aBMZtSpZWHy+px5xfD/EXpniCdjVuv3n89IDNwzsLBOx1C/CcSmIQQ4ggSjMZp7k3PJPfYo4+wfdtW8qcuIajNork3TPV7L9H29O/7Q9DvARXU1dOyfQvRlmo0LfUYzHno1EqcJWVkDJ9IfvlIzllQjsemw23Vozr3eco8TnKybJ86uoxjEeKwF4/SumczDTs3U2hXk60Jg7+d7du28vM7X8egjPHAV5zgb4d4mG/dH+Cl3QnuOkXHxf0hKNme4KWPAmTpP3FPkELJcLeZtkgMnWcEjJkApmwKUiZ+m1zFlJlzYPGJ6RCkt3PLAUKQCVg2fxDPhRBfkiMmMF1//fW88MILbNy4EY1GQ29v71A3SQghvlSpVIodtU2s21JNht1NX1JLY0+I9R+8x5v33ATGTOyn/nJg+5Z7/0q0ZQfOkB1DRXplQoXJAQolakWScflWFMEexg8vocf5cyxaBXNmTmd0eSF2gxqFQgEcYG5bnINTsBDic/N3tdC8azMObYzMjBD0tbFrx1Z+c/fLaFIR7liWC32tEOrmqw8EWLErwZ0n6/jquP6JEdoTPL02QKZeASfsnR2uzKmnti+GOnsYjBwPphyKlFbuctXgzi+CE5aCMRuMDv50jWq/dhliMUaGKpizZAmo979nSIijwRETmKLRKGeddRbTpk3j3//+91A3RwghDloskaTVG6apN8SGLdU8/+QjBGKQP+8rNPWEaOoNUXvnlekQdNpVAyEo0tSLr7EalcWJHTBpM/DY9GRNX0DKP5qFx01g+tSx5Nr05Jhn4/zXFRh0WmKxGMuXL2fJ4grUS6uGtnghxH5SySTdTXvQxnowpfqgr436XVu55f4XUcaD3HJ6AfjboK+Ns+5uZ8WuBP8+WcfX+kNQpD3BfW8GsOvgjnm9A/stsGaQZ1WQshVAxTgwZVOksvE3027c+YVw6qnpe4JM2fz1Wv1+7TIBF8s9QUIMOGIC069//WsA7r777qFtiBBCfAZfIMT7m7axp6kTS0EljT1BmnpCPPf3X9O46V1sCy9DXzYFgHDjNtoe+DMqi5O8vOMG9qG25ZAKdFFk0zB5tBuPXU+muoDO6TmMHFbG3GkTser7P8W9cvZQlCmE+C+S8TgJfwfqcBf0tdJSs507H3ueRKiPq5cWDYSgU26r5rkd0X1CkL8jwZ+fCWDTwS0Tmwb26TYpMWmShDQOKBgJ5hwKRtm5MbUTd24+qXPOQGFxgymH267OBOW+kyOYgG/LqFohvpAjJjB9EZFIhEgkMvBvn88HQCwWIxaLDVWzBtrwyT+F+G/kmhl6wWicpt50D9EzTz/Npg3ryB49m1hmKU29IRq3f0jbAz9GZckm71t3Djyvo72LqLeDWE8rFpWCXKueLMdwdjafQn5hMReeVoXHpifXpiPn6gVo1fsPe2FO5cBfP+81INeMOFhyzfwXqSQEu8HfRndDNc8uX0G0r5vLFhSj6GsFfxtf/dd6Htrg5R9LdFwyPh2CejsS/PKOAFYtXF22eWB3Tn16koSuuI6Us4KUKQdPWSY/7tyJ2+UmdurZKMwuUqZs/nZlFrcZbAB8/L+jA35wcvrve1cfAhKJ9NcgkGtGHKzD6Zr5vG04qgPT7373u4GeqU96+eWXMRgMQ9Ci/b3yyitD3QRxhJFr5tDxBsLsamonrrES1dnoDiuob2zi/YduIZ5MkXPhnwa27Xj6IYI73sbeq8Iy0QFAhjUbhUaP1mBiuCVOpl5JljZF5JwzMXASFYUeXPYYSkX/C/T3vpr+s/VDuluhG9jMl0+uGXGwjrlrJpVCnQiS6mtl57aPiPu7WTLaiS7Wgy7Wy/VPfcRzm7q5dq6Wr41Nv3Xq6Uzwjb+lQ9B3bJaBXakTIWIJaO5LEc6wEFHb0OSaOHtKE5l2Kxtz5xDV2gir7Sz9vpYT9VmotAae/URzZpyb/nN5HUBP/9fh7Zi7ZsT/7HC4ZoLB4OfabkgD07XXXnvAQPNJa9asYeLEiV9o/z//+c/5wQ9+MPBvn89Hfn4+ixYtwmKx/IdnHnqxWIxXXnmF4447DrXcJCk+B7lm/nfhWILGnhDb61p46onHaOnopuy4C2jsDdHYE6L6wZsI7ngH+4JLsUw8BYB40IC/aScolKSSCawGLbk2PYUz5xMuL2DmgjnMnzcm3UNk1WG9ZRlK5eGxDrxcM+JgHY3XTCzopXbrWnqba5hcYkPhb4W+Vv74wKu8sGYP35lu5eyyMIp4iB2dCZb+LYBFCz/62d73CVF/iAZvgkZvAsggZXDgLnZw/Og63E470anLUNncpEwufnW8kl8YneQUDUelM2AACoD7fzJUZ+DQOhqvGXFoHU7XzMejz/6bIQ1Ml19+Oeecc85/3KaoqOgL71+r1aLVavd7XK1WD/l/0McOp7aII4NcM5/NHwyzcUcNmJw09ARp6A7y3IN3sOXtFVjGHA/D5gEQ7+uk6e/XgkJJtWsBCmV6CFyGNQelzkS2QcWsETnk2w3kWitpHHYno4dXMG/6ROzGj19Tjpz7h+SaEQfrSLhm4pEw3Y3VZOti4GuBvhbue3IFr32wmbPH2VlSkgJfC3uauqnqD0HeT4Sg3dtDrNoZY0FuCEVR+uc612lnZG6S3EwzsZGnorZ7wOzmBxNjXJLQUTZqIhRUosjQYAVe/OH+7Src/6FjwpFwzYjDy+FwzXze4w9pYHI4HDgcjqFsghDiCJJMpmjvi7Dy/fW8894HZGTlocwup6EnyJ7aetb9/lxQKCj44ZMDIahn+x58NVuIZ5WROWxeeoa57EIyJszFlZvHhQtLKPM4yLMbyPnFfLLM+88YxezSQa5UiGNc2Ad9LeBr5vXXXmX1mvXMqbAyI08JfS3srqmj4vc1GNTQ9/O9IejtV0Lcsz5GcVLLEnN/CDIrMagV5Fg0hD3T0dlzweLmq7lhFvpSjJs4BcZMBpMLs1rHR9fs35zhg1W3EOKwdMTcw1RfX093dzf19fUkEgk2btwIQFlZGSaTaWgbJ4T40nT1hWjxRWnoDlLd2MG9f7metqZGys//DU2+KNF4ku7X76BvzdOYJ55C5oL0OkKppB4UShRKFQX6GGVFLvIzDSTLLiZ1zhJmTJ7A9PFVWPX96w/9YO7QFirEsSiZhEAHOze+x9ZN6yjLyqDKAfS10FS3m4U3vo03GKX5B3t/rz/yXIjb18e4eraGGfN0AOQoUiRTEIqBX+vG5PCA2cWpyjBFE8PMnT4ZZs0Bsxuz2Y3/ehOKTw2Vndb/JYQQ/80RE5iuvvpq7rnnnoF/jxs3DoA33niDuXPnDlGrhBAHKxyNs3rjVtZt3o6zchJN3jAN3UFWPn4nO1bci2nUcdjnXwJAKpmg/uUnIRmH2gYyLE5USgXu0uEY+hoYPbaKUxYPI8+uJz/TgP5bNQwrzP3UPUQjh6ZQIY4xkYCP5p0foo/14tJFwNdMZ+NuvnXr03T19vHapS4UgTZIxrn5+RC3rUuHoF/3hyBbNMX2tjAAvkgKi8UGFjezJ8WJ2gKMnT0OliwAsxuT2U3L1zJwFlaiUmsG2nBC/9enKQ59+UKIo9gRE5juvvtuWYNJiCNAKpWiNxijvjvIG++8z+uvvYLS4kY/bAb13UGae/zU/vF0SCbwfOtuMizpYbk+f4Jk2E/M24rDpCE/00C+3UDNJT8gNzuL00+fxYgiN26rjgzVEuCGAxzdPqi1CnGsSIb7UPpbwdeEv3UPf7nrMVpbW/nzORUo+prB18z3Hm3gtnUxfjVbw2/6Q5A+muLx9/sA8HXEseoUoFBSlW9nUleI7NJhMHkumN0YLbm8MbIVd8lwjKOngsEKwHn9X5/mGpzShRDiyAlMQojDRzgSZWdTJ96EhrruAHVdAe78zffpaKzFffa1hDXpNzq+tc/S89rtGCqm41T3ryOkUKHJykOtVDA5V8vo0UUUZBowLylEe9XFTB0znOxM696DfWXcEFQoxDEk7CPaWcvKV16kvqaa6e4EqhdeAX8Lv3n4A259rYkrJqsHQpAyluIXd6RD0HVVu9MhCMizKNFlQCTDCoUTwZKL0ZLL3+M7yfEUolmyFLKLwZTDFaoMrjhAU+aOGayihRDi85PAJIQ4oEAkzitvr2HdR1txDJtAe1hFfXeQ91c8wc4nb8FQPhXnqT8f2L5p+ybi3jb0bQ3o8q3kWLQUjxtPW2wpoyZMYdnZYyjMSvcaOW7Yc9hMvS3E0ayvo4nGHRuozNGi8KV7gu5/9jXuf+0jTqrU851xCYj4iMdSLL4hHYJ6fmpG2ZYOQapghN5wikZfCjRmsORisOTy7eN3k+VwkFp8JnjKweLmp1dm8wuzc797hb513KCXLYQQXyoJTEIco1KpFN2BKLVdQd5du5EXnn2KqMqIbeJS6ruDdPqjNP7zEhLeNnLO+wO6vBEABFM6SCZI9nVS6jRSmGWkINNAh/ka3HYTi+fPZmRJHnqNClgIfHNI6xTiqBUNgLcJfI28+9ZKXn3rPca41ZwyXAe+JkKdjViubQbSIcjW3xNUvynCSx9FyFWpYUR6VkiD2caMEjAZDewwjWHi9DmobPl89TgNpyWN5FeOA6dn4NB/u3D/5siE0kKIo5UEJiGOYvF4gurGNrwJLXVdAeq6g9x/y9XUb9uI4/grSGSVABDcuZqOJ/8PjasMd/bMgeebPOUorJlML7EzfUYZBZkGnPpRWH5zAWMqSsjIUO092MlVg12eEEevWJi2XR+ydcN7ZKrCjHGrwNtErLuBSb9YQX13mN1XGLHr0yHojbciXPNGhIvHqjlFkw5BeiBLryCRgnZtKbbyMrDksrRASe7sIKPHjocZ88HsBq2Jt3+WXlBy+fLlJGctQaVWkwvkDt1ZEEKIw4IEJiGOcPFEkrVbdvLu+k2onUV4U0Zqu4Ksf/dNNt55FWpnEe4LbxnYvnXHdiKNO1G31mHKKsFt1ZE5bgwNvacxbEQVF507jsJMIwVZBqw3njiElQlxdErEooTaazEle8HbQLKngR/cfD/1zW3c+ZUCbPE2CHTw71URfvF6OgTddUo6BKmBxu4QPaEUDb4kdpsdLB6mTs7g6xk9zJk0Ck5ZCpZcsOTR8H07eptzn+OP7v8SQgjx+UhgEuIIEE8kqesK8kFtL4/++Ld09oXInXkmdV1BGnqCNNz3UyINm3Gc9COMI+YCEI3rSMWjJLztFGUZKMwyUphlIOD6MTY1LJwznXHDitCp+3uJfnnm0BUoxNEilYKwl1RvAy888yT1e6q5cGYBplgHeBv5y3Mf8sNnWzl/9N4QpATuf7mPrlCKayf0YMtJ/0yWOnRUZIPTnQdjF4HFA1YPTw/rxZZbQvnYaWBNh6EF/V+fdoBlmIUQQhwkCUxCHCYisTjN3gi1XQFqOwM8evftbFr9JpmTTiLkGkM8mSLa5qPl7t+g1FvId84ZeK4uuxBVtI+RHjsLZhZTmGXAYxmH5ttzmTiyHJ1W84kjybpEQnxR0aCfxh3ryTMm0ITawNvA8tfe5v+efp+JuSqumwVE/SiAr97UR2cwxcw+I6P7Q5CdKPEk6UkUrAVg9YDFw68ubiLDmEnOKSdC6Siw5rFMb2eZYv8VhGZOGNyahRDiWCeBSYhBFI5E+eCjHXRGFPhID53btHU7K/74PaLRCHnfvntg287Vawlsfo+AvRRb9mi0GUqy3TloJsyloKiEb5w8gpJsM4UOI+4blqBUHmhpRrn7QIjPLZWCUA94G6je+D4vvfo62dooy8ZZwNsI3kbyr6mmPZBi02VGRvWHoK5NUVZsChPtU8EUY3pfhiwWj9TiT2pRjT4ORo8Bax6nnG2n4QYL7rLR8IkFV78nHbxCCHHYksAkxJcsmUyxp62H5196gy279pA/5cSBXqM19/wW/+bXsM2+EOu0s9PbRxKEupoAUCfDlLidFDkMJKznovQvZO6sWcybNo5MnYoVK15kya9fRq2W+aiEOFjxSJjm6o1Euuooz1RAbz14Gzn3d0+wsaaTx882McIeBeCDTVG++1SY+cUqlmmMA/vIsyjwRlJ0ZORCyXCw5jFzmJF/j+6mcuQYmHdC+v4hjYH7f7J/Gyz9X0IIcayIJ+LsatyFL+Ejqo3S5m+jKd401M06KBKYhPgCUqkUHf4ItZ1Bnn/pFd587RV0nkpShZOo6woS7PPS+JevAJB/ZQlKTXrBR5XNhSJDg12TYuGIHIodRoocRnqnPMeUMZWMqShBpfp4DZOJ+xwzFosNZolCHHmiwf6eoHruf/BRtu3Yzjdn51GgTvcaPbSqhgufCjK/WMVrF+4NQTtq/WxrTbKnQ8EIuxoMDqpG2DijqZMJI4ph8dlgzQNrHiu/aceUU7jPWkPF/V9CCHEsCUaCtPpaCRCgM9RJXXsdj/7rUbq6u5h82WQ6Qh10hDr48G8f0vVmF9mnZZN9SjYAUzRThrj1B0cCkxD/Qbc/RENPhJrOADuau7nzhp/Q1lhL7nm/J5hMD8fpffsZvO88hGn0IrJOGA6AzmTBUjAcqz2Lr4x1MKqiiGKHEdf3p1PouGff6bgBJhcMdmlCHFlSKXpaaqnbsoZiG1gT3eBt4M13P+BH96ym2JLi0dP3/lzdcpufDa1JpqX0FFSke2QLraBWARl6KJoFtgKw5vH7HC8YnYyfNheKqkCtZxzw+G/3b4Z5MGoVQoghFI6H6Qp30RHsoL6znicffJLW9lYmXTSJjmA6BL3/z/dperFpnxCUCCXYdvs2APzH+VFq0x8sKS3pPzUxDRX2CrJ0WWT1Zg1NcV+QBCZxzPMFgryzfgspi5v63gg1HQFefeoBNj1zO7ryaWQt/g6Q7lVqXLeKZCSAoa0BXXYRHrueiukz6bXC5BmzOPOMSZQ4TOTadGRcv2SIKxPiCJJKQaATeuup3bqWx59ZjjbRxxWzHOBtgN4GFvxfCxtakzz3FT1L+0MQdXHW1gXpzVQCJtCYwZbPGbP8TPUryV2wECZPA1sBM0y5hP/lQpmx76++hfMGv1whhBhs4XiYjlAHjd2NPP/88zS2NDL2tLEDIWjVnavY/fxuMhdl7huCrk+HoIaJDQMhKKpOD19OeBNkG7Jx6p04dA5MZ5hwOp2cPeFsCpwFOA1ODEsMuCwuDFoDsHe9tyOJBCZxTEgmU2yra+bVVe/TEUyg9oygpjPA7nY/715zMslIgNyv/wN1Vj4Afm+MeKCXeE8TTrOWYoeREoeRth9cS6HbwSknLGREkRtthgqYD3x7KMsT4rCXjMdpq9lCT/02RmRnpO8f6q3niv97jlc3NfOnxToWFycBqKuN8+N7gpRlKrnCZRrYR5FNSWMfBE1FMGIiWPMZM9PBM5N7KB4+BqbOB50NFAp+cYAfSdX+DwkhxBEvkojQ7G1m5bsr2dOwh8q5lbQH2+kIdvD6A6+zdflW7DPtWBan76BMhBJsuzwdgtbkr0GlS786doe7iQfixHpiaJQanAYnWY4skvOT2DPtnDPiHApy0iFIPVON9S9WyvLKyFB9Ik4sHPTyB4UEJnFU8Ufi7Onwc/9Dj7Dxw03kTj2J9oSRms4AHetepOvFv6ArGkfOsusGnpNhcxHvaaFAH2Py2FyKHUYyF+Wj/fYpzJw4Ek/2J7qNz5DlHoU4oGQS/G3QW8+KF55l/fr1LB1lZ7QtCN4G3tqwm3l3eSnPVFJ9xd4Q1NgQZHtbnF0dsLhYC2Y35aOcnDuziYqSAlh6QXr6bVsBj/3UjUq/76A4G3DyUfoLWghxbIvEImzatYkddTtwDXelQ1Cog1efeJUNL23AMcmBcbYRX9SXDkHfSoeg4f8YjkqfDkFtrW30NfSR0ZKBBQtalRan00nP2B4sVgtnFJ9BobuQbEM2qaoUmp9oqCqrIt+Zj+LjZQ1kDXsJTOLIk0imaOoJsbvTz5vvrePZh+4irNRhmnkh7X0RAJrvvJFYRy3OsAND2WQAdI4C9M58CgoLuXB2CcUOI8UOI87L36U414HyEzdxCyH2lUwkaNuzGX2kE1uqB3rrqN68kcv/9hKKRJiXztVCIj1E458PB3lmRxzbEh2jJ6Wnzi6yJFEqAFUGqYLpKOyFYM3nZ8UxLleaGTVpFpSNhQwNucADP9y/DdJDJIQ4GkRjUaobqlFYFXQEO2gPtvP6itf54NUPyByZiX26PR2OejvYdtn+Iah9azvt69oJmoN4pnoAMJgMmApM6E16ZjlnUZxfjFPvJJ4XJ3pulDGVYxhbORaz2pwOQmcMWflHJAlM4rDV6fXT5Iuzu8PP7g4/9//pOvZsfA/r/EvJyE/39ITrN9H28mNk2Fx4xiwDwGHSYpw8H3XEy4mLxjFv5kRKnEbyM09ArTrAuzAhRPoeomAXvvotrHjhWXrbG/jGbA/01EFvPWf/czNPbI3w9yU6vtUfgjS9SV7Z4kejgmQclEoVWDwcNzGFLTdO2ZwZcNwCsBVQaM0nfGM2ap1hn8MeWfMkCSHEZ0smk/iiPjpDnbQH23nr3bdYvWo15kIzmeMyaQ+209LbwpsXvQnJT4WgN9tpf74de58dT2U6BKl0KlRmFWqdmmG6YRQXFuPQOwifG8Y7zcu4seOYOWkmToMTi8aC4vwDrccovgwSmMSQiscTrN26k46wko6omt0dftasXcvK//sRKbUBz6X/HNi2fU8NodYa1G21OIrGUuww4i6cTEPqm4yqquLii2ZQ7DBi1as5agfRCvE/6GtvwJzoTt8/1FPH7Q89y7Nvb+ai8UbOKglALEBnT5Jlf/GjVcHX9WaU/UMy8swplAroTlmgcALYCskze7jL3kBRRRWp45aCPR9Uar5zgGMrAFk9TAhxpIokInQEO1i3ZR2r16xGnanGUmFJhyBfC09+40nC3WGG/XnY3hD0TDvtT7Vjn23H4/AM7EupVZIMJ7FELBTlFeE0OAktDtHubmfcxHEsXLCQbEM22YZsLBdYUCk/1b8unzQNOglMYlD0BcO88s46PtyxB3vlFHZ3pCdcWPWPn+Hf8S6Zi76NeVx6Vrm4T0GsrxuUXrIMKspyrJRmm0gWfB+r6nIWzZ7G2GFFqJT9n6R8a8EQVibEYSQWon7zajavfYdCc4JKa4hJe9bQetNvGX3dOsLxFMGrzAPj0jd/EOaFjVGqDBrOytcBCvI9HmaVt1HgyiI0+VyM7nKwFXDd17K4Kbtknx6iDOBi+WxCCHEES6VS1HfUs3H7RgKKAJocDe3Bdlp9rdz9o7vxdfgY/qvh+FV+4FMh6Gt7Q1DYFyYZTRLriWG32sk2ZJM/KZ/mSDMjp4xk6ZSlAyFIsVVBaW4puv41GoH0/FHisCWBSXypugNRVrz1AW+segdlZgGRrFJ2d/ipqamh6Z9fB5Wagh88jqL/0xKl1QXKDOyqCAurXJRmGynOGk3o+FeYO2Us+TmOT+x91NAUJcThIpkAXxP01OFv3sHv/3k/DY3N3HVeIYreOvC3cdPyEH9dE+OnMzTcuFBHLhBLpPBFUiRT0Ja04yooBVshZ1th5IIkU6bNgGnzwZaPOkPLWz/Z/9Cy/pAQ4kjjD/pp6GkglBFK9wT5W7jrxrtob2ln3HfG0UMPHcEOGp9qpP2pdmyzbORdkjfw/KYtTSSDSTpbO9F5dGiUGnJLc6EKhg0bxkkjThoIQR1PdFDsKmZc5ThMuv6JbU75jIY5PuNxcdiSwCQOWjKZoqk3xOb6du6641/s2rmTklO+y56uEN2BKN2v3k7fumexTDoN+/xLAFCZnWSYs7A4czmp0sKo0nxKnSZcl02kzP0QOq3mU0fJH/zChBhiqWSSnuYa9mx6jwn5ehTeeuip5a+PvsGfVuzgvCoVv56bHtimSaS4/v4+UsCNE1pwmdKTllS5jYz2RMkqrCAxeRFbmv2MmH4CW45XkFc5AVOWa+B4M/u/hBDiSJJKpeiL9dEeaKc10MrD9z1MfWM9I08fiRcv7cF21j+6nj3379kvBG17ZhuJQILEwgQ6T7qHR52pRm1Rk2XOYnbe7IEQtOf3e3DZXMydNZfSnFKsWmu6h/6mAzSqeJCKF0NCApP4TNF4krquALva/Tz7/HLeeOEJVO5hJCsXE4olSCXi1P/j95BM0F56AhmW9CJnrrJRmCMdTJg8hmWnjaTMaaI020TW7zv2TlEpxLEqHoHeBrZ8sJK33nyDIkuCE8oyoKeWaEctjqubSAFtPzKRbexfILA9wu7OKDs6M0BpAFs+GnsRPzmjAbvTheb0s6FwJNiLuExv57L+n7NYLEbN8uUML19MpVruIBJCHP6SqSTd4W5ef/d1qmuqyZ+QT2+ql/ZgO+88+w5rH1iLscpI9nnZA8/Zdn06BG3zbBsIQRFtetbcpC9JnimPbEM2OYYcCi8pxKq3svS4pVQWVqbD0fnZqO84wGvkmEEpWRwBJDAJAuEYNV1BdrX72dnWxz+uvpy2up04l10PBjsAvnVr6HnnRfTlPWSXLkStUlCcY8Oy8CxcDjvnnT6WicNLKHEaMWhkwn5x7Eolk0R6mtGFWqG7hlR3DZdefze7Gtp4/FwHjmQbkGLFuxF+9EqEc0ZmcMIZ6fuCtEC+VUEspaTdPIrskSPBVsgZk4xM/FoG5WOnQflY6B/SeuMFQ1amEEIctHA0zJaaLSRNSbpj3bQF2nh75du89cRb6Av0ZC/Npj3UTjwZZ9t30iGo7Ldl6PLSIainu4dAcwBFZvpDIYvGQrYhm8TcBDqFjpNHnUzVsCpyDDmY5pmwXGuhJLdk32VD5gxF5eJIJ4HpGNLQ1klzX4K6nig72/t47cXnePfBP6FyleM8+acD2zXt3Eq8t4VQRz2Ocgdl2SasjoX4is1MnzqFM0+aQ0GmgQyVEq6UVx5xDIpH2bVhFbs3f8DMEjPGcAv01HLnC+/zvUf3cPIwFQ+cng5BCuClD/po9KXYXR/GkZcBaiPjhns4pdvH1ImVcMJZYCsEexG7fuxGbbTuc7jC/i8hhDhcRRNR2sJttAXb+GDDB7zxyhsobUrcM920BdtoC7Tx5tffJNGXoOz6soGeoJ6NPTS90YSxykh8XhwABQosJRYUYQUTHRMZVTmKbEM26go1geMDjB42mgnDJ6DP0KcP/ln3CgnxJZHAdBTaXd/Chp0NREw57Gzzs6vdz9O/vphA43ZyzvsDurwRAITaQkR6WlGrtGQaNZRlmyjLNuG3/Zoil40T58+iIj/nE8Pozhy6ooQYbKEe6Kll29pVPP3CS2RrwlwyQZ9el8jXyJybvTT3pfjg60YmedI9PpZIDH80xZ6eFFjywF4E9iJ+++1O1FYXJccvgbLxYHQwX6E44KRIMnBOCHG4iSQi7GjYwXvr38OX8GGvtNMWaKM12MqjP3iU7ppuin5StLcn6O0emu5Ih6Digr0396htahLBBLaYjeHZw3EZXCiMChqzGhk5YiQnHH8CLqOLLH0W6ovk1VAcPiQwHcG21zTy2rvrSFpz6UjoqW7rY+2qV9l9/9VockpxX/zngW0T6vSn3cZIJ9PLHZQ6TeQuzCd5xgTmTRnHsOK8T+xZZqMTR79kPI6vaQe2ZDf01EB3Dd+56WE+2NHEv042MjYzCMDmLTGuejzEtDwVl2QZB54/2qUm06winDsVpk6GzGKOO9nJ9h/oKRw5FUx7e4kuOnWwqxNCiM/HG/BS01ZDzBCjNdBKW7CNe2+6l8ZdjVReVInf6qcn0kPPOz00/as/BP14bwjydfuI++LEumNYC63kGHIoHlOMbZGNspFlLJuyjBxDDjnGHHSLdBRmF5Kh+tTbT/k8VhzmJDAd5lKpFHVtPTz3yptsr2vGVjWbne3pXqOtd/yISP0msk68EtPI9FpEMX0OACoSzK1wUOGyUJZtwnTK3YwqcX9qmm6A0YNckRCDKB5h94a32bHxPSZ4tOQoOqG7hhdWbeCMf+9iolvF21/bG4I2bguwtiFBdUucsZlqMOUwemw2F3S0M3ZEOZx2AdiLwV7Ei9dkw6cmMbH2fwkhxOEgmogODId78qkn2bFjB6XzSwmZQrQF2vjo1Y/Y/pft+4WgXSt3EW4Ik5yWxDw6vaiAKduE0W0k15PLyaUnk2PIwWV00f6Xdlp2tfCNC79BgbNg76iUy4eiYiEODQlMh5FOf4RnX32b199chSa3Er+5kJ3tfbTV7aTlzstRaI3kf+/hgRcjjbMQhb+DES4zS+aUUp5tosQxjdzfnU1Olu1Te5dpusVRKuKHnhoatrzPQ48/gyLUw4/n2aG7FrwNnP9vP6sbEzx6pp6zqtJDPHKSCSJxqPOm0gEosxjsxfzSHCKiyWTavEVQMRE0RoYB9/5iSCsUQoj9xJNxNu3axIfVH2LMMxLICNAaaGXdu+t4/e+vk5GdQc43cga23/W7dAgqVBUOhKCwPgxAsi9JoaUQl8FFjjGHuq/XoU/pOW7xcYypGIPL6MKisaD47f4z3cZKYixfvpxce67MhCuOWhKYhkAknuDNzQ385eHl/O7Opyhc8k12tvvpDkTpevEv+De9jHX6OdhmnQ+AJtOD3pmPM6+YS6flUlWYTXm2mZJfL8aglf9CcXRLpVL42+sxxzqhew/01HDdPx9jxZqd/HKOgRPyAwC0NCX46R0Bcs0Kfly0d5nVMW4twRSo8ifA9NlgL2aU0cPuy/QUVE0B7d6V1k9YOujlCSHEfuKJOF2hLjrDnbQEWli3aR3LH1lOQpug8IxCWgOtdIY6qf5VNeH6MIVXFmIek37d87f56dnVg8avIYccNEoNLqML1QwViZ4Ei8YuYsrkKeQYcshclInpuyYKXYX7ziQnC7QJsQ95tz0EvKEYX79vPQ0P3w5AU+EiVAYrCgV4ho8npAozfeYEli0bOzARg+6mU4e20UIcSqkUHbXbqF6/inxDhAKtD7pr+OijTcz+wzpMGmi4cm8I2r4lyLu743xUHOaEfC3oMymvyufcmc2UlxSSOuUSFFmlkFnMP69x7jd0TguUDHKJQgjxsb5oH9sat7Hy7ZV0BbrwTPHQGmilJdDCC796gc6NnRRcUbA3BG3zU/tALRqXBu9s78B+tDlaFGEFxaZiJhdPxmV0Yao00VbeRlVZFXOmzMGutad7fk4fqmqFOPJJYBoCTpOWkYXZpCYupLiwkK+ePIJJw4spdZrQyxpG4miVSkFfK766j3jssUfoaK7jZ4ty071G3TVc8WA7j2yJ88fjtPxwuhYAdyhJbziFLwJhXQ66nDLILOabWSlOieiZNHM+jJ0JOit24IHvD2mFQghBX7CPHU07SJlTtARaaPG38Og/HmXn+p0UnlpIrChGIBZIh6Dfp0NQxY0VA88Px8Ok4iliXTGy9dm4jC6ME41sP3c7JaUlnDf3PFwGV3o2uQuzUCqU+zdiyiAWLMQxQALTEFAoFDzz7WksL7qcJUuWoFbL1Jni6JBKJFD4W/tD0G4eeOwZnnxjHacP13JeuR9iQUL+JF+/2Y8CuNJlRpuR7v2pyFJRYFegcpTBhIWQWUKWvZhNSxKUjJmBzu4cOM7sIapPCHFsS6VSdIe7aQ20svyV5Wz8cCPucW6SOUlaA61sW7uNjddu3C8E1b1fR9/GPhIjEmR6MgHI8mTRU9xDdmE2y4Ytw2104zK6iFfGcZldjCoZhUFn2HtwmUlOiCEjgUkIcVBSySTN1RtQ9NaTq/ZB925667cx++rl1HWF6PyxCbUqHYK2vBPmyQ+iuJJqzivSg0JFdl4hJ4/rID/XRWj2eWgLR0JmCb/+RQG/Uev2OZYCGDViCIoUQhyTevp62FC9gYg2QlgbpiXQwkdbP+KZm54hRoyCHxQQTUYBqPtTOgTlXpRL5rx0CIoYIgAk/AkKzYW4TekQ1PW1LuiDObPnMGnUJFwGFwa1Aa44QCNkvLAQhx0JTEKI/aVSJLzNvPPS0+zauoELp7nJ8KbXKrrq4Q+58a0AV0zW8JcT0gHHmkqxuyNIMAY1vQoqyksgs5STLTpck6JMnT4L5i0BWwEKlZpnvr//IWVuJSHEofRx71BLoIVt9dt46pGn6PJ1MeLsETQHmmkNtLLhxg37h6D2CC0bW1BoFOQkclAqlDj1TtQT1QTsAWaNm8W8yfNwGV1k67LRf0VPSW7JvpMozBiiooUQXwoJTEIcq1IpCHZB127WrnqFp5e/QoUtwYWjgO4aFJE+Ft/QRzgOc64wUZqZ/uVfYkmgUoBfYYKyeZBZgiKrlBeH+XGXjaV4zHTQ6gGY2v8lhBCHWjASZN22dVQ3VpNVmUWLv4WWQAvP//15qt+oxrHUgXlGehKFSHuEnX/YiUKjoGlK08B02OosNUqtkkxVJjM8M3Ab3ThHOtl10y4qSipYsmAJbpMbtUoNZw9ltUKIwSSBSYijXKyvE7WvPn1fUdcuLrnuLj7a08Ljy0wU6NJTcq9dG+X6F8KcWJ7Bhc70mHmlUsX8cjNxlZ7oiCUwdjJklnLBpXlcnFWE+pNj64HZcpOxEOIQ8kV9AyHohRdeYM07a3COdaKp1NASaKGpronqn1Sj0CgYcduIgRDU3NZMoCWAvkWPBQtOvZPsimyU85S489x8bfzXyLfn4za6yTw9kyxj1r69QwAThqBgIcRhQwKTEEeBkK+bXevfpMQUwxhqhK7dPPHyO3z7vs1M8yh4+py94ea9TX62dSbZ0ZSgoDQDLHlMmZzFZclepo4fA185FzJLwV7EC9do9juWbr9HhBDif5NMJdnZuJM1W9YQ08dIZaVo9jezu2E3T/74SULeEBW3VuwNQY830/1aN45eBy6HC4AMewZKjRK9U89E60SKcopwGV3EsmOov61m8ujJjCoele4dAjhlqKoVQhxpJDAJcaRIxkl07WHFv38HfS2cNMIAXbugazdjr99GdVeS1y40ML84/WNt6YvT7k+wo0sJppx0CMoq5brv+VFa3IxbuBTKx4NazzjgH0NbnRDiKBZPxmkLttHsb2ZP+x4euO0BmpqaGPutsQPrD9XdU5cOQUsduM5Mh6BkLImvzgdAoi+Bw+nAbXRTNLeIHkcPU+ZO4YS5J+A2unGb3Ni+Ztu/d2jMYFcrhDjaSGAS4nCSSoG/Dbp28ejDD7Jm3QYummRjpKGTjO4a9DuCLHkwxMhsJSd9yzTwtPJMJe2BFD36Ehg9DbLKmHq8m3XnZ1A2fjY4PQPbniGfqgohvmShWIjVH61mU/UmPOM8NAeaaQm08Oq9r7L56c1YZljIPi0bSIegrX/fCkBwQZAMS/qtiDZbizZLi8fmYXHxYnJNubiNbpofbmZE0Qimjp6KRW9JH/CkISlTCHGMksAkxBBIhX0oundD1252bnyPa257GkW0jwdO1UC0D4C7HgiwYleCYREdI8drUABlTh2jchWMLsmBWRdDVhlklvLY5R50mbkoPvHJqhkYPyTVCSGONsFYMH2fkL+J11e+zluvvoWx0IhlsoXmQDPt3na2fiMdgir/UjkQgjp8HYQ7w2jbtaiV6oGeIPPZZpxZTpZNW8awvGG4jW5yLshBrTzAuoTDBrNSIYTYnwQmIQ6ReCRMy4415OuC0LkTunbyo789x4Pv1XPDPDUXj03fH5TqSvDQOwEMakieYEapVIGtkFNnKRlWpWTE0oUw/3hi1iK2rtrAupuW7rfYsX4oChRCHDXae9tZs2UNHeEOdkR2sGP9Dpr9zdz37fvoa+2j9PpSMsz9IeiFDtoea8M6zUp+ST4ASo0SrUuLRq1hrHksVcOqcBvdZJRmoLhIwaSqSQwrGIZS0f+hzqKhqlQIIQ6eBCYh/hepFN2Nu9j6/mu41H2UGfqgcxe7tn/EiOs3o1OB92fmgRuVQ10hWnwJdnSqwOiErDKKRxXz+3gjw0aOJXn6OSidZZCh5ZufPlYsBooPB71EIcSRLxAL0ORvoqmvibtvv5uamhqqzqmiW9FNs7+ZnU/tpO3R/hD0zXzYnn6er81H3Bcn1hXDlmkj15RLxfQKWhQtjJs8jlPnnkquKZdcYy62C20Dr3VCCHE0kcAkxOcRjxBu3s6LTz/Mnh2b+eHCPOjaCZ07+dljLfxrfYxfzdbwm3npOeTyEykSSYgroctUiaNwODjKuWKsngtVWVROmgeuQgDUwE/OGMLahBBHvPaedtZsXYM6W01nvJNmfzNvrXiLt+95G12pjqxzswa23f7X7cS9cZormtEXpfunNQ4NGcYMbAYbI9QjGFsylnxLPh23d1DsKmb62OlkW7L3HvD7g1ygEEIMIQlMQnwslYJAB3Tu5M2XnuPZl99gklvBOeVh6K0jGU1w+g3p+4suMppwGNJDS4Y7VBTaQZtdCpNPhKxytI4y6s81464YhzJj749Z5ZAUJoQ40oXiIVr8Laz+aDWvvvIqMV0M53Qnzf5mmv3NvPfN94j74pReWzoQgrwtXnp292BQGcgiC6vWSq4xF90SHXqFnlOnnsr4EePTkyuc48b8NzOxWIzly5ezZMKS9NDfEUNcuBBCHAYkMIljTioWQdFbC53VJNq2c8lv7mB7bSsrLjBjU6QD0eq3I9zyWoSvjMzgHEd6DSOD0cLSUWqsNjvhSctgxETIKuf7V5Vwpcaw33E8+z0ihBAH1hfso7qlmoguQqO/kWZ/M3dfdzeN2xsp+noREWcEgN7VvTT+sxFDhYEST8nA89UONSTAo/QwrmAcuaZcDMUGfBN9jKsax6xxszBp+mfWlBnmhBDioEhgEketroZdWKJtqL17oLOaR59/jV8+vJ5ZeSn+fXJ66JwKeGVtH819KXY0xZmSpwZbAbNnZPF9s59Z0ybBWV8BRzmYcnjuqv3H58uIfSHEfxNPxmkPtvPiyhfZsHkD7vFuAvr0fUXrX1vP5ls2p0PQz/eGoN0f7Sa0J4ShzoDVacWkNuEa7kI9XU3ZyDIumHQBHpMHj8lD1ulZOMyO/Q88exCLFEKIo5QEJnFES8Si1G56l2DzdkZlxaCzGjp3UvXz19naHmPdN4yMd6sAULbG2NkRIVOjAo0pHYIcFdx4hQ+9o4DyE06F0vGg1jENmDaklQkhjiTJZJKOYActwfTU22s2ruHZu54lponhOddDW6CNeCrO7l/vJlQTouCKAiwT0msKBfVBSEHSl6TMVkauKRePyUPHDzqwZFhYMGsBY0rHYNFY0pMqfHeIixVCiGPM5wpM48cf3GouCoWCZ599Fo9HBiWJL0k0yEdvL2fzmreZW6rDnWyBzp08+sZmzn28j5kFKlZ91TiweZYuCUBNxM74kgngKGfudDevnaygctJcqBgL/bM5XXD6ENQjhDjidPg6eHvD29S112EfYafJ30RjXyPPXPsMrWtaybssD8v4/hC0M8ie5/egzlLDyennq5VqXCNdRDOjzCmbw+zxs8kz5eFc6MR0qYnyvHKUn1hLjSlDUKQQQoj9fK7AtHHjRn74wx9iMpn+67apVIobb7yRSCTyPzdOHGNSKQh20br1XZ556glivS1cPt0MHdXgrecb/w6wujHBo2fqOasqvQ5RZWYSbQZkaI0w4lRwDgNHBQ8sNZNZOg6jfe+sTg5g/tBUJoQ4AkQTUZr9zTT5m3jqqadYv2Y9rmkuEnkJmvxNtGxuYc/16RA07Oa9q6n6o36S0SSxjhhuo5tcUy6ZzkyqL6umoryC844/D4/JQ7YhG+UFyv/QAiGEEIejzz0k78c//jHZ2dn/fUPg5ptv/sINEseAZBK89dBRzYMPPsAb767lwnFGZmW2Q6iH+qYEl90RwGVScHm2eeBpU4uMZOiV6CtnwqLF4KhgTGYpgb/mo1Jr9jlE/mDXJIQ47CWTSbbWbqU73o1X5aXJ38SmrZt48oYnCcfCFPy8gBQpAOrvqce31ocr5sKxOH1vkNqpRm1RY3VaWVy4mDxzHh6zh1RZCrfRzfhh4zHq9/Z0s2QoqhRCCPFl+1yBqaamBqfT+bl3unXrVnJzc79woz6ttraW6667jtdff53W1lZyc3M5//zz+cUvfoFGo/nvOxBDIx6Brt3QuYPGrWv48Z8fprenhxe/ooV4CIDlT4Z44KMYpUkts2ZqAQWVpYUsGdNNZWkBiSWXocqpBEcFt16btd8h5LNaIcQnBWNBdrbt5LmXnqO2uZbSRaU0+htp6mvirRvfouf9Htznuck6Lv16EuuJ0ba5DZSQjCcx6Ax4TB5y5ucQKgkxd9FcFs5biMfsIc+Uh+F7+8+IScUgFymEEGJQfa7AVFhYeFA7zc//cj/f3759O8lkkttuu42ysjI2b97MpZdeSiAQ4I9//OOXeixx8II9bRiCjemhc507uOnOp/nXq9v5zgQl35uSHjqnDyZ5+B0/AP6gGZNeC1nlnLFIS+k4BXOPWwgLT4KsMixqPS/8bCgrEkIcrhLJBB2hDhr6GtL3Dz3xDGteX0PmpEyUo5V0h7uJ9cTYceUOUEKVpwqFKn2/oipTBQowRA1Mdk0mz5yH2+Bmz617GDVsFItnLcZpdKYnVjhliAsVQghx2PhCs+SFw2E2bdpEe3s7yWRyn++dfPLJX0rDPun444/n+OOPH/h3SUkJO3bs4B//+IcEpkHU1bCLWOt2XIoO6Kymt3YTo3/+Ms3eOP6rzOgy0m9K/E1hdnZE+ahNDdoscFSQ5RzGrVe0UDJ8NBknLwP3MFCqOA04bWjLEkIcZtp72lm9eTU+hY+EPUFjXyPVTdU88d0nCHWHGP734SiU6deb1jdb6XylkyxlFu4KNwCZzkyyhmWR6crk3NJzKXOVkWfOw77QTkFWAUadcd8Djh3kAoUQQhxRDjowrVixggsvvJDOzs79vqdQKEgkEl9Kw/4br9dLZmbmf9wmEonsM/mEz+cDIBaLEYvFDmn7/puPjz/U7fi0VDJJ257NbF/zBrOKdKh7d6Ho3MF1D7/Pta/08K2Jav5+YnoVeWsqRV84TiIFO0M2qkaOJJVVwTmVVqZ/1UjVlAXESkcNzEb3nRP3HieWSEIieaAmiM9wuF4z4vB1uF4zyVSSzlAnNd01PPzww+yq2cXIc0bSHGymKdDElru20PVSF1mLs3B/JR2CUskUwfYgqXiKVE+K/MJ88kx5xJbG8Ff6mTZ9GsfNPg6PyYNFY4GzP/v4h9v5OJwcrteMOHzJNSMO1uF0zXzeNihSqVTqYHZcVlbG4sWLufrqq8nJyflCjftf7d69m/Hjx3PzzTfz9a9//TO3u/baa/n1r3+93+MPPvggBsMBxqEfS1IpIl11NG1fhzXVy/xCMIebMQYbcVzfRiAG275jpNKRXsPovg+jXPh0mNNHGvn7xePo0+XSp8vlw3YFevcwdHbXEBckhDic+MN+AhkBelI9dCe7Wb96PZvf2IxxuBHzYjNx4qSSKbZeupVUIkXFzRVostL3pHa92kX7U+3kz85n2vnTsCvtZCoz6d3ZS2FWIYXOQjQZcv+qEEKI/00wGOTcc8/F6/VisVg+c7uDDkwWi4UNGzZQWlr6PzfyswLNJ61Zs4aJEycO/Lu5uZk5c+YwZ84c7rjjjv/43AP1MOXn59PZ2fkfT8pgiMVivPLKKxx33HGo1epDd6BUErwNvPLUg3y0YQ0XTLTjSjSg6Kzm36u7ufS5MItKVbx0/t4hKlPuCNATzeCub89g6vQZpLIqCBoLSNiLMWVKMBoqg3bNiKPGobxmUqkUDR0NvPPhO/TEetAUaGjwN9DgbeDxrz1OuCPMsFuGoc5MH7fr1S5a7m/BMsFCwRUFqBQq3EY3u/+5G4vRwlnfOosxZWPwmDy4DW6sOuuX2l7x+cjrjDhYcs2Ig3U4XTM+nw+Hw/FfA9NBD8k788wzWbly5ZcSmC6//HLOOeec/7hNUVHRwN+bm5uZN28e06ZN4/bbb/+v+9dqtWi12v0eV6vVQ/4f9LEvrS3JBPTUUrPhTR557Ak0kW5+ME0DndUQC/Kzf/j5qD3JyK/oObEifbxRLg0jXApKS/Jh9oXpNYyclbz7s2JUnxrjP7TxUnzS4XT9iiPDF71mEskEbcE2GvoauPfue9levZ2KUyvoUnbR0NdA7Qu1tD7YOhCCPpZUpIfbKruVVJZVkm/OR32ymu6ybiaNn8QJc0/AbXSTocyAM760MsWXSF5nxMGSa0YcrMPhmvm8xz/owPTXv/6Vs846i1WrVjFq1Kj9DvTd7373c+/L4XDgcDg+17ZNTU3MmzePCRMmcNddd+27GvqxpD8Y0bGdO+66h5XvrefyqUamWlohHqauNs7P7wlSYlfwg6L+NYxUGpaMcTEioME+4wSYtxiclUzJLGHL7ftfKKrBrUgIMYR8QR+twVZaQi009DXw5so3efmel1HlqLCdZSOWTI/v3nHrDmIdMWrcNRiHpT9Q0WZr0dg1ZGdlc0rpKeSb88kz5xF/Kk5VQRUluSXH7mu1EEKIo8ZBB6YHH3yQl156Cb1ez8qVK9PTr/ZTKBQHFZg+r+bmZubOnUtBQQF//OMf6ejoGPiey3WUDhFLJqC3Dtq3U/Ph2/zqb48S9vfy+OkqiIcBeOHZIE9vjzPJoGXqVC2otIysquTcmV2MHF5O6uxvocgeAfYiblR9oQkRhRBHgbbeNt7f/D4NvQ2Yykw09DXQ0NfAk997Em+1l5KrSjCUp+/r9FX7qP+gHl2hDuMZRjKUGeSZ8lAvVKONaTll6ilMHTeVfHM+nvM86G7V7X/AkkEuUAghhDiEDvpd9C9/+Ut+85vf8LOf/WzQPjl8+eWX2bVrF7t27SIvL2+f7x3kLViHnVQyAd2N0LEd2rdxy78f5f7XN3PFRBVfHZ3eJsOb5IFVfjKUED3RjEarB0cF552oZdIsDXNOOAFmLwF7EQ6ligd+PLQ1CSEGVyqVoifSQ72vnseefIyNGzfime3Bb/Gz27ub1utaqf+/evTFekqv2TucOq6MQwrogsop6aFzFpeFVkcr40aO46SFJ5FjyEGlVMn8/0IIIb6QZDJJX2MjGl8f8dYWwo2N6Lu6hrpZB+WgA1M0GmXZsmWDOszi4osv5uKLLx604x1ygU66H7mSa69+gkt6wrT90ISqf02RluowGxqirHep+eo4GzgryBtZyY2hFipHjYfTz4WcClCqOHNoqxBCDKJ4Ik6bv43mUDMNfQ18sPEDnvrbU0SUEVxfdxGIBQCo+XMNge0B8lJ52KbbANDkaFBb1Niz7CwtWUqBuYA8cx6K4QrKXeWU55Xv+5q+eAgKFEIIcURK9PURa2nhleeeY9e27SwuKsTW5yfW2soT69fz8y2bmWEw8rdPdHqYp04dwhYfvIMOTBdddBGPPPIIV1111aFoz7FBbSCr9lm2t4UIx6HGl0HZsOHgrOT8AgszvmJg/OzjYdR0UKpQAD+VdCTEUS8ai7K+ej1b6rZgLjVT76unvq+ep3/7NE3vNJH7tVxsU20AhBvC7HpzFyqTCvNFZhQoyDHmoJ+lJ14eZ9H0RcyZOYe6jXWcc+U52H5h2/+A//vcPUIIIY5iQa+X2o0bcaZSqHt6ibe2sOq91fz5jdcpUKn4RZaDZCD9gd33avZQE41yV34+Uwzpe10Nfj/RVIrmeIwMp5MMtxtVTjatQzxb9cE66MCUSCT4wx/+wEsvvcTo0aP3m/Thlltu+dIad9TSGFAcfwM3hd9l7snnUjx5IWjSs/mN6f8SQhyd4sk4Lf4WVry1gnfefwdLuYWEJ0G9r57qzdVUX12Nyqxi+P8NH3hOX7yPZDRJrC1GvjmfAnMBOYU57PrpLqoqqlh28jLyLHloVVo+2fUci8VYvnk5RrXxAC0RQghxLEslEsQ7u4i3NLNj/XqefeklDJEo5+TnEWtuIdbayvFr1+wXgtr9ft5samSYVktSpwdAZbUyLTeXkmQK56LjcE6chDrXzRlWK/MyMigaPRqtyQSkfzdtWL58yOr+Ig46MH300UeMGzcOgM2bN+/zvU9OACH+s+Skb5DfkcewKYtQyTScQhxVYskYzf5m6nx1bKnbwn1/vo+Ozg4qLq+g2d9MPBWn8V+N9L7TS/bp2WSfnA2AyqlCkaFAb9EzI3sGxVnFFFgKUJWrcBvcTBg+AYP2E4tuzx2a+oQQQhz+/O3tbF/9PoGWZkZbrekQ1NLCd594nA9aWrjB5WZi//I77/v9XNMfgk4sKh7Yhzsjg5ZYjGCWA+O4sWS43cw0GPm/pkbKRoygZMkS1C4XSoOBBz6jHc5BqPVQO+jA9MYbbxyKdgghxBElEA6wdvtaFA7FwNC5Z+94lo+e/wjrHCtZJ2QBkAgk2PbYNgDUZ6tR6VVoVVqKxhThS/mYPmE6J009iQJLAYXmQrIuyUKj1gxlaUIIIQ5ziUiEREcn8ZZmYi0t/PuRR9m4YzvnFhZSEY0Ra2lhZWsrl/WHoKc+EYJa29poDIdpCoeZaDCQkZ3NcLOZU0wmKosKybngAtRuN2q3mxctFkxu9z73ueYCVUNQ81CSuaaFEOIzxJIxNuzcwMr3VxLRR1AVqKj31bO7dTevXvwqJGHEbSNQatO/SNq72gm2BtE0a9Bn6NPD5woKyLs0j5KCEs5ZeA6V7kqyDdkoz5f1iYQQQuwvlUqR9Hr56O232bFxIyMsFrIjEeItLby/6SO+veotMhUKnvhECHq8oZ73gkGGNzVTaLUC4FarsWVkYDObMc2bhzo3F7XbxXU+HymbnVHTpuIsL0eRkUE5MPsAbTnAwhHHpM8VmE4//XTuvvtuLJ/zBq3zzjuPW2+9lezs7P+pcUIIcajFk3Ga/c3s7t7NXbffxa5duxhx0QiaI800+5tpfqKZjmc7sM+x4/mqZ+B5Kr2KVDyFJ+GhqqCKAksB2jwtqvNVzBg3g6qiqr3DlOcNUXFCCCEOO9FgkEhLK6ruLmLNzVRv2sRfnn4aQiGuLSkh3txCMhjkOw31vBsMcoPLzan9ISgjEqEtGiWkVKJQq8nIdaN253JmSQnTkgmmzZtH/oyZqHPdDHO56DEY9jv+/EGu92jwuQLTM888s89isf9JKpXiueee47rrrpPAJIQ4LERjUdpCbTT4G6j31fPS8pd4/ZHX0ZXoMJxgIJ6Kk0ql2PanbSRDSTrGdqDzpD9XsxRYiBRGqCisYNnIZRSYCyiwFGDaamJY3rBBXWJBCCHE4S/R10dX9U5WvrQCX0sLJxcVEWtKD527/LVXWd7RwfWfCEEtkQj319ZgUSq5Krl3fdFKqw2fRottzBgy58wmw+3GkZnFWwE/xaNH4xk+HEX/76AfDEmlx47PFZhSqRQVFRWHui1CCPGFJZNJNu3exJ7OPSSy0rPO1fnquO+y+/DWein7dRna3PTNrT3bemj6oAmj30jx8cVoVVryzfloT9Ji1Vk5e9rZTBg+gQJzAdkXZqP4P5nQRgghBMSjUdqqq7FHY8Sam4m1NHPbU0/x+pYtnJPjYnYySdLvZ2ckwrL+EDSjfO97aF00SgpoTSXRFBaSketmeJaDH23ZQmFxEfnnnYfanYs6182/dQceEHc0TKJwpPlcgemLTPTg8Xj++0ZCCHEQUqkUPZEeXlj5Ams+XEPOhBy6Mrqo99Wz7vl11P6rFtNIE0U/Khp4TjgSJhVLkehIUDy8mEJzIeYTzXTkdTBl/BSWzl+avqdIoYRThq42IYQQQy8ZiRBrbuaD119n49q1VJnNVCqUxFpa2LFzJye+vxqDQsHqT4Sg9a0tvO71UhUIMtPhACDP4aCqp5u8zExM552LIS8ftdvN79UZ/NntxlVRgSpj79vwmwa9UnEwPldgmjNnzqFuhxBCDOiL9lHvq+e9Te/x9GNPE1AEcC1xUeeroy/Wx85f7iTSGKHwykLMY8wAKBwKUIJWoWWmZyaFlkIKLYXE7ohR5ipjYuXEfWefO3VoahNCCDE0kskk3Q0NxNvaMPr9xJqaad6xg5898jDdPh93l1eQ6OwE4E+tLTzp9XJFloNv9YcgeyJBPJUikEoRy8nBmp9PRq6b8wIBZkZjzJg5k5KZM1C73SgNBjYfoA1H1nKt4mMyS54QYkgEo0GaA+m1imp9tdxz6z3s+GAH7jPcJEoSAPi3+an9Zy2aHA0VU9Kf5ilQkF2VTcKZYH7JfOZNmkehpRDPSR7c17j3XacIoHKwKxNCCDEUUskk8c5O+vbs4Zmnn6a5tpZLRoxI3z/U3MwvV6/moc6OfUJQKJHghV27APBZrRiVKhQGA+Py8+kymymfOBHn4uNRe3JR5+ayO5Uif+RI1J8YLnf6kFQrBpMEJiHEIRONRVm7fS29il56VD3UemtZt24dK36zgqQ6Sfn15QPb1n1YR9+WPlTjVGSVZJGly2L46OHYl9opryznG3O/QaGlkHxLPtqLtENYlRBCiKEQC4ep+3ATbgXp+4eam7n/xRd5cv16jrNaOTtDTSoaxZ9I8LVdOwFYXF6BsX9ihKxUekKFXnUGuqoq1Lm5ZObm8oft2/AUF1N2yimYiopQ2Wz8UqHglwdoQ8lgFSsOKxKYhBD/k1QqRXNvMytWrWB7/Xbc09zUeeuo89Wx8rqVeNd7yb0wl8z5mQBEI1FC7SEUKgVGlZEiWxGFlkLCl4bRhDUsmruIaSOmYdKY0gc4d+hqE0IIMXiS0Sjx5mY+fPtt3nvnHfJVKqYYjUSbmuipr2fSqlUkgDWfCEF7Ojt5u6sTVyDAWS43KJXY3G5mB/xk2mwYzvkKrooK1J5crjabucHjwezcd9qEHw9BreLIIoFJCPG5BGNB6vvqee6V51j11ipMw0ykSlLU+eroauqi+ifVKDIUjLh9BAplela5DGcGCrUCW9LGgoIF6R4iUz7eUi8zxs6gIr9i77TcB1oxTwghxFHD39VFX20t5kCAWHMzwfp6vv3vO2no6uTOimFou7sBuKezk791dXKm1Uqlyw2kF1A1KpUEUyl6nE6cFeWoc3M5PZlkRCDAuMmTKZ07F3VODgq1mjcPcHzT4JUqjjISmIQQAxLJBM3+Zmp9tWxt2sqdf7iT5oZmKn5UQXuoHYCWB1roeqULx/EOXOe4ANA4NBjcBjJzMzkt/zQqPZUUW4pxHu+kMLNw38kWAIYNdmVCCCEOtYQ/QLSpkeeffJKaHTs4u7yCjI4OYk1N/O2D97m5vp4zrVZ+0x+CAN7YtZO+ZJL6lhbKtVoUej0jiwqZa9AzpqoK52mno87NRe3JZZtGS86wfWeXy0XWBheH3kEHpra2Nn70ox/x2muv0d7eTiqV2uf7iUTiS2ucEOLQ2N20G2+Gd2DChecfeJ4PHvsA00QTjlPTN8Km4im2PLMFEmBsMqLOVGPX2smcnIlX7WXagmmcMfcMiixF6fuKvir3FQkhxNGsp7kZTW8vydZWYo1NvLxyJfe8uZJSFFTe8DuSXi8Al+yspi+ZZHhRMWXa9O+GzGgUgG5AW1HRH4I8/K62FrPLxaQlS3AOr0Rlt1OpUHDZAY5vOMBjQgyGgw5MF198MfX19fzqV7/C7XajUMiCjkIcjvqCfby98W2aQ82kslPUeGvY07OHJ85/gpgvxrA/DUNtUwPQ2daJv9GPMkeJVqWlwFJAkaWI0stLKcot4qyTz2JU3iisWusQVyWEEOJQSfj91G/YwAdvvonWH2Ca1UqsuYloUxOzX1hOUzTCc0XFlPaHoD3eXla0tjLDYCSpTv8+UVqtzHa7SWi12E4+mZxx41Dn5vINm41vOp1kFhTs897xO0NSqRAH56AD09tvv82qVasYO3bsIWiOEOJgpFIpOkIdPLniSdZ9tI68WXm0Jlup9dby4eMf0vJwC5bJFgq+XbD3Sf0dQRa/hbHDx1JoKcTkMZE8McnMCTOZUDEhvYgrwNxBL0kIIcQhEuruRtE/RC7W2MRv776LbXV1/LSsDHevl6TXy5PeXn7ZH4L+lZ8/8FxTf8Zp12qpqqpC7fEwT6vlhpZm1Dod+Vdeib6wEJXJxPMHOLZ5cEoU4pA46MCUn5+/3zA8IcShFY6H2d2zmzdq3uCO791BRBchc34mtb5aArEAO364g1hXjOJfFGMsNwKgcWlQ6pTYDXZOLDmRIksRRdYi1C+pGVs6lixL1hBXJYQQ4suUDATY9NZbVG/YwHibHbPPR6ypieVr1vDTtWsZqdVy+ydC0PLaGnZEIpwaiZJjSk+JUJrlYFQkQmVBIZlf+Qpqjwd1bi7PKhXkVA7H6soZeH4eMDEWY/ny5WgrKlD19zIJcbQ56MD0pz/9iZ/97GfcdtttFBUVHYImCXFs+ri3qMZbQ623ljtuuYPtG7aTf04+foefFCl8e3zU/6MeXZGOsjFlACgVSnLG5KD0K1lSuoTZU2dTbC2m4IwCnDc7985C97Giwa9NCCHE/y4ZCqXXH2ps5KMPPuD+F17AFI1yWa6HWGMjid5eltXUUB2NcFteHrOM6RCkCQboTcRpjClR2WzpEOTxcFlLM1GjkRnHH0/x+PFoPB6GG42cc4BjSw+ROJYddGBatmwZwWCQ0tJSDAYD6k99mtDdPyWkEOLAvAEv9b56WiIt1HhreGf1Ozz/x+dJ6BIU/Gjv0Lmat2sIbAuQGpfC7rBj0VjIKsrCeryVEaNGcOncSymyFpFvzkdzoeY/HFEIIcSRIBoIsHPNGnprahhhNBJrbCLW2MjlTz7B283N/C7HxQxjehTBtkCAvzc2UKLRcHF3z8A+Ks0mNAk9hnHjyZw+HbXHw+KsTNYmk5ROmIjN7RrY9vuDXaAQR6iDDky33nqrTPQgxH+RTCapbqhm3c51aAo01HprqfHW8NQ1T9H6Xit538zDNtUGQLgjTM+uHpQGJUqU5JnzKLYWM+6icRjjRk447gRmjp6JSWnixRdfZMkVS/b7oEIIIcThL5VIEG9tJdrUxDNPPcX6DRs5IddNaTRKrLGJVXv2cElDPSUaDc8Xlww8r7ezk85YjMZYFKUpB7XHwyi7nUt3VlNRVkbehReizstDnZvLM+YD9wW5D/ioEOLz+EKz5Akh0mLJGKs3r+bNNW+icCoIZ4Wp8dbw0YcfsemqTajMKob/3/CB7SMZEUiBolPBaMdoiqxF5I3Mo93ZzrSx05g7YS6ajP7eogWfOlYsNoiVCSGEOFjJZJLmrVtRdXdj8PqINTWyZeNGrnr2WVTRKLe53BCPA/CvxgZWBgKYcnLItdkB8GRkoFcqMej1GGbPQpuXj9rj4bfRCAqHgxFTp2LNy0OhUFACTBrCWoU4lhx0YDrvvPOYO3cuc+bMoaKi4lC0SYjDjj/qZ0vTFh564iF21uyk7Iwyanw1NPgaqL29lt53esk+PZvsk7MBSGQmQAEavYYpmVOocFVQZCnCMMpAsb2Y4YXD9723aMIQFSaEEOKgJHw+urZv5+Xnn6ensZGzioqJNjUSa2zim2+v4jWfj2tzXJxtswEQikZ5t6UFnUJBKsuBQqNBnetmgd2OJxJm7Nx55C6YjyYvj7LcXPxZWfvdezpjCOoUQux10IHJZDJx8803881vfhOXy8WcOXOYM2cOc+fOpbKy8lC0UYhBkUqlaA+2s8e7h2eWP8PKF1diGGZAMVZBe6idRCDBth9vA2D4qOGo9CoAzMVmaIFRBaM4Y+wZFFuLKbYUk3NeDjaTbQgrEkIIcbAifj+0txNrbCTa2Mg9Tz3NqxvWc5LDwbxkiqTPR200ygU1e9ArFCworxi4VSFHqUQJ+AwGDBMnos7LY7TbzT/27KZ05EhKlyxB43KhUKn45dCWKYQ4CAcdmG677TYAWltbWblyJStXruTPf/4z3/nOd8jOzqalpeVLb6QQX6ZYMkaDr4Eabw3VndX8/Rd/p3lPM8U/KyaiigDQvryd9qfasc20kTcsDwCXw0VwRpCcnBwuGnkRY4vHUmIrIfvC7L3rFgkhhDispRIJmrZsYfO77+KMJyhIJok2NlBfvZNTX1yOPxZnTXn5QAha09bK8t5ePD29zHE6AcjPzmast5cChwPDxRdjLSlBnefhz1YrdxYVoe2fovtjlw16lUKIL9NBB6aPmc1m7HY7drsdm81GRkYGLpfrvz9RiEHS0tVCe7ydOn8de3r3sOLJFbx9z9voK/W4Lth7rW57ZxsJfwJ7ox1TkYl8cz7D5g6j19rLtBnTOHvJ2RRZizBrzHD2EBYkhBDic0l4vUQbGundtYt/3n8fDfX1XDNyFPGmJqLNzfymsYGHe3v5RmYW3+8PQYZkko5olBTQq9HgKi5GnZfHGdEIo8IRZsycSfH8eWg8HpRGIxsOcFzTAR4TQhz5Djow/fSnP+XNN9/kww8/ZOTIkcyePZuf//znzJ49G1v/eF0hBksymWR7/Xa2NW8jnhlnj3cPe7x7eOjrDxFoCFB2fRk6jw6A3q5eAk0BUsYUhgxDeuictZiJP51IgbOA044/jaq8KtQqmYFOCCEOZ6G+PvasWUNBRkY6BDU0cveKFdy3fh3Hm8xc0t/DE0km+c3OagAu6e4hMyP9tqdIp6NAr8daVIjtxKWo8/LQ5Hl4p6+P4gkTyC4pGbiPKP/ATRBCHEMOOjDddNNNOJ1OrrnmGk455RSGDx/+358kxP8okUzw/tb3WbVuFYYSAx3KDvZ49/D+8++z6x+7MI4wUvyT4oHtk+okANoeLZMmTKLYUkxWSRbRuVHmTJjD2LKxe6fHnzUUFQkhhPgsqVSKRGcn2959l9VvvYUzkWCy3kCsoQF/QwNj3nqTBPBuWTk2Vfp+0o7uLrZ4vRQnU2AyoXI4sOXlcZHBQGZONq5zzsE1ogpNnocbcnL4Xcb+b4GmDXKdQogjw0EHpg0bNvDmm2+ycuVKbr75ZlQq1cCkD3PnzpUAJf4nsUSMjbUbeealZ2j2NuOY7mCPdw+1vlq2/HIL4bowBd8twDLeAkDSkQQFqJNqZufNpsRaQom1hIyHMhhdMJpCV+EQVySEEOJA4oEAiZYWog0NROsb+Pntt1Hb3MzvKyrQt3eQCoW4u6uLWzo7OMliYZg7FwAlkJWRQV8ySW9uLnlVVajzPCzLUDM5HmPUlCkMmzYNpcEAwN1DV6IQ4ihx0IFpzJgxjBkzhu9+97sAfPjhh/zpT3/iu9/9LslkkkQi8aU3Uhx9grEgNb4aHnnqEVa/t5qsSVn4c/w09DXg2+6j5nc1qLPUDMsdNvAcY6ERDRrGOseyeMxiSqwl5J+QT95P87AarUNYjRBCiE9LpVI0fLSZ6jUfUGUykdHeQayxgYffWsXv169jmk7H7/pDEMBTu3bSmUjwjRRU6XSgUFDpdjNVpWTk8OE4zz4bdV4+mvw8tlgsZBYV7TP9tgtZl0gIcWh8oUkfNmzYMDBD3qpVq/D5fIwdO5Z58+Z92e0TRzhvxEuNt4a11Wu59x/30tHdQcElBTQHmgGov60e31ofrqALx/EOAOyFdnwVPjxlHi4feznlmeWUWEvwXOBBpVQNZTlCCCE+IRkOE2tsZOt777HipZewRKKcnJVFtLGBWGMTMzd/RFciweOFRYzQpe8nxeejPRqlQaVCaTKhzs9Hk5/PlZXD0GVlMe6kk8kfOwZ1bi7DNRouPcBx9YNapRDiWHfQgclut+P3+xkzZgxz587l0ksvZfbs2VgslkPRPnEESKVSdIe72ePdw+7e3Tx8z8N8sOIDrNOtZExOX2Kxnhg7HtwBClCeoUSpVpKpy8Q620o0P8qC4xZw0nEnUWotJduQjeKbiiGuSgghRDKZxFdfj6anh1hDA9GGBn5+1118WF/PtfkFlAQCALzu83FVSzMT9HrmF+wdCl2o0aBPpYgPG4Zt8iTUefmcbrMyKZmicuoUHEVFA/eTXjUkFQohxH930IHpvvvuk4B0jEomkzT0NNAUaWJP7x42N2zmrh/eRU9TDxU3V6BQpX/ptW5qpXNjJ5HMCLmTc8kx5FDiLiHn/BwqKyq5cMGFjHCPwK6zw7IhLkoIIY5xqWiUHatXs+2DD6jU6XF8uJGWl17m5XVr+d7atYzQarn3EyFoTV0tm8JhdqnVlJgtKE0mRng8LDHoGVtejuuii9JD5wryWeNyodRo9jmeAyga3BKFEOJ/ctCBaenSpQN/b2xsRKFQ4PF4vtRGiaEVT8RZv2M9IVOI2r5advfu5oV7XuDD+z/ENsuG+1w3AKlkio6dHaSiKWLtMUrKSyi1laI+R01idoJ5M+Zx3OTjMGn6V6ZYNIRFCSHEMSzh8xGtb2D3urU88swzKHw+LsnLJ1ZfT6y1lWU1e/goHOYvuR4Wms0EAFMoRDCZpDEWI8PtRpOXh7ognx91dxO3WJh93HEUTpiAymZjmELBCUNdpBBCHCIHHZiSySS//e1vufnmm/H7/UB6Edsf/vCH/OIXv9jnBkxxeIsn4rz30XvU9NQQc8TY493Dru5dPHHeEyT8CSpuqkDjTH8y2B3vJhFKEG2JUmQpotRWSom1hO6/dzO6dDQLJi/AapCJF4QQYigk4nE6qqsx+/3poXP1DVz/8EO8sXMn33VmM6N/2NtHoRC/ra/DlZHBV0rLBp5fbjAQUavRjhxJT34+5bNmsTDXzSaFkrIpk9GbzQPbXjDo1QkhxP+3d9/RURXtA8e/27ObTTa994QWQg+9hCJFwF7BQhQpioogogg2rCg2xPJTsYJd8X1B8AULKB3p0ktCaGmkt63390dgJUAwoS3l+ZzDOey9c+fOE4bNPjtzZzyr3gnTxIkTmTFjBi+99BKdO3dGURSWLl3K008/TVVVFc8///y5aKc4A06XkyUblvDHmj+wNLFw0HWQPUV7WPn9SrI+zcKnpQ+xD/0z3ULrp8VV6SK4KpgOcR1IsCQQmBKIz1AfurXuhtl4zF7mrT0QkBBCXIZcNhs7lq/g7+XLSNDqiLBase/bx9q//+aWZUsJ0mpZmJDoLr/j4AE2lZayU6ujc0AAmqAgGoeEcL3Zm6TYOMKHD0MfE4M+OprvgoJQqVTY7XbmzZtH2/790el0BHkwXiGEuFDUO2H69NNP+fDDD7n66qvdx1q0aEFkZCT33XefJEwe5HQ52ZS1if8u/C8HSw9iSbWwu2g3GcUZ/D3+b2zZNuIeicPctDrhUYepUWlVeOu8uTL+SpL8kki0JGL+xUyzuGaYDCYPRySEEJcXZ2kptqwssv/+m4++/prCnBweSWqAbV8WjkPZPLR/PwvKSnksOIQ7AwIA8Hc4sCoKeQ4HREXhHRuLLiaa+6uquNPLi9S07iS2TUXt7Q3A954MUAghLkL1TpgKCgpo3LjxCccbN25MQUHBWWmUODWny8n+sv18Pfdrli1fRlDbIIr8isgozuDwhsPsfXUvhggDDV5o4L7GHG/GZXLRLqQdvVv3JsGSQNxVcUROjsSgN3gwGiGEuHy4XC5yd+7Et7wcW1YW9qx9vPPjbH7csIGb/Py5TqcDINdh57ndu9EAw/MPozsypa6xj5l9ahUBKSkEXNkPfXQM0dFRbAUS27RBd3TpbmCAB+ITQohL0WltXDt9+nSmTZtW4/j06dNp0aLFWWuYqE6MDpQdYNWOVcz6bBbZBdlE3hxJRnEGNpeNzNcyKdtYRsSdEQT0rP6m0RJjwS/Bj+jG0TzQ6gEa+Dcg0ZJIxB0RsoeREEKcB4rTyb4NG9m45E/8rTaSULBn7ePgzp30WLgAm8vF2oaN0B5Jgvbl5bK+oIAUl8J1oaFoAgOJiYriZqORmKhogtKH4NegIfrYGN4ICHAvw32sE7/GFEIIcbbUO2F6+eWXGTBgAL/88gsdO3ZEpVKxbNky9u3bx7x5885FGy95LsXFgdID7CraxZdffcnSX5bi194PayMrVqcVa46VnW/tRKVTkdwrGZVahZfGi6QOSdjD7PTp3Iere15dnRiZI9A8KImREEKcSy6bDfv+A5Tu2skHn33G7t17mNg0Gdf+A9gOHOCVAwf4uLCAO/39eSwkFABvRcGhKLiAgsAA4ho2Qh8Twx0qSHO5aNOlCw07d0Fjrp4697UH4xNCCPGPeidMaWlp7Nixg7fffptt27ahKArXX3899913HxEREeeijZecElsJH634iGlTp3HP4/cQ+1gsVpcVgIMLD1LwSwGBmkDCk8IxaAw0btgYQ18DDRo1YHjn4TQNa1qdGN0uiZEQQpwrpXl5aPIP49i/D3tWFt/P/5nPli2lg9HIUL0BFAWnovDUzh3YFYVbc3OI1FWvLJpoMpJg8yYoIRH/665DHx2NPjaGDaiIbd2qxqpz4Z4KUAghRJ3UO2ECiIiIkMUdzoAKFR/s/ICM5RnghIC8AMzBZuIt8TQd0BRrEys9e/Tkml7XEGmOrJ5Kd62nWy2EEJee4kOH2LxkCeTl0VCtwZaVhXVvJl2//54DViu/JiQSfuS5on2FhSzNzcFgNkNkFCqTCVN0NLcZDJgDA4i4+RZiWrVEHx3N42FhTNSc+KWWTJ0TQoiLT50Spo0bN9a5wubNm592Yy4XPnofbmlyC4uGLKJLahduufoWGoU3Qqs+rfxVCCHEKTgKC7FnZfHVrFls27yF2+Pj8MnLx5aVxad7dvNCbi5XmM1Mi4xyX6NzKQDs1+uJT0lBHxNDfy8D4cUltOzUkQa9e6M5shT3x54KTAghxHlRp0/oLVu2RKVSoShKjYdNFaX6F8qxx5xO51lu4qVpQtsJtMhrQf8je10IIYQ4PS6XC8fhwzj27ceWtZdlixfz/vyfiQBGWyy4iosBeGrPbvbZ7TSNjqGtqXrbhBidniCdDt+gYCzXXos+NgZddAz/UVyEp6QQHB/vvk8k0NED8QkhhPCsOiVMGRkZ7r+vW7eOcePG8cgjj9CxY/WvjuXLl/Pqq6/y8ssvn5tWCiGEuKy5XC4ObtlC/vbtxKnU2PbuxZa1l7u++poVubm8GxlJmyNJUFZZGf85sJ/GBgMPxFUnPNrQUPpr1JTodMRcdTWRnTuhj42lQVQ0I3zMJ9xP5koIIYQ4qk4JU2xsrPvvN910E9OmTaN///7uY82bNyc6OponnniCa6+99qw3UgghxKVPURQceXmsmD+fDStX0iEgkLAjG7n+b+MG7tuzh2SDge/i/hn1KS8ppszlZK/dTvuIcPQxsbT39+fpA/tJbt6c+JtvRh8djdpo5D0PxiaEEOLiVe+HZjZt2kT8MVMUjoqPj2fLli1npVFCCCEuTUeTIvvevexas4YPv/0WZ3ExD0dFY8vKQqmo4JF9WaysqOClsHCutlgAiHYpqAGXTod3p47oYmPRx8TymtOBMTqahh07YvT1BSAWaOW5EIUQQlxi6p0wNWnShOeee44ZM2bgdWRHcavVynPPPUeTJk3OegOPuvrqq1m/fj25ubn4+/tzxRVXMGXKFFnKXAghLjAul4v8Xbswl5RUT53bm8WUb75m/tatjAgIpI/BAECGtYq3MjPxVau5v6y8+mK1mtSQUAx2GxFpaYT26YMuOoa4mGjKQkNrLMcNEHi+gxNCCHHZqXfC9N5773HVVVcRHR1NixYtANiwYQMqlYq5c+ee9QYe1aNHDx5//HHCw8M5cOAA48aN48Ybb2TZsmXn7J5CCCFOTlEUcnft4u8//yTIaiO8qgrb3r1s3/w3V//2G3qVimVJDdzls7IPsbWkhJ06PX2MRnQRETSOjOSukBCSEhMJv/tujAmJ6KMima7XezAyIYQQoqZ6J0zt2rUjIyODmTNnujeuveWWWxg8eDDe3t7noo0AjBkzxv332NhYHnvsMa699lrsdrusMieEEOeIo7CQom3b+P7rr8natYv7GjY6Mmq0lwk7dzK7pJgHAoO4NygIAD+XiwqXiyqgKjSUwMRE9HGxjHA6uclgoE1adxLapqI6khR95MHYhBA1OZ1O7HZ7va6x2+1otVqqqqpkpWRRJ+ezz+h0OjQn2ROvvk5r4x+TycTw4cPP+Oanq6CggFmzZtGpU6dTJktWqxWr1ep+XVJSAlT/Q9X3DeFsO3p/T7dDXDykz4j6qmufcZaUYM/Kwr53L/+dO5f/Ll1GJx8zV6HCVVJCmdPJyF07Abh2+w7MR375xBv0RHp5YYqNxXdAf3QxsYTHxrDepZDQNhWvY6bPpR1zP0d1o85mqOIskfeZy5OiKOTm5ro/J9X32rCwMLKysmpsMyNEbc53n/H19SUkJOSk96rre51KObqZUh1FRETQvXt395+GDRvW5/Iz8uijjzJ9+nQqKiro0KEDc+fOJTCw9hnsTz/9NM8888wJx7/44gtMR5afFUKIy0FVcTHKoUMEW23oD+fjys7hwf/9zL7ychbEJ+CtVgPwbn4+bx3O51pfCy+EhwNgt1h4aG8mvr6+3NWzF94x0diDgrD5+4NMnxPioufj44O/vz9BQUHo9XpJfMQlQVEUbDYb+fn5FBYWUlpaekKZiooKBg8eTHFxMb5HFg46mXonTF9++SWLFy9m0aJF7Nixg9DQUNLS0ujevTtpaWn1WvihtoTmWKtXryY1NRWA/Px8CgoK2Lt3L8888wwWi4W5c+fW+h/7ZCNM0dHR5Ofnn/KHcj7Y7XYWLlxI7969ZUqhqBPpM+LfOKuq+HvRIrat/otuIcGoDhwgd/0Gvtq6lal7M7nBYuHZsHB3+U67dlLkdPJ9bBwp0dHoYmLYrNOysriE9h070H3AAHRHluQWlwd5n7n8OJ1O9uzZQ3Bw8Cm/hK6NoiiUlpbi4+MjiZaok/PdZw4fPkxeXh4JCQknTM8rKSkhKCjoXxOmek/JGzRoEIMGDQIgJyeH33//nblz5/LAAw/gcrnqNRfx/vvv59Zbbz1lmbi4OPffg4KCCAoKomHDhjRp0oTo6GhWrFjh3kD3eAaDAcOR1ZiOpdPpLphfBBdSW8TFQfrM5U1xOLAfOMDff/zB//73P/ytVvr7+GDL3Ivt4EF67dxBicvFj3FxNDR4YQKCbdVfHBWo1BhbtkQfG4s+Po5PCgoIbdSI5t17YAoMACAeGOi58MQFQt5nLh9OpxOVSoXZbEZ9ZKS5PlwuFwAqleq0rheXn/PdZ8xmM/n5+QAnvK/V9X3utJ5hKisrY8mSJe6RpnXr1tGsWTPS0tL+/eJjHE2ATsfRgbFjR5CEEOJSoLhcOHJzsWVmYsvM5Nn3P2Dj7t1MiIkhorAQHA4WFBfzePYh2ptMpEXHAKACUry9KdVq0XTshH+7tmwpKuLO3r25OyqKoGM2IQe4xgOxCSEuTDI6JC5VZ6Nv1zthat++PRs3biQlJYXu3bvz+OOP07VrV/z8/M64MbVZtWoVq1atokuXLvj7+7Nnzx6efPJJEhMTax1dEkKIC5miKOTu2YM2JxdNTg62zEwW/fknT/36C5HAW+H/7DG3IDOTzdYqrnU4iPDxQWUw0LxRQ670NpHauDHhd92NPi4WfVwcSwIC3L8c7HY7pfPmEdiunYwWCCGEEKep3gnTzp07MZlMJCQkkJCQQFJS0jlNlgCMRiM//PADTz31FOXl5YSHh9OvXz+++uqrk065E0KIC0VFQQGbFi2iYNcu2vr4YMvMxJqZyc3z5/NXaSnvRkaRZjYDYKuoYFtJCSVaLWi16CMj0cfFMbJ5M2w+PvQcMICkjh3RhobSWK2mv4djE0IIcW5lZmYSHx/PunXraNmypaebc9mqd8JUUFDAxo0bWbRoEb/88gtPPfUUarWatLQ0evTowciRI896I5s1a8Zvv/121usVQoizQbHbsR84wG8//sjqFSvp4u9PQkUFtsxMlmdkMGRfFtE6Hf9LSHRfE3BkuZ08bxOmjh3Qx8bSJTSUb4qKSO7QgcZduqA6Mip0vyeCEkKIC1z37t1p2bIlb7zxxhnVs3jxYsaOHcvmzZuJiIhg/Pjx//p5dvTo0SxZsoS///6bJk2asH79+hPKbNq0ifvvv59Vq1YREBDAiBEjeOKJJ2T640XotJ5hat68Oc2bN+fBBx9kzZo1TJ8+nZkzZ/Ldd9+dk4RJCCE8TVEUHLl52DIz2bt2LW99+QUl+flMjonFtn8/OBy8emA/v5SVMSEkhDv8qxdRiNPr8dNqCbVY8Ln6arwSEtDHxfG+j5nAxo0xH7cqVZwHYhNCiMtVRkYG/fv3Z9iwYcycOZOlS5dy3333ERwczA033FDrdYqicPfdd7Ny5Uo2btx4wvmSkhJ69+5Njx49WL16NTt27CA9PR1vb28efvjhcxmSOAfqnTCtW7eORYsWsWjRIv78809KS0tp0aIFo0ePpkePHueijUIIcd6U5uaizTmy4EJGBtO++44fN21kkK8v1xmr92/Lttt5b89utMBjThdalQqVlxed4uMxVFaS3L074QMGYIiLo0FsLIX+/ifcx7MbGwghxMUtPT2dxYsXs3jxYt58802gOvk5dnXlunjvvfeIiYlxj1I1adKEv/76i6lTp54yYZo2bRoAeXl5J02YZs2aRVVVFZ988gkGg4GUlBR27NjBa6+9xtixY2sdZVq1ahUjRoxg69atpKSkMHHixHrFI86NeidMbdu2pVWrVqSlpTFs2DC6devm8T2NhBCiPmwVFWxfthxNXh6hR6bO7d+yhQFz51Bst7OmQUM0R36Z7c/N5e+iIrapVOBtRhcVRUJsDCMiwmnQoAERd96Jb6NGaENDeUaW1BVCXAIURaHSXrdtYlwuF5U2J1qb46wsEW3Uaeo0Ze3NN99kx44dpKSkMHnyZACCg4OB6mWkT6Vr167Mnz8fgOXLl9OnT58a5/v27cuMGTOw2+2nvWDO8uXLSUtLq/Gsfd++fZkwYYL7uaTjlZeXM3DgQHr27MnMmTPJyMhg9OjRp3V/cXad1jNMkiAJIS50iqJgzc5m0X/+w7a167glPh7H3r3YMjKY/NdqPisoIN0/gPEhIQAYFYViux2bopDr40NC40YY4uO5S6Ohn0ZDq+7dadC+PSq9HoD3PBmcEEKcQ5V2J8lP/s8j994yuS8m/b9/PLVYLOj1ekwmE2FhYTXOnex5omMZj9mMOzs7m9DQ0BrnQ0NDcTgc5OfnEx4efvzldZKdnX3CaNfR+2RnZ580YZo1axZOp5OPPvoIk8lE06ZN2b9/P/fee+9ptUGcPfVOmCRZEkJcSFyVldj27mXVwoXMW7CAWFT0MxiqV6MrLeWqHdtxAM0SEok48k1hnFaHUa3G5eeHz5X9MMTHVy/JbbeT2K4dAdHR7vpP71elEEIIT0lKSqpX+eNHtI7u9XmmizPUt96tW7fSokULTCaT+5hsn3NhqHfC5HQ6ef311/nmm2/IysrCZrPVOF9QUHDWGieEEHBkI9dDh7BmZGLds4fH3n2HbVlZTImLw/9w9XvO/woLmJKbSy+zme6RUQDo1GraBwSgNZnwuuZqQlNTMcTH82hUFE9FRKDWaGrcp+15j0wIIS48Rp2GLZP71qmsy+WitKQUH1+fszYl70zVZ0peWFgY2dnZNc7n5uai1WoJPG5RnvqorV7ghBGto44mVOLCU++E6ZlnnuHDDz9k7NixPPHEE0ycOJHMzEx+/PFHnnzyyXPRRiHEZaLw4EHU2dmwfz/WjAzm/fobUxYvopFGw4sh//yC+d+e3eyz29mp0dDO5I3GYiE1Opqbc7Lp2LIlkbffjiE+Hl1MDEtkrzYhhKgXlUpVp2lxUJ0wOfQaTHrtWUmY6kOv1+N0nvisVX2m5HXs2JE5c+bUOL9gwQJSU1PPaMPvjh078vjjj2Oz2dAfmcq9YMECIiIial2YIjk5mc8//5zKykp3G1esWHHabRBnT70TplmzZvHBBx8wYMAAnnnmGQYNGkRiYiLNmzdnxYoVPPjgg+einUKIS4TDZmPnypUUbt9OI60WW0b1anRXz/6BjWVlfB4dQ5sj0xGqysrYVlKCYjCAToc+JgZ9fBwP5zVHExhIl2uuIbZdO7T+/jQErvNsaEIIIc6juLg4Vq5cSWZmJmazmYCAANRqdb2m5I0cOZLp06czduxYhg0bxvLly5kxYwZffvmlu8zs2bOZMGEC27Ztcx/btWsXZWVlZGdnU1lZ6U7SkpOT0ev1DB48mGeeeYb09HQef/xxdu7cyQsvvMCTTz5Z65S8wYMHM3HiRIYOHcqkSZPIzMxk6tSpp/fDEWdVvROm7OxsmjVrBlQPeRYXFwMwcOBAnnjiibPbOiHERctZUsKq+fNZv3Qp7XwthBYXY8vMYP7GTdyftZcmBgPfx/3z0KuPq3oqwkGjF13btkUfH0+v4GC+KSulWZcuNOrYEZW2+i1L1gwSQggxbtw4hgwZQnJyMpWVlae1rHh8fDzz5s1jzJgxvP3220RERDBt2rQaS4oXFxezffv2Gtfdc889LF682P26VatWwD9Lm1ssFhYuXMioUaNITU3F39+fsWPHMnbs2FrbYjabmTNnDiNHjqRVq1YkJyczZcqUUy5vLs6PeidMUVFRHDp0iJiYGJKSkliwYAGtW7dm9erVNZZOFEJc+hSnE/uBA+xdvZqvvv2OipwcRkZGYs3MxJmfz5h9WaysqODFsHCusVgAiFOr0atUeJlM+PTtiz4+DkN8PB8ZjQQlJxMQFVXjHg08EZgQQogLXsOGDVm+fPkZ15OWlsbatWtrPZ+enk56enqNY4sWLfrXeps1a8Yff/xRr7Z06NDhhCmFl8qzTYpLwel04bA7cdVt1foLRr0Tpuuuu45ff/2V9u3bM3r0aAYNGsSMGTPIyspizJgx56KNQggPc5aWYsvIwJaRwUdffMkva/7i+oAAOldWodjt7LRaeTIzAx+1mjuSGrinG7QODETt60to9zRCr7wSfXw88bGxlIeFoT0yp/soiycCE0IIIcRZ4XJVJ0O4VDgd1X8/mLMfu91GqH80iqu6nKIoaAxntgLh+VbvhOmll15y//3GG28kOjqapUuXkpSUxNVXX31WGyeEOH+cDgflmXtRHzqIbc8eMjdsYNQXX3C4tJT/RMe4yy3LPsS84mJii4roFBSMymCgQVISA3VaGsTHEzxiBOYGDdHHx/HOv6xUJIQQQoiLg6IoOB3VqyJWVVnxMVlwOauPFRTnU1iah9noR4A5xH1NWUUJiqJgt9vRanSoVCrUWhUqlcuDkdRfvRImu93O8OHDeeKJJ0hISACgffv2tG/f/pw0Tghx9pXm5bFtyRIa6vTY9uzBmrGHl+bNY8bOnQwLCOTeoCCgeinvFTk5ABQ5nQSFhaGPj+dGFFq7XHTr0YPEvv3QRYSjUquZc6qbCiGEEOKCpigKLqeCy+nC6VAoLS2lqLgQvdaA2csPp6M6ydmXvxtFUYgI0KLVVK8kqFKqV0h0uhxodGo0GjUarZowdQRarRaLxQe9QYtKrUJRFEpKSjwW5+moV8Kk0+mYPXu2LO4gxAVOURRytm9n7a+/YSouorECtj17OLxzB23+/BMFWJnUAJ8j+xAZCgqpUhQyHQ4MDZLQxycQGB/PxwcPkNCqFa369cMrIACAWA/GJYQQQojT57A7qKioxOVU0GsNOO3VzxXtO7QHm8NKuH+cOwkqqyynuKwQo94bo9bXXYeXvnolW71Rg9FkQKNV46syEKkOQW/Q11gF0CfwxO3fL8Znsk7rGaYff/zxlKt8CCHOD8Vux7p3L99//jlbN27krvgE1Pv3Y9uzh3f2ZjItP59rfX15ITwCAC8gSKPFoYLiRo2IbtUSfVw89/r7MTQwkAbt26Pz8nLXn+6ZsIQQQghxGhRX9RQ5p8NF/uHDWKuqsPgEoFI0OB0uSsqLKCzLwaj3JtgS6b7O5XKhKAoOpx293oBGq8JHZ0atVzAZTfj5m9Bo1ag1KkJUTTwYoWfUO2FKSkri2WefZdmyZbRp0wZvb+8a52UfJiHOPmdJCVU7d5Izdy5j3niDcJeLW03e2PbtA4eDB3btpNDppFVsHMlHEp5EgxexJhOhcfEEDB6MITEBfUIC24OC8I+JqVH/6e9lLoQQQojzxeVyUVVpRa3SoLiofqaotJTDhbloNXoCzP9s8p5fkIvdaUOLl3tUSKvRolFr0Gg0GEw6NFoVGq0ag288Wp0Go8nrmA2IvQnG3wNRXnjqnTB9+OGH+Pn5sWbNGtasWVPjnEqlkoRJiNOkKAqO7Gysu/dg27OHJ97/P9bu2sWTkZHElVcAUFJSwtuHDtLaaOT6mOrJcSqTib7R0ViNRkJvvJHIzl0wJMRzf2wsDx63Eh2A6bxGJYQQQoi6UhQFl0vBWmmjpKQExQXeRh+cDgWXw8X+3D3YnTZCLFHuJMhmc1Blq0SnrX7GSKWqToJ8zBYUXPj4mzCZjNUjRFozseoTp8kZOfHzgvhHvROmjIyMc9EOIS4b1rIybFlZKPv2Y8vYw5+L/+DJn+cToihMD/vnTWzJ3kw2VlWxTaMhzscXTUgICaGhpEdF0rplS2LS09EnJKANDeXLWnYNF0IIIcSFxel0ojg5MnVOITcvh8qqcvzMQWhVBhRFodJWTl7xAXRaA+H+/0yV12i0OJx2UCvovbRotGq8VFq8zFqMJi/MZm9UahUqlYoAvE/RClEf9U6YhBB1U3DgAPvWrCHW6cK2ZzfWPRkM++47fsnN4Y2ISHr5+ABgq6zk76IigjVa0GrRx8RgSEzgwZJS7H4Weg0cSELHjrgMBrbOm8f7/fuj0+k8HJ0QQgghTkZRFKoqrVRUVKLX6FGhwelQKK8oI/vwfjRqLeH+/yyhVFZeSpWtAoPWjNmreqTHoDfgZTDhpffC22JAfWTqnF9YA3R6bY2FFQB8Zf7IOVWnhKk+Czy89tprp90YIS42iqJwYPNmNixaRJTTSWhxCdY9e1i1fj03b1hPuFbLr4lJ7vLaykqcQJYKvJo3xxAfT4eoKGYdzielc2cad++O6kgyNPS4e7ns9vMXmBBCCCFOSlEU9+IKVVU2CgoO43Iq+PkE4Tqy4EJu8X6qbBUE+IRh9qpeYU5xqHC5nCiKgkpdnQBptCoCNUG4FCe+vr4YTV5oNGpUahVhBJCZmYnZ34t169bRsmVLzwZ+GatTwrRu3boar9esWYPT6aRRo0YA7NixA41GQ5s2bc5+C4W4AChOJ8U7d7Lgu+/Zt30bg6Kise7ZjW1PBqO3b+N/paWMDw4h/cjS21FOJwBOtRpNaiq+DRugT0jkZZOR6QkJxDRvfsxDlbJUtxBCCFFf3bt3p2XLlrzxxhtnVM/ixYsZO3YsmzdvJiIigvHjxzPsnmFYq2xo1FqcjurkKO9wDmUVJfgaA3j+xedY9ddytm3fSmxcLF99+RXeOj93nTqNnj9XLeaDDz5g586deHl50blzFyZPfpYmyY3R6f75CG6R0aELXp0Spt9//93999deew0fHx8+/fRT/P2rV84oLCzkrrvuomvXruemlUKcJy6rFVtmJov/+19++e13mnsZ6Ox0YcvMJLeiglt270IN9GrQEMORhKeBwYttTifmRg0JvOYa9PEJxCUmcDgwkIDo6Br1B3ggJiGEEELUdHST1s2bt3DllVdy5+1DeO+tD1m2fBkPPvggJSUlXNHrCqKC/pklYrPasNmt2HU2FBQG33Inazf8xca/1xHgH4RPgFf1pq1aNaV78xgzdgxjx47l2+++pbi4mDFjxjAk/Y4TBiLEha/ezzC9+uqrLFiwwJ0sAfj7+/Pcc8/Rp08fHn744bPaQCHOBWdpKbbduynaspXn3v8/du3dyxuJSXDwILhcfJeXy4cFBdzq50dqaBgAwSYTqQGBRAYH4XXXXUS0aIE+IYE3YmN5y2A44R7G8x2UEEIIcZlIT09n8eLFLF68mDfffBOoXpgsLi7OXcblcuE6Mjpks9rJycvG4XAQ7BeB06GAojDtzWmEhoby8EPjsXgHEntjImvW/sXMmTPp1esK1FrQ6aoXV9CaQghSAvE2m/hgxruo1Cqefvpptu/cQlxCze061q1bh9Pp5LnnnnPPKBk3bhzXXHMNdru91meRV61axYgRI9i6dSspKSlMnDjx3PwARb3UO2EqKSkhJyeHpk2b1jiem5tLaWnpWWuYEGfK5XLhPHwY254MrLt38eOcuXy0eBFtdHpGGqvTGZei8PHOHVQqChkqFfF6A2pfX7qEhlJWXETvjh2JvvVW9AkJ6CIiWK3ReDgqIYQQ4hxTFLBX1K2sy1Vd1qaBY6aanzadCeqw8uubb77Jjh07aNy4CePHPYrB4IW/TyDFeZVExAVVPyeEqkZdilK97HaHdp346tMfANi4aQOdO3XBaDLg7WdAo1Vz1TUD+fKbmTRrloK+xvYcXtRVamoqGo2Gjz/+mPT0dMrKyvj888/p06dPrclSeXk5AwcOpGfPnsycOZOMjAxGjx5d53uKc6feCdN1113HXXfdxauvvkqHDh0AWLFiBY888gjXX3/9WW+gEP/G5XJRtGsX+pwcrLt3Y921i5s//JDN+Yf5JiaGqCNvdgeKiliakw0mb4iORhscjD4xkTEx0fhFRZF88y1EpbZBExREI5WKIR6OSwghhPAIewW8EFGnomrA72ze+/GDoP9nOWzXkcUVykvLKS0rRafR46XzxunQgEtNZWUFZRUl+JlCsJY5ASf/+f4nSisLMRrM+PsEo9Go0WjUFJcXoNPpCA0LJTDCjFqroqi4kOSmTYiK+yfeyKhwHA4Hhw8fJjz8xD2L6iIuLo4FCxZw0003MWLECJxOJx07dmTevHm1XjNr1iycTicfffQRJpOJpk2bsn//fu69997TaoM4e+qdML333nuMGzeO22+/HfuRVbu0Wi1Dhw7llVdeOesNFOIoe1UVO5YvJ7C8HO3BQ9h272L24j8Yv3oV7YxG3on653mhvMIiipwOdtvtxCcmYkhIoK+/PwGlpbTu2oWG/fuj8a1eteZ5TwUkhBBCiBpKi6o4ePggNruNUL8oUKpHiIorCiguz8fby5dAn+pp8CpUqFRqdBo9Gh14eelRa1W079gOBSdGoxc6/b9vw3H8Et2Kopz0eH1kZ2dzzz33MGTIEAYNGkRpaSlPPvkkN954IwsXLjxp3Vu3bqVFixaYTP8sAtGxY8fTboM4e+qdMJlMJt555x1eeeUVdu/ejaIoJCUl4e0tm2OJs8NaVsaWP/4gf9s2WuoN1XsY7drNlQsWsMNaxYdR0XQ60t/MFeVUuFzstTvQJyViSEjEkJTItCor/g0b0KxHD4wWCwDRQDsPxiWEEEJcFHSm6pGeOnC5XJSUluLr41Nj9deaZRTKyyupqqzCaDChuMDpUCgqPkxhSR5GL18CzCHVhSu0lFeU4VKc2Ow29FoDKrUKk5cRF754e/tUL66gVaM1aAgODqJFq+Y17mc2m0/Z5q5duzJ//nwAwsLCyM7OrnE+NzcXrVZLYGBgnX4GJ/P222/j6+vLyy+/7D42c+ZMoqOjWblypXuW1rGOJmriwnPaG9d6e3vTvHnzfy8oRC1clZVsWLiQNX/8QXMvLyKKi7Hu2s1vW7YwPGsvCXo9c+MT3OWjdVr22lSUhIXim9YdQ1IifSMj2eDlRePOndEf841MX08EJIQQQlwKVKoa0+JOyeVC0TpxaUw4nArl5RUUFxehUWsxe1lwOly4nAr78/fhUlyE+cei11aPECkab5zaUhwqLRqj+ci+RGrCNOFodVp8Lb7oDTrUahXgA4TWuLXBoMflcp3QpPXr15+yyUbjP8sydezYkTlz5tQ4v2DBAlJTU89ok/iKigo0xz33fPT1ydoMkJyczOeff05lZaW7jStWrDjtNoiz57QTJiHqyllWTs6G9fzn66/Jy8jgrsgorLt3Y9+/n4f2ZfFHeTlPhoZyq1/1youJWi3eajUBvr74XncdXkmJ6BMT+TIkhICGDdFoa3bbME8EJYQQQlxGnE4XdpsdFRqc9urNWQ/m7MNqrSLQNxx7STkA5VUlHC7NxUtnwqD6Z6RHr/NCUVzovDSYTHo0WjU+agOhBOJlNNQYnfIJrNtv9ri4OFauXFm9uavZTEBAAGq1mqSkpH+/+IiRI0cyffp0xo4dy7Bhw1i+fDkzZszgyy+/dJeZPXs2EyZMYNu2be5ju3btoqysjOzsbCorK91JWnJyMnq9ngEDBvD6668zefJk95S8xx9/nNjYWFq1anXStgwePJiJEycydOhQJk2aRGZmJlOnTq1zLOLckYRJnDXOkhKsu3cz77vv+OWPP+hi9qG9tQrHwUNk2Wzcl7EHvUrF9Q0aojkyd7elnz+VJhNhnToTeu016BMTSUxIoCQ09IShfR9PBCWEEEJcJlxOF2Vl5VRWVE+dQ1HjtLsoKSsmr+ggXjoTIX5R7vJWaxU2hxWHw4ZOo0etUWMymXDgj9FowjfQeGTUSEVIbPJZb++4ceMYMmQIycnJVFZWnrCseF3Ex8czb948xowZw9tvv01ERATTpk3jhhtucJcpLi5m+/btNa675557WLx4sfv10SToaBt69uzJF198wcsvv8zLL7+MyWSiY8eO/PzzzzVGuI5lNpuZM2cOI0eOpFWrViQnJzNlypQabRGeIQmTqDdnURHWXbvI27iJZz/8gMz9+3knNg5nXh4A/8nJYWZRITb/ANqEVM9JjgkPp5u1iqSoaHyGDyOoaQqGBkm8ERBwRg9VCiGEEKJuFJdCWZGVkrxKNq7bzFffzSLAL4jb7rmBgkPlaNU2sgv3YnNYCfaNxGionpanpnoqmVNxoD2yMataqybMEFG9krgKAgLN7i86Q8/TNu0NGzZk+fLlZ1xPWloaa9eurfV8eno66enpNY4tWrToX+u99dZbufXWW+vVlg4dOpwwpVCebfI8SZhErRwFBVh37cK2ezdf/zCbz5b8SReDF3d5Ve9DYFcUPt2xHQewX6cnXKdDGxpKr5gYTBXlXNG1G7E33YghIQGNnx+LT307IYQQQpyhstJyMnYcwEcXQHFeJcX5lbzy7tOs3byM6zveR+OIVAB2HdzIZ3Peo2XTtgxKvx7FpYAaDDojarUavVGLt48BjVaFSmMkJMofvUFX40tOH7yqF30oKfFUuEKcF5IwXeZcLhcVBw+i2n8A6+5dVO7Ywc3vv8+2/Hx+jI0j6MjzQlmFBSzPzcVkNnNXZBS6iAi8kxJ5NCGesPh4mgwaREjLlmh8fGgApHs0KiGEEOLSVVVuZ+XSNaz7awNxYY3x1YZQnFfJmvUreWHmKIIsETx162fu8ll7sziYv5fsgn0kR7fFJ9CL1tHNubZqMK1TW2H00WEJNmIymwhR+3owMiEuTJIwXSZcLhcHt27FdPgw7M3CunsX3yxcyNOrVtHRaOTViEh32X2HD1PgcLDbZiU8Lg5DYiJX+VmIrqykTVoaDfv2Q2OuHqZ/zlMBCSGEEJcoxaVQXmylOK+SXVsz+fjzDygpLmVQzwcpzqvEWuHg/f89wcbMZdzU+QHSUq4FwODyQ0GhwlpKQKQJ/xBvfIONPNpyPCqDk/Yd2xDXMPrIqnNwx8SeVFVVkZGRgVavcR8XQtQkCdMlxuVycWjbNrI3biTe7sC6exfWXbu4cvZstlVUMDM6htZHlt82lJVR5HCw22ZDFx2NISkJQ1Iib1dWEtCgIa16X4EpoHoecjQgW6cJIYQQZ0dVlZWdWzKxGIKqp87lVfL+59P4bcVP9Gx2I+0b9APgcGk2n37/Llq1jh7xd6JWVz9PlBiVjI1ykppG0e6qeHyDjPgEtmLIc/uJig2vsXBSJ+q+apwQ4kSSMF2kFEXh0LZtrPv1VxJQ4Zefh3XXLuavWs19O3fQ1ODFt8esFBOEChWQ42fB3KUrhqQkBkSEs1ynI6V7d8zHbM521fkPRwghhLjk2K1ONq3dysrlfxFgCiPUN56SvAr27M7k4ek3olZreG3oPNSq6uRmf+YhDuRlcCA/E1UjFT4BBiIaNeSa3MEkJMRzxd2NCYnyxzfIyChDz1ru6n/+AhTiMiEJ00WgZN8+ls6ZQ8627fQN8Me2azfWXbu4Y+NGVlVW8GJYONdYLADEORyoAKdOi3ePHng1aIChQRKf+foS0rw53v4130ijPRCPEEIIcamoKrdTnFfJoax8/u/Dt9m7dy93D3iU0sNWKoptfLd0Oov+ns0VLW7m2g4jAFC7zKBSoVKp0fraiE2IwjfYSFi7EdzluIU27VvRKCUBjaY6kbpuzCxPhijEZU8SpguIo7CQVXPnsvS332huMNC4vALrrl1szT7EtZmZ+KjVrEhq4F6hpoGXgRxA36QJgQMHYkhKJDYhgdLIyBMSI4sH4hFCCCEudi6Xi4ydWXipLZTkVVGSX8k3s2fxn1++ollMJ65oNggAp9PB+zPfwKW46BxzE37ewQDEhDcgsSiZxEaxtLkyFkuwEUuwiYHj9hCXFHXcnoMNPBChEOLfSMLkAS6bjbylS1n87nssnDqVRxKTsO7ahTM/n9eyD/F9cTH3BgYSE1T9ZhunNxBrNJIUEoJxyBACUppiSEri0/h4NLVsfiaEEEKIunG5FDJ37mPlsjWo7HpiAhtRnFdJQXYp97zYhypbOS/c8S2+purnevduz2b3/i346oOgGZh89VhCLNzQdwiBwf5ccXsKcQ2jsQQbGeXdE5hykrv6nc8QhRBnQBImD3AVF3NwxEhe37kDgMGHsvE/snx324gICi0WUjp1IvyWWzAkNcCQmECmJEZCCCHEaXM6XZQerqI4r5IPPvg/duzcwXVpd6NU6CnOr2Th2m+Yvfw9Wid05+7eT7iv8zb4YLVXUqUpIrlxIpZgI1Htb6HXDW1p3a4Frds1R2eoXojh+nEfeSo8IcQ5JAmTB2iCgvBv0oQBlZVExcUSdNfdRLdNxZCQwKPe3jzq6QYKIYQQF6Gy0nIqihyUF9opzq3g199+ZdbsDwm1xHBV6+HVm7MC78x6k8KyXKJ1bUgIawpAeEAMYYExRMVG0rxHFJaQ6qlzPUb+SXzDKIwmr2Pu1Bjodv4DFJedzMxM4uPjWbduHS1btvR0cy5bkjB5gEqlIua7bxk2bx79+/dHp9N5uklCCCHERaG0pJz1q/7mcE4JMcENq5fkzq3k4am3k3FwKw9f+xZxoU0A2J6xj3XblhEbfJiBLRW0OjW+wUb6dr0Wlc5Jj5ta0qJNUyzBRsz+PXhbPeEkdww8yTFxIejevTstW7bkjTfeOKN6Fi9ezNixY9m8eTMRERGMHz+ekSNH1lr+8OHD3HbbbWzcuJHDhw8TEhLCNddcwwsvvICvb/XGv4sWLeL1119n1apVlJSU0KBBAx555BFuu+22M2qr8AxJmIQQQghxQbFVOSjOq+THH/7LhvUb6JByBd4EUZxbwZJ1vzBj4TPEhTRh3HXT3deoFR0KCoWV2aRGt8USbCK63RXEtDbTvFVTevXpjMmiR6VSMYj2HoxOXEgyMjLo378/w4YNY+bMmSxdupT77ruP4OBgbrjhhpNeo1arueaaa3juuecIDg5m165djBo1ioKCAr744gsAli1bRvPmzXn00UcJDQ3lp59+4s4778TX15errpINXC42kjAJIYQQ4ryrqrBTcmTD1vV/beLDmdPBqeWWrg9RWWID4PX/TGF39ibKe+lJTaredyjYEonJ4IPFYqFB29DqVedCjLS55VPCYgKJiY+osfLc1XTySHzi3EpPT2fx4sUsXryYN998E6hOfuKO2YOyLt577z1iYmLco1RNmjThr7/+YurUqbUmTP7+/tx7773u17Gxsdx333288sor7mOPP/54jWsefPBB/ve//zF79uxTJkyrVq1ixIgRbN26lZSUFCZOnFiveMS5IQmTEEIIIc6JnIN57Ny6lxDfKIpzq6fOvfzeJJZv+o2bOz9I68TuAOzL28WCpf/Bx+jH1S3uA8Doo6N9i67Ex8fToXczevRIxhJswje4Cy+ah53kbuHnL7BLnKIoVDoq61TW5XJR6ahEa9cet0T66TFqje7tU07lzTffZMeOHaSkpDB58mQAgoOrVxc2m82nvLZr167Mnz8fgOXLl9OnT58a5/v27cuMGTOw2+11emzi4MGD/PDDD6SlpZ2yXHFxMU2aNKn1fHl5OQMHDqRnz57MnDmTjIwMRo8e/a/3F+eeJExCCCGEOG1V5XZWLlnL6pVriApKItAYSXFuJRs3refZWcPwNQXwwh3fussXF5VRVllMXvEBjL56/IKNxLZqQ4n3wzRs3IAbB7fBL8SEwaTjbrp6MLLLV6WjkvZfeGba4srBKzHpTP9azmKxoNfrMZlMhIWF1Ti3fv36U15rPGbl4ezsbEJDQ2ucDw0NxeFwkJ+fT3h47Yn4oEGD+M9//kNlZSVXXXUVH374Ya1lv/vuO1avXs3//d//1Vpm1qxZOJ1OPvroI0wmE02bNmX//v01RrOEZ0jCJIQQQohTqiq3U5RbQebOA8z4+P/Iycnljj4PU5xbgbXCwae/vsDqXb9ydbt76NOqeiNXH10IUL3QUWCsF8GR/viFGEm84kn03k/Rsm1TAoL83PcYOKKtJ0ITl6CkpKR6lT9+REtRlJMeP97rr7/OU089xfbt23n88ccZO3Ys77zzzgnlFi1aRHp6Oh988AFNmzattb6tW7fSokULTKZ/EsaOHTvWJxRxjkjCJIQQQgiyD+ThrFBTcUDLX/P28sW3n/Lz4tm0a9ibTg2qn7koqyrmw6+mAdAj/g70uuqltpNimlLhKqJRi3g6XJuAX4gJS4iRe6YW4R9oOe5OcecxKnE6jFojKwevrFNZl8tFaWkpPj4+Z21K3pmqz5S8sLAwsrOza5zPzc1Fq9USGHjqFRLDwsIICwujcePGBAYG0rVrV5544okao1KLFy/mqquu4rXXXuPOO+88ZX1HEzVx4bnoEiar1Ur79u3ZsGGDrEkvhBBC1EPuocOsXbURxaol0BRFcW4FB/bmcv/L11JRVcprQ+eh0xop2JjFrq2Z7Nq/mVCfODo1AG+LnogGsVxzxWBiYqLpkd6IqPjqRRdGGXp6OjRxFqlUqjpNi4PqhMmhdWDSmc5KwlQfer0ep9N5wvH6TMnr2LEjc+bMqXF+wYIFpKam1mvbl6PJjtVqdR9btGgRAwcOZMqUKQwfPvxf60hOTubzzz+nsrLS3cYVK1bUuQ3i3LnoEqbx48cTERHBhg0bPN0UIYQQ4oJjq3Rw+FApX33xNdu37eDqbndSUeigOLeSb35/jwXrvqBL8lXc2vUhoPqDntPlREGhgsMEBwST0CiK4FZ3MLC0B23bt6FVuxR0Bg0A1z08y4PRCfGPuLg4Vq5cSWZmJmazmYCAANRqdb2m5I0cOZLp06czduxYhg0bxvLly5kxYwZffvmlu8zs2bOZMGEC27ZtA2DevHnk5OTQtm1bzGYzW7ZsYfz48XTu3Nm9St+iRYsYMGAAo0eP5oYbbnCPYun1egICAk7alsGDBzNx4kSGDh3KpEmTyMzMZOrUqaf50xFn00WVMM2fP58FCxbw/fffu4dShRBCiMuNrao6ASrKreDXhb8x+6evifBPpGvja6kstaMoChM+HovVXkmwvTlh/jEAhFiisHgH4B/kS5NO4VhCjPiFmGh72580SknE28fIvHnz6Na/ATpdsoejFOLUxo0bx5AhQ0hOTqaysvK0lhWPj49n3rx5jBkzhrfffpuIiAimTZtWY0nx4uJitm/f7n5tNBr54IMPGDNmDFarlejoaK6//noee+wxd5lPPvmEiooKXnzxRV588UX38bS0NBYtWnTStpjNZubMmcPIkSNp1aoVycnJTJkypdblzcX5c9EkTDk5OQwbNowff/yxxsNwQgghxKWouKiU/Xty8cKHotwKinMrGffCPezZv43RV71OiCUKgGXb1rBg6X9oHJVKauQAAEy+ejq3uAKdUUvrPnE0a5lc/UxRUFcMxikn3CuR6gUa7Hb7+QtQiDPUsGFDli9ffsb1pKWlsXbt2lrPp6enk56e7n7do0cPli1bdso6P/nkEz755JN6t6VDhw4nTCmUZ5s876JImBRFIT09nZEjR5KamkpmZmadrrNarTXmkpaUlADVvxA8/Uvh6P093Q5x8ZA+I+pL+syFz2l3sXbVJjas/ZuG0S2gykBJbiXzf5/NBz89T9OY9tx75Qvu8jl5hyguLyCv+AAxkXFYgo30iO6GOcpF69atuPraVvgGeaE3armD7096z1P1B+kzlx+7vXpE0uVy4XK56n390Q/zR+sQ4t+c7z7jcrlQFAW73Y5Go6lxrq7vdR5NmJ5++mmeeeaZU5ZZvXo1y5Yto6SkhAkTJtSr/hdffPGk9S9YsOCCGaVauHChp5sgLjLSZ0R9SZ/xLMUFzkoVB/fls2rlStROPV2bXYWjXI2zUsVzX99NdlEWo/pPoUl0KgBGlT8ApZWF6CxOdN4utCYX96SPwMusI65BJCafQqCQYKB/SvWGmas2/XFW2ix95vKh1WoJCwujrKwMm8122vWUlpaexVaJy8H56jM2m43Kykr++OMPHA5HjXMVFRV1qkOleHCcLz8/n/z8/FOWiYuL49Zbb2XOnDk11sN3Op1oNBpuu+02Pv3005Nee7IRpujoaPLz8/H19T07QZwmu93OwoUL6d27d71WYRGXL+kzor6kz5w/LqeL8mIbxbmVlORV8u6Hb7Fm4yr6t7udUK8GKC6FbfvXMP2n8YT6RfPELZ+4r/1s0Yvkle7j7htH07P7FViCjXj5qdEYHUREh/3rXjBnk/SZy09VVRX79u0jLi4OLy+vel+vKIp7WfHz2VfFxet895mqqioyMzOJjo4+oY+XlJQQFBREcXHxKXMDj44wBQUFERQU9K/lpk2bxnPPPed+ffDgQfr27cvXX39N+/a170RtMBgwGAwnHNfpdBfML4ILqS3i4iB9RtSX9Jmzw+VykblrH7YycFXqKMqpYO2adUz58DE06Hjkun82rFy6dCl/Z60g0b81IU2T0OrUNGnSmE4He9EoqQk97mjs3qvoPt8FF9wHTekzlw+n04lKpUKtVp/WsuBHp1QdrUOIf3O++4xarUalUp30fa2u73MXxTNMMTExNV4f3ZAsMTGRqKgoTzRJCCHEJarocCnL/ljF3t0HaN2wC8W5FRTlVvLijLGs37OEQd3G0rlJ9eIKh0us7M/dg1ajA7WCX7A3fqEmbrMMocJ5LVf06kHrDs3xthhQqVXcx1Uejk4IIUR9XRQJkxBCCHE22a1OivMqWPjz7yz5808aRDYn2q8JRTmVZB3MYPJXQ9BrvZh69xzUqupvQP1MwahUauyqMmKSA7CEmDAHJhCX9jUtWiXTrHUTNNrqB4oH0NyT4QkhhDiLLsqEKS4uTpZYFEIIcUpOp4vS/CqKcirYt+cQU6c/z4GD+xl11UtUFFc/3P7Nko/4Y/N/6N1yENe0jwQg0BxGoG8o4cFRxLWxEBUXiiXEyIAx0wmJnIXJbKxxn9bEne/QhBBCnEcXZcIkhBBCADgdTnZs3YO3NoCS3EqKciqZ+e1H/PjrTNok9qJ/mzsBsDttzPntWxTFxaE2h7B4B+LlrSO1RQcMFoUrunehz3VN8Qs1YQk28uAH2R6OTAghxIVCEiYhhBAXvJwD+axevg57OYRbEijKrSD/QAn3vHgFVnsVL935A2ajBYDcA0XkFO4nu2AvWoMGvxAjfiEm7neMJyomguuu70B0YhheZh3Q1bOBCSGEuOBJwiSEEOKCYLc6Kcot56svvmHr5m307XAT9lINRbkV/LR0Fj+ufJ82ST25q9dE9zXeBgt2px27vpi45on4hRhp2CudW0dcSZv2LUhoFONega7vsBc9FZoQQpyWzMxM4uPjWbduHS1btvR0cy5bkjAJIYQ4b1xOFyWHq58rWvrHCr798Qt8DcH0anYzZYXV++Y98fljFFccxrs0nrjQJgCE+EUT4BtCSGggKWmR+IWY8As10fO+pSQ2ikZv0HsyLCGEB3Tv3p2WLVvyxhtvnFE9ixcvZuzYsWzevJmIiAjGjx/PyJEjT3nNybYCePfdd2tcpygKr776Ku+//z579+4lJCSEe++9l8cff/yM2ivOP0mYhBBCnFUul4v87CIc5SqKciopyqng6VcfYfPOdQzp8TiRAUkArNvzF//55UtiQxrTPuoaAAzeWjq17IVTZaVN70RS26fgF2pkeEga/6efdJK7BZ7HyIQQl5qMjAz69+/PsGHDmDlzJkuXLuW+++4jODiYG2644ZTXfvzxx/Tr18/92mKx1Dg/evRoFixYwNSpU2nWrBnFxcXk5+efkzjEuSUJkxBCiNNSeLiYdSs34WMIgioDRTkVLF7yG6/NmkB4QDxjr3nTXXZPxm4O5u/l4OG9xIQ2xC/ESNfoDth9R9KiRQuuH9wG/1ATXmYd99DNg1EJIRRFQamsrFNZl8uFq7ISl1YLZ2ETUpXRWKeNnNPT01m8eDGLFy/mzTer32syMjKIi4ur1/3ee+89YmJi3KNUTZo04a+//mLq1Kn/mjD5+fkRFhZ20nNbt27l3Xff5e+//6ZRo0Z1bs+qVasYMWIEW7duJSUlhYkTJ/77ReKck4RJCCFErVxOF/szc/j1f4vIO1RIuya9KMoppyinksmfDCcjZwt3X/EErRO7A+Ao0VNpKyev+AC+QV74hZrwCzExodEkvHw0dOnRkZj4cFTq6g9EQ+h3irsLITxBqaxke+s29bom5yzdu9HaNahMpn8t9+abb7Jjxw5SUlKYPHkyAMHBwQCYzeZTXtu1a1fmz58PwPLly+nTp0+N83379mXGjBnY7XZ0Ol2t9dx///3cc889xMfHM3ToUIYPH476SNI4Z84cEhISmDt3Lv369UNRFK644gpefvllAgICTlpfeXk5AwcOpGfPnsycOZOMjAxGjx79rz8Lce5JwiSEEJc5RVGoKrNTmFPB7O9/ZPmKZbRK6kq4dwOK8yrJOLSVV2aPwtcUwAt3NHZfF2KJIq/kAF7+0LhTOP6hJnr5N+LqUatonpqM2cfbXbYrDT0RmhDiEmWxWNDr9ZhMphNGedavX3/Ka43Gf/ZSy87OJjQ0tMb50NBQHA4H+fn5hIeHn7SOZ599ll69emE0Gvn11195+OGHyc/PZ9Kk6qnDe/bsYe/evXz77bd89tlnOJ1OxowZw4033shvv/120jpnzZqF0+nko48+wmQy0bRpU/bv38+99977bz8OcY5JwiSEEJcJu9VBSX4VhdkV7NySwevvvUBBYSEj+z2HtcIBwKe/zWL1zl8oaeeib6vqjVzDg2OJDk0kNjKBFn0iCYrwxS/UxJ0vzcbH72TfBEeex6iEEGebymik0do1dSrrcrkoKS3F18fHPbpypvc+U0lJSfW753FTABVFOenxYx1NjAD36nWTJ092H3e5XFitVj777DMaNqz+wmjGjBm0adOG7du3n3Sa3tatW2nRogWmY0bYOnbsWK9YxLkhCZMQQlxCnA4nu7fvxajy4/ChUoq2GLj7gzH8vOR7uiZfS6/mNwFQXlXCwmX/BaCkYykGvREffy+6duhJVHwY/Xr3pF//FviFmvDx92LM/w3wZFhCiPNIpVLVaVocAC4XaocDtcl0VhKms6E+U/LCwsLIzq65UXVubi5arZbAwLovKtOhQwdKSkrIyckhNDSU8PBwtFqtO1mC6uejALKysk6aMB1N1MSFRxImIYS4CBXkFfHXivU4KzQEGCMpyqlgX8YhRr1yNXaHlVeH/oReawD0HD5UQn5xNjmFWRhM2urnikLDeFDzGEkNk7juhnaExQSg1WuATp4OTQgh6kSv1+N0Ok84Xp8peR07dmTOnDk1zi9YsIDU1NRTPr90vHXr1uHl5YWfnx8AnTt3xuFwsHv3bhITEwHYsWMHALGxsSetIzk5mc8//5zKykp3G1esWFHnNohzRxImIYS4QLlcCkW5Zfznh7ls3rSVvh1upPywg8KcCr5a+C4L1n1Bl+SruLXrQwAoihqNWoNDrcZhKCGpSSMKyrO5v9swhqsG0bpDC6Ljwt3TTK5Il41chRAXr7i4OFauXElmZiZms5mAgADUanW9puSNHDmS6dOnM3bsWIYNG8by5cuZMWMGX375pbvM7NmzmTBhAtu2bQOqF3TIzs6mY8eOGI1Gfv/9dyZOnMjw4cMxGAwAXHHFFbRu3Zq7776bN954A5fLxahRo+jdu3eNUadjDR48mIkTJzJ06FAmTZpEZmYmU6dOPYOfkDhbJGESQggPqyq3U5RTwZ+/L2fOvB8JMIXTLqkfxXkVOO0uxn08FKu9EmNBAmH+MQCE+kXjawrAEmgmuUsEfqEm/ENNpA1fQ4OmcXh5GbDb7cybt5fe/XvV65tSIYS4GIwbN44hQ4aQnJxMZWXlaS0rHh8fz7x58xgzZgxvv/02ERERTJs2rcaS4sXFxWzfvt39WqfT8c477zB27FhcLhcJCQlMnjyZUaNGucuo1WrmzJnDAw88QLdu3fD29ubKK6/k1VdfrbUtZrOZOXPmMHLkSFq1akVycjJTpkz51+XNxbknCZMQQpwHToeT0sNWCnMqKMqu4Nmpj7Nt12aG9HoMs6Z6Kdxl237hi8X/R+OoNjTw7gqAVq+hdeMuaHTQtFsErdo0wS/Um6EhXfjM+6WT3CnoPEYlhBCe07BhQ5YvX37G9aSlpbF27dpaz6enp5Oenu5+3a9fvxob1tYmIiKC77//vl5t6dChwwlTCuXZJs+ThEkIIc6ig/tysJZCVZGTopwKfvltIe99NYVgnyiG9ZnsLrdqzXIOFOwhc/9uUmKD8bboade2HeW6QbRpncrAO1vgH2rCHODFSHV3zwUkhBBCXOYkYRJCiHqyWm1sWrOV/Rk5xAQ3oujIqNGjb9zFroObGNV/Ck2iUwHIP1jJwfy92Gx2tDo1llAT/mEm7rU8hNGspU+/K2jYLB69V/Xb8Whu9mRoQgghhDiOJExCCFGLqnI7S35fwarlf9EgsjneqmCKcipYseZP3po7nlC/aJ645RN3eW+9BYAKpYCoxv74h5po7RtOu6tjad2+OY2bJqFSVy+40JcUT4QkhBBCiHqShEkIcVlzOV2UHK5i99YsZn0xk8O5BVzTeShFORVUltp5b/5E/s5awS1dRtO16dUAhFii0Wu9MHv7kNA6iMBwM35hJtLu+ZiohBD8Anxr3KMjTTwRmhBCCCHOAkmYhBCXBWulg6LsCopyypn15Sx+/fNn2jboRaPgDrgcCvklh3j9y+fRanSkBl+HWq0BoHF8C9QGF8lt4ul6TQP8Qk1YQoxM+KQMjVbj4aiEEEIIca5JwiSEuGQ4HU7ys4uxFisUZleQsXM/T7z6ILn5h5h08yeoVdW70C9ZtoJlm37Fy+lPA//2aHRqGjRKoHu7K0lMSKLb7YmExwbhF2pilFdPD0clhBBCCE+ShEkIcdEpLipl7cqNRAYkUpRTSVF2OR9/8w7f//4R3VOu45r2wwBwOh1s3bMep8tBUVkeUVHR+IeauDbkOlK7ptAtrSvdenbEJ8ALlVrF4KfmeTgyIYQQQlxoJGESQlyQFEXhYFYuy/9cjaNcRZR/Qwpzysk7UMywV3rhcjl5/vZvsHgHAuCs0GJ3WMkt3o9/uDf+YdUbub6e+H8kNY6nc/d2+Pp5H6m9tecCE0IIIcRFRRImIYRHOZ0uSvIq+farH/h702Z6tbkWe6mWopwK5q/4ih+Wv0urhDSG9n7SfU2gOYwKWylafytNUsPxCzXR/tb7eNRwD81aN0Zv0LvLdiDRE2EJIYQQ4hIhCZMQ4rywVToozK5g5bI1fD/7G7xUPqQ1vZ7ivEpcToUnZz1CQVkO2vxwEsObARAWEEuIXwQRkWG06BVdPWoU5s1NT24gODwAlUrl4aiEEEKIcyczM5P4+HjWrVtHy5YtPd2cy5YkTEKIs0ZRFMqLrBRmV1CYXcGrb73Iur9Xc2Onewn0igVgY+ZSPvvfe0QHNaB5YD8AtHo17ZqlUeUso3WvRDp0TsE/zIQlJI23dY96MiQhhBAXqO7du9OyZUveeOON067j0KFDPPzww6xZs4adO3fy4IMP1qm+rKwsRo0axW+//YbRaGTw4MFMnToVvf6fGQ6bNm3i/vvvZ9WqVQQEBDBixAieeOIJ+bLvIiQJkxCi3qqqrBRml1NZ6KQgu5wVy1bwxseT0atNjOr/srvcipXL2XFwHS0iexDYKBaTr57Utq3JcQ6iWbPmXHVPC/zDvDH7GRih7u65gIQQQlyWrFYrwcHBTJw4kddff71O1zidTgYMGEBwcDBLlizh8OHDDBkyBEVReOuttwAoKSmhd+/e9OjRg9WrV7Njxw7S09Px9vbm4YcfPpchiXNAEiYhRK3ysg+zdeNuQnyij4walfP8u+NZsfkX7uj+KG0b9ALgUEE5uw9sxaj3BhX4hZjwDzNxt/9wXBorV/TrSfPWjTGYdAAMY4AnwxJCCHEKiqLgsLnqVNblcuGwObFbnajVyhnfW6tX12kEJj09ncWLF7N48WLefPNNADIyMoiLi6vX/eLi4tzXf/TRR3W6ZsGCBWzZsoV9+/YREREBwKuvvkp6ejrPP/88vr6+zJo1i6qqKj755BMMBgMpKSns2LGD1157jbFjx9Ya46pVqxgxYgRbt24lJSWFiRMn1isecW5IwiTEZU5RFDJ27mPVsrX46ALxUYdQkF3Bpo0bePKTuzB7WXhpyA//XGDX4nI5OVx2gJBYH/zCTLQOjCKy3Ue0atecth1botVVb+jan+YeikoIIcTpcthcvD96sUfuPfzNNHSGf98U/M0332THjh2kpKQwefJkAIKDgwEwm82nvLZr167Mnz//tNu4fPlyUlJS3MkSQN++fbFaraxZs4YePXqwfPly0tLSMBgMNcpMmDDB/VzS8crLyxk4cCA9e/Zk5syZZGRkMHr06NNupzh7JGES4jLhcrrI2VfIf2f/xM7tu7mywy0UZFdQlF3OjPkvsHLHAgakpnNlmzsA8FYHo0KFRqMlIFZHRGwI/uEm2tz4Av5hb9AgOQG1Wu2uvyMNPRWaEEKIy4zFYkGv12MymQgLC6txbv369ae81mg0ntG9s7OzCQ0NrXHM398fvV5Pdna2u8zxo11Hr8nOzj5pwjRr1iycTicfffQRJpOJpk2bsn//fu69994zaq84c5IwCXGJsducFGVX8OuCRSxcuICogAY0CmtPcW4F5RWlPPLJEADCrG0wGqq/hYsIjCcsIJrQ6ABa9YnBP6x6H6M7ns8jOCzwuDtEn+eIhBBCnE9avZrhb6bVqazL5aK0tAQfH98aX6Kdyb3PVFJS0hnX8W9ONqVOUZQax48voyhKrdcCbN26lRYtWmAymdzHOnbseDaaK86QJExCXKSqyuwUZJeTt6+YF159ml17djCi/zPYy6p/2fy8djZzV39M+4Z9COmRAoCP2ZfmSe0JDAwiuUcIDZsm4B9mYmRIdzS6M/8lJYQQ4uKnUqnqNC0OwOVSobVq0Bk0ZyVhOhvO9ZS8sLAwVq5cWeNYYWEhdrvdPYoUFhbmHm06Kjc3F+CE0amjjiZU4sIjCZMQFzCXy0VZoZWi7AryD5Ty27frmDDmGWICG3FVm2HucvN+nU1ZVTG7m+wiJrghXt462rXpgOJdRpdO3Rg4qAX+YSZ8ArwYoV7hwYiEEEKIs0Ov1+N0Ok84fq6n5HXs2JHnn3+eQ4cOER4eDlQvBGEwGGjTpo27zOOPP47NZnMvNb5gwQIiIiJqXZgiOTmZzz//nMrKSncbV6yQ39kXAkmYhLgA2Kw2snYdQm03UZhdTuGhCsa+cBc79m7i4WvfIiKgeq5zSbaDrRnrsFbaoQ2YAwwEhHkz9NYH8A00c8MNPWiYEo/RRw90BYZ7NC4hhBDiXImLi2PlypVkZmZiNpsJCAhArVbXe0re0QSrrKyMvLw81q9fj16vJzk5GYDZs2czYcIEtm3bBkCfPn1ITk7mjjvu4JVXXqGgoIBx48YxbNgwfH19ARg8eDDPPPMM6enpPP744+zcuZMXXniBJ598stYpeYMHD2bixIkMHTqUSZMmkZmZydSpU0/zpyPOJkmYhDiPSovLWL18AxZDMI5SLYXZ5Sz4fR7TvplEYlgKD1716j9lS0qx2ivJKcqiaXJTLCFG7EGNeKnzm7TrmErn7u3Qe1X/F76Klh6KSAghhPCMcePGMWTIEJKTk6msrDytZcUBWrVq5f77mjVr+OKLL4iNjSUzMxOA4uJitm/f7i6j0Wj46aefuO++++jcuXONjWuPslgsLFy4kFGjRpGamoq/vz9jx45l7NixtbbDbDYzZ84cRo4cSatWrUhOTmbKlCnccMMN9Y5JnF2SMAlxDhQVlLL095Uc2JtL09h2R0aNypn4f+nsy9/JsD7P0CK+CwAaqw9Ol4OCslyCY3zwDzPhH+bNG13fJCQ6gFbtUvDyMmC323HMy6R//1vR6XQejlAIIYTwrIYNG7J8+fIzruffnh1KT08nPT29xrGYmBjmzp17yuuaNWvGH3/8Ua+2dOjQ4YQphfJsk+dJwiTEaVIUhcpSO4sWLGH5shUkhbfATxdBwaFyNm1bw+v/fQh/cwjP3val+5owvxgOl2bj5a+Q3Dkc/3Bv+gQ1YciTvWiSkoRG+89DtqnEeSAqIYQQQghxLEmYhPgXiqJQVmglY9t+Pvv8Mw4dyOGGrsMpyC7HWu5gxsLJrNuzmOs6jKBXi5sBCPOPxc8cRExEAk26hRES6Yt/mDeDn52NJdD7JCsJhZ//wIQQQgghxL+ShEmII1wuhZK8Sgqzy/n+ux9Y8Ns8UmI70Di4E3ark5KKAl79/FlUKjVtQ65Dp9WDClKSWqM1umjdqSk9b2hcvYdRuDfjP8nzdEhCCCGEEOIMScIkLjtOh4ui3AoKD1VwICOXp15+hKz9GTx8zXRQqkd+Fq5czML1/6WqCBK7tketVhETH0nP9gOJi42j222JRCeF4R9qYpS+p2cDEkIIIYQQ54wkTOKSVVpcRkWRk+KcSgoOlfPND1/y9bwZNIlsy3UdRgLV0+2Wr1uEzVFFdsF+IkPi8A8z0dfvShKbRdAtrRt9+rfHEmJEo1Fz2zNzPByVEEIIIYQ4nyRhEhe9w3mF7NudgxcWCg+Vc/hgOSOfuY6DeZk8NegzgnwjAMjZW8TB/Ex8vQLRGTT4h3sTEG5igvlZouMi6DvwCiJig1GrVUA74A6PxiWEEEIIITxPEiZx0cg5mMfqZesJ8Y3BVqKm8FA5//nft8z46QWaxrTn3itf+KewU4WCQkHlQZq1boJ/mDcNetzClbd1oF2nVjRITnBvHNeLZA9FJIQQQgghLnSSMIkLTn52IX/+tpy8Q0U0iUql4FD1HkaPvX8bOUVZjBowhSZRqQCY1UEAVNhLiGzoR0B49YILTa6aSXyjKGITIo9bka6tByISQgghhBAXK0mYhEcc3cPo158Xs2LZKprEtMFMCAWHylm7ZTlvz3uUUL8YnrjlY/c1Yf6x2ByV+IRqaNEzGv9wEwMCmvLI9EFExoQdd4eo8xuQEEIIIYS4JEnCJM4pRVGoKLGxa0sWX37xJbmH8hnYYQiFhyqoKrfz7vwn2Jy1klu6jKZr06uB6sQoyBJObFQCLa6IJjCietTorlcWYPLx8nBEQgghhBDicnL87plCnJajm7tmbTnM6898wMAeNzPx7jeZ8fCffPLoUn58ayVTpj/F5z++x4EdBVSV20EFzRq0pV2zNFp1aUyv9CbcNCGV8R/eQF7RQVZu+p0uNzagSacIwuItkiwJIYQQwi09PR2VSuX+ExgYSL9+/di4caOnm3ZRe/755+nUqRMmkwk/P78Tzm/YsIFBgwYRHR2N0WikSZMmvPnmmzXKbN++nR49ehAaGoqXlxcJCQlMmjQJu91+ynsXFhZyxx13YLFYsFgs3HHHHRQVFdUoc+y/+dE/77333pmGfUoywiTq5WhiVHionL07D/LiG8+QtW8vDw58BbvVBcB/l85n0d+zqSyAiI7NUKkgISmBzq2uICmhAV1vSyQyPhj/MNnDSAghhBCnr1+/fnz8cfX0/ezsbCZNmsTAgQPJysqq9Rq73Y5OpztfTbzo2Gw2brrpJjp27MiMGTNOOL9mzRqCg4OZOXMm0dHRLFu2jOHDh6PRaLj//vsB0Ol03HnnnbRu3Ro/Pz82bNjAsGHDcLlcPPfcc7Xee/Dgwezfv5+ff/4ZgOHDh3PHHXcwZ07NbV0+/vhj+vXr535tsVjORui1khEmcVIul4uSw5Xs3XyYdQuzmDBiCg1jm3Nd5+F89vgy5ry1gXU/HWLBn/9h856/yMk/hEqtwi/UxBU9+3HXzaO4675buWVSO4ZPS+OOyZ1YsnYhn3z3Di3TEgiO8UGr13g6TCGEEELUory8nPLychRFcR+z2WyUl5djtVpPWtblcrmP2e12ysvLqaqqqlPZ02EwGAgLCyMsLIyWLVvy6KOPsm/fPvLy8gDIzMxEpVLxzTff0L17d7y8vJg5cyZPP/00LVu2rFHXG2+8QVxcnPu1w+HgwQcfxM/Pj8DAQB599FGGDBnCtdde6y5TWlrKbbfdhre3N+Hh4bz++ut0796dhx56qMbPbPz48URGRuLt7U379u1ZtGiR+/wnn3yCn58fc+fOpVGjRphMJm688UbKy8v59NNPiYuLw9/fnwceeACn0+m+bubMmaSmpuLj40NYWBiDBw8mNzfXfX7RokWoVCp+/fVXUlNTMZlMdOrUie3bt5/yZ/rMM88wZswYmjVrdtLzd999N9OmTSMtLY2EhARuv/127rrrLn744Qd3mYSEBO666y5atGhBbGwsV199Nbfddht//vlnrffdunUrP//8Mx9++CEdO3akY8eOfPDBB8ydO/eENvv5+bn/3cPCwjAajaeM6UxJwnSZc7lcHMrKdydGCz75m0axzTF5mXl7zE/MfWsDy77fxa7N+9mZtYmMQ1tQq1X4h5lomBrOg3dP4PXn3+OOJ9IY8WYatz3TgYlvDuejr6dz+4jrCYoyo9VJYiSEEEJcbMxmM2azmfz8fPexV155BbPZ7B5JOCosLAyz2VxjZOftt9/GbDYzdOjQGmXj4uIwm81s3brVfeyTTz454/aWlZUxa9YskpKSCAwMrHHu0Ucf5cEHH2Tr1q307du3TvVNmTKFWbNm8fHHH7N06VJKSkr48ccfa5QZO3YsS5cu5b///S8LFy7kzz//ZO3atTXK3HXXXSxdupSvvvqKjRs3ctNNN9GvXz927tzpLlNRUcG0adP46quv+Pnnn1m0aBHXX3898+bNY968eXz++ee8//77fPfdd+5rbDYbzz77LBs2bODHH38kIyOD9PT0E+KYOHEir776Kn/99RdarZa77767TvHXR3FxMQEBAbWe37VrFz///DNpaWm1llm+fDkWi4X27du7j3Xo0AGLxcKyZctqlL3//vsJCgqibdu2vPfeezWS73PhopmSFxcXx969e2sce/TRR3nppZc81KKLi8vlYuumnWgdZioOOynILufHn77lg9kvkRzdjqG9n3SXLSwqwGqvJKdoL7GJ0QSEm4hocwNdBzanfedUUju2QKOtzrX7jTj5tw9CCCGEEOfa3LlzMZvNQPXIVXh4OHPnzj1uSxF46KGHuP766+tV91tvvcWECRO47rrrAJg+fTrz5s1zny8tLeXTTz/liy++oFevXkD1VLGIiAh3md27d/Pll1+yf/9+9/Fx48bx888/8/HHH/PCC9V7SNrtdt59910SExMBuPHGG/n888/JycnBbDaTnJxMjx49+P3337nlllsAaiQ+CQkJTJs2jXbt2lFWVub+mUD1M0lHE5XHHnuMAQMGUFVVhZfX2Xk2fPny5XzzzTf89NNPJ5zr1KkTa9euxWq1Mnz4cCZPnlxrPdnZ2YSEhJxwPCQkhOzsbPfrZ599ll69emE0Gvn11195+OGHyc/PZ9KkSWclnpO5aBImgMmTJzNs2DD362M7g6jmcrnY9vcusnZlE+oTR8GhcgoOljP6lZs4VJDJmGveJDEsBQBnqQ6rvZLc4n34h3sTEO5NQIQ3b7V9j+jEMFq3b4aX0XBM7d09EpMQQgghzr+ysjIATCaT+9gjjzzCQw89hFZb8yNkdnY2arW6xtSoUaNGMWzYMDSamjNNMjMzAWqUPdnISF306NGDd999F4CCggLeeecdrrzySlatWkVsbKy7XGpqar3qLS4uJicnh3bt2rmPaTQa2rRp4x7N2LNnD3a7vUYZi8VCo0aN3K/Xrl2Loig0bNiwRv1Wq7XGKJjJZHInSwChoaHukbhjjx075W7dunU8/fTTrF+/noKCAne7srKySE5Odpdr3ry5++/h4eEA5ObmEhMTU6+fycls3ryZa665hieffJLevXufcP7rr7+mtLSUDRs28MgjjzB16lTGjRtXa30qleqEY4qi1Dh+bGJ0dFrl5MmTJWE66ugcTVHdeXZuyWDl0jWEWeLQWM0UHCrntyX/4925k4gKSuKxG/7PXd7fO5icon049CUktg4hIMKbzr5x3D6+N607NMPL65/EqB3xnghJCCGEEBcQb2/vE47p9Xr0ev1Jyx4/qqPT6U66uMLJ6j3dRRi8vb1JSkpyv27Tpg0Wi4UPPvigxuICx99TrVbXeDYLTv4c1fEf4I+95ujfT1XG5XKh0WhYs2bNCYnjscnQ8fGrVKqTHjuaFJWXl9OnTx/69OnDzJkzCQ4OJisri759+2Kz2Wpcd2w9R9t6NqawbdmyhZ49ezJs2LBak5Xo6GgAkpOTcTqdDB8+nDFjxpy0bFhYGDk5OSccz8vLIzQ0tNZ2dOjQgZKSEnJyck5Z7kxcVAnTlClTePbZZ4mOjuamm27ikUceOel/2qOsVmuNhxJLSkqA6v8Qp/tw4dly9P7/1g5FUcg9UMBv//uDfZnZtG/Si8JDFRRmV/Dqtw+x4+B6bu8+ng6NqufjBnlHoVZr0Ot1xLcMJCDcG/9wEz1GfEFMUhgGL8Nxd4iuUzuE59W1zwhxlPQZUV/SZy4/drsdRVFwuVyn9SH6aHJwtI7zSVGUE+6rKApqtZqKiooaMR0fX2BgINnZ2TidTncSsW7dOndZHx8fQkNDWblyJZ07dwbA6XSybt06WrRogcvlIj4+Hp1Ox4oVK4iMjASqP2vu3LmTbt264XK5aNGiBU6nk+zsbLp27XpCDMe38dg4TnbsaLxbtmwhPz+fF154wZ2UrFq1qkadJ4u9tp/HyZysXUdt3ryZK664gjvvvJNnn322Tv/2TqcTu93uLnv8v1379u0pLi5mxYoV7lG7lStXUlxcTIcOHWq9x9q1a/Hy8sLX1/ekZVwuF4qiYLfbT0ha6/ped9EkTKNHj6Z169b4+/uzatUqJkyYQEZGBh9++GGt17z44os888wzJxxfsGBBjeFlT1q4cCEAigIuq4ptf+9m6+ZtxIcmE21Jxl6mZn9OBi9+NwwvvTevpP/H/R87MjCBkqoCDH4ufJKs6Mwugk1+fH3D1+j0WuxkkgPkHKq+186szR6KUpxNR/uMEHUlfUbUl/SZy4dWqyUsLIyysrITRibqo7S09Cy2qm6OrsJ3dPGEoqIiPvjgA8rKyujZsyclJSXuaYXl5eXuL86heopeXl4ezz77LNdccw2//PIL8+fPx8fHx13unnvu4cUXXyQiIoIGDRrw/vvvU1BQgNPpdJcZNGgQjzzyCF5eXgQFBfHSSy+hVqux2+2UlJQQFhbGTTfdxJ133slzzz1H8+bNOXz4MH/88QfJycn06dOHqqoqFEWp0T6r1VrjPkfjdTgclJSU4O/vj16v59VXX+Xuu+9my5YtPPvsszViraioAKr/bY6O/pWXlwPV0y2PrftY+/bto6ioiF27duF0Olm6dCkA8fHx7sU6rr76anr06ME999zj/vlrNBqCgoIA+Oabb9DpdCQnJ2MwGFi/fj0TJ07kuuuuo7KyEqhexe/ee+/lxx9/JCIigsjISHr16sU999zD66+/DlQ/e9a3b1/Cw8MpKSlh/vz55Obm0rZtW4xGI3/++SeTJk1iyJAhJwyUHGWz2aisrOSPP/7A4XDUOHf0Z/RvPJowPf300ydNaI61evVqUlNTawzfNW/eHH9/f2688UamTJlywkooR02YMIGxY8e6X5eUlBAdHU2fPn3w9fU9O0GcBofdxc4N+3j11VcpL69gUM8HKDxUgbXCwU+Lf2HZtnn0a307oW2rF1QIDYgiMiie2KgEknsEEREXjH+4ibuDZ8kKdJcRu93OwoUL6d27t+wfIepE+oyoL+kzl5+qqir27duH2Ww+rUUAFEWhtLQUHx+fkz5/ci7pdDp+/fVXGjduDFQ/utG4cWO+/vpr+vfvD/wz7c3b27vGZ7+2bdsyffp0XnrpJaZOncr111/PuHHj+OCDD9zlnnzySYqKirj33nvRaDQMGzaMvn37otFo3GWmTZvGvffey6233oqvry+PPPII2dnZ+Pr6ust8/vnnPP/88zz55JMcOHCAwMBAOnTowHXXXYevry9eXl6oVKoa7TMYDDXuczRerVbrrvujjz5i0qRJvP/++7Ru3ZqpU6dy7bXXumM9Ojjg4+Pjrufo1ESz2VzrZ+GpU6fy2WefuV9369YNgF9//ZXu3bvz888/k5+fz7fffsu3337rLhcbG8uePXvc95w6dSo7duxAURRiY2MZNWoUDz30EAaDwZ1g79y50z06BPDVV18xevRobrjhBgCuuuoq3nrrLfd5i8XCyy+/zKRJk3C5XCQkJDB58mTuu+++E56rO6qqqgqj0Ui3bt1O6OO1JY3HUynHT+A8j/Lz82ssVXkycXFxJ/0PfODAAaKiolixYkWN5QdPpaSkBIvFQnFxsUcTpooSG++NWcjDHw0E4MU7v8fH6IdKBRsPLWJj5hL69bqaW2+9lYBwM/6hJjQ6WQH+cme325k3bx79+/eXDzKiTqTPiPqSPnP5qaqqIiMjg/j4+NNKmFwuFyUlJfj6+p7wDNOlxuVy0aRJE26++Wb3aM7xysvLiYyM5NVXXz1hOXVR7Xz3mVP18brmBh4dYQoKCnIP3dXX0XmmR1f7uJgYfXREJQbTpWU/4uJj6HZrQxqkxOIfakKr7+np5gkhhBBCXPb27t3LggULSEtLw2q1Mn36dDIyMhg8eLC7zLp169i2bRvt2rWjuLjYvWz2Nddc46lmi3PgoniGafny5axYsYIePXpgsVhYvXo1Y8aM4eqrrz4rSyKebyqViuseaYWh6Uj5Fk8IIYQQ4gKkVqv55JNPGDduHIqikJKSwi+//EKTJk1qlJs6dSrbt29Hr9fTpk0b/vzzz9MeEBAXposiYTIYDHz99dc888wzWK1WYmNjGTZsGOPHj/d004QQQgghxCUoOjraveBBbVq1asWaNWvOU4uEp1wUCVPr1q1ZsWKFp5shhBBCCCGEuMxc2k/nCSGEEEKIf+XBNcCEOKfORt+WhEkIIYQQ4jJ19Dnquu5HI8TF5mjfPpM1Ay6KKXlCCCGEEOLs02g0+Pn5kZubC4DJZKrXfkoulwubzUZVVdUlv6y4ODvOV59RFIWKigpyc3Px8/NDozn9vUslYRJCCCGEuIyFhYUBuJOm+lAUhcrKSoxG43nfuFZcnM53n/Hz83P38dMlCZMQQgghxGVMpVIRHh5OSEgIdru9Xtfa7Xb++OMPunXrJtukiDo5n31Gp9Od0cjSUZIwCSGEEEIINBpNvT9cajQaHA4HXl5ekjCJOrkY+4xMNhVCCCGEEEKIWkjCJIQQQgghhBC1kIRJCCGEEEIIIWpxWT3DdHTjqpKSEg+3pPqBt4qKCkpKSi6a+ZvCs6TPiPqSPiPqS/qMqC/pM6K+LqQ+czQn+LfNbS+rhKm0tBSA6OhoD7dECCGEEEIIcSEoLS3FYrHUel6l/FtKdQlxuVwcPHgQHx8fj+8VUFJSQnR0NPv27cPX19ejbREXB+kzor6kz4j6kj4j6kv6jKivC6nPKIpCaWkpERERp9xE97IaYVKr1URFRXm6GTX4+vp6vLOIi4v0GVFf0mdEfUmfEfUlfUbU14XSZ041snSULPoghBBCCCGEELWQhEkIIYQQQgghaiEJk4cYDAaeeuopDAaDp5siLhLSZ0R9SZ8R9SV9RtSX9BlRXxdjn7msFn0QQgghhBBCiPqQESYhhBBCCCGEqIUkTEIIIYQQQghRC0mYhBBCCCGEEKIWkjAJIYQQQgghRC0kYfKAd955h/j4eLy8vGjTpg1//vmnp5skLhAvvvgibdu2xcfHh5CQEK699lq2b99eo4yiKDz99NNERERgNBrp3r07mzdv9lCLxYXmxRdfRKVS8dBDD7mPSZ8Rxztw4AC33347gYGBmEwmWrZsyZo1a9znpc+IYzkcDiZNmkR8fDxGo5GEhAQmT56My+Vyl5E+c3n7448/uOqqq4iIiEClUvHjjz/WOF+X/mG1WnnggQcICgrC29ubq6++mv3795/HKGonCdN59vXXX/PQQw8xceJE1q1bR9euXbnyyivJysrydNPEBWDx4sWMGjWKFStWsHDhQhwOB3369KG8vNxd5uWXX+a1115j+vTprF69mrCwMHr37k1paakHWy4uBKtXr+b999+nefPmNY5LnxHHKiwspHPnzuh0OubPn8+WLVt49dVX8fPzc5eRPiOONWXKFN577z2mT5/O1q1befnll3nllVd466233GWkz1zeysvLadGiBdOnTz/p+br0j4ceeojZs2fz1VdfsWTJEsrKyhg4cCBOp/N8hVE7RZxX7dq1U0aOHFnjWOPGjZXHHnvMQy0SF7Lc3FwFUBYvXqwoiqK4XC4lLCxMeemll9xlqqqqFIvForz33nueaqa4AJSWlioNGjRQFi5cqKSlpSmjR49WFEX6jDjRo48+qnTp0qXW89JnxPEGDBig3H333TWOXX/99crtt9+uKIr0GVEToMyePdv9ui79o6ioSNHpdMpXX33lLnPgwAFFrVYrP//883lre21khOk8stlsrFmzhj59+tQ43qdPH5YtW+ahVokLWXFxMQABAQEAZGRkkJ2dXaMPGQwG0tLSpA9d5kaNGsWAAQO44oorahyXPiOO99///pfU1FRuuukmQkJCaNWqFR988IH7vPQZcbwuXbrw66+/smPHDgA2bNjAkiVL6N+/PyB9RpxaXfrHmjVrsNvtNcpERESQkpJyQfQhracbcDnJz8/H6XQSGhpa43hoaCjZ2dkeapW4UCmKwtixY+nSpQspKSkA7n5ysj60d+/e895GcWH46quvWLt2LatXrz7hnPQZcbw9e/bw7rvvMnbsWB5//HFWrVrFgw8+iMFg4M4775Q+I07w6KOPUlxcTOPGjdFoNDidTp5//nkGDRoEyPuMOLW69I/s7Gz0ej3+/v4nlLkQPiNLwuQBKpWqxmtFUU44JsT999/Pxo0bWbJkyQnnpA+Jo/bt28fo0aNZsGABXl5etZaTPiOOcrlcpKam8sILLwDQqlUrNm/ezLvvvsudd97pLid9Rhz19ddfM3PmTL744guaNm3K+vXreeihh4iIiGDIkCHuctJnxKmcTv+4UPqQTMk7j4KCgtBoNCdkyrm5uSdk3eLy9sADD/Df//6X33//naioKPfxsLAwAOlDwm3NmjXk5ubSpk0btFotWq2WxYsXM23aNLRarbtfSJ8RR4WHh5OcnFzjWJMmTdyLD8n7jDjeI488wmOPPcatt95Ks2bNuOOOOxgzZgwvvvgiIH1GnFpd+kdYWBg2m43CwsJay3iSJEznkV6vp02bNixcuLDG8YULF9KpUycPtUpcSBRF4f777+eHH37gt99+Iz4+vsb5+Ph4wsLCavQhm83G4sWLpQ9dpnr16sWmTZtYv369+09qaiq33XYb69evJyEhQfqMqKFz584nbFewY8cOYmNjAXmfESeqqKhAra75kVGj0biXFZc+I06lLv2jTZs26HS6GmUOHTrE33//fWH0IY8tN3GZ+uqrrxSdTqfMmDFD2bJli/LQQw8p3t7eSmZmpqebJi4A9957r2KxWJRFixYphw4dcv+pqKhwl3nppZcUi8Wi/PDDD8qmTZuUQYMGKeHh4UpJSYkHWy4uJMeukqco0mdETatWrVK0Wq3y/PPPKzt37lRmzZqlmEwmZebMme4y0mfEsYYMGaJERkYqc+fOVTIyMpQffvhBCQoKUsaPH+8uI33m8lZaWqqsW7dOWbdunQIor732mrJu3Tpl7969iqLUrX+MHDlSiYqKUn755Rdl7dq1Ss+ePZUWLVooDofDU2G5ScLkAW+//bYSGxur6PV6pXXr1u4lo4UATvrn448/dpdxuVzKU089pYSFhSkGg0Hp1q2bsmnTJs81Wlxwjk+YpM+I482ZM0dJSUlRDAaD0rhxY+X999+vcV76jDhWSUmJMnr0aCUmJkbx8vJSEhISlIkTJypWq9VdRvrM5e33338/6eeXIUOGKIpSt/5RWVmp3H///UpAQIBiNBqVgQMHKllZWR6I5kQqRVEUz4xtCSGEEEIIIcSFTZ5hEkIIIYQQQohaSMIkhBBCCCGEELWQhEkIIYQQQgghaiEJkxBCCCGEEELUQhImIYQQQgghhKiFJExCCCGEEEIIUQtJmIQQQgghhBCiFpIwCSGEuKRlZmaiUqlQqVS0bNnyjOs7Wpefn98Z1yWEEOLCJwmTEEKIy8Ivv/zCr7/+esb1HDp0iDfeeOPMGySEEOKiIAmTEEKIy0JgYCCBgYFnXE9YWBgWi+UstEgIIcTFQBImIYQQF428vDzCwsJ44YUX3MdWrlyJXq9nwYIF9aorPT2da6+9lhdeeIHQ0FD8/Px45plncDgcPPLIIwQEBBAVFcVHH310tsMQQghxEdF6ugFCCCFEXQUHB/PRRx9x7bXX0qdPHxo3bsztt9/OfffdR58+fepd32+//UZUVBR//PEHS5cuZejQoSxfvpxu3bqxcuVKvv76a0aOHEnv3r2Jjo4+BxEJIYS40MkIkxBCiItK//79GTZsGLfddhsjR47Ey8uLl1566bTqCggIYNq0aTRq1Ii7776bRo0aUVFRweOPP06DBg2YMGECer2epUuXnuUohBBCXCwkYRJCCHHRmTp1Kg6Hg2+++YZZs2bh5eV1WvU0bdoUtfqfX4WhoaE0a9bM/Vqj0RAYGEhubu4Zt1kIIcTFSRImIYQQF509e/Zw8OBBXC4Xe/fuPe16dDpdjdcqleqkx1wu12nfQwghxMVNnmESQghxUbHZbNx2223ccsstNG7cmKFDh7Jp0yZCQ0M93TQhhBCXIBlhEkIIcVGZOHEixcXFTJs2jfHjx9OkSROGDh3q6WYJIYS4REnCJIQQ4qKxaNEi3njjDT7//HN8fX1Rq9V8/vnnLFmyhHfffdfTzRNCCHEJkil5QgghLhrdu3fHbrfXOBYTE0NRUVG96/rkk09OOLZo0aITjmVmZta7biGEEJcOSZiEEEJcFjp16kTLli1ZtmzZGdVjNptxOBynvTKfEEKIi4skTEIIIS5pUVFR7Ny5EwCDwXDG9a1fvx6oXnJcCCHEpU+lKIri6UYIIYQQQgghxIVIFn0QQgghhBBCiFpIwiSEEEIIIYQQtZCESQghhBBCCCFqIQmTEEIIIYQQQtRCEiYhhBBCCCGEqIUkTEIIIYQQQghRC0mYhBBCCCGEEKIWkjAJIYQQQgghRC0kYRJCCCGEEEKIWvw/3XnhoYjQRzEAAAAASUVORK5CYII=", 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", 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", 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", 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" ] @@ -365,7 +365,7 @@ "outputs": [ { "data": { - "image/png": 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ZvGUbb/mdY+v5eMZ39qC6qcHDN7ByhuG7CP39O6IzPkGlysFqz2jIPQudPgND8+eW3UDHgAY2DWhg04Ahnw2BzyCvKK/kCteFqAvctrlNZkEmBbYFnIg9wYnYEyT+kUjizkRqdqnJKx+/gpeVF/Wt62NVYEUjl0ZScAkhhBBCCK2T4qqS6uhuQ6PaFly+nc6agJvM6On56A0UCuoP+JCQ5n25vukDbIuOwdk1EPwXQe4T8er97vMJ/gCGuob/Kbg8hrDg5gIyczOJyooiKDmIoJQgthRtIVEnEXUNdUnBVZxdTPCEYPQs9Bi+aTiNajWivnV9nE2ccbRylIJLCCGEEEI8V1JcVVIKhYJJnd14fdZavv7lM/od2vXAe6/+V3XHenSYuRsijsBfk7kYFEGLD8fTr8U8tu75B/3qjs8h/eOZGZnRwOhewQUwa/cs0rPTCUkMISo/iuvJ1/nn5D8EK4NBH86mnOVsylkAbv94m+yr2bR9ty39BvejfvX6eFl5YWtsKwWXEEIIIYTQGCmuKrGO7jYUnP6ZnFvBjP3wS/7Zsf7JN3Z5Gd49xdkPB6NgD/o58ej/2Ba6fAHNRkEFLEIsTCxoVbcVrWh1r+ElSB2XyomgE2RZZN27ypUcRPitcAozConIj+DHqz8CkBuZS/TiaBybOzLxu4l4Wd+bVmhrbKvFMxJCCCGEEFWJFFeVmFKpZPpnX/LVys3E1X6Zu1n5j7736n/pGzNu6V/49N2B7aXFkHkV9kwj+9xWbjWYjFe7PpoLX06qmVWjd6vepdpSX05lz4k9FFQvICr/3tTCM0fPUJhRSPydeNZcWVPSN355PMYKY3wG+mDYwJCGNRpiZ2Iny8ILIYQQQogyk+Kqkvtw1CBO5NXickzak9179QANOw2Ajv3g3Fo4PJsvNh9n2dm/+W5cTyYu3gF6huUfXIOqmVXjje5vlGpL65TGntf2cDP1JoUOhQQlBxGWHEbK1RSSC5K5+OpFrv9zHQD1dTUZRzPw6erD22+/jZe1lxRcQgghhBDisaS4quQUCgWTu7jx1oZzbDwVxdvtnLExK8PVq38pdaDVWFT1enBzpw+FxbG4ph6BlT7QZwnUbV/u2Z8nS1NLhnUbVqotOz+bnTV3cvjEYYrrFJNtms3N9Jvcvnabu+fu4m/mz3W3ewVXNYNqxK2Ow8XFhfETx9PSuaUUXEIIIYQQohQprqqAjvVsqGdawKnf1zIwdCfHflnz+I0eQlmtDjvORHNm+0Jax66FlAj4qQ+XzLtRZ9BcrB1cyzG5dpkYmPBG9zcY0nkIe/fupWfPnqiUKvY57+PP5n9SbFdMVrUsItIiSIxPJOJoBBEBEdxudRvlJSVWhlboXdFDmaCkb9++vNrpVSm4hBBCCCG0wM/Pj8mTJ5OWlqbVHBVv1QJRZgqFgs52+WRd2ss/Ozdy41b8s+1PqaT16x/Ce2eh+WiyC6D/7N/w8HTn/NZ58BRP2q4sDHQM6Ne2H+tmr8NvvB+/vfIbp4edZm2vtbz12Vu0e7Mdnrae6Cp0SclL4dyBc/iv9+erLV/RdUdXOmzvwKhdo+g6uitfrP6C2MzYp3oyuRBCCCGENnXs2JHJkyc/0z7i4+MZOnQo7u7uKJXKh+5vx44deHl5YWBggJeXFzt37nym42qTXLmqIj4cNZjVm3eQY9+MX66mMtOx5rPv1NACei8i3twHU783Uefk4XF1HhSdhV6LwKrusx+jEjDQMaBtvba0nd22pC2/OJ8bKTf48e6PHK95nGotq5GiSCE1P5UjgUeIWh/F0T+O8rvh71QzqIantSeFgYU4mDswqNsg6jvWlytcQgghhKjS8vPzsbGx4dNPP2Xx4sUP7HPq1CmGDBnCnDlz6N+/Pzt37mTw4MEEBATg6Vn2tQS0TYqrKkKpVLJ+9Q+M3HCOzWdu8U4HZ2qYlc9CFK7tB3IxvDtRO2djetMPIv6GFW3YrduLHpOXo2doXC7HqUwMdAxoYNOAZdOWwbR7bfnF+YSlhrHXYi/bem8jWy8bXYUuqfmpnIw7SdiyMPJv5+M30Y86bergZe2FfZE9xbeK6dW+Fy09W0rBJYQQQgitGzlyJMeOHePYsWMsXboUgMjISJycnMq0Hycnp5Lt169/8CODlixZgq+vL9OnTwdg+vTpJcddtWrVQ/ft5+fH559/zt27d+nWrRtt27Z9aN/nSYqrKqRDPRsaO1gSGJPG6qMRfNanfrntW9/YlHrDFkDyWPhzEvsPHaHvz+tpumI7p44eQt+5dbkdq7Iy0DHAu7o33v28+ajfR8B/Cq7rd6/zbfNvidCPwLSuKWn5aZyMO0nKsRTiNsSxyHMRTT5vgqeVJ17WXhTcKKCtd1ta128tDz4WQgghqhK1GgpztHNsPWN4gl/kLl26lBs3buDt7c3s2bMBsLGxAcDU1PSR27Zr1459+/Y9caRTp04xZcqUUm3dunVjyZIlD93mzJkzjBo1irlz5/Lqq6+yf/9+vvjiiyc+piZJcVWFKBQK3n/ZmcGT5zDnxz/of+YE3q5O5XsQaxcY8Sc5yVOx3rmM9vaF6G/sDi3fgU4zwdC8fI9XyZUUXNW9GbJzCPCfgisoOYhtN7dxxPkIBm4GpOWncSr+FCdjTxL8bjCqfBVNFjShWaNmeFl7YVNgg5OJEz7ePlJwCSGEEJVVYQ7MtdfOsWfEgb7JY7tZWFigr6+PsbExdnZ2pb4WGBj4yG2NjIzKFCkhIQFbW9tSbba2tiQkJDx0m6VLl9KtWzc++eQTAOrVq8fJkyfZv39/mY6tCVJcVTEve9iiDg+gMCWO92Z+w9FtD7+c+tQUCl6dtph2A8ZidGIBhO2As6tJPLuTUzav0XfCnPI/ZhXy3wXX4FmDYRYUFBfcu8KVfJ1z4eeIc4gjIy6DguoFnI4/zen40yT8ksDdvXex62ZHrym98LL2wsvaC9NMUym4hBBCCPFcuLqW/8rR/3tbhFqtfuStEsHBwfTv379UW5s2baS4EuVPqVTy+ayvmLPpILFO3UnMzCu3e6/+l42TBzith4jh8NcUpqy7zparX/Hxwd/5ZuNBsKilkeNWRfo6+tSvXp/61esz2H0w3/b6ltz8XCKzIglKDuJ68nU2sYlk3WSUNZWcSTjDmYQzFKYWEjolFF0zXYZtGUYDuwZ4WXvhoOeAR00PdHXkr7gQQghRoegZ37uCpK1jP6PynhZoZ2d331WqxMTE+65m/beKvBKzfPKqgia90ZdjmTZcik5j1dGbfN7HS7MHdHkZ1bgTOJ7ujkHwcQbUuAU/tILOn0GLMfceUCzKzMjACC+De1enBjKQL/Z8QXZuNqHJodzMuUlQchBHjx3lhu4NdMx1uJB8gQvJFwCI/j6a7KBs2k5sS+9Xe+Nl7YW7pTuOFo5ScAkhhBDapFA80dQ8bdPX16e4uPi+9vKeFtimTRv8/f1L3Xd18OBB2rRp89BtvLy8OH36dKm2/32tLfIpqwpSKBRM7lKPEevP8vOZW4z2caCWtZlGj6k0MGHu1n+Y9OkxbE9/BbfPwr6P+GvzD9Tu+xmNuwzS6PFfFCZGJjSt3ZSmNAXg8zafkz0pmzNhZ0g1TCUoOYig5CDCYsMozinmluoWPwX9BEB2aDbRS6Kp07IO7377Lp7W9xbPcDJ3QqmQKYVCCCGE+A8nJyfOnDlDVFQUpqamWFlZoVQqyzwt8N9iLCsri6SkJAIDA9HX18fL694v/ydNmkT79u2ZP38+ffv25Y8//uDQoUMEBAQ8dJ8TJ07Ex8eHBQsW0K9fPw4ePFghpgSCPES4ymrvVh1nxR1ubfqYV0e++9yOa+vdAUYdgF4LSSo0YcS6azTvOphj370JBdnPLceLxMTIhE4NOzGg3gA+a/MZW3tvJSUyhd+P/s68YfMY4j6EhtUbUhhdSHFuMXcz7rIxaCPT/5lO3119sfSyxNbblilbpvBnxJ9EpEVQrLr/N1VCCCGEeHF88MEH6Ojo4OXlhY2NDdHR0U+1nyZNmtCkSRMuXLjAli1baNKkCT179iz5uo+PD9u2bWPDhg00bNgQPz8/tm/fTqtWrR66z9atW7N27VqWL19O48aNOXjwIDNnznyqfOVNrlxVUQqFglfcLTgSfZXzdyKIiL2LS63qz+fgSiW0GIPaqhWdDvcmLOo2Pum7YMWlew8fdvN9PjleYMYGxvTvUPpGzzzfPPzf9Sc8JZzcGrkEJQcRnBBMZlgmmcWZ7I3fy6HjhwDIOZtD5tFM2vRqw+ixo/Gy8qKuRV10ZIqnEEII8UKoV68ep06deub9PMn9UQMHDmTgwIGl2lQq1SO3GTVqFKNGjSrVNm3atLIHLGdaLa4CAgL49ttvuXDhAvHx8ezcuZN+/fo9tP/IkSP56aef7mv38vLi+vXrwL0Hir311lv39cnNzcXQUDMLO1RUE9/sz/rd40mxa8FP5xOY/byKq/9Xw6UBv56+RcaFHegd+xzSolFvHsDXoa6M+eon7FwbPNc8LzpDfUP6vNSnVFtBUQH+7v4cOn0Im5dsCE4JJjQ1lLjQOFKCUjhR5wQ3j9+8t73SkNsLb+Pk5sR7M96jhVMLnC2c0VXK72iEEEIIIUDLxVV2djaNGjXirbfeYsCAAY/tv3TpUr755puS10VFRTRq1IhBg0rfz2Nubk5oaGipthetsIJ7KweuWjCLoWvPsO1sDOM6uGBvWbabDMuDebMB4N0Njsxl4+qlfLbrEiv3NSFi7woM24y5d6VLaIW+rj69XupFr5d6lbQVq4o56nmUv/7+iyKbIjJqZBCcEkza7TQSLidwJ/gOmT0yUVxRYKhjiPKMEuKg76C+DOg6AGdLZ/SUelo8KyGEEEII7dBqcdWjRw969OjxxP0tLCywsLAoeb1r1y5SU1Pvu1KlUCjue+DZi6qNizWt6lpxJjKFxfsu8+3rrbUTxMAUus+lobIhzS6+zeB6hRj6fwghv0HvJWCr4RUNxRPTUerQuWlnOjftXNJWrCrmasxVNutvJjQmFGt7a0JSQsguzCbqaBRZ17K4bXqbrflb0VfqU0dZh9gdsbRo0YJxo8ZRpC7S4hkJIYQQQjwflXo+z7p16+jSpQuOjo6l2rOysnB0dKS4uJjGjRszZ84cmjRp8tD95Ofnk5+fX/I6IyMDgMLCQgoLCzUTvgz+zfC0Wd5t68C+H+excPEh+rqfpVUD9/KMVybeLw/geHBvFOfWoT4xH0XMGW7M9cEvqSGfLP8VI3Or557pWcf3RVHfvj7z3ptX8lqlVhGTGYNfrh8B/wRg7WNNgl4CWYVZXLp0iVs7b3Hl9BUC7APQQYdt+7aRdyIPWyNbhvQbgo+HD/o6+lo8o6pB3r+aJeOrWTK+miXjq1lPMr6FhYWo1WpUKtVj7yESpf17r9a/46dpKpUKtVpNYWEhOjql7zEvy98hhbqCPIVLoVA89p6r/xYfH4+DgwNbtmxh8ODBJe2nT58mPDycBg0akJGRwdKlS9m7dy+XL1/Gzc3tgfv68ssvmTVr1n3tW7Zswdj42R+2VhG8NfUzUm9epXHvkXw5pp+24wBgWJBMg5ifePP7ExyOLGZ4MzPGTfqYJHNvbUcTT0mlVpGqSuVS1CWOHz1OvlE+Jr1MyFPnAXDjoxsUJBbg9KET5vXNsdWxxSTRhNygXBq5N6KFWwv0FDKlUAghRNWgq6uLnZ0dDg4O6OvLLxQrsoKCAmJiYkhISKCoqPSMm5ycHIYOHUp6ejrm5uaP3E+lLa7mzZvHwoULiYuLe+SbVaVS0bRpU9q3b8+yZcse2OdBV64cHBy4e/fuYwfweSgsLMTf3x9fX1/09J7ug+fmPcf4ZNsZTOs25tCUdtSu9vzvvXqYP374jOlfL2L/6wa4WClR1R9AcZc5YFrjuRy/PMZXPFxBQQG/HPgFKy8rls9fTsiVEGqNrUWOQQ4Ayf7JxP8cj1kjM5ynOlPXoi6eVp6knUqjmXszXunwCpYmlto9iQpM3r+aJeOrWTK+miXjq1lPMr55eXnExMTg5OT0Qt7//yzUajWZmZmYmZmhUCg0fry8vDyioqJwcHC473uVkZFB9erVn6i4qpTTAtVqNevXr2f48OGP/S2AUqmkRYsWhIWFPbSPgYEBBgYG97Xr6elVqB9Gz5LnrX5dOHzXjOPhd1n9TxTfDGhYzume3sDJ39D/nU/QOfYNnF2N8voOfti0E8OG/Rj95Y8odZ/P27Sifb+rEisdK3q69KTvhr7Avb/D8dnxBCUHsTVpK/43/NHz0KNYXUx4Wjg3km4QPCMYdbEaj+88cHdxx8vaC4tUC6zV1vRp1wdbK1stn1XFIu9fzZLx1SwZX82S8dWsR41vcXExCoUCpVKJUhbwKpN/pwL+O36aplQqUSgUD/x+luXvT6Usro4dO0Z4eDijR49+bF+1Wk1gYCANGsiy31N83TgefpdfzkYyrLE1DVxqaTtSCR1jS+jxDTQcTJTfOD7ad468P/2wz7xMr09/hhqe2o4oypFCocDe1B57U3u6fNAFPrj3d/VOzh2CkoM4feM0a5qvISk2CR1rHSLSI4hIjyBucxwph1Kw7mpNm3Ft8LL2wtPKk7wbefRu15vaNrW1fWpCCCGEeIFptbjKysoiPDy85HVkZCSBgYFYWVlRp04dpk+fTmxsLBs3biy13bp162jVqhXe3vffmzNr1ixat26Nm5sbGRkZLFu2jMDAQH744QeNn09F18zRCpf8MI6tn8vQsz5cPbJL25HuV6sptT8IYF7SGxw7+Bc9LcNhVVt4aRK0/xD0Ks50RlG+FAoFdiZ22JnY0alOJ2Z0mQFAUk4SQclBBKUEse7AOrKtsjFyMiIqI4qojCh2ntlJ2EdhjNcbT7efu+FdwxtPa08ssixo5tgMp5pO2j0xIYQQQrwwtFpcnT9/npdffrnk9dSpUwEYMWIEfn5+xMfHEx0dXWqb9PR0duzYwdKlSx+4z7S0NN555x0SEhKwsLCgSZMmBAQE0LJlS82dSCXyZsf6/L0kieCLJwmOTsKzjo22I91H18CQyUt+Y1JaDIp9H0PoHgqPfsegyQt5d+ondHtrurYjiufIxtiGDsYd6ODQgXe3vAtAYnYioamhBKcEc+jYIWJsYlCYKridc5vbUbfZH7WfqEVRZF3Jwnu8N76DfPG08sTFxIXa+rWp51BPy2clhBBCiOftyy+/ZNeuXQQGBmrsGFqd/NmxY0fUavV9f/z8/ADw8/Pj6NGjpbaxsLAgJyeHt99++4H7XLx4Mbdu3SI/P5/ExEQOHDhAmzZtNHwmlceIvr50nPAN9mNW8ePpWG3HeSSFpQO8vgWG/MzKa8b8cS2DN977lKxNwyHzjrbjCS2qYVKDdrXb8U7Dd/jl/V/ITcwl4mIEq31XM6npJLo6dkU3/97vjnKscvC/5c+yS8sYtXIU7nXcqeZdjYl/T2Tl5ZUE3A4g8k6kls9ICCGEqFg6duzI5MmTn2kf8fHxDB06FHd3d5RK5UP3t2PHDry8vDAwMMDLy4udO3fe12fFihXUrVsXQ0NDmjVrxj///PNM2TRF7qx7AS35eCxKPQN2XYolPDFL23Eez7M3b/14kcn9WrComxGmEbvh+xZwbh3q4mJtpxMVRE3LmvjY+zCmwRgWdlxIakgqUfFRbHp7E9OaTaNH3R6YZZiBAtRmao7EHGFF4AomHJ6AR2MPDKwMGLxqMN9f+p6/o//mdvpteSaJEEII8Qzy8/OxsbHh008/pVGjRg/sc+rUKYYMGcLw4cO5fPkyw4cPZ/DgwZw5c6akz/bt25k8eTKffvoply5dol27dvTo0eO+GW4VgRRXL6BGDpZ08ayBSg2zNvlrO84TMatuz+KdZxn+/QmwbwL56ZxZPZG27tZcPrxD2/FEBeVo54hPHR9Geo9kQfsFXF1zlbikOLau3MrHLT6mj3MfnAydKEgqoCC1gKuFV1l9ZTWTjkyi5XstMbQ0pNmwZiy9uJSDUQe5nSkFlxBCiKpv5MiRHDt2jKVLl6JQKFAoFERFRZV5P05OTixdupQ333wTCwuLB/ZZsmQJvr6+TJ8+HQ8PD6ZPn07nzp1L3QK0aNEiRo8ezZgxY/D09GTJkiU4ODiwcuXKRx7/m2++wdbWFjMzM0aPHk1eXl6Zz6GsKuVqgeLZvdfBiZ9njWNz5CUGNztFn46ttB3pydg3hjGH4dxaPnxtIiejcljywVA2zP8QOk4HfRNtJxQVXE3rmtS0rlmqLalbEgdOH0DHSYeg5CCCk4M5En2EwsxCYjJjWHt1LQDqIjU3PrhBdafqvLvwXZrXbY6nlSd1zOugVMjvqoQQQjyeWq0mtyhXK8c20jV6omdGLV26lBs3buDt7c3s2bMBsLG5d5++qanpI7dt164d+/bte+JMp06dYsqUKaXaunXrxpIlS4B7z8u8cOECn3zySak+Xbt25eTJkw/d7y+//MIXX3zBDz/8QLt27di0aRPLli3D2dn5ibM9DSmuXlCNnWywr27JzVtKvtv0Z+UprgCUOtBqLFv3NWfmuCEsaHEHTi6H67so8p2HrncfbScUlYyNpQ1vdH+jVFt653T2ndzHXeVd7hrdJTglmMuBlylMK+RO6B22R2/nl5hfAEjZmUJReBFd3+zK4AGD8bTyxMnCCV2l/IgVQghRWm5RLq22aOdz15mhZzDWM35sPwsLC/T19TE2NsbOzq7U1x63GISRUdlWdk5ISMDWtvSzK21tbUlISADg7t27FBcXP7LPgyxZsoRRo0YxZswYAL766isOHTqk8atX8i//C2zN90sYseEstyzsuB6XTn37B1+urahqeTRjw9FwuHEA9n4AadFMHT2QaFUNlvvtwKG+rBApnp6FiQWv+b5Wqi2nSw4H2h3gfOh5jDyMCE4J5kbKDdKC08i5kcOR8CMEHg8EQJGiIG5NHO6N3Zk2exqeVp64WrqipyMP8hRCCFF5ubq6lvs+//dqmlqtvq/tSfr8t+DgYMaNG1eqrU2bNhw5cuQZ0z6aFFcvsM4tG/BqRBG7L8ex2P8Ga0e00Hakp1OvGzi1I2HnZ6z5ehH5Rbd5b2FPHN6eBS3Hgo68zUX5MDY0pn+H/vTv0L+krUhVhL+rPweOH8DY3ZhY3VhCUkKIj4gnOSSZi7kX+eLkFwDoKfXI/j0bU5Upr495ne5tuuNWzQ0DHQNtnZIQQojnzEjXiDNDzzy+o4aO/azKe1qgnZ3dfVegEhMTS65UVa9eHR0dnUf2qUjkU+cLblIXN/66Esf+cyHsdtbhlXZNtR3p6egbYzdkIedt27N72Qd0qZMIB2ZA4FayOs3F1L29thOKKkpXqUuP1j3o0bpHSZtKreJ8y/P85vobCXkJ6NvpE5QSRGZBJjeP3qQorYjUBqn8lPITOgodqt2pRsrfKbz08ku8PfJt3Ku5P9G0DSGEEJWPQqGoFD/j9fX1KX7AqszlPS2wTZs2+Pv7l7rv6uDBgyWPUtLX16dZs2b4+/vTv/9/frnp7+9P3759H7pfT09PTp8+zZtvvlnSdvr06TJlexpSXL3gXGxM8cy7zr7Vn/Pusaa8cvXhNwZWBt4d++Ldvg9c2gT+n5MVc4X6rTrS08ebBX5/YVajjrYjiheAUqGkpVtLWk7+z9RUtVrN7czbrMlew+nzp3Fo6UB4Tjip+akEnwvmzv47RKVE8Y/tPyhQ4GThRPzWeFzquDB65GhaubXCXN9ci2clhBDiReLk5MSZM2eIiorC1NQUKysrlEplmacF/luMZWVlkZSURGBgIPr6+nh5eQEwadIk2rdvz/z58+nbty9//PEHhw4dIiAgoGQfU6dOZfjw4TRv3pw2bdqwZs0aoqOj75v2998mTZrEiBEjaN68OW3btuXnn3/m+vXrsqCF0LxP3ujJ3qXTSU5J5XhwDG09HbQd6dkoldBsBHj04q/PXyc6/RAHT19j0dqO0PsbaDAInmClHCHKk0KhwMHcgTnj55S0qdVq7uTcYafVTv6y+guVrYoC4wIScxIJvxNO8K/BnFef57LDZXTP61LbtDbGN41R31bTq1sv+r3cD3NdKbiEEEKUvw8++IARI0bg5eVFbm4ukZGRODk5lXk/TZo0Kfn/CxcusGXLFhwdHUuWdvfx8WHbtm3MnDmTzz77DBcXF7Zv306rVq3IyMgAYMiQISQnJzN79mzi4+Px9vZm7969ODo6PvS4Q4YMISIigo8//pi8vDwGDBjAu+++y4EDB8p8DmUhxZWgXTNvRi38hUMJBqw4Hlv5i6t/mVTntYX+2DVfhuL0CowK4uH3t+HSJmKbfkStBu20nVC84BQKBXYmdrzb513e7fNuSfvd3LucizzHmvfWEBYeRu1atYnNiuV21m1i/4olNSCV45HHWZK0BFtjWyxyLVj93mp8WvowcuBIapnXeqKldoUQQoiHqVevHqdOnXrm/ajV6sf2GThwIAMHDizV9r/PlRw/fjzjx48v07FnzJjBjBkzSrXNnz+/TPsoKymuBACzRvYg4LujnIxI5lREMm1crLUdqdx0fH0iDBoHJ5dBwLf8uf8wA0f/xWdvdmHm6j8BHW1HFKKU6kbV6eHVgx7L/nMfV3p+OiEpIayLW8dxveOYNzEnhxzu5NzhVswtwteEc2DjAbYpt2FtbI2nlSeqIBU2uja82vVVmro2lYJLCCGE0DAprgQAtasZ81qLOmw8EcG0b3/k+IqPUCqr0ENRdfWh/QfgPYA/B3SioDiKzNAAWNEaRTfN/gZDiPJgYWBBq5qtaDW9FUy/15ZdmM31xOus2b4Go+5GZBRloKujS0peCifiThC5KpLskGx+Gv0TdTrVwcPag9qK2mRfy6Zb2250bt4ZHaX8ckEIIYQoL1JciRJj2zmx4J3eRCfdYnFLZ6aNGqztSOXPqi6rD0fQ8/tP8c3aAamR6G4bjKNOI+Jc7XGsX0mXoxcvJBM9E5rUaEIflz6sfH8lenp65BXlEZYaRnBKMEuaLCGkKAQzZzMyCzM5l3COwxcOE708mhV1VtBgbgPqVauHh5UHhSGFNHRsSPfW3TExMtH2qQkhhBCVkhRXokRta1OatmnP2UO72XYilKlvPfrhbJWVQqmk38R5kD8DjsxFfWYV87afYt/XrVj/+RgGfrxCno0lKi1DXUMa2DSggU0DBm+59wuSQlUhN9NuEpQcxK7kXezz2oeitoLcolwuJ13mctJlQqaFUJRShOunrjRp1QRPa09q5NfANMeU3u16Y21edaYKCyGEEJoinyBFKZu+/5Ze3/cnSaHPoeBEfL0q3sPZyo2BGXSfR3rd3kSs60p2QQ6u0Vvgx2DovQRqN9N2QiHKhZ5SD3crd9yt3Ok/tT9MhWJVMdGZ0QQnB3Ml/grL6iwjqSAJvdp6BKcEE5wSTNLeJO78cgeLFhZ0nNERD2sPPK08KYoswrelL3Xk0QZCCCFEKVJciVJcHWwZ9bInK49GsPBgKJ09aqBUVr2rV//NxLklny7ZSPXkczRO3gIJV2BtZ47qd6HhiAVY1dLs8xCE0AYdpQ51LepS16IuPZ178smlT1CpVMTnxBOcHExQchBbj28lxSIFQ0dDItIjiEiP4M/gPwkaFwRq6Li2I01cmuBh5YF1vjWeNp54OXlp+9SEEKLCeZIV84R2ldf3SIorcZ+x7Z3ZfOoWly+eZ+76O8wcM0jbkTROqaNL65FzIH8a+H/GnRM/0+/7HejP3UnApvl49Jsmz8YSVZ5SqaSWaS1qmdaii2MXJv44EX6EuIw4wjPCCU4O5uTlk0TaRFKYX8hd3bv43/LH/5Y/sX6xpB5Npe7gunR/uzue1p64W7hjnmtOS8+WVWuBHCGEeEJ6enoA5OTkYGRkpOU04lEKCgoA0NF5toWepLgS97E01qdpURAbN01j7n4HPhjeF0MDfW3Hej5MbaD/KpKMfaj18zgMFfm4XZoNqYeh9yKo4anthEI8d/bm9tib29O+dnvGNhrLT2/+RFxKHDH5MQQn35tCuLlwM6mKVIqqF/FP7D/8E/sPebF5hH8ajn51fd7Y9AZe1b3wsPLATmFHg9oN0Nd7QX6uCCFeWDo6OlhaWpKYmAiAsbFxlbyfXRNUKhUFBQXk5eVp/Bd0KpWKpKQkjI2N0dV9tvJIiivxQN9MGcmWZV+htHNn28kwRr5cX9uRnivvbm9yKeJVEvd/i07wGog+iWrFS6y424qRszZgam2n7YhCaJW9lT322NOqZisA5h+fT2JqIjczbhKZG0lwcjCHIw4ToROBrpUuZ++c5eydswBEzo8k92Yu7T5qh29PXzytPXE2dcbV0hVTI1NtnpYQQpQ7O7t7nxn+LbDEk1Gr1eTm5mJkZPRcClKlUkmdOnWe+VhSXIkHqlm9Got+PcrCo9H8eOYOr7fzwED3xXoejr6xKbVfnQVpo2HfJ2zYupP3/9zPyt+cuOK/FR3vfjJVUIj/UqNaDWpUq0FrWgMw+6XZZH6SyYWbF0gxSCm5yhV6JxRVvorbOrfZFroNgIyLGcT8EEOtNrUY+c1IPKw88LL2oq5JXSxNLLV4VkII8WwUCgU1a9akRo0aFBYWajtOpVFYWEhAQADt27cvmV6pSfr6+uVyhUyKK/FQb3f2YvPFO8Sm5bLtbAwjfJy0HUk7LOvA61uolT0HpxNzGN0IdHaMhMu+0HMBWMmCF0I8jJmxGR29O9574XbvP+sT1nP04lFyLXMJz7x3L5d/gj/qYjVZ6ix2he8q2T70g1D0DfQZPHcwLzV56d69XJbuWBvL0vBCiMpFR0fnme/neZHo6OhQVFSEoaHhcymuyosUV+KhDPV0eK+TGzO2nGD6jE/pvWsV1pZm2o6lNd3HfMb1ge+id+Z7OPM9hPsT9EVzfstqxkfLfsXQzFLbEYWoFPT19OnaqmupNpWvivNfnCc0OZR003RCUkK4cusKhXcLKaSQ09mnOXfxHAB3990l9VAqTfs35Y0Jb+BhdW+JeFtjW1k4QwghhFZJcSUeaXCz2ozr/xk5CTd5+5Pa/L5qvrYjaZWxZXXo9iU0G4Z6zzTG++3l2K1DJIS5ssJvG7h20XZEISolpVJJS6+WtKRlqfaQziH4n/XHyMOI4ORgQlJCiImOIT85n4iUCFZeXgmAqkBF2Idh2DjbMGHpBBrVaoSnlSeO5o7oKOU3xUIIIZ4PKa7EIxno6TBy7ATWrl7J5TwrMvIKMTesPJdmNaa6GwzfxfikD4mdv5yPm+fD5gHg+Qp0nwcWtbWdUIgqwcPRAw9Hj1Jtce3j2HtiL5nGmSQbJROcEszVC1cpTC/kTvgdtkRsYevNrQAkbU+iOLIY35G+vNr/VTytPHGt5oqBjoE2TkcIIUQVp9X5EwEBAfTp0wd7e3sUCgW7du16ZP+jR4+iUCju+xMSElKq344dO/Dy8sLAwAAvLy927typwbOo+hZ/OhGfaWsotvNm3T+R2o5TYSiUSgZ/sJCQqDs4dn8fFDoQvJtvBnky/93eFORkaTuiEFWSfXV7xvQdwxTfKXzV9it2vLKDi59cZPuh7Xy88GNe83iNRjaNMNI1IiM0g7shd/kn6h9mnZrFa3teo/G3jbGoa0HzAc3ZFLSJcwnnyCzI1PZpCSGEqAK0euUqOzubRo0a8dZbbzFgwIAn3i40NBRzc/OS1zY2NiX/f+rUKYYMGcKcOXPo378/O3fuZPDgwRw/fpxWrVqVa/4Xhb6eLtO6uvPelkusOx7JSB8nqpnI82n+pWNSDbrPhcZDubVxAl/8HUCB/x7qq5vS+6MfwbmDtiMKUeWZGpkyuPNgBnceXNJWrCrmqMdRDvxzAGMPY2KVsYSkhBAVGUVGVAbBusEsOLegpH/qT6kYFRvx2oTX8PXxxdPKE0s9Sy2cjRBCiMpKq8VVjx496NGjR5m3q1GjBpaWlg/82pIlS/D19WX69OkATJ8+nWPHjrFkyRK2bt36LHFfaD29a+Jhe4Pzh3fzxuS/2fPji33v1QPZeVPngyP8mD8B/12b6WWbABtfAe8BqLrMQWlZS9sJhXih6Ch16NysM52bdS5pU6vVBLUJYmfLncTnxKPjoENISghxWXEknEugOKuYrZ22sit3FwDKMCV3/ryDz3Efxk4Yi4eVBw5mDigVsnCGEEKI+1XKe66aNGlCXl4eXl5ezJw5k5dffrnka6dOnWLKlCml+nfr1o0lS5Y8dH/5+fnk5+eXvM7IyADura9fEZ5H8G8GbWfpYJLAgT2L2aerz7lJo2jsXjWWIC/v8X39k2W8PnkOqqNzUV7cQEHgb7SdvJkh/Xoyft5P6Bkal8txKouK8v6tqmR8y66efT0+fvPjUm0puSls1d/KifMncGjjQHh2OLcyb5EQlEDilUSOmB4hzDsMABNdE+JXxmNf057Rk0bTyq0VLhYu6OnI/ahlJe9fzZLx1SwZX82qSONblgwKtVqt1mCWJ6ZQKNi5cyf9+vV7aJ/Q0FACAgJo1qwZ+fn5bNq0iVWrVnH06FHat28P3HsAmJ+fH0OHDi3ZbsuWLbz11lulCqj/9uWXXzJr1qz72rds2YKx8Yv1QfhRVCo1b8/4hmI7T3y792KYh3yQeByLnCiu7FjEpB3R2JooOPeBG7dcR5Fs5vH4jYUQWlWgLuBy9GXOXzmPuoYahZeCO8V3yM/OJ3hCMACeP3iiY6KDDjoUnykm93ouTXya0LZ5W+x07DBUGGr5LIQQQjyrnJwchg4dSnp6eqlbkx6kUl25cnd3x93dveR1mzZtiImJ4bvvvispruBeofbf1Gr1fW3/bfr06UydOrXkdUZGBg4ODnTt2vWxA/g8FBYW4u/vj6+vr9Yforbb24eh685xIV3B1618cLI20Wqe8qDp8W3T/x0MPcZTLWoPDiTgED4XVf0BpLb4APNabuV+vIqmIr1/qyIZX83qVdir1PgWqYoIigti04JNXA+7joOzA6GpoWQUZHD78m3STqaRaZ1JiMe9hZZq6tckalUUHt4evD/5ferXqE91o+qP/DfpRSLvX82S8dUsGV/Nqkjj+++stidRqYqrB2ndujWbN28ueW1nZ0dCQkKpPomJidja2j50HwYGBhgY3L8sr56enta/mf+tIuTxcavBy+42HAlNYtmRSJa/3kSrecqTxsZXT493vtoAOSnw91dwfj0n9m6n93A/Zo97lUkLt8ILMJ2oIrx/qzIZX836d3z10KNZ3WY0+7BZydfUajXx2fFsNdjK3w3+xqShCakmqSRkJ3Az9CYRARHcvHiTmy1uolAosDK0ovh4MQaZBvQf1J9ebXtRx6zOC/08Lnn/apaMr2bJ+GpWRRjfshy/0hdXly5dombNmiWv27Rpg7+/f6n7rg4ePIiPj4824lVJH3bz4EDAGdbN/JL2VgsZ1K394zcSYGwFvRdBkzdYP7gXGfk5BP2zG1a3h57fglNbbScUQjwFhUKBvak9016bxrTXppW0p+WlERAUwJasLcRnxlPNshqRGZGk5KUQsT+C3PBcbhjdYPXd1RjpGlGzoCYJfyXQolULxo0ah6ulK4a6Mq1QCCEqE60WV1lZWYSHh5e8joyMJDAwECsrK+rUqcP06dOJjY1l48aNwL2VAJ2cnKhfvz4FBQVs3ryZHTt2sGPHjpJ9TJo0ifbt2zN//nz69u3LH3/8waFDhzh+/PhzP7+qysveHLMb+4i/eZ4pH81gUDcZ2zKp1ZR1x2JoN3ssffGHxCDw60WKYx/yfKZh7151rgYK8SKzNLTklaav8ErTV0racotyCUsNY3XCas6dOUfN5jWJ04kjtyiXi2cvcvv321y9fJVjtsdQKpTUNa9L2v407MzseH3I63Tw7oCloaX2TkoIIcQjabW4On/+fKmV/v6972nEiBH4+fkRHx9PdHR0ydcLCgr44IMPiI2NxcjIiPr167Nnzx569uxZ0sfHx4dt27Yxc+ZMPvvsM1xcXNi+fbs846qcrVkyn95v5aJuPZTTN5Np7Wyt7UiVilJXl1Gz1/3/VME5cH4DM374hZ/HbWHlx8N444v1L8RUQSFeNEa6RjS0acgPH/9Q0lasKuZW5i32Vt/LjuwdFJgVoGuoS0peCuFp4YRsCaE4s5hzxucwvm6MrbEtVolWZF7OpNPLnXit92vUNq0t93EJIUQFoNXiqmPHjjxqsUI/P79Srz/66CM++uijx+534MCBDBw48FnjiUfo0KIBk75axubT0SzYH8KOd33kH/anYWwFvRdT2GAo1372JasgnToxv8PKUOi5AJw7ajuhEELDdJQ6OFs4816v93iv13vAvfu4knKTuHbnGkvfXErQ1SCcPZyJK4jjTs4drv59lcTfEzl17RQbCzZiqmeKu5U7Mb/F4OnqyVuvv0XD2g1leXghhHjOKv09V0J7JnZy47cLt7kYnYb/9QS6etd8/EbigfQcWxAQfJeADV/QPnUb3A2FjX0JoA11B83GoX5LbUcUQjxHCoWCGsY16FS3E52+71TSnlWQxY3UG2zL24Z/vj8GHgYUKAvIKszi7M2zBK8L5m/+5rDZYQzNDe89fytcD51EHXp160Wvl3phrq/9VXCFEKKqkuJKPLUa5oa83tiGRQu/ZfDWj0gMv4y+nrylnpZSV5eOb38NuR/Ckblk/LOGId8fJGPuQfyXjMfnnYWge/+qlkKIF4epvilNbZvSdGxTGHuvrVBVyM20m5wJP8OPr/9IbFws1ayqkVmQSWhqKLd/v03aiTT8Q/2ZGz2XWqa1cDFx4dYft2jVrBUjB42ktrlMKxRCiPIgn4TFMxnZug6zL+1FlZfFFz9sYt7kt7QdqfIzsoSeC0i16YzbjtdJSE6nWdxG+OE49JgP9bppO6EQogLRU+rhbuWOe0t33tzyJvCf5eFDUkJYG76WM5zBqqEVeeQRmxVL+LVwIlZFsN9kP9t1t2NuYI6HlQcFlwqwUljRv2d/2nq1lWmFQghRRlJciWfiWKsGwyZ9xv6wLALy6lBQpEJfV6ntWFWCY4tuHAu5S8KRtRgELoLUSNQ/D2LWVQfemL4M1xadtR1RCFFB/bs8vL2pPZ3m/GdaYXp+OjdSb3D47GG29thKpioTPR09MgsyOZdwjpvrb5ITlsPOmzup3rY6LhYu2Bfbk3wmmY5tOjK4+2AsDCy0eGZCCFGxSXElntnq2dPo8O0RYtPy2Ho2mhE+TtqOVGUolEpqdn4H2r4OAd+ya/1iZu0MYvFeX2J++QTz7p+Cvom2YwohKgkLAwta2LWgxSst+OSVTwAoLC7kZvpNQlJCWNp2KcFGwVR3q06RqojQ1FDOnj1LzIoYdjrvZFnaMuxN7KlnVY/0E+m41HBhYM+BeNX2kmmFQgiBFFeiHBjp6zCxsxszd11jmX8wvepXp7qFqbZjVS0GZuA7Gy9TH7peG0GLammYX/wBwndB1zlQ/1WQDzZCiKegp/P/0wqt3Om7vi9wb1phXHYcoSmh/JH3B3va7kFtd29137jsOOKy4wj5LoSijCI2fraRGh41qFetHtXSqlEQWUC3Dt3o3ro7Bjpyn6gQ4sUixZUoF0NaOLBg3Xau/L6MYeH9ObBpubYjVUnubbqz/3I8xdd3w+HPIC2aqLUjGXd4HAuWrqJhpwHajiiEqAIUCgW1TGtRy7QWncZ2YunYpQBkFGRwI+UG1+5cY0nbJdwKvYVpHVOyCrO4mHiRxD8TSdyRyJbWW3B614m6FnVxt3Inzj+Opl5NGdRtELWq1dLy2QkhhOZIcSXKhZ6Okl4e1biaEsuRPb8RlzoP+2py9UoTFEolug36gUc3OLGMGRO/4MC1LIrGvMah5ZPg5Rn3np8lhBDlzFzfnOZ2zWlu15yRe0YC91YrjEyPJDQllC1RWwiICMDIy4hidTHhaeGExocSPCeYTWxi9ferqWlTk3pW9dC/pY9hhiHWxtZ0U3VDD1k8QwhR+UlxJcrN11NGs+dsCGn2rVlxLJKv+jXQdqSqTc8IOn7MvM3tKB43lJmN7sK5H+HaDoo6zEDRbAQ6evraTimEqOL0lHrUq1aPetXq0eeLPvDFvWmFiTmJhKaGcir4FOs7rOdu0l30TPVIyk0iKTaJ2363STuehk1fG34z+Q23am44mzgT93cc7Vq2Y6DvQMwMzLR9ekIIUSZSXIlyo1QqWTNvBq+tOc3WszGMeqkuzjZy9UrTHBv6sP1kFNw8Bvs+hqRgln3xPpuDp/D9kkX4vPqOtiMKIV4wCoUCWxNbbE1saV+7PR/7fgxATmEON1JvEJoSyo+nfyQwKRCzumbkFedx9e5Vzl44S8ScCDaabGTh9wupY14HDysPCoMKsTWwpV/nftR3rC+LZwghKiwprkS5au1sTSePGvwdksinfgfZ+uGr2o704nDuAOOOU3hqNcuWTuJWWj7BfpPwUZ0G39lgUVvbCYUQLzhjPWMa12hM4xqNGbJyCIWFhfy15y8atGtAeGY4h08c5tdWv5Krk4tCoSAmM4aYzBhuLr1Jzo0cVr+zGoeODrhXc8debU96YDovt3mZ3u16y+IZQogKQYorUe4+7FqPX+ZPY1vIP3R3O8CIfl21HenFoaOLXtsJnLvUmdUz3+ItlyC4tgNC9xHlMhK7Xh9haFZN2ymFEKKEUqHE0dwRV2tXujt159th3wKQmpdKaGoooSmhLPdeTnhBOCaOJmQWZHL+znnSz6YTsyKG9XXXU+/LejiZO1HPqh6Z5zJxs3PjVd9XcarhpN2TE0K8cKS4EuXO096CunZWXAtVsmjzn7zZ11emcDxnNk4ezNx8CuIvw76PUd06ycCpC0iesJBfVsyjxeCpsnS7EKJCq2ZYjdY1W9O6ZmtG7BgBQEFxATfTb95bIj7tD/Y33o+itoJidTER6RFEpEcQMieEovQifpj5A7W9a+NezR3LdEuKoovo1r4bnZp1Qk8pi2cIITRDiiuhERtXLqT/om6kW9Xh75BEOnvaajvSi6lmI3hrH1H7V5CwdDKZeYU4nv8S8o5C92/Atr62EwohxBPT19HHw8oDDysP+k7qC5PuLZ5xJ+cON1JvcC3hGkubLiXuRhyGtQ1JyUvhVPwpkv5K4s5vd1jfej3O451xsXShXrV6JPydQFPPpgzsOhBbC/l3Sgjx7KS4EhrRxMOFcf1fZtWxCObvD6Gjew10lHKlRCsUCpx7TCA0chCBmz6lRvofEBkAq9ryS+5LdJ6wBGsHV22nFEKIp6JQKLAzscPOxI72tdsz/u/xwL3FM8LTwglNDWVr2FZO1D+BkbsRhapCQlJCuB57neAvglnPer5f9j32dva4V3NHP0Yfw0xDer3cC5/6PugodbR8hkKIykSKK6Ex73Z0Ydu5aIIjY5nnt5uZo/pqO9ILzaRaDV6a+COkfgr+n3P1yO+8vnoPFsv2EfzbN9h2mww6MlVGCFE1GOsZ09CmIQ1tGjLoq0HwFajUKmKzYrmReoOzIWdZ13YdyYnJ6JrrkpiTSGJOIrc33CbtnzTWv7KeOoPq4GrpiquZK9EHonmp+UsM6TkES0NLbZ+eEKKCkuJKaIyFkR69bLOZ9/XbzDYw4t1XO2FtKc8s0bpqTjB4I/kG7ai/ezLulgXYnv0KIn+D7vPApZO2EwohhEYoFUoczBxwMHOgc53OTO86HYCsgizC0sIITQll3el1XEq8hKWrJfnF+VxPvs75S+eJmBfBz8Y/s/yH5dib3rvKVXCtgOq61enr25dmrs3kKpcQQooroVkfv9GNhZ+YodI3Yfmes3w5rLO2I4n/17zv21zsPpysEz/CuUWQFELWun68f8KaGd+uxa2lfK+EEC8GU31TmtRoQpMaTXht5WvAvatcMZkxhKaEcvj0YX5p8wt5yjwUCgXx2fHEZ8dzc+VNckJz+Ontn6jZviaulq7Yq+y5e+Yu7Vu3Z1C3QZjrm2v57IQQz5MUV0KjzE2MWbp5J3MD7rLjRhHvZ+VjbSrPIqkodA0Msez0PrR5A45+wzfzluH3TxSne3Xj+saPUL78MRhaaDumEEI8d/8uEe9o7khXp67Mf20+ABkFGdxIuUFoaijfN/meG+obWNS1IK84j2vJ1zhx7gQxP8Twi9MvLPlyCTVNauJezZ3UE6k4WjsysNdAGtZpKFe5hKiipLgSGvd2j9bsjjjO9bgMlh4OY3Zfb21HEv/LqBr0mM8bFh25+O5bvO2RgfLMD3B1O+qXZ6BqPBwdPX1tpxRCCK0z1zenuV1zmts1Z9jWYQAUq4qJzozmRuoNdufuZm+bvVDjXv9/r3KFLA6hKK2IbQnbsHK3wtXSFYsUC3JCcujcvjP9Xu6HhYH8MkuIyk6KK6FxSqWCT3t58vqaU6xau4G2NsPo6tNU27HEA3j49GDv5QTUNw7CwU/h7g3+WvQ+M/+ZyNJv59Lx9UnajiiEEBWOjlKHuhZ1qWtRl27jusG4e+3/XuW6nnidpe2WcivkFhZ1/nOVK2lPEnd+vcPuw7v57s532BrbUq9aPWL/isXT2ZOhrw7Fy94LXaV8XBOispC/reK58HGpjtnlrUQf2Mrbt89x61KAtiOJR1DU6wouL8O5dXy9fhJXYgvY/8NHdFScBd/ZYO2i7YhCCFHh/fdVrhG77z0IuVhVTExmDDdSb7AtcRtHY49i5G0EwJ2cO8SnxhO0LIjd6t38ofgDY0tjXCxd0IvQQx2vpnuX7vRp14dqhtW0eWpCiIeQ4ko8Nws/m0bPgD1kWLpwIjyJl1xttB1JPIqOHrQex54TXVgwZSgz3MIg5C+4cYA79YZh0GEqljUdtZ1SCCEqFR2lDk4WTjhZONH1w67w4b32zIJMwlLDOB9xnh/7/kjc7TjMrMzILcolOCWY2J2xpAakcij4EN/GfYuNkQ0uZi6Ebw2nSaMmjB4+mnrW9dCTR2oIoVVSXInnpttLzfjI7zBbL95h7t4Q/nyvOkp5sHCFZ+3gyvzfzkJiyL2pguGHmPTVCg6P+Z71s96lz+QloCM/SoQQ4lmY6ZvR1LYpTW2b8s7Od4D/fy5XZiyhqaH8FPkTp9WnqdaoGnnkkZSbRMyNGMI3hRPwWwAHrQ+ip9TDycKJwrOFGOYY0rtXb3RUOqjVai2fnRAvDqU2Dx4QEECfPn2wt7dHoVCwa9euR/b//fff8fX1xcbGBnNzc9q0acOBAwdK9fHz80OhUNz3Jy8vT4NnIp7UBz0bYGagy/W4DHZeitV2HFEWNTzgjR1k9dvE1WRdkrNVOIT5waqXIPyQttMJIUSVo1QocTB3oItjFzZ9uYmwgDDOzjnL6aGn+bnnz0xsNZFWA1rh1sUNcwNzitRFhKeFc/T3o+xYsoOZ22eyIGMBnXZ0YsjmIfgM9uH9Be9zNekqOYU52j49Iaokrf66OTs7m0aNGvHWW28xYMCAx/YPCAjA19eXuXPnYmlpyYYNG+jTpw9nzpyhSZMmJf3Mzc0JDQ0tta2hoWG55xdlZ21qwIROrszeuJ+xY5bQ8cjv8mDhSsa08SsERibzz7qZNM76HZJCYPMAdqV5UW/Ap3i1663tiEIIUaUZ6xnT0KYhDX0b8r7v+wCo1Wru5NzhRuoNVoasJPBsIHYN7EghhfSCdGIuxBD9azSXzl7iqO1RFCioY16H1D2pVNOrxpChQ+jYqCO1zGqhVGj1d+9CVGpaLa569OhBjx49nrj/kiVLSr2eO3cuf/zxB3/++Wep4kqhUGBnZ1deMUU5G97KgSmvziUvJY43p3zGng1LtB1JlJGeoTGdJiyC3M/g2LfcPbKSkatOk7WsDwHzh+Az/nswqa7tmEII8cJQKBTYmdhhZ2JH+3ntASgsLOSPPX/g3sadw1aH2Zmyk3yjfAwNDUnOS+ZWxi1CdoZQlFJEkHUQJjdNMNI1olpCNZKOJdGmXRtGDh+Jm6UbloaW2j1BISqJSn2jhEqlIjMzEysrq1LtWVlZODo6UlxcTOPGjZkzZ06p4ut/5efnk5+fX/I6IyMDuPdDqbCwUDPhy+DfDBUhS3nQ11Ew/oMZrPppG6GmjYhLycLGTHsPFq5q4/tc6ZpC51lk2Xbl5b+HE3U7jlaZe1Eva4zqpSmoWrxDofregzJlfDVD3r+aJeOrWTK+mlVYWIieQg8XMxc8unswofuEkq8l5yYTlhbGitEruH7tOs71nYkpiiG3KJfos9Hc+fMOEQkRBNS4t7qvjZENcRvisKtux5vj3qSVWyuczJ3Q13lxn4Eo71/NqkjjW5YMCnUFuctRoVCwc+dO+vXr98TbfPvtt3zzzTcEBwdTo8a9p/WdPn2a8PBwGjRoQEZGBkuXLmXv3r1cvnwZNze3B+7nyy+/ZNasWfe1b9myBWNj46c6H/FoajUsvqbDrSwFbWqoeM1Fpe1IohwYJQbSMmUHlrm3UKnVvLpDRcv2vnj5volCKdNMhBCiIitWF5OiSuFcyDkunr+ITi0d9FrqkaZKQ5WvImhcEKjBY6kHuha6KFFSfLaYzEuZNGjVgHYvtcNWxxZLhSUKhSxYJaqOnJwchg4dSnp6Oubm5o/sW2mLq61btzJmzBj++OMPunTp8tB+KpWKpk2b0r59e5YtW/bAPg+6cuXg4MDdu3cfO4DPQ2FhIf7+/vj6+qKnV3WWWL1wK5XX1p5DqYDd41vjbqedsa6q46s1ahWKq7/wy6KPGLYlATN9uDi9IbWHLUfHqY2201U58v7VLBlfzZLx1azyGt+swiyuxV3jp80/EXwjGOc3nAlPCyerMItYv1hSj6Zi09sG24G2ABgrjIn6Loo6LnUYN2McDewb4Grpipl+1brHWt6/mlWRxjcjI4Pq1as/UXFVKacFbt++ndGjR/Prr78+srACUCqVtGjRgrCwsIf2MTAwwMDg/mlpenp6Wv9m/reKludZtXatQWcXM37bsIKeB7/j1vm/tfqbrqo2vlrVbDh9v+/GLP1hmCeewZUo+LkP1O9PStNJWLk8fJqueDry/tUsGV/NkvHVrGcd32p61Wjn2o52X7Yraft3AY3fLX/ncOPDGLkZkVMth8j0SFJiUki8msjdsLssfmUxiqB7/7bn7s+l8GYhXYd2pW+fvtSrVo+65nUr/bO55P2rWRVhfMty/EpXXG3dupVRo0axdetWevXq9dj+arWawMBAGjRo8BzSibIa0aQa68ftIENVxPItfzFxWB9tRxLlxKRaDT7f4E9hSjS3Nk+gTso/XD/yGy2H/cT4V1qx4Kc9KE2stR1TCCHEU/h3AY3xfcczvu/4kvbC4kICowP5xfgXIuMjqeFQg7C0MBKyE0i4nEB2cDb7GuzjtOVpAIrvFhO7LJY69eswaf4k3CzdcKvmRk2TmjK1UFRKWi2usrKyCA8PL3kdGRlJYGAgVlZW1KlTh+nTpxMbG8vGjRuBe4XVm2++ydKlS2ndujUJCQkAGBkZYWFhAcCsWbNo3bo1bm5uZGRksGzZMgIDA/nhhx+e/wmKx2rfvAE9R03jXLIuO+NMGVekQl9X7s2pUsxqEug4BvtX5/DLe0PILbxBZNAFlN83gw4fQ/PRoPvi3hAthBBViZ6OHi3qtqDF5Bal2jMKMthZYycBpwKwaGTBXeO7hKWGERcdR0Z0BuGEs/Ti0pL+8avjUaQq6PVeL7p26opbNTdZtVBUCk9UXD3sXqVHeeuttzAze/Tc2vPnz/Pyyy+XvJ46dSoAI0aMwM/Pj/j4eKKjo0u+vnr1aoqKipgwYQITJvxnxZt/+wOkpaXxzjvvkJCQgIWFBU2aNCEgIICWLVuW+RzE87Ft+Rxe/u4okck5bDwVxZh2ztqOJDTBtj6zfg/GZ8M3uMZsh9wo2P8JWf+s5KBeD/pPnCeLXgghRBVlrm/OiB4jGNFjREmbWq0muG0wfzb9k9sZtzGua0xYWhiR6ZFk3MigMLmQgNgALpy9AEDmtUzi18Xj3NqZ0bNG3yu4qrnhaOqIiYGJtk5NiFKeqLiaPHkytWvXRkdH54l2GhMTQ+/evR9bXHXs2JFHrafxb8H0r6NHjz722IsXL2bx4sVPElNUEGaGenzYzZ2Pd1xl8cEguriY4WRvo+1YQgMUSiXdR8+A4o8gcDP8/TXf/hXK7ICrDNu2kc2/7II6rbQdUwghxHOgUCjwquOF1wivUu2FxYUcdD7IsXPHsG5mTUxBDGGpYVyJuUJBagFxSXH8FPRTSf+wT8PQRZf+X/bHp7kPbtXccDByoG61uujrycwI8Xw98bTA8+fPlyx3/jiPK6qE+F8DmzmwZNMfnN/8Da+efYmLB37RdiShSTq60GwkeA/AOGwQxqcO0r9OOqzvCp59oMsssHbRdkohhBBaoKejR6+XetHrpdL31se/HM/B4QdJKEhAZa8iLC2M0Duh5Mflk6/O51z2OQIvBwKQfDiZO9vv4NLdhUEfDqJetXq4WrpiWWiJZx1PlDJTQmjIExVXX3zxBaampk+80xkzZtz3YF8hHkVHqWDkS86cXh7HlZOHOXcjlhb1amk7ltA0AzM+XrOfkR9docb1NRD4MwT/yV+7/+BgphufLduCjZOHtlMKIYSoAGpa12RErxGl2lQqFUEvBXH43GEsvC0ITwsnPC2cv+P/RlWgIrU4ld0RuwFQF6sJGhuEjoEO/Vb3o5FLI9ws3bAussatuhuOdo7aOC1RxTxxcVUW06dPf6ow4sU2dkgvfguYQ6i+OwuPRrPVzV5WCnpB2Lo2BNfvofV4ig9+zoc/7CTk7iUsMlsyZ9Zn0HoC6MsDvYUQQpSmVCrxdvHG28W7VHtBtwJOXjtJfF48acZphKeGExgcyHXVdVRFKoILggkJDQEgfms8yQeScXrViW7vdsPN0g0XCxcKowvp3KIzVuZywUA8uUq3FLuo2jZ8NZXOC49x+mYK+68l0KNBTW1HEs+TrRc6w3/jexYxf94cPmhVDH9/BefWkdZ8EmZtRqGjf/8z6YQQQoj/pq+nT8cmHUs3doT0N9M5ef0kRdZFhKWFEZ4azs7snQAUWBRwIvYEJ2JPUJBUwI0Pb6DQU9B9S3fqWd+bVqibqEtdi7q0a9IOPaU820rcr8zFVXJyMp9//jlHjhwhMTERlUpV6uspKSnlFk68eGpXM2Zse2eW/R3Oxyt/o/U3b1HN/MmnpIqqofPwqXQeNhmu7YC/Z0NaNOMmTORq8jR+XPQVPq9NAbmqKYQQoowsTCzo0bJHqbYVXVZwO+k2tzJvEVcUR1hqGCdSTnDT9Ca61XSJyY4hJjuGw9GHubXkFpmBmdQeXpsWA1pglG1E5OlIcsJy6NiiI629W6NUyP1cL7IyF1dvvPEGERERjB49GltbW5m2JcrduI4ufDv7U66e2MGb+ZH8uW6RtiMJbVAqoeEg8HqF5ENLOPTtDFJycjE+9jnkHQLfOVC7mbZTCiGEqAJq29Smtk3t/zS0AtUkFdF3o0koTiAsNYzwtHA2GG8g2yAbvVp6hKWFAXDyz5NEfRuFvp0+jb5rhKulK66WrmQFZlHHug59OvTB2c5ZPjO/IMpcXB0/fpzjx4/TqFEjTeQRAmN9XV7v2ZHFJ37n5PUo7mTkYWtuqO1YQlt0DbDu/jFhYUM4+MMHNDYMgFsnYG0nduc0xWPADOq18tV2SiGEEFWMUqnEqYYTTjjRumZrAGadmEVRcRFxWfeucO05s4fo6tGk1k1FYasgtyiXq3evcvXuVcLmhpEfl8+SqUuo3aI2LhYuWGVZkX4lnfZt2tOvUz95KHIVVObiysPDg9zcXE1kEaLEd5+M50peNcILLJm/L4RFQxprO5LQsmr2Tgz5+jdIvw1H5pJyajMjlh8l87uj/LNgMG3GLgUzO23HFEIIUcXp6uhSx6IONY1rkmWYRc8pPdH7SI/C4kJismIITw0nLDWM5R7Lua24jZGDEen56VxMvEjK3ynEbYzj14a/snDqQqobVcfV0pXYP2NxtHPktYGv0axuM0z15ZaIyqrMxdWKFSv45JNP+Pzzz/H29kZPr/TNfObm5uUWTry4lEolC9/uRd8fTvD7pViGta5DM0dZrUcAFrWh3wqy67xKW/83uRV7h5YZ+2BZALSZAD4TwVB+DgkhhHi+9HT0cLZwxtnCma5OXZlweAIA+cX5RKZHEp4Wzq7kXRxufRh9t3sPN76be5ek7CSCVgehLlRzWO8wBrYG2JnYYXjTkMyrmbzc+WUG9h5IXYu6GOvJyrkVXZmLK0tLS9LT0+nUqVOpdrVajUKhoLi4uNzCiRdbIwdLBjevzdaA67z+7odc+2M1+nqywKW4x6FpF/68GEfG1YPonFkAt8+hOraAHuPm0qNnT979ej0GJlJkCSGE0C4DHQM8rDzwsPKg99TeMPVee05hDhFpEVyJvcLqQau5FXGL2nVqk5SfREJ2AglHEri7/y5XE67ym+I3FCiwN7En4vsInJydeGfSOzR0aIiThRMGOrKSbkVR5k+qw4YNQ19fny1btsiCFkLjPvB1Y+k7PShIjeft6Y789N3n2o4kKhjzBl3B2xdC/uKPhZM5GHaT06t28Ib1NQz6fA4Nh4BSR9sxhRBCiFKM9YxpYNOABjYNGPbzsJL29Px0ItIi+DX/V46YHMGsoRkFhgWk5KUQGR1J+LFwwo+HE/dSHMpAJUqFkuKAYvJv5NPp1U7079sfV0tXHM0d0dOR5eKftzIXV9euXePSpUu4u7trIo8QpdSwMGbIqHFs27iB4ymmJGflY20qv50R/0OhAM8+9PnBlzV271IYtJfqxfGw6104sYxA+2E06jsBhVKWxxVCCFGxWRhY0NS2KU3faQrv/Kc9OTeZizcv8nPKz9yKv4WDvQPhaeFkFmQSfTGazEuZZNfJ5mS1kwCoM9Xcmn+LWm61eP+793GzcsPV0hUHcwd5RpcGlbm4at68OTExMVJciedm7bwZJNq3IyQxhwX7Q5k/sKG2I4kKStfAkLe/2gAFOXB2DRxfRFDQNZq9P5E2Lp/j/9fvGLm/rO2YQgghRJlZG1njW98X36/+s0KuWq0mKTeJnZY7CTgVgGUDS9Kr3bvylXA7gazbWUQWRLLq6qqSbWJ/jKU4ppjO4zrTtWdXXC1dcTJzorZpbQz1ZXXmZ1Xm4ur9999n0qRJfPjhhzRo0OC+BS0aNpQPvqJ86evp8vWARgxYeYrt52N4raUDTepU03YsUZHpG0PbydBsBJdmj8ZAdye2elkYbe0Hbl2h02dQU35WCSGEqNwUCgU1jGswtu9YxvYdW9KuVqsJ6xjGn95/civ5FhauFkSkRRCRFkHOrRzyb+dzMekiYYH3ntWVE5ZD5PxIbBrYMGLJCFwsXHC1dMWi0IKGjg3R19PX1ilWOmUuroYMGQLAqFGjStoUCoUsaCE0qpmjFa82qcXGTRvp3vNrYi4FyOIW4vGMqjFs3u+8PPIShceXw+1dEHaQzGsHmHquJh/NXYFby87aTimEEEKUK4VCQT37ekx7Y1qpdpVaxfkm5zl6/iiGLobcUd8hPC2cs/+cRV2kJqcwh32R+0r6h38ZTn5sPi/NfIk2HdvgaulKDWpgXmhO24Ztpeh6gDJ/Oo2MjNREDiEe651WNiwdsQZVfjaTvl7Oyi+naDuSqCTs3ZuA+3pI/hSOfM3iH7aw9ugNTvbuyrUfx6Po+AlY1NJ2TCGEEEKjlAolLb1a0tKrZan2oh5FnJ10lrDEMIpqFBGRFkFYahghySGoC9Xc0b9TUnSlnkgl9sdYzLzM8J3ni4ulCy4WLmSHZNPItRFtG7bFQO/FvT++zMWVo6OjJnII8VgeTrV4Y+IMdp+9wQmVG6nZBVQzkd+YiDKwdoGB6+lr2YOzaRMZ7pKO4tJGuLIddYsxpNYfhZWDq7ZTCiGEEM+Vro4uPg188MGnVHtRahGnr58m3zyfyMxIbqbdZN/xfcTrx6Nnp8eN1BvcSL2BWq0meHwwqlwVHl954NnAE1cLVwzvGqK4q6Bzm8608W7zQiyk8UTF1e7du+nRo8d991c9zN69e3n55ZcxMjJ6pnBC/K918z6h9/LjhCRksuBAKPNebaDtSKISatRlEH9dGoQ66iT8PQeiT7LbbwnDd33DzBFd+WjpdjC00HZMIYQQQqt0dXRp27Btqba57eZStKqI8MRw7hTdm1YYFBtEXK040m+no7RVEpYaRlhqGHd23iHpjySWt1+O4xhHnMydcLF0IeL3CLzdvXmt/2vUs61XpYquJyqu+vfvT0JCAjY2Nk+009dee43AwECcnZ2fKZwQ/0tXR8nsvt4MXn2KrWdv0cvdnLb15WqqeDoKJx94ay+EH+KXYUPJzM8lPegILG0EL02Glu/cWxxDCCGEECV0dXTxqOmBBx50cOgADWBh2EKKVcXEZ8ffWzwjPYLtgds553oOc2dzilRFhKeFExITQsiyEHaxi991f0ffUJ865nVQXVFRHFuMbzdfer3ci1pGlXO6/hMVV2q1mpEjR2Jg8GTzJ/Py8p4plBCP0rKuFZ1rK9iy8DP6bM3jTvgVWdxCPD2FAtx82XQynv7Lp9O58BDk3IRDXxD25xIOFLfh7VmrMTAx13ZSIYQQokLTUepQ26w2tc1q08GhA6MWj4LF9xbS+LfoOh96np96/kRySjKmJqbkFOVwM/0mMftiSD+dzsWUi6zPXI9SocRKYYV3pjcuVi7aPrUn9kSfSEeMGFGmnQ4bNgxzc/kgIjRncldP/KaFkldcyDc/7+fzkb21HUlUckpdXQZO+RZUxXBlOxydxxc7Qth6bRsX/9nP+pXLoNHroCOFvBBCCFEWSoWSWqa1qGVai/a12zO181Tg3gWchOwEItIj2JSwiXPVz1G9ZXWy9LLILMzkrvou1obWWk5fNk/0KWHDhg2aziFEmTSoV5f3Zy/h15vwa5Qe4zLzqGEmD74T5UCpA42HgvdAOtwZTUDMNiY2KYTd78HxxRS89AE6DQeiI8vPCiGEEM9EoVBQ07QmNU1r0vbjtvDxvXa1Wk18Rjy/HPoFEz0T7YYsI6W2AwjxtBZ+OIZmDTzJzCtizl/B2o4jqhpdfcbO20RkXDKN35wHxtaQEsHij0fRsI4l+1d/ASqVtlMKIYQQVY5CocDG2Ia6unW1HaXMpLgSlZaOUsHc/g1QKuD3YxdZ9dsBbUcSVZCesTn4vA+TrqDq+ClrA4sJSsglaf8CWNMeQveBWq3tmEIIIYSoALRaXAUEBNCnTx/s7e1RKBTs2rXrsdscO3aMZs2aYWhoiLOzM6tWrbqvz44dO/Dy8sLAwAAvLy927typgfSiIvCuZUF7kzvErxvPlLFvkZqRpe1IoqoyMEXZ8SPOXQ1n0bs9GdrMChKuwtbXOP5xM/avm4darmQJIYQQLzStFlfZ2dk0atSI77///on6R0ZG0rNnT9q1a8elS5eYMWMGEydOZMeOHSV9Tp06xZAhQxg+fDiXL19m+PDhDB48mDNnzmjqNISWzRvXHz0TCzCzYdFfF7UdR1RxljUdmbJiDzpTr0LbKah1jZi8+TI9xsxg+TBPiPhbrmQJIYQQLyitLnvVo0cPevTo8cT9V61aRZ06dViyZAkAnp6enD9/nu+++44BAwYAsGTJEnx9fZk+fToA06dP59ixYyxZsoStW7eW+zkI7atZvRprf9vHTP94tl3P4s07mbjZmmk7lqjqjK2gy5fkNx5Nh0sDiT5wjtdrx8Gm/lCnDfk+H2Dg0UXbKYUQQgjxHD1RcbVs2bIn3uHEiROfOszjnDp1iq5du5Zq69atG+vWraOwsBA9PT1OnTrFlClT7uvzb0H2IPn5+eTn55e8zsjIAKCwsJDCwsLyO4Gn9G+GipClohrSvgFHbxdzOCSJ6b9f4edRLVAqFU+0rYyvZlX18dWxsOObbcf5IjEKk8AfUV/0QxF9inHLexKZa8p33y6gUfeyPc6iLKr6+GqbjK9myfhqloyvZsn4alZFGt+yZHii4mrx4sWlXiclJZGTk4OlpSUAaWlpGBsbU6NGDY0WVwkJCdja2pZqs7W1paioiLt371KzZs2H9klISHjofufNm8esWbPuaz948CDGxsblE74c+Pv7aztChdbWGALUag7/so6B535jTN+OZdpexlezXozxfQlDD09sbv7OL9f/IqcwFdXuyaSFriW0Zn+STT00duQXY3y1R8ZXs2R8NUvGV7NkfDWrIoxvTk7OE/d9ouIqMjKy5P+3bNnCihUrWLduHe7u7gCEhoby9ttvM3bs2DJGLTuFovTVCPX/39vw3+0P6vO/bf9t+vTpTJ06teR1RkYGDg4OdO3atUI8DLmwsBB/f398fX3R09PTdpwK7e9z37L56Ab2nTFj/swpuDnUfOw2Mr6a9WKO7xtc7XGOv36YQYta11BkBWMTFswvSS7YtB1J24HvltuRXszxfX5kfDVLxlezZHw1S8ZXsyrS+P47q+1JlPmeq88++4zffvutpLACcHd3Z/HixQwcOJBhw4aVdZdPzM7O7r4rUImJiejq6mJtbf3IPv97Neu/GRgYYGBgcF+7np6e1r+Z/62i5amIfvzqA/bt/h1c2/HjuWQWO9d54m1lfDXrRRtf54Y+TFx9FNJi4Pgisk9v5P2fAklcMYk/z2yi9+Ql4PRSuR3vRRvf503GV7NkfDVLxlezZHw1qyKMb1mOX+bVAuPj4x8477C4uJg7d+6UdXdl0qZNm/suDR48eJDmzZuXnPTD+vj4+Gg0m6gYDA30OXjwIGYNu7DzUhz/hCVpO5J40Vk6QO/F5I8+yoD2DfCorkM3s1Dw6wl+vUm/vE/bCYUQQghRTspcXHXu3Jm3336b8+fPl0zJO3/+PGPHjqVLl7KtjJWVlUVgYCCBgYHAvemHgYGBREdHA/em67355psl/ceNG8etW7eYOnUqwcHBrF+/nnXr1vHBBx+U9Jk0aRIHDx5k/vz5hISEMH/+fA4dOsTkyZPLeqqikmrqaMWINk4AfPzrJe6mZWo3kBCAVd0GrNh7mStBN9BrNRqUeqgjA+jWqw8d3K0I8d8oS7gLIYQQlVyZi6v169dTq1YtWrZsiaGhIQYGBrRq1YqaNWuydu3aMu3r/PnzNGnShCZNmgAwdepUmjRpwueffw7cu0r2b6EFULduXfbu3cvRo0dp3Lgxc+bMYdmyZSXLsAP4+Piwbds2NmzYQMOGDfHz82P79u20atWqrKcqKrEPu7ljmRPL+aXj6P3meG3HEaKEno0z9F4MEy8RWnMAlxKKOXszlWoHJsD6bhB+SIosIYQQopIq8z1XNjY27N27lxs3bhASEoJarcbT05N69eqV+eAdO3Ysufr1IH5+fve1dejQgYsXH/2g2IEDBzJw4MAy5xFVh4mBLsMbW/LB8kjOHU7h6JVIOjasq+1YQvyHpQMe4zZws+N7nN08B1uDkxBzBjYPYMHV6tTvNoKeY2aiUGr1We9CCCGEKIOnfohwvXr1nqqgEuJ5mTZqMPtPXyXEwIM5/rdo7VkHQz0dbccSopRaHs3o/9UuyEyAE8uI8v+RT3fdpOj3L7h4aydNhs0Cj94gRZYQQghR4T1VcXX79m12795NdHQ0BQUFpb62aNGicgkmRHn4dclndFkUQERSNj8cCWdaV/fHbySENpjZQfe5mHoMZ3L0KMKvX6KJ3k34ZTjYeBLq8DquPd5FR09f20mFEEII8RBlLq4OHz7MK6+8Qt26dQkNDcXb25uoqCjUajVNmzbVREYhnpqlsT5f9avPuM0XWbxlH666qfTt1FrbsYR4qOpOnnz76ynUWXfh7Co4s5rcuCA6fjIFM6OP2fPj17j1ngg6suyvEEIIUdGUeZ7J9OnTmTZtGteuXcPQ0JAdO3YQExNDhw4dGDRokCYyCvFMunvXxCX9ErEbp/HmiBHk5Rc8fiMhtExhWh06zYTJV7leZyQFKgX5BQU4np8Fy5rCubVQmKftmEIIIYT4L2UuroKDgxkxYgQAurq65ObmYmpqyuzZs5k/f365BxSiPCyd9gY6BsYUm9uz6u9gbccR4skZWdJ87DJuRcfyx5IP0De3hfRo1H9NZUDT6iyeNIDCrFRtpxRCCCEET1FcmZiYkJ+fD4C9vT0RERElX7t79275JROiHHm7OrFy11Gq9/mAlSfiuJmUpe1IQpSJqbUdjUcugMlXoMe3BNy14vdr2Xy+5k9aXP4YZcACyEnRdkwhhBDihVbm4qp169acOHECgF69ejFt2jS+/vprRo0aRevWci+LqLjGdG1KO7fq5Bep+GTHVVQqeZaQqIT0jKDVO7T59hrrv3ibz3vUxNE4D51/FsCSBvz22UDiwy5rO6UQQgjxQipzcbVo0aKSB/J++eWX+Pr6sn37dhwdHVm3bl25BxSivCgUCub2b4ChopD9a+cxbMoX2o4kxFPTNzblrS/X8OFvNznnNB51jfrEJGUwdO4O6no15ta6UZByU9sxhRBCiBdKmVcLdHZ2Lvl/Y2NjVqxYUa6BhNAkBytjXjaIZNWFP9l++SCT3h5JM3cHbccS4ukpdYir1pqiobNI3b+OFn9OR784C8eYHbB8J9R/lbQGo7B0f0nbSYUQQogq76meSpmWlsbatWuZPn06KSn35vhfvHiR2NjYcg0nhCb88PkkXF7qjU3/Gcw7Fk9RsUrbkYR4dgoFDV95l+M3Uvhj915w7QJqFXmBv+LVvB29Gtck/tyf2k4phBBCVGllLq6uXLlCvXr1mD9/Pt999x1paWkA7Ny5k+nTp5d3PiHKnVKp5PieX7H1asXlmDTW/BOl7UhClBuFUol5g67wxg4Y+w/HFW24k63mSuQdrHcPg3VdIWQvqOSXCkIIIUR5K3NxNXXqVEaOHElYWBiGhoYl7T169CAgIKBcwwmhKXYWhszqWx+AZQeuculmvJYTCaEBNRvSZc4BQs8cwu+DvujrG0DMGdj2OiN9bNnw5TsU5MjKmUIIIUR5KXNxde7cOcaOHXtfe61atUhISCiXUEI8D/0a16K5SRq3fhzPt/Pnk5Gdq+1IQmiEa4vOdP5sJ0y+Ci9N5ni8AT+ducu4r34keX4TOLkc8jO1HVMIIYSo9MpcXBkaGpKRkXFfe2hoKDY2NuUSSojnQaFQ8PUbHVAUF1CQl8u8X09oO5IQmmVmB76zaDjnAgve7cOHHa2oqUiEgzNhcX1++3ywLOMuhBBCPIMyF1d9+/Zl9uzZFBYWAvc+oEZHR/PJJ58wYMCAcg8ohCa5163Ndz9upeao7/n9pooLt1K1HUkIjTOv4cCHK3bz1f44eGU5WLsRl5TK0K9/xcmzMZFrhkNSqLZjCiGEEJVOmYur7777jqSkJGrUqEFubi4dOnTA1dUVMzMzvv76a01kFEKjxg/sQit7A1Rq+ODXy+QWFGs7khDPh64BNH0TJpwlpcM3tHS2pGUtHerG7YYfWsKWIcSf/QO1LH4hhBBCPJEyP+fK3Nyc48eP8/fff3Px4kVUKhVNmzalS5cumsgnxHPxal0V0QVGXD99hB4Xf+Xolh+0HUmI50epxPuVCRx/ZQKZQX/DlXUQsoeC4H00H/crta1N+WX1Ahw7jwGdMv+zIYQQQrwwnvpfyU6dOtGpU6fyzCKE1hjrwlhvXUZ/OptjwLKeXZn4Rl9txxLiuTPz6gReneBuOBc2fEpy7i+QnEXNfz6CoB+g1bvQdDgYmGk7qhBCCFHhPFVxdfjwYQ4fPkxiYiKq/5kusn79+nIJJsTzNrzHS6zq+TohiTn4hesxNCuf6qYG2o4lhHZUd6XNh9uJHvgFobuXoJ9/CNKi4cB0er81Da+GTfhw3ipsXBpqO6kQQghRYZT5nqtZs2bRtWtXDh8+zN27d0lNTS31R4jK7NjOjbQeOoWUPDUf/XYFtVqt7UhCaFWNul60m7QGplyH3os5n12TPaF5LP39FEWrOsCOtyEuUNsxhRBCiAqhzFeuVq1ahZ+fH8OHD9dEHiG0ykhfl2WvN+GV709wOPgO87f9zSevd9Z2LCG0T88Imo+iaeM32e38FaFHt1PTJA6u/gJXf2FhsD0ubV+lz7gv0NHT13ZaIYQQQivKfOWqoKAAHx8fTWQRokLwsDPnw851ufvnt8wY3oPdR09rO5IQFYZSV5c+737JB9uD4e0j0GAQd3KUzNgRQv+Jc7nwsTecWQ35WdqOKoQQQjx3ZS6uxowZw5YtWzSRRYgKY3SHeljpFaNWFTN91U7yCmV5diHuU6spDFiL7rv/MHXQS/R0N6Sl+R3Y9xEs8uLot8O5deWUtlMKIYQQz80TTQucOnVqyf+rVCrWrFnDoUOHaNiwIXp6eqX6Llq0qHwTCqEFSqWSg7u28uo3u8iu5szcvcHM7uut7VhCVEjWdb2Zt/U4FGRD4BY4vZLCpHDeWPoz8R9v5tBMX14ePQvqtAaFQttxhRBCCI15oitXly5dKvlz+fJlGjdujFKp5Nq1a6W+FhgYWOYAK1asoG7duhgaGtKsWTP++eefh/YdOXIkCoXivj/169cv6ePn5/fAPnl5eWXOJl5snnUdWDXtNQA2nrrFoaA7Wk4kRAWnbwIt34b3zpPkuxIPB2tsjBX4qE7Dhu6wpgPR+5aTn52h7aRCCCGERjzRlasjR45o5ODbt29n8uTJrFixgpdeeonVq1fTo0cPgoKCqFOnzn39ly5dyjfffFPyuqioiEaNGjFo0KBS/czNzQkNDS3VZmhoqJFzEFVbh3o2jGlbl1X7LzDotdcI+G09DerV1XYsISo2pRL79sM4dH0YKSEnMbixDa5sh/jLvDH3JKEpU9jy5Qg6vzMXzGy1nVYIIYQoN2W+56o8LVq0iNGjRzNmzBg8PT1ZsmQJDg4OrFy58oH9LSwssLOzK/lz/vx5UlNTeeutt0r1UygUpfrZ2dk9j9MRVdSH3d3JO7SMtKtH6TlkJCqVLM8uxJOy8vCBV5bBlCCSm0/jZrqClJxiPGJ/gcX1YccY8sJPaDumEEIIUS6e6iHC5aGgoIALFy7wySeflGrv2rUrJ0+efKJ9rFu3ji5duuDo6FiqPSsrC0dHR4qLi2ncuDFz5syhSZMmD91Pfn4++fn5Ja8zMu5NWSksLKSwsPBJT0lj/s1QEbJURY8bXyXw0+rvGfjGW6iavc73f9/g3Q7OzzFh5SbvX82qNOOrb455t+nciJnE+d+XUbPgGMSeg6u/8t7XG7mSYsj8mZNoO+xj0K04D++uNONbScn4apaMr2bJ+GpWRRrfsmRQqLX0lNS4uDhq1arFiRMnSi3tPnfuXH766af7pvX9r/j4eBwcHNiyZQuDBw8uaT99+jTh4eE0aNCAjIwMli5dyt69e7l8+TJubm4P3NeXX37JrFmz7mvfsmULxsbGT3mGoqo5dQe23dRFgZoJXircLOQKlhDPwiInEvu4/bSaeZC0PDX/vGVMc2crbll3JKp6J/L0rbQdUQghhCAnJ4ehQ4eSnp6Oubn5I/tqvbg6efIkbdq0KWn/+uuv2bRpEyEhIY/cft68eSxcuJC4uDj09R/+wEqVSkXTpk1p3749y5Yte2CfB125cnBw4O7du48dwOehsLAQf39/fH1971udUTy7sozvx79f4/dLcZjm3mHzuA7Ud73/3kBRmrx/NasqjG9iVDB/rPiCcbWCUGYlALDwVCGn0m2Y9tF0mvcepbVVBqvC+FZkMr6aJeOrWTK+mlWRxjcjI4Pq1as/UXGltWmB1atXR0dHh4SEhFLtiYmJ2No++gZntVrN+vXrGT58+CMLK7i3pHaLFi0ICwt7aB8DAwMMDO6fhqKnp6f1b+Z/q2h5qponGd+v+zfk6KGDBG6cRbcDnsRcPYO+ntb+GlUq8v7VrMo8vrXcGjJ+8U4oLoTgP1GdXs33Z/2JSoum109TaBPvBy3HQMPXwMBUKxkr8/hWBjK+miXjq1kyvppVEca3LMfX2oIW+vr6NGvWDH9//1Lt/v7+paYJPsixY8cIDw9n9OjRjz2OWq0mMDCQmjVrPlNeIQCM9HWYN7ILqNWk5xay4M9L2o4kRNWhowfer6Icc4A/dvzK+70b8VoTC0gKhj3T2DvWiYmvNCPk5D5tJxVCCCEeSKu/cp86dSrDhw+nefPmtGnThjVr1hAdHc24ceMAmD59OrGxsWzcuLHUduvWraNVq1Z4e9//UNdZs2bRunVr3NzcyMjIYNmyZQQGBvLDDz88l3MSVV+3l5qxcNMfLLmQx9qzibStn0hH9xrajiVEldKw0wCWdRoAuWlweSucW8uijZc5HJmMaWo/5o72hRajwaP3vaJMCCGEqAC0WlwNGTKE5ORkZs+eTXx8PN7e3uzdu7dk9b/4+Hiio6NLbZOens6OHTtYunTpA/eZlpbGO++8Q0JCAhYWFjRp0oSAgABatmyp8fMRL44pQ7qSbHCVzaejmbI9kD/fe4naVibajiVE1WNkCa3fhZZj+dj8O0yXL+OdZhkQ9Q9E/cP1LEu23XHmnU/m41Bffs4LIYTQLq3fLDJ+/HjGjx//wK/5+fnd12ZhYUFOTs5D97d48WIWL15cXvGEeKiZvby4FJ3KqV0/0XjTx0RfPY2xYcVZQlqIKkWpxHfER/iO+AjSb8MFP7i4kR/2RLHyfDQhF9vy68yB0HwUuHQCpVYf4yiEEOIFJf/6CPGUDPV0+LJTLdJPbic5PJA3Z0hRL8RzYVEbOs2EKdfp9uY0OnpY8W5zPQjdAz8PIPWbBnwzthd3bl7TdlIhhBAvGCmuhHgGLbxd+Ozb77HqOp5zet7suRKv7UhCvDh09Oj7/jyOBCfT6buL0GocGFqwMSCC6Wv20rtdY/hlBNw8Btp56ogQQogXjBRXQjyjL98fybRJ76FQKPjg18sEx2doO5IQLx4bd+gxH6aGULf7eFo7mzO6iR4E7YKNr1C8tCnfTx1IUmSwtpMKIYSowqS4EqIcfNTNnXZu1cnJy6fb8PeIiJYrWEJohb4xr0xexKmIdN5ZcxqajwZ9Mw6cC+X9xTto1Kg+xduGQ8QRUKm0nVYIIUQVI8WVEOVAV0fJ8tebkPf3CmIOb6Jtj34UFhVrO5YQLzSlfSPovQimhaDnM4EWTmYM8dJDJ2Q3bOoHy5uwaeZQ4sMuazuqEEKIKkKKKyHKiaWxPj9+NwtdM2uKPbsxf3+otiMJIQAMTPGd8C1nIzNY8MtJaDEGDMy5ER7Bm19vpa5nY1LXDoLQ/VBcpO20QgghKjEproQoR6+83JodR85h7NqKtccj2XnptrYjCSH+i16dZtBrIUwLIb3VR/i4WNDZWZdqtw/C1iGwxJuds14n4sIRbUcVQghRCUlxJUQ5e6VZXd7v5ArAhz+fYtffZ7ScSAhxH30TWrzxOSfC0/jN/yy0ngBGVmQlx/Hm3G24Nu9E4Ox2KK79ilJVoO20QgghKgkproTQgCld6tHCqpBbG6Yw5NU+XI+I1nYkIcRDGDk2ge5zYVoISR0W8JJ7DTyqK2lUfBndP96l+7WJHJo7mHN7NqKWRTCEEEI8ghRXQmiAUqlg0Yi26OsoKVbBVL8ACorkQ5kQFZquAXW7jWP/lTtcvBKM4uUZqM1ro1uUzeTlu2nZewS/veMBJ7+HrCRtpxVCCFEBSXElhIY42FZn959/4vbOckILq/Hpzquo5UGmQlQKRjXrQcdPKHrvIodqTaaZpxPVjRX0qJEABz+FRf/X3n2HN1V/Dxx/J2nSvfemlEILlNUyygZlyxBQVARRhggqCIrydeIAJyIiCIqCoIAIKAoKRTZlll2gFCgtXXTQPdPm/v4oFvsDGdqStpzX8+R5yCcnN+eefLjNyb25N5C9b/dk/fw30BcVGDtdIYQQNYQ0V0JUo/vaNmfB2G5o1CpWRybw8W9HjJ2SEOJOqNQUuIawdOsZEhKTsXrwU/AMAUMp7y3fxsCJ7zCzvxf8MR1SThg7WyGEEEYmzZUQ1axrIxfeGtCEoksneWVYN178YIGxUxJC/Aumdq7QejSM3YryzF6atAjF1UrDI41KYN98+LIjp99sxZzJQ0mNPWXsdIUQQhiBNFdC3AUj2vnSsPgshsIc5s9fwMHYDGOnJIT4D1Sujfngx70kZuTT6Pk10HggaHR8tTmKFz5bw7P9W8IPj0DUz6AvMna6Qggh7hITYycgxL1i68pFdBppQ6J7J8Yti2TdhA7Uc7I0dlpCiP9AozOFhr3KbwVXaFn2Iq1TfmJks1I4+zuc/Z0rBiv+d9CBx0dPpMPgcajU8r2mEELUVbKFF+IuMTHRsHXJx7T0cyGzQM9TSw6SmV9s7LSEEFXFwoERb33Dgdgc+n0aCR1fABtPfjx8hYV/nOTZZyei+rwlbJsJGeeNna0QQohqIM2VEHeRuU7DV0+E4mlnzvGtPxMY2omcfDnTmBB1jco1CO5/CyafJGTMHEZ1a8TTba0h8yLs+ICyz1oyoLkzn099hII0uQ6eEELUFdJcCXGXuVib8fEDfmRu/YrUMwd5cNJ7cop2IeoqtZrWg57m261neGZ1Igz+Cvy7syPOwK/H03lj/io0c5vD9w/BiZ9QivONnbEQQoj/QJorIYwgrKkfH325BLv2j3DOsR0fbYo2dkpCiOqms4RmD8OIdQS/tZ85k4Yyva8fphoDxGyGNaPp39yREV0COP/nUijTGztjIYQQd0hOaCGEkUwZ9RBeTdoxbc1x5m8/j72FjrGd6xs7LSHEXeDs14RJc1aX30mPgeM/cmnHMjZER6OKPsesDc9C5AxoPIhcv75YNuqK2kT+ZAshRE0ne66EMKKHW3vzcu9AFMXA1BenMvGt2cZOSQhxtzkFQPdX8XrzFHvWLOKTMV3xcnOBggw4tJgpI/ri52LB2jcfKr9QsRxGLIQQNZY0V0IY2fgu9QlTxZB78GfmvzON7zYfMHZKQggjUKnVtB88lhe+2gZTo+HxNRiCHyU81kB8ph77ixvhy44wrzVp617lTMTvxk5ZCCHE/yPNlRBGplKp+GHmZILvG4xjn+d5d2cG+y7IRYaFuKdpTKDB/aiHfMnpuFTWfvYKnXsPBI0pZMSwZP4nBHXoy9iObrDrE7gSa+yMhRBCIM2VEDWCWq3m8KbVDHroMUpKDYxdeoiTidnGTksIUQOY2zjw4POz0Dz6A7x0Dh5cSIrWFxM1hNplw59vw9wWFH3RmU+eHUTc8QhjpyyEEPcsozdX8+fPx8/PDzMzM0JCQti1a9c/xm7fvh2VSnXd7cyZM5Xi1qxZQ+PGjTE1NaVx48asW7euuldDiP/MRKNm3mMtaePnQHZuHl0eGMrW/ceMnZYQoiYxs4Hmj/DJxmgux51j+MtzoH5XUKnZtOsQL37xCx07dURZ1B0iPoesS8bOWAgh7ilGba5WrVrF5MmTefXVVzly5AidOnWiT58+xMff/IKK0dHRJCcnV9wCAgIqHtu7dy/Dhg1jxIgRHDt2jBEjRvDwww+zf//+6l4dIf4zM62Gr58IhX1LuXJ0C/0HDSYpUy4yLIS4noOXP1adnoaRv8DUaCw7jadroAPDmmhRJUXC5tdgTlNGhrkz+/nBZMedNHbKQghR5xm1uZo9ezajR49mzJgxBAUFMWfOHLy9vVmwYMFNn+fi4oKbm1vFTaPRVDw2Z84cevTowfTp0wkMDGT69Oncd999zJkzp5rXRoiqYWOm5fdl87DybIjN/c8wfPEBLucUGTstIURNZuXC/RNns+10Bh/9EQd9PwbfjpxJN7BsXwovf7EOw/z2sKgb7J5DcfJpY2cshBB1ktEumlFSUkJkZCSvvPJKpfGePXsSEXHz48VbtmxJUVERjRs35rXXXqNbt24Vj+3du5cXXnihUnyvXr1u2lwVFxdTXFxccT8nJwcAvV6PXm/8izj+lUNNyKUuqon1bejjzrHI/Yz8NpLY9HweXbSXZU+1xsXa1Nip3bGaWN+6ROpbvWplfc0doeUoaDkK+85n+Ez3LolnDmJnfgWSDkPSYYaPe4nzuaZ89MJjdHl0cvnp4I2gVta3FpH6Vi+pb/WqSfW9kxxUimKcC2YkJSXh6enJnj17aN++fcX4zJkzWbp0KdHR0dc9Jzo6mp07dxISEkJxcTHLli3jyy+/ZPv27XTu3BkAnU7HkiVLeOyxxyqe98MPP/Dkk09WaqD+7q233mLGjBnXjf/www9YWFj811UV4l/LKILPozSkpaeT/+d83nlxIt4udsZOSwhRC5nqs3DPPoxT2j4av3WAnGKIHGdJK3cNOWaeRJYFck7tj3Nge1Rqo/8kWwghaoyCggIee+wxsrOzsbGxuWms0S/3rlKpKt1XFOW6sb80atSIRo0aVdwPCwvj0qVLfPzxxxXN1Z0uE2D69OlMmTKl4n5OTg7e3t707NnzlgW8G/R6PeHh4fTo0QOtVmvsdOqcml7fLl0LaBnWmdzY48z4dCEn9mzG0ar27MGq6fWt7aS+1avu1bf8i8czD59l8/LPaO6bhhK3C5uiRP7cep73dpUwtp09C94Yh9LoARSv1qCqvkar7tW3ZpH6Vi+pb/WqSfX966i222G05srJyQmNRkNKSkql8dTUVFxdXW97Oe3atWP58uUV993c3O54maamppiaXv9hVavVGv3N/Lualk9dU1Pr6+9qy/qVyxjwyAhMu47jiSWH+WFs21rVYEHNrW9dIfWtXnWtvu71m/DEG4vK7xRmQcxmig69hYX2NF3ci9DsXwD7F5CpcuTlCAsGDX2UPqOmotKaVUs+da2+NY3Ut3pJfatXTajvnby+0fb763Q6QkJCCA8PrzQeHh5e6TDBWzly5Aju7u4V98PCwq5b5ubNm+9omULUNF3bNOPYgQg8PL2IvpzL8K/3k5F348NchRDijpjbQbOH+fi3U6SlpjHkjWXQbBiY2rLxWApfbY5i2qtvoPrIH1aPguOr0eekGTtrIYSokYx6WOCUKVMYMWIEoaGhhIWFsWjRIuLj4xk/fjxQfrheYmIi3333HVB+JsB69erRpEkTSkpKWL58OWvWrGHNmjUVy5w0aRKdO3fmgw8+YODAgfzyyy9s2bKF3bt3G2Udhagqfk6WrBjXjkcW7eNY5AEazpvEga0b8fdxv/WThRDiNljYOUGLIeW30hKa/L6ECSXzaaBJgpI8iFqHcnItQfPyqe/uyNfvTcGny3Cw8zZ26kIIUSMYtbkaNmwYGRkZvP322yQnJ9O0aVM2btyIr68vAMnJyZWueVVSUsKLL75IYmIi5ubmNGnShA0bNtC3b9+KmPbt27Ny5Upee+01Xn/9dfz9/Vm1ahVt27a96+snRFXzd7Zi2ZMhtGg2iuKMRLoNn8jBDT/galM9h+oIIe5hJjpa9B/HF/3HgcEAyUfgzAZO/rma81dOkpybhvOBmXBkFrgFs98QjEn9jrTq+aicEEMIcc8y+gktJkyYwIQJE2742JIlSyrdnzZtGtOmTbvlMocOHcrQoUOrIj0hapxAD3t+/vlnhk94EdoMZ+iXEXw/uh0+jnJmSyFENVGrwTMEPEMIvu8NogeGc2rbj5i7JMClfZBygteX7SP8wpfMHTSF5556FBr1Ab/OoDU3dvZCCHHXyFdLQtRCvTuGcnT7RvzcHLh0pZChX0Zw6OwlY6clhLhHNGzbg0GvfAVP/Q4vnkMZuAAnN28sdSp6eeVD5Lfww8PsGO/JgBBPVrz3NOQkGTttIYSodtJcCVFLeTtYsPrpMBq5WnMhYiPtWgbz/W9bjZ2WEOJeY+mIquVj/LAnloyMTBo+vw5ajwEbL9ZF5fPr4SS2/PQtzA6CLzvB1vc4tvkHyvQlxs5cCCGqnNEPCxRC/HsuNmasGNuGgHnPUlaQzaRZC6kf1Jwwf0djpyaEuAeZWtlCQI/yW9+PGReyHpflX9LBLg04BynHSTx7lBaf5uFiNYLzC0fiWeIGhWGgdTF2+kII8Z9JcyVELedgZcapAzvp88ybZPjdzxPfHmDB8FbcF3T714sTQogqp1LRuMtAGncZWH4/Px1iwjn90zfYmP5JfTsVVmfXEgoon37Je8ecUDsH8PjYSXiH9ASVyqjpCyHEvyHNlRB1gKujHRHfz+a5FUcIP3WZcd8d5HHffGaMH2bs1IQQopylE7R4lPtbPEr6awWkHP6DstzD5B9Zh2XBJT794zwZhefoWLID7yae4H8fV1zagm8nHLz8jZ29EELcFvnNlRB1hJlWw4LhrRjc0pP07Ut5+5lH6DNqMoqiGDs1IYSoRGtmgXf7wRi6v8m2oJkUPn2Adyc9zkNtvWnnZwN5l+HYD3z5xnicfRowrXc92P4BJBwCQ5mx0xdCiH8kzZUQdYiJRs1HQ5sRWq/8N1cH09VM/fEYxaXyYUQIUXOZuvgzftZ3/LgvHu3/LsLIX6D9c0TnWWNQoL7JZdg+E76+j9x36vFIez8WvzEaQ2b8LZcthBB3kxwWKEQdo9Go+XPFl8zqO4CvT8PaI4kkZhWyaEQothZaY6cnhBA3Z2IK9btC/a4s7fku70YdwCr1IKTuhQs72X48nVV7Czl05ltGq38Cp0bQ4D5OGerjGzYQS3s5MYYQwnikuRKijpo+oi8dzqYx4fvD7D2bRKNO/fhp0ad0DGli7NSEEOK2eTdpA03aABOhrJSgPT/zhm4+toUJoEqD9GhIj2bg53nEZY/jz5fa0anPYKjfDTxaglpj7FUQQtxDpLkSog7r3NCZn54Jo+ugx7l8OJweffqya38koX5Oxk5NCCHunMaEBp2HMqPz0PL7BVcgdidZxzZSyhIMBgPNlCjYegq2vsvy0yasu2jJqGED6T9yEjj6y1kIhRDVSn5zJUQdF+hmw6alc7Cr1wTbnhMZvvgg648lGTstIYT47ywcoMkg7B5bxIW0Ii4e24XtkNkQ+ACY2rLuRA5rD1zi2G9fwbwQ+LQJ+tXjWD5zIknRR4ydvRCiDpI9V0LcA5o3qs+l00d4fuVRtp5J5fkVR9gZGcW7w7tgZqozdnpCCPGfqdRqvII7Ah2h9RgoK+V/zVfQcs33DPIrBOUU5CRy8I/vGfFNAQ7vLiDt/Vao/btAvU6UeLRFZ+9u7NUQQtRysudKiHuElZmWr0aGMr6LP2V5mcyZ9Cj1Wnbg/KUUY6cmhBBVT2NCSN8RvLb4D5q+tgNejoMR6yhqNIRQX2vur2+C+koMHPwaVj9Bl2beNPey5OBnT8CZDVCYZew1EELUQrLnSoh7iEat4pU+gZQlHOP14nyupF5m+DeH+HpMJ5p62ho7PSGEqD46C/DvTvdp3Tk4Dcry0uHSXojdRX70dg4lHaTUUIDbxbWw8mdAxeYrXvyRYMGgB4fSeehYMLc39loIIWo4aa6EuAe9OnYYzQLq8fbGaFIKVQxZEMGswcEMbuVl7NSEEOKu0Fg5QVB/COqPZV9IHHSKfRuW4V2vCGJ3QUYMayPOsjBSD8nH6Hx+Jrg1RfHpwG8XdbR/YCSOPgHGXg0hRA0jzZUQ96j+XdvSuU0rJq86wrboNMa/s4APy+LZ+uPXWJiZGjs9IYS4q1z8GjPg2VnXBnKSGegyD5zX0z+gBEiBlBNEnzzKgC/yMZ/0LtmftEZbvyP4tqfItRVmLvWNlr8QomaQ31wJcQ+ztdCy+InWjA51JH3jp+z/dTntn3yNS1cKjJ2aEEIYl407fSa8x5e/n6Db3GiYehaGfkOad1+C3Mxo66VBeyUaDi2GNaMZ1L4h/k6mhL/VHw4vg/RzoCjGXgshxF0me66EuMep1SpeH9qO0qQv+HTel2R6d6Lv3F28P7gZ/ZrJmbOEEAIAa1doOoROTYdw6mUoyUyClEiIi8AQu5v9iXvIKirDOWUbrN8JwPZkS+Ye0TCoV1dGPj0Z3JuBRmvc9RBCVCtproQQAMx4/knGPD6MSSuPcDg+iwnfR9JobgQ/fPwKTnY2xk5PCCFqFJ29B9h7QFB/1MDFwZeI+HUZwd7FkHgAEiPZcjqDdQdLsClZxUjNetBagGcIH+/V0zi0E92HjsZMTv8uRJ0izZUQooK3gwU/Ph3GnC0xzPr4U8K3LMTvj5+I2LuPYG8HY6cnhBA1lq2rN33G/O/aQGkxw9r+hM26lbS0ywGzi1CURWrUDl5alAeLNpN5/kPMvIPAuw1nSn1QeTSjYZseqNTyqw0haitproQQlZho1LzYqxGmab2Yun812qDuDFm4n9f6BTGinS8qlcrYKQohRM1nYkpwz+EE9xxeft9ggPRoCg9sYFTk16SnJmNnBqSdgbQzvLO2gB9OlDKrtx2vPH4/eLWh1K0lBfaB2LjImVyFqC2kuRJC3NBzjz9Iv67teTc8jq3RabzxSxQ/7zzKq/2bENJYTj8shBB3RK0GlyB8Hwji2wdeLB/LS4OEA3BpP2Ubv8LUJIVQ5xKI2Qwxm4lMKCVscQFdG9qw9aMnwCsUPEPBuRGoNcZdHyHEDcl+ZyHEP6rv5criUa15s39jtGqFjZ+/SptWLfjf3GUochYsIYT4b6ycIbAf9HiblQeSycnOpcuMrdD7A2g6hGM5diiAJQVweCmsfw4WhNGjoSX3NXbi+KJn4MwGyL1s7DURQlwle66EEDelUql4soMfTRxU9F6hIktR+O5MKQnfHuT9wcF42JkbO0UhhKgTdBZW4Ne2/MZ4xg2F/jHHyD23F0ySITGS4rhIdl7MoaSsGKuo5ZD0AwC/xNuw9CQM6dWZ4U+OBY+WoLEw7goJcQ8y+p6r+fPn4+fnh5mZGSEhIezatesfY9euXUuPHj1wdnbGxsaGsLAwNm3aVClmyZIlqFSq625FRUXVvSpC1GltguqRcvYory74EQsHN3aeTaPnpzv5YPkfGAwGY6cnhBB1kntAcxr2GQ89ZsCo39C+Gs/BzT/xzRtP4ddtJLg0BpWarVGprDuYwMHwn+C7gfC+D5oFbVn1wbPMe/FR8s9sg5J8Y6+OEHWeUfdcrVq1ismTJzN//nw6dOjAwoUL6dOnD6dOncLHx+e6+J07d9KjRw9mzpyJnZ0d3377Lf3792f//v20bNmyIs7Gxobo6OhKzzUzM6v29RGirtNpTXjnqQd4IjWPaT8dY1/kMV55bxKfvR/CzvCNNHCXMwoKIUR1UptoadZ9CM26D7k2WJzHqNDVeP/+C+1ci8E6AbLiiT0Xw4q9eaw5kMBEm81gogHnQH65ZEdCqT09+w8hIKwvaOUIBCGqilGbq9mzZzN69GjGjBkDwJw5c9i0aRMLFixg1qxZ18XPmTOn0v2ZM2fyyy+/8Ouvv1ZqrlQqFW5ubtWauxD3sgYuVqwe357xMw6xWKUmqxgemL+f57oHMKaTH6Ym8kNrIYS4a0ytaNnvSVr2e/LaWH462kO/82zsbLRlBehsFci7DKmn+GpNARtiSvk8ah0Bbc3BuRGZ1oEsO5JPSIf76PDAcDC1Mt76CFGLGa25KikpITIykldeeaXSeM+ePYmIiLitZRgMBnJzc3FwqPxteV5eHr6+vpSVldGiRQveeeedSs3X/1dcXExxcXHF/ZycHAD0ej16vf52V6na/JVDTcilLpL6/nvzX5vAkPs78PnOeKJyDXy0KZpVe88x0D2P5x8fCEh9q5vUt3pJfauX1Lca6Wxxaj2E+8fY0KNHD/RaLeQmo0o+SrfLCygzP0LbBiag5ELqKQ7uPc6k5QUELF1D9HMvg6M/imtT1p/TYOoaQJseQ7Bx9zP2WtUoMn+rV02q753koFKMdMqvpKQkPD092bNnD+3bt68YnzlzJkuXLr3usL4b+eijj3j//fc5ffo0Li4uAOzbt49z584RHBxMTk4On332GRs3buTYsWMEBNz49NFvvfUWM2bMuG78hx9+wMJCfgwqxK0oCkSmq/g5Ts2lrT+QHbGC+h3688bzo7EzNXZ2QgghbkhRMNNnYlsYx/nj+/nuj4P4W5cwv9e16xkGzssjOsPA78Mt6BLkTLa5L1EFDhxM0eAV2AprryBQGf0n/EJUq4KCAh577DGys7OxsbG5aazRm6uIiAjCwsIqxt977z2WLVvGmTNnbvr8FStWMGbMGH755Rfuv//+f4wzGAy0atWKzp07M3fu3BvG3GjPlbe3N+np6bcs4N2g1+sJDw+nR48eaLVaY6dT50h9q05ukZ7+o54jYt0SnAZMw7lZF57pXA+P3Gj69JL6VgeZv9VL6lu9pL7V61/XNy8V1eUTKMnHGfHaAg7HJLNrpBZXq/Imav7BEiZuLKJfgAm/jnJGcWmC4tKENVFFeASG0KJLf0ytHatprWoOmb/VqybVNycnBycnp9tqrox2WKCTkxMajYaUlJRK46mpqbi6ut70uatWrWL06NGsXr36po0VgFqtpnXr1sTExPxjjKmpKaam13+9rtVqjf5m/l1Ny6eukfr+dw5aLXvWLOb33c/y1fECDsdn8cmW8+iSTnLgXDKzpo5DrZZvOKuDzN/qJfWtXlLf6nXH9bX3LL8F9mblnmnlY8W5kHISUo5jlbWaEJ/9tPU2oCrJR5VwgNL4/YycmUtxGZx/3or69f3BtQlHchyILbSidbe+eDftUH4x5TpG5m/1qgn1vZPXN1pzpdPpCAkJITw8nAcffLBiPDw8nIEDB/7j81asWMFTTz3FihUr6Nev3y1fR1EUjh49SnBwcJXkLYS4tT4dW9KrvcKawwnM+i2KkxsX8uGyS/x+IJqvP3ydNn5yVkEhhKhVTK3BNwx8wxjZ9mlGzgHKSiHjHKScIDN6H12ClnMhJZN6dirIjIXMWJZtKuLTfSVMajubOf0dwDkQg1MQn+9MpXHLNnQb8Bgmdp6gUt0qAyFqBaOeLXDKlCmMGDGC0NBQwsLCWLRoEfHx8YwfPx6A6dOnk5iYyHfffQeUN1YjR47ks88+o127dhV7vczNzbG1tQVgxowZtGvXjoCAAHJycpg7dy5Hjx7liy++MM5KCnGPUqtVPBTqTcd6VjxwoAPHI7aS5RXGwwv30qOxK9N6NSTA1fiH3QohhPiXNCbgEggugTg3e4hND31SPp6fDpej4HIUnnHfE5J0nFAvNegLIOkw8acOMfmzPHSaNeRNfxesHMGlMetjtSQUWXJ/7340bNsLLOv+oYWi7jFqczVs2DAyMjJ4++23SU5OpmnTpmzcuBFfX18AkpOTiY+Pr4hfuHAhpaWlTJw4kYkTJ1aMP/HEEyxZsgSArKwsxo0bR0pKCra2trRs2ZKdO3fSpk2bu7puQohyTrZWvPH0IzT/dj6LIhJYdfAS4acus/LDaTTwcOS7Lz4iOKCesdMUQghRVSydoH4XqN+FqWETmArle7kyYyH1FCWHdjKkzU+UFmajNVFB4RWI283Xqwr49Wwp806upWEbHVg6k2bqx9vhGQQHN2XcuHHg1Kh8+bKnS9RQRm2uACZMmMCECRNu+NhfDdNftm/ffsvlffrpp3z66adVkJkQoip5Olgx88FgnupQj/8tCWd11DaORsEDH9/HqL4dGd/VH3dbuZClEELUSRoTcAoApwAaNh7ITyOv7uXSF0JaNKSepkvyNxgsoghpaA6kQ34ax04kM++3AhruPcY43S/lzzF34I09Gi6XmPP0I/1o1fF+cGoINl518jddonYxenMlhLi3NHCx5sdpg1no+xufLVtHgb03S/fGseLAJVpygReG3Ue7ZoHGTlMIIcTdoDUHjxbg0YKpCx8t38sFUJwH6dF47PuTFwvXYafKA3s1ZMZB4RV+2pvH6XQDg50uwMUFAEQkm/Ds78V0bVaP2S+OqGjmSm18MbGQw9DF3SHNlRDCKJ4e1o9xD/dl74UMPtsSw94zl1i94GV+fL+IkTOX8e7YgXg7yHXmhBDinmRqBZ4hNB4SwkdDpl0bLymAjHO8Zfktx48doUUnRyhNgIzznEjM58ilItxMo2H7zIqntF6Yx5ViDT8+1462bdqAUwCZJq5kmzjh3bgNGq3OCCso6ipproQQRqNSqWjv70R7fyfW7jBlwqYgrqSmsv2KFV0/3s6A5h483MyBsCAfY6cqhBCiJtBZgHszHn7pUx7++3hZKQOjD+He73esStLBF0g/iyHtLNHpORSWGnDMPAIHjwGw7kgJo9cX0SdAx8ZJLcCxATj6s/ZoJk4+gYR26Y2Fa335bZe4Y9JcCSFqhMFdWjH41EG2HY/l20Np7DybxtrDCXwxcQB2Do588Nl8RvZqh0Ytf+iEEEL8PxoT3Bq3Y0DjdpWG1UD8Y2eJPrSNet6mkH0B0s9x5dgutJoE/O0USDsDaWdQFIWRs3LJ18PpiZYEuluDQ322JZuz6WwhXTu0o/cDg8DBD6w9jLKaouaT5koIUaN0a+ZHt2Z+HE/I4oPvN/FDZhLpuem8uTmBJSe382T7ejwU6o2lqWy+hBBC3JqTb0OcfBtWGnvxUXihpJjClBgoSYGM8+QnnKZj4ArOJWfhZ29Sfur4yyf5c3sRH+wqIfvcQXpnfA2AotbRYXEBdlZmtMl7BPcGzcDej1ydM1pHP8ys7YywpqImkE8nQogaqZmXHd+/PIwp/Vvx+eotHMGWuIwC3vr1FC9MHEeQrzsfzPgfnVrIyS+EEELcOY3OFCufpkBTaHA/Vm3hjyFzyh8sLYGseLhygQ6263nWNoJu9XVgXwTZl0jPLeJgfAEqCrA/vQxiyo+q+GhbEe/uLOGlrg58MKIN2NdDsfNlxb5EfBs2pU3XPmjt5ayGdZk0V0KIGi2kcQBL3gygoKSUNZEJfLE+grhjf7L3mMIjbp0Ia3GFR9r40C/YHXOdxtjpCiGEqAtMdODUAJwa0KdhT/q88LfHykqxvnyO34N+5uDurWg7hkJWHFyJ5VLeURTAySQf4iMgPoIrBQaGf5QHQOGr1mhNzcDOm2VRsCeuhME9OtCzZw+w80Wx8QIrF1TSfNVa0lwJIWoFC50JI8Lq8Whrbz6qB6t/30q2oyeH4jI5FJfJhCkv42tZxtv/e5k+HVsaO10hhBB1lcYEM49A7hsxlWLHIAz39UWj1QLwzXgDH8afxSQvCZQrkBlLXvQJugZuoKCgEDOtCZQVQ8Y5Nu8tZPlxPX76GHrmrAAgs1DBc3Yu9RzNOPF+T0wc64GtN0eTy8jBiqCQ9jj7NQWN1ogFEDcjzZUQolYxMdEw/enHmP70Y1zOKeKnyAR+iDjHvgPrSSvKY5RlEKGH8xjUwpN+zdzwsJPTuQshhLg7VGo1zvUCgWuHrPt2hm1jr94p00NOImTG8ajDr9Q7eIgujW3BtRiy4rmYfImiUsjMK8bk4na4WP60T9aVN2Lv32fKy53MwdqDTBNXJvx4EV8vd2ZNHonKzgtsPCkydcbU3l32fhmJNFdCiFrL1caMid0a8HQnP+Z5LuGrZSsobtCKqKQcopJyeOXt9zG5FMnIp5/l1fHDsbOQa5kIIYQwIo0W7OuBfT36Pt+Fvv/v4WZFBZx/+iBXLkWDj0X5776yE3Da+wf+SYn4O+lAMUBOAheT41i5Jx9Xy4u8H3iyYhlj1xWy5rSeOYO9Gde7Gdh4kmPiyPd74vGpH0C/AYPAxhMsHOVU89VAmishRK1nYqJh8qghTB41hMz8EjacSGb90SR++W47JckxfPPHAX7OcKVLQxd6BTrQxscaX3dnY6cthBBCVGJiZkH9Vl2o36pLpfFPB8GnAAYD5KdBdgKuMUf5WPcbFGVDkAdkJ0J2ApeyYynUg7U+HS7uAuBcchkTFuXjZqUiOXl2+UI1OqZuVTiQWMa0B0Po370tWLtToHUg8mIWXg2a4te0NWjN72oNajtproQQdYq9pY7H2/nyeDtfDnT4jfe/WEyWVwcu5ClsOX2Z9evXk/bzTOq3681bH8/j/sauuNvKHw4hhBC1gFoN1q5g7YqHVwhTu42+LuSPZ7JJjD6Mk7YYyIGcRLTHjzEwZAs2JnqwtC5v0MpKiIzNZ3dcGRPORYD5QQDOJJfReVE+HtYqEqdYg5kdWLvz/o4czqSXMWZABzq2awPWrhTrHEnMVXBvEIy5jcPdrUUNJc2VEKLOahPckLVffgDA2cu5rD+axBeHVpBmKCOtWM3rv0Tx+i9RNPOyxSxmC48N6MmAbu1Qy3HqQgghaikzK1v8Q7pVGgvuCD9P+NtAaQnkpTC79TbOnTlB+wZ2YFYIuckU6U/j73QYD0ulPLYoC4qy+ONAPjviyujtcAmy1gBwIqmM1l9dbcSml5/pEGs35u5MJzazjOH9OhEa2hqsXCjR2XOlRIuzbyM02rp7mL40V0KIe0JDV2te7NWIF3stZ+v+l9h3MYvDV7RExmcSefwUSV/NYPW892j16lq6NvWhc0Mn2tWzw9XO0tipCyGEEFXLRAd2PrTq9wSt+lV+qP1QOPceoCjlhxzmpkBuMpNtf6X3mWhCQj3AthhyL5N1OQYzk1jcrVRQnF1+y4hhzdZ8dsaV0U4TRWjCYgCOJpbR9ut8fG1VXHy1Pli6gJUzc7encjHLwPB+HQhpFQKWzhSb2JCYZ0DRF9392vxH0lwJIe453ds2p3vb8n+n5RbzzfrtzDvQgcz8EjJK1Kw5nMCawwmkrX0XbeEVhj33Kk8M7ktLH3u5lpYQQoh7g0oF5nblN5dABr3Q7bqQ+0dDwRcGCjNTwJAHeSmQl8pTZb/Q7ux5mnXwArtiyEvjSsJFVOTjbKkqPywxPw1S4ac/89kVX0Y7zQlCLpWfYv5oQintFheQMtUKOrcEl4Z3d93/A2muhBD3NGdrU14e3ouXh/eiSF9KZFwWO2PS2H46hfi4YxSUFLL+VCabruxHq1HhVZoMF/cz8IG+PPVQP2zM5FojQggh7l0qtRoLR4/yO87lTdATwUOvi+sN6BeUkJcaD5pCyEuF/DSeLFlPu3MXCe7kDfalkJ9GVlIspiYFOFqoUCyc7uLa/HfSXAkhxFVmWhM6NHCiQwMnpvcJ4kT/KBav+g2lfnv2X8wiJaeII7u3kB2xkoNR55h7SktjDxtCfR0oitlL705t6BzaVH6zJYQQQtyARqvD1rNBpbEnmz9yXVwvIOfzYjb/toYeOqu7lF3VkOZKCCH+QXCAH3Neew4ARVFIyCzkS89M1usKKfNqQYECJxNzOBZziYTPx/IB0OSVnwgJ8Ka5tx3u6hxa1HclyM/buCsihBBC1DIqtRq9iWWtuxaXNFdCCHEbVCoV3g4WvPfc47z33OMApGQXceDiFTbvOcQPfk3Izy8kTzFjx9k0dpxNI/3Xj8k/tR3vvs/QbcgoGnvY0MDRFKuSK3Rr0xydVjbBQgghRF0if9mFEOJfcrM1Y0BzDwY0H8C8CQMo1pcRfTmXo5eyOHopi6U/F5CPimIL14qGqzjxNCnLX0Jr706ft3/E38WKBi5WkB5LoLcLHVo2xlQnv+MSQgghaiNproQQooqYajU087KjmZcdI8Ng9sP7uZyRxYWMIs5dKeZ0cg5bNhzlstYUjZ0HxxKyOZaQDUDy0smUpJzDfchrBHfogb+LJdalWWSfO0zrVi3o170TLtamqNW16/AIIYQQ4l4izZUQQlQjV0c7XB0h7Or9mQ8GU7LgZU7EJpFarOVcah7n0vJYttoCvYkpKntPoi/nEn05l7yTf5Kx4VOW+jbjnUdmYmqixtfRguRNi7AwgYEjxtK0oT9xuZCSlY+no42cTEMIIYQwImmuhBDiLtNpTQhp6FNp7LNHjlFaWkZSdhHn0vK4kJbPFs1FdsW1w8Q1AI1aRXGpgbOX87i0Yz2GojwuubZHdyQfMOHtlW9zZdMXuLbsTpcxb+BqY4abjRnnI37H2c6KXj174O/lirO1KWZauVaXEEIIUR2kuRJCiBrCxESDj6MlPo6WdA+EMZ0mwnsTAdCXGUjKKuR8ai7fGV7m4sU4Aju2ILUQzqdkkp2TilJaQm5RKfsuXKlY5qXP3sRQlMfS01+gc/YtX9aZ7VzZ9T1eLbvQbeRUnKxNcbLUcXL7emwsTLmvZ2983F1wsNRhbarGxlwne8SEEEKI22D05mr+/Pl89NFHJCcn06RJE+bMmUOnTp3+MX7Hjh1MmTKFqKgoPDw8mDZtGuPHj68Us2bNGl5//XXOnz+Pv78/7733Hg8++GB1r4oQQlQbrUaNr6Mlvo6WdP/wtYpxvV7Pxo0b6Tx1AVHnppOWX4LaxoXLOUUkXSlg+fYwstIv4+PtxZVSNSWlBgoyUym6kkxyajqbT12uWFb8nBkoxfmsjvsSraMXALlH/+BK+AIcgrvR7PFXsTEzwcZcy9FVszFRKfQcPh4fbx+sTE3IT0sk5WI09er5EtIqBCszEyx1JpSVFOBoY4WZqe6u100IIYS4m4zaXK1atYrJkyczf/58OnTowMKFC+nTpw+nTp3Cx8fnuvjY2Fj69u3L2LFjWb58OXv27GHChAk4OzszZMgQAPbu3cuwYcN45513ePDBB1m3bh0PP/wwu3fvpm3btnd7FYUQ4q6wsjCjY0iT68bfGrS54t+KopBbXMqZC0EcixpGqcYcK4/6pOcWk55XxI8tO5CbfYVAPy8KVGZcyS8huzAHDGUUl0Fsen7FsuJ3bkApzifV5z60joUA5B7ZyJXN8zFvGIbLg69WxCYseJKynDS8n5yDQ70gLHUm5J/bz8Xw73Bt2JK2j07GXKvGXKvh0NqF6Avz6DJ4FO5ePphq1WSnXCLm6F7cPbxp1+U+dCZqdCZqLkQdQynT0yioCU6O9uhM1JQVF5Gbk4mNlRUuzk5oNSq0GjUmahWqWnatFCGEELWPUZur2bNnM3r0aMaMGQPAnDlz2LRpEwsWLGDWrFnXxX/55Zf4+PgwZ84cAIKCgjh06BAff/xxRXM1Z84cevTowfTp0wGYPn06O3bsYM6cOaxYseLurJgQQtRAKpUKGzMtbRrXp03j+tc9/t6Dm64by8zpzIWE1ygoBVNrR3IK9WQX6llX8hIZGRm0vL8lpRpT8ovLOJntxUm/ptj6+ONma0ZucSkFJWUoJUUAlKlNySrQk1WgJzchiez4M5SY2lF8Nq3i9RI2raMsJ5V4+1aYehQDkH9qB+m/foSZbzNckxwqYpMWT0CfHo/LI+9h7tscgIKY/aStfQedRyPcR3xSEZu8bColKefwfPgN7Bq2xUSjojA+ios/zcLSzY9mo99Ho1ZholZzevXH5CTG0HjA07gHtSYrU8OXh1dx7KfPsXRwpdPo11GrVGjUcOy3JWTEx9Csx0P4NAlFpYL8jBT2/rQICxs77hv5AmqVCrUKjv75M6lxZwnu2JN6TUJQqaAwJ4vd65agMzWn5/BnUKlUqFRwMuJPkmOjCWzVnvpNWwFQXJjH7vUr0Gg09Bg2GhXlsacjI0i8EE2DJq3wb9oCFaAvKWHXhlWoUNF98OOo1WpUwLmTkVw6F41vQGMCgluiAgxlZezYsBoVKjr3HYyJrnwP48Xok8SdPY1X/QACmpbHAuz8fS2KohDWvS9mFuYAxJ+P5mL0KVw9fQlsHnJ1vkFE+G+UlpbSuvP9mFtaAZAYd4ELZ07i7OpBw+CWHE1XYTiezKFdf1JSUkSrsK5Y2dgCcDkxnpioozg4u9KkVVtUV7M4uOtPigsLaNamAzZ25XMiLSWR6BNHsLV3JDj0r1PIwJG9OyjIy6VJSFvsHZ0BuJJ2mVNHDmJta0eLth0rYo8d2ENudhZBzUNwdHEDICsjnZOH92NhZUWrsC4VsScj95N1JZ1GwS1wdvMEIDc7k+MH92Jmbk5ox24VsaePHuJKeir+gU1x8yr/8jg/N4ej+3ej1elo0/n+itjoE0dIv5yMX8MgPHz8ACgqKCAyYjtqtZqw7r0rYs+dOs7lpAR8/Rvi5dcAgJLiIg7u2gpA2669OJahQhN1mfjzZ0i+FIdXPX98GzQq/z9ZWsq+7eVfwLTr1guNpvz3mBdjzpAYdwEP73r4NWoMlH85E/Hn7wC07nwfOp0pAJcuxBB/IQZXDy8aNG5WkVvEn7+jKAohHbpiZm5R8d5fjDmDk5sHjZq2qIjdvyOcUr2eFu06YWllDUBKQjznz5zEwdmVoKtzqvy930pJcRHNWrfH2tYOgNTkBGKijmPr4EjTVte+SD8csYPCgnyahrTF1t4RgPTLyUSfOIK1rT3NWl+bJ0f37yY/N4egFqE4OLkAkJmexqmjB7G0tqk0T44f3EtudiYNGjcj7mp983OzOBm5HzMLC0Lad62IjTpygKyMdBo0boarx9UjArKzOH4wAq3OlDad77s2T45FciXtMvUbNcHdu/ww7oL8PI7s3YnGxIR2XXtWxJ6NOkZaciK+DRrhVc8fgOKiQg7t3oZKpaL9fX2uzZPTJ7iceAnv+gH41A8AQK8v4cCOLQCEde9dceh37NnTJMXH4ulbn3oBgeXzpKyMfdvK/z607dIDE2355ULizp8lIfYcbl4++Ac2rXi9PX/+DopCaMdumJqVbyMSYs8Rd/4sLu5eBDS5Nk/2bdtEWVkZrdp3wdzCEoCkSxeJjT6FnaML+XoV9+nL0GprzyVKjNZclZSUEBkZySuvvFJpvGfPnkRERNzwOXv37qVnz56Vxnr16sXixYvR6/VotVr27t3LCy+8cF3MXw3ZjRQXF1NcXFxxPycnByg/3Eav19/JalWLv3KoCbnURVLf6iX1rV7VXV8rcx3NAupdNz6g2f+uD344GHix0pCiKOROSyA9KxsTU0uKDSoKSsq4GOfO6QGtMbO0xTeoKYX6Mor0ZfyRPZqsK+m06tYcU1sniksNXND4cySxCzYe9QmsZ4++zEBJmYF8Zw/yMeDqYIfOSkdJqYFStQJqE1Sa//eHuKwUDGXoyyCvuBSAwuwcSrLTwMyGixkFFaGpl85TnHCGmIRUkiyzABVFlxK5fOoAJg6e6M+kVsRePriPothIMh2bYFXiDkBxyjlStq5DY+1ESqMhFbFpm36n4GwEZ4ussc6wB0CfcYmkVYtQm1lxxr1HRWz6b6vJj9rG3rhcbBLLP3CU5qSRuPBD0Jhw0LpDRWzGpu/JO/oHth2HY9ehvDEqK8wlYe6bAGxXN0elLv/QfGXrMnIP/oxN2yHYdy3/CKCU6on/5GUANubXQ21a/kE4a9dysiNWYt3qARx6XDv8Pu7DF0AxsPayAyZW5Y1N9r6fyNqxBMvg+3HqO7kiNv7TF1BKCvEYtwitvQcAOZG/krllIRaBnXAe+DKgYWnMCRLmTaUsPxP3Jz9H51LeVOQd30zG73Mx92+Ny9A3K5abuHAapVnJuD3+EaaeQQDkn95J+voPMfVphtujMytik76Zjj7tIi7D3sW8XgsACs4dIG3N2+jcG+I+cnZFbPKy1yhJisZ58OtYBJR/SC+MO0bqylfROvngMXr+tfd+5VsUxR3Dqf9LWDYub7qKk6JJWTYVE1tXPMcvrohNXfMuhecO4ND7Oayb9wKgJO0iyd88i9rCDu/nll+bJ+s/pOD0TuzvG4dN6IDyeZKVQtLCMai0ZvhM+enae//7XPKOb8au80hswx4uf+/zM0mYNwZQ4fvyr4CGb84e48qWheRG/opN2DDsO48AwFBSyKVPy7/g9p6yBrW2vGHK3LGEnH0/YR06EIf7xpbPE8VA/IflsV7PfY/GorwBzopYSfau5Vg1741j72evvfefPINSWoLnM99gYlPerOQcWEfmtsVYNu6KU/9r24pLc5/DUJiDx+gFaJ28Acg9+jtXNn1x/Z7w+S9QlpuG28hPMXUvbxTyoraR8dsnmNVrieuwd67Nk69eovRKAq6PvY+Zd/mH/4LoCNJ+nompZ2PcHv/w2nu/9H+UpJzDZehbmPuHlr/3FyJJXf0mOld/3Ed9VhGb8v0bFCdE4TTwFSwDO/LN2WMUJURx+fuXMXHwxHPswmvz5Md3KIqNxLHfC1g1LW+kilPOkbJ0MhorR7wmLr323q+bRcHZCBx6TsC6Zd/y9z4jgaSvx6M2s8J70sqK2PTfPiE/aht2XZ/Ctu1gAEpz0klcMAY0Jvi++PO1ebLpC/KO/n51G/Fo+TwpzCVhbvn76fPSLxXbiMyti8k5uO7qNuLJ8ve+VE/8J1fnyeQfb7CN6IdDj2cqXi/uw7GgGPCc+N1tbCMm3HIb8UReIaZGPhHTnfyNNVpzlZ6eTllZGa6urpXGXV1dSUlJueFzUlJSbhhfWlpKeno67u7u/xjzT8sEmDVrFjNmzLhufPPmzVhYWNzuKlW78PBwY6dQp0l9q5fUt3rVtvpqgWae5R/OSD6K6dXxUb3/+tY5r/ymgc5t3BjV5q8vza7t5Ro36+9fzl1tjlqGwuM/YTAoGCilTIEyBTID3qREr8fM0gqNthSDAnkNGpLa/BNUGhNcvUoxAAZFxcUnR5GXm4ubT30sbcswAHmu7pwzfwETnRkB/mUYFDAoENO7F9npLfEJ8sferXw8z9aWqAeGozUzJ9irDAUVigIxbduR4eOOd5N6uLgbUIACKwtOdO6PWqujpZsBg1K+GueDg0m31uEd4IuriwFFgWILLSah3VGpNYQ6lT9fAS4GBJBKAR5+3ng4GgDQF6sxBLdHAZo7GODq9dHifX1IyW+Hu483nvblsYYyhaLA1gAE2avQ6MrHEz3dSWoYgou3Fz525WOKAvkBLVEUAw3t1egsyseT3Z3RNGiBo5c39WzLcwPIrx+MQV+Mv70WM9vy2MuujlC/Gfae3tS3MVS8g4X1gigpyKWevQ6Lq+PpznaU+QVj6+lDAxulIrbItyHF9o74OphjZaOgKHDF0YbSek2wcq+Hv/W12GIvf4osLfFxsMDm6ni2oxUlvk2wdPaqFFvqVZ88rQneDpbYXR3Psbeg2LcJ5vYuFbEKUObhSy56PB1tcLg6nm9vRqFvY3TW9tT/23IVd2+y9Xl4OtnhdHW8UG9KgW9jTMytKsWq3DzJLGiMh7MDLlfHixUT8n0bozbRVYrVuLmjyW6Mu7MjblfH9RoNub6NAVWlWK2rK2rfxri5OONxdbysBHJ8y/dM1bdRoTYpH090cUHl2xgXV1e8/lpng0L21dh6Nmq05uXjyc5O4BOEo5sbvtZKxXuf7R2IoUyPr60JOqvy0cvODpT5BOHg5kG9v+WW692Q0qJ8vO20mF8dT3eyo9QnCDs3L/z+Fpvv3YCSPCe87U2xvDp+xdEGvU8QNh4+lWILvfwpsrLGy94c66vjWY5WFPsEYeXmWym22MOPAp0WT0dLbP967x0sKfIJwsLJs1Ks3tOXPLUBT0dr7K+O59mbU+gThJmtc6XYMg9vcsoK8HC0xfHqeEGRKQU+QegsbSvFKu5eZBUF4e5kh/PV8aIyLXk+QZiYmleKVbl5oMkNwt3ZAder4yUqDbk+Qag1JpViNW5uqH2CcHN2wv3qeKlWTY5P+RcT9awU1Brl6jxxAZ8gXF1c8LwaayhVyPor1kaFRlc+nuTihOIThLOrG95/e70s3yAUgwFfGzU6y/LxFGcHDD5BOLp54Pu32BzvRpTpi/Gx1WJ2dTzN2Z4ynyDs3Tzws1bYs3MnlkbecVVQUHDroKtUiqIotw6reklJSXh6ehIREUFY2LXdsu+99x7Lli3jzJkz1z2nYcOGPPnkkxWH/AHs2bOHjh07kpycjJubGzqdjqVLl/Loo49WxHz//feMHj2aoqKiG+Zyoz1X3t7epKenY2NjUxWr+5/o9XrCw8Pp0aNHrdotWltIfauX1Ld6SX2rl9S3ekl9q5fUt3pJfatXTapvTk4OTk5OZGdn37I3MNqeKycnJzQazXV7lFJTU6/b8/QXNze3G8abmJjg6Oh405h/WiaAqakppqam141rtVqjv5l/V9PyqWukvtVL6lu9pL7VS+pbvaS+1UvqW72kvtWrJtT3Tl7faBcu0el0hISEXHcoS3h4OO3bt7/hc8LCwq6L37x5M6GhoRUr/U8x/7RMIYQQQgghhKgKRj1b4JQpUxgxYgShoaGEhYWxaNEi4uPjK65bNX36dBITE/nuu+8AGD9+PPPmzWPKlCmMHTuWvXv3snjx4kpnAZw0aRKdO3fmgw8+YODAgfzyyy9s2bKF3bt3G2UdhRBCCCGEEPcGozZXw4YNIyMjg7fffpvk5GSaNm3Kxo0b8fUtP/1kcnIy8fHxFfF+fn5s3LiRF154gS+++AIPDw/mzp1bcRp2gPbt27Ny5Upee+01Xn/9dfz9/Vm1apVc40oIIYQQQghRrYzaXAFMmDCBCRMm3PCxJUuWXDfWpUsXDh8+fNNlDh06lKFDh1ZFekIIIYQQQghxW4z2myshhBBCCCGEqEukuRJCCCGEEEKIKiDNlRBCCCGEEEJUAWmuhBBCCCGEEKIKSHMlhBBCCCGEEFVAmishhBBCCCGEqAJGPxV7TaQoCgA5OTlGzqScXq+noKCAnJwctFqtsdOpc6S+1UvqW72kvtVL6lu9pL7VS+pbvaS+1asm1fevnuCvHuFmpLm6gdzcXAC8vb2NnIkQQgghhBCiJsjNzcXW1vamMSrldlqwe4zBYCApKQlra2tUKpWx0yEnJwdvb28uXbqEjY2NsdOpc6S+1UvqW72kvtVL6lu9pL7VS+pbvaS+1asm1VdRFHJzc/Hw8ECtvvmvqmTP1Q2o1Wq8vLyMncZ1bGxsjD656jKpb/WS+lYvqW/1kvpWL6lv9ZL6Vi+pb/WqKfW91R6rv8gJLYQQQgghhBCiCkhzJYQQQgghhBBVQJqrWsDU1JQ333wTU1NTY6dSJ0l9q5fUt3pJfauX1Ld6SX2rl9S3ekl9q1dtra+c0EIIIYQQQgghqoDsuRJCCCGEEEKIKiDNlRBCCCGEEEJUAWmuhBBCCCGEEKIKSHMlhBBCCCGEEFVAmqsabv78+fj5+WFmZkZISAi7du0ydkq10qxZs2jdujXW1ta4uLgwaNAgoqOjK8WMGjUKlUpV6dauXTsjZVy7vPXWW9fVzs3NreJxRVF466238PDwwNzcnK5duxIVFWXEjGuXevXqXVdflUrFxIkTAZm7d2rnzp30798fDw8PVCoVP//8c6XHb2e+FhcX89xzz+Hk5ISlpSUDBgwgISHhLq5FzXWz+ur1el5++WWCg4OxtLTEw8ODkSNHkpSUVGkZXbt2vW5OP/LII3d5TWqmW83f29keyPz9Z7eq7422xSqVio8++qgiRubvP7udz2O1fRsszVUNtmrVKiZPnsyrr77KkSNH6NSpE3369CE+Pt7YqdU6O3bsYOLEiezbt4/w8HBKS0vp2bMn+fn5leJ69+5NcnJyxW3jxo1Gyrj2adKkSaXanThxouKxDz/8kNmzZzNv3jwOHjyIm5sbPXr0IDc314gZ1x4HDx6sVNvw8HAAHnrooYoYmbu3Lz8/n+bNmzNv3rwbPn4783Xy5MmsW7eOlStXsnv3bvLy8njggQcoKyu7W6tRY92svgUFBRw+fJjXX3+dw4cPs3btWs6ePcuAAQOuix07dmylOb1w4cK7kX6Nd6v5C7feHsj8/We3qu/f65qcnMw333yDSqViyJAhleJk/t7Y7Xweq/XbYEXUWG3atFHGjx9faSwwMFB55ZVXjJRR3ZGamqoAyo4dOyrGnnjiCWXgwIHGS6oWe/PNN5XmzZvf8DGDwaC4ubkp77//fsVYUVGRYmtrq3z55Zd3KcO6ZdKkSYq/v79iMBgURZG5+18Ayrp16yru3858zcrKUrRarbJy5cqKmMTEREWtVit//PHHXcu9Nvj/9b2RAwcOKIASFxdXMdalSxdl0qRJ1ZtcHXCj+t5qeyDz9/bdzvwdOHCg0r1790pjMn9v3///PFYXtsGy56qGKikpITIykp49e1Ya79mzJxEREUbKqu7Izs4GwMHBodL49u3bcXFxoWHDhowdO5bU1FRjpFcrxcTE4OHhgZ+fH4888ggXLlwAIDY2lpSUlEpz2dTUlC5dushc/hdKSkpYvnw5Tz31FCqVqmJc5m7VuJ35GhkZiV6vrxTj4eFB06ZNZU7/C9nZ2ahUKuzs7CqNf//99zg5OdGkSRNefPFF2dN9B262PZD5W3UuX77Mhg0bGD169HWPyfy9Pf//81hd2AabGDsBcWPp6emUlZXh6upaadzV1ZWUlBQjZVU3KIrClClT6NixI02bNq0Y79OnDw899BC+vr7Exsby+uuv0717dyIjI2vd1cHvtrZt2/Ldd9/RsGFDLl++zLvvvkv79u2JioqqmK83mstxcXHGSLdW+/nnn8nKymLUqFEVYzJ3q87tzNeUlBR0Oh329vbXxcj2+c4UFRXxyiuv8Nhjj2FjY1MxPnz4cPz8/HBzc+PkyZNMnz6dY8eOVRwSK/7ZrbYHMn+rztKlS7G2tmbw4MGVxmX+3p4bfR6rC9tgaa5quL9/Mw3lE/H/j4k78+yzz3L8+HF2795daXzYsGEV/27atCmhoaH4+vqyYcOG6zacorI+ffpU/Ds4OJiwsDD8/f1ZunRpxQ+pZS5XjcWLF9OnTx88PDwqxmTuVr1/M19lTt8ZvV7PI488gsFgYP78+ZUeGzt2bMW/mzZtSkBAAKGhoRw+fJhWrVrd7VRrlX+7PZD5e+e++eYbhg8fjpmZWaVxmb+3558+j0Ht3gbLYYE1lJOTExqN5roOPDU19bpuXty+5557jvXr17Nt2za8vLxuGuvu7o6vry8xMTF3Kbu6w9LSkuDgYGJiYirOGihz+b+Li4tjy5YtjBkz5qZxMnf/vduZr25ubpSUlJCZmfmPMeLm9Ho9Dz/8MLGxsYSHh1faa3UjrVq1QqvVypz+F/7/9kDmb9XYtWsX0dHRt9weg8zfG/mnz2N1YRsszVUNpdPpCAkJuW4Xcnh4OO3btzdSVrWXoig8++yzrF27lq1bt+Ln53fL52RkZHDp0iXc3d3vQoZ1S3FxMadPn8bd3b3i0Ii/z+WSkhJ27Nghc/kOffvtt7i4uNCvX7+bxsnc/fduZ76GhISg1WorxSQnJ3Py5EmZ07fhr8YqJiaGLVu24OjoeMvnREVFodfrZU7/C/9/eyDzt2osXryYkJAQmjdvfstYmb/X3OrzWJ3YBhvpRBriNqxcuVLRarXK4sWLlVOnTimTJ09WLC0tlYsXLxo7tVrnmWeeUWxtbZXt27crycnJFbeCggJFURQlNzdXmTp1qhIREaHExsYq27ZtU8LCwhRPT08lJyfHyNnXfFOnTlW2b9+uXLhwQdm3b5/ywAMPKNbW1hVz9f3331dsbW2VtWvXKidOnFAeffRRxd3dXWp7B8rKyhQfHx/l5ZdfrjQuc/fO5ebmKkeOHFGOHDmiAMrs2bOVI0eOVJyt7nbm6/jx4xUvLy9ly5YtyuHDh5Xu3bsrzZs3V0pLS421WjXGzeqr1+uVAQMGKF5eXsrRo0crbY+Li4sVRVGUc+fOKTNmzFAOHjyoxMbGKhs2bFACAwOVli1bSn2Vm9f3drcHMn//2a22D4qiKNnZ2YqFhYWyYMGC654v8/fmbvV5TFFq/zZYmqsa7osvvlB8fX0VnU6ntGrVqtKpw8XtA254+/bbbxVFUZSCggKlZ8+eirOzs6LVahUfHx/liSeeUOLj442beC0xbNgwxd3dXdFqtYqHh4cyePBgJSoqquJxg8GgvPnmm4qbm5tiamqqdO7cWTlx4oQRM659Nm3apABKdHR0pXGZu3du27ZtN9wePPHEE4qi3N58LSwsVJ599lnFwcFBMTc3Vx544AGp+VU3q29sbOw/bo+3bdumKIqixMfHK507d1YcHBwUnU6n+Pv7K88//7ySkZFh3BWrIW5W39vdHsj8/We32j4oiqIsXLhQMTc3V7Kysq57vszfm7vV5zFFqf3bYJWiKEo17RQTQgghhBBCiHuG/OZKCCGEEEIIIaqANFdCCCGEEEIIUQWkuRJCCCGEEEKIKiDNlRBCCCGEEEJUAWmuhBBCCCGEEKIKSHMlhBBCCCGEEFVAmishhBBCCCGEqALSXAkhhBDAxYsXUalUqFQqWrRo8Z+X99ey7Ozs/vOyhBBC1A7SXAkhhBB/s2XLFv7888//vJzk5GTmzJnz3xMSQghRa0hzJYQQQvyNo6Mjjo6O/3k5bm5u2NraVkFGQgghagtproQQQtQ5aWlpuLm5MXPmzIqx/fv3o9Pp2Lx58x0ta9SoUQwaNIiZM2fi6uqKnZ0dM2bMoLS0lJdeegkHBwe8vLz45ptvqno1hBBC1DImxk5ACCGEqGrOzs588803DBo0iJ49exIYGMjjjz/OhAkT6Nmz5x0vb+vWrXh5ebFz50727NnD6NGj2bt3L507d2b//v2sWrWK8ePH06NHD7y9vathjYQQQtQGsudKCCFEndS3b1/Gjh3L8OHDGT9+PGZmZrz//vv/alkODg7MnTuXRo0a8dRTT9GoUSMKCgr43//+R0BAANOnT0en07Fnz54qXgshhBC1iTRXQggh6qyPP/6Y0tJSfvzxR77//nvMzMz+1XKaNGmCWn3tT6arqyvBwcEV9zUaDY6OjqSmpv7nnIUQQtRe0lwJIYSosy5cuEBSUhIGg4G4uLh/vRytVlvpvkqluuGYwWD4168hhBCi9pPfXAkhhKiTSkpKGD58OMOGDSMwMJDRo0dz4sQJXF1djZ2aEEKIOkr2XAkhhKiTXn31VbKzs5k7dy7Tpk0jKCiI0aNHGzstIYQQdZg0V0IIIeqc7du3M2fOHJYtW4aNjQ1qtZply5axe/duFixYYOz0hBBC1FFyWKAQQog6p2vXruj1+kpjPj4+ZGVl3fGylixZct3Y9u3brxu7ePHiHS9bCCFE3SLNlRBCCPE37du3p0WLFkRERPyn5VhZWVFaWvqvz1AohBCi9pHmSgghhAC8vLyIiYkBwNTU9D8v7+jRo0D5adqFEELcG1SKoijGTkIIIYQQQgghajs5oYUQQgghhBBCVAFproQQQgghhBCiCkhzJYQQQgghhBBVQJorIYQQQgghhKgC0lwJIYQQQgghRBWQ5koIIYQQQgghqoA0V0IIIYQQQghRBaS5EkIIIYQQQogqIM2VEEIIIYQQQlSB/wPwmv2IpJurGQAAAABJRU5ErkJggg==", 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", 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" ] @@ -447,7 +447,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -475,13 +475,55 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Multi-layer system" + "Check boundary condition along wall" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dx = 1e-6\n", + "t = np.logspace(0, 2, 100)\n", + "hleft = mlconf.head(100 - dx, 0, t)\n", + "hright = mlconf.head(100 + dx, 0, t)\n", + "disxleft, _ = mlconf.disvec(100 - dx, 0, t)\n", + "disxright, _ = mlconf.disvec(100 + dx, 0, t)\n", + "disxnum = mlconf.aq.Haq * (hleft - hright) / res\n", + "plt.semilogx(t, hleft[0], label=\"hleft\")\n", + "plt.semilogx(t, hright[0], label=\"hright\")\n", + "plt.semilogx(t, disxleft[0], label=\"Qxleft ttim\")\n", + "plt.semilogx(t, disxright[0], \"--\", label=\"Qxright ttim\")\n", + "plt.semilogx(t, disxnum[0], \"k:\", label=\"Qx numerical\")\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"head or Qx\")\n", + "plt.legend()\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-layer system" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "z = [0.0, -5.0, -6.0, -15.0]\n", @@ -494,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -518,12 +560,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -541,12 +583,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -578,15 +620,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dx = 1e-6\n", + "t = np.logspace(0, 2, 100)\n", + "hleft = mlconf.head(100 - dx, 0, t)\n", + "hright = mlconf.head(100 + dx, 0, t)\n", + "disxleft, _ = mlconf.disvec(100 - dx, 0, t)\n", + "disxright, _ = mlconf.disvec(100 + dx, 0, t)\n", + "disxnum = mlconf.aq.Haq[:, np.newaxis] * (hleft - hright) / res\n", + "plt.figure(figsize=(10, 5))\n", + "for i in range(2):\n", + " plt.subplot(2, 1, i + 1)\n", + " plt.semilogx(t, hleft[i], label=\"hleft\")\n", + " plt.semilogx(t, hright[i], \"--\", label=\"hright\")\n", + " plt.semilogx(t, disxleft[i], label=\"Qxleft ttim\")\n", + " plt.semilogx(t, disxright[i], \"--\", label=\"Qxright ttim\")\n", + " if i == 0: # otherwise no leaky wall\n", + " plt.semilogx(t, disxnum[i], \"k:\", label=\"Qx numerical\")\n", + " plt.xlabel(\"time (d)\")\n", + " plt.ylabel(\"head or Qx\")\n", + " plt.title(f\"layer {i}\")\n", + " plt.legend()\n", + " plt.grid()\n", + "plt.tight_layout()" + ] } ], "metadata": { "kernelspec": { - "display_name": "artesia", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -600,9 +676,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 5bf0c49ab19c1ca4063647b6d1e268861419ed78 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:27:40 +0100 Subject: [PATCH 18/95] Add StripInhom elements --- ttim/__init__.py | 1 + ttim/inhom1d.py | 209 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 210 insertions(+) create mode 100644 ttim/inhom1d.py diff --git a/ttim/__init__.py b/ttim/__init__.py index 4fd8926..a2a87fb 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -11,6 +11,7 @@ __author__ = "Mark Bakker" from .circareasink import CircAreaSink from .fit import Calibrate +from .inhom1d import StripInhom3D, StripInhomMaq from .linedoublet import LeakyLineDoublet, LeakyLineDoubletString from .linedoublet1d import LeakyLineDoublet1D, LineDoublet1DBase from .linesink import ( diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py new file mode 100644 index 0000000..bbc2cd6 --- /dev/null +++ b/ttim/inhom1d.py @@ -0,0 +1,209 @@ +import numpy as np + +from ttim.aquifer import AquiferData +from ttim.aquifer_parameters import param_3d, param_maq +from ttim.linesink1d import FluxDiffLineSink1D, HeadDiffLineSink1D +from ttim.stripareasink import StripAreaSinkInhom + + +class StripInhom(AquiferData): + tiny = 1e-12 + + def __init__( + self, + model, + x1, + x2, + kaq, + z, + Haq, + Hll, + c, + Saq, + Sll, + poraq, + porll, + ltype, + topboundary, + phreatictop, + tsandhstar, + tsandN, + kzoverkh=None, + model3d=False, + ): + super().__init__( + model, + kaq, + z, + Haq, + Hll, + c, + Saq, + Sll, + poraq, + porll, + ltype, + topboundary, + phreatictop, + kzoverkh=kzoverkh, + model3d=model3d, + ) + self.x1 = x1 + self.x2 = x2 + self.tsandhstar = tsandhstar + self.tsandN = tsandN + self.inhom_number = self.model.aq.add_inhom(self) + self.addlinesinks = True # Set to False not to add line-sinks + + def __repr__(self): + return f"{self.__class__.__name__}: " + str([self.x1, self.x2]) + + def is_inside(self, x, _): + return (x >= self.x1) and (x < self.x2) + + def initialize(self): + super().initialize() + self.create_elements() + + def create_elements(self): + # HeadDiff on right side, FluxDiff on left side + if self.x1 == -np.inf: + xin = self.x2 - self.tiny + # xoutright = self.x2 + self.tiny + aqin = self.model.aq.find_aquifer_data(xin, 0) + # aqoutright = self.model.aq.find_aquifer_data(xoutright, 0) + if self.addlinesinks: + HeadDiffLineSink1D( + self.model, + self.x2, + layers=range(self.naq), + aq=aqin, + label=None, + ) + elif self.x2 == np.inf: + xin = self.x1 + self.tiny + # xoutleft = self.x1 - self.tiny + aqin = self.model.aq.find_aquifer_data(xin, 0) + # aqoutleft = self.model.aq.find_aquifer_data(xoutleft, 0) + if self.addlinesinks: + FluxDiffLineSink1D( + self.model, self.x1, range(self.naq), aq=aqin, label=None + ) + else: + xin = 0.5 * (self.x1 + self.x2) + # xoutleft = self.x1 - self.tiny + # xoutright = self.x2 + self.tiny + aqin = self.model.aq.find_aquifer_data(xin, 0) + # aqleft = self.model.aq.find_aquifer_data(xoutleft, 0) + # aqright = self.model.aq.find_aquifer_data(xoutright, 0) + if self.addlinesinks: + HeadDiffLineSink1D( + self.model, self.x2, range(self.naq), label=None, aq=aqin + ) + FluxDiffLineSink1D( + self.model, self.x1, range(self.naq), label=None, aq=aqin + ) + if self.tsandN is not None: + assert self.model.aq.topboundary == "con", Exception( + "Infiltration can only be applied to a confined aquifer." + ) + StripAreaSinkInhom(self.model, self.x1, self.x2, tsandN=self.tsandN) + if aqin.ltype[0] == "l": + assert self.hstar is not None, "Error: hstar needs to be set" + raise NotImplementedError("hstar not yet implemented.") + + +class StripInhomMaq(StripInhom): + def __init__( + self, + model, + x1, + x2, + kaq=[1], + z=[1, 0], + c=[], + Saq=[0.001], + Sll=[0], + poraq=[0.3], + porll=[0.3], + topboundary="conf", + phreatictop=False, + tsandhstar=None, + tsandN=None, + ): + kaq, Haq, Hll, c, Saq, Sll, poraq, porll, ltype = param_maq( + kaq, z, c, Saq, Sll, poraq, porll, topboundary, phreatictop + ) + super().__init__( + model, + x1, + x2, + kaq, + z, + Haq, + Hll, + c, + Saq, + Sll, + poraq, + porll, + ltype, + topboundary, + phreatictop, + tsandhstar, + tsandN, + ) + + +class StripInhom3D(StripInhom): + def __init__( + self, + model, + x1, + x2, + kaq=1, + z=[4, 3, 2, 1], + Saq=0.001, + kzoverkh=0.1, + poraq=0.3, + topboundary="conf", + phreatictop=False, + topres=0, + topthick=0, + topSll=0, + toppor=0.3, + tsandhstar=None, + tsandN=None, + ): + kaq, Haq, Hll, c, Saq, Sll, poraq, porll, ltype, z = param_3d( + kaq, + z, + Saq, + kzoverkh, + poraq, + phreatictop, + topboundary, + topres, + topthick, + topSll, + toppor, + ) + super().__init__( + model, + x1, + x2, + kaq, + z, + Haq, + Hll, + c, + Saq, + Sll, + poraq, + porll, + ltype, + topboundary, + phreatictop, + tsandhstar, + tsandN, + ) From c6af89688db19336190a9dd9d14a84cf39e3f4e4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:28:31 +0100 Subject: [PATCH 19/95] add add_inhom to Aquifer class --- ttim/aquifer.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index c41087e..0e41d06 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -256,3 +256,7 @@ def find_aquifer_data(self, x, y): if aq.area < rv.area: rv = aq return rv + + def add_inhom(self, inhom): + self.inhomlist.append(inhom) + return len(self.inhomlist) - 1 From 5bd7ea912285f188148fa351a019d6d8ed0bfd89 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:28:51 +0100 Subject: [PATCH 20/95] force overloading of is_inside in AquiferData --- ttim/aquifer.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 0e41d06..e32f74c 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -162,8 +162,9 @@ def potential_to_head(self, pot, layers): return pot / self.Tcol[layers] def is_inside(self, x, y): - print("Must overload AquiferData.isInside method") - return True + raise NotImplementedError( + f"Must overload is_inside in {self.__class__.__name__} class." + ) def in_which_layer(self, z): """Get layer given elevation z. From ee58ac38353f4d29815a5c62d0080069ccb56857 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:29:01 +0100 Subject: [PATCH 21/95] add is_inside to Aquifer class --- ttim/aquifer.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index e32f74c..20a13de 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -250,6 +250,9 @@ def initialize(self): for inhom in self.inhomlist: inhom.initialize() + def is_inside(self, x, y): + return True + def find_aquifer_data(self, x, y): rv = self for aq in self.inhomlist: From d89c9b1f0591751fa1ce475d3b2dccd221a27a38 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:29:43 +0100 Subject: [PATCH 22/95] for RHS elements compute influence on xc (not xcin/xcout) and specify correct aquifer --- ttim/equation.py | 14 ++++++-------- 1 file changed, 6 insertions(+), 8 deletions(-) diff --git a/ttim/equation.py b/ttim/equation.py index 97ae472..1563448 100644 --- a/ttim/equation.py +++ b/ttim/equation.py @@ -488,11 +488,11 @@ def equation(self): for i in range(self.model.ngbc): rhs[istart : istart + self.nlayers, i, :] -= ( self.model.gbclist[i].unitpotentiallayers( - self.xcin[icp], self.ycin[icp], self.layers, self.aqin + self.xc[icp], self.yc[icp], self.layers, self.aqin ) / self.aqin.T[self.layers][:, np.newaxis] - self.model.gbclist[i].unitpotentiallayers( - self.xcout[icp], self.ycout[icp], self.layers, self.aqout + self.xc[icp], self.yc[icp], self.layers, self.aqout ) / self.aqout.T[self.layers][:, np.newaxis] ) @@ -523,16 +523,14 @@ def equation(self): istart : istart + self.nlayers, ieq : ieq + e.nunknowns, :, - ] = (qxin - qxout) * self.cosout + ] = qxin - qxout ieq += e.nunknowns for i in range(self.model.ngbc): qxin, _ = self.model.gbclist[i].unitdisveclayers( - self.xcin[icp], self.ycin[icp], self.layers, self.aqin + self.xc[icp], self.yc[icp], self.layers, self.aqin ) qxout, _ = self.model.gbclist[i].unitdisveclayers( - self.xcout[icp], self.ycout[icp], self.layers, self.aqout + self.xc[icp], self.yc[icp], self.layers, self.aqout ) - rhs[istart : istart + self.nlayers, i, :] -= ( - qxin - qxout - ) * self.cosout + rhs[istart : istart + self.nlayers, i, :] -= qxin - qxout return mat, rhs From 47f3831627de2a62f68f130a9f1a71d9914dd5a0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:30:48 +0100 Subject: [PATCH 23/95] add self.aq in LineSink1DBase to pass correct aquifer for inhom1d linesink elements --- ttim/linesink1d.py | 31 +++++++++++++++++++++++++------ 1 file changed, 25 insertions(+), 6 deletions(-) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index e1f3fba..eed214f 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -24,6 +24,7 @@ def __init__( type="", name="LineSink1DBase", label=None, + aq=None, ): Element.__init__( self, @@ -42,6 +43,7 @@ def __init__( self.xls = float(xls) self.res = np.atleast_1d(res).astype(np.float64) self.wh = wh + self.aq = aq self.model.addelement(self) def __repr__(self): @@ -53,7 +55,8 @@ def initialize(self): self.xc = np.array([self.xls]) self.yc = np.zeros(1) self.ncp = 1 - self.aq = self.model.aq.find_aquifer_data(self.xc[0], self.yc[0]) + if self.aq is None: + self.aq = self.model.aq.find_aquifer_data(self.xc[0], self.yc[0]) self.setbc() coef = self.aq.coef[self.layers, :] self.setflowcoef() @@ -218,7 +221,14 @@ def __init__( class HeadLineSink1D(LineSink1DBase, HeadEquation): def __init__( - self, model, xls=0, tsandh=[(0, 1)], res=0, wh="H", layers=0, label=None + self, + model, + xls=0, + tsandh=[(0, 1)], + res=0, + wh="H", + layers=0, + label=None, ): super().__init__( model, @@ -243,7 +253,14 @@ def initialize(self): class HeadDiffLineSink1D(LineSink1DBase, HeadDiffEquation): - def __init__(self, model, xls=0, layers=0, label=None): + def __init__( + self, + model, + xls=0, + layers=0, + label=None, + aq=None, + ): super().__init__( model, xls, @@ -251,9 +268,10 @@ def __init__(self, model, xls=0, layers=0, label=None): res=0.0, wh="H", layers=layers, - type="v", + type="z", name="HeadDiffLineSink1D", label=label, + aq=aq, ) self.nunknowns = self.nparam @@ -276,7 +294,7 @@ def initialize(self): class FluxDiffLineSink1D(LineSink1DBase, FluxDiffEquation): - def __init__(self, model, xls=0, layers=0, label=None): + def __init__(self, model, xls=0, layers=0, label=None, aq=None): super().__init__( model, xls, @@ -284,9 +302,10 @@ def __init__(self, model, xls=0, layers=0, label=None): res=0.0, wh="H", layers=layers, - type="v", + type="z", name="FluxDiffLineSink1D", label=label, + aq=aq, ) self.nunknowns = self.nparam From 2dc20365110d93fb0f069beae3f2503f4ce823da Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:31:25 +0100 Subject: [PATCH 24/95] move initialize to ensure inhom elements are initialized prior to populating model element lists --- ttim/model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/model.py b/ttim/model.py index 6bf1406..9e1ffb7 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -92,6 +92,7 @@ def __repr__(self): return "Model" def initialize(self): + self.aq.initialize() self.gvbclist = self.gbclist + self.vbclist self.vzbclist = self.vbclist + self.zbclist # Given elements are first in list @@ -100,7 +101,6 @@ def initialize(self): self.nvbc = len(self.vbclist) self.nzbc = len(self.zbclist) self.ngvbc = self.ngbc + self.nvbc - self.aq.initialize() for e in self.elementlist: e.initialize() # lists used for inverse transform From 78a3073264444069e35790c335488da40de1900b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:31:40 +0100 Subject: [PATCH 25/95] add stripareasink element --- ttim/stripareasink.py | 68 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 68 insertions(+) create mode 100644 ttim/stripareasink.py diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py new file mode 100644 index 0000000..d04a84b --- /dev/null +++ b/ttim/stripareasink.py @@ -0,0 +1,68 @@ +import numpy as np + +from ttim.element import Element + + +class StripAreaSinkInhom(Element): + def __init__( + self, + model, + x1, + x2, + tsandN=[(0.0, 1.0)], + layers=0, + name="StripAreaSinkInhom", + label=None, + ): + Element.__init__( + self, + model, + nparam=1, + nunknowns=0, + layers=layers, + tsandbc=tsandN, + type="g", + name=name, + label=label, + ) + self.x1 = float(x1) + self.x2 = float(x2) + self.model.addelement(self) + + def __repr__(self): + return f"{self.__class__.__name__}: " + str([self.x1, self.x2]) + + def initialize(self): + self.xc = (self.x1 + self.x2) / 2.0 + self.L = np.abs(self.x2 - self.x1) + self.aq = self.model.aq.find_aquifer_data(self.xc, 0.0) + self.setbc() + self.setflowcoef() + self.term = self.flowcoef * self.aq.lab**2 * self.aq.coef[self.layers] + self.dischargeinf = self.aq.coef[0, :] * self.flowcoef + self.dischargeinflayers = np.sum( + self.dischargeinf * self.aq.eigvec[self.layers, :, :], 1 + ) + + def setflowcoef(self): + """Separate function so that this can be overloaded for other types.""" + self.flowcoef = 1.0 / self.model.p # Step function + + def potinf(self, x, _, aq=None): + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x > self.x1) and (x < self.x2): + rv[:] = self.term + return rv + + def disvecinf(self, x, _, aq=None): + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + qx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + return qx, qy + + def plot(self, ax): + pass From c8756f8a7703e9827c0456454981577982cdc952 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:34:40 +0100 Subject: [PATCH 26/95] reurn nb --- docs/03examples/1d_elements.ipynb | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index 510fd98..dcc8a56 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -115,7 +115,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -195,7 +195,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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ssJW4YCtxwRbiQjzL0YGW0gRKVDF7AeQeg5xjkHPUs5yXXDIlQV5K5RIooy9YQ8AnDHxCPZM11FNmDQZLMFiCyi7r5N9WVJzdbSfXnkuOPYdcey559jxyHbnk2ksmRy75jnzy7HnkOfJKE6l8Rz7uKmxqatFbsOqtqA6VsIAwfAw+WA1WrHprmWWrwVpa16K3lK6fmE4kVScSKUl6LgBuN+68PHC5UIqKUIqKPMlQcTFKUTFKccl6kadMtZ1cVmzFqMW28pdtdhSbrdwnOv+koqFAo6cQLUUaHUWcmDQUqRp0OiMdg2Nx6wwoWjMLUo6S6SjGpqjYVQWb4sZekuhYjQHc3nOCJ3nSGXhj+RskZB/B4XbgdDlwntJU1d8awotjvitdnzlvMofTdpUbo9lgpfWAZ0rXV+/4nT2Jm8qtq0FDvm+D0lYHRYqbQnv+GT+/onFhMhnR6bWEBIYRFhiNXqfHoDdiMBgx6A2l84btQ/DzDUBn0NBf7U9otD9GkxGjwYjReHIymUwMHNaOgIAAtDotUb3v4trUoRiMBkwmTx2L1eypazbSpnVbrD4WtDotIwrb4nC+hMlkxGwxYTabMJmN6A360j8c1zV17jf7Pffcwz333FPutk8//fS0sv79+7N58+ZqjkoIT699B9IL2BCfydZjuexIyuFgekG5SZWfWU+LCD+ah/vSLNyX5iXLUQFmabZXHRTFkzBlx0PW4ZIpHnISPElVUWbFjuMTDv5R4BcFvhGeya9k7hsJvuGeyWCp3s8j6hWX4iLHnkO2LZtsWzZZ9qzS5WxbNrn2XLLt2aWJVY49h2JX8XmdU6/V42/0x9fgi5/Rr3TyNfjia/T1zP+x7GP0wUfvg6/RtzSB0mtP3gANvaL+NAMTZamqilpcjLugAKWwEKWwqGRe6EmSzjQvKkIp8iyrRUWe/UrKWzgcxFfg3IpGi6I1kqJoKEBHoUZHPlqKVQ2FaClUwcdopUdES9w+Jtz+Rj7Zu5JsRzF2xYVNcWFzu7C7ndjdDiICGnD3ZU/j1niazD315U1kF6SXe+7IwDievPip0vX/bbmV1Oyj5dYN9AkjN7BZ6Xqus4icoqxy67rdDvQmHXq9Fp1BS3R4HE7VhtHgSXBMRrNnMpmwmK206ROFzqBDp9cwynoTqRl9MZvMmC0WzGYjFosFk9mExWLmssEd0Rt06Axaeo15F7vThtVqxmI1Y/GxYLVasFjNmK0mdLqTrSBuo28F/jU8Lp3QtsJ1W190eg/fZxIQVv9+d9a5REuI2sKtqOxJyWN9fBYb4jPZEJ9FdtHpf0GL8DfRPiaQ9jEBdGgQQJtof8L9TJJQVYeiLMjYf8p00JNUZR/59ydS5gAIiIPAOAiMBf8Y8I8+OfeL8nQAIUQFONwOMoozSqdMWyZZxVmeuS2LzOLM0uVc+7m9p6fT6AgwBeBv9CfAFOCZjJ65v8kff+Mpk8kfP4NfablJJz+DLgSqqnqSm4J8lPx83PkFKIUFnuWCApSSdXdBAUpBIUpBAUpBAe7CkoTqRFlRkecPVhVgR0s+BnK1evLRka/qyNdoKVDB1+hH+9AWuP1NuPRmPtiznEK3i6KShKjY5aDY5cDmstMorCW3XvokCp5k4KFPrsLmLL+3t8YRbQi56NHS9ZUr55BTmFF+gDoTTu3JG3qj3gyAQWfEaDBjMpgxGs2YjWYiQmJo0CoIvVGH3qhlSNowcguysFisWCxmLBYLVqsVq9VKUGAgl13RDr1Ri96gpe2IT1BwY/Wx4OPng6+fD76+VnwDfDCby37/jX+54k9q+lz/QIXrRjYJqHBdUT0k0RKiElJzbfyxN53l+9JZdziTfFvZ9s4Wg46uDYPo2jCIDg0CaB8TQLi/2UvR1mOFGZC2C9J3Q/oeyDjgSayKzvCLFTw91wU1hKDGENwEghtDYENPUhUQ63kvSoh/Uewq5njRcdKL0skoziC9KJ3jxSfXT0x5jor3SgWeJj8BpgCCzEEEmYIINgcTZA4i0BRIoCmQIHOQZ7vJUxZgDsDP4CfJUj2nKgpKYSHu3DyU/DzcuXm48/NQ8vJPmeej5OWdnBeUJFL5+SgFBRVOkBxoyNEYyUMPBgsh1iBcunBslgYsyI8nX1EoUBQKVZVCxU2R20mRy0HTiFZc22sCLo0Bh1vLpDmXn/EcbWJ7cE/vh0vXly59E4er/E5Q/H3CSpMsALPRBzQazAYzZpMVs8mCxWzFbLLSKKYprXpFehIik47b1HtwKU58fHzw9fXB188XXz8f/Pz9CAkJpmPHjuiNWgwmHWNe3oXVx4ze8O+3xJfd/naFvpYADVr1rnBdUX9JoiXEWSiKyvakXP7Yk8ayvensSi578+Rr0tOtURA9G4fQs0kw7WMCMNSxUe5rNbcTju+FlO2epOpEclWQduZ9AmIhtDmEtoCQZp4puDH4N5D3oMRZ5TvySS1MJa0ojbTCNM/81OXCNPKdZ37f4Z8MWgOhllBCzCGeuSWEYHPwybnZMw+2BBNgDKjTvciJs1Psdtw5ubhzc3Dn5ODOzUXJzcWdm+tJnnJzceedKCtZz/c8hapoouRCS4bGSBZ6ctCTi54cNYg8FfJUiAluQLfG3XGbfMhXNLywZCaFjmKKHEUU2wuxn5LwdG02iAkX3Q+AW3Hz9l9DznherTGAInw94zdpPU+IHC4bep0Bi9EHi8mKxeyD1eJDy8ataNY1HJ1RQ1LKMW67aRIGox4/P1/8/f3xD/TH39+PgCB/wsJDadWqJQazDoNJx93vpqLVVuz3a5/rpleoHoAFaakgqo/cdQjxD25FZe2hTOZvS+KPvelkFJx8gVWjgU6xgVzSKpx+LcJoE+WPXhKrquGye55OpWyFlG2QvNWTWJ2pyV9QIwhvCxFtIKyVJ7kKaebpfU+If1BUheNFx0kuTCapIInUwlRSClJIKfRMqYWpFDgLKnQss85MuDWcMGsY4RbPPMwSRqg11DO3hBJqCcXf6C9PnOqZE03x3DnZuLNPTq7sbE8ClZPjSahKlz2TaqtY1/VuFWw6E1qjL05DAPm+YfyZl02ORkueRkuuqpDncpLvdJDvKKZ9w25c3nU0DkVPTmEeUz8/c2dfXZsNIrJTZ8953C4OpO0vt55Rb8Zg1BEUacVg1mOy6BjQ/QrMFgt+vv4E+PvjH+BPQEAAAYH+NGzUiJ49umI06zCYdVz75FGCQwMwmU8fKucEz3t9B3nzwRflvT5Rr0miJQSeX57bE3P5eWsyC7Ynczz/5M29n0lPvxZhDGoVzoCWYYT4nvmXh6ggVfV0RJG4ERL/hsQNnqdW5XUZbfKHyA6e7sZPTGGtPONECVFCVVWy7dkk5idyLP8YSQVJJBckl86TC5NxKf8+Fl2AKYBIayTh1nAifCKIsJZMJcvh1nB8Db6SQNUTqqqi5OXhyszCnZWJKysLd1Y27uyskrIsXNlZuLNzcGdl4c7O9oxRVAF2NGRoTGRoDBjNwYT4R+D2CyXLYOGrAxvIcTrIc9rIsxVSYCsk35ZPkT2fi9tcxQ29JgNQUJzLc59fe8Zz+PhEUezyPJGxGn3RoMFs9MHH4ouPxQ9fH3/8fPwJ8A+gQ+sudB/WGJNFj9Gi5/02nxEUHEhoWDAhYcGEhgcTEhGEuZwEafh9FX+HyJ/616GBEOdKEi1xQTuSUci8rUnM35rM4YzC0vJAq4Er20dxZfsoujcOluaA58vlgOQtkLC2JLnaWH7zP3MgRHeCqI4QVTIPagwVbC4i6jdFVUgtTCUhP4GEPM+UWOBJrBLzEylylf+i/Al6jZ4InwhifGOI9IkkyieqdIr0jSTSGonVYK2hTyOqi+p2exKkzExcxzNwZWbgzszElZFZspzlSagyM3FlZ1eoG3CAfPSka02ka6xk6EwEhzagUYNWuCxBpLvcvLXiC/JsBeQW55FfnEex4+TvlH5tR3BDm9s9xynO4afdr57xPIX2fPRGLWYfA4GREbRr2hV//0AC/QMJDAwiKCiIkJAQgkOCaN68Od26d8Vk1WOyGrj7XQeGCrxrBND6orEVqieEOHeSaIkLjltR+WNvOp+vPcKqAyc7TzAbtFzaJpIRHaPp1yIMo15u7s+Z0wZJm+Doajjylyex+mdvUVq950lVg+4Q2wNiunqaA8qTgguaqqpk2jI5knuE+Lx4juYe5Wj+UY7lHeNY/jEciuOM+2rQEG4Np4FfAxr4NiDGL4YY3xiifaKJ8Y0hzBqGXiu/9uoqpbAQ1/HjONPTcWdk4MrIwHX8uCeZOmXdnZV11oFjT3CrcFxrIk3rx3GjD+kGE5FhjWgW1wGnyZ+U4mJenj+D3KJc8opzcLrKNmPu13YEN7TqA0CBM5dNR04f20iDBh+zP1ZfM1FNAzD5GDBYw7kp5zZCQ0M9U1gI4ZFhREaFExkdRlRsBD6+JxP+m6f9fZ5fOSGEt8hvHHHByCp08O3GY8xdd5SkHM8YNBoN9G0extWdohnSNhJfk3xLnBPF7XlidegPOLzSk1j9890qawjE9YbYnp7EKqqjjDd1AXMqTo7lH+NwzmEO5x7mSO4RjuQd4UjukbN2OKHX6mng24CG/g2J9Ysl1i+WBn4NiPWLJdo3GpNOmvbWNYrdjis93TOlpeFMSz+5np5ekkwdRyks/PdjqSp5GiMpWjNpPgEc15sJDYujWaPOOAz+JBUW8tJPL5BTmEN+UTaKWrajib5thjMq7gawQ6Ejj8P/eI9JrzPg7xNEgG8wcY1iadEzAouvEZNPI6aFv0pEVDiRUeFExUTQoGE0EVGh5fZmN2T8R+f3RRNC1AlyVynqvR2JuXy65ggLtifjcHl+qQZaDYzqHsstPRsSGyxNhc5J9lE4vPxkcmXLKbvdJxwa9YGGfaDRxRDaUpoAXoCcipOjuUc5mHuQwzmHOZRzyJNY5R054ztTGjTE+MbQKKARjfwb0dC/IXF+ccT5xxHlEyW989Uh7oJCXGmpOFNTcaWm4UwrO3elpeHOyanQsXIxkGQJIM3ij09YLHGx7XBYgkgucvDq/JlkFWSRU5B1WnfhfdsMZ1T0deCAIruJo+mHymz3NQcQ4BdMUEAIbdq1pMPABlj8jZh99AR2+oyYuGhiGkQR2ziaoJCAM/Z8133ow+WWCyEuXJJoiXpr09EsZv1+oEzzwPYxAYzt3ZCrOkZjNsjNWqW4nXB0DexbBAeWQFbZmxXMAdC4PzQdCI36enoAlGaAFwxVVUktTOVAzgH2Z+/nQPYBDuYc5HDu4TMmVBa9hSYBTWgS0ITGAY1LE6s4/zh5MlUHqA4HzvR0ihMS8Nu0iazERJT04zhTU3ClpOJMSfF0T/4v3Cqkmf1xhcURENMcp38kaaqBd1Z+R0Z+Dpn5mWTnZ5YZrPbiNldxY9QNkA9F9gL2Ju4sc0yz0UqgbwjBgWG0bNOcDgMbYA0wYvEzENbjG2LjooltFENc05hyO384oV0/eY9JCHHuJNES9c6G+CzeXLaf1QczAdBrNQzrEMW4ixrRKTZQegurjOJsOPA77F/kmdtzT27T6DzvVzUd5JmiO8s4VRcIh9vBoZxD7M3ay/7s/ezN2su+7H3kO8q/qbbqrTQLbEbTwKY0DWxKk4AmNA1sSqRPJFqNPOWsrZTiYpzJyTiTkjxTcjLOpGScKSk4k5NxpaeXvgsVBWSVcwwVcAdG4IpuSrZfOPOPHSaluJiU/DzScjPIzM0guzADRXFzcZsIbmw2GJxQbC9gxc4Vpx3PbPQh2D+MqJhIWvaMxBpgxOpvZFaLD4hr2IDGzeJo1CyOwGD/M36uNn1GVcnXRwgh/o3cFYl6Y93hTN78/QBrD59MsEZ2a8A9A5pJ88DKyEuBPfNhzwLPEyzVfXKbNRRaXA4tLoMm/T1PsUS9VuQsYl/2PnZn7mZ35m72Zu3lcM5hXOrpT6n0Gj2NAhrRPKg5zQObe+ZBzYn2iZY/cNRCqtOJMyUFx7FjOBOTcCYew5mUhCMpCWdSMu6MjH89hstoJiE4hr1uLVkWP5LtDpLzc0nNzSI9J522sT25ptPdgCd5enP5y+UeR4MGReMgvJE/vkEmfAJiuE//ODExUTRsHEeT5g1p0qIhwaGB5e7fafAd5/x1EEKI6iKJlqjztifm8MKve1gf7/l7qkGnYWS3WO4Z0JQGQZJgVUh+mie52vWTJ7nilB67wlpDy8uh5VBPz4Dyfky9ZXPZ2Hl8J2vta1m7Zi17s/cSnxd/WocBAP5Gf1oFt6JFUAtaBbeiVXArmgQ0waCTwUdrE3deHo6EYziPJeBIOIbjWALOY4k4jx3DmZoKyun/tqdy+viQFBpHvNGXYy44VlRMeGhjercfRmGRhuMZ2Tzy3xFn3D/ENxo0YPUzEh4czYDuVxAWFkFsbAMaNW5I46YNad6qMY2bx2E0Gcvs2+/GF6rkayCEEN4iiZaos9Lzbby2eB/fb0oEwKjTMqp7LHcNaEpMoPRm968KM2D3PNg1z9MF+6nJVWxPaDPCk1wFN/ZSgKI6uRU38bnx7MjYwc6MnezI2MGB7AMnn1QdOVk3zBJGm5A2tAlpQ6vgVrQObk2kT6Q8paol3Dk5OI4exZGQgOPI0dJlZ0LCv3Y0oRqNZEbGURAaR0ijDhRbw8hRTDz56dOkZCaTlb8fVS3bbXnbuJ40Dbsc8AyS628NxmKyEhXegOjIBsTGxtGocUOaNmtM246taNm2KbqS4TJGPlbxgW+FEKKuk0RL1Dl2l5v/rj7C7GUHKHR4mrVd2zmGhy5rSbQkWGfnssP+xbD1azi4FE7tpKBBd2h7jSfBCmjgvRhFtci157L9+Ha2Ht/KtvRt7MzcSaHz9O6yQ8whhLnC6N+6P+3D2tMmpA1h1jAvRCxOpRQXexKo+HgcR45gj4/HcfQoziNHcefmnnVfbUgorriWrHZpOGxXiM/N41hmOskZyaRlJWDbsZ12cb24y/86yPJ0bHIwaR+2kgF3DTojYUFRRIbFEBvTkE4dOjPkprb4hZjxD7Fw+5vJLF68mKFDh2IwyBNNIYQ4QRItUWeoqsrve9J5/tfdHM309D7VMTaQZ65qQ5e4IC9HV4upKpqkTbDre9jxv7LdsEd3hnbXeZKrwDivhSiqlqqqxOfFsy19G1uPb2Vr+lYO5x4+rZ5Fb6FtSFvah7anXWg7OoR1INgQzKJFixjaXm6aa5qqqrjS03EcOoT9cDyOw4dxHInHHn8EV0rKWffVhoWREh7HAYMvB4pdxOfkYLaEcEWPceRlOXA53Tz036uwO4vL3d+Ng+jmgfiHWfAPMfNGi/eIig2nXceWNGoai05/5ibDTqfzvD63EELUV5JoiTrhaGYhT87bWdpVe7ifiUcvb8U1nWPQaqX5UrkKM9Bu+oxBe+ag33rKTZpfNHS4ATqNhrCW3otPVBm34mZ/9n42pW1ic/pmNqVtIst2eh9wDf0b0jGsI53CO9EhtANNA5ui15b9NSA3zdVPdbtxJiZiP3gQ+8FDOA6fTKzONiivLjAQZ2wT1EbtKQ5qSJEljOe+eoODiQdIObQRh2tVmfqRQQ3p1cjTw55Or6V90x6gc9MwrjFNmzalZavmtGnfknadW+Hr51Nm3+5XSpNhIYQ4X5JoiVpNUVS+WHeUlxftpdjpxqjTcnvfxtwzsBm+Jrl8T6OqkLAW/v4Edv+Mzu3AD1D1FjStr4JON3nGupIOLeo0l+JiT+YeNqRu4O+0v9mavpUCZ0GZOkatkXah7egc3tmTWIV1INgc7KWIL0yq243z2DFsBw54nlIdPIT94EEchw+jOhzl76TToW/QgMTwhuzVmNmfX8yh48eJTz3GsZ0H8D14nKnX3wYlPenvPbyXpCzP00qtRkt4UAwNohrSuGEz2rZpw/AJnQgIt+AbbOZu7cAa+uRCCCFAEi1Rix3LKuLh/21j3WHPX+Z7Nwnh5eva0zDE51/2vADZcmHbt54E6/ie0mIlqhPb9F1oN+opDL5yk11XKarCvqx9bEjdwMbUjWxK23RaYuVr8KVTeCe6RnSla0RX2oa0xagznuGIoiqdaPJn338A+4ED2Pfv98wPHUK12crdR2MyoW3ShCNBDThm8KN1uwHkq37kFmh5+M0xJKT/Vu5+RfYCzP56QiJ9CYz04eGYJ/ANMtOxS1vadWl11sF3hRBC1CxJtEStoygqX25I4KWFeyhyuLEYdEwd2opbejaUZoL/dHw/rHsXtn8LTs97axis0P566DoBd3h7EhYupJ3Jz7txiko7ln+MtclrWZu8lo1pG8m1l+3wwM/oR/eI7nSP7E7XiK60CGqBTp5UVjvFbvc0+du7D/v+fdj27sO+b98Ze/fTmEwYmzYlKTyO7U49uzNz2Z+SxKHEQyTu+hWn24HZYOW1CYPQaDzfw0E+ESRqDxEZHEuj2KY0b9KCNm1b075zO7r16kBYZEjp8QcgzX+FEKK2kkRL1CqJ2UU8+sN2Vh/0DDrco3Ewr13fQZ5inUpV4cgqWPM2HDjlr95hraDbbZ73ryyBnjJ536bOyHfksyF1A2uT17ImeQ3H8o+V2W7VW+ka0ZWeUT3pHtmdlkEtJbGqZq7sbOx79mDbswfbnr3Y9u7BEX8E3O7TK+t0GBs2JC+2KTs0FvbmO7ik72iycyEruYi35j3KroT1p+1m0BmJDG1AdDsrcU0jCYry4bL/zKVB0wh5OiWEEHWcJFqi1vh5axKP/7iDQocbs0HLo5e3YlzvRvIU6wS30zOg8Nq3IWVbSaEGWl4Bve6BRheDjGtUZ6iqyt6svaxKWsWqxFXsyNiBWz15A6/X6OkQ1oGLoi+iZ1RP2oa2xaCVXgCrg6qquNLSsO3ahW3X7pLEag+u1NRy6+sCAzG2ak18UAwb8hzsTEllz5FDxP/1N1n5J8eJ8tP1wd/qabIbF96CPFsGTRu2oFWr1nTs3IHuvTrToVsbDAb5VSyEEPWR/HQXXudwKbzw624+W3sUgG4Ng3htZEcah8pTLAAchZ53r9a9B3lJnjK9xdNrYK97ILSZd+MTFZbvyGddyjpWJa7ir6S/OF58vMz2Rv6N6B3dm4uiL6J7ZHd8DPI9UNVUVcWVkkLxrl3Ydu8uTa7cmZnl1jc0jMPZpCXbDYFsycrj4p4jKS40kpVUyNe/v8XKnT+dtk9oQCSNY1vQvHcwHbu1JTjGh7siBqDTaav74wkhhKhFJNESXpWcU8w9X25m67EcACYNbMYDl7ZAJ0+xwJ4PG+Z4nmAVldwE+oRDjzug263gE3L2/UWtcCz/GMsTlrMicQVb0rbgUk8OEm3RW+gV1Yu+DfrSJ7oP0b7RXoy0fnJlZ2PbsYPiHTuwbd9B8c6d5SdVOh2mZs0oatKSzYqFLelZ7DgSz74tu0la+juqqgDgKGhC08h2ADSJbk1y7gFaNmtDx44d6N6rK737dyc8Ur43hRBCSKIlvGjVgePc981Wsgod+Jv1vDGqE5e0jvB2WN5ny4X1H8K6d6A421MW1Bj6ToH2N4DB7N34xFkpqsLOjJ2sOLaC5ceWczDnYJntjfwb0bdBX/rG9KVrRFfpGbAKKTYbtt17KN62jeLt27Dt2IkzMfH0ino9pubNsTVtySa3mfCm3cHYgOOJhcxbNpcf1rx62i7+1iCaNWxD697RDLikLaENfLk7fCBa7Qs18MmEEELURZJoiRqnKCrvLD/IzN/3o6rQLsaf927uSmyw1duheVdxNqx739NE8EQPcyHNoN/D0O560Mm3a23lVJxsTNnI0oSlrDy2skyTQJ1GR7eIbgyIHUD/Bv2J9Y/1YqT1h6qqOBMSKN6+neKt2yjetg3b3r3gcp1W19i4MWrrNmwzBLMhNYvNB/azZ/VWkufNQ0VlzMBH6dliCACxoc0J8Y+gReO2tG/XgR69utN/cG+atmyERt6BFEIIUQly5yZqVG6Rk/u/3cLyfZ4b0Zt6xPLMVW0xGy7g3tMcRbD+ffhr1skEK6yVJ8Fqe40MLlxLOdwO1iavZcnRJaw4toI8R17pNh+DDxfHXMyA2AH0jelLgCnAe4HWE4rdjm3XLoo3b6Zoy1aKt2zBnZV1Wj1daCim9h0obtoRR1QbspVAVvy1huffnIRLOb0XzmC/cIKiTfQc0YTwhn6ExV7MG37318AnEkIIUd9JoiVqTGJ2ERP+u5ED6QWY9Fqeu7odN3S7gP+673bB1rmw4mXIT/GUhbeF/o9A6+GglRfnaxuby8bqpNUsObqElYkrKXQWlm4LNgdzSdwlXBJ3Cd0ju0uTwPPkys6meNMmijZtpnjzZop37z5tuAKNwYC5TRtsLduyzq5nbXwSm3dtY8+nc+nXtoAruzUD0jEWB+NSnPiaA2jZpB2dOnThoot7MWDIxTRpHuedDyiEEKLek0RL1IhdyblM+O9G0vPtRPqb+WhcN9rFXKB/5VdV2PsL/D4dMg94ygLjYOCT0H6kJFi1jFNxsi55HYviF/HHsT/KJFfhlnAGNxzM4IaD6RLeRca1Og/O5GSK/v6bor83UbRpE45Dh06rowsJwdK5M+7W3UmyRvPKF3PYtnITx77/vrSzihMSMw8Q2SSAiEb+RDRuy9DJu2nfpSVa+f4SQghRQyTREtXuz/3HuXvuJgodblpG+PHprd2JCrB4OyzvOLoGlj4NiRs965ZgzxOsbreCXgYnrS3cipvN6ZtZFL+IpUeXkmPPKd0W6RPJkIZDuLThpXQI64BWIzfulaWqKs7ERIo2bKBowwYKN27ElZxyWj1js6boOnRmqzGQVUfTsNkMdLNeQdEOB4riZulfv2BzFgGeLtXbtehMjx49GXhpP/pf2huL9dSOY6SjHSGEEDVLEi1Rrb7/+xhTf9yBS1Hp3SSE98d0JcByAQ66mpsIS56CXT961g1W6H0vXPQfMF+gT/ZqoQPZB1hwaAG/Hv6V9OL00vJgczBDGg5haJOhdAzrKMlVJZ2WWG3YiCvlH4mVToe5TRuUdh1Z5zKzcn8867dsZO9vM3C4bACE+cfQ5qZL0Oo0RDYJ4j+3TqVRsxiGDBtAs1aNvfDJhBBCiDOTREtUC1VVmf3HQWYu3Q/AiE7RvHp9B0z6C6xpldMGa2fDqpngLAKNFrqMgwGPgV+kt6MTQEZxBgsPL+SXw7+wJ2tPabmfwY/BDQdzReMr6B7ZHb1WflxWhjM9naJ16yhcu47CdetOT6wMBizt26N27IqjSXcyCSP1SCH3vXojiRllu8S3mnxp06wzPbv3YsQDnYhsHIDeqOM6utXgJxJCCCEqR+4cRJVzuRWenLeTbzYeA+DuAU15eEhLtBfSIMSqCvsWwuKpkHPUUxZ3EVzxCkR18G5sArvbzvKE5cw/NJ81yWtwq24A9Fo9/Rv056omV9G3QV/p0KIS3Pn5FK1fX5pYnfaOVUli5e7QiVVFepbv3Me61Ws49sPPvDT2B/S6ZAAahbcmvzibzm16cPHFF3PZlYPp3b8rugvtjzRCCCHqPEm0RJVyuhXu+2YLC3ekotXA9OFtGdO7kbfDqlnH98Pix+DQMs+6XzQMeQ7aXQcyDo9X7cvax48HfuSXw7+U6Y69Q2gHrmp6FZc3upxAc6D3AqxDVJeL4h07KFy9hsLVqynevh3c7pMVNBrMrVtj6tWbTdpg5m3YxNp1aznw7fendbOe5UygX58+RDUP5Nqp/yUiNkg6rRBCCFHnSaIlqsypSZZRp2X26M5c1vYCah7nsnuaCK56HRQn6IzQexL0fRBMvt6O7oKV78hnUfwifjzwI7syd5WWR1gjGN50OFc1vYrGAfJ+T0U4EpMo/OsvClevpnDdOpT8/DLbjY0aYerZgx2+UVgbdCMvQ0/ygRx+XT+XBRs+Lq0X7BdOl3a9GDBwAMOvu4L2XVrV8CcRQgghqp8kWqJK/DPJeu+WLlzS+gLq5SthHcyfDBn7POvNh8DlL0NIU+/GdYFSVZVtx7fx/f7vWXJkCTa3pzMFvVbPwNiBXNv8WnpH9Zbu2P+F4nBQ/PffFPy5ioI//8Rx+HCZ7dqAAHx69ya1cWsWxR/nj7Wr2TxjNnlF2Yy/5Am6NRsEQJdWF5GvJjNgwACuuu4KOnVvK0+shBBC1HuSaInzdkEnWbY8WDYdNn7kWfcJgytehbbXSDNBLyhyFvHL4V/4bt937MveV1reNKAp1zS/hquaXkWwOdiLEdZ+zpQUAtatI2XRYoo2bEAtKjq5UafD0qkTlosu5oBvHO/87wdWf72AY+mzyhzDqDejD7DT5/pmxLYOJjh6IBrNrTX7QYQQQggvk0RLnJcLOsnauxB+fRDyPS/x0/kWuPQ5sMqNfE07kH2Ab/d9yy+HfykdUNikM3F5o8sZ2XIkHUI7oJHEt1yqomDbsYP85cspWL4C+759RAAnhmXWhYXi27cfh6KakqwJxarGkbQ3h4zsNL755RMANGho0qA1/S4ayLARV3DF1Zf8YwwrIYQQ4sIjiZY4ZxdsklWYCQsfhF0/edaDGsNVs6DJAG9GdcFxKS6WJSzjqz1fsTl9c2l5I/9GjGwxkhHNRhBgkjHKyqMUFlKwZg0Fy1dQsHIl7szMkxu1WopjYwm67ApWFhtZuHo9qz6YS2pWAm1iu3PP0JcBaBATw03DJtK9d1dGjh5Og0ZRXvo0QgghRO0kiZY4JxdsknVgKfx8LxSkgUYHF02C/o+B0ertyC4YufZcfjjwA1/v/ZrUwlQAdBodA2MHMqrVKHpG9pSnV+VwZWVRsHw5+Ut/p3DNGlSHo3Sb1scHn7590fUeyJz1u/np1/nseewx7E7byTpaHRZfE72vbUrDtiEER/swXnOxNz6KEEIIUSdIoiUqTVVVHv3f9gsryXIUwpKn4O+SntNCW8K1H0B0Z+/GdQE5nHOYL/d8yYLDCyh2FQMQbA5mZIuRjGwxkgifen4NngNHYiL5v/9O/u+/U7x5CyhK6TZDbCzW/v05GN4US1Q3tu/MJn15Pl/98j37kjxPCAN8gunddQDDrxrGyDEjCI2QZrFCCCFERUmiJSrt1d/28eOWJHRaDe/efAEkWYl/w493QFbJAKw974bBz4DB4t24LgCqqrIuZR2f7f6M1UmrS8tbBrXk5tY3M7TJUEw6kxcjrH3shw+T/9tv5P22BPvevWW2mdu0wTBgAMttZn5evoqVM94hIzeFF8d8j3/Ju4VD+19P28w23HHPbQy+si86nfTMKIQQQpwLSbREpXyx9gjvrfAkHC9d257BbepxkuV2wp8z4M/XQHV7Bh6++l1oOtDbkdV7LsXFkiNL+HTXp+zJ2gN4OlwYGDuQW9rcQreIbtI8sISqqjgOHiTvtyXk/7YY+4GDJzfqdFi7dUPt3ZeF6cXM+20pqx95giL7yfGvDDojTr/jDLzpIhq2D8Fo7cvChQsZdEUfSbKEEEKI8yCJlqiw33al8vR8z4CvDwxuwQ3dYr0cUTXKiocfboOkTZ71dtfDlTPAEuTduOq5ImcR8w7O4/Pdn5NUkASARW/hmmbXcEubW4j1q8fXXCXZDx4kb+FC8hb/VnZ8K4MBn969MA+6nIzwjuzeX8S3//uSz5a9UlrFzxJIn+6DuPa6a7hh7AgCAv1Ktzmdzpr8GEIIIUS9JYmWqJBNR7OY/PUWVBVu6hHL5EuaeTuk6rNnAcy7F+y5YA6AK2dC++u9HVW9lm3L5uu9X/P13q/JsecAEGQKYnTr0dzY8kYCzYFeja+2cBw9St6iReQtXIR9//7Sco3BgE+fPhT17MP/9iQz79cFNNlrpl+bQADaNOhFeGAM/S8azI03j+SqkZdhMMiPfyGEEKI6yW9a8a8OHS/gts/+xu5SuKRVOM+NaFc/m225HLD0aVj/nme9QQ+4/hMIlKco1SWjOIPPdn3Gt/u+Le3gItYvlnFtxjGi2QjMehmLyZmaSt6ixeT9+iu2nTtPbjAY8L34Yop7Xcx3uxKZ9+t8ts75CLfiAiAjPJOrB99Mk05hNOkUxkOfJKDVar30KYQQQogLjyRa4qzS822M+2QDOUVOOsYGMnt0Z/S6enizln0U/jfhZFPB3pNg8DTQGbwaVn2VWpjKf3f+lx8O/IDdbQegdXBrbmt/G4PjBqPTXtjvBrnz88lfsoTc+Qso2rABVNWzQavFp1cvLJcN5XhYJ0Y9cAcbPpxTmlwBxIY35YpLr2LCHbfQq19XL30CIYQQQkiiJc6owO5iwn83kphdTMMQKx+P64bVWA8vmb0LYd5dYCtpKnj1+9BqqLejqpcS8xP5ZOcnzDs4D6fieReoQ1gH7uxwJ31j+tbPJ6UVpDocFPz1F7nzF1Dwxx9lxrmydOuKduBg/sjREunbmSN/ZeJ2HqUwz45bcREb0ZShg4cz4c5b6Nm3ixc/hRBCCCFOqId3zaIqKIrK/d9sZVdyHiE+Rj6b0INQ33rWjbbbBcumwZrZnvWYrnD9fyGooVfDqo+SC5L5YPsH/HzwZ9yqG4BuEd24s+OdF/QAw6qqYtuxg5yffiJ/4SLcubml24xNm2IZeiVLbSa+/Gk+q+6ZhM1RyDM3fk5YQAyBEVYee/AJmnSMkORKCCGEqIUk0RLlmv3HQX7fk4ZRr+Wjcd1oFOrj7ZCqVlEWfD8e4ld61nveDZc+C3qjV8Oqb9KL0pmzfQ7/O/A/XCXN23pH9ebOjnfSNeLCbdbmTE8nb8ECcn76CcfBQ6XlurBQ/K64ku3hjfnvz7+x+NEnyS3MKt0e7BdOUAuFG27rTmis7wWboAohhBB1gSRa4jR/7E1j1jJPj2bPX92OznH1rEvz9D3w9Y2QfQQMPp6xsdpe7e2o6pUsWxaf7PiEb/Z9U/oOVs/InkzqPIlO4Z28G5yXKA4HBX8sJ+enHylc9RcoCgAakwm/Sy9Ff+kIEpUY5sz9kRlP3Fi6n685gEsuHsq4W29h+MjL0Okv7PfXhBBCiLpCEi1RRnxGIfd9sxVVhVt6xdW/sbL2/go/3gGOAgiMg5u+gYi23o6q3shz5PHpzk+Zu2duaS+CncM7M6nTJHpE9fBydN5hP3CA7O+/J+/n+WWaBlo6d0Z7+VC+OZDB8WN2Gs1zgBpPtKUNfpYgOrbuxthxY7ll4vVYLNL7ohBCCFHX1JlEKzs7m8mTJzN//nwAhg8fzuzZswkMDDzjPj/++CMffPABmzZtIjMzky1bttCpU6eaCbgOKrS7uOuLTeTbXHRtGMTTw+pRAqKq8OcMWP68Z71RXxj5GfiEeDeuesLutvPN3m/4cPuH5DnyAGgT0ob/dP4PfaL7XHBN3JSiIvIWLSbn++8p3rq1tFwfEYHfVcPZ4BfNR9/NY+kdd2FzFBIe0ICnRn1KdPNAWvaM5PYZx/ALrGfNdYUQQogLTJ1JtEaPHk1iYiKLFy8G4I477mDMmDEsWLDgjPsUFhbSp08fRo4cycSJE2sq1DpJVVUe+WE7+9LyCfMz8e7NXTDq60k37o5CmHcP7J7nWe9xB1z2onTdXgUUVeHXw78ye8tsUgpTAGgW2Iz/dP4PA2MHXnAJVvGuXeR8/z15v/yKUlDgKdTp8B04gNyLBvHBHxv5/pXZJGccKd0nNCCKEVdex6inuxIWE+iNsIUQQghRDepEorVnzx4WL17MunXr6NmzJwBz5syhd+/e7Nu3j5YtW5a735gxYwA4cuRITYVaZ81ZdZhft6eg12p47+YuRPjXk6ZKuUnw9ShI3QFaA1w5A7qO93ZU9cKapDW8sfkN9mbtBSDcGs6kTpMY3nT4BTUOlmKzkbdwEdnffINt+/bSckNcHP7XXU9Bu0Hs3FHE08/cz98H//Bs05vo130IE++8jetvHibvXQkhhBD1UJ1ItNauXUtAQEBpkgXQq1cvAgICWLNmzRkTrXNht9ux2+2l63l5nmZQTqcTp9NZZec5FyfOX9VxrDmUycuLPDfLTw5tSccYP69/1iqRvhv9N6PQ5Keg+oThvu6/qLG9oD58tgqqjmtmf/Z+Zm2ZxbrUdQD4GnyZ0GYCN7a8EYveguJWUNxKlZ2vtnIcPUred9+TN28eSsnPCfR6fC8dTEaPfsz69U8abfLBf8tRAC5qNZRcezo33XALd943jrBIT7NVRVVQnLXn61VdP2dE/SXXjKgsuWZEZdWma6YyMWhUVVWrMZYq8eKLL/Lpp5+yf//+MuUtWrRgwoQJTJ069az7HzlyhMaNG1foHa1p06Yxffr008q/+uorrFZrpWOv7bLsMGO7jkKXhh5hCqObKtSH1l6h+bvpcfhNDEox+eZo1jZ9iGJjqLfDqtMKlAJ+t/3OJscmVFR06Ohp6kl/U398tBfI+0SKgs+ePQSuXYfPgQOlxc6gQDK69WCp04fFy1ew/cB6FFVhYPvruL7/3fhEO/GJdWLwqz0JlRBCCCEqr6ioiNGjR5Obm4u/v/9Z63r1idaZkppTbdy4EaDcdz1UVa3yd0CmTp3KlClTStfz8vKIjY1lyJAh//rFrG5Op5OlS5dy6aWXYjCc//tFTrfC6I83UujKpV20P5/c3h2Toe43YdLs/B7dgtfRKE6UuN6Yr/+CgZZAb4flFVVxzTjdTr7Z/w1zds6hwOl57+jSuEuZ3GkyMb4xVRlureXOzSPvxx/I/eZbXMnJnkKNBuvFF1Mw6HI+/G0t337xJRm5KaX7tG7cmeGjhjDh/j7ojXXn+6qqf86I+k+uGVFZcs2IyqpN18yJ1m4V4dVEa9KkSdx4441nrdOoUSO2b99OWlraaduOHz9ORERElcZkMpkwmUynlRsMBq//w55QVbHMXr6Prcdy8TPreX9MV3ytdfy9LFWFv2bCsmc9622vQXv1+2gNdfxzVYFzuWZUVWVl4kpm/D2Do3me5m9tQtrwaPdH6RLRpTrCrHXsBw+S9cVccufPRy32dFevCwwk4LrrcPQdwa5dxdw08RJyCjMAsJr8uPKS65jy6CR69avbAzLXpp95om6Qa0ZUllwzorJqwzVTmfN7NdEKDQ0lNPTfm3P17t2b3NxcNmzYQI8enrF41q9fT25uLhdddFF1h1kvbTySxdvLDwLw4jXtaRBUx5tFul2w6GH4+xPPeu9JcOlzoK0nPSfWsEM5h3hlwyusTVkLQIg5hPu63MeIZiPQaur311RVFApWriT7iy8oXLO2tNzUsiWG60fy1b5M4mw9yPr0GADdmg0iPmMHt467g/88cjt+Ab7eCl0IIYQQtUid6AyjdevWXH755UycOJEPPvgA8HTvPmzYsDIdYbRq1YqXXnqJa665BoCsrCwSEhJILmnqs2/fPgAiIyOJjIys4U9Re+QWO7n/m60oKlzXpQFXdYz2dkjnx1EE/7sV9i8CNHD5y9DrLm9HVScVOYt4f9v7fLH7C1yqC4PWwNg2Y5nYYSI+hvr9HpZis5E772eyPv0Ux4meSrVa/C4ZREbfS3np20X8dMe9FNhymXTlq7Rt3J3m3cL574Pv0qC5jMcmhBBCiLLqRKIF8OWXXzJ58mSGDBkCeAYsfvvtt8vU2bdvH7m5uaXr8+fPZ8KECaXrJ5opPvPMM0ybNq36g66lnv55J0k5xcQFW5k+oo4PSmzLg69vhKOrQW+Ga+dAm+HejqrOUVWV3xN+55UNr5BW5GmmOyB2AI90f4RYv1gvR1e9XJmZZH/1NdlffYU7OxsArZ8fAdePZH1II9748L+sevc9FMUNeMa9atItiPEP9cHsK01ehBBCCFG+OpNoBQcHM3fu3LPW+WcHiuPHj2f8+PHVGFXd89OWRH7emoxOq+HNGzvha6ozl8DpirJg7nWQvBlM/jD6O2jY29tR1TlH847y0vqXWJ28GoAY3xge7/k4/Rr083Jk1ct+OJ6sTz8l9+efUUuGdDBERxM4Ziz7Q9oz7N6xHEzcVVq/bZOu3HvPJG6ffAsGQx3+vhFCCCFEjZC7hQtIQmYRT83z3Djef0lzOscFeTmi81CQDp9fDem7wBIMY36E6M7ejqpOsblsfLzzYz7e8TFOxYlBa+DWdrdye/vbMevrbwcixdu3kzlnDvm/L/N0oAKY27fHOnosydZ2rF6RRH5WNgWFBei1Bi656EoeeeIhBl3ex8uRCyGEEKIukUTrAuFyK9z/7RYK7C66NwrinoHNvB3SuctNhM+GQ9Yh8I2EsfMgvLW3o6pT1qesZ/ra6RzL93To0Ce6D1N7TqWhf0MvR1Y9VFWlaO1aMj6cQ9G6daXlvoMGkT3oCp6f+zNLJtzJ49fNwWgwYw0w8eozs+k7rDONmjbwYuRCCCGEqKsk0bpAzP7jIJsTcvAz6XljVCd02jo6KnHmIc+TrNwECIjzJFkhTb0dVZ2Ra8/l9b9f56eDPwEQbg3n0e6PcmnDS6t8TLraQFUU8pf+TuacOdh27vQU6vUEDBvG7rY9efX9/7Lsg6tL37/am7mW+x6+mxY9ItDXgzHlhBBCCOE9kmhdADYdzWL2HwcAeP6adnW3K/f0vfD5CChIhZBmMPZnCJCnDRWhqiq/HfmNl9a/RKYtE4BRLUdxf5f78TXWv+7IVZeLvF9/JeODD3EcPgyAxmwm8PrrWRPWjJfeepu/X3m5tH7bJl154P4pjL97FDq9JFhCCCGEOH+SaNVzNqebB7/bhqLCtZ1jGNEpxtshnZvUHZ7mgsVZEN7W8yTLN9zbUdUJuUouU/6cwsqklQA0DmjMtN7T6uWgw6rTSe78BWR88AHOhATA04Ng4OjRFPa+mh9/3sa9T10NgEaj5eIug5n65GNccfVAL0YthBBCiPpIEq16btbvBziSWUSkv5lpdbUr97TdnidZxVkQ3QVu+QGswd6OqtZTVZX/Hfgfb+W9hT3Pjl6r5/b2tzOx/USMOqO3w6tSqsNBzs8/k/nBhzgTEwHQBQbiN248q/VRuNMjyfj0MOBH12YDiWwQyrMvP0WXnu29G7gQQggh6i1JtOqxnUm5zFnlaTb1/NXt8DfXwTF/ju+Dz4dDUaYnyRo7D8wB3o6q1kspSOHpNU+zLsXT8UP7kPZM7zOd5kHNvRxZ1VIdDnJ+/InMDz/EWTIwuS44GL9x4/hvfD6zn3qR9KxEnrnpCyJComnbL4blLy7EL7j+9qoohBBCiNpBEq16yulWeOR/23ErKsM6RDG4TYS3Q6q8jIPw2VVQeByiOnq6cJck66xUVeWngz/x6sZXKXQWYtaZGWQYxPRLp2M21Z/kQnW5yP15PhnvvHMywQoLxW/ceD45mM1bU58lPTsJAKvJD9+mxYx7RAYYFkIIIUTNkUSrnvrwz8PsTskj0Gpg2vA62GQw67AnySpIg4h2MGYeWOrwuF81IK0wjelrp7MqaRUAHcM6Mq3nNHb9tQudtn508KAqCnmLFpEx+20cR44AJxKsW/n4QAazH36a9BxP4uVrCWDCTXfxzMuPEhIm144QQgghapYkWvXQoeMFvLnM08vg08PaEOpr8nJElZR91NPxRX4yhLXy9C4o72Sdkaqq/HL4F17a8BL5jnyMWiOTOk9ibJuxKG6FXezydojnTVVVCpYt4/ibb2E/4Lm2dYGBBN02kfRmg5j3y15emD0Jm7MIP0sgt958N0+/9AjBoYHeDVwIIYQQFyxJtOoZRVGZ+sMOHC6Ffi3CuKZzHetlMDcRPhsGuccgpDmMnQ8+od6OqtbKtmUzfe10liUsA6BtSFteuPgFmgZ6xhZT3Io3w6sShWvWkD7zjdJxsLR+fviPG8eCIl8sCS3I23QYMDL8ovFENw/kmVceJTDY37tBCyGEEOKCJ4lWPfPlhgQ2HMnCatTx4jXt6tYgtHkp8OkwyEmA4CYwbgH41cF3y2rImuQ1PPnXkxwvPo5eq+fujndza7tb0Wvrx7d18a5dHH99JoVr1gCgsVoJvPkW/me38Mqzr5F4/DD/ufI1OrXuSZfLGnJHv7cwGOtHE0khhBBC1H31445MAJCSW8wri/YC8MhlLevWwMTFOTD3OsiOh8CGniTLP8rbUdVKDreDNze/yee7Pwc842K90vcVWoe09nJkVcNx7BjH33yLvF9+8RQYDATcMIrffGN4fsYrHE72XONWky/hbfTc8mxvjGb5USaEEEKI2kXuTuoJVVV54qedFNhddIkLZEzvRt4OqeKcxfD1jZC+C3wjYNx8CGjg7ahqpUM5h3j0z0fZl70PgFEtR/Fgtwex6C1ejuz8ubKyyHjvfbK/+QacTgD8hw1jffOuPPnKq+yJ3wKAyWBm9DW38dIbzxARHebNkIUQQgghzkgSrXpi/rZk/tibjlGn5ZXrOqDT1pEmg24X/O9WSFgLpgC45UcIauTtqGodVVX5dt+3zPh7Bna3nSBTEM/2eZYBsQO8Hdp5U2w2sj77nMwPP0QpLATAp08fjBMms3GbmzsfGUZGXjJ6nYHrrriFV996jrjGdezdQyGEEEJccCTRqgfybU6e+2UPAPcObEbzCD8vR1RBqgq/3Af7FoLOBDd9DZHtvB1VrZNjy+Gp1U+xInEFAH2i+/D8xc8TaqnbnYSoqkrewoUcf31m6VhY5jZtKBw1ln3FTTjw5XFUFUb0vJ0Ux25mvv0SLds183LUQgghhBAVI4lWPfDWsgNkFNhpHOrDXQOaeDucils2HbbMBY0WRv4XGvXxdkS1ztb0rTz858OkFqZi1BqZ0m0KN7W6Ca1G6+3Qzkvxtm2kvfQyxVu3AqCPjER32508u+AvvrrlRq7udQf92o6gccdQbnrmEYKjfLwbsBBCCCFEJUmiVccdTC/gv6uPAPD0VW0w6etIr2tr34W/3vAsD5sFra70aji1jaIqfLbrM97a/BYu1UVD/4bM6D+DVsGtvB3aeXEmJ5M+843Sji40Fgt+Eybw3sEc3rrzbvKLcwA4nLWVNx6aTnSzQO8FK4QQQghxHiTRqsNUVWX6gl24FJVLWoUzsGW4t0OqmO3fwW9TPcuDnoKu47wbTy2TY8vhidVP8GfinwBc0egKnrnoGXwMdfepjlJcTOacj8j8+GNUux00GgKuuYalYc158vnnSDx+GIDIkDiefmwad04Zh1Zbt5/aCSGEEOLCJolWHbZ0dxqrDmRg1Gl5algbb4dTMYf+gHl3e5Z73gV9H/RuPLXMP5sKPtbzMa5vfn3dGg/tFKqqkr90KWkvv4wrOQUAa/fuGO94kPtfeIfvfnsRAF9zAJPveIinX3kYk9nkzZCFEEIIIaqEJFp1lM3p5rlfdwNwe9/GNAqtA0870vfCd+NAcUG76+Cyl6COJhBVTVVVPtv1GbM2z8KtuutFU0H7oUOkvfAChWvWAqCPiiLwgUfZU9SInV8n09i3K3rdp1x3xS3Mev9lImPqyBNZIYQQQogKkESrjvrwz8Mcyyom0t/MvQPrQE9sBcfhq5Fgz4O43nD1eyBNwwAodBby1OqnWHp0KeBpKvh076fxNfp6ObJz4y4oIOOdd8n64gtwudAYjfiNH8/sgznsfulbLut4CwD9LunN7dMP0KxtQy9HLIQQQghR9STRqoOSc4p5d8VBAB6/sjU+plr+z+i0wTejISfBM0bWqC9BL83DAI7kHuH+5fdzKPcQeq2eR7s/yqiWo+pkU0FVVcn75RfSXn0V9/EMAHwHDWJt24t46LlnOJZ2CK1WxyW9hnHdnQNo0CrYyxELIYQQQlSfCt2hd+nSpVIH1Wg0zJ8/n5gYGVS0Ory8eD82p0KPxsFc1SHK2+GcnarCz/dC4gYwB8Do78EnxNtR1QrLE5bz+F+PU+AsIMwSxswBM+kU3snbYZ0Te3w8qc8+S9HadQAYGzakcOxExs/+L3+89y4APmZ/ptwzlXteHo7BUMv/OCCEEEIIcZ4qdLezdetWHnzwQXx9/70pk6qqvPzyy9jt9vMOTpzuQK6GRbvT0Gpg2lVta/+Tj5WvwM7/gVYPN3wOYS28HZHXuRU37217jw+2fwBAl/AuvD7g9To5ALFit5P54RwyP/wQ1elEYzLhc+ttvL4jmfcnjMHuLEaDhmGDbuC9T2YR0zDS2yELIYQQQtSICv9Z+eGHHyY8vGIvq7/++uvnHJA4M5db4Yd4z3tNN/dsSJtofy9H9C+2fw8rXvIsXzkTmgzwaji1Qa49l8dWPcZfSX8BcHPrm3mw24MYtAYvR1Z5hWvWkDr9WRxHjwLgc/HFuMc8yPz5B3n/80exO4tpHteed96ZzaXD+ns5WiGEEEKImlWhRCs+Pp6wsLAKH3T37t1ER0efc1CifF9uOEZKsYZAi4EHh9TyJ0MJ6+HnezzLF02WsbKAQzmH+M8f/+FY/jHMOjNP936aq5pe5e2wKs2VkUHay6+UDjqsDwtDe8997C1uxYGvkwErowbcS8vuMTw6/T/o6sog2kIIIYQQVahCiVbDhpXrFSw2NvacghFnZnO6eWeFZ1DXBwY3I9Bq9HJEZ5F9xNP5hdsBrYbB4OnejsjrViWu4pE/H6HAWUCMbwyzBs6qc123q6pK7ryfSXv5ZZTcXNBo8B91Ix/m6ZkxYQK3Dn6KVrFdad8vhttnvojJWvee0gkhhBBCVJVzeiPdZrOxfft20tPTURSlzLbhw4dXSWCiLLNBx+cTuvHS/1YzqlsDb4dzZo4i+OYWKMqAqI5w7YcXdDfuqqryxe4veH3T6yiqQteIrrwx4A2CzEHeDq1SHIlJpD7zDIWrVwNgat2aI8NHc+2zz7P3yDYA/j76G0++fScRjWp5k1YhhBBCiBpQ6URr8eLFjB07loyMjNO2aTQa3G53lQQmTtcq0o9RTRR02lraAYaqwoLJkLYDfMLgxq/BWAcGUq4mTreT59c/z48HfgTg2ubX8mTPJzHo6s6THtXtJvurr0l/4w3UoiI0RiPGiXfwzLJtfHX7jSiKG5PBzH9uf4QX3ngCo6kWP2kVQgghhKhBlU60Jk2axMiRI3n66aeJiIiojphEXbXuPdjxvaeHwZGfQcCF271/ti2bB1Y8wKa0TWg1Wh7q9hC3tL6l9vcSeQr7oUOkPPEkxVu3AmDp1pV13S7lvqcfJz0nGYDeHQfy8Rcf0Lp9cy9GKoQQQghR+1Q60UpPT2fKlCmSZImy4lfBkic9y0NegEZ9vBuPFx3MPsikPyaRVJCEr8GXV/u9St8Gfb0dVoWpLheZH31MxjvvoDqdaH18CHzgYXarHVjy2Vek5yQT7BfOy8/NYOJ9Y7wdrhBCCCFErVTpROv6669nxYoVNG3atDriEXVRbiJ8Px5UN3QYBT3v9HZEXrMmeQ1TVkyh0FlIA98GvH3J2zQNrDvfK/ZDh0h+bCq2HTsA8O3fn6TLxrJ2vUJhbgpdmg4gME7H4y9NJjQi2MvRCiGEEELUXpVOtN5++21GjhzJqlWraN++PQZD2fdNJk+eXGXBiTrAaYNvSzq/iOwAw2ZBHWoeV5XmHZzH9DXTcakuukZ0ZdaAWQSaA70dVoWobjdZn33O8VmzUB0OtP7+uO6YxJgPv2LT51fy5KhPiImLZNCYVkQ3v8Tb4QohhBBC1HqVTrS++uorfvvtNywWCytWrCjzzolGo5FE60KiqrDwQUjeApZgGDUXjFZvR1XjVFXl/W3v8+62dwEY2ngoz/V5DqOubnQM4Th6lOSpj1O8eTMAlosv5oeINkz7z38osOWi0WhxhBzjxieHozfKmFhCCCGEEBVR6UTrySef5Nlnn+Wxxx5DewF32y2Avz+BLXNBo4XrP4Ggyo23Vh84FSfT10zn50M/A3B7+9v5T+f/oNXU/u8NVVHI/vpr0me8jlpcjNbHB+ftdzPmo2/5a/NHAMRFNGPOnDkMuWqAd4MVQgghhKhjKp1oORwORo0aJUnWhe7YBlj0qGf5kmeg6UDvxuMFBY4CpqyYwtqUtWg1Wp7o+QQ3tLzB22FViDMtjZSpUylcsxYAa69eLGzSjcceepi8omy0Wh233TiJN+e8jMVq9nK0QgghhBB1T6WzpXHjxvHtt99WRyyirijKgu8ngOKENiOgz33ejqjGpRWmMW7xONamrMWitzB70Ow6k2TlLVlC/PARFK5Zi8ZsJuixp9jf7yE+/+oX8oqyaRDehCXzl/Phl7MkyRJCCCGEOEeVfqLldrt59dVX+e233+jQocNpnWHMnDmzyoITtZCqws/3Ql4iBDeFEe9ccJ1fHM45zB1L7yCtKI0QcwjvDH6HtiFtvR3Wv1IKC0l98UVyf/AMoGxu2xb7HU+yeHkhhTlpXH/R3bTv0ppZH76A1dfi5WiFEEIIIeq2SidaO3bsoHPnzgDs3LmzzLa6NBirOEfr34d9C0FngpGfgsnP2xHVqO3Ht3PPsnvItefSOKAx7w1+jxjf2j8ws23HDtKmTsV5NAE0GoxjxnP/ss0cuuMu7rr8BQIjrFw3viuRTYZ7O1QhhBBCiHqh0onW8uXLqyMOURckbYIlT3mWL3sBojp4N54atiZ5Dfcvv59iVzEdQjvwziXv1Pru21WXi+Dfl5H4xx/gdqOPiuLAtWOZ+Ow0kjOOAqCNOc6oR0diMEmPgkIIIYQQVaXSiZa4QNlyT76X1Xo4dL/d2xHVqN+O/MZjqx7DpbjoHdWbWQNnYTXU7q7snSkpJD34IKGbtwDgc/kVzMw18Pb9E3ErLgJ8QnjnzQ+4+bbrvBypEEIIIUT9U6HOMK699lry8vIqfNCbb76Z9PT0cw5K1DKqCvP/AzlHITAOhs++oN7L+m7fdzy88mFciovLGl3G25e8XeuTrPw/lhN/9TXYNm/BbTJRMOkhhi38izc/fRW34uKiTpewc+cOSbKEEEIIIapJhZ5o/fzzzxw/frxCB1RVlQULFvDcc88RHh5+XsGJWuLvT2D3z6DVw/WfgiXQ2xHVCFVVmbNjDrO3zAZgZIuRPNHzCXTa2tvETnU4SH99JlmffQaAqU0b/u59PY+98BzxqXsw6s08MeU5nnxpigzRIIQQQghRjSqUaKmqSosWLao7FlEbpe6AxVM9y4OnQ4Ou3o2nhiiqwmsbX2PunrkA3NHhDiZ1mlSrO3xxJCSQNOVBbCWd1PiPGc/uqKEc33Cca3vdw/xNH/DVN3PpdlFHL0cqhBBCCFH/VSjROpcOMGJian9PbOJf2PPh+/HgtkOLy6H3vd6OqEYoqsKza5/lhwM/APBI90cY02aMl6M6u7xFi0h56mmUggJ0AQEkjL6D91en0uLYcUDlmlsu4+Xv7kZvqL1P44QQQggh6pMKJVr9+/ev7jhEbbToUcg8CP4xcPV7F8R7WS7FxdOrn2bB4QVoNVqevehZRjQb4e2wzkix20l76SVyvvEMIm7q3JkvI9vy3EP3oKoKT97yAa36hdFjeCNJsoQQQgghapC8pCHKt3s+bP0SNFq47iOwBns7omrnVJxMXTWVBYcXoNPoeLnvy7U6yXImJXH05ls8SZZGg3bMBO44ks/Ts57E6bLTrllXbn6sP+YQt7dDFUIIIYS44EiiJU6XnwoL7vMs97kfGl7k1XBqgsPt4KEVD7H4yGL0Wj2v93+dKxpf4e2wzqhg1V/EX3sdtp070QUEcPTOhxjwxjssW/cLWo2We8c/zN87/6Jh01hvhyqEEEIIcUGScbREWaoKP0+C4iyIbA8Dpno7ompnd9t5YPkDrEpahVFr5I2Bb9CvQT9vh1UuVVHIeO89Mt5+B1QVU7t2/DeiLS8/dBcut5Ngv3A+/vBTrr7RkyQqTsXLEQshhBBCXJgk0RJl/f0JHFwKOhNcOwf0Rm9HVK2KXcVM/mMy61LWYdaZeXPQm1wUXTuf4Llzckh65BEK/1wFgO8NN7E37ho2v/86LreT7u368dMv3xLTMNLLkQohhBBCCEm0xEkZB2HJk57lS6dDeGvvxlPNipxF3LvsXv5O+xuL3sI7l7xD98ju3g6rXMU7d5E0eTLO5GQ0JhOWh6az+kgkmX8f54ruY+h7WXceee5uGRtLCCGEEKKWqPRdWVpaGmPGjCE6Ohq9Xo9OpyszVZfs7GzGjBlDQEAAAQEBjBkzhpycnDPWdzqdPProo7Rv3x4fHx+io6MZO3YsycnJ1RZjneZ2wo8TwVkEjftDjzu9HVG1OjXJ8jX48uGlH9baJCv35585Ono0zuRkDHFxLB8xniGPTyPlaBYWPwPXPNCFx164V5IsIYQQQohapNJPtMaPH09CQgJPPfUUUVFRNTaA6+jRo0lMTGTx4sUA3HHHHYwZM4YFCxaUW7+oqIjNmzfz1FNP0bFjR7Kzs7n//vsZPnw4f//9d43EXKeseh2SN4M5wNOVez2+abe5bEz+Y3KZJKt9WHtvh3Ua1eUifcbrZH36KQCmfv2Zlq7wxXMPALApeSEfzJiBT6DJi1EKIYQQQojyVDrR+uuvv1i1ahWdOnWqhnDKt2fPHhYvXsy6devo2bMnAHPmzKF3797s27ePli1bnrZPQEAAS5cuLVM2e/ZsevToQUJCAnFxcTUSe52Q+DesfNWzfOVMCKi/g03b3XbuW34f61PXY9VbeW/we7UyyXLn5JA05UEK16wBwHbTWG78ch7bD2wA4PorxvLRjzMwmyXJEkIIIYSojSqdaMXGxqKqanXEckZr164lICCgNMkC6NWrFwEBAaxZs6bcRKs8ubm5aDQaAgMDz1jHbrdjt9tL1/Py8gBPU0Sn03luH6CKnDh/lcbhKET/40Q0qhul7bW4W40AL3/O6uJwO3jwzwdZk7IGi97C7AGzaRvU1uv/rv9kP3CAlMn34UpMRGMxs++68dz66otk5adjMph54anXmfzYRODfr4VquWZEvSbXjKgsuWZEZck1IyqrNl0zlYlBo1Yya1qyZAmvv/46H3zwAY0aNapsbOfkxRdf5NNPP2X//v1lylu0aMGECROYOvXfuyC32WxcfPHFtGrVirlz556x3rRp05g+ffpp5V999RVWq7Xywddy7Y99TpOM3yk2BLG81Ys49T7eDqlauFQX3xR+w17XXgwYGOs7lsb6xt4O6zS+O3cS+e13aB0OnEFBfN3iIl7/cjZOt4OIoAY8+shjNGndwNthCiGEEEJckIqKihg9ejS5ubn4+/uftW6ln2iNGjWKoqIimjZtitVqxWAwlNmelZVV4WOdKak51caNGwHKfRdMVdUKvSPmdDq58cYbURSFd99996x1p06dypQpU0rX8/LyiI2NZciQIf/6xaxuTqeTpUuXcumll572dT8XmoQ16Lf8DoDh+jlc2mTAeR+zNnIqTh776zH25u7FpDMxq/8sekb2/Pcda5CqqmS//z5ZX3j+CGDu0YPjQx7EsmgnJoOFDi17MH/x94RFhlTquFV9zYj6T64ZUVlyzYjKkmtGVFZtumZOtHariEonWm+88UaVdYAxadIkbrzxxrPWadSoEdu3byctLe20bcePHyciIuKs+zudTm644Qbi4+P5448//jVZMplMmEynv/diMBi8/g97QpXE4iiCX+/3LHcZi77lpecdV23kUlw8tfoplicux6g18tbAt7gopnaNk6XY7aRMfZy8hQsBMN44hp1BV5DwVwYhfpF8MvMHrr69PwbDuY/GUJuuX1E3yDUjKkuuGVFZcs2IyqoN10xlzn9OvQ5WldDQUEJDQ/+1Xu/evcnNzWXDhg306NEDgPXr15Obm8tFF535pvlEknXgwAGWL19OSEjlngbUaytehKzD4BcNQ573djTVQlEVnlnzDEuOLsGgNfDGwDdqXZLlyswk8d5JFG/dCno9yTdPZOzrM7mqm0Ln5hczaGxrmnc/+x8ThBBCCCFE7VPpPrxvvvlm5syZc9r7UtWpdevWXH755UycOJF169axbt06Jk6cyLBhw8p0hNGqVSt++uknAFwuF9dffz1///03X375JW63m9TUVFJTU3E4HDUWe62UuAnWvuNZHvaGp0v3ekZVVV7b+BrzD81Hp9HxWv/X6Negn7fDKsN+4ABHbhhF8dataAMCWHnVWIZNe5zkzKP8sukTRkzpJEmWEEIIIUQdVelEy9fXl9dff51WrVoRHR3NTTfdxPvvv8/evXurI75SX375Je3bt2fIkCEMGTKEDh068MUXX5Sps2/fPnJzcwFITExk/vz5JCYm0qlTJ6KiokqnNSVdZl+QXHb4+V5QFWg/Elpe7u2IqsX7295n7h7P+07P9nmWS+Iu8XJEZRWs+osjN43GmZSELi6WD1v15Z6XH8XmKKR14878te5PIhsHejtMIYQQQghxjirddPCDDz4AIDU1lRUrVrBixQrefPNN7r33XsLDw0lJSanyIAGCg4PP2lsgUKbb+UaNGtV4N/R1wqrX4fgesIbC5a94O5pqMXf3XN7d5un05LEejzG86XAvR1RW1ldfkfbCi+B2o+/SlYdSncz/fAYAVw4Yyfe/fo7FavZylEIIIYQQ4nyc89v1fn5+BAUFERQURGBgIHq9nsjIyKqMTVS11J2eRAtg6GvgU//eWfv54M+8stGTQN7T6R5ubn2zlyM6SXW7SXvlFbI/9zyJ1V15NTf8uoKt+9ahQcMDdz7Ba+9OR6ut9INmIYQQQghRy1Q60Xr00UdZuXIl27Zto127dvTr14+pU6fSr1+/sw4ELLzM7fI0GVRc0GoYtL3G2xFVuWUJy3hmzTMA3NL6Fu7qcJeXIzpJsdlIfvgR8pcuBcByz8OszmqNn243Rr2Zt2d8yMT7xng5SiGEEEIIUVUqnWi99tprhIWF8cwzzzBixAhat25dHXGJqrZ2NqRs9XR8ceXrUEVd9NcW61LW8fDKh3GrbkY0HcHD3R+usmEIzpcrO9vTs+DmzWgMBvSPvMwf2/0ozi9m3NAHeHn201w0qKu3wxRCCCGEEFWo0m2UtmzZwhNPPMGGDRvo168fkZGRjBo1ivfee489e/ZUR4zifGUcgOUveZYvewn86lcTz50ZO5n8x2ScipPBcYOZdtE0tJra0fzOkZjE0dE3U7x5M1p/fxYMup5rn36BgpxiQmN9GfV4b0myhBBCCCHqoUo/0erYsSMdO3Zk8uTJAGzbto1Zs2YxefJkFEXB7XZXeZDiPKgqzJ8Mbjs0vQQ6jfZ2RFXqWN4x7l12L8WuYnpG9eSVfq+g1577wL5VybZ7Nwl33on7eAbayEjejurA2295mjbuL/iTux+ajsGk83KUQgghhBCiOpzTHemWLVtKexxctWoVeXl5dOrUiYEDB1Z1fOJ8bf0KEtaAweoZM6uWNKerClm2LO76/S6ybFm0Dm7NmwPfxKgzejssAAr+Wk3S5MkoRUXomrfgsWIrP33zFgA3XDmeNz6fhsEgSZYQQgghRH1V6UQrKCiIgoICOnbsyIABA5g4cSL9+vXD39+/OuIT56MoC5Y+5Vnu/ygENfRuPFWoyFnEpGWTSMhPIMY3hncHv4uPwcfbYQGQM28eKU8+BS4XdO/JrTsTWb11PgAP3vU0M96b7uUIhRBCCCFEdat0ovXFF19IYlVX/P4MFGVCWGvofa+3o6kyLsXFI38+wo6MHQSYAnhv8HuEWkK9HRYAmZ/8l/RXXwXANuhybl68kj3xW9BrDbz23Gzuf/xOL0cohBBCCCFqQqUTrWHDhpUuJyYmotFoiImJqdKgRBVIWA+bP/csD5sJOoN346kiqqry/LrnWZm4EpPOxNuD3qZxQGNvh4Wqqhyf9SaZJQN6m8bcxU8JwRxO/ACL0ZfPPvqKkWOu8nKUQgghhBCiplS6azZFUXj22WcJCAigYcOGxMXFERgYyHPPPYeiKNURo6gstxN+ecCz3OkWaHiRd+OpQh9s/4AfDvyAVqPllX6v0Cm8k7dDQnW7SZ02vTTJ0t/9GCvzuhKgieG+615mycJlkmQJIYQQQlxgKv1E64knnuDjjz/m5Zdfpk+fPqiqyurVq5k2bRo2m40XXnihOuIUlbH+fUjfBZYguPRZb0dTZX468BPvbH0HgKk9pnJJ3CVejghUh4Pkxx4jb+Ei0Gj4e+hN7F5bTINAB8HRPox76Q58g8zeDlMIIYQQQtSwSidan332GR999BHDhw8vLevYsSMxMTHcc889kmh5W27iyTGzLn0WfEK8G08VWZO0hulrPZ1I3N7+dm5sdaOXIwKlqIjE++6ncNUqMBj4Y9D1PPDm8xj0Jl69/3OufagvJmv9aLIphBBCCCEqp9KJVlZWFq1atTqtvFWrVmRlZVVJUOI8LHoUnIUQ28vTbLAeOJRziAdXPohbdTOsyTAmd57s7ZBw5+Zy7K67Kd6yBY3Fwo89h/LU7OkoqkKXNhcxdupgSbKEEEIIIS5glX5Hq2PHjrz99tunlb/99tt07NixSoIS52j/b7D3F9DoPB1gaCv9z1vrZNmyuHfZvRQ4C+gS3oXpF01H4+WxwFwZGRwdO47iLVvQ+vvzSfuBPPHBCyiqwuDew/lz42/4Bfh6NUYhhBBCCOFdlX6i9eqrr3LllVfy+++/07t3bzQaDWvWrOHYsWMsXLiwOmIUFeEogoUPeZZ73wsRbb0bTxWwu+3c98d9JBUkEesXy6yBs7w+ILEzLZ2ECRNwHD6MJjSEGeHt+OiLmQBcd/kYvl3wX3R6GYhYCCGEEOJCV+lHHv3792f//v1cc8015OTkkJWVxbXXXsu+ffvo27dvdcQoKmLVDMhJAP8GnsGJ6zhVVZm2Zhpbj2/Fz+jH25e8TZA5yKsxOVNSODp2DI7Dh9FFRfFJs0F89JOnp8GJo+/ju18/lSRLCCGEEEIA5/BECyA6Olo6vahNsg7Dmtme5SteAVPdb7b2wfYP+OXwL+g1emYOmEmTgCZejceRmEjCuPE4k5LQNYjlyDUvErXlOM2iOnLNNVfz6jvTvBqfEEIIIYSoXSqUaG3fvr3CB+zQocM5ByPO0ZKnwO2ApoOg1ZXejua8LY5fXNqN+xO9nqBXVC+vxuM4coSj4yfgSk1FE9eIg1dOJ35HHiajmZ+//4U2fRp4NT4hhBBCCFH7VCjR6tSpExqNBlVVy3REoKoqQJkyt9tdxSGKszq0/GQHGJe9BF7uKOJ8bT++nSdXPwnA2DZjub7F9V6Nx37wIEcnTMB9PAOlUVNuS8on6PPZDO91K5dNbEeTTmFejU8IIYQQQtROFXpHKz4+nsOHDxMfH88PP/xA48aNeffdd9m6dStbt27l3XffpWnTpvzwww/VHa84ldsFix/zLPe4A8JP73a/LkkpSGHyH5Oxu+0MaDCAKV2neDUe2759HB07DvfxDNzNWjIuIYf1O//k923f0nqojyRZQgghhBDijCr0RKthw4alyyNHjuStt95i6NChpWUdOnQgNjaWp556iquvvrrKgxRn8PcncHwvWIJhQN3uAKPYVcx9y+8j05ZJy6CWvNLvFXRa73UsYdu7l4Rx43Hn5uJq2ZYxe46x7cAGDHoT/33/SwZc2cNrsQkhhBBCiNqv0p1h7Nixg8aNG59W3rhxY3bv3l0lQYkKKMqC5SUdkgx6Eize7ZHvfJzoYXBP1h6CTEHMHjQbq8HqtXhs+/aTMH4C7txc7G3ac8u2Q+w6vBmTwczcT77n+luGeS02IYQQQghRN1S6e/fWrVvz/PPPY7PZSsvsdjvPP/88rVu3rtLgxFksfwFsORDRDrqO93Y05+Xz3Z+zMH4heo2e1we8TpRvlNdisR84QMKECbhzcihq3YEbN+1j1+HNmI1Wvp07T5IsIYQQQghRIZV+ovX+++9z1VVXERsbS8eOHQHYtm0bGo2GX375pcoDFOVI3+1pNghw+cvgxSZ252tN8hpmbvIM+PtIj0foHtnda7HYDx3i6PgJuLOy0LXrzNemDuxL+A6ryZf/fTOfK64e6LXYhBBCCCFE3VLpRKtHjx7Ex8czd+5c9u7di6qqjBo1itGjR+Pj41MdMYpTqSq6JY+DqkCbEdC47g4SfSz/GA+vfBhFVbim2TXc2PJGr8ViPxzP0fHjcWdmom3bkW2dJ9P4WBHjLn2EsfdfxaChF3stNiGEEKK6ud1unE5njZzL6XSi1+ux2WzSW7WokJq8ZgwGAzpd1TzEOKcBi61WK3fccUeVBCAqJyr3b7RH/wK9GS59ztvhnLMiZxGT/5hMniOPDqEdeKLXE2WGCahJjiNHSBjn6V2wuGlLtraaQPGxIkw+emZ88iShDfy8EpcQQghR3VRVJTU1lZycnBo9Z2RkJMeOHfPa735Rt9T0NRMYGEhkZOR5n6vSiVZ0dDQDBgwonVq0aHFeAYhKcNlom/S1Z/miyRDU8Oz1aylVVXly9ZMczDlIqCWUmQNmYtKZvBKLIyGBo+PG4zp+HFuTFty86wh56+7moZGzuOG+gZJkCSGEqNdOJFnh4eFYrdYauYlVFIWCggJ8fX3RaivdXYC4ANXUNaOqKkVFRaSnpwMQFXV+/QZUOtF6/fXXWblyJTNnzuSuu+4iIiKC/v37M2DAAPr37y8dYlQj7fr38HFkoPpFo7n4fm+Hc84+2vERS48uRa/V88aAN4jwifBKHM6kJE+SlZaGrXFTbtl7jL1Ht2Ex+tLhqiDC4iTJEkIIUX+53e7SJCskJKTGzqsoCg6HA7PZLImWqJCavGYsFgsA6enphIeHn1czwkonWjfddBM33XQTAGlpaSxfvpxffvmF//znPyiKIm1tq4uzGO2G9wFwX/IMemPdfB9uVeIqZm+ZDcATPZ+gU3gnr8ThOn6co7feiislBUejJozdn8ru+C2YjT788O18Lrmy7r77JoQQQlTEiXeyrFbvDakiRG104nvC6XTWbKIFUFBQwF9//cXKlStZsWIFW7ZsoX379vTv3/+cAxH/wmDBdevvHP7fNJq0udbb0ZyT5IJkHlv1GCoqN7S4getbXO+VONw5OSTcehvOowk4oxsw7nAGOw9vwmSw8P2XP0nvgkIIIS4o8p6UEGVV1fdEpROtnj17sn37dtq1a8eAAQN4/PHH6du3L4GBgVUSkDiLgFj2Rl1Hkzr4A9HhdjBlxRTyHHm0D23Poz0e9Uoc7oJCEu64E/uBA7hCw5mQVMC2AxswGcx88/kPDLv+Uq/EJYQQQggh6pdKN3I8cOAAVquVJk2a0KRJE5o1ayZJlvhXr258lV2ZuwgwBTCj/wyMOmONx6DYbCTecw+27dvRBAazsf99xCcfxqg389Wn/+PqG6+o8ZiEEEIIIcpz5MgRNBoNW7du9XYo4hxVOtHKyspi+fLl9OnTh99//53+/fsTGRnJqFGjeP/996sjRlHH/Xr4V77d9y0AL138EtG+0TUeg+p0knT/AxRt2IDGx5ejo16jODOQB699k7kff8e1o6+s8ZiEEEIIcW4GDBjA/ffff97HWblyJV27dsVsNtOkSZMK3csmJCRw1VVX4ePjQ2hoKJMnT8bhcJRut9lsjB8/nvbt26PX67n66qvPO05RN51Ttx0dOnRg8uTJ/PDDDyxatIgrrriCH3/8kXvvvbeq4xN13KGcQ0xfOx2AOzrcQd8GNd/JhOp2k/zoYxSsWIFqNLLmsskc3GdDo9Vw0wOXMHLsVTUekxBCCCG8Kz4+nqFDh9K3b1+2bNnC448/Xnp/eyZut5srr7ySwsJC/vrrL7755ht++OEHHnzwwTJ1LBYLkydPZvDgwTXxUUQtVelEa8uWLbzxxhuMGDGC4OBgevXqxY4dO7jvvvuYP39+dcQo6qgiZxEPrHiAYlcxPaN6ck/He2o8BlVVSZ02nbyFC8Fg4OWo9tzxyq1sif+TS8a1pkmnsBqPSQghhBDnbvz48axcuZI333wTjUaDRqPhyJEjlT7O+++/T1xcHLNmzaJ169bcfvvt3HrrrcyYMeOM+yxZsoTdu3czd+5cOnfuzODBg3n99deZM2cOeXl5APj4+PDee+8xceJEIiMjKxzPhg0b6Ny5M2azmW7durFly5ZKfyZRu1S6M4zu3bvTuXNn+vfvz8SJE+nXrx/+/v7VEZuow1RVZdqaacTnxhNuCeeVvq+g055795jn6visN8n5/nvQanmnaU+++PkjACLbGGjZs+I//IQQQogLgaqqFDurd6geRVEodrjRO1ylYyJZDLoK9/T25ptvsn//ftq1a8ezzz4LQFiY5w+nvr6+Z923b9++LFq0CIC1a9cyZMiQMtsvu+wyPv74Y5xOJwaD4bT9165dS7t27YiOji6zj91uZ9OmTQwceG49FxcWFjJs2DAGDRrE3LlziY+P57777junY4nao9KJVlZWliRW4l99s+8bFh1ZhF6jZ8aAGYRYam4gxBOyvphL5gcfAPB5uwG88/27AEya8AjPv/FEjccjhBBC1HbFTjdtnv6txs+7+9nLsBordlsaEBCA0WjEarWe9sTo3zqOODEYLUBqaioRERFltkdEROByucjIyCAqKuq0/cvbJygoCKPRSGpqaoXiL8+XX36J2+3mk08+wWq10rZtWxITE7n77rvP+ZjC+yqdaEmSJf7NjuM7eHXjqwA80PUBOod3rvEY8hYvJu3FFwH4sdMgXvn2PQDGXHsnsz95pcbjEUIIIUT1a9asWaXq//Mpmqqq5ZafbZ8T+53P2Et79uyhY8eOZQaP7t279zkfT9QOlU603G43b7zxBt999x0JCQllelkBzxMvceHKd+Tz8J8P41JcDI4bzJg2Y2o8hsJ160l++BFQVZZ1HMDT372PisqIwTfxaclTLSGEEEKczmLQsfvZy6r1HIqikJ+Xj5+/X5mmg1WhMk0HIyMjT3sKlZ6ejl6vJySk/JY4kZGRrF+/vkxZdnY2TqfztCddlXEiwRP1S6UTrenTp/PRRx8xZcoUnnrqKZ544gmOHDnCvHnzePrpp6sjRlFHqKrKc2ufI6kgiWifaKb3mV7jo83b9u4lcdIkVKcT5+BRfLvibxRVYWDPK/lh0RelP9CFEEIIcTqNRlPhJnznSlEUXEYdVqP+nH8vG41G3O7T3yWrTNPB3r17s2DBgjLblyxZQrdu3cp9P+vEPi+88AIpKSmlTQuXLFmCyWSia9eulfwUJ7Vp04YvvviC4uLi0hjXrVt3zscTtUOlr+4vv/ySOXPm8NBDD6HX67npppv46KOPePrpp+WCuMDNOziPRUcWodPoeKXfK/gba7aZqSMxiYSJE1EKClB6XMJG0yBu6HM/9456il+X/w+dvuY74xBCCCFE1WvUqBHr16/nyJEjZGRkoCgK4Gk6eLYpJiam9Bh33XUXR48eZcqUKezZs4dPPvmEjz/+mIceeqi0zk8//USrVq1K14cMGUKbNm0YM2YMW7ZsYdmyZTz00ENMnDixzOs1u3fvZuvWrWRlZZGbm8vWrVvPmgSOHj0arVbLbbfdxu7du1m4cOFZez8UdUOlE63U1FTat28PeB7P5ubmAjBs2DB+/fXXqo1O1BmHcw7z4nrPO1GTOk+iU3inGj2/KzubY7ffjvt4BtlNWrMxaiS2QheRjQKY+enTWCzmGo1HCCGEENXnoYceQqfT0aZNG8LCwkhISKj0MRo3bszChQtZsWIFnTp14rnnnuOtt97iuuuuK62Tm5vLvn37Std1Oh2//vorZrOZPn36cMMNN3D11VeflhQNHTqUzp07s2DBAlasWEHnzp3p3PnM76z7+vqyYMECdu/eTefOnXniiSd45RV5p7yuq/Sz4QYNGpCSkkJcXBzNmjVjyZIldOnShY0bN2IymaojRlHL2d12Hv7zYWxuG72ienFru1tr9PxKURHH7rwLx5Ej5EXGMHrzDoL3PcOkG6Zx5b0dMZqrtwmEEEIIIWpWixYtWLt27Xkfp3///mzevPmM28ePH8/48ePLlMXFxfHLL7+c9bjnMq5Xr169TnvqJe9u1W2VfqJ1zTXXsGzZMgDuu+8+nnrqKZo3b87YsWO59daavcEWtcOMjTPYn72fYHMwL178IlpNzb0HpbrdJD38CLbt23H6B3L7sWyOph3kUOp2uo+MwupvrLFYhBBCCCGEOKHSf+p/+eWXS5evv/56YmNjWb16Nc2aNWP48OFVGpyo/ZYlLOObfd8A8MLFLxBmDavR86e/+ioFy5ahGIxMslvYeXgdJoOFH7/7mfZdWtZoLEIIIYQQQpxQqUcPTqeTCRMmcPjw4dKynj17MmXKFEmyLkCphak8vdrT0+S4NuO4OObiGj1/1twvyfrscxRV5Un/xqzavhydVs8n783lkiv71mgsQgghhBBCnKpSiZbBYOCnn36qrlhEHeJSXDz656PkOfJoG9KW+7rcV6Pnz1++vHRA4vcad2femp8BeG36bEbfdm2NxiKEEEIIIcQ/ndM7WvPmzauGUERdMmf7HDanb8aqt/Jqv1cx6Mofb6I6FO/aRdKDD4GicGTgTXy47HsAHrjjCR548q4ai0MIIYQQQogzqfQ7Ws2aNeO5555jzZo1dO3aFR8fnzLbJ0+eXGXBidppx/EdfLD9AwCe7PUkcf5xNXZuZ0oKiXfdjVpUhKPPMBL0/Zg0NIB0djPjvWdrLA4hhBBCCCHOptKJ1kcffURgYCCbNm1i06ZNZbZpNBpJtOq5ImcRU/+ailt1c3mjyxnWZFiNndtdUMCxu+7Gdfw47lZd2BR0Fa4CF4MuHcDQu/9zzqPLCyGEEEIIUdUqnWjFx8dXRxyijpi5aSZH844Sbg3nyV5PotFoauS8qstF0gNTsO/bR25wJHfuOMSVhn106NiRIbe3RauTJEsIIYQQQtQedebuNDs7mzFjxhAQEEBAQABjxowhJyfnrPtMmzaNVq1a4ePjQ1BQEIMHD2b9+vU1E3A9tCpxFd/u+xaA5/o8R4ApoMbOnfbyKxSuWoXDbOHO9AK2H17Pp3+8wBV3tZUBiYUQQgghRK1ToTvUKVOmVPiAM2fOPOdgzmb06NEkJiayePFiAO644w7GjBnDggULzrhPixYtePvtt2nSpAnFxcW88cYbDBkyhIMHDxIWVrPjPdV12bZsnl7j6cr95tY3c1H0RTV37u++I3vuXBRV5VFDBNsPLcZkMDN37lwCQn3+/QBCCCGEEHXMkSNHaNy4MVu2bKFTp07eDkecgwolWlu2bCmzvmnTJtxuNy1begaE3b9/Pzqdjq5du1Z9hMCePXtYvHgx69ato2fPngDMmTOH3r17s2/fvtI4/mn06NFl1mfOnMnHH3/M9u3bueSSS6ol1vpIVVWeXfssGcUZNAlowv1d7q+xcxdt3Ejqs88B8FZsF35b9jUajZZ3Zn7MoCtqdtwuIYQQQtQOAwYMoFOnTsyaNeu8jrNy5UqmTJnCrl27iI6O5pFHHuGuu87eg3FCQgL33nsvf/zxBxaLhdGjRzNjxgyMRiMA+/bt46677mL37t3k5uYSHR3N6NGjeeaZZzAYaq6XZuF9FUq0li9fXro8c+ZM/Pz8+OyzzwgKCgI8zfomTJhA377VM0js2rVrCQgIKE2yAHr16kVAQABr1qw5Y6J1KofDwYcffkhAQAAdO3asljjrq/mH5vN7wu/oNXpe6vsSZr25Rs7rSEwicfJ94HLxc5NufLhoLgCP/Wc6t00a/S97CyGEEEKcWXx8PEOHDmXixInMnTuX1atXc8899xAWFsZ1111X7j5ut5srr7ySsLAw/vrrLzIzMxk3bhyqqjJ79mzAM+7s2LFj6dKlC4GBgWzbto2JEyeiKAovlowBKi4MlX655fXXX2fJkiWlSRZAUFAQzz//PEOGDOHBBx+s0gABUlNTCQ8PP608PDyc1NTUs+77yy+/cOONN1JUVERUVBRLly4lNDT0jPXtdjt2u710PS8vDwCn04nT6TzHT1A1Tpy/JuNILkjmpfUvAXBXh7to7t+8Rs6vFBWReM89uLOz2R7bhmeW/g+A6y4fw/QZj3r936Ku8MY1I+o2uWZEZck1U3c5nU5UVUVRFBRFqbHzqqpaOj+X806YMIGVK1eycuVK3nzzTQAOHTpEo0aNKnWc9957j7i4uNLXXlq2bMnGjRuZMWMG11xzTbn7LF68mN27d3P06FGio6MBeO2117j11lt57rnn8Pf3p1GjRmViiY2NZfTo0axateqsn3fDhg3cfffd7Nmzh3bt2jF16lSAGv/3qY3O95qpLEVRUFUVp9OJTqcrs60yP+sqnWjl5eWRlpZG27Zty5Snp6eTn59fqWNNmzaN6dOnn7XOxo0bAcrt3U5V1X/t9W7gwIFs3bqVjIwM5syZww033MD69evLTdwAXnrppXJjWrJkCVar9aznqilLly6tkfMoqsLHBR9T6C4kThdH+JFwFh5dWAMnVoieOxff/f9v776jorrWv4F/Z4Chg4DIgKJgbGAlIgEbmkT0GjWWa7waNcSSEDVW1KBJLIkFjUaxRGPDqxjNm6iJXvVKNGBDrFgCoolgA0SK1KHMzHn/8MfcjNQRhmHg+1mLtZxzdnkObHCe2fvscxf5jaR47DoGLe88gIEEGD1xKI4dq4UY6pnaGjNUf3DMkKY4ZvSPoaEhpFIpcnNzUVRU9OKgIAByWa30n5OR/7dgTIEq7mS8dOlSxMXFwd3dXZWMWFtbIzs7G82aNauwrre3N3766cWHt+fOnYOvr6/qQ3UA6NWrF3bu3In09PQyl/lFRkbCzc0NFhYWqnrdu3dHYWEhzp49W+bqrvv37+P48eMYNGiQWl9/l5eXh8GDB6NXr17YvHkzHjx4gMDAQNW58uo1NJrmGq+qqKgIMpkMZ86cgVwuVzuXn59fTq3SNE60hg0bhg8//BBr1qyBt7c3AODixYuYO3cuhg8frlFb06ZNw7/+9a8Ky7i4uODmzZt4+vRpqXPPnj2Dg4NDhfXNzc3RqlUrtGrVCt7e3mjdujV27Nih+sV8WVBQkNrmH9nZ2XB2doafnx+srKyqcFXaU1xcjPDwcPTr169W1vjujt2NBzEPYGZoho0DN6KZRcV/vGpK+sZNyPwjFkqJCf7yWwyTVAU+++Bb+AW0RWMHm8obIJXaHjOk/zhmSFMcM/qroKAAjx49goWFBUxM/u+2gKI8iFe61Xosys8eA5KqbXBlZWUFMzMzWFtbo3Xr1mrnrl27VmFdU1NT1fu5tLQ0ODs7q72/c3FxgVwuR1FREezs7ErVz8zMhKOjo1odKysrSCQSZGdnqx3v2bMnrl27hsLCQkyePBkrV64s95mf+/fvh1KpxL///W+YmZnhjTfeQEZGBqZOnQpzc3OdvwfVNUEQkJOTA0tLy1p5tFBBQQFMTU3Ru3fv//1u/B9Nkl6NE60tW7YgMDAQY8eOVU2dGRoaYuLEiVi9erVGbTVu3LjCZXwlfHx8kJWVhUuXLsHLywsAEB0djaysLHTvrtnud4IgqC0NfJmxsTGMjY1LHTcyMqoz/4HURiz3s+7ju5vfAQDme82Hq42rVvsrkX38ODK3boVSEPDr6+/B8qkcxmZGGDLtddhIucPgq6pL45f0A8cMaYpjRv8oFAqIRCKIxeL/JQDlJALaJhaLNe67JPa/a9Omjcb9/r2NkjfxBgYGZSZFpb5f/0cQhFJ1Dhw4gJycHNy4cQNz587F2rVrMW/evDLjiI+PR+fOnWFhYaE61qNHjzJjbIhKlguW9TPXBrFYDJFIVObfNU3+zmmcaJmZmWHz5s1YvXo1/vrrLwiCgFatWsHcXHtvgt3c3DBgwABMnjwZW7duBfBie/dBgwapbYTRrl07rFixAsOGDUNeXh6WLVuGIUOGwNHREenp6di8eTMeP36MkSNHai3W+kChVOCL81+gSFmEHk17YFirstcp17SC2FgkBS0AAHzf/HWE7F6A3u2H4N/7dzDJIiIiqg1GZsCCJK12oVQqkZ2TAytLy/+9aTaqmdsz/p6olKVXr144fvw4AEAqlZa61z81NRWGhoZlzmaV1Hn5mayZmZkoLi4utcrK2dkZAODu7g6FQoGPPvoIc+bMKXXPD/C/e5CofnnlJ72am5ujU6dONRlLhcLCwjB9+nT4+fkBAIYMGYKNGzeqlYmPj0dWVhaAF59E3LlzB7t370ZaWhrs7OzQrVs3nD17ttT9ZaRub9xe3Hx2ExZGFljss7hWpmjlmZl4PO1TCAUFONXydWw4sR8A4NmzE1p0qHzWk4iIiGqASFTlJXyvTKkEjBQv+nnF2QmJRAKFQlHqeExMTIX1TE1NVf/28fEp9TzWkydPwtPTs9xZCx8fHyxbtgzJyclwdHRU1TE2Nq7wMUclGyuUl1C5u7tjz549kMlkqhgvXrxY4bVQ3ffKiVZts7W1xd69eyss8/fBa2JigoMHD2o7rHonISsBG66/2J50bre5kJpLtd6noFAgaU4gipOScM+hJeaf/hWCoET/nkOxenPFm6UQERFRw+Pi4oLo6GgkJibCwsICtra2EIvFaNWqVZXbCAgIwMaNGzF79mxMnjwZUVFR2LFjB3744QdVmUOHDiEoKAh37twBAPj5+cHd3R3jxo3D6tWrkZGRgcDAQEyePFl1H1VYWBiMjIzQsWNHGBsb4+rVqwgKCsKoUaNgaFj2W+8xY8Zg4cKFmDhxIj7//HMkJibim2++qcZ3iOqChr3gk9SULBksVBSiu1P3Wlsy+CxkA/IuXECmqSUCbt9GfmEu2rbohIPH9zX4NclERERUWmBgIAwMDODu7g57e3s8fPhQ4zZcXV1x7NgxREREoEuXLvjqq68QEhKi9gytrKwsxMfHq14bGBjgP//5D0xMTNCjRw+89957GDp0qFpSZGhoiODgYHh5eaFTp05YvHgxpk6diu3bt5cbi4WFBY4cOYLY2Fh4eHhg4cKFCA4O1viaqG7Rmxkt0r69cXtx49kNmBuZ19qSwezwcKRv3QqFAMzIEyM54yFsrZrg+G9HYWZhWnkDRERE1OC0adMGUVFR1W7H19e3wp0K/f394e/vr3asefPmOHr0aLl1Ro0ahVGjRmkci7e3d6mlj7x3S79xuoAAAIlZiaolg4GegXC0cNR6n4X37yP5sxfb7J/qOhxX712CoYER9of9CNdWzlrvn4iIiIhIWzijRVAoFfjywpcoVBTC29EbI1qPqLxSdfvMzcPjT6dDmZeHnDeGwtDsLXwy0AotPC3Qb5Cv1vsnIiIiItImJlqEfXf24XrqdZgZmmFJ9yVaXzIoCAKSFyxA0V9/oahpW9ywGQAUKPDe+0PhO6Zt5Q0QEREREdVxXDrYwD3IfoCQayEAgDmec+Bk4aT1PjN27EDOyZPINTLB1Kd5ePL0ERxcrdDzvdaVVyYiIiIi0gOc0WrABEHA4guLUaAowBvSNzCyjfYf5Jx38SJS134LpSBgHhrh/B+/4a/ku7izIQ4Ghsz7iYiIiKh+4DvbBuzwn4dx5ekVmBqaYnF37e8yKH/2DE8C5wJKJbY5dULE7QiIRWJsWL8J1o1r5onwRERERER1AROtBipNloZvrrx45sPULlPRzLKZVvsTFAo8CZwLRVoazju0wYYzLx4mPevjz/HPsYO02jcRERERUW1jotVArbq8CtlF2XCzdcP7bu9rvb+0TZuQHx2NJ6aNEHj1HJRKBXy7DcCqTYu03jcRERERUW1jotUAnX18FscTjkMsEmNR90UwFGv3Vr3c8+eR9t0WFEGEGRn5yMrLgHOT13D4xAGIxRyCRERERFT/8F1uA5NfnI+vL34NABjrNhbt7dprtb/ip6lImjsPEAT82TcAeQVFMDYyxcFDP6ORrZVW+yYiIiLSV4mJiRCJRIiJidF1KPSKmGg1MJtjNiMpLwlO5k6Y2mWqVvsS5HIkzZkDRUYGsjv5IUXogFlD1mHf9kPw7N5Zq30TERFR/dWnTx/MnDmz2u1ERkaia9euMDExQcuWLbFly5ZK68yYMQNdu3aFsbExunTpUmaZW7duwdfXF6ampmjatCmWLl0KQRCqHS/pF27v3oDEpsdiT9weAMBC74UwM9LuTn/PNm5E/pUryLN0wO2mwwCZEl36uvChxERERKRzCQkJGDhwICZPnoy9e/fi/PnzmDJlCuzt7TFixIhy6wmCgAkTJiA6Oho3b94sdT47Oxv9+vVD3759cfnyZdy9exf+/v4wNzfHnDlztHlJVMdwRquBkCvlWHxhMZSCEv9w+Qd6N+ut1f5yz55D+tbvUQQRPkjNxIGI72HjZIIeI1tptV8iIiKq3/z9/REZGYn169dDJBJBJBIhMTFR43a2bNmC5s2bY926dXBzc8OkSZMwYcIEfPPNNxXWCwkJwdSpU9GyZcsyz4eFhaGgoAChoaHo0KEDhg8fjgULFmDt2rUVzmpdunQJHh4eMDExgaenJ65fv67xNVHdwhmtBiIsLgxxGXGwklhhntc8rfZV/PQpkua9uC9rpfVriI3/D+6n/InV338OQyMDrfZNREREr04QBMjkMq32oVQqIZPLYFhsqNoUy9TQtMrP81y/fj3u3r2LDh06YOnSpQAAe3t7AICFhUWFdXv16oXjx48DAKKiouDn56d2vn///tixYweKi4thZGSk0XWViIqKgq+vL4yNjdXaDQoKQmJiIlxdXUvVycvLw6BBg/Dmm29i7969SEhIwIwZM16pf6o7mGg1AE9yn2BTzCYAQKBnIBqbNtZaX4JCgaS586DIzMSJJm2x/+wvAIDgJevQuZu71volIiKi6pPJZXhj3xu13m/0mOgq39JgbW0NiUQCMzMzSKVStXOVbRxhamqq+ndKSgocHBzUzjs4OEAulyMtLQ2Ojo5VC/4lKSkpcHFxKdVuybmyEq2wsDAoFArs3LkTZmZmaN++PR4/foxPPvnklWKguoGJVj0nCAKWRy+HTC5DN2k3DG01VKv9pW/fgfxLl/DA1AZfXv4dADC03xhM/2yyVvslIiIiatVKs1sUXp5FK1naV9XZtZpqNy4uDp07d4aZ2f+STR8fn2rFQLrHRKue+/3R7zjz+AwMxYb4wvuLav/hqIjsxg08CwlBIUSY8SwLuQXZcHVqh70/b9Nan0RERFRzTA1NET0mWqt9KJVK5OTkwNLSUm3pYE3QZOmgVCpFSkqK2vnU1FQYGhrCzs7ulWMor10ApWbQSnBHwvqJiVY9JpPLEHwpGADwYfsP4Wpdeqq6pihyc/EkcC6gUGCluQvuxp+AicQcBw/9P5hband3QyIiIqoZIpFI67sSK5VKyA3lMDMyUyVampJIJFAoFKWOa7J00MfHB0eOHFE7f/LkSXh6er7y/Vkl7S5YsABFRUWQSCSqdp2cnEotKSzh7u6OPXv2QCaTqWK8ePHiK8dAdQN3HazHtt3chqS8JDiaO2JSx0la7evpV1+h+NEjZL3mAyPrTpAYmmDV0nXo4tVBq/0SERFRw+Pi4oLo6GgkJiYiLS0NSqUSwIulgxV9NW3aVNVGQEAAHjx4gNmzZyMuLg47d+7Ejh07EBgYqCpz6NAhtGvXTq3vP//8EzExMUhJSYFMJkNMTAxiYmJQVFQEABgzZgyMjY3h7++P27dv49ChQ1i+fDlmz55d7sqiMWPGQCwWY+LEiYiNjcWxY8cq3f2Q6j7OaNVTiVmJCP0jFAAw32u+Vj+dyjpyBFm//IpiiQXi2o6Dd76AYSMGY/jUnlrrk4iIiBquwMBAfPDBB3B3d4dMJkNCQkK5s0XlcXV1xbFjxzBr1ixs2rQJTk5OCAkJUXuGVlZWFuLj49XqTZo0CZGRkarXHh4eAKCKwdraGuHh4Zg6dSo8PT1hY2OD2bNnY/bs2eXGYmFhgSNHjiAgIAAeHh5wd3dHcHBwhc/zorqPiVY9VLIBRrGyGD2b9sSbzm9qra+iR4+QsngJlIKA231mIz9fQCMHMwye1E1rfRIREVHD1qZNG0RFRVW7HV9fX1y7dq3c8/7+/vD391c7FhERUWm7HTt2xJkzZzSKxdvbu9TSR967pd+4dLAeCn8QjqjkKEjEEizwWqC1DTCE4mI8CQyEMi8PO21bY+rO6fgz5Qb8JraHkTGfl0VEREREDRdntOqZ/OJ8BF9+sQHGhI4T4GzlrLW+nm3ejIIbN3HbvAk2XAlHsbwQYmkG7Jtbaq1PIiIiIiJ9wBmtembLzS1IzU9FU4ummNhhotb6yb98GelbtiIfYgQ+eoxieSG6tPPBqo2LtdYnEREREZG+YKJVj/z1/C/s+WMPACDIKwgmhiZa6UeRm4uk+Z8BgoCvTZvh4bP7sDRthJ9/+QEGhlwySERERETERKueEAQBy6KXQS7I0ce5D3ydfbXW19MVK1CclITj1i44HHMSALBu9Sa0bNNCa30SEREREekTJlr1xPGE47icchnGBsaY322+1vrJOXUKWT8fRJLIFItvvXhy/IgB4zBh6hit9UlEREREpG+YaNUD+cX5WHNlDQBgUsdJaGbZTCv9yNPTkfzFlxAAPOo7E60dO8O5yWsI/fE7rfRHRERERKSvmGjVAztu70Cq7MUGGB92+FArfQiCgJTFi6HIyMCzzsOQp2yGSf/4EpERkbCwNNdKn0RERERE+oqJlp57kvsEu//YDQAI9AyEsYGxVvrJ+uUX5IT/hnTTxoizfxsA4P3ua3B1a6qV/oiIiIiI9BkTLT239spaFCoK0U3aDW81f0srfRQnJeHp18sgF4DJzzKx5dhimDsK6PyW9p7RRURERNSQJSYmQiQSISYmRteh0CtioqXHrqRcwckHJyEWiTG/23yIRKIa70NQKpG0YCGUubnYaOmKO0/+wJ3HV/D6ICeIxTXfHxEREVFl+vTpg5kzZ1a7ncjISHTt2hUmJiZo2bIltmzZUmH59PR0DBgwAE5OTjA2NoazszOmTZuG7OxsVZmIiAi8++67cHR0hLm5Obp06YKwsLBqx0r6h4mWnlIoFQi+HAwAGNF6BNrattVKP5l7w5B/8SJuGDfGzuu/AQAWzvkKnbq6aaU/IiIiotqQkJCAgQMHolevXrh+/ToWLFiA6dOn4+effy63jlgsxrvvvotff/0Vd+/eRWhoKH777TcEBASoyly4cAGdOnXCzz//jJs3b2LChAkYP348jhw5UhuXRXWIoa4DoFdz+M/DuJNxB5ZGlpjmMU0rfRTev4/UNWtQCBHmJydBrixGtw69sXDZLK30R0RERLolCAIEmUyrfSiVSihlMigNDQHxi8/8RaamVV6Z4+/vj8jISERGRmL9+vUAXiRNLi4uGsWxZcsWNG/eHOvWrQMAuLm54cqVK/jmm28wYsSIMuvY2Njgk08+Ub1u0aIFpkyZgtWrV6uOLViwQK3O9OnT8d///heHDh3C4MGDy43n0qVL+PjjjxEXF4cOHTpg4cKFGl0P1T1MtPRQTlEOQq6HAAACOgfA1sS2xvsQFAokBQVBKCxEsGlzPHx2EhYm1th/cA/EYk6EEhER1UeCTIb417vWSl9P//bvtteuQmRmVqV669evx927d9GhQwcsXboUAGBvbw8AsLCwqLBur169cPz4cQBAVFQU/Pz81M73798fO3bsQHFxMYyMjCqNJSkpCQcPHoSvr2+F5bKysuDmVv5qoLy8PAwaNAhvvvkm9u7di4SEBMyYMaPS/qluY6Klh7b/sR0ZBRlwsXLB6HajtdJHxu5/o+DGTZw3dcCBGy+WDK5cuhYtWzfXSn9EREREVWFtbQ2JRAIzMzNIpVK1c5VtHGFqaqr6d0pKChwcHNTOOzg4QC6XIy0tDY6OjuW2M3r0aPzyyy+QyWQYPHgwtm/fXm7Zn376CZcvX8bWrVvLLRMWFgaFQoGdO3fCzMwM7du3x+PHj9Vmz0j/MNHSM2mKNPwQ/wMAYG63uTAyqPzTFk0VJiTg2fr1UIglSGwzFI3+jMPrHd/A1LkTarwvIiIiqjtEpqZoe+2qVvtQKpXIzsmBlaWlapWM6G8JUHW0atVKo/IvL1cUBKHM4y/79ttvsWjRIsTHx2PBggWYPXs2Nm/eXKpcREQE/P39sW3bNrRv377c9uLi4tC5c2eY/W1Wz8fHR5NLoTqIiZaeOSE7AblSjp5Ne6J3s9413r6gVCL58y8gFBbiQa/pcDRoi2WT/o0R82pnGQERERHpjkgkqvISvlemVEIsl0NsZlbjtyNosnRQKpUiJSVF7XxqaioMDQ1hZ2dXYTtSqRRSqRTt2rWDnZ0devXqhS+++EJtFiwyMhKDBw/G2rVrMX78+ArbK0nwqH5hoqVHopKjcEd+B4YiQ8ztNlcrfWSG7YPs6lVkNnFHosGLnQwHfdQNTRxr/j4wIiIiolchkUigUChKHddk6aCPj0+pnQBPnjwJT0/PKt2fVaIkSSosLFQdi4iIwKBBgxAcHIyPPvqo0jbc3d2xZ88eyGQyVYwXL16scgxUN3FXAz0hV8qx5toaAMB7bd5DS+uWNd5H0ePHSF27FrkwwJg7N3E29gjadZfC2Y1JFhEREdUdLi4uiI6ORmJiItLS0qBUKgG8WDpY0VfTpk1VbQQEBODBgweYPXs24uLisHPnTuzYsQOBgYGqMocOHUK7du1Ur48dO4Zdu3bh9u3bSExMxLFjx/DJJ5+gR48eql0PIyIi8M4772D69OkYMWIEUlJSkJKSgoyMjHKvZ8yYMRCLxZg4cSJiY2Nx7NgxfPPNNzX8XaPaxkRLTwgQMLTlUNiKbfFRx8o/GdG4fUF4sWRQJsMKQ3s8ePYnTsaEoVN/aeWViYiIiGpRYGAgDAwM4O7uDnt7ezx8+FDjNlxdXXHs2DFERESgS5cu+OqrrxASEqK2tXtWVhbi4+NVr01NTbFt2zb07NkTbm5umDlzJgYNGoSjR4+qyoSGhiI/Px8rVqyAo6Oj6mv48OHlxmJhYYEjR44gNjYWHh4eWLhwIYKDgzW+JqpbuHRQTxiJjTDWbSys71vDSmJV4+0///H/If/iRZyX2OPwrUgAwNqVIbB34GwWERER1S1t2rRBVFRUtdvx9fXFtWvXyj3v7+8Pf39/1eu+ffviwoULFbYZGhqK0NBQjWPx9vYutfSR927pN85o6RkDkUGNt1mclITUVauQDzG+fJwIAQL6dR8C/yn/qvG+iIiIiIgaAiZaDZwgCEhetBjKvDysMpIiOfMRrM1tEbr/e12HRkRERESkt5hoNXBZh39B3tmzuGRkh5/+iAAArPxqLZycHSquSERERERE5WKi1YDJMzKQunIllCIDnG7cCQIA324DEDDrA12HRkRERESk17gZRgP2dOVKKLKy8NjzA3hZeMG5aWd89NUgXYdFRERERKT3mGg1ULnnzyP71yPItWyGv6y8ACXwwcyhaO7KJYNERERERNXFpYMNkFImQ8riJZALwIICIySlJ6JlF3u06tpE16EREREREdULnNFqgNI2f4fiR4+wxbgpfrt1HNF/RWHm+gSIRCJdh0ZEREREVC/ozYxWZmYmxo0bB2tra1hbW2PcuHF4/vx5let//PHHEIlEWLdundZi1AcF8XeRvmsXEkWm2HHnxQP3Zn4yH42ljXQbGBERERFRPaI3idaYMWMQExODEydO4MSJE4iJicG4ceOqVPfw4cOIjo6Gk5OTlqOs2wSlEilffglBLseiAjEKi2Vo26ITFgXP1XVoRERERPQ3iYmJEIlEiImJ0XUo9Ir0ItGKi4vDiRMnsH37dvj4+MDHxwfbtm3D0aNHER8fX2HdJ0+eYNq0aQgLC4ORkVEtRVw3Ze7fD9mNGzgkkeJy4lWIxQbYvnMbDAwNdB0aERERUZX16dMHM2fOrFYbycnJGDNmDNq2bQuxWFzl9h4+fIjBgwfD3NwcjRs3xvTp01FUVKRW5tatW/D19YWpqSmaNm2KpUuXQhCEasVL+kcv7tGKioqCtbU13njjDdUxb29vWFtb48KFC2jbtm2Z9ZRKJcaNG4e5c+eiffv2VeqrsLAQhYWFqtfZ2dkAgOLiYhQXF1fjKqqvpP9XiUP+9Cmerf0Wz2GENfdvAwDGDpuMN3p56Py6SHuqM2aoYeKYIU1xzOiv4uJiCIIApVIJpVJZa/2WJBwlfVennerUl8lkaNy4MYKCgrB+/foqtadQKPDOO+/A3t4eZ86cQXp6Oj788EMolUqEhIQAePHesV+/fujTpw+io6Nx9+5dTJgwAWZmZpg9e3aV4yuJpbZ/PnVRTY2ZqlIqlRAEAcXFxTAwUJ+Q0ORvnV4kWikpKWjSpPSOeE2aNEFKSkq59YKDg2FoaIjp06dXua8VK1ZgyZIlpY6fPHkSZmZmVW5Hm8LDwzWu47hnDyxzc7HR2AWZebdg38gJA0f0xbFjx7QQIdU1rzJmqGHjmCFNcczoH0NDQ0ilUuTm5qpmZARBgKK4dt7UZ6Y/V/3bwEhc5U25pkyZgsjISERGRqqSmxs3bqB58+Ya9W9ra4ulS5cCALZv346ioiLVB+zlCQ8PR2xsLG7fvg1HR0e89tprWLp0KaZOnYp58+bBysoKO3bsgEwmw/r162FsbIzmzZtj1qxZWLt2LSZOnFjudV69ehWzZs3C3bt34ebmhjlz5gAA8vLyKo2rocjJyamVfoqKiiCTyXDmzBnI5XK1c/n5+VVuR6eJ1uLFi8tMav7u8uXLAFDmoBQEocLBun79ely7dk2j3fSCgoLUPm3Izs6Gs7Mz/Pz8YGVlVeV2tKG4uBjh4eHo16+fRssg837/Hcm3/0BWo9fwRqcZyDdrgZGT+mH4P4doMVqqC151zFDDxTFDmuKY0V8FBQV49OgRLCwsYGJiAgAoLlRge9DZWo9l0re9YGRctVsZNm3ahMTERLRv3171PtLe3h4GBgaVvlfr2bNnmR8yGxoaQiKRVFr/5s2b6NChg9pqqqFDh2LSpEm4d+8e+vbti5iYGPj6+sLe3l5VZsiQIVi6dCkyMjLg6upaqt28vDyMHj0affv2RVhYGBISEjBr1iwAgLm5uc7fg+qaIAjIycmBpaVlreySXVBQAFNTU/Tu3Vv1u1FCk6RXp4nWtGnT8K9//avCMi4uLrh58yaePn1a6tyzZ8/g4FD2A3bPnj2L1NRUtU83FAoF5syZg3Xr1iExMbHMesbGxjA2Ni513MjIqM78B6JJLEqZDM9WroRSJMafXp/AoMgAUz+ejrf93bUcJdUldWn8kn7gmCFNcczoH4VCAZFIBLFYDLH4xW37YrFu7iP6ewyVsbGxgUQigbm5eamNzirbOMLU1LTcfkq+FxV5+vQpHBwc1MrZ2dlBIpEgNTUVYrEYT58+hYuLi1oZR0dHAEBqaipee+21Uu3+8MMPUCgU2LVrF8zMzNCxY0ckJSXhk08+0eh7U1+VLBesys+oJojFL2ZYy/q7psnfOZ0mWo0bN0bjxo0rLefj44OsrCxcunQJXl5eAIDo6GhkZWWhe/fuZdYZN24c3n77bbVj/fv3x7hx4/Dhhx9WP3g9kbZ1K+RJyTgp7QaRzACWVkbo8c9Wug6LiIiI6iBDiRgfrffVah9KpRI5OdmwtLRSvWk2lNTMm+dWrbT/Hqcqq6xeLlNyj1F5szFxcXHo3Lmz2m0qPj4+NREu6ZBe3KPl5uaGAQMGYPLkydi6dSsA4KOPPsKgQYPUpm7btWuHFStWYNiwYbCzs4OdnZ1aO0ZGRpBKpeVunlHfFCYkIGPHTtwTmWP++R9heyMC/2/PEZhaSHQdGhEREdVBIpGoykv4XpVSKYJhoQGMjA1qfHbCwsKiwvO9evXC8ePHX7l9qVSK6OhotWOZmZkoLi5WrbKSSqWl9hBITU0FgHJXYnFHwvpJLxItAAgLC8P06dPh5+cH4MVa140bN6qViY+PR1ZWli7Cq3MEQcDTr5dBUVSERTIRiuWFsG/sgB4DO+o6NCIiIqJqkUgkUCgUpY5XZelgdfj4+GDZsmVITk5WLQc8efIkjI2N0bVrV1WZBQsWoKioCBKJRFXGyckJLi4uZbbr7u6OPXv2QCaTqWK8ePFitWIl3dObRMvW1hZ79+6tsExlnwaUd19WfZQTHo688+dxyLAJYh6dhaHYCDtDtzX4Nb5ERESk/1xcXBAdHY3ExERYWFjA1tYWYrFY46WDJYlZbm4unj17hpiYGEgkEri7v7iX/dChQwgKCsKdO3cAAH5+fnB3d8e4ceOwevVqZGRkIDAwEJMnT1ZtWDFmzBgsWbIE/v7+WLBgAe7du4fly5fjyy+/LHfp4JgxY7Bw4UJMnDgRn3/+ORITE/HNN9+84neH6gq+666HlPn5eLpiJXJgiHUPXzzQeeyIyejWo4tuAyMiIiKqAYGBgTAwMIC7uzvs7e3x8OHDV2rHw8MDHh4euHr1Kvbt2wcPDw8MHDhQdT4rKwvx8fGq1wYGBvjPf/4DExMT9OjRA++99x6GDh2qlhRZW1sjPDwcjx8/hqenJ6ZMmYLZs2dX+AwtCwsLHDlyBLGxsfDw8MDChQsRHBz8StdEdYfezGhR1aVt2Qp5cjLWipogPfc27KwcsO77lboOi4iIiKhGtGnTBlFRUdVup7LVUP7+/vD391c71rx5cxw9erTCeh07dsSZM2c0isXb27vU0kfeu6XfOKNVzxTeT0D6rl2IE1ngp7sXAABfLw6GdSNLHUdGRERERNRwcEarHnmxAcbXEIqLkeTxIVrnAuZWxvhoxjhdh0ZERERE1KAw0apHcv57EnkXLiBN6gmRdWd8OqQz3g3syA0wiIiIiIhqGd+B1xPKvDw8XbkScpER/uwwFgDQtb8Lmrra6zgyIiIiIqKGh4lWPZG2ZQvkKSn4GjbYeXojRKaFeH1AC12HRURERETUIDHRqgeKHjxARuhu/CG2xM93L+B83FEYuaTBSKLdJ7sTEREREVHZeI9WPfB01WooioqwNE+AQimHZ/temPjp+7oOi4iIiIioweKMlp7Li4pC7qlT+MmgCW49uQ1DAyNs27mZG2AQEREREekQ343rMUEux9PlK5ALA4Q8ugMA8B/5Cbp4ddBxZEREREREDRsTLT2W+eOPKLx3DyGwRUbuM9hZOWDtlmW6DouIiIioQQkNDUWjRo10HYbWnT59Gu3atYNSqaxS+YiICIhEIjx//ly7gWkgNTUV9vb2ePLkidb7YqKlpxRZWUgL2YAcIyv85/GL2awvPlsKS2sLHUdGREREpF2pqan4+OOP0bx5cxgbG0MqlaJ///6IiopSlRGJRDh8+LDugqxBixcvRpcuXTSuV9MJ4Lx587Bw4UKIxWL06dMHIpGo3C8XFxd0794dycnJsLa2rla/b775JmxsbBAcHFzq3MCBAyESibB48WLVsT59+mDmzJllttWkSROMGzcOixYtqlZMVcHNMPTUs02boHj+HI+9pmF+VyfEpZ/Bp/Mn6TosIiIiIq0bMWIEiouLsXv3brRs2RJPnz7FqVOnkJGRoevQ6q0LFy7g3r17GDlyJADg4MGDKCoqAgA8evQIXl5e+O2339C+fXsAgIGBASQSCaRSaY3037RpU4SGhiIoKEh1LCkpCadPn4ajo6NGbX344Yfw8vLC6tWrYWNjUyPxlYUzWnqo6P59ZIbtQ5aVK5LN3GBhao3Vm5ZyAwwiIiKqEXl5eeV+FRQUVLmsTCartKymnj9/jnPnziE4OBh9+/ZFixYt4OXlhaCgILzzzjsAABcXFwDAsGHDVLMrJY4cOYKuXbvCxMQELVu2xJIlSyCXy1Xn165di44dO8Lc3BzOzs6YMmUKcnNz1WIIDQ1F8+bNYWZmhmHDhiE9PV11LjExEWKxGFeuXFGrs2HDBrRo0QKCIJR5XREREfDy8oK5uTkaNWqEHj164MGDBwgNDcWSJUtw48YN1WxRaGhopbFGRETgww8/RFZWlqpeyaxPUVER5s2bh6ZNm8Lc3BxvvPEGIiIiKvy+79+/H35+fjAxMQEA2NraQiqVQiqVwt7eHgBgZ2enduzlpYMlM2xHjx5F27ZtYWZmhn/+85/Iy8vD7t274eLiAhsbG3z66adQKBRq/ffv3x/p6ek4f/682s/Bz88PTZo0qTD2l3Xs2BFSqRSHDh3SqJ6m+M5cD6WtWg2FXIFfmnhCEAS4dXeEfXNLXYdFRERE9YSFhUW5XyNGjFAr26RJk3LL/uMf/1Ar6+LiAisrKzRr1gxWVlawsND8loeStg8fPozCwsIyy1y+fBkAsGvXLiQnJ6te//e//8XYsWMxffp0xMbGYuvWrQgNDcWyZf+7x10sFiMkJAS3b9/G7t27cfr0acybN091Pjo6GhMmTMCUKVMQExODvn374uuvv1a7xrfffhu7du1Si2nXrl3w9/eHSCQqFa9cLsfQoUPh6+uLmzdvIioqCh999BFEIhFGjRqFOXPmoH379khOTkZycjJGjRpVaazdu3fHunXrYGVlpaoXGBgI4MWMzvnz57F//37cvHkTI0eOxIABA3Dv3r1yv+9nzpyBp6dn+T+YKsrPz0dISAj279+PEydOICIiAsOHD8exY8dw7Ngx7NmzB99//z1++ukntXoSiQRjxoxR+76GhoZiwoQJrxSHl5cXzp49W61rqZRAFcrKyhIACFlZWboORSgqKhLCV64UYtu2E+a16yUAEDxe6y3kZRXqOjSqo4qKioTDhw8LRUVFug6F9ATHDGmKY0Z/yWQyITY2VpDJZKXOASj3a+DAgWplzczMyi3r6+urVrZx48alyryKn376SbCxsRFMTEyE7t27C0FBQcKNGzdKXcOhQ4fUjvXq1UtYvny52rE9e/YIjo6O5fb1448/CnZ2dqrXo0ePFgYMGKBWZtSoUYK1tbXq9YEDBwQbGxuhoKBAEARBiImJEUQikZCQkFBmH+np6QIAISIioszzixYtEjp37lxujOXFumvXLrW4BEEQ/vzzT0EkEglPnjxRO/7WW28JQUFB5bZtbW0t/Pvf/y7zXEJCggBAuH79utrx33//XQAgZGZmquIBIPz555+qMh9//LFgZmYm5OTkqI71799f+Pjjj1WvfX19hYCAAOH69euCpaWlkJubK0RGRgpNmjQRioqKhM6dOwuLFi1SKz9jxoxyr0UQBGHWrFlCnz59yjxX0e+GJrkBZ7T0iFBcDPsjR5EFQ2x9+AcAoHffHjCzkug4MiIiIqpPcnNzy/36+eef1cqmpqaWW/b48eNqZRMTE5GdnY3Hjx8jOzu71JK8qhoxYgSSkpLw66+/on///oiIiMDrr7+uWlJXnqtXr2Lp0qVqs26TJ09GcnIy8vPzAQC///47+vXrh6ZNm8LS0hLjx49Henq6apljXFwcfHx81Np9+fXQoUNhaGioWpq2c+dO9O3bFy4uLnj48KFa/8uXL4etrS38/f3Rv39/DB48GOvXr0dycnKl34fKYi3LtWvXIAgC2rRpoxZHZGQk/vrrr3LryWQy1bLB6jAzM8Nrr72meu3g4AAXFxe12U0HBwekpqaWqtupUye0bt0aP/30E3bu3Ilx48bByMjoleIwNTVV/cy1hZth6JGsH/ZDkpaGZYIdsvJvo4lNUyz/9gtdh0VERET1jLm5udbKKpVKKBQKmJubV+v+chMTE/Tr1w/9+vXDl19+iUmTJmHRokXw9/cvt45SqcSSJUswfPjwMtt78OABBg4ciICAAHz11VewtbXFuXPnMHHiRBQXFwNAufdY/Z1EIsG4ceOwa9cuDB8+HPv27cO6desAAE5OToiJiVGVtbW1BfBiaeH06dNx4sQJHDhwAJ9//jnCw8Ph7e1dZh9VibW874GBgQGuXr0KAwMDtXMVLeVs3LgxMjMzK732yrycGIlEojKPlbeF/IQJE7Bp0ybExsbi0qVLrxxHRkaG6t4ybWGipSeUBQXI2LYNf4rMcejPF4Nq6RfLYWZhquPIiIiIiHTP3d1dbTt3IyOjUhsqvP7664iPj0erVq3KbOPKlSuQy+VYs2aNKgn88ccfS/Vz8eJFtWMvvwaASZMmoUOHDti8eTOKi4tVyZ2hoWG5/Xt4eMDDwwNBQUHw8fHBvn374O3tDYlEUupaqhJrWfU8PDygUCiQmpqKXr16lRlHebHFxsZWuby2jBkzBoGBgejcuTPc3d1fuZ3bt2+jT58+NRdYGZho6QmxiQma7tyBce98ALmiGJ1ae2HyjLG6DouIiIioVqWnp2PkyJGYMGECOnXqBEtLS1y5cgWrVq3Cu+++qyrn4uKCU6dOoUePHjA2NoaNjQ2+/PJLDBo0CM7Ozhg5ciTEYjFu3ryJW7du4euvv8Zrr70GuVyODRs2YPDgwTh//jy2bNmi1v/06dPRvXt3rFq1CkOHDsXJkydx4sSJUnG6ubnB29sb8+fPx4QJE2BqWv6H4wkJCfj+++8xZMgQODk5IT4+Hnfv3sX48eNV15KQkICYmBg0a9YMlpaWVYrVxcUFubm5OHXqFDp37gwzMzO0adMG77//PsaPH481a9bAw8MDaWlpOH36NDp27IiBAweWGWP//v2xe/fuKv+ctMXGxgbJycmVLhl89uyZ2swhANWOiPn5+bh69SqWL1+uxUi566BeOXrpLi4nXoFIJMam7zZwO3ciIiJqcCwsLPDGG2/g22+/Re/evdGhQwd88cUXmDx5MjZu3Kgqt2bNGoSHh8PZ2RkeHh4AXiQLR48eRXh4OLp16wZvb2+sXbsWLVq0AAB06dIFa9euRXBwMDp06ICwsDCsWLFCrX9vb29s374dGzZsQJcuXXDy5El8/vnnZcY6ceJEFBUVVboznpmZGe7cuYMRI0agTZs2+OijjzBt2jR8/PHHAF7ckzZgwAD07dsX9vb2+OGHH6oUa/fu3REQEIBRo0bB3t4eq1atAvBimeL48eMxZ84ctG3bFkOGDEF0dDScnZ3LjXHs2LGIjY1FfHx8hddSGxo1alTpktV9+/apZghLvkoS0V9++QXNmzfXaEbvVYiEqiw0bcCys7NhbW2NrKwsWFlZ6SwOpVLA4klb8f2h5fD27InD4ft0Fgvpj+LiYhw7dgwDBw585ZtFqWHhmCFNcczor4KCAiQkJMDV1bVGNjmoKqVSiezsbFhZWdX7D42XLVuG/fv349atW7oOpUbMmzcPWVlZ2Lp1a632W9NjxsvLCzNnzsSYMWPKPF/R74YmuQGXDuoJQSngnWH90MS8BYbPe13X4RARERFROXJzcxEXF4cNGzbgq6++0nU4NWbhwoXYtGkTFApFqY009EVqair++c9/YvTo0Vrvq35/jFCPGBiK8fqA5mj2ZhHspba6DoeIiIiIyjFt2jT07NkTvr6+r/xA3brI2toaCxYs0NskC3jxgO158+aV+eDomsYZLT0jYmpMREREVKeFhoZW+kwvqv/4tp2IiIiIiKiGMdEiIiIiasC4LxqRupr6nWCiRURERNQAlewSmZ+fr+NIiOqWkt+J6u6kynu0iIiIiBogAwMDNGrUCKmpqQBePMupNjYIUCqVKCoqQkFBQb3f3p1qRm2NGUEQkJ+fj9TUVDRq1Kjam34w0SIiIiJqoKRSKQCokq3aIAgCZDIZTE1NayWxI/1X22OmUaNGqt+N6mCiRURERNRAiUQiODo6okmTJiguLq6VPouLi3HmzBn07t2bD7mmKqnNMWNkZFRj29cz0SIiIiJq4AwMDGrt2UgGBgaQy+UwMTFhokVVoq9jhgtjiYiIiIiIahgTLSIiIiIiohrGRIuIiIiIiKiG8R6tSpQ8sCw7O1vHkby4ETA/Px/Z2dl6tT6VdIdjhjTFMUOa4pghTXHMkKbq0pgpyQmq8lBjJlqVyMnJAQA4OzvrOBIiIiIiIqoLcnJyYG1tXWEZkVCVdKwBUyqVSEpKgqWlpc6f9ZCdnQ1nZ2c8evQIVlZWOo2F9APHDGmKY4Y0xTFDmuKYIU3VpTEjCAJycnLg5ORU6cOTOaNVCbFYjGbNmuk6DDVWVlY6H2SkXzhmSFMcM6QpjhnSFMcMaaqujJnKZrJKcDMMIiIiIiKiGsZEi4iIiIiIqIYx0dIjxsbGWLRoEYyNjXUdCukJjhnSFMcMaYpjhjTFMUOa0tcxw80wiIiIiIiIahhntIiIiIiIiGoYEy0iIiIiIqIaxkSLiIiIiIiohjHRIiIiIiIiqmFMtPTI5s2b4erqChMTE3Tt2hVnz57VdUhUB6xYsQLdunWDpaUlmjRpgqFDhyI+Pl6tjCAIWLx4MZycnGBqaoo+ffrgjz/+0FHEVNesWLECIpEIM2fOVB3jmKGXPXnyBGPHjoWdnR3MzMzQpUsXXL16VXWeY4b+Ti6X4/PPP4erqytMTU3RsmVLLF26FEqlUlWGY6ZhO3PmDAYPHgwnJyeIRCIcPnxY7XxVxkdhYSE+/fRTNG7cGObm5hgyZAgeP35ci1dRMSZaeuLAgQOYOXMmFi5ciOvXr6NXr174xz/+gYcPH+o6NNKxyMhITJ06FRcvXkR4eDjkcjn8/PyQl5enKrNq1SqsXbsWGzduxOXLlyGVStGvXz/k5OToMHKqCy5fvozvv/8enTp1UjvOMUN/l5mZiR49esDIyAjHjx9HbGws1qxZg0aNGqnKcMzQ3wUHB2PLli3YuHEj4uLisGrVKqxevRobNmxQleGYadjy8vLQuXNnbNy4sczzVRkfM2fOxKFDh7B//36cO3cOubm5GDRoEBQKRW1dRsUE0gteXl5CQECA2rF27doJn332mY4ioroqNTVVACBERkYKgiAISqVSkEqlwsqVK1VlCgoKBGtra2HLli26CpPqgJycHKF169ZCeHi44OvrK8yYMUMQBI4ZKm3+/PlCz549yz3PMUMve+edd4QJEyaoHRs+fLgwduxYQRA4ZkgdAOHQoUOq11UZH8+fPxeMjIyE/fv3q8o8efJEEIvFwokTJ2ot9opwRksPFBUV4erVq/Dz81M77ufnhwsXLugoKqqrsrKyAAC2trYAgISEBKSkpKiNH2NjY/j6+nL8NHBTp07FO++8g7ffflvtOMcMvezXX3+Fp6cnRo4ciSZNmsDDwwPbtm1TneeYoZf17NkTp06dwt27dwEAN27cwLlz5zBw4EAAHDNUsaqMj6tXr6K4uFitjJOTEzp06FBnxpChrgOgyqWlpUGhUMDBwUHtuIODA1JSUnQUFdVFgiBg9uzZ6NmzJzp06AAAqjFS1vh58OBBrcdIdcP+/ftx7do1XL58udQ5jhl62f379/Hdd99h9uzZWLBgAS5duoTp06fD2NgY48eP55ihUubPn4+srCy0a9cOBgYGUCgUWLZsGUaPHg2Af2eoYlUZHykpKZBIJLCxsSlVpq68P2aipUdEIpHaa0EQSh2jhm3atGm4efMmzp07V+ocxw+VePToEWbMmIGTJ0/CxMSk3HIcM1RCqVTC09MTy5cvBwB4eHjgjz/+wHfffYfx48erynHMUIkDBw5g79692LdvH9q3b4+YmBjMnDkTTk5O+OCDD1TlOGaoIq8yPurSGOLSQT3QuHFjGBgYlMrOU1NTS2X61HB9+umn+PXXX/H777+jWbNmquNSqRQAOH5I5erVq0hNTUXXrl1haGgIQ0NDREZGIiQkBIaGhqpxwTFDJRwdHeHu7q52zM3NTbUhE//O0Mvmzp2Lzz77DP/617/QsWNHjBs3DrNmzcKKFSsAcMxQxaoyPqRSKYqKipCZmVluGV1joqUHJBIJunbtivDwcLXj4eHh6N69u46iorpCEARMmzYNBw8exOnTp+Hq6qp23tXVFVKpVG38FBUVITIykuOngXrrrbdw69YtxMTEqL48PT3x/vvvIyYmBi1btuSYITU9evQo9diIu3fvokWLFgD4d4ZKy8/Ph1is/jbTwMBAtb07xwxVpCrjo2vXrjAyMlIrk5ycjNu3b9edMaSzbThII/v37xeMjIyEHTt2CLGxscLMmTMFc3NzITExUdehkY598skngrW1tRARESEkJyervvLz81VlVq5cKVhbWwsHDx4Ubt26JYwePVpwdHQUsrOzdRg51SV/33VQEDhmSN2lS5cEQ0NDYdmyZcK9e/eEsLAwwczMTNi7d6+qDMcM/d0HH3wgNG3aVDh69KiQkJAgHDx4UGjcuLEwb948VRmOmYYtJydHuH79unD9+nUBgLB27Vrh+vXrwoMHDwRBqNr4CAgIEJo1ayb89ttvwrVr14Q333xT6Ny5syCXy3V1WWqYaOmRTZs2CS1atBAkEonw+uuvq7bvpoYNQJlfu3btUpVRKpXCokWLBKlUKhgbGwu9e/cWbt26pbugqc55OdHimKGXHTlyROjQoYNgbGwstGvXTvj+++/VznPM0N9lZ2cLM2bMEJo3by6YmJgILVu2FBYuXCgUFhaqynDMNGy///57me9fPvjgA0EQqjY+ZDKZMG3aNMHW1lYwNTUVBg0aJDx8+FAHV1M2kSAIgm7m0oiIiIiIiOon3qNFRERERERUw5hoERERERER1TAmWkRERERERDWMiRYREREREVENY6JFRERERERUw5hoERERERER1TAmWkRERERERDWMiRYREdFLEhMTIRKJIBKJ0KVLl2q3V9JWo0aNqt0WERHpByZaRERE5fjtt99w6tSpareTnJyMdevWVT8gIiLSG0y0iIiIymFnZwc7O7tqtyOVSmFtbV0DERERkb5gokVERPXas2fPIJVKsXz5ctWx6OhoSCQSnDx5UqO2/P39MXToUCxfvhwODg5o1KgRlixZArlcjrlz58LW1hbNmjXDzp07a/oyiIhIzxjqOgAiIiJtsre3x86dOzF06FD4+fmhXbt2GDt2LKZMmQI/Pz+N2zt9+jSaNWuGM2fO4Pz585g4cSKioqLQu3dvREdH48CBAwgICEC/fv3g7OyshSsiIiJ9wBktIiKq9wYOHIjJkyfj/fffR0BAAExMTLBy5cpXasvW1hYhISFo27YtJkyYgLZt2yI/Px8LFixA69atERQUBIlEgvPnz9fwVRARkT5hokVERA3CN998A7lcjh9//BFhYWEwMTF5pXbat28Psfh//306ODigY8eOqtcGBgaws7NDampqtWMmIiL9xUSLiIgahPv37yMpKQlKpRIPHjx45XaMjIzUXotEojKPKZXKV+6DiIj0H+/RIiKieq+oqAjvv/8+Ro0ahXbt2mHixIm4desWHBwcdB0aERHVU5zRIiKiem/hwoXIyspCSEgI5s2bBzc3N0ycOFHXYRERUT3GRIuIiOq1iIgIrFu3Dnv27IGVlRXEYjH27NmDc+fO4bvvvtN1eEREVE9x6SAREdVrffr0QXFxsdqx5s2b4/nz5xq3FRoaWupYREREqWOJiYkat01ERPULEy0iIqJydO/eHV26dMGFCxeq1Y6FhQXkcvkr73RIRET6h4kWERHRS5o1a4Z79+4BAIyNjavdXkxMDIAXW78TEVHDIBIEQdB1EERERERERPUJN8MgIiIiIiKqYUy0iIiIiIiIahgTLSIiIiIiohrGRIuIiIiIiKiGMdEiIiIiIiKqYUy0iIiIiIiIahgTLSIiIiIiohrGRIuIiIiIiKiGMdEiIiIiIiKqYf8fgn4tjBvGOTgAAAAASUVORK5CYII=", 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" ] @@ -365,7 +365,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -447,7 +447,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", + "image/png": 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", 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", 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", 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" ] @@ -625,7 +625,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -662,7 +662,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -676,7 +676,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.10" } }, "nbformat": 4, From 74a7107308129a6864b73bced9a66eced65a09a8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 4 Dec 2024 16:35:05 +0100 Subject: [PATCH 27/95] add examples - 3 inhom example - stripareasink example --- docs/03examples/1d_inhom_elements.ipynb | 466 +++++++++++++++++++++++- 1 file changed, 446 insertions(+), 20 deletions(-) diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index 83c3079..208664b 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -11,12 +11,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "import timml\n", "\n", "import ttim\n", "\n", @@ -32,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -74,12 +75,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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zUlzlc00rZXPlwBcpUQMGhIHPd2BcCC5HwuyGsPM7SH9+wWaiNaFVuVbM85nHxk4b6VetH0XMinDz0U1+++s3Wq9uzaDQQYReCpXRLCGEEEIIUeBJcZXP/e++Vzcf5HD06jGNFjyGwND94NwSMlJh1/eZRdbFvS99uZO1E6PcR7Hdfzs/NfkJz5Ke6NGz7/o+RoWPosWqFvx86GcuJ7zaBnRCCCGEEELkdVJcFQBP7nt17vVOZlsGeqwE/4VQyB5uxWZOE1z/MTy6+9KXG2uNaVm2JXO857C582Y+qP4BxcyLcSf5DguOL6DNmjYMCBnA1otbSc1Ifb2sQgghhBBCAIsWLcoTmwxLcVUA/Hv06o/9l1599Oq/J4RqneGjA+DeN/PY4d8zF7w4Hgx6fbZO42jlyLDawwjxD2Fa02k0LNUQBYWouCg+3fUpLVa14Kfon7h4/+Lr5RVCCCGEELmqadOmjBgx4rXOERcXR48ePahUqRIajea55wsODsbV1RVTU1NcXV1Zs2bNa72vmqS4KiCauthR6/9Hr+bses3Rq8fMC0O7QOi3BYq5wMMbEPQ+LO0K97I/vc9YY4yXkxezWsxiq99WBtccjL2FPXdT7rLoxCLarW1Hv6392HR+EykZr1kYCiGEEEKIPCElJQU7OzvGjRtHzZo1n9kmMjKSbt260atXL44ePUqvXr3o2rUrUVFRbzht7pDiqoD49+jVkqhL3HiQnHsnd/KEwXugaQBoTeBMCPxaH/b9Ahk520S4pGVJhtYayja/bcxoPoMmpZugUTRE/xPN2N1j8VrlxeQDkzl3L5cKRCGEEEIIkSN9+/Zl165dBAYGoigKiqJw8eLFHJ+nbNmyBAYG0rt3b2xsbJ7ZZtq0aXh7exMQEEDlypUJCAjAy8uLwMDAF5570aJFlClTBgsLCzp16sTt27dznM8QpLgqQJr8a/Rq7q5XXDnweYxMoelYGLwXnN6BtCQIGQfzmsP1Izk/ncaIpo5N+cXrF7b5bWNIrSE4FHLgfsp9lpxcQsd1Hem9pTfrz60nOT0XC0UhhBBCCDXp9ZD6UJ1HNm/tCAwMxMPDgw8++IC4uDji4uJwdHQEwNLS8oUPX1/fHHVHZGQkLVu2fOKYj48PkZGRz31NVFQU77//PkOGDCEmJoZmzZrx9ddf5+h9DcVI7QAi9zweveq78CBLoi4xsEl57K3McvdN7Fygz0aIWQIh4yHuKPzWHBoMyRzZMrXM8SkdCjnwYc0PGVh9IHuv7yU4NphdV3dx5MYRjtw4wvcHvqdd+Xb4ufjhUtgld69HCCGEEOJNSkuCb0uq896fXweTQi9tZmNjg4mJCRYWFjg4ODzxsZiYmBe+1tzcPEeR4uPjKV68+BPHihcvTnx8/HNfExgYiI+PD2PHjgXAxcWFffv2sXXr1hy9tyFIcVXANHGxw62MLUcu32POrvN80dY1999Eo4HavcGlFWwNgONBEPkL/L0O2vwELj6vdFqtRkvj0o1pXLoxN5JusPbsWlafWc21xGssPbWUpaeWUsOuBv7O/viU9cHC2CKXL0wIIYQQQrxIxYoVc/2ciqI88Vyv1z917N9OnjxJp06dnjjm4eEhxZXIfZmjVy70WXCAJfsvMcgQo1ePWdqD/3yo+S5sGpm5yMXSruDaEXwng5XDS0/xPPYW9gysMZAB1Qew//p+gs4EsfPyTo7dPMaxm8f44eAPtCnfBn8XfyoXqZx71ySEEEIIYUjGFpkjSGq992uytHzxLKVGjRqxZcuWbJ/PwcHhqVGqGzduPDWa9W/6bE5vVIMUVwVQY+diWaNXs8PPM6GdAUav/s25BQzZD+HfQeRM+HstnNsJLf4D7v0yR7pekUbR4FnKE89Sntx6dIu1Z9cSHBvM1cSrrDi9ghWnV1CtaDX8XfzxLecro1lCCCGEyNsUJVtT89RmYmJCRkbGU8dze1qgh4cHoaGhjBw5MutYSEgIHh4ez32Nq6sr+/fvf+LY/z5XixRXBdC/R6/+jLrE4Cblsbc20OjVYyaFoOXXUL0rbBiWucjFplFwbEXmcu72VV77LYqZF2NA9QG8X+19ouKiCIoNYseVHRy/fZzjkcezRrP8XPyoWrRqLlyUEEIIIcTbqWzZskRFRXHx4kUsLS0pUqQIGo0mx9MCHxdjiYmJ3Lx5k5iYGExMTHB1zfzj//Dhw2ncuDGTJ0+mQ4cOrFu3ju3btxMREfHccw4bNgxPT09++OEHOnbsSEhISJ6YEgiyWmCB1di5GO5OhUlJ1zEz/A0ua16iBgwIg1aTwcQSrkTB7EYQ9hWkPcqVt9AoGjxKevBT05/Y7r+dUe6jKGNVhqT0JFbFrqL7xu503dCVladXkpiamCvvKYQQQgjxNhk9ejRarRZXV1fs7Oy4fDn7e5z+m5ubG25ubhw6dIilS5fi5uZG69atsz7u6enJ8uXLWbhwITVq1GDRokWsWLGC+vXrP/ecDRo0YN68ecyYMYNatWoREhLC+PHjXylfbpPiqoBSFIWRLTJX1lt64DLx99/gcuYaLTQYDEOjoFIb0KXB7h9hliecD8/VtypqXpR+1fqxsdNGFvgswLecL8YaY07eOclX+7+i+arm/Gfff/jr5l95en6uEEIIIURe4uLiQmRkJElJSej1esqWLftK59Hr9U89/nfPLH9/f06dOkVqaionT56kc+fOLz3v+++/z5UrV0hKSmL9+vV88skn3Lt375Uy5iZVi6uIiAjatWtHyZIlURSFtWvXvrB93759szYy+/ejatX/TgFbtGjRM9skJ799eyW9U7EodcsWJjVdx8zws28+gE1peHcpdFsCViXgznn4vQOsHgQPb+XqWymKQl2HuvzQ+AfCuoQxus5oytmU41H6I1afWU2PzT3osqELy08t50Hqg1x9byGEEEIIIUDl4urhw4fUrFmTX375JVvtAwMDszYyi4uL48qVKxQpUoQuXbo80c7a2vqJdnFxcZiZGfieozzo36NXyw9c4fq93JmWl2NV2sHQA1BvIKDAseXwSx04siTbm9nlRGGzwvSp2od1HdaxqNUi2pVvh4nGhNN3T/NN1Dc0X9mc8XvGE3MjRkazhBBCCCFErlF1QQtfX98c7eJsY2ODjY1N1vO1a9dy9+5d+vXr90Q7RVGe2vDsbeVRoSj1yxUh6sIdZoaf5euO1dUJYmYNradAje6wYTj88xesGwoxy6DdNCjmnOtvqSgK7sXdcS/uzmf1PmPj+Y0ExQZx9t5Z1p1bx7pz66hoW5FOFTphojPJ9fcXQgghhBBvl3y9WuD8+fNp0aIFTk5OTxxPTEzEycmJjIwMatWqxVdffYWbm9tzz5OSkkJKSkrW84SEBADS0tJIS0szTPgceJzhVbN83Kw8URfusOLgFQa840Qp25wtkZmriteAfiFoDsxGE/EDyqU96Gd5ovMcgc5zOBiZGuRtLTQWdK3YlS4VunDs1jFWn1tN6KVQzt47y5RDUzDCiMN7D+Pv7E8tu1ov3LhO5Mzrfv2KF5P+NSzpX8OS/jUs6V/Dyk7/pqWlodfr0el06HS6NxWtQHg8u+hx/xmaTqdDr9eTlpaGVqt94mM5+Tek6PPIvChFUVizZg0dO3bMVvu4uDgcHR1ZunQpXbt2zTq+f/9+zp49S/Xq1UlISCAwMJDNmzdz9OhRnJ2fPToyceJEJk2a9NTxpUuXYmFRMPZN+uWEhjMJGjztdXSrkDf+cZun3KTm1cUUTzgGwAPTEhx17Mttq9dftj07HukecSztGAdTDhKv++/mdXYaO+qY1MHNxA0LTcH4/AshhBDizTMyMsLBwQFHR0dMTGSWTF6WmprKlStXiI+PJz09/YmPJSUl0aNHD+7fv4+1tfULz5Nvi6vvvvuOn376ievXr7/wi1Wn01G7dm0aN27M9OnTn9nmWSNXjo6O3Lp166Ud+CakpaURGhqKt7c3xsbGr3SOgxfv0mP+QYw0CqEjGlK6sIqjV/+m16OcXIs2ZBzKwxsA6Gr0IMNrIlgUeSMRUlNTWbR1EXF2cYRcCeFReua9acYaY7wcvehcsTPu9u4ymvWKcuPrVzyf9K9hSf8alvSvYUn/GlZ2+jc5OZkrV65QtmzZt/L+/9eh1+t58OABVlZWb+R3sOTkZC5evIijo+NTn6uEhASKFSuWreIqX04L1Ov1LFiwgF69er30rwAajYa6dety5syZ57YxNTXF1PTp6WjGxsZ56pvR6+TxdLanYcVi7Dl7izm7L/K9X41cTvcaanYFl5YQNgmiF6A5thTN2W3Q8huo2T1zJ3MDK21UmoEeAxnbYCybL2wmKDaIk3dOsvXSVrZe2oqTtRN+zn60r9CeouZFDZ6nIMpr/54KGulfw5L+NSzpX8OS/jWsF/VvRkYGiqKg0WjQaGQHpJx4PBXwcf8ZmkajQVGUZ34+c/LvJ19+lnft2sXZs2fp37//S9vq9XpiYmIoUaLEG0iWt430zpwWuerQVS7fTlI5zf8wt4W2P0P/ULB3haTbsHYw/N4ebr25ZeQtTSzpWqkrK9utZHnb5XRx6YKFkQWXEi4x9dBUWgS1YPSu0eyP249OnzemVwohhBBCiLxB1eIqMTGRmJgYYmJiALhw4QIxMTFZO0AHBATQu3fvp143f/586tevT7Vq1Z762KRJk9i2bRvnz58nJiaG/v37ExMTw+DBgw16LfmBu1MRGjkXI0OnZ8aO54/kqcqxHgyKgBYTwcgcLkTALA8InwzpKS99eW6qWrQqEzwmsLPrTiZ6TKRa0Wqk69LZdnEbH4R8QJvVbZj31zxuPcrdPbuEEEIIIUT+pGpxFR0djZubW9ZKfqNGjcLNzY0JEyYAmYtWPC60Hrt//z7BwcHPHbW6d+8eAwcOpEqVKrRs2ZJr164RERFBvXr1DHsx+cRI78x9r1YfucbFWw9VTvMcWmNoOBKGREIFL8hIhfBvYdY7cGH3G49jYWyBn4sfy9ouY1W7VXSr1A1LY0uuJl4l8HAg3qu8GRU+ir3X9spolhBCCCFEHjVx4kRq1apl0PdQtbhq2rQper3+qceiRYsAWLRoEeHh4U+8xsbGhqSkJD744INnnvPnn3/m0qVLpKSkcOPGDbZt24aHh4eBryT/qF2mME0r2ZGh0zM9r45ePVakHLwXDH7zoZA93D4Di9vC2iHw8LYqkSoXqcz4BuMJ6xLGl55fUsOuBun6dEIvhTJ4+2Bar27N3GNzuZF0Q5V8QgghhBC5oWnTpowYMeK1zhEXF0ePHj2oVKkSGo3muecLDg7G1dUVU1NTXF1dWbNmzVNtZs6cSbly5TAzM8Pd3Z3du9/8H9yzI1/ecyVez8gWmaNXa49c4+yNRJXTvISiQHV/+Ogg1HkfUCDmT/ilDhz5E1Ra7NLC2IJOzp34s/WfBLcP5t3K72JlbMW1xGvMODKDlkEtGbZjGBFXI8jQZaiSUQghhBBCTSkpKdjZ2TFu3Dhq1qz5zDaRkZF069aNXr16cfToUXr16kXXrl2JiorKarNixQpGjBjBuHHjOHLkCI0aNcLX1/epGW55gRRXb6Gajra0qGKPTg/Tw/L46NVj/17wong1eHQH1g2BRW3hZqyq0VwKu/B5/c8J6xrGNw2/wc3ejQx9Bjuv7GRo2FBarW7FrKOziH8Y//KTCSGEEEKorG/fvuzatYvAwEAURUFRFC5evJjj85QtW5bAwEB69+6NjY3NM9tMmzYNb29vAgICqFy5MgEBAXh5eREYGJjVZurUqfTv358BAwZQpUoVpk2bhqOjI7NmzXrh+3///fcUL14cKysr+vfvT3Jyco6vIaekuHpLPb73asOx65yOf6BymhxwrAsDw8H7SzC2gEt7YJYn7Pga0h6pGs3cyJz2Fdrzu+/vrO2wlveqvIe1iTXxD+OZGTMTn2AfPgr7iPAr4aTr0l96PiGEEEIUPHq9nqS0JFUe2d3eNjAwEA8PDz744APi4uKIi4vD0dERAEtLyxc+fH19c9QfkZGRtGzZ8oljPj4+REZGApn7kR46dOipNi1btmTfvn3PPe/KlSv5z3/+wzfffEN0dDQlSpRg5syZOcr2KvLlPlfi9VUtaYNvNQe2HI9n2vZYZr3nrnak7NMawzvDwbUjbP4UzmyDiCnwVxC0nQoVmqudkAq2Ffis3meMcB9B6KVQgmODif4nml1Xd7Hr6i7sLezpVLETnZ07U9KypNpxhRBCCPGGPEp/RP2l9VV576geUVgYW7y0nY2NDSYmJlhYWODg4PDExx6v8v085ubmOcoUHx9P8eLFnzhWvHhx4uMzZ/zcunWLjIyMF7Z5lmnTpvH+++8zYMAAAL7++mu2b99u8NErKa7eYiO9Xdh6Ip4tx+M5cf0+VUs+e7g2zyrsBD1WwMn1sOUzuHsB/ugE1fzB51uwKv7ycxiYqdaUtuXb0rZ8Wy7cv8DqM6tZd3YdN5JuMOfYHOYem8s7pd7B38WfxqUbY6yRTR6FEEIIkXdVrFgx18+pKMoTz/V6/VPHstPm306ePPnUVkweHh7s3LnzNdO+mBRXbzGX4la0q1GS9Uev83NoLPP61FU7Us4pCrh2gPLNYOc3cGAuHA+CM6HQ4j/g3g/yyI7o5WzK8UmdT/jY7WN2XN5B0JkgouKi2HNtD3uu7cHO3I6OFTvS2bkzpa1Kqx1XCCGEEAZgbmROVI+olzc00Hu/LktLyxd+vFGjRmzZsiXb53NwcHhqBOrGjRtZI1XFihVDq9W+sE1eIsXVW254C2c2HrvO9pM3iLlyj1qOtmpHejVm1uA7GWp2hw0jIC4GNo2CmKXQbho4VFc54H+ZaE1oVa4Vrcq14nLCZVafWc2as2u4+egmv/31G/P+modHSQ/8Xfxp6thURrOEEEKIAkRRlGxNzVObiYkJGRlPr3ic29MCPTw8CA0NZeTIkVnHQkJCsrZSMjExwd3dndDQUDp16pTVJjQ0lA4dOjz3vFWqVGH//v307t0769j+/ftzlO1VSHH1lqtgZ0lHt1KsPnyNn0NjWfx+Pt9suaQbfLADDvyWucjFtWiY0wQafAhNA8D0xX9tedPKWJdhhPsIhtYaSvjVcIJig9h3fV/Wo4hZETpW7Iifsx9lrMuoHVcIIYQQb4myZcsSFRXFxYsXsbS0pEiRImg0mhxPC3xcjCUmJnLz5k1iYmIwMTHB1dUVgOHDh9O4cWMmT55Mhw4dWLduHdu3byciIiLrHKNGjaJXr17UqVMHDw8P5s6dy+XLl5+a9vdvw4cPp0+fPtSpU4eGDRvy559/cuLECcqXL5/zzsiBvDFfSqhquJczWo3CrtibHLp0R+04r0+jhQaD4aMDmYte6DMg8hf4tR6c3Kja3lgvYqw1xtvJmznec9jSeQsfVP+AYubFuJN8hwXHF9BmTRsGbBvA1gtbSc1IVTuuEEIIIQq40aNHo9VqcXV1xc7O7pX3lHJzc8PNzY1Dhw6xdOlS3NzcaN26ddbHPT09Wb58OQsXLqRGjRosWrSIFStWUL/+fxf96NatG9OmTePLL7+kVq1aREREsHnzZpycnJ77vt26dWPChAl89tlnuLu7c+nSJT788MNXuoackJErgVPRQnRxL83yg1f4KSSWpR80UDtS7rAuCV0XQ2wIbB4N9y7Bip7g4gutfwDbvDkSVNqqNMNqD+PDWh8ScTWCoNgg9l7bS1R8FFHxURQ2LUz7Cu3xc/GjnE05teMKIYQQogBycXHJWg79dWRn+Xd/f3/8/f2fOKbT6Z54PmTIEIYMGZKj9/7888/5/PPPnzg2efLkHJ0jp2TkSgDwUfOKGGsV9p27TeS522rHyV0uLWHIfmj0CWiMIXYL/Fof9kyDjDS10z2XscYYrzJezGoxi61+WxlcczD2FvbcTbnL4r8X035te/pu7cvG8xtJyUhRO64QQgghxFtPiisBQOnCFnSvmzmSMzX0dLY3mcs3TCzAawIM3gNO70BaEmz/D8xuhHL59f8qY2glLUsytNZQtvltY0bzGTQp3QSNouHQP4cI2B2A1yovJh+YzLl759SOKoQQQgjx1pLiSmQZ2qwiJkYaDl68y+4zt9SOYxj2laHvJug4CyyKws2TGP3RjlqX5kFS3h+xM9IY0dSxKb94/cI2v20MqTUEh0IO3E+5z5KTS+i4riO9t/Rm/bn1JKcbdpM8IYQQQgjxJCmuRBYHGzPeq595Y+BPobEFb/TqMUWBWj3go2io3QcApzsRGM32gMN/wP/M8c2rHAo58GHND9naeSu/ev1Kc8fmaBUtR24cYdyecTRf1Zxvo74l9m6s2lGFEEIIId4KUlyJJ3zYtALmxlqOXrnH9pM31I5jWBZFoP100vts5r6ZI8qjO7D+I1joC/+cUDtdtmk1WhqXbkxg80BC/EP42O1jSlmW4kHqA5adWobfej96bu7JmjNrSEpLUjuuEEIIIUSBJcWVeIKdlSl93ykLwE8hp9HpCujo1b/oS9djV+VJZHhNAuNCcGU/zG4EIeMhJVHteDlib2HPwBoD2dx5M3NazMHbyRsjxYhjN48xYd8EvFZ58fX+rzl155TaUYUQQoi3RoGdDVSA5NbnSIor8ZRBjctjZWrEqfgHbPwrTu04b4ReMULXYGjm3lhV2mXujbVvRubeWH+vz5N7Y72IRtHgWcqTqU2nEtollOG1h1PasjSJaYmsOL2CLhu68O7GdwmODZbRLCGEEMJAjI2NAUhKkp+1eV1qauY+olqt9rXOI/tciafYWpjwQePyTA2NZVpoLK2rOWCkfUvqcJvS0G3Jk3tjrewFzi3B9wcokv/2lSpmXowB1QfwfrX3ORB/gFWnV7Hjyg6O3z7O8cjj/HDwB1qXb42/iz9Vi1ZVO64QQghRYGi1WmxtbblxI/NWCwsLCxRFUTlV/qDT6UhNTSU5ORmNxrC/h+p0Om7evImFhQVGRq9XHklxJZ7p/YblWLTvIudvPWT14Wt0reuodqQ3y6UllIuC3T9l7od1JgQuRECj0fDOMDAyVTthjmkUDQ1KNKBBiQbcfnSbDec2EHQmiEsJlwiKDSIoNogqRarg7+JP63KtsTSxVDuyEEIIke85ODgAZBVYInv0ej2PHj3C3Nz8jRSkGo2GMmXKvPZ7SXElnsnS1IgPm1Tgm80nCQw7Qwe3kpgavd4wab5jbA7Nx0ONbrDpE7iwC3Z+DceWQ+spUKG52glfWVHzovSt1pc+VfsQ/U80QbFBhF4K5eSdk3y1/yt+jP4R33K++Dv7U61YNfkrmxBCCPGKFEWhRIkS2Nvbk5aWpnacfCMtLY2IiAgaN26cNb3SkExMTHJlhEyKK/FcvTycmLfnPNfuPWL5gSv08SyrdiR1FHOG3uvgeDBs+xxun4U/OkHVzuDzLViXUDvhK1MUhboOdanrUJeA5ADWn1tP8Jlgzt8/z+ozq1l9ZjWVClfC38WfNuXbYGVipXZkIYQQIl/SarWvfT/P20Sr1ZKeno6ZmdkbKa5yy1tyI414FWbGWj5q7gzALzvP8ig1Q+VEKlIUqO4PHx2E+oNB0cCJ1fBLXYj8FTLS1U742mzNbOldtTdrO6xlcavFtCvfDlOtKafvnuabqG9ovrI54/eMJ+ZGjKx6JIQQQgjxDFJciRfqVseR0oXNufkghcWRF9WOoz4zG/CdDAPDoVQdSH2QOZo1twlc3q92ulyhKAq1i9fm20bfEtYljLH1xlLRtiLJGcmsO7eOXlt60Xl9Z/48+Sf3U+6rHVcIIYQQIs+Q4kq8kImRhuFemaNXs3edIyFZ5goDUKIm9A+FdoFgXhj+OQ4LfGDtUHh4S+10ucbG1IaeVXqyuv1q/vD9gw4VOmCmNePsvbN8f+B7mq9sTsDuAKLjo2U0SwghhBBvPVWLq4iICNq1a0fJkiVRFIW1a9e+sH14eDiKojz1OHXqyQ1Rg4ODcXV1xdTUFFdXV9asWWPAqyj4OrmVorxdIe4lpTF/9wW14+QdGg2494WPDoHbe5nHYpbADHc4OB90BWcapaIo1LKvxdcNvyasaxjj6o/DpbALqbpUNp7fSL9t/eiwrgOLTyzmbvJdteMKIYQQQqhC1eLq4cOH1KxZk19++SVHrzt9+jRxcXFZD2dn56yPRUZG0q1bN3r16sXRo0fp1asXXbt2JSoqKrfjvzWMtBpGebsAMH/PBe4+TFU5UR5TqCh0+BXeD4Hi1SH5HmwaBfO84NphtdPlOmsTa7pX7k5QuyCWtl6Kn7Mf5kbmXLh/gR+jf8RrlRdjIsZwIO6AjGYJIYQQ4q2i6mqBvr6++Pr65vh19vb22NraPvNj06ZNw9vbm4CAAAACAgLYtWsX06ZNY9myZa8T963WuloJqpQ4x8m4BGbvOkdA6ypqR8p7ytTPvBfr4DzY+Q1cPwK/NYc6/aD5F2BRRO2EuUpRFKrbVae6XXVG1xnN5gubCYoN4uSdk2y5sIUtF7bgZO1Ex/IdMdeZqx1XCCGEEMLg8uVS7G5ubiQnJ+Pq6sr48eNp1qxZ1sciIyMZOXLkE+19fHyYNm3ac8+XkpJCSkpK1vOEhAQgc339vLAfweMMamcZ4VWBQUuOsGjfRd6rXxoHazNV8+SWXO9f9/5QqS3asIlojq+C6AXo/15HRrMJ6Gu+m7nSYAFjqpjSqXwnOpXvxN93/mbN2TVsubiFSwmXCIwJRIuWgxEH8Xfxp27xumgKYB+oJa98fyiopH8NS/rXsKR/DUv617DyUv/mJIOizyPzdhRFYc2aNXTs2PG5bU6fPk1ERATu7u6kpKTwxx9/MHv2bMLDw2ncuDGQuQHYokWL6NGjR9brli5dSr9+/Z4ooP5t4sSJTJo06anjS5cuxcLC4vUurADR6yHwhJYLDxQ8i+voVl6ndqQ8r+iDU9S4uhjr5GsA3LGowDHHPty3KKtusDcgRZ/CX6l/cTD1INcyrmUdL6wpTB2TOtQ2qY2VRvbNEkIIIUTelpSURI8ePbh//z7W1tYvbJuviqtnadeuHYqisH79eiCzuFq8eDHvvvtuVps///yT/v37k5yc/MxzPGvkytHRkVu3br20A9+EtLQ0QkND8fb2Vn0TtYMX79Jj/kG0GoWtwzwpW7SQqnlyg8H7NyMNzcG5aHb/gJL6EL2iQVe7H7omAWBum/vvl8ekpaXx+5bfiS8ez7bL20hMSwTASDGicenGdK7QmQYlGsho1ivKS98fCiLpX8OS/jUs6V/Dkv41rLzUvwkJCRQrVixbxVW+nBb4bw0aNGDJkiVZzx0cHIiPj3+izY0bNyhevPhzz2FqaoqpqelTx42NjVX/ZP5bXsjj6WxPs0p27Dx9k+k7LzDjXTdV8+Qmg/WvsTE0GgE1u0LIeJTjwWgPzUd7ch14fwk1381cebAAK2FUgv71+zOm/hi2XdxG8Jlgjt48yo4rO9hxZQelLEvR2bkzHSt2xN7CXu24+VJe+P5QkEn/Gpb0r2FJ/xqW9K9h5YX+zcn75/vf6I4cOUKJEiWynnt4eBAaGvpEm5CQEDw9Pd90tALrU5/KAGw4ep3j12QT2WyzLgn+C6D3eihWCZJuwbohsLAVxB1VO90bYWFsQSfnTixpvYTg9sG8W/ldrEysuJZ4jRlHZtAyqCXDdgwj4moEGQVoKXshhBBCvB1ULa4SExOJiYkhJiYGgAsXLhATE8Ply5eBzJX+evfundV+2rRprF27ljNnznDixAkCAgIIDg7mo48+ymozfPhwQkJCmDx5MqdOnWLy5Mls376dESNGvMlLK9BcS1rTvmZJAKZsO61ymnyofBMYvCdz1Mq4EFyJgrlNYdMn8Ojt2SPKpbALn9f/nB1ddvBtw2+pbV+bDH0GO6/sZGjYUFqtbsWsmFnEP4x/+cmEEEIIIfIAVYur6Oho3NzccHPLnFo2atQo3NzcmDBhAgBxcXFZhRZAamoqo0ePpkaNGjRq1Ig9e/awadMmOnfunNXG09OT5cuXs3DhQmrUqMGiRYtYsWIF9evXf7MXV8CN8nbBSKOwK/Ym+8/fVjtO/mNkAu8Mh48OQtXOoNdlLuE+wx0O/w66t2exEDMjM9pVaMdi38Ws7bCWXq69sDG1If5hPDOPzsQn2IePwj4i/Eo46bp0teMKIYQQQjyXqvdcNW3a9IWbjC5atOiJ52PGjGHMmDEvPa+/vz/+/v6vG0+8QNlihehez5El+y/zw9ZTBH/oiaIoasfKf2xKQZeF4N4XNn8Kt07D+o/h0GJo8yOULDj3tGVHBdsKjKk7huG1h7P90naCzwRzMP4gu67uYtfVXdib29PJuROdnTtT0rKk2nGFEEIIIZ6Q7++5EuoZ1twZM2MNhy/fI+zkDbXj5G/lm8CHe6Hl12BiCdeiYW4z2DACku6one6NM9Wa0qZ8Gxb4LGB9x/X0rdqXwqaFufHoBnOOzaFVcCs+3P4hYZfCSNOpv/+FEEIIIQRIcSVeg721Gf3eKQdk3nuVocsTq/rnX1pj8PwYPoqG6l0APRxaCDNqQ/QCeEsXeChnU45P6nzC9i7bmdJkCvVL1EePnj3X9jAifAQtg1oy/fB0rj64qnZUIYQQQrzlpLgSr2Vw4wpYmxlx+p8HrIu59vIXiJezLgF+86DvJrB3zVzkYuNI+K0ZXDmgdjrVmGhNaFW2FfNazmNzp830r9afImZFuPXoFr/99Ru+q30ZGDKQbRe3kZYho1lCCCGEePOkuBKvxcbCmMFNKwAwNTSW1PS3ZyEGgyvbEAbtBt8fwNQmc7n2+d6w5kNIfLunYTpaOzLCfQTb/bcztelUPEtmbrUQGRfJ6F2jaRHUgqmHpnIp4ZLKSYUQQgjxNpHiSry2fp7lsLcy5erdRyw7cPnlLxDZpzWC+oPg40Pg9l7msaNLM1cVjJwJb/kIjbHWGG8nb+Z4z2FL5y18UP0DipkX407yHRYeX0jbNW0ZsG0AWy5sITUjVe24QgghhCjgpLgSr83cRMswL2cAZuw4Q2KKLJed6yztoMOvMCAscwXBlATYFgCzG8H5XWqnyxNKW5VmWO1hhPiHMK3ZNBqWaoiCQlR8FGMixuC1yosfD/7IhfsX1I4qhBBCiAJKiiuRK7rVdaRsUQtuJabyW8R5teMUXKXrwIAd0C4QLIrCzZPwe3tY2RvuyaghgLHGGK8yXsxqMYutflsZXHMw9hb23Eu5x+K/F9N+bXv6bu3LxvMbSclIUTuuEEIIIQoQKa5ErjDWavjUpzIAv+0+z40HySonKsA0msx9sT4+BPUGgaKBv9fBL/UgfDKkPVI7YZ5R0rIkQ2sNZZvfNmY0n0GT0k3QKBoO/XOIgN0BeK3yYvKByZy7d07tqEIIIYQoAKS4ErmmdXUHajrakpSawfSwM2rHKfjMC0PrH2DwHnBqCOmPIPxb+LUenNwAL9ig+21jpDGiqWNTfvH6hW1+2xhSawgOhRy4n3KfJSeX0HFdR3pv6c36c+tJTpc/DAghhBDi1UhxJXKNoigE+GaOXi07cIXzNxNVTvSWKF4V+m4E/4VgXSpzeuCK9+CPjnDjlNrp8hyHQg58WPNDtnbeyq9ev9LcsTlaRcuRG0cYt2cczVc159uob4m9G6t2VCGEEELkM1JciVzVoHxRmle2J0OnZ8q202rHeXsoClTrDB8dhEajQWsK58NhlidsGQuP7qmdMM/RarQ0Lt2YwOaBhPiH8LHbx5SyLMWD1AcsO7UMv/V+9NzckzVn1pCUlqR2XCGEEELkA1JciVz3WavKaBTYcjyew5fvqh3n7WJSCLy+gKFRULkt6DMgahbMqA2HFoEuQ+2EeZK9hT0Dawxkc+fNzGkxB28nb4wUI47dPMaEfRPwWuXF1/u/5tQdGQkUQgghxPNJcSVyXSUHK/xqlwbg+82n0Mu9P29ekXLQ/U/otQaKVYKk27BhOPzWDC7vVztdnqVRNHiW8mRq06mEdgllRO0ROFo5kpiWyIrTK+iyoQvvbnyX4NhgGc0SQgghxFOkuBIGMaqlC6ZGGg5cvMOOUzfUjvP2qtAcPtwLPt+BqQ3EHYUFPhA8AO5fUztdnlbMvBj9q/dnY6eN/NbyN1qVbYWRxojjt48zMXIizVY2Y1LkJE7cPqF2VCGEEELkEVJcCYMoYWNOv3fKATB56ykydDJ6pRqtMXgMyVy6vXZvQIG/VsEvdWDXFFm6/SU0ioYGJRowpckUwrqE8Yn7J5S1LktSehJBsUF039idrhu6svL0ShJTZREXIYQQ4m0mxZUwmA+bVsDWwpjYfxIJPnRV7TjC0g7az4CB4eDYANKSYOfXmUu3/71Olm7PhiJmRehbrS/rO65ngc8CWpdrjYnGhJN3TvLV/q9ovqo5/9n3H47dPCbTYYUQQoi3kBRXwmBszI35qFlFAKaGxvIoVRZTyBNK1oL3t4Lf/P8u3b6yNyxuB/HH1U6XLyiKQl2HukxuPJmwLmGMqTuG8jbleZT+iNVnVtNzc0/8N/iz9ORSElIT1I4rhBBCiDdEiithUL08nChla058QjIL911QO454TFGgun/m0u1NPgMjM7i4G+Y0go0j4eEttRPmG7ZmtvRy7cXaDmtZ3Gox7cq3w1RrSuzdWL478B1eK70Yt2ccMTdiZDRLCCGEKOCkuBIGZWqkZbSPCwCzdp7jdmKKyonEE0wKQbPPYegBcO0Aeh1EL4DptSHyV0hPVTthvqEoCrWL1+bbRt8S1iWMsfXGUtG2IskZyaw/t55eW3rReX1nlvy9hPsp99WOK4QQQggDkOJKGFyHmqWoWtKaBynpBIadUTuOeJbCTtD1d+i7CRyqQ8p92PY5zPKA2G1yP1YO2Zja0LNKT1a3X80fvn/QoUIHzLRmnL13lskHJ9N8ZXMCdgcQHR8to1lCCCFEASLFlTA4jUZhXJsqAPwZdZmzN2RFtTyrbEMYuAvaTYdCdnD7LCztCkv84IZsoJtTiqJQy74WXzf8mrCuYYyrPw6Xwi6k6lLZeH4j/bb1o8O6Diw+sZi7ybLhthBCCJHfSXEl3gjPCsVoUcWeDJ2e77ecVDuOeBGNFtz7wMeHwXMYaIzhXBjM8oTNYyDpjtoJ8yVrE2u6V+5OULsglrZeSmfnzpgbmXPh/gV+jP4Rr1VejIkYw4G4AzKaJYQQQuRTUlyJN2asbxW0GoXtJ2+w75wsmJDnmVlDy69gaBRUbgv6DDgwB6a7wf5ZkJGmdsJ8SVEUqttVZ5LnJHZ02cEXDb6gSpEqpOnS2HJhC/1D+tNubTsWHl/I7Ue31Y4rhBBCiByQ4kq8MRXtLelZvwwA32w6iU42Fs4filaA7n9C7/VQvBok34OtY2GmB5zeKvdjvQZLE0u6VurKynYrWd52OV1cumBhZMGlhEtMPTSVFkEt+CT8EyKvR6LT69SOK4QQQoiXULW4ioiIoF27dpQsWRJFUVi7du0L269evRpvb2/s7OywtrbGw8ODbdu2PdFm0aJFKIry1CM5OdmAVyKya7iXM1amRpy4nsCaI9fUjiNyonwTGBQB7QLBohjcPgPLusEfneCfv9VOl+9VLVqVCR4T2Nl1JxM9JlK9WHXSdemEXAphYOhA2qxuw7y/5nHrkYz6CiGEEHmVqsXVw4cPqVmzJr/88ku22kdERODt7c3mzZs5dOgQzZo1o127dhw5cuSJdtbW1sTFxT3xMDMzM8QliBwqamnK0OaZGwtP2XZaNhbObzRacO8Lww7DO8NBawLnd8LsdzL3x0q8qXbCfM/C2AI/Fz+WtlnKqnar6FapG5bGllxNvErg4UC8V3kzcudI9l7bK6NZQgghRB5jpOab+/r64uvrm+3206ZNe+L5t99+y7p169iwYQNubm5ZxxVFwcHBIbdiilzW17Msf0Re4tq9R8zbfZ6PvZzVjiRyyswGvL8E934QOgFOrs/cH+vYKmj8CdT/EIzlDxqvq3KRyoxvMJ5R7qMIuRRCUGwQR28eZfvl7Wy/vJ1SlqXoUL4DljpLtaMKIYQQApWLq9el0+l48OABRYoUeeJ4YmIiTk5OZGRkUKtWLb766qsniq//lZKSQkrKfze3TUhIACAtLY20NPVv2n+cIS9kyQ1a4BPvioxa9Rezdp3Dz60EdlamquUpaP37RlmVhs4LUC7vQxP6BZr4o7B9IvqDC8hoPgF9lQ6kpacD0r+vwxhj2ji1oY1TG87eO8uas2vYeGEj1xKvMfPYTDRo2B++H39nfzxKeKDVaNWOXGDI9wfDkv41LOlfw5L+Nay81L85yaDo88iav4qisGbNGjp27Jjt10yZMoXvv/+ekydPYm9vD8D+/fs5e/Ys1atXJyEhgcDAQDZv3szRo0dxdn72CMnEiROZNGnSU8eXLl2KhYXFK12PeDG9Hn4+ruVSooKHvY7uFWR6U76n1+F4Zx9V4lZhnpa5Z9PtQs6cKNWDu4UqqByu4EnTp3E87TjRKdFcyriUddxGscHd1J3aJrWx1diqF1AIIYQoIJKSkujRowf379/H2tr6hW3zbXG1bNkyBgwYwLp162jRosVz2+l0OmrXrk3jxo2ZPn36M9s8a+TK0dGRW7duvbQD34S0tDRCQ0Px9vbG2NhY7Ti55tClu3SfdxCNAhuGeuBS3EqVHAW1f1WT+hBN1Ew0kTNQ0pIAuFq4AUW7TseoWHmVwxU8aWlp/Ln1T2463GTzpc3cT70PgEbR4FnCE7+KfrxT8h2MNPl6ooJq5PuDYUn/Gpb0r2FJ/xpWXurfhIQEihUrlq3iKl/+tF2xYgX9+/dn1apVLyysADQaDXXr1uXMmTPPbWNqaoqp6dPT0oyNjVX/ZP5bXsvzuhpUtMe3mgNbjsczOeQsv79fT9U8Ba1/VWNsC80/hzr9YMfX6GP+pPTd/ejnNUJp8CE0GpV5z5bINfZae/rW7csn9T8h7FIYQWeCOBh/kD3X97Dn+h7sze3p6NyRzs6dKWVZSu24+ZJ8fzAs6V/Dkv41LOlfw8oL/ZuT9893+1wtW7aMvn37snTpUtq0afPS9nq9npiYGEqUKPEG0omcGutbGWOtQkTsTXaeuqF2HJGbrEtAx19J7x/GTcsqKBkpsHcaTK8NB+dBRrraCQscU60prcu3ZoHPAjZ03EC/qv0obFqYG49uMPfYXHyDfRm8fTBhl8JI06k/h10IIYQoaFQtrhITE4mJiSEmJgaACxcuEBMTw+XLlwEICAigd+/eWe2XLVtG7969+emnn2jQoAHx8fHEx8dz//79rDaTJk1i27ZtnD9/npiYGPr3709MTAyDBw9+o9cmssepaCHef6ccAF9t/JvUdLn3qsBxqMG+imNJ77IEijpD0i3Y9AnMkk2IDamsTVlG1RnF9i7bmdJkCvVL1EePnr3X9jIifAQtg1oSeDiQKw+uqB1VCCGEKDCyNS3wefcqvUi/fv2wsnrxPTTR0dE0a9Ys6/moUaMA6NOnD4sWLSIuLi6r0AKYM2cO6enpDB06lKFDh2Ydf9we4N69ewwcOJD4+HhsbGxwc3MjIiKCevXUnXImnu+j5hUJPnyV87ce8nvkRQY0kvtyChxFQe/SCiq3gkOLIPw7uBWbuQlxucbQ8msoUVPtlAWSidaEVmVb0apsK64kXCH4TDBrzq7h1qNbzPtrHvP+modHCQ/8XPxo7tgcY61MbRFCCCFeVbaKqxEjRlC6dGm02uwt73vlyhXatm370uKqadOmvGg9jccF02Ph4eEvfe+ff/6Zn3/+OTsxRR5hZWbMpz6V+Cz4LwLDztDJrRRFLdVbml0YkNYY6n0ANbrC7p9g/yy4EAFzmkCNbtB8PNg6qp2ywHK0dmSE+wiG1hpK+NVwgmKD2Hd9H5FxkUTGRVLErAgdKnbAz9kPJ2snteMKIYQQ+U62F7SIjo7OWu78ZV5WVAnxv/zdHflj/yWOX0vgp9BYvu1UXe1IwpAeb0Jcpz/s+Ar+WgXHlsOJNeAxBBqOlEUvDMhYa4y3kzfeTt5cfXCV1WdWZ41mLTy+kIXHF1LfoT5+Ln54lfHCRGuidmQhhBAiX8jWPVf/+c9/sLS0zPZJP//886c29hXiRbQahQltqwKw/MBl/r6eoHIi8UYUdgK/efDBTnBqCBkpsOdnmO4GUXMgQxZdMLTSVqUZVnsYIf4hTGs2jYalGqKgEBUfxZiIMXit8uLHgz9y4f4FtaMKIYQQeV62i6ucbKYbEBCAra3tq2YSb6l65YrQtkYJdHr4cuOJF04ZFQVMqdrQdyO8uxyKuUDSbdgyBn6tD3+vk0Uv3gBjjTFeZbyY1WIWW/22MrjmYOwt7LmXco/Ffy+m/dr29N3al43nN5KSkfLyEwohhBBvoXy3FLso2AJaV8HUSMP+83fYejxe7TjiTVIUqOQLH0ZCm6lQyA7unIOVvWG+N1yKVDvhW6OkZUmG1hrKNr9tzGg+g6alm6JRNBz65xABuwPwWuXF5AOTOXv3rNpRhRBCiDwlx8XV7du3GTp0KK6urhQrVowiRYo88RDidZSyNWdQkwoAfLP5JMlpGSonEm+c1gjq9odhR6DJZ2BsAVcPwsJWsLwn3IxVO+Fbw0hjRFPHpszwmsE2v20MqTWEEoVKcD/lPktOLqHT+k703tKb9efWk5yerHZcIYQQQnXZXtDisffee49z587Rv39/ihcvjqIohsgl3mKDm5Rn5cErXL37iPl7LjC0WUW1Iwk1mFpBs8+hzvuZS7cf/h1ObYTTW8C9DzQZC1bF1U751nAo5MCHNT9kYPWB7Lu+j+AzwYRfCefIjSMcuXGE7w98T9vybfF38celsIvacYUQQghV5Li42rNnD3v27KFmTdmTRhiGhYkRAa0rM3x5DL/uPIu/e2mKW5upHUuoxcoB2gVCgyGwfRKc3gTRC+DoCvD8CDw/zizExBuh1WhpVLoRjUo34mbSTdaeXUvwmWCuJV5j2allLDu1jBp2NfB39senrA8Wxtm/X1cIIYTI73I8LbBy5co8evTIEFmEyNK+ZkncnQqTlJrB5C2n1I4j8gK7SvDuUui3BUrVgbSHsGsyBNaCqLmQnqp2wreOnYUdH9T4gM2dNzPHew7eTt4YKUYcu3mMCfsm4LXKi6/3f82pO/JvWAghxNshx8XVzJkzGTduHLt27eL27dskJCQ88RAiNyiKwoS2rgCsPnKNQ5fuqJxI5BlOnjBgO3T9HYpWhKRbsOVT+LUeHA8GnU7thG8djaLBs6QnU5tOJbRLKCPdR+Jo5UhiWiIrTq+gy4YudN/YnaDYIB6mPVQ7rhBCCGEwOS6ubG1tuX//Ps2bN8fe3p7ChQtTuHBhbG1tKVy4sCEyirdUTUdbutVxBGDCuhNk6GQ5bvH/FAVcO8CQ/f+/sqA93L0AQe/Db83g/C61E761ipkX4/1q77Ox00Z+a/kbrcq2wkhjxInbJ5gUOYnmK5szcd9ETtyS7RaEEEIUPDm+56pnz56YmJiwdOlSWdBCGNyYVpXYcjyOE9cTWBp1iV4eZdWOJPISrXHmyoI1usH+mbA3EOJi4Pf2UL4ZtJgIJWupHPLtpFE0NCjRgAYlGnAn+Q4bzm0gKDaIiwkXCT4TTPCZYKoUqYK/iz+ty7XG0iT7G9ULIYQQeVWOi6vjx49z5MgRKlWqZIg8QjyhqKUpn/pU4ot1J5iy7TStq5egqKWp2rFEXmNqCU3GgHs/iJiSueDF+Z0wdydU7QzNx0PRCmqnfGsVMStCn6p96O3am+h/ogmKDWL7pe2cvHOSr/Z/xY/RP9KqbCv8XfypXqy6/NFOCCFEvpXjaYF16tThypUrhsgixDP1qO+EawlrEpLT+WHrabXjiLzM0g5a/wAfHcwczUKBE6sz78faOAoe/KN2wreaoijUdajL5MaTCesSxpi6YyhvU55H6Y9Yc3YNPTf3xH+DP0tPLiUhVe7hFUIIkf/kuLj6+OOPGT58OIsWLeLQoUMcO3bsiYcQuU2rUfiqY1UAVkRf4cjluyonEnlekXLQeS4M3g3OLUGXDtHzYXotCPsSHt1TO+Fbz9bMll6uvVjbYS2LWy2mXfl2mGpNib0by3cHvsNrpRfj9owj5kaM3JslhBAi38jxtMBu3boB8P7772cdUxQFvV6PoihkZGTkXjoh/p+7UxH8apcm+PBVJqw7wdqh76DVyNQh8RIO1aHnKri4F7b/B64ehN0/wcH50HAk1BsIJrIPk5oURaF28drULl6bz+p9xsbzGwmKDeLsvbOsP7ee9efWU9G2In7OfrSr0A4bUxu1IwshhBDPleORqwsXLjz1OH/+fNZ/hTCUsb6VsTIz4q9r91l+8LLacUR+UvYd6B8K3f4Eu8qQfC+z2Jrulnl/Vkaa2gkFYGNqQ88qPVndfjV/+P5BhwodMNOacfbeWSYfnEzzlc0Zu3ss0fHRMpolhBAiT8rxyJWTk5MhcgjxUnZWpozydmHShr8zF7eoVoLChUzUjiXyC0WBKm2hki8cWwnh38K9y7BxJOybAc3GZS5+ocnx35xELlMUhVr2tahlX4sx9caw+fxmVsWuIvZuLJvOb2LT+U2UsymHn7Mf7Su0p7CZbAMihBAib8jWbxHr168nLS37f9ndvHkzjx49euVQQjxPrwZOVHaw4l5SGj9sk8UtxCvQaKHWu/BRNPj+AIXs4M55CO4PcxrB6a0goyJ5hrWJNd0rdyeoXRBLWy+ls3NnzI3MuXD/Aj9G/4jXKi/G7BrDgbgDMpolhBBCddkqrjp16sS9e/eyfdLu3bsTFxf3qpmEeC4jrYYvO1QDYPnByxy7ek/dQCL/MjKF+oNgWEzmUu2m1vDPcVjWDeZ7w4UItROKf1EUhep21ZnkOYkdXXbwRYMvcC3qSpoujS0Xt9A/pD/t1rZj4fGF3H50W+24Qggh3lLZmhao1+vp27cvpqbZ218oOTn5tUIJ8SL1yhWhk1sp1hy5xhdrj7N6iCxuIV6DqSU0/hTq9M/chDhqTubCF4vbQfmm0HwClHZXO6X4F0sTS7pW6krXSl05cfsEwbHBbDq/iUsJl5h6aCrTj0ynuWNz/F38qV+iPhpFpnoKIYR4M7JVXPXp0ydHJ+3ZsyfW1tavFEiI7AjwrUzo3/9w9Op9lh64TK8Gci+geE0WRcB7EjT4MHNFweiFcD4881GpDTQfB8Wrqp1S/I+qRatS1aMqo+uMZsuFLQSfCeavW38RcimEkEshlLYsjZ+LHx0rdqSYeTG14wohhCjgslVcLVy40NA5hMgRe2szPvWpxH/Wn+CHrafwqVoceysztWOJgsDKAVpPAY+PYNdkOLoMTm+C05uhmh80DYBiFdVOKf6HhbEFfi5++Ln4cerOKYJig9h0fhNXE68SeDiQX4/8SlPHpvi7+ONR0kNGs4QQQhiE/HQR+dZ7DZyoUdqGB8npfLXxpNpxREFT2Ak6zoQh+8G1A6CH40Hwa11YOxTuXlI7oXiOykUqM77BeMK6hPHVO19Ry64W6fp0tl/ezuDtg/EN9mXO0Tn88/AftaMKIYQoYKS4EvmWVqPwbafqaBTYcPQ6u2Jvqh1JFER2laDr7zAoAlxagV4HMUtghjtsHAUJ19VOKJ7DwtiCjhU78kfrP1jdfjU9q/TEysSK6w+v80vML7QMbsnHOz4m4moEGboMteMKIYQoAFQtriIiImjXrh0lS5ZEURTWrl370tfs2rULd3d3zMzMKF++PLNnz36qTXBwMK6urpiamuLq6sqaNWsMkF7kBdVK2dDXsxwAX6w9TnKa/IIkDKRETeixAvpvz1zoQpcG0fMhsBZs/RwSb6idULyAc2FnxtYby44uO/i24bfUtq+NTq8j/Eo4Q8OG4hPsw8yYmcQ/jFc7qhBCiHxM1eLq4cOH1KxZk19++SVb7S9cuEDr1q1p1KgRR44c4fPPP2fYsGEEBwdntYmMjKRbt2706tWLo0eP0qtXL7p27UpUVJShLkOobFRLF0rYmHH5ThIzdpxRO44o6BzrQu910HcTlPGAjBTY/ysE1oTQCfBQlgHPy8yMzGhXoR2LfRezrsM6erv2xsbUhn+S/mHW0Vn4BPswNGwoOy7vIF2XrnZcIYQQ+Uy2FrQwFF9fX3x9fbPdfvbs2ZQpU4Zp06YBUKVKFaKjo/nxxx/x8/MDYNq0aXh7exMQEABAQEAAu3btYtq0aSxbtizXr0Goz9LUiP+0q8rgJYeYG3GejrVK4VzcSu1YoqAr2xD6bYFzYbDzW7h2KHMp94Pzof5g8BiauQKhyLPK25bn07qfMqz2MMIuhRF0JoiD8QeJuBpBxNUI7M3taV++PTYZNmpHFUIIkU9kq7iaPn16tk84bNiwVw7zMpGRkbRs2fKJYz4+PsyfP5+0tDSMjY2JjIxk5MiRT7V5XJA9S0pKCikpKVnPExISAEhLSyMtLS33LuAVPc6QF7LkVc1diuBV2Y6wUzcJWH2MP9+viyabe19J/xpWge9fpybQpzHK2VC0Ed+jxB+D3T+iPzAHXb0P0dUbDGaG25qiwPfvG6BBg7ejN96O3lxKuMSac2tYf349Nx7dYN6JeSgo7Nuxj87OnWlcqjHGGmO1IxcY8vVrWNK/hiX9a1h5qX9zkkHR6/X6lzUqV67cE89v3rxJUlIStra2ANy7dw8LCwvs7e05f/58ztI+DqIorFmzho4dOz63jYuLC3379uXzzz/POrZv3z7eeecdrl+/TokSJTAxMWHRokX06NEjq83SpUvp16/fEwXUv02cOJFJkyY9dXzp0qVYWFi80vWIN+9OCnwXoyVVp/BuhQwa2L/0S1uI3KXX43D/MJXjVmOTfAWAVK0F5+xbcd7Oh3StucoBRXal69M5mXaSg6kHOZ/+359rlooltU1qU8ekDkW0MjIphBBvg6SkJHr06MH9+/dfupdvtkauLly4kPX/S5cuZebMmcyfP59KlSoBcPr0aT744AMGDRr0GrGzR1GeHI14XBv++/iz2vzvsX8LCAhg1KhRWc8TEhJwdHSkZcuWeWIz5LS0NEJDQ/H29sbYWP5i+iIp9hf5fmssW66bMbzLOxQtZPLS10j/Gtbb179tQD+O9FMb0Eb8gMmt01SJW03luzvQ1f8QXd2BYJp701bfvv59c9rTnrS0NJZvXc7tUrfZeHEjd5LvEJESQURKBPUd6tO5YmealmqKsVb6/lXI169hSf8alvSvYeWl/n08qy07cnzP1RdffEFQUFBWYQVQqVIlfv75Z/z9/enZs2dOT5ltDg4OxMc/uZLTjRs3MDIyomjRoi9sU7x48eee19TUFFNT06eOGxsbq/7J/Le8licvGtCoAuuOxnMyLoEfQs4wtWutbL9W+tew3rr+reEP1TrBiTWwazLKrVi0u75DGzULPD+CeoNydbrgW9e/b1BRbVF61e7FiDojCL8aTnBsMPuu7yMqPoqo+CiKmBWhQ8UO+Dn74WTtpHbcfEm+fg1L+tewpH8NKy/0b07eP8erBcbFxT1z3mFGRgb//GPYDRk9PDwIDQ194lhISAh16tTJuujntfH09DRoNpE3GGk1fNupGooCqw9fY/cZ2ftKqEijher+mRsRd54HRZ0h+R7s+BoCa0DEj5Cc/b+GCXUZa43xdvJmtvdsNnfezAfVP8DO3I47yXdYeHwhbde0pf+2/my5sIXUjFS14wohhFBBjosrLy8vPvjgA6Kjo7Om5EVHRzNo0CBatGiRo3MlJiYSExNDTEwMkDn9MCYmhsuXLwOZ0/V69+6d1X7w4MFcunSJUaNGcfLkSRYsWMD8+fMZPXp0Vpvhw4cTEhLC5MmTOXXqFJMnT2b79u2MGDEip5cq8im3MoXp41EWgIDVf/EwRZZTFirTaKFGFxgaBZ1/g6IV4dFd2PFVZpG1a4oUWflMaavSDKs9jG3+25jWbBqNSjVCQeFA/AHGRIzBa5UXUw5O4fz9V7sPWQghRP6U4+JqwYIFlCpVinr16mFmZoapqSn169enRIkSzJs3L0fnio6Oxs3NDTc3NwBGjRqFm5sbEyZMADJHyR4XWpC5sMbmzZsJDw+nVq1afPXVV0yfPj1rGXYAT09Pli9fzsKFC6lRowaLFi1ixYoV1K9fP6eXKvKxT30qUcrWnKt3H/FjyGm14wiRSaOFGl1hSBR0mvPfImvn1zCtGoRPhuT7aqcUOWCsMcarjBczW8xkq99WBtccjL2FPfdS7vH737/TYW0H+m7ty8bzG0nJePaiSkIIIQqOHN9zZWdnx+bNm4mNjeXUqVPo9XqqVKmCi4tLjt+8adOmvGixwkWLFj11rEmTJhw+fPiF5/X398ff3z/HeUTBUcjUiO86V6f3ggMs2neRtjVK4O4kK3uJPEJrBDW7Q/UucHw1RPwAt2Ih/FuI/BUafJj5MLdVO6nIgZKWJRlaayiDagxiz7U9BMcGE3EtgkP/HOLQP4f4Luo72ldoj5+zHxULV1Q7rhBCCAN45U2EXVxcXqmgEuJNaexih797aYIOXWVM0DE2DWuEmbFW7VhC/Nfj6YLVOmcufBExBW6egl3fw/6ZUH8QNBgimxHnM0YaI5o6NqWpY1PiH8az9uxaVp9ZTdzDOJacXMKSk0tws3fD38UfbydvzI1kiX4hhCgoXqm4unr1KuvXr+fy5cukpj550+7UqVNzJZgQuWF8myqEn77JuZsP+XXnWT5pWenlLxLiTXu88EXVznByHez6AW78nVls7Z8FdfuDx8dgaad2UpFDDoUcGFxzMB9U/4DIuEiCYoMIvxLOkRtHOHLjCN9HfU/bCm3xc/ajUhH5/iSEEPldjoursLAw2rdvT7ly5Th9+jTVqlXj4sWL6PV6ateubYiMQrwyWwsTvu5YlcFLDjMr/By+1UrgWlL9vcuEeCaNBqp2giod4NTGzOmC8X/B3kCImgt1+oHnMLAuoXZSkUNajZaGpRrSsFRDbibdZN25dQTFBnEt8RrLTi1j2all1ChWA38Xf3zK+mBhLBvYCyFEfpTjBS0CAgL45JNPOH78OGZmZgQHB3PlyhWaNGlCly5dDJFRiNfSqloJfKs5kK7TMyb4KOkZOrUjCfFiGg24todBu+HdFVCyNqQ/ypwqGFgTNn0C966onVK8IjsLOwZUH8DmzpuZ4z0HbydvjBQjjt06xoR9E2i+qjlfRX7Fydsn1Y4qhBAih3JcXJ08eZI+ffoAYGRkxKNHj7C0tOTLL79k8uTJuR5QiNwwqUNVbMyNOX4tgXl7LqgdR4jsURSo1Ao+2AHvBYNjA8hIgYPzYHotWDcU7pxTO6V4RRpFg2dJT6Y2nUpol1BGuo/E0cqRh2kPWRm7kq4bu9J9Y3dWxa7iYdpDteMKIYTIhhwXV4UKFSIlJXM52ZIlS3Lu3H9/sN+6dSv3kgmRi+ytzPiirSsAP4fGcv5mosqJhMgBRYGKLeD9rdBnA5RrDLp0OLIEo9keuF+cCTdklCM/K2ZejPervc/GThuZ13Iercq2wkhjxInbJ/gy8kuarWzGxH0TOXHrxAtX2RVCCKGuHBdXDRo0YO/evQC0adOGTz75hG+++Yb333+fBg0a5HpAIXKLX+1SNHIuRkq6jrHBf6HTyS8oIp9RlMzCqs8G6B8Kzj4oeh2l7+7H+LdGsKwHXDukdkrxGjSKhvol6jOlyRTCuoQxus5oylqX5VH6I4LPBNN9U3e6buzKilMreJD6QO24Qggh/keOi6upU6dmbcg7ceJEvL29WbFiBU5OTsyfPz/XAwqRWxRF4dtO1bEw0XLg4h0W7ruodiQhXp1jPei5krT+O7lmWw89CpzeBL81h987woXdICMc+VoRsyL0qdqH9R3Xs8BnAa3LtcZEY8KpO6f4OuprvFZ5MWHvBI7dPCajWUIIkUfkeLXA8uXLZ/2/hYUFM2fOzNVAQhiSYxELxrWpwrg1x/lh6ymauNjhVNhU7VhCvDqH6kSX+4jW9SpivH8GHFsJ53dmPkrXhUafgLNP5iIZIl9SFIW6DnWp61CXe8n32HB+A0GxQZy/f541Z9ew5uwanAs74+/sT9sKbbE2kRVRhRBCLa/00/bevXvMmzePgIAA7ty5A8Dhw4e5du1aroYTwhB61CuTNT3wk1WyeqAoIIq5QKfZMOwI1B0AWlO4ehCWdYfZ78CxVZCRrnZK8ZpszWzp5dqLtR3WsrjVYtpXaI+p1pQzd8/w3YHv8Frpxbg944i5ESOjWUIIoYIcF1fHjh3DxcWFyZMn8+OPP3Lv3j0A1qxZQ0BAQG7nEyLXKYrCD/41sDIz4uiVe8zdfVHtSELknsJO0OYnGPEXvDMCTKwyNyRePQB+cYeD8yHtkdopxWtSFIXaxWvzTcNvCOsSxth6Y6loW5HkjGTWn1tPry296LSuE0v+XsL9lPtqxxVCiLdGjourUaNG0bdvX86cOYOZmVnWcV9fXyIiInI1nBCGUsLGnC87VAXgl/BzXJVVjkVBY1UcvCfByOPQfDxYFIW7F2HTKJhWHXb/BI/uqZ1S5AIbUxt6VunJ6varWdJ6CR0rdsRMa8a5++eYfHAyzVc2Z+zusUTHR8tolhBCGFiOi6uDBw8yaNCgp46XKlWK+Pj4XAklxJvQsVYpfKoWJy1Dz5KzWlLSZXqgKIDMbaHxp5kjWb4/gI0jPLwJYV/Cz9UgdAI8kO/dBYGiKNS0q8lX73zFjq47GF9/PJWLVCZVl8qm85vot60f7de2Z/GJxdxNvqt2XCGEKJByXFyZmZmRkJDw1PHTp09jZ2eXK6GEeBMUReGbTtUpUsiYuCSFGTtkM1ZRgJkUgvqDMu/J6jQH7KpA6gPYG5g5krV+GNw6q3ZKkUusTKzoVrkbK9uuZFmbZfg5+2FuZM7FhIv8GP0jXqu8GLNrDAfiDsholhBC5KIcF1cdOnTgyy+/JC0tDcj8BfXy5cuMHTsWPz+/XA8ohCEVszTlq/aZmwv/tucChy7JX3NFAac1hprd4cN98O4KcKwPGalweDH8UgdWvAdXo9VOKXKJoihUK1aNiZ4T2dl1JxM8JlC1aFXSdGlsubiF/iH9abe2HQuOL+D2o9tqxxVCiHwvx8XVjz/+yM2bN7G3t+fRo0c0adKEihUrYmVlxTfffGOIjEIYVEvX4tQtpkOnh9GrjvIoNUPtSEIYnkYDlVpB/xDotxVcWgF6OLkB5nnBwtZweivoZLpsQVHIuBBdXLqwvO1yVrRdQVeXrhQyLsSlhEv8fOhnWgS14JPwT9h3fR86vXzehRDiVeR4nytra2v27NnDjh07OHz4MDqdjtq1a9OiRQtD5BPijehcTsflVHMu3HrI5K2nmNi+qtqRhHhznDwyHzdOwb4ZcGwFXNqb+bCrDJ7DoHoXMDJRO6nIJa5FXXH1cOWTOp+w7eI2gmKDOHbrGCGXQgi5FEIpy1L4u/jToUIH7Cxkyr8QQmTXK+8q2bx5c0aPHs2YMWOksBL5noURfNcxs6BatO8iEbE3VU4khArsK0PHX2HEscyCysQKbp6CdUMgsAbs+VlWGCxgLIwt6OTciT/b/ElQuyC6V+qOpbEl1xKvEXg4EO8gb0bsHMGea3vI0MmovhBCvEyOR64AwsLCCAsL48aNG+j+Z8rIggULciWYEG9aI+di9GrgxB/7LzFq5VG2jmhEMUtTtWMJ8eZZl4SWX0Hj0RC9EKJmw4M42D4RIn6E2r2hwYdgW0btpCIXVSpSiXENxjGqzihCLoawKnYVR28eJexyGGGXwyhZqCSdnDvRqWInihcqrnZcIYTIk3I8cjVp0iRatmxJWFgYt27d4u7du088hMjPxrWpgrO9JbcSUxgTdExW0RJvNzMbaDgChh+DjrPBviqkJsL+mRBYC4L6w/UYlUOK3GZuZE6Hih1Y0noJq9uvpmeVnliZWHH94XV+jfmVlsEt+XjHx0RcjZDRLCGE+B85HrmaPXs2ixYtolevXobII4SqzIy1TH/XjQ6/7mXHqRv8HnmJPp5l1Y4lhLqMTKDWu5mrDJ4Ly7wv63w4HA/KfJRtBB5Dwdknc6EMUWA4F3ZmbL2xjKg9gtBLoQTFBnH4xmHCr4QTfiWc4hbF6ezcmc7OnXEo5KB2XCGEUF2Ofwqmpqbi6elpiCxC5AlVSljzuW9lAL7ZfJJT8U/v6ybEW0lRoGIL6L0OBu2G6l1BYwQXd8Oy7vBrXTg4D1KT1E4qcpmZkRntKrRjse9i1nVYRy/XXtiY2vBP0j/MOjoLn2AfhoYNZcflHaTr0tWOK4QQqslxcTVgwACWLl1qiCxC5Bl9PMvSrJIdqek6hi07QnKaTH0R4gklaoDfb5lTBt8ZDqY2cPssbPoEfnaFsK/gQbzaKYUBlLctz5i6YwjrEsbkRpOp61AXnV5HxNUIhu8cjk+QDzOOzOBa4jW1owohxBuXrWmBo0aNyvp/nU7H3Llz2b59OzVq1MDY2PiJtlOnTs3dhEKoQFEUpnSpSatpu4n9J5FvN5/kyw7V1I4lRN5jUwq8v4TGYyDmz8z7se5ehN0/wt5AqO6fufhFiZpqJxW5zFRrSuvyrWldvjUX719k9ZnVrD27lhuPbjD32Fx+O/YbnqU88Xf2p4ljE4w1xi8/qRBC5HPZGrk6cuRI1uPo0aPUqlULjUbD8ePHn/hYTExMjgPMnDmTcuXKYWZmhru7O7t3735u2759+6IoylOPqlX/uyfRokWLntkmOTk5x9nE262YpSk/dc38hfD3yEts//sflRMJkYeZWkL9QfDxYej6Bzg2AF0aHF0GcxrDwjZwciPIAggFUlmbsoyqM4rtXbYzpckUGpRogB49e6/tZWT4SLxXeRN4OJArD66oHVUIIQwqWyNXO3fuNMibr1ixghEjRjBz5kzeeecd5syZg6+vL3///Tdlyjy9xG9gYCDff/991vP09HRq1qxJly5dnmhnbW3N6dOnnzhmZmZmkGsQBVsTFzsGNCzHvD0XGBN8jK2lG2FvLV9LQjyXRguu7TMfVw9ljmT9vRYu7cl8FC4L9QdDrZ5gZq12WpHLTLQmtCrbilZlW3El4QrBZ4JZe3Ytt5NvM++vecz7ax4NSjTA38Wf5o7N1Y4rhBC5TtVlnaZOnUr//v0ZMGAAVapUYdq0aTg6OjJr1qxntrexscHBwSHrER0dzd27d+nXr98T7RRFeaKdg4OsYCRe3aetKuFawpo7D1P5ZNVRdDpZnl2IbCntDv7zM+/LajgSzGwzpwxuHQtTXWHLWLhzXu2UwkAcrR0Z4T6C0C6h/Nz0Z94p+Q4KCvvj9jN612haBLUg8EggtzJuqR1VCCFyzSttIpwbUlNTOXToEGPHjn3ieMuWLdm3b1+2zjF//nxatGiBk5PTE8cTExNxcnIiIyODWrVq8dVXX+Hm5vbc86SkpJCSkpL1PCEhc3W4tLQ00tLSsntJBvM4Q17IUhC9rH81wNQu1ek4K5LdZ27xy45YPmxS/g0mzN/k69ew8kX/WthDk3HgORLNXyvRHJiDcvsMRM1CHzUbvXNLdHUHoi/bOHNFwjwkX/RvPtCkZBOalGzC9cTrrD23lrXn13Lr0S0Wn1wMwO7Q3fg7+9PMsRkmWhOV0xYc8vVrWNK/hpWX+jcnGRS9SrukXr9+nVKlSrF3794nlnb/9ttvWbx48VPT+v5XXFwcjo6OLF26lK5du2Yd379/P2fPnqV69eokJCQQGBjI5s2bOXr0KM7Ozs8818SJE5k0adJTx5cuXYqFhcUrXqEoaPbfUFh2TouCnqGuOpxtZARLiFei12H/4Djlb4ZQPOFY1uEEs1Kct2vJ1SKeZGhMVQwoDC1Dn0FseizRKdHEpseiJ/P7qYVigZuJG3VM6mCntVM5pRBCZEpKSqJHjx7cv38fa+sXT2lXvbjat28fHh4eWce/+eYb/vjjD06dOvXC13/33Xf89NNPXL9+HROT5/+VS6fTUbt2bRo3bsz06dOf2eZZI1eOjo7cunXrpR34JqSlpREaGoq3t/dTqzOK15eT/v1s9XFWH7lOMUsT1g/xwM5KfgF8Gfn6Nax837+3z6CJno/m6DKUtIcA6M1s0dV6D537+2D79P23b1K+7988Li0tjVXbVnGv9D02XNzAP0n/XTjIzc6NzhU74+XohZmR3Ov6KuTr17Ckfw0rL/VvQkICxYoVy1Zxpdq0wGLFiqHVaomPf3IflBs3blC8ePEXvlav17NgwQJ69er1wsIKQKPRULduXc6cOfPcNqamppiaPv1LsrGxseqfzH/La3kKmuz07zedanDi+gNO//OAUUF/8eeABmg1eWsaU14lX7+GlW/718EV2v4ELSbAkT/hwByUuxfR7v8F7f5foZIv1BsI5ZuqOmUw3/ZvPmCrsaVHrR585P4Re6/vZVXsKiKuRnDk5hGO3DzClENTaFehHX7OfjgXfvYMFPFi8vVrWNK/hpUX+jcn76/aghYmJia4u7sTGhr6xPHQ0NAnpgk+y65duzh79iz9+/d/6fvo9XpiYmIoUaLEa+UVAsDcRMuvPWtTyETL/vN3mLY9Vu1IQhQMZjbgMSRzKfd3l0P5ZoAeTm+GPzrCr/XgwG+Q8kDtpMJAtBotjUs3ZkbzGYT4hfBRrY8oUagECakJ/HnyTzqv70yvzb1Yd3Ydj9IfqR1XCCGeSdXVAkeNGsW8efNYsGABJ0+eZOTIkVy+fJnBgwcDEBAQQO/evZ963fz586lfvz7Vqj29qeukSZPYtm0b58+fJyYmhv79+xMTE5N1TiFeV0V7S77tXB2AGTvOEn76hsqJhChANNrM0area2HowcxRKxNLuBULm0dnrjK4eQzclD9sFGTFCxVnUM1BbOm8hVktZuFVxgutoiXmZgzj947Ha6UX3+z/htN3Xnx/thBCvGmqTQsE6NatG7dv3+bLL78kLi6OatWqsXnz5qzV/+Li4rh8+fITr7l//z7BwcEEBgY+85z37t1j4MCBxMfHY2Njg5ubGxEREdSrV8/g1yPeHh1qleLgxTss2X+ZkSti2DSsESVtzdWOJUTBYucCradA8y/g6HI4MBdun4EDczIf5ZpA3QFQqTVoVf1xJgxEq9HSsFRDGpZqyM2km6w7t46g2CCuJV5j+enlLD+9nBrFauDn4kersq2wMJZFqIQQ6lL9p9GQIUMYMmTIMz+2aNGip47Z2NiQlJT03PP9/PPP/Pzzz7kVT4jnGt/GlZgr9zh+LYGPlh5mxSAPjLWqDgYLUTCZWUP9gZmF1IVwODAPYrfAhV2ZD+tS4N4P3PuApb3aaYWB2FnYMaD6AN6v9j774/YTFBvEzss7OXbrGMduHeOHgz/Qplwb/F38qVK0itpxhRBvKflNUIhXZGasZWYPd6zMjDh8+R6Tt7x4hUshxGvSaKBCc3h3aebGxI0+AYtikHANdn6dOWVwVT+4uAfUWQhXvAEaRYNnSU+mNp1KaJdQRrqPxNHKkYdpD1kZu5KuG7vSfWN3VsWu4uH/r0AphBBvihRXQryGMkUt+LFLTQDm7bnApmNxKicS4i1h6wheE2DU39D5NyhdD3RpcGI1LGoDMxtA1BxIvq92UmFAxcyL8X6199nYaSPzWs6jVdlWGGmMOHH7BF9Gfkmzlc2YuG8iJ26dQKWdZ4QQbxkproR4TT5VHRjYuDwAo1cd5WRcgsqJhHiLGJlCja4wIBQG7Qb3vmBcCG6egi1j4KfKsP5juB6jdlJhQBpFQ/0S9ZnSZAphXcIYXWc0Za3L8ij9EcFngum+qTtdN3ZlxakVPEiVFSeFEIYjxZUQuWCMTyUaORfjUVoGA/+I5u7DVLUjCfH2KVED2gXCJyeh9Y9gVwXSkuDw7zC3Ccxtlvn/qTJVrCArYlaEPlX7sL7jehb4LKB1udaYaEw4decUX0d9jdcqLybsncCxm8dkNEsIkeukuBIiFxhpNcx4140yRSy4cucRHy07THqGTu1YQrydzGyg3gcwJBL6bYFq/qAxhuuHM0exfqoMmz6B+ONqJxUGpCgKdR3qMrnxZMK6hDGm7hgq2FTgUfoj1pxdQ8/NPfHb4MfSk0tJSJUZB0KI3CHFlRC5xNbChN9618HCRMves7f5Xha4EEJdigJOnuA/H0adhBaToHA5SEmAg/Ng9jswrwUc+RNSn78Krcj/bM1s6eXaizUd1vC77++0r9AeU60pZ+6e4bsD3+G10otxe8Zx5MYRGc0SQrwWKa6EyEWVHKyY2vW/C1ysOXJV5URCCAAs7aDhCPj4MPRaC64dQGMEVw/CuiH/P5o1GuL/UjupMCBFUXCzd+Obht8Q1iWMsfXG4lzYmeSMZNafW0/vLb3ptK4TS/5ewv0UWQxFCJFzUlwJkctaVSvBx80rAjA2+C/+uio/oIXIMzQaqNAMuv4OI//OXHHQ1glS7sPB32B2w8x7sw4thpREtdMKA7IxtaFnlZ4EtwtmSesldKrYCXMjc87dP8fkg5NpvrI5Y3ePJTo+WkazhBDZJsWVEAYwsoULXpXtSUnXMfCPaG4+SFE7khDif1kVz9wra1gM9FoDrh3/e2/WhmHwUyW0m0Zi+/C87JtVgCmKQk27mnz5zpeEdQljfP3xVC5SmVRdKpvOb6Lftn60X9uexScWczf5rtpxhRB5nBRXQhiARqPwc/dalLcrRNz9ZIb+eZjUdFngQog86fHmxF0XZ96b5f0lFKkAqYloYv6gSexEjOY1gf2zIemO2mmFAVmZWNGtcjdWtl3JsjbL8HP2w9zInIsJF/kx+ke8Vnnx6a5PiYqLQqeX7+lCiKdJcSWEgVibGfNb7zpYmRpx4OIdxq35S6aWCJHXWdrBO8Ph40PQdxO6av5kKMYoN/6GrZ/BT5Ug6H04txN08st1QaUoCtWKVWOi50R2dt3Jfzz+Q9WiVUnTpbH14lYGhAyg3Zp2LDi+gNuPbqsdVwiRh0hxJYQBVbCzZEYPN7QahVWHrjIz/JzakYQQ2aEoULYhGR1ms63adDJ8JoNDDchIhePB8EdHmF4TwifDvctqpxUGVMi4EP4u/ixvu5wVbVfQ1aUrhYwLcfnBZX4+9DMtVrVgVPgo9l3fJ6NZQggproQwtKaV7JnYvioAU7adZv3R6yonEkLkRJpRIXR1+sPg3TAoAup+AKY2mUVV+LcwrQb83gGOrYK0R2rHFQbkWtSVLzy+YEeXHXzp+SU1itUgXZ9O6KVQBoUOovXq1vx27DduJt1UO6oQQiVSXAnxBvRq4MQHjcoBMHrVUaIvyn0bQuRLJWpCmx9h9Gno/BuUawLo4Xw4rB4AP1aCjSPh6iFZBKMAszC2oJNzJ/5s8ydB7YLoXqk7lsaWXEu8xvQj0/EO8mbEzhHsubaHDF2G2nGFEG+QFFdCvCEBvlXwqVqc1HQdH/wezcVbD9WOJIR4VcbmUKMr9FkPw49B0wCwKZO5pHv0ApjXHGY2gL2B8CBe7bTCgCoVqcS4BuPY0XUHX7/zNTXtapKhzyDschgfbv+Q1qtbM/vobP55+I/aUYUQb4AUV0K8IRqNwrRubtQsbcPdpDTeX3SQe0mpascSQryuwk7QdCwMPwq910H1rmBkBjdPQegEmFoFlvjD8dWQlqx2WmEg5kbmdKjYgSWtl7C6/Wp6VumJlYkV1x9e59eYX2kZ3JKPd3xMxNUIGc0SogCT4kqIN8jcRMtvfepQytac87ceMvCPQ6Skyw9ZIQoEjQbKNwW/32B0LLQLBMf6oNfB2VAI6gc/uWROG7xyUKYNFmDOhZ0ZW28sO7rs4NuG31LbvjY6vY7wK+EMDRuKT7APM2NmEv9QRjWFKGikuBLiDbO3MmNB37qZS7RfuENAsCzRLkSBY2YD7n2hfwh8dAgajQbr0pD8/9MG57eAGe6wawrcvaR2WmEgZkZmtKvQjsW+i1nXYR29XHtha2rLP0n/MOvoLHyCfRgaNpQdl3eQrktXO64QIhdIcSWECio5WDHzvdpoNQqrj1xjyrbTakcSQhhKsYrg9QWM+Ctz2mCNbmBsAXfOwc6vIbAGLGwNh3/PLL5EgVTetjxj6o5he5ftTG40mXoO9dDpdURcjWD4zuH4BPkw48gMriVeUzuqEOI1SHElhEoaOdvxXafqAMwMP8dvEedVTiSEMKjH0wY7z82cNthx1v+vNqjApb2w/mP40QVW9YPYbZCRpnZiYQCmWlNal2/NfJ/5bOy0kX7V+lHErAg3Ht1g7rG5+Ab7Mnj7YLZf2k6aTr4GhMhvjNQOIMTbrGtdR24/TGXy1lN8s/kkhQuZ4O9eWu1YQghDM7WCWj0yH/evwrGVcHQZ3IqFE6szHxZFoZpf5khXKffMjY1FgeJk7cQo91F8XOtjdlzZQXBsMJFxkey9tpe91/ZS1KwonZw70dm5M45WjmrHFUJkgxRXQqhscJPy3E1KZW7EeT4LPoaNuTHersXVjiWEeFNsSkOjUdBwJFw/klloHQ+ChzfhwNzMR5HymUVW9S5QtILaiUUuM9Ya41PWB5+yPlxJuMLqs6tZc2YNt5NvM++vecz7ax4NSjTA38Wf5o7NMdYaqx1ZCPEcMi1QCJUpikKAb2X83UuTodMzdOlh9p+/rXYsIcSbpihQqjb4fg+jTkHP4Mxl3Y0t4M55CP8OZtSG35rD/lnwQPZNKogcrR0ZXns4oV1C+bnpz7xT6h0UFPbH7Wf0rtG0CGrB1OipXLx/Ue2oQohnkJErIfIARVH4vnN17iWlsf3kP3ywOJplAxtQrZSN2tGEEGrQGoFzi8xHSiKc2gTHlsP5cLh2KPOx7fPMe7aqd4EqbTNXKBQFhrHGmBZOLWjh1IJriddYfSZzNOvmo5ssPLGQhScWUtehLv7O/ng5eWGqNVU7shCCPDByNXPmTMqVK4eZmRnu7u7s3r37uW3Dw8NRFOWpx6lTp55oFxwcjKurK6ampri6urJmzRpDX4YQr81Iq+GXHm7UK1eEBynp9F14gAu3HqodSwihNlNLqNkNeq2BT06D7w9Qum7m/lnnd8K6ITDFGVa8ByfWQtojtROLXFbKshQfu31MiH8I05tNp3HpxmgUDQfjD/LZ7s9osaoFPxz8gfP3ZGEkIdSmanG1YsUKRowYwbhx4zhy5AiNGjXC19eXy5cvv/B1p0+fJi4uLuvh7Oyc9bHIyEi6detGr169OHr0KL169aJr165ERUUZ+nKEeG1mxlrm9amDawlrbiWm0mt+FPH3k9WOJYTIKyztof4gGLAdhsVA8/FQrBJkpMDJDbCqD0ypCKsHZq44mJ6qdmKRi4w0RjQr04xfvX5la+etfFjzQ4pbFOdeyj3++PsPOqzrQJ8tfdhwbgPJ6fKzQwg1qFpcTZ06lf79+zNgwACqVKnCtGnTcHR0ZNasWS98nb29PQ4ODlkPrVab9bFp06bh7e1NQEAAlStXJiAgAC8vL6ZNm2bgqxEid1ibGbP4/XqULWrB1buPePe3/fyTID8khRD/o0g5aPwpDI2CQbvhnRFgUwZSE+HYCljaFX5ygfXD4Pwu0GWonVjkohKWJRhSawjb/Lbxq9evNHVsikbRcPjGYT7f8znNVzVnSvQU/smQe/OEeJNUu+cqNTWVQ4cOMXbs2CeOt2zZkn379r3wtW5ubiQnJ+Pq6sr48eNp1qxZ1sciIyMZOXLkE+19fHxeWFylpKSQkpKS9TwhIQGAtLQ00tLU32PicYa8kKUgyov9a2umYVFfd96bf5ALtx7y7txI/ni/LvZW+W9OfV7s34JE+tew8k3/FqsCTcdDk3Eo16JRTqxGc3IdysMbcHgxHF6MvpA9usrt0Lt2QO/YABTV7wzIP/2bx3kU98CjuAc3km6w/vx6Vp9dTXxSPMtilwGwa9suOjt3xruMN+ZG5iqnLTjk69ew8lL/5iSDotfr9QbM8lzXr1+nVKlS7N27F09Pz6zj3377LYsXL+b06dNPveb06dNERETg7u5OSkoKf/zxB7NnzyY8PJzGjRsDYGJiwqJFi+jRo0fW65YuXUq/fv2eKKD+beLEiUyaNOmp40uXLsXCwuJ1L1WIV3Y7GWac0HI3VaG4uZ6PXDOwNlE7lRAiX9DrKJZ4ilJ3Iyl5LxqTjP/ew/nIuDDXbetyzbY+dwtVyBOFlsg9Or2Os+lniU6N5lTaKXToADDDjJomNalrWhcHrYPKKYXIP5KSkujRowf379/H2tr6hW1VXy1Q+Z9NEfV6/VPHHqtUqRKVKlXKeu7h4cGVK1f48ccfs4qrnJ4TICAggFGjRmU9T0hIwNHRkZYtW760A9+EtLQ0QkND8fb2xthY9rbIbXm9f5s0TaLn/IPEJ6Sw+LINS96vQ1HL/DOCldf7N7+T/jWs/N+/bTP/k5FG+oVdmaNZpzdhnnKXCjdDqHAzBL11KXSV26Kv0gF9qTpvtNDK//2bt6WlpbF622oSyiSw/sJ6rj28RlRqFFGpUVQrWo3OFTvTskxLLIzlD8mvQr5+DSsv9e/jWW3ZoVpxVaxYMbRaLfHx8U8cv3HjBsWLZ38D1QYNGrBkyZKs5w4ODjk+p6mpKaamT/+yamxsrPon89/yWp6CJq/2b4XiNiwf6EH3ufs5e/MhfRYdZukH9fNVgQV5t38LCulfw8r3/WtsDFV8Mx/pKXBuJ5xYDac2oyRcQ3tgDhyYA1YlwbUDVO0IpeuB5s0UWvm+f/MwK40V3Wp0Y3DtweyP209QbBA7L+/k+O3jHL99nJ8O/0Sbcm3wd/GnStEqasfNl+Tr17DyQv/m5P1VmwdgYmKCu7s7oaGhTxwPDQ19Yprgyxw5coQSJUpkPffw8HjqnCEhITk6pxB5TdlihVg2sAH2Vqac/ucBPedFceehrAImhHgFRqZQqRV0ngufnoXuy6BGNzC1hgfXIWoWLPCBn11h8xi4uEcWwygANIoGz5KeTG06ldAuoYyoPYIyVmV4mPaQlbEr6bqxK902dmNV7Coepsk2IEK8KlWnBY4aNYpevXpRp04dPDw8mDt3LpcvX2bw4MFA5nS9a9eu8fvvvwOZKwGWLVuWqlWrkpqaypIlSwgODiY4ODjrnMOHD6dx48ZMnjyZDh06sG7dOrZv386ePXtUuUYhcku5/y+wus/dz6n4B7w3L4o/B9SncCG5CUsI8YqMzaBy68xHegqc25G5V9bpzfAgLnM068AcKGQHlduCa3so2wi08lf6/KyYeTH6V+9Pv2r9OBh/kODYYLZf3s7ft//my8gvmXJwCq3LtaaLSxdci7q+8NYKIcSTVC2uunXrxu3bt/nyyy+Ji4ujWrVqbN68GScnJwDi4uKe2PMqNTWV0aNHc+3aNczNzalatSqbNm2idevWWW08PT1Zvnw548eP54svvqBChQqsWLGC+vXrv/HrEyK3VbCzZNkH9ek+N4q/4xLoNjeSP/rXp7i1mdrRhBD5nZEpVPLNfDyeOvj3Oji9CR7ehEMLMx9mtlC5DVRpD+WbZhZoIl/SKBrql6hP/RL1uZt8l/Xn1hMUG8TFhIsEnwkm+EwwlYtUxt/Zn9blW2NlYqV2ZCHyPNUXtBgyZAhDhgx55scWLVr0xPMxY8YwZsyYl57T398ff3//3IgnRJ5T0d6K5QPr03NeFLH/JOI/ex9/9m9AmaJyQ7IQIpc8njpYqRVkpMGFCDi5Hk5uhKRbEPNn5sPEEpy9M0e1nFuCmfqLQIlXU9isMH2q9qG3a28O/XOI4DPBhFwM4dSdU3wd9TU/HfqJVmVb4e/iT/Vi1WU0S4jnkLVXhciHKtpbETTYE6eiFly58wj/2fuI/eeB2rGEEAWR1hgqekG7QBgdC302Qr2BmYtfpCbCiTUQ3B+mVIA/u8Dh3/+vvfuOj6pKHz/+uTOZ9EZ6DyGFXhNKQJEiQRClBbGsZUVWRF0RK7p+d939Kq76U2QFFvcLoiwrSELRFYXQe+8BU0jvBVJISDJJ7u+PGwKhBkyYJDzv1+u8ZnLmzJ3nHg438+Tcey6UFZg6anGbFEUhzCOM2ffOZvMjm3mr71sEOgRyofoCqxNX88S6J5j440T+c/o/lFQ1fgU1Ie4WklwJ0Ur5Olmz8vlwOrrbkVdaySML93AsvcjUYQkh2jKdHgLuhdGfwKux8NxmGDQDnIOgpgoSNsAPL8OnwbB4FOz+Es4mmTpqcZscLBz4XZffsXrsapaOWsrDgQ9jobcg4VwCs/fPZtj3w3h357scyTuCiW6bKkSLI8mVEK2Ym70lK54fQC9fR4rKjTz+r73sOVNo6rCEEHcDnQ58QmHE+/DSQZi+D4b+CTx7gloLabthw7swtzfMD4fN/wtZR0C+hLc6iqLQy60XH9zzAZsmbWJWv1kEtwumsqaSH878wFM/P8W4teNYemopRRVFpg5XCJOS5EqIVs7R2pxlz/VnYKAzZVU1PP31fjadzjV1WEKIu4migFsnuO8NeH47zDgBoz6GgMGg6CHvFGz/BL4aAp93hf/OhISN2sIZolVxsHDg8c6PE/1QNMtGL2N80HiszKxIKk7i4wMfM3zlcN7a/hYHcg7IbJa4K0lyJUQbYGNhxuJn+jKiiztV1bU8v/QQUYcyTB2WEOJu5egH/Z+Hp3/U7qU1/ittdUGDDZRkwsFFsGwiZp+HEJb8D5QT30P5WVNHLW6Boij0cO3BXwf9lU2TNvGn/n+ik1MnqmqrWJe8jmfXP8vDax7mm9hvOFsh/7bi7iHJlRBthKVBz4In+jChtzfVtSqvrzzGZzHx8pdDIYRpWTtBz8kweSm8mQSPfw+hvwdbD5SqMryLDmD2w3RtQYzFo2DXF5AfJ6cPtiJ25nZM7jSZ78d8z/IHlzMxeCJWZlaklKTw6cFPGb5yOG9se4N92fuoVWtNHa4QzcrkS7ELIZqOmV7Hp5N64uloybwtZ5i7KYGMs+XMntgdCzO9qcMTQtztDJYQMlIrD35GdfoBzqz7khD1DEperHadVtpuiPkfaBcAIQ9obf0HgZncML2lUxSFri5d6erSlTf6vsHPyT8TFR9FbGEsv6T8wi8pv+Bn58eE4AmMDRqLi5WLqUMWoslJciVEG6PTKbwxshO+7ax5d81JVh3JJLPoAl89GYaDtcHU4QkhhEanQ/Xqw69ekXQYPRpDWTbE/QLxv0DKDjiXDPsWaMXcDoKGQfBI7b5atm6mjl7chI3BhsiQSCJDIjlVeIro+Gh+Sv6JtNI05hyew5dHvmSo31AiQyIZ4DkAnSInU4m2QZIrIdqoR/v54eVoxfRlh9mXfJYJC3ax5Pf98HWSmw0LIVogRz/o/wetVJ6HpC1aohW/Acry4NRarQB49dFuWhwSAZ69tZULRYvVxbkLXcK78FrYa6xPWU9UfBTHC44TkxpDTGoM3rbeTAyeyLigcbhau5o6XCF+E0muhGjDBoe4EvVCOL//+gBn8ssYP38X/3oqjN5+7UwdmhBCXJ+FLXR+SCu1tZB9BOLXayX7KGQd1sq2j8DGTZvNCrofAoeClRzfWiprgzXjg8czPng8cWfjiE6I5r9n/kvm+UzmHpnLvKPzGOI7hMiQSMI9w9Hr5HR20fpIciVEG9fJw541Lw7i2SUHiM0q4dGv9vLppJ481NPL1KEJIcTN6XTgHaqVoe9AaQ4kxEDCejizVZvVOrpMK4oefPtpiVZwBHh015aJFy1OR6eOvNP/HV4NfZX1KeuJjo/maP5RNqVtYlPaJjxtPJkQPIHxQeNxt3E3dbhCNJokV0LcBdztLfn++XBe/u4Im3/N4+XvjnAys5g3RnbETC+n0wghWhE7D+jzpFaqq7QFMBJitFIQB2l7tLL5b2DroSVaQcOhwxBt5ULRoliZWTEuaBzjgsaReC6R6IRofjjzA9ll2cw7Oo8FxxYw2HswkSGR3ON9j8xmiRZPkish7hI2Fmb866kwPlkfxz+3nWHh9iROZhXzj8f64GQjq3AJIVohM3MtaeowBEZ+AOdSITFGu0Fx8jY4nwNH/60VRQfeYVqiFXQ/ePUG+aLeogS1C+Ktfm/xSp9X2Ji2kaj4KA7lHmJrxla2ZmzF3dq9fjbL09bT1OEKcU2SXAlxF9HrFN4e1Ylu3va8GXWcXYmFPPSPnSx8MpRu3g6mDk8IIX6bdv7Q9zmtVFdC6m5I3AiJmyD/NGTs18rW2dq1WR2G1s1qDQUHb1NHL+pYmlkypsMYxnQYQ1JxEqviV7H2zFpyy3NZcGwBC48vZJDXICJDIhnsMxgznXydFS2HjEYh7kJjengR7GbHH5YeJLWwnIkLdvPRxO6M7+1j6tCEEKJpmFloC1wEDtVmtYoztCTrzCbtWq0L5yB2lVYAXDtB4DCt+A8EcxuThi80HRw68Hrf1/ljnz+yKW0T0fHR7MvZx47MHezI3IGblRvjgscxIXgC3raSIAvTk+RKiLtURw87fnjxHmasOMKWuHxeXXGM4xnFvDO6Mwa5DksI0dY4+EDo01qpqYbMQ9qs1pnN2sqD+b9qZe980JuDX7iWmHUYAh49Zbl3EzPXmzMqYBSjAkaRWpJKdEI0axPXknchj6+Of8W/jv+LgV4DiQyJ5D7f+zDo5L6OwjQkuRLiLuZgbWDR032ZszGeuZsT+XpXCkfTi5j7aG+5H5YQou3Sm4Fff60MexfKz0Lydi3ROrMZitO1a7aSt2ntrZygw31113cN1U4/FCbjb+/PzNCZvNzrZbakbyEqPoo92XvYlbWLXVm7cLZ0ZlzQOCYGT8TX3tfU4Yq7jCRXQtzldDqFmREd6ertwOsrj3EkrYjRc3fw0YQePNhDLhgWQtwFrJ2g6zitqCoUntGSrKQtkLwDLpyF2NVaAWgXUJdo3QftB4ONswmDv3sZ9AYi2kcQ0T6C9JJ0ViWuYnXCagorCll0chGLTi6iv2d/IkMiGe47HINeZrNE85PkSggBwMiuHnTxtOeV5Uc4nFbEi/85zI4EX/78UFeszGVFLSHEXUJRwCVIK/3/cOkUwqQtkLQVMg7AuWQ4lAyHvgYU7X5aHe6DgCHgHy7Xa5mAr70vr/R5hem9prM9fTsr41eyO2s3+7L3sS97H06WTjwc+DATgyfS3qG9qcMVbZgkV0KIer5O1nz/fDhzNiYwb2siyw+kczD1HP94rDedPe1NHZ4QQtx5l59COORtqCyFlJ2QVHfaYN4pyDmuld3/AJ0BfPpCwL0QMFh7bmZh6r24axh0Bob7D2e4/3Ayz2eyKkGbzcq/kM+S2CUsiV1CX4++RAZHMtx/OBZ6+bcRTUuSKyFEA2Z6Ha+P7MjAIGdeXXGUxLzzjJ23iz892JknB/ijKIqpQxRCCNOxsIOOo7QCcD5Pu14raQskbYfiNO3Gxmm7YdvfwcwS/AZoiVb7wdr9tfTy9etO8Lb15uXeL/NCzxfYkbGDqIQodmbu5EDOAQ7kHMBxvyMPBT5EZHAkHRw7mDpc0UbI/24hxDUNDHTh51cG88bKY2z6NY//WRvL5l/zmD2hO54OVqYOTwghWgZbN+geqRVV1U4ZTN6hJVzJ26EsTzudMGmr1t7cVluJsP090P5e8OwpyVYzM9OZMdRvKEP9hpJTlsOqhFWsSlhFbnkuS08tZemppfRx60NkSCQj/EdgaWZp6pBFKyb/m4UQ1+VkY87/PR3Gkt0pzP75V7bG5RPx2XbeG9OFSWE+MoslhBCXUxRw6qCV0Ke1ZCs/TkuyUrZrSVdFESTGaAXA3E67Tqv9PVrxkGSrOXnYeDC913Se7/E8u7J2sTJ+JdsztnM47zCH8w4ze//s+muzgtsFmzpc0QrJ/14hxA0pisLvBwVwb7ALr688ztH0It6MPs5PJ7KZPaE7Xo4yiyWEENekKODWSSv9/wC1tZB7UrtmK2UnpO6EimJI2KAV0JItv/7gP0hLtrx6g6xy1+T0Oj2DfQYz2GcwuWW5rElcQ3RCNNll2Sw7vYxlp5fRy7UXE0MmMrL9SKzM5HedaByT3xFv/vz5BAQEYGlpSWhoKDt27Lhu21WrVjFixAhcXV2xt7cnPDyc9evXN2izZMkSFEW5qlRUVDT3rgjRpgW52RH9wkDeGd0JczMd2+LzGfn5dlYcSENVVVOHJ4QQLZ9OB549IHw6PPYfeDMZnt8BIz+EjqPB0gGqSrWbG296HxaNgI/84NuxsO0TSNkFRvk+09Tcbdx5vufz/DzhZxbcv4DhfsPRK3qO5h/lvV3vMfz74Xyw9wPizsaZOlTRCph05mrFihXMmDGD+fPnM2jQIBYuXMioUaM4deoUfn5+V7Xfvn07I0aM4MMPP8TR0ZGvv/6ahx56iH379tG7d+/6dvb29sTFNfwPYGkp588K8VvpdQp/GBzIsE7uvBl1jMNpRbwVfYL/HtdmsXzayY2HhRCi0XR6Ldny7AHhL0JtDeTGQuquupmt3do9ti6/ZktvDt6h4D8Q/AaCbz+wlNVcm4Jep+ce73u4x/se8svzWXtmLdHx0WScz2B53HKWxy2nu0t3IkMieaD9AxiQGUVxNZMmV5999hlTpkzhueeeA2DOnDmsX7+eBQsWMHv27Kvaz5kzp8HPH374IWvXruXHH39skFwpioKHh0ezxi7E3SzIzZaV0wayeGcyn26IY0dCAfd/to2XhwXz3L0BWJjJfbGEEOKWXZ5sDXhBO40w/1ct2UrdpSVb53MhbY9W+H+g6LT7bPmFXyp27qbek1bP1dqV57o/x7PdnmVf9j6i4qPYnL6ZEwUnOFFwgo8PfMwo/1G4VbuZOlTRwpgsuaqqquLQoUO8/fbbDeojIiLYvXt3o7ZRW1tLaWkpTk5ODerPnz+Pv78/NTU19OrVi7/97W8Nkq8rVVZWUllZWf9zSUkJAEajEaPR2NhdajYXY2gJsbRF0r+375lwXwYHOfHeD6fYn3KOT9bHEXUwnf8Z05l7gpwB6d/mJv3bvKR/m5f0byM4BWul9zP1qxEqaXvQpe9BSduLUpQC2ce0su+fAKjtAlB9B1Dr1RebCiPGqiqT7kJrF+YaRphrGGcrzvJD0g+sTlxN+vl0ohKjANj882YmBk/kAf8HsDHIDaSbSks6PtxKDIpqooslsrKy8Pb2ZteuXQwcOLC+/sMPP+Sbb7656rS+a/nkk0/46KOPOH36NG5u2l8O9u7dS2JiIt27d6ekpIQvvviCdevWcezYMYKDr73qy1/+8hfef//9q+r/85//YG0tpzkJcTOqCocKFNak6ig1aisI9nKuZbx/LY5yf0YhhGg2llVncS6Lx+l8PM7n47CvyECh4Ve7SjM7ztoEU2gTwlnbYIqt2lOrk1PabpeqqiRXJ3Ow6iCxxlhqqAHAHHO6m3enr3lfvPXesqJuG1JeXs7jjz9OcXEx9vY3Pg3X5MnV7t27CQ8Pr6//4IMPWLp0Kb/++usN3//dd9/x3HPPsXbtWu6///7rtqutraVPnz4MHjyYuXPnXrPNtWaufH19KSgouGkH3glGo5GYmBhGjBiBwSAHw6Ym/dt0SiuMfLH5DEv3plGrgrW5nhcGt8erNI5RI6V/m4OM3+Yl/du8pH+bQUUxSsYBlPS92o2MM4+gVxv+1V3VW6B69Ub16Yfq0xfVpx9YO5so4NbLaDSyZv0aygPKWZu8lpSSlPrXOrbryISgCTzg/wB25namC7IVa0nHh5KSElxcXBqVXJnstEAXFxf0ej05OTkN6vPy8nB3v/G5witWrGDKlCmsXLnyhokVgE6no2/fviQkJFy3jYWFBRYWV/953WAwmPwf83ItLZ62Rvr3t3MyGHh/bHcm9/XnvbUnOZR6jv+38QwulnoM7Qt5qJfcG6u5yPhtXtK/zUv6twkZXKDzKOg8CqPRyC//XcuoXl6YZR2EtL2QvhelvFBLvtL3XnqfcxD49tcWyPDtDy4dtdUNxQ3Z6GyY1HUSU3pO4VDuIaITotmQsoG4c3HMPjCbOUfmMLL9SCYGT6Sna0/5HXgbWsLx4VY+32TJlbm5OaGhocTExDB+/Pj6+piYGMaOHXvd93333Xc8++yzfPfddzz44IM3/RxVVTl69Cjdu3dvkriFEDfXxcuelc+HE304g49+/pWCsir+uOI4i3en8c7ozvQLcLr5RoQQQvxmtToDqk9fCBgIg/6oncddeEZbECNjP6Ttg4I4KEzUytFl2hstHMAnFHz6gW9f8A4DK0eT7ktLpigKYR5hhHmE8Xa/t/nxzI9ExUdxpvgMaxLXsCZxDUGOQUSGRDKmwxgcLBxMHbJoJiZdLXDmzJk8+eSThIWFER4ezldffUVaWhrTpk0DYNasWWRmZvLtt98CWmL11FNP8cUXXzBgwID6WS8rKyscHLRB+v777zNgwACCg4MpKSlh7ty5HD16lHnz5plmJ4W4S+l0CpPCfLm/kwtvL9nI9lwzjqYX8cjCPYzo4s5bD3QkyE1OlRBCiDtKUcAlSCt9ntTqys9CxkFI36eVzENQWQxnNmtFeyO4dgSfvtrslk9fmd26DgcLB37X5Xc80fkJjuUfY2X8StanrCexKJGP9n/E54c+J8I/gsiQSHq79ZbZrDbGpMnV5MmTKSws5K9//SvZ2dl069aNdevW4e/vD0B2djZpaWn17RcuXEh1dTUvvvgiL774Yn39008/zZIlSwAoKiriD3/4Azk5OTg4ONC7d2+2b99Ov3797ui+CSE0thZmjPat5X8ev5d525JZcSCdmFO5bDqdy+S+fsy4Pxh3e7kPnRBCmIy1E4REaAWgphryYiF9P2Qc0B7PJWvLwuf/CkeWau0s7MG7jzar5dMXfMLAxsV0+9HCKIpCL7de9HLrxZt93+SnpJ+ISogi4VwCPyb9yI9JP9LBoQMTgyfycODDOFo6mjpk0QRMmlwBTJ8+nenTp1/ztYsJ00Vbt2696fY+//xzPv/88yaITAjRlNzsLPhwfHeeHdSev/8SR8ypXL7bn0b04Qwe6+vLtCGBeDpYmTpMIYQQejPw7KmVflO1uvP5kHnwUsKVeRgqSxre4BigXfu6ZCtMu9mxRw8wyB/QHCwceLzz4zzW6TFOFJwgKj6KX1J+Iak4iU8OfsIXh7/gfv/7iQyJJMw9TGazWjGTJ1dCiLtLkJsd/3oqjP3JZ/n4l185mHqOb/ak8t3+dCaF+fDCkEB82sktEIQQokWxdYWOo7QCUFsDeae1RCvjoPZYEAfnUrRyUrsHFDoDeHTTEi3vuoTLOeiuPZ1QURR6uPagh2sP3uj7Bj8n/8zK+JX8evZX1iWvY13yOtrbtycyJJKHAh/CyVKuUW5tJLkSQphEvwAnVk4LZ09SIV9sTGBf8lmW7UtjxYF0IkN9eHFoEL5OkmQJIUSLpNNrSZNHNwj7vVZ3oQiyDkPGIW2WK+MglBdA1hGtHPg/rZ2FPXj1rku4+miP9l4m2xVTsTO345GOjzApZBKnCk+xMn4l65LXkVKSwqcHP2XO4Tnc76fNZvX16ItOuTsT0tZGkishhMkoisLAQBcGBrqwN6mQf2xOYFdiIcsPpLPyUAYP9/Riyj0BdPOWVZWEEKLFs3KEwGFaAW1lwqK0ukTrkJZ4ZR3VTidM3qaVi2w9tETLqw9499Yere+OWRtFUejq0pWuLl3rZ7Oi4qOILYzll5Rf+CXlF/zs/JgQPIGxQWNxsZLr2loySa6EEC3CgA7ODOjgzMGUs8zdnMj2+HxWH8lk9ZFM+gU4MeWeAO7v7I5eJ+ehCyFEq6Ao0M5fK90manU11ZB/WluRMPMQZB7RFs84nwNx67RyUbv22gyXVx/t0bMnWN74Bq6tnY3BhsiQSCJDIjldeJqo+Ch+Sv6JtNI05hyew5dHvmSo31AiQyIZ4DlAZrNaIEmuhBAtSlh7J759th/HM4pYtDOZn45nsz/5LPuTz+LvbM0zA9szKcwXWws5fAkhRKujNwOP7loJfUarqyqD7ON1pw8e1hbLOHvm0vVbsasvvd85uC7h6g1evbQFMyxs7/x+3AGdnTvzXvh7vBb2GutT1hOVEMXx/OPEpMYQkxqDt603E4MnMi5oHK7WrqYOV9SRbydCiBaph48jXzzam7dHdeLbPan8Z18aqYXlvP/jKT6LiWdSqC+P9fMl2F3ulSWEEK2auQ34h2vlogvnIPuYlmhlHYasY1CcBoUJWjnxfV1DBVxCtETLs1ebTLisDdaMDx7P+ODxxJ2NIzohmv+e+S+Z5zOZe2Qu847OY4jvECYGT2Sg10D0Or2pQ76rSXIlhGjRPB2seOuBTrw8LIjoQxks3pVCckEZi3cls3hXMqH+7Xisnx8PdvfEylx+oQghRJtg1Q46DNHKRWUF2jVbFxfIyDoCpVnaKoUFcXB8RV1DBVyCtWTLs2ddwtUdLFv/9bsdnTryTv93eDX0VTakbCA6IZojeUfYlLaJTWmb8LTxZELwBMYHjcfdxt3U4d6VJLkSQrQK1uZmPBnenif6+7MtPp//7E9j8695HEo9x6HUc7z/YyzjennzWD8/uni17XPyhRDirmTjAsH3a+Wi0lzIPqolXRcfS7OgIF4r9TNcgFOHSwnXxdJKF82wMrNibNBYxgaNJfFcItEJ0fxw5geyy7KZd3QeC44tYLD3YCJDIhnkPQgznXzlv1Okp4UQrYpOpzC0kxtDO7mRW1LByoPpLD+QTsa5Cyzdm8rSval09bJnXC9vxvT0lBsTCyFEW2bnDnYjIWTkpbrzedophRcTruzj2imFZ5O0ErvqUlsHX+00Qs+e4Fn3aOepLcbRSgS1C+Ktfm8xI3QGMakxRMdHczD3IFsztrI1Yytu1m5MCJ7AhKAJeNp6mjrcNk+SKyFEq+Vub8lLw4KZPiSIXWcKWL4/nQ2ncojNKiE2q4QPfz5N/wAnxvbyZlQ3DxytzU0dshBCiOZm6wbBI7RyUfnZukTr2KXE61wyFKdrJe6nS22tXbREy6P7pcTLqYN2b68WzEJvwZgOYxjTYQxJxUmsil/F2jNrySvP45/H/snCYwsZ5D2IyJBIBvsMxqAzmDrkNkmSKyFEq6fTKdwb7Mq9wa6cLavipxPZ/HA0kwMp59ibdJa9SWf5n7UnuS/EjTE9PBnayQ0HK/mlIoQQdw1rp4b34AKoKIack1qylXNce8yP0258fGazVi4y2IB718uSru7QLvjO70cjdXDowOt9X+ePff7I5rTNRMVHsS9nHzszd7IzcyeuVq6MCxrHhOAJ+Nj5mDrcNkWSKyFEm+JkY86TA/x5coA/GefK+fFYNmuPZvJrTikbT+ey8XQuZjqF8EBnIrq4c38Xdzl1UAgh7kaWDtB+kFYuMl6A3FNaspVzXDulMDcWjGWQsV8rdcwUHUMtPNFXrQWvnlrC5d4dbFvOsujmenMeCHiABwIeILUkleiEaNYmriX/Qj7/OvEv/u/E/xHuFU5kSCRDfIfIbFYTkORKCNFm+bSz5oUhgbwwJJC4nFJ+OJbJhthcEvLOsyOhgB0JBby3NpYePg5EdHFneGd3OnnYobSic+2FEEI0IYMV+IRq5aLaGihM1BKtnGPabFfOcZTyQuwrMiE2WisX2XqAR7e6ZKubdmqhc6DJTyv0t/dnZuhMXu71MlvStxAVH8We7D3sztrN7qzdOFs6MzZoLJHBkfja+5o01tZMkishxF2ho4cdb3h04o2RnUjKP0/MqVw2nMrlcNo5jmcUczyjmE83xONmZ8G9wa4MDnHhniAXnG0tTB26EEIIU9LpwbWjVnpM0upUFeO5dA7+dwn9/CzR58VCzgltwYzzOZCYA4kbL23DzArcOmtJl3t37RRD965g5XjHd8egNxDRPoKI9hGkl6azKmEVqxNWU1hRyOKTi1l8cjH9PfsTGRLJcN/hGPQym3UrJLkSQtx1Orja8vx9tjx/XyD5pZVsOq0lWnvOFJJXWkn04QyiD2egKNDNy4F7g7VEq7dfO7mXlhBCCG01QTtP8hx6UjtoNHpDXQJSeR7yTmmJVu7JusdT2mmFWXU3RL6cg19dwtWtLuHqBk4Bd2yWy9fOl1f6vML0XtPZnr6dlfEr2Z21m33Z+9iXvQ8nSyceDnyYicETae/Q/o7E1NpJciWEuKu52lnwaD8/Hu3nR2V1DQdTzrE9IZ/t8QWczi7hRGYxJzKLmb/1DAa9Qg8fR/oFONEvwIlQ/3bYW8pf9IQQQtSxsAXfflq5qLZWW5mwPuE6qT0Wp2tLxBenQdy6S+0N1tos18Vky70ruHVp1ntyGXQGhvsPZ7j/cDLPZ9bPZuVfyGdJ7BKWxC6hr0dfIoMjGe4/HAu9nNVxPZJcCSFEHQszPYOCXBgU5MKsUZBXWsHOhAK2x+ezN+ksOSUV9TctXrD1DDoFunjZE+bvRC9fR3r5OuLvbC3XbAkhhLhEp9OuuXIOhK7jLtVfKNIWy8g9eSnpyjsNxnLIPKSVy9l7Xzqd0L2blnC5BEMTn7bnbevNy71f5oWeL7AjYwdRCVHszNzJgZwDHMg5gON+Rx4KfIjI4Eg6OHZo0s9uCyS5EkKI63Czs2RCHx8m9PFBVVXSz15gX3Ih+5PPsj/lLKmF5ZzMLOFkZkn9exytDfT0caxPtnr4OMh1W0IIIa5m5Xj1aoW1NXA2GXJPaIlXzknIi4WiNCjJ1ErChkvtdQbtWrCLs1vu3cC9S5PcCNlMZ8ZQv6EM9RtKTlkOqxJWsSphFbnluSw9tZSlp5bSx60PkSGRjPAfgaWZ5W/6vLZCkishhGgERVHwc7bGz9maSWHaKko5xRXsSy7kSFoRR9OLOJVVQlG5kW3x+WyLz69/r5udBV287OnsaU8XT+0xwMUGvU5muIQQQlxGpweXIK10HX+pvqJYm9XKPVk32xWrXctVVXpp5utyVu20ZMuti5ZsuXfTTjW0sLutsDxsPJjeazrP93ieXVm7iIqPYnvGdg7nHeZw3mFm759df21WcAu+/9edIMmVEELcJg8HS8b28mZsL28AqqprOZ1dwrEMLdk6ml5EckEZeaWV5MXlszXuUsJladDR0d2OQDdbgtxsCXK1JdjdDt92VpjpdabaJSGEEC2RpQP4DdDKRaqqzWjlnapLsE5pSVdhIlw4B6m7tHI5R7/Lkq6ut3xqoV6nZ7DPYAb7DCa3LJc1iWtYlbCKrLIslp1exrLTy+jp2pPIkEhGth+Jldnddx9JSa6EEKKJmJvp6OnrSE9fR54K1+rKKqv5NaeUU9klnM4u4VRWCXE5pVww1nAso5hjGcUNt6HXEeBiQ6CbDf7ONrR3tq57tMHNzgKdzHYJIYQA7bS/dv5a6TjqUr2xAgritGQrr26GK+8UlGZryVhRGsT/cqm9zqAlWBdnuS4mX45+Nzy10N3Gned7Ps/UHlPZk7WH6IRotqRt4Vj+MY7lH+Pv+//Ogx0eZFLIJDo6dWzGjmhZJLkSQohmZGNhRqh/O0L929XX1dSqpBSWEZ9TSmLeeRLzz5OQe54z+eeprK4lLreUuNzSq7ZlYabD39kaPycbfNpZ4eVoiYedOamlUHC+Eg9HM1lMQwgh7nYGS/DsqZXLlZ/VZrby6pKt3FPaqYZVpZfqLj+70NwO3Do1PL3QrSvYODfYrE7RMch7EIO8B1FwoYA1iWuIjo8m43wGK+JWsCJuBd2cuxEZEsmogFFYG6ybvw9MSJIrIYS4w/Q6hUBXWwJdbRvU19aqZBZdICGvlKT8MlILy0k9W05qYRkZ5y5QWV1LfO554nPPX7FFMz47uQ0LMx1ejla421vgbm+Jh70l7nXFw8ECNztLXO0ssDTIvbqEEOKuY+0EAfdq5SJV1ZaEbzDLdRoK4rWkK+OAVi5n46Zdv3X5TJdrJ7CwxcXKhee6P8ez3Z5lX/Y+ohOi2ZS2iZOFJzm55yQfH/iYBzs8yMSQiXR17npn9/8OMXlyNX/+fD755BOys7Pp2rUrc+bM4d57771u+23btjFz5kxiY2Px8vLizTffZNq0aQ3aREdH895773HmzBkCAwP54IMPGD9+/HW2KIQQLYNOp+DrZI2vkzXDOjV8zVhTS1bRBVIKy0k7W07muQtkFl0g42wZSTlFlFQrVFbXklxQRnJB2Q0/x8Zcj4udBc425rjYWuBiZ4GLjTmO1uY42ZjjaG2g3WXPbS1kRkwIIdokRdFO/3P0g44PXKqvMWrXbuXVJVsXk69zqVCWB8l5kLyt4bYc/etmuTqjc+tCuFtnwgd9QGG/Wfxw5gei4qNIK01jZfxKVsavpLNTZyJDIhkdMBpb84Z/bGzNTJpcrVixghkzZjB//nwGDRrEwoULGTVqFKdOncLPz++q9snJyYwePZqpU6fy73//m127djF9+nRcXV2ZOHEiAHv27GHy5Mn87W9/Y/z48axevZpHHnmEnTt30r9//zu9i0II0SQMeh3+ztp1WJczGo2sW7eO+yMeoKC8mqyiCvJKK8gpriC3pJLckgpySyrIKakgr7SSqupayqpqKCssJ7WwvFGfbaZTcLAyYG9lwN7STHu0MmBvacDeygx7Sy0Bs7Uww9bSrMFzG3MzrC30WBv0slCHEEK0FnpD3exU54b1VWWQ/6uWcOWdrjvN8DScz4GiVK3E/3ypvaLH2TmQ37t15hnXeznoZcnK0ng25uzl9NnT/G3v3/j04KeMDhhNZEgkXZ27tvo/5pk0ufrss8+YMmUKzz33HABz5sxh/fr1LFiwgNmzZ1/V/p///Cd+fn7MmTMHgM6dO3Pw4EE+/fTT+uRqzpw5jBgxglmzZgEwa9Ystm3bxpw5c/juu+/uzI4JIcQdZm527eTrcqqqUlpZTeH5KgrOV1JQWklBWRUFpZUUllVyrtxIUXkVZ8suPlZRWV1Lda1KYVkVhWVVvzlGa3M9NuZmWJnrsTbXY2nQipVBh5VBj5W5Hgszrc7CTIeFQYeFWd1zMx0WBj3meu25+cWib/jcTK9g0OvqivbcTKe0+l/YQghhcuY24B2qlcuVn61LuE5dmu3KO6UtIV8QDwXxKKylL9AXOGew5Ad3P6ItFJKrLxCdEE10QjQd23UkMiSSBzs8iKXSOu+bZbLkqqqqikOHDvH22283qI+IiGD37t3XfM+ePXuIiIhoUDdy5EgWLVqE0WjEYDCwZ88eXn311avaXEzIhBDibqUoijbbZGkgwOX6SdjlLlTVUHShiuILRkouVFNywag9rzDW152vNFJWWUNpZTXnK4ycr6zmfEU1pZXVlFfVUFOrAtpS9VXVtRSVG5tzN6/LTKdgplcw0+kuPdbXKeh1Wp2+rk6nKOgVKDqn57ucAxjM9Fqdru41nXb9nKIo6OvqFQX0iva6TqegU9CeK1r/X3yfomhtdYqCQsM2igIKF1+nPim8vP3lbbTXLq+/fDvUr/Z1+fu4rC1X1F/xcOnzL2vLtZ5z2Q/ccJGx+m3WVFdztECh9ng2ejOzBp9zrW1c+RmNdcNYbmuLt/95d1J1dQ3HChX0sbmYmcm1lk1N+vdKHcC6A7QfA+0BVcWiIg+74nhsSxKwLU7AriQB25JE2hkreDojnqeAwxYWRNnbssHamrhzcXyw7wM+3TebcLP2+JQGMazsHgyOzjf57JbDZMlVQUEBNTU1uLu7N6h3d3cnJyfnmu/Jycm5Zvvq6moKCgrw9PS8bpvrbROgsrKSysrK+p9LSkoA7XQbo9E0XwIudzGGlhBLWyT927ykf5tXc/evmQIu1ma4WN/erwtVVamqUSmvquZCVQ1lVTWUV9VwoaqGC8YaKow1VBhr659fMNZSYayhsrqWyuq6R2MtlXWJWUV1DcYatT5Rq6pp+Gis0WbajDXqVbFU16pU16pA7S3uhcKZ0nO3tf+iMfR8k3DC1EG0YXoWxx8zdRBtmPTvzdkAveoK6KjFR8mno5JORyWdkJoMnr6QwWv6bH6xsyLKzoYz5uZsrU4CqyR6J/ZlaM+JJoz/1n7HmnxBiytP01BV9Yanblyr/ZX1t7rN2bNn8/77719Vv2HDBqytW85ykTExMaYOoU2T/m1e0r/NqzX3r0VduYq+rlzzxRtTVahVoVqFmoulVkuramq1n2sve61W1V6rVZX6+toG9VpRr/yZKx6vqNN+VhrU1wJcfJ1L77n4et3LV7W5WH/la1zx+pXv5xrtLq+73utXtrnW69dtd+1mN9zGzd53ozmmG22zOdzhj2tVpG/EzSmAG4m4kUgoP9XVmqnV+JTn0Lssjf7mcSTZppFjuEBBkoF1metMGTDl5Y27RhlMmFy5uLig1+uvmlHKy8u7aubpIg8Pj2u2NzMzw9nZ+YZtrrdN0K7LmjlzZv3PJSUl+Pr6EhERgb29/S3tV3MwGo3ExMQwYsQIDIbG3UFbNJ70b/OS/m1e0r/NS/q3eUn/Ni/p3+Yl/du8jEYj6zesZ2TESJP378Wz2hrDZMmVubk5oaGhxMTENFgmPSYmhrFjx17zPeHh4fz4448N6jZs2EBYWFh9p4eHhxMTE9PguqsNGzYwcODA68ZiYWGBhcXVfxo1GAwm/8e8XEuLp62R/m1e0r/NS/q3eUn/Ni/p3+Yl/du8pH+bj07RtYj+vZXPN+lpgTNnzuTJJ58kLCyM8PBwvvrqK9LS0urvWzVr1iwyMzP59ttvAZg2bRpffvklM2fOZOrUqezZs4dFixY1WAXwlVdeYfDgwfz9739n7NixrF27lo0bN7Jz506T7KMQQgghhBDi7mDS5Gry5MkUFhby17/+lezsbLp168a6devw9/cHIDs7m7S0tPr2AQEBrFu3jldffZV58+bh5eXF3Llz65dhBxg4cCDLly/nT3/6E++99x6BgYGsWLFC7nElhBBCCCGEaFYmX9Bi+vTpTJ8+/ZqvLVmy5Kq6++67j8OHD99wm5GRkURGRjZFeEIIIYQQQgjRKDpTByCEEEIIIYQQbYEkV0IIIYQQQgjRBCS5EkIIIYQQQogmIMmVEEIIIYQQQjQBSa6EEEIIIYQQoglIciWEEEIIIYQQTUCSKyGEEEIIIYRoAia/z1VLpKoqACUlJSaORGM0GikvL6ekpASDwWDqcNoc6d/mJf3bvKR/m5f0b/OS/m1e0r/NS/q3ebWk/r2YE1zMEW5EkqtrKC0tBcDX19fEkQghhBBCCCFagtLSUhwcHG7YRlEbk4LdZWpra8nKysLOzg5FUUwdDiUlJfj6+pKeno69vb2pw2lzpH+bl/Rv85L+bV7Sv81L+rd5Sf82L+nf5tWS+ldVVUpLS/Hy8kKnu/FVVTJzdQ06nQ4fHx9Th3EVe3t7kw+utkz6t3lJ/zYv6d/mJf3bvKR/m5f0b/OS/m1eLaV/bzZjdZEsaCGEEEIIIYQQTUCSKyGEEEIIIYRoApJctQIWFhb8+c9/xsLCwtShtEnSv81L+rd5Sf82L+nf5iX927ykf5uX9G/zaq39KwtaCCGEEEIIIUQTkJkrIYQQQgghhGgCklwJIYQQQgghRBOQ5EoIIYQQQgghmoAkV0IIIYQQQgjRBCS5auHmz59PQEAAlpaWhIaGsmPHDlOH1CrNnj2bvn37Ymdnh5ubG+PGjSMuLq5Bm2eeeQZFURqUAQMGmCji1uUvf/nLVX3n4eFR/7qqqvzlL3/By8sLKysrhgwZQmxsrAkjbl3at29/Vf8qisKLL74IyNi9Vdu3b+ehhx7Cy8sLRVFYs2ZNg9cbM14rKyt5+eWXcXFxwcbGhocffpiMjIw7uBct143612g08tZbb9G9e3dsbGzw8vLiqaeeIisrq8E2hgwZctWYfvTRR+/wnrRMNxu/jTkeyPi9vpv177WOxYqi8Mknn9S3kfF7fY35Ptbaj8GSXLVgK1asYMaMGbz77rscOXKEe++9l1GjRpGWlmbq0Fqdbdu28eKLL7J3715iYmKorq4mIiKCsrKyBu0eeOABsrOz68u6detMFHHr07Vr1wZ9d+LEifrXPv74Yz777DO+/PJLDhw4gIeHByNGjKC0tNSEEbceBw4caNC3MTExAEyaNKm+jYzdxisrK6Nnz558+eWX13y9MeN1xowZrF69muXLl7Nz507Onz/PmDFjqKmpuVO70WLdqH/Ly8s5fPgw7733HocPH2bVqlXEx8fz8MMPX9V26tSpDcb0woUL70T4Ld7Nxi/c/Hgg4/f6bta/l/drdnY2ixcvRlEUJk6c2KCdjN9ra8z3sVZ/DFZFi9WvXz912rRpDeo6deqkvv322yaKqO3Iy8tTAXXbtm31dU8//bQ6duxY0wXViv35z39We/bsec3XamtrVQ8PD/Wjjz6qr6uoqFAdHBzUf/7zn3cowrbllVdeUQMDA9Xa2lpVVWXs/haAunr16vqfGzNei4qKVIPBoC5fvry+TWZmpqrT6dRffvnljsXeGlzZv9eyf/9+FVBTU1Pr6+677z71lVdead7g2oBr9e/NjgcyfhuvMeN37Nix6rBhwxrUyfhtvCu/j7WFY7DMXLVQVVVVHDp0iIiIiAb1ERER7N6920RRtR3FxcUAODk5NajfunUrbm5uhISEMHXqVPLy8kwRXquUkJCAl5cXAQEBPProoyQlJQGQnJxMTk5Og7FsYWHBfffdJ2P5NlRVVfHvf/+bZ599FkVR6utl7DaNxozXQ4cOYTQaG7Tx8vKiW7duMqZvQ3FxMYqi4Ojo2KB+2bJluLi40LVrV15//XWZ6b4FNzoeyPhtOrm5ufz0009MmTLlqtdk/DbOld/H2sIx2MzUAYhrKygooKamBnd39wb17u7u5OTkmCiqtkFVVWbOnMk999xDt27d6utHjRrFpEmT8Pf3Jzk5mffee49hw4Zx6NChVnd38Dutf//+fPvtt4SEhJCbm8v//u//MnDgQGJjY+vH67XGcmpqqinCbdXWrFlDUVERzzzzTH2djN2m05jxmpOTg7m5Oe3atbuqjRyfb01FRQVvv/02jz/+OPb29vX1TzzxBAEBAXh4eHDy5ElmzZrFsWPH6k+JFdd3s+OBjN+m880332BnZ8eECRMa1Mv4bZxrfR9rC8dgSa5auMv/Mg3aQLyyTtyal156iePHj7Nz584G9ZMnT65/3q1bN8LCwvD39+enn3666sApGho1alT98+7duxMeHk5gYCDffPNN/YXUMpabxqJFixg1ahReXl71dTJ2m97tjFcZ07fGaDTy6KOPUltby/z58xu8NnXq1Prn3bp1Izg4mLCwMA4fPkyfPn3udKityu0eD2T83rrFixfzxBNPYGlp2aBexm/jXO/7GLTuY7CcFthCubi4oNfrr8rA8/LyrsrmReO9/PLL/PDDD2zZsgUfH58btvX09MTf35+EhIQ7FF3bYWNjQ/fu3UlISKhfNVDG8m+XmprKxo0bee65527YTsbu7WvMePXw8KCqqopz585dt424MaPRyCOPPEJycjIxMTENZq2upU+fPhgMBhnTt+HK44GM36axY8cO4uLibno8Bhm/13K972Nt4RgsyVULZW5uTmho6FVTyDExMQwcONBEUbVeqqry0ksvsWrVKjZv3kxAQMBN31NYWEh6ejqenp53IMK2pbKyktOnT+Pp6Vl/asTlY7mqqopt27bJWL5FX3/9NW5ubjz44IM3bCdj9/Y1ZryGhoZiMBgatMnOzubkyZMyphvhYmKVkJDAxo0bcXZ2vul7YmNjMRqNMqZvw5XHAxm/TWPRokWEhobSs2fPm7aV8XvJzb6PtYljsIkW0hCNsHz5ctVgMKiLFi1ST506pc6YMUO1sbFRU1JSTB1aq/PCCy+oDg4O6tatW9Xs7Oz6Ul5erqqqqpaWlqqvvfaaunv3bjU5OVndsmWLGh4ernp7e6slJSUmjr7le+2119StW7eqSUlJ6t69e9UxY8aodnZ29WP1o48+Uh0cHNRVq1apJ06cUB977DHV09NT+vYW1NTUqH5+fupbb73VoF7G7q0rLS1Vjxw5oh45ckQF1M8++0w9cuRI/Wp1jRmv06ZNU318fNSNGzeqhw8fVocNG6b27NlTra6uNtVutRg36l+j0ag+/PDDqo+Pj3r06NEGx+PKykpVVVU1MTFRff/999UDBw6oycnJ6k8//aR26tRJ7d27t/SveuP+bezxQMbv9d3s+KCqqlpcXKxaW1urCxYsuOr9Mn5v7Gbfx1S19R+DJblq4ebNm6f6+/ur5ubmap8+fRosHS4aD7hm+frrr1VVVdXy8nI1IiJCdXV1VQ0Gg+rn56c+/fTTalpammkDbyUmT56senp6qgaDQfXy8lInTJigxsbG1r9eW1ur/vnPf1Y9PDxUCwsLdfDgweqJEydMGHHrs379ehVQ4+LiGtTL2L11W7Zsuebx4Omnn1ZVtXHj9cKFC+pLL72kOjk5qVZWVuqYMWOkz+vcqH+Tk5OvezzesmWLqqqqmpaWpg4ePFh1cnJSzc3N1cDAQPWPf/yjWlhYaNodayFu1L+NPR7I+L2+mx0fVFVVFy5cqFpZWalFRUVXvV/G743d7PuYqrb+Y7CiqqraTJNiQgghhBBCCHHXkGuuhBBCCCGEEKIJSHIlhBBCCCGEEE1AkishhBBCCCGEaAKSXAkhhBBCCCFEE5DkSgghhBBCCCGagCRXQgghhBBCCNEEJLkSQgghhBBCiCYgyZUQQggBpKSkoCgKiqLQq1ev37y9i9tydHT8zdsSQgjROkhyJYQQQlxm48aNbNq06TdvJzs7mzlz5vz2gIQQQrQaklwJIYQQl3F2dsbZ2fk3b8fDwwMHB4cmiEgIIURrIcmVEEKINic/Px8PDw8+/PDD+rp9+/Zhbm7Ohg0bbmlbzzzzDOPGjePDDz/E3d0dR0dH3n//faqrq3njjTdwcnLCx8eHxYsXN/VuCCGEaGXMTB2AEEII0dRcXV1ZvHgx48aNIyIigk6dOvG73/2O6dOnExERccvb27x5Mz4+Pmzfvp1du3YxZcoU9uzZw+DBg9m3bx8rVqxg2rRpjBgxAl9f32bYIyGEEK2BzFwJIYRok0aPHs3UqVN54oknmDZtGpaWlnz00Ue3tS0nJyfmzp1Lx44defbZZ+nYsSPl5eW88847BAcHM2vWLMzNzdm1a1cT74UQQojWRJIrIYQQbdann35KdXU133//PcuWLcPS0vK2ttO1a1d0uku/Mt3d3enevXv9z3q9HmdnZ/Ly8n5zzEIIIVovSa6EEEK0WUlJSWRlZVFbW0tqauptb8dgMDT4WVGUa9bV1tbe9mcIIYRo/eSaKyGEEG1SVVUVTzzxBJMnT6ZTp05MmTKFEydO4O7uburQhBBCtFEycyWEEKJNevfddykuLmbu3Lm8+eabdO7cmSlTppg6LCGEEG2YJFdCCCHanK1btzJnzhyWLl2Kvb09Op2OpUuXsnPnThYsWGDq8IQQQrRRclqgEEKINmfIkCEYjcYGdX5+fhQVFd3ytpYsWXJV3datW6+qS0lJueVtCyGEaFskuRJCCCEuM3DgQHr16sXu3bt/03ZsbW2prq6+7RUKhRBCtD6SXAkhhBCAj48PCQkJAFhYWPzm7R09ehTQlmkXQghxd1BUVVVNHYQQQgghhBBCtHayoIUQQgghhBBCNAFJroQQQgghhBCiCUhyJYQQQgghhBBNQJIrIYQQQgghhGgCklwJIYQQQgghRBOQ5EoIIYQQQgghmoAkV0IIIYQQQgjRBCS5EkIIIYQQQogmIMmVEEIIIYQQQjSB/w+8AahfLeoa5wAAAABJRU5ErkJggg==", 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" ] @@ -107,7 +108,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Multi-layer" + "## Multi-aquifer Strip Inhomogeneities" ] }, { @@ -119,14 +120,23 @@ "z = [0.0, -5.0, -6.0, -15.0]\n", "Saq = [0.2, 1e-4]\n", "c = [10.0]\n", - "k = [5.0, 10.0]\n", + "k = np.array([5.0, 10.0])\n", + "k_left = 0.5 * k\n", + "k_right = k\n", "delh = 1.0\n", "res = 10.0" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Transient model" + ] + }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -139,26 +149,96 @@ } ], "source": [ - "mlconf = ttim.ModelMaq(\n", + "mlconf2 = ttim.ModelMaq(\n", " kaq=k, z=z, Saq=Saq, c=c, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", ")\n", - "hls_left = ttim.HeadLineSink1D(mlconf, xls=0.0, tsandh=[(0, delh)], layers=[0, 1])\n", - "hls_right = ttim.HeadLineSink1D(mlconf, xls=200.0, tsandh=[(0, 0.0)], layers=[0, 1])\n", "\n", - "hdiff = ttim.HeadDiffLineSink1D(mlconf, xls=100.0 + 1e-12, layers=[0, 1])\n", - "qdiff = ttim.FluxDiffLineSink1D(mlconf, xls=100.0 - 1e-12, layers=[0, 1])\n", + "inhom_left = ttim.StripInhomMaq(\n", + " mlconf2,\n", + " -np.inf,\n", + " 100.0,\n", + " kaq=k_left,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "inhom_right = ttim.StripInhomMaq(\n", + " mlconf2,\n", + " 100.0,\n", + " np.inf,\n", + " kaq=k_right,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", "\n", - "mlconf.solve()" + "hls_left = ttim.HeadLineSink1D(mlconf2, xls=0.0, tsandh=[(0, delh)], layers=[0, 1])\n", + "hls_right = ttim.HeadLineSink1D(mlconf2, xls=200.0, tsandh=[(0, 0.0)], layers=[0, 1])\n", + "\n", + "mlconf2.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Steady-state model." ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of elements, Number of equations: 4 , 8\n", + "....\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlss = timml.ModelMaq(kaq=k, z=z, c=c, topboundary=\"conf\")\n", + "inhom_left = timml.StripInhomMaq(\n", + " mlss,\n", + " -np.inf,\n", + " 100.0,\n", + " kaq=k_left,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + ")\n", + "inhom_right = timml.StripInhomMaq(\n", + " mlss,\n", + " 100.0,\n", + " np.inf,\n", + " kaq=k_right,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + ")\n", + "\n", + "hls_left = timml.HeadLineSink1D(mlss, xls=0.0, hls=1.0, layers=[0, 1])\n", + "hls_right = timml.HeadLineSink1D(mlss, xls=200.0, hls=0.0, layers=[0, 1])\n", + "\n", + "mlss.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -175,7 +255,166 @@ "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 5))\n", "\n", "for i in range(len(t)):\n", - " h = mlconf.headalongline(x, y, t[i])\n", + " h = mlconf2.headalongline(x, y, t[i])\n", + " ax0.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax1.plot(x, h[1].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\")\n", + "\n", + "hss = mlss.headalongline(x, y)\n", + "ax0.plot(x, hss[0].squeeze(), lw=1.5, color=\"k\", ls=\"dotted\", label=\"TimML\")\n", + "ax1.plot(x, hss[1].squeeze(), lw=1.5, color=\"k\", ls=\"dotted\")\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=2)\n", + "ax0.set_title(\"Layer 0\")\n", + "ax1.set_xlabel(\"x [m]\")\n", + "ax1.set_title(\"Layer 1\")\n", + "for ax in [ax0, ax1]:\n", + " ax.set_ylabel(\"head [m]\")\n", + " ax.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dx = 1e-6\n", + "t = np.logspace(0, 2, 100)\n", + "hleft = mlconf2.head(100 - dx, 0, t)\n", + "hright = mlconf2.head(100 + dx, 0, t)\n", + "disxleft, _ = mlconf2.disvec(100 - dx, 0, t)\n", + "disxright, _ = mlconf2.disvec(100 + dx, 0, t)\n", + "disxnum = mlconf2.aq.Haq[:, np.newaxis] * (hleft - hright) / res\n", + "plt.figure(figsize=(10, 5))\n", + "for i in range(2):\n", + " plt.subplot(2, 1, i + 1)\n", + " plt.semilogx(t, hleft[i], label=\"hleft\")\n", + " plt.semilogx(t, hright[i], \"--\", label=\"hright\")\n", + " plt.semilogx(t, disxleft[i], label=\"Qxleft ttim\")\n", + " plt.semilogx(t, disxright[i], \"--\", label=\"Qxright ttim\")\n", + " if i == 0: # otherwise no leaky wall\n", + " plt.semilogx(t, disxnum[i], \"k:\", label=\"Qx numerical\")\n", + " plt.xlabel(\"time (d)\")\n", + " plt.ylabel(\"head or Qx\")\n", + " plt.title(f\"layer {i}\")\n", + " plt.legend()\n", + " plt.grid()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3 strip inhomogeneities\n", + "\n", + "Test if 3 strip inhomogeneities are working. Introduce a middle inhom with hydraulic conductivity $2k$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 12\n", + "solution complete\n" + ] + } + ], + "source": [ + "k_mid = [2 * k]\n", + "\n", + "mlconf2 = ttim.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " tmin=1,\n", + " tmax=1e2,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "\n", + "inhom_left = ttim.StripInhomMaq(\n", + " mlconf2,\n", + " -np.inf,\n", + " 50.0,\n", + " kaq=k_left,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "inhom_mid = ttim.StripInhomMaq(\n", + " mlconf2,\n", + " 50,\n", + " 150.0,\n", + " kaq=2 * k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "inhom_right = ttim.StripInhomMaq(\n", + " mlconf2,\n", + " 150.0,\n", + " np.inf,\n", + " kaq=k_right,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "\n", + "hls_left = ttim.HeadLineSink1D(mlconf2, xls=0.0, tsandh=[(0, delh)], layers=[0, 1])\n", + "hls_right = ttim.HeadLineSink1D(mlconf2, xls=200.0, tsandh=[(0, 0.0)], layers=[0, 1])\n", + "\n", + "mlconf2.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, sharey=True, figsize=(10, 5))\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf2.headalongline(x, y, t[i])\n", " ax0.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\")\n", " ax1.plot(x, h[1].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\")\n", "\n", @@ -183,9 +422,196 @@ "ax0.set_title(\"Layer 0\")\n", "ax1.set_xlabel(\"x [m]\")\n", "ax1.set_title(\"Layer 1\")\n", - "for iax in [ax0, ax1]:\n", - " iax.set_ylabel(\"head [m]\")\n", - " iax.grid()" + "for ax in [ax0, ax1]:\n", + " ax.set_ylabel(\"head [m]\")\n", + " ax.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Infiltration between two rivers\n", + "\n", + "Problem from Ch. 5 Analytical Groundwater Modeling: Theory and Applications Using Python (Bakker & Post, 2022)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "k = [20.0]\n", + "H = 10.0\n", + "Saq = [0.1]\n", + "L = 1000.0\n", + "N = 1e-3\n", + "z = [0, -H]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 6\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlconf = ttim.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " tmin=0.1,\n", + " tmax=1e3,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " mlconf,\n", + " -np.inf,\n", + " -L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "inf = ttim.StripInhomMaq(\n", + " mlconf,\n", + " -L / 2,\n", + " L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + " tsandN=[(0.0, N)],\n", + ")\n", + "right = ttim.StripInhomMaq(\n", + " mlconf,\n", + " L / 2,\n", + " np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "\n", + "hls_left = ttim.HeadLineSink1D(mlconf, xls=-L / 2 + 1e-5, tsandh=[(0, 0.0)], layers=[0])\n", + "hls_right = ttim.HeadLineSink1D(mlconf, xls=L / 2 - 1e-5, tsandh=[(0, 0.0)], layers=[0])\n", + "\n", + "mlconf.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of elements, Number of equations: 7 , 6\n", + ".......\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlss = timml.ModelMaq(kaq=k, z=z, c=c, topboundary=\"conf\")\n", + "\n", + "inhom_left = timml.StripInhomMaq(\n", + " mlss,\n", + " -np.inf,\n", + " -L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + ")\n", + "inhom_mid = timml.StripInhomMaq(\n", + " mlss,\n", + " -L / 2,\n", + " L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " N=N,\n", + ")\n", + "\n", + "inhom_right = timml.StripInhomMaq(\n", + " mlss,\n", + " L / 2,\n", + " np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + ")\n", + "\n", + "hls_left = timml.HeadLineSink1D(mlss, xls=-L / 2 + 1e-5, hls=0.0, layers=[0])\n", + "hls_right = timml.HeadLineSink1D(mlss, xls=L / 2 - 1e-5, hls=0.0, layers=[0])\n", + "\n", + "mlss.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-L / 2 + 1e-5, L / 2 - 1e-5, 101)\n", + "y = np.zeros_like(x)\n", + "t = [1, 2, 3]\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(1, 2, sharex=True, sharey=False, figsize=(10, 3))\n", + "\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " ax0.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + "\n", + "t = [40, 80, 160]\n", + "for i in range(len(t)):\n", + " h = mlconf.headalongline(x, y, t[i])\n", + " ax1.plot(x, h[0].squeeze(), label=f\"t={t[i]:.0f} d\", color=f\"C{i + 3}\")\n", + "\n", + "hss = mlss.headalongline(x, y)\n", + "ax1.plot(x, hss[0].squeeze(), color=\"k\", ls=\"dashed\", label=\"steady\")\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=3, fontsize=\"small\")\n", + "ax1.legend(loc=(0, 1), frameon=False, ncol=4, fontsize=\"small\")\n", + "ax0.set_ylabel(\"head [m]\")\n", + "for ax in [ax0, ax1]:\n", + " ax.set_xlabel(\"t [d]\")\n", + " ax.grid()" ] }, { From 7d304bf1ea82608c73b997813be8d461a80cca42 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:14:09 +0100 Subject: [PATCH 28/95] first attempt StripHstarInhom --- ttim/inhom1d.py | 18 ++++++------ ttim/stripareasink.py | 67 ++++++++++++++++++++++++++++++++++++++++--- 2 files changed, 73 insertions(+), 12 deletions(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index bbc2cd6..4e226c7 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -103,14 +103,16 @@ def create_elements(self): FluxDiffLineSink1D( self.model, self.x1, range(self.naq), label=None, aq=aqin ) - if self.tsandN is not None: - assert self.model.aq.topboundary == "con", Exception( - "Infiltration can only be applied to a confined aquifer." - ) - StripAreaSinkInhom(self.model, self.x1, self.x2, tsandN=self.tsandN) - if aqin.ltype[0] == "l": - assert self.hstar is not None, "Error: hstar needs to be set" - raise NotImplementedError("hstar not yet implemented.") + if self.tsandN is not None: + assert self.topboundary == "con", Exception( + "Infiltration can only be applied to a confined aquifer." + ) + StripAreaSinkInhom(self.model, self.x1, self.x2, tsandN=self.tsandN) + if self.tsandhstar is not None: + assert self.topboundary == "sem", Exception( + "hstar can only be implemented on top of a semi-confined aquifer." + ) + StripHstarInhom(self.model, self.x1, self.x2, tsandhstar=self.tsandhstar) class StripInhomMaq(StripInhom): diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index d04a84b..39555c9 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -14,8 +14,7 @@ def __init__( name="StripAreaSinkInhom", label=None, ): - Element.__init__( - self, + super().__init__( model, nparam=1, nunknowns=0, @@ -64,5 +63,65 @@ def disvecinf(self, x, _, aq=None): qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy - def plot(self, ax): - pass +class StripHstarInhom(Element): + def __init__( + self, + model, + x1, + x2, + tsandhstar=[(0.0, 1.0)], + layers=0, + name="StripHstarInhom", + label=None, + ): + super().__init__( + model, + nparam=1, + nunknowns=0, + layers=layers, + tsandbc=tsandhstar, + type="g", + name=name, + label=label, + ) + self.x1 = float(x1) + self.x2 = float(x2) + self.model.addelement(self) + + def __repr__(self): + return f"{self.__class__.__name__}: " + str([self.x1, self.x2]) + + def initialize(self): + self.xc = (self.x1 + self.x2) / 2.0 + self.L = np.abs(self.x2 - self.x1) + self.aq = self.model.aq.find_aquifer_data(self.xc, 0.0) + self.setbc() + self.setflowcoef() + self.resfac = 1.0 / self.aq.c[0] + self.term = ( + self.resfac * self.flowcoef * self.aq.lab**2 * self.aq.coef[self.layers] + ) + self.dischargeinf = self.aq.coef[0, :] * self.flowcoef * self.resfac + self.dischargeinflayers = np.sum( + self.dischargeinf * self.aq.eigvec[self.layers, :, :], 1 + ) + + def setflowcoef(self): + self.flowcoef = 1.0 / self.model.p + + def potinf(self, x, _, aq=None): + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + if aq == self.aq: + if (x > self.x1) and (x < self.x2): + rv[:] = self.term + return rv + + def disvecinf(self, x, _, aq=None): + if aq is None: + aq = self.model.aq.find_aquifer_data(x, 0.0) + qx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) + return qx, qy + From a2406013601c04a14c79c374d2d6f57bb7610550 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:14:22 +0100 Subject: [PATCH 29/95] first attempt StripHstarInhom --- ttim/inhom1d.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index 4e226c7..14c35ae 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -3,7 +3,7 @@ from ttim.aquifer import AquiferData from ttim.aquifer_parameters import param_3d, param_maq from ttim.linesink1d import FluxDiffLineSink1D, HeadDiffLineSink1D -from ttim.stripareasink import StripAreaSinkInhom +from ttim.stripareasink import StripAreaSinkInhom, StripHstarInhom class StripInhom(AquiferData): From 9ee8d5c560062fac3120820e92a06ad83b77c536 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:31:00 +0100 Subject: [PATCH 30/95] add plots for StripAreaSinkInhom and StripHstarInhom --- ttim/stripareasink.py | 75 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index 39555c9..22ef693 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -1,3 +1,4 @@ +import matplotlib.pyplot as plt import numpy as np from ttim.element import Element @@ -63,6 +64,30 @@ def disvecinf(self, x, _, aq=None): qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy + def plot(self, ax, n_arrows=10, **kwargs): + Ly = self.model.aq.z[0] - self.model.aq.z[-1] + Lx = self.x2 - self.x1 + + for i in np.linspace(self.x1, self.x2, n_arrows): + xtail = i + ytail = self.model.aq.z[0] + Ly / 20.0 + dx = 0 + dy = -0.9 * Ly / 20.0 + ax.arrow( + xtail, + ytail, + dx, + dy, + width=kwargs.pop("width", Lx / 300.0), + length_includes_head=kwargs.pop("length_includes_head", True), + head_width=kwargs.pop("head_width", 4 * Lx / 300.0), + head_length=kwargs.pop("head_length", 0.4 * Ly / 20.0), + color=kwargs.pop("color", "k"), + joinstyle=kwargs.pop("joinstyle", "miter"), + capstyle=kwargs.pop("capstyle", "projecting"), + ) + + class StripHstarInhom(Element): def __init__( self, @@ -125,3 +150,53 @@ def disvecinf(self, x, _, aq=None): qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy + def plot(self, ax=None, **kwargs): + if ax is None: + _, ax = plt.subplots() + ztop = self.model.aq.z[0] + Ly = self.model.aq.z[0] - self.model.aq.z[-1] + dy = Ly / 20.0 + if np.isfinite(self.x1): + x1 = self.x1 + ax.plot( + [x1, x1], + [ztop, ztop + 1.5 * dy], + color="k", + lw=1.0, + ls="dotted", + ) + else: + x1 = ax.get_xlim()[0] + + if np.isfinite(self.x2): + x2 = self.x2 + ax.plot( + [x2, x2], + [ztop, ztop + 1.5 * dy], + color="k", + lw=1.0, + ls="dotted", + ) + else: + x2 = ax.get_xlim()[1] + + Lx = x2 - x1 + dx = Lx / 200.0 + xc = (x1 + x2) / 2.0 + + # water level + c = kwargs.pop("color", "k") + lw = kwargs.pop("lw", 1.0) + ax.plot([x1, x2], [ztop + dy, ztop + dy], lw=lw, color=c, **kwargs) + ax.plot( + [xc - 1.75 * dx, xc + 1.75 * dx], + [ztop + 0.8 * dy, ztop + 0.8 * dy], + lw=0.75 * lw, + color=c, + ) + ax.plot( + [xc - dx, xc + dx], + [ztop + 0.65 * dy, ztop + 0.65 * dy], + lw=0.75 * lw, + color=c, + ) From b2b06c156e9f540a75695476d7d1ddd0ae788c06 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:31:17 +0100 Subject: [PATCH 31/95] use super() --- ttim/linesink1d.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index eed214f..3bde6d6 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -26,8 +26,7 @@ def __init__( label=None, aq=None, ): - Element.__init__( - self, + super().__init__( model, nparam=1, nunknowns=0, From 05cca3f179595e46391a0cfd80406a38960ff672 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:31:33 +0100 Subject: [PATCH 32/95] improve xsection plot for 1D elements --- ttim/plots.py | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/ttim/plots.py b/ttim/plots.py index e3bc6b2..f5d09d6 100644 --- a/ttim/plots.py +++ b/ttim/plots.py @@ -41,8 +41,17 @@ def xsection( if xy is not None: (x0, y0), (x1, y1) = xy r = np.sqrt((x1 - x0) ** 2 + (y1 - y0) ** 2) - ax.set_xlim(0, r) + if y0 == 0 and y1 == 0: + r0 = x0 + ax.set_xlim(x0, x1) + elif x0 == 0 and x1 == 0: + ax.set_ylim(y0, y1) + r0 = y0 + else: + ax.set_xlim(0, r) + r0 = 0.0 else: + r0 = 0.0 r = 1.0 if labels: @@ -61,7 +70,7 @@ def xsection( ) if labels: ax.text( - 0.5 * r if not params else 0.25 * r, + r0 + 0.5 * r if not params else r0 + 0.25 * r, np.mean(self._ml.aq.z[i : i + 2]), f"leaky layer {lli}", ha="center", @@ -69,7 +78,7 @@ def xsection( ) if params: ax.text( - 0.75 * r if labels else 0.5 * r, + r0 + 0.75 * r if labels else r0 + 0.5 * r, np.mean(self._ml.aq.z[i : i + 2]), ( f"$c$ = {self._ml.aq.c[lli]}, " @@ -83,7 +92,7 @@ def xsection( if labels and self._ml.aq.ltype[i] == "a": ax.text( - 0.5 * r if not params else 0.25 * r, + r0 + 0.5 * r if not params else r0 + 0.25 * r, np.mean(self._ml.aq.z[i : i + 2]), f"aquifer {aqi}", ha="center", @@ -101,7 +110,7 @@ def xsection( f"$S_s$ = {self._ml.aq.Saq[aqi]:.2e}" ) ax.text( - 0.75 * r if labels else 0.5 * r, + r0 + 0.75 * r if labels else r0 + 0.5 * r, np.mean(self._ml.aq.z[i : i + 2]), paramtxt, ha="center", From ab15a922e842c0e828056b40abcc5e28ea1f895a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 5 Dec 2024 16:33:08 +0100 Subject: [PATCH 33/95] add StripHstarInhom example (not yet working) --- docs/03examples/1d_inhom_elements.ipynb | 218 ++++++++++++++++++++++-- 1 file changed, 204 insertions(+), 14 deletions(-) diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index 208664b..3dca939 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -324,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 230, "metadata": {}, "outputs": [], "source": [ @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 234, "metadata": {}, "outputs": [ { @@ -511,15 +511,17 @@ " phreatictop=True,\n", ")\n", "\n", - "hls_left = ttim.HeadLineSink1D(mlconf, xls=-L / 2 + 1e-5, tsandh=[(0, 0.0)], layers=[0])\n", - "hls_right = ttim.HeadLineSink1D(mlconf, xls=L / 2 - 1e-5, tsandh=[(0, 0.0)], layers=[0])\n", + "# NOTE: not working if elements are in surrounding strip inhoms\n", + "d = -1e-3\n", + "hls_left = ttim.HeadLineSink1D(mlconf, xls=-L / 2 + d, tsandh=[(0, 0.0)], layers=[0])\n", + "hls_right = ttim.HeadLineSink1D(mlconf, xls=L / 2 - d, tsandh=[(0, 0.0)], layers=[0])\n", "\n", "mlconf.solve()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 235, "metadata": {}, "outputs": [ { @@ -565,20 +567,20 @@ " topboundary=\"conf\",\n", ")\n", "\n", - "hls_left = timml.HeadLineSink1D(mlss, xls=-L / 2 + 1e-5, hls=0.0, layers=[0])\n", - "hls_right = timml.HeadLineSink1D(mlss, xls=L / 2 - 1e-5, hls=0.0, layers=[0])\n", + "hls_left = timml.HeadLineSink1D(mlss, xls=-L / 2 + d, hls=0.0, layers=[0])\n", + "hls_right = timml.HeadLineSink1D(mlss, xls=L / 2 - d, hls=0.0, layers=[0])\n", "\n", "mlss.solve()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 236, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -610,16 +612,204 @@ "ax1.legend(loc=(0, 1), frameon=False, ncol=4, fontsize=\"small\")\n", "ax0.set_ylabel(\"head [m]\")\n", "for ax in [ax0, ax1]:\n", - " ax.set_xlabel(\"t [d]\")\n", + " ax.set_xlabel(\"x [m]\")\n", " ax.grid()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Change in waterlevel" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 189, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "k = [10.0]\n", + "H = 10.0\n", + "z = [1.0, 0, -H]\n", + "S = [1e-2]\n", + "c = [100.0]\n", + "delh = 2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 2\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlsemi = ttim.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " tmin=0.1,\n", + " tmax=1e3,\n", + " topboundary=\"semi\",\n", + " phreatictop=False,\n", + ")\n", + "\n", + "inhom_left = ttim.StripInhomMaq(\n", + " mlsemi,\n", + " -np.inf,\n", + " 0.0,\n", + " kaq=k,\n", + " Saq=Saq,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"semi\",\n", + " phreatictop=False,\n", + " tsandhstar=[(0.0, delh)],\n", + ")\n", + "inhom_right = ttim.StripInhomMaq(\n", + " mlsemi,\n", + " 0.0,\n", + " np.inf,\n", + " kaq=k,\n", + " Saq=Saq,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"semi\",\n", + " phreatictop=False,\n", + " tsandhstar=[(0.0, 0.0)],\n", + ")\n", + "\n", + "# hls_right = ttim.HeadLineSink1D(mlsemi, xls=300, tsandh=[(0, 0.0)], layers=[0])\n", + "\n", + "mlsemi.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of elements, Number of equations: 5 , 2\n", + ".....\n", + "solution complete\n" + ] + } + ], + "source": [ + "mlss = timml.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"semi\",\n", + " hstar=0.0,\n", + ")\n", + "\n", + "inhom_left = timml.StripInhomMaq(\n", + " mlss,\n", + " -np.inf,\n", + " 0.0,\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"semi\",\n", + " hstar=delh,\n", + ")\n", + "inhom_right = timml.StripInhomMaq(\n", + " mlss,\n", + " 0.0,\n", + " np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " c=c,\n", + " topboundary=\"semi\",\n", + " hstar=0.0,\n", + ")\n", + "\n", + "# hls_right = timml.HeadLineSink1D(mlss, xls=300.0, hls=0.0, layers=[0])\n", + "\n", + "mlss.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lab = np.sqrt(k[0] * H * c[0])\n", + "L = 2 * 3 * lab\n", + "ax = mlsemi.plots.xsection([(-L / 2, 0), (L / 2, 0)], params=True)\n", + "mlsemi.elementlist[0].plot(ax=ax, color=\"b\")" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-L / 2, L / 2, 101)\n", + "y = np.zeros_like(x)\n", + "t = [1, 10, 100]\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, figsize=(10, 4))\n", + "\n", + "h = mlsemi.headalongline(x, y, t)\n", + "q = np.zeros_like(h)\n", + "for i in range(len(x)):\n", + " q[:, :, i] = mlsemi.disvec(x[i], y[i], t)[0]\n", + "for i in range(len(t)):\n", + " ax0.plot(x, h[0, i].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax1.plot(x, q[0, i].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + "\n", + "hss = mlss.headalongline(x, y)\n", + "qss = mlss.disvecalongline(x, y)\n", + "ax0.plot(x, hss[0].squeeze(), color=\"k\", ls=\"dashed\", label=\"steady\")\n", + "ax1.plot(x, qss[0].squeeze(), color=\"k\", ls=\"dashed\", label=\"steady\")\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=4, fontsize=\"small\")\n", + "ax0.set_ylabel(\"head [m]\")\n", + "ax1.set_xlabel(\"x [d]\")\n", + "ax1.set_ylabel(\"q [m$^2$/d]\")\n", + "for ax in [ax0, ax1]:\n", + " ax.grid()\n", + "fig.align_ylabels()" + ] } ], "metadata": { From 73c4d76e2eacf83111a1d361f6b69aab78764af2 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 5 Dec 2024 21:28:38 +0100 Subject: [PATCH 34/95] Fix rhs in HeadDiffEquation --- docs/03examples/stripareasink.ipynb | 157 ++++++++++++++++++++++++++++ ttim/equation.py | 4 +- ttim/stripareasink.py | 2 +- 3 files changed, 160 insertions(+), 3 deletions(-) create mode 100644 docs/03examples/stripareasink.ipynb diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb new file mode 100644 index 0000000..70fe21d --- /dev/null +++ b/docs/03examples/stripareasink.ipynb @@ -0,0 +1,157 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "ee675c08-ba03-4d14-9d77-73c8dc790d8f", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import timml\n", + "\n", + "import ttim\n", + "\n", + "plt.rcParams[\"figure.figsize\"] = (10, 4)" + ] + }, + { + "cell_type": "markdown", + "id": "edcb6ae1-626a-447f-baec-36e5bafd02cb", + "metadata": {}, + "source": [ + "### Example strip area-sink" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "04bafb55-0a73-497e-a254-ce5709c170a8", + "metadata": {}, + "outputs": [], + "source": [ + "k = [20.0]\n", + "H = 10.0\n", + "Saq = [0.1]\n", + "L = 100.0\n", + "N = 1e-3\n", + "z = [0, -H]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e3fc16ea-80fc-489b-b9a3-fefd76bdc96d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 4\n", + "solution complete\n" + ] + } + ], + "source": [ + "ml = ttim.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " tmin=0.1,\n", + " tmax=1e3,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + " #M=1\n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " ml,\n", + " -np.inf,\n", + " -L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "inf = ttim.StripInhomMaq(\n", + " ml,\n", + " -L / 2,\n", + " L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + " tsandN=[(0.0, N)],\n", + ")\n", + "right = ttim.StripInhomMaq(\n", + " ml,\n", + " L / 2,\n", + " np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " # c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bcd575db-4c42-40a5-bacb-564dfbd4e391", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-100, 100, 100)\n", + "y = np.zeros(100)\n", + "plt.axvspan(-50, 50, color=3 * [.9])\n", + "for t in np.logspace(-1, 1, 10):\n", + " h = ml.headalongline(x, y, t)\n", + " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + "plt.legend();" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ttim/equation.py b/ttim/equation.py index 1563448..3779063 100644 --- a/ttim/equation.py +++ b/ttim/equation.py @@ -488,11 +488,11 @@ def equation(self): for i in range(self.model.ngbc): rhs[istart : istart + self.nlayers, i, :] -= ( self.model.gbclist[i].unitpotentiallayers( - self.xc[icp], self.yc[icp], self.layers, self.aqin + self.xcin[icp], self.ycin[icp], self.layers, self.aqin ) / self.aqin.T[self.layers][:, np.newaxis] - self.model.gbclist[i].unitpotentiallayers( - self.xc[icp], self.yc[icp], self.layers, self.aqout + self.xcout[icp], self.ycout[icp], self.layers, self.aqout ) / self.aqout.T[self.layers][:, np.newaxis] ) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index 22ef693..df7f232 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -53,7 +53,7 @@ def potinf(self, x, _, aq=None): aq = self.model.aq.find_aquifer_data(x, 0.0) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: - if (x > self.x1) and (x < self.x2): + if (x > self.x1) and (x < self.x2): # we really need this? rv[:] = self.term return rv From b6d6728b80ca9376ee641b70139a546636814e05 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 5 Dec 2024 21:34:43 +0100 Subject: [PATCH 35/95] This notebook seems to run fine now --- docs/03examples/1d_inhom_elements.ipynb | 45 ++++++++++++++----------- 1 file changed, 26 insertions(+), 19 deletions(-) diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index 3dca939..0d3d08a 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -80,7 +80,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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cunSJSZMmlVnfp08ffv31V4qLi2nduvU9jXXAgAHMmzePqKio0nsOMzMz+e233+jXr98NV76FEEJUfvIvdxXi4+PDwYMHCQ8Px8rKCgcHB9RqdbmH6l1JtLKyskhKSuLYsWPo9Xp8fX0BZUaqjh07MmfOHPr378+6devYsmULe/bsueU+J0+eTLt27fjoo494/PHH+fvvv+X+pkrm0UcfJSkpCRsbm39tFxYWdkMyXrt2bZm+XNwX27Ztu+mMob179y6dDnzixIk88cQTREVF8e6771K9enXOnTt3wzZ169bl0Ucf5a+//qJDhw43PIJh6NCh/PLLL/Tu3ZuXXnqJVq1aodPpiI6OZvv27fTv3/+GIch3atq0afz000889thjzJo1C4PBwIcffkheXh4zZ868q30KIYQwLUmcqpBp06YxcuRIfH19yc3NLTMLXHk0a9as9P3hw4dZtmwZ3t7epV9W2rVrx6+//sobb7zBm2++Sa1atVixYsW//iLbpk0bvvvuO95++21mzpxJt27deOONN2TWtkpEpVLh5OR023ZTp069oW779u107ty5AqISoqzXXnvtpvVhYWGMHj2axMREvv76axYvXkzNmjWZPn060dHRt3ym0pAhQ/jrr79uuNoEyn2B69evZ/78+fz000988MEHaLVaPDw86NSpE40bN77r83B2dmb37t2l/24XFRXRtm1bduzYQf369e96v0IIIUxHZaxsN6cIIYQQ98igQYM4cOAA4eHh9+1+RCGEEA8mueIkhBDigZKfn8+RI0f4559/+P3335k7d64kTUIIIf4zueIkhBDigRIeHk6NGjWwsbFh2LBhfPnllzIhihBCiP9MEichhBBCCCGEuA317ZsIIYQQQgghxMNNEichhBBCCCGEuA1JnIQQQgghhBDiNh66WfVKSkqIjY3F2tq6zNPnhRBCCCGEEA8Xo9FIZmYmbm5uqNX/fk3poUucYmNj8fT0NHUYQgghhBBCiEoiKioKDw+Pf23z0CVO1tbWgNI5NjY2Jo4GCgsL+fvvv+nRo4c8Z6QCSP9WLOnfiiX9W7GkfyuW9G/Fkv6tWNK/Fasy9W9GRgaenp6lOcK/eegSpyvD82xsbCpN4mRhYYGNjY3J/+A8iKR/K5b0b8WS/q1Y0r8VS/q3Ykn/Vizp34pVGfv3Tm7hkckhhBBCCCGEEOI2TJo47dq1i759++Lm5oZKpWLt2rW33Wbnzp34+/tjZmZGzZo1+frrrys+UCGEEEIIIcRDzaSJU3Z2Nk2bNuXLL7+8o/ZhYWH07t2bgIAAjh49yv/+9z8mT57MmjVrKjhSIYQQQgghxMPMpPc49erVi169et1x+6+//hovLy/mzZsHQIMGDQgKCuKTTz5h0KBBFRRlxQlPusiPv08hI6URvXv3NnU4QgghhBBCiFuoUpND7N+/nx49epSp69mzJ99//z2FhYU3vbksPz+f/Pz80uWMjAxAuSmtsLCwYgO+jR/Wv8H3J48R9eUf/LB8AdMWvkJH7274OfuhVVepj6bSuvIZm/qzflBJ/1Ys6d+KJf1bsaR/K5b0b8WS/q1Ylal/yxNDlfp2Hh8fj4uLS5k6FxcXioqKSE5Opnr16jds88EHH/DOO+/cUP/3339jYWFRYbHeCTOVI44xhURrVBira/n5/Ep+Pr8Sg9FA1oosGtdtTN+2fbE1tzVpnA+CwMBAU4fwQJP+rVjSvxVL+rdiSf9WLOnfiiX9W7EqQ//m5OTccdsqlTjBjVMFGo3Gm9ZfMWPGDKZOnVq6fGWu9h49eph8OvLe9OZgzmAa1VrHIzYbuJCZxS4LcxISMji36RyhW0IJ8Q3B386fju4daeXQirrV6po05qqmsLCQwMBAunfvXmmmu3yQSP9WLOnfiiX9W7GkfyuW9G/Fkv6tWJWpf6+MRrsTVSpxcnV1JT4+vkxdYmIiWq0WR0fHm25jMBgwGAw31Ot0OpN/UADD2ngzLfoRLqq7s6ttIuz8kM2XUvikqw1hxVqMZkaCEoIISggiYn4ExkQjT894mmefeBY/Zz80ao2pT6FKqCyf94NK+rdiSf9WLOnfiiX9W7GkfyuW9G/Fqgz9W57jV6nEqW3btvzxxx9l6v7++29atGhh8k6/W4/6VuNtrZGYzCK2m/eg24tP0jvoe3o7fAK5qURFxbKjeh2221bnTMgZSnJK2JKyhb2b9mJrsMW3yBenS05MHDIRD2cPU5+OEEIIIYQQDySTTkeelZXFsWPHOHbsGKBMN37s2DEiIyMBZZjdiBEjSttPmDCBiIgIpk6dSnBwMIsXL+b7779n2rRppgj/njDoNLRyVoYbLvsnEnRm0PYFeOk4dPw/PFUGhkcFs/jUNsI+7sYbHz3LoM6DsNHbkJ6fzu/Lf+eDFz+gcb/GjPt7HL8E/0J0ZrSJz0oIIYQQQogHi0kTp6CgIJo1a0azZs0AmDp1Ks2aNeOtt94CIC4urjSJAqhRowYbN25kx44d+Pn58e677/L5559XyanIr9XOpQSA7SGJRKddvkHNzAa6vK4kUK0ngFqHV+IB3s1ewZz4OHZ2/Z4lPZfQvn57LN0tsfKz4mDcQT7850O6/9AdWx9buo3uxuG4wxSXFJvw7IQQQgghhKj6TDpUr3PnzqWTO9zM0qVLb6jr1KkTR44cqcCo7r9q5tC2pgP7L6ay4lAUr/Sod3WllTP0mgNtJsKOD+D4r3BmHdrgP2nR7GnWvvUVfOrOxbSL7I7dzY6oHWzdt5WMiAz2bt3LqL9HYW+wJ8AjAI90Dwa0HYCrg6vJzlUIIYQQQoiqyKRXnMRVQ1so9yetOBRFYXHJjQ3svWHA1/D8PqjXG4zFcORH+LwZbH6dmgY7RjYcyZJHl7B71m5e/exVeoztgbXOmrT8NNadW8fkZybj5uLGgC8HsCx4GbFZsff5LIUQQgghhKiaqtTkEA+ybg2q4WSlJzEzn63BCTza6MZnUgHg4gtPLYfIg7D1HYjYC/u/VJKodpOhzfN4u3jz0ZSPACgsKeRowlHWH13PZ2afkZeXR6hZKB/88wEf/PMB5ifNsUuzY/zI8QwIGIBaJbm0EEIIIYQQ15NvyZWEXqvmyRaeAPxyMPI2rQGv1jBqAzy9BlwbQ34GbH8PPveDg99AUT4AOrWOVtVb8V7v98iMyWTP0T1MazON5tWao1apObPxDIGLA5n09SS6rOzC2/ve5u8Lf5N0KakCz1YIIYQQQoiqRRKnSuSpll6oVLD7XDIRKdm330Clgjrd4LldMOh7sK8B2Unw1//Bly3g2HK4ZmIItVpN2/ptGd1oND/0+oGdg3fy/Pjnqdu5Li4tXUjJS+G3c7/x3NfP4VLNhfo967MyZCXx2fH/EoQQQgghhBAPPkmcKhEvRwsC6jgDsPyfqDvfUK2Gxk/ApEPQ5zOwcoVLkbB2AixsD8F/wk0m4bAzs+Pjlz4mZHsIhyYfYlH3RTzd4Gk0YRqMhUYS8xJ598C7dF/dncF/DGbw9MH8GvgrRcVF9+qUhRBCCCGEqBIkcapknm7tBcCqoCgKim4yScS/0eigxRiYfBS6zQQzO0gKhhVPw3fdIGzXLTfVaXS0dWvL9FbTObfyHBv3bmTqtKn4OfuhQsXxc8dZNWcVT/V8is5LOjNz30x2RO0gtyj3rs9VCCGEEEKIqkISp0qma/1quNgYSMkuYPPpuxwip7eADi8rz4AKeAV0FhATBD/0hR8fh9ij/7q5Wq2mV7tevNH3DX7q/RM7huzgpUYvUbtjbWwb25KuS2fNuTW8uO1FvLp74dPGh9mrZpOYk3h38QohhBBCCFHJSeJUyWg1aoaUThIR8d92Zm4HXd+Cyceg1XOg1sHF7bCoM6wYDkkhd7QbBzMHJvaYyLmd50g4nMA33b5haL2huJi5kHYojYiDEXx37Du6rurK0D+H8sHfH7Bm2xpKSsp5xUwIIYQQQohKShKnSmhIKy/UKjhwMZXziVn/fYfWLtD7Y3gxCJoMBVQQvB4WtIG1Lyj3Q90hg9ZAO/d2vN7mdf5+8m9+++s3Bk4ZSOvWrVGh4nTKaeZ9M48nuj6B+yPuvLv/XXZF7yK/OP+/n4cQQgghhBAmIolTJeRuZ84j9aoBsPyfO09qbsveBwZ+AxP3Q/0+YCyBYz/DF/7w12uQVb6hdmq1mn4B/Vjz2RqW91vOtsHbmNVuFp4GT9QGNeqaalaGruSFrS/Qbmk7agXUYuLsiSRkJdy7cxJCCCGEEOI+kMSpknq6jTJJxOrD0eQWFN+mdTlVawBDf4FxW6FGRygugINfw3w/2Pou5F66q906mTsxoM4AgpYFkZKcwpL/LWFw3cFUs6hG8vFkLu65yPfzv6fr6q4M2zCMb45/w96ze2VInxBCCCGEqPQkcaqkOtWthoe9Oem5hfxxIrZiDuLRAkb+ASPWgVtzKMyG3Z/A/Cawey4U3MGzpG7BzsqOHnV68GbbN9nyxBa+HfktfSb2wbe/LyqVipPJJ/ni6Bd06dwFy2qWvPDDC+yN2UtBccE9PEEhhBBCCCHuDa2pAxA3p1GreLq1N3M2neWn/RE86e+BSqWqmIPV7AzPdoKzf8K29yDpLGx9R7kK1fFVaD4StPq73r1KpaKHfw96+PcAIDEnkZ3RO9l4dCNn0s5ACWzP3c6uLbuw0FrgEe+BW6Ebk4ZNop5XvXt0kkIIIYQQQtw9ueJUiQ1p6Yleq+ZkTDrHo9Mr9mAqFTToC8/vgwHfgJ03ZCXAxmnwpT8cWwYl92bIYDWLajxZ90mWDFlCcnIyX67+ksFNBuNs7kxOUQ6BvwTy5Ywv6TilI89sfIbvTn5HaGqoDOkTQgghhBAmI4lTJeZgqadP4+oA/LT/P05NfqfUGmg6FCYFwWNzwcpVmXVv7fPKLHyn18I9TGAcrB2Y2H8iM9vNZMuTW/j1sV/p0rELdrXssPaz5njSceYfmU+vub2wqm7FI6MfYX/sfgqLC+9ZDEIIIYQQQtyOJE6V3DNtvQH440Qsqdn38f4frR5ajoXJR6H7u2BuD8mhsGokLOoEoX+D0XhPD6lWqWno1JC189aSdj6NPa/s4c02bxLgHkD2iWxyE3M5GnyU5wKfI2BFAK/seIW3v3+bC9EX7mkcQgghhBBCXE8Sp0qumacdjdxtKCgqYVVQ1P0PQG8B7SfDS8eh03TQW0P8CVj2JCzuCWG7K+zQrpauDK43mAXdFnDyx5PM+nYWA0cPxNHMkezCbDae3sisZ2dR26s2g5cNZvGpxVy8dBHjPU7ohBBCCCGEkMSpklOpVAxvo1x1+vlgBCUlJkoKzGzhkRlKAtVuMmjNIOog/NAHfuwP0Ycr9PDOds68Oe5NFo9fzLbB2/il9y/0c+yHrY8tZh5mBBcG89nhz+i/rj91n6pLh6Ed+HXXrxSWyJA+IYQQQgjx30niVAX0a+qOtZmWqNRcdp5LMm0wlo7Q412YfAxajgO1Di7ugO+6wPKnIP5UhYegVqlp4tyEOUPncOniJU4eOsn/Wv+P9m7t0aq0hG8OZ++KvUxfN52ua7qyInsFq0+uJjwuvMJjE0IIIYQQDyZJnKoAc72GJ/09gfs4ScTt2FSHxz6FFw+D39OgUkPIRvi6PawaDcnn7lsotV1q81T9p/i6+9fsHLyT1z98Hb8+fnj6eZJVmMXJwpNM/XQqNTxq0HBAQ344/QPh6eH3LT4hhBBCCFH1mTxxWrBgATVq1MDMzAx/f3927/73e2Z++eUXmjZtioWFBdWrV2f06NGkpKTcp2hN55k2XgBsD0kkKjXHxNFcw94bHl8AL/wDDQcqdad/g69awdqJkBZ+X8OxMbNh5viZHP3jKDue3sGS7kvoaOiIIdEAJZBqlsonQZ/Qd21fHlv5GI+MeIRvfvuGgiJ58K4QQgghhLg1kyZOK1asYMqUKbz++uscPXqUgIAAevXqRWRk5E3b79mzhxEjRjB27FhOnz7NqlWrOHToEOPGjbvPkd9/NZ2tCKjjhNEIvxy8ef+YlFMdeHIJTNgL9XqDsQSO/QJftIA/X4b0mPsekkatoalzU3qY9+DcxnPsO7mPt198mzbV26BVazlz6Aw7ftrBpDGT6LyiM9N3T2dT2CYu5V6677EKIYQQQojKzaSJ09y5cxk7dizjxo2jQYMGzJs3D09PTxYuXHjT9gcOHMDHx4fJkydTo0YNOnTowPjx4wkKCrrPkZvGM5cniVhxKJK8wnvzMNp7zrURPLUcxm2DWl2gpBCCFsPnzeCv6ZCZYLLQ2jZqy4R2E/i2x7fsHrKbaZ2n0ahnI1wCXMgsymTDxQ28uutV3Bu54+bnxofrPyQqwwQzGQohhBBCiEpHa6oDFxQUcPjwYaZPn16mvkePHuzbt++m27Rr147XX3+djRs30qtXLxITE1m9ejWPPfbYLY+Tn59Pfn5+6XJGRgYAhYWFFBaafsa1KzHcSSwda9lT3daMuPQ8/jgWzeN+bhUd3t1zaQJDV6KK3Id6x2zUUQfg4EKMh5dS0mIsJW1fBAvHCg/jVv1rUBl4rsdzPNfjOYpLijmRfIJdMbv4+9TfnLp4ihxVDj9E/MAvv/9CDZsa1MquRQPLBgzrMQyD3lDhcVcV5fnzK8pP+rdiSf9WLOnfiiX9W7GkfytWZerf8sSgMprooTexsbG4u7uzd+9e2rVrV1o/e/ZsfvjhB0JCQm663erVqxk9ejR5eXkUFRXRr18/Vq9ejU6nu2n7mTNn8s4779xQv2zZMiwsLO7NydxHf0er2BClwcfKyMuNK+lVp+sZjThnnqZ+3BoccpSH1Rapzbjg3IML1XpRqLU0cYBlBccEs/fsXlStVUQURVBCCVHfRJG+Px23fm50GdKF+rr61NbVxkxlZupwhRBCCCHEXcrJyWHYsGGkp6djY2Pzr21Nnjjt27ePtm3blta///77/PTTT5w9e/aGbc6cOUO3bt14+eWX6dmzJ3Fxcbz66qu0bNmS77///qbHudkVJ09PT5KTk2/bOfdDYWEhgYGBdO/e/ZbJ37WSMvPp9OkuCouNrH2+DQ3dTH8Od8xoRHU+EM3OD1AlnFSqDDaUtH6ekpbjwezen0t5+/d6mQWZ7Ivdx1uvvcXJv0/i+ZInlnWVRK8wtpDMlZn06NuDmS/PxM2qEl8BrCD/tX/Fv5P+rVjSvxVL+rdiSf9WLOnfilWZ+jcjIwMnJ6c7SpxMNlTPyckJjUZDfHx8mfrExERcXFxuus0HH3xA+/btefXVVwFo0qQJlpaWBAQE8N5771G9evUbtjEYDBgMNw6t0ul0Jv+grnWn8bg56Hi0UXX+OB7LskPRfPRE0/sQ3T3k+xg06A1n/4Tts1ElnkGzaw6af76B9pOh1XNgsL7nh73bz9tB50CfOn3o81sf8gryOJ58nN0xu9kZvZN/1v9D4rFE1hjXEFQriNp2tens2RnPHE/6tO6DXqe/5+dRWVW2v08PGunfiiX9W7GkfyuW9G/Fkv6tWJWhf8tzfJNNDqHX6/H39ycwMLBMfWBgYJmhe9fKyclBrS4bskajAcBEF85MYkRbZZKItcdiScnKv03rSkilggZ9lRn4nlgCTvUg7xJsnQXzm8Le+VCQbeoob2CmN6O1W2umtZzGHwP+YPVbqxn66lBaDWyFRqXh/KXzfHPoG5545AmsnKyYsm4KWyK2kFNYiaaPF0IIIYQQd8VkV5wApk6dyvDhw2nRogVt27Zl0aJFREZGMmHCBABmzJhBTEwMP/74IwB9+/bl2WefZeHChaVD9aZMmUKrVq1wc3t4hkm18LansbstJ2PSWf5PJJO61DF1SHdHrYZGA8G3P5z6DXZ8AKkXIPAt2PcFtJ8CLcaAvnLeixbQNICApgEApOensztmN78G/kqoPhQMsCVtC1t3bEWn1mF91JqaljV5aeRL+NX2M23gQgghhBCi3EyaOA0ZMoSUlBRmzZpFXFwcjRo1YuPGjXh7K1dU4uLiyjzTadSoUWRmZvLll1/yyiuvYGdnR5cuXZgzZ46pTsEkVCoVYzr48PKK4/y4P4LnOtZCrzX5s4zvnloDTZ6EhgPg5ErYOUd5cO7fr8O+zy8nUKNBZ27qSG/J1mBLn5p96DO+D4tGLeKvI39xXnOeHVE7iM6K5sCyA+xK2MXWtK206tGKTp6daF+tPU1cm6DVmPSvoRBCCCGEuAMm/7Y9ceJEwsPDyc/P5/Dhw3Ts2LF03dKlS9mxY0eZ9i+++CKnT58mJyeH2NhYfv75Z9zd3e9z1Kb3WGM3qlkbSMzMZ+PJOFOHc29otOA3DCYFQb8vwM4LshJg8wxlCN+BhVCYa+oob8vCYMGgtoN4rdVrbBy4kdWPrabfsH64NHHBprENIWkhLDqxiL5v9sXC0YKuE7qyLXKbDOkTQgghhKjETJ44ibuj16pL73X6fk/Yg3WPl0YHzUfApMPQdz7YeioJ1KbpMN8PDn4DhXmmjvKOqFQq6jnVY9XcVcQfj2f3yN283+F9unt3Jy84j8L0Qk4lnuKl7S/RcUVHJmyewPh3x3M45LCpQxdCCCGEENeQxKkKe6qVFwatmpMx6QRFpJk6nHtPqwf/UfDiEegz73ICFQ9//R987gcHF1WZBOoKezN7+tXqx9zOc4ncFsn8X+czcvhI3K3cyS/OJ3BPIIveWkSr5q14Yu0TLDi2gNMppx+sxFgIIYQQogqSxKkKc7QyMKCZMkxx8Z4wE0dTgbR65R6nFw/DY3PBxh0y4+CvV5UE6sDXVWII3/UszS2ZPGQyHw34iL8G/sWafmsYUGMAzr7OWDexJiQ9hIXHFzL0z6G4tnfFv58/y/csJ6+oaiWLQgghhBAPAkmcqrjR7WsAsPl0PFGpD/g9MloDtBwLk49eTqA8lARq02vKEL4qcg/UzahUKura1+WTMZ+QeDqRc1vOMavdLLp6dUWXqyPxQCJH/jjCzIMzCfg1gBe3vsjC7Qs5cf6EqUMXQgghhHgoSOJUxdVztSagjhMlRvhxf7ipw7k/ShOoI9Dns6tD+DZNVyaR2L8ACqp2Euls6cyAOgOY98g8do3axac/f0rX57ri5e1FXnEeO6J38Pqs12lapylNRjRh4fGFBKcEy5A+IYQQQogKIonTA2DM5atOv/4TRVZ+kYmjuY+0BuU5T6X3QF07C18T2Pt5pXyQbnlZmVkxddhUtnyzhb8H/c3qvquZ5DcJy3xLUEGGcwYLji1g8J+D6bCgAy0HtOTjnz4mv7gKPhxZCCGEEKKSkgfIPAA61XWmppMlF5OzWR0UxajLidRD48o9UH5Pw/FlsPtTuBQJgW+i3TuPOrZdID8AdA6mjvQ/U6lU1HOoRz2HeozfN57TYac5mX2SvYl7ORB7gLD9YcStjSP4bDCr1KtoW70tnT0708y2GT7VfEwdvhBCCCFElSVXnB4AarWK0e19AFiyL5ySkod0uNa1s/D1/wrsa6DKScE3bhXar5rDzo8hL93UUd5TDWs0ZGijoXzR5Qt2D93N20PepuWAlng+4kluUS7borbxxq43qOVTC8e6jny87WNCUkNkSJ8QQgghRDlJ4vSAGOTvgY2ZloiUHLadTTR1OKal0UGzZ2BSEEX9FpBlcEWVmwbb34PPGsO29yEn1dRR3nNmWjPG9x3PP7/9w5mvzrCizwomNp1I9bTqlOSWkJGQwQ8RP/DEH0/w6JpHGTF3BJ/+/CkZ2RmmDl0IIYQQotKTxOkBYaHX8lRrLwAW732ApyYvD40WY+PBbG3wIUWPfwNO9SA/HXZ9BPMaQ+BbkJVk6igrhEqlwtfRl+f9nmfLtC0cP3+cNxa8QWevzhg0BmKzY1n1+SqmDZ+G31Q/Xt7+MmvPryU178FLKIUQQggh7gW5x+kBMqKtD9/tDmPfhRSC4zJoUN3G1CFVDio1xoaDoMlgCF4Puz6BhJOwd77yEF3/UdB+Mti4mTrSCtOkVhOa1GoCQG5RLnuj9jLdbzqnsk5haGRgS+QWtkRuIeNQBjlbc3jsqcd448U3qGVXC5VKZeLohRBCCCFM744Sp88//7zcOx49ejTW1tbl3k7cPXc7cx5t5MqGE3Es3hPGx082NXVIlYtaDQ0fB9/+ELpZufIUcxgOLoSg75XJJTpMAXsfEwdascy15nSr0Y2gtUEUlxQTnBrMjqgd7IzeSeCRQNLPprPhwAYOex/G3cqdTh6dsI60ZtRjo7CysDJ1+EIIIYQQJnFHidOUKVPw8PBAo9Hc0U6joqLo06ePJE4mMLZDDTaciGPtsRim9qhLdVtzU4dU+ahUUO9RqNsTLm5XJo2I3AeHl8CRH6HxkxAwFZzrmTrSCqdRa2jk1IhGTo2Y1GwSR+sfZcGyBaS7pXNBfYGYrBgWBy7m/JvnmWozlUm/TeIRn0cIcA/AzszO1OELIYQQQtw3dzxULygoiGrVqt1RW0mYTKe5lz2tazhwMCyVb3eF8VZfX1OHVHmpVFCri1LC9yjTmF/YBid+hRMroEFfCHgF3PxMHel906xOM759+1sAcgpz2B+3n+9WfkekXSQGbwOB0YEERgeiVqkp/qOYeu71aN+kvYmjFkIIIYSoeHc0OcTbb7+NldWdD9H53//+h4ND1X9mTlX1wiO1AVj+TySp2QUmjqaK8OkAw3+HZ7dB/T6AUbkfalEn+HkQROw3dYT3nYXOgq5eXVk+bTnZydn8ueJPnm38LHXs61CUV8SZtWf4bf5vLIxfyON/PM7Hhz5mW8g2cvJzTB26EEIIIcQ9d8eJk4WFxR3vdMaMGdjZ2d1tTOI/CqjjRCN3G3ILi1kqM+yVj7s/DP0FJh6AJkNApYHzW2DJo7D4UQj9Gx7CZyBpNVo61uvI5OaT+a3fb6ztt5aRM0ZSp1sdLNwsiMyM5MczPzJ4ymBs7G3o/nJ3Nl7cSHr+g/XcLCGEEEI8vGQ68geQSqXihc7KVael+8LJyi8ycURVULUGMHARvHhYmXVPo4fI/bDsSfi6A5xcDcUPb7/Wca3DkllLOL3xNK/bvc7HHT6mX61+FIYVUpxbTEhBCK/tfo1OKzrx1IqnGDptKNuPbDd12EIIIYQQd63ciVNKSgovvPACvr6+ODk54eDgUKaIyqFnQ1dqOluSkVfELwciTB1O1eVQA/rOh5dOQLsXQW8FCadgzVj40h+CFkNhnqmjNCmDykBXr6683+F9kk4msfTPpbww9AVq29Wm2FjM7r93s+LTFfQe1Ju+v/fl06BPCYoPorC40NShCyGEEELcsXI/x+mZZ57hwoULjB07FhcXF3nGSyWlVqt4vlMtXl19gu/2hDGynQ9mujubFVHchE116PEedJgKh76DAwshLRz+fBl2fAhtJkKL0WBma+pITUqv0zPysZGly1GZUXyR9wXLji+jpGYJ4RnhLD29lCUnl3DxjYvU8K3Bmx+8yWNNHsNaL5PKCCGEEKLyKnfitGfPHvbs2UPTpvKMoMquv587nwWGEpuex+rD0TzTxtvUIVV9Fg7Q6f+g7QvK1OX7voCMGNjytjIrX4sx0OZ5sHY1daSVgqe1Jx+N/4iPxn9EZkEm+2L3sTNqJxt2bCA3NpezaWd59/i7zDkzB39Xf7zTvelcpzMBfgGmDl0IIYQQooxyD9WrX78+ubm5FRGLuMf0WjXPdawJwDe7LlBUXGLiiB4gekslQZp8DPovAKd6kJ8Be+fBvMawfjKkXDB1lJWKtd6anj49mR0wm3+m/8N3679j6Iyh1HKsRZGxiINxB/nwzQ/p2KwjzSc357PDn3E08SjFJcWmDl0IIYQQovyJ04IFC3j99dfZuXMnKSkpZGRklCl3s78aNWpgZmaGv78/u3fv/tf2+fn5vP7663h7e2MwGKhVqxaLFy8u93EfFkNaeuFoqScqNZc/T8SZOpwHj1YPzZ5WZuEbuhw8W0NxARz5Ab7wh5UjIOawqaOsdAw6A2P7juWXN39h/ePr2TBgA680ewV7K3tUGhXZ3tksPrWYEX+NoNlbzWjcszHvL32f7MJsU4cuhBBCiIdUuYfq2dnZkZ6eTpcuXcrUG41GVCoVxcV3/uvwihUrmDJlCgsWLKB9+/Z888039OrVizNnzuDl5XXTbQYPHkxCQgLff/89tWvXJjExkaKih3d2s9sx12sY06EGH28OYeGOC/Rr6oZaLfel3XNqNdTvrZSI/bDnMzi3Gc6sU4p3B2g/GWp3V9qKMrxsvBjVZBSjgkYRkxLDiYwTbI/azp6YPYTsCyF1eypzi+ayWrOali4t6eTZibqqurSs39LUoQshhBDiIVHuxOnpp59Gr9ezbNmy/zw5xNy5cxk7dizjxo0DYN68eWzevJmFCxfywQcf3NB+06ZN7Ny5k4sXL5bO4Ofj43PXx39YPNPGm4U7LhCSkMnWs4l093UxdUgPNu+2Skk4A/s+h5OrIGKPUpzrK7PzNX4StAZTR1opuTu64+7oTq8avSgsKeRn259Z6r6UgroFZJVksT9uPztP7CT01VBsfGyY+etMutTsQmOnxqhVkpQKIYQQomKUO3E6deoUR48epV69ev/pwAUFBRw+fJjp06eXqe/Rowf79u276Tbr16+nRYsWfPTRR/z0009YWlrSr18/3n33XczNzW+6TX5+Pvn5+aXLV4YTFhYWUlho+umQr8RQkbFYaOHpVp58szuML7edo1Nt+4dmNsT70b+35FAH+nwBHWegPvQN6iM/oEo6C+tewLj1XUpaPUdJs5FVeia++9G/z3R/hme6P4PRaCQ8I5xdMbv4acVPhKpDKTIUsfjsYhafXYyDmQPmB81pWbslzz/5PM52zhUW0/1i0j+/DwHp34ol/VuxpH8rlvRvxapM/VueGFRGo9FYnp137NiRt956i27dupU7sGvFxsbi7u7O3r17adeuXWn97Nmz+eGHHwgJCblhm0cffZQdO3bQrVs33nrrLZKTk5k4cSJdunS55X1OM2fO5J133rmhftmyZVhYWPync6hKMgpg1hENhUYVk3yLqWNbro9d3APa4hx8krdTM+lvzAvTAChSmxHh2IkLzj3INVT9L/r3U2JGIidST5DsnMy5wnPkFuVydtJZSvJKqPNmHRrVa0R9XX3qqOvgoJNnzAkhhBDiRjk5OQwbNoz09HRsbGz+tW25rzi9+OKLvPTSS7z66qs0btwYnU5XZn2TJk3Ktb/rr3xcuVfqZkpKSlCpVPzyyy/Y2iq/0s+dO5cnnniCr7766qZXnWbMmMHUqVNLlzMyMvD09KRHjx637Zz7obCwkMDAQLp3735DX95rIdpgfj4YxZE8Z156qkWFHquyuJ/9e2eegOICik7/hubAV2iTgqmVtJmayYEYG/SjpPVEjG7NTR3kHass/VtYXMjO8zt5//H3OX30NPoaes4VneNc0TkSfk8g/1g+/Z/tz9SxU2ng0KDKDOmrLP37oJL+rVjSvxVL+rdiSf9WrMrUv+WZ3K7cidOQIUMAGDNmTGmdSqUq9+QQTk5OaDQa4uPjy9QnJibi4nLze3CqV6+Ou7t7adIE0KBBA4xGI9HR0dSpU+eGbQwGAwbDjfeS6HQ6k39Q17of8UzoXJsVQdHsu5jKoch02tVyqtDjVSaV6vPW6cB/ODR/Bi5shX1forq4HdWZtajPrAWvdtBuEtTtVWUmkjB1/+p0Ono16kWv5b0wGo1cTL/I9qjt7IzayZoTa8iNyGVb2DaObj6Kk7kTbezbYBFuwfODn8fJtvL/PTB1/z7opH8rlvRvxZL+rVjSvxWrMvRveY5f7m9lYWFhN5SLFy+Wvt4pvV6Pv78/gYGBZeoDAwPLDN27Vvv27YmNjSUrK6u0LjQ0FLVajYeHR3lP5aHjYW/BU62U2Qo/2hRCOUdpintNpYLa3WDEWpiwB5o+BWodRO6DX4fBl/7wz7eQn3XbXYmrVCoVtexqMa7xOH7q/RMndp/gpY9fom/fvlhoLUjOTeaXtb/w1nNv4dXYixe2vsDKkJUkZCeYOnQhhBBCVGLlvuLk7e19zw4+depUhg8fTosWLWjbti2LFi0iMjKSCRMmAMowu5iYGH788UcAhg0bxrvvvsvo0aN55513SE5O5tVXX2XMmDG3nBxClDWpS21WBUVzLOoSgWcS6NHQ1dQhCQDXxjDga+j6FvyzCIIWQ+pF2DgNtr0L/qOg1XNgKz8QlFdt99rMmzYPgILiAoLig5gXNo/kaslYNrRkV/QudkXvYpZxFqkLUvHz8+ON196gbc22D80kKkIIIYS4vTu64rR+/fpyzTixceNGcnNzb9tuyJAhzJs3j1mzZuHn58euXbvYuHFjaXIWFxdHZGRkaXsrKysCAwO5dOkSLVq04Omnn6Zv3758/vnndxzbw66atRmj2/sA8PHmEIpL5KpTpWLjBt1mwstnoPcn4FAT8tJh73yY1wRWj4FoeaDu3dJr9LRzb8fKmSvJisti+5LtTG42mSbOTSiILiDuUByblmzi2a3P0m1VN97Z/w6rDq4iNSPV1KELIYQQwsTu6IrTgAEDiI+Px9n5zmb9Gjp0KMeOHaNmzZq3bTtx4kQmTpx403VLly69oa5+/fo3DO8T5TO+Uy1+ORjJucQs1h6NYZC/XMWodAxW0OpZaDFWeZDu/q8gfDecWqMUj1bQ5nlo0Bc0Mvb6bqjVahq5NqKRayOebfIsF5tfZJ5uHkHngiiyLCIxN5HVoasJnxtOdnA2Pab34NlnnqWjR0ecLWQGRCGEEOJhc0eJk9FoZNSoUTedZOFm8vLy/lNQomLZmuuY0KkWczad5bMtofRt6oZeWzUmIXjoqNVQr5dS4k7AgQVwcjVE/wOr/wEbd2g5ThnKZyFTbv8XNV1r8vlrytXr/OJ8/on7h+0R25mTPAdjoZELZheYuX8mAG5pbuhCdDw77Fn6degnQ/qEEEKIh8AdJU4jR44s106ffvrpSjHVt7i1Ue18WLI3jOi0XJb/E8nIdj6mDkncTvUmyn1Q3d6BoO+V+6AyYmDrO7DzI2gyGFpPABdfU0da5Rk0BgI8AgjwCOCNqDfYcGAD0RbR7IrexamUUxzZfITkTcnsOb6HllNb0smjE508OuHn6Ie1ubWpwxdCCCFEBbijxGnJkiUVHYe4z8z1Gl7sWoc3157ii23nebKFBxb6cs8VIkzB2gUe+R8EvKIM2zuwEOJPwJEflFKjI7Qar1ylUmtMHW2Vp1ar6duuLwDP+z1PUk4Sn2R/wurM1ahaqojPjmdFyAp++ecXQl8Lxcffhw8XfcgjNR7BybzyT3UuhBBCiDsj47MeYkNaeOLlYEFyVj5L9oabOhxRXloD+A2D8btg9F/QoB+o1BC2C1Y8DfP9lEklcmRig3vJ2cKZORPncGHPBU59fIqvun7Fk3WfRH1OTUleCbExscw6NIsuK7vw9ManmfT5JNbvXk9JSYmpQxdCCCHEfyCJ00NMr1UztXtdAL7eeYFLOQUmjkjcFZUKvNvBkJ/gpePQfgqY20N6JAS+BXN9Yf2LEH/K1JE+cMy0ZnT06Mhbbd/i5PyTrN6+mglvTKCBQwOMGDmecJxv3vyG/h370/rd1sw+OJt9MfsoKJa/a0IIIURVI4nTQ65fUzfqu1qTmVfE1zvv/AHGopKy84Lu78DUYOj3pfJ8qKJcOPIjfN0eFvdShvcVyRf3e02tVjOo8yA+G/sZK/uuZMsTW3i5wct4NPRAa6slxyOH5WeXM37LeOqOq0udjnWYuWQmqXlyRVAIIYSoCiRxesip1Sqm9agHwNJ9YSRmyIyIDwSdOTQfDuN3w+hN0HAAqDQQuU95FtS8RrDtfciINXWkDywXSxfGthlL2L4wUuNT+bL7lwyqMwgncyeS9idxfvd5Fm1dROcVnRm+cTgLgxayYe8GGdInhBBCVFIyG4Cga4NqNPey40jkJeZvPcf7AxqbOiRxr6hU4N1WKRlxcHgpHF4CWQmw6yPY/SnUf0x5ZpRPgNJe3HPWZtY84vUIj3g9QomxhNWOq1m6cimq1ioiieRY0jF2b9lNxGcR2Ne357UfXqOTZyea2DcxdehCCCGEuOyOEqfPP//8jnc4efLkuw5GmIZKpeL/Hq3P0EUH+PVQFM+08aZBdZlO/oFjUx0emQEdp0HwH3DoO4jYC8HrleJUD1qMgaZDwdzO1NE+sNQqNYO7DmZw18EAxGXFsTN6J18GfUmkLhJVdRU/B//Mz8E/Y6WzIu3nNLaFbOP/xv4f7o7uJo5eCCGEeHjdUeL02WeflVlOSkoiJycHOzs7AC5duoSFhQXVqlWTxKmKalPTkV6NXPnrVDxvrTvFyvFt5aGeDyqNDhoNVErCaSWBOr4CkkNg02uwZSY0HgQtxoJ7c1NH+8CrblWdofWHMvSLoSS9m8TO8zs5nn+cXdG7iI+KJ/SvUEI2h7DFagstarSgs2dnWjq0xNfVF7VaRlsLIYQQ98sd/a8bFhZWWt5//338/PwIDg4mNTWV1NRUgoODad68Oe+++25Fxysq0Bt9fDHXaTgUnsbaYzGmDkfcDy4Noc9n8MpZ6P0JVPNVJpM4+jN8+wh800mZWKIg29SRPhSc7Zx5osUTvNv+XbYP3s7n3T6nxcAWeHf1Rm2p5kjiEeYenkv7Ae2xdrNm9GejORR/iMKSQlOHLoQQQjzwyn2P05tvvsnq1aupV69eaV29evX47LPPeOKJJ3j66afvaYDi/nG3M2dSl9p8vDmE9zecpWsDF2zMdKYOS9wPZjbKfU4tx0HkAQj6Hs6sg7hjylTmm1+HJkPAfxS4NjJ1tA8FtUpNl4ZdeGPEG/Tu3ZvE/ER2Ru1kR+QOzp49S1FGEbtSdxG0OQhrvTUNSxpim2DLpKcm4VPdx9ThCyGEEA+cco/ziIuLo7Dwxl83i4uLSUhIuCdBCdMZF1CDmk6WJGfl81lgqKnDEffblckkBn2nTGne7R2w94H8DDj0rTKl+Xfd4OgvUJBj6mgfKu5W7gxrMIxFPRcRHR7NzEUzGdJ9CPYGezILMlm3ah2fvvIpfn39GLN5DD+c/oGIjAhThy2EEEI8MMqdOHXt2pVnn32WoKAgjEYjAEFBQYwfP55u3brd8wDF/WXQapjZryEAP+6PIDguw8QRCZOxdIIOU+DFozD8d2jQD9RaiD4E6ybCp/VRb56OdW6UqSN96LjYu/D2s28zu+Nstg/ezo+9fqRTg05Ye1lj1dSKQ/GH+CToE3ot64WNlw2dnu7E/sj9FJUUmTp0IYQQosoq91C9xYsXM3LkSFq1aoVOpwzjKioqomfPnnz33Xf3PEBx/3Ws6ywTRYir1Gqo1UUpmQlw7Gc4/ANcikAT9B1dgJIla8B/JDQaBAZrU0f8UNGoNTSr1oxVH6yCDyAyI5Jd0bvYEb2Dreu3khmVyYFtB3hu+3PYGmzp4N4Bj0se9G/dH89qnqYOXwghhKgyyp04OTs7s3HjRkJDQzl79ixGo5EGDRpQt27diohPmMgbfXzZEZLEofA0fj8aw8DmHqYOSVQG1i4Q8Aq0fxnCdlByaDGc3Yg69gjEHoFN/1Nm62s+EjxayHOhTMDLxotnfJ/hGd9niPWP5SvfrzideJpkQzLp+en8eeFPQv8vlBdTXuSxjx5jaK+hdPLshKe1JFFCCCHEv7nrB+DWrVtXkqUHmLudOS92rc1Hm0KYvfEs3XxloghxjctXoYq9Atiy7ld6uCSjOfYLpJyDoz8ppZovNBuuTCph6WjqiB9Kbo5uvD/xfQCKSoo4nnScDSc38LHZxxSpiwizDmPOoTnMOTQH89PmWMVb8dzI53jykSfRqDUmjl4IIYSoXO4qcYqOjmb9+vVERkZSUFBQZt3cuXPvSWDC9MZ1qMnqoGguJmfzWWAob/dtaOqQRCVUoLOhpM1QNB2mQOR+Zfry02sh8QxsngGBb0H93koSVasLyBdyk9Cqtfi7+OPv4s9bkW8RdC6IMwVn2BG9gyMJRwjeHEzWiSzO5J5hQdICAjwCCHALoIlNE9yc3EwdvhBCCGFy5U6ctm7dSr9+/ahRowYhISE0atSI8PBwjEYjzZvLwzIfJHqtmpn9GjJi8T/8uD+CwS08aVDdxtRhicpKpQLvdkp59EM4uQqO/QKxR5Wpzc+sA2s38HsK/J4Gx1qmjvih1qJOC1rQghENR5Cen87H2R/z2++/oW+lJy0/jfUX1rN843LCPgqjZoeavLvwXTp7dsbNSpIoIYQQD6dyz6o3Y8YMXnnlFU6dOoWZmRlr1qwhKiqKTp068eSTT1ZEjMKEOtZ1pndjV4pLjLy59hTFJUZThySqAnM75blQz+2ACXug9fNg7gCZsbD7U/iiOSzpDUd+gvxMU0f70LM12PLe8+9x5u8zHHrlEIt7LmaE7wh0kToohpSCFD745wN6runJwPUDeXL6kyz9cymFRfLgXSGEEA+PcidOwcHBjBw5EgCtVktubi5WVlbMmjWLOXPm3PMAhem98ZgvlnoNQRFpfLf7oqnDEVWNa2Po9SG8chae/AFqdweVGiL2wvpJ8Eld+G08XNwJJSWmjvahp1PraOnakldbvkrIzyFsPbyV12a8hr+LP2qVmuCIYFZ/tJrRfUcT8G0Ab+59k62RW8kuyDZ16EIIIUSFKnfiZGlpSX5+PgBubm5cuHChdF1ycnK5A1iwYAE1atTAzMwMf39/du/efUfb7d27F61Wi5+fX7mPKcrHzc6ct/r6AvDJ3yGciZVnO4m7oDVAw8fhmdUw5RR0fRsc60BhDpz4FX7sB/ObwLb3IOXCbXcn7o8uzbswo+8Mlj66lF1DdvFK41eo36U+Ng1tyLbIZu35tUzZPgWfXj54tvBk5s8zic+ON3XYQgghxD1X7sSpTZs27N27F4DHHnuMV155hffff58xY8bQpk2bcu1rxYoVTJkyhddff52jR48SEBBAr169iIyM/Nft0tPTGTFiBF27di1v+OIuDW7hSXdfFwqLjUxZcZS8wmJThySqMlt3CJgKkw7B2C3gPxoMtpAeBbs+VobyfdcdDn0POammjlZcZmuwZVzncQRvCSb5eDLf9viWZxo8g7uFO5eCLhF9OJofTvxA99XdefKPJ5kdOJtlm5dRVCwP3hVCCFH1lTtxmjt3Lq1btwZg5syZdO/enRUrVuDt7c33339f7n2NHTuWcePG0aBBA+bNm4enpycLFy781+3Gjx/PsGHDaNu2bXnDF3dJpVLxwcDGOFnpCU3I4pPNIaYOSTwIVCrwbAl958G0EBj0PdTqqgzli/4HNkyFT+vBiuFwdiMUFdx2l+L+0Gl0tKnehtdavcbGQRvZELiBJ6c+SbsO7VCr1JxNPcsX33/B048+jVt7N2bum8n2yO3kFuWaOnQhhBDirpR7Vr2aNWuWvrewsGDBggV3deCCggIOHz7M9OnTy9T36NGDffv23XK7JUuWcOHCBX7++Wfee++92x4nPz+/dGghQEaGMsyssLCQwkLT39h8JYbKEMvt2BrUvP94Q8b/fJTv9oTRsY4DbWtW7ufzVKX+rYrubf9qoX5/pWTGoz69BvXJlagST0Pweghej9HcgRLfARgbP4nRzf+Bf8BuVfrz+0izR3ik2SMApOWlsTd2Lx/v/Jgk8yS0tbWsObeGNefWoCvWkfZdGl26d+GtF9/CzdZ0s/RVpf6tiqR/K5b0b8WS/q1Ylal/yxODymg0lnuatEuXLrF69WouXLjAq6++ioODA0eOHMHFxQV3d/c72kdsbCzu7u7s3buXdu3aldbPnj2bH374gZCQG69onDt3jg4dOrB7927q1q3LzJkzWbt2LceOHbvlcWbOnMk777xzQ/2yZcuwsLC4o1hFWSsuqNmXqMZOb+S1psVY3PVjlIW4PZucSDzT9uKRug+zovTS+ix9NaId2hFt35Zss+omjFD8m9yCXC4WXCRMHcbZwrNEHY8iYm4EWnst9ebWw13rTn1dfapnVqeuQ100GnnOlxBCiPsnJyeHYcOGkZ6ejo3Nvz92p9xfeU+cOEG3bt2wtbUlPDycZ599FgcHB37//XciIiL48ccfy7U/1XW/GBuNxhvqAIqLixk2bBjvvPMOdevWveP9z5gxg6lTp5YuZ2Rk4OnpSY8ePW7bOfdDYWEhgYGBdO/eHZ1OZ+pw7kin/CL6LzhARGoO+/I9mNuvialDuqWq2L9Vyf3r3wlQUkRR2C7Up1ahCtmIVUEi9ePXUj9+LSXV/TA2eoIS3wFg5VKBcdxfD9qfX6PRyK7Gu/iq8CsiciIoUhURWxxLbHEs5945hzHbyPAPhjOs5zBaurTETGtWofE8aP1b2Uj/Vizp34ol/VuxKlP/XhmNdifKnThNnTqVUaNG8dFHH2FtbV1a36tXL4YNG3bH+3FyckKj0RAfX3b2pcTERFxcbvzik5mZSVBQEEePHmXSpEkAlJSUYDQa0Wq1/P3333Tp0uWG7QwGAwaD4YZ6nU5n8g/qWpUtnn9jp9Mxb6gfT3y9nz9OxNO9YXX6Na3cD8WsSv1bFd2f/tVB/Z5KKchW7nk6uRLOb0UddwzijqHZ8hbU6AiNnoAGfZXnST0AHqQ/v92adaNbs24ApOSmsCt6F5tOb+JM8hlK8kvYW7SXgzsPYq41xz3BHZdsFyY9PYlGNRtVWEwPUv9WRtK/FUv6t2JJ/1asytC/5Tl+uROnQ4cO8c0339xQ7+7ufkMS9G/0ej3+/v4EBgYyYMCA0vrAwED69+9/Q3sbGxtOnjxZpm7BggVs27aN1atXU6NGjXKchfivmnnZ88Ijtfl86zne+P0kLX3sqW5rbuqwxMNCbwlNnlRKVhKc/l1JoqIPwcUdStkwVXlmVOMnoO6joJehuZWNo7kjA+oMYECdAXyc8jHLty4nyTmJndE7ic+OZ/uK7aT/k85v//xG1/Fd6ezZmU4enahrXxe1utxzGwkhhBD/SbkTJzMzs5te0goJCcHZ2blc+5o6dSrDhw+nRYsWtG3blkWLFhEZGcmECRMAZZhdTEwMP/74I2q1mkaNyv7iWK1aNczMzG6oF/fHi11qszMkkePR6byy8jg/jmmFViNfZsR9ZuUMrZ9TSmoYnFoDJ1dDUjCEbFCK3grq9YZGA6FWF+WZUqJSsbGwYXzf8QC8bnydkLQQ3jrzFtvSt2HdzJpTKac4lXKKj9d9TPT8aFr0bMGHH39IS9eWGDTyeQohhKh45U6c+vfvz6xZs1i5ciWg3KMUGRnJ9OnTGTRoULn2NWTIEFJSUpg1axZxcXE0atSIjRs34u3tDUBcXNxtn+kkTEenUfPZED8e+3wP+y6kMHvj2dIH5QphEg41oOM0pSScVhKoU6vhUqRyRerkSuV5UQ36QMOBULMTaGQIRmWjUqmo71CflXNWwhxIykliV/QudkTv4Lc/fiM/NZ8TISd4fsvzmGvNaefWDqvzVgzrNgzfGvJvkBBCiIpR7ssDn3zyCUlJSVSrVo3c3Fw6depE7dq1sba25v333y93ABMnTiQ8PJz8/HwOHz5Mx44dS9ctXbqUHTt23HLbmTNn/uuMeqLi1XS24tPBTQFYvDeMFYck0RWVhEtD6PY2vHQCxgZC6wlg5Qr56XDsF/hlEHxSF9ZPVob2yUNaKy1nC2cG1R3EF12+4PTS08z5cQ6Dxw+mmnk1coty+Tvkb2Y/P5uGNRvy+NLH+fbEt4SmhXIXk8YKIYQQt1TuK042Njbs2bOHbdu2ceTIEUpKSmjevDndunWriPhEFdC7cXVe7laXz7aE8sbaU9RwsqJVDQdThyWEQqUCz1ZK6TkbIvfDqd/gzDrISYYjPyjFwkm5EuX7OPgEgEbm2a+M7Kzs+L/h/wcos/QFpwbz685f+armV2RnZXNBdYHPj37O50c/J39zPvb59rzw/As89chT6OTqohBCiP/grr8ZdOnS5aaz2ImH0+SutQlNzGTDiTgm/HyYdS+0x9NBbsYXlYxaAz4dlNLrIwjfDad/g+A/lSTq8FKlWDhC/T7g21+ZpU++cFdKKpUKX0dfZg2cxayBswhPDudQ6iF2Ru1kf+x+QraEcC7pHPHu8SxIXEA7t3a0smtFc4fm1PW688daCCGEEHCXidPWrVvZunUriYmJlJSUlFm3ePHiexKYqFpUKhWfPNGUiJRsTsVk8OyPQax+vh1WBvnVXlRSGi3UekQpj829nESthbN/Qk7K1StR5vZQ7zHw7Qc1O8vEEpWYj5MPPk4+PFn3SbILsvm86HPWrF+DRQsL0grTCIwIZMXSFcT+GEudR+swbfY08ovySc9Px0nnZOrwhRBCVHLl/lb7zjvvMGvWLFq0aEH16tVv+rBa8XAy12v4dkQL+n25l7Pxmby84hjfPOOPWi1/RkQlp9Eps+3V6nI1iTqzDoL/UK5EHftZKXprqNtTSaJqd1OmRReVkqXekhmjZzBj9AxKjCWcSTnDjqgdzF8zH4yQbpHOF8e/AODrZV8T+koodh52jP1qLLWda1PDpgZ2JXbUdq6NrZWtaU9GCCFEpVDuxOnrr79m6dKlDB8+vCLiEVVcdVtzFg33Z8iiAwSeSeDTwBBe7Vnf1GEJceeuvRLV+xPlnqjg9UoSlRmnzNJ3ajVozaFON2VIX92eypUpUSmpVWoaOTWikVMjJq2fxNFzRwlKCuJI9hFOxJ0gIT6Boqwi0mLS2BC1AaKU7WIWx5C2O416w+vReXhnfGx8cDdzJ+V0Cu392tO8XnM0ao1pT04IIcR9U+7EqaCggHbt2lVELOIB0czLnjmDGvPyiuN8tf0CdV2s6e/nbuqwhCg/jRZqBCjl0TkQE3T5StR6ZYrz4D+UotYq903V7wP1HwMbN1NHLv5FszrNaFanGYWFhWzcuJF2k9uxt/NegiODsWtsR0RGBOHp4URdigIjZJtnszdmL3tj9pIXncf5N86jtlDT/JvmeNt442PrQ8bRDCyLLHm0y6O0a9QOa721qU9TCCHEPVbuxGncuHEsW7aMN998syLiEQ+IAc08CE3IYuGOC7y66gQ2ZjoeqV/N1GEJcffU6quz8/V4D+KOw9kNyj1RiWeUKc0v7oCN08CtuTJDX73e4FxfmdlPVFp2lnY83vFxHufxMvUlvUsIiQohsTCRpJIkwtPDOZBxgHj3eIyWRvKK8whJCyEkLYSwRWFkB2ez6tlV2Le3x9HMEYccB8LWhNGgcQPGPT8OH1sfPK08ZXY/IYSoou4ocZo6dWrp+5KSEhYtWsSWLVto0qQJOl3Z/wDmzp17byMUVdarPeoRmZLDhpNxjP/pMN8M95fkSTwYVCpw81NKl9ch5cLVJCrqH4g9opSts8C+hnIVql4v8Gwj05xXIWq1mgbeDWhAg6uVLYEXoaC4gNisWOXqVEY437f6nvP687jWciWffFLyUgg7FkbkhkjOnjrLyfonAdCoNKT8kII6U03f5/vSsV1HfGyUhMrF0gW1utyPVxRCCHGf3NH/4EePHi2z7OfnB8CpU6fK1MtEEeJaarWKeUP9KDEa+etUvJI8jfDnkXqSPIkHjGMtaD9ZKZkJELJRKRd3QloY7P9SKeb2UKcn1O+tTERhkOFcVZVeo8fH1gcfWx860YmRS0eWrssqyCIiM4Ld1XfzZ8Gf5BnycHBwIDwjnNyiXBKOJ1CYUsjGHhvZqd4JQOaxTKIWRuHeyp2h7w7Fx9YHbxtvVMkqmtVqRnXH6qY6VSGEEJfdUeK0ffv2io5DPKB0GjWfP9WMF5cdZdNpJXlaNNyfzpI8iQeVtQu0GK2U/Cy4sE1JokI3QW4anPhVKWqdcl9UvV7K5BL2PqaOXNwjVnorGjo2pGGPhkzoMaG03mg0kpiTyFqbtRw5dQS3Dm4kFCcQkRHBsYRjlOSXkJ6Xzl/hf5VuE/p/oRQkFtDsnWY0bdUUH1sfLDMsKYguoGPLjrRp1AatWq5iCiHE/SD/2ooKp9Oo+WJYMyYtO8Lm0wk899Nhvh3Rgk51nU0dmhAVy2ClTF3u2w+KiyDq4OWrUX9B6gW4uF0pf/2fci9U3UeV4tFShvQ9gFQqFS6WLowfMB4GlF2X0zuH/a/sJzojmhLnEsIzwrmYepHQolBlvW0OQQlBBCUEkRKYQtwvcdj421Bzck08rD3wsfXhwpoLeLp4MmTwEJp4N8HRzFFGggghxD0k/zOL+0KnUfPFU82ZtOwIf59J4NkfgyR5Eg8XjRZ82iul5/uQfB5C/4KQTcqU50lnlbJ3HpjZQe1uqGp2QV9kNHXk4j6wMLOgq3/XG+p/SvmJ6ORoUkpSiMyMJDwjnD/P/EluzVwsvC0oMhYRnhFOWGoYp785DcWww2oHekc9Vjor1CfVpAWl0bZbW54c/CQ+tj54WXthobMwwVkKIUTVJomTuG/0WjVfDmvOC8uOEHg5efpuRAs6SvIkHkZOtcHpRWj3ojKE7/xWZTjfuUDIuwSnVqM9tZpHUWFMXaJciarTHVybKDP8iYeGh5MHHnjQtFpTAF5s9iLMgRJjCYk5iYSlh3E27izfP/k90RHR+Hj6EJcTR1ZhFnGH40jZkkKiNpF/XP8BwFhi5ML0C9i72jPqo1E08GyAj40PzmpnajjVwKA3mPJ0hRCi0pLESdxXeq2ar65Jnsb9EMTsgY15wt/D1KEJYTrm9tD4CaUUFynPiwrdjDH0b1SJp1DFBCl1298Dy2pQuxvU7qpMMGHhYOrohYmoVWpcLV1xtXSlrVtbRi8fXbouvzifqIwoNlpvZFfDXVjUssDobCQ8I5zE6ETyEvOIT41nfex6/oj/A4C4X+NICUyh/pD69BjbA29bb7ytvEk7m0YHvw7U9awrs/4JIR5qkjiJ++5K8vTSr0f561Q801YdJyQ+g+m9GqBRy3h88ZDTaMGrDXi1oajT/9i29me6epegvbgNLmyH7EQ4vkwpKjW4+0Pt7koy5eYHao2pz0BUAgaNgdr2tZk8cDKTB04usy4hPYHAxoGcCTuDS1MXIjIiCEsPIyopCoohXZvOtqhtEAUFKQWEvhIKGmizpA01HWriY+tDbnAu5vnmdOvYjba+bTHTmpnoTIUQ4v6RxEmYxJXk6bMtoXyx7Tzf7g7jXGIWnz/VDBszeTikEFfk6R0wNusNrcZCUYFyP9T5LUpJPAPRh5SyY7Zy5apmZ6h1+WqUrbupwxeVkIutC8/0fOaG+sLHCjl67igpxSmkalIJTw/n8JHDRFWLokRbQlZJFieST3Ai+QQRX0eQeSSTJU8vwam7E66WrriUuBC6IpQGvg14bsJzuFu4U2IsMcEZCiFExZDESZiMWq3ilR71qOtizbRVx9kRksSAr/by3ciW1HCyNHV4QlQ+Wj3U7KSUHu9CerRyb9T5QOWZUblpcPp3pYAyU9+VJMq7HehlQgBxazqtjlYNWpWtbANMhKy8LGJyYkof+Ptj4x8JyQnBvoY9RozEZcdxLvgc4b+Fc2zPMQ7XPgyAFi3/9+T/QSr0HtmbLp26KM+osvbG1mArs/4JIaoUSZyEyfVt6oaPoyXP/hjEhaRsHv9qLwuebk772k6mDk2Iys3WA/xHKqW4EGIOK4nUhW3K+ysz9R34CjR6ZQhgzc5Q8xGo3lSG9Yk7ZmVmRT2zetRzqAfAc0ufA5RnU6XlpxGeHs4+1338nvA7uepcnG2dicyMpKikiOgj0eRF5bHOfx3btNsAyA7NJmp+FG5+bgz/cLjyMGEbHwyZBpr4NMHWytZk5yqEELciiZOoFBp72LJ+Unue++kwx6IuMWLxP7zxWANGtfORXySFuBMaXem9UXR5HXJS4eIOJYm6sA0yYiBsl1K2zlKG9dXodDmR6gwONUx8AqIqUqlUOJg54GDmQPOezZnUc1Lputz8XJZvWM6lOZc4duoY1dtVJ0WbQnhGOGfjz1KUXURqeirrLqwr3eb82+fJi8zD/3V/WnRqgY+ND7Z5thTEFBDgH4BfHT/UKpmgQghhGpI4iUqjmo0Zvz7Xhv/9dpLfjsbwzh9n2B6SxJxBjalua27q8ISoWiwcoNFApRiNkHJemVzi4g4I360M6zuzVikAdl5QoyPU6Ky8WruYLHTxYNCqtThqHBn+xHB0T5W9dzWlZwq7R+4mOiMajaeG8PRwwtPDCc0MBSNkWGSwN2Yve2P2krY3jZhvY7BsYInv6754WXvhbeNN1OYo3BzcGNRvEE1rNMVGb2OiMxVCPCwkcRKViplOw6eDm9LI3ZYPN51lV2gSPT7bxdt9GzKoubtcfRLibqhU4FRHKa2fU6Y8jz1yNZGKPgSXIuHoz0oBcG6g3EtVo6Nyf5S5vUlPQTxYHG0cebzj4zfUlySVEBodSromnajsKCIyIth8djPpHumYeZiRW5RLSFoIZ1PPEjw/mJLcEjYUbMDMwwwHMwf05/UkH0imVUArhgwdgo+tD55Wnug0MumQEOK/M3nitGDBAj7++GPi4uJo2LAh8+bNIyAg4KZtf/vtNxYuXMixY8fIz8+nYcOGzJw5k549e97nqEVFUqlUjOlQg451nXll1XGOR11i2qrj/HUyjg8GNqaajUx7K8R/otGCZyuldH4N8rMg8gCE7VAmmYg/CUnBSjn4NaCC6k3AJ0BJpLzagpn8ui/uPbVaTX2v+gC0pjUAr7R4BT6AwpJCYrNiCU8P51zyOb7u+TWxYbG4ebuRWpxKal4qCYcSSPoziYiMCPa57ANAo9IQPiscGwcbRswcQZNaTfCx8cHV4IqHnYc8m0oIccdMmjitWLGCKVOmsGDBAtq3b88333xDr169OHPmDF5eXje037VrF927d2f27NnY2dmxZMkS+vbty8GDB2nWrJkJzkBUpNrVrFgzoS2Ldl9kXuA5tp5NpPtnu5jVvyH9mrrJ1Sch7hWDFdTpphRQ7o8K2wVhOyFsN6Scg7jjStn/Jag0yjOjfDqAdwflvipJpEQF06l1eNt4423jTSfPToz7fVzpuqyCLCIyI/jL4i92VN+BwduAxkFDREYEGZcySL+QTvqFdH6P/p11Sco9VYnrEknemEy9x+vR5/k+ymx/Nt7khOfQvkl73JzcTHWqQohKyqSJ09y5cxk7dizjxin/+M2bN4/NmzezcOFCPvjggxvaz5s3r8zy7NmzWbduHX/88YckTg8orUbNxM616VrfhVdWHeNUTAYv/XqMP0/E8cZjDfB2lGnLhbjnLByg4eNKAciIg/A9EL5LSaTSwpRZ+2IOw975yoN4qzctm0iZ25nwBMTDxkpvRUPHhjR8siHTnpxWWm80Gom+FM3G6hs5ef4k3s28Cc9Q7qeKSYihJL+E1OJU/gr/C4DinGKCJwYDELA0gFoutfCx9aE4vBizHDO6tOuCfz1/dGoZ+ifEw8hkiVNBQQGHDx9m+vTpZep79OjBvn377mgfJSUlZGZm4uDgcMs2+fn55Ofnly5nZGQAUFhYSGFh4V1Efm9diaEyxFKZ1XQ0Y+WzrVi0O5yvdlwg8EwCO0ISGdbKkxc618TeQn/T7aR/K5b0b8WqNP1r7gQNHlcKQEYMqvA9qCP3oYrchyotDGKPKmXfFxhVaqjWkBKvdhi92mL0bA2WzqY8g5uqNP37gKos/etq5cqYvmNuqM/pnsPBMwe5pLpEhiGDyMxIjp85zgW7C5QYS0gjjaCEIIISgoj+NppLey9RbWA13Pq74W7ljpvOjbPLz1KvXj1Gjx5NDbsaOJo53rfREJWlfx9U0r8VqzL1b3liUBmNRmMFxnJLsbGxuLu7s3fvXtq1a1daP3v2bH744QdCQkJuu4+PP/6YDz/8kODgYKpVq3bTNjNnzuSdd965oX7ZsmVYWMjDIKui2GxYF6HmbLoyLt1cY6S7ewkBrkb08lgaIe47s4IUnLLO4ph1Fqess1jlJ9zQJtNQnRSr+qRY1SPFqi65enlOm6i80nPTydRlklySTHJxMttXbifySCRO/Zyw9FdGOuRG5HLh7QtorDU0+KIBAAYMpP+ZTmFMIf7d/GnWuBmOakecNE7oVTf/gU8IYVo5OTkMGzaM9PR0bGz+fdi5ySeHuP6XGaPReEe/1ixfvpyZM2eybt26WyZNADNmzGDq1KmlyxkZGXh6etKjR4/bds79UFhYSGBgIN27d0enk0v/d2ocsOd8CnM2h3I2PpP1kRoOpZsxtVtt+jWpjlqt/BmS/q1Y0r8Vq6r2b2FGHKqo/aiiDqCO3I8qKRjr/Dis8+PwSdkOgNHGHaNna4webSjxbA3O9e/7A3mrav9WFQ9U/w5SXkqMJSTlJhGeEc4/p/7ht6G/kVmUiZuVG7HZseQb84k9EUtOaA7FTYsJzQkFIC8qj8i5kbjWd2XMx2OUe7WsvbEutKaeWz3M9OWf9OiB6t9KSPq3YlWm/r0yGu1OmCxxcnJyQqPREB8fX6Y+MTERF5d/f37IihUrGDt2LKtWraJbt27/2tZgMGAwGG6o1+l0Jv+grlXZ4qkKHmngSsd6Lqw9GsOnf4cQm57Hq2tOsXhfJBM61aR34+pc6VLp34ol/Vuxqlz/OnopxW+IspyTqszaF7EXIvZB3HFUGTGoTv8Gp39DA2CwVWb582oNnm3A3R/092dUQJXr3yrmQetfD70HHrYedPDswNReV3+YzS/OJzozmtXq1Rw6cgjXdq5kWGUoz6iKD6cgrYCkhCRWn19duk3YnDByQnNoMa0FbXq0wcfWB8cSRwpjCgloHkBdz7q3/TH5Qevfykb6t2JVhv4tz/FNljjp9Xr8/f0JDAxkwIABpfWBgYH079//ltstX76cMWPGsHz5ch577LH7EaqoxDRqFYP8PXisSXWW7A1nwfbzBMcpE0jM+essI9p6YVdk6iiFeMhZOED93koBKMiG6CAlmYrcrzxHKj8dzgcqBUCtBdfGShLl1Ro8W4ONzHImKi+DxkAtu1q8Nvw1GF52XUz3GLb32U50ejQWdSyUCSoywjmXcg5jsZEUfQrbo7ZDFGQcziDyi0jMfMxoNrsZNWxq4G3jTfzueKrbVKdvz740rdEUrekHDQnx0DHp37qpU6cyfPhwWrRoQdu2bVm0aBGRkZFMmDABUIbZxcTE8OOPPwJK0jRixAjmz59PmzZtSq9WmZubY2tra7LzEKZnptPwfOdaDG3pyc8HIvhhfwSx6Xl8uCkUg0ZDqC6EsR1r4W5nbupQhRB6S+XhujU7KcvFRZBwSkmiog5C5EHIjL064cTBhUo7W0/waKlcmfJopSRWWrlvRFR+7o7uPPPoMzfUFz1WxJHQI+QYcojNjyU8I5xt57aRVC0JQ3UDmQWZnEg+wYnkE4TMDaEwpZDlry/Hso4lrhau5J/JZ/aPs2nRtgXDnhqGt4031S2ro7nPw16FeFiYNHEaMmQIKSkpzJo1i7i4OBo1asTGjRvx9vYGIC4ujsjIyNL233zzDUVFRbzwwgu88MILpfUjR45k6dKl9zt8UQnZW+p5sWsdnu1Yk3XHYli06yIXkrJZvC+CHw5E0quRK0NbetG2liMatTwHSohKQaNVngvl5gdtngejEdKjLydRB5TXhFOQHqWU078p22nNoLofeLZUEiqPlnJVSlQpWo2WVg1alan7X+v/wXuQW5hLVFYUERkRhF0K46vWXxEbFouTpxO55BKfE0/y2WTif4vnbNRZdjnvAkCv1hP9WTTWFtYMe20YzRs0x8fGB09LTxwtHU1xmkI8MEx+nXfixIlMnDjxpuuuT4Z27NhR8QGJB4KZTsOQll483sSVT5dv4mSBM/svpvLniTj+PBFHdVszBjZ3Z1BzD2o6W5k6XCHEtVQqsPNUSuMnlLr8TIg5AtH/QNQh5TU3DaIOKOUKG3fl/qgriVT1pvftXikh7iVznTl17etS174ueMNzG54DlEm0LuVf4nzqeRZELiByZCR6Dz0GWwORmZHk5eeReCyRRGMiKy+u5PfU3wFICUwhaV0SdR+ty4CXBuBj64OPjQ/FCcW09m2NnZWdCc9WiKrB5ImTEBVJrVbR0N7Iq71bEJKYw6+HIll/LJa49Dy+2n6Br7ZfoLmXHU/4e/JYk+rYmssNoEJUSgbrssP7jEZIuXA5kfoHYoIg4TRkxCgleL3STqUBl4bg0UJJqNz9wanufZ/BT4h7RaVSYW9mj5+zH483eZze03uX3txeXFJMeFo4vxt+52TISWq3qk1EZgTh6eHExsVSlFVEYm4i6y6sA8BYZOT0+NNQAp2+6UR9n/r42PqgildhyDbwSKtHaFyzMWqV2pSnLESlIYmTeGg0crflPffGvPGYL1uCE1hzOJqdoUkcibzEkchLzFx/mva1HenZ0JVuvi44Wd04G6MQopJQqcCptlL8hil1+VkQd0yZeCL6kPKaFQ/xJ5QStFhpp7cGNz/U1ZvhmZKHKswS7D3B2hUMNsq+haiCNGoNtRxrMW34tBvWJfdIZu+JvVziErk2uURkRHD63GnOGs5SUlRCsjaZvbF72Ru7l7hf4kgJTMHpUSd8nvbBy8YLL0svziw/g299X5556hnqONfBRm/6x7oIcT9J4iQeOmY6DX2auNGniRuJGXn8fjSGNUeiCU3IYntIEttDklD9fpIW3vb0bOhKD19XvBxlqI8QlZ7BCnw6KAWUq1IZMRBzWCnRh5XJJgoyIXw3mvDdNAdYtujqPnSWSgJl46a8WrmAdXXlfemrqzLBhRBViJOtE/0Drpu1OABKRpVwMf4i6Zp0Zer0jHBWuq0k3yMfC08L8orzCE0L5VTIKUK/DyVQG0igYyAqtQoHMwfyduZREFlA18e70rtHb+V+KmtPdBoZwSEePJI4iYdaNRszxneqxXMda3IuMYvNp+L5+0wCJ2PSORSexqHwNN7bEEx9V2s61nWmfW0nWvk4YK6XYT5CVHoqFdh6KMX38hfGkmJICoGYwxRHHSLl/GGcDYWosuIhLx0KsyH1glL+jd76ahJl5XLNe1ewdlHqrFzAzFauYIlKTa1WU9utNgD+Lv4AvLL0FQCKSoqIyYohIiOCQ8GH+HXAr6Rnp+Ni6UJibiKpealE7Isg83gmCY4JbNZtVrZLLSJiTgQutVwYP3c8NWxr4GPrg5PKiRrVaqBWy9A/UTVJ4iQEypjxui7W1HWx5sWudYi5lEvg6Xg2n07gn/BUzsZncjY+k0W7LqLXqmnhbU+HOk4E1HamoZsNapmhT4iqQa0BF19w8aWk8VD2b9xI796X7xEpyIHMOMiMv/x65X38NXXxSnJVkAkpmZBy7t+PpzUDq2pXE6nSUu2699VAK8ODReWiVWvxtvHG28abjh4deaX7K6XrsguziciIYFXRKg4FHcK5tTM5jjmEp4eTGJtIbkIuceo4fjn7S+k2EfMjyD6TTctJLQnoG4CPrQ8uGheK4osI8AvA3dndFKcpxB2TxEmIm3C3M2dU+xqMal+DtOwCdp1LYs+5ZPacTyYuPY99F1LYdyGFjwjBzkJHC28HWvrY08LHgUbuNhi0ckVKiCpHbwGOtZRyK0ajMsNfVoKSRGUlXE2orq3LSlCuYBXlwaVIpdyOmZ2SQFlWu5pMXbts6Xz1VZIsYWKWOkt8HX15e+zbMPZqvdFoJKxbGIFtA4lIjcDe157wjHAiMiI4n3SekvwS4lXxbArfBEBWcBbhc8LRV9PT7ot2+Nj44G3jzaUjl3A2d6bXI71o7NMYnVqG/gnTk8RJiNuwt9TT38+d/n7uGI1GLiRls+dcEnvOJ3PgYiqXcgrZEpzAluAEAAxaNU097ZREytuBpp52OFjKQzqFeCCoVGBmoxSnOv/etjAXshKvJlKZ8dcsX/daUgh5l5SSHHr7OAy2YOWsJFWWTlcTKkuny6/XFBkuKO4jlUpFTZeajB84/oZ1Ob1y2H96P/mW+SQWJRKeEc6ui7uItYtF76onOTeZ5NxkghKCODfnHPnR+Xz78rfY+9njYe2BVYoVsdtjad6iOcOeGkYN2xo4mjmikj/f4j6RxEmIclCpVNSuZkXtalaMal+DwuISTsakczg8jUPhqQRFpJGaXcA/Yan8E5YKKPdJeNib09TDjiYetjTxsKOxhy1WBvnrJ8QDTWcO9t5K+TdGo/JMqqxEyE68nExd9z4rAbKTITtJSbLy05WScv72cah1lxMqJ7C4NrFyvGbZCSwclVeZWVBUEAszC7r6dy1b2Q54B1KzU4nNjSU8I5zw9HC+afwN0fpobDxtKDIWEZ4RTuq+VGKXxXLkxBG2OGwBwEpnRdy3cVhoLBg8eTCtG7fGx8YHL2svLGUSF3GPyTc3If4DnUZNcy97mnvZ82zHmhiNRi4mZxMUnsqh8DSORKRxMTmb6LRcotNy2XAyDlC+k9RytqKhmw0NqtvgW115dbaW4TdCPHRUKrBwUAr1/72t0ahclcpKuppYZSddTaquLVlJyr1YJYVX79m6Exq9kkRZOF1Ori6/t3C8mmxZOF5THEBmUBP/kYOlAw6WDjRyagTApI2TAGXoX0JOAhEZEQQaAtmUuwmNiwYLKwtis2PJLMgkan8UJfklLOu2jDVpawBI25NG0pok6jxSh8HTBuNj44OPrQ+GTANNazXFTG9msnMVVZckTkLcQyqVilrOVtRytmJISy8A0nMLORWTzvHoS5yISudE9CVi0/M4n5jF+cQs1h2LLd3e2dpAg+o2NKhuTb3Lk1XUrmaFmU7umRJCoCRZ5vZKca57+/aFeZBzJalKuZpU5SRfTraSr77PSYGCLCguKF+iBcpwwCuJlLkDWDiiNrOjTnwSqqPJyrDCK0mWuYMkW+KOqVQqXC1dcbV0pfXQ1rwx9I3SdQXFBYRfCufXol85cfoE9drUIzo3mvCMcOLj4ylIKyDuUhyrQlcBShIWPDEYY4GRzvM706hBI3xsfDBcMmDINtCxeUfqeNSRoX/iliRxEqKC2ZrraF/bifa1nUrrEjPzOBWTTnBcJmdiMwiOyyAsJZukzHySMpPYFZpU2lalAi8HC+pUs6auixV1XJTErKazlQz3E0L8O53Z1SnZ70Rh7tVkKidFSbZK31/zmpuqvM9JBYzKRBh56ZB6sXRXGsAXIG7VzY+lt756pe1KMmVuf837y8sW9lffG2xAprIWl+k1euo61uWtcW/dsC7ykUh2HdlFuiqdYudiwjPCCY0J5UzxGYwlRhL0CSRFKf/XJvyWQNL6JOw72VN/fH1lqJ+VF3tW7mF/xH6eGvQUdV3qYq41v9+nKCoZ+dYlhAlUszajS30zutR3Ka3LKSjibHwmwXFKIhWakMW5hEzScgqJSMkhIiWndAKKq/sxUNPZkprOVtR0sqSWsxU+Tpa425mj18qXCyFEOenMwc5TKXeipFhJmHJSbkiqirOSiQ49jqejBercNGV9birkXgKMyjDCgky4FHHn8anUyuyD5vbXJFqXy5X6MuVynZmtXOF6yHhV8+KZR5+5ob5oaBHHLxwn3yqf8HRltr/fHX8nq1oWZm5mZBZkcjL5JEfDj3J22Vn2LtvLH2Z/oDaocbV0pTCokNxzuTzS+xH6PNoHHxsfqltWR6OWkSEPA0mchKgkLPTa0vulrjAajaRkFxCakMm5hCzOJWYSmpDFxaRskrPyScxUyoGLqWX2pVaBu7053g6WeDtaXC6WeNpb4OlgjrWZfIEQQtwDas0192eVnWWwpLCQY/kbcevdG7Xumn9zSpOt1LJXrnLTLi9frs9Ng5y0q+8Lc8BYcnk59fYPKb6e3uqaBMtOSabM7a5Ztrtu/TVtJOl6YGg1WvzrKg/6befWDoAZrWcAkFeUR1RmFOEZ4RwJOcK3Hb8lLz8PO2s7MgoyiM+OJ2pXFOn704lQR7BBuwEATZ6Gi+9fpJp3NZ7/5HlqOtSkhm0NqptVx8XG5eaBiCpJEichKjGVSoWTlQEnKwPtajmVWZeeW0hYcjYXk5RE6mKy8hqRkkNuYTFRqblEpeay5yaTbtma6/B0MMfDTkmkPOwtcLczx93eHDc7c2zMtDLGWwhRMcokW+VQmKdMjJGbdrXkpN5YV6Zcnn0QlPu3CrIgPar8Messr0m0bK8mVdcW82vqDDZl18nViCrBTGtGHfs61LGvQ2e3ztTPrV/6gOy0vDTlgb/5q/in/j84tnAk3y6fiIwI0mPTyYzKJDczl6Vnl5buL/rbaLKOZ+E/1p+uT3RVkilDdYxJRjo07YCdlZ3JzlXcHUmchKiibM11+Hna4edpV6beaDSSlJVPREoO4clKIhWRmkNESjZRqTmk5RSSnltIekwhp2IybrpvK4OW6rZmuNkpiVR1WzNcbc1wtTGjuq0ZLrZmWMv9VUKI+0lnBjpXsHYt33bFRZCfcTmRugR5V14vXfN6pS796mveJWU7gMJspWTG3vwYt6O3vpxE2dwksbq2zkZ5RpeZzTVtbEBnIVPEm5i9mT32Zvb4PecHz12tLy4pJiQuhL/q/kVkUiTO9ZyJyIggPCOcC/EXKMoqIrYwlvUX1gOQG57LhZkX0Npo6bq4a+kDf7POZOFk5kSP9j1o4NkAtUqG21dG8s1HiAeMSqWimrUZ1azNaOlz4y+6WflFRKflEJ2aS1RaDlGpuUSn5RCbnkvspTxSswvIyi/iXGIW5xKzbnkcS70GFxsDmgI1W7JPUN3OgmrWBpytDVSzNsPFRnlvZZCrV0IIE9Jo7+4KF1wdVph36bqk6pq60vpLkJehLOdffi3MUfZz5X6um/9WdXsqDRisyyRWGp0lzVOyUG/aAebXJl5XypX21leXZcjhPadRa/B198X3ad8b1iV3T2bP8T0U2haSSirhGeEciDxAuEU4ehc9MVkxxGTFsDd2Lxc/vEhOaA4eEzxwae+Cl40X9jn2RAVG0cyvGU8PfRpvG29sDbYmOEtxhSROQjxkrAxa6rvaUN/V5qbrcwuKLydRucRdyiP6Ui4J6XnEZeQpr+m5ZOQVkV1QzMXkHEDNuRPxtzyeQatWhhtaG3C20uNsrQw9dLTU43j51cFKj6OlAXsLHVqN/MomhKgk7nZY4RVFBVeTqCuldDnjurorSdfldVfqjMVKybuklCuhAZ4Ah/fdeTxas6tJVGm5fvm6ore6pt3l93IF7I442TrxeMfHy1YGQMnrJUSnRpNUnKRcnUoP5/ua3xOZE4mFuwX5xfmcSztH+qF0ohZHsafmHjbabATAwcyBhGUJmBWZMejZQbRr3o4aNjXwsPZAr9Hf/5N8yEjiJIQow1yvKX0W1a3kFBQRn55HdGoWgbv/wa1WA5KzC5XJKjLySMrMJyEjj+yCYvKLSoi5lEvMpdzbHlulAjtzHfaWehws9Nhb6rG30F1+VersLHTYXXk112FrocOglfsHhBCVkFYPWiewdLp925sxGpWrVtcmUpcTq6KcNM4eO0SDmm5oCnOU9aVtMi8vZyrlypWvojylZCf+t/NSqZXhh1cSKb3VNe8v15fW2Vx9r7+u/ZXlh+weMLVajZeTF1544e+iTFQx9a+pABSVFBGbFUt4RjhbDVvZGLsR7MHG3IbE3ERS81K5sOsCRZeKyPTPZGX6SgCyjmWRsDyB2u1q8/T0p0sf+GtdaE19j/qoZRr/e0ISJyFEuVnotdR0tsLTzkDaWSO9O/ig0904BCS3oLh09r/krMsls4CkLGVIYHJWAanZSknLKcBohLScQtJyCrlI9h3HY67TYGehw9Zch4355Vcz5VWp02JjpqyzNtNibXZ52UyHlZkWjVp+ORVCVEIqFegtlUL1MquMhYVciHOiXqfeaG7y728ZV+7zupJI5WdAftZ1dZllE66CrOvqL7fHqMxumH/NxBv/ldb8aiJVJqmyunz+1srrtW1uuny5ndZwb+IyAa1ai5eNF142XnQc2pF3hr5Tui6nMIew9DB+Sv+JU8GnqN22NvHF8YRnhJMUk0RuQi6RcZH8HPxz6TYhU0Mozi7mkQ8foVmzZvjY+mCZbYlZjhkBfgG4O7ub4jSrLEmchBAVxlyvwdPBAk8Hi9u2LS4xkpZzTSKVXXA5ibq6nJpTwKXLk1tcyikgPbeQEiPkFhaTm15MXHreXcVpqddgfTmJsjIoiZWVQSmWZV41WF5+b3351dKgwUKvxVKvxVyvkednCSEqn/9yn9e1jEYoyL4xqbp2uSDrcpJ1Tf2VutLXy4lYSaGy36JcpWQn/fvx75RadznhujbBumb5hvc3Wac2YJGfpDybzMJWecaZiYcnWugsaOjUkA8nf1im3mg0cq7jObYP3c4lLqHx1BCeEc7F5IucTj+NsdhIjDaGhHDlWZDJm5KJ/zUem1Y2NH+lOd423vjY+BC2KYw63nUY2HsgdVzqoFPLPXHXk8RJCFEpaNRXp16/UyUlRjLzi0i/nGCl5xaSkXd51sDcQjJyiy6/KvUZeUVk5l5+zSskv6gEgOyCYrILiu/+xu1r6DSqy4mUBjO9Bgu9BgudklRZ6DWlrxZ6LWY6DeY6DeY6NeZ6DeZ6LeY6DWY6NWY6DTqVkfgciE7LxdqiBDOdBjOtWu4DE0KYhkp1efidVflnN7yZovwbE6sbkqwrJfvGNoU5l7fPVkrR5SHhJYU33BNWXjqgO8CZV5QKlVqZlr40ubIom2zprqvXWZRNzHRX2luUbX8PEjKVSkVdj7rU9ah7w7qcx3M4ePogKmcV4enhhGeEs2HPBlLtUjG4GkjOTSY5N5lD0Yc4894ZMMLP837GzN4MD2sPjKeNZAZnEtAlgMcfexxvG2+czZ0f2kmfTJ44LViwgI8//pi4uDgaNmzIvHnzCAgIuGX7nTt3MnXqVE6fPo2bmxv/93//x4QJE+5jxEKIykKtVpUOx/NyvP1VrevlFxWTmVdEZl4R2fnKa1Z+EVn5hWTlFZGZf3VdVr7ymp1ffM37InIKi8nJL6agWEnCCouNpYnbvaHlg+O7y9Ro1CrMtGoMlxMpg06D4dpXrRqDVoNBpy6zrNeq0WuUZb32yuvleq0avUZ1+fVqnU6jQq+58l4pV5dVaNSqh/Y/UCHEf6Q1KOVu7wG7XnGRMm38zZKq6xOuK8lY6brsMuuMBdkU56ajLSlQ9m0suTo74j2luibJsiibgN00Gbvuvc7yumTM4ur+NHosDBY80vwR5VCeysvMdjPhW8jIyyAqS3ng76mIUyztvJSk+CSsHa3JK84jIiOC2O2xpG5LJTg9mPVaZUp1c5U5F967gIuXC8+9+xx1XeriY+uDp5Un1gbre9w/lYtJE6cVK1YwZcoUFixYQPv27fnmm2/o1asXZ86cwcvL64b2YWFh9O7dm2effZaff/6ZvXv3MnHiRJydnRk0aJAJzkAIUZUZtBoMVppyXeW6lYKiEnILiskuKCKnoJjs/CJlCGFBMTkFxeQUKMs5l5fzLq/LLVRK3uX63EJlXd7l+sycPIrRlF4dA2VYY+lVskpAr1GSKN2V5EqtvNeqVaXJllZz5b0Krfrqq/ZyYqbVqNBe3lZzZb3m8nu1sk6rVuq0l5c16qvvtWpV6bLyenm95hb1ahXGkmJS8yEuPQ+DvhgVyi+3ahWoVSpUqqvLN9RzYzshhIlptKC5/Hys/6iosJCNGzfS+9Ge6Ci8Jsm6XAqzb1KXc00ids370vpr2l2ZsAPj1eeE3fmtvXdGpbnmapdl2URLZ4GN3pKGOgsa6i15TGfBa7OeA50lRp05iRQTXpzFbz0Pstf+DA7NHCiyVBGTncCl2EuknkslLSKN70K+QxWq/PsX90scmUGZ+D/tz6PDHsXbxhsvKy9UqSraNGyDmd7sHp/g/WfSxGnu3LmMHTuWcePGATBv3jw2b97MwoUL+eCDD25o//XXX+Pl5cW8efMAaNCgAUFBQXzyySeSOAkhTOrKFRpbi3s3Jrzwyn/cvXui0WjJLyohv0iZqTCv8CavhSVl2uSXriuhoLiYgqISpRSXKG2LS67WXa4vvKYuv0hZvlJXWGwsvbJ2rYLiEgqKgUqSyJWPlneO7Lone7o2wVJxJaG6nFyhrFOSLuVq6bWJGlxJ0G7S/vo6KE3WrrxXX07cyq6/No5r6q9vh1J57fL129+w7+uWQXVNvbKd0VhCQryavzKOo1GrrzmGsh032RdX4imz7vo4Lje8pg03a8eNCa3quv1fbXe17TW7v2XbW627dsjVtXHdsv11x74+1mu3u37b4pJizsaoiN0TjkajvmH/Zfd1zbndZF/Xtrl+Hzfs7rp9lW17833c6tg32+76A5bdTvUv624a5h3FVnY7ZWVxURHHklWUnEpEo9Ve3oc5YA44Xd2PGjADldmtd3rTvjCWoCnKQVuSi6ZIKdqibDTFV5Zz0Ja+z1bWF+deXp9duo2mOOea7XPQFOegvnLvmLH46myL5aACXC6X1gCNgELglPJypljDuhF2XCzQ4p5bTIRWQ6RWRXhcPgVp/8/efcc3Ub8BHP8kaboXHXSXllH2LHvPKltEhR8qiogDB8OJE3AvxIU4GOLEgbgqUvaWLaNs6C6U7p2mSX5/HE0bWqBVQtryvF+vs8n3vnd57mkseXLf+14J8QXx/HD8BwB0aTpOPHkCtaOawQu7EWjvRaDWh8LTpbionYg835bgwMY1is+WbFY4lZSUsGfPHp5++mmL9qioKLZtq/qeBNu3bycqKsqi7YYbbmDRokXo9foqZ/XS6XTodDrz89xc5c2j1+vR66/WUJp/ryyG2hBLfST5tS7Jr3VdnF87FdhpVbhoNeBkm+l7TSaTuYAqNZjMhZXe/LhsnZFSo8ncbu5rNJnXlZqfWz42GE2UGpV9VX6s9DUYTeiNF9oMRgwmzO2lxop9TRhMyvOyfRmNmPdTajAo1y4ARpMJo+nf58ZoAkwmlPLxP+yoXlFD5jlbB1GPafg14bitg6jHNHxx4uA1fs2y4uzfT+ShwYAzOpwpxlmlwxkdThTjotLhVKFdeazD6UIfpa24wuOL1qPDQaWnvcZA+3CAEjiXYn7d+BFqtvTxwOCrJzs7hzitlj1pJZyyV6H10ZJCHikleVAST/w38fiO8qX14dbc4vvQf03af1KTzzA2K5zS09MxGAz4+flZtPv5+XH2bNU30zx79myV/UtLS0lPTycgIKDSNq+99hpz5syp1L569WqcnWt+TYS1xMTE2DqEek3ya12SX+uqT/nVXliqRQVoLixWndzJ8kyZyQRGUGZd5sJS4XFZcVXWRsW2i/pe3MeE5bamKl7HvJ+Ln1fcHjCZVJfsW3GfXGJfUDmeS66vap8VasPLbctFbZdqr2qfl3utyturyteZLupXcbuL1nGJdVX2qeLYLrXu4te/+MmlYrjUsVZnX5cq102XWHHZ/Vf1e7zE/i/3Glfc7jLb/9vXu9x+rHEMF58mq25sl3wfXmm7K3ZUU1aAGYH8C8vl5iy80j7LVqtNRhwpxgkdjhctTk46HB2VgssxW0dLiunoquPBp4vJ1OdgOqsny66YDG0Jv7naEehjT26Sjujo6Godt7UUFhZeudMFNp8c4uLTriaT6bJjxavqX1V7mVmzZjFz5kzz89zcXEJCQoiKisLd3f3fhn3V6PV6YmJiGDJkSJVnzMR/I/m1LsmvdUl+rUvya12SX+uS/FqX5Ne6Xrm39uS3bDRaddiscPLx8UGj0VQ6u5SWllbprFIZf3//Kvvb2dnh7e1d5TYODg44OFS+8Fur1dr8F1VRbYunvpH8Wpfk17okv9Yl+bUuya91SX6tS/JrXbUhvzV5fZvdDMTe3p7IyMhKQ1BiYmLo2bNnldv06NGjUv/Vq1fTuXNnmyddCCGEEEIIUX/Z9C6KM2fO5PPPP2fx4sUcOXKEGTNmkJCQYL4v06xZs5g4caK5/wMPPEB8fDwzZ87kyJEjLF68mEWLFvH444/b6hCEEEIIIYQQ1wGbXuM0btw4MjIymDt3LqmpqbRp04bo6GgaNWoEQGpqKgkJCeb+4eHhREdHM2PGDD766CMCAwN5//33ZSpyIYQQQgghhFXZfHKIqVOnMnXq1CrXLV26tFJbv3792Lt3r5WjEkIIIYQQQohyNi+crrWyWfhqMoOGNen1egoLC8nNzZXrtKxA8mtdkl/rkvxal+TXuiS/1iX5tS7Jr3XVpvyW1QSmaswjf90VTnl5eQCEhITYOBIhhBBCCCFEbZCXl4eHh8dl+6hM1Smv6hGj0UhKSgpubm6XvV/UtVJ2X6nExMRacV+p+kbya12SX+uS/FqX5Ne6JL/WJfm1LsmvddWm/JpMJvLy8ggMDEStvvy8edfdGSe1Wk1wcLCtw6jE3d3d5m+c+kzya12SX+uS/FqX5Ne6JL/WJfm1LsmvddWW/F7pTFMZm05HLoQQQgghhBB1gRROQgghhBBCCHEFUjjZmIODAy+++CIODg62DqVekvxal+TXuiS/1iX5tS7Jr3VJfq1L8mtddTW/193kEEIIIYQQQghRU3LGSQghhBBCCCGuQAonIYQQQgghhLgCKZyEEEIIIYQQ4gqkcBJCCCGEEEKIK5DCSQghhBBCCCGuQAonIYQQQgghhLgCKZyEEEIIIYQQ4gqkcBJCCCGEEEKIK5DCSQghhM0tXboUlUrF7t27bR3KVXH48GGmTp1Kjx49cHFxQaVSsWHDBluHJYQQ4j+QwkkIIYS4ynbv3s3KlSvx8vJi0KBBtg5HCCHEVSCFkxBCCPEvFBUVXXLdnXfeSUpKCn/88QcTJ068hlEJIYSwFimchBBC1AnFxcU89thjdOjQAQ8PD7y8vOjRowe//PKLRb9BgwbRokULTCaTRbvJZKJp06YMHz7c3FZSUsLLL79MixYtcHBwwNfXl0mTJnH+/HmLbcPCwhgxYgQrVqygY8eOODo6MmfOnEvGqlbLP69CCFHf2Nk6ACGEEKI6dDodmZmZPP744wQFBVFSUsKaNWu4+eabWbJkifnMzrRp0xg9ejRr165l8ODB5u3//PNPTp06xfvvvw+A0Whk9OjRbN68mSeffJKePXsSHx/Piy++SP/+/dm9ezdOTk7m7ffu3cuRI0d47rnnCA8Px8XF5domQAghhE1J4SSEEKJO8PDwYMmSJebnBoOBQYMGkZWVxfz5882F04gRI2jcuDEffvihReH04Ycf0qRJE4YOHQrA999/z6pVq/jpp5+4+eabzf3at29Ply5dWLp0KQ8++KC5PS0tjdjYWCIiIqx9qEIIIWohGUsghBCizvjhhx/o1asXrq6u2NnZodVqWbRoEUeOHDH3UavVPPzww/z+++8kJCQAcOrUKVatWsXUqVNRqVQA/P7773h6ejJy5EhKS0vNS4cOHfD39680C167du2kaBJCiOuYFE5CCCHqhBUrVnDbbbcRFBTEV199xfbt29m1axf33HMPxcXFFn3vuecenJycWLhwIQAfffQRTk5O3HPPPeY+586dIzs7G3t7e7RarcVy9uxZ0tPTLfYZEBBg/YMUQghRa8lQPSGEEHXCV199RXh4OMuXLzefNQLl2qeLeXh4cNddd/H555/z+OOPs2TJEiZMmICnp6e5j4+PD97e3qxatarK13Nzc7N4XvE1hRBCXH+kcBJCCFEnqFQq7O3tLQqYs2fPVppVr8yjjz7KggULuOWWW8jOzubhhx+2WD9ixAi+++47DAYD3bp1s2rsQggh6j4pnIQQQtQa69atIy4urlL7sGHDzNOBT506lVtuuYXExEReeuklAgICOHHiRKVtIiIiuPHGG/nzzz/p3bs37du3t1g/fvx4vv76a4YNG8a0adPo2rUrWq2WpKQk1q9fz+jRoxkzZsy/Oo7CwkKio6MB2LFjBwAbN24kPT0dFxcX8wQVQggh6g4pnIQQQtQaTz31VJXtZ86cYdKkSaSlpbFw4UIWL15M48aNefrpp0lKSrrkPZXGjRvHn3/+WelsE4BGo+HXX3/lvffe48svv+S1117Dzs6O4OBg+vXrR9u2bf/1caSlpXHrrbdatM2ePRuARo0aVVkcCiGEqN1UpovvECiEEELUE2PHjmXHjh3ExcWh1WptHY4QQog6TM44CSGEqFd0Oh179+5l586d/Pzzz8ybN0+KJiGEEP+ZnHESQghRr8TFxREeHo67uzsTJkzgww8/RKPR2DosIYQQdZwUTkIIIYQQQghxBXIDXCGEEEIIIYS4AimchBBCCCGEEOIKpHASQgghhBBCiCu47mbVMxqNpKSk4ObmZnH3eSGEEEIIIcT1xWQykZeXR2BgIGr15c8pXXeFU0pKCiEhIbYOQwghhBBCCFFLJCYmEhwcfNk+113h5ObmBijJcXd3t3E0oNfrWb16NVFRUXKfESuQ/FqX5Ne6JL/WJfm1LsmvdUl+rUvya121Kb+5ubmEhISYa4TLue4Kp7Lhee7u7rWmcHJ2dsbd3d3mb5z6SPJrXZJf65L8Wpfk17okv9Yl+bUuya911cb8VucSHpkcQgghhBBCCCGuwKaF06ZNmxg5ciSBgYGoVCpWrlx5xW02btxIZGQkjo6ONG7cmIULF1o/UCGEEEIIIcR1zaaFU0FBAe3bt+fDDz+sVv8zZ84wbNgw+vTpw759+3jmmWd49NFH+emnn6wcqRBCCCGEEOJ6ZtNrnIYOHcrQoUOr3X/hwoWEhoYyf/58AFq2bMnu3bt5++23GTt2rJWitK6MnHSOnPmbYQyzdShCCCGEEEKIS6hTk0Ns376dqKgoi7YbbriBRYsWodfrq7y4TKfTodPpzM9zc3MB5aI0vV5v3YCrYe68aXz82g+8s/gjHv/oUfqGD6ODbwfs1HXqV1Nrlf2Oa8Pvuj6S/FqX5Ne6JL/WJfm1LsmvdUl+ras25bcmMdSpT+dnz57Fz8/Pos3Pz4/S0lLS09MJCAiotM1rr73GnDlzKrWvXr0aZ2dnq8VaHSUGOHhwDyqNClOAlq9Or+Sr0ytxNNmTt7yAthFtGd1zNG6OV54eUVxeTEyMrUOo1yS/1iX5tS7Jr3VJfq1L8mtdkl/rqg35LSwsrHbfOlU4QeWpAk0mU5XtZWbNmsXMmTPNz8vmao+KiqoV05E3aNaJj1sspLPj7+Tl5bHZ2ZFz5/I4seoEx9cc54XHXqBFQAsAsvKyaODWwMYR1y16vZ6YmBiGDBlSa6a7rE8kv9Yl+bUuya91SX6tS/JrXZJf66pN+S0bjVYddapw8vf35+zZsxZtaWlp2NnZ4e3tXeU2Dg4OODg4VGrXarU2/0UB9Gvhz2+Nu/FJfE96pB7ll9A17MjeyduD3Ek3aGkb0gYuFIXdR3bnfPx5bp91O1NumUIH3w5o1BobH0HdUFt+3/WV5Ne6JL/WJfm1LsmvdUl+rUvya121Ib81ef06VTj16NGD3377zaJt9erVdO7c2eZJ/y8GBJgwuPvz+0GIOt+OP+92Yl2796H9OHPRVJiXQcL+BAyFBtZkrGHrqq14OHjQqrQVvtm+TB03lSDfIBsfiRBCCCGEEPWTTQun/Px8Tp48aX5+5swZ9u/fj5eXF6GhocyaNYvk5GSWLVsGwAMPPMCHH37IzJkzmTJlCtu3b2fRokV8++23tjqEq0Klgldvas2p9EKOpOZy71onlt//LY7a8rNJzoe+4/SjLnxW2ISSrpFsyYolR5fDz9//THp0Ot/99B2n1p+y4VEIIYQQQghRf9n0Pk67d++mY8eOdOzYEYCZM2fSsWNHXnjhBQBSU1NJSEgw9w8PDyc6OpoNGzbQoUMHXnrpJd5///06OxV5RU72Gj69MxJPZy2h3i5cuHSrXHYCoQ4qXmpwijd2fM/GUj+WdHySXi164RLkwuChg81dTyadxCPMg8GTBrMndQ8Go+HaHowQQgghhBD1jE3POPXv3988uUNVli5dWqmtX79+7N2714pR2U6IlzO/Pdyb4AZOlSe7GPoGdJ4Mm9+Bgz9gd2otnU+tZWW7vvDwn5SEdDN3XfDdAnLjc9m6dit3r76bBg4N6BPch+CcYMb0GIO/l/81PjIhhBBCCCHqNpuecRKVhXg5m4smo9FEUlaFKRJ9I+DmT+CR3dBpIqjt4Mwm2PkJ9nb25m7T7pzGE+8+QdTkKNy0bmTpsvjlxC88esejBPoF8tkfn13rwxJCCCGEEKJOq1OTQ1xPCnSlzPx+P3vis/jtkd4EeDiVr/RqDKM+gL5Pwtb5ShFVJjuBRlmHeXPaG6BSoTfq2XduH7/u+5V3Hd+luLiYYb2Gmbs//f7T7P1nL/ffdT9j+oxBrZJaWgghhBBCiItJ4VRLqVSQkFlEen4J93+5h+/v72ExWQQAniEw/B3Lts3zYM8S8GsLfR9D23I0XQO60jWgK3OT57L35F6CPMtn31u2ZBmp+1M5WHSQ91Pfp19wP3r596KTdyd8PX2vwZEKIYQQQghR+8nphVrK2d6OT++MpIGzlgNJOTzz88HLXg9m5toQ7F3h3EH44W5Y0B3+WQ6GUtRqNZ0jOlt0v/PuO4noH4FfFz8yizP5+eTP3L/wfvwa+tHqxlbVe00hhBBCCCHqOSmcarEQL2c+mtAJjVrFir3JLNkad+WNBjwD0w9Cv6fAwQPSj8HP98GHneHAD5W6vzHtDY6tP8auR3fx6ZBPub3l7WjOaDDpTZjUJotJKu5+/m6+i/mOUkPpVTxKIYQQQgghaj8pnGq5nk19eHZYSwBeiT7C1pPpV97I2UspoGYchIHPg5MXZJ2B80cuuYlWo6VHYA+e7vo0J74/QfTWaN55sXwY4J5je/ji5S/43w3/o/+S/szeNpsNiRsoKi36r4cohBBCCCFErSeFUx0wqVcYN3cKwmA0MWP5for11bwvk6MH9H0cZhyCqFeg+9TydfHbYNuHUFJQaTO1Ws3QnkMZ1q18EonsvGya9m2KR1sPcrQ5/HTiJx5Z9wihQ0IJ6x7G4j8W/9fDFEIIIYQQotaSySHqAJVKxatj2pJbVMrUAU0qTxJxJfYu0PNhy7b1r0LcZtgyTymouk5RCq1LGNR5ECc2nkBXqmP3ud1sSNzA+vj1HNl1hPSCdDILMs19/zn5DycTTjKm/xjUaqnNhRBCCCFE3SefausIR62Gz+/qTKfQBv99ZyYTtLsNGoRBYQasewnebQvrXoHCzMtu6mDnQK+gXjzb/VlW37qaFX+u4ObpNzN55GRznxffe5FbBt1C0IAgXtr+EpuSNqEz6P573EIIIYQQQtiIFE511OGUHL7+O/7fbaxSKfd+engP3PwZ+DQHXQ5sehPebQM7Pq7WbtRqNaP6jOKnd3+igVN5QVdQUIDaQY26sZrvj3/PQ2sfoufSnjTp04Spr06lQFd5eKAQQgghhBC1mRROdVBCRiFjP97GcysPse7ouX+/I42dcuZp6g64bRn4twV9ATh6/qf4YhbHkJmRydJnljKu+Tj8nP1I/yed01tOs/j9xdhpykeIxsbFYjQa/9PrCSGEEEIIYW1SONVBod7OjO0UjMkEj367n5Npef9th2o1tBoN92+G23+CtreUr9u9BH55GDJO1WiXHi4eDGk2hOe6P0fMLTF8dtdnjJg6guF3DsfBzgEAo9FIlx5dcGnowtQvprI1eSslhpL/dixCCCGEEEJYgUwOUUe9OLI1J9Py+ftMJvd+sZuVD/XC09n+v+1UpYJmg8ufG0ph8zuQkwj7v4Y2Y6HPY9CwZQ13qyIqMoqoyCiL9kNnDlGUWQRG2FC0gc1rNuNs50zw2WAC9YE8POFhmoc2/2/HJIQQQgghxFUgZ5zqKHs7NQtu70RwAyfiMgp5+Jt9lBqu8pA3jR3cshia3QAmIxz8ARZ0h+9uh+S9/3n37Zq0Iz09nQ9//JDb2t2Gr5MvhaWFxHwdw4ezPuTBlx809zUajTKkTwghhBBC2IwUTnWYt6sDn03sjLO9hi0n03kl+tI3uP3XQrrC7d/D/ZuU4Xyo4Ojv8NkA2PD6f969l5sXU0dPZXbP2ay5dQ3fDf+OgX0H4tnEkwk3TzD3W/bnMlwDXBkwaQDbU7ajN+j/82sLIYQQQghRXTJUr45rGeDOvNs68MBXezh1voCSUiP2dlaohwPaKxNInD8GW96FA99D0wrD+vRFYOeoDPf7l9QqNa19WrNy/kqYb7nu65++piitiH1H9nFfzH24aF3oFdgL11OuTLxhIk2Cm/zr1xVCCCGEEOJKpHCqB25s48+Xk7vSs4kPGvW/L1yqxbc5jFkIg2eDm395e8yLkLhDuQaqxUhlwomr6Jt537Cw50LOGM5w2vE0GcUZRB+O5ugjR5nLXLbEbqFXi15X9TWFEEIIIYQoI4VTPdGnma/5sclkoqDEgKuDFX+9FYsmfTEc+lG5me73E8EnAnrPgLa3gkZ7VV7O19OX5+99HgCjycih9EN8vfZrUsNSKTWW0j2iu7nviAdHkJ2VzcNTH2ZUt1FX5fWFEEIIIcT1TQqneqak1MgLvxzin6QcfnygBy7WLJ7KaB3hoV3w90LY+QmkH4eVD8L6V6HXNOh4B2idrtrLqVVq2vm2o934drwx/g1Ss1LRqDWAMolEzPIYSrJKSApK4r2k9wgnnMKDhfQI6EFYQNhVi0MIIYQQQlw/ZHKIeiajQMeaI+c4kprL9OX7MRpN1+aFXbxh4LMw/RAMngMuDZVpzKMfh83zrPrSAQ0CzI9LDaXMem0WHUZ0ILh9MPn6fA7qDzLznZmEB4fT9bauVo1FCCGEEELUTzYvnBYsWEB4eDiOjo5ERkayefPmy/b/+uuvad++Pc7OzgQEBDBp0iQyMjKuUbS1X4CHE5/c2Rl7OzUxsed446+j1zYAR3foPR2mH4Bhb4N3U+gyuXx9xikoSLfay9tr7Zl9/2z2/baPjXdsZMmQJfR16ItDmgMYoWFgQ3PfgqICBt41kIUrFlJSKjfeFUIIIYQQl2bTwmn58uVMnz6dZ599ln379tGnTx+GDh1KQkJClf23bNnCxIkTmTx5MocPH+aHH35g165d3Hvvvdc48totslED3rqlHQCfbDzN97sTr30QWifoOgUe3m15PVT0E/BuG/jzKchJsmoIGrWG9r7tiXKK4kT0CbYd3Mbr08unUP/sl89Yv2w9j9zzCP2X9+epTU/x55k/ySrKsmpcQgghhBCi7rFp4TRv3jwmT57MvffeS8uWLZk/fz4hISF8/PHHVfbfsWMHYWFhPProo4SHh9O7d2/uv/9+du/efY0jr/1Gdwji0YFNAXj254PsOG2js3IVpycvKYCiLCgtUq6Heq8DrHwI0k9ck1B6tOlBm7A25uchfiG0uaENfn38yCvNI/pMNE9uepLgNsEEdghk5ZaV1yQuIYQQQghR+9lscoiSkhL27NnD008/bdEeFRXFtm3bqtymZ8+ePPvss0RHRzN06FDS0tL48ccfGT58+CVfR6fTodPpzM9zc3MB0Ov16PW2v4lqWQzWiOWhfuGcTMsj+tA5Hvp6L2tn9L42k0Vcisoe7v4LVdwm1FvfRR2/BfZ/hWn/15iaD8fQ+zHwb3tVX/Jy+R3VexSjeo/CYDRwIP0Am5I3sfrQag6dPkShqhBvL2/zdr9s/oWM7Axuv+F2HOwdrmqMdZk1379C8mttkl/rkvxal+TXuiS/1lWb8luTGFQmk+kazR5gKSUlhaCgILZu3UrPnj3N7a+++ipffPEFx44dq3K7H3/8kUmTJlFcXExpaSmjRo3ixx9/RKutetrr2bNnM2fOnErt33zzDc7OzlfnYGqxEgN8fkzNgEATLT1t8qu+pAYFJ2l27jcCcvYBsC90Mgne/WwcFRxJPsL2Y9uZNGASqgtnzKa/NZ24rXEEjgpk4LiBtNC2oKm2KY4qRxtHK4QQQggh/q3CwkImTJhATk4O7u7ul+1r88Jp27Zt9OjRw9z+yiuv8OWXX3L0aOVJDWJjYxk8eDAzZszghhtuIDU1lSeeeIIuXbqwaNGiKl+nqjNOISEhpKenXzE514JerycmJoYhQ4Zcsvj7r0wmk7kAqJXOH0W9dynGQXPATjmbozoWDSYTpuZDQfXvR5Rerfz2+V8f9qzaQ8i0EFwiXJR9p+jJ+z6PqJFRfPLcJ7U7x1ZyLd6/1zPJr3VJfq1L8mtdkl/rkvxaV23Kb25uLj4+PtUqnGw2bsvHxweNRsPZs2ct2tPS0vDz86tym9dee41evXrxxBNPANCuXTtcXFzo06cPL7/8MgEBAZW2cXBwwMGh8tAqrVZr819URdcqnrj0An4/kMJDA5rWng/6gW0h8B00Zc8NpbD2BciKU26m22satL0N7Oz/9Uv81/zu+HEHxSXF/JP+D5uTN7MxaSM7f91J2v40/tL+hf3c8thW/72a/p36Y6/99/HWNbXt/6f6RvJrXZJf65L8Wpfk17okv9ZVG/Jbk9e32eQQ9vb2REZGEhMTY9EeExNjMXSvosLCQtRqy5A1GuXjto1OnNUpOUV6bv54G2+vPs7nm8/YOpxLM5RAm7Hg4KHcTPeXh+C99rD9I9Dl2ywsR3tHugV24/Euj/PbmN/48YUfGf/EeO6Zco+5T1pWGjf2vhFXH1em/zKdNfFrKNQX2ixmIYQQQghxddhwpgCYOXMmd955J507d6ZHjx58+umnJCQk8MADDwAwa9YskpOTWbZsGQAjR45kypQpfPzxx+ahetOnT6dr164EBgba8lDqBA8nLVP7N+HlP47wSvQRgho4Maxt5bN0NmfvDINegF7TYc9SpWDKS4G/noGNbyr3h2p3q62jpE/7PvRp38eibd3udajt1eAAa7LWsHbDWrRqLW773Ah3CWfm3TNp16SdjSIWQgghhBD/lk0Lp3HjxpGRkcHcuXNJTU2lTZs2REdH06hRIwBSU1Mt7ul09913k5eXx4cffshjjz2Gp6cnAwcO5I033rDVIdQ5k3uHk5hZyBfb45m+fD9+7g5ENvKydVhVc3SHXo9Ct/vhn+9g63uQeQo8gsr7mEyWU57b2Pgh4xmVOYo/9/7JSc1JNiZtJDEvkR3f7GDTuU24ebnxwYwPACgoLsBB64Cdxqb/GwohhBBCiGqw+Se2qVOnMnXq1CrXLV26tFLbI488wiOPPGLlqOovlUrFCyNbk5xdxJojadz7xW5WTO1FuI+LrUO7NDsHiLwLOt4BZzZCaPlkIsS8ALkpynVQAbXjTI6zgzNje4wF4MkuT3Ii4wTPHXiOTWs28eCtD5r7PTHvCT5/83P6jO/Ds888S/eA7jhr6/9Mj0IIIYQQdZHNCydx7WnUKt7/X0fGf7qDA0k5TFqykxVTe+HlUssnM1BroMnA8ue6fNi9GEry4dCPyrpe0yG8b605C6VSqYjwieD7d76vtG7dmnXoc/QcSjvEtPXTcNA40Nm3M6adJu4fdz+dIjrZIGIhhBBCCFEVm00OIWzL2d6Oz+/qTJCnE14u9nVzcg0HV5j0J7S5RZmy/NQ6WDYKPhsAh1Yos/PVYnv+2MN7373HXXfeRZBrEDqDjpgtMXz6wqd07diVzMJMW4cohBBCCCEukDNO17GGbo58d193fN0ccNRqrrxBbRTQDm5ZBIOeh20fwr6vIGUf/DgJ+j8DvWbaOsJLcnFy4dFxjwLKrJAns0/y6cpP+aLVF7g1dMPLufzasxYDW+Di6sLjTz7OmO5jcLSTG+8KIYQQQlxLcsbpOhfi5WxRNO1PzLZdMP9FgzAY/jbMOAT9ngZXP+h4e/n6rDgoyLBVdFekUqlo1qAZb016i7TDacTGxJrXnU4+zbENx9j7215m/z2bPt/14ZG1j/Dx+o85cPKADaMWQgghhLh+SOEkzN5ZfYybPtrK55tP2zqUf8/FBwbMghmx4BFsbtasngXvtoY/HofMWnwPqwsc7Mpv2uzv7c87X73DoPsGEdoolGJDMRuSNvDs3Gdp36w9Q6cOtWGkQgghhBDXBymchJmzvTJy8+U/jrByX7KNo/mPKkzxrTaWQMF5KC2CXZ/BB53g+7sgaY8NA6w+Z0dnZk6YyZpP1rB67Gp+HPkjD3d4GBedC6igU8fySSR2HN5B1zFdefvLt9EZdDaMWgghhBCifpFrnITZA/0acz5Px+KtZ3j8h3/wcrGnb4SvrcP6z4xqewyTYlAnbYdt78PJNRC7UllCe0L/p6FxP1uHWS0qlYrmXs1p7tWc+7fdT2xcLP4+/ub1C75ewK6Vu4g9Gsv36u/pEdCD/iH96ejRkbCGYbYLXAghhBCijpMzTsJMpVLx3PCWjGofSKnRxANf7eGfunrN08VUKqU4uuMneHAbtJ8Aai0kbFNuqltHtQprhZdr+SQSUf2i6DKmCyEDQigqLWJd4jqe2/QcTcKa4NPch10ndtkwWiGEEEKIuksKJ2FBrVbx9q3t6dPMh8ISA5OW7uL0+Xxbh3V1+bWGMR/D9APQ9wlo/7/ydQd/hA1v1OqJJC7njhvuYOeKncR+FMvyEcuZ2n4qAVkBGIuM5JzLoWVoS3PfN5e9yTtfvUNuQa4NIxZCCCGEqBtkqJ6oxN5Ozcd3RPK/T3dwMDmH7aczaOzrauuwrj73QBj4XPlzoxE2vgHpx2HLu9Dhf9D9IfBparsY/yWVSkUr71a08m7Fgx0e5MCYA2zYtwFXh/Lf42tzXiP7dDYf3fcRo8ePpn9If/oE98HL0esyexZCCCGEuD5J4SSq5Opgx5JJXdhxOoMR7QJtHc41YoJ+TynXQaX+A7sXw+4l0HwY9HwYQnsoQ/7qoHZN2tGuSTvz8xJ9CU3aNuFQziEc2jiwJmENaxLWkLsrl8K1hdx8x8188uwnNoxYCCGEEKJ2qVbh9P7779d4x5MmTcLNza3G24naw8fVwaJoyinSY69R42RfR2+WeyVqDbS9BdqMhbgtsP1DOL4Kjv2hLN2nwo2v2TrKq8Jea8/ulbsxGA0cyTzChsQNbEzaSMzeGHKO5rDv0D5zX6PRyCc/f8KdQ+/E1bkennkUQgghhKiGahVO06dPJzg4GI2meh+YExMTGTFihBRO9UhGvo47F+2kobsDn97ZGXu7enx5nEoF4X2U5fxxpYA6sBwibijvU5gJKjU4edoszKtBo9bQxqcNbXza8HDHh9nXYh8LvlnAwL4DzX3+2P4HU2+ZyjT3aTy84mEGhA2gT1AfPB09bRe4EEIIIcQ1Vu2hert376Zhw4bV6isFU/2TkFnImfQCYlNzmfbdPj74X0fsNPW4eCrjGwGj3odBL4JzhWt/ts6HnZ9Dpzuh2wPgFW6zEK+mjs068tmLn1m0xZ6Mxd7THodGDsQkxRCTFINapcbwm4HmQc3p165uTOUuhBBCCPFfVOuT74svvoira/WH6DzzzDN4eckF5vVJx9AGfDoxEnuNmj8PneXJnw5gNJpsHda14+Jdfn2TyQSJu0BfAH8vVG6o+93tELdVWVfPPHXXUxSkF/Db8t+Y0nYKzRo0o7S4lNiVsax4bwUJOQnmvolpiRTqCm0YrRBCCCGEdVS7cHJ2dq72TmfNmoWnp+e/jUnUUn2a+fLBhI5o1CpW7E3mxV8PY6qHhcIVqVQwKRru/BmaDAKTEY7+DkuHwaf94PDPto7wqrPT2NGveT8e7fQoK0atYOWoldw16y6aD2lO97Du5n53zLwD9wbuDJkxhD9O/0GOLseGUQshhBBCXD3XwVgrcTXd0Nqfd25tj0oFX+6I541Vx67f4qnJQLhzBUz9GyLvBjtHZTa+hB22js7qmvk3Y8ncJRz84yBatdbcfmTfEQxFBo6VHOPpzU/Tb3k/xn83nvGPj2f93vU2jFgIIYQQ4r+pceGUkZHBQw89RKtWrfDx8cHLy8tiEfXfTR2DeOWmtgCs3JdMVqHexhHZWMMWMPI9mBELA5+HbveXr0vYAb8+AudibRffNZS0P4mlvy/lofEP0dSzKQaTgS0xW1j+znJG3ToKo8lo7ms0Gi+zJyGEEEKI2qXG93G64447OHXqFJMnT8bPzw9VHb2vjfhvJnQLRa2CXk198HKxt3U4tYOLN/R93LJt+0dw5FfYuwzC+ypTmje7AdT182Svvdaeu4bfZX6emJfIB8Uf8M0/39CyS0vUKuW4Sw2lNGjUgJCWIbzw2gsMbzccN3uZVEYIIYQQtVeNC6ctW7awZcsW2rdvb414RB0yvmuoxfPk7CKCPJ1sFE0t1eMhZVjfkd/gzCZlaRCunJXqcDs4uts6QqsKcQvhzfvf5M3737QY0vnt6m/JT87nWOYxXvrnJd6IfYNI/0ga5TSif7P+9OnQx4ZRCyGEEEJUVuOvvVu0aEFRUZE1YhF12Noj5xjw1gaWbY+zdSi1S2h3uG0ZTDsAvaaBoydknYFVT8MXI2wd3TVV8ez0uMHjWPTrIsbPGk8T7yaUmkr5O/VvXn/+dfp27Mu9r9xrw0iFEEIIISqrceG0YMECnn32WTZu3EhGRga5ubkWy7/ZX3h4OI6OjkRGRrJ58+bL9tfpdDz77LM0atQIBwcHmjRpwuLFi2v8uuLq2peQTYnByAu/HJbiqSqeITBkLsyMheHzwKc5tP9f+Xp9MZxYA9fJdT/2WnvuGXkPXz//Nb/e9Ct/jPmDxzo+RgPXBqg0KsbcOMbc96MfPqLtDW15ZekrFOgLbBi1EEIIIa5nNR6q5+npSU5ODgMHDrRoN5lMqFQqDAZDtfe1fPlypk+fzoIFC+jVqxeffPIJQ4cOJTY2ltDQ0Cq3ue222zh37hyLFi2iadOmpKWlUVpaWtPDEFfZY1ERlBpNLNx4ihd+OQzAxB5htg2qNrJ3gS6TofM9YKzwvj28AlY+CF5NoOt90GFCvR/GV1Goeyh3t7ubu3ffTXJGMv4N/M3rln67lEOrDzGvdB4/an6ki18X+oX0I0IVQZcWXWwYtRBCCCGuJzUunG6//Xbs7e355ptv/vPkEPPmzWPy5Mnce68yLGf+/Pn89ddffPzxx7z22muV+q9atYqNGzdy+vRp8wx+YWFh//r1xdWjUql46sbmAFI8VYdKBZryabzR5YGDO2SeglVPwbqXocP/oMsU8I2wXZw2EOQdZPF82n3T+Nzlc3TNdeQb89meup2NBzZy/InjuIe5c+rgKXxcfWwUrRBCCCGuFzUunA4dOsS+ffto3rz5f3rhkpIS9uzZw9NPP23RHhUVxbZt26rc5tdff6Vz5868+eabfPnll7i4uDBq1CheeuklnJyqnpRAp9Oh0+nMz8uGE+r1evR620+jXRZDbYjlapg5qDFGo4FPN8fxwi+HMRgM3NGt6rOH10KdyW+ne6DNbagPfI9692eoMk7Azk9h56cYGw/AcOtXYOdg6ygruRb5HTdoHOMGjQMgLjeOTcmb+HL5lxxXH0fjrMHd3t38+vfPvZ+ggCAevPVBfD19rRbTtVJn3r91lOTXuiS/1iX5tS7Jr3XVpvzWJAaVqYZ3L+3bty8vvPACgwcPrnFgFaWkpBAUFMTWrVvp2bOnuf3VV1/liy++4NixY5W2ufHGG9mwYQODBw/mhRdeID09nalTpzJw4MBLXuc0e/Zs5syZU6n9m2++wdnZ+T8dg6iayQS/JahZm6Kmq6+RCU2MyKz1NWAy4Zt3mPD0GPxz9nPerRXbmz5lXq0x6jCoa18Rda2l5aaRlJVEp0adACgqKeL2ibdjLDbS7PlmtGnehhbaFjRTN8NLK/eYE0IIIURlhYWFTJgwgZycHNzdL3+ZRI3POD3yyCNMmzaNJ554grZt26LVai3Wt2vXrkb7u3ioX9m1UlUxGo2oVCq+/vprPDw8AGW43y233MJHH31U5VmnWbNmMXPmTPPz3NxcQkJCiIqKumJyrgW9Xk9MTAxDhgyplMu6bJjJxKrD54hq5YdGbbuqqe7mdzjwJKXZCTQoKWBYw5ZKc95Z7D7pgan5SIyRkzAFdrRplLUpv4lpifS4qQeH9x3GPtyeE6UnOFF6gnM/n0O3X8fdD9/N29PetmmMNVWb8lsfSX6tS/JrXZJf65L8Wldtym9NJrerceE0bpwyZOaee+4xt6lUqhpPDuHj44NGo+Hs2bMW7Wlpafj5+VW5TUBAAEFBQeaiCaBly5aYTCaSkpJo1qxZpW0cHBxwcKj87bxWq7X5L6qi2hbP1TCqY4j5canByB8HUxnVPtAmN02us/n1bWL5/OQq0OWhOvAN6gPfQFCkch1U6zGgdbRNjNSO/DYOasyWb7dgMpk4nXOaDYkb2Ji0kR8P/EhRfBHZhdnmGFPSU1j08yIevO1BfDxq//VRtSG/9Znk17okv9Yl+bUuya911Yb81uT1azwd+ZkzZyotp0+fNv+sLnt7eyIjI4mJibFoj4mJsRi6V1GvXr1ISUkhPz/f3Hb8+HHUajXBwcE1PRRxjZhMJp786QDTvtvPnN9iMRprNDpUVNTlXpgcA+3GgcYekvfAygdgXkuIeQEKMmwdoc2pVCqaeDZhctvJLBu6jIObDzL9renMuHOGuc+H333IC/e9QGjbUB5a+xDfH/uecwXnbBi1EEIIIWq7GhdOjRo1uuxSEzNnzuTzzz9n8eLFHDlyhBkzZpCQkMADDzwAKMPsJk6caO4/YcIEvL29mTRpErGxsWzatIknnniCe+6555KTQwjbU6lUdAzxBGDptjie/OkApYbr435FV51KBSFd4eZPYUYsDHoRPEKgKBP+/hTUNf5fut5rEtSEdx9/lw7hHcxtxbpinBo64dLahU1Jm3hpx0sM+mEQgV0DGXbfME6mnLRdwEIIIYSolar1KevXX3+t0YwT0dHRFBUVXbHfuHHjmD9/PnPnzqVDhw5s2rSJ6OhocwGWmppKQkKCub+rqysxMTFkZ2fTuXNnbr/9dkaOHMn7779f7diEbdzZI4x5t7VHo1bx454kHv1uHyWlUjz9J66+0GcmTPsHxn8Lg2eDU4Py9d9PhE1vQZ6cSbnYvMfmkZ+az4YlG5jWaRrtfdtTklRC6q5UVi1ZhUpTPpx099HdZOZm2jBaIYQQQtQG1brGacyYMZw9exZf3+pN7zt+/Hj2799P48aNr9h36tSpTJ06tcp1S5curdTWokWLSsP7RN1wc6dgnO3tePTbfUQfPEuBbjcL74jEyV5j69DqNrUGWgyzbEvZD7G/KMuG16HlSOg8GcJ6I1McKtRqNa39W9PavzX3tr2XM53O8K72XY7HH6eJX/m1ZWPvGkvivkSino5iyh1T6BvcF1/nuj/VuRBCCCFqplqFk8lk4u67765ykoWqFBcX/6egRP11Yxt/Ft3dmfuW7WHj8fNM/XoPSyZ1tXVY9Y9vc7hpIexeBEm74PDPyuITAZGToP14cJYpuisK9w/n/acsz16X6EvISM7ApDdxyvEUs7fPBiAwKxDtMS33TbiPUX1G2SBaIYQQQlxr1Sqc7rrrrhrt9Pbbb68VU32L2qlPM1++nNyV+77cwz29w20dTv2kdYIO/1OW1ANKAXXgB0g/Dn/NAs8Q5SyUuCx7rT25CblE74gmyTmJjUkbOZRxiL1/7SV9VTpHjx9l1NrywqmguAAXRxcbRiyEEEIIa6lW4bRkyRJrxyGuM53DvNj05ABcHcrfgnqDEa1GJje46gLawcj3YMhLcPAHOPoHRNxYvn7PF2AogXa3gaPHpfdznVKr1YzoOQKABzo8wPnC87xd8DY/5v3ImJvHmPsdiTtCm5ZtCIsM4/VPX2dA+AB8nGr/VOdCCCGEqJ4a38dJiKulYtF06nw+k5bs4vWxbenZRD5sWoWjO3SZrCxlDKWw8Q3ITVamM299M0TeBcFd5FqoS/B19uWNqW/wxtQ3LNo/++kzjMVGUpJTmLtrLi/teom2vm1pcLIBUR2jGNFrBGqZ9VAIIYSos+RfcVErfLTuJAmZhdy1eCe//pNi63CuHyYD9JoGvi1AXwj7v4JFQ+DjnrBjIRRl2TrCOuPtGW/z4/ofefC5B2np1RITJv459w+fPP8Jo/uO5q3lb9k6RCGEEEL8B1I4iVrh1ZvbMrxtAHqDiUe/3cenm05hMsmNcq3OzgG63Q9Td8A9q6H9BLBzgrRYWPUUrJlt6wjrDLVazdj+Y5k3eR7fj/yeNbesYUbLGQS3DkbroeWu4eXXik5+cTLN+jZj9pLZZBbLVOdCCCFEXSBD9USt4KjV8MH/OuLn7sjirWd4NfooKdnFPD+iFRq1DBmzOpUKQrspy42vKddC7VkKncpvQE3qP3B6A7T/H7g2tFWkdYafix+Tu09m8rbJFOoKcXZwNq/7Y8UfnDt0jk9DP2WFegXtfdvTs2FPQnWhDO0xVIb0CSGEELWQFE6i1lCrVbwwshWBno68/McRlm6LIz6jgA8mdLK4HkpYmZMndJ0CXe61bN/1OexdBmvnQvOh0OkuCO1jkxDrmopFE8AH733AkuVLUHVTkUAC+8/vZ/OazcS/G493S2/SDqehVknxJIQQQtQm1fo0+v7771+50wWPPvrovw5GCIB7+zQmwMOJx37YT76uFK1GzjjZxMWTQ4T1gbQjyn2hjvwGR37Dzi2QFi5dIKsVNGxmmzjroFsH3sqtA28F4GzBWTYmbuTD3R+SoE3Av4m/RdH0/KfPs+7YOp6c/CRB3kG2ClkIIYS47lWrcHr33Xctnp8/f57CwkI8PT0ByM7OxtnZmYYNG0rhJK6K4e0CCPVyJtDTEQc7ja3DEaBMV97uNjgXC/u+hH++RZWXQvO8XzB9vRemH5SZ+P4Ffxd/xrUYx7gPxnH+pfOkZqWa1/0d+zcHow9ycNVB1riuoXN4Z/qH9KeLVxda+beSIX1CCCHENVStf3XPnDljXl555RU6dOjAkSNHyMzMJDMzkyNHjtCpUydeeukla8crriNtgz3wdnUwP39z1VGW70qwYUQCAL9WynVQjx2jdMxnpLm1wdjuf+VFk0EPq56B5D0gE3zUiK+nL+3C25mfuzi60PnmzjQa1Ai1i5q9aXuZt2cevcb0wi3QjdmLZtsuWCGEEOI6U+MLR55//nl+/PFHmjdvbm5r3rw57777Lrfccgu33377VQ1QCIBtJ9NZsOEUAMfP5fPMsJYyaYSt2TlgajWG7XEODOszFPN5wROrYcdHytKwFXSYAO3GyYQS/0Kbxm14buJzDBs2jDRdGhsTN7IhYQNHjx6lNLeUBl4NzH037tvIb+t/4+H/PUxYQJjtghZCCCHqqRqP80hNTUWv11dqNxgMnDt37qoEJcTFejTxZsbgCAAWbTnDPUt3kVNY+X0obKTiED2PYGh7G9g5KtOar34O3mkB34yH2F+htMR2cdZhQa5BTGg5gU9v+JSkuCRmfzqbe4bdY17/5idv8s5j79BhZAcmrZrEF4e/ID433oYRCyGEEPVLjQunQYMGMWXKFHbv3m2+z87u3bu5//77GTx48FUPUAgAlUrFtMHN+GhCJxy1ajYeP8+IDzdzKDnH1qGJiwW0h7GfwWPHYMS7ENxFudHu8T/h+zsh/bitI6zz/Br48eKUF3FzcDO3BQYE4h7qjmt7V3af283bu99m6DdDcQ91p9/t/cjIz7BhxEIIIUTdV+PCafHixQQFBdG1a1ccHR1xcHCgW7duBAQE8Pnnn1sjRiHMhrcL4McHehLi5URiZhFjP97Gz/uSbB2WqIqTJ3S+B+5dAw/thF7TIeJG8G9T3mfdK7DtA8g7a6so643PXvyMnPgctr27jae6PEW3gG4UHSoiLzGPnet34u7sbu7707qfSExLtGG0QgghRN1T42ucfH19iY6O5vjx4xw9ehSTyUTLli2JiIiwRnxCVNImyIPfH+7D9OX7WH/sPE5aucdTrefbHIbMsWwrzlWKptIiiHkBmgyCDv+D5sNA62SbOOuBUPdQ7mh1B3e0uoOUyBQ+avUR+cX5aNVaAIxGI3f+706K0osY/uZwxg0dR//g/oS4h9g4ciGEEKJ2+9efOCMiIqRYEjbj4axl0V1d2H46g15NfcztBqNJJo2oK9R2cOOrsP9bSNoJJ2OUxcEDWo+GyEkQ1MnWUdZpgd6BvDL1FYu20ymn0ThoUKlVnHE7w5u73uTNXW/idNgJ17OuTL17KrcMvMVGEQshhBC1178qnJKSkvj1119JSEigpMTyQu958+ZdlcCEuBK1WmVRNKXmFHHnop08P6IV/SJ8bRiZqBZ7Z2UoX+d7IP0k/PMtHFgOOYmwdxk0CC8vnEwmuUfUVdI0uCl5CXnsOrGLIyVH2JC0gb3n9nLkryPkH8hH46IxF04l+hLOZ58nyFduvCuEEELUuHBau3Yto0aNIjw8nGPHjtGmTRvi4uIwmUx06iTfDgvb+WDdSU6m5XP3kp082K8JM4bIGdE6w6cpDHoeBjwL8Vvgn+XKzXbLHPwB/l4I7cZDm5vBxefS+xLV0qVZF7rQhYmtJ5Kjy+GtgrdY8fMKJo+fbO6z9Pel3H/r/TTu1Zi5C+fSP6Q/Qa5SRAkhhLg+1XhyiFmzZvHYY49x6NAhHB0d+emnn0hMTKRfv37ceuut1ohRiGp5YUQrJnQLxWSCBRtOcevC7SRkFto6LFETajWE94WbPlKmNS9z4Hvlhrp/PgHvNIevb4UDP0BJge1irUc8HDx4+cGXiV0dy/h+483tqzasAgNk6DN4fefr3PjTjYz5ZQy3PH0LS39fir5UbgkghBDi+lHjwunIkSPcddddANjZ2VFUVISrqytz587ljTfeuOoBClFdjloNr45py4LbO+HuaMf+xGxGLdjOnnQZ4lXn3bQAbnwdAjqAsVS5ye6Ke+GtZrDiPjCU2jrCemnFeytYu2ctT816iki/SNQqNUcTjvLTmz8xaeQkNh3ZZO5bdnsKIYQQor6qceHk4uKCTqcDIDAwkFOnTpnXpaen1ziABQsWEB4ejqOjI5GRkWzevLla223duhU7Ozs6dOhQ49cU9duwtgFET+tD50YNKNAZWHZCw8r9KbYOS/wXrg2h+4Nw/0Z4aBf0fQIahIG+ALITQFNh1PH548o1UeKqGNhpILNGzmLpjUvZNG4Tj7V9jBYDW+DTzocBbQaY+3W/pTshnUOY/dVszhbI9PJCCCHqnxpf49S9e3e2bt1Kq1atGD58OI899hgHDx5kxYoVdO/evUb7Wr58OdOnT2fBggX06tWLTz75hKFDhxIbG0toaOglt8vJyWHixIkMGjSIc+fO1fQQxHUguIEz393Xnfkxx/h55ylubO1n65DE1eIbAQOfU66HStqlnIEqU5AOC7orw/zajIW2t4JfK9vFWs94OHhwb/97ubf/vZhMJlQXJuwoNZSyb+0+9Dl6vjjwBT8ZfqJ5g+Z0dOpIuDGc2wbfhp1GbhsghBCibqvxGad58+bRrVs3AGbPns2QIUNYvnw5jRo1YtGiRTXe1+TJk7n33ntp2bIl8+fPJyQkhI8//viy291///1MmDCBHj161DR8cR2x06iZNqgpM9sacNRqAGW68uW7Eig1GG0cnfjPVCoI6QqNepa3nT0Ido6QHQ9b5sHHPWBBD9j8DmTF2SzU+khVYZZDtUrN76t/59aZt9Kzd0/UKjXHso7x4aIPuf3G22nav6kNIxVCCCGujhp/Bdi4cWPzY2dnZxYsWPCvXrikpIQ9e/bw9NNPW7RHRUWxbdu2S263ZMkSTp06xVdffcXLL798xdfR6XTmoYUAubm5AOj1evR621/YXBZDbYilPtLr9dipy/P76eYzvLX6BF/viOeNm9vQtKGrjSOs22rd+ze0N8w4gurEatSHf0J1ai2qtFhYOxfWzqX05kWYWo62dZTVVuvyexkDOg5gQEdl6F5WcRZbU7by1sa3OO90ng7dOpiPIacgh67Du9J/UH9eePQFgjxsN0tfXcpvXST5tS7Jr3VJfq2rNuW3JjGoTP/iit7s7Gx+/PFHTp06xRNPPIGXlxd79+7Fz8+PoKDq/SOYkpJCUFAQW7dupWfP8m+MX331Vb744guOHTtWaZsTJ07Qu3dvNm/eTEREBLNnz2blypXs37//kq8ze/Zs5syZU6n9m2++wdnZuVqxivpjT7qKH06rKTKosFOZGB5qpH+ACblnbv2kLS0gIGc3wZnb8So4weo28ymxcwPAP3sPjvosUjy7UqJ1t3Gk9VdRSRE6gw5PJ08Aft35K4tfXYxdAzuaz2tOkF0Qze2aE5AfQHOv5mg0GtsGLIQQ4rpSWFjIhAkTyMnJwd398p8HanzG6cCBAwwePBgPDw/i4uKYMmUKXl5e/Pzzz8THx7Ns2bIa7U910U0tK46br8hgMDBhwgTmzJlDRET1788za9YsZs6caX6em5tLSEgIUVFRV0zOtaDX64mJiWHIkCFotVpbh1PvXJzfYcCU3GKeWxnLxhPp/BKvIdHkyRs3tybM28XW4dY5deP9q9wmwVicy2DH8v/nNcsWoE7aQbvkrzA16o2x5WhMLUaAs7etAq2kbuS3Znwb+5KZl0l8YTylqlJSDCmkGFI4MecEpgIT7y56lykjplyTWOpjfmsTya91SX6tS/JrXbUpv2Wj0aqjxoXTzJkzufvuu3nzzTdxc3Mztw8dOpQJEyZUez8+Pj5oNBrOnrWcfSktLQ0/v8oX8ufl5bF792727dvHww8/DIDRaMRkMmFnZ8fq1asZOHBgpe0cHBxwcHCo1K7Vam3+i6qotsVT31TMb4i3lqX3dOX73Ym89PsR9iZkM/Kj7bx9a3tGtAu0caR1U514/2orFEQmE7QaBYYSVCl7UcVtQh23CVY9qdxHqt1t0KH6f8+srU7kt5p6tu3Jz+//DEB6UTqbkzaz6vAqYtNjMeqMdGnXxXysC1csZP/h/Tw84WHaNGljtZjqU35rI8mvdUl+rUvya121Ib81ef0aF067du3ik08+qdQeFBRUqQi6HHt7eyIjI4mJiWHMmDHm9piYGEaPrnwNgru7OwcPHrRoW7BgAevWrePHH38kPDy8BkchrncqlYpxXULp1dSHJ388wO64LCL83K68oagfVCro8ZCyZJ6B2JVw+GdI/QdOrwc7B8vCqTgHHD1sFm595ePkw5hmYxjTbAxvZbzFD+t/oHPjzub18z+cz7H1x1ixcwWD7h9Ev5B+9AvuR/MGzVGrazy3kRBCCPGf1LhwcnR0rPKU1rFjx/D19a3RvmbOnMmdd95J586d6dGjB59++ikJCQk88MADgDLMLjk5mWXLlqFWq2nTxvIbx4YNG+Lo6FipXYjqCm7gzFeTuxGbmmtROK09co6eTXxwspfrLeo9r3DoPUNZMk4pRZRf2/L1WfHwQScI6wOtRkOLEeBas7914srcnd2ZPHyyRVuX7l1IT0nHraMbhzIOcSjjEG//8jZJ7yXR+YbObPxqIxq1/D8qhBDi2qhx4TR69Gjmzp3L999/Dyjf3CckJPD0008zduzYGu1r3LhxZGRkMHfuXFJTU2nTpg3R0dE0atQIgNTUVBISEmoaohA1olaraBNUfjbhYFIOU5btJriBMy/f1Ia+EfIh+brh3QT6PGbZdmaTcq+o0+uV5Y+Z0KiXUkS1HAlu/raJ9Trw5atfwqtwvvA8m5I2sSFpAyt+W4EuU0fcmTiLounNZW8yvM9wWoe3tmHEQggh6rMaj3V4++23OX/+PA0bNqSoqIh+/frRtGlT3NzceOWVV2ocwNSpU4mLi0On07Fnzx769u1rXrd06VI2bNhwyW1nz5592Rn1hPg38nR6/NwdScgsZOLinUz7bh/p+borbyjqp053wiN7YfBsCOwIJiPEbYbox+GdFnBqva0jrPd8nX0ZGzGWDwZ+wOGlh3lj2Rs889Qz5vUp6Sk8fc/TtGnchpuW3MSnBz7lWOYx/sWksUIIIcQl1fiMk7u7O1u2bGHdunXs3bsXo9FIp06dGDx4sDXiE+Ka69nEh5iZ/Xhn9TG+2BbHL/tT2HDsPI9FRTChayh2Grm24rrj3aR8OF9WPBz5FQ6vhHOHIbhLeb99X0HeWWg5CnyrP/unqD5PV0+evPNJi7ZDpw7RoHEDCvILOKU+xQf7PuCDfR9Q/FcxXjovnnr0KW7ud7ONIhZCCFFf1LhwKjNw4MAqZ7EToj5wdbDjxZGtGdMxiFkrDnI4JZcXfjlM9MFUvp3Svcop88V1okEj6PmIshRlgUOFmyjvWAjnDsK6l8CnObQcAS2GQ2AnZUIKYRVR3aLIOJ5BfEY8OzN2sjFxI9tTtnNszTFOnj/Jlv5bzIVTSnoKeYV5NA9tbuOohRBC1DX/qnBau3Yta9euJS0tDaPRaLFu8eLFVyUwIWqDdsGe/PJQL77dmcDbq48zvG2AFE2inFOD8scmE3S7D2J/hdMbIP0YbD4Gm98B9yBoPx4GvWCzUK8Hjbwb0ci7EbdG3EpBSQHvG97np5U/MfW2qeY+L370Ip/P+ZxmNzbj8VcfR1eqI0eXg4/Wx4aRCyGEqAtqXDjNmTOHuXPn0rlzZwIC5EOkqP/sNGru7BHGiHaBuDmW/y+z9sg5Dibn8EC/JjhqZWav655KBZ0mKktRNpyIgaO/Kz9zkyE7sbyvyQTHVykz9VU8YyWuGhd7F2bdPYtZd8+yaI89EgsmyHHO4YN/PgBg4TcLOf7YcTyDPdm9ZTeNvJUJiuJS42jg1gAPV5mKXgghxL8onBYuXMjSpUu58847rRGPELVWAxd782NdqYHZvx0mMbOIH3Yn8cQNzRnVPhC1Wr5IEICTJ7S7VVn0xXBmI7hUOKNx7jB8Ox40DtC4HzQfCs2HyQx918DW77ay76V97D6/m70FezmQeoBzZ89Rml9KVnIWfh7lN2C/+f6b2ff7Pprf2Zz+d/YnzD2MIMcgMg5n0KtDLyKbR8r9pIQQ4jpS48KppKSEnj17WiMWIeoMe42ap29sySt/xJKcXcT05fv5dNNpnh7aQqYvF5a0jhBxg2VbQRo0CIesM3BitbL8PgOCIpUCqt048AyxTbzXgY7NOtKxWUf0ej3R0dH0mtaLrQO2ciLxBI52juZ+6anpYIICpwK2Jm9la/JWipOKOfncSdTOanKzcnGxdwHg5UUvk5GVwY0Db6RHmx6427vb6vCEEEJYSY0Lp3vvvZdvvvmG559/3hrxCFEnqFQqhrcLYGCLhizeeoaFG04Rm5rLxMU76d3Uh+dGtKSFv3xwEpfQZCA8ug/OH4Wjf8CxPyF5NyTvUZagTubCSVtaAKU60GptHHT95eHsweg+oyu1x/0dx7HEY6Tp00g3phOXG8f23O2cDTqL1l1rLpoAFnywgNR/Uvlhyg806NUAL0cvvAu9OfPTGVq2bclXr36FWiVnp4QQoi6rVuE0c+ZM82Oj0cinn37KmjVraNeuHdqL/jGfN2/e1Y1QiFrMyV7DQwOa8r+uoXy47iRf7ohjy8l00vNKQEZdictRqaBhS2Xp+7gyjfmxP+HUWmjU29wt4uwv2L37BDQdBBFDodkQy2F/wmrUajUtG7WkJS3LGzsDj4DBaLDo26ZzG1BBQJMAiikmsziTuP1xJPyRwMnYk6hfKy+aOgzvQOb5TEY9OIq+PfsS5h5GsEsw/q7+MvRPCCFqsWoVTvv27bN43qFDBwAOHTpk0S4TRYjrlZeLPS+MbMWkXmH8fiCV3s3KP9jGxJ6jdaA7gZ5ONoxQ1Hpu/tB5krJU0KDwFKqSfIj9RVlQQXBnaHaDMgTQv61MdW4DGrXlhDCrP19tflygLyAuN47NAZv5veR3XD0tJwA5tvMYxenFREdFs1G9EYC8/XkkfpxIWPcwTm04Ze67cd9GIkIjCPAOsOLRCCGEqI5qFU7r16+3dhxC1AshXs482L+J+XlmQQnTv9uH3mBiXJcQpg5oQoCHFFCi+rY0e5bhHQKxOx0Dx1Yp94lK2qUsuxfBzCPlnQ2loPnXt+cTV4mL1oXW3q1pHdWaB6IeqLR+/qfz2XtoL4G9AzlnOEd8bjz7z+3HqDNSaii16Dts2DAKzxbScU5H2ndtT5hHGC65LpQkldCvaz96te11rQ5LCCGue/IvrBBWlFOkp22wBztOZ/LljniW70rkf11DmDqgKX7ujlfegRAqNaagThDWDQY+BznJ5RNKNAgrP9tkNMD8tuDbHJpFKYt3EzkbVQvdP+Z+GGPZVjiskO2PbUen15nbSvQlGEqUIYGFHoXsPreb3ed2kxGTQerXqQT3CCZxW/k092OnjcXH24dxt42jXaN2eDt6y0gQIYS4iqRwEsKKwn1c+O6+Hmw/lcG7a46z80wmX2yP59tdiUzoGsrDA5vi4+pg6zBFXeIRVOWQPlL3Q16KspxeD3/NUmbuazZEKaLCeoNWznbWVs6OzgyKHGTRZq+1pzijmKT0JDKNmcTnxROXG8cfR/6gqHERzVo3M/ct1BWy4qMVYIANrhuw97bHVeuK+qCarN1Z3DjsRubNkGuQhRDiv5DCSYhroEcTb7o37m4uoHbFZfH13/Hc36+xrUMT9UVgJ3hop3LD3ROrIX6bMt35zk+Vpe8TyhkrAKNRORMlZyPqhGCfYIIJpl3DdgA80vEReN2yT05+Dr1u7UVSfBLhIeGkFqWSr88ndU8qGWsycPEunwGwRF+CZ7AnngGe3PXGXbQKaUUj90Y0VDck3CccB3v5MkcIIaoihZMQ14hKpaJnUx96NPFm68kMjqTmWlzv9NH6k/Ro4k2n0AY2jFLUWSqVMkzPtzn0fBh0eXBm04VhfWug6eDyvsf/hFVPK21NB0NYH3CU6fPrsgDvALZ8u8X8vMRQQmJeItFu0WxsvZFePcuvhdp1dBdFaUUUZxbzW8pv/H72dwBSv0slIyaDqClR/PXxXwCUGkpZ+ttSenfsTURIhMz6J4S4rknhJMQ1plKp6N3Mx2LmvaNnc3nrr2MAdA334sH+Tegf4SvXJ4h/z8ENWgxXFpPJct3JtZCdALsXK4vaDoK7QtOB0GQQBHQA+YBcp9lr7Gni2YRHbn6ER25+xGJd2yZt+XLVl8SeicW/vT9xuXHE5caRlJ4EBvDw9DD3/efkP0wZMwU00G1JN5p4NaGReyOKjxbjpHNi1MBRdGvV7VofnhBC2IQUTkLUAi72dtzWOZif9yWz80wmO89k0rShK3f3DOPmTkE428v/quI/uLgAj3pJmcr85BplyTwNCduUZd3L8MheZWIJgNISsLO/9jELq3F3dueOG+6o1F46vJR9x/fh4VZeOMWlxOHU0AmjnZECYwEH0g9wIP0A8QvjydubR+zjsfz81s8AHEs4xsQZE2nZqiVTHphCsHMwRpPxmh2XEEJYm3waE6IWCPFy5s1b2jNjSASLt5zhm78TOJmWz3MrD/HmqqN8fW932gZ7XHlHQlSHvYtSOEXcoDzPPAOn1ilLdkJ50QTw4yRIPwFNBkDjARDWSzmbJeodO40dXVp2sWgbO2AsY8+NJb84n+TCZOJzlQkqlrVdxrHCY3Tv1N3cd/3u9excsZP9W/azp+keZZ/Y8eStT0ImTJs+jYdvfhgAo9GISqWSs+pCiDpFCichapEADyeeHd6KRwc144fdSSzdFkdhSSkR/uU30Dyfp8PH1V4+cIirxyscvCZDl8mWw/qMRojbAsXZkH4M/l5YPqyvyQBoMlC5Ga+o91wdXWnu2JzmXs0BuG/pfZX6NAttxsC7B1KkLqKhR0MS8hLQG/Uk7U2iOLGY5DuSzX2X/L6EByY8QGCHQO58/U7CPMIIcw/DIc+BtmFt8XT1vFaHJoQQ1SaFkxC1kJujlnt6h3NXzzDiMwpwsNMAYDSauGXhNhztNEzoFspNHYPwcNLaOFpRr1QsyNVqmLZfmWTi1HplmvOsuPJhfafWwT2ryvtnnrG8t5S4rgzqPIhBS8qnVC/WFfPtH9+S9UYW+w/t5+b+N5vX7T28l9KCUjJzMvnl1C/m9pMvnqQ4oZgXF73I7EmzATh06hBrdq6hT6c+dIzoiFol198JIWxDCichajGNWkVj3/KzTcfT8jiXW0yx3siLvx7mtT+PMKJdIBO6hdIxxFPOQomrz6kBtBqtLKBcD3VqPZzeAKHlw7QozIT3O4KrHzTuB+F9lcUz1CZhC9vTqDV4aby445Y70P7P8guelx5+iajeUSTmJmIXbKdMUJEdx/G842CCFk1amPt+vuJz3nvyPVxautDymZaEuocS5h5G4l+JBHoF8uD4B2ke0vxaH54Q4jokhZMQdUgLf3f+fmYwK/cl883fCRw7l8ePe5L4cU8SLfzdeG54K4vZ+oS46rwaK0uXyZbt54+CnQPkn4UDy5UFlDNQ4X2hwx0QKrOvCYWXmxej+4yu1G48b+R40nFC/csLbrVajWuwK47BjhQbijmedZxjmcc48t4RjEVGIjtFmgun9757j6VfL6Vrn66MGz+OMPcwQtxC0GrkzLwQ4r+z+fnuBQsWEB4ejqOjI5GRkWzevPmSfVesWMGQIUPw9fXF3d2dHj168Ndff13DaIWwPQ8nLXf1DGPV9D789GAPxnYKxsFOzdGzeThoy/+Xzi3WU2qQGa3ENdKoJzwVD3f9Bn0eU66DUmmUoX17lynXSJXJToTYX6Agw2bhitpJrVbTIrQFzvbO5rZ5j80jLzGPlFUp/D7mdz4a9BHT20+n042d8G/vT6925feoWrVuFft/388Pf/zAtPXTGP3LaDp/3RnPpp6Edg1l+5Ht5r75hfkYjfI3UghRfTY947R8+XKmT5/OggUL6NWrF5988glDhw4lNjaW0NDKwzs2bdrEkCFDePXVV/H09GTJkiWMHDmSv//+m44dO9rgCISwHZVKRWQjLyIbefHCiFb8FXuWzo3Kb5775qqj/HX4HDd3DGJsZDARfjITmrAyrWP5ED2A4lxI2AFnNioz8pU5+rtyA16Ahq0hvA+E9YZGvcDZ69rHLeoErVpLI/dGNHJvRN/gvty74t5KfcaNHodGo8EhzAGNl4b43Hhys3PJOZVDzqkcGniW/42c8MQE/lj0B81vas6IB0fQyKMRYe5hFJ4ppGe7ngT5Bl3LwxNC1AE2LZzmzZvH5MmTufde5Y/f/Pnz+euvv/j444957bXXKvWfP3++xfNXX32VX375hd9++00KJ3Fd83DWclvnEPNzk8nE1pMZnM/T8cmm03yy6TRtgzy4qWMQI9oF4OfuaMNoxXXD0R0iopSlIq0zNGwFabGQdlhZ/l4IqMCvNdy2zHJKdCGq6e7hd3P38LvNz00mE0nZSUQHRHPw5EGa+jU1rzt98jRGnZFMQyZ/xv0JgKHQwJGpRwA4mHiQNsFtAPhq1VfEJ8czqOcgIptHolXL0D8hrkc2K5xKSkrYs2cPTz/9tEV7VFQU27Ztq9Y+jEYjeXl5eHld+htKnU6HTqczP8/NzQVAr9ej1+v/ReRXV1kMtSGW+uh6zu/vD/Vg4/F0VuxLZsPxdA4m53AwOYeX/4jlpvYBvDm27X9+jes5v9dCvc1vuwnKUnAeVcJ2VPFbUMdvRZV+DNP5Y5Q6+cCFY1b/vQCy4jE16okppAe4NrxqYdTb/NYStSW//q7+3DPyHgBMBhN6gxLP1h+38nfs32Srssl1yCUhL4F/Yv/hlOcpjCYjjX0am2N/8703ObjqIO/f/D6BowMJcg0iUBvI0W+P0rx5c956/C1c7F2u6XHVlvzWV5Jf66pN+a1JDCqTqeJNO66dlJQUgoKC2Lp1Kz179jS3v/rqq3zxxRccO3bsMlsr3nrrLV5//XWOHDlCw4ZV/2M6e/Zs5syZU6n9m2++wdnZuYothKh/8vWwN13F3gw1Z/JUDA4yMjJUGdtfaoR9GSraNDDhJNPFCBty0OfgXpTIefc25rZ+R1/AsyjO/DzfwZ901+ZkujQn3bU5RfY+Mv25uOryivNwcywf3vzKslc4uucoPqN8cIlUCqSi+CJOvXgKjZuG75Z9h1alnIV689s3SU5IJnJwJB3adsBH7YOPxgd7lb1NjkUIcXmFhYVMmDCBnJwc3N3dL9vX5h+TLp4+2WQyVWtK5W+//ZbZs2fzyy+/XLJoApg1axYzZ840P8/NzSUkJISoqKgrJuda0Ov1xMTEMGTIELRaOfV/tUl+y9124WdydhFajZqGbg4ArD92nq/+3odWo6JHYy+iWvkxuIUv3q4OV9yn5Ne6JL+gagKGC2ekSIvFVXcWV91ZwjI2YnILoPSRA+WFU24KuPlDNe/zI/m1rvqU32HDhgFgNBk5X3SeuNw4dh7ayYrxK9CjZ/Tw8hkC73v2PtIOp2Fob+B44XEAihOLSZiXgH8Lf46uP4qdWvn4dSr5FEG+QTja13z4dH3Kb20k+bWu2pTfstFo1WGzwsnHxweNRsPZs2ct2tPS0vDz87vstsuXL2fy5Mn88MMPDB48+LJ9HRwccHCo/AFQq9Xa/BdVUW2Lp76R/JYL87XMg0mlpllDV06k5bPpRAabTmTwwq/QOcyLG1v7c1PHILxcLv9NqeTXuq7r/LYZrSwARVmQ8DfEb4X4bah8mqG1v/DeNBrh8/6ACUK6Q6MeENoDAjqAnbx/bam+5TfYPphgj2B6h/Rm5tCZldY/9cxTbNu1Df+e/uS65hKXE0fc2ThKskrITs/GycHJ3HfATQM4d+gcnR/vTPeo7oR5hOFt9EafrKdPpz40D73y/anqW35rG8mvddWG/Nbk9W1WONnb2xMZGUlMTAxjxowxt8fExDB6dOV7O5T59ttvueeee/j2228ZPnz4tQhViHrthtb+3NDan5Np+fx1+Cx/HT7LgaQcdp7JZOeZTPpG+JgLp+zCEtwdtajVMjRK2IBTA2h+o7IAVBxpnpsM+iIoLYLjfyoLgJ0jBEVC+/HQaeK1j1lcd2ZOmMnMCZYFVfKQZNaPWE9ecZ5Fe+65XEwGExn2GaxPXA+JkLsnl4QPEnBt7EreqfL+j817DEd7R0beMJL24e2xs/2gISGuOzb9v27mzJnceeeddO7cmR49evDpp5+SkJDAAw88ACjD7JKTk1m2bBmgFE0TJ07kvffeo3v37uazVU5OTnh4eNjsOISoD5o2dKVpw6Y8NKApSVmFrD58joPJOTRtWD7O/5mfD7LzTCYDmjdkUMuGdAvztF3AQlQc1u0ZArMSIfUfSNgO8duVn0WZyhmqkK7lfYuyYc2LqIK64l6YqZzJsvOVa6WE1QR5B3HHjXdUas9JymHfiX0U2BeQokshLjeOdSfWcb7hefwaWY6+WfDaAorTi/n22W9xaeaCv7M/ulgdryx7hd69ezNvxrxrdThCXLdsWjiNGzeOjIwM5s6dS2pqKm3atCE6OppGjRoBkJqaSkJCgrn/J598QmlpKQ899BAPPfSQuf2uu+5i6dKl1zp8Ieqt4AbO3NM73KLNaDSxLyGb9PwSftiTxA97ktBqVIS5qEl0PcOAln60DpQvMIQNabQQ3FlZej6inJFKP67cSyqwQ3m/pF2wZyl2e5YyAODYc8oU6e5B4B4I3R+E5kOVvro85Ya9HkHg4C7Flbiq7DR2dGnRxaLtmW7PwMtQaig1txmMBiK6RpByJgWfEB+KKOJs4VnSj6ZzdsVZ0tLSLAqn0C6h2DvYM+GpCXRq2Ykw9zBCXELwdvG+ZscmRH1k8/O8U6dOZerUqVWuu7gY2rBhg/UDEkJUSa1WsfGJAeyKy2Td0TTWHjlHXEYhJ3LVvB1zgvXH0/npwfIZMrMLS/B0llmkhA2pVODbXFkq8giGHg9jTPgb/bmjOJTmgb4QMk4oS/vx5X0T/4avxiqP7V3Li6uyny1HQEB7Zb3RqLymFFfiKrDTlH9E06g1/PPHP4AyiVa2LpuTmSdZkLCAhLsSaNmmpblvXmEeiXsSwQTfn/6enzN/BiAjJoPzv5yn203d2PLlFnP/tbvXEtkiEk9Xz2tzYELUYTYvnIQQdYe9nZpeTX3o1dSH50e04nhqNp/8soksB3+6Nyn/JjOnUE/ky2to6utKjybe9GjiTfdwbzyc5QJbUQs0bAk3vIJBr2dVdDTDogaiLUxTrpPKSVYmlihTUqBcW1WUBSX5kH5MWcp4NS4vnE6tg+W3g1uAUlS5BYB7ALgFKs+DuyhnroT4D1QqFQ0cG9DBtwM3tbuJYU8Ps7i4Xa1S89YXb3Hw2EGadm1KfF488bnxpKSmUJpfitFkNPct1BUyuPtgMEK/T/rRIqwFYR5hqM6qcChwYHC3wbRp3KaqMIS4LknhJIT418J9XOgbYGLYsI4W/3AfSM7GYDRx7Fwex87lsXRbHCoVtApwp0djb27qGESbIBnWJ2oJO0fwbqIsF2s1WllKCiA3VSmuzEsq+Ff4UJmbDKXFkHVGWS425pPys1mnN8Lq5y4UWP5KceXmrxRbbv5KQebgap3jFfWai5MLj9/5eKX29CHpbDuwDU8PT3Pb4dOH0ThoMJYaSbdLZ2vKVrambCX161QyYjLoMr4LO7/dCUCJvoSRD46kVYtW3PG/O2jm2wx3e9vf1kWIa0kKJyHEVdenmS97nhvM32cy2X4qg22n0jl1voDDKbkcTsmlaUNXc+GUlFXIvoRsuoR54e9R83uZCHFN2LuAT1NluZT2/4PG/coLrLxU5XFeivLTq3F536w4OHtAWaoy5lNoP055nPA3bHv/QmF1obhy9S9/7uQF6urdu0pcv3w8fBjVZ5RFW5eWXSjJK+HM2TNka7KVqdNz4/g+8Ht0wTpat25t7rvzyE5WL1pNjF0MMd4xqNQqvBy9KN5YTElCCXdMuIPHJjx2rQ9LiGtKCichhFV4uzowrG0Aw9oGAJCWW8z20xnsOJ1Br6Y+5n4xseeY81ssACFeTnRp5EVkWAM6hjQgws8VO418IBR1hJ09NAhTliuJuAEm/KAUVXlnlZv35qUqj/POKkP8ypw/Ckd/v/S+bv4M2l24xXXyHti77EJh5Wf507WhMoGGEBWo1WqaBCpnWyP9IgF4bGnlAsjezp7OYzqTU5CDn4sfaUVpZBZnEr8tnrx/8mjWtpm57+6ju+nbvy9+Tfy4f979NPZsTCP3RnirvGncsDFqKfRFHSWFkxDimmjo7sjoDkGM7mB5jYergx1tgtyJTcklMbOIxMxkVuxLBsDZXsMPD/Qwz9ZXajBKISXqh7KzRdUR2h2GvV1eVOWfhbxzSqFVmA6uFaatPnsQ9iy99L5u/QJa36Q8TtkPh35Stnf1Uwqrsp9ODWSSC2Gha6uu7Fqxy/y8QF9AfG48P5T+wO7duxl7w1jzui37t1B0rohUdSpfH/3a3B7/XjwFsQXcP/d+Fjy5AIC0rDTW7V5Hnw59CPKVawBF7SaFkxDCpm7tHMKtnUPIK9azLyGbXXGZ7EvIZn9iNoUlpYT7uJj7vhp9lL8On6VdsAdtgz1oF+RJ2yAPmXRC1G9VzQxYprQEVBW+TAhoD/2eLi+uyn4WpIGxFJy9yvum7FOGAFZFrYVblyqzBoJyf6zDKy8UVr7g0lApsFx8pci6TrloXWjl3YoXJ78Iky3XjRsyDqefnEjISsCzlSdxuXHE58Zz8vxJjDojvr6+5r4/rfuJqbdMxb6hPT0/6Ekj90aEuYeRtSeLhs4NuSXqFpqHXOL9L8Q1JoWTEKJWcHPU0jfCl74Ryj+oBqOJxMxCnO3L/0ztS8wiObuI5Owi/jx01twe6uVM22AP5t3WHgc7zTWPXQibsbtoyv/AjspyMaNRuRmwfYUJJxq2gu4PQf65C0ua8rM4G4x6cKxw4X/yHthyiRusqu3gtmXQYrjyPGUfHFqB2smb4MwUVKedwN1fKbJcfGS44HUgwDuA+2++v1J74dBCth/eTsvw8unTM7IzsPe0x97fnvSidNKL0tlzbg8n3jyBLklHwacFvDrlVQCit0bzxoI36Ni5I7f/73bC3MPwcfJBJYW7uEakcBJC1EoatYqwCmebAL64pyuHk3M5mJzNgaQcDibnEJ9RSEJmISWlRouiaeb3+8kqKKFVoDutAjxoEeBGmLcLGrX8AyuuQ2q1UrRUFNpNWS5WqlOKqIr9fVtA1/uVwqrgvLK+IA2Kc5QzWQ4Vi6y9sO19NEAkQPwnlvsf9xW0HKk8TtwF/3yrnL1y9i4vrlx8wdlHOZsl18PUG86OzgyKHGTR9tzk53hu8nNkFmSSUpRCXG4ccTlxLGyzkGT7ZHq2L78/4O8bfmfTN5vYe2Ava73WAsqZr7OfncVZ48xbr7zF8G5KAW80GuVaKnHVSeEkhKgz3B215vtClckuLOFQci65xXqLvptPpHM+T8f6Y+fNbQ52apr5udIlzIsXR7ZGCFEFOwfwDLFsa9RTWS5WqlMKKefy/yfxaw3dH8KYf470+CP4OoGqMF3pZzIqxVCZs//A7kWXjqXiNVlxW2DnZ0ph5exz4ad3+fMGjZTZD0Wd5OXihZeLF218lCn+H/7z4Up9unfszoHxB9D4aXB2dSalIIX8knwStydi1BkpeLHA3HfmOzP5+LWPaTagGeMeH6cMAfQIwz7Xng5NO+BoL7O4ipqTwkkIUad5OtvTu5nlN+kmk4mFd0QSm5pLbEousSk5HDuXR7HeyKHkXFzsLf/0jfhgMw52Gpr6utK0oStN/Vxp6utKkKcTajlDJcSl2TmAR7BlW2h3CO2OQa9ne3Q0w4ZduEGr0ajcSLji/akCOkLfJ5WiqjAdCi4UWAXpypBBl/JrYUg7ArErLx3LbcuUe24BnFgDm966UFh5Kz/Niw8EdlDOcok6ZeKwiUwcNtH8vMRQQlx2HN+VfseBwwfo276ved3hI4cpySohNTuV749/Dyj/NhyZegRTiYmfNv3EmJ5jANi0bxPHE47Tt1NfmgU3k6F/4pKkcBJC1DsqlYrIRg2IbFT+zXbZNVNHz+bhoC0fvpGvK+VQci4Ae+KzLPbjpNUwsn0Ab97S3twWm5JLsJcT7o5ynYYQNaJWK0VMRcGRylIVgx6o8AG2UU+48XWlqCorsgozyn9WLLKyzkDijkvHctuX0OrCPY1if4HoJ8oLK6cGFYosL4i4sfzmyPoi5Sybo4dMiFEL2GvsifCO4IV7X6i0bskbS9hw2wZyVDkYfA3E5cZxPPk4sYZYTEYT7SPK/66/9vFrrPpsFQ36NaDF/S0Icw8j1DWULd9vYUf8DmbcNYOGHlJoCymchBDXibJrpi6+bsrRTs2f0/pwMi2fE2n5nErL50RaHmfSCyjSGyz66koNDP9gMyYT+Lg60NjHhVBvZ8K8nWnk7ULLAHeaNnRFCHEVXDyJhF9rZamOZlHKGajCjAtLZnmBVZgB7hWmvS6bFCP/XNX78gwtL5yO/gE/TQaV5kKB5aXcgNjZG5wbQOQ95YVgfhqcP1ahj5dyhk5cE8G+wdxx4x2V2kvHl/LPqX8I8w4ztzk5OeHU0AnHQEfySvI4mH6QfXH7OPrNUbZ+s5VJt00yF06Pv/s4m7dsZsCwAYy4cQRh7mEEuASgUcvERNcDKZyEENc1O42algHutAxwt2gvNRiJzyxEU+Fb5bRcHT6uDpzP05Geryw74zLN68d2Cuad25RvMXWlBmZ+/w8hDZwJ8XK68NOZQE9HmflPCGtr0EhZqqPtrRDSVSmuKhZaRReeNwgv71uco/w0GZSzXoXplvuKGFr++MwmpciqSOusFFFODWDQCxARpbSnn4RjfyjtVS1ap5odv7gkO40dkRGWZzlXvLcC3gOdQUdCbgLxufHsObaHz/p+hq5ER+OGjc19//zzT2JjYolXx/OH3R8AaIo1nH7lNA0bNWTHnzvwcVWGjxcUFeDiJNfd1SdSOAkhRBXsNGqa+FqePQrxcmbXs4PJK9YTl17I6fR8EjIKicsoJCGzgDZB5cVXclYRfxxIrbRflQr83By5o3soDw9sBkBJqZGtJ9MJ9HQi0NMRNxkGKMS14+SpLNXRZTJ0uP1CUZVZ+adfq/K+Gi34RFxYn6UUW/pCZclNAkNJed/U/RBTebiZ2egF0PF25XHSHtj8DhoHD1qnZqLeckQZAunUABw9wb9N9W+uLCw4aBxo1qAZzRo0o19gP1oUtWDYsGHYqcs/Lk+8fSJrgtfg3dkbnaeO+Nx4clJyyEvMoyivCA8nD3PfHjf34MiWI0ROjmTQLYMIcw8j0DEQ43kjvdv1poFbg6rCELWYFE5CCFFDbo5a2l64Ce+luDtpeW54SxIzC0nKKiIxq5DEzCKK9AbO5hajN5jMfZOzi5i0dFf5/h3s8PdwxM/dgdJcNQ5H0rixnTK0qNRgJF9XioeTVi5gFsIWtI6gDQT3wMv3azW6fLIKoxFK8sqLqKJM8C+/xgb3QGg3/sK6ixaTwbKwyzoDx/5ADTQF2LjK8nVHfwQdLwxRO7kGfpikFFROHhd+epb/bDWmfGhhUTZknFTWOXooy8X3CRM8dddTPHXXU+bnBqOB46nHiY6I5mzmWbQVhpimxKVQml9Kij6FX0/9CkBRXBGnZp/Czt2OgswC7DVKjj/64SNK9CVE9Y6iZUhL1CqZSr02ksJJCCGswMfVgXv7NLZoM5lMZBSUkJRVhLdL+QeSohIDrQLcSc4uIqdIT56ulLwL11yBmi6puebCKT6zkEHvbMTeTo2fuwP+7o40dHfEz82Rhu4OdA33olNoA/PrmUzIzIBC2JpaXV6MEF55/aWmezeZQJdneW1UYEcY8S6G/AxOx+6lSaAXal2OUvgUZ4NbQHnfwizQ5SpLThVx+bYoL5ySdsHXt1iu1zqXF1L9noA2Y5X2rDjY/82FY/IsP7ayxcUX7J2rmZy6TaPW0DKoJS1vb1lp3dEdR9nyzxb0HnoyySQuN44dCTuIc47DNdDVXDQBzJ0zl7TDaQQ/EIxfLz9C3UNpUNiAxJhEOnboyOsPvy5fltUCUjgJIcQ1olKp8HF1wMfV8gLxVoHuRE/rA0CBrpTUnGLO5hSTlJnPpt0H6FnhvlXpeTpAGd6XmFlEYmaRxb6mD25mLpxOnc9n6Hubza/p42qPd4XHXcK8aB/iCYDRaMJgMqHVyLecQtQaKhU4Wl5/iXcT8G6CUa8nNieasGHDUGsvMby3xTB4eI9SUJUVVkVZ5c/92lj29whR2kvylOdlQwvzUpQZBcukn4CNb1w67htehR4PKY9T/4GVD11UXLmXPw7rDQEXzr7pi5XXcvRUbqqsqdsfU308fLip702WjX3A+KyRtJw0i+aAsAAKcwpxDnJGZ9BxIusEObtySFycyN/N/uaNR8rz3XNcTwrzCxk7ZSw9O/Uk3D2cYLdgi0JMWEfdfkcKIUQ94+Jgp9xLqqErer0HTmf/oXOFadW7Nfbm6Es3cj5Px7ncYs7l6jibW0xabjHn83S0D/Y0903L06E3mEjNKSY1p7jSa80YHGEunE6ezyfq3U24O9rh7eqAl4s9Xi72eLvY4+lsT99mPvRsqlzwXFJqJDm7iAbOWtwctWjkjJYQtZO9C/g0rV7fZkNgxiHlsaFUOUtVnKMUWcU5yvVaZdz8ocu9F4qxnAr9LmzjWGEYc/55OHfw0q97w6vlhdPZg7BocPk6rYtSZDlcKLS63Avtx13YbxrsXaa0l60393VXZjqspTdEVqvV+DewvA5t/+/7ASg1lpKSn0JcbhxrHdYSnRJNw0DLqdD3xOyhJKuEvMg8vs9R7lGVvz+fc9+eo03fNuz8fqe57+nk04QFhKFWy5diV4MUTkIIUcc4ajWEeCmz9F1O1zAvtj090GIWwPT8EvPPipNZZOQrF6rnFpeSW1zKmfQCi3252GvMhdOZ9AJumL8JUL4Q93DS4umkxcPZngbOWkZ3CGRMR+WmqHnFev46fA4PJ63F4u5kh5NWI0NPhKiNNHbK9OnOXlWv928Lw9+59Pam8ms4CewId/xUXlSVLWWFWcMKQ9xKi8DeFUrylef6AmXJuzDRTtk1YwBZ8bDupUvH0PdJGPis8jjjFHw3obyouvhno17lQyVLdXD+KGicsS/NU+4ndqkzelZgp7Yj1D2UUPdQ+o7vy5zxcyzWG41GZsyZwaHYQzTt0ZSzhrPE5cZxPvk8ReeKyDifYdG/VftW6PP1DHh9AB07diTMIwyXAhccCx3p06EPQb5BiOqTwkkIIeopO436wkx9V57KuFu4F3ufH0JmgY6M/BIyC0pILyghu6CEzMISOlU465WvK8XFXkNBiQGTCbIL9WQX6iGjEIDI0PK+SVlFPP7DP1XHp1YxtX8TZkY1B+B8no4XfjmEm6Mdbo5ai5/ujmVn4twAZWihrtSIo1YtxZcQtU3F/yddvKHp4Ev3rSi8LzyTXOGMV7ZScOlylZ8ViywnT2USjIrrzQVZruUQx8JMpRi6lL5PlhdOWfHwSV+0wFCAgw+BnRM4uCn7jLwbej6i9C3Kgg1vKOvK1ju4KQWZgzt4BIPH1S1M1Go1rz/yukWbyWTiRN8TrB+/HhfX8rNsOQU5lGSXYDKYSLZL5lyccq+y9FXpnP3uLI36NCJuU5y5/5Q5U2gU3Iibh91MM79maNUyw+vFpHASQgiBWq0yD89r2vDyfSMbNeDw3BspKTWSU6Qnu7CE7CI9WQXKz9aB5R9YtBoVfSN8ySnSk1ukN/8sNZooNVpeU5Wer+PPQ2cv+br39W3MM8OUD06pucX0en0dahW4OigFlouDBhcHO1wd7LihtT93dFfu41NUYmDJtjO4OtjhbG+Hq4MGZ3s7HDWQVABnc4sJ8VY+IBiNJnKK9Gjt1NipVdhr1DK5hhDX2pXOeAH4NFNmELwUo7H8sW8ETPzFssjS5SoTbxTnQFCn8r6GEnD1x6TLQ6W/cOa9tEhZCtKUbcvkn4e/P750DN0egKEXrk3KOwcfdLpQVF1caLlBeH9od+uF1yuBo79Z9i1b7N0qXfulUqmICI4gIjjCot3DxYP8gnz+Pvw3Kl8VcTlxxOXG8ceWP8j0zCS0Sai5b15hHp/P+RxM8NX8r3Bs4EiwWzCmwybyjuQxYugInrzjyUsf63XC5oXTggULeOutt0hNTaV169bMnz+fPn36XLL/xo0bmTlzJocPHyYwMJAnn3ySBx544BpGLIQQAsDeTo2vmwO+bg6X7NO0oRvL7ulq0WYymSjSG8gtKsVRW144+bo5MHd0a/KKS8kt1is/i5SfecV6GnmXD03MLy4FwGgqH15YUXM/N/PjrMIS3lx17BIR2pHocJrXxyrXWOQU6en4UoxFD41aZS6iRnUI5JUxbQHlJsfD39+irLtQaNlp1Gg1KuzUarqGe/HQgPLrS5768QBqtcq83k6jMm/TxNeF0R3Kv5n+bmcCpgqvbadR9q9Rq/BxtSeyUfkHyn8Ss5W+KmW9nUZl3s5Jq6Ghu2N53nSlqFWgVqnM+5MzdqJeqnhNj6MHNO5fve3828DjxyjV6/nzj98YOrA3WkNRecHlXmHWQkd36D2zQhF24WfZTIaufuV9dXnKEMSSfMir4nW1LuWFU1EW/HjPpWPseCeM/lB5rC+Gb26rXGBdWJx9WzCg0wClb7AJMk8z+92HYIEbespzdC7zHC0GtOB86nncvN0oNhQTnxtPyvoUMtdlUqoqNRdOhcWFhLQLwS/Uj/teuo8IvwjCPMIIcQ3BzcHt4mjrFZsWTsuXL2f69OksWLCAXr168cknnzB06FBiY2MJDQ2t1P/MmTMMGzaMKVOm8NVXX7F161amTp2Kr68vY8eOtcERCCGEqCmVSoWzvXL2pyIfVwcm9gir1j4i/Fw5POcG8nVKUZWvM1CgKyVfV0p+cSlNGpbfvFirUXNrZDAFJaUUVOynKyUvvxBPp/LhKHqDsdJrGYwmDBeGBlZcrzeYOJmWf8kYXR3Lj89oNLF8d+Il+w5s0dCicHrx18PoSivHAtC9sRff3dfD/PzuJTvJKtRX2bd9sAe/PNzb/PyGdzeRnG05E6NaBXZqNRH+rvz+SPkXl7ct3E5CZiEatQq1WumjVinFXKCnE0snlRfET/14gDMZBebiTa1WocZE+nk1G4sPMW9cR3Pfj9af5Ex6gXlf6rJtVCqc7DU8dWMLc98Ve5OIyyhEo1IpBZ+6rK9S/FWc8n/zifMkZRWZ16lVStxlj4e28cfuwhnOQ8k5pOUVoyrrp1IKT9WFx50aNTCfDU3KKiSrQI+qbL8X9qlCeS838nY2980p1JNfUl6cqirEokK5v1vZZColpUYMRhMqFZX6KW1S0NqaSaVRbiysvcRpeDd/GPxi9XbWoBE8svdCYZVXXoiV5CuPAzpUeGGjct2Vue+FxaDMqoq2wvBrXR6c2Xjp1203Xpm5EJTrtz4oP7umVWvNBVZTB3eOzBoPg1/EZDKRVphG3LoXWdHrFFtdEhnevhEc/hkc3Nh+4jiZJzLJis/i82OfozquvFdTv04lb3ceYx8cyzevfANAib6EbYe20b11dxztHSuFV9fYtHCaN28ekydP5t577wVg/vz5/PXXX3z88ce89tprlfovXLiQ0NBQ5s+fD0DLli3ZvXs3b7/9thROQghxHVGpVLg42OHiYIef++X/MfZ1c+CtW9tXatfr9URHRzNsSDNzW0N3R069OoySUiN6o5FSgwm9wXhhMeFirzH3dbRT8+2U7pRe6FdiUH6WGpW+gZ7lcZmAJ29srqw3GNEblZ+lRhOlBhMRfq4VQ2NIKz90Fz5Y6y/s12BSCrgIP8tvdAM9nXBxsMNwYfij4cK+DUYTjlqNRd9SY+VizGjCHHtF5/OVGRurcnFRdzA5h9jU3Cp6qjmrT7doWX80jd3xWVXu19XBzqJw+nlfMptPpFfZV63ConD6akc8fx0+V2VfgKMv3YjdhXR8vvk0K/enXLLv/heG4OmsTO28YMMpvvk74ZJ9tz090Hwd4fvrTrBoy5lL9l37WD+a+Cq/6/fXnuDD9Scv2fe3h3ubb7L9ycZTvBNzHLUKVCjFHSowlmp4ft86lkzqSuSF6xC/25lQqa/qQhGnUsFbt7Sne2PlFgfRB1N5e/Uxi4JNfaFgU6tUPDe8pXlSmE3Hz1fY74V9XthGhYqHBzalb4QvAHviM5kXc9y8L8u+MLFnGAOaK8VIbEou89ccN++nLE4VSuexnYIY2EI5cxOXXsB7a0+gQjl+c/8L+76htT+DWip9U3OK+GDdScrKT9VF/Xs382VIK6VvZkEJH60/aVG0Go1GTserOfTXcbo29jH3zdeVsnDDqQr7VB6Ubdsm0IPBF/rqSg18tum0RRGsUrmiwg2VKpCmvq4M7qD0NRpNLN58urxfs48sYg/1cmZQM0/Q5YNazTd/J2AwmbAzFBHS/nW0pQXYl+ZjX5qPh7qYYGeDUpAFdWLlvmRKDEYcSrIYpnFGa1CuR8WoV27GXJSpPPdrxV+Hz1KsN6Ax6hmx51u6qYFOQEEq/BANQEsdzJneiV3a5vj6BJGuSyIn5wBxqTpKskowxG8j5+Mb8PD05u+MIgY8shK1o5r+i2+goUsI4SUlFJ0uobFHhSGSdYTNCqeSkhL27NnD008/bdEeFRXFtm3bqtxm+/btREVFWbTdcMMNLFq0CL1ej7aKWU90Oh06nc78PDdX+cOu1+vR66v+hu5aKouhNsRSH0l+rUvya12SX+u6XH7tVCgfsjUqQHNhoVL/zqHulbat6jUApvRqVO2+797attp9Vz7Yvdp9183oY1FglRVjBqMJtcqy78cTOlCsN5j7GStsZ2+ntuj71A3NyLlw7VrZPcFK9AYOHT5Mx3ZNLPr+r0sw/SN8MJlMGEzl9xAzGk3YaVQWfQc29yG0gRNGkwmjyYTBiPL4wpmain3bBrpTajBeWA+GCzeANl3Y1mgoRY9S8AV5OtIuyB2jSTmjqPTB/DpGg8G8b1d7NQEejubXNaH0U/aNst+yOExG7O3U5ptPGy/st4yhtLyvwWC47O/NUGG/On0pJVWegVRRZCilpMJnmtyiEs7n6aroqygsLjH3zcwv5vT5gkv2zSooNvc9n1vEP4nZl+ybllNo7nsuu4itJzMu2XdAcx/0eqXQO5dTyOrYSxe87QLd6NPEy9z3533Jl+wb6OFI36ZK3/M5RZcteB3t1PRvpvTNyCu8RMGrZl1KHLpSo7lvdn7xZQveWyOD6Hehb0GxnrdXH79k3+Ft/c199QYjL/9x5JJ9B7XwVY7NXvmb8+Kv29Gbv+ywHKXVs7EXX9zW2fz8hVfWmYczT+Nz1BhxoRgXiugcYMf80eGgy8Pk7M0Lyw5xLk+HAyUk2w3HlWLcVIW4UExDex1tfDQE6PJ4tnEfBh0bzcEthWgp5YRjNPEj1Gzt7UErj2w8zu2Ac3AsRYXaXoXWR0taSSJpJYkcAuK/ieeeEfa14t+3msSgMplMpit3u/pSUlIICgpi69at9OxZfrfsV199lS+++IJjxyqPR4+IiODuu+/mmWeeMbdt27aNXr16kZKSQkBAQKVtZs+ezZw5cyq1f/PNNzg7Xx93tRZCCCGE7ZQVT2VnJQBKjWC4UHyZuLBceAzgpIGyuVOKS6HQUD7Ld8W+JqCBPZSdDM3XQ05JeR9AKRcv9G/oBM4XvjbPKYHzRWBCZRFD2WsEOZtwv3BP1WwdJBaoLF7f/Bho5GrC68Lljlk6OJWrMh+L6cJ/ykq/cDcTfk7l+z2crap0bGWPm7ibCHYpj3dP+oUYLnp9gCZuJhpf+C4jtwS2nSuLQWWOwdzX3UQLT5M5Z+tS1BaxVtxvYzcT7b2VZ0WlEJ146b7hbia6+CrPSgywIk5dnocKMXMhZ739lWcGE3x9svyao4qfzk1AiIuJQUHljUuPq6l4ktjy9wbDQo0WfXWG8tet2N/PCW4Ot+ybX6GOKI9dhY+jiQlNy/t+cVxNVokKlclIQ1M6LhThTBFOpmIa2hUy2K8QO0MRuXZezE0OIduhBKNdGj3t/uL3788w4/ZnCA4sP+NvK4WFhUyYMIGcnBzc3S//ZZjNJ4e4eAyvyWS67LjeqvpX1V5m1qxZzJw50/w8NzeXkJAQoqKirpica0Gv1xMTE8OQIUOqPGMm/hvJr3VJfq1L8mtdkl/rkvxa1/Wa3//VoO/4GvS97aLnl8tvTS4OuakGfUfWoO+wYXWr728Wz+bw6r215/1bNhqtOmxWOPn4+KDRaDh71nLq2bS0NPz8/Krcxt/fv8r+dnZ2eHt7V7mNg4MDDg6VZ3zSarU2/0VVVNviqW8kv9Yl+bUuya91SX6tS/JrXZJf65L8WldtyG9NXl995S7WYW9vT2RkJDExltO+xsTEWAzdq6hHjx6V+q9evZrOnTvbPOlCCCGEEEKI+stmhRPAzJkz+fzzz1m8eDFHjhxhxowZJCQkmO/LNGvWLCZOnGju/8ADDxAfH8/MmTM5cuQIixcvZtGiRTz++OO2OgQhhBBCCCHEdcCm1ziNGzeOjIwM5s6dS2pqKm3atCE6OppGjZSZh1JTU0lIKJ8RJTw8nOjoaGbMmMFHH31EYGAg77//vkxFLoQQQgghhLAqm08OMXXqVKZOnVrluqVLl1Zq69evH3v37rVyVEIIIYQQQghRzuaF07VWNgtfTWbQsCa9Xk9hYSG5ublynZYVSH6tS/JrXZJf65L8Wpfk17okv9Yl+bWu2pTfspqgOndouu4Kp7y8PABCQkJsHIkQQgghhBCiNsjLy8PDw+OyfWx2A1xbMRqNpKSk4Obmdtn7RV0rZfeVSkxMrBX3lapvJL/WJfm1LsmvdUl+rUvya12SX+uS/FpXbcqvyWQiLy+PwMBA1OrLz5t33Z1xUqvVBAcH2zqMStzd3W3+xqnPJL/WJfm1LsmvdUl+rUvya12SX+uS/FpXbcnvlc40lbHpdORCCCGEEEIIURdI4SSEEEIIIYQQVyCFk405ODjw4osv4uDgYOtQ6iXJr3VJfq1L8mtdkl/rkvxal+TXuiS/1lVX83vdTQ4hhBBCCCGEEDUlZ5yEEEIIIYQQ4gqkcBJCCCGEEEKIK5DCSQghhBBCCCGuQAonIYQQQgghhLgCKZxsaMGCBYSHh+Po6EhkZCSbN2+2dUh10muvvUaXLl1wc3OjYcOG3HTTTRw7dsyiz913341KpbJYunfvbqOI65bZs2dXyp2/v795vclkYvbs2QQGBuLk5ET//v05fPiwDSOuW8LCwirlV6VS8dBDDwHy3q2pTZs2MXLkSAIDA1GpVKxcudJifXXerzqdjkceeQQfHx9cXFwYNWoUSUlJ1/Aoaq/L5Vev1/PUU0/Rtm1bXFxcCAwMZOLEiaSkpFjso3///pXe0+PHj7/GR1I7Xen9W52/B/L+vbQr5beqv8UqlYq33nrL3Efev5dWnc9jdf1vsBRONrJ8+XKmT5/Os88+y759++jTpw9Dhw4lISHB1qHVORs3buShhx5ix44dxMTEUFpaSlRUFAUFBRb9brzxRlJTU81LdHS0jSKue1q3bm2Ru4MHD5rXvfnmm8ybN48PP/yQXbt24e/vz5AhQ8jLy7NhxHXHrl27LHIbExMDwK233mruI+/d6isoKKB9+/Z8+OGHVa6vzvt1+vTp/Pzzz3z33Xds2bKF/Px8RowYgcFguFaHUWtdLr+FhYXs3buX559/nr1797JixQqOHz/OqFGjKvWdMmWKxXv6k08+uRbh13pXev/Clf8eyPv30q6U34p5TU1NZfHixahUKsaOHWvRT96/VavO57E6/zfYJGyia9eupgceeMCirUWLFqann37aRhHVH2lpaSbAtHHjRnPbXXfdZRo9erTtgqrDXnzxRVP79u2rXGc0Gk3+/v6m119/3dxWXFxs8vDwMC1cuPAaRVi/TJs2zdSkSROT0Wg0mUzy3v0vANPPP/9sfl6d92t2drZJq9WavvvuO3Of5ORkk1qtNq1ateqaxV4XXJzfquzcudMEmOLj481t/fr1M02bNs26wdUDVeX3Sn8P5P1bfdV5/44ePdo0cOBAizZ5/1bfxZ/H6sPfcBeCbAAACUFJREFUYDnjZAMlJSXs2bOHqKgoi/aoqCi2bdtmo6jqj5ycHAC8vLws2jds2EDDhg2JiIhgypQppKWl2SK8OunEiRMEBgYSHh7O+PHjOX36NABnzpzh7NmzFu9lBwcH+vXrJ+/lf6GkpISvvvqKe+65B5VKZW6X9+7VUZ336549e9Dr9RZ9AgMDadOmjbyn/4WcnBxUKhX/b+/+Q6q6/ziOv6zdm62VTmv33nZTIlqOlJoGIxkygglWjBA2awbFXODCIvqxrY0xghH9ERHBiv7Q1iKo/ogI/GPLpet3jLLN3AhHVxtkP8kKrLzm+/vHvrvbzR/nXnXdzu35AOH6ued+/JzDi7fn7bn3mJ6eHjW+d+9ejR8/XtOnT9fatWu5Qh2HgeoB+R0+169fV21trSoqKno9R35j8+T5WDLU4BcSvYDn0a1bt/T48WP5fL6ocZ/Pp2vXriVoVcnBzLR69Wq99dZbys3NjYyXlJTovffeU3Z2tkKhkL788kvNmTNH586dc91/rX7a3nzzTX333Xd67bXXdP36dX399dcqLCxUc3NzJK99ZbmtrS0Ry3W1Q4cOqaOjQ0uXLo2Mkd3hE0ter127Jq/Xq5dffrnXNtTn+Dx8+FCfffaZPvjgA40bNy4yXl5ersmTJ8vv9+vixYtav369fvnll8jbVNE/p3pAfofP7t27NXbsWJWWlkaNk9/Y9HU+lgw1mMYpgf79F2Xpr5A9OYb4VFVV6ddff9WJEyeixsvKyiKPc3NzNWvWLGVnZ6u2trZXUUS0kpKSyOO8vDzNnj1bU6ZM0e7duyMfSibLw6O6ulolJSWaOHFiZIzsDr/B5JVMxyccDmvhwoXq6enR9u3bo55btmxZ5HFubq6mTp2qWbNm6fz588rPz3/aS3WVwdYD8hu/mpoalZeXKzU1NWqc/Mamv/Mxyd01mLfqJcD48eM1cuTIXp3zjRs3enXhiN2KFSt0+PBh1dfXKxgMDrhtIBBQdna2WlpantLqkseYMWOUl5enlpaWyN31yPLQtbW1qa6uTh999NGA25HdwYslr36/X11dXbpz506/22Bg4XBY77//vkKhkI4cORJ1takv+fn58ng8ZHoQnqwH5Hd4HD9+XJcuXXKsxxL57Ut/52PJUINpnBLA6/WqoKCg12XdI0eOqLCwMEGrci8zU1VVlQ4ePKijR49q8uTJjq+5ffu2/vzzTwUCgaewwuTy6NEj/f777woEApG3K/w7y11dXfrpp5/Icpx27dqlV155RfPmzRtwO7I7eLHktaCgQB6PJ2qb9vZ2Xbx4kUzH4O+mqaWlRXV1dcrMzHR8TXNzs8LhMJkehCfrAfkdHtXV1SooKNCMGTMctyW//3A6H0uKGpygm1I89/bt22cej8eqq6vtt99+s1WrVtmYMWOstbU10UtznY8//tjS0tKsoaHB2tvbI1+dnZ1mZnb//n1bs2aNnTp1ykKhkNXX19vs2bPt1VdftXv37iV49c++NWvWWENDg12+fNnOnDlj8+fPt7Fjx0ayumnTJktLS7ODBw9aU1OTLVq0yAKBAMc2Do8fP7asrCz79NNPo8bJbvzu379vjY2N1tjYaJJsy5Yt1tjYGLmrWyx5raystGAwaHV1dXb+/HmbM2eOzZgxw7q7uxO1W8+MgY5vOBy2d99914LBoF24cCGqHj969MjMzP744w/bsGGD/fzzzxYKhay2ttZycnLsjTfe4PjawMc31npAfvvnVB/MzO7evWsvvvii7dixo9frye/AnM7HzNxfg2mcEuibb76x7Oxs83q9lp+fH3X7bMROUp9fu3btMjOzzs5OKy4utgkTJpjH47GsrCxbsmSJXblyJbELd4mysjILBALm8Xhs4sSJVlpaas3NzZHne3p67KuvvjK/32+jRo2yoqIia2pqSuCK3ef77783SXbp0qWocbIbv/r6+j7rwZIlS8wstrw+ePDAqqqqLCMjw0aPHm3z58/nmP/fQMc3FAr1W4/r6+vNzOzKlStWVFRkGRkZ5vV6bcqUKbZy5Uq7fft2YnfsGTHQ8Y21HpDf/jnVBzOznTt32ujRo62jo6PX68nvwJzOx8zcX4NTzMz+o4tZAAAAAJAU+IwTAAAAADigcQIAAAAABzROAAAAAOCAxgkAAAAAHNA4AQAAAIADGicAAAAAcEDjBAAAAAAOaJwAAEmvtbVVKSkpSklJ0cyZM4c8399zpaenD3kuAIA70DgBAJ4bdXV1+vHHH4c8T3t7u7Zu3Tr0BQEAXIPGCQDw3MjMzFRmZuaQ5/H7/UpLSxuGFQEA3ILGCQDgKjdv3pTf79fGjRsjY2fPnpXX69UPP/wQ11xLly7VggULtHHjRvl8PqWnp2vDhg3q7u7WunXrlJGRoWAwqJqamuHeDQCAy7yQ6AUAABCPCRMmqKamRgsWLFBxcbFycnK0ePFiLV++XMXFxXHPd/ToUQWDQR07dkwnT55URUWFTp8+raKiIp09e1b79+9XZWWl3nnnHU2aNOk/2CMAgBtwxQkA4Dpz587VsmXLVF5ersrKSqWmpmrTpk2DmisjI0Pbtm3TtGnT9OGHH2ratGnq7OzU559/rqlTp2r9+vXyer06efLkMO8FAMBNaJwAAK60efNmdXd368CBA9q7d69SU1MHNc/06dM1YsQ/vw59Pp/y8vIi348cOVKZmZm6cePGkNcMAHAvGicAgCtdvnxZV69eVU9Pj9ra2gY9j8fjifo+JSWlz7Genp5B/wwAgPvxGScAgOt0dXWpvLxcZWVlysnJUUVFhZqamuTz+RK9NABAkuKKEwDAdb744gvdvXtX27Zt0yeffKLXX39dFRUViV4WACCJ0TgBAFyloaFBW7du1Z49ezRu3DiNGDFCe/bs0YkTJ7Rjx45ELw8AkKR4qx4AwFXefvtthcPhqLGsrCx1dHTEPde3337ba6yhoaHXWGtra9xzAwCSC40TAOC5UVhYqJkzZ+rUqVNDmuell15Sd3f3oO/kBwBwHxonAEDSCwaDamlpkSSNGjVqyPNduHBB0l+3KgcAPB9SzMwSvQgAAAAAeJZxcwgAAAAAcEDjBAAAAAAOaJwAAAAAwAGNEwAAAAA4oHECAAAAAAc0TgAAAADggMYJAAAAABzQOAEAAACAAxonAAAAAHDwP8sFfdyjQLppAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -279,7 +279,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -397,7 +397,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -521,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 235, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -575,12 +575,12 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -625,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -639,7 +639,7 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -695,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -745,12 +745,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -768,12 +768,12 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -810,11 +810,18 @@ " ax.grid()\n", "fig.align_ylabels()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "artesia", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -828,9 +835,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 66ac4bf2f1d68517039d2a70b2f759af74de7efe Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Fri, 6 Dec 2024 11:37:01 +0100 Subject: [PATCH 36/95] Added check using numerical derivatives for stripinhom, 1 and 2 layers --- docs/03examples/stripareasink.ipynb | 235 ++++++++++++++++++++++++++++ 1 file changed, 235 insertions(+) diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb index 70fe21d..8bb0e06 100644 --- a/docs/03examples/stripareasink.ipynb +++ b/docs/03examples/stripareasink.ipynb @@ -131,6 +131,241 @@ " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", "plt.legend();" ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "206b66c5-0ab4-4ce1-b446-654e7979529e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Qxtim, Qxnum: [[0.01914832]] [[0.01914832]]\n", + "lhs: [[-3.83807791e-06]]\n", + "rhs: [[-3.83809051e-06]]\n", + "Qxtim, Qxnum: [[0.03293774]] [[0.03293774]]\n", + "lhs: [[1.06545286e-06]]\n", + "rhs: [[1.06545622e-06]]\n" + ] + } + ], + "source": [ + "# check solution inside\n", + "x = 25\n", + "y = 0\n", + "t = 7\n", + "d = 1e-2\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "\n", + "# deq\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + d) - ml.head(x, y, t - d)) / (2 * d)\n", + "print('lhs: ', d2hdx2)\n", + "print('rhs: ', ml.aq.Saq / ml.aq.T * dhdt - N / ml.aq.T)\n", + "\n", + "# check solution outside\n", + "x = 75\n", + "y = 0\n", + "t = 7\n", + "d = 1e-2\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "\n", + "# deq\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + d) - ml.head(x, y, t - d)) / (2 * d)\n", + "print('lhs: ', d2hdx2)\n", + "print('rhs: ', ml.aq.Saq / ml.aq.T * dhdt)" + ] + }, + { + "cell_type": "markdown", + "id": "42eb3f80-aaef-4e87-8905-9655b5a68baa", + "metadata": {}, + "source": [ + "### 2 aquifers" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8a400239-1f34-4d1b-b69b-b4deb028334c", + "metadata": {}, + "outputs": [], + "source": [ + "k = [10.0, 20.0]\n", + "z = [0, -10, -12, -20]\n", + "c = [500]\n", + "Saq = [0.1, 1e-4]\n", + "L = 100.0\n", + "N = 1e-3" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9a547698-5068-4c15-b37c-cf69bd44fba6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 8\n", + "solution complete\n" + ] + } + ], + "source": [ + "ml = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=c,\n", + " topboundary=\"conf\", phreatictop=True,\n", + " tmin=0.1, tmax=1e3, \n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " model=ml, x1=-np.inf, x2=-L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=c,\n", + " topboundary=\"conf\", phreatictop=True,\n", + ")\n", + "\n", + "inf = ttim.StripInhomMaq(\n", + " model=ml, x1=-L / 2, x2=L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=c,\n", + " topboundary=\"conf\", phreatictop=True,\n", + " tsandN=[(0.0, N)],\n", + ")\n", + "\n", + "right = ttim.StripInhomMaq(\n", + " model=ml, x1=L / 2, x2=np.inf,\n", + " kaq=k, z=z, Saq=Saq, c=c,\n", + " topboundary=\"conf\", phreatictop=True,\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0abfd9d0-1bcb-43d0-a540-e19fc2aff301", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-100, 100, 100)\n", + "y = np.zeros(100)\n", + "plt.axvspan(-50, 50, color=3 * [.9])\n", + "t = np.logspace(-1, 1, 3)\n", + "h = ml.headalongline(x, y, t)\n", + "for i in range(len(t)):\n", + " plt.plot(x, h[0, i], color='C0')\n", + " plt.plot(x, h[1, i], color='C1')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f5198e9b-9126-412b-acbe-d937b4bcf7dd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "check solution inside\n", + "Qxtim: [0.00528708 0.00024616]\n", + "Qxnum: [0.00528708 0.00024616]\n", + "lhs: [-2.72898024e-06 -5.66161701e-08]\n", + "rhs: -2.729246969590678e-06 -5.660308111144035e-08\n", + "check solution outside\n", + "Qxtim: [0.00559443 0.00046795]\n", + "Qxnum: [0.00559443 0.00046795]\n", + "lhs: [2.50199868e-06 1.18881467e-09]\n", + "rhs: 2.501948504638927e-06 1.1887430107039933e-09\n" + ] + } + ], + "source": [ + "print('check solution inside')\n", + "x = 25\n", + "y = 0\n", + "t = 0.7\n", + "d = 1e-3\n", + "dt = 0.001\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim: ', Qxtim[:, 0])\n", + "print('Qxnum: ', Qxnum[:, 0])\n", + "\n", + "# deq\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", + "h = ml.head(x, y, t)\n", + "rhs1 = ml.aq.Saq[0] / ml.aq.T[0] * dhdt[0, 0] + (h[0, 0] - h[1, 0]) / (ml.aq.T[0] * ml.aq.c[1]) - N / ml.aq.T[0]\n", + "rhs2 = ml.aq.Saq[1] * ml.aq.Haq[1] / ml.aq.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (ml.aq.T[1] * ml.aq.c[1])\n", + "print('lhs: ', d2hdx2[:, 0])\n", + "print('rhs: ', rhs1, rhs2)\n", + "\n", + "print('check solution outside')\n", + "x = 75\n", + "y = 0\n", + "t = 0.7\n", + "d = 0.01\n", + "dt = 0.01\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim: ', Qxtim[:, 0])\n", + "print('Qxnum: ', Qxnum[:, 0])\n", + "\n", + "# deq\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", + "h = ml.head(x, y, t)\n", + "rhs1 = ml.aq.Saq[0] / ml.aq.T[0] * dhdt[0, 0] + (h[0, 0] - h[1, 0]) / (ml.aq.T[0] * ml.aq.c[1])\n", + "rhs2 = ml.aq.Saq[1] * ml.aq.Haq[1] / ml.aq.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (ml.aq.T[1] * ml.aq.c[1])\n", + "print('lhs: ', d2hdx2[:, 0])\n", + "print('rhs: ', rhs1, rhs2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9fe14c67-e635-40ef-b623-d0c72f1f5e9e", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From bf6dbe06ace02f2d05eabed8f494d560b3b2a3fb Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Sun, 8 Dec 2024 14:59:03 +0100 Subject: [PATCH 37/95] Added strip river --- docs/03examples/stripareasink.ipynb | 382 +++++++++++++++++++++++++--- 1 file changed, 342 insertions(+), 40 deletions(-) diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb index 8bb0e06..559ad54 100644 --- a/docs/03examples/stripareasink.ipynb +++ b/docs/03examples/stripareasink.ipynb @@ -56,50 +56,26 @@ ], "source": [ "ml = ttim.ModelMaq(\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " # c=c,\n", - " tmin=0.1,\n", - " tmax=1e3,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", - " #M=1\n", + " kaq=k, z=z, Saq=Saq, \n", + " topboundary=\"conf\", phreatictop=True,\n", + " tmin=0.1, tmax=1e3,\n", ")\n", "\n", "left = ttim.StripInhomMaq(\n", - " ml,\n", - " -np.inf,\n", - " -L / 2,\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " # c=c,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", + " model=ml, x1=-np.inf, x2=-L / 2,\n", + " kaq=k, z=z, Saq=Saq, \n", + " topboundary=\"conf\", phreatictop=True,\n", ")\n", "inf = ttim.StripInhomMaq(\n", - " ml,\n", - " -L / 2,\n", - " L / 2,\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " # c=c,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", + " model=ml, x1=-L / 2, x2=L / 2,\n", + " kaq=k, z=z, Saq=Saq, \n", + " topboundary=\"conf\", phreatictop=True,\n", " tsandN=[(0.0, N)],\n", ")\n", "right = ttim.StripInhomMaq(\n", - " ml,\n", - " L / 2,\n", - " np.inf,\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " # c=c,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", + " model=ml, x1=L / 2, x2=np.inf,\n", + " kaq=k, z=z, Saq=Saq, \n", + " topboundary=\"conf\", phreatictop=True,\n", ")\n", "\n", "ml.solve()" @@ -359,13 +335,339 @@ "print('rhs: ', rhs1, rhs2)" ] }, + { + "cell_type": "markdown", + "id": "83d50fa9-5112-4d89-9398-9f0031e2ed63", + "metadata": {}, + "source": [ + "## Example river, 1 aquifer" + ] + }, { "cell_type": "code", - "execution_count": null, - "id": "9fe14c67-e635-40ef-b623-d0c72f1f5e9e", + "execution_count": 10, + "id": "15eb1fa0-a6bc-4e31-a4e5-da72dc46ef38", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 4\n", + "solution complete\n" + ] + } + ], + "source": [ + "k = [20.0]\n", + "z = [11, 10, 0]\n", + "Saq = [1e-3]\n", + "hstar = 2\n", + "L = 100\n", + "\n", + "ml = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tmin=1e-4, tmax=1e3,\n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " model=ml, x1=-np.inf, x2=-L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "riv = ttim.StripInhomMaq(\n", + " model=ml, x1=-L / 2, x2=L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tsandhstar=[(0.0, hstar), (5, 2 * hstar)],\n", + ")\n", + "\n", + "right = ttim.StripInhomMaq(\n", + " model=ml, x1=L / 2, x2=np.inf,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8316af2c-a2c5-4f91-b95c-f7ed46cecc98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-100, 100, 100)\n", + "y = np.zeros(100)\n", + "plt.axvspan(-50, 50, color=3 * [.9])\n", + "for t in np.logspace(-1, 1, 10):\n", + " h = ml.headalongline(x, y, t)\n", + " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9563f8db-6d70-4653-bd61-825f9551eca2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = np.linspace(0.01, 10, 100)\n", + "h = ml.head(25, 0, t)\n", + "plt.plot(t, h[0])\n", + "plt.xticks(np.linspace(0, 10, 5))\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1913c367-e966-482a-b127-ebba9502d959", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Qxtim, Qxnum: [[0.34428389]] [[0.34428389]]\n", + "lhs: [[-6.96093161e-05]]\n", + "rhs: [[-6.95991791e-05]]\n" + ] + } + ], + "source": [ + "# check solution inside\n", + "x = 25\n", + "y = 0\n", + "t = 1\n", + "d = 0.01\n", + "dt = 1e-3\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "\n", + "# deq\n", + "h = ml.head(x, y, t)\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", + "print('lhs: ', d2hdx2)\n", + "print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + h / (ml.aq.c[0] * ml.aq.T[0]) - hstar / (ml.aq.c[0] * ml.aq.T[0]))\n", + "#print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0])) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" + ] + }, + { + "cell_type": "markdown", + "id": "6f444c47-a827-4e59-acda-49850d277666", + "metadata": {}, + "source": [ + "### Very wide river" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9d8c6380-c88d-4d46-a3f0-f4211a7396a3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 4\n", + "solution complete\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k = [20.0]\n", + "z = [11, 10, 0]\n", + "Saq = [1e-3]\n", + "hstar = 2\n", + "L = 2000\n", + "\n", + "ml = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tmin=1e-2, tmax=1e3,\n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " model=ml, x1=-np.inf, x2=-L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "riv = ttim.StripInhomMaq(\n", + " model=ml, x1=-L / 2, x2=L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tsandhstar=[(0.0, hstar)],\n", + ")\n", + "\n", + "right = ttim.StripInhomMaq(\n", + " model=ml, x1=L / 2, x2=np.inf,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "ml.solve()\n", + "\n", + "x = np.linspace(-L, L, 100)\n", + "y = np.zeros(100)\n", + "plt.axvspan(-L / 2, L / 2, color=3 * [.9])\n", + "for t in np.logspace(-1, 2, 10):\n", + " h = ml.headalongline(x, y, t)\n", + " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + "plt.legend()\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "b415f60b-8685-4293-92ff-58251582992b", + "metadata": {}, + "source": [ + "### Two aquifer " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "16d3a7eb-e74d-471f-9d09-9b568413cbcc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 8\n", + "solution complete\n" + ] + } + ], + "source": [ + "k = [20.0, 40]\n", + "z = [11, 10, 0, -2, -12]\n", + "Saq = [1e-3, 1e-3]\n", + "hstar = 2\n", + "L = 100\n", + "\n", + "ml = ttim.ModelMaq(\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tmin=1e-4, tmax=1e3,\n", + ")\n", + "\n", + "left = ttim.StripInhomMaq(\n", + " model=ml, x1=-np.inf, x2=-L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "riv = ttim.StripInhomMaq(\n", + " model=ml, x1=-L / 2, x2=L / 2,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + " tsandhstar=[(0.0, hstar), (5, 2 * hstar)],\n", + ")\n", + "\n", + "right = ttim.StripInhomMaq(\n", + " model=ml, x1=L / 2, x2=np.inf,\n", + " kaq=k, z=z, Saq=Saq, c=[100], \n", + " topboundary=\"semi\",\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "958771a5-cd77-47a4-8969-ac6c86ffa433", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Qxtim, Qxnum: \n", + "[[0.30854703]\n", + " [0.05048272]]\n", + "[[0.30854703]\n", + " [0.05048272]]\n", + "lhs: [-6.29569508e-05 -4.76218398e-06]\n", + "rhs: -6.295092279980095e-05 -4.757906305437333e-06\n" + ] + } + ], + "source": [ + "# check solution inside\n", + "x = 25\n", + "y = 0\n", + "t = 1\n", + "d = 0.01\n", + "dt = 1e-3\n", + "\n", + "# discharge vector\n", + "Qxtim, _ = ml.disvec(x, y, t)\n", + "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print('Qxtim, Qxnum: ')\n", + "print(Qxtim)\n", + "print(Qxnum)\n", + "\n", + "# deq\n", + "h = ml.head(x, y, t)\n", + "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", + " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", + " 4 * ml.head(x, y, t)) / d ** 2\n", + "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", + "rhs0 = (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T[0] * dhdt[0, 0] + h[0, 0] / (ml.aq.c[0] * ml.aq.T[0]) -\\\n", + " hstar / (ml.aq.c[0] * ml.aq.T[0]) + (h[0, 0] - h[1, 0]) / (ml.aq.c[1] * ml.aq.T[0])\n", + "rhs1 = (ml.aq.Saq[1] * ml.aq.Haq[1]) / ml.aq.T[1] * dhdt[1, 0] + (h[1, 0] - h[0, 0]) / (ml.aq.c[1] * ml.aq.T[1])\n", + "print('lhs: ', d2hdx2[:, 0])\n", + "print('rhs: ', rhs0, rhs1)\n", + "#print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0])) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" + ] } ], "metadata": { From 483403d67aa12f01ed7aeb12e7ca221ddea2fa91 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Mon, 9 Dec 2024 10:32:24 +0100 Subject: [PATCH 38/95] Added comparison mf6 example river --- docs/03examples/data/mf6_ttim_xsec_riv1.txt | 2 + docs/03examples/data/mf6_ttim_xsec_riv2.txt | 3 + docs/03examples/stripareasink.ipynb | 96 ++++++++++++++++++--- 3 files changed, 90 insertions(+), 11 deletions(-) create mode 100644 docs/03examples/data/mf6_ttim_xsec_riv1.txt create mode 100644 docs/03examples/data/mf6_ttim_xsec_riv2.txt diff --git a/docs/03examples/data/mf6_ttim_xsec_riv1.txt b/docs/03examples/data/mf6_ttim_xsec_riv1.txt new file mode 100644 index 0000000..cd11fc8 --- /dev/null +++ b/docs/03examples/data/mf6_ttim_xsec_riv1.txt @@ -0,0 +1,2 @@ +1.000000000000000056e-01 2.000000000000000111e-01 3.000000000000000444e-01 4.000000000000000222e-01 5.000000000000000000e-01 5.999999999999999778e-01 6.999999999999999556e-01 7.999999999999999334e-01 8.999999999999999112e-01 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1.111926102694645868e+00 1.115877872245733426e+00 1.119386821548318256e+00 1.122505875971647971e+00 1.125281045710751826e+00 1.127752440650453991e+00 1.129955114257956250e+00 1.131919769830818101e+00 1.133673354968975699e+00 1.135239564564473058e+00 1.136639268384368240e+00 1.137890876094886039e+00 1.139010650079591569e+00 1.140012974456728667e+00 1.140910587167013990e+00 1.141714780785140437e+00 1.142435576733606073e+00 1.143081876791956608e+00 1.143661595157213995e+00 1.144181773790982737e+00 1.144648683361460639e+00 1.145067911735885957e+00 1.145444441686290560e+00 1.145782719227390833e+00 1.146086713801202306e+00 1.146359971351087026e+00 1.146605661183011327e+00 1.146826617388872149e+00 1.147025375502409350e+00 1.147204204969099139e+00 1.147365137935320467e+00 diff --git a/docs/03examples/data/mf6_ttim_xsec_riv2.txt b/docs/03examples/data/mf6_ttim_xsec_riv2.txt new file mode 100644 index 0000000..88dc29f --- /dev/null +++ b/docs/03examples/data/mf6_ttim_xsec_riv2.txt @@ -0,0 +1,3 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9.538329109780483428e-01 +6.398410057929087083e-03 1.546316258065979186e-02 2.569673877715744278e-02 3.635606290862312961e-02 4.703169924528497609e-02 5.748754913140019518e-02 6.758689698557572567e-02 7.725357428277246363e-02 8.644953644856567809e-02 9.516110850416609201e-02 1.033902092391452698e-01 1.111486067678402190e-01 1.184540984438129246e-01 1.253279495304495950e-01 1.317931731156866959e-01 1.378733807904570507e-01 1.435920244910118826e-01 1.489719079875516106e-01 1.540348846236370139e-01 1.588016834688449896e-01 1.632918234738585939e-01 1.675235872598695164e-01 1.715140345840517055e-01 1.752790414434143851e-01 1.788345031329402202e-01 1.821924780048149728e-01 1.853657671222070646e-01 1.883662280862214156e-01 1.912048338242541001e-01 1.938917436832695018e-01 1.964363696444842433e-01 1.988474377068377430e-01 2.011330444657320748e-01 2.033007090437611297e-01 2.053574206083336740e-01 2.073096817551068061e-01 2.091635480566498839e-01 2.109246640802959760e-01 2.125982961731344434e-01 2.141893622994343327e-01 2.157024591990935325e-01 2.171418871169241982e-01 2.185116723329831034e-01 2.198155877045983309e-01 2.210571714118242381e-01 2.222397440801010260e-01 2.233664244371146301e-01 2.244401436453755949e-01 2.254636584378192088e-01 2.264575442649452708e-01 2.337797540967993526e-01 2.437271510487938886e-01 2.548039666178399942e-01 2.662688009982175363e-01 2.777140300817441676e-01 2.889052024075594582e-01 2.997071821850867956e-01 3.100453189967342094e-01 3.198830226004910071e-01 3.292080081172618633e-01 3.380235209678945085e-01 3.463425938966165907e-01 3.541842287720676219e-01 3.615708373994132030e-01 3.685265237251328374e-01 3.750759368805188787e-01 3.812435154115745850e-01 3.870530011399557213e-01 3.925271392324189423e-01 3.976875066221972621e-01 4.025544283585203997e-01 4.071469535077098523e-01 4.114828706425711080e-01 4.155787488799412288e-01 4.194499946210645813e-01 4.231109171324716201e-01 4.265758931345304816e-01 4.298557029708304222e-01 4.329618937975408532e-01 4.359051754069426243e-01 4.386954775984677202e-01 4.413420147197538168e-01 4.438533447879913219e-01 4.462374236044643894e-01 4.485016541639721410e-01 4.506529316923194028e-01 4.526976846540197164e-01 4.546419120679520698e-01 4.564912174557719249e-01 4.582508397297454517e-01 4.599256813057798765e-01 4.615203337052812271e-01 4.630391008872259406e-01 4.644860205302673295e-01 4.658648834640744529e-01 4.671792514299051846e-01 4.684324733325549994e-01 4.696277001295497966e-01 4.707678984885567686e-01 4.718558633305326433e-01 diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb index 559ad54..cf92fa1 100644 --- a/docs/03examples/stripareasink.ipynb +++ b/docs/03examples/stripareasink.ipynb @@ -66,7 +66,7 @@ " kaq=k, z=z, Saq=Saq, \n", " topboundary=\"conf\", phreatictop=True,\n", ")\n", - "inf = ttim.StripInhomMaq(\n", + "rech = ttim.StripInhomMaq(\n", " model=ml, x1=-L / 2, x2=L / 2,\n", " kaq=k, z=z, Saq=Saq, \n", " topboundary=\"conf\", phreatictop=True,\n", @@ -396,6 +396,25 @@ { "cell_type": "code", "execution_count": 11, + "id": "83f1e071-5eda-4833-a3a4-29733ce1bf7b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "leakage factor: 141.4213562373095 m\n" + ] + } + ], + "source": [ + "lab = np.sqrt(ml.aq.T[0] * ml.aq.c[0])\n", + "print(f'leakage factor: {lab} m')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "id": "8316af2c-a2c5-4f91-b95c-f7ed46cecc98", "metadata": {}, "outputs": [ @@ -422,13 +441,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "id": "01260162-6e08-467f-88b2-052ebeae172e", + "metadata": {}, + "outputs": [], + "source": [ + "# mf6 time step 0.1 day, cell size 10 m\n", + "hmf6 = np.loadtxt('./data/mf6_ttim_xsec_riv1.txt') # load mf6 output to compare" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "id": "9563f8db-6d70-4653-bd61-825f9551eca2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -440,14 +470,16 @@ "source": [ "t = np.linspace(0.01, 10, 100)\n", "h = ml.head(25, 0, t)\n", - "plt.plot(t, h[0])\n", + "plt.plot(t, h[0], label='ttim')\n", + "plt.plot(hmf6[0], hmf6[1], '--', label='mf6')\n", "plt.xticks(np.linspace(0, 10, 5))\n", + "plt.legend()\n", "plt.grid()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "1913c367-e966-482a-b127-ebba9502d959", "metadata": {}, "outputs": [ @@ -495,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "9d8c6380-c88d-4d46-a3f0-f4211a7396a3", "metadata": {}, "outputs": [ @@ -521,12 +553,13 @@ "source": [ "k = [20.0]\n", "z = [11, 10, 0]\n", + "c = 100\n", "Saq = [1e-3]\n", "hstar = 2\n", "L = 2000\n", "\n", "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + " kaq=k, z=z, Saq=Saq, c=c, \n", " topboundary=\"semi\",\n", " tmin=1e-2, tmax=1e3,\n", ")\n", @@ -572,7 +605,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "16d3a7eb-e74d-471f-9d09-9b568413cbcc", "metadata": {}, "outputs": [ @@ -588,19 +621,20 @@ "source": [ "k = [20.0, 40]\n", "z = [11, 10, 0, -2, -12]\n", + "c = 100\n", "Saq = [1e-3, 1e-3]\n", "hstar = 2\n", "L = 100\n", "\n", "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + " kaq=k, z=z, Saq=Saq, c=c, \n", " topboundary=\"semi\",\n", " tmin=1e-4, tmax=1e3,\n", ")\n", "\n", "left = ttim.StripInhomMaq(\n", " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + " kaq=k, z=z, Saq=Saq, c=c, \n", " topboundary=\"semi\",\n", ")\n", "\n", @@ -622,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "958771a5-cd77-47a4-8969-ac6c86ffa433", "metadata": {}, "outputs": [ @@ -668,6 +702,46 @@ "print('rhs: ', rhs0, rhs1)\n", "#print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0])) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a12cd826-850d-49b5-9a1c-8315be649438", + "metadata": {}, + "outputs": [], + "source": [ + "# mf6 time step 0.1 day, cell size 10 m\n", + "hmf6 = np.loadtxt('./data/mf6_ttim_xsec_riv2.txt') # load mf6 output to compare" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b3be3b98-86b4-4cc2-b6c9-6598f08987ae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = np.linspace(0.01, 10, 100)\n", + "h = ml.head(25, 0, t)\n", + "plt.plot(t, h[0], label='ttim lay 0')\n", + "plt.plot(t, h[1], label='ttim lay 1')\n", + "plt.plot(hmf6[0], hmf6[1], '--', label='mf6 lay 0')\n", + "plt.plot(hmf6[0], hmf6[2], '--', label='mf6 lay 0')\n", + "plt.xticks(np.linspace(0, 10, 5))\n", + "plt.legend()\n", + "plt.grid()" + ] } ], "metadata": { From bab89319a416cb3007096d304a60eee1f343fbb2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:31:16 +0100 Subject: [PATCH 39/95] add optional name to AquiferData --- ttim/aquifer.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 20a13de..4fe14cc 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -19,6 +19,7 @@ def __init__( phreatictop, kzoverkh=None, model3d=False, + name=None, ): """Kzoverkh and model3d only need to be specified when model is model3d.""" self.model = model @@ -58,6 +59,7 @@ def __init__( assert self.kzoverkh is not None, "model3d specified without kzoverkh" # self.D = self.T / self.Saq self.area = 1e200 # Smaller than default of ml.aq so that inhom is found + self.name = name def __repr__(self): return "Inhom T: " + str(self.T) From 2d4c28416f474eb7bf1403f6b5e846e0a8fe533b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:31:40 +0100 Subject: [PATCH 40/95] make AquiferData repr more informative --- ttim/aquifer.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 4fe14cc..6f37e4a 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -62,7 +62,15 @@ def __init__( self.name = name def __repr__(self): - return "Inhom T: " + str(self.T) + if self.topboundary.startswith("con"): + topbound = "confined" + elif self.topboundary.startswith("lea"): + topbound = "leaky" + elif self.topboundary.startswith("sem"): + topbound = "semi-confined" + else: + topbound = "unknown" # should not happen + return f"Inhom Aquifer: {self.naq} aquifer(s) with {topbound} top boundary" def initialize(self): """Initialize the aquifer data. From 8ccf9fffb808627e28376d63890819b645502b3a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:31:54 +0100 Subject: [PATCH 41/95] make Aquifer repr more informative --- ttim/aquifer.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 6f37e4a..38ce070 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -253,7 +253,15 @@ def __init__( self.area = 1e300 # Needed to find smallest inhomogeneity def __repr__(self): - return "Background Aquifer T: " + str(self.T) + if self.topboundary.startswith("con"): + topbound = "confined" + elif self.topboundary.startswith("lea"): + topbound = "leaky" + elif self.topboundary.startswith("sem"): + topbound = "semi-confined" + else: + topbound = "unknown" # should not happen + return f"Background Aquifer: {self.naq} aquifer(s) with {topbound} top boundary" def initialize(self): AquiferData.initialize(self) From e39f116f58168690afc40d701547e6f670d31f25 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:32:09 +0100 Subject: [PATCH 42/95] Add SimpleAquifer for cross-section models --- ttim/aquifer.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 38ce070..9d8d5c0 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -280,5 +280,15 @@ def find_aquifer_data(self, x, y): return rv def add_inhom(self, inhom): - self.inhomlist.append(inhom) - return len(self.inhomlist) - 1 +class SimpleAquifer(Aquifer): + def __init__(self, naq): + self.naq = naq + self.inhomdict = {} + self.area = 1e300 # Needed to find smallest inhomogeneity + + def __repr__(self): + return f"Simple Aquifer: {self.naq} aquifer(s)" + + def initialize(self): + for inhom in self.inhomdict.values(): + inhom.initialize() From daf39e5cdbe9aa0ecccf5c2f51b1ad661a5df47f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:32:30 +0100 Subject: [PATCH 43/95] convert inhom list to inhom dict --- ttim/aquifer.py | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index 9d8d5c0..d6ca358 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -231,8 +231,7 @@ def __init__( kzoverkh=None, model3d=False, ): - AquiferData.__init__( - self, + super().__init__( model, kaq, z, @@ -249,7 +248,7 @@ def __init__( kzoverkh, model3d, ) - self.inhomlist = [] + self.inhomdict = {} self.area = 1e300 # Needed to find smallest inhomogeneity def __repr__(self): @@ -264,8 +263,8 @@ def __repr__(self): return f"Background Aquifer: {self.naq} aquifer(s) with {topbound} top boundary" def initialize(self): - AquiferData.initialize(self) - for inhom in self.inhomlist: + super().initialize() + for inhom in self.inhomdict.values(): inhom.initialize() def is_inside(self, x, y): @@ -273,13 +272,22 @@ def is_inside(self, x, y): def find_aquifer_data(self, x, y): rv = self - for aq in self.inhomlist: + for aq in self.inhomdict.values(): if aq.is_inside(x, y): if aq.area < rv.area: rv = aq return rv def add_inhom(self, inhom): + inhom_number = len(self.inhomdict) + if inhom.name is None: + inhom.name = f"inhom{inhom_number}" + if inhom.name in self.inhomdict: + raise ValueError(f"Inhomogeneity name '{inhom.name}' already exists.") + self.inhomdict[inhom.name] = inhom + return inhom_number + + class SimpleAquifer(Aquifer): def __init__(self, naq): self.naq = naq From f591662d72df15202dbbf3348ab1a8a5e7e667b0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:32:51 +0100 Subject: [PATCH 44/95] tag inhom elements in Element class --- ttim/element.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ttim/element.py b/ttim/element.py index 332eb0e..62f687b 100644 --- a/ttim/element.py +++ b/ttim/element.py @@ -17,6 +17,7 @@ def __init__( type="z", name="", label=None, + inhomelement=False, ): """Element base class. @@ -38,6 +39,7 @@ def __init__( self.nunknowns = nunknowns self.layers = np.atleast_1d(layers) self.nlayers = len(self.layers) + self.inhomelement = inhomelement # tag inhomelements # tsandbc = np.atleast_2d(tsandbc).astype(float) tsandbc_error = ( From 4d8de58ff2660cf5448447dc6aed22dc757bb363 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:34:54 +0100 Subject: [PATCH 45/95] Add ModelXsection - for xsection models - uses SimpleAquifer - overrides initialize from TimModel - add check_inhoms method to check no. of aquifers --- ttim/model.py | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) diff --git a/ttim/model.py b/ttim/model.py index 9e1ffb7..66ec379 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -843,3 +843,49 @@ def __init__( timmlmodel=timmlmodel, ) self.name = "Model3D" +class ModelXsection(TimModel): + def __init__( + self, + naq=1, + tmin=1, + tmax=10, + tstart=0, + M=10, + timmlmodel=None, + ): + self.elementlist = [] + self.elementdict = {} + self.vbclist = [] # variable boundary condition 'v' elements + self.zbclist = [] # zero and constant boundary condition 'z' elements + self.gbclist = [] # given boundary condition 'g' elements + # note: given bc elements don't have any unknowns + self.tmin = tmin + self.tmax = tmax + self.tstart = tstart + self.M = M + self.aq = SimpleAquifer(naq) + self.compute_laplace_parameters() + self.name = "TimModel" + self.modelname = "ml" # Used for writing out input + self.timmlmodel = timmlmodel + if self.timmlmodel is not None: + self.timmlmodel.solve() + + self.plots = PlotTtim(self) + self.plot = self.plots.topview + self.name = "ModelXsection" + + def check_inhoms(self): + """Check if number of aquifers in inhoms matches number of aquifers in model.""" + naqs = {} + for inhom in self.aq.inhomdict.values(): + naqs[inhom.name] = inhom.naq + check = np.array(list(naqs.values())) == self.aq.naq + if not check.all(): + raise ValueError( + f"Number of aquifers does not match {self.aq.naq}:\n{naqs}" + ) + + def initialize(self): + self.check_inhoms() + super().initialize() From ca0d20ac922e928dc385014a25ef04000c0eb725 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:35:10 +0100 Subject: [PATCH 46/95] add disvecalongline --- ttim/model.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) diff --git a/ttim/model.py b/ttim/model.py index 66ec379..ca07f55 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -469,6 +469,40 @@ def headalongline(self, x, y, t, layers=None): h[:, :, i] = self.head(xg[i], yg[i], t, layers) return h + def disvecalongline(self, x, y, t, layers=None): + """Discharge vector along line or curve. + + Parameters + ---------- + x : 1D array or list + x values of line + y : 1D array or list + y values of line + t : float or 1D array or list + times for which grid is returned + layers : integer, list or array, optional + layers for which grid is returned + + Returns + ------- + q : array size `nlayers, ntimes, nx` + """ + xg = np.atleast_1d(x) + yg = np.atleast_1d(y) + if layers is None: + nlay = self.aq.find_aquifer_data(xg[0], yg[0]).naq + else: + nlay = len(np.atleast_1d(layers)) + nx = len(xg) + if len(yg) == 1: + yg = yg * np.ones(nx) + t = np.atleast_1d(t) + qx = np.zeros((nlay, len(t), nx)) + qy = np.zeros((nlay, len(t), nx)) + for i in range(nx): + qx[:, :, i], qy[:, :, i] = self.disvec(xg[i], yg[i], t, layers) + return qx, qy + def headgrid(self, xg, yg, t, layers=None, printrow=False): """Grid of heads. From 10b857261a3c8f35b229dab896e443ad0453e676 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:35:26 +0100 Subject: [PATCH 47/95] avoid initializing aquifer in init? --- ttim/model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/model.py b/ttim/model.py index ca07f55..e056875 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -166,7 +166,7 @@ def compute_laplace_parameters(self): self.p[i] = compute_laplace_parameters_numba(self.tintervals[i + 1], self.M) # TODO: make self.p a 2D array self.p = np.ravel(self.p) - self.aq.initialize() + # self.aq.initialize() def potential(self, x, y, t, layers=None, aq=None, derivative=0, returnphi=0): """Returns pot[naq, ntimes] if layers=None, otherwise pot[len(layers), ntimes]. From 49a2a484916b9685aa69a74c26c514bfd1c6cf12 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:35:41 +0100 Subject: [PATCH 48/95] remove unused addinhom method --- ttim/model.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/ttim/model.py b/ttim/model.py index e056875..742ce98 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -136,9 +136,6 @@ def removeelement(self, e): elif e.type == "z": self.zbclist.remove(e) - def addinhom(self, inhom): - self.aq.inhomlist.append(inhom) - def compute_laplace_parameters(self): """Compute the parameters for the Laplace transform inversion. From 9a0c690be5a06976efb08130fc73e2ae3998d68d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:35:52 +0100 Subject: [PATCH 49/95] improve model repr --- ttim/model.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/ttim/model.py b/ttim/model.py index 742ce98..3bb35ed 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -89,7 +89,9 @@ def contour(self, *args, **kwargs): self.plots.contour(*args, **kwargs) def __repr__(self): - return "Model" + return ( + f"{self.name}: {self.aq.naq} aquifer(s), tmin={self.tmin}, tmax={self.tmax}" + ) def initialize(self): self.aq.initialize() From f1f272d523ee9672a0a1a59039af251ac9c0a091 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:36:08 +0100 Subject: [PATCH 50/95] remove inhomelements from element lists at start of intialize --- ttim/model.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/ttim/model.py b/ttim/model.py index 3bb35ed..a9a97e9 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -94,6 +94,10 @@ def __repr__(self): ) def initialize(self): + # remove inhom elements (they are added again by inhom initialize) + self.gbclist = [e for e in self.gbclist if not e.inhomelement] + self.vbclist = [e for e in self.vbclist if not e.inhomelement] + self.zbclist = [e for e in self.zbclist if not e.inhomelement] self.aq.initialize() self.gvbclist = self.gbclist + self.vbclist self.vzbclist = self.vbclist + self.zbclist From 2be2f31ad88b026a7761d1eb14064718945b1593 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:36:22 +0100 Subject: [PATCH 51/95] add imports --- ttim/__init__.py | 22 +++++++++++----------- ttim/model.py | 10 +++++----- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/ttim/__init__.py b/ttim/__init__.py index a2a87fb..4558ea3 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -9,19 +9,19 @@ # ruff : noqa: F401 __name__ = "ttim" __author__ = "Mark Bakker" -from .circareasink import CircAreaSink -from .fit import Calibrate -from .inhom1d import StripInhom3D, StripInhomMaq -from .linedoublet import LeakyLineDoublet, LeakyLineDoubletString -from .linedoublet1d import LeakyLineDoublet1D, LineDoublet1DBase -from .linesink import ( +from ttim.circareasink import CircAreaSink +from ttim.fit import Calibrate +from ttim.inhom1d import Xsection3D, XsectionMaq +from ttim.linedoublet import LeakyLineDoublet, LeakyLineDoubletString +from ttim.linedoublet1d import LeakyLineDoublet1D, LineDoublet1DBase +from ttim.linesink import ( HeadLineSink, HeadLineSinkHo, HeadLineSinkString, LineSink, LineSinkDitchString, ) -from .linesink1d import ( +from ttim.linesink1d import ( DischargeLineSink1D, FluxDiffLineSink1D, HeadDiffLineSink1D, @@ -31,7 +31,7 @@ ) # Import all classes and functions -from .model import Model3D, ModelMaq -from .trace import timtrace, timtraceline -from .version import __version__ -from .well import DischargeWell, HeadWell, Well, WellTest +from ttim.model import Model3D, ModelMaq, ModelXsection +from ttim.trace import timtrace, timtraceline +from ttim.version import __version__ +from ttim.well import DischargeWell, HeadWell, Well, WellTest diff --git a/ttim/model.py b/ttim/model.py index a9a97e9..8ad5ad3 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -4,7 +4,7 @@ import numpy as np -from .aquifer import Aquifer +from .aquifer import Aquifer, SimpleAquifer from .aquifer_parameters import param_3d, param_maq # from .bessel import * @@ -745,8 +745,7 @@ def __init__( kaq, Haq, Hll, c, Saq, Sll, poraq, porll, ltype = param_maq( kaq, z, c, Saq, Sll, poraq, porll, topboundary, phreatictop ) - TimModel.__init__( - self, + super().__init__( kaq, z, Haq, @@ -857,8 +856,7 @@ def __init__( topSll, toppor, ) - TimModel.__init__( - self, + super().__init__( kaq, z, Haq, @@ -880,6 +878,8 @@ def __init__( timmlmodel=timmlmodel, ) self.name = "Model3D" + + class ModelXsection(TimModel): def __init__( self, From 87210d7d737309023865fcbe2d5b6cd458664b9d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:37:33 +0100 Subject: [PATCH 52/95] Improve 1D inhomogeneties - rename StripInhoms to Xsection - add optional name - improve repr - import plotting cross-sections --- ttim/inhom1d.py | 124 +++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 117 insertions(+), 7 deletions(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index 14c35ae..4744785 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -1,12 +1,13 @@ +import matplotlib.pyplot as plt import numpy as np from ttim.aquifer import AquiferData from ttim.aquifer_parameters import param_3d, param_maq from ttim.linesink1d import FluxDiffLineSink1D, HeadDiffLineSink1D -from ttim.stripareasink import StripAreaSinkInhom, StripHstarInhom +from ttim.stripareasink import AreaSinkXsection, HstarXsection -class StripInhom(AquiferData): +class Xsection(AquiferData): tiny = 1e-12 def __init__( @@ -30,6 +31,7 @@ def __init__( tsandN, kzoverkh=None, model3d=False, + name=None, ): super().__init__( model, @@ -47,6 +49,7 @@ def __init__( phreatictop, kzoverkh=kzoverkh, model3d=model3d, + name=name, ) self.x1 = x1 self.x2 = x2 @@ -56,7 +59,21 @@ def __init__( self.addlinesinks = True # Set to False not to add line-sinks def __repr__(self): - return f"{self.__class__.__name__}: " + str([self.x1, self.x2]) + if self.tsandhstar is not None: + hstar = " with h*(t)" + else: + hstar = "" + if self.tsandN is not None: + inf = " with N(t)" + else: + inf = "" + + return ( + f"{self.name}: {self.__class__.__name__} " + + str([self.x1, self.x2]) + + hstar + + inf + ) def is_inside(self, x, _): return (x >= self.x1) and (x < self.x2) @@ -107,15 +124,104 @@ def create_elements(self): assert self.topboundary == "con", Exception( "Infiltration can only be applied to a confined aquifer." ) - StripAreaSinkInhom(self.model, self.x1, self.x2, tsandN=self.tsandN) + AreaSinkXsection(self.model, self.x1, self.x2, tsandN=self.tsandN) if self.tsandhstar is not None: assert self.topboundary == "sem", Exception( "hstar can only be implemented on top of a semi-confined aquifer." ) - StripHstarInhom(self.model, self.x1, self.x2, tsandhstar=self.tsandhstar) + HstarXsection(self.model, self.x1, self.x2, tsandhstar=self.tsandhstar) + + def plot(self, ax=None, labels=False, params=False, **kwargs): + if ax is None: + _, ax = plt.subplots(1, 1, figsize=(8, 4)) + + if np.isfinite(self.x1): + x1 = self.x1 + else: + x1 = self.x2 - 100.0 + if np.isfinite(self.x2): + x2 = self.x2 + else: + x2 = self.x1 + 100.0 + + r = x2 - x1 + r0 = x1 + + if labels or params: + lli = 1 if self.topboundary == "con" else 0 + aqi = 0 + else: + lli = None + aqi = None + + for i in range(self.nlayers): + if self.ltype[i] == "l": + ax.fill_between( + x=[r0, r0 + r], + y1=self.z[i + 1], + y2=self.z[i], + color=[0.8, 0.8, 0.8], + ) + if labels: + ax.text( + r0 + 0.5 * r if not params else r0 + 0.25 * r, + np.mean(self.z[i : i + 2]), + f"leaky layer {lli}", + ha="center", + va="center", + ) + if params: + ax.text( + r0 + 0.75 * r if labels else r0 + 0.5 * r, + np.mean(self.z[i : i + 2]), + f"$c$ = {self.c[lli]:.1f}, $S_s$ = {self.Sll[lli]:.2e}", + ha="center", + va="center", + ) + if labels or params: + lli += 1 + + if labels and self.ltype[i] == "a": + ax.text( + r0 + 0.5 * r if not params else r0 + 0.25 * r, + np.mean(self.z[i : i + 2]), + f"aquifer {aqi}", + ha="center", + va="center", + ) + if params and self.ltype[i] == "a": + if aqi == 0 and self.phreatictop: + paramtxt = f"$k_h$ = {self.kaq[aqi]:.1f}, $S$ = {self.Saq[aqi]}" + else: + paramtxt = ( + f"$k_h$ = {self.kaq[aqi]:.1f}, $S_s$ = {self.Saq[aqi]:.2e}" + ) + ax.text( + r0 + 0.75 * r if labels else r0 + 0.5 * r, + np.mean(self.z[i : i + 2]), + paramtxt, + ha="center", + va="center", + ) + if (labels or params) and self.ltype[i] == "a": + aqi += 1 + + for i in range(1, self.nlayers): + if self.ltype[i] == "a" and self.ltype[i - 1] == "a": + ax.fill_between( + x=[r0, r0 + r], + y1=self.z[i], + y2=self.z[i], + color=[0.8, 0.8, 0.8], + ) + + ax.hlines(self.z[0], xmin=r0, xmax=r0 + r, color="k", lw=0.75) + ax.hlines(self.z[-1], xmin=r0, xmax=r0 + r, color="k", lw=3.0) + ax.set_ylabel("elevation") + return ax -class StripInhomMaq(StripInhom): +class XsectionMaq(Xsection): def __init__( self, model, @@ -132,6 +238,7 @@ def __init__( phreatictop=False, tsandhstar=None, tsandN=None, + name=None, ): kaq, Haq, Hll, c, Saq, Sll, poraq, porll, ltype = param_maq( kaq, z, c, Saq, Sll, poraq, porll, topboundary, phreatictop @@ -154,10 +261,11 @@ def __init__( phreatictop, tsandhstar, tsandN, + name=name, ) -class StripInhom3D(StripInhom): +class Xsection3D(Xsection): def __init__( self, model, @@ -176,6 +284,7 @@ def __init__( toppor=0.3, tsandhstar=None, tsandN=None, + name=None, ): kaq, Haq, Hll, c, Saq, Sll, poraq, porll, ltype, z = param_3d( kaq, @@ -208,4 +317,5 @@ def __init__( phreatictop, tsandhstar, tsandN, + name=name, ) From 08cad59132659bcdaad45810d4f97b4e1c1e65eb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:39:35 +0100 Subject: [PATCH 53/95] improve inhom elements - StripAreaSinkInhom -> AreaSinkXsection - StripHstarInhom -> HstarXsection - label as inhomelements - remove unnecessary positional check in potinf - improve plotting of elements --- ttim/stripareasink.py | 35 +++++++++++++++++++++-------------- 1 file changed, 21 insertions(+), 14 deletions(-) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index df7f232..1b025a4 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -4,7 +4,7 @@ from ttim.element import Element -class StripAreaSinkInhom(Element): +class AreaSinkXsection(Element): def __init__( self, model, @@ -24,6 +24,7 @@ def __init__( type="g", name=name, label=label, + inhomelement=True, ) self.x1 = float(x1) self.x2 = float(x2) @@ -53,8 +54,7 @@ def potinf(self, x, _, aq=None): aq = self.model.aq.find_aquifer_data(x, 0.0) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: - if (x > self.x1) and (x < self.x2): # we really need this? - rv[:] = self.term + rv[:] = self.term return rv def disvecinf(self, x, _, aq=None): @@ -88,7 +88,7 @@ def plot(self, ax, n_arrows=10, **kwargs): ) -class StripHstarInhom(Element): +class HstarXsection(Element): def __init__( self, model, @@ -108,6 +108,7 @@ def __init__( type="g", name=name, label=label, + inhomelement=True, ) self.x1 = float(x1) self.x2 = float(x2) @@ -139,8 +140,7 @@ def potinf(self, x, _, aq=None): aq = self.model.aq.find_aquifer_data(x, 0.0) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: - if (x > self.x1) and (x < self.x2): - rv[:] = self.term + rv[:] = self.term return rv def disvecinf(self, x, _, aq=None): @@ -150,12 +150,19 @@ def disvecinf(self, x, _, aq=None): qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy - def plot(self, ax=None, **kwargs): + def plot(self, ax=None, hstar=None, **kwargs): if ax is None: _, ax = plt.subplots() - ztop = self.model.aq.z[0] - Ly = self.model.aq.z[0] - self.model.aq.z[-1] - dy = Ly / 20.0 + aq = self.model.aq.find_aquifer_data(self.xc, 0.0) + ztop = aq.z[0] + Ly = aq.z[0] - aq.z[-1] + if hstar is None: + dy = Ly / 20.0 + zdivider = ztop + 1.1 * dy + else: + dy = hstar - ztop + zdivider = hstar + 1 + if np.isfinite(self.x1): x1 = self.x1 ax.plot( @@ -172,7 +179,7 @@ def plot(self, ax=None, **kwargs): x2 = self.x2 ax.plot( [x2, x2], - [ztop, ztop + 1.5 * dy], + [zdivider, aq.z[-1]], color="k", lw=1.0, ls="dotted", @@ -181,7 +188,7 @@ def plot(self, ax=None, **kwargs): x2 = ax.get_xlim()[1] Lx = x2 - x1 - dx = Lx / 200.0 + dx = max(Lx / 200.0, 1) xc = (x1 + x2) / 2.0 # water level @@ -190,13 +197,13 @@ def plot(self, ax=None, **kwargs): ax.plot([x1, x2], [ztop + dy, ztop + dy], lw=lw, color=c, **kwargs) ax.plot( [xc - 1.75 * dx, xc + 1.75 * dx], - [ztop + 0.8 * dy, ztop + 0.8 * dy], + [ztop + dy - 0.5] * 2, lw=0.75 * lw, color=c, ) ax.plot( [xc - dx, xc + dx], - [ztop + 0.65 * dy, ztop + 0.65 * dy], + [ztop + dy - 1.0] * 2, lw=0.75 * lw, color=c, ) From f0b52b413ab79a9645918e6cd957cb1898c3f3a3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:40:31 +0100 Subject: [PATCH 54/95] improve linesink1d - label HeadDiff- and FluxDiffLineSink1D as inhom elements - improve plotting --- ttim/linesink1d.py | 52 +++++++++++++++++++++++++++++++++++----------- 1 file changed, 40 insertions(+), 12 deletions(-) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index 3bde6d6..7693ed0 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -2,7 +2,12 @@ import numpy as np from ttim.element import Element -from ttim.equation import FluxDiffEquation, HeadDiffEquation, HeadEquation +from ttim.equation import ( + FluxDiffEquation, + HeadDiffEquation, + HeadEquation, + MscreenEquation, +) class LineSink1DBase(Element): @@ -25,6 +30,7 @@ def __init__( name="LineSink1DBase", label=None, aq=None, + inhomelement=False, ): super().__init__( model, @@ -35,6 +41,7 @@ def __init__( type=type, name=name, label=label, + inhomelement=inhomelement, ) # Defined here and not in Element as other elements can have multiple # parameters per layers @@ -123,10 +130,11 @@ def changetrace( def plot(self, ax=None): if ax is None: _, ax = plt.subplots() + aq = self.model.aq.find_aquifer_data(self.xls, 0.0) for ilay in self.layers: ax.plot( [self.xls, self.xls], - [self.model.aq.zaqtop[ilay], self.model.aq.zaqbot[ilay]], + [aq.zaqtop[ilay], aq.zaqbot[ilay]], "k-", ) @@ -174,8 +182,7 @@ def __init__( ) -# TODO: add equation for dividing discharge over layers: -class LineSink1D(LineSink1DBase): +class LineSink1D(LineSink1DBase, MscreenEquation): r"""Linesink1D with a specified discharge. Parameters @@ -199,11 +206,20 @@ class LineSink1D(LineSink1DBase): 100 between times 10 and 50, with a specific discharge of 20 between times 50 and 200, and zero speficic discharge after time 200. - >>> DischargeLineSink1D(ml, tsandq=[(10, 100), (50, 20), (200, 0)]) + >>> LineSink1D(ml, tsandq=[(10, 100), (50, 20), (200, 0)]) """ def __init__( - self, model, xls=0, tsandq=[(0, 1)], res=0, wh="H", layers=0, label=None + self, + model, + xls=0, + tsandq=[(0, 1)], + res=0, + wh="H", + vres=0.0, + wv=1.0, + layers=0, + label=None, ): super().__init__( model, @@ -212,10 +228,24 @@ def __init__( res=res, wh=wh, layers=layers, - type="g", - name="DischargeLineSink1D", + type="v", + name="LineSink1D", label=label, ) + self.nunknowns = self.nparam + # Vertical resistance inside line-sink + self.vres = np.atleast_1d(vres) + self.wv = wv + if len(self.vres) == 1: + self.vres = self.vres[0] * np.ones(self.nlayers - 1) + + def initialize(self): + super().initialize() + self.parameters = np.zeros( + (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex + ) + # qv = (hn - hn-1) / vresfac[n - 1] + self.vresfac = self.vres / self.wv class HeadLineSink1D(LineSink1DBase, HeadEquation): @@ -271,6 +301,7 @@ def __init__( name="HeadDiffLineSink1D", label=label, aq=aq, + inhomelement=True, ) self.nunknowns = self.nparam @@ -288,8 +319,6 @@ def initialize(self): self.parameters = np.zeros( (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex ) - # Needed in solving, solve for a unit head - # self.pc = self.aq.T[self.layers] class FluxDiffLineSink1D(LineSink1DBase, FluxDiffEquation): @@ -305,6 +334,7 @@ def __init__(self, model, xls=0, layers=0, label=None, aq=None): name="FluxDiffLineSink1D", label=label, aq=aq, + inhomelement=True, ) self.nunknowns = self.nparam @@ -321,5 +351,3 @@ def initialize(self): self.parameters = np.zeros( (self.model.ngvbc, self.nparam, self.model.npval), dtype=complex ) - # Needed in solving, solve for a unit head - # self.pc = self.aq.T[self.layers] From 5926c32ab42b022b3889fdcca71c8de5381317c2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 12:42:39 +0100 Subject: [PATCH 55/95] improve Calibrate class - add layer kwarg to set_parameter - deprecate parmeter layer specification through name - add layers, inhoms columns to parameter df - add inhom names to parameter name for unique index name - allow linking of parameters between inhoms - add plots of calibrate class, topview and xsection for locations of observations. --- ttim/fit.py | 150 +++++++++++++++++++++++++++++++++++++++++----------- 1 file changed, 119 insertions(+), 31 deletions(-) diff --git a/ttim/fit.py b/ttim/fit.py index 2d684c1..1c927c3 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -1,10 +1,13 @@ -import re +import warnings +from typing import Iterable -# import lmfit +import matplotlib.pyplot as plt import numpy as np import pandas as pd from scipy.optimize import least_squares +# import lmfit + class Calibrate: def __init__(self, model): @@ -17,12 +20,24 @@ def __init__(self, model): """ self.model = model self.parameters = pd.DataFrame( - columns=["optimal", "std", "perc_std", "pmin", "pmax", "initial", "parray"] + columns=[ + "layers", + "optimal", + "std", + "perc_std", + "pmin", + "pmax", + "initial", + "inhoms", + "parray", + ] ) self.seriesdict = {} self.seriesinwelldict = {} - def set_parameter(self, name=None, initial=0, pmin=-np.inf, pmax=np.inf): + def set_parameter( + self, name=None, layers=None, initial=0, pmin=-np.inf, pmax=np.inf, inhoms=None + ): """Set parameter to be optimized. Parameters @@ -44,43 +59,77 @@ def set_parameter(self, name=None, initial=0, pmin=-np.inf, pmax=np.inf): """ assert isinstance(name, str), "Error: name must be string" # find numbers in name str for support layer ranges - layers_from_name = re.findall(r"\d+", name) - p = None - if "_" in name: - fromlay, tolay = [int(i) for i in layers_from_name] - if name[:3] == "kaq": - p = self.model.aq.kaq[fromlay : tolay + 1] - elif name[:3] == "Saq": - p = self.model.aq.Saq[fromlay : tolay + 1] - elif name[0] == "c": - p = self.model.aq.c[fromlay : tolay + 1] - elif name[:3] == "Sll": - p = self.model.aq.Sll[fromlay : tolay + 1] - elif name[0:8] == "kzoverkh": - p = self.model.aq.kzoverkh[fromlay : tolay + 1] + # layers_from_name = re.findall(r"\d+", name) + + if isinstance(layers, Iterable): + from_lay = min(layers) + to_lay = max(layers) + if from_lay == to_lay: + to_lay += 1 + if (np.diff(layers) > 1).any(): + warnings.warn( + "Non-consecutive layers are not supported. " + f"Setting parameter '{name}' for layers {from_lay} - {to_lay}." + ) + elif isinstance(layers, int): + from_lay = layers + to_lay = layers + 1 + else: + raise DeprecationWarning( + "Setting layers in the parameter name is no longer supported. " + f"Set layers keyword argument for parameter '{name}'." + ) + + # get aquifer information and create list if necessary + if inhoms is None: + aq = [self.model.aq] + elif not isinstance(inhoms, (list, tuple)): + aq = [inhoms] else: - layer = int(layers_from_name[0]) - # Set, kaq, Saq, c - if name[:3] == "kaq": - p = self.model.aq.kaq[layer : layer + 1] - elif name[:3] == "Saq": - p = self.model.aq.Saq[layer : layer + 1] - elif name[0] == "c": - p = self.model.aq.c[layer : layer + 1] - elif name[:3] == "Sll": - p = self.model.aq.Sll[layer : layer + 1] - elif name[0:8] == "kzoverkh": - p = self.model.aq.kzoverkh[layer : layer + 1] + aq = inhoms + + # convert aquifer names to aquifer objects + for i, iaq in enumerate(aq): + if isinstance(iaq, str): + aq[i] = self.model.aq.inhomdict[iaq] + + p = None + # from_lay, to_lay = [int(i) for i in layers_from_name] + if name[:3] == "kaq": + p = aq[0].kaq[from_lay : to_lay + 1] + param = name[:3] + elif name[:3] == "Saq": + p = aq[0].Saq[from_lay : to_lay + 1] + param = name[:3] + elif name[0] == "c": + p = aq[0].c[from_lay : to_lay + 1] + param = name[0] + elif name[:3] == "Sll": + p = aq[0].Sll[from_lay : to_lay + 1] + param = name[:3] + elif name[0:8] == "kzoverkh": + p = aq[0].kzoverkh[from_lay : to_lay + 1] + param = name[:8] + if p is None: # no parameter set print("parameter name not recognized or no parameter ref supplied") return - self.parameters.loc[name] = { + + # set all other aquifer parameter references to same array + if len(aq) > 1: + for iaq in aq: + setattr(iaq, param, p) + + pname = f"{name}_{'_'.join([iaq.name for iaq in aq])}" + self.parameters.loc[pname] = { + "layers": layers, "optimal": initial, "std": None, "perc_std": None, "pmin": pmin, "pmax": pmax, "initial": initial, + "inhoms": aq if inhoms is not None else None, "parray": p[:], } @@ -292,6 +341,45 @@ def rmse(self, weighted=True, layers=None): ) return np.sqrt(np.mean(r**2)) + def topview(self, ax=None, layers=None, labels=True): + """Plot topview of model with calibration points. + + Parameters + ---------- + ax : matplotlib.axes.Axes, optional + axes to plot on (the default is None, which creates a new figure) + """ + if ax is None: + _, ax = plt.subplots() + # self.model.plots.topview(ax=ax) + for key, s in self.seriesdict.items(): + if layers is None or s.layer in layers: + ax.plot(s.x, s.y, "ko") + if labels: + ax.text(s.x, s.y, key, ha="left", va="bottom") + return ax + + def xsection(self, ax=None, labels=True): + """Plot cross-section of model with calibration points. + + Parameters + ---------- + ax : matplotlib.axes.Axes, optional + axes to plot on (the default is None, which creates a new figure) + """ + if ax is None: + _, ax = plt.subplots() + for key, s in self.seriesdict.items(): + aq = self.model.aq.find_aquifer_data(s.x, s.y) + ztop = aq.z[0] + zpb_top = aq.zaqtop[s.layer] + zpb_bot = aq.zaqbot[s.layer] + ax.plot([s.x, s.x], [zpb_top, zpb_bot], c="k", ls="dotted") + ax.plot([s.x, s.x], [ztop + 1, zpb_top], c="k", ls="solid", lw=1.0) + if labels: + ax.text(s.x, ztop + 1, key, ha="left", va="bottom", rotation=45) + return ax + class Series: def __init__(self, x, y, layer, t, h, weights=None): From c45821fcd687e1fc02d99f28d2fc751bd721da13 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 13:31:45 +0100 Subject: [PATCH 56/95] leave out water level mark on plots --- ttim/stripareasink.py | 39 ++++++++++++++++++++++----------------- 1 file changed, 22 insertions(+), 17 deletions(-) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index 1b025a4..6d7628b 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -118,7 +118,12 @@ def __repr__(self): return f"{self.__class__.__name__}: " + str([self.x1, self.x2]) def initialize(self): - self.xc = (self.x1 + self.x2) / 2.0 + if not np.isfinite(self.x1): + self.xc = self.x2 - 1e-5 + elif not np.isfinite(self.x2): + self.xc = self.x1 + 1e-5 + else: + self.xc = (self.x1 + self.x2) / 2.0 self.L = np.abs(self.x2 - self.x1) self.aq = self.model.aq.find_aquifer_data(self.xc, 0.0) self.setbc() @@ -187,23 +192,23 @@ def plot(self, ax=None, hstar=None, **kwargs): else: x2 = ax.get_xlim()[1] - Lx = x2 - x1 - dx = max(Lx / 200.0, 1) - xc = (x1 + x2) / 2.0 - # water level c = kwargs.pop("color", "k") lw = kwargs.pop("lw", 1.0) ax.plot([x1, x2], [ztop + dy, ztop + dy], lw=lw, color=c, **kwargs) - ax.plot( - [xc - 1.75 * dx, xc + 1.75 * dx], - [ztop + dy - 0.5] * 2, - lw=0.75 * lw, - color=c, - ) - ax.plot( - [xc - dx, xc + dx], - [ztop + dy - 1.0] * 2, - lw=0.75 * lw, - color=c, - ) + # plot water level symbol: difficult to get consistent, comment out for now + # Lx = x2 - x1 + # dx = max(Lx / 200.0, 1) + # xc = (x1 + x2) / 2.0 + # ax.plot( + # [xc - 1.75 * dx, xc + 1.75 * dx], + # [ztop + dy - 0.5] * 2, + # lw=0.75 * lw, + # color=c, + # ) + # ax.plot( + # [xc - dx, xc + dx], + # [ztop + dy - 1.0] * 2, + # lw=0.75 * lw, + # color=c, + # ) From 63e468327943f6c42a2cf98b370dd58fd7f5860a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 16:20:17 +0100 Subject: [PATCH 57/95] update notebooks --- docs/03examples/1d_elements.ipynb | 136 ++++++- docs/03examples/1d_inhom_elements.ipynb | 302 ++++++++++++---- docs/03examples/stripareasink.ipynb | 457 +++++++++++++++--------- 3 files changed, 654 insertions(+), 241 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index dcc8a56..7a22cc2 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -243,11 +243,9 @@ } ], "source": [ - "mlsemi = ttim.ModelMaq(\n", - " kaq=k, z=[1, 0, -H], c=[10], tmin=1e-3, tmax=1e3, topboundary=\"semi\"\n", - ")\n", - "ls = ttim.DischargeLineSink1D(mlsemi, tsandq=[(0, Q)], layers=[0])\n", - "mlsemi.solve()" + "ml = ttim.ModelMaq(kaq=k, z=[1, 0, -H], c=[10], tmin=1e-3, tmax=1e3, topboundary=\"semi\")\n", + "ls = ttim.DischargeLineSink1D(ml, tsandq=[(0, Q)], layers=[0])\n", + "ml.solve()" ] }, { @@ -297,7 +295,7 @@ "t = np.logspace(-2, 0, 5)\n", "\n", "for i in range(len(t)):\n", - " h = mlsemi.headalongline(x, y, t[i])\n", + " h = ml.headalongline(x, y, t[i])\n", " plt.plot(x, h.squeeze(), label=f\"t={t[i]:.2f} d\")\n", "\n", "hss = mlss.headalongline(x, y)\n", @@ -565,7 +563,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -658,6 +656,130 @@ " plt.grid()\n", "plt.tight_layout()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multiscreen Linesink1D\n", + "\n", + "Linesink pumping from multiple layers simultaneously with specified total discharge." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "z = [0.0, -5.0, -6.0, -11.0]\n", + "Saq = [1e-3, 1e-4]\n", + "c = [10.0]\n", + "k = [5.0, 10.0]\n", + "qls = 6.0" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 2\n", + "solution complete\n" + ] + } + ], + "source": [ + "ml = ttim.ModelMaq(\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " tmin=1,\n", + " tmax=1e2,\n", + " topboundary=\"conf\",\n", + ")\n", + "\n", + "ls = ttim.LineSink1D(ml, xls=0.0, tsandq=[(0.0, qls)], layers=[0, 1])\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = ml.plots.xsection(xy=[(-10, 0), (10, 0)], params=True)\n", + "ml.elementlist[0].plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 101)\n", + "y = np.zeros_like(x)\n", + "t = np.logspace(0, 2, 3)\n", + "\n", + "h = ml.headalongline(x, y, t)\n", + "qx, _ = ml.disvecalongline(x, y, t)\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, figsize=(10, 5))\n", + "\n", + "for i in range(len(t)):\n", + " (p0,) = ax0.plot(x, h[0, i].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax0.plot(\n", + " x, h[1, i].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\", c=p0.get_color()\n", + " )\n", + " (p1,) = ax1.plot(x, qx[0, i].squeeze(), label=f\"t={t[i]:.0f} d\")\n", + " ax1.plot(\n", + " x, qx[1, i].squeeze(), label=f\"t={t[i]:.0f} d\", ls=\"dashed\", c=p1.get_color()\n", + " )\n", + "\n", + "ax0.legend(loc=(0, 1), frameon=False, ncol=3)\n", + "ax0.set_ylabel(\"head [m]\")\n", + "ax1.set_xlabel(\"x [m]\")\n", + "ax1.set_ylabel(\"q [m$^2$/d]\")\n", + "for iax in [ax0, ax1]:\n", + " iax.grid()\n", + "fig.align_ylabels()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index 0d3d08a..9d7db87 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -54,7 +54,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "self.neq 4\n", + "self.neq 2\n", "solution complete\n" ] } @@ -80,7 +80,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -149,11 +149,8 @@ } ], "source": [ - "mlconf2 = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=c, tmin=1, tmax=1e2, topboundary=\"conf\", phreatictop=True\n", - ")\n", - "\n", - "inhom_left = ttim.StripInhomMaq(\n", + "mlconf2 = ttim.ModelXsection(naq=2, tmin=1, tmax=1e2)\n", + "inhom_left = ttim.XsectionMaq(\n", " mlconf2,\n", " -np.inf,\n", " 100.0,\n", @@ -164,7 +161,7 @@ " topboundary=\"conf\",\n", " phreatictop=True,\n", ")\n", - "inhom_right = ttim.StripInhomMaq(\n", + "inhom_right = ttim.XsectionMaq(\n", " mlconf2,\n", " 100.0,\n", " np.inf,\n", @@ -238,7 +235,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -279,7 +276,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -295,7 +292,7 @@ "hright = mlconf2.head(100 + dx, 0, t)\n", "disxleft, _ = mlconf2.disvec(100 - dx, 0, t)\n", "disxright, _ = mlconf2.disvec(100 + dx, 0, t)\n", - "disxnum = mlconf2.aq.Haq[:, np.newaxis] * (hleft - hright) / res\n", + "disxnum = inhom_right.Haq[:, np.newaxis] * (hleft - hright) / res\n", "plt.figure(figsize=(10, 5))\n", "for i in range(2):\n", " plt.subplot(2, 1, i + 1)\n", @@ -339,18 +336,9 @@ "source": [ "k_mid = [2 * k]\n", "\n", - "mlconf2 = ttim.ModelMaq(\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " c=c,\n", - " tmin=1,\n", - " tmax=1e2,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", - ")\n", + "mlconf2 = ttim.ModelXsection(naq=2, tmin=1, tmax=1e2)\n", "\n", - "inhom_left = ttim.StripInhomMaq(\n", + "inhom_left = ttim.XsectionMaq(\n", " mlconf2,\n", " -np.inf,\n", " 50.0,\n", @@ -361,7 +349,7 @@ " topboundary=\"conf\",\n", " phreatictop=True,\n", ")\n", - "inhom_mid = ttim.StripInhomMaq(\n", + "inhom_mid = ttim.XsectionMaq(\n", " mlconf2,\n", " 50,\n", " 150.0,\n", @@ -372,7 +360,7 @@ " topboundary=\"conf\",\n", " phreatictop=True,\n", ")\n", - "inhom_right = ttim.StripInhomMaq(\n", + "inhom_right = ttim.XsectionMaq(\n", " mlconf2,\n", " 150.0,\n", " np.inf,\n", @@ -397,7 +385,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -465,18 +453,9 @@ } ], "source": [ - "mlconf = ttim.ModelMaq(\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " # c=c,\n", - " tmin=0.1,\n", - " tmax=1e3,\n", - " topboundary=\"conf\",\n", - " phreatictop=True,\n", - ")\n", + "mlconf = ttim.ModelXsection(naq=1, tmin=1, tmax=1e2)\n", "\n", - "left = ttim.StripInhomMaq(\n", + "left = ttim.XsectionMaq(\n", " mlconf,\n", " -np.inf,\n", " -L / 2,\n", @@ -487,7 +466,7 @@ " topboundary=\"conf\",\n", " phreatictop=True,\n", ")\n", - "inf = ttim.StripInhomMaq(\n", + "inf = ttim.XsectionMaq(\n", " mlconf,\n", " -L / 2,\n", " L / 2,\n", @@ -499,7 +478,7 @@ " phreatictop=True,\n", " tsandN=[(0.0, N)],\n", ")\n", - "right = ttim.StripInhomMaq(\n", + "right = ttim.XsectionMaq(\n", " mlconf,\n", " L / 2,\n", " np.inf,\n", @@ -511,7 +490,6 @@ " phreatictop=True,\n", ")\n", "\n", - "# NOTE: not working if elements are in surrounding strip inhoms\n", "d = -1e-3\n", "hls_left = ttim.HeadLineSink1D(mlconf, xls=-L / 2 + d, tsandh=[(0, 0.0)], layers=[0])\n", "hls_right = ttim.HeadLineSink1D(mlconf, xls=L / 2 - d, tsandh=[(0, 0.0)], layers=[0])\n", @@ -578,9 +556,217 @@ "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n", + "Warning, some of the times are larger than tmax after\n", + "a change in boundary condition. nans are substituted\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -652,18 +838,9 @@ } ], "source": [ - "mlsemi = ttim.ModelMaq(\n", - " kaq=k,\n", - " z=z,\n", - " Saq=Saq,\n", - " c=c,\n", - " tmin=0.1,\n", - " tmax=1e3,\n", - " topboundary=\"semi\",\n", - " phreatictop=False,\n", - ")\n", + "mlsemi = ttim.ModelXsection(naq=1, tmin=1, tmax=1e2)\n", "\n", - "inhom_left = ttim.StripInhomMaq(\n", + "inhom_left = ttim.XsectionMaq(\n", " mlsemi,\n", " -np.inf,\n", " 0.0,\n", @@ -675,7 +852,7 @@ " phreatictop=False,\n", " tsandhstar=[(0.0, delh)],\n", ")\n", - "inhom_right = ttim.StripInhomMaq(\n", + "inhom_right = ttim.XsectionMaq(\n", " mlsemi,\n", " 0.0,\n", " np.inf,\n", @@ -717,7 +894,7 @@ " hstar=0.0,\n", ")\n", "\n", - "inhom_left = timml.StripInhomMaq(\n", + "inhom_left_ss = timml.StripInhomMaq(\n", " mlss,\n", " -np.inf,\n", " 0.0,\n", @@ -727,7 +904,7 @@ " topboundary=\"semi\",\n", " hstar=delh,\n", ")\n", - "inhom_right = timml.StripInhomMaq(\n", + "inhom_right_ss = timml.StripInhomMaq(\n", " mlss,\n", " 0.0,\n", " np.inf,\n", @@ -737,9 +914,6 @@ " topboundary=\"semi\",\n", " hstar=0.0,\n", ")\n", - "\n", - "# hls_right = timml.HeadLineSink1D(mlss, xls=300.0, hls=0.0, layers=[0])\n", - "\n", "mlss.solve()" ] }, @@ -750,7 +924,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -762,8 +936,10 @@ "source": [ "lab = np.sqrt(k[0] * H * c[0])\n", "L = 2 * 3 * lab\n", - "ax = mlsemi.plots.xsection([(-L / 2, 0), (L / 2, 0)], params=True)\n", - "mlsemi.elementlist[0].plot(ax=ax, color=\"b\")" + "ax = inhom_left.plot(params=True)\n", + "ax = inhom_right.plot(ax=ax, params=True)\n", + "mlsemi.elementlist[0].plot(ax=ax)\n", + "ax.set_xlim(-100, 100);" ] }, { @@ -773,7 +949,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -821,7 +997,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -835,7 +1011,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb index cf92fa1..beff6a1 100644 --- a/docs/03examples/stripareasink.ipynb +++ b/docs/03examples/stripareasink.ipynb @@ -9,7 +9,6 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import timml\n", "\n", "import ttim\n", "\n", @@ -55,27 +54,38 @@ } ], "source": [ - "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, \n", - " topboundary=\"conf\", phreatictop=True,\n", - " tmin=0.1, tmax=1e3,\n", + "ml = ttim.ModelXsection(naq=1, tmin=0.1, tmax=1e3)\n", + "\n", + "left = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", ")\n", - "\n", - "left = ttim.StripInhomMaq(\n", - " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, \n", - " topboundary=\"conf\", phreatictop=True,\n", - ")\n", - "rech = ttim.StripInhomMaq(\n", - " model=ml, x1=-L / 2, x2=L / 2,\n", - " kaq=k, z=z, Saq=Saq, \n", - " topboundary=\"conf\", phreatictop=True,\n", + "rech = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-L / 2,\n", + " x2=L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", " tsandN=[(0.0, N)],\n", ")\n", - "right = ttim.StripInhomMaq(\n", - " model=ml, x1=L / 2, x2=np.inf,\n", - " kaq=k, z=z, Saq=Saq, \n", - " topboundary=\"conf\", phreatictop=True,\n", + "right = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=L / 2,\n", + " x2=np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", ")\n", "\n", "ml.solve()" @@ -89,7 +99,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -101,10 +111,10 @@ "source": [ "x = np.linspace(-100, 100, 100)\n", "y = np.zeros(100)\n", - "plt.axvspan(-50, 50, color=3 * [.9])\n", + "plt.axvspan(-50, 50, color=3 * [0.9])\n", "for t in np.logspace(-1, 1, 10):\n", " h = ml.headalongline(x, y, t)\n", - " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + " plt.plot(x, h[0, 0], label=f\"t={t:.2f}\")\n", "plt.legend();" ] }, @@ -119,10 +129,10 @@ "output_type": "stream", "text": [ "Qxtim, Qxnum: [[0.01914832]] [[0.01914832]]\n", - "lhs: [[-3.83807791e-06]]\n", + "lhs: [[-3.83805002e-06]]\n", "rhs: [[-3.83809051e-06]]\n", "Qxtim, Qxnum: [[0.03293774]] [[0.03293774]]\n", - "lhs: [[1.06545286e-06]]\n", + "lhs: [[1.06543288e-06]]\n", "rhs: [[1.06545622e-06]]\n" ] } @@ -136,16 +146,20 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "Qxnum = rech.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim, Qxnum: \", Qxtim, Qxnum)\n", "\n", "# deq\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + d) - ml.head(x, y, t - d)) / (2 * d)\n", - "print('lhs: ', d2hdx2)\n", - "print('rhs: ', ml.aq.Saq / ml.aq.T * dhdt - N / ml.aq.T)\n", + "print(\"lhs: \", d2hdx2)\n", + "print(\"rhs: \", rech.Saq / rech.T * dhdt - N / rech.T)\n", "\n", "# check solution outside\n", "x = 75\n", @@ -155,16 +169,20 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "Qxnum = rech.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim, Qxnum: \", Qxtim, Qxnum)\n", "\n", "# deq\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + d) - ml.head(x, y, t - d)) / (2 * d)\n", - "print('lhs: ', d2hdx2)\n", - "print('rhs: ', ml.aq.Saq / ml.aq.T * dhdt)" + "print(\"lhs: \", d2hdx2)\n", + "print(\"rhs: \", rech.Saq / rech.T * dhdt)" ] }, { @@ -206,29 +224,43 @@ } ], "source": [ - "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=c,\n", - " topboundary=\"conf\", phreatictop=True,\n", - " tmin=0.1, tmax=1e3, \n", - ")\n", - "\n", - "left = ttim.StripInhomMaq(\n", - " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=c,\n", - " topboundary=\"conf\", phreatictop=True,\n", + "ml = ttim.ModelXsection(naq=2, tmin=0.1, tmax=1e3)\n", + "\n", + "left = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", ")\n", "\n", - "inf = ttim.StripInhomMaq(\n", - " model=ml, x1=-L / 2, x2=L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=c,\n", - " topboundary=\"conf\", phreatictop=True,\n", + "inf = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-L / 2,\n", + " x2=L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", " tsandN=[(0.0, N)],\n", ")\n", "\n", - "right = ttim.StripInhomMaq(\n", - " model=ml, x1=L / 2, x2=np.inf,\n", - " kaq=k, z=z, Saq=Saq, c=c,\n", - " topboundary=\"conf\", phreatictop=True,\n", + "right = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=L / 2,\n", + " x2=np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", + " topboundary=\"conf\",\n", + " phreatictop=True,\n", ")\n", "\n", "ml.solve()" @@ -242,7 +274,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -254,12 +286,12 @@ "source": [ "x = np.linspace(-100, 100, 100)\n", "y = np.zeros(100)\n", - "plt.axvspan(-50, 50, color=3 * [.9])\n", + "plt.axvspan(-50, 50, color=3 * [0.9])\n", "t = np.logspace(-1, 1, 3)\n", "h = ml.headalongline(x, y, t)\n", "for i in range(len(t)):\n", - " plt.plot(x, h[0, i], color='C0')\n", - " plt.plot(x, h[1, i], color='C1')" + " plt.plot(x, h[0, i], color=\"C0\")\n", + " plt.plot(x, h[1, i], color=\"C1\")" ] }, { @@ -275,18 +307,18 @@ "check solution inside\n", "Qxtim: [0.00528708 0.00024616]\n", "Qxnum: [0.00528708 0.00024616]\n", - "lhs: [-2.72898024e-06 -5.66161701e-08]\n", - "rhs: -2.729246969590678e-06 -5.660308111144035e-08\n", + "lhs: [-2.72873391e-06 -5.66048944e-08]\n", + "rhs: -2.7292469695794058e-06 -5.660308111144264e-08\n", "check solution outside\n", "Qxtim: [0.00559443 0.00046795]\n", "Qxnum: [0.00559443 0.00046795]\n", - "lhs: [2.50199868e-06 1.18881467e-09]\n", - "rhs: 2.501948504638927e-06 1.1887430107039933e-09\n" + "lhs: [2.50199817e-06 1.18889273e-09]\n", + "rhs: 2.5019485046389376e-06 1.1887430107100334e-09\n" ] } ], "source": [ - "print('check solution inside')\n", + "print(\"check solution inside\")\n", "x = 25\n", "y = 0\n", "t = 0.7\n", @@ -295,22 +327,32 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim: ', Qxtim[:, 0])\n", - "print('Qxnum: ', Qxnum[:, 0])\n", + "Qxnum = inf.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim: \", Qxtim[:, 0])\n", + "print(\"Qxnum: \", Qxnum[:, 0])\n", "\n", "# deq\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", "h = ml.head(x, y, t)\n", - "rhs1 = ml.aq.Saq[0] / ml.aq.T[0] * dhdt[0, 0] + (h[0, 0] - h[1, 0]) / (ml.aq.T[0] * ml.aq.c[1]) - N / ml.aq.T[0]\n", - "rhs2 = ml.aq.Saq[1] * ml.aq.Haq[1] / ml.aq.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (ml.aq.T[1] * ml.aq.c[1])\n", - "print('lhs: ', d2hdx2[:, 0])\n", - "print('rhs: ', rhs1, rhs2)\n", + "rhs1 = (\n", + " inf.Saq[0] / inf.T[0] * dhdt[0, 0]\n", + " + (h[0, 0] - h[1, 0]) / (inf.T[0] * inf.c[1])\n", + " - N / inf.T[0]\n", + ")\n", + "rhs2 = inf.Saq[1] * inf.Haq[1] / inf.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (\n", + " inf.T[1] * inf.c[1]\n", + ")\n", + "print(\"lhs: \", d2hdx2[:, 0])\n", + "print(\"rhs: \", rhs1, rhs2)\n", "\n", - "print('check solution outside')\n", + "print(\"check solution outside\")\n", "x = 75\n", "y = 0\n", "t = 0.7\n", @@ -319,20 +361,26 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim: ', Qxtim[:, 0])\n", - "print('Qxnum: ', Qxnum[:, 0])\n", + "Qxnum = inf.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim: \", Qxtim[:, 0])\n", + "print(\"Qxnum: \", Qxnum[:, 0])\n", "\n", "# deq\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", "h = ml.head(x, y, t)\n", - "rhs1 = ml.aq.Saq[0] / ml.aq.T[0] * dhdt[0, 0] + (h[0, 0] - h[1, 0]) / (ml.aq.T[0] * ml.aq.c[1])\n", - "rhs2 = ml.aq.Saq[1] * ml.aq.Haq[1] / ml.aq.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (ml.aq.T[1] * ml.aq.c[1])\n", - "print('lhs: ', d2hdx2[:, 0])\n", - "print('rhs: ', rhs1, rhs2)" + "rhs1 = inf.Saq[0] / inf.T[0] * dhdt[0, 0] + (h[0, 0] - h[1, 0]) / (inf.T[0] * inf.c[1])\n", + "rhs2 = inf.Saq[1] * inf.Haq[1] / inf.T[1] * dhdt[1, 0] - (h[0, 0] - h[1, 0]) / (\n", + " inf.T[1] * inf.c[1]\n", + ")\n", + "print(\"lhs: \", d2hdx2[:, 0])\n", + "print(\"rhs: \", rhs1, rhs2)" ] }, { @@ -365,28 +413,39 @@ "hstar = 2\n", "L = 100\n", "\n", - "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", - " topboundary=\"semi\",\n", - " tmin=1e-4, tmax=1e3,\n", - ")\n", + "ml = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e3)\n", "\n", - "left = ttim.StripInhomMaq(\n", - " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "left = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", ")\n", "\n", - "riv = ttim.StripInhomMaq(\n", - " model=ml, x1=-L / 2, x2=L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "riv = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-L / 2,\n", + " x2=L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", " tsandhstar=[(0.0, hstar), (5, 2 * hstar)],\n", ")\n", "\n", - "right = ttim.StripInhomMaq(\n", - " model=ml, x1=L / 2, x2=np.inf,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "right = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=L / 2,\n", + " x2=np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", ")\n", "\n", @@ -408,8 +467,8 @@ } ], "source": [ - "lab = np.sqrt(ml.aq.T[0] * ml.aq.c[0])\n", - "print(f'leakage factor: {lab} m')" + "lab = np.sqrt(riv.T[0] * riv.c[0])\n", + "print(f\"leakage factor: {lab} m\")" ] }, { @@ -420,7 +479,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -432,10 +491,10 @@ "source": [ "x = np.linspace(-100, 100, 100)\n", "y = np.zeros(100)\n", - "plt.axvspan(-50, 50, color=3 * [.9])\n", + "plt.axvspan(-50, 50, color=3 * [0.9])\n", "for t in np.logspace(-1, 1, 10):\n", " h = ml.headalongline(x, y, t)\n", - " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + " plt.plot(x, h[0, 0], label=f\"t={t:.2f}\")\n", "plt.legend();" ] }, @@ -447,7 +506,7 @@ "outputs": [], "source": [ "# mf6 time step 0.1 day, cell size 10 m\n", - "hmf6 = np.loadtxt('./data/mf6_ttim_xsec_riv1.txt') # load mf6 output to compare" + "hmf6 = np.loadtxt(\"./data/mf6_ttim_xsec_riv1.txt\") # load mf6 output to compare" ] }, { @@ -458,7 +517,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -470,8 +529,8 @@ "source": [ "t = np.linspace(0.01, 10, 100)\n", "h = ml.head(25, 0, t)\n", - "plt.plot(t, h[0], label='ttim')\n", - "plt.plot(hmf6[0], hmf6[1], '--', label='mf6')\n", + "plt.plot(t, h[0], label=\"ttim\")\n", + "plt.plot(hmf6[0], hmf6[1], \"--\", label=\"mf6\")\n", "plt.xticks(np.linspace(0, 10, 5))\n", "plt.legend()\n", "plt.grid()" @@ -488,8 +547,8 @@ "output_type": "stream", "text": [ "Qxtim, Qxnum: [[0.34428389]] [[0.34428389]]\n", - "lhs: [[-6.96093161e-05]]\n", - "rhs: [[-6.95991791e-05]]\n" + "lhs: [[-6.96093494e-05]]\n", + "rhs: [[-6.95979439e-05]]\n" ] } ], @@ -503,18 +562,31 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim, Qxnum: ', Qxtim, Qxnum)\n", + "Qxnum = riv.T * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim, Qxnum: \", Qxtim, Qxnum)\n", "\n", "# deq\n", "h = ml.head(x, y, t)\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", - "print('lhs: ', d2hdx2)\n", - "print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + h / (ml.aq.c[0] * ml.aq.T[0]) - hstar / (ml.aq.c[0] * ml.aq.T[0]))\n", - "#print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0])) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" + "print(\"lhs: \", d2hdx2)\n", + "print(\n", + " \"rhs: \",\n", + " (riv.Saq[0] * riv.Haq[0]) / riv.T * dhdt\n", + " + h / (riv.c[0] * riv.T[0])\n", + " - hstar / (riv.c[0] * riv.T[0]),\n", + ")\n", + "# print(\n", + "# \"rhs: \",\n", + "# (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt\n", + "# + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0]),\n", + "# ) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" ] }, { @@ -541,7 +613,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -558,28 +630,39 @@ "hstar = 2\n", "L = 2000\n", "\n", - "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=c, \n", - " topboundary=\"semi\",\n", - " tmin=1e-2, tmax=1e3,\n", - ")\n", + "ml = ttim.ModelXsection(naq=1, tmin=1e-2, tmax=1e3)\n", "\n", - "left = ttim.StripInhomMaq(\n", - " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "left = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", ")\n", "\n", - "riv = ttim.StripInhomMaq(\n", - " model=ml, x1=-L / 2, x2=L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "riv = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-L / 2,\n", + " x2=L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", " tsandhstar=[(0.0, hstar)],\n", ")\n", "\n", - "right = ttim.StripInhomMaq(\n", - " model=ml, x1=L / 2, x2=np.inf,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "right = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=L / 2,\n", + " x2=np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", ")\n", "\n", @@ -587,10 +670,10 @@ "\n", "x = np.linspace(-L, L, 100)\n", "y = np.zeros(100)\n", - "plt.axvspan(-L / 2, L / 2, color=3 * [.9])\n", + "plt.axvspan(-L / 2, L / 2, color=3 * [0.9])\n", "for t in np.logspace(-1, 2, 10):\n", " h = ml.headalongline(x, y, t)\n", - " plt.plot(x, h[0, 0], label=f't={t:.2f}')\n", + " plt.plot(x, h[0, 0], label=f\"t={t:.2f}\")\n", "plt.legend()\n", "plt.grid()" ] @@ -626,28 +709,39 @@ "hstar = 2\n", "L = 100\n", "\n", - "ml = ttim.ModelMaq(\n", - " kaq=k, z=z, Saq=Saq, c=c, \n", - " topboundary=\"semi\",\n", - " tmin=1e-4, tmax=1e3,\n", - ")\n", + "ml = ttim.ModelXsection(naq=2, tmin=1e-4, tmax=1e3)\n", "\n", - "left = ttim.StripInhomMaq(\n", - " model=ml, x1=-np.inf, x2=-L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=c, \n", + "left = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=c,\n", " topboundary=\"semi\",\n", ")\n", "\n", - "riv = ttim.StripInhomMaq(\n", - " model=ml, x1=-L / 2, x2=L / 2,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "riv = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=-L / 2,\n", + " x2=L / 2,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", " tsandhstar=[(0.0, hstar), (5, 2 * hstar)],\n", ")\n", "\n", - "right = ttim.StripInhomMaq(\n", - " model=ml, x1=L / 2, x2=np.inf,\n", - " kaq=k, z=z, Saq=Saq, c=[100], \n", + "right = ttim.XsectionMaq(\n", + " model=ml,\n", + " x1=L / 2,\n", + " x2=np.inf,\n", + " kaq=k,\n", + " z=z,\n", + " Saq=Saq,\n", + " c=[100],\n", " topboundary=\"semi\",\n", ")\n", "\n", @@ -669,8 +763,8 @@ " [0.05048272]]\n", "[[0.30854703]\n", " [0.05048272]]\n", - "lhs: [-6.29569508e-05 -4.76218398e-06]\n", - "rhs: -6.295092279980095e-05 -4.757906305437333e-06\n" + "lhs: [-6.29571351e-05 -4.76218509e-06]\n", + "rhs: -6.296017641931811e-05 -4.757624397951093e-06\n" ] } ], @@ -684,23 +778,36 @@ "\n", "# discharge vector\n", "Qxtim, _ = ml.disvec(x, y, t)\n", - "Qxnum = ml.aq.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", - "print('Qxtim, Qxnum: ')\n", + "Qxnum = riv.Tcol * (ml.head(x - d, y, t) - ml.head(x + d, y, t)) / (2 * d)\n", + "print(\"Qxtim, Qxnum: \")\n", "print(Qxtim)\n", "print(Qxnum)\n", "\n", "# deq\n", "h = ml.head(x, y, t)\n", - "d2hdx2 = (ml.head(x - d, y, t) + ml.head(x + d, y, t) + \n", - " ml.head(x, y - d, t) + ml.head(x, y + d, t) -\n", - " 4 * ml.head(x, y, t)) / d ** 2\n", + "d2hdx2 = (\n", + " ml.head(x - d, y, t)\n", + " + ml.head(x + d, y, t)\n", + " + ml.head(x, y - d, t)\n", + " + ml.head(x, y + d, t)\n", + " - 4 * ml.head(x, y, t)\n", + ") / d**2\n", "dhdt = (ml.head(x, y, t + dt) - ml.head(x, y, t - dt)) / (2 * dt)\n", - "rhs0 = (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T[0] * dhdt[0, 0] + h[0, 0] / (ml.aq.c[0] * ml.aq.T[0]) -\\\n", - " hstar / (ml.aq.c[0] * ml.aq.T[0]) + (h[0, 0] - h[1, 0]) / (ml.aq.c[1] * ml.aq.T[0])\n", - "rhs1 = (ml.aq.Saq[1] * ml.aq.Haq[1]) / ml.aq.T[1] * dhdt[1, 0] + (h[1, 0] - h[0, 0]) / (ml.aq.c[1] * ml.aq.T[1])\n", - "print('lhs: ', d2hdx2[:, 0])\n", - "print('rhs: ', rhs0, rhs1)\n", - "#print('rhs: ', (ml.aq.Saq[0] * ml.aq.Haq[0]) / ml.aq.T * dhdt + (h - hstar) / (ml.aq.c[0] * ml.aq.T[0])) # - hstar / (ml.aq.c[0] * ml.aq.T[0]))" + "rhs0 = (\n", + " (riv.Saq[0] * riv.Haq[0]) / riv.T[0] * dhdt[0, 0]\n", + " + h[0, 0] / (riv.c[0] * riv.T[0])\n", + " - hstar / (riv.c[0] * riv.T[0])\n", + " + (h[0, 0] - h[1, 0]) / (riv.c[1] * riv.T[0])\n", + ")\n", + "rhs1 = (riv.Saq[1] * riv.Haq[1]) / riv.T[1] * dhdt[1, 0] + (h[1, 0] - h[0, 0]) / (\n", + " riv.c[1] * riv.T[1]\n", + ")\n", + "print(\"lhs: \", d2hdx2[:, 0])\n", + "print(\"rhs: \", rhs0, rhs1)\n", + "# print(\n", + "# \"rhs: \",\n", + "# (riv.Saq[0] * riv.Haq[0]) / riv.T * dhdt + (h - hstar) / (riv.c[0] * riv.T[0]),\n", + "# ) # - hstar / (riv.c[0] * riv.T[0]))" ] }, { @@ -711,7 +818,7 @@ "outputs": [], "source": [ "# mf6 time step 0.1 day, cell size 10 m\n", - "hmf6 = np.loadtxt('./data/mf6_ttim_xsec_riv2.txt') # load mf6 output to compare" + "hmf6 = np.loadtxt(\"./data/mf6_ttim_xsec_riv2.txt\") # load mf6 output to compare" ] }, { @@ -722,7 +829,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -734,19 +841,27 @@ "source": [ "t = np.linspace(0.01, 10, 100)\n", "h = ml.head(25, 0, t)\n", - "plt.plot(t, h[0], label='ttim lay 0')\n", - "plt.plot(t, h[1], label='ttim lay 1')\n", - "plt.plot(hmf6[0], hmf6[1], '--', label='mf6 lay 0')\n", - "plt.plot(hmf6[0], hmf6[2], '--', label='mf6 lay 0')\n", + "plt.plot(t, h[0], label=\"ttim lay 0\")\n", + "plt.plot(t, h[1], label=\"ttim lay 1\")\n", + "plt.plot(hmf6[0], hmf6[1], \"--\", label=\"mf6 lay 0\")\n", + "plt.plot(hmf6[0], hmf6[2], \"--\", label=\"mf6 lay 0\")\n", "plt.xticks(np.linspace(0, 10, 5))\n", "plt.legend()\n", "plt.grid()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d5d83bd", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -760,7 +875,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.10" } }, "nbformat": 4, From 2193c22fb0d7fe7e86fe619dbe69c2415e5ff930 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 16:21:32 +0100 Subject: [PATCH 58/95] ruff --- ttim/fit.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ttim/fit.py b/ttim/fit.py index 1c927c3..c6354ae 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -69,7 +69,8 @@ def set_parameter( if (np.diff(layers) > 1).any(): warnings.warn( "Non-consecutive layers are not supported. " - f"Setting parameter '{name}' for layers {from_lay} - {to_lay}." + f"Setting parameter '{name}' for layers {from_lay} - {to_lay}.", + stacklevel=1, ) elif isinstance(layers, int): from_lay = layers From b697c6bc1e267d6a868e74d42451fc025f39e88e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 16:21:39 +0100 Subject: [PATCH 59/95] ruff --- ttim/stripareasink.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index 6d7628b..265ae80 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -193,7 +193,7 @@ def plot(self, ax=None, hstar=None, **kwargs): x2 = ax.get_xlim()[1] # water level - c = kwargs.pop("color", "k") + c = kwargs.pop("color", "b") lw = kwargs.pop("lw", 1.0) ax.plot([x1, x2], [ztop + dy, ztop + dy], lw=lw, color=c, **kwargs) # plot water level symbol: difficult to get consistent, comment out for now From 944e2f7913d1ca47a2850b792d382a58461ebe81 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 16:49:53 +0100 Subject: [PATCH 60/95] fix old calibrate notebooks with new layer specification method. --- docs/03examples/aem_ttim_sol.ipynb | 169 ++++++--- docs/03examples/pumpingtest.ipynb | 346 ++++++++++-------- .../03examples/pumpingtest_hypothetical.ipynb | 291 +++++++-------- docs/03examples/ttim_pumptest_neuman.ipynb | 126 +++---- docs/03examples/ttim_slugtest.ipynb | 72 ++-- 5 files changed, 519 insertions(+), 485 deletions(-) diff --git a/docs/03examples/aem_ttim_sol.ipynb b/docs/03examples/aem_ttim_sol.ipynb index 637ce1b..e74f8c2 100644 --- a/docs/03examples/aem_ttim_sol.ipynb +++ b/docs/03examples/aem_ttim_sol.ipynb @@ -74,7 +74,7 @@ }, { "data": { - "image/png": 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13oQyefJkjRkzRnv37tXkyZP7fF5aWqq777478L61tdW2kHO8szvk8ROdPbb8PQAA0NeQA47H45HH47GjLZL+N9zs3btXW7Zs0YQJAxfn7t69W11dXUpJSQn5ucvlksvlsrqpIWV6EmVIQXtSGZIyPAlh+fsAAMDmIuOGhgbV1NSooaFB3d3dqqmpUU1Njdra2gLnZGVlqaKiQpL02Wef6V/+5V+0fft2rVu3Tt3d3WpublZzc7M6OzslSfv379dDDz2k7du3q76+Xq+//rrmzZun3NxcTZ8+3c7HGT4W/AMAIKxsLTJ+4IEH9OKLLwbe5+bmSpK2bNmi/Px8SVJdXZ18Pp8k6dChQ3r11VclSZdddlnQvfzXxMXFadOmTfrxj3+strY2paWlac6cOVq2bJliY0PXv4TTgZbjfXcUN0WRMQAAYWSYptn79zjqtba2yu12y+fzDVjfM1RNvnZNX7k5aC2cWMPQ1qUFBBwAAM7AUH6/mdpjsRR3vMrm5gS+2BhJK+ZmE24AAAgjAo5djF7/BAAAYUPAsRgbbgIA4DwCjsXYcBMAAOcRcCzm33DzVLGGwTo4AACEEQHHYinueN2c+7mgY1/NTaXIGACAMCLgWKzJ166KnYeDjv16ZyM1OAAAhBEBx2LU4AAA4DwCjsWowQEAwHkEHIv5F/qLNU6mnFjDYKE/AADCzNa9qEarwinpyvImqar+qKZkjNelaeOdbhIAAKMKAccG5VUNgcX+YgypbG6OCqekO90sAABGDYaoLMZKxgAAOI+AYzFmUQEA4DwCjsWYRQUAgPMIOBbrPYsqRtJ9sy9mFhUAAGFEwLFB4ZR03Xf9xTIMqUfSqt99pPKqBqebBQDAqEHAsUGTr12rNn4kk0JjAAAcQcCxAYXGAAA4i4BjAwqNAQBwFgHHBv5CY/+XGyOxXQMAAGFEwLGT0eufAAAgLAg4NmA1YwAAnEXAsQFFxgAAOIuAYwOKjAEAcBYBxwYp7njdnPu5oGNfzU2lyBgAgDAh4Nigydeuip2Hg479emcjNTgAAIQJAccG1OAAAOAsAo4NqMEBAMBZBBwbsNAfAADOIuDYiYX+AABwBAHHBiz0BwCAswg4NqDIGAAAZxFwbBCqyDhGosgYAIAwIeDYwF9kfGrGMSW9s+cTp5oEAMCoQsCxyTUXnSvjlIRjijocAADCxdaA8/DDD2vatGlKSEjQuHHjBnXN7bffLsMwgl5XXXVV0DkdHR2666675PF4lJiYqJtuukmHDh2y4QmGjzocAACcY2vA6ezs1Lx583TnnXcO6brZs2erqakp8Hr99deDPi8pKVFFRYXWr1+vrVu3qq2tTTfccIO6u7utbP4ZYbE/AACcc5adN3/wwQclSWvXrh3SdS6XS16vN+RnPp9Pzz//vF566SXNnDlTkvTyyy8rLS1Nb775pq677rozarNV/HU4pa/sUo9Y7A8AgHCKyBqct956S+edd54uuugiFRcX68iRI4HPqqur1dXVpVmzZgWOpaamKjs7W9u2bQt5v46ODrW2tga9wobF/gAACLuICzjXX3+91q1bp82bN+vRRx9VVVWVvvSlL6mjo0OS1NzcrLi4OI0fPz7ouuTkZDU3N4e8Z1lZmdxud+CVlpZm+3Ow2B8AAM4ZcsBZvnx5nyLg3q/t27cPu0GFhYWaM2eOsrOzdeONN2rjxo3as2ePXnvttX6vM01ThhG6m6S0tFQ+ny/wOnjw4LDbN1gUGQMA4Jwh1+AsXrxYRUVF/Z6TkZEx3Pb0kZKSokmTJmnv3r2SJK/Xq87OTh09ejSoF+fIkSOaNm1ayHu4XC65XC7L2jQYmZ5EGTo5PdzPEIv9AQAQDkMOOB6PRx6Px462hPTXv/5VBw8eVEpKiiQpLy9PY8aMUWVlpebPny9JampqUm1trVavXh22dg0LdTgAAISFrTU4DQ0NqqmpUUNDg7q7u1VTU6Oamhq1tbUFzsnKylJFRYUkqa2tTffee69+//vfq76+Xm+99ZZuvPFGeTwe3XzzzZIkt9utRYsW6Z577tGmTZu0c+dO3XrrrcrJyQnMqooEB1qOq9cIlUxTDFEBABAGtk4Tf+CBB/Tiiy8G3ufm5kqStmzZovz8fElSXV2dfD6fJCk2Nla7du3Sz372M3366adKSUlRQUGBysvLlZSUFLjP448/rrPOOkvz589Xe3u7rr32Wq1du1axsbF2Ps6Q+NfBObUOh/2oAAAID8M0zd4dDVGvtbVVbrdbPp9PY8eOte3vlFc1aOkruwI9OYaklbfkqHBKum1/EwCAaDWU3++ImyYeTdiPCgAAZxBwbMRUcQAAnEHAsZF/qvipmCoOAID9CDjhxlRxAABsR8CxEVPFAQBwBgHHRolxoaetJ8TxtQMAYCd+aW10vLM75PETnT1hbgkAAKMLAcdG/sX+ThVrGBQZAwBgMwKOjVLc8Sqbm6PYfyyGE2sYWjE3WynueIdbBgBAdLN1qwZIhVPSdc1F56q+5YQyPAmEGwAAwoCAEwb+UHOg5XjQewAAYA8CThicuicV+1EBAGA/anBs1uRrD9pw05S09JVd7EcFAICNCDg2217/t76L/Umqrj/qRHMAABgVCDg2M4zQezOc5jAAALAAAcdmeZPG991w05AmTxrvSHsAABgNCDg2S3HHa+UtOYEF/wxJS2dnMZMKAAAbEXDCoHBKupZcnyXDOFl/s+p3H6m8qsHpZgEAELUIOGHQ5GvXqo0fyfxHtXGPKd2/oZaZVAAA2ISAEwYHWo6rp9dUqm7TVH3LCWcaBABAlCPghAGbbgIAEF4EnDBg000AAMKLrRrCpHBKurK8SaqqP6opGeN1aRrTxAEAsAsBJ0zKqxpUumGXekwpxpDK5rIfFQAAdmGIKgyafO2BcCMxiwoAALsRcMKAWVQAAIQXAScMQs2iipGYRQUAgE0IOGHgn0V1asYxJb2z5xOnmgQAQFQj4ITJNRedG7SDuCnqcAAAsAsBJ0yowwEAIHwIOGFCHQ4AAOFDwAkT6nAAAAgfAk4YUYcDAEB4EHDCiDocAADCg4ATRolxsSGPJ8TxHwMAAFay9Zf14Ycf1rRp05SQkKBx48YN6hrDMEK+HnnkkcA5+fn5fT4vKiqy6Smsc7yzO+TxE509YW4JAADRzdaA09nZqXnz5unOO+8c9DVNTU1Br5/+9KcyDEO33HJL0HnFxcVB5z377LNWN99yoWZSxRoGM6kAALCYrbuJP/jgg5KktWvXDvoar9cb9P43v/mNCgoKdP755wcdT0hI6HNupPPPpLp/Q626TVOxhqEVc7OV4o53umkAAEQVWwPOmfrLX/6i1157TS+++GKfz9atW6eXX35ZycnJuv7667Vs2TIlJSWFvE9HR4c6OjoC71tbW21r80AKp6TrmovOVXX9UcmQ8iaNd6wtAABEq4gOOC+++KKSkpI0d+7coOMLFy5UZmamvF6vamtrVVpaqg8++ECVlZUh71NWVhboTYoE7+z5RKUbdqnHlGIMqWxujgqnpDvdLAAAosaQa3CWL19+2kJg/2v79u2WNO6nP/2pFi5cqLPPPjvoeHFxsWbOnKns7GwVFRXpV7/6ld58803t2LEj5H1KS0vl8/kCr4MHD1rSvuFo8rUHwo0k9ZishQMAgNWG3IOzePHiAWcsZWRkDLc9Ae+++67q6upUXl4+4LmTJ0/WmDFjtHfvXk2ePLnP5y6XSy6X64zbZIX+1sKhFgcAAGsMOeB4PB55PB472hLk+eefV15eni699NIBz929e7e6urqUkpJie7vOlH8mVe+Q8+HhTzX1ggnONAoAgChj6zTxhoYG1dTUqKGhQd3d3aqpqVFNTY3a2toC52RlZamioiLoutbWVv3yl7/UHXfc0eee+/fv10MPPaTt27ervr5er7/+uubNm6fc3FxNnz7dzsexRIo7XktmZ/U5vnpjHcNUAABYxNYi4wceeCBoBlRubq4kacuWLcrPz5ck1dXVyefzBV23fv16maapr33ta33uGRcXp02bNunHP/6x2tralJaWpjlz5mjZsmWKjQ29UnCkyZno7nOMYSoAAKxjmKZpDnxadGltbZXb7ZbP59PYsWPD/vebfO2aVrZZp37xhqRtpV8i4AAAcBpD+f1mE6RIYQx8CgAAGBwCjgMOtBxX724z0xS7igMAYBECjgPYkwoAAHsRcBzg35Mq1jiZctiTCgAAa0X0Vg3RzL8nVX3LCWV4Egg3AABYiIDjIH+oOdByPOg9AAA4MwQcB5VXNbDpJgAANqAGxyFsugkAgH0IOA7pb9NNAABwZgg4DmGqOAAA9iHgOISp4gAA2IciYwf5p4pX1x+VDClv0ninmwQAQFQg4DjsnT2fBIqNDUlLr8/St2Zc4HSzAAAY0RiiclDvmVSmpLKNH+nZd/Y72i4AAEY6Ao6DQs2kkqSVr3/EdHEAAM4AAcdBmZ5EGSGOm5Je2Fof5tYAABA9CDgOSnHHa+n1WSE/e+7dj+nFAQBgmAg4DvvWjAu04Mq0PsfpxQEAYPgIOBHgri9dGHKo6idb6cUBAGA4CDgRIMUdr+IvZvY53mPq5Bo5AABgSAg4EeL/XJ3ZZ+sGSfre+p0qr2oIf4MAABjBCDgRwr91Q+//QNhlHACAoSPgRJDCKen6vwty+xxnl3EAAIaGgBNh8iaNDzlU9eHhT8PeFgAARioCToRJccdryey+a+Os3ljHMBUAAINEwIlAORPdfY4xTAUAwOARcCJQpiexzzBVjKQMT4Ij7QEAYKQh4EQg/4yqUzOOKemdPZ841SQAAEYUAk6Euuaic2WcknBMSaWv7NIHB1n4DwCAgRBwItSBluPqMYOP9Uj66lPbWPgPAIABEHAiVKg6HEkyWfgPAIABEXAi1OlWNpaYUQUAwEAIOBGscEq6Kr47LagWR5JiDYMZVQAA9IOAE+EuTRuvlXNzFPuPlBNrGFoxN1sp7niHWwYAQOQ6y+kGYGCFU9J1zUXnqr7lhBLiYnS8s1tNvnZCDgAAp2FbD059fb0WLVqkzMxMxcfH64ILLtCyZcvU2dnZ73WmaWr58uVKTU1VfHy88vPztXv37qBzOjo6dNddd8nj8SgxMVE33XSTDh06ZNejRIQUd7wa/nZcNz+1TQuee1/TV25mNhUAAKdhW8D56KOP1NPTo2effVa7d+/W448/rmeeeUb3339/v9etXr1ajz32mJ588klVVVXJ6/Xqy1/+so4dOxY4p6SkRBUVFVq/fr22bt2qtrY23XDDDeru7rbrcRzX5GtX6YZdganjPcymAgDgtAzTNM2BT7PGI488oqeffloff/xxyM9N01RqaqpKSkq0ZMkSSSd7a5KTk7Vq1Sp961vfks/n07nnnquXXnpJhYWFkqTGxkalpaXp9ddf13XXXTdgO1pbW+V2u+Xz+TR27FjrHtBG2/a3aMFz7/c5/oviqzT1ggkOtAgAgPAayu93WIuMfT6fzjnnnNN+fuDAATU3N2vWrFmBYy6XSzNmzNC2bdskSdXV1erq6go6JzU1VdnZ2YFzeuvo6FBra2vQa6RhfyoAAAYvbAFn//79euKJJ/Ttb3/7tOc0NzdLkpKTk4OOJycnBz5rbm5WXFycxo8ff9pzeisrK5Pb7Q680tLSzuRRHMH+VAAADN6QA87y5ctlGEa/r+3btwdd09jYqNmzZ2vevHm64447BvwbRq+FX0zT7HOst/7OKS0tlc/nC7wOHjw4YBsiUaj9qajDAQCgryFPE1+8eLGKior6PScjIyPw742NjSooKNDUqVO1Zs2afq/zer2STvbSpKSkBI4fOXIk0Kvj9XrV2dmpo0ePBvXiHDlyRNOmTQt5X5fLJZfL1e/fHglC7U/VbZqqrj+qGy5lyjgAAH5DDjgej0cej2dQ5x4+fFgFBQXKy8vTCy+8oJiY/juMMjMz5fV6VVlZqdzcXElSZ2en3n77ba1atUqSlJeXpzFjxqiyslLz58+XJDU1Nam2tlarV68e6uOMKP46nN4h53vrd+p452cqnJLuTMMAAIgwttXgNDY2Kj8/X2lpafrRj36kTz75RM3NzX3qZLKyslRRUSHp5NBUSUmJVqxYoYqKCtXW1ur2229XQkKCFixYIElyu91atGiR7rnnHm3atEk7d+7UrbfeqpycHM2cOdOux4kIp9ufiinjAAAEs20l4zfeeEP79u3Tvn37NHHixKDPTp2ZXldXJ5/PF3h/3333qb29Xd/5znd09OhRXXnllXrjjTeUlJQUOOfxxx/XWWedpfnz56u9vV3XXnut1q5dq9jYWLseJ2IUTklXoussLf75zqDj/g04Wd0YAIAwr4MTKUbiOjinavK1a/rKzUFDVbGGoa1LCwg4AICoFbHr4MAa/qEqNuAEACA0NtscoU7dgDPDk0C4AQDgFPTgjGAp7vjANg3b9rdQZAwAwD/QgzPClVc1BDbhNCQVfzFT/+fqTHp0AACjGj04I1jvHcZNSWvePaDpKzervKrB0bYBAOAkAs4IFmplY4l1cQAAIOCMYKF2GPfzr4sDAMBoRMAZwU63srF0cup4hich7G0CACASEHBGuMIp6fqf0i/pX794fqA3J9YwdN/si3Wg5TjDVACAUYmVjEfgSsan0+RrV33LCX14+FOt2viRekwpxpDK5uawEScAYMRjJeNRKsUdrwxPQiDcSBQcAwBGJ9bBiTKhZladWnB8oOW4Mj2JrJMDAIhqBJwo459ZdWrIiZH0P/s+0cKf7GfYCgAwKjBEFWV6b8QpST2Sntyyn2ErAMCoQcCJQoVT0rXhO1NlnGaNHIl1cgAA0Y2AE6WOd3arv/lxrJMDAIhmBJwo1d8qx6yTAwCIdhQZRyl/Lc79G2rVbZqBUPOFieNYJwcAEPVY6C+KFvoLxb/4X4YnQSnueDX52jV95eagWVaxhqGtSwuYOg4AiGhD+f2mByfKpbjjg4JLf+vkEHAAANGCGpxRJlRtDgXHAIBoQ8AZZXqvk9O74LjJ165t+1soPgYAjGgMUY1ChVPSdc1F5/bZmNPfsWOK4mMAwMhGD84oFWpjTvMfL4nVjgEAIxsBZxQLVXB8KlY7BgCMVAScUay/xQAlio8BACMXAWcU611wbEiB/atiDUMr5mYzdRwAMCJRZDzKnVpw7O+tOfXft+1vUaYnkaADABhRCDjosxhgijte5VUNKt2wi+0cAAAjEkNU6KPJ1x4INxIzqgAAIw8BB330t50DAAAjAQEHfZxuO4eEuBhWOQYAjAgEHPQRajuHr+am6uantmnBc+9r+srNKq9qcLiVAACcHkXGCOnU2VUJcTG6+altfWpysrxJOt7ZzSwrAEDEIeDgtPyzq7btbwlZk/PVp7bJZJYVACAC2TZEVV9fr0WLFikzM1Px8fG64IILtGzZMnV2dp72mq6uLi1ZskQ5OTlKTExUamqqvv71r6uxsTHovPz8fBmGEfQqKiqy61FGvdOteGwyywoAEKFsCzgfffSRenp69Oyzz2r37t16/PHH9cwzz+j+++8/7TUnTpzQjh079MMf/lA7duzQhg0btGfPHt100019zi0uLlZTU1Pg9eyzz9r1KKNe75qcUP9H022aqq4/ShEyACAiGKZp9rPdorUeeeQRPf300/r4448HfU1VVZWuuOIK/fnPf1Z6+skhkPz8fF122WX6z//8z2G1o7W1VW63Wz6fT2PHjh3WPUajJl97yJoc6X+3eWBhQACAXYby+x3WWVQ+n0/nnHPOkK8xDEPjxo0LOr5u3Tp5PB5dcskluvfee3Xs2DELW4pQUtzxmnrBBF2aNj5kj06ohQGbfO306gAAwi5sRcb79+/XE088oUcffXTQ1/z973/X0qVLtWDBgqCktnDhQmVmZsrr9aq2tlalpaX64IMPVFlZGfI+HR0d6ujoCLxvbW0d/oNAUvAsq78e79Din+8M+rzbNPXC1nr9ZOvH9OoAAMJuyENUy5cv14MPPtjvOVVVVbr88ssD7xsbGzVjxgzNmDFDP/nJTwb1d7q6ujRv3jw1NDTorbfe6rcrqrq6Wpdffrmqq6s1efLkQbeZISprNPnaNX3l5qAhqxhJMhR0LNYwtHVpAVPKAQDDMpQhqiEHnJaWFrW0tPR7TkZGhs4++2xJJ8NNQUGBrrzySq1du1YxMQOPinV1dWn+/Pn6+OOPtXnzZk2YMKHf803TlMvl0ksvvaTCwsI+n4fqwUlLSyPgWKi8qkH3b6hVt2kq1jC06OoMrXn3QJ/zflF8lTI8CTrQcpz1cwAAQzKUgDPkISqPxyOPxzOocw8fPqyCggLl5eXphRdeGFK42bt3r7Zs2TJguJGk3bt3q6urSykpKSE/d7lccrlcg2ozhufUIasMT4Ik6SdbD/Tpwfnw8Kda+JP3+gxbNfnaCT0AAMvYNovKPyyVnp6un/3sZ4qNjQ185vV6A/+elZWlsrIy3Xzzzfrss890yy23aMeOHfrv//5vJScnB84755xzFBcXp/3792vdunX6yle+Io/Hoz/+8Y+65557FB8fr6qqqqC/czrMogqP3r06982+WKt+91Gf0HPf9Rdr1caPqNUBAPTL1h6cwXrjjTe0b98+7du3TxMnTgz67NRMVVdXJ5/PJ0k6dOiQXn31VUnSZZddFnTNli1blJ+fr7i4OG3atEk//vGP1dbWprS0NM2ZM0fLli0bVLhB+PTu1TndLuUrN37UZ9HAay46VynueHp2AADDEtZ1cCIFPTjOOF0xck+Ic39RfJUa/nZcpRt20bMDAJAUwevgYHQLtUv5kuuz+mwDEWsYSoiLCYQbqe92EKyvAwDoD5ttIqx6D1uluOM1LmFMUK3OirnZOt7ZHXI4q77lhN7Z8wk9OwCAfhFwEHb+Xcr9QoWeJl+7YkKso3O6nh1/zQ4AABJDVIgQ/m0g/CEl1HDWQD07AAD40YODiDWUnh3/2jsAAEj04CDCDbZn59ThKQqQAQD04GDECdWz41de1UABMgCAHhyMTL17dqSTPTf9TS0HAIweBBxEjdOtlEwBMgCMPgQcRI1MT2LIRQMpQAaA0YeAg6hBATIAwI8iY0QVCpABABI9OIhCFCADAAg4GBUoQAaA0YWAg1GBAmQAGF0IOBgVBlOADACIHhQZY9TorwAZABBdCDgYVVLc8acNNk2+dh1oOa5MT2LIcwb6HAAQOQg4gAaeQs4UcwAYWajBwag30BRyppgDwMhDwMGoN9AUcqaYA8DIQ8DBqDfQFHKmmAPAyEPAwag30BRyp6aYs28WAAyfYZqmOfBp0aW1tVVut1s+n09jx451ujmIEE2+9n6nkA/0uf+cgWZaDeYcipoBoK+h/H4ziwr4h/6mkA/m88GEksGcc7qi5msuOpfp6QAwSAxRARYYzEyrwc7GoqgZAM4cAQewwGBCyWCDC0XNAHDmCDiABQYTSgYbXIZT1ExBMgAEowYHsIA/lNy/oVbdphkylAzmHL+h7JtFQTIA9MUsKmZRwUKDnWll1YafTb52TV+5OWjoK9YwtHVpAQXJAKIOs6gAhww002qw5wxWf3U9ZzJNHQBGOgIOMIL563p69+CcriCZ4SwAowVFxsAINpSCZDYNBTCa0IMDjHCDLUgeznCWH8NaAEYaAg4QBQZT1zPU4Sy/4Q5rEYoAOIkhKmCUGO76OsMZ1iqvatD0lZu14Ln3NX3lZpVXNVj2HAAwGLYFnPr6ei1atEiZmZmKj4/XBRdcoGXLlqmzs7Pf626//XYZhhH0uuqqq4LO6ejo0F133SWPx6PExETddNNNOnTokF2PAkSNwinp2rq0QL8ovkpblxYM2BMznG0jqPUBEAlsG6L66KOP1NPTo2effVb/9E//pNraWhUXF+v48eP60Y9+1O+1s2fP1gsvvBB4HxcXF/R5SUmJfvvb32r9+vWaMGGC7rnnHt1www2qrq5WbGysLc8DRIuhTFMfzrDWmdT6SAxtAbCGbQFn9uzZmj17duD9+eefr7q6Oj399NMDBhyXyyWv1xvyM5/Pp+eff14vvfSSZs6cKUl6+eWXlZaWpjfffFPXXXeddQ8BjHJDWX3Zb7i1PhLT2AFYJ6w1OD6fT+ecc86A57311ls677zzdNFFF6m4uFhHjhwJfFZdXa2uri7NmjUrcCw1NVXZ2dnatm1byPt1dHSotbU16AVgcIY6rDWcWh/JmqEt9uQC4Be2WVT79+/XE088oUcffbTf866//nrNmzdPkyZN0oEDB/TDH/5QX/rSl1RdXS2Xy6Xm5mbFxcVp/PjxQdclJyerubk55D3Lysr04IMPWvYswGgz1NWXh7KXlt+ZDm3R+wPgVEPuwVm+fHmfIuDer+3btwdd09jYqNmzZ2vevHm64447+r1/YWGh5syZo+zsbN14443auHGj9uzZo9dee63f60zTlGEYIT8rLS2Vz+cLvA4ePDi0hwYwZCnueE29YMKQ631ONdihLQqbAfQ25B6cxYsXq6ioqN9zMjIyAv/e2NiogoICTZ06VWvWrBlyA1NSUjRp0iTt3btXkuT1etXZ2amjR48G9eIcOXJE06ZNC3kPl8sll8s15L8NIHyGU+/jd6a9P34UOAPRY8gBx+PxyOPxDOrcw4cPq6CgQHl5eXrhhRcUEzP0kp+//vWvOnjwoFJSUiRJeXl5GjNmjCorKzV//nxJUlNTk2pra7V69eoh3x9A5BjO0JZ0ZoXNfpE4xEXgAobPtiLjxsZG5efnKy0tTT/60Y/0ySefqLm5uU+dTFZWlioqKiRJbW1tuvfee/X73/9e9fX1euutt3TjjTfK4/Ho5ptvliS53W4tWrRI99xzjzZt2qSdO3fq1ltvVU5OTmBWFYCRa6hDW/5rhlPY7Gf1EJcVxc4slgicGduKjN944w3t27dP+/bt08SJE4M+M83//Z9ZdXV18vl8kqTY2Fjt2rVLP/vZz/Tpp58qJSVFBQUFKi8vV1JSUuCaxx9/XGeddZbmz5+v9vZ2XXvttVq7di1r4ACj2HB7fyTrhrgka3qCThe4rrnoXHpygEEyzFPTxijR2toqt9stn8+nsWPHOt0cAA5r8rVr+srNfYa4ti4tGHINjxX32ba/RQuee7/P8V8UX6WpF0wY9H2AaDOU32/2ogIw6p3pEJffcLa2COVMZpT1h3WCMJqwmzgA6MyGuPysKHaWzmxG2elEYhE1YCeGqBiiAmCh8qqGPsFkuEGiydd+RoHr1PtYMXTW3/2Z7YVwGMrvNz04AGAhK3qC/Ia6gvTpWFlE3ZvdPUPhCE8EtOhEwAEAi1kVTKxi1dBZb3bP9grHsBpDd9GLImMAiHJWFVH3ZlVRdSjh2H6DLT6iGz04ADAKWDl05mdXz5Bk77BaOP8GnEMPDgCMEsNZJXqg+9nRMyTZN1U+3H/DSaN9WQB6cAAAw2ZHz5Bkz1R5J/7GqcJZzOx0bVEkFG4zTZxp4gAQsayaKu/03whn4LB7WYCB2PmsrGQMAIgKVg+rOfE3wl3MbGfx90AiqXCbgAMAgI3CHTicrC1yMlz1RsABAMBG4Q4cdhZ/DySSCrcpMgYAwEbhLmaW7Cv+HogTz3o6FBlTZAwACINwFDNHCruelb2oAACIMJG2hYedIuFZqcEBAABRh4ADAACiDgEHAABEHQIOAACIOgQcAAAQdQg4AAAg6hBwAABA1CHgAACAqEPAAQAAUYeAAwAAog4BBwAARJ1RuReVf3/R1tZWh1sCAAAGy/+7PZh9wkdlwDl27JgkKS0tzeGWAACAoTp27Jjcbne/5xjmYGJQlOnp6VFjY6OSkpJkGIZl921tbVVaWpoOHjw44DbuODN81+HB9xwefM/hw3cdHnZ9z6Zp6tixY0pNTVVMTP9VNqOyBycmJkYTJ0607f5jx47l/3HChO86PPiew4PvOXz4rsPDju95oJ4bP4qMAQBA1CHgAACAqEPAsZDL5dKyZcvkcrmcbkrU47sOD77n8OB7Dh++6/CIhO95VBYZAwCA6EYPDgAAiDoEHAAAEHUIOAAAIOoQcAAAQNQh4FjoqaeeUmZmps4++2zl5eXp3XffdbpJUaWsrExTpkxRUlKSzjvvPH31q19VXV2d082KemVlZTIMQyUlJU43JSodPnxYt956qyZMmKCEhARddtllqq6udrpZUeWzzz7Tf/zHfygzM1Px8fE6//zz9dBDD6mnp8fppo1o77zzjm688UalpqbKMAz9+te/DvrcNE0tX75cqampio+PV35+vnbv3h229hFwLFJeXq6SkhL94Ac/0M6dO/XFL35R119/vRoaGpxuWtR4++239d3vflfvvfeeKisr9dlnn2nWrFk6fvy4002LWlVVVVqzZo2+8IUvON2UqHT06FFNnz5dY8aM0caNG/XHP/5Rjz76qMaNG+d006LKqlWr9Mwzz+jJJ5/Un/70J61evVqPPPKInnjiCaebNqIdP35cl156qZ588smQn69evVqPPfaYnnzySVVVVcnr9erLX/5yYD9I25mwxBVXXGF++9vfDjqWlZVlLl261KEWRb8jR46Yksy3337b6aZEpWPHjpkXXnihWVlZac6YMcP8/ve/73STos6SJUvMq6++2ulmRL05c+aY3/zmN4OOzZ0717z11lsdalH0kWRWVFQE3vf09Jher9dcuXJl4Njf//530+12m88880xY2kQPjgU6OztVXV2tWbNmBR2fNWuWtm3b5lCrop/P55MknXPOOQ63JDp997vf1Zw5czRz5kynmxK1Xn31VV1++eWaN2+ezjvvPOXm5uq5555zullR5+qrr9amTZu0Z88eSdIHH3ygrVu36itf+YrDLYteBw4cUHNzc9Dvosvl0owZM8L2uzgqN9u0WktLi7q7u5WcnBx0PDk5Wc3NzQ61KrqZpqm7775bV199tbKzs51uTtRZv369duzYoaqqKqebEtU+/vhjPf3007r77rt1//336w9/+IO+973vyeVy6etf/7rTzYsaS5Yskc/nU1ZWlmJjY9Xd3a2HH35YX/va15xuWtTy//aF+l3885//HJY2EHAsZBhG0HvTNPscgzUWL16sDz/8UFu3bnW6KVHn4MGD+v73v6833nhDZ599ttPNiWo9PT26/PLLtWLFCklSbm6udu/eraeffpqAY6Hy8nK9/PLL+vnPf65LLrlENTU1KikpUWpqqr7xjW843byo5uTvIgHHAh6PR7GxsX16a44cOdInveLM3XXXXXr11Vf1zjvvaOLEiU43J+pUV1fryJEjysvLCxzr7u7WO++8oyeffFIdHR2KjY11sIXRIyUlRf/8z/8cdOzzn/+8XnnlFYdaFJ3+/d//XUuXLlVRUZEkKScnR3/+859VVlZGwLGJ1+uVdLInJyUlJXA8nL+L1OBYIC4uTnl5eaqsrAw6XllZqWnTpjnUquhjmqYWL16sDRs2aPPmzcrMzHS6SVHp2muv1a5du1RTUxN4XX755Vq4cKFqamoINxaaPn16n6UO9uzZo0mTJjnUouh04sQJxcQE/9zFxsYyTdxGmZmZ8nq9Qb+LnZ2devvtt8P2u0gPjkXuvvtu3Xbbbbr88ss1depUrVmzRg0NDfr2t7/tdNOixne/+139/Oc/129+8xslJSUFeszcbrfi4+Mdbl30SEpK6lPXlJiYqAkTJlDvZLF/+7d/07Rp07RixQrNnz9ff/jDH7RmzRqtWbPG6aZFlRtvvFEPP/yw0tPTdckll2jnzp167LHH9M1vftPppo1obW1t2rdvX+D9gQMHVFNTo3POOUfp6ekqKSnRihUrdOGFF+rCCy/UihUrlJCQoAULFoSngWGZqzVK/Nd//Zc5adIkMy4uzpw8eTLTly0mKeTrhRdecLppUY9p4vb57W9/a2ZnZ5sul8vMysoy16xZ43STok5ra6v5/e9/30xPTzfPPvts8/zzzzd/8IMfmB0dHU43bUTbsmVLyP9O/sY3vmGa5smp4suWLTO9Xq/pcrnMa665xty1a1fY2meYpmmGJ0oBAACEBzU4AAAg6hBwAABA1CHgAACAqEPAAQAAUYeAAwAAog4BBwAARB0CDgAAiDoEHAAAEHUIOAAAIOoQcAAAQNQh4AAAgKhDwAEAAFHn/wOOgHhQwks7mwAAAABJRU5ErkJggg==", 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", 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" ] @@ -118,11 +118,11 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.216911\n", - " Iterations: 35\n", - " Function evaluations: 71\n", - "optimal parameters: [1.16407991e+01 1.16006081e-04]\n", - "rmse: 0.04657368512672105\n" + " Current function value: 0.251681\n", + " Iterations: 41\n", + " Function evaluations: 85\n", + "optimal parameters: [1.16063293e+01 1.27878469e-04]\n", + "rmse: 0.05016784528826497\n" ] } ], @@ -141,7 +141,17 @@ "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0, 0.5, 'head (m)')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "
" ] @@ -170,16 +180,16 @@ "name": "stdout", "output_type": "stream", "text": [ - ".....................\n", + "....................\n", "Fit succeeded.\n", - "rmse: 0.04657368442245464\n" + "rmse: 0.050167851002538885\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10, pmin=0.1, pmax=1000)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-4, pmin=1e-5, pmax=1e-3)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10, pmin=0.1, pmax=1000)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-4, pmin=1e-5, pmax=1e-3)\n", "cal.series(name=\"obs1\", x=10, y=0, layer=0, t=to, h=ho)\n", "cal.fit(report=False)\n", "print(\"rmse:\", cal.rmse())" @@ -211,48 +221,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 11.641202\n", - " 0.110740\n", - " 0.951278\n", + " 0\n", + " 11.606190\n", + " 0.118773\n", + " 1.023363\n", " 0.10000\n", " 1000.000\n", " 10.0000\n", - " [11.64120169590218]\n", + " None\n", + " [11.606189706450678]\n", " \n", " \n", " Saq0\n", - " 0.000116\n", - " 0.000006\n", - " 5.251431\n", + " 0\n", + " 0.000128\n", + " 0.000007\n", + " 5.559295\n", " 0.00001\n", " 0.001\n", " 0.0001\n", - " [0.0001159878113151273]\n", + " None\n", + " [0.00012788749251955707]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 11.641202 0.110740 0.951278 0.10000 1000.000 10.0000 \n", - "Saq0 0.000116 0.000006 5.251431 0.00001 0.001 0.0001 \n", + " layers optimal std perc_std pmin pmax initial \\\n", + "kaq0 0 11.606190 0.118773 1.023363 0.10000 1000.000 10.0000 \n", + "Saq0 0 0.000128 0.000007 5.559295 0.00001 0.001 0.0001 \n", "\n", - " parray \n", - "kaq0 [11.64120169590218] \n", - "Saq0 [0.0001159878113151273] " + " inhoms parray \n", + "kaq0 None [11.606189706450678] \n", + "Saq0 None [0.00012788749251955707] " ] }, "execution_count": 8, @@ -302,11 +318,11 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.016202\n", - " Iterations: 109\n", - " Function evaluations: 225\n", - "optimal parameters: [1.03909094e+01 1.76382940e-04 2.02594461e+03]\n", - "rmse: 0.012728539913473325\n" + " Current function value: 0.004826\n", + " Iterations: 122\n", + " Function evaluations: 239\n", + "optimal parameters: [1.02193607e+01 2.01296811e-04 1.56256292e+03]\n", + "rmse: 0.006947175894895784\n" ] } ], @@ -323,7 +339,17 @@ "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0, 0.5, 'head (m)')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "
" ] @@ -365,7 +391,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "....................................\n", + "......................................\n", "Fit succeeded.\n" ] }, @@ -390,60 +416,68 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 10.391031\n", - " 0.042659\n", - " 0.410534\n", + " 0\n", + " 10.219389\n", + " 0.023068\n", + " 0.225723\n", " -inf\n", " inf\n", " 10.0000\n", - " [10.391031434824104]\n", + " None\n", + " [10.219389301148812]\n", " \n", " \n", " Saq0\n", - " 0.000176\n", - " 0.000003\n", - " 1.669487\n", + " 0\n", + " 0.000201\n", + " 0.000002\n", + " 0.880853\n", " -inf\n", " inf\n", " 0.0001\n", - " [0.0001763801510490785]\n", + " None\n", + " [0.00020129637392494947]\n", " \n", " \n", " c0\n", - " 2026.589798\n", - " 96.474098\n", - " 4.760416\n", + " 0\n", + " 1562.605654\n", + " 37.890827\n", + " 2.424849\n", " -inf\n", " inf\n", " 1000.0000\n", - " [2026.5897975040664]\n", + " None\n", + " [1562.6056541553019]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 10.391031 0.042659 0.410534 -inf inf 10.0000 \n", - "Saq0 0.000176 0.000003 1.669487 -inf inf 0.0001 \n", - "c0 2026.589798 96.474098 4.760416 -inf inf 1000.0000 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 10.219389 0.023068 0.225723 -inf inf 10.0000 None \n", + "Saq0 0 0.000201 0.000002 0.880853 -inf inf 0.0001 None \n", + "c0 0 1562.605654 37.890827 2.424849 -inf inf 1000.0000 None \n", "\n", - " parray \n", - "kaq0 [10.391031434824104] \n", - "Saq0 [0.0001763801510490785] \n", - "c0 [2026.5897975040664] " + " parray \n", + "kaq0 [10.219389301148812] \n", + "Saq0 [0.00020129637392494947] \n", + "c0 [1562.6056541553019] " ] }, "execution_count": 13, @@ -453,9 +487,9 @@ ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-4)\n", - "cal.set_parameter(name=\"c0\", initial=1000)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-4)\n", + "cal.set_parameter(name=\"c0\", layers=0, initial=1000)\n", "cal.series(name=\"obs1\", x=10, y=0, layer=0, t=to, h=ho)\n", "cal.fit(report=False)\n", "cal.parameters" @@ -469,7 +503,7 @@ { "data": { "text/plain": [ - "(0.01272855261536183, array([10.39103143]))" + "(0.00694718207260787, array([10.2193893]))" ] }, "execution_count": 14, @@ -488,7 +522,17 @@ "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0, 0.5, 'head (m)')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "
" ] @@ -506,11 +550,18 @@ "plt.xlabel(\"time (d)\")\n", "plt.ylabel(\"head (m)\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -524,7 +575,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.11.10" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/docs/03examples/pumpingtest.ipynb b/docs/03examples/pumpingtest.ipynb index 0302430..86b30b1 100644 --- a/docs/03examples/pumpingtest.ipynb +++ b/docs/03examples/pumpingtest.ipynb @@ -102,22 +102,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "................................\n", + ".............................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 29\n", + " # function evals = 26\n", " # data points = 34\n", " # variables = 2\n", " chi-square = 0.03407764\n", " reduced chi-square = 0.00106493\n", - " Akaike info crit = -230.786130\n", - " Bayesian info crit = -227.733409\n", + " Akaike info crit = -230.786125\n", + " Bayesian info crit = -227.733404\n", "[[Variables]]\n", - " kaq0: 68.6397730 +/- 1.43819795 (2.10%) (init = 10)\n", + " kaq0: 68.6397781 +/- 1.43819389 (2.10%) (init = 10)\n", " Saq0: 1.6071e-05 +/- 1.5821e-06 (9.84%) (init = 0.0001)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.891\n" + " C(kaq0, Saq0) = -0.8911\n" ] }, { @@ -141,48 +141,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", - " kaq0\n", - " 68.6398\n", - " 1.438198\n", - " 2.09528\n", + " kaq0\n", + " 0\n", + " 68.639778\n", + " 1.438194\n", + " 2.095278\n", " -inf\n", " inf\n", - " 10\n", - " [68.63977303108574]\n", + " 10.0000\n", + " None\n", + " [68.63977808683588]\n", " \n", " \n", - " Saq0\n", - " 1.60707e-05\n", + " Saq0\n", + " 0\n", + " 0.000016\n", " 0.000002\n", - " 9.84458\n", + " 9.844552\n", " -inf\n", " inf\n", " 0.0001\n", - " [1.6070732564873654e-05]\n", + " None\n", + " [1.6070725906739134e-05]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 68.6398 1.438198 2.09528 -inf inf 10 \n", - "Saq0 1.60707e-05 0.000002 9.84458 -inf inf 0.0001 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 68.639778 1.438194 2.095278 -inf inf 10.0000 None \n", + "Saq0 0 0.000016 0.000002 9.844552 -inf inf 0.0001 None \n", "\n", " parray \n", - "kaq0 [68.63977303108574] \n", - "Saq0 [1.6070732564873654e-05] " + "kaq0 [68.63977808683588] \n", + "Saq0 [1.6070725906739134e-05] " ] }, "metadata": {}, @@ -192,15 +198,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "rmse: 0.031658860783793714\n", - "mse: 0.034077637848339476\n" + "rmse: 0.03165886326970302\n", + "mse: 0.03407764320001153\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-4)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-4)\n", "cal.series(name=\"obs1\", x=ro1, y=0, layer=0, t=to1, h=ho1)\n", "cal.fit(report=True)\n", "display(cal.parameters)\n", @@ -219,7 +225,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "....................................\n", + "...........................\n", "Fit succeeded.\n" ] }, @@ -244,48 +250,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", - " kaq0\n", - " 71.5825\n", - " 1.573950\n", - " 2.19879\n", + " kaq0\n", + " 0\n", + " 71.582508\n", + " 1.573948\n", + " 2.198788\n", " -inf\n", " inf\n", - " 50\n", - " [71.58246640830718]\n", + " 50.000000\n", + " None\n", + " [71.58250776201425]\n", " \n", " \n", - " Saq0\n", - " 2.9107e-05\n", + " Saq0\n", + " 0\n", + " 0.000029\n", " 0.000002\n", - " 6.65754\n", + " 6.657477\n", " -inf\n", " inf\n", - " 1.5e-05\n", - " [2.910701703574875e-05]\n", + " 0.000015\n", + " None\n", + " [2.910696154564766e-05]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 71.5825 1.573950 2.19879 -inf inf 50 \n", - "Saq0 2.9107e-05 0.000002 6.65754 -inf inf 1.5e-05 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 71.582508 1.573948 2.198788 -inf inf 50.000000 None \n", + "Saq0 0 0.000029 0.000002 6.657477 -inf inf 0.000015 None \n", "\n", " parray \n", - "kaq0 [71.58246640830718] \n", - "Saq0 [2.910701703574875e-05] " + "kaq0 [71.58250776201425] \n", + "Saq0 [2.910696154564766e-05] " ] }, "metadata": {}, @@ -295,8 +307,8 @@ "source": [ "# second observation well\n", "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=50)\n", - "cal.set_parameter(name=\"Saq0\", initial=1.5e-5)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=50)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1.5e-5)\n", "cal.series(name=\"obs1\", x=ro2, y=0, layer=0, t=to2, h=ho2)\n", "cal.fit(report=False)\n", "display(cal.parameters)\n", @@ -311,14 +323,22 @@ "outputs": [ { "data": { - "image/png": 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", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -380,7 +400,7 @@ "name": "stdout", "output_type": "stream", "text": [ - ".....................................................................\n", + ".........................................................................\n", "Fit succeeded.\n" ] }, @@ -405,60 +425,68 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", - " kaq0\n", - " 80.8856\n", - " 1.762533e+00\n", - " 2.17904\n", + " kaq0\n", + " 0.0\n", + " 80.885785\n", + " 1.762460e+00\n", + " 2.178949\n", " -inf\n", " inf\n", - " 10\n", - " [80.88563318907522]\n", + " 10.00000\n", + " None\n", + " [80.88578535944654]\n", " \n", " \n", - " Saq0\n", - " 5.48726e-06\n", - " 8.133163e-07\n", - " 14.8219\n", + " Saq0\n", + " 0.0\n", + " 0.000005\n", + " 8.132813e-07\n", + " 14.821462\n", " -inf\n", " inf\n", - " 1e-05\n", - " [5.4872587991125894e-06]\n", + " 0.00001\n", + " None\n", + " [5.487186538964417e-06]\n", " \n", " \n", - " rc\n", - " 0.289103\n", - " 1.712507e-02\n", - " 5.92351\n", + " rc\n", + " NaN\n", + " 0.289105\n", + " 1.712457e-02\n", + " 5.923309\n", " 0.01\n", " 1.0\n", - " 0.2\n", - " [0.28910337107735706]\n", + " 0.20000\n", + " NaN\n", + " [0.28910484355420685]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 80.8856 1.762533e+00 2.17904 -inf inf 10 \n", - "Saq0 5.48726e-06 8.133163e-07 14.8219 -inf inf 1e-05 \n", - "rc 0.289103 1.712507e-02 5.92351 0.01 1.0 0.2 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0.0 80.885785 1.762460e+00 2.178949 -inf inf 10.00000 None \n", + "Saq0 0.0 0.000005 8.132813e-07 14.821462 -inf inf 0.00001 None \n", + "rc NaN 0.289105 1.712457e-02 5.923309 0.01 1.0 0.20000 NaN \n", "\n", - " parray \n", - "kaq0 [80.88563318907522] \n", - "Saq0 [5.4872587991125894e-06] \n", - "rc [0.28910337107735706] " + " parray \n", + "kaq0 [80.88578535944654] \n", + "Saq0 [5.487186538964417e-06] \n", + "rc [0.28910484355420685] " ] }, "metadata": {}, @@ -467,8 +495,8 @@ ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-5)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-5)\n", "cal.set_parameter_by_reference(\n", " name=\"rc\", parameter=w.rc[:], initial=0.2, pmin=0.01, pmax=1\n", ")\n", @@ -488,7 +516,7 @@ "name": "stdout", "output_type": "stream", "text": [ - ".........................................\n", + "...............................................\n", "Fit succeeded.\n" ] }, @@ -513,60 +541,68 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", - " kaq0\n", - " 88.1556\n", - " 1.424251e+00\n", - " 1.61561\n", + " kaq0\n", + " 0.0\n", + " 88.157077\n", + " 1.424360e+00\n", + " 1.615707\n", " -inf\n", " inf\n", - " 10\n", - " [88.15561383825873]\n", + " 10.00000\n", + " None\n", + " [88.15707730894232]\n", " \n", " \n", - " Saq0\n", - " 1.14684e-05\n", - " 9.102371e-07\n", - " 7.93689\n", + " Saq0\n", + " 0.0\n", + " 0.000011\n", + " 9.102215e-07\n", + " 7.937427\n", " -inf\n", " inf\n", - " 1e-05\n", - " [1.1468428567176638e-05]\n", + " 0.00001\n", + " None\n", + " [1.1467462400248175e-05]\n", " \n", " \n", - " rc\n", - " 0.640503\n", - " 2.819260e-02\n", - " 4.40164\n", + " rc\n", + " NaN\n", + " 0.640535\n", + " 2.819259e-02\n", + " 4.401411\n", " 0.01\n", " 1.0\n", - " 0.2\n", - " [0.6405027193856927]\n", + " 0.20000\n", + " NaN\n", + " [0.6405352403761851]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 88.1556 1.424251e+00 1.61561 -inf inf 10 \n", - "Saq0 1.14684e-05 9.102371e-07 7.93689 -inf inf 1e-05 \n", - "rc 0.640503 2.819260e-02 4.40164 0.01 1.0 0.2 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0.0 88.157077 1.424360e+00 1.615707 -inf inf 10.00000 None \n", + "Saq0 0.0 0.000011 9.102215e-07 7.937427 -inf inf 0.00001 None \n", + "rc NaN 0.640535 2.819259e-02 4.401411 0.01 1.0 0.20000 NaN \n", "\n", " parray \n", - "kaq0 [88.15561383825873] \n", - "Saq0 [1.1468428567176638e-05] \n", - "rc [0.6405027193856927] " + "kaq0 [88.15707730894232] \n", + "Saq0 [1.1467462400248175e-05] \n", + "rc [0.6405352403761851] " ] }, "metadata": {}, @@ -575,8 +611,8 @@ ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-5)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-5)\n", "cal.set_parameter_by_reference(\n", " name=\"rc\", parameter=w.rc[:], initial=0.2, pmin=0.01, pmax=1\n", ")\n", @@ -594,14 +630,22 @@ "outputs": [ { "data": { - "image/png": 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U3FwtGX+E3q+cOjxvX9mtlMLV1ZVt27axevVq5s2bx4QJE1izZg2pqals3rw5IzFnlv5hAFC+fHlKlCjBrl27mD9/PpMmTcqI44cffqBGjRp3jSO/cZQRSGsPeduSUgpvTze8Pd2oVdbrjufjrifx54lL7Ii5xM7jF1m59wwLIo11QYUKuFC3gjeNKpfg0TplqFW2iPX+DfqGwoCf4dAqcCsIccfh8Bo4+KvxvHdFKBMAygW0BhdXbunJzmpKoHBokrPtK98X2db8q87DzYWGfsVp6FccMP6jn4pLyCi6dxy/yLcbo5kckYqLRdG9oS8vtfantJeHNX8l55Fdr/ftCyj/nCu92g6qQaVizAkPs1qx07x5c/r378+IESPQWrN48WJmzZoFQExMDJs3b6Zx48Z89913NG3alKtXr3L9+nXatWtHWFgY1apVA6Bt27ZMmDCB119/HYCdO3dSv379LNvs0aMHn3zyCXFxcdStWxeARx99lC+++IIvvvgCpRQ7duwgKCiI5s2bM2fOHFq2bMmePXvYtWvXA/2+4v5Ye8jbbN4F3WhevSTNq5cEbq4L2nncGCndEXOJ8WsO8r/VB/ErUZBHA8rweEBZ6lXwfvACIqs8fOGoUWwfXgNHIyA1EZQFygVDlRZGl3vVVnd2jkiedniSs+2bs/N9kW3tv+oyU0pRvqgn5Yt60iGwHAA3klP469Rlluw4ydytMSzafoIBTSoz9OGqeHvKtlDArQsoLS63TiuRXm2H06BSMasVOMHBwfTv35/QUOO/cXh4OEFBQURHR1OrVi1mzJjBkCFD8Pf3Z9iwYcTFxdG5c2cSEhLQWvP5558DMH78eJ577jkCAwNJTk6mefPmfP3111m22bVrV1566SXeeeedjMfeeecdXn75ZQIDA9Fa4+fnx7Jlyxg2bBgDBgwgMDCQ+vXrZ8R5u/Hjx/PJJ5/wzz//EBgYSLt27Zg6dapV3iNh/SFvR5N5XdATQca6oHNXbrBy7z/8sucfpq0/yqTfj1DO2yOj4G5QqZj1ppUUrwzFn4WGz0JKkjGF5MBy2LMIfv8YPLwh/iK4e0GpmjL66GQkZ9/JVjlbOdF6lHsSEhKiIyMjc/UzZg07Hou9xme//c2PO0/h7enG8BZV6feQHx5uTrL1ky2l94rEnYCoGUavtnKBVm9Bs/8zO7o8a9++fdSqVcvsMPKNrN5vpVSU1jokmx/Jk3Kbt9N7stM7R5y9Jzu3Ll1PZNW+s/yy5zQRB8+TmJyKT2F32tYpzeMBZQirUsI2a4BSU+HYRoj6Fvb+CKlJUPEhKFIa/voRSL2Zp/2aSc+2HUjOtq/c5ux835MN1v2rLjcqlSjE/3oEMbh5FT755QAfrdjPNxujefkRf7o2qJC/twVMH8I8vs3Y4i+nbQGFEPmKtYe8nU3RggXo2qACXRtU4OqNZNbuP8sve/7JGCEt6+3Bs00r0yO0IoXdrfgxb7FA5WbG17X/ws45RsEdsyntBQosbuBZQnq2hUCKbIdQp5w3MwaGsvlwLP/9ZT8jFu1myvojvP5oDR6tUyZ/L7TKbltAmf8nRL5mVueIoyns7krHeuXoWK8cCUkprDtwlm83RfP+8n2MX32Qvo396N/Ez/rbyhbygSYvQeMX4OjvsH4MRG8AUo3iO31rQNmFRORjUmSbILvpKY2rlmDx8If49a8zfPrrfobO3k4936L8+7EaPFQ1zxzLnHu3L8yR+X9CCHEHDzcXHgsoy2MBZdkRc5FJvx/hy3WHmLL+CE+HVGBws6pULFHQuo1aLFC1pfF1/hBs/NwYfSSVjJ5tGYEU+ZQU2XZ2t1XxSikeCyjDI7VKsWj7ST5f9TfPTNlK8+ol+dejNWx2yplTuZfj24UQIh8LqliMr/s04PC5q0yJOMKCP04wd2sM7eqWZejDVW3zWeJTDTp/CQ+PgF9GGIslLQoOr4WkeDgZKaOPIl+RItvO7nVVvKuLhW4NfelUvxwzN0fz5drDdPhiAx3rleP/2lTP9tCDfCGr49tl+ogQwoacaV/uzKqWLMzHTwXySpvqTN94lLlbYli26zTN/H0Y3qIajatab0etDEV9occco2d79WhY92HaEwpc3KH/T5KnRb4gRbad5XbLQA83FwY3r0r3hhWZHHGYaRuOsmL3aXqGVuSF1tUoVSQf7rF9+zxtkOkjQgibyQv7cpf28uCNx2vxXMtqzNkSw/SNR+k5ZQsdAsvybofalLLFeQ0+1aD7LFj2CkROxzgpMgH+nCc5WuQL+Xj7CnOkr4p/tW2NXCVqb083Xn+0JhGvt6RHqC/fbYvh4U/WMebXA1xOSLJx1A7IN9TYys83NOvDa9aPNXq3Rb7m5+fH+fPn7+s1b731Fr6+vhQuXNhW4QknkdUIpLPy8nBjWIuqrP9XS15tU52Ve8/Q+rPfmb3lGKmpNtrSt15PcPEA0hbxR06Heb1gzfuSp8Ut8lrOliLbBA0qFeO5ltXuqyeklJcH73epy6pXH6Z1rVJMWHuI5p+sZUrEERKSUmwQrRNInz6iXG4eXrPmA6N3WxK4uE8dO3Zk2zb59yNujkC6KKx+aJlZPNxceLG1P7+81Iy65b15e8keun69if3/XLZ+Y76hxhSR1u9AnyVQ5wnYvwwiPoVv2kueFlbhiDlbimwn5edTiAnPBLPshabULe/NBz/vo9WYdeb3sJw7AH//at8206ePtHoLgnobp0NmXhQpnEZ0dDQ1a9YkPDycgIAAevXqxapVq2jSpAn+/v4ZCfTChQt06dKFwMBAwsLCMo7KjY2NpW3btgQFBTFkyBAyH7Y1e/ZsQkNDqV+/PkOGDCElJec/SsPCwihbtqztflnhNO53BNIZVClZmDnhjRj7dD2Onr9Gh/Eb+O8v+4lPtHKnTfroY9WWUCaAjPIjNREWhcOq0VJsOyHJ2TmTOdlOLqC8N7OebcSmQ+d5+8c99J66lZGd6tAnrJI5Af3+CexZCE1fgZZvg4ud/onJ4TVWN/qnv9h7yrq9WrXLeTGyY50cX3Po0CG+//57Jk+eTMOGDZk7dy4bNmxg6dKlfPjhhyxZsoSRI0cSFBTEkiVLWLNmDX379mXnzp2MHj2apk2b8u6777J8+XImT54MGKd0zZ8/n40bN+Lm5sbw4cOZM2cOffv2tervJ/KuvLwvt1KKpxpUoGXNUnz48z6+WneYZbtO8X6XujxcvaT1G/RrBq7uxl7aSsHFY7DhM9g0AQYsl/na90lytuORIjuPeKiaD0uea8JL3+3gnSV72Hf6MqM61qGAq50HKzp/Ce5FYMPnELMVuk4HLzv+ZZnd4TXCaVSuXJm6desCUKdOHVq3bo1Sirp16xIdHQ3Ahg0b+OGHHwBo1aoVsbGxxMXFERERwaJFiwBo3749xYoZRdHq1auJioqiYcOGAMTHx1OqVCk7/2ZCOLbihQow5ul6PBVcgbcW76bf9G10qleOUZ3qULxQAes1lDlPx52AyG+BVKNX+7d3oe9ScLVie8KmJGdnT4rsPOTgmasEVyqGd8ECzN0aw6EzV5nYO9j6J33lxM0DOo6DSg/BTy/D103hqSlQtZX9Yrj98BpxX+7We2Er7u43/71aLJaM+xaLheTkZIBbhhTTpZ+MmtUJqVpr+vXrx0cffWSLkIXIUxpXLcGKl5vx1brDTFx7mMjoC0zs3YD6vkWt18jto4/pvdoxm2H6o9B1GhSvYr328gHJ2Y5H5mTnEelbTH3+29/8suc0L7f2588Tl+g8YSN/nYqzf0CB3WDwOihUEmY9CWs/glQHWJh5fJvsPJIHNG/enDlz5gCwbt06fHx88PLyuuXxFStWcPHiRQBat27NwoULOXv2LGDMDzx27Jg5wQvhBNxdXXj5ker8MOwhLBbF019vYubm6CyLpQeS3qvd+m0Y+At0mwkXDsPXzWHXAuu2JUyTX3O2FNl5xO1bTLm5Wlg49CFSteaprzaxbNcp+wdVsjoMWm1s3/T7xzDrCbh61v5xpEs/jl12HnF6o0aNIjIyksDAQEaMGMGMGTMAGDlyJBEREQQHB7Ny5UoqVqwIQO3atXn//fdp27YtgYGBtGnThtOnT+fYxr/+9S8qVKjA9evXqVChAqNGjbL1ryXymahjF/ly7SGijl00O5Rs1a3gzbIXmtLMvyTv/vgXL83bybUbydZtJPOWrLU7w9ANULoOLBoEc7oanTSSr51afs3Zyup/lZosJCRER0ZGmh2G3aX3ZKcX2Okr4M9eSWDY7O1EHbvI8y2r8Wqb6lgsdw7N2NyO2bD8/8DD25in7dfU/jGsH2sU2DrF2O6v1VtGYhcZ9u3bR61atcwOI9/I6v1WSkVprUNMCskU+TFvO9sBN6mpmq9+P8zYlQeoWrIwX/UOplqpIrZrMCUZfnoRdhq9nMZJkctkKuBtJGfbV25ztvRk5xHZbTFVqogHcwc1onuILxPWHmLwrEiumHF4TVBvCF9tLIqc0RHWfwb2/gMv837aLgXAs4RMHRFCmMLZDrixWBTPtazGrGcbceFaIp0mbGTF7px7Fh+IiyuUqEpGmZJyA7ZNtl17QtiAFNl5SHaH3Li7uvDxU3UZ3akOaw+c48mJmzgWe83+AZYJMOZp1+4Cq0fD9/3gxlX7tZ95P+3HPoZfRsjUESGEKZz1gJsm1XxY/mIzapYpwvC525m24ajtGkvf6g8LoGD398YpkamptmtTCCuSIjufUErR7yE/Zg0M5dzVG3SbtJmj500otN2LGNNF2vwH9v0E09rABRsm6dulz/2Lj731KHY5tEYIYUfOfMBNGW8P5g4K49HaZfjPsr38Z9le2xzJnnlRZP9lUP0x45TImZ0g8br12xPCyqTIzmcequbDvMFhJKVoekw2qdBWCpq8CL1/gMunYEpLOPK7fWO4feqIHFojhLCz7EYfnYGHmwtf9gqm/0N+TNtwlBe+20FCkg12kErvGHEpAIfXAcroFJnc3Pj8EMKBSZGdD9Us48XcQY3MLbTB2Dt78FooXNrYeWTrZPvN0848daTfUllMI4QQueRiUYzsWJu329di+e7T9Jm2lUvXE23TWPR6SE0CNGAxTomc0gpO7bBNe0JYgRTZ+VDUsYus3neWt9vXMr/QLl4Fnv0N/NvCiteN1eTJNkrSt8u8bVRmspe2EELcE6UU4c2q8EXPIP48HsdTX23idFy89RvKPPro6g6dvgCLK0x/HPb+aP32hLACKbLzmfRto8auPMCbi3c7RqHt4QU95hoF7/aZxny7q+fMiUX20nZI0dHRBAQEmB3GHVq0aEFWW8/16tWLGjVqEBAQwMCBA0lKMmFHHyHsqGO9csx8NpSzl2/QfdIWTl6ycqF9++hjvR4waI2xoH5BX2Oudh7bktiZSc42mFJkK6WKK6V+U0odTPt+x4Q0pVR9pdRmpdRfSqldSqnuZsSa19y+bdTpuATHmDpisUDrd+GpaXBqJ0xuAaf/tH8c0etlQWQ+kX7cry306tWL/fv3s3v3buLj45k6darN2hJ5nzMcWgPGjimzwhtx8Xoi3Sdt5vgFKy9OvH30sXAp6LcM6j5t7Doy+WE4tsm6bQqH4Yw526ye7BHAaq21P7A67f7trgN9tdZ1gMeAcUqponaMMU/KatuozHO0e07eYl6hDVC3q3G0LhqmP2b/YUBZEJl7Vp5e89lnnxEQEEBAQADjxo3LeDw5OZl+/foRGBhI165duX7d+AAfMWIEtWvXJjAwkNdeew2Ac+fO8dRTT9GwYUMaNmzIxo0bAePUscGDB9O2bVv69u1Lo0aN+OuvvzLaaNGiBVFRUVy7do2BAwfSsGFDgoKC+PFH499hfHw8PXr0IDAwkO7duxMfn3VvXbt27VBKoZQiNDSUEydOWOW9EflP5tHHXlO3OHyhXd+3KHPCG3E5Pokek7dYv9C+nZsHNBwEytXomPm2PRxea9s2nZ3k7DvYLGdrre3+BRwAyqbdLgscuIef+RPwv9vrGjRooEXOIqMv6AlrDurI6Au3PL7vdJwOem+lbvTBKn3k3FWToktz+R+tp7TWeqSX1ms/1jo11X5tx2zVOmKM8T2f2bt3b+5+IGar1v8prfWoYsb3B3zPIiMjdUBAgL569RioknQAACAASURBVKq+cuWKrl27tt6+fbs+evSoBvSGDRu01loPGDBAf/rppzo2NlZXr15dp6b9+7h48aLWWuuePXvq9evXa621PnbsmK5Zs6bWWuuRI0fq4OBgff36da211p999pl+9913tdZanzp1Svv7+2uttX7jjTf0rFmzMq7p7++vr169qseOHasHDBigtdb6zz//1C4uLvqPP/7I9vdJTEzUQUFBOiIiIsvns3q/gUhtQl6+2xdQHPgNOJj2vVgWr6kPbAb+AnYB3e/l2pK3szdhzUFdecQyXenfy3SVEcv0hDUHzQ7pnuw+cUkHjvpVN/5wlY4+b+PPk4gxRg4a6WV8feqvddxJ27bpICRnO3bONqsnu7TW+jRA2vdSOb1YKRUKFAAO2yG2PC+7baPSe7QTU1LN79EuUtoYBqzXE9Z9CN/3h0Q7xSMLIu+dlafXbNiwgSeeeIJChQpRuHBhnnzySdavN67p6+tLkyZNAOjduzcbNmzAy8sLDw8PwsPDWbRoEQULFgRg1apVPP/889SvX59OnTpx+fJlrly5AkCnTp3w9PQEoFu3bnz//fcALFiwgKeffhqAlStX8vHHH1O/fn1atGhBQkICMTExRERE0Lt3bwACAwMJDAzM8fcZPnw4zZs3p1mzPDEiIiOQJnDWQ2sCynszd1Aj4pNS6D7Jxp8nmUcgLQXgxmWY2gbO7LVdm85KcnaOv4+1c7arVa6SBaXUKqBMFk+9lcvrlAVmAf201lke86SUGgwMBqhYsWIuIxWZpRfaz0zZSs/JW/hucBiVfQqZE4ybB3T5CkrVgt9GwoUjxgLJor72jyV9QWRKopHMZds/Q/qHW/r78oDTa3QOC5eUUnfcd3V1Zdu2baxevZp58+YxYcIE1qxZQ2pqKps3b85IzJkVKnTz33P58uUpUaIEu3btYv78+UyaNCkjjh9++IEaNWrcNY7sjB49mnPnzmVcMw/oDLRIuz0DWAf8O/MLtNZ/Z7p9Sil1FigJXLJPiHlP+qE1W47EElalhFPtqV2nnDdzB4XRa6rxebJwWGMqFCto/YbSF0VGr795SuScbsaUwx6zoXJz67fprCRnZ8sWOdtmPdla60e01gFZfP0InEkrntOL6LNZXUMp5QUsB97WWm/Joa3JWusQrXVIyZIlbfHr5Cu392hHm9mjrRQ0eQmeWQAXo42Da2K22j8OWRCZNSvvN968eXOWLFnC9evXuXbtGosXL87oUYiJiWHz5s0AfPfddzRt2pSrV68SFxdHu3btGDduHDt37gSgbdu2TJgwIeO66Y9npUePHnzyySfExcVRt25dAB599FG++OKLjA+QHTt2ZMQ3Z84cAPbs2cOuXbuyvObUqVP59ddf+e6777BY8swmTjICaRJnPrSmVlkv5oQ34npiMn2mbeP81Ru2aSjzCGTZehD+G3h6w8zOsO5j27TpjCRnZ3lNW+Vss7L/UqBf2u1+wB2r25RSBYDFwEyt9fd2jE1ws9C+kZxCv29smBjvVfW2EL7KOJZ9RgfYMce+7cuCyOxlN73mPgQHB9O/f39CQ0Np1KgR4eHhBAUFAVCrVi1mzJhBYGAgFy5cYNiwYVy5coUOHToQGBjIww8/zOeffw7A+PHjiYyMJDAwkNq1a/P1119n22bXrl2ZN28e3bp1y3jsnXfeISkpicDAQAICAnjnnXcAGDZsGFevXiUwMJBPPvmE0NCsf+ehQ4dy5swZGjduTP369Xnvvfce+L2xB6XUKqXUniy+OufyOukjkANyGoFUSkUqpSLPnTNpy05hF7XKejG9f0NOx8XTb/o2LifYYUvLK//AlbOgU2HdR/Dz67LFXzrJ2XewVc5WOXX124pSqgSwAKgIxABPa60vKKVCgKFa63ClVG/gG4wFNOn6a62z//MGCAkJ0VntgSjuz3fbYnhnyR78fAqx9PkmFCxgsxlG9+b6BVg4AI6sg7DnoM174GKnmI5vuzkcmUeniuzbt49atWqZHUa+kdX7rZSK0lqHmBRStpRSB4AWWuvTaUX0Oq31HWOzaSOQ64CP7rWDRPJ2/rDuwFkGzYwkyLcYM58NxcPNxXaNrR9rnHegUwAFaGg0FB79ECw2bNfOJGfbV25ztik92VrrWK11a621f9r3C2mPR2qtw9Nuz9Zau2mt62f6yrHAFtYVdewio3/6i5RUzaGzV+kzbRvJKVl2StlPweLQ6wcjWW75EuZ0NQpve7DiX/9COCEZgRQPpEWNUnzWrT5/HLvAc3O2k2TLz5NbRh/doc6TsPVrYxF9UoLt2hUikzwzWVBYX/rBNRqjHyDq2EXe+fGvHBc62IWLKzz+X+g0AY5thCmt4Ow+c2MSIu/7GGijlDoItEm7j1IqRCmVfnJDN6A50F8ptTPtq7454eZPjn5wTcd65fhP5wBW7z/LvxbuIjXVRp8nmece9/8Jnv4G2n4A+5bCrCfs1zkj8jWTx/6FI0vfOiopORU3VwvtAsry3bYYKhTz5LmW1cwOD4L7QMkaML83TH0EnpwMNdubHZUQeZLWOhZoncXjkUDGCCQw286hiTTpB9ckJqdSwNXCnPAwh1ws2TusEpeuJzJm5d+UK+rB64/WtE1DvqG3jjw+9Dx4lYXFQ42dR3ovhKKyI5mwHenJFtlK3zrq1bY1mBMexthu9XgiqDyf/nqAH6Ic5AQ731AYvA58qsO8Z2DtR5Bq8pQWkD21hRB2lz76mKohKTmVLUdizQ4pW8+1rEbP0Ip8ufYwCyKP26/hgKeg9yJjYeTUNvDPbvu1LfIdKbJFjjJvHaWU4r9PBdKkWgn+/cMu1h90kB0BvMrBgBVQ7xn4/WOY3wsS4syLJ31P7TUfGN+l0BZC2IEzHVyjlOK9znVo5u/Dm4t2s+nwefs1XrkZDPzFWAA5/XFjIb0QNiBFtsiVAq4WvurdgGqlCjNs9nb+OmViMZuZmwd0mQiPfwJ//2ruPG3ZU1sIYYLbRx8dcapIZm4uFiY8E0xln0IMm72dw+eu2q/x0rXh2d+Mw81mdzVGQWX0UViZFNki17w83PhmQEOKeLgy4Js/OHkp3uyQDEpBoyHQ7ydIuAxTWsOeH+wfh+yp7TD8/Pw4fz7nHrKsXnP9+nXat29PzZo1qVOnDiNGZHWCuBCOx9kOrvH2dGN6/4a4WhQDv/2DC9cS7dh4eWMUtHRtYxR09X/g245SaJsor+VsKbLFfSnr7cm3A0KJT0qh//RtxF23w+EC98qvCQyJgDIBsHAg/PImpNgxvuxO1JJ52k7ltddeY//+/ezYsYONGzeyYsUKs0MSIk/yLV6QKf1COB2XwJBZkdxITrFf455F0xbMp+2lnXIDjvxuv/aF1ThizpYiW9y3GmWKMLlPCMdir9Nzyhb+t+pvx9k2yqss9FsGoYON/bRndoGrZ+3X/u17ass87XsSHR1NzZo1CQ8PJyAggF69erFq1SqaNGmCv78/27YZ79uFCxfo0qULgYGBhIWFZRyVGxsbS9u2bQkKCmLIkCG3bDc5e/ZsQkNDqV+/PkOGDCElJfsP8oIFC9KyZUsAChQoQHBwMCdOOMhiXyHyoOCKxfisWz3+iL7Ivxfusu9WsVVaGntppxfaB3+FG1fs174Tk5ydM9nCTzyQxlVLMLxlVcatOsje05eZuO4Qcwc1doyhStcC0O5TKB8CP70Ek5pDt5nmHCaT1TxtRz/UZsUI66+8L1MXHv84x5ccOnSI77//nsmTJ9OwYUPmzp3Lhg0bWLp0KR9++CFLlixh5MiRBAUFsWTJEtasWUPfvn3ZuXMno0ePpmnTprz77rssX76cyZMnA8YpXfPnz2fjxo24ubkxfPhw5syZQ9++fe8a8qVLl/jpp5946aWXrPIWCCGy1iGwHMdir/Pprwfw8ynEy49Ut0/DvqHGXtrR6yHhCmwabyyIbPkGnNvvPKf8Ss4GHCtnS5EtHpibiyX9738SkzVbjsQ6RpGdrl53Y87d/N7wTTt47CNoGG7M4baX9HnaKYkyT/suKleuTN26dQGoU6cOrVu3RilF3bp1iY6OBmDDhg388IMx375Vq1bExsYSFxdHREQEixYtAqB9+/YUK2b8O1y9ejVRUVE0bNgQgPj4eEqVKnXXWJKTk+nZsycvvvgiVapUsfavKoRpoo5dZMuRWMKqlHCofD28RVWOnLvGuFUH8StRiC5B5e3TcOY9tSs3hfl9jG1hsYCr+61T/8QtJGdnT4ps8cCMbaMUickaDcQn2nE+3b0qU9fYT3vREPj5NYjZDB3/B+5F7NN++jzt6PXO0ytyl94LW3F3d8+4bbFYMu5bLBaSk5MBshxKVml/NKks/njSWtOvXz8++uijXMUyePBg/P39efnll3P1c0I4Mkc+tEYpxUdP1uXExev8a+EuKhTzJMSvuH2DqPYIBPWBbZOAVEi+4Ryjj5KzHS5ny5xs8cAaVCrG3EGNeaVNdeqW92ZSxGE2H3bAQxA8i0HPedD6XfhrMUxuCWf22q/92+dpi/vWvHlz5syZA8C6devw8fHBy8vrlsdXrFjBxYvGGoHWrVuzcOFCzp415uVfuHCBY8eO5djG22+/TVxcHOPGjbPhbyKE/Tn6oTUFXC1M6tOACsU8GTQzkuMXrts/iLpdwcUj7U4qxJ0Ae84Tz2Pya86WIltYRYNKxXixtT+zwxtRsXhBhs6O4og99zy9VxaLUej2/dE4sGZKK9g+y7zkKTuO3JdRo0YRGRlJYGAgI0aMYMaMGQCMHDmSiIgIgoODWblyJRUrGkcm165dm/fff5+2bdsSGBhImzZtOH36dLbXP3HiBB988AF79+4lODiY+vXrM3XqVLv8bkLYmjMcWlO0YAGm9W9ISqpm0MxIrt1Itm8A6fO0W7wBVVpA5HRYPASSEuwbRx6RX3O2susKXjsICQnRkZGRZoeRr8XEXqfLxI14ebiyeHgTihUqYHZIWbtyBhaFw9EICOwB7ceCe2H7tZ++40j6PG0HmPO3b98+atWqZWoM+UlW77dSKkprHWJSSKaQvG1/jjon+3YRf5+j/zfbeLROGSb2Cs5yaoHNaQ0RY2Dt+1AhFHrMgcJ3nx9sD5Kz7Su3OVt6soXVVSxRkCl9G3AqLoEhs6Lsu+dpbhQpDX2WQIs3Ydd8mNISzvxlv/blZEghhEmc5dCa5tVL8ma7WqzY8w8T1hwyJwil4OHXjd2pTv8JE0JgxxxzYhFORYpsYRMNKhXn066BbIu+wBs/7Lbvnqe5YXGBFv82epEzpo/MtM/0ETkZUggh7urZppV5Mqg8Y3/7m5V//WNeIEXKGt8T4uDH4bD6PfNiEU5BimxhM53rl+fVNtVZtOMkX6w5RNSxi3y59pDjHFiTWeXmMHQDVAyDpS/AosG2P4wgu5MhhRBCZFBK8eGTdalXwZtX5u/k7zMmHRQTvR5SM80NXz/WOIMh+YY58QiHJ0W2sKkXWlXjyaDyfPbb3/SYvJmxKw/Qa+oWxyy0C5eC3oug5VuwZ6FxeM2pHbZt0wF3HHHYUYc8Rt5nIe6dh5sLk/qEUNDdlUEzI7l0PdH+Qdwy+ugB9XpA1Lcw/TFj9xGTSC6xj/t5n6XIFjallOKjp+pSoZgnSSnaYbeMymBxgYf/ZRzJnnwDpraBzV/mm62bPDw8iI2NlaRtY1prYmNj8fDwuPuLhTCRI41AlvH24OveDTh9KYEXvttBckqqfQPIPPrY/yd4YhJ0nw3nDxqdMkfW2TceJGfby/3mbNldRNjFugNnGfDNH2iggKviO0c5ej0n1y/Aj8/DgeXg3xa6fAWFfMyJ5fg2uxxkk5SUxIkTJ0hIkG2qbM3Dw4MKFSrg5uZ2y+Oyu4hwFI56aM2CP47zrx92Ed60Mm93qG12OHD+EMzvBef/Ns5haPKy3U4UlpxtP/eTs+XER2EXLWqUYnzPIF5f+CfFChagsk8hs0O6u4LFja2a/pgKv74FXzWBJycZe6bakx23+nNzc6Ny5co2ubYQwrlkdWiNIxTZ3Rr6svf0ZaZuOEqtsl481aCCuQH5VIPw1cZ6nlWj4GQUdJ4IHl42b1pytmOT6SLCbjrWK8fsZxsRey2RQTMjSUhy0K39MlMKQgfBoNVGwpzZBVa+A8l2nA8oW/0JIUzgyIfWvNW+Fg9VLcEbi3ez8/gls8MxzljoOh0e/Qj2/2zsVHV2v9lRCZNJkS3sKsSvOOO612d7zEVeXbCT1FRjupIjzfvLUpm6MHgdNOgPm8bD1NZw7m/7tJ3TVn9yYqQQwkYaVCrGnPAwXm1bw2GmiqRzc7Hw5TPBlPZyZ/DMSM5cdoDpEkpB4+HQ7ye4fh4mNYW1H5odlTCRzMkWppi6/gjvL9/HoGaVeSygrEPO+8vW/uXGXO2keHjsQ2gwwPbz77Kak+2AJ0aKBydzsoW4d/v/ucyTEzdRvXQR5g0Ow8PNxeyQjNz8bUdISSv8/dvC099CASeYJilyTU58FA7n2aaV6f+QH1PWH2Xi2kN3zPtzaDXbw/DNUKkxLHsF5j0D187bts2stvqTaSRCCJM4yuhjzTJejH26HjuPX+LtJXscY5eN6PWQmpR2R8HBlTDpYfhnt4w+5jOy8FGYQinFOx1qc/JSPKv2nsHVRaFStcPN+8tWkTLQ6wfY+jWsGglfPWTsPlKttf1iSJ9Gkt6TLSdGCiHswNF2HXm8bllebO3P+NUHqV3Wi4FNTV4IeHtubvOeUVhPaQkaSE0BV3cZfcwHpCdbmMbFohjfI4hA36IopegRWtH0ZJ0rFosx/27QGvAsBrOfhF/egCQ7zQ2UEyOFECbIatcRs73c2p+2tUvzwc/72HDQxiOLd3N7bm402DhRuGjFtB7uVOMcBhl9zPOkyBam8izgwrR+IZT19mD57tN4edwcXHGU4ci7Sl8UGToYtkw0FkWe3Wefth3wxEghRN7miLuOWCyKz7rXp2rJQjw3dzvHYq+ZG9DtublwSWNbP0v6Z1wquHqaFp6wD1OKbKVUcaXUb0qpg2nfs+26VEp5KaVOKqUm2DNGYT8+hd2ZNbARbi4W+kzbxslL8RnDkQ59DHtmbp7Q7lN45nu4egYmt4Ctk/PNSZFCiPzDUXcdKezuypS+xvqz8BmRXElIustP2FnFMBiwwtgWtmhF+PUNWDHCfqOfwu7M6skeAazWWvsDq9PuZ+c/wO92iUqYpmKJgswcGMq1xGT6TNvKmv1nHG448p5UbwvDNkHl5rDidZj9FFw+bXZUQghhVQ0qFeO5ltVuKbAdYfSxUolCfNUrmCPnr/HyvJ2kpDpYR4dvKLQbA89tg9AhsPUro1Pmn91mRyZswKwiuzMwI+32DKBLVi9SSjUASgMr7RSXMFGtsl5M79+Qkxfj+WXPP7i5KIcajrxnhUvBMwug/Vg4tgm+agx7fzQvHlnNLqxARiBFThxp9PGhaj6M6lSH1fvP8vEKO03dyy03T2j3ibGAPv6CcXjNpi8gNdXsyIQVmVVkl9ZanwZI+17q9hcopSzAWOD1u11MKTVYKRWplIo8d+6c1YMV9tPQrzgTewUTHXud6qW9ePERf4cajrxnSkHDcBi6Hor5wYK+sHgoJMTZN470vbTXfGB8l0Jb3D8ZgRTZcrTFkH3CKmVsE/vdthhTY8mR/yPG6Kd/W1j5NszqDHEnzY5KWInNimyl1Cql1J4svjrf4yWGAz9rrY/f7YVa68la6xCtdUjJkiUfLHBhuta1SvPJU4HsPhnH3/9cpb5vUbNDun8+/vDsb/Dwv2HXfPiqCRy144py2UtbWI+MQIpsOeJiyLfb1+Lh6iV5Z8keNh0yeceRnBTyge6zodMXcCIKvgyF7wdIp0geYLMiW2v9iNY6IIuvH4EzSqmyAGnfz2ZxicbA80qpaGAM0Fcp9bGt4hWO5akGFXi7fS2W7z7N6wv/zDh+HRxj3l+uuLhByzdh4Erj9oyO8Otb9lnsktOR7ELkjoxAimw54mJIVxcLXzwTRJWShRg6O4oj566aHVL2lILgvtDlS0i8Bn8tgumPwd/yt6ozM2u6yFKgX9rtfsAdE1a11r201hW11n7Aa8BMrXVOw5MijwlvVoX/a1OdRdtP8ubi3aSmaoea95drvg2NvVJDBsLmCcZil9N/2rjNe9hLW+ZsizQyAikeRFaLIc3m5eHGtH4NcXWxMPDbP7h4LdHskHJ24QigjNs6Bb7vD/t+MjMi8QDMOvHxY2CBUupZIAZ4GkApFQIM1VqHmxSXcDAvtPYnMSWVL9Ycws3FQmkv9zvm/TlSQr+rAoWgw2dQox38+BxMaQ0t34CHXgIXG/3v6Bua/T7a6XO2008mk0Nt8jWt9SPZPaeUOqOUKqu1Pn2XEchmSqnhQGGggFLqqnSQ5G9Rxy6y5UgsYVVKmJKvfYsXZHKfBjwzdSsDZ/zB3PAwPAu42D2Oe+LXzDgNMiXR2FPbqyzM7w2B3eHx/xoHnwmnYUqRrbWOBe44f1prHQncUWBrrb8FvrV5YMIhvdqmOonJqUyKOEKHwLK4uSiSU5zoCPas+D8CwzfD8ldh9XtwYAU8MQlKVLVvHFnN2ZYiW2QtfQTyY3IYgUy/rZTqD4RIgZ2/OcoR7CF+xRnfI4jhc6J4fu52JvVpgKuLA57Hlz76GL3eKLjLBUHEGFg/Bo5GGPO2PbxvPi/52qE54L8wIW6llGLE4zUZ0MSPZbtO065uOV5pU91h5v3dt4LFoes38NQ0OH/QWBS5dbJ9t3DKas62TB8RWfsYaKOUOgi0SbuPUipEKTXV1MiEw3KkXUceCyjDe50DWL3/LG8t3oN21MPCMp8W6eJmjHaGrwaPojCnqzFXe/X7smOUEzBruogQuaKU4t0OtUlMTmXO1hieb1mN4Io3dx0xezjyvikFdbtCpSaw9HnjAJsDy6Hzl+Bdwfbt395rAjJ9RGRJRiDF/UjfdSQpOdUhRh97h1Xi7OUExq85RGkvd15tW8PUeO5Zufow5HeY9QQc22g8lnxDRh8d3F2LbKWUB9ABaAaUA+KBPcByrfVftg1PiJuUUvyncwApqZoJaw9xIzmFN9vVYnvMJYcYjnwgXmWh10KI+tbYeWRiY2P+Xb2eRiFuS5nnbK8fK9NHnJzkbOFI0ncdcaROkFfaVOfM5RuMX3OIkl4e9AmrZHZI98bVHR4ZBd92gJQbQCoc/wMOr4VT22X6iAPKschWSo0COgLrgK0YC108gOrAx2nJ/P+01rtsG6YQBotF8eETdXF3tTBl/VESklKdfzFkOqUgZABUaQFLhsOSYbB/OXQYB4XttPtC+vSR9J5s2fLPqUjOFo6oQaVid+RkM0cflVJ88EQA56/e4N0f91CycAEeCyhr1xjum28o9F8Gh9dA7GHYsxD+/gVQRhEuo48O5W492X9orUdl89xnSqlSQEXrhiREziwWxahOdfBwc2FSxBFa1SyVNxZDpite2Uiim7+ENf+BiY2MQrt2J9u3ffv0kduT9fFtsuDGsUnOFg7PERZDurpYmPBMMM9M3cKL83Yya2ABGjnLZ0fm0Uf3IhA5DdCQnAAHV0pudiA5LnzUWi+/y/Nn0+bjCWFX6YshX2ztz5r9Z2noV4KXHskDiyHTWVygyYswJMKYm72gDywaDPF22Bc886KbzOSIdocnOVs4A0dZDOlZwIXp/RpSoZgn4TMj2f/PZVPieCD1eoCLB8be2hr+mAp779j4R5jknnYXSVs9vlgptV0ptUsptVspJcONwlRKKV5tU51/PVaDDYfOs+dkHHXKeZkdlnWVqmWsKn/437B7IUx8CA6tMicWOaLdaUjOFo7MkY5gL1aoADMHhuLp5kL/6X9w4uJ102K5L76h0P8naP0OdPkKvH1hQV+Y3weunJHdokym7mULG6XUAYxjcncDGfuLaa2P2S60+xMSEqIjI6WjJr/5duNRRv20l4Z+xZjSN4SiBQuYHZL1ndxuzNM+tx8a9Ie27xtDhfYiB9fYhVIqSmsd8oDXcJqcDZK38yNH2xFq3+nLdJu0maIF3fhuUBgVihU0O6T7k5IEm8bDuv8aeTo5AVJTZL62DeWUs++1yN6gtW5q9chsQJJ1/rVs1ylenf8nFUsU5NsBDZ03SeYkKQHWfgCbvoCivtB5IlS24+JEmZNtc1Yqsp0mZ4PkbeEY/jx+iT7TtlLEw415g8PwLe7EnyHn/obZT0DcibQHLND6bWMqoLCqnHL2vR5GM1IpNVUp1VMp9WT6lxVjFOKBdQgsx8xnQzlzOYEnJ27ir1NxZodkfW4e0PY/MPAX48jdGR1gxb8h0U5DnFnN15bhSEckOVuIXKrnW5Q54WFcvZFM90mbORZ7zeyQ7l/J6vDkVLC4pT2QCtfOG73awm7utcgeANQHHsPYHqojxj6sQjiUsColWDj0IVwsiu6TtrDh4PmM56KOXeTLtYeIOmaHxYO2VjEMhm6A0CGw9Wv4ugnEbLF/HLIY0lFJzhbiPtSt4M3cQY2IT0qh+6QtHD3vxIV2pcYw4Gd46EWo0BC2TITpj8LZfWZHlm/c63SR3VrrunaI54HJsKMAOB0Xz4Bv/uDQ2at8+nQgFYsXMn3LKJs5uh5+HA6XjkPj56DV2+DmaZ+21481CmydYhzN3uoto6dbppXcNytNF3GanA2St4Xj2Xf6Mr2mbsXVovhucBhVSxY2O6QHozXs/t4Y+bxxxdiVpKgvVGkpOfoBWWO6yBalVG0rxiSETZX19mTB0MY09CvOK/P/5H+r/uZGkvlbRtlE5WYwbJNxkM3mCfB1Mzhhp4Il/fAa5XLz8Brp3XYEkrOF0zNz9LFWWS++GxRGqtZ0n7SFg2eu2D0Gq1IKArvB839A5eawYxas/RC+bS852obutchuCuxUSh2Q7aCEs/DycOPbgQ3pWK8cEQfPY7EY/+DN3jLKJtyLQIfPoc9iSIqHaW3gt5HGQklbSj+8ptVbrljKVQAAIABJREFUN1euy1Z/jkBytnBq6QfWjF15gF5Tt5hSaNcoU4R5g8NQCnpO2cKBf5y80AYo5AN+Tcgo/1IS4ZcRxtHssrbG6u524mO6x2wahRA24u7qwv+616ectweTIo5QrWRhRnWqk3emityuaisYvglWvg0bxxnH7Xb5CsoH267NzKePgRzN7hgkZwunltWBNWbk7WqljEK75+Qt9JyyhTnhjahV1snPY/BrZmzpl3zD6OE+uR1mdQEsstWfleXYk62UKgzG3qpZfWV+jRCOymJRvNGuFqM71eHI+av8Z9lejl9wsgMHcsPDGzp9Ab0WQsJlmPoIrHkfkhPt035WvduyA4ldSM4WeYUjHVhTtWRh5g9pTAEXC89M2eL8O1el5+jWbxs7VTUcmPZEKiTHw/4cD44VuZDjwkel1GpgJ/AjEKW1vpb2eBWgJdANmKK1XmiHWO+JLKAROVl/8BzPzdmOi0XxZa9gHqrqY3ZIthV/CX55A/6cC6XqQJeJUK6+fWOQQ2xy5UEWPjpjzgbJ2yJrjnZgzbHYa/ScvIVriSlM6RtCaOXiZodkHce3wbcdIeUGoMGtILR5D0KeBcu9zirOv+574aPWujWwGhgC/KWUilNKxQKzgTJAP0dL1kLkpJl/SX58viklCrvTZ9o2Zm2ORmudt7b3y8yzKDzxFfScD9djYUorY7GLvXq1QeZo25HkbJGXNKhUjOdaVnOIAhugUolCzB/SmBKFCtBr6hYWRp24+w85g8xHsz89w7j/82vwv7rw53yzo3Nq97SFnzORHhFxL64kJPHSvJ2s2X+WtrVL8/vfZ0lK0Xlve7/M4i/CihGwax6Urmv0apcNtH270pOdK9bYws/ZSN4WziTuehLD5kSx6XAsw1tU5bW2NbBYlNlhWU/MVmPXkdQk4369HtBhnP22hnUy1tjCT4g8pYiHG1P6hjCsRVVW7j3DjWSdN7f3+//27js+qjL74/jnTBKaFOkoHelNEUQ6IkXAglixrLouYoFVxIY/XXetq+sqiuIqimtZOzawgIhSJQpIkV6lSC8inSTz/P6YicY4CQmZmTvl+3698krm5s7M2WeHk8fnnnuenEqWhwtegMvehv3b4MVuMOVRyMqI7PuGqtHOSfXaInIMvLoCWa5UGq9e25bL2tbiuSmruemN7zlwJDOqMUTUuhng/MEHBgvehufaweqvPA0rHmmSLUkrxWfc1bsxQ7s3+O1YiiVee7/cGvWBm9Kh2QUw5Z+ByfaWHyL7nqG2Ywf11BaRY+J1i7+0FB+P9G/OvWc3YeKSLVz6Qjpbf4lwy9Roybn/QWoJ6PN44OfX+8P718G+7V5HGDc0yZakN7RnQx67sCVlSqTiHKzalgC9UI+mVAW48EUY8Cbs3Qqjz4Apj0V+VTs31WuLyDEI1eIv2syMgZ3r8eKf2rBm+z76PTuTRT/FeecR+OPVx9MHBTY863oXLP4QRraCd64MlJVIvo7Wwq9Cfl/RClIk0i49rSZTbj+D0+tW5K73f+CusQs5lJHldViR1/hsGPwtNOsPUx6Jzqp2TqF2jMymMpJCU86WZBFLLf56NK3K2Bs7kOIzLn5+FhMXb/EslrDJffUxrQR0+7/AjfRH9sPS8fBy78BW7ZKno7XwWws4wIBawO7gz8cD651zdaMRZGHoBhopiiy/48lJyxn19WqaVy/Lf65ozba9h2OqjVTELP0EPrkVDu6CLncEEmxKWuTfd8N3gRXsOp1/S+hJfLNkEVv4xV3OBuVtOTax1uJv295DDHptLgs2/sydZzXmhq71MEugGyIhsPAx+SEgWLNtPug0DLrcnrQ3RuaXs/Pd8TE7IZvZ88A459xnwcd9gB7hDlTEayk+446zGnNKzfIMe3c+fZ6ezuHMLDKzHCk+44F+zbn89FpehxkZTc6B2h3g8zsDtdrLPoF+UehAknvHSAhdRpIkk+yiUM6WZNK6dvmYmFxnq1KmBG8Pasft7y3gsQnLWLN9Hw/3b0Gx1ASqzM3eLTLrCPjSoG5nmP5vWPQ+nPNkYNdh+VVB/58/LTtZAzjnPge6RiYkEe/1bFqV8UM6UTIthYwshwMy/Y77Pl6UeL20cypVAS58CS59I1Cr/WI3+Pqf0e2rDfmXkUhBKGdL0vJy34MSaSk8c1krbunegPfmbuTKMd+ya3+U82ck5azXvmY8XDkWrhoXWNF+vT/8pyMsn+B1lDGjoJPsHWZ2r5nVMbPaZnYPkKB9zkQC6lQ6jqcHnELOi31Zfpe4Lf5yanJOoFa7+YUw9dHAJjabF0bv/Y/W9k+ORjlbkpLXXUcgcEPkrT0b8vSAU5i/4Wf6PzczsW6oz12vXa8rnDsSLBW2LoK3LoUv/gZ+f/6vkwQKOsm+DKgMfAh8BFQJHjsmwZtwJpnZyuD3kNd7zKyWmX1hZkvNbImZ1TnW9xQ5Fh3qV+Lh/i3I3mfAAccVz7fKKnGUqgAXjIYBb/3WVzuau0Xm1fYvJ90cmZew5myReJGz68jhDD/vf+/droz9TqnOW9e1Y//hTM57diYfz//Js1gibuO3BP5CBn0zEl7uFd0b6WOQJzs+mtm/gF3OuUfNbDhQ3jl3V4jzpgAPO+cmmVlpwO+cO5Dfa+sGGomEuet2M37BJiYt2crmPQe5uE1NapQvSYeTKsVUTWDEHNgFE+4O7BZZpVlgt8gTT/E2pgS9OVI7Poocu7nrdnPZ6FkcyQrMbYql+njrOm938d2y5xBD3vyeOet2c2W7Wtx7dlNKpKV4Fk9E5MzHvjTodAvMHhPYabjdjXDG3VC8tNdRRkSRd3w0s8pm9riZfWZmX2V/FSGmfsCrwZ9fBc4P8Z5NgVTn3CQA59y+o02wRSKlde3y/OO8Znxxaxc6NajMO7M38MQXK7j8xVmJXaOdrVSF33aLPLAzUD4y+UHIPOxdTOqxnacI5GxdgZS40Lp2eS5uU/PXMr+sLO938a1WrgRvDWrH9V3q8b/09Vz0/Des35lg05nctdrd/g+GzIZWV8KsZ2HU6bDs08C5SXQFsqDlIm8Ay4C6wP3Aj8DsIrxvVefcZoDg9yohzmkI/GxmH5jZvOAfjJD/6Wdmg8xsjpnN2b5dOxFJ5BxXPJW2dcr/msAPZzre/HadpzFFVaM+MDgdTh4QuKP8ha7w0/fexKKbI/MT7pwNMByY7JxrAEwOPg7lNeBx51wToC2wrYjvK1IoF5xag+Jpv++h7eXNkBDYIfLuvk148ao2rN95gLOfmZ4Y/bRzyl3iV6oCnDcSrv0CSpSDty+Hl/vAK+ckzS6/BSoXCS6Ftzazhc65lsFjU51zed6tbmZfAtVC/Ooe4FXn3PE5zt3tnPvdqoiZXQSMAVoB64F3gM+cc2Pyi1WXHSXSsm+sOZLhxxGoQhvYqS539m6cWK2ajmbFFzD+Fti3FTreDF2HBzYsiKZQPbbzOx4HwlEuciw5uwCvuRw4wzm32cxOAKY45xrlOqcpMNo516kwr628LeGWs4c2EMjZmX6Kpfp4Y6C35SMbdh1g8Jvfs3DjHq7tWJe7+jSieGqClY/klpUB6c8FroD6s3cW9kH3ewMT8zh2zH2yc8gekc1mdjawCaiR3xOcc3n2ZDWzrWZ2Qo5kHWqlYyMwzzm3Jvicj4B2BCbeIp5pXbs8bwxsR/qanZxaqzyfL9rMSzPW8u3aXTxzWSvqVDrO6xCjo2EvuGkWfHEPzBgByz4L1GrXiGI5cage2wlaq11Ihc7ZBfC7K5Bmlu8VSAKr6F8Cw51zf9g+1cwGAYMAatVK0N7z4pmcPbRHfb3qD1uweznJrlmhFO/d0J5HPl3KyzPXkr5mJyMva0X9KolZswwENjbreAuUrwfvXQXODzgo6d1OndFQ0GW3h8ysHHAbcDvwEnBrEd53HHB18OergY9DnDMbKG9mlYOPzwSWFOE9RcKmde3yDO5Wn/YnVeSBfs154U+tWb/rAGePnM6H87y7mz3qSh4P/UbBFe/DkX0wpmegdVPGQe9iUq02HGPONrMvzWxRiK9+BXzfVKBz8D1PA+oB14Q60Tk32jnXxjnXpnLlyqFOEQmLWNqCPVvx1BTu79ecl65qw+Y9Bzn3mRm8/d16vGhGEVVNz4U/T4CWl8BxleCTW2DczYGb6xOwVtur7iIVgXcJbPu7HrjYObfLzNoANzjnBgbP6wk8QWBb4LnAIOdcvv3DdNlRvLLp54MMfXs+3/24iwtOrc6D/ZonT7s/gEO/wKS/wdxXoGKDwKq2FyvIcb6SHavdRQpYLtIOeNQ5d0bw8Z+Ads65wfm9tvK2RFqsbcGe09ZfDjHs3fnMXLWTvi2q8c/+LSlXKs3rsCLv8L7A7sLp/wl0HjlyAPxZgR0l4yhv55ezC1qT3RD4D4HLhc3NrCVwnnPuofCGWnRK1uKlzCw/z3y1ime+Wkm5kmkM79OES0+r6XVY0bX6q8DKxJ6N0O4mOPNeKFYqujHEca12mGqyw56zzexxYGeO1qsVnHN35jonBfge6OGc225m/wXmOOdG5ffaytuS7Px+x+jpa/j3xOVUKVOcpwa0om3dCl6HFR1bghvY7Mm+ChxftdpFbuEHvAjcTbDOzzm3EBgQnvBEEkdqio8uDSuT6jN2H8jgrvcXcs+HP5DlT/BLgDmddGagVrvNtZA+Cp7vCD/OjG4MoTayyV7hTo672iORsx8FeprZSqBn8DFm1sbMXgq+TxaBUpHJZvYDgauQLxbxfUUSns9n3ND1JN6/sQPFUn0MGD2Lxycu40hmEuyaWK05XDgm0F8bAD9sXxFY2Y5zBZ1kl3LO5f6LlBnuYEQSQfqanWQGJ9UGvPHtei5/MZ2ffvawTjnaipeBc56Eq8cHLv+90hc+uxOO7PcupuSq1Q57znbO7XTOdXfONQh+3xU8Pie7xC/4eJJzrqVzroVz7pqjlfiJyG9Ornk8n9zcmQtPrcGor1dzwX8SbEv2vNRqB3/+LLA40qBXYOOz506HmSPjuk67oJPsHWZ2EsE9M4Pt9TZHLCqROJbzJptiqcaQbvVZ9NMeej81jfELNnkdXnTV7QI3fgNtr4fvXoDn2sPaad7Ekldf7QS82QblbJFC87qXdrbSxVN5/OKTef7K1mz6+RBnj5zBKzPX4k/0K6I120L3++CK9+DPnwO+wH0+kx8I9NaOwxxd0JrsesBooAOwG1gLXOmc+zGi0R0D1fZJLMh9k826nfsZ+s585q3/mQtOrc795zWjTIkkuLElp3XfwMeDYdeaQClJzwcCK97RlLsmOwZvkgxTTXbc5GxQ3hbv/br/QYz00s62be8hhr//A18t20bnBpX410UtOaFcSa/Dio6p/4KvHyG4VgD1ewR2HU6Jrb+dRa7Jds6tCfa9rgw0ds51itVkLRILslv8ZSfp2hWP473r23NL9wZ8NO8n+o6cztx1uzyOMspqd4AbZkL7ITDnv4FV7VWToxtD7lrtBC0hUc4WKZz0NTv/0Es7FlQpU4IxV7fhkf4tmPPjbnqNmMb7czcmfqs/gHpnQGoJwAfmg1VfwgtdYN0sjwMruAJNss2suJldDtwC3Gpm95nZfZENTSSxpKb4uLVnQ967oT0AFz8/ixGTVpCZlQQ3tmQrVgrOehiunRhInv+7AD4eAof2eBNPgm7NrpwtUjix2Es7m5lx+em1mDC0M42rleG29xYw6PW5bN972OvQIqtm28DVxe73Bv5mXPZ2oO3ff3sHJtsrvvA6wqMqaLnIBGAPgV7Vv+7c5Zx7InKhHRtddpR4sPdQBn8ft5gPvv+JVrWOZ8QlpyTPTpHZMg4GeqR+8wyUrgbnPgUNz4p+HPm19fOg5V+YykXiJmeD8rbEhljupZ0ty+/478y1/Gvico4rlsLD/VvQt8UJXocVPWumwusXgAvex91xKHT/O/gKeoth+IWjT/Yi51zzsEcWAUrWEk9GTl7JqK9XAXDfuU25vG0tzMzjqKLsp7nw0WDYvhROvgzOegRKxUB/WI/qtcM0yY6bnA3K2yKFtWrbXoa9u4CFG/dw7skn8sB5zSh/XDGvw4q86U8E2rC6rN+OVW8T6GZ1wsmehBSOPtnfmFmLMMYkkvTmrtvNc1NWcSTTT0aWn3s+XMS1r8xm2y+HvA4tuqq3huunQpc7YOG78Fw7WPqJ11GFrteOn04kytkiCax+lTJ8cGMHbuvZkM9/2EzPEdOYsGiL12FF3u9K/EpA17vg53Uw+gz4fHhg5+EYku9KdnAzAQekAg2ANcBhAu1/nXOuZTSCLAytiEi8GPX1Kp74Yjl+F/iv3W6NqzBj1Q5KFUvhkf4t6JNMlwCzbV4Q6ECy5QdofiH0eRyO86g2MvdKdu9HYcLwiK9sF2UlOx5zNihvS/yIxZKSJZt+4Y6xC1i86RfOaXkC95/XjIqli3sdVuTkLuM7uBu+eghmj4HSVeG0vwRulKzbxfOrj0ebZNfO74Wdc+uKGFvYKVlLvMhuGZWR6Sct2DKqXMk0hr07n4Ub93DBqdX5x3nNKJtsrf6yMmDGUzD1MShRDvo+Ds36gxdlNDmT+Y/Tf7tMaSnQ+iooVzPs9dpFnGTHXc4G5W2JD7Ha5g8gI8vP81NWM/KrlZQtkcb9/ZpxdosTkqv88Ke58OH1sGNl4HFKcejzLzi4M6L31RS5JjueKFlLPAm1KpKR5efZr1bx7NerqFa2BP+++GTanxQ7d7pHzdYl8PFNsGkeNDkXzn4SSlfxLp6cK9u+FMDAnxn2Ve1w1GTHG+VtiQc5rz6mGAzr1YjB3ep7HdbvLN+ylzvGBmq1ezerxoPnN6dymQRe1c5t2uOBxZDs3tpY4Cu1uCdXH727HVNE/tBPGyAt2Orv/Rs7UCzVx2UvpvPQJ0s4lJGVzysloKpN4S9fQo/7A62aRrWFBe+AVwsD2e2kzrwHWl0ZmGAnWH9tEclbLLf5y9aoWqBW+67ejflq+TZ6jpjKR/N+So6+2gB1u/7WWztQJQf4IfOwJ3laK9kiMezAkUz++dkyXk9fR8OqpXnyklNoXr2c12FF3/YVgVrtjd9Bw95wzggoe6J38eTVeSS7vKRkxWO+RKmVbJHYFYs12XlZtW0fd4xdwLz1P9OjSRUe7t+CqmVLeB1W5OXMw5/dAf4jgeO1O0K7m2DH8rCWj6hcRCTOTV2xnTveW8DuA0cY2qMhN3Q9iRRfEtXaAfiz4NsXYPIDgYntWQ8HVpS9qjnMa4v2zMOAP3DjTUrhL1Fqki0i4ZLdV/vxicsplurjb2c35eI2NZKnVnvDd7BmCuzdAvPfgMxDgAVy8zXjwzLRVrmISJzr2rAyE4d2oVezajw+cTkXP/8Na3fs9zqs6PKlQPub4KZvoFoLGDcksGPkzxu8iSevLdoJ7uDp/ColERFPpfiMgZ3rMWFoF5qeUJY731/IlWO+Zf3OA16HFh0120LXOwN9tNsOCh50kHUI5r3+23kRas+qSbZInCh/XDGevawVTw84hdXb99P36em8NutH/P7Euhp1VBXqwdXjoe+/Yf23gb7as8eA3+Pt6bP7t2anVfMl1FbtIhK/6lY6jreua8fD/ZuzYMMeej01lZemryErmf5+NDkXUkvya732968Fdo/8cBC8ck7ghslXzwvrRFvlIiJxaOsvh7hz7EKmrthOp/qV+NdFLTnx+JJehxV9u9fB+JsDlwPrdIbzRgYm4V5RTfYxUd4WiZ7New5y74eLmLxsGyfXPJ7HLmxB42plvQ4rOrJzdI3TYMHbgRKSnCwlcHN759sK/JKqyRZJINk33pxetwIrtu7joU+XkGLG389rxoWnVk+eWrtszgUu+028J9Dxo/t9gcuCvhSvIzsmmmSLSKQ55xi/cDP3j1vMnoMZXN+1Hn89swEl0uIzbx6T6U/A5If4tcQPArtIFrJWWzXZIgkiezOEJ75YzpVjvqVRtTJMuKULTU4sy+3vLeC61+aybW+SbctuBqdeBTelB1aOJwyH//YJdCQREZE/MDPOO/lEvhzWlX6nVGfU16vp8/R0Zq3e6XVo0VOnc6B/Nr7ACnbF+mHvpa1JtkgcSV+zkyOZfvwOMjL9pK/ZSa2KpXj7unZc3aEOXy/fRvcnpvLJwk1ehxp95arD5e9A/9GwfTk83wmmPwlZmV5HJiJJbO663Yz6ehVz1+32OpQ/KH9cMZ645GT+95fTyfI7LnsxnbvGLmTPgQyvQ4u87L0Put8L106Av86FWqeH9S00yRaJI3lthjBvw8+8M3s9fr9j3+FMhrw5jyFvfs/u/Uc8jjjKzODkS2Hwd9CwF0y+H8b0gK2LvY5MRJJQzquPV7yUHpMTbYBODSoxcWgXru9Sj7Hfb6T7k4HFmkQrKf6D3F2iwkyTbJE40rp2ed4Y2I5hvRrxxsB2v26GkL3C7QBz0LlBJSYu3kLPEdOYtGSrt0F7oUxVuOR1uPiVQIu/F7rClMcgM8n+o0NEPBXq6mO2WFvhLlkshbv7NuHjwR2pVq44Q96cx8BX57Dp54Nehxa3NMkWiTOhtmLPucJdLM3H0B4N+XhwJyqVLsZ1r83htncXsOdgElz+y8kMmvUPrGo37QdTHoEXu8Gm+V5HJiJJIq+rj7G8wt28ejk+uqkj9/RtwszVO+j55FRembk2udr9hYm6i4gkiFDb/R7J9HP3Bz/wwbyNlC9VjBGXnkLXhpU9jtQjyz6FT4bB/u3QaSh0uRPSYm+LYXUXEUksoXLzqK9X8cQXy/E7SDEY1qsRg7vV9zjSP9qw6wD/9+EPTF+5g1a1jufRC1rSqFoZr8OKKeouIpIEQq1w//DTHj79YRM42L3/CFe//B13f7CQfYeT8GbAxmfD4HQ4+bJA66YXusCG2V5HJSIJ7mhXH3OucMeamhVK8dq1bRlx6cn8uGM/Z4+czr8mLONQRpbXocUFTbJFEtjvarWB0+qU5+3ZGzhrxDS+WbXD6/Cir2R5OH8UXPE+HNkPL/cK9Nc+kiRbDItITMjr/ppYZGb0b1WDybedQb9TqvPclNWc9dQ0ZqxMwr8hheTJJNvMKpjZJDNbGfwe8tNlZv8ys8VmttTMRlrS7bIhUjS5a7WH92nC2Bva43eOy1/6lhten8v+ZFzVbtADbpoFra+BWc/C8x3hx5leRyUiSSTUCne2WLspEqBCsN3fmwNPx2fGlWO+5dZ35rNz32GvQ4tZXq1kDwcmO+caAJODj3/HzDoAHYGWQHPgNKBrNIMUiXehV0uMXfsDSXHC4i10+/eU393xnjRKlIVzRsDV48H54ZW+8OntcHiv15GJSBKL5ZsiATrUr8Tnt3Tm5jPr88nCTXR/cirvztmQ+O3+joFXk+x+wKvBn18Fzg9xjgNKAMWA4kAakIS9yESKJvdqSfqanWRkBZKhj8DNkQNGp/OPcYs5cCQJV7XrdoEbv4F2N8Hsl+C5DrD6K6+jijm6AikSHaHa/sXaynaJtBSG9WrEZzd3pkGV0tw5diEDRqezevs+r0OLKV5Nsqs65zYDBL9XyX2Cc24W8DWwOfg10Tm3NNSLmdkgM5tjZnO2b98ewbBF4l/uEpJRV5zKNR3q8Mo3P9Ln6el8t3aX1yFGX7HjoPc/4dqJgW12X+8PHw+Bgz97HVks0RVIkSjIfVNk+VLFYnZlu0HVMrwzqD2PXtCCpZt/oc9T0xkxaYVujAyK2CTbzL40s0UhvvoV8Pn1gSZADaA6cKaZdQl1rnNutHOujXOuTeXKSdqeTKSAcpeQdKxfiX+c14y3rmtHlt9x6ehZPDB+CQePJGGSrHU63DADOt0K89+A59rB8gleRxUrdAVSJApy5+jdB47kuaFNLPD5jAFtazH5tjPo06IaT09eSd+npyfnzfW5RGyS7Zzr4ZxrHuLrY2CrmZ0AEPy+LcRL9AfSnXP7nHP7gM+BdpGKVySZhLrhpv1JFZk4tAu9mlbl5ZlrOfOJKcz+MQlXtdNKQI9/wMDJULICvHUpvH8dHEjCsfi9sF6BFJG85czR8dLur3KZ4jw9oBWv/6XtrzfX3/rOfHYk8Y2RXpWLjAOuDv58NfBxiHPWA13NLNXM0ghcclSyFomgZVv2MnXFdgzYvOcQlzyfxKva1U+FQVOg63BY/AGMaguLP/I6qoiK5hVIlfmJFEw8tfsD6NygMhOGduGv2TdGPjGVt79bjz8Jd4z0apL9KNDTzFYCPYOPMbM2ZvZS8JyxwGrgB2ABsMA5N96LYEWSRc6+2j7g5JrH8/LMtfQdOZ05ybiqnVoMut0Ng6ZC2RPhvavhnT/BvlAX3+JfNK9AqsxPpODird1fibQUbuvViM9v6UyjamUY/sEPXDp6Fiu2Jlf3Jk8m2c65nc657s65BsHvu4LH5zjnBgZ/znLOXe+ca+Kca+qcG+ZFrCLJJPdNkX87pylvDjydI5l+Ln5hFg9+kqSr2tWaw8CvoPvfYcXEwKr2gncguVpW6QqkSIyJ9XZ/9auU4Z1B7Xj8opas2raPvk8HdoxMlr8j2vFRRH4V6rJkh/qVmHhrFy5vW4sxM5J4VTslFToPgxumQ8UG8OEgePNS2POT15FFi65AisSYUO3+Yo2ZcXGbmky+7QzObxXYMbLXU1P5enliXhHMyRKteXibNm3cnDlzvA5DJCHNXLWDO8cuZNOeg/ylY11u69WIksVSvA4r+vxZ8O0LMPkBSEmDXg/BqVdBGFpCm9lc51ybMEQZN5S3RY5N9kp2RqaftFRfXNRsp6/Zyb0fLQqsbLeoxn3nNKNauRJeh3XM8svZmmSLSKHsO5zJsHfm88WSrZxQrgTPXNaKNnUqeB2WN3atgXE3w4/ToW5XOG8klK9TpJfUJFtECmPuut2kr9lJu3oVY36Cne1Ipp8Xp69h5OSVpKX4uK1XQ65qX4cUX/ztXZVfzla5iIgUyvIte5m28rcOJBc/n8S12hXqwVXjAtuz//R9YLfIb0eD3+92YGs7AAAS+UlEQVR1ZCKSJPK7KTJWFUv1MbhbfSbd2pXWtctz//gl9Bs1gwUbEmsDME2yRaRQQnUgGTNjLX2enpacfbV9PmhzLdw0C2q1g8/vgFf6wo5VXkcmIhLTalUsxSt/Po1Rl5/Ktl8Oc/5zM7nv40X8cijD69DCQpNsESmUkB1IrjudA0eyuPj5WQx+43sOHMn0OszoO74mXPk+nP8f2LYEPrw+2bqPiEiMisU2f9nMjLNbnsDk27pydfs6/C99Hd2fmMrH838i3kuaVZMtIoWWuwZw7rrdXP7iLA5nBvJJ1bKBnb9idWeyiNu7BQ7tgcqNCv1U1WSLSDhl3xx5JNNPsTi4OXLRT3u458MfWLBxD53qV+KBfs2oV7m012HlSTXZIhJWuWsA09fsJCMrMMH2AYcz/AwYnc7fP17E/sNJuKpdptoxTbBFRMItHtr85dS8ejk+uKkjD/ZrxoINP9P7qek8OWkFhzLi774fTbJFpMhyl5CMuuJU/tyxDq+lr6P309P4ZvUOr0MUEUlKOfNzWqrv1yuMsVxCkuIz/tS+DpNv70qfFtUYOXklZz01jakrtnsdWqGoXEREwiJUG6nZP+7izrELWbtjP1e2q8XwPk0oXTzV40hjm8pFRCTcQpX4xVMJycxVO/jbR4tYs2M/Z7c4gb+d0zRmemurXEREIi5UG6nT6lTgs5s7M7BTXd74dj1njZjGjJVa1RYRiaZQJX7xVELSsX4lPh/amWE9GzJp6Va6PzGFMTPWkpkV2+1SNckWkYgqWSyFe89pytgb2lM8zceVY77l7g9+YG+CtGgSEYk3eZWQxLLiqSnc3L0Bk27tQps6FXjwkyWc++xMvl8fe+Uu2VQuIiJRcygjixGTVvDi9DVUK1uCf17Ykq4NK3sdVkxRuYiIREM87hSZzTnHhEVbuH/8ErbuPcSA02pxV+9GHF+qWNRj0bbqIhJT5q3fzV/fmsfG3Qc5s3EVRlx6CuVKpnkdVkzQJFtEpGD2Hc5kxKQVvPLNj5QrmcbdfRpzUesamEVve3bVZItITPE72L73EABfLdtGt39P4atlWz2OSkRE4knp4qn87ZymjB/SiToVS3HH2IVc8sIslm/Z63VogCbZIuKB3H21fQbXvjKHYe/M5+cDR7wNTkRE4krTE8sy9oYOPHZhC1Zu20ffkdN55LOlnu/ToEm2iERd7r7az15+KjefWZ9xCzbRc8Q0vli8xesQRUQkh1juqw3g8xmXnlaLr247g4tOrcHoaWvo8eRUJiza7Nn27KrJFhFPhLrpZvGmPdz+3kKWbv6FTvUrcXLNcpzZuGrc3ZRTFKrJFpFYE299tQHmrtvFPR8uYtmWvXRrVJn7z2tOrYqlwv4+qskWkZgTqq92sxPLMW5IRy49rSYzVu1g1NerGTB6VsyunIiIJIN466sN0Lp2BT75ayfuPbsJ363dRc8RUxk5eSWHM6O3Pbsm2SISU9JSfNSqUIrse8Mzshx3f7CQ7XsPexqXiEiyKkhf7VgsJ0lN8TGwcz0m33YGPZpW5clJK+j91HSmr4zO9uyaZItIzGlXryLF03z4gFSfsWb7fnqNmMrH83/yrLZORCRZta5dnjcGtmNYr0YhS0Wyy0me+GI5V7yUHlMTbYBq5Uow6vJTee3atjjn+NOY7xj85vds2XMoou+bGtFXFxE5BtkJPbtmu1zJVO4Yu5Bb3p7P+AWbebh/c6qWLeF1mCIiSaN17fJ51mGHKieJxZrtLg0rM2FoF16YuoZRU1YxZdk2bu3ZkGs61CE1JfzrzlrJFpGYlLNmu36VMoy9oQP39G3C9JXb6fnkVN6bs4E5P+6KucuTIiLJJp62aS+RlsItPX7bnv2hT5dyzjMzIrI9u1ayRSQupPiM67rUo3uTKtz1/kLuGLsQn4FzUDwtPu52FxFJRLmvPsZDLq5d8The+fNpTFwc2J5988+HoFZ430OTbBGJK/Uql+adQe257rU5TF62DYDDGX5mrd4RF4ldRCQR5VdOEqvMjN7NT6BrwyqUSFO5iIgIPp9xU7f6FEsN9CBxwMTFW9mw64C3gYmISJ5isQMJQMliKZjZ0U8sJK1ki0hcal27PG9d155Zq3ew91Amb3y7nrOemsZdvRvzp3a18fnCnzBFROTYxOOGNkXlyUq2mV1sZovNzG9mee5sZma9zWy5ma0ys+HRjFFEYl/r2uUZcmYD7u7bhInBm1j+Pm4xZz8zg4c+WRJzqyUiIskqHje0KSqvykUWARcA0/I6wcxSgFFAH6ApcJmZNY1OeCISb6ofX5JX/3wag7vVZ+nmX3hpxloufWEW363d5XVoIiJJL546kISLJ5Ns59xS59zyo5zWFljlnFvjnDsCvA30i3x0IhKvzIxSxVJ+3S0y0++45e15rNy619O4RESSXUE2tInFeu2iiOWa7OrAhhyPNwKnhzrRzAYBgwBq1Qpz/xURiSvZu0UeyfCTkmLsPZTJ2SNncEuPBpxWpwKzf9wVNy2mYomZXQz8A2gCtHXOzcnjvN7A00AK8JJz7tGoBSkiMS2vDiSJWq8dsUm2mX0JVAvxq3uccx8X5CVCHAu5n7JzbjQwGqBNmzbac1kkieXu11qrQin+Pm4Rj09c/mtSUV/tY5Jd5vdCXifkKPPrSWBhZLaZjXPOLYlOiCISj+Jlx8jCitgk2znXo4gvsRGomeNxDWBTEV9TRJJA7tWS565ozc1vzWPcgkAKOZzhZ+Yq9dUuDOfcUuBoba5+LfMLnptd5qdJtojkKbteOyPT/7t67bnrdsfVBje5xXK5yGyggZnVBX4CBgCXexuSiMSrqzvUYeLizRzJdDhg7NyNdGtUhRY1ynkdWiJRmZ+IFFqoHSMToYTEqxZ+/c1sI9Ae+NTMJgaPn2hmnwE45zKBIcBEYCnwrnNusRfxikj8a127PG9e157bz2rE8D6NOZyZxfnPzeSxCcs4lJHldXgxwcy+NLNFIb4KetN5ocr8nHNtnHNtKleufOxBi0hCaF27PIO71f91Ip0ILf88Wcl2zn0IfBji+Cagb47HnwGfRTE0EUlgOctILmtbi0c+Xcp/pqxm4uItPH5RS1rXruBxhN5SmZ+IxIq8SkjiibZVF5GkVK5kGo9d1JLXrm3L4Qw/Fz0/iwc/WcLBI1rVLoJfy/zMrBiBMr9xHsckInHoaC3/4oEm2SKS1Lo0rMzEW7tw5em1GTNjLb2fnhaXlyUjTWV+IhJtuUtI4o0m2SKS9EoXT+XB85vz9qB2HM7wM2B0Ote/Pod9hzN/d14ibpZQUM65D51zNZxzxZ1zVZ1zZwWPb3LO/a7MzznX0Dl3knPuYe8iFhHxlibZIiJBaSk+dh84DMDExVs54/GvmbZiO/DbZglPfLGcK15KT8qJtoiIFFwst/ATEYmq9DU7ycgKNMPwAX4HV738HZe0qUHVsiUScrMEEZF4Fsu9tDXJFhEJyn03+6jLT2Xayu2MnraGciXTSPEZ5ncJtVmCiEi8Olovba/zsybZIiJBoTZEaH9SRfo0r8adYxeya/8RmpxQhjvPapwwmyWIiMSr/LZjj4X8rJpsEZEcQt3N3rLG8Ywb0omhPRqwcus+bn9vAZ8u3JwQmyWIiMSr7KuPKcYfemnHQn7WSraISAEUS/UxtEdDzmoWWNUe/Ob3tKtXgbQUIzPrtxISry9Piogki1BXH7Plt5lNtPK0JtkiIoXQ5ISyfHhTB16cvpYRX66gWEoK3ZtU4tqOdQE8vzwpIpJMcu7km/t4qAl4NMtINMkWESmk1BQfN55xEr2aVeXOsQv57IctHMrw07BqaXUgERGJEaEm4PnVcYebarJFRI7RSZVL8+717bnvnKZ8s3oHr81ah89n+PhjfaCIiHgvVB13pDYa00q2iEgRpPiMazvVpXuTKtz1/kLS1+yiVoVS/F/fJlrFFhGJMbnLSCByZX5ayRYRCYPaFY/jzYHteLh/cw5lZNHsxLJehyQiIiHk7CIVyS4kWskWEQkTn8+44vTaXNS6BsVTU7wOR0REjiK/LiRFpUm2iEiYaYItIhIf8msDWFSaZIuIiIhI0sqrDWBRqSZbRERERCTMNMkWEREREQkzTbJFRERERMJMk2wRERERkTDTJFtEREREJMw0yRYRERERCTNzznkdQ1iZ2XZgXY5D5YA9IU4NdTz3sZyPc/5cCdhR5GALFlNRz8/vnIKMQahj+T2OxNgUdlwK8pzCjkuo40cbK31mCvY4Fj4zkRiXUMcL8vh451zlo8SSUHLl7UjkbNDnLJb//RX0OYX5bOR1XJ+ZxMjZBXlOOP4thTqW+zOTd852ziX0FzC6oMdzH8v5ONfPc6IZa1HOz++cgozB0cYlGmNT2HEpyHMKOy4FGQd9ZuL3MxOJcSnsOBxL3In4FYmcHXysz1nocfJ8XIo6NvrMJF/OLshzwvFvqbCfmdxfyVAuMr4Qx3MfG5/P7yKhsO9RkPPzO6cgYxDq2NEeh9uxvP7RnlPYcQl1/Ghjpc9MwR+HWyyMS6jjXo9LPFDOLvzvYu1zFomcnd85+swU7neJkLML8pxw/FsKdazAn5mEKxeJBjOb45xr43UcsUhjE5rGJW8aG4kGfc5C07jkTWMTmsal4JJhJTsSRnsdQAzT2ISmccmbxkaiQZ+z0DQuedPYhKZxKSCtZIuIiIiIhJlWskVEREREwkyTbBERERGRMNMkW0REREQkzDTJjgAzO87M5prZOV7HEkvMrImZPW9mY83sRq/jiRVmdr6ZvWhmH5tZL6/jiSVmVs/MxpjZWK9jkcSlnB2acnZoytl5U87+PU2yczCzl81sm5ktynW8t5ktN7NVZja8AC91F/BuZKL0RjjGxjm31Dl3A3AJkBDtf8I0Lh85564DrgEujWC4URWmsVnjnPtLZCOVeKWcnTfl7NCUs/OmnB1+6i6Sg5l1AfYBrznnmgePpQArgJ7ARmA2cBmQAvwz10tcC7QksOVoCWCHc+6T6EQfWeEYG+fcNjM7DxgOPOucezNa8UdKuMYl+LwngDecc99HKfyICvPYjHXOXRSt2CU+KGfnTTk7NOXsvClnh1+q1wHEEufcNDOrk+twW2CVc24NgJm9DfRzzv0T+MOlRTPrBhwHNAUOmtlnzjl/RAOPgnCMTfB1xgHjzOxTIO4Tdpg+MwY8CnyeKMkawveZEcmLcnbelLNDU87Om3J2+GmSfXTVgQ05Hm8ETs/rZOfcPQBmdg2BVZG4T9b5KNTYmNkZwAVAceCziEbmrUKNC/BXoAdQzszqO+eej2RwHivsZ6Yi8DDQyszuDiZ2kfwoZ+dNOTs05ey8KWcXgSbZR2chjh21xsY590r4Q4k5hRob59wUYEqkgokhhR2XkcDIyIUTUwo7NjuBGyIXjiQg5ey8KWeHppydN+XsItCNj0e3EaiZ43ENYJNHscQajU1oGpe8aWwk0vQZy5vGJjSNS940NkWgSfbRzQYamFldMysGDADGeRxTrNDYhKZxyZvGRiJNn7G8aWxC07jkTWNTBJpk52BmbwGzgEZmttHM/uKcywSGABOBpcC7zrnFXsbpBY1NaBqXvGlsJNL0GcubxiY0jUveNDbhpxZ+IiIiIiJhppVsEREREZEw0yRbRERERCTMNMkWEREREQkzTbJFRERERMJMk2wRERERkTDTJFtEREREJMw0yRYRERERCTNNsiXhmdnxZnZTjscnmtnYCL3X+WZ2Xx6/2xf8XtnMJkTi/UVE4p1ytiQKTbIlGRwP/JqwnXObnHMXRei97gSey+8E59x2YLOZdYxQDCIi8Uw5WxKCJtmSDB4FTjKz+Wb2uJnVMbNFAGZ2jZl9ZGbjzWytmQ0xs2FmNs/M0s2sQvC8k8xsgpnNNbPpZtY495uYWUPgsHNuR/BxXTObZWazzezBXKd/BFwR2f/ZIiJxSTlbEoIm2ZIMhgOrnXOnOOfuCPH75sDlQFvgYeCAc64VMAu4KnjOaOCvzrnWwO2EXvnoCHyf4/HTwH+cc6cBW3KdOwfofIz/e0REEplytiSEVK8DEIkBXzvn9gJ7zWwPMD54/AegpZmVBjoA75lZ9nOKh3idE4DtOR53BC4M/vw68FiO320DTgxP+CIiSUU5W+KCJtkicDjHz/4cj/0E/o34gJ+dc6cc5XUOAuVyHXN5nFsieL6IiBSOcrbEBZWLSDLYC5Q51ic7534B1prZxQAWcHKIU5cC9XM8ngkMCP6cu5avIbDoWGMSEUlgytmSEDTJloTnnNsJzDSzRWb2+DG+zBXAX8xsAbAY6BfinGlAK/vt+uQtwGAzm80fV0u6AZ8eYywiIglLOVsShTmX15URESksM3saGO+c+/Io500D+jnndkcnMhERyU05WyJJK9ki4fUIUCq/E8ysMvCkkrWIiOeUsyVitJItIiIiIhJmWskWEREREQkzTbJFRERERMJMk2wRERERkTDTJFtEREREJMw0yRYRERERCbP/B0+rZSUjrv6jAAAAAElFTkSuQmCC", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -643,7 +687,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "......................................................\n", + "........................................................\n", "Fit succeeded.\n" ] }, @@ -668,60 +712,68 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", - " kaq0\n", - " 66.097\n", - " 1.881795\n", - " 2.84702\n", + " kaq0\n", + " 0.0\n", + " 66.097223\n", + " 1.833546\n", + " 2.774014\n", " -inf\n", " inf\n", - " 10\n", - " [66.09703823087615]\n", + " 10.00000\n", + " None\n", + " [66.09722341978134]\n", " \n", " \n", - " Saq0\n", - " 2.5394e-05\n", + " Saq0\n", + " 0.0\n", + " 0.000025\n", " 0.000003\n", - " 11.4473\n", + " 11.149376\n", " -inf\n", " inf\n", - " 1e-05\n", - " [2.539403531306147e-05]\n", + " 0.00001\n", + " None\n", + " [2.53936862364251e-05]\n", " \n", " \n", - " rc\n", - " 0.0100104\n", - " 2.504583\n", - " 25019.7\n", + " rc\n", + " NaN\n", + " 0.010011\n", + " 2.747456\n", + " 27444.794888\n", " 0.01\n", " 1.0\n", - " 0.2\n", - " [0.010010435955114824]\n", + " 0.20000\n", + " NaN\n", + " [0.01001084387393528]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 66.097 1.881795 2.84702 -inf inf 10 \n", - "Saq0 2.5394e-05 0.000003 11.4473 -inf inf 1e-05 \n", - "rc 0.0100104 2.504583 25019.7 0.01 1.0 0.2 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0.0 66.097223 1.833546 2.774014 -inf inf 10.00000 None \n", + "Saq0 0.0 0.000025 0.000003 11.149376 -inf inf 0.00001 None \n", + "rc NaN 0.010011 2.747456 27444.794888 0.01 1.0 0.20000 NaN \n", "\n", - " parray \n", - "kaq0 [66.09703823087615] \n", - "Saq0 [2.539403531306147e-05] \n", - "rc [0.010010435955114824] " + " parray \n", + "kaq0 [66.09722341978134] \n", + "Saq0 [2.53936862364251e-05] \n", + "rc [0.01001084387393528] " ] }, "metadata": {}, @@ -730,8 +782,8 @@ ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=10)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-5)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=10)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-5)\n", "cal.set_parameter_by_reference(\n", " name=\"rc\", parameter=w.rc[:], initial=0.2, pmin=0.01, pmax=1\n", ")\n", @@ -748,14 +800,22 @@ "outputs": [ { "data": { - "image/png": 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", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -775,7 +835,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -789,7 +849,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.10" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/docs/03examples/pumpingtest_hypothetical.ipynb b/docs/03examples/pumpingtest_hypothetical.ipynb index 96a6d04..b997167 100644 --- a/docs/03examples/pumpingtest_hypothetical.ipynb +++ b/docs/03examples/pumpingtest_hypothetical.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -83,29 +83,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "............................................\n", - "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 41\n", - " # data points = 34\n", - " # variables = 2\n", - " chi-square = 0.09714912\n", - " reduced chi-square = 0.00303591\n", - " Akaike info crit = -195.167536\n", - " Bayesian info crit = -192.114815\n", - "[[Variables]]\n", - " kaq0: 59.5331900 +/- 2.36790654 (3.98%) (init = 100)\n", - " Saq0: 9.2405e-05 +/- 1.2516e-05 (13.54%) (init = 0.001)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.851\n" + "..................................\n", + "Fit succeeded.\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=100)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-3)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=100)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-3)\n", "cal.series(name=\"obs1\", x=robs, y=0, layer=0, t=tobs, h=hobs)\n", "cal.fit()" ] @@ -136,48 +122,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 59.5332\n", - " 2.367907\n", - " 3.97746\n", + " 0\n", + " 59.871288\n", + " 0.670178\n", + " 1.119365\n", " -inf\n", " inf\n", - " 100\n", - " [59.53319002210707]\n", + " 100.000\n", + " None\n", + " [59.871287575268404]\n", " \n", " \n", " Saq0\n", - " 9.24053e-05\n", - " 0.000013\n", - " 13.5447\n", + " 0\n", + " 0.000121\n", + " 0.000004\n", + " 3.633643\n", " -inf\n", " inf\n", " 0.001\n", - " [9.240529867448516e-05]\n", + " None\n", + " [0.00012118965722715004]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 59.5332 2.367907 3.97746 -inf inf 100 \n", - "Saq0 9.24053e-05 0.000013 13.5447 -inf inf 0.001 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 59.871288 0.670178 1.119365 -inf inf 100.000 None \n", + "Saq0 0 0.000121 0.000004 3.633643 -inf inf 0.001 None \n", "\n", - " parray \n", - "kaq0 [59.53319002210707] \n", - "Saq0 [9.240529867448516e-05] " + " parray \n", + "kaq0 [59.871287575268404] \n", + "Saq0 [0.00012118965722715004] " ] }, "execution_count": 5, @@ -198,7 +190,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "rmse: 0.05345397106082128\n" + "rmse: 0.014201293661013786\n" ] } ], @@ -213,31 +205,19 @@ "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], "source": [ "hm = ml.head(robs, 0, tobs, 0)\n", "plt.semilogx(tobs, hobs, \".k\")\n", - "plt.semilogx(tobs, hm[0], \"r\")" + "plt.semilogx(tobs, hm[0], \"r\");" ] }, { @@ -250,8 +230,8 @@ "output_type": "stream", "text": [ "correlation matrix\n", - "[[ 5.60698139e+00 -2.52171428e-05]\n", - " [-2.52171428e-05 1.56651901e-10]]\n" + "[[ 4.49139190e-01 -2.49689096e-06]\n", + " [-2.49689096e-06 1.93916909e-11]]\n" ] } ], @@ -276,26 +256,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "......................................................\n", - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 59.5334 2.339157 3.92915 -inf inf 100 \n", - "Saq0 9.2398e-05 0.000012 13.4157 -inf inf 0.001 \n", + "..........................................\n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 59.870969 0.660661 1.103474 -inf inf 100.000 None \n", + "Saq0 0 0.000121 0.000004 3.587586 -inf inf 0.001 None \n", "\n", - " parray \n", - "kaq0 [59.53335695354822] \n", - "Saq0 [9.23979769151393e-05] \n", - "[2.33915730e+00 1.23958453e-05]\n", - "[[ 5.47165689e+00 -2.46555615e-05]\n", - " [-2.46555615e-05 1.53656981e-10]]\n", - "[[ 1. -0.85031398]\n", - " [-0.85031398 1. ]]\n" + " parray \n", + "kaq0 [59.87096932924763] \n", + "Saq0 [0.00012119340200370668] \n", + "[6.60660677e-01 4.34791694e-06]\n", + "[[ 4.36472531e-01 -2.42866203e-06]\n", + " [-2.42866203e-06 1.89043817e-11]]\n", + "[[ 1. -0.84548788]\n", + " [-0.84548788 1. ]]\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=100)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-3)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=100)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-3)\n", "cal.series(name=\"obs1\", x=robs, y=0, layer=0, t=tobs, h=hobs)\n", "cal.fit_least_squares(report=True)" ] @@ -363,48 +343,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 59.5334\n", - " 2.339157\n", - " 3.92915\n", + " 0\n", + " 59.870969\n", + " 0.660661\n", + " 1.103474\n", " -inf\n", " inf\n", - " 100\n", - " [59.53335695354822]\n", + " 100.000\n", + " None\n", + " [59.87096932924763]\n", " \n", " \n", " Saq0\n", - " 9.2398e-05\n", - " 0.000012\n", - " 13.4157\n", + " 0\n", + " 0.000121\n", + " 0.000004\n", + " 3.587586\n", " -inf\n", " inf\n", " 0.001\n", - " [9.23979769151393e-05]\n", + " None\n", + " [0.00012119340200370668]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 59.5334 2.339157 3.92915 -inf inf 100 \n", - "Saq0 9.2398e-05 0.000012 13.4157 -inf inf 0.001 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 0 59.870969 0.660661 1.103474 -inf inf 100.000 None \n", + "Saq0 0 0.000121 0.000004 3.587586 -inf inf 0.001 None \n", "\n", - " parray \n", - "kaq0 [59.53335695354822] \n", - "Saq0 [9.23979769151393e-05] " + " parray \n", + "kaq0 [59.87096932924763] \n", + "Saq0 [0.00012119340200370668] " ] }, "execution_count": 11, @@ -425,7 +411,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "..............................................................................................\n", + "....................................................................................................................\n", "Fit succeeded.\n" ] }, @@ -450,72 +436,82 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0_1\n", - " 10.002821\n", - " 7.760404e-04\n", - " 0.007758\n", + " [0, 1]\n", + " 9.998813\n", + " 3.275126e-04\n", + " 0.003276\n", " 0.00000\n", " 30.0\n", " 20.000\n", - " [10.00282083843134, 10.00282083843134]\n", + " None\n", + " [9.998812542977381, 9.998812542977381]\n", " \n", " \n", " Saq0\n", - " 0.099977\n", - " 1.029338e-06\n", - " 0.001030\n", + " 0\n", + " 0.100010\n", + " 1.041096e-07\n", + " 0.000104\n", " 0.00001\n", " 0.2\n", " 0.001\n", - " [0.09997723703792818]\n", + " None\n", + " [0.10000993019005114, 9.999506259756452e-05]\n", " \n", " \n", " Saq1\n", + " 1\n", " 0.000100\n", - " 2.783601e-09\n", - " 0.002783\n", + " 1.175972e-09\n", + " 0.001176\n", " 0.00001\n", " 0.2\n", " 0.001\n", - " [0.00010001141042525883]\n", + " None\n", + " [9.999506259756452e-05]\n", " \n", " \n", " c1\n", - " 10.000832\n", - " 2.330321e-04\n", - " 0.002330\n", + " 1\n", + " 9.999649\n", + " 9.921790e-05\n", + " 0.000992\n", " 0.10000\n", " 200.0\n", " 1.000\n", - " [10.000832122134655]\n", + " None\n", + " [9.999649350868319]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0_1 10.002821 7.760404e-04 0.007758 0.00000 30.0 20.000 \n", - "Saq0 0.099977 1.029338e-06 0.001030 0.00001 0.2 0.001 \n", - "Saq1 0.000100 2.783601e-09 0.002783 0.00001 0.2 0.001 \n", - "c1 10.000832 2.330321e-04 0.002330 0.10000 200.0 1.000 \n", + " layers optimal std perc_std pmin pmax initial \\\n", + "kaq0_1 [0, 1] 9.998813 3.275126e-04 0.003276 0.00000 30.0 20.000 \n", + "Saq0 0 0.100010 1.041096e-07 0.000104 0.00001 0.2 0.001 \n", + "Saq1 1 0.000100 1.175972e-09 0.001176 0.00001 0.2 0.001 \n", + "c1 1 9.999649 9.921790e-05 0.000992 0.10000 200.0 1.000 \n", "\n", - " parray \n", - "kaq0_1 [10.00282083843134, 10.00282083843134] \n", - "Saq0 [0.09997723703792818] \n", - "Saq1 [0.00010001141042525883] \n", - "c1 [10.000832122134655] " + " inhoms parray \n", + "kaq0_1 None [9.998812542977381, 9.998812542977381] \n", + "Saq0 None [0.10000993019005114, 9.999506259756452e-05] \n", + "Saq1 None [9.999506259756452e-05] \n", + "c1 None [9.999649350868319] " ] }, "metadata": {}, @@ -525,11 +521,11 @@ "source": [ "cal = ttim.Calibrate(ml)\n", "cal.set_parameter(\n", - " name=\"kaq0_1\", initial=20.0, pmin=0.0, pmax=30.0\n", + " name=\"kaq0_1\", layers=[0, 1], initial=20.0, pmin=0.0, pmax=30.0\n", ") # layers 0 and 1 have the same k-value\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-3, pmin=1e-5, pmax=0.2)\n", - "cal.set_parameter(name=\"Saq1\", initial=1e-3, pmin=1e-5, pmax=0.2)\n", - "cal.set_parameter(name=\"c1\", initial=1.0, pmin=0.1, pmax=200.0)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-3, pmin=1e-5, pmax=0.2)\n", + "cal.set_parameter(name=\"Saq1\", layers=1, initial=1e-3, pmin=1e-5, pmax=0.2)\n", + "cal.set_parameter(name=\"c1\", layers=1, initial=1.0, pmin=0.1, pmax=200.0)\n", "cal.series(name=\"obs0\", x=robs, y=0, layer=0, t=tobs, h=hobs0)\n", "cal.series(name=\"obs1\", x=robs, y=0, layer=1, t=tobs, h=hobs1)\n", "cal.fit(report=False)\n", @@ -543,24 +539,12 @@ "outputs": [ { "data": { + "image/png": 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1XRN+P5zGhqSThd6ozwL86+4OxLaqg3cJx13zdAovCi/iSvuWw8cDCy6/ZwE06Vn+9YhIhVbcEZqsnFw+W53E3+cX3n8muLoPN0WFE9sqnJ7X1Kaar1d5ll6uKsyo0iKVUkgz81TRpTe68/Z3Tz0iUqHddW0EvVrULvQIjZ+3F33b1OG5BVudjs5YMEeqP5lxjq/XH+Tr9Qfx97HS65raxLauw00twwgO8HW0r2r9ZXTkReRKON3o7ryQpnDvIggqfNBREZGiFHZ05vaODVi7/yQ/bE3hh9+PcuhUpqO91QLXNg4htnUdsnNyeXnxDo8f4kCnjRRepDzk3+jOpzp8NRLsSRDWCkb+F6qHuLs6EfEwxfWfMQyDrUfS+OH3o/yw9SjbjqQVuZ9Lx5DyFAovCi9S3k7shZn94EwK1OsAI77TII8i4jLJJzL4cetRvl6fzNYjpwusf3ZgK0Z2b4zFg26sqfCi8CLukLodZvWDzBPQqAfc/TX4Vnd3VSJSiRU2Mne+FuGBDO8SwZCODbBV8yn32kqrNN/fVeP6K5HyENYS4uaBXw048Ct8GQc5We6uSkQqsbq2arxwezRe54+wWIHOjYPx97Gy8+gZpszfStfn/8fEr34jMfkUhmFwxJ7Jyj3HOWLPLH7nFZiOvIiUtaQEmD0EzmVA1EC44yONTi0iLnVpfxl75jm+3XiIOasPsPPoGUe7ejZ/jtjPYlDxOvfqtJHCi7jbnp/hszshNxvaDoPb3tHI1CJS7gzDYP2Bk8xZncR/Nx0pMFK2Ffh10o0VonOvThuJuFuz3vCnj8w77276HBY+BpXr7wQR8QAWi4XOjUN4/a72vDm8fYH1ecCbP+0mI7vwMZgqKoUXEVdpeSsMeQ+wwLoP4X/PKsCIiNu0bVATayEXH322JomeL/7Me8v2eEyIUXgRcaW2f4IBr5vzv74BK15xbz0iUmXVtVVj6lDnzr1/6tSAiJDq/JGezdTvt9PzxZ95f/ke9h47U6E79arPi0h5WPkW/PCUOd/3Bej2gHvrEZEq69LOvedy85i38RBvLdlN0okMp7blOcK1OuwqvEhFtPQFWDrVnL/lOajX3hwnSSNRi0gFcC43j49W7uP//rvdabkV+OXJ3tSr6dr7VqnDrkhFdP0TEDPWnP/xaXNk6mltzHGSRETczMfLSut6tgLL84AH52xk3/H08i+qCAovIuXFYoGul5wuMvLMAR7th9xSkojIxZqEBhTaqTcx+RR9Xl/Oi4u2s+fYabf3h1F4ESlPJ/cWXGbkmmMjiYi42aWder0sFh6LbcH1LWqTnZvHO0v3cNOryxk+YzXdpy7hi7VJbqlTt/0UKU8hzcBiNY+4OFggpKnbShIRudhd10bQq0Vtp069hmHw1fpkHv96s6OdAUz+Zgu9WtQu95vc6ciLSHmy1YeBb5g3r8vn5Q25GgNJRCqOurZqxDSr5QglFouFBsEFO+zmGgb7j2cUWO5qCi8i5a3jCJiwGUbMh4ZdIfec2e+lcl34JyKVTGH9YbwsFhqHuvYqpMIovIi4g60+NO1ljnnk7Q/7lsFv/3Z3VSIiRSqsP8zzQ9u4ZVwk3edFxN1+eR3+NwWqBcNDayGwtrsrEhEp0qU3uSsrus+LiCeJGQt1oiHzJCx60t3ViIgU69L+MO6g8CLibl4+MOhN8yqkLV/Dzh/cXZGISIWm8CJSEdTrAN0eNOcXPAxZp91bj4hIBabwIlJR9J4MNRtB2kFY8k93VyMiUmEpvIhUFL4BMHCaOb/6PTi4zq3liIhUVAovIhVJsxuh3f8DDPjur5CT7e6KREQqHIUXkYom9v+gei1I3Qor33B3NSIiFY7Ci0hFE1AL+r5ozi97ERI/06jTIiIXUXgRqYii74CwVubQAd8+AK+3hg2fuLsqEZEKQeFFpCJKOwyp2y5aYJjjH+kIjIiIwotIhXRiD+aA8xcxcuHEXreUIyJSkbg0vJw8eZK4uDhsNhs2m424uDhOnTpV7DbffPMNffr0ITQ0FIvFQmJioitLFKmYQpqZd9x1YoGQpm4pR0SkInFpeBk+fDiJiYksWrSIRYsWkZiYSFxcXLHbpKen06NHD1544QVXliZSsdnqw8A3wOJ1YVm1YAjQoI0iIt6u2vG2bdtYtGgRCQkJdO3aFYAZM2YQExPDjh07iIyMLHS7/HCzf/9+V5Um4hk6joBmN5l9X74dA+nHYONsuHa0uysTEXErlx15WbVqFTabzRFcALp164bNZmPlypVl9jpZWVmkpaU5TSKVhq0+XHMz9HrcfL78FTh31r01iYi4mcvCS0pKCmFhYQWWh4WFkZKSUmavM3XqVEefGpvNRsOGDcts3yIVRscRUKM+nD4M6z9ydzUiIm5V6vAyZcoULBZLsdO6deaYLBaLpcD2hmEUuvxKTZo0Cbvd7piSk5PLbN8iFYaPP/R6zJz/5TXIznBvPSIiblTqPi9jx45l2LBhxbZp3LgxmzZt4ujRowXWHTt2jPDw8NK+bJH8/Pzw8/Mrs/2JVFjt/wy/vA6nkmDdh9D9r+6uSETELUodXkJDQwkNDb1su5iYGOx2O2vWrKFLly4ArF69GrvdTvfu3UtfqUhV5+1r9n35biz8Mg063Qt+ge6uSkSk3Lmsz0tUVBR9+/YlPj6ehIQEEhISiI+PZ8CAAU5XGrVs2ZJ58+Y5np84cYLExES2bt0KwI4dO0hMTCzTfjIiHqvdMAhuAhnHYc377q5GRMQtXHqflzlz5hAdHU1sbCyxsbG0bduW2bNnO7XZsWMHdrvd8fy7776jQ4cO3HrrrQAMGzaMDh068O6777qyVBHP4OUDNzxpzq+cDmd1dZ2IVD0WwzCMyzfzHGlpadhsNux2OzVq1HB3OSJlLy8X/tUV/tgFvZ+C6x93d0UiIletNN/fGttIxNNYvS46+vIWZJ5yazkiIuVN4UXEE7UeCrWjIMsOq/7l7mpERMqVwouIJ7Jaofckcz7hHcg44d56RETKkcKLiKdqORDCoyH7NPz8f7BvOdgPubsqERGXU3gR8VRWK/SebM6v/QA+HgjT2sCGT9xbl4iIiym8iHiyOm2dnxt5MH+CjsCISKWm8CLiyU7uLbjMyIUThSwXEakkFF5EPFlIM+CSgU4tXhDS1C3liIiUB4UXEU9mqw+DpuMUYAa8bi4XEamkFF5EPF3HEfBgAnhXM5/bGri3HhERF1N4EakMwlqaIQZgtcYBE5HKTeFFpLLoej9ggV0/wPHd7q5GRMRlFF5EKotazeCaWHN+zXvurUVExIUUXkQqk25jzMfEz+Cs3b21iIi4iMKLSGXStDfUbgnZZ2Djp+6uRkTEJRReRCoTiwW6nj/6svo9yMt1bz0iIi6g8CJS2bS9C6oFw6kDsHORu6sRESlzCi8ilY1vdeh4jzmf8I57axERcQGFF5HKqEu8OUzA/hWQssXd1YiIlCmFF5HKyNYAogaa87ppnYhUMgovIpVVtwfMx81fQfof7q1FRKQMKbyIVFYNu0Ld9pBzFtbPcnc1IiJlRuFFpLKyWC4cfVn7AeSec289IiJlROFFpDJrPQQCwuD0Edj6H3dXIyJSJhReRCozbz+49j5z/tc3YN9ysB9yb00iIldJ4UWksut8L1i9IWUTfDwQprWBDZ+4uyoRkSum8CJS2eWeg7ycC8+NPJg/QUdgRMRjKbyIVHYn9hRcZuTCib3lX4uISBlQeBGp7EKaARbnZRYvCGnqlnJERK6WwotIZWerD4Om4xRgBk4zl4uIeCCFF5GqoOMIGPOr2XEXoE5b99YjInIVFF5Eqoo6rSFqkDm/cbZ7axERuQoKLyJVScc483HTV3Au0721iIhcIYUXkaqkyQ1gi4AsO2yb7+5qRESuiMKLSFVitUKHP5vzulGdiHgohReRqqb9cMAC+1foXi8i4pEUXkSqmpoNodmN5vzGT91bi4jIFVB4EamK8jvuJn4GuTnFtxURqWAUXkSqosj+UL0WnD4Ce35ydzUiIqWi8CJSFXn7Qdth5rw67oqIh3FpeDl58iRxcXHYbDZsNhtxcXGcOnWqyPbnzp3jiSeeIDo6moCAAOrVq8eIESM4fPiwK8sUqZryTx3tXARnUt1bi4hIKbg0vAwfPpzExEQWLVrEokWLSExMJC4ursj2GRkZbNiwgaeffpoNGzbwzTffsHPnTgYNGuTKMkWqprAoqN8Z8nLgt3+7uxoRkRKzGIZhuGLH27Zto1WrViQkJNC1a1cAEhISiImJYfv27URGRpZoP2vXrqVLly4cOHCAiIiIAuuzsrLIyspyPE9LS6Nhw4bY7XZq1KhRNm9GpLJa/zHMHwe1roGxa8Fiufw2IiIukJaWhs1mK9H3t8uOvKxatQqbzeYILgDdunXDZrOxcuXKEu/HbrdjsVioWbNmoeunTp3qOC1ls9lo2LDh1ZYuUnW0GQo+AfDHLkhKcHc1IiIl4rLwkpKSQlhYWIHlYWFhpKSklGgfZ8+e5cknn2T48OFFprBJkyZht9sdU3Jy8lXVLVKl+AVB6yHmvAZrFBEPUerwMmXKFCwWS7HTunXrALAUcgjaMIxCl1/q3LlzDBs2jLy8PN5+++0i2/n5+VGjRg2nSURKIb/j7u/z4Gyae2sRESkB79JuMHbsWIYNG1Zsm8aNG7Np0yaOHj1aYN2xY8cIDw8vdvtz585x5513sm/fPpYsWaJAIuJKDbtCaAs4vhOWvQjdHgRbfXdXJSJSpFKHl9DQUEJDQy/bLiYmBrvdzpo1a+jSpQsAq1evxm6307179yK3yw8uu3bt4ueff6ZWrVqlLVFESsNigbBWZnhZ9RYkvA0D34COI9xdmYhIoVzW5yUqKoq+ffsSHx9PQkICCQkJxMfHM2DAAKcrjVq2bMm8efMAyMnJ4Y477mDdunXMmTOH3NxcUlJSSElJITs721WlilRt9kOw9T8Xnht5MH+CuVxEpAJy6X1e5syZQ3R0NLGxscTGxtK2bVtmz3buFLhjxw7sdjsABw8e5LvvvuPgwYO0b9+eunXrOqbSXKEkIqVwYg9wyR0TjFyNOC0iFVapTxuVRkhICJ9+WvyotRffZqZx48a46LYzIlKUkGZgsZpHXBysENLUbSWJiBRHYxuJVHW2+mYfl4t/HXQfq067IlJhKbyIiNk59+EtcE2s+fzsKbeWIyJSHIUXETHZ6kP3v5rzv/8Hzp11bz0iIkVQeBGRCxpdBzXqQ5Yddv3g7mpERAql8CIiF1it0OZ2c37zl+6tRUSkCAovIuKs7Z3m487FkHnKraWIiBRG4UVEnIW3gdpRkJsN275zdzUiIgUovIiIM4sF2v7JnN+kU0ciUvEovIhIQdHnw8v+XyDtsHtrERG5hMKLiBRUMwIiYgADNn/t7mpERJwovIhI4fKPvuiqIxGpYBReRKRwrYeA1RtSNkPqdndXIyLioPAiIoWrHgLNbzHndfRFRCoQhRcRKVr+PV82fQV5ecW3FREpJwovIlK0yH7gGwT2JEhe7e5qREQAhRcRKY5PNYgaaM7r1JGIVBAKLyJSvPwb1v0+D3Ky3VuLiAgKLyJyOU2uh8BwyDwJe35ydzUiIgovInIZVq8LI01ruAARqQAUXkTk8vJvWLfje8g67d5aRKTKU3gRkcur1wFqNYecTNi2wN3ViEgVp/AiIpdnsUD0+Xu+6KojEXEzhRcRKZnoO8zHvUvh9FG3liIiVZvCi4iUTK1m0OBaMPJgy1x3VyMiVZjCi4iUnE4diUgFoPAiIiXXeghYvODwRji+293ViEgVpfAiIiUXWBua3WjO6+iLiLiJwouIlI5jpOkvwTDcW4uIVEkKLyJSOpH9wac6nNwHh9a7uxoRqYIUXkSkdPwCoeWt5ryGCxARN1B4EZHSy7/q6PdvIDfHvbWISJWj8CIipdesN1SvBenHzJvWiYiUI4UXESk9Lx9oPdSc11VHIlLOFF5E5Mq0vct83LYAstPdW4uIVCkKLyJyZRp0huAmcC4dti90dzUiUoUovIjIlbFYIPpP5rxOHYlIOVJ4EZErl3/Dut0/wbb5YD/k3npEpEpQeBGRKxd6DdgagpELX/wZprWBDZ+4uyoRqeQUXkTkytkPgf3ghedGHsyfoCMwIuJSLg0vJ0+eJC4uDpvNhs1mIy4ujlOnThW7zZQpU2jZsiUBAQEEBwdz8803s3r1aleWKSJX6sQe4JLxjYxcOLHXLeWISNXg0vAyfPhwEhMTWbRoEYsWLSIxMZG4uLhit2nRogVvvfUWmzdv5pdffqFx48bExsZy7NgxV5YqIlcipBlYLvk1YvGCkKbuqUdEqgSLYbhmWNht27bRqlUrEhIS6Nq1KwAJCQnExMSwfft2IiMjS7SftLQ0bDYb//vf/7jpppsKrM/KyiIrK8upfcOGDbHb7dSoUaNs3oyIFG3DJ/DdOBxHYAa9CR1HuLUkEfE8+d/3Jfn+dtmRl1WrVmGz2RzBBaBbt27YbDZWrlxZon1kZ2fz/vvvY7PZaNeuXaFtpk6d6jgtZbPZaNiwYZnULyIl1HEEPPArWL3N5w26uLceEan0XBZeUlJSCAsLK7A8LCyMlJSUYrddsGABgYGB+Pv78/rrr/Pjjz8SGhpaaNtJkyZht9sdU3JycpnULyKlEN4amt9szm/52r21iEilV+rwMmXKFCwWS7HTunXrALBYLAW2Nwyj0OUX6927N4mJiaxcuZK+ffty5513kpqaWmhbPz8/atSo4TSJiBu0ucN83Pw1uOZstIgIAN6l3WDs2LEMGzas2DaNGzdm06ZNHD16tMC6Y8eOER4eXuz2AQEBNG/enObNm9OtWzeuueYaPvzwQyZNmlTackWkvET2A+9qcHIfHN4I9Tu6uyIRqaRKHV5CQ0OLPIVzsZiYGOx2O2vWrKFLF/Mc+OrVq7Hb7XTv3r1Ur2kYhlOnXBGpgPwCzQDz+zewZa7Ci4i4jMv6vERFRdG3b1/i4+NJSEggISGB+Ph4BgwY4HSlUcuWLZk3bx4A6enpTJ48mYSEBA4cOMCGDRu47777OHjwIH/6059cVaqIlJXo86eOtnwDeXnurUVEKi2X3udlzpw5REdHExsbS2xsLG3btmX27NlObXbs2IHdbgfAy8uL7du3c/vtt9OiRQsGDBjAsWPHWLFiBa1bt3ZlqSJSFprfDH42OH0Ykkp2VaGISGm57D4v7lKa68RFxAW+fQgSP4VO98LAae6uRkQ8RIW4z4uIVFHRt5uPW/8DuefcW4uIVEoKLyJSthr3goDakHkC9vzs7mpEpBJSeBGRsuXlDa2HmPNb5rq3FhGplBReRKTs5d+wbvsCOJfp3lpEpNJReBGRstewC9giIPsM7Fzs7mpEpJJReBGRsmexQJuh5rzGOhKRMqbwIiKu0eb8VUc7f4CzdvfWIiKVisKLiLhGnWgIbQG5WbD9v+6uRkQqEYUXEXENi8V5pGkRkTKi8CIirpM/1tHepZB+3K2liEjlofAiIq5TqxnUbQ9GLmz91t3ViEglofAiIq6Vf/Rls25YJyJlQ+FFRFyr9flLppNWgv2ge2sRkUpB4UVEXMtWHyK6m/NbvnFvLSJSKSi8iIjr5Y80rRvWiUgZUHgREddrdRtYvODIb3B8t7urEREPp/AiIq4XEArNepvzGmlaRK6SwouIlI/8G9Zt+RoMw721iIhHU3gRkfLR8lbw8oPjOyFls7urEREPpvAiIuXDvwa0iDXn1XFXRK6CwouIlB/HqaNvIC/PvbWIiMdSeBGR8tOiD/gGgT0Z1r4P9kPurkhEPJDCi4iUH59qENbSnP/+CZjWBjZ84t6aRMTjKLyISPmxH4KD6y48N/Jg/gQdgRGRUlF4EZHyc2IPcMll0kYunNjrlnJExDMpvIhI+QlpBpZLfu1YvCCkqXvqERGPpPAiIuXHVh8GvoHTr55+L5jLRURKSOFFRMpXxxEwYTPUOB9YfAPdW4+IeByFFxEpfzUbQKd7zflNX7i3FhHxOAovIuIebf9kPu5dBmmH3VuLiHgUhRcRcY/gxhARAxiwWcMFiEjJKbyIiPu0vdN81KkjESkFhRcRcZ/WQ8DLF45ugZQt7q5GRDyEwouIuE+1YLjm/EjTm790by0i4jEUXkTEvdreZT5u+gryct1bi4h4BIUXEXGvFn3A3wanD8P+X9xdjYh4AIUXEXEvbz+z7wuo466IlIjCi4i4X9th5uPW7yA7w721iEiFp/AiIu7XsCvUjIDs07BjoburEZEKzqXh5eTJk8TFxWGz2bDZbMTFxXHq1KkSb3///fdjsViYNm2ay2oUkQrAar2o466uOhKR4rk0vAwfPpzExEQWLVrEokWLSExMJC4urkTbfvvtt6xevZp69eq5skQRqSjyw8vu/0H6cffWIiIVmsvCy7Zt21i0aBEffPABMTExxMTEMGPGDBYsWMCOHTuK3fbQoUOMHTuWOXPm4OPjU2zbrKws0tLSnCYR8UCh10C9jmDkwpa57q5GRCowl4WXVatWYbPZ6Nq1q2NZt27dsNlsrFy5ssjt8vLyiIuLY+LEibRu3fqyrzN16lTHaSmbzUbDhg3LpH4RcQPHqSNddSQiRXNZeElJSSEsLKzA8rCwMFJSUorc7sUXX8Tb25tx48aV6HUmTZqE3W53TMnJyVdcs4i4WZvbweIFh9bD8V3urkZEKqhSh5cpU6ZgsViKndatWweAxWIpsL1hGIUuB1i/fj1vvPEGH330UZFtLuXn50eNGjWcJhHxUIG1oflN5rw67opIEbxLu8HYsWMZNmxYsW0aN27Mpk2bOHr0aIF1x44dIzw8vNDtVqxYQWpqKhEREY5lubm5PProo0ybNo39+/eXtlwR8TRt74JdP5injnpPhhL+ISMiVUepw0toaCihoaGXbRcTE4PdbmfNmjV06dIFgNWrV2O32+nevXuh28TFxXHzzTc7LevTpw9xcXHce++9pS1VRDxRZH/wDYRTByB5NUR0c3dFIlLBuKzPS1RUFH379iU+Pp6EhAQSEhKIj49nwIABREZGOtq1bNmSefPmAVCrVi3atGnjNPn4+FCnTh2nbUSkEvOtDlGDzHl13BWRQrj0Pi9z5swhOjqa2NhYYmNjadu2LbNnz3Zqs2PHDux2uyvLEBFP0+78VUebv4bdP4H9kHvrEZEKxWIYhuHuIspSWloaNpsNu92uzrsiniovF15qAmfP/2FjscLAN6DjCPfWJSIuU5rvb41tJCIVz+mUC8EFwMiD+RN0BEZEAIUXEamITuwpuMzIhRN7y78WEalwFF5EpOIJaWaeKrqYxQtCmrqnHhGpUBReRKTisdU3+7hw0T1eBk4zl4tIlafwIiIVU8cRMOZXsJ6/HZVhqM+LiAAKLyJSkdVpDeFtzPn542BaG9jwiXtrEhG3U3gRkYrLfgiO/Hbhua46EhEUXkSkIjuxB7jkVlS66kikylN4EZGKS1cdiUghFF5EpOJyXHV00a+qG/+mq45EqjiFFxGp2DqOgIe3QL0O5vPsM+6tR0TcTuFFRCo+W33oMcGc3zgHcs+5tRwRcS+FFxHxDJH9IaA2nEmBnYvdXY2IuJHCi4h4Bm9faD/cnF//kVtLERH3UngREc/R8R7zcff/4FSye2sREbdReBERz1GrGTTpBRiwcba7qxERN1F4ERHPkn/0ZcNsyM1xby0i4hYKLyLiWaIGQrUQOH3YPH0kIlWOwouIeBZvP3XcFaniFF5ExPPknzratRjSDru3FhEpdwovIuJ5areARj3MUaY3furuakSknCm8iIhncnTc/QTyct1bi4iUK4UXEfFMrQaBf02wJ8PK6WA/5O6KRKScKLyIiGfyqQZ125nz/5sC09qYR2FEpNJTeBERz2Q/BPuWX3hu5MH8CToCI1IFKLyIiGc6sQcwnJcZuXBir1vKEZHyo/AiIp4ppBlYLv0VZoWQpm4pR0TKj8KLiHgmW30Y+AZOv8ZaDTKXi0ilpvAiIp6r4wh4eAt0H2c+T14NOdnurUlEXE7hRUQ8m60+3Pg3CKwDp4/A5q/cXZGIuJjCi4h4Pm8/6PaAOb9yOuTlubceEXEphRcRqRw63wu+QXBsO+z+0d3ViIgLKbyISOXgb4POI835X99wayki4loKLyJSeXR9AKw+cOBXOLjO3dWIiIsovIhI5WGrD23vNOd19EWk0lJ4EZHKpftfzcdt8+GPPe6tRURcQuFFRCqXsCi4pg9gwMo33V2NiLiAwouIVD49xpuPiZ/BmVT31iIiZU7hRUQqn0bdoX4nyM2CNe+7uxoRKWMuDS8nT54kLi4Om82GzWYjLi6OU6dOFbvNyJEjsVgsTlO3bt1cWaaIVDYWy4WjL2tmQNYZ99YjImXKpeFl+PDhJCYmsmjRIhYtWkRiYiJxcXGX3a5v374cOXLEMS1cuNCVZYpIZdRygDnC9NlTsPFTd1cjImXI21U73rZtG4sWLSIhIYGuXbsCMGPGDGJiYtixYweRkZFFbuvn50edOnVcVZqIVAVWL4gZC/99BFa9BdeOBi8fd1clImXAZUdeVq1ahc1mcwQXgG7dumGz2Vi5cmWx2y5dupSwsDBatGhBfHw8qalFd7jLysoiLS3NaRIRAaD9cKgeCvZk+P1bd1cjImXEZeElJSWFsLCwAsvDwsJISUkpcrt+/foxZ84clixZwquvvsratWu58cYbycrKKrT91KlTHX1qbDYbDRs2LLP3ICIezqcadB1jzv/6BhiGe+sRkTJR6vAyZcqUAh1qL53WrTNvy22xWApsbxhGocvz3XXXXdx66620adOGgQMH8v3337Nz507++9//Ftp+0qRJ2O12x5ScnFzatyQildm1o8GnOhzdDHt/dnc1IlIGSt3nZezYsQwbNqzYNo0bN2bTpk0cPXq0wLpjx44RHh5e4terW7cujRo1YteuXYWu9/Pzw8/Pr8T7E5EqpnoIdBwBq981j740u9HdFYnIVSp1eAkNDSU0NPSy7WJiYrDb7axZs4YuXboAsHr1aux2O927dy/x6/3xxx8kJydTt27d0pYqImLq9qB5yfTepXA4Eeq1d3NBInI1XNbnJSoqir59+xIfH09CQgIJCQnEx8czYMAApyuNWrZsybx58wA4c+YMjz32GKtWrWL//v0sXbqUgQMHEhoaypAhQ1xVqohUdsGNoM1Qc15DBoh4PJfe52XOnDlER0cTGxtLbGwsbdu2Zfbs2U5tduzYgd1uB8DLy4vNmzczePBgWrRowT333EOLFi1YtWoVQUFBrixVRCq77uPMx9/nwcn9bi1FRK6OxTAqV/f7tLQ0bDYbdrudGjVqFNkuNzeXc+fOlWNlIp7Jx8cHLy8vd5dRNj65zey02+V+6P+Su6sRkYuU9PsbXHiTuorKMAxSUlIuO0yBiFxQs2ZN6tSpU+yVgh6hx3gzvGycDTc8aXbmFRGPU+XCS35wCQsLo3r16p7/y1jEhQzDICMjw3GjSI/vON/0BqgTDSmbYcVr0CIWQpqBrb67KxORUqhS4SU3N9cRXGrVquXuckQ8QrVq1QBITU0lLCzMs08hWSzQYwLMHQ2r3jQnixUGvmFeTi0iHsGlHXYrmvw+LtWrV3dzJSKeJf//TKXoJ9bgWufnRh7MnwD2Q24pR0RKr0qFl3w6VSRSOpXq/8ypAwWXGblwYm/51yIiV6RKhhcRqcJCmgGXhDGLF4Q0dUs5IlJ6Ci+VxNKlS7FYLGV6FVXjxo2ZNm1ame1PpEKw1YdB03H69RfzkDrtingQhRfxWMuWLaNTp074+/vTtGlT3n33XXeXJJ6i4wh4eAu06Gc+37EQzp11b00iUmIKL1fhiD2TlXuOc8Se6e5SKq3s7OxCl+/bt4/+/fvTs2dPNm7cyOTJkxk3bhxz584t5wrFY9nqw5B3ITAc/tgNv7zu7opEpIQUXq7QF2uT6PHCEobPWE2PF5bwxdokl75eVlYW48aNIywsDH9/f6677jrWrl1boN2vv/5Ku3bt8Pf3p2vXrmzevNmx7sCBAwwcOJDg4GACAgJo3bo1CxcuLHENr732GtHR0QQEBNCwYUMefPBBzpw5A0B6ejo1atTg66+/dtpm/vz5BAQEcPr0aQAOHTrEXXfdRXBwMLVq1WLw4MHs37/f0X7kyJHcdtttTJ06lXr16tGiRYtCa3n33XeJiIhg2rRpREVFcd999zFq1CheeeWVEr8fEarVhH4vmvO/vAbHdrq1HBEpGYWXK3DEnsmkbzaTd35ghTwDJn+zxaVHYB5//HHmzp3Lxx9/zIYNG2jevDl9+vThxIkTTu0mTpzIK6+8wtq1awkLC2PQoEGOy1sfeughsrKyWL58OZs3b+bFF18kMDCwxDVYrVamT5/Oli1b+Pjjj1myZAmPP/44AAEBAQwbNoxZs2Y5bTNr1izuuOMOgoKCyMjIoHfv3gQGBrJ8+XJ++eUXAgMD6du3r9MRlp9++olt27bx448/smDBgkJrWbVqFbGxsU7L+vTpw7p16yrH5bxSflrdBtfEQm42LJgAeXnurkhELkPh5QrsO57uCC75cg2D/cczXPJ66enpvPPOO7z88sv069ePVq1aMWPGDKpVq8aHH37o1PbZZ5/llltuITo6mo8//pijR486Ru1OSkqiR48eREdH07RpUwYMGECvXr1KXMeECRPo3bs3TZo04cYbb+S5557jyy+/dKy/7777WLx4MYcPHwbg+PHjLFiwgFGjRgHw+eefY7Va+eCDD4iOjiYqKopZs2aRlJTE0qVLHfsJCAjggw8+oHXr1rRp06bQWlJSUggPD3daFh4eTk5ODsePHy/xexLBYoH+r4BPdTjwKyTOcXdFInIZCi9XoEloANZLrrT0slhoHOqam9/t2bOHc+fO0aNHD8cyHx8funTpwrZt25zaxsTEOOZDQkKIjIx0tBk3bhz//Oc/6dGjB88++yybNm0qVR0///wzt9xyC/Xr1ycoKIgRI0bwxx9/kJ6eDkCXLl1o3bo1n3zyCQCzZ88mIiLCEZDWr1/P7t27CQoKIjAwkMDAQEJCQjh79ix79uxxvE50dDS+vr6XrefSe4/kjzFaqe5JIuUjuBH0nmzO//A3OHPMvfWISLEUXq5AXVs1pg6Nxuv8l6SXxcLzQ9tQ11bNJa9X1JeyYRgl+qLOb3Pfffexd+9e4uLi2Lx5M507d+bNN98sUQ0HDhygf//+tGnThrlz57J+/Xr+9a9/Ac53Xb3vvvscp45mzZrFvffe63j9vLw8OnXqRGJiotO0c+dOhg8f7thHQEDAZeupU6cOKSkpTstSU1Px9vbW0A9yZbo+YI57dPYULJ7s7mpEpBgKL1formsj+OXJ3vw7vhu/PNmbu66NcNlrNW/eHF9fX3755RfHsnPnzrFu3TqioqKc2iYkJDjmT548yc6dO2nZsqVjWcOGDRkzZgzffPMNjz76KDNmzChRDevWrSMnJ4dXX32Vbt260aJFC8fpoYv9+c9/JikpienTp/P7779zzz33ONZ17NiRXbt2ERYWRvPmzZ0mm81W4p8HmEeYfvzxR6dlP/zwA507d8bHx6dU+xIBwMvbHOPIYoXNX8KeJe6uSESKoPByFeraqhHTrJbLjrjkCwgI4IEHHmDixIksWrSIrVu3Eh8fT0ZGBqNHj3Zq+49//IOffvqJLVu2MHLkSEJDQ7ntttsAs8/K4sWL2bdvHxs2bGDJkiUFwk9RmjVrRk5ODm+++SZ79+5l9uzZhd5XJTg4mKFDhzJx4kRiY2Np0KCBY93dd99NaGgogwcPZsWKFezbt49ly5Yxfvx4Dh48WKqfyZgxYzhw4ACPPPII27ZtY+bMmXz44Yc89thjpdqPiJP6naDLX8z5BQ/DOd0GQaQiUnjxEC+88AK33347cXFxdOzYkd27d7N48WKCg4MLtBs/fjydOnXiyJEjfPfdd47+I7m5uTz00ENERUXRt29fIiMjefvtt0v0+u3bt+e1117jxRdfpE2bNsyZM4epU6cW2nb06NFkZ2c7Ourmq169OsuXLyciIoKhQ4cSFRXFqFGjyMzMpEaNGqX6eTRp0oSFCxeydOlS2rdvz3PPPcf06dO5/fbbS7UfkQJu/BvUqA8n98Oyl9xdjYgUwmLkd6ioJNLS0rDZbNjt9gJfiGfPnmXfvn00adIEf39/N1VY+c2ZM4fx48dz+PDhEnW8lYqvyv3f2f5f+Hw4WL3h/uUQ3trdFYlUesV9f19KR16kzGRkZPD7778zdepU7r//fgUX8Vwtb4WWAyAvB+ZP0L1fRCoYhRcpMy+99BLt27cnPDycSZMmubsckavT7yXwDYKDa2D9rMu3F5Fyo/AiZWbKlCmcO3eOn376qVR37hWpkGz14aanzfn//R1OpxTfXkTKjcKLiEhRrr3PvAIpyw7fP+HuakTkPIUXEZGiWL1gwDSweMHWb2HnYndXJCIovIiIFK9uW4h50Jz/72OQne7eekRE4UVE5LJumAS2CLAnwc/Pu7sakSpP4UVE5HJ8A2DAa+Z8wjtw5Df31iNSxSm8iIiUxDW3QOuhYOTC/PGQl+vuikSqLIWXSmLp0qVYLBZOnTpVZvts3Lgx06ZNK7P9iXi8vi+Anw0Ob4RFT4D9kLsrEqmSFF7EIx05coThw4cTGRmJ1WplwoQJ7i5JqoKgcIjsa86vmQGvt4YNn7i3JpEqSOHlatgPwb7l+uvLhbKzswtdnpWVRe3atXnqqado165dOVclVZb9EGz68qIFBnw3Xr8DRMqZwsuV2vAJTGsDHw80H13811dWVhbjxo0jLCwMf39/rrvuOtauXVug3a+//kq7du3w9/ena9eubN682bHuwIEDDBw4kODgYAICAmjdujULFy4scQ2vvfYa0dHRBAQE0LBhQx588EHOnDkDQHp6OjVq1ODrr7922mb+/PkEBARw+vRpAA4dOsRdd91FcHAwtWrVYvDgwezfv9/RfuTIkdx2221MnTqVevXq0aJFi0Jrady4MW+88QYjRozAZrOV+D2IXJUTe4BLx7LN0/1fRMqZwsuVsB8yO+wZ5wdrM/LMwdtc+NfX448/zty5c/n444/ZsGEDzZs3p0+fPpw4ccKp3cSJE3nllVdYu3YtYWFhDBo0iHPnzgHw0EMPkZWVxfLly9m8eTMvvvhiqW7jb7VamT59Olu2bOHjjz9myZIlPP744wAEBAQwbNgwZs1yHgNm1qxZ3HHHHQQFBZGRkUHv3r0JDAxk+fLl/PLLLwQGBtK3b1+nIyw//fQT27Zt48cff2TBggVX+iMTKXshzcBSyK/NHybDrv+Vfz0iVZTCy5U4sedCcMln5MKJvS55ufT0dN555x1efvll+vXrR6tWrZgxYwbVqlXjww8/dGr77LPPcssttxAdHc3HH3/M0aNHmTdvHgBJSUn06NGD6OhomjZtyoABA+jVq1eJ65gwYQK9e/emSZMm3HjjjTz33HN8+eWFQ+j33Xcfixcv5vDhwwAcP36cBQsWMGrUKAA+//xzrFYrH3zwAdHR0URFRTFr1iySkpJYunSpYz8BAQF88MEHtG7dmjZt2lzpj02k7Nnqw8A3zDvuAmCF2i3hXCb8+y5I/Myt5YlUFQovV6Kwv74sXhDS1CUvt2fPHs6dO0ePHj0cy3x8fOjSpQvbtm1zahsTE3OhzJAQIiMjHW3GjRvHP//5T3r06MGzzz7Lpk2bSlXHzz//zC233EL9+vUJCgpixIgR/PHHH6Snm3cc7dKlC61bt+aTT8xTaLNnzyYiIsIRkNavX8/u3bsJCgoiMDCQwMBAQkJCOHv2LHv27HG8TnR0NL6+vqWqTaTcdBwBEzbDPQvg4S1w/wpoexfk5cC3D8DyV8C49NSSiJQlhZcrcelfXxYvGDjNXO4CxvlfhBaLpcDyS5cVJr/Nfffdx969e4mLi2Pz5s107tyZN998s0Q1HDhwgP79+9OmTRvmzp3L+vXr+de//gXgOC2V/xr5p45mzZrFvffe63j9vLw8OnXqRGJiotO0c+dOhg8f7thHQEBAiWoScRtbfWjS03z09oXb3oUeE8x1S56DhY/pPjAiLqTwcqUu/utrwmbzuYs0b94cX19ffvnlF8eyc+fOsW7dOqKiopzaJiQkOOZPnjzJzp07admypWNZw4YNGTNmDN988w2PPvooM2bMKFEN69atIycnh1dffZVu3brRokULx+mhi/35z38mKSmJ6dOn8/vvv3PPPfc41nXs2JFdu3YRFhZG8+bNnSZ1uhWPZrXCLX+Hfi8BFlj7AXw5wjydJCJlTuHlalz815cLBQQE8MADDzBx4kQWLVrE1q1biY+PJyMjg9GjRzu1/cc//sFPP/3Eli1bGDlyJKGhodx2222A2Wdl8eLF7Nu3jw0bNrBkyZIC4acozZo1IycnhzfffJO9e/cye/Zs3n333QLtgoODGTp0KBMnTiQ2NpYGDRo41t19992EhoYyePBgVqxYwb59+1i2bBnjx4/n4MGDpf655B+5OXPmDMeOHSMxMZGtW7eWej8iZabr/fCnj8DLD7YvgE8GQ8aJy24mIqWj8OIhXnjhBW6//Xbi4uLo2LEju3fvZvHixQQHBxdoN378eDp16sSRI0f47rvvHP1HcnNzeeihh4iKiqJv375ERkby9ttvl+j127dvz2uvvcaLL75ImzZtmDNnDlOnTi207ejRo8nOznZ01M1XvXp1li9fTkREBEOHDiUqKopRo0aRmZlJjRo1Sv0z6dChAx06dGD9+vV89tlndOjQgf79+5d6PyJlqvVtEDfPvBNv8mqY2QdOJbm7KpFKxWIYlatnWVpaGjabDbvdXuAL8ezZs+zbt48mTZrg7+/vpgorvzlz5jB+/HgOHz6sjreVhP7vXIGjW2HOHZB2CALrwJ+/hjrR7q5KpMIq7vv7Ui498nLy5Eni4uKw2WzYbDbi4uJKNPbOtm3bGDRoEDabjaCgILp160ZSkv5yqegyMjL4/fffmTp1Kvfff7+Ci1Rt4a1g9A9QOwrOpMCs/rB3mburEqkUXBpehg8fTmJiIosWLWLRokUkJiYSFxdX7DZ79uzhuuuuo2XLlixdupTffvuNp59+Wn/teYCXXnqJ9u3bEx4ezqRJk9xdjoj72RrAqEXQqAdkpcGnt8Pmry+/nYgUy2WnjbZt20arVq1ISEiga9eugHklTExMDNu3bycyMrLQ7YYNG4aPjw+zZ8++otfVaSORsqf/O1fp3FmYdz9s/dZ8Hvt/0H2sW0sSqWgqxGmjVatWYbPZHMEFoFu3bthsNlauXFnoNnl5efz3v/+lRYsW9OnTh7CwMLp27cq3335b5OtkZWWRlpbmNImIVCg+/nDHLOg6xnz+w1OwaDLk5RW/nYgUymXhJSUlhbCwsALLw8LCSElJKXSb1NRUzpw5wwsvvEDfvn354YcfGDJkCEOHDmXZssLPFU+dOtXRp8Zms9GwYcMyfR8iImXCaoW+L8At/zCfJ/wL5o6GnCz31iXigUodXqZMmYLFYil2WrduHVDwjrBQ/F1h887/FTJ48GAefvhh2rdvz5NPPsmAAQMKvacIwKRJk7Db7Y4pOTm5tG9JRKR8WCzQYzwMeR+s3vD7N2Y/mLN2d1cm4lG8S7vB2LFjGTZsWLFtGjduzKZNmzh69GiBdceOHSM8PLzQ7UJDQ/H29qZVq1ZOy6OiopzuLnsxPz8//Pz8Sli9iEgF0O4uCKwNX8TB/hUwsx8Mfguyz5hjp7n4xpcinq7U4SU0NJTQ0NDLtouJicFut7NmzRq6dOkCwOrVq7Hb7XTv3r3QbXx9fbn22mvZsWOH0/KdO3fSqFGj0pYqIlJxNbsR7l0Ic/4Eqb/DjN7mcovVHDvNhUOOiHg6l/V5yb+La3x8PAkJCSQkJBAfH8+AAQOcrjRq2bIl8+bNczyfOHEiX3zxBTNmzGD37t289dZbzJ8/nwcffNBVpYqIuEfddnDnJVdWGnnw3Xg4pVPgIkVx6X1e5syZQ3R0NLGxscTGxtK2bdsCl0Dv2LEDu/3C+d4hQ4bw7rvv8tJLLxEdHc0HH3zA3Llzue6661xZqlzkhhtuYMKECSVu/9FHH1GzZk3H8ylTptC+ffurqmH//v1YLBYSExOLbNO4cWOmTZt2Va9zpSwWS7FXwZX2ZyhVWG5hHXbz4MNbYPV7kHW63EsSqehKfdqoNEJCQvj000+LbVPYbWZGjRpVYFwcESk7mzdvZuzYsaxZs4aQkBDuv/9+nn766SI704sLhTQzTxUZl1w2ffoIfP84LPkndIiDrn+B4MZgPwQn9qhvjFRpLg0vIuI+586dw8fHp8DytLQ0brnlFnr37s3atWvZuXMnI0eOJCAggEcffdQNlVZxtvpmH5f5E8DIBYsX9HvRXLf6Pfhjl3lZ9ep3ILwNpGwGDPWNkSqtyo8qbRgGGdk5bplKc3PjG264gb/+9a9MmDCB4OBgwsPDef/990lPT+fee+8lKCiIZs2a8f333zttt2zZMrp06YKfnx9169blySefJCcnx7E+PT2dESNGEBgYSN26dXn11VcLvHZ2djaPP/449evXJyAggK5du7J06dJS/ZxnzZpFVFQU/v7+tGzZssBo1mvWrKFDhw74+/vTuXNnNm7cWKL9ZmRkMGrUKIKCgoiIiOD99993Wn/o0CHuuusugoODqVWrFoMHD2b//v2O9WvXruWWW24hNDQUm83G9ddfz4YNG5z2sWvXLnr16oW/vz+tWrXixx9/LNV7B/j000/p3LkzQUFB1KlTh+HDh5OamgqY/wabN2/OK6+84rTNli1bsFqt7NmzBwC73c5f/vIXwsLCqFGjBjfeeCO//fabo33+6bqZM2fStGlT/Pz8Cv03NmfOHM6ePctHH31EmzZtGDp0KJMnT+a1114r1b9JKUMdR8CEzXDPAvOxS7w5PbQG7v7a7Nxr5EHKJuD8Z2TkwXfjYM9S3exOqpwqf+Ql81wurZ5Z7JbX3vqPPlT3LflH8PHHH/P444+zZs0avvjiCx544AG+/fZbhgwZwuTJk3n99deJi4sjKSmJ6tWrc+jQIfr378/IkSP55JNP2L59O/Hx8fj7+zNlyhTA7CD9888/M2/ePOrUqcPkyZNZv369U5+Ve++9l/379/P5559Tr1495s2bR9++fdm8eTPXXHPNZeueMWMGzz77LG+99RYdOnRg48aNxMfHExAQwD333EN6ejoDBgzgxhtv5NNPP2Xfvn2MHz++RD+TV199leeee47Jkyfz9ddf88ADD9CrVy9atmxJRkYGvXv3pmfPnixfvhxvb2/++c9/0rdvXzZt2oSvry+nT5/mnnvuYfr06Y799e/fn127dhEUFEReXh5Dhw4lNDSUhIQE0tLSrqgvS3Z2Ns899xyRkZGkpqby8MMPM3LkSBYuXIjFYmHUqFHMmjWLxx57zLHNzJkz6dmzJ82aNcMwDG699VZCQkJYuHAhNpuN9957j5tuuomdO3cSEhICwO7du/nyyy+ZO3cuXl5ehdayatUqrr/+eqdbDPTp04dJkyaxf/9+mjRpUur3J2XAVr/gaSCrFa65xZw2fgr/eeiSjQyYPRiqBUPDbtAoBiK6mx2BvX11ikkqrSofXjxJu3bt+Nvf/gaYN+d74YUXCA0NJT4+HoBnnnmGd955h02bNtGtWzfefvttGjZsyFtvvYXFYqFly5YcPnyYJ554gmeeeYaMjAw+/PBDPvnkE2655RbADEgNGjRwvOaePXv497//zcGDB6lXrx4Ajz32GIsWLWLWrFk8//zzl637ueee49VXX2Xo0KEANGnShK1bt/Lee+9xzz33MGfOHHJzc5k5cybVq1endevWHDx4kAceeOCy++7fv7/jSrQnnniC119/naVLl9KyZUs+//xzrFYrH3zwgaMvx6xZs6hZsyZLly4lNjaWG2+80Wl/7733HsHBwSxbtowBAwbwv//9j23btrF//37Hz+X555+nX79+l63tYhf34WratCnTp0+nS5cunDlzhsDAQO69916eeeYZx60Fzp07x6effsrLL78MwM8//8zmzZtJTU11hI5XXnmFb7/9lq+//pq//OUvgBmSZs+eTe3atYusJSUlhcaNGzsty7/3UkpKisJLRdW0d+F9Y7yrQeZJ2Pm9OeUvq9kAju8638gCff4Puj1o3igvX0nDjUKQVDBVPrxU8/Fi6z/6uO21S6Nt27aOeS8vL2rVqkV0dLRjWf4XUP7piG3bthETE+PUCbNHjx6cOXOGgwcPcvLkSbKzs4mJiXGsDwkJcbqUfcOGDRiGQYsWLZxqycrKolatWpet+dixYyQnJzN69GhHyALIycnBZrM56mzXrh3Vq1d3rL+4puJc/DOxWCzUqVPH8f7Xr1/P7t27CQoKctrm7NmzjlMxqampPPPMMyxZsoSjR4+Sm5tLRkYGSUlJjtoiIiKcAl1Ja7vYxo0bmTJlComJiZw4ccJxN+mkpCRatWpF3bp1ufXWW5k5cyZdunRhwYIFnD17lj/96U+O93LmzJkCP/PMzEzHewFo1KhRscEl36Udc/NPF6nDbgVWWN+YgdOg3f+DI5sgaSUcWAVJqyDzxEXBBcCAxZNhyXNQszEEN4JzmbBvubkOC/R8BDr8GaqFgL/tQsjZ8AnMH2+GpivpZ6PgIy5Q5cOLxWIp1akbd7q086XFYnFalv/Fk//FWNhQDBd/SZWkf0NeXh5eXl6sX7++wGmIwMDAEm0P5qmjiwfpBBz7u5p+FoX9TPJfMy8vj06dOjFnzpwC2+V/wY8cOZJjx44xbdo0GjVqhJ+fHzExMWRnZxdZW2m/4NPT0x23C/j000+pXbs2SUlJ9OnTx/E6APfddx9xcXG8/vrrzJo1i7vuussR6PLy8qhbt26hfY0uvkw9ICDgsvXUqVOnwPhi+YGvqLtfSwXRcQQ0uwlO7IWQphfCQINO5tT9r2b/l98+K+QUE2ZgObbNnJwYsOJVcwIzGFUPAb8g87Uczc73szm+C2rUB79A8D0/+V3y6BsIm76ABRMuH3wUcKSUPONbW65Iq1atmDt3rlOIWblyJUFBQdSvX5/g4GB8fHxISEggIiICgJMnT7Jz506uv/56ADp06EBubi6pqan07Nmz1DWEh4dTv3599u7dy913311knbNnzyYzM5Nq1aoBkJCQcCVv2UnHjh354osvHB1cC7NixQrefvtt+vfvD0BycjLHjx93qi0pKYnDhw87TputWrWqVHVs376d48eP88ILLzgGDs0f/+ti/fv3JyAggHfeeYfvv/+e5cuXO72XlJQUvL29C5zyKa2YmBgmT55MdnY2vr6+APzwww/Uq1fvqvct5aCwvjEXs1qLOMVkhZELICcTdv8ECW8X3Nbbzxwo0siF9GPmVIABK6eXvm4jD777KyT+GwJqgW+QGXRO7oddP+I4AtTtAWhzB1SrCf41zaNAXqX4qlIQqhIUXiqxBx98kGnTpvHXv/6VsWPHsmPHDp599lkeeeQRrFYrgYGBjB49mokTJ1KrVi3Cw8N56qmnsFovXITWokUL7r77bkaMGMGrr75Khw4dOH78OEuWLCE6OtrxpV+cKVOmMG7cOGrUqEG/fv3Iyspi3bp1nDx5kkceeYThw4fz1FNPMXr0aP72t7+xf//+AlfeXIm7776bl19+mcGDB/OPf/yDBg0akJSUxDfffMPEiRNp0KABzZs3Z/bs2XTu3Jm0tDQmTpzoCFAAN998M5GRkY73n5aWxlNPPVWqOiIiIvD19eXNN99kzJgxbNmyheeee65AOy8vL0aOHMmkSZNo3ry50+mpm2++mZiYGG677TZefPFFIiMjOXz4MAsXLuS2226jc+fOJa5n+PDh/P3vf2fkyJFMnjyZXbt28fzzz/PMM8/otFFlUdQppsY9zPW1o2D1u87hxuIFf91oHnHJOGGeejq20xz5mouPQFqg9RBzWdYZczym/Mf8+ZzMomtLWllM4YYZqi4NVr6BZpCpVtMMM47588/z5w+vh9Xv4whCA9+ATvdc/uelwONxFF4qsfr167Nw4UImTpxIu3btCAkJcQSEfC+//DJnzpxh0KBBBAUF8eijjzrd8RjMTq7//Oc/efTRRzl06BC1atUiJiamRMEFzNMh1atX5+WXX+bxxx8nICCA6Ohox1U7gYGBzJ8/nzFjxtChQwdatWrFiy++yO23335V77969eosX76cJ554gqFDh3L69Gnq16/PTTfd5DgSM3PmTP7yl7/QoUMHIiIieP75552u+LFarcybN4/Ro0fTpUsXGjduzPTp0+nbt2+J66hduzYfffQRkydPZvr06XTs2JFXXnmFQYMGFWg7evRonn/++QI3abRYLCxcuJCnnnqKUaNGcezYMerUqUOvXr1KfarHZrPx448/8tBDD9G5c2eCg4N55JFHeOSRR0q1H6ngijrFBEWHm/w2+Ud36kTDufSC7S7X5yU3B/7YDW93wzn4WKHP8+aRlOwzcHQrbP6y4PYBteHcWcg+f3fh/GCUdrAUPwAD5o+DZS9AUF0ICDMHwwwIg8Aw8zUCw+DASvj5eXTvHM9iMSrZjR3S0tKw2WzY7fYCpwrOnj3Lvn37aNKkCf7+/m6qUKRov/76KzfccAMHDx6sUP1P9H+nkrIfKjzcXGm7S234pPjgYz8E09oUPAI0YbP5Ork5cNYOZ0+ZU+b5x7P2C/P5jycPwJHEktdWnDZ/gtqRULMh2BqYU4364FXwpo86alN2ivv+vpSOvIhUAFlZWSQnJ/P0009z5513VqjgIpXY5frPlLbdpYo7+pO/3+KOAHl5m/1jAi5/ZWOhQQgrDJsDGHAm1ezDcyYV0lPhzDE4dQDSDhXc15avCnkBi3kE5+JAk3YYNn+N4zTVoOlFH7VRyClTCi8iFcC///1vRo8eTfv27QsMXiri0S4XfC4XcErzOoUFoZbFnN4uNPBYzPvhZNnNkb3tB80pNwtOHzan5NWF7MwwOyRv+tI83VarOYReA7WugV0/lOyqKykxnTYSkcvS/x3xGKU9xXW5U1tgXn6ecfx8mDk/Ja+GbfOvsEgr3L8M6rZ1XlzFj87otJGIiFRNpT3FVZIjP1ar2bk3MMy8nw6AfShs/2/B01Q3PQ3px80BNY/vMk9NXXpXZPLgvZ4QGG4Otlmnjdl3Z8MnqONwySi8iIhI1XYlfXqKOk11aeA4sQ+md8D5qisAC5w5ak57fnJelX8zQKsPRPYzLwUXJwovIiIiV6IkR21CmpgdeS8NOW1uNy8VP7rZ7BOz4/tLNjTg2zGABcKioGFXiIiBiK5Qs5HzGFVQ5U45KbyIiIhcqZIctSkq5DS81pyu6QM7FxfsOFyzIZxKgtSt5rR+lrkqsI4ZYhp2Mx+PbIL/PlKlOgQrvIiIiLhacSGnuFNQZ1LNzsFJCebj4UQ4kwJb/2NOlzLy4LvxZliqxEdgFF5ERETcraijM4FhEDXQnMAcXPPQBkhOgKTVcOAXyE6/ZGd5sHAidL4XGvcEn8p3haD18k2kqrnhhhsct+4viY8++shpZOMpU6bQvn37q6ph//79WCwWEhMTi2zTuHFjpk2bdlWvc6UsFgvffvttketL+zMUEcFWH5r0LP6IiU81c4yqno/C3V/Cg6uBQsYk2/FfmHMHvNQEPhsG62aZN9UDs3/MvuXmo4fSkReRKubs2bOMGTOG9evXs23bNgYMGFBsEBORCqxmQ+cOwVihSzzkZpv9aE4fhp3fmxNAjQYXjRF1mbsCV2AKLyKV1Llz5/DxKTgWS25uLtWqVWPcuHHMnTvXDZWJSJkq6pSTYcDRLbBzEez8AQ6uvWRwS8O8JDusFTQo+cj0FYFOGxmGeb7QHVMpbm58ww038Ne//pUJEyYQHBxMeHg477//Punp6dx7770EBQXRrFkzvv/e+XK7ZcuW0aVLF/z8/Khbty5PPvkkOTk5jvXp6emMGDGCwMBA6taty6uvvlrgtbOzs3n88cepX78+AQEBdO3alaVLl5bqxzxr1iyioqLw9/enZcuWvP2285D3a9asoUOHDvj7+9O5c2c2btxYov1mZGQwatQogoKCiIiI4P3333daf+jQIe666y6Cg4OpVasWgwcPZv/+/Y71a9eu5ZZbbiE0NBSbzcb111/Phg0bnPaxa9cuevXqhb+/P61ateLHH38s1XsH+PTTT+ncuTNBQUHUqVOH4cOHk5qaCoBhGDRv3pxXXnnFaZstW7ZgtVrZs2cPAHa7nb/85S+EhYVRo0YNbrzxRn777TdH+/zTdTNnzqRp06b4+flR2A20AwICeOedd4iPj6dOnTqlfi8iUgEVdsrJYjGHKug1Ee77Ee4qbOgRAz64GT4aABtmm4NeQoU/taQjL+cy4Pl67nntyYfBN6DEzT/++GMef/xx1qxZwxdffMEDDzzAt99+y5AhQ5g8eTKvv/46cXFxJCUlUb16dQ4dOkT//v0ZOXIkn3zyCdu3byc+Ph5/f3+mTJkCwMSJE/n555+ZN28ederUYfLkyaxfv96pz8q9997L/v37+fzzz6lXrx7z5s2jb9++bN68mWuuueaydc+YMYNnn32Wt956iw4dOrBx40bi4+MJCAjgnnvuIT09nQEDBnDjjTfy6aefsm/fPsaPH1+in8mrr77Kc889x+TJk/n666954IEH6NWrFy1btiQjI4PevXvTs2dPli9fjre3N//85z/p27cvmzZtwtfXl9OnT3PPPfcwffp0x/769+/Prl27CAoKIi8vj6FDhxIaGkpCQgJpaWlX1JclOzub5557jsjISFJTU3n44YcZOXIkCxcuxGKxMGrUKGbNmsVjjz3m2GbmzJn07NmTZs2aYRgGt956KyEhISxcuBCbzcZ7773HTTfdxM6dOwkJCQFg9+7dfPnll8ydOxcvL69S1ykilVi9jual1AXu+GvA/hXmtPAx874yhxOp0Hf7NSoZu91uAIbdbi+wLjMz09i6dauRmZl5YWHWGcN4toZ7pqwzJX5f119/vXHdddc5nufk5BgBAQFGXFycY9mRI0cMwFi1apVhGIYxefJkIzIy0sjLy3O0+de//mUEBgYaubm5xunTpw1fX1/j888/d6z/448/jGrVqhnjx483DMMwdu/ebVgsFuPQoUNO9dx0003GpEmTDMMwjFmzZhk2m82x7tlnnzXatWvneN6wYUPjs88+c9r+ueeeM2JiYgzDMIz33nvPCAkJMdLT0x3r33nnHQMwNm7cWOTPpFGjRsaf//xnx/O8vDwjLCzMeOeddwzDMIwPP/ywwPvPysoyqlWrZixevLjQfebk5BhBQUHG/PnzDcMwjMWLFxteXl5GcnKyo833339vAMa8efOKrO366693/AwLs2bNGgMwTp8+bRiGYRw+fNjw8vIyVq9ebRiGYWRnZxu1a9c2PvroI8MwDOOnn34yatSoYZw9e9ZpP82aNTPee+89wzDMn7uPj4+Rmppa5Ote6p577jEGDx582XaF/t8REc+z/mPDmBJsfgdNCTafnzxgGMtfMYw3ry3i+6qmYZw66PLSivv+vpSOvPhUN4+AuOu1S6Ft2wuDeHl5eVGrVi2io6Mdy8LDwwEcpyO2bdtGTEwMlovuxNijRw/OnDnDwYMHOXnyJNnZ2cTExDjWh4SEEBkZ6Xi+YcMGDMOgRYsWTrVkZWVRq9blh6k/duwYycnJjB49mvj4eMfynJwcbDabo8527dpRvfqFn8fFNRXn4p+JxWKhTp06jve/fv16du/eTVBQkNM2Z8+edZyKSU1N5ZlnnmHJkiUcPXqU3NxcMjIySEpKctQWERFBgwYNSl3bxTZu3MiUKVNITEzkxIkT5OWZf/kkJSXRqlUr6taty6233srMmTPp0qULCxYs4OzZs/zpT39yvJczZ84U+JlnZmY63gtAo0aNqF27dqnrE5Eqoqj+MT0fhesegfUfmSNgO8mDr0bCDU9C095w+ojb7+ar8GKxlOrUjTtd2vnSYrE4LcsPKflfjIZhOAWX/GX5bY0S9LnJy8vDy8uL9evXFzgNERgYWKLtwTx11LVrV6d1+fsrSR1FKexnkv+aeXl5dOrUiTlz5hTYLv8LfuTIkRw7doxp06bRqFEj/Pz8iImJITs7u8jaLv2ZXk56ejqxsbHExsby6aefUrt2bZKSkujTp4/jdQDuu+8+4uLieP3115k1axZ33XWXI9Dl5eVRt27dQvsaXXyZekCAZ/xbFhE3KuqGeRYLXBNb+Kmlg2vg06EQUNsceNLNp5QUXiqxVq1aMXfuXKcQs3LlSoKCgqhfvz7BwcH4+PiQkJBAREQEACdPnmTnzp1cf/31AHTo0IHc3FxSU1Pp2bNnqWsIDw+nfv367N27l7vvvrvIOmfPnk1mZibVqlUDICEh4UrespOOHTvyxRdfODq4FmbFihW8/fbb9O/fH4Dk5GSOHz/uVFtSUhKHDx+mXj2zb9SqVatKVcf27ds5fvw4L7zwAg0bNgRg3bp1Bdr179/f0Zn2+++/Z/ny5U7vJSUlBW9vbxo3blyq1xcRKbHC7vbbe5IZWDZ+CunHLrQ18sx2bribr642qsQefPBBkpOT+etf/8r27dv5z3/+w7PPPssjjzyC1WolMDCQ0aNHM3HiRH766Se2bNnCyJEjsVov/LNo0aIFd999NyNGjOCbb75h3759rF27lhdffJGFCxeWqI4pU6YwdepU3njjDXbu3MnmzZuZNWsWr732GgDDhw/HarUyevRotm7dysKFCwtceXMl7r77bkJDQxk8eDArVqxg3759LFu2jPHjx3PwoHm5YPPmzZk9ezbbtm1j9erV3H333Y4ABXDzzTcTGRnJiBEj+O2331ixYgVPPfVUqeqIiIjA19eXN998k7179/Ldd9/x3HPPFWjn5eXFyJEjmTRpEs2bN3c6PXXzzTcTExPDbbfdxuLFi9m/fz8rV67kb3/7W6FB6HK2bt3qOIVlt9tJTEws9oaAIlKFdBwBEzbDPQvMx14Tod+LcMfMgm2NXPMUVDlTeKnE6tevz8KFC1mzZg3t2rVjzJgxjB49mr/97W+ONi+//DK9evVi0KBB3HzzzVx33XV06tTJaT+zZs1ixIgRPProo0RGRjJo0CBWr17tOIpwOffddx8ffPABH330EdHR0Vx//fV89NFHNGnSBDBPP82fP5+tW7fSoUMHnnrqKV588cWrfv/Vq1dn+fLlREREMHToUKKiohg1ahSZmZmOIzEzZ87k5MmTdOjQgbi4OMaNG0dYWJhjH1arlXnz5pGVlUWXLl247777+L//+79S1VG7dm0++ugjvvrqK1q1asULL7xQZDgbPXo02dnZjBo1ymm5xWJh4cKF9OrVi1GjRtGiRQuGDRvG/v37HX2dSqN///506NCB+fPns3TpUjp06ECHDh1KvR8RqaQKu/Q6vI15quhiFi+z70w5sxhX0+GgAkpLS8Nms2G32wucKjh79iz79u2jSZMm+PtXvrEexPP9+uuv3HDDDRw8ePCKQomr6P+OiACw4ZPCB5AsA8V9f19KfV5EKoCsrCySk5N5+umnufPOOytUcBERcSjqaqVyptNGIhXAv//9byIjI7Hb7bz00kvuLkdEpGglGUDSxRReRCqAkSNHkpuby/r166lf332/EEREPIHCi4iIiHiUKhleKlkfZRGX0/8ZEalIqlR4yb8ba0ZGhpsrEfEs+f9nLr2jsYiIO1Spq428vLyoWbOmY+yb6tWrl/pW7yJViWEYZGRkkJqaSs2aNTVStYhUCFUqvADUqVMHuDB4oYhcXs2aNR3/d0RE3M2l4eXkyZOMGzeO7777DoBBgwbx5ptvOg0kd6mijoS89NJLTJw48aprslgs1K1bl7CwMM6dO3fV+xOp7Hx8fHTERUQqFJeGl+HDh3Pw4EEWLVoEwF/+8hfi4uKYP39+kdscOXLE6fn333/P6NGjuf3228u0Ni8vL/1CFhER8UAuCy/btm1j0aJFJCQk0LVrVwBmzJhBTEwMO3bsIDIystDtLj00/Z///IfevXvTtGn5j50gIiIiFY/LrjZatWoVNpvNEVwAunXrhs1mY+XKlSXax9GjR/nvf//L6NGji2yTlZVFWlqa0yQiIiKVl8vCS0pKitPovPnCwsJISUkp0T4+/vhjgoKCGDp0aJFtpk6dis1mc0wlHelYREREPFOpTxtNmTKFv//978W2Wbt2LVB451vDMEp8efLMmTO5++67ix3FdtKkSTzyyCOO53a7nYiICB2BERER8SD539sluSlmqcPL2LFjGTZsWLFtGjduzKZNmzh69GiBdceOHSvRiLkrVqxgx44dfPHFF8W28/Pzw8/Pz/E8/83rCIyIiIjnOX36NDabrdg2pQ4voaGhhIaGXrZdTEwMdrudNWvW0KVLFwBWr16N3W6ne/ful93+ww8/pFOnTrRr165U9dWrV4/k5GSCgoIKPcJz7bXXOo4MFaW4Nley7tLlaWlpNGzYkOTkZGrUqFFsLeWhJD+T8tpfabbVZ1lQVf0si1uvz/Lq96fP8urosyzZZ2kYBp06daJevXqXrc1lVxtFRUXRt29f4uPjee+99wDzUukBAwY4XWnUsmVLpk6dypAhQxzL0tLS+Oqrr3j11VdL/bpWq5UGDRoUud7Ly+uy/5iLa3Ml64paXqNGjQrxH6skP5Py2l9pttVnWVBV/SyLW6/P8ur3p8/y6uizLPln5uvri9V6+e64Lh3baM6cOURHRxMbG0tsbCxt27Zl9uzZTm127NiB3W53Wvb5559jGAb/7//9vzKv6aGHHrqqNleyriSv6U5lXd/V7K802+qzLKiqfpbFrddnefX702d5dfRZXv3yS1kMDRdb7tLS0rDZbNjt9grxV4FcOX2WlYc+y8pDn2XlV6VGla4o/Pz8ePbZZ506Gotn0mdZeeizrDz0WVZ+OvIiIiIiHkVHXkRERMSjKLyIiIiIR1F4EREREY+i8CIiIiIeReFFREREPIrCiwfIyMigUaNGPPbYY+4uRa7C6dOnufbaa2nfvj3R0dHMmDHD3SXJFUpOTuaGG26gVatWtG3blq+++srdJclVGDJkCMHBwdxxxx3uLkVKSJdKe4CnnnqKXbt2ERERwSuvvOLucuQK5ebmkpWVRfXq1cnIyKBNmzasXbuWWrVqubs0KaUjR45w9OhR2rdvT2pqKh07dmTHjh0EBAS4uzS5Aj///DNnzpzh448/5uuvv3Z3OVICOvJSwe3atYvt27fTv39/d5ciV8nLy4vq1asDcPbsWXJzc0s09LtUPHXr1qV9+/YAhIWFERISwokTJ9xblFyx3r17ExQU5O4ypBQUXq7C8uXLGThwIPXq1cNisfDtt98WaPP222/TpEkT/P396dSpEytWrCjVazz22GNMnTq1jCqW4pTH53nq1CnatWtHgwYNePzxx0s0QruUXnl8lvnWrVtHXl4eDRs2vMqqpTDl+VmK51B4uQrp6em0a9eOt956q9D1X3zxBRMmTOCpp55i48aN9OzZk379+pGUlORo06lTJ9q0aVNgOnz4MP/5z39o0aIFLVq0KK+3VKW5+vMEqFmzJr/99hv79u3js88+4+jRo+Xy3qqa8vgsAf744w9GjBjB+++/7/L3VFWV12cpHsaQMgEY8+bNc1rWpUsXY8yYMU7LWrZsaTz55JMl2ueTTz5pNGjQwGjUqJFRq1Yto0aNGsbf//73sipZiuGKz/NSY8aMMb788ssrLVFKyFWf5dmzZ42ePXsan3zySVmUKSXgyv+XP//8s3H77bdfbYlSTnTkxUWys7NZv349sbGxTstjY2NZuXJlifYxdepUkpOT2b9/P6+88grx8fE888wzrihXLqMsPs+jR4+SlpYGmKPeLl++nMjIyDKvVYpXFp+lYRiMHDmSG2+8kbi4OFeUKSVQFp+leCZvdxdQWR0/fpzc3FzCw8OdloeHh5OSkuKmquRKlcXnefDgQUaPHo1hGBiGwdixY2nbtq0rypVilMVn+euvv/LFF1/Qtm1bRx+M2bNnEx0dXdblSjHK6vdsnz592LBhA+np6TRo0IB58+Zx7bXXlnW5UoYUXlzMYrE4PTcMo8Cykhg5cmQZVSRX42o+z06dOpGYmOiCquRKXM1ned1115GXl+eKsuQKXO3v2cWLF5d1SeJiOm3kIqGhoXh5eRVI/6mpqQX+SpCKT59n5aHPsvLQZ1l1Kby4iK+vL506deLHH390Wv7jjz/SvXt3N1UlV0qfZ+Whz7Ly0GdZdem00VU4c+YMu3fvdjzft28fiYmJhISEEBERwSOPPEJcXBydO3cmJiaG999/n6SkJMaMGePGqqUo+jwrD32WlYc+SymUG6908ng///yzARSY7rnnHkebf/3rX0ajRo0MX19fo2PHjsayZcvcV7AUS59n5aHPsvLQZymF0dhGIiIi4lHU50VEREQ8isKLiIiIeBSFFxEREfEoCi8iIiLiURReRERExKMovIiIiIhHUXgRERERj6LwIiIiIh5F4UVEREQ8isKLiIiIeBSFFxEREfEoCi8iIiLiUf4/hvzhw/0OT/0AAAAASUVORK5CYII=", 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" ] }, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], @@ -572,7 +556,7 @@ "plt.semilogx(tobs, hm[0], \"C0\", label=\"modelled head layer 0\")\n", "plt.semilogx(tobs, hm[1], \"C1\", label=\"modelled head layer 1\")\n", "\n", - "plt.legend(loc=\"best\")" + "plt.legend(loc=\"best\");" ] }, { @@ -584,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -593,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -615,39 +599,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "..................................................................................................................................................\n", - "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 143\n", - " # data points = 73\n", - " # variables = 3\n", - " chi-square = 0.17064806\n", - " reduced chi-square = 0.00243783\n", - " Akaike info crit = -436.278631\n", - " Bayesian info crit = -429.407253\n", - "[[Variables]]\n", - " kaq0: 60.2257029 +/- 1.32915917 (2.21%) (init = 100)\n", - " Saq0: 0.00144777 +/- 0.00829132 (572.70%) (init = 0.001)\n", - " res: 0.02699969 +/- 0.01388099 (51.41%) (init = 0.05)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(Saq0, res) = 1.000\n", - " C(kaq0, Saq0) = -0.530\n", - " C(kaq0, res) = -0.506\n" + "....................................................................................................................................................................................................................................................................................................................................................................................................................\n", + "Fit succeeded.\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0\", initial=100)\n", - "cal.set_parameter(name=\"Saq0\", initial=1e-3)\n", + "cal.set_parameter(name=\"kaq0\", layers=0, initial=100)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=1e-3)\n", "cal.set_parameter_by_reference(name=\"res\", parameter=w.res[:], initial=0.05)\n", "cal.seriesinwell(name=\"obs1\", element=w, t=tobs2, h=hobs2)\n", "cal.fit()" @@ -655,36 +622,24 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], "source": [ "hm = w.headinside(tobs2)\n", "plt.semilogx(tobs2, hobs2, \".k\")\n", - "plt.semilogx(tobs2, hm[0], \"r\")" + "plt.semilogx(tobs2, hm[0], \"r\");" ] }, { @@ -697,7 +652,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -711,7 +666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.10" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/docs/03examples/ttim_pumptest_neuman.ipynb b/docs/03examples/ttim_pumptest_neuman.ipynb index befc527..a9ae913 100755 --- a/docs/03examples/ttim_pumptest_neuman.ipynb +++ b/docs/03examples/ttim_pumptest_neuman.ipynb @@ -127,35 +127,18 @@ "name": "stdout", "output_type": "stream", "text": [ - ".....................................................\n", - "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 50\n", - " # data points = 72\n", - " # variables = 4\n", - " chi-square = 0.00626394\n", - " reduced chi-square = 9.2117e-05\n", - " Akaike info crit = -665.172047\n", - " Bayesian info crit = -656.065383\n", - "[[Variables]]\n", - " kaq0_11: 177.536099 +/- 0.98674913 (0.56%) (init = 100)\n", - " Saq0: 0.15650530 +/- 0.00308178 (1.97%) (init = 0.1)\n", - " Saq1_11: 5.1337e-04 +/- 4.9031e-06 (0.96%) (init = 0.0001)\n", - " kzoverkh: 0.18638037 +/- 0.00571886 (3.07%) (init = 0.2)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0_11, Saq0) = -0.945\n", - " C(Saq0, kzoverkh) = -0.294\n", - " C(kaq0_11, kzoverkh) = 0.241\n", - " C(kaq0_11, Saq1_11) = -0.183\n" + ".................................................................\n", + "Fit succeeded.\n" ] } ], "source": [ "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0_11\", initial=100, pmin=10, pmax=400)\n", - "cal.set_parameter(name=\"Saq0\", initial=0.1, pmin=0.01, pmax=1)\n", - "cal.set_parameter(name=\"Saq1_11\", initial=1e-4, pmin=1e-5, pmax=1e-3)\n", + "cal.set_parameter(name=\"kaq0_11\", layers=np.arange(12), initial=100, pmin=10, pmax=400)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=0.1, pmin=0.01, pmax=1)\n", + "cal.set_parameter(\n", + " name=\"Saq1_11\", layers=np.arange(1, 12), initial=1e-4, pmin=1e-5, pmax=1e-3\n", + ")\n", "cal.set_parameter_by_reference(\n", " name=\"kzoverkh\", parameter=ml.aq.kzoverkh[:], initial=0.2, pmin=0.01, pmax=1\n", ")\n", @@ -180,14 +163,22 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "Text(0.5, 0.98, 'TTim Aquifer Test Analysis in Unconfined Aquifer')" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -264,20 +255,20 @@ " \n", " \n", " TTim\n", - " 22950\n", - " 0.156505\n", - " 0.00616514\n", - " 0.18638\n", + " 22920.150704\n", + " 0.15726\n", + " 0.005939\n", + " 0.186627\n", " \n", " \n", "\n", "" ], "text/plain": [ - " $T$ [ft$^2$/day] $S_y$ $S$ $k_h/k_r$\n", - "Lohman (1972) 22000 0.2 0 0.3\n", - "AQTESOLV 22980 0.15 0.008166 0.25\n", - "TTim 22950 0.156505 0.00616514 0.18638" + " $T$ [ft$^2$/day] $S_y$ $S$ $k_h/k_r$\n", + "Lohman (1972) 22000 0.2 0 0.3\n", + "AQTESOLV 22980 0.15 0.008166 0.25\n", + "TTim 22920.150704 0.15726 0.005939 0.186627" ] }, "execution_count": 9, @@ -314,29 +305,8 @@ "text": [ "self.neq 0\n", "No unknowns. Solution complete\n", - "........................................................................................\n", - "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 85\n", - " # data points = 72\n", - " # variables = 4\n", - " chi-square = 0.00629315\n", - " reduced chi-square = 9.2546e-05\n", - " Akaike info crit = -664.837128\n", - " Bayesian info crit = -655.730464\n", - "[[Variables]]\n", - " kaq0_11: 178.350978 +/- 0.96349626 (0.54%) (init = 100)\n", - " Saq0: 0.15341535 +/- 0.00292515 (1.91%) (init = 0.1)\n", - " Saq1_11: 5.4757e-04 +/- 1.3990e-05 (2.55%) (init = 0.0001)\n", - " kzoverkh: 0.20338405 +/- 0.00607389 (2.99%) (init = 0.2)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0_11, Saq0) = -0.940\n", - " C(kaq0_11, Saq1_11) = -0.245\n", - " C(Saq0, kzoverkh) = -0.236\n", - " C(Saq1_11, kzoverkh) = -0.201\n", - " C(kaq0_11, kzoverkh) = 0.200\n", - " C(Saq0, Saq1_11) = 0.122\n" + "..............................................................\n", + "Fit succeeded.\n" ] } ], @@ -348,9 +318,11 @@ "w = ttim.DischargeWell(ml, xw=xw, yw=yw, rw=0.3, tsandQ=[(0, Qp)], layers=range(nlay))\n", "ml.solve()\n", "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0_11\", initial=100, pmin=10, pmax=400)\n", - "cal.set_parameter(name=\"Saq0\", initial=0.1, pmin=0.01, pmax=1)\n", - "cal.set_parameter(name=\"Saq1_11\", initial=1e-4, pmin=1e-5, pmax=1e-3)\n", + "cal.set_parameter(name=\"kaq0_11\", layers=np.arange(12), initial=100, pmin=10, pmax=400)\n", + "cal.set_parameter(name=\"Saq0\", layers=0, initial=0.1, pmin=0.01, pmax=1)\n", + "cal.set_parameter(\n", + " name=\"Saq1_11\", layers=np.arange(1, 12), initial=1e-4, pmin=1e-5, pmax=1e-3\n", + ")\n", "cal.set_parameter_by_reference(\n", " name=\"kzoverkh\", parameter=ml.aq.kzoverkh[:], initial=0.2, pmin=0.01, pmax=1\n", ")\n", @@ -407,28 +379,28 @@ " \n", " \n", " TTim\n", - " 22950\n", - " 0.156505\n", - " 0.00616514\n", - " 0.18638\n", + " 22920.150704\n", + " 0.15726\n", + " 0.005939\n", + " 0.186627\n", " \n", " \n", " TTim uniform discharge well\n", - " 23055.3\n", - " 0.153415\n", - " 0.00657588\n", - " 0.203384\n", + " 23009.997954\n", + " 0.153123\n", + " 0.007875\n", + " 0.197499\n", " \n", " \n", "\n", "" ], "text/plain": [ - " $T$ [ft$^2$/day] $S_y$ $S$ $k_h/k_r$\n", - "Lohman (1972) 22000 0.2 0 0.3\n", - "AQTESOLV 22980 0.15 0.008166 0.25\n", - "TTim 22950 0.156505 0.00616514 0.18638\n", - "TTim uniform discharge well 23055.3 0.153415 0.00657588 0.203384" + " $T$ [ft$^2$/day] $S_y$ $S$ $k_h/k_r$\n", + "Lohman (1972) 22000 0.2 0 0.3\n", + "AQTESOLV 22980 0.15 0.008166 0.25\n", + "TTim 22920.150704 0.15726 0.005939 0.186627\n", + "TTim uniform discharge well 23009.997954 0.153123 0.007875 0.197499" ] }, "execution_count": 11, @@ -446,7 +418,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -460,7 +432,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/docs/03examples/ttim_slugtest.ipynb b/docs/03examples/ttim_slugtest.ipynb index 8354868..6e055e5 100755 --- a/docs/03examples/ttim_slugtest.ipynb +++ b/docs/03examples/ttim_slugtest.ipynb @@ -114,23 +114,9 @@ "c: [1.000e+100 8.385e-002 8.895e-002 1.555e-001]\n", ".............................\n", "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 26\n", - " # data points = 61\n", - " # variables = 2\n", - " chi-square = 4.9814e-04\n", - " reduced chi-square = 8.4430e-06\n", - " Akaike info crit = -710.645966\n", - " Bayesian info crit = -706.424219\n", - "[[Variables]]\n", - " kaq0_3: 6.03116199 +/- 0.02473245 (0.41%) (init = 10)\n", - " Saq0_3: 2.1695e-04 +/- 1.0782e-05 (4.97%) (init = 0.001)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0_3, Saq0_3) = -0.652\n", - "k: [6.03116199 6.03116199 6.03116199 6.03116199]\n", - "T: [ 3.015581 98.12700562 9.16736623 178.40177173]\n", - "c: [1.00000000e+100 1.39027935e+000 1.47484017e+000 2.57827596e+000]\n" + "k: [6.03229178 6.03229178 6.03229178 6.03229178]\n", + "T: [ 3.01614589 98.14538731 9.16908351 178.43519095]\n", + "c: [1.00000000e+100 1.39001897e+000 1.47456395e+000 2.57779308e+000]\n" ] } ], @@ -151,8 +137,8 @@ "print(\"T: \", ml.aq.T)\n", "print(\"c: \", ml.aq.c)\n", "cal = ttim.Calibrate(ml)\n", - "cal.set_parameter(name=\"kaq0_3\", initial=10)\n", - "cal.set_parameter(name=\"Saq0_3\", initial=1e-3)\n", + "cal.set_parameter(name=\"kaq0_3\", layers=[0, 1, 2, 3], initial=10)\n", + "cal.set_parameter(name=\"Saq0_3\", layers=[0, 1, 2, 3], initial=1e-3)\n", "cal.series(name=\"obs1\", x=0, y=0, layer=2, t=td, h=dd)\n", "cal.fit()\n", "print(\"k:\", ml.aq.kaq)\n", @@ -167,14 +153,22 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "Text(0.5, 1.0, 'TTim Slug Test Analysis')" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -222,12 +216,12 @@ " \n", " \n", " \n", - " TTim\n", - " 6.03116\n", - " 0.000216951\n", + " TTim\n", + " 6.032292\n", + " 0.000215\n", " \n", " \n", - " AQTESOLV\n", + " AQTESOLV\n", " 4.034\n", " 0.000384\n", " \n", @@ -236,9 +230,9 @@ "" ], "text/plain": [ - " Kr [m/day] Ss [1/m]\n", - "TTim 6.03116 0.000216951\n", - "AQTESOLV 4.034 0.000384" + " Kr [m/day] Ss [1/m]\n", + "TTim 6.032292 0.000215\n", + "AQTESOLV 4.034 0.000384" ] }, "execution_count": 7, @@ -295,25 +289,27 @@ "name": "stdout", "output_type": "stream", "text": [ - ".......................................................................................Optimization terminated successfully.\n", + ".................................................................................Optimization terminated successfully.\n", " Current function value: 0.000497\n", - " Iterations: 40\n", - " Function evaluations: 87\n", - "optimal parameters: [6.03379199e+00 2.15056769e-04]\n", - ".sse: 0.0004971940749116752\n" + " Iterations: 37\n", + " Function evaluations: 81\n", + "\n", + "optimal parameters: [6.03128650e+00 2.15937258e-04]\n", + ".sse: 0.0004967167817160679\n" ] } ], "source": [ "popt = fmin(sse, [3, 1e-4])\n", - "print(\"optimal parameters:\", popt)\n", + "\n", + "print(\"\\noptimal parameters:\", popt)\n", "print(\"sse:\", sse(popt))" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "artesia", "language": "python", "name": "python3" }, @@ -327,7 +323,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.10" } }, "nbformat": 4, From 62808157d163ca08cfe50ca9f2ffc6dd34d6162a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 10 Dec 2024 17:04:54 +0100 Subject: [PATCH 61/95] fix for pname in background aquifer --- ttim/fit.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ttim/fit.py b/ttim/fit.py index c6354ae..0180e85 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -121,7 +121,10 @@ def set_parameter( for iaq in aq: setattr(iaq, param, p) - pname = f"{name}_{'_'.join([iaq.name for iaq in aq])}" + if inhoms is None: + pname = name + else: + pname = f"{name}_{'_'.join([iaq.name for iaq in aq])}" self.parameters.loc[pname] = { "layers": layers, "optimal": initial, From 00bfa45e7c6ba93e0886981a3fd408b041a5f74a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 11 Dec 2024 17:11:41 +0100 Subject: [PATCH 62/95] add inactive inhoms bounds check some tiny notebook improvements --- docs/03examples/1d_elements.ipynb | 3 +- docs/03examples/1d_inhom_elements.ipynb | 217 +----------------------- ttim/model.py | 8 + 3 files changed, 15 insertions(+), 213 deletions(-) diff --git a/docs/03examples/1d_elements.ipynb b/docs/03examples/1d_elements.ipynb index 7a22cc2..12d8436 100644 --- a/docs/03examples/1d_elements.ipynb +++ b/docs/03examples/1d_elements.ipynb @@ -363,7 +363,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -383,6 +383,7 @@ " ha = h_edelman(x, t[i], k * H, S, delh, t0)\n", " plt.plot(x, ha, \"k:\")\n", "\n", + "plt.plot([], [], c=\"k\", ls=\"dotted\", label=\"Edelman\")\n", "plt.legend()\n", "plt.xlabel(\"x [m]\")\n", "plt.ylabel(\"head [m]\")\n", diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index 9d7db87..cfee4dd 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -292,7 +292,8 @@ "hright = mlconf2.head(100 + dx, 0, t)\n", "disxleft, _ = mlconf2.disvec(100 - dx, 0, t)\n", "disxright, _ = mlconf2.disvec(100 + dx, 0, t)\n", - "disxnum = inhom_right.Haq[:, np.newaxis] * (hleft - hright) / res\n", + "disxnum = inhom_left.Haq[:, np.newaxis] * (hleft - hright) / res\n", + "\n", "plt.figure(figsize=(10, 5))\n", "for i in range(2):\n", " plt.subplot(2, 1, i + 1)\n", @@ -453,7 +454,7 @@ } ], "source": [ - "mlconf = ttim.ModelXsection(naq=1, tmin=1, tmax=1e2)\n", + "mlconf = ttim.ModelXsection(naq=1, tmin=1, tmax=1e3)\n", "\n", "left = ttim.XsectionMaq(\n", " mlconf,\n", @@ -556,217 +557,9 @@ "execution_count": 15, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n", - "Warning, some of the times are larger than tmax after\n", - "a change in boundary condition. nans are substituted\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] diff --git a/ttim/model.py b/ttim/model.py index 8ad5ad3..4d9265e 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -922,6 +922,14 @@ def check_inhoms(self): raise ValueError( f"Number of aquifers does not match {self.aq.naq}:\n{naqs}" ) + # # shared boundary check + # # NOTE: does not deal with nested inhoms + # xcoords = np.concatenate( + # [(inhom.x1, inhom.x2) for inhom in self.aq.inhomdict.values()] + # ) + # xcoords.sort() + # if not np.all(np.diff(xcoords[1:-1])[::2] < 1e-10): + # raise ValueError("Not all inhomogeneities have shared boundaries.") def initialize(self): self.check_inhoms() From 3708554cbe5a7ecd690126334ca3dce17674112a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 13 Dec 2024 10:07:35 +0100 Subject: [PATCH 63/95] add show_versions function --- ttim/version.py | 33 ++++++++++++++++++++++++++++++++- 1 file changed, 32 insertions(+), 1 deletion(-) diff --git a/ttim/version.py b/ttim/version.py index f6104e0..d03bb6e 100644 --- a/ttim/version.py +++ b/ttim/version.py @@ -1 +1,32 @@ -__version__ = "0.6.7" +from importlib import import_module, metadata +from platform import python_version + +__version__ = "0.7.0.dev0" + + +def show_versions(optional=True) -> None: + """Print the version of dependencies. + + Parameters + ---------- + optional : bool, optional + Print the version of optional dependencies, by default False + """ + msg = ( + f"TTim version : {__version__}\n\n" + f"Python version : {python_version()}\n" + f"Numpy version : {metadata.version('numpy')}\n" + f"Numba version : {metadata.version('numba')}\n" + f"Scipy version : {metadata.version('scipy')}\n" + f"Pandas version : {metadata.version('pandas')}\n" + f"Matplotlib version : {metadata.version('matplotlib')}" + ) + if optional: + msg += "\nLmFit version : " + try: + import_module("lmfit") + msg += f"{metadata.version('lmfit')}" + except ImportError: + msg += "Not Installed" + + print(msg) From fcd788ee4b8cb1e00cfc50da631e1681571244c6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 13 Dec 2024 10:07:43 +0100 Subject: [PATCH 64/95] add show_versions function --- ttim/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/__init__.py b/ttim/__init__.py index 4558ea3..7312e9e 100644 --- a/ttim/__init__.py +++ b/ttim/__init__.py @@ -33,5 +33,5 @@ # Import all classes and functions from ttim.model import Model3D, ModelMaq, ModelXsection from ttim.trace import timtrace, timtraceline -from ttim.version import __version__ +from ttim.version import __version__, show_versions from ttim.well import DischargeWell, HeadWell, Well, WellTest From a265ee11c3c0cf7e0e4e676d4ac71c6554110401 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Fri, 13 Dec 2024 16:01:08 +0100 Subject: [PATCH 65/95] allow passing kwargs to lmfit.minimize --- ttim/fit.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/ttim/fit.py b/ttim/fit.py index 0180e85..c757a68 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -78,7 +78,8 @@ def set_parameter( else: raise DeprecationWarning( "Setting layers in the parameter name is no longer supported. " - f"Set layers keyword argument for parameter '{name}'." + f"Set the layers= keyword argument for parameter '{name}'. " + "The parameter name can remain the same." ) # get aquifer information and create list if necessary @@ -294,7 +295,7 @@ def fit_least_squares(self, report=True, diff_step=1e-4, xtol=1e-8, method="lm") print(self.covmat) print(self.cormat) - def fit_lmfit(self, report=False, printdot=True): + def fit_lmfit(self, report=False, printdot=True, **kwargs): import lmfit self.lmfitparams = lmfit.Parameters() @@ -308,6 +309,7 @@ def fit_lmfit(self, report=False, printdot=True): method="leastsq", kws={"printdot": printdot}, **fit_kws, + **kwargs, ) print("", flush=True) print(self.fitresult.message) @@ -327,10 +329,10 @@ def fit_lmfit(self, report=False, printdot=True): if report: print(lmfit.fit_report(self.fitresult)) - def fit(self, report=False, printdot=True): + def fit(self, report=False, printdot=True, **kwargs): # current default fitting routine is lmfit # return self.fit_least_squares(report) # does not support bounds by default - return self.fit_lmfit(report, printdot) + return self.fit_lmfit(report, printdot, **kwargs) def rmse(self, weighted=True, layers=None): """Calculate root-mean-squared-error. From 0e6bde469583cb06f2a613af9397e3109fcec0c7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:36:43 +0100 Subject: [PATCH 66/95] add aquifer parameter summary table --- ttim/aquifer.py | 25 ++++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/ttim/aquifer.py b/ttim/aquifer.py index d6ca358..0cd71f1 100644 --- a/ttim/aquifer.py +++ b/ttim/aquifer.py @@ -1,4 +1,5 @@ import numpy as np +import pandas as pd class AquiferData: @@ -41,7 +42,7 @@ def __init__( self.ltype = np.atleast_1d(ltype) self.zaqtop = self.z[:-1][self.ltype == "a"] self.zaqbot = self.z[1:][self.ltype == "a"] - self.layernumber = np.zeros(self.nlayers, dtype="int") + self.layernumber = np.zeros(self.nlayers, dtype=int) self.layernumber[self.ltype == "a"] = np.arange(self.naq) self.layernumber[self.ltype == "l"] = np.arange(self.nlayers - self.naq) if self.ltype[0] == "a": @@ -211,6 +212,28 @@ def findlayer(self, z): ltype = self.ltype[modellayer] return layernumber, ltype, modellayer + def summary(self): + summary = pd.DataFrame( + index=range(self.nlayers), + columns=["layer", "layer_type", "k_h", "c", "S_s"], + ) + summary.index.name = "#" + layertype = {"a": "aquifer", "l": "leaky layer"} + summary["layer_type"] = [layertype[lt] for lt in self.ltype] + if self.topboundary.startswith("con"): + summary.iloc[::2, 2] = self.kaq + summary.iloc[::2, 4] = self.Saq + summary.iloc[1::2, 3] = self.c + summary.iloc[1::2, 4] = self.Sll + + else: + summary.iloc[1::2, 2] = self.kaq + summary.iloc[1::2, 4] = self.Saq + summary.iloc[::2, 4] = self.Sll + summary.iloc[::2, 3] = self.c + summary.loc[:, "layer"] = self.layernumber + return summary # .set_index("layer") + class Aquifer(AquiferData): def __init__( From cc078114b6a1271c55a3eff661c047951ac52767 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:37:13 +0100 Subject: [PATCH 67/95] allow old method of setting calibration parameters with deprecation warning improve docstring --- ttim/fit.py | 48 +++++++++++++++++++++++++++++++++--------------- 1 file changed, 33 insertions(+), 15 deletions(-) diff --git a/ttim/fit.py b/ttim/fit.py index c757a68..f49712b 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -1,3 +1,4 @@ +import re import warnings from typing import Iterable @@ -43,23 +44,25 @@ def set_parameter( Parameters ---------- name : str - parameter name, can include layer information. - name can be 'kaq', 'Saq' or 'c'. A number after the parameter - name denotes the layer number, i.e. 'kaq0' refers to the hydraulic - conductivity of layer 0. - name also supports layer ranges, entered by adding a '_' and a - layer number, i.e. 'kaq0_3' denotes conductivity for layers 0 up to - and including 3. + name can be 'kaq', 'Saq', 'c', 'Sll' or 'kzoverkh'. + layers : int or list of ints + layer number(s) for which the parameter is set. If an integer is passed, + parameter is associated with a single layer. If a list of layers is passed, + layers must be consecutive and parameter is set for each layer from + min(layers) up to and including max(layers). initial : float, optional initial value for the parameter (the default is 0) pmin : float, optional lower bound for parameter value (the default is -np.inf) pmax : float, optional upper bound for paramater value (the default is np.inf) + inhoms : str, list of str or list of inhomogeneities, optional + inhomogeneity(ies) for which the parameter is set. If a string is passed, + parameter is associated with a single inhomogeneity. If a list of strings or + inhoms is passed, parameter is set for each inhomogeneity in the list. This + allows linking of parameters across inhomogeneities. """ assert isinstance(name, str), "Error: name must be string" - # find numbers in name str for support layer ranges - # layers_from_name = re.findall(r"\d+", name) if isinstance(layers, Iterable): from_lay = min(layers) @@ -76,11 +79,26 @@ def set_parameter( from_lay = layers to_lay = layers + 1 else: - raise DeprecationWarning( - "Setting layers in the parameter name is no longer supported. " - f"Set the layers= keyword argument for parameter '{name}'. " - "The parameter name can remain the same." + warnings.warn( + "Setting layers in the parameter name is deprecated. " + f"Set the layers= keyword argument for parameter '{name}' to silence " + "this warning. The parameter name can still include layer info, but " + "this will be ignored in a future version of TTim.", + DeprecationWarning, + stacklevel=1, ) + # find numbers in name str for support layer ranges + layers_from_name = re.findall(r"\d+", name) + if len(layers_from_name) == 0: + raise ValueError( + "No layer information found in parameter name. " + "Please specify layers explicitly." + ) + elif len(layers_from_name) == 1: + from_lay = int(layers_from_name[0]) + to_lay = from_lay + 1 + elif len(layers_from_name) == 2: + from_lay, to_lay = layers_from_name # get aquifer information and create list if necessary if inhoms is None: @@ -302,13 +320,13 @@ def fit_lmfit(self, report=False, printdot=True, **kwargs): for name in self.parameters.index: p = self.parameters.loc[name] self.lmfitparams.add(name, value=p["initial"], min=p["pmin"], max=p["pmax"]) - fit_kws = {"epsfcn": 1e-4} + # fit_kws = {"epsfcn": 1e-4} self.fitresult = lmfit.minimize( self.residuals_lmfit, self.lmfitparams, method="leastsq", kws={"printdot": printdot}, - **fit_kws, + # **fit_kws, **kwargs, ) print("", flush=True) From fa37d249fedb9fdfd88a20fbff9c5fc12a87220a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:37:32 +0100 Subject: [PATCH 68/95] docstrings --- ttim/inhom1d.py | 175 +++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 167 insertions(+), 8 deletions(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index 4744785..5124b93 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -8,6 +8,55 @@ class Xsection(AquiferData): + """Base class for a cross-section inhomogeneity. + + Parameters + ---------- + model : Model + Model to add the cross-section to, usually an instance of ModelXsection. + x1 : float + x-coordinate of the left boundary of the cross-section. + x2 : float + x-coordinate of the right boundary of the cross-section. + kaq : array + Hydraulic conductivities of the aquifers. + z : array + Elevations of the tops and bottoms of the layers. + Haq : array + Thicknesses of the aquifers. + Hll : array + Thicknesses of the leaky layers. + c : array + Resistance of the leaky layers. + Saq : array + Specific storage of the aquifers. + Sll : array + Specific storage of the leaky layers. + poraq : array + Porosities of the aquifers. + porll : array + Porosities of the leaky layers. + ltype : array + Type of each layer. 'a' for aquifer, 'l' for leaky layer. + topboundary : str + Type of top boundary. Can be 'conf' for confined, 'semi' for semi-confined + or "leaky" for a leaky top boundary. + phreatictop : bool + If true, interpret the first specific storage coefficient as specific + yield., i.e. it is not multiplied by aquifer thickness. + tsandhstar : list of tuples + list containing time and water level pairs for the hstar boundary condition. + tsandN : list of tuples + list containing time and infiltration pairs for the infiltration boundary + condition. + kzoverkh: float, optional, + anisotropy factor for vertical resistance, kzoverkh = kz / kh. Default is 1. + model3d : bool, optional + Boolean indicating whether model is Model3D-type. + name : str + Name of the cross-section inhomogeneity. + """ + tiny = 1e-12 def __init__( @@ -76,6 +125,18 @@ def __repr__(self): ) def is_inside(self, x, _): + """Check if a point is inside the cross-section. + + Parameters + ---------- + x : float + x-coordinate of the point. + + Returns + ------- + bool + True if the point is inside the cross-section, False otherwise. + """ return (x >= self.x1) and (x < self.x2) def initialize(self): @@ -83,6 +144,7 @@ def initialize(self): self.create_elements() def create_elements(self): + """Create linesinks to meet the continuity conditions the at the boundaries.""" # HeadDiff on right side, FluxDiff on left side if self.x1 == -np.inf: xin = self.x2 - self.tiny @@ -132,6 +194,17 @@ def create_elements(self): HstarXsection(self.model, self.x1, self.x2, tsandhstar=self.tsandhstar) def plot(self, ax=None, labels=False, params=False, **kwargs): + """Plot the cross-section. + + Parameters + ---------- + ax : plt.Axes, optional + Axis to plot the cross-section on. If None, a new axis will be created. + labels : bool, optional + If True, add layer-name labels. + params : bool, optional + If True, add parameter labels. + """ if ax is None: _, ax = plt.subplots(1, 1, figsize=(8, 4)) @@ -222,18 +295,57 @@ def plot(self, ax=None, labels=False, params=False, **kwargs): class XsectionMaq(Xsection): + """Cross-section inhomogeneity consisting of stacked aquifer layers. + + Parameters + ---------- + model : Model + Model to add the cross-section to, usually an instance of ModelXsection. + x1 : float + x-coordinate of the left boundary of the cross-section. + x2 : float + x-coordinate of the right boundary of the cross-section. + kaq : array + Hydraulic conductivities of the aquifers. + z : array + Elevations of the tops and bottoms of the layers. + c : array + Resistance of the leaky layers. + Saq : array + Specific storage of the aquifers. + Sll : array + Specific storage of the leaky layers. + poraq : array + Porosities of the aquifers. + porll : array + Porosities of the leaky layers. + topboundary : str + Type of top boundary. Can be 'conf' for confined, 'semi' for semi-confined + or "leaky" for a leaky top boundary. + phreatictop : bool + If true, interpret the first specific storage coefficient as specific + yield., i.e. it is not multiplied by aquifer thickness. + tsandhstar : list of tuples + list containing time and water level pairs for the hstar boundary condition. + tsandN : list of tuples + list containing time and infiltration pairs for the infiltration boundary + condition. + name : str + Name of the cross-section. + """ + def __init__( self, model, x1, x2, - kaq=[1], - z=[1, 0], - c=[], - Saq=[0.001], - Sll=[0], - poraq=[0.3], - porll=[0.3], + kaq=1, + z=(1, 0), + c=(), + Saq=0.001, + Sll=0, + poraq=0.3, + porll=0.3, topboundary="conf", phreatictop=False, tsandhstar=None, @@ -266,13 +378,60 @@ def __init__( class Xsection3D(Xsection): + """Cross-section inhomogeneity consisting of stacked aquifer layers. + + Vertical resistance is computed from vertical hydraulic conductivity and the + anisotropy factor. + + Parameters + ---------- + model : Model + Model to add the cross-section to, usually an instance of ModelXsection. + x1 : scalar + x-coordinate of the left boundary of the cross-section. + x2 : scalar + x-coordinate of the right boundary of the cross-section. + kaq : array + Hydraulic conductivities of the aquifers. + z : array + Elevations of the tops and bottoms of the layers. + Saq : array + Specific storage of the aquifers. + kzoverkh : scalar + Ratio of vertical hydraulic conductivity to horizontal hydraulic + conductivity. + poraq : array + Porosities of the aquifers. + topboundary : str + Type of top boundary. Can be 'conf' for confined, 'semi' for semi-confined + or "leaky" for a leaky top boundary. + phreatictop : bool + If true, interpret the first specific storage coefficient as specific + yield., i.e. it is not multiplied by aquifer thickness. + topres : scalar + Resistance of the top boundary. Only used if topboundary is 'leaky'. + topthick : scalar + Thickness of the top boundary. Only used if topboundary is 'leaky'. + topSll : scalar + Specific storage of the top boundary. Only used if topboundary is 'leaky'. + toppor : scalar + Porosity of the top boundary. Only used if topboundary is 'leaky'. + tsandhstar : list of tuples + list containing time and water level pairs for the hstar boundary condition. + tsandN : list of tuples + list containing time and infiltration pairs for the infiltration boundary + condition. + name : str + Name of the cross-section. + """ + def __init__( self, model, x1, x2, kaq=1, - z=[4, 3, 2, 1], + z=(4, 3, 2, 1), Saq=0.001, kzoverkh=0.1, poraq=0.3, From b21c04ffb8d90af36f565799fadc41abf693fad1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:37:45 +0100 Subject: [PATCH 69/95] docstrinsg --- ttim/linedoublet1d.py | 21 ++++++++++++++++++++- 1 file changed, 20 insertions(+), 1 deletion(-) diff --git a/ttim/linedoublet1d.py b/ttim/linedoublet1d.py index a7c492f..e6bd318 100644 --- a/ttim/linedoublet1d.py +++ b/ttim/linedoublet1d.py @@ -9,6 +9,25 @@ class LineDoublet1DBase(Element): """LineDoublet1D Base Class. All LineDoublet1D elements are derived from this class + + Parameters + ---------- + model : Model object + Model to which the element is added + xld : float + x-coordinate of the line doublet + tsandbc : list of tuples + list of tuples of the form (time, bc) for boundary conditions + res : float + resistance of the line doublet + layers : int, array or list + layer (int) or layers (list or array) in which line doublet is located + type : string + type of element, "g" for given, "v" for variable and "z" for zero. + name : string + name of the element + label : string, optional + label of the element """ tiny = 1e-8 @@ -94,7 +113,7 @@ def potinf(self, x, _, aq=None): return rv def disvecinf(self, x, y, aq=None): - """Can be called with only one x,y value.""" + """Can be called with only one x value.""" if aq is None: aq = self.model.aq.find_aquifer_data(x, y) rvx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) From 4f5fa60b36ff597bb0c60954abc55c430e9a4751 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:38:13 +0100 Subject: [PATCH 70/95] add aquifer_summary method to Model classes improve docstrings --- ttim/model.py | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/ttim/model.py b/ttim/model.py index 4d9265e..0601ac7 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -3,6 +3,7 @@ from warnings import warn import numpy as np +import pandas as pd from .aquifer import Aquifer, SimpleAquifer from .aquifer_parameters import param_3d, param_maq @@ -671,6 +672,14 @@ def writemodel(self, fname): f.write(e.write()) f.close() + def aquifer_summary(self): + aqs = {} + if not isinstance(self.aq, SimpleAquifer): + aqs["background"] = self.aq.summary() + for name, iaq in self.aq.inhomdict.items(): + aqs[name] = iaq.summary() + return pd.concat(aqs, axis=0) + class ModelMaq(TimModel): """Create model specifying a multi-aquifer sequence of aquifer-leakylayer-etc. @@ -881,6 +890,27 @@ def __init__( class ModelXsection(TimModel): + """Model class for cross-section models. + + Parameters + ---------- + naq : integer + number of aquifers + tmin : float + the minimum time for which heads can be computed after any change + in boundary condition. + tmax : float + the maximum time for which heads can be computed. + tstart : float, optional + time at start of simulation (default 0) + M : integer, optional + the number of terms to be used in the numerical inversion algorithm. + 10 is usually sufficient. + timmlmodel : timml.Model + a timml model may be included to add a steady-state flow result to + the computed solution. + """ + def __init__( self, naq=1, From f7c680e00156b8288f2c320a01f523d3d6daf48e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Tue, 17 Dec 2024 17:38:33 +0100 Subject: [PATCH 71/95] docs docs docs --- ttim/linesink1d.py | 87 ++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 85 insertions(+), 2 deletions(-) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index 7693ed0..07935f5 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -14,6 +14,32 @@ class LineSink1DBase(Element): """LineSink1D Base Class. All LineSink1D elements are derived from this class + + Parameters + ---------- + model : Model object + Model to which the element is added + xls : float + x-coordinate of the line sink + tsandbc : list of tuples + list of tuples of the form (time, bc) for boundary conditions + res : float + resistance of the line sink + wh : string or float + wetted perimeter of the linesink, "H" for aquifer height, + "2H" for 2x aquifer height (two-sided flow) or specify any float value + layers : int, array or list + layer (int) or layers (list or array) in which line sink is located + type : string + type of element, "g" for given, "v" for variable and "z" for zero. + name : string + name of the element + label : string, optional + label of the element + aq : Aquifer object + aquifer in which the element is located + inhomelement : boolean + set to True if element is part of an inhomogeneity """ tiny = 1e-8 @@ -140,7 +166,7 @@ def plot(self, ax=None): class DischargeLineSink1D(LineSink1DBase): - r"""Linesink1D with a specified discharge for each layer that the linesink. + r"""Linesink1D with a specified discharge for each layer the linesink is in. Parameters ---------- @@ -204,7 +230,7 @@ class LineSink1D(LineSink1DBase, MscreenEquation): -------- Example of an infinitely long linesink that pumps with a specific discharge of 100 between times 10 and 50, with a specific discharge of 20 between - times 50 and 200, and zero speficic discharge after time 200. + times 50 and 200, and zero specific discharge after time 200. >>> LineSink1D(ml, tsandq=[(10, 100), (50, 20), (200, 0)]) """ @@ -249,6 +275,27 @@ def initialize(self): class HeadLineSink1D(LineSink1DBase, HeadEquation): + """1D head-specified linesink element. + + Parameters + ---------- + model : Model object + Model to which the element is added + xls : float + x-coordinate of the linesink + tsandh : list of tuples + list of tuples of the form (time, head) for head conditions + res : float + resistance of the linesink + wh : string or float + wetted perimeter of the linesink, "H" for aquifer height, + "2H" for 2x aquifer height (two-sided flow) or specify any float value + layers : int, array or list + layer (int) or layers (list or array) in which linesink is located + label : string, optional + label of the element + """ + def __init__( self, model, @@ -282,6 +329,25 @@ def initialize(self): class HeadDiffLineSink1D(LineSink1DBase, HeadDiffEquation): + """1D head-difference linesink element. + + Used to ensure continuity of head in a cross-section model, e.g. at the boundary + of an inhomogeneity. + + Parameters + ---------- + model : Model object + Model to which the element is added + xls : float + x-coordinate of the linesink + layers : int, array or list + layer (int) or layers (list or array) in which linesink is located + label : string, optional + label of the element + aq : Aquifer object + aquifer in which the element is located + """ + def __init__( self, model, @@ -322,6 +388,23 @@ def initialize(self): class FluxDiffLineSink1D(LineSink1DBase, FluxDiffEquation): + """1D flux-difference linesink element. + + Used to ensure continuity of flux in a cross-section model, e.g. at the boundary + of an inhomogeneity. + + Parameters + ---------- + model : Model object + Model to which the element is added + xls : float + x-coordinate of the linesink + layers : int, array or list + layer (int) or layers (list or array) in which linesink is located + label : string, optional + label of the element + """ + def __init__(self, model, xls=0, layers=0, label=None, aq=None): super().__init__( model, From aee20ecdba1b4ef21ca2703e09f31cf120eb8372 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Tue, 17 Dec 2024 20:10:22 +0100 Subject: [PATCH 72/95] added basic leastsq to fit needs more testing --- ttim/fit.py | 36 ++++++++++++++++++++++++++++++++++-- 1 file changed, 34 insertions(+), 2 deletions(-) diff --git a/ttim/fit.py b/ttim/fit.py index c757a68..5f9e8a8 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -4,7 +4,7 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd -from scipy.optimize import least_squares +from scipy.optimize import least_squares, leastsq # import lmfit @@ -238,8 +238,8 @@ def residuals(self, p, printdot=False, weighted=True, layers=None, series=None): for i, k in enumerate(self.parameters.index): # [:] needed to do set value in array self.parameters.loc[k, "parray"][:] = p[i] - self.model.solve(silent=True) + # print('solved model ', p) rv = np.empty(0) cal_series = self.seriesdict.keys() if series is None else series @@ -329,6 +329,38 @@ def fit_lmfit(self, report=False, printdot=True, **kwargs): if report: print(lmfit.fit_report(self.fitresult)) + def residuals_leastsq(self, logparams, printdot=False): + params = 10 ** logparams + print('params ', params) + return self.residuals(params, printdot) + + def fit_leastsq(self, report=True, diff_step=1e-4, xtol=1e-8): + params_initial = np.log10(self.parameters.initial.values) + print('params_initial ', params_initial) + plog, mes = leastsq(self.residuals_leastsq, params_initial, epsfcn=1e-3) + print("", flush=True) + params = 10 ** plog + # Call residuals to specify optimal values for model + res = self.residuals(params) + for ipar in self.parameters.index: + self.parameters.loc[ipar, "optimal"] = self.parameters.loc[ipar, "parray"][ + 0 + ] + # nparam = len(self.fitresult.x) + # H = self.fitresult.jac.T @ self.fitresult.jac + # sigsq = np.var(res, ddof=nparam) + # self.covmat = np.linalg.inv(H) * sigsq + # self.sig = np.sqrt(np.diag(self.covmat)) + # D = np.diag(1 / self.sig) + # self.cormat = D @ self.covmat @ D + # self.parameters["std"] = self.sig + # self.parameters["perc_std"] = self.sig / self.parameters["optimal"] * 100 + # if report: + # print(self.parameters) + # print(self.sig) + # print(self.covmat) + # print(self.cormat) + def fit(self, report=False, printdot=True, **kwargs): # current default fitting routine is lmfit # return self.fit_least_squares(report) # does not support bounds by default From 61097e682de77bb1937f62f4e5da5adc366d2bbb Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Tue, 17 Dec 2024 20:11:13 +0100 Subject: [PATCH 73/95] first cut at howto xsection notebook work in progress --- docs/01howto/howto_xsection_model.ipynb | 710 ++++++++++++++++++++++++ docs/01howto/riverxsection.svg | 696 +++++++++++++++++++++++ 2 files changed, 1406 insertions(+) create mode 100644 docs/01howto/howto_xsection_model.ipynb create mode 100644 docs/01howto/riverxsection.svg diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb new file mode 100644 index 0000000..241b033 --- /dev/null +++ b/docs/01howto/howto_xsection_model.ipynb @@ -0,0 +1,710 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "edd8871e-c5c8-41c0-b21a-8cebc129b30e", + "metadata": {}, + "source": [ + "### HowTo: Make an xsection model with `ttim`\n", + " \n", + "This HowTo describes how to make an xsection (cross-section) model with `ttim`.\n", + "\n", + "We start by importing the required packages:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "64c3b56a-ec12-4da3-ad88-64ae7fd4193d", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import ttim as ttim\n", + "\n", + "#\n", + "plt.rcParams[\"figure.figsize\"] = (4, 3) # set default figure size\n", + "plt.rcParams[\"font.size\"] = 8 # set default font size" + ] + }, + { + "cell_type": "markdown", + "id": "c8abce62-4971-441d-b45f-5a3dfb9486fa", + "metadata": {}, + "source": [ + "We will create an xsection model for a two-aquifer system with a river with a leaky river bottom (see Figure). " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "08830565-2f98-44fc-af21-1e5fcd64eb59", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as mcolors\n", + "import matplotlib.patches as mpatches\n", + "\n", + "figdef1 = (5, 2)\n", + "figdef1plus = (5, 3)\n", + "figdef1new = (4, 3.2)\n", + "figax1 = [0.15, 0.2, 0.7, 0.6]\n", + "# wide figure\n", + "figdef2 = (8, 3.2)\n", + "figax2 = [0.15, 0.2, 0.7, 0.6] # used for single graph\n", + "\n", + "# VP 20210712: Added these for interface flow\n", + "C1light = '#2b7aa1'\n", + "C1dark = '#173e52' \n", + "\n", + "def gradient_fill(x, y, fill_color='C0', ax=None, **kwargs):\n", + " if ax is None:\n", + " ax = plt.gca()\n", + "\n", + " z = np.empty((100, 1, 4), dtype=float)\n", + " rgb = mcolors.colorConverter.to_rgb(fill_color)\n", + " z[:,:,:3] = rgb\n", + " z[:,:,-1] = np.linspace(0.1, 0.5, 100)[:,None]\n", + "\n", + " xmin, xmax, ymin, ymax = x[0], x[1], y[0], y[1]\n", + " im = ax.imshow(z, aspect='auto', extent=[xmin, xmax, ymin, ymax],\n", + " origin='lower', )#zorder=zorder)\n", + "\n", + "def fancyarrow(ax, xytail, xyhead, scale=100):\n", + " arrow = mpatches.FancyArrowPatch(xytail, xyhead,\n", + " mutation_scale=scale)\n", + " ax.add_patch(arrow)\n", + "\n", + "def arrow(xystart, xyend, text=\"\", arrow=\"<-\", color='k', **kwds):\n", + " plt.annotate(text,\n", + " xy=xystart, \n", + " xytext=xyend, \n", + " arrowprops=dict(arrowstyle=arrow, shrinkA=0, shrinkB=0, color=color),\n", + " color=color,\n", + " **kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0278d562-ffdf-4495-a842-1eb9f9815329", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [], + "source": [ + "def solution12():\n", + " plt.figure(figsize=figdef1)\n", + " ax = plt.axes(figax1)\n", + " plt.fill([-0.1, 0.3, 0.3, -0.1], [0.8, 0.8, 1.2, 1.2], color='grey', fill=False, hatch='//')\n", + " plt.fill([0.3, 0.7, 0.7, 0.3], [0.8, 0.8, 1.0, 1.0], color='grey', fill=False, hatch='//')\n", + " plt.fill([0.7, 1.1, 1.1, 0.7], [0.8, 0.8, 1.2, 1.2], color='grey', fill=False, hatch='//')\n", + "\n", + "\n", + " plt.fill([-0.1, 1.1, 1.1, -0.1], [0, 0, -.2, -.2], color='grey', fill=False, hatch='///')\n", + " #plt.fill([-0.1, 0.3, 0.3, -0.1], [0.8, 0.8, 1, 1], color='grey', fill=False, hatch='xxx')\n", + " #plt.fill([0.7, 1.1, 1.1, 0.7], [0.8, 0.8, 1, 1], color='grey', fill=False, hatch='xxx')\n", + " plt.fill([-0.1, 1.1, 1.1, -0.1], [-1, -1, -0.8, -0.8], color='grey', fill=False, hatch='xxx')\n", + " plt.plot([-0.1, 0.3], [1.1, 1.1], 'C0')\n", + " plt.plot([0.3, 0.7], [1.4, 1.4], 'C0')\n", + " plt.plot([0.7, 1.1], [1.1, 1.1], 'C0')\n", + " #gradient_fill([-0.1, 0.3], [1, 1.2])\n", + " gradient_fill([0.3, 0.7], [1, 1.4])\n", + " #gradient_fill([0.7, 1.1], [1, 1.2])\n", + " plt.plot([0.3, 0.3], [0.8, 1.5], 'k')\n", + " plt.plot([0.7, 0.7], [0.8, 1.5], 'k')\n", + " plt.text(0.1, 1.35, '$h_0$', ha='center')\n", + " plt.text(0.5, 1.55, '$h_r(t)$', ha='center')\n", + " plt.text(0.9, 1.35, '$h_0$', ha='center')\n", + " plt.plot([0.5, 0.5], [-1.3, -1.1], 'k')\n", + " arrow((0.5, -1.2), (0.7, -1.2), \"$x$\", va='center')\n", + " plt.text(-0.1, 0.4, 'left', va='center')\n", + " plt.text(0.5, 0.25, 'river', va='center', ha='center')\n", + " plt.text(1.1, 0.4, 'right', ha='right', va='center')\n", + " #fancyarrow(ax, (0.9, 0.4), (1.03, 0.4), scale=20)\n", + " arrow((0.3, 0.45), (0.7, 0.45), arrow=\"<->\")\n", + " plt.text(0.5, 0.55, '$2L$', ha='center')\n", + " plt.ylim(-1.3, 1.5)\n", + " plt.axis('off');\n", + "\n", + "#solution12()\n", + "#plt.savefig('riverxsection.png')" + ] + }, + { + "cell_type": "markdown", + "id": "89e1e789-f5a6-4dc8-b3d9-a6493a5e402c", + "metadata": {}, + "source": [ + "
\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d9c645d3-a790-42ea-be9b-509ac94aec48", + "metadata": {}, + "source": [ + "| Parameter | left/right | river |\n", + "| :------------: | :------: | ----: |\n", + "| $c_0$ (d) | 500 | 200 |\n", + "| $k_0$ (m/d) | 10 | 10 |\n", + "| $S_{s0}$ (m$^{-1}$) | 1e-4 | 1e-4 |\n", + "| $c_1$ (d) | 1000 | 1000 |\n", + "| $k_1$ (m/d) | 20 | 20|\n", + "| $S_{s1}$ (m$^{-1}$) | 1e-4 | 1e-4 |\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "675937ac-6786-4ffb-9c7d-bba705009055", + "metadata": {}, + "outputs": [], + "source": [ + "zside = [2, 0, -10, -12, -22]\n", + "zriver = [1, 0, -10, -12, -22]\n", + "cside0 = 500 # d\n", + "criver0 = 200 # d\n", + "k0 = 10 # m/d\n", + "Ss0 = 1e-4 # m^(-1)\n", + "c1 = 1000 # d\n", + "k1 = 20 # m/d\n", + "Ss1 = 1e-4 # m^(-1)\n", + "L = 50 # m" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "88304f3d-5614-474f-a7b5-98cf6600393b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 8\n", + "solution complete\n" + ] + } + ], + "source": [ + "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", + "\n", + "left = ttim.XsectionMaq(\n", + " model=ml, x1=-np.inf, x2=-L,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[cside0, c1], topboundary=\"semi\",\n", + " name=\"left\",\n", + ")\n", + "\n", + "river = ttim.XsectionMaq(\n", + " model=ml, x1=-L, x2=L,\n", + " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", + " c=[criver0, c1], topboundary=\"semi\",\n", + " tsandhstar=[(0, 1)],\n", + " name=\"river\",\n", + ")\n", + "\n", + "right = ttim.XsectionMaq(\n", + " model=ml, x1=L, x2=np.inf,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[cside0, c1], topboundary=\"semi\",\n", + " name=\"right\",\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "bca9d78a-d7cb-45e2-8c1f-782f16c84c41", + "metadata": {}, + "outputs": [], + "source": [ + "ng = 100\n", + "nt = 100\n", + "x = np.linspace(-200, 200, ng)\n", + "y = np.zeros(ng)\n", + "t = np.logspace(-2, 1, nt)\n", + "h = ml.headalongline(x, y, t)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "062663d5-7b27-4a2e-96f6-81b5e78673f8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 4))\n", + "for i, itime in enumerate(range(19, nt, 20)):\n", + " plt.plot(x, h[0, itime], 'C' + str(i), label=f'{t[itime]:.3f}')\n", + " plt.plot(x, h[1, itime], 'C' + str(i), ls='--')\n", + "plt.legend(title='time (d)')\n", + "plt.axhline(0, color='k', lw=1)\n", + "plt.axvspan(-L, L, color=[.9, .9, .9]);" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d2fe572d-b7c4-43f0-8a71-7a369cd31bb8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = np.logspace(-3, 1, nt)\n", + "h = ml.head(x=50, y=0, t=t)\n", + "plt.semilogx(t, h[0])\n", + "plt.semilogx(t, h[1])\n", + "plt.xlabel('time (d)')\n", + "plt.ylabel('head (m)')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "e4837450-b195-4d95-bb1e-cd87a8984f9f", + "metadata": {}, + "source": [ + "### Sythetic example" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "61e875dd-c721-41c0-a712-cb929b58cba2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0, 0.5),\n", + " (1, 0.4),\n", + " (2, 0.0),\n", + " (3, 0.4),\n", + " (4, 0.6000000000000001),\n", + " (5, 0.6000000000000001),\n", + " (6, 0.4),\n", + " (7, 0.8),\n", + " (8, 0.4),\n", + " (9, 0.2),\n", + " (10, 0.8),\n", + " (11, 0.7000000000000001),\n", + " (12, 0.2),\n", + " (13, 0.9),\n", + " (14, 0.8),\n", + " (15, 0.8),\n", + " (16, 0.5),\n", + " (17, 0.4),\n", + " (18, 0.2),\n", + " (19, 0.2)]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(zip(ts, hstar))" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "bdc9457b-f263-4edc-a7a5-c9a08eb43c59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 8\n", + "solution complete\n" + ] + } + ], + "source": [ + "ts = np.arange(0, 20)\n", + "np.random.seed(22)\n", + "hstar = np.random.randint(low=0, high=10, size=20) * 0.1\n", + "tsandh = list(zip(ts, hstar))\n", + "\n", + "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", + "\n", + "left = ttim.XsectionMaq(\n", + " model=ml, x1=-np.inf, x2=-L,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[cside0, c1], topboundary=\"semi\",\n", + " name=\"left\",\n", + ")\n", + "\n", + "river = ttim.XsectionMaq(\n", + " model=ml, x1=-L, x2=L,\n", + " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", + " c=[criver0, c1], topboundary=\"semi\",\n", + " tsandhstar=tsandh,\n", + " name=\"river\",\n", + ")\n", + "\n", + "right = ttim.XsectionMaq(\n", + " model=ml, x1=L, x2=np.inf,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[cside0, c1], topboundary=\"semi\",\n", + " name=\"right\",\n", + ")\n", + "\n", + "ml.solve()\n", + "\n", + "tsyn = np.linspace(0.1, 10, 101)\n", + "xsyn = 50\n", + "hexact = ml.head(xsyn, 0, tsyn)\n", + "hsyn = hexact[0] + 0.01 * np.random.randn(len(tsyn))" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "35b52c02-b994-40f7-944c-57a1a49c892f", + "metadata": {}, + "outputs": [], + "source": [ + "crivguess = 100.0\n", + "csideguess = 100" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "79930651-2658-4fe7-97bb-000d8ff6e205", + "metadata": {}, + "outputs": [], + "source": [ + "k0 = 10\n", + "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", + "\n", + "left = ttim.XsectionMaq(\n", + " model=ml, x1=-np.inf, x2=-L,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[csideguess, c1], topboundary=\"semi\",\n", + " name=\"left\",\n", + ")\n", + "\n", + "river = ttim.XsectionMaq(\n", + " model=ml, x1=-L, x2=L,\n", + " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", + " c=[crivguess, c1], topboundary=\"semi\",\n", + " tsandhstar=tsandh,\n", + " name=\"river\",\n", + ")\n", + "\n", + "right = ttim.XsectionMaq(\n", + " model=ml, x1=L, x2=np.inf,\n", + " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", + " c=[csideguess, c1], topboundary=\"semi\",\n", + " name=\"right\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "42fe85a8-528a-40e8-9d0d-d92726df22d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".........................\n", + "Fit succeeded.\n" + ] + } + ], + "source": [ + "cal = ttim.Calibrate(ml)\n", + "cal.series(\n", + " name=\"synthetic\",\n", + " x=xsyn,\n", + " y=0,\n", + " layer=0,\n", + " t=tsyn,\n", + " h=hsyn,\n", + ")\n", + "\n", + "cal.set_parameter(\n", + " \"c\",\n", + " layers=[0],\n", + " initial=csideguess,\n", + " pmin=1.0,\n", + " pmax=1000.0,\n", + " inhoms=(left, right),\n", + ")\n", + "\n", + "cal.set_parameter(\n", + " \"c\",\n", + " layers=[0],\n", + " initial=crivguess,\n", + " pmin=1.0,\n", + " pmax=1000.0,\n", + " inhoms=('river'),\n", + ")\n", + "\n", + "cal.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "87afcae2-32a5-4407-a46f-c7c0ff205085", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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layersoptimalstdperc_stdpminpmaxinitialinhomsparray
c_left_right[0]356.03355133.8444439.5059701.01000.0100.0(left: XsectionMaq [-inf, -50], right: Xsectio...[356.03355145722907, 356.03355145722907]
c_river[0]147.7458236.9142894.6798541.01000.0100.0[river: XsectionMaq [-50, 50] with h*(t)][147.74582321197187, 147.74582321197187]
\n", + "
" + ], + "text/plain": [ + " layers optimal std perc_std pmin pmax initial \\\n", + "c_left_right [0] 356.033551 33.844443 9.505970 1.0 1000.0 100.0 \n", + "c_river [0] 147.745823 6.914289 4.679854 1.0 1000.0 100.0 \n", + "\n", + " inhoms \\\n", + "c_left_right (left: XsectionMaq [-inf, -50], right: Xsectio... \n", + "c_river [river: XsectionMaq [-50, 50] with h*(t)] \n", + "\n", + " parray \n", + "c_left_right [356.03355145722907, 356.03355145722907] \n", + "c_river [147.74582321197187, 147.74582321197187] " + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cal.parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "31cb62c9-9468-40f7-ab24-98174674f1ed", + "metadata": {}, + "outputs": [], + "source": [ + "hmodel = ml.head(xsyn, 0, tsyn)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "5f2fe97d-9be4-45ee-840d-ed7cd1c39876", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(tsyn, hsyn, 'k.')\n", + "plt.plot(tsyn, hmodel[0])\n", + "plt.plot(tsyn, hexact[0], '--')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "70976cb8-475e-48a2-bde6-a3e2f2e1c913", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([147.74582321, 147.74582321]),\n", + " array([356.03355146, 356.03355146]),\n", + " array([356.03355146, 356.03355146]))" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "river.c, left.c, right.c" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "30c666ba-0e21-4117-8373-bb711b8332aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(t, h[0])\n", + "plt.plot(t, hsyn, '.')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78eef047-6737-4708-aa3c-5425d931351f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/01howto/riverxsection.svg b/docs/01howto/riverxsection.svg new file mode 100644 index 0000000..6e83985 --- /dev/null +++ b/docs/01howto/riverxsection.svg @@ -0,0 +1,696 @@ + + + + + + + + 2024-12-17T16:29:16.758654 + image/svg+xml + + + Matplotlib v3.7.1, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From 5730d58ed838f5251d0c533517eca8d63d6cb047 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:01:13 +0100 Subject: [PATCH 74/95] fix xsection labels --- ttim/inhom1d.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index 5124b93..bdb711b 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -244,10 +244,16 @@ def plot(self, ax=None, labels=False, params=False, **kwargs): va="center", ) if params: + if lli == 0 and i == 0 and self.phreatictop: + paramtxt = f"$c$ = {self.c[lli]:.1f}, $S$ = {self.Sll[lli]:.2f}" + else: + paramtxt = ( + f"$c$ = {self.c[lli]:.1f}, $S_s$ = {self.Sll[lli]:.2e}" + ) ax.text( r0 + 0.75 * r if labels else r0 + 0.5 * r, np.mean(self.z[i : i + 2]), - f"$c$ = {self.c[lli]:.1f}, $S_s$ = {self.Sll[lli]:.2e}", + paramtxt, ha="center", va="center", ) @@ -263,8 +269,8 @@ def plot(self, ax=None, labels=False, params=False, **kwargs): va="center", ) if params and self.ltype[i] == "a": - if aqi == 0 and self.phreatictop: - paramtxt = f"$k_h$ = {self.kaq[aqi]:.1f}, $S$ = {self.Saq[aqi]}" + if aqi == 0 and i == 0 and self.phreatictop: + paramtxt = f"$k_h$ = {self.kaq[aqi]:.1f}, $S$ = {self.Saq[aqi]:.2f}" else: paramtxt = ( f"$k_h$ = {self.kaq[aqi]:.1f}, $S_s$ = {self.Saq[aqi]:.2e}" From cc55bb441b6a5d15cd954408c30fb4319270db5e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:02:20 +0100 Subject: [PATCH 75/95] docstrings and add support for ml.plots.xsection() for cross-section models --- ttim/plots.py | 93 ++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 92 insertions(+), 1 deletion(-) diff --git a/ttim/plots.py b/ttim/plots.py index f5d09d6..a555472 100644 --- a/ttim/plots.py +++ b/ttim/plots.py @@ -3,6 +3,8 @@ import matplotlib.pyplot as plt import numpy as np +from ttim.aquifer import SimpleAquifer + class PlotTtim: def __init__(self, ml): @@ -11,10 +13,23 @@ def __init__(self, ml): def topview(self, win=None, ax=None, figsize=None, layers=None): """Plot top-view. + This method plots all elements (in specified layers). + Parameters ---------- win : list or tuple [x1, x2, y1, y2] + ax : matplotlib.Axes, optional + axes to plot on, default is None which creates a new figure + figsize : tuple of 2 values + size of figure + layers : int or list of ints, optional + layers to plot, default is None which plots elements in all layers + + Returns + ------- + ax : matplotlib.Axes + axes with plot """ if ax is None: _, ax = plt.subplots(figsize=figsize) @@ -35,9 +50,42 @@ def xsection( params=False, ax=None, ): + """Plot cross-section of model. + + Note: this method does not plot elements at this time. It does plot + cross-section inhoms if the model is a cross-section model (ModelXsection). + + Parameters + ---------- + xy : list of tuples, optional + list of tuples with coordinates of the form [(x0, y0), (x1, y1)]. If not + provided, a cross section with length 1 is plotted. + labels : bool, optional + add layer numbering labels to plot + params : bool, optional + add parameter values to plot + ax : matplotlib.Axes, optional + axes to plot on, default is None which creates a new figure + + Returns + ------- + ax : matplotlib.Axes + axes with plot + """ if ax is None: _, ax = plt.subplots(1, 1, figsize=(8, 4)) + # if SimpleAquifer, plot inhoms and return + if isinstance(self._ml.aq, SimpleAquifer): + for inhom in self._ml.aq.inhomdict.values(): + inhom.plot(ax=ax, labels=labels, params=params) + for e in self._ml.elementlist: + e.plot(ax=ax) + ax.set_ylabel("elevation") + ax.set_xlabel("x") + return ax + + # else get cross-section line if xy is not None: (x0, y0), (x1, y1) = xy r = np.sqrt((x1 - x0) ** 2 + (y1 - y0) ** 2) @@ -54,6 +102,7 @@ def xsection( r0 = 0.0 r = 1.0 + # get values for layer and aquifer numbering if labels: lli = 1 if self._ml.aq.topboundary == "con" else 0 aqi = 0 @@ -61,7 +110,9 @@ def xsection( lli = None aqi = None + # plot layers for i in range(self._ml.aq.nlayers): + # leaky layers if self._ml.aq.ltype[i] == "l": ax.axhspan( ymin=self._ml.aq.z[i + 1], @@ -90,6 +141,7 @@ def xsection( if labels or params: lli += 1 + # aquifers if labels and self._ml.aq.ltype[i] == "a": ax.text( r0 + 0.5 * r if not params else r0 + 0.25 * r, @@ -119,14 +171,16 @@ def xsection( if (labels or params) and self._ml.aq.ltype[i] == "a": aqi += 1 + # aquifer-aquifer boundaries (for e.g. Model3D) for i in range(1, self._ml.aq.nlayers): if self._ml.aq.ltype[i] == "a" and self._ml.aq.ltype[i - 1] == "a": ax.axhspan( ymin=self._ml.aq.z[i], ymax=self._ml.aq.z[i], color=[0.8, 0.8, 0.8] ) - + # top and bottom ax.axhline(self._ml.aq.z[0], color="k", lw=0.75) ax.axhline(self._ml.aq.z[-1], color="k", lw=3.0) + # add y-label ax.set_ylabel("elevation") return ax @@ -147,6 +201,38 @@ def head_along_line( legend=True, grid=True, ): + """Plot head along line. + + Parameters + ---------- + x1, x2, y1, y2 : float + start and end coordinates of line + npoints : int + number of points along line + t : scalar or array + times at which to plot heads + layers : + layers for which to plot heads + sstart : float + starting distance for cross-section + color : str + color of line + lw : float + line width + figsize : tuple of 2 values + size of figure + ax : matplotlib.Axes + axes to plot on, default is None which creates a new figure + legend : bool + add legend to plot + grid : bool + add grid to plot + + Returns + ------- + ax : matplotlib.Axes + axes with plot + """ layers = np.atleast_1d(layers) t = np.atleast_1d(t) if ax is None: @@ -214,6 +300,11 @@ def contour( legend : list or boolean (default True) add legend to figure if list of strings: use strings as names in legend + + Returns + ------- + ax : matplotlib.Axes + axes with plot """ x1, x2, y1, y2 = win if np.isscalar(ngr): From 06ba45c279d632ea94422959a6e7d7225a62e69b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:02:34 +0100 Subject: [PATCH 76/95] minor style fixes --- ttim/model.py | 20 ++++++++++++-------- 1 file changed, 12 insertions(+), 8 deletions(-) diff --git a/ttim/model.py b/ttim/model.py index 0601ac7..5f10026 100644 --- a/ttim/model.py +++ b/ttim/model.py @@ -1,16 +1,13 @@ -# from .invlap import * import inspect # Used for storing the input from warnings import warn import numpy as np import pandas as pd -from .aquifer import Aquifer, SimpleAquifer -from .aquifer_parameters import param_3d, param_maq - -# from .bessel import * -from .invlapnumba import compute_laplace_parameters_numba, invlap, invlapcomp -from .plots import PlotTtim +from ttim.aquifer import Aquifer, SimpleAquifer +from ttim.aquifer_parameters import param_3d, param_maq +from ttim.invlapnumba import compute_laplace_parameters_numba, invlap, invlapcomp +from ttim.plots import PlotTtim class TimModel: @@ -76,7 +73,7 @@ def __init__( # NOTE: reinstate later, after deprecation below is removed? # self.xsection = self.plots.xsection - def xsection(*args, **kwargs): + def xsection(self, *args, **kwargs): raise DeprecationWarning( "This method is deprecated. Use `ml.plots.head_along_line()` instead." ) @@ -673,6 +670,13 @@ def writemodel(self, fname): f.close() def aquifer_summary(self): + """Return DataFrame with summary of aquifer(s) parameters in model. + + Returns + ------- + pandas.DataFrame + dataframe with summary of aquifer(s) parameters + """ aqs = {} if not isinstance(self.aq, SimpleAquifer): aqs["background"] = self.aq.summary() From 794826ef6914729fed0533205c0029cc2ebb4035 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:02:54 +0100 Subject: [PATCH 77/95] add howto tidal boundary notebook --- docs/01howto/howto_tidal_boundary.ipynb | 325 ++++++++++++++++++++++++ 1 file changed, 325 insertions(+) create mode 100644 docs/01howto/howto_tidal_boundary.ipynb diff --git a/docs/01howto/howto_tidal_boundary.ipynb b/docs/01howto/howto_tidal_boundary.ipynb new file mode 100644 index 0000000..b411a8d --- /dev/null +++ b/docs/01howto/howto_tidal_boundary.ipynb @@ -0,0 +1,325 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HowTo: modeling tidal boundaries with `TTim`\n", + "\n", + "This notebook shows how tidal boundary conditions can be modeled with TTim." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import ttim" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define some parameters for a single aquifer. There is a tidal boundary condition at $x=0$ and a semi-infinite aquifer to the right. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# parameters\n", + "k = 20.0 # hydraulic conductivity, m/d\n", + "H = 50.0 # thickness of aquifer, m\n", + "T = k * H # transmissivity, m^2/d\n", + "S = 0.1 # storage coefficient, -\n", + "tau = 0.5 # tidal period, d\n", + "tp = 0.125 # time of peak at canal, d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The analytic solution for the head is given by the following function." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# solution for unit amplitude\n", + "def analytic_head(x, t, tau, S, T, tp=0):\n", + " B = np.exp(-x * np.sqrt(S * np.pi / (T * tau)))\n", + " ts = x * np.sqrt(S * tau / (4 * np.pi * T))\n", + " return B * np.cos(2 * np.pi * (t - tp - ts) / tau)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The input time series for the TTim model is extended for several days to get the model to spin-up. In interpreting the results, we only look at the heads in the final tidal period." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ndays = 5\n", + "t = np.linspace(0, ndays * 2 * tau, ndays * 50)\n", + "hstar = np.sin(2 * np.pi * t / tau)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are different ways the tidal boundary can be set in the TTim model based on some synthetic \"observed\" water level time series:\n", + "\n", + "- No shift, the data is entered as is\n", + "- Shift -1, the data shifted backwards in time by one step\n", + "- Midpoint, the average between the previous two.\n", + "\n", + "The different choices and how that translates into a boundary condition in TTim is shown below. The \"no shift\" data is continuously leading the observed water levels, whereas \"shift -1\" is trailing the observed water levels. The \"midpoint\" option is the average between the two, and based on this result is expected to best match the analytical solution. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# no shift\n", + "hstar = pd.Series(index=t, data=hstar)\n", + "# shift 1\n", + "hshift = hstar.shift(-1)\n", + "# midpoint\n", + "hmid = 0.5 * (hstar + hshift.values)\n", + "\n", + "# plot\n", + "plt.figure(figsize=(10, 3))\n", + "plt.plot(hstar.loc[:1].index, hstar.loc[:1], label=\"observed\")\n", + "plt.step(hstar.loc[:1].index, hstar.loc[:1], where=\"post\", label=\"no shift\")\n", + "plt.step(hshift.loc[:1].index, hshift.loc[:1], where=\"post\", label=\"shift -1\")\n", + "plt.step(\n", + " hmid.loc[:1].index, hmid.loc[:1], where=\"post\", label=\"midpoint\", color=\"k\", lw=1.0\n", + ")\n", + "plt.ylabel(\"h\")\n", + "plt.xlabel(\"t\")\n", + "plt.legend(loc=(0, 1), frameon=False, ncol=4)\n", + "plt.xticks(np.arange(0, 1.01, 0.125))\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's test the three options and compare the results to the analytical solution." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "tstart = (ndays - 0.5) * 2 * tau # use last half-day\n", + "t = np.arange(0, tau, tau / 4) + tstart\n", + "x = np.linspace(0, 200, 100)\n", + "\n", + "# for storing results\n", + "results_at_x = {}\n", + "results_along_x = {}\n", + "\n", + "# loop through hstar options\n", + "hstar_dict = {\"no shift\": hstar, \"shift -1\": hshift, \"midpoint\": hmid}\n", + "\n", + "for name, ihstar in hstar_dict.items():\n", + " tsandhstar = ihstar.dropna().to_frame().to_records().tolist()\n", + "\n", + " ml = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", + " tidal = ttim.XsectionMaq(\n", + " ml,\n", + " -np.inf,\n", + " 0.0,\n", + " kaq=k,\n", + " z=[1.0, 0, -H],\n", + " Saq=1e-10,\n", + " c=1e-10,\n", + " topboundary=\"semi\",\n", + " tsandhstar=tsandhstar,\n", + " )\n", + " land = ttim.XsectionMaq(\n", + " ml,\n", + " 0.0,\n", + " np.inf,\n", + " kaq=k,\n", + " z=[1.0, 0, -H],\n", + " Saq=S / H,\n", + " c=1e10,\n", + " topboundary=\"semi\",\n", + " )\n", + " ml.solve(silent=True)\n", + "\n", + " h_at_x = ml.head(50.0, 0.0, hstar.index.to_numpy())\n", + " results_at_x[name] = h_at_x\n", + "\n", + " h_t = ml.headalongline(x, np.zeros_like(x), t)\n", + " results_along_x[name] = h_t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the results. First we look at the head along $x$ at 4 moments in the tidal period. As we can see the \"midpoint\" option best matches the analytical solution. It still isn't quite equal to the analytical solution near $x=0$ because of the discretization of the input time series. If we had used more points to approximate our tidal signal, the results would be closer together. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# basic plot\n", + "plt.figure(figsize=(10, 4))\n", + "x = np.linspace(0, 200, 100)\n", + "for i, ti in enumerate(np.arange(tau / 4, tau + 1e-5, tau / 4)):\n", + " h = analytic_head(x, ti, tau, S, T, tp=tp)\n", + " (p0,) = plt.plot(x, h, color=\"C0\", label=\"analytical solution\")\n", + " (p1,) = plt.plot(\n", + " x,\n", + " results_along_x[\"no shift\"][0, i],\n", + " color=\"C1\",\n", + " ls=\"dashed\",\n", + " label=\"no shift\",\n", + " )\n", + " (p2,) = plt.plot(\n", + " x,\n", + " results_along_x[\"shift -1\"][0, i],\n", + " color=\"C2\",\n", + " ls=\"dashed\",\n", + " label=\"shift -1\",\n", + " )\n", + " (p3,) = plt.plot(\n", + " x,\n", + " results_along_x[\"midpoint\"][0, i],\n", + " color=\"C3\",\n", + " ls=\"dashed\",\n", + " label=\"midpoint\",\n", + " zorder=10,\n", + " )\n", + "# for the amplitude envelope\n", + "# mu = np.sqrt(T * tau / (S * np.pi)) # characteristic length, m\n", + "# plt.plot(x, np.exp(-x / mu), \"k--\")\n", + "# plt.plot(x, -np.exp(-x / mu), \"k--\")\n", + "plt.xlabel(\"x (m)\")\n", + "plt.ylabel(\"head (m)\")\n", + "handles = [p0, p1, p2, p3]\n", + "labels = [h.get_label() for h in handles]\n", + "plt.legend(handles, labels, loc=(0, 1), frameon=False, ncol=4)\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we compare the head at $x=50$ m for the last tidal period. Here we can clearly see the \"no shift\" and \"shift -1\" leading and trailing the analytical solution. The \"midpoint\" option matches nicely with the analytical solution. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = hstar.index.to_numpy()[-25:]\n", + "ha = analytic_head(50.0, t, tau, S, T, tp=tp)\n", + "plt.figure(figsize=(10, 3))\n", + "plt.plot(t, ha, label=\"analytical solution\")\n", + "plt.plot(t, results_at_x[\"no shift\"].squeeze()[-25:], label=\"no shift\", ls=\"dashed\")\n", + "plt.plot(t, results_at_x[\"shift -1\"].squeeze()[-25:], label=\"shift -1\", ls=\"dashed\")\n", + "plt.plot(t, results_at_x[\"midpoint\"].squeeze()[-25:], label=\"midpoint\", ls=\"dashed\")\n", + "plt.legend(loc=(0, 1), frameon=False, ncol=4)\n", + "plt.xlabel(\"time [d]\")\n", + "plt.ylabel(\"head [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In conclusion, when modeling tidal boundary conditions in TTim, use the \"midpoint\" approximation as the input time series for your model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 29bf5cabfb431e5035a080bafa932e28fb97838e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:03:35 +0100 Subject: [PATCH 78/95] add a simpel watex example, calibrating aquifer parameters for a tidal river with two observation wells --- docs/03examples/data/watex_cross_section.png | Bin 0 -> 44923 bytes docs/03examples/data/watex_example.csv | 384 ++++++ docs/03examples/watex_example.ipynb | 1231 ++++++++++++++++++ 3 files changed, 1615 insertions(+) create mode 100644 docs/03examples/data/watex_cross_section.png create mode 100644 docs/03examples/data/watex_example.csv create mode 100644 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cross-section\n", + "\n", + "This notebook shows how to model a river with tidal fluctuations, based on an example from an old program called WATEX, which was used to derive the head beneath levee structures for input into geotechnical stability calculations." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTim version : 0.7.0.dev0\n", + "\n", + "Python version : 3.12.7\n", + "Numpy version : 2.0.2\n", + "Numba version : 0.60.0\n", + "Scipy version : 1.14.1\n", + "Pandas version : 2.2.3\n", + "Matplotlib version : 3.9.4\n", + "LmFit version : 1.3.2\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import ttim\n", + "\n", + "ttim.show_versions()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## System description\n", + "\n", + "The system we want to model is shown below. It consists of 4 sections:\n", + "\n", + "1. River: the summer bed of the river cuts deeper into the subsurface than the other sections\n", + "2. Foreland: the winter bed of the river due to higher water levels\n", + "3. Hinterland: the polder area protected by a dike or levee\n", + "4. Far hinterland: same as hinterland, but optionally with different parameters.\n", + "\n", + "![River Cross-Section](data/watex_cross_section.png)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Aquifer properties and parameters\n", + "\n", + "We will define some aquifer properties and parameters for each of the sections based on subsurface data. Note that we're modeling the hinterland and far-hinterland as one section in this example.\n", + "\n", + "In a subsequent step the geohydrological parameters will be calibrated. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# cross-sections\n", + "L_river = 75.00 # m, width river, though it extends to -infinity\n", + "L_foreland = 28.00 # m, width foreland\n", + "L_hinterland = 4000.00 # m, width hinterland, extends to +infinity\n", + "\n", + "x0 = -(L_river + L_foreland) # set x=0 at river bank\n", + "\n", + "# layer elevations\n", + "ztop_riverbed = 1.00 # surface level in riverbed\n", + "ztop_foreland = 8.0 # surface level in foreland\n", + "ztop_hinterland = 8.0 # surface level in hinterland\n", + "ztop_aquifer = 0.0 # top of aquifer\n", + "zbot = -30.0 # bottom of aquifer\n", + "\n", + "# geohydrology\n", + "kh = 10.0 # m/d, hydraulic conductivity\n", + "Saq = 1e-4 # 1/m, specific storage\n", + "\n", + "Sll_river = 1e-6 # 1/m, specific storage aquitard\n", + "Sll_hinterland = 1e-3 # 1/m, specific storage aquitard\n", + "\n", + "c_river = 100.0 # d, resistance riverbed\n", + "c_foreland = 150.0 # d, resistance foreland\n", + "c_hinterland = 500.0 # d, resistance hinterland" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# set z-arrays for model\n", + "z_river = [ztop_riverbed, ztop_aquifer, zbot]\n", + "z_foreland = [ztop_foreland, ztop_aquifer, zbot]\n", + "z_hinterland = [ztop_hinterland, ztop_aquifer, zbot]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load river levels\n", + "\n", + "Load data from csv file containing observed water levels relative to the mean observed water level for an 8-day period. The file contains the river stage and measurements from 2 piezometers next to the river. The water level at the polder is set to a constant value of 0.0 (i.e. no changes caused by river stage fluctuations)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " rivier kruin binnenteen polder\n", + "T [days] \n", + "0.000000 0.000 0.000 0.000 0\n", + "0.020833 0.150 0.173 0.091 0\n", + "0.041667 0.160 0.177 0.091 0\n", + "0.062500 0.187 0.182 0.089 0\n", + "0.083333 0.197 0.185 0.085 0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv(\"data/watex_example.csv\", index_col=[0])\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.plot(figsize=(10, 2), grid=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the observed fluctuations do not fluctuate around 0 for each of these locations. In order to model this system with TTim, we need the variation to be around 0.0, therefore, we normalize each time series by subtracting the mean. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_norm = data - data.mean()\n", + "data_norm.plot(figsize=(10, 2), grid=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build the cross-section model\n", + "\n", + "Now we can build the cross-section model. \n", + "\n", + "First, we need to define the river levels for the top boundary condition in the river and foreland sections. We want a list of time waterlevel pairs for the river water level. \n", + "\n", + "We're dealing with a river under the influence of tides, which means we have to be careful when specifying the river level. TTim maintains a given water level from a specific time until the next specified water level. \n", + "\n", + "The following plot shows how TTim inteprets the water level for different pre-processing steps on the input data. If we just pass in the river time series as is, we're continually leading the observed water level (orange line). We want to make sure the TTim input meets the observed level about at the midpoint (black line) of each time interval." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_norm.loc[:1, \"rivier\"].plot(figsize=(10, 3), grid=True)\n", + "plt.step(\n", + " data_norm.loc[:1].index,\n", + " data_norm.loc[:1, \"rivier\"],\n", + " where=\"post\",\n", + " label=\"no shift\",\n", + ")\n", + "plt.step(\n", + " data_norm.loc[:1].index,\n", + " data_norm.loc[:1, \"rivier\"].shift(-1),\n", + " where=\"post\",\n", + " label=\"shift -1\",\n", + ")\n", + "mid = (data.loc[:, \"rivier\"] + data.loc[:, \"rivier\"].shift(-1).values).divide(2)\n", + "plt.step(\n", + " mid.loc[:1].index, mid.loc[:1], where=\"post\", label=\"midpoint\", color=\"k\", lw=1.0\n", + ")\n", + "plt.legend(loc=(0, 1), frameon=False, ncol=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# tsandhstar = data_norm[\"rivier\"].to_frame().to_records().tolist() # original\n", + "tsandhstar = mid.dropna().to_frame().to_records().tolist() # midpoint\n", + "# tsandhstar = (\n", + "# data_norm[\"rivier\"].shift(-1).dropna().to_frame().to_records().tolist()\n", + "# ) # shift-1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "self.neq 4\n", + "solution complete\n" + ] + } + ], + "source": [ + "ml = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", + "\n", + "river = ttim.XsectionMaq(\n", + " ml,\n", + " -np.inf, # river extends to infinitiy\n", + " x0 + L_river,\n", + " z=z_river,\n", + " kaq=kh,\n", + " Saq=Saq,\n", + " Sll=Sll_river,\n", + " c=c_river,\n", + " topboundary=\"semi\",\n", + " tsandhstar=tsandhstar,\n", + " name=\"river\",\n", + ")\n", + "foreland = ttim.XsectionMaq(\n", + " ml,\n", + " x0 + L_river,\n", + " x0 + L_river + L_foreland,\n", + " kaq=kh,\n", + " z=z_foreland,\n", + " Saq=Saq,\n", + " Sll=Sll_river,\n", + " c=c_foreland,\n", + " topboundary=\"semi\",\n", + " tsandhstar=tsandhstar,\n", + " name=\"foreland\",\n", + ")\n", + "hinterland = ttim.XsectionMaq(\n", + " ml,\n", + " x0 + L_river + L_foreland,\n", + " np.inf, # hinterland extends to infinity\n", + " kaq=kh,\n", + " z=z_hinterland,\n", + " Saq=Saq,\n", + " Sll=Sll_hinterland,\n", + " c=c_hinterland,\n", + " topboundary=\"semi\",\n", + " name=\"hinterland\",\n", + ")\n", + "\n", + "ml.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check the sections" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(river: XsectionMaq [-inf, -28.0] with h*(t),\n", + " foreland: XsectionMaq [-28.0, 0.0] with h*(t),\n", + " hinterland: XsectionMaq [0.0, inf])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "river, foreland, hinterland" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot a cross-section of the model. Note the water level is just schematic in this picture." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = river.plot(labels=False, params=True)\n", + "foreland.plot(ax=ax)\n", + "hinterland.plot(ax=ax, params=True)\n", + "ml.elementlist[0].plot(ax=ax, hstar=10) # hstar element river\n", + "ml.elementlist[1].plot(ax=ax, hstar=10) # hstar element foreland\n", + "ax.set_xlim(x0 - 25, 100.0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show the summary of aquifer parameters for each section:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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layerlayer_typek_hcS_s
#
river00leaky layerNaN100.00.000001
10aquifer10.0NaN0.0001
foreland00leaky layerNaN150.00.000001
10aquifer10.0NaN0.0001
hinterland00leaky layerNaN500.00.001
10aquifer10.0NaN0.0001
\n", + "
" + ], + "text/plain": [ + " layer layer_type k_h c S_s\n", + " # \n", + "river 0 0 leaky layer NaN 100.0 0.000001\n", + " 1 0 aquifer 10.0 NaN 0.0001\n", + "foreland 0 0 leaky layer NaN 150.0 0.000001\n", + " 1 0 aquifer 10.0 NaN 0.0001\n", + "hinterland 0 0 leaky layer NaN 500.0 0.001\n", + " 1 0 aquifer 10.0 NaN 0.0001" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.aquifer_summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head over time at several x-locations." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = np.linspace(0.01, 8, 150)\n", + "xlocs = [\n", + " -75.0, # in river section\n", + " 1.0, # at observation well 1\n", + " 47.5, # at observation well 2\n", + " 100.0, # in hinterland section\n", + "]\n", + "\n", + "f, ax = plt.subplots(1, 1, figsize=(10, 3))\n", + "for i in range(len(xlocs)):\n", + " h = ml.head(xlocs[i], 0.0, t)\n", + " ax.plot(t, h[0], label=f\"x={xlocs[i]:.1f} m\")\n", + "\n", + "ax.plot(data_norm.index, data_norm[\"rivier\"], color=\"k\", label=\"river\", lw=1.0)\n", + "ax.legend(loc=(0, 1), frameon=False, ncol=5, fontsize=\"small\")\n", + "ax.set_xlabel(\"time [d]\")\n", + "ax.set_ylabel(\"head [m]\")\n", + "ax.set_title(\"Simulated heads\", loc=\"right\")\n", + "ax.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot head along x for multiple times" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = np.array([0.1, 1.0, 2.0, 3.0, 4.0, 5.0])\n", + "x = np.linspace(x0, 1000.0, 101)\n", + "y = np.zeros_like(x)\n", + "\n", + "h = ml.headalongline(x, y, t)\n", + "\n", + "f, ax = plt.subplots(1, 1, figsize=(10, 3))\n", + "for i in range(len(t)):\n", + " ax.plot(x, h[0, i], label=\"t = {:.1f}\".format(t[i]))\n", + "ax.legend(loc=(0, 1), frameon=False, ncol=8, fontsize=\"small\")\n", + "ax.set_xlabel(\"x [m]\")\n", + "ax.set_ylabel(\"head [m]\")\n", + "ax.grid()\n", + "ax.set_title(\"Simulated heads\", loc=\"right\")\n", + "ax.set_xlim(x0, x.max());" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the model results to the observed heads in the two piezometers at $x = 1.0$ m and $x = 47.5$ m." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# piezometer locations in cross-section\n", + "xpb_kr = 1.0\n", + "xpb_bite = 47.5\n", + "xlocs = [xpb_kr, xpb_bite]\n", + "\n", + "t = data_norm.index.to_numpy()\n", + "\n", + "f, axes = plt.subplots(len(xlocs), 1, figsize=(10, 6), sharex=True, sharey=True)\n", + "\n", + "for i in range(len(xlocs)):\n", + " h = ml.head(xlocs[i], 0.0, t)\n", + " axes[i].plot(t, h[0], label=\"model\")\n", + " hobs = data_norm.iloc[:, i + 1]\n", + " axes[i].plot(hobs.index, hobs, label=\"observed\")\n", + " axes[i].set_title(f\"x = {xlocs[i]} m\", loc=\"right\")\n", + " axes[i].legend(loc=(0, 1), frameon=False, ncol=2)\n", + " axes[i].grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calibrate model on observed heads\n", + "\n", + "The model simulation is reasonable at the first observation well at the river bank, but it clearly isn't as good near the inner toe of the levee. Let's see if we can improve the fit of the model to the observations by calibrating the aquifer parameters.\n", + "\n", + "Since the data at $t=0$ shows some jumps, we want to give the model some spin-up time before we start fitting to the data. We set a `tstart` value to select only observations after this moment. \n", + "\n", + "The following parameters will be calibrated:\n", + "\n", + "- $k_h$ and $S_s$ of the aquifer, this parameter should be the same in each section.\n", + "- resistance $c$ of the confining units, this parameter can vary within each section. \n", + "- specific storage ($S_s$) for the leaky layers of the river and foreland, and separately the specific storage of the leaky layer in the hinterland.\n", + "\n", + "In total this means we have 7 parameters that can vary in this calibration step." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".............................................................................................................................................................................\n", + "RMSE: 0.01870\n" + ] + } + ], + "source": [ + "tstart = 2.0 # model spin-up time, calibrate on timeseries after 2 days\n", + "\n", + "# create calibrate object\n", + "cal = ttim.Calibrate(ml)\n", + "\n", + "# set observation time series\n", + "cal.series(\n", + " \"kruin\",\n", + " xpb_kr,\n", + " 0.0,\n", + " layer=0,\n", + " t=data_norm.loc[tstart:, \"kruin\"].index.to_numpy(),\n", + " h=data_norm.loc[tstart:, \"kruin\"].values,\n", + ")\n", + "cal.series(\n", + " \"binnenteen\",\n", + " xpb_bite,\n", + " 0.0,\n", + " layer=0,\n", + " t=data_norm.loc[tstart:, \"binnenteen\"].index.to_numpy(),\n", + " h=data_norm.loc[tstart:, \"binnenteen\"].values,\n", + ")\n", + "\n", + "# define parameters for calibration\n", + "cal.set_parameter(\n", + " \"kaq\",\n", + " layers=0,\n", + " initial=river.kaq[0],\n", + " pmin=1.0,\n", + " pmax=30.0,\n", + " inhoms=(river, foreland, hinterland),\n", + ")\n", + "cal.set_parameter(\n", + " \"Saq\",\n", + " layers=0,\n", + " initial=river.Saq[0],\n", + " pmin=1e-6,\n", + " pmax=1e-2,\n", + " inhoms=(river, foreland, hinterland),\n", + ")\n", + "cal.set_parameter(\n", + " \"c\",\n", + " layers=0,\n", + " initial=river.c[0],\n", + " pmin=0.0,\n", + " pmax=100.0,\n", + " inhoms=river,\n", + ")\n", + "cal.set_parameter(\n", + " \"c\",\n", + " layers=0,\n", + " initial=foreland.c[0],\n", + " pmin=10.0,\n", + " pmax=500.0,\n", + " inhoms=(foreland),\n", + ")\n", + "cal.set_parameter(\n", + " \"c\",\n", + " layers=0,\n", + " initial=hinterland.c[0],\n", + " pmin=10.0,\n", + " pmax=1000.0,\n", + " inhoms=(hinterland),\n", + ")\n", + "cal.set_parameter(\n", + " \"Sll\",\n", + " layers=0,\n", + " initial=river.Sll[0],\n", + " pmin=1e-8,\n", + " pmax=1e-4,\n", + " inhoms=(river, foreland),\n", + ")\n", + "cal.set_parameter(\n", + " \"Sll\",\n", + " layers=0,\n", + " initial=hinterland.Sll[0],\n", + " pmin=1e-8,\n", + " pmax=1e-1,\n", + " inhoms=(hinterland),\n", + ")\n", + "\n", + "# run the calibration\n", + "# cal.fit()\n", + "cal.fit_least_squares(report=False, method=\"trf\")\n", + "\n", + "# print the RMSE\n", + "print(f\"RMSE: {cal.rmse():.5f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show calibration parameters results" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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layersoptimalstdperc_stdpminpmaxinitial
kaq_river_foreland_hinterland03.2394965.458589168.5011971.000000e+0030.000010.000000
Saq_river_foreland_hinterland00.0000080.000034446.0419771.000000e-060.01000.000100
c_river04.87766681.4207681669.2566870.000000e+00100.0000100.000000
c_foreland056.1131891576.4285872809.3726501.000000e+01500.0000150.000000
c_hinterland041.34457776.666539185.4331181.000000e+011000.0000500.000000
Sll_river_foreland00.0000200.000170831.4956661.000000e-080.00010.000001
Sll_hinterland00.0080090.014043175.3392761.000000e-080.10000.001000
\n", + "
" + ], + "text/plain": [ + " layers optimal std perc_std \\\n", + "kaq_river_foreland_hinterland 0 3.239496 5.458589 168.501197 \n", + "Saq_river_foreland_hinterland 0 0.000008 0.000034 446.041977 \n", + "c_river 0 4.877666 81.420768 1669.256687 \n", + "c_foreland 0 56.113189 1576.428587 2809.372650 \n", + "c_hinterland 0 41.344577 76.666539 185.433118 \n", + "Sll_river_foreland 0 0.000020 0.000170 831.495666 \n", + "Sll_hinterland 0 0.008009 0.014043 175.339276 \n", + "\n", + " pmin pmax initial \n", + "kaq_river_foreland_hinterland 1.000000e+00 30.0000 10.000000 \n", + "Saq_river_foreland_hinterland 1.000000e-06 0.0100 0.000100 \n", + "c_river 0.000000e+00 100.0000 100.000000 \n", + "c_foreland 1.000000e+01 500.0000 150.000000 \n", + "c_hinterland 1.000000e+01 1000.0000 500.000000 \n", + "Sll_river_foreland 1.000000e-08 0.0001 0.000001 \n", + "Sll_hinterland 1.000000e-08 0.1000 0.001000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cal.parameters.iloc[:, :-2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the locations of observation wells." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = river.plot(labels=False, params=False)\n", + "foreland.plot(ax=ax)\n", + "hinterland.plot(ax=ax, params=False)\n", + "ml.elementlist[0].plot(ax=ax, hstar=10.0)\n", + "ml.elementlist[1].plot(ax=ax, hstar=10.0)\n", + "ax.set_xlim(x0, 100.0)\n", + "ax.set_ylim(-30, 20)\n", + "cal.xsection(ax=ax);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the modeled vs. observed time series for both observation wells after calibration." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6lBaLxTRNm/26MThw4IAGaE1NTeb2BrFYTPvud7+rrVy5UnO5XFpFRYV25ZVXas8884y5zUMPPaQtW7ZM83g82sUXX6zdfffdGqCNjIxYdPYkEolEIpHMxa5duzSn06nddNNNM16PRCLa1q1btdra2ow+kz/84Q9rwKz/3XPPPeZ299xzz2mvaZqmRaNR7Wtf+5rW1NSkud1ube3atdpPf/rThD87Pz//tNcvueQSbe3atae93tTUpL31rW9N6vdTNC3JKimJRCKRSCQSiUQieR0im+RKJBKJRCKRSCQSSQJI8SSRSCQSiUQikUgkCSDFk0QikUgkEolEIpEkgBRPEolEIpFIJBKJRJIAUjxJJBKJRCKRSCQSSQK8Lvs8xWIxuru7KSwsNBvHSiQSiUQikUgkktcfmqYxNjZGbW3tjF6ns/G6FE/d3d00NDRkexgSiUQikUgkEolkkdDR0UF9ff2827wuxVNhYSEgTlBRUVFWxxIOh3n88cd585vfjMvlyupYzlbkObYXeX7tR55je5Hn137kObYfeY7tRZ5f+8nmOR4dHaWhocHUCPPxuhRPRqpeUVHRohBPeXl5FBUVyS+jTchzbC/y/NqPPMf2Is+v/chzbD/yHNuLPL/2sxjOcSLlPNIwQiKRSCQSiUQikUgSQIoniUQikUgkEolEIkkAKZ4kEolEIpFIJBKJJAGkeJJIJBKJRCKRSCSSBJDiSSKRSCQSiUQikUgSQIoniUQikUgkkjOcHn8g20OQSF4XvC6tyiUSiUQikUjOBmIxjc/+Zi+/3tXJG6tVtmd7QBLJWY6MPEkkEolEIpGcgWiaxld+f4Bf7+oE4NlelV++1JnlUUkkZzdSPEkkEolEIpGcgfzxYD/3/uUkAJetrADgy78/yGvd/iyOSiI5u5HiSSKRSCQSieQM5MmDfQB86A1N3PnBTawtiRGJafzqpY4sj0wiOXuR4kkikUgkEonkDGTn8SEA3rSqAkVRuLBKA+AP+3uJxrRsDk0iOWvJiHj64Q9/SHNzMzk5OWzbto0XX3xxzm1fe+013v3ud9Pc3IyiKHz3u99N+5gSiUQikUgkZxPdvinahiZxqApbm0sBWFmsUZjjZGAsyK62kSyPUCI5O7FdPP3qV7/i5ptv5otf/CKvvPIKGzdu5Morr6S/v3/W7ScnJ1myZAn/9m//RnV1tSXHlEgkEolEIjmb2HlMRJ3W1RVTmOMCwKnC5atE7dMj+3qyNjaJ5GzGdvH07W9/m4997GNcf/31rFmzhjvvvJO8vDzuvvvuWbffunUr3/zmN/mbv/kbPB6PJceUSCQSiUQiOZswUvbOX1I24/Wr1omF5z/s7yEmU/ckEsuxtc9TKBRi165d3HrrreZrqqpy+eWXs3PnzowdMxgMEgwGzf8fHR0FIBwOEw6HUxqHVRifn844OkYmyXE6qCicXWy+3rHiHEvmRp5f+5Hn2F7k+bUfeY6tZ+exQQDOayqeMZ/Z1lhEgcdJ32iQV9uG2FBfnM1hnjXIa9h+snmOk/lMW8XT4OAg0WiUqqqqGa9XVVVx6NChjB3z61//Ol/+8pdPe/3xxx8nLy8vpXFYzRNPPJHSfifG4PuvOch3wr9sjJLvsnhgZxGpnmNJYsjzaz/yHNuLPL/2I8+xNQwFoMvnRFU0Bg+9yCNHp9975qknachVORhU+eXjf6GzWkafrERew/aTjXM8OTmZ8La2iqfFwq233srNN99s/v/o6CgNDQ28+c1vpqioKIsjE0r3iSee4IorrsDlSk75DI0H+dqPnieqBRkNwx6a+Or2tTaN9MwlnXMsWRh5fu1HnmN7kefXfuQ5tpY/7O+FV/eytraYa97+BmDmOT7kPsnBZ06glDayXc4LLEFew/aTzXNsZKUlgq3iqby8HIfDQV9f34zX+/r65jSDsOOYHo9n1vopl8u1aL4AqYzlsw+8St9okNriHLr9AX71chfvObeRc3XXHclMFtPf+2xEnl/7kefYXuT5tR95jq3h6IBYJV9TU3za+XS5XGxsKAFOcKB3TJ5vi5HXsP1k4xwn83m2Gka43W62bNnCk08+ab4Wi8V48sknOf/88xfNMc9Eev0BnjkygKLAfX93Hu87twGAf/tDaumQEolEIpFIzgwO9owBsKqmcNb319aKOqfDvWOEIrGMjUsieT1gu9vezTffzF133cV9993HwYMHueGGG5iYmOD6668H4Nprr51h/hAKhdi9eze7d+8mFArR1dXF7t27aW1tTfiYrwd2tIpC0Q11xSyvKuRTVywHYFf7CEPjwfl2lUgkEolEcgZzqFekGK2qnr30oL4kl+JcF+GoxpG+sUwOTSI567G95ul973sfAwMD3HbbbfT29rJp0yYeffRR0/Chvb0dVZ3WcN3d3WzevNn8/29961t861vf4pJLLuHpp59O6JivBwzxdOGycgBqinNZXVPEwZ5Rnjs6yNWb67I5vNcN4WiM2x89RL7HyXUXNOPNc2d7SBKJRCI5ixkLhOkcmQJgVfXskSdFUVhXV8SO1iH2d/lZVycd9yQSq8iIYcSNN97IjTfeOOt7hiAyaG5uRtMWdoaZ75hnO5qm8WddPF2kiyeAN62s4GDPKE8d7pfiKUM8ur+Xu547AcB/PXeC77xvE1esef2IeIlEIpFkFiOSVF2UQ0n+3At26+qKhXjq9mdqaBLJ6wLb0/Yk1nO0f5z+sSAep8o5TSXm65eurATgmSMDRGVjvIzw291dABR4nIwHI3z9kYMJiX+JRCKRSFJhoXong3V63dP+rsRdxCQSycJI8XQG8txRvTFeSyk5Lof5+jmNXgpznPgmw+zp9GVpdK8fRiZCPH14AICffOQ83A6V44MTHBsYz/LIJBKJRHK2YtQ7rawuhPAUPPNNeOzzqE9/DU94OspkpOod7BklEpWmERKJVUjxdAayY5aUPQCnQ+WNKyoAePpQf8bH9XrjD/t7icQ0VtcUcU5jCRcsKwPgsdf6FthTIpFIJJLUOKRHnlZXF8Hz/wFPfRV2/gDHjm+zpvtX5nZNpXnkuhwEIzE69BopiUSSPlI8nWFEYxovnRwG4IKl5ae9/8bl4rXnjw9ndFyvR4yUvXduqgXgyrWiz9jjr/VmbUwSiUQiOXvRNI1DvXraXnU+7LpXvLH8zQDUjbwAUz4AVFWhuTwfgBODMiNCIrEKKZ7OMI70jTEWiJDndrB6lnznLU2iQe7eLh9hGaa3Dd9kiBd1Efv2jUI8Xb66CkWBPZ1+evxylU8ikUgk1tI5MsV4MILLobB09EXwtUNOMbz3J2iV63BoYdR909GnJRVCPB0fmMjWkCWSsw4pns4wXtYn7Oc0luB0nP7nW1KeT3Gui0A4xsEeWSRqF3s6/WgatJTnU+fNBaCi0MOWRmHg8bhM3ZNIJBKJxRzWo05LKwpwvXKveHHjB8CVS+ycawFQX7kXdOOiJWbkSYonicQqpHg6w3i5bQSAc5tLZn1fVRU2N3oBeEXfVmI9ezp8AGysn9k7469WC5tyw0peIpFIJBKrMMwitpWH4Mij4sVzrwcgtu49RFQPytBRaPsLIBb4QEaeJBIrkeLpDOPlk0IQbW0unXObc/Tox652XyaG9LpktyGeGrwzXn/DEvF3eenkMDFpFy+RSCQSCzmoR56uZAdoUWh4A1SsFG96Cun2niv+ffQxYFo8yciTRGIdUjydQXT5pujyTeFQFTadMmmPxxBPMvJkD5qmTUeeTvk7rKsrJtflwDcZ5mi/LNCVSCQSiXUc0tPx1478Sbyw7t0z3h8sWCv+cfLPwLR46h0NMBGMZGaQEslZjhRPZxBGvdOamiLyPc45t9vYUIyiCLHVPxrI1PBeN3SOTDE0EcLlUFhTUzTjPZdDZYveuPjFE0PZGJ5EIpFIzkIC4SgnBieoY4Diod2AAmveOWObgcLV4h/duyEwijfPTWm+G4CTQzL6JJFYgRRPZxCG/fhc9U4GhTkuVlYJJ75X2mX0yWqMBsSra4pmNCk2OK9FpO49f0LaxUskEonEGo72jRPT4N25L4sXmi+CwqoZ2wTcZWglLSKlr30nIFP3JBKrkeLpDME/FeZ3el+hN62sXHD7zXrq3u4O/wJbSpJl2izCO+v723Tx9OKJYTRN1j1JJBKJJH0O6mYR73C+IF5Ye/Ws22mNF4h/nHgWiHPck6YREoklSPF0hvCLF9uZCEVZWVXIxctPb457KkYPqKN9Y3YP7XXHHl2QnlrvZLCxwYvboTIwFuTk0GQGRyaRSCSSs5VDPWOUMsqy8BFAgdXvmHW7WPNF4h9G3ZPR60lGniQSS5Di6QwgFIlxz44TAHz04hYURVlwnxV62t6RfimerCQW03itW4inDafYlBvkuBymoYese5JIJBKJFRzuG2WZIjJQ8DZCwexZKFqjLp5698KUz4w8SfEkkViDFE9nAA/t6aZvNEhloYd3bKpNaB9DPHUMT0mHHQvpHJliIhTF7VDNB9JsnKObRrwq7eIlEolEYgGHe8dZqnaL/ylfMfeGRTVQ0gJaDLp20VJeAMCJgXGZSi6RWIAUT4scTdO467njAFx3YTMe5+kGBbNRmu+mvMADQKu0zLYMI+d8WWUBTsfcXx8j8mT0g5JI4pE9wCQSSTIEI1EGx4MsVRIQTwDV68TPgUM0leWhKDAaiDA8EbJ3oBLJ6wApnhY5zx0d5FDvGHluBx88rympfVdUidWmw7LuyTIO6w0KV+k1ZXOxudELwJG+McZl5E+is7fTx2Xfepq3/+DPTIWi2R6ORCI5Q+gfDQKwXO0RL5Qvm3+HCt2yvP8gOS4HtcW5wOJy3BsPRmQkTHJGIsXTIseIOr1vawPFea6k9jVS96RphHUc0iNPq6rnF09VRTnUFucQ08SEeTHxl2ODfPOxQ3zzsUM8e2Qg28N53fDw3h7++s6dHB+c4LXuUe79y8lsD0kikZwh9PhFz8blDkM8LRB5qlwlfg4cAmDJIjONuH9XJ+f86xO87z+flwuMkjMOKZ4WMYd6R3nu6CCqAn93YUvS+xvi6XCfTNuzikNG5Km6aIEt4+3ifXYOKSmGxoP83b0v8cOnjvHDp47xd/e+JNM6M0AwEuVf/m8voUiMZZUiIvyjp1vxT4azPDKJRHIm0OOfwkOIaq1fvLCQeDIiTwOHQdOmTSMWgV35j589xqd/vYdQJMaLJ4f52H0vEwjLSLzkzEGKp0XMc0cGAbh0ZSUNpXlJ77+yWkzSZOTJGgLhKCf1VbuFIk8QV/e0iEwjfvp8O4FwjOayPNbVFRGJafzr7w/I1Amb2dE6yFggQmWhhz988mJWVhUyGojwH8+0ZntoEonkDKBvNECz0ouKBjnFkF8x/w5ly0B1QnAURrviGuVmd7HscO8YX3tERMPefU49BR4nO48Pccfjh7M6LokkGaR4WsTs7RKW2Ft057ZkWVYpJvg9/gD+KbnCnS5Gd/eSPBcVhZ4Ftzfqnl7t8C0KcRIIR/nJzpMA3PzmlXz//efgcig8c2SAPx3qz+7gznIe3tvLEqWb/1/1Tlyv3MNXtor6hV++2CHNIyQSyYL0+AMzzSIWalnidAsBBdB/iJYK3XEvy2l79+/qAODy1VXc8d6N/L9rhLHFHw/KZ5DkzEGKp0XMPr1WZn3d7P2EFqI410VNcQ4ArbLfU9pM1zsVJdRra11dMU5VYWAsSLeer55NHni1i6GJEHXeXLavq6alPJ+PXLQEgG8/cSTLozt7CUVi7DpwiPvdX+LtHd+Ch2/mvKc+SJNnHP9U2HRwlEgkkrnoPVU8JUKFXvfUf8BM2zs5NEk0Sws24WiMB14Vv8P7tjYAIrNGVYSo610Ez0mJJBGkeFqk+KfCnByaBFIXT4BZXyHrWtLHqHdamUDKHohmuYYr355FUPf0yxfbAbj+wmbTZv3v37gERYHXukfp8U9lc3hnLTtaB/hc9D8pVcbRihugqA4lGuSmkp0A7DwmGylLJJL56R0NxPV4Wp7YTpVG3dMhar25uB0qoUiMbl927vXPHhlgcDxIWb6bS1eKtMPiXBdra8Uc5wXZVF5yhiDF0yLlNT1lr6E0l5J8d8rHMfKc23QhJkkdw6Z89QI25fEYwnef/vfMFv6psDmGt22YbrRcmu9ms16b9dQh6bxnB71//glvduwiojhR3v8LuOwLALw58BgqMZ4/LicMEolkftKLPB3EoSo0lYna6Wyl7t2/qxOAqzfX4Yrrk/iGJaUA8l4oOWOQ4mmRYtQ7bajzpnWcpjIpnqzCSNtbmYDTnsF6/e+3P8vi6eWTw8Q0Iaar9VROgzetrATgqcMy59xqNE3jnK6fAdC1/hNQvR7WXgM5xRQFunmjupcXTgxnLY1GIpEsfqIxjcGxKZYqCdqUG1TGOe7FYnGmEZkXT6FIjCf12tp3nVM34703LCkDZBRecuYgxdMiZV+nmGyvr089ZQ+gWV9pOjmUfXvSM5nB8SCD4yEUZbr5cCIYkae9nf6smka8cGIYgG0tpae996ZVQjztaB0kGJF2sVbS0XaMldoJYppC1WWfEC+6cmHjBwC41vUnxgIRDnTLuieJRDI7g+NB6rVe8pQgmjMXSpcktmPpUnC4ITwBvjaW6KYRxwcyn8Z/pG+MUCRGca6LNTUzFyC3tpSiKqIeS6aPS84EpHhapOzt8gGwIY16J5gZeVoMjm9nKkbKXlNpHnluZ8L7raguwOVQ8E+F6RzJ3kPBSIcwVvjiWVtbRGWhh8lQlBd1kSWxhu6Xfw9Aq3slOd6q6Tc2/y0AF6l7cRI5Y9JVhidCfOJnr/CFB/fJ+4lEkiF6/AFWK20AKJWrQXUktqPDOZ2617d/utdTFiJPe40F4bri0wyXinJcrNPnOmfKvVDy+kaKp0WIbzJEx7CYaK9NUzw1lOaiKDAejDA0EbJieK9LDvYYKXuJ1zsBeJwOc59s1T2NBcJm2uC2JadHnhRFmU7dk3VPlpJz8kkABqvfOPONyjWQ48WthVijtJ0RhdJdvin++s6/8PC+Hn76fDuP7OvN9pAkktcFvf4pVqvC8IfqdcntXL1eP8h+Wiqyl7ZnPP/WzTGnObdJPJv2dcoovGTxI8XTIsRI4Wkqy6M415XWsTxOB7XFuQC0ydS9lDEiT6uSqHcyMOqejJW3TPNy2wgxTVxPNfq1cCoXLBMRqd0dI5kc2lmNFgmybPwlAArXb5/5pqpCw3kAnKMeZX/X4p4waJrGR+59ieMDE7gcYtX4G48ekmmeEkkG6I2LPFG1Prmdq3Sx1bffrHnq8k0RCGf2u7vPyKaZoxRhZbVIKTwq26pIzgCkeFqEHDRc3VKYqM9Gc7le9zS4uEwjAuEoP372GOf9vz/y0fteWtRpQIdM8ZRc5Amm656yZRphpuy1nJ6yZ7C2Vlxrh3rHzpymrYOtML54I2Xd+56igCkGtWJWbL7o9A108bRFPULvaICh8WCGR5g4R/vHGert4HLXHp65OsyagnHahyf5n51t2R5aUizme4xEMhc9o4E0Ik/69r37KMt3U5jjRNOgfThz84FgJGouQM7VekW2VZGcSUjxtAgxUsRWJWGJPR/TdU+LJ/IUicZ494/+wtceOUT/WJA/Huznsdf6sj2sWYnGNI706eKpJpXI07RdeTYmb7vbfQBsaS6Zc5vmsnw8TpXJUJS2DD5UU6JnD/zPNfCDLYTuvBTCi7PA2LfnEQBeyz8Pj2uWCHK9EE/nOVsBONizeFdcnznQxf+5v8h/Ob5B7cPX8hv1VtyEuWfHyTNCkJwcnODj3/slN95xD4OLWKSeTezu8PHvTx5lNBDO9lDOeEaH+6lT9NTeqrXJ7WxEnnxtKMGx6bqngczNB470jhOOahTnuqgvmT37YVmFmO/0+AOMyWtGssiR4mkRYlhip5IiNhvTjnuLZ1L8p0P9vNY9SmGOk7/S3d6+9fhhItFYlkd2Om1DEwQjMXJcKo2leUnvv7K6MGumEbGYZqaBzpUuAeB0qGZtliHeFyXjA3DPW+HYnwBwj3cy/Ox/ZnlQs1PS9TQAk42Xzb5B3RZQVKq0QaoZ4kBPdu3s58O/9/c0qAOE1Rxw5ZMbGuIy5z66fFNZKT5Phr8cG+T2H3yf7wzfyLfHbuGrv3jyzImunqG09o/zwbue59tPHOG9d+6kbzSQ7SGd0eQOHwRgIq8OcpKsg84rhSLdGrzvNTN17/hg5iI8e+NS9k41izAoznNRWegB4FgGhZ1EkgpSPC0yItEYR/rETS2ZZqzzsRgjTz97QaQgfGBbI9/5m01481y09o/zf690ZXlkp2Ok7K2sKsShzn7jnw+3U2VpRXbyuduGJxkLRvA4VZZVzG+xbqSJLmrxtOO7EBqjVWnmO+F3A6Du+C6x4OK5tgEiQyepDbcR0VTqz33r7Bt5CsxV5HPUo7y2SO3K/VNhzhv6LQCTmz8KWz4MwN8WvgLAn48OZm1sCxGLRnnil9/nO9o38ShhPEoE98k/8V9/Pp7toZ21jAcj/MP/vMy5kVe41vEYR3t9vOfOnYwHI9keWsIstrGWTxwFIFC6OrUDxNU9GXblJzIoUPYvYBZhYKTuHe1bvFF4iQSkeFp0nByaIBSJke920FCSfJRjNpp18bRYIk8dw5M8e1TUqrx/ayNFOS4+fulSAO7ecSKbQ5sVUzylUO9ksKJK7Hu4N7P53MZDa3VNEU7H/F/3NXrd06LtOTTWBy/9NwBfDb6HX+e9l06tAm9shFf/744sD24m3S//DoA9ykrWLGmce8OGbYAQT4v1vL/y6iu8Ud0LQPGFHxVNfoHzQs/jIcRzi1U8DRwm8IPz+WL4u3iUCFquqPl7k7qb7/7xqDS7sImfPvInvuX/J+5zf4OvuO7jk/lP0D48yRMHFn8Tbk3TuOXXe9j8lcf57e7Fs5BXHxRiP1qZZMqeQVzdUzYa5RpOe3PVOxksl3VPkjMEKZ4WGUbdw8rqQtQUohyzYaSa+afC+Cazb1f+y5fa0TS4eHk5zfqN/L3nNuBQFQ71ji2qCBmIegnAjB6lgiG8jmR4RW16xW/hFNDVNYs88rTjexCZYre2jKdjm7jtnRs5ueYGAEqP/GpR1d5EDj0OQEfZhfNHK+unHfeODYxn3AErEbRd9wJwrGgblLZA/VYobsAdneQSdQ/PHx8ivAjTbXniNvJGDjOq5fJ4xXUoH/glABc79hMOBdnVJp0l7WDj/tvZpB4npoheRB9VHyKPAA/vX/zW9t/941F+vauTcFTjtt++xsBY9uvjNE2jPtoBgLM6RfE0i+NepsRTNKZx1Mymmf85tExfZJTiSbLYyYh4+uEPf0hzczM5OTls27aNF198cd7tf/3rX7Nq1SpycnJYv349jzzyyIz3r7vuOhRFmfHfVVddZeevkDHMeqcUjAnmItftoKpI5BJnO/qkaRoP6Kl5HzhvekXem+dmW4vo8/D4IjOOMDqe181R6JoIRuTJiGJlikRX/GDaoKTbH1gUIvs0XnsAgO+H30ltcS5Xrq1my5XXEtMUWrRODre2ZnmAOuEAdSPiHudZvcB9qe4cANao7SjatCPVYqJ5+DkAgus/IF5QFFjzTgDe5X6R8WCEPR2+LI1uDjQNrWsXANeHPkPOFV+AunMhv4ICpjhXPbx4I2ZnMB3dPWyJiHTOyQ8/BqVLyAuPcK3jcXa0DjGxiH0AnjrUz/eeFOlxFYUe/FNhvvzQa1keFUyEopQi5gV5ZXWpHcQwmRg4QoteAz00EcI/af8fpH14kmAkhse5cM3wMjO9XYonyeLGdvH0q1/9iptvvpkvfvGLvPLKK2zcuJErr7yS/v7ZQ/h/+ctfeP/7389HPvIRXn31Va6++mquvvpq9u/fP2O7q666ip6eHvO/X/ziF3b/KhnBiDytTiNFbDaMFMCOLDupHRuYoNsfwO1UeZNuFGFw5dpqAB57bXGtUHb7RLHzXD2SEmGlLp6O9Y9nzBRD0zQz8rS2dmHxVJQz7YR0YLFFnyaGYKwbgOdja7hgWTmKopDrraDLswSA1pcey+YITSaPPoOHID1aKes2XzD/xqVLwV1IDiGWKV2L7ryP+EdpjInFjvoNb5p+QxdPF6n7AG3xCZHRLpSJASKaSm/eCi5YWiZ6ay27AoBL1d2LulbrTKV9569xK1HanU0UNG+FN34GgBvcD+OKTbF32JpsCjv41UsiuvPBbY3cc91WHKrC7/f28PLJ4ayOa2QiRKki7gueosoFtp4Dr75QGRojXxs3F1NPZCDLw1gQWl5VMB2FjwTh5bvhrstg5w/NbZdXCfHUMTLJVGjxReElEgPbxdO3v/1tPvaxj3H99dezZs0a7rzzTvLy8rj77rtn3f573/seV111FbfccgurV6/mX//1XznnnHP4wQ9+MGM7j8dDdXW1+V9Jydw2zGcSh3qsjzwBNOgrPh0j2RVPz+m1Tuc1l5Ljcsx474o1VQDsah9ZFOkSIFIOenWnqDpv6uKpviSXXJeDUDSWsehfx/AUo4EIbodqRr4WYo2ZurfIIiB9+wDoUauZIJcLl033rArW6wLl5HPZGNlp9O57GoDdrk006PWGc6KqULsJgA3q8UWXMnn84C6cSgw/hRRVxtVu1WwCZw4FsVGWKD28lOUJ5ml0vwrAEa2Byzc0T9f7LRfi6TJ1N/u7/QxPLMII6xlMUetDAPTU6RHX9e+BwlqKtTE2q628MrQ4xVMwEjWfTX+ztZF1dcW8c1MtAA9mufbJPzZOkSKyH5T88tQO4sqFPH1ff+e0496A/REeI1XdfAZNDsOdF8Hv/wm6dsFTXzPbTZTluynJc6FpcCwDY5NIUsVp58FDoRC7du3i1ltvNV9TVZXLL7+cnTt3zrrPzp07ufnmm2e8duWVV/Lggw/OeO3pp5+msrKSkpISLrvsMr761a9SVjZ7E9BgMEgwOD0ZHx0VE5RwOEw4nN08AuPzw+EwU6Eo3X4xUW8pzbF0bLXFYqWpfWgiq7/zs0dExPGCpSWnjaMi38n6uiL2dY3y2P5u3nduvSWfGX+Ok6XHHyAa03CqCt4cNa1zt7wyn71doxzoGqGpxJPycRJld7voC7KyugBFixJOoJ5mWUU+jwNHev0J/67pnN9EUbv34AD2hBsA2NpYbH5e5fq/guP/w+rAHo70+MyJQbZQesTEfaJ8Y0LnRK1aj+Pkc6xXTvCHvrFZ98nEOZ6N4daXAejNXUpeJN6BTMFRswm143m2qEd4vLuRUCg0pw1xplE7duEA9sZauGhZ6fR5a7wYJwrL1S4qtBGePdzHW9dXZ+38nk2ExoZYNbkLFCje8tfmuXTUb0U9+Fs2KMf5T/9afONTeFMvH7WFHa2DTISiLC0Is6JcPHvftq6K/3uli4f39vD5q1YsaLhjF74hEXGPohJz5sM81+h817GjuB51cpDI0AmaSpt4/vgwrXPcb6zksL4gtKwij3A4jOORW1AHj6DlV4AWQ5kcInLoUbRVbwNgaUU+L7f5ONzjZ2WlNaZZViHvE/aTzXOczGfaKp4GBweJRqNUVVXNeL2qqopDhw7Nuk9vb++s2/f2TqdyXXXVVbzrXe+ipaWFY8eO8bnPfY63vOUt7Ny5E4fDceoh+frXv86Xv/zl015//PHHyctbHF/OJ554guEggBOHovHnPz2BlfOQ4X4FcLD7SDuPPHLSugMnQSQGO446AAV6DvLIIwdP26ZBVdiHg/v/vJ/C/r2Wfv4TTzyR9D4nxgCcFLliPPboH9L6/NyQCqg8smM3Wrv9qXsPtYnPKwz7TqsbnIuxAXGdvHy4k0ceaUvq81I5v4myue0xGoEDsSaqcjV2/flP5nvOyBRvQWGp2sPn7/8t5zV6bRvHgmgab/KLFONjAW9C571uBM5FRJ7u6Biadx87z/FsKCdE7VaPUsWhU8a1JljGcoTZxa+nLuVnD/6BUvvXBBLivKN/pAbYpy1hzcGXeCSuHO6S3Ea8U228QT3IL54qRumY/i5m+vyeTbg7n+MtSpTDWiOHjvdw+EQPAMv8OawFtjiPo0UVfvLQUyxLslWR3fzmhMpb1Jf4UeR7+L/XyOHqq/EVnUu+08HIZJh//9VjrPJmx5Cms7udi4BRCnj2D48mtM9s1/HWSSe1wIGdjxMMvxlwsHN/KytDRywd76nsOiae+b62Q7za/j+cd+J+NBSerfs4tb6XWD75CH1P/gcvHxfiVJ0Uz60nX9iNs+tVW8eWKmfyfaJrAn7XprK0SOPN9dk1WQpFoW1cIc+pUXfKmmc2zvHkZOJZQbaKJ7v4m7/5G/Pf69evZ8OGDSxdupSnn36av/qrvzpt+1tvvXVGNGt0dJSGhgbe/OY3U1RkbXpcsoTDYZ544gmuuOIKjg5OwSvPU5rv4a1vvdTSzyk9Pswvjr1MwFnA9u0XWXrsRHnhxDChF16mLN/NR959xaxugt5jQzxy7y4Go3ls3/5GSz43/hy7XK6k9n14Xy/s38uS6hK2bz8vrXH07jjJC48eQSuqZvv2TWkdKxH+995dwBBvecM6tm9NLIrX0OXnf1pfwBfzsH37pQntk875TRTnXbcDcFBr5IoNjWzfPrPfyfDJ71E+dojaaCfbt3/AljEkhL8D1+4xQpqDVRe8je2bmxbeZ3gV/Og/WK20MxGKcvFlb6YwZ+atORPneDb27v4GAHUbL+PCy7bPeE85DNz/MOe7jkEYqledy+WrU6zJsBJNg9f+EYDe/FV86Z0zx626d8ILP+IN6mvcFbuc7dsvytr5PZs49OP/BaC97CLe+tbpc66cLICf/YpNrnYIgqd2JdsvWZqtYZ6Gpml88zt/5ouOPwNQPNXOeSf+nXOuuYuXYiv5xUudDOQ2cvP2FJ3u0uTJR34NfTDpKmX79u3zbjvfdaw+sQNefJm19cW8pf5cHmx7lYCrmO3bz7dt7KFIjH9+4UlA44Pb30jj/4gauNgFn+SCN92E0v0q3PMItRP72X75JeDO58TTx3nxyVY85Q1s377OtrGlwpl+n/jt7m6+99sDBCMxDo/Cx995fsIp/XZwbGCCW/59B0U5TnZ9XjSTz+Y5NrLSEsFW8VReXo7D4aCvb6Z7Wl9fH9XV1bPuU11dndT2AEuWLKG8vJzW1tZZxZPH48HjOX1J1OVyLZovgMvlYjwkVK83z235uJordCc1XwCHw2mZDXoyPH/CBwiLco/HPes2m5pE6mWnL8BoMEZZgXVL2an8vfvHRU1EXUle2n+T1bVeAI72T9h+3WmaZpoPbGwsSfjzVtR4AeHENBmB4tzEx2nb9ykSgsHDABzUmnj38srTJwZLLoE9hygf3gWqA1eWUmzoF7VZR7QGmmrKEzsflSvAU4wn6GeF0kmHL8jGhtnr6zJ5z+r3T7EsdgIUqF+97fTPbRa1Zo2xDoqY4FDfBG/ZsAjupyNtEPIR0hwUNGw8fdxLLoUXfsT56gG+MDxJFNXcZjE9E840ykb2AOBoPn/mOazfAkBFpBcvY7zWM76ozvGRvjG6RyY4z6NnwzRdBG1/xrnnZ7zzorv5xUudPHagj6+9awNuZ+bvK7FJUU8YdHsTPm+zXsclzQA4xrpYXiUWjU8OTeJ0Om1Ltz0+NEYkplHgcdKo9KGM9YAzB8ebbsXhckHjVihpRhk5ievkU7D2Glp0x73OkalFdZ3EcybeJ3r8U3z2gdeI6n+P8WCEHz5zgv/44JasjWkiLCJfxXmnn89snONkPs/WO4Hb7WbLli08+eST5muxWIwnn3yS88+ffbXj/PPPn7E9iPDdXNsDdHZ2MjQ0RE1NjTUDzxIjuj10Sd7swiIdaopzcKgKoWiMvrGA5cdPhL8cE+5WFy6bu+i1ONfFEr1mZa/uFJdNDKe92jTMIgyMFZ624UnbG3R2+aYYmQzjVJWkmvsWeJymE1MmiokTYvAIxMKManl0auWc23y6OYx32RsAWMkJXstis9lIp0gz2RtrWdCW10RRoHYjAOvVE4umUPrwkUMUK5NEcJBbu+b0DQoqoKQFFY1NauvicQrUzSIOaw2saaw4/f2m89EUlRa1j0ptaNGc7zMZbWKI2ohwq6tac/HMN3O9UCocMderJ8z2CYuF548PsVppo1iZAHchvP174o0Tz7K1IkZpvpuxQIT93Vka94R4boY8pekdp1jPPvB30lCah0NVmApH6Ru1z5zpsGkWUYDS+ZJ4sfYccOWIfyuK2XSbg8JspEk32WnLcluVs42H9/YQjWmc0+jl/hvOR1HgkX29WTUp8k+JOa831/o5r93Yvoxy8803c9ddd3Hfffdx8OBBbrjhBiYmJrj++usBuPbaa2cYSnzyk5/k0Ucf5Y477uDQoUN86Utf4uWXX+bGG28EYHx8nFtuuYXnn3+ekydP8uSTT/LOd76TZcuWceWVV9r969jKiN5zwZtnvdp2OlRqveKG1TkyZfnxFyIQjpoPzTcsmd3Yw2BDvUiI39uR/Ydst0+cq9rinLSPVVXkId/tIBrTaLf5wbC/S9wQV1QV4nGeXgc4H0vKxcrfsYFF0qy4T9QQHdQaqS/Jo3yWaKRaswGAlUonLx8fyOjw4gm1i95CRx3LKUnme1yzCYC1yslFM5kfOi5+l35PEzjniAA3TDf5PZBF0TqDnt0A7Iu1sKHee/r7OcUoNUKsvkE9mPHG1WcjAwd3AHBcq2V58yypqrWbAVivnKDTF2BwfHG4qQLs7vBxvnpA/E/TBVC+TIxXi+E49DvO0WsoX233ZWV86pQw/onlzv/cXBCvMNvB14HLMd1zyc5FsiO6TfnK6kLoeEG82LB15kZ6+wBOPAeaRpM+rv6xoLQrt5Df7RHGI9dsrmNVdRHb14tgw13PHs/amHw2znntxnbx9L73vY9vfetb3HbbbWzatIndu3fz6KOPmqYQ7e3t9PT0mNtfcMEF/PznP+fHP/4xGzdu5P777+fBBx9k3TqR++pwONi7dy/veMc7WLFiBR/5yEfYsmULzz333KypeWcSvgn7Ik8A9d7s9Xp6td1HOKpRXZRj9hKaC2PCs7fTZ//AFqBbb5BrReRJURSWVhrCxN4J8v4kmuOeytLKzNnYJkSvSIU7GGtkY4N39m1KWwirOeQqIdqO7svc2OLRNFz9InVpsGhNcqkw5csBaFL6aF0sDSJ7hWidKl099zaGeFKOimjnIrD+DnUJo5kDWjPr6+e4/ptFdOR89UDGG1efjfiOinqhEzlrZk9t08XTVpeYqC2Ge7vBng4fbzDEU7NeD2xEQ157gE36PefV9pHMDw5wBfU2AHlpiqdiXTyN90IkOG1XPmjfIplxL1tWWQgdeuSpYdvMjerPBWcOTPTDwGG8eS6z5rM9y30pzxZODk6wt9OPQ1V4iy6aPnieaD3xYhbbTPinhHgqSqI8YLGQkQTeG2+8kba2NoLBIC+88ALbtk1/eZ5++mnuvffeGdu/5z3v4fDhwwSDQfbv3z+jSDI3N5fHHnuM/v5+QqEQJ0+e5Mc//vFpDn1nIj79QvLm23MhNZQKAdAxnPnIk9EHZmtL6YKTyo0NYsKzp9OHpmXXDcaKBrnxGB3U7Y7qGFG+dXNNHudhOvK0SCbxPUKQHNCa2DyXeFIdBMtWARDq2pOd62bkJK6Qn6DmRKucR3DMRkkLAA1K/6KJ+JWOihoQtWb93BvpE6FzHMdQiS2KPlWaLrZHi1dR4JmjrLfpQgA2q0fN1XFJ6ri7haX9eOUc9RO6eFqnCPG0ZxFkFQCMBsK0DY5ynqrXO7XoKYdrrhY/23ZwXoWw6N/d4cv4+AByQkK0OQpS7PFkkFcGTv05NtpliqcTNoonQ/wsLYjAgO6uW3+K8ZLTYy7CcPI5FEWhqUws9LZloInv64GH9KjTBUvLzMwNY27QOZK9RS8z8iTFkyQdjJonu/I/G0qy1yjXEE/nzVKvcipraopxqAqD4yGz71U2CISjZhPNdBrkxmNGnmyMLmiaZkae1tUm7yZpjPH4YpjERyOikSLwSmz53JEnILdepGI1ho9nR/gNCsvfY1oddWVJila9mLteGaBjaIxw1H4r+/kIRqIsjRwFwLt0HpfJyjXgLqCASZYrnVmtNwNgYhDPlOgll9+wYe7tdHHbpPRxrHdxTOTPWKIRqsdfAyB3yRy1ydXib1GhDeFljD2LJPK0v9PPGk6KJrQ5xeY4KWmCui2gxdgwuRNFEZPMbDRvz4v4AHAVpelkqSgz6p6WVNgvnoy5xrKwLpxKWkSt5Kk06866eqPzplIxNhl5soaH94nsrndsrDVfK8pxmQI6W3WIRuRJpu1J0sJQ4UnVSiRBQ2l20vYi0Ri72sTq2bnNCxe95rodprnC3iyt9sF0vVOe20FRrjXGlEv1B5adk/ve0QBDEyEcqsLqmuTFk2HY0TY0SSTLk3j69kN4Er+Wx0mljnW1c4sShx4hWa208+KJLKTYjIledL1aifldS5iiWjSHG7cSpTw6mJXU2njaO9qpU0ShunfpuXNvqDrEJBNR93Q42/VDetTpZKyKJXVzO7RS3IDmzMGjRFBG2xkLRObeVjIvkZ795GgBRrVclqw5Z/aNcorQvM0ArFbbsy+ydfZ0+rncIRZnaL5YXM8Gy0UNdc6JJ1muLyhlI/pUGBMT25xiC9oAGOLJ12F75Mk/GTa/V1V+vWfjqSl7BkbE7+SfIRajUY88SfGUPmOBsJmafNmqmdeQkdafbfGUjKvvYkGKp0WEGXmyqebJSNvLtGHEa92jTIaiFOU4WZlgT4H1dWLSn800oB7/tNOeVVauS+PS9uxKLTPMIpZXFpDjSs4sAkSUzeNUCUVjWTEXmYHu0PRqbDkrqorJdc/z+1Tr4kltz44z1rhosdCvec20k4RRHShekYPeqGY/dW/4qGiO2+moR8lZIIqmp9xsUY9yNNv1WnHmIsv0Ce+sqCpKmagzW6p0L546szOQwUMiWrCPFSypmHuxRqsSfZLWKG0MjAUZC4QzMr752NM+wltV3cjASNUzWK4bGRx/mnPrxLWU6bqnSDRGsSbu53leC8STYRrh7zTTs9uHJ22JdBtRp/ICN65uo95p6+wb154DrjyYHIKBg6ZphHTcSx9jPlDnzT2t9YtpzpWlSLDP5mwrO5HiaRFhe+RJT9vr8U9lNC3ISNk7t7k04f5Shsiws5h1Ibr0yFONBU57Bo1lwiJ2PBixzSL2kC4416QQdQJQVcVclcx63ZPu0LRQyh4A+uSsRhmms6vT5oGdjjYmxNMA3sRtyuPR654alf6sn/dI5ysA9BckULulryZvVo5yrH88q3WKsR4ReToQa5pfPIFp0rFU6eaIFE8pEzyxE4DuwvXz3t+1KmH6tNktvpuLIS14omM3S9UeYg4PrLxq5ps1myC/AkLjXF4garUy7bjnmwxSgrg2C0rniaQmimEa4W+nqshDrkt3f7UhwmMcs96ba9atGlHq03C6p6NSJ/+86CNPjx/o4wsP7uOD//W86WK3WNnX5QOmhVI864zIU2d2Ik9GnX+xTNuTpIOhwkvy7VHh5QUe3E6VmAY9vszVEhn9XzYtNPmNY0lF9utujPz2qiLrxJPH6TAn1nZNkA/2ivOdSsqegZEPfzLbK38dIgKyS1vOxoXMLzyFhIqETbKj/zViscxO4oM+8RAdpCQ1d0a97qlJ6cv6imvBkBAhwYp56oYM6kVa31K1B1dwmN7R7NUphrvFuFvV5oXrFHXxtETp4XCfFE+pUjgg+mqFa+ZJ7wS0SrG4sdbRDmR/YaZ/NMAbpp4BILbsCvCckhWhqqaN9saguA/t6/JndHFgdGQApyIWOp2z1QoliyGefO0oyvQi2QkbnrNG6vGGogmYGgHFARXzLMbU61GpvtfMXk+dI5NEM3wfX4i2cfjEL/bw0+fb2dE6xJd/9xqhSJbT2+dhry6M1s3ivLu2tghFgW5/dtoHyLQ9SdrEYtp08ZxNF5KqKqZNeCZNIwwBZESTEiG+mDXTk2CDoXEhZssKrBWzdtc9HeoR+c2rahJvjnsq040Ks7g6PNYHvjZiKOyJLWXtPPVOBs5aMdlfEj2e8VXLiF8U5YbzKnA5Uri1lk5HnrLtMlU7KdzHPI0JdJ/PLYHylQBsVls5mi0hEgnhGhEmF1OlaxaOcpevAGCp2m1r0fxZzVgfpaFuYppC0fK5G9nDdOSpIdqBk0jWxdOeDp+Zsudc/67ZN9JT90q7nkFVYDwYYSCDk8yJERHNHidPRGfSpUJc8/TuB02jRX8WtdrwtzDmGBvdonky5cunm+POhv59ZPAo1UU5uB0q4ahm1h4vFnb2iXv71uYSKgo9DE2EePJgX5ZHNTeGedRskafCHJdZ45yNuie/7PMkSZfRQARDI9hV8wRxjnsZmlhqmmb2CzL6ByVCY3wH9LHsrGQbNWilFv897HTcmwpFOaFPvFdVpx55atbTJrIaeeoUq72HYw1Mqfksr1pYfKt1omB9s9qa8Xo5dUK4vCkFKbZN0CNPjVmOPEX8PVRoQ8Q0hcoV8zjtxaPXMmxWW7NXPzR4GDUWxq/lUVzdsvD2cWl7J6V4SomonlZ7RKtnVXPd/BsXNxB25OHUwixVurOettd19BWa1T5CigdWXDX7RkvfBIoDZfAwG4vFdzKT380pn5iUj6nJt5yYlap1oLpgahh87WZqtx0Nro2WKMtjbdOfPR/ly8TPoaM4srTQuxDjwQi7BsWizD+/eSXvPVcYcPzypY5sDmtO/JNh8xk+V8/H9VlK3dM0bbo9j6x5kqSKb0pM1PPdjtmbDFpEpk0jBsdDjAYiKAo0lyUunmZ2QM/OQ3ZItykvtTiNcqmNvZ6O9I2haaJIt6Iw9abRiyLypFuUvxpbxrKKBM0v4swLDmayf4+m4QkMiH+mLJ6mI0/d/imCkahVo0uKgSNiQnyMOmorE+wto0+Mlild2TON6BN22Ye0RtGUcyHKxGStTBljyt/PYs286fZN8dzRgUWZGjR65C8A7GEFLeULLG4oCv4ckTa2RmnLeuQp0C7SDUe8a8E9x7Mpt8S8Ts4vEEImk0I7PCruKRNOrzUHdHqgao34d89u1uqtLF6zwWDHWKCtDbaKF6rn6RcHoBu4MDEAk8PUlWTH4Go+/rC/l1BMobksj20tpbz3XHE9P3t0wKyRXkwYxkmNpXlzLsob6f2Zvm9PhKJmSqZM25OkzIgZvrRXgWe615MRdaovyU3a+c0IJx/P0kN2eEKkZ1iftmdfE1oj2pJO1AmmhW7nSGbNRWYwIPomHdIaWJ1oCmLtOcQUBzXKML0drTYO7hQCPhwxIbadxTWpHaNE1Gt5lQkKtfGsNLMGGD8pzCLaPcsTNniJrx9q7c+SXXn/AUBEKhOJUuLOR9Otm5vpYTB7pVqz0/4Ckf+9nkP/fg2v3fcpLvx/j/L9J49me1QziLULod1XvBFHAtfKaK6YbK5W2zk5mL1WCJqmkTsseg85axao66sUzbfXuURNYyYjT9FxIZ4C7oX7IyaM3rCY7lfNVOjjgxNMBK2z64/FNFP0FPsPixerF4g8eQqgSI9eDrVSr89VuhaRePrfXV0AvGdLnd7MN58LlpahafCbXZk3KVoIo95prqgTEGdZn9l5llHj73aq5LjOPCly5o34LCVTzcLqM5y2Z0RXliy0KjkLS8zaoOxEP4bHjchT6hGc2TBqnnr8AcYtfGABZj+HhMXGHFQWevA4VaKxLOacm01na1mTaLNfdx6TJaIoOafnZbtGdjrjImVvVMvDW5jiuXfngx61ymbdk6aL1sniZYnvpNcrNCu9HO/LbFG9gdYv6rSOaPULO+3pKHF1TwMBa9oRWMajn8V54P+4LLaTf3D+nitCf+SOJ45kvQeYSSRE8YiwhteMYv8F8OcKO/61antWWyG0DU2yNCoc9IqXbJ5/Y93kYClicnwyg99LbUI41YY9Foqnmk3iZ/erVBR6qCryoGnWtgXpHwsSisbIV0M4/SfEi1ULRJ7AXIRh8IiZtrdYIk8DY0F2d/hR0Lhm03Sz2bduEItlhqvwYsKod1o/j9mSYc51wsb2KbNhuEt7c12WtYLJJFI8LRKmbcptjjyVGnnEmbkhmfVOSZhFGCzJol25pmlm2l6ZxWl73jw35Xo0y2qXI6siT6qqmL2KslL3FA3DiHjoHovVsqYm8Zx/V7MoXG+Z2s9opnrJ6A1y+zXvab00ksJ03OvPWr1Z3qiYVJoF3IlQVI/mzMWjRCgIdJvfnUwS7RORp+PUm2mnCxLX62lgMUWexvuhW6SV3R99IwA3e36LmzA7WgezObJpBg/j1EL4tTyqW9YmtIsReVrlECv4xzO82m2wp2OE1apw/XPWLDCprxTiqToo7keZjDw5psTfOppbZt1B4yJPaJrZeHy/hYYBRmbLBYV9KFpMWL4XJpDOHGcaMS2eFsdiwa42IY6q85iREm9EdfZn2IkxEY7qWQCrqude0GsszUNVRBpd/1jmzFBGz2CnPZDiadEwkiHXESNtb2AsSCBsf02FkZpmRJGSYUmWwskAU+EoQb3GwA7r+CU2pO5pmmZGntJx2jPIat3T8AmIRZjQPPRSmlQkzdPyBgA2q0c5nKm6p7gGuWmleZZk2XFP0ygPigLvvNoEejwZqCqKXhuyVOnOvONecBznqCjanvKuSNztMC7dcGBqEa1+tv4RgL2xFn5R+U9ohTWUxwZ5r+Npdhwbyu7YdLShYwAc12pZW+dNaJ9xj+hVVKYNk0eAY/3Zia4eO36MMmWMGCpUrpl/Y108FY4dQyHGyaHMrdA7gj4AlDwLxVPlGnC4IeCHkROsNSb/FppGtOsC87wcvQfSQmYRBkbdU5x4Wiy1RC+dFA2SlxTO/NuvqCrEqSqMTIbp9i+eFRhNm+7fNd9iktup0pCF+nJfhrKt7EKKp0VCpiJP3jwXBR4nkJlwuBE1Skk86QKjc2QqI0IvHsOm3O1UyXcnV6uVCEZakZXOZL2jAfxTYRyqknDa0nyYjnuDWVj5GxK1Hce0WqqKcpKL5ugpRGuVNo509tsxutMZn26Qm5bBSJzjXlYiT6Pd5GgBwpqD8sZVye0b516X8bqnQVFXMaAVU1W9gOtbPEba3iKLPEWPPA7AU7FN/OOV61Eu/mcAPuH8LS8c7cta+4Z4RrvEOW+jmhVViS1uRJz5aLoQaFZ6s2YaMdmxG4CJgmZwLdAPrHQJqC7U8AR1yhBjgYj5vLYbd1hEgxz5pdYd1OmeFjPdr7LONI2wTjwZc4s1ek+vBeudDOLS9uq84vnT4w9krTYunpfbZhdPOS4Hy/Xr/7Us2H3PRf9YkEA4hkNVFux5Z9aXZ3CherrH05nntAdSPC0ajAupxGYVriiZswANRqJmfv6yFNL2ygvcFOY40bTMpkoADMel7NmRj2uHaYSx2t9clofHmb7gy2rkKb7eKdlmv95Gxl3luJQo4ydesmFwsxCXtleeTtpelns9TfWKuqF2rZLmCm9yO+tCRJhGZHhSbNQ7xRKvdwLMMTcq/fgC1tYfpkw0QuyoiDzt8ZzHRcvK4Zxr0TxF1CjDVEwd43Bflkw54gj0ie/oSE5DUg6xWskSQK+Py0I9ayQaI2dImEUoiUzqHS5zUr8tX3fcy9B3MyciBI2n0MLIE0DtJvGz+1WzeerRvjHLFimNVLumaII25QZG2t7ICSrzVFwOhWhMy2rjbYDJUMQURkuKTl+4MASoldG7dDHmTLXenAW/n4ZTph3NkufCNxnGQ4iN2iEYXFxGOIkgxdMiwVjJKrY58gTTphGdNhcetw1NEtOgwONMyTZbUZSspe4N22RTbmBHo9x06stmw3Dcy2SBtIl+Mz0eq2FlsvVbisJ4mV7HoNtX200svuYprciTEE9Nal9WnA597eJ8dah1FCe7kGNEntTuzNuVD4jJcDJmEQAUVqO5C3AqMYrD/UyFsmMPP4POF3GFxxjWCliy6WLhYuf0oOgR1XPUI4ui7kkdEbVxkwXNye2oLxBkK/LU4w+wgpMA5DVuSmynChGFPSdXiKdMLeblR3XxVJRgy4BEMWzDBw5TU5xDSZ6LSEyzLM1ZpNppVEzq9ZMVCUaxi2rBlQ+xCKq/zYyYZNtxb3eHj0hMo7rIQ8kst3fT8n0RRZ6Mxbem0oWzfoxmyZlsFu6bClGnDHLTyU/AXX+Vsc+1CimeFgkjep8nuyNPkDnTiOnJfH7K0ZtGM/qR2ciTXT2eDAyBY6Vdr+FKuNSClD3ANIzoGJ4y+zFkjLjIU0t5XtK7e2pFAXvxaGtGxh4ZFeJpEG967Qb0tL0ahlBj4YxPGoJ65Gk4tzn5neNS4DIunvTI09FkxZOiTDvuKd20LQInu9ChxwB4JraRt29qmH5D72F2jnqUvyyCuqe8sZPiH2VLk9rPiDy1KL0MTYRMy+JM0TY0yWpFpJOpC/UeMtDrngyji0wsKGmaRqEmvkd5xRaLJ9OY4QiKorC+3gvAnk6fJYfv8k1RziiesA9QEjefUZTpZrmDRxZNr6dder3TlsYSZpvKrDPrxhaPeDLqnRrLFn5+LjXT9jInnkanwnjRnxO53ox9rlVI8bRIyFTNE8T1erJ5ojD95U2+3smgSS9kzPSkZsQmpz2DOm8uHqdqqV3vMYsjT7XeXFwOhVA0ltm0CU2bIZ4aE1g5O5XiRjEpWkJ7RtLftFGxIj3lKU+o382cFFSCKw+HolGnDGT8uncMid5YQW9yE2LAnESXKWNExgbwZ6guBCDaJyJPR7W65K//uFqtbDkcxjN+6E8AHMrdwoZ4i2GjAbRyhJdODmfX2SswSn5YuI95qpKwtAe0UiGeVrhEPWKmW1F0DgyyRNGNDBKtxdEjJw0RkYaWicW8yWCEYn1yWVRSYe3BDWOGkTYIB9jSKKzQd+l1PekQ09tbLFf1vkelLeBOYgFMj74z0ka9XveUbfH0kn5etjR5Z31/dU0RigJ9o0EGMuhYNx/GNWrMoebDiDy1D09mLNvBNxnGq+jiKc/Cmr4MIcXTIsGXIbc9wHRWsfuG1O0TE+5ab07KxzBWTdqzFHmyw2kPhBW41Y57Rv1AKuYcs+FQFVNot2XSLn5iEAJ+YprCSa3ajIAlg1olVopXKJ0czEAeumNSiKdIXmV6B1KUGXblma57KhwXaTZqxcrkd3bnQ7GIlCxRemgdyFBdTmAUx5iYqI0XLSc3WYMXM92wh5NZaIswg+CY2TupdN3lMyP2deeiodCoDpATGMyuC9mwuE4GtSIqKxKwoI7DEE/NiojWZjp1L9K+C4eiMeoqh8IEG1rrkaeyqROm457d+PwjOBUxkc0tsrjmqaASPMWABsPH2NJknXjqHwsSjmqsMsRTRRKunQBePdrq74hz3MveooamaezVI3KbG7yzbpPvcZolBq8tkuhTm+m0t/Dzs6owh1yXg2hMy1gfOd9kfOTJwj5mGUKKp0WApsGgPllPq9g8QYy0vXabvyQ9fvFwry1ewM1oHqYjT5md1AxPiNUjuyJPYG3d03gwYkaHlqbQkHgustLrSY86dWgVaM4cqotSEN/lK4ih4lUmaG8/YfEATyEcwBnSBVpBchPJWdFXXhuU/sw6HQbH8UYGACisT9Jpz0AXIsvUDNqV686M/ZqXqqrq5PePS9trz/IKt9a2Ewcx2mKVbFx3SlQkpwhFt9U+Rz3KwZ4smkYMC5vyk1o1DSVJ3t9LRYSyOOajgMmMi6e8/lcAGC7ZxKw5WLNR0gKqC0c0QC1DGYk8jY+I72IQF4or+QWkeVGUOGe7o2xq9KIqYkG1L80sA0PobPT0iBcqk7yXeJvET1879aXZT9sbGAvimwyjKrCscu6FyTV6v6ysfi/jaNcFfiKZG6qq0GKk7mUoEuyfClNiRJ5yZeRJkgKBKIT0nkIZEU96NME/Fba1iWiP3vOgpjj1yJPh+NbtC2S0eH7aMMK+v4dRm2FFrxOjvqy8wJN8of88ZMVxT08dO6HViAZ+qaTBuXIZy6sHYLJrn5WjOx3dpjyoucixwhXLjDz1ZeW8D2pF1NUkYfcdj57etELpzJzjnk/0d+rQKlJy9Zx2Cew2JxzZwndQpOy9yFo2zbbK3SBMIzarRznUkz1nr8jAtHgyDIgSxlMomqaim0ZkuNdT7eheACK1WxPfyeEUluUIQ5ThiZDpkGsXE34hnsaVwsRFXjLENaQt8DjNxurpRp8MobNSFfVhSUee9Og1vnbTrjyb4snondhcnk+Oa+6othF5yoo77SmMBsJm71Cz5knT4JlvwmOfB1/7afssscHEaj78U2GKFRl5kqTBmH4Pznc7kk85SYF8j9OMqNgZop1O20s98lRZ6MHjVInGtIwWz9vttgfW2pVbnbJnYPZ6yuQDwS/SPTq18oTyteciWiYm8g69B5BtmD2eipPrRzUXcXblmTzvAd0s4phWazotJo0unpYrnZkzjfAL8dSllbO8KgXxVLoETVEpUqYYH+q2eHDJETv2LAB9pefOPlGr1+ue1CMc7M2eeAr0iWhfh1JDeSpNofXoU4vSm9HeMlosxoqwqI/LWfqG5HbWIzXrc4SosTuVPDAqTEEmHek3PJ+VuJ5KgGWpe4bTnmlTnnTkqVH8jEvb6/FnwbRIx3AgXFU9/9+huTwLz8o5MK7N8gK32deT1ifhqa/Czh/Av2+GnT+csc/ySvH7ZWrRyzcZogRZ8yRJA0M8ladg550q9aX2mkYEI1EGx0XqWzqRJ1VVaNTHaneaYTxmn6dUJgYJYoin1oHxtIu/rTaLMGgyV9MymD5mToYr5u2MvhD5DSLtqTJwwl7zAkM8aV5rxFNco9xMOh2OdR4AoDMVm3IDPa1shZrByJMutru18tSaQzs9RIvEhK1o4kTGG3KbBPyUjIqJvWf5pbNvo9uVr1NOcqTbl5lxzUJsUEQpx/ObUnNS1c1FmpVe2ocyV6Q+0nmYUmWMoOakYvl5ye2sR2rWezLT6yk8LsRTwJlkq4ZEiXPcAwvF08gUlfjIi42D4pg2p0gUo+ZpaoQqj2j6Ho5qWTNiMCJPCzWCbsqSM/BsGGMw5k5oGjz9NfHvwhqIReCPX4bgdIqhsfB0JAP37XA0xkQoOm0YISNPklQYC4uHTyZS9gwaTfFkTzSnzy9udB6nmnb0xqi7yaTzmGkYYaP7YUt5PooiCicNsZYqx+Js4a2kOe6BkDF3L30y3KWVpWQWYeCpEXblK9VOjvTbmIce3+PJCrFdMh15CkWjZu2g3UT6RYTOn9+S+kF0o4lqZYQx3wATQfsbz4aHxQp3p1bOsorUVunVimnHvU6bm4fPhdb2F1RiHI9Vs371HKlOZUvRnLnkKiG0kWNMhrLT2Nc9ehKAsDfFa0VPgVvm7CMS0zI24fQf/TMAR9SleHKSvLfE1caB/elZkXHhZhhyFy+wZYoY4mmoFTTNFE+vdfvTWkDo8k2xwnTaWwKuJBdPPYWQ4wXAMdpp1rxmyyDlSN8skadoWAiSOIxnZY8/kL0FGB2jRtxcfDz6OHTtAlce/H/PQtkyiAbh8KPmPsv1hafWvjHbn/VGyuu0YYSMPElSwIg82WlOcCpGka9d0ZxufcJXU5yTco8nA6PgMVP1CKFIjLGAmJTY+TfJdTvMJoDp2vUaaXtWR57qvLk4VIWpcDRzK396PnaXVp5Qj4o5iUsha+2zUTzpkSfRINeCBRBvA6CQrwQpZzRjE0uPTzioTRUvSf0gOUVQJGrNViidGcmfjwyLSOW4pyrliJlWJuy2W5TezJp0xOE7IOqdXmLN7PVOAKoDpUpE91bTbllT06QITZIT0m3Ky1IUT/r5XuUU353jGaqz0NpfBKAtL0GL8nh0sVETEdeb3SY62pSIAEU9Xns+oLQFVCeExmGsh/qSXCoKPYSjGvvSaPbaNTLFCkUXT8mm7BnEpe4Zz8hMLSLFE41ppngymrV7J47h/Pf18L0N8PI9EJnu0VmYI1LkMpklMxtGRpHhrMwzt4ufWz8qnBbXvkv8/2v/Z+7TVJaPU1WYCEXNenW7MNylyxz6vEdGniSpYEaeMpi2Z3ypOmxaZe0xxVPq9U4GZuQpQ5PIEb1po0NVKM611zreirqnSDRmNrezWjy5nar58MqI414sijYqVna7tfLUa28AypcTw0GRMkVf53GLBjgL8eLJisiT0wPFQoA0Kn2ZyaGPRSmcEBGcWGmSaTanok+YVqhdGUndM2zKY0UNC2w5DyXT9tnZapQbO/EcAH2lW+ctTKdKTPxXq21mSlFGGRMuahOah/LyFPsP6UKkQesCNFozJJ4KBl8FwFe2Kfmd9eatBaFBCpi0veZJCfjEP/QojOU4XGaKsNEsN91+T5qm0eWbol4RdWFGhDFpDPHkazdbnXRnIfLUNjRBMBIjx6XSWJqH0rWLC1pvR5kcFIt8v/8UPPJpABRFMZ9X2W550KXXm9eX5MJgK3S9LFIoL7hJbLD2GvGz9Y8QEELZ7VRp1tP07a5XNSJPJbLPkyQdzJqnrKTt2RR50r+8NWn0eDIwez1laFIzPDG9kpSS01sSmOIpjZvVsYEJQpEY+W6H2ZHdSpoyaRox3ocSCxPRVAYVryncUsLpYbRQrIzHevZYNMBZGDMMI7zWRSr1mpBlaldmepz5O3BpQYKak9yKNNL2YEbEz/bIU3Acd8gHgOKtT/kwWml8DU4WJj5TI5SMCsMO19JL5t+2WjSAXq20czAbjnv64kavVkp9Cg2sATGpVlTyYhNU4M+YPXL+lEixdVSlEBHJKTZbESxRemy/HzqDPgCUPBtX5Y3UvQFr6p58k2EmQ1GqFRGZpChF1844xz3DcMqYU2QSI+q0oqoQRyyE438/iCs2RazxfLjs/yc22vdriIisjEwv9M6FITTrvLlw4AHx4pJLRdQJRN+y8pUQDcGhR8z9jNS9o3ZmagD+KTHHKpZ9niTpMK6LpwobzQlOxbAr7xiZImZDQboVPZ4MmuIMIzJRdzOcgXonA9OuPI1JppFisbauGIcNYm/6gZCBCY5e79RLKdUlBbid6d2iIlWbAPDqjUftIDaj5smiBZCK6Sa/GRGtg8I97YRWQ6U3zbq5yumx2x550q+XUS2P4pLylA9jNG5tVPppH8xCNKftL6hoHIvVsGzpsvm3NcST2s6hbPSU0SNPvVqp2TMwaVw5Zj+fpWp3ZtL2omHyY+J8lVWmKLTj6p76x4K21py5w+K+7sy3uEFuPEYz7AEh3M/RxdMrbSMpPWsNS/F6h0+8kGgT4lOZEXkyGuVmPvI0wyyi7S8ok4MEnMVE3/dLuPifoaAawpPQtgOYrnvKpuOepmmmeKr15sJrD4o3jGgTCOv7dXrq3qHfmy+bdU8237d9k2FcRMjT9L+pFE+SVMiGYUSNNweHqhCKxBgYt76WpccCm3KD+pI8VAUmQ1FbxnoqhktgJv4e041yU7/Z7tO7n2+os6ewePqBkIHVtPh6pzRsyg3ym4U7WXPoKGM29TTT9MjTsFJCkZ7znjZxAiQjq5i649YxrSYtd0xgWvipHWnX8i1InLlIVSrNlA2KagkrLlxKlNDQSWvGlgSh1mcA2Bmbp97JoEoYodQowwz099g8stOJ+owFjpL00rLLp006jg1M2L8wNinc66KaQnV1Cs2UwRzzWrdYMLHzu5kTEVFFtxW94+bC6MGki6d1dUW4HSpDE6GUfjfDbKVG1SNXqUaeDMe9uJqnbKTtzTCLOPoEAH1FG8CdLwTI8ivEhvp7iyHy5J8S0T+A2nA79O0H1QWr3zZzwyWXip9du8yXlumOgplI2yvGeDYoIqp7hiHF0yJgTDday2TNk8uhmpMkO9Lhuv3Wpe25nar5kM5ECpNhjJCJv8dSfaWnY2QyZYeevXrkaX29PTegjDbKNSfD5ZbUy+U2bQFgvXo8rdTIOYlFUSdFfn8svzJtcxQTXTwtV7s4OWT/xFLTI0/HtVrT3Spl9NXsCmUU/2CPvTbU/mmxnda4FZVxt0hp8fhPEMlgQ26AsN7f6XDuZioWuu94Col5mwGoDrQylIEFpXiCI+I72qeVpuekGhfF8U+l7zi6ELGxfgCGKaSyKMWFGX3Ma91iwcTOe6IRJcspslE8GYYO/QdB0/A4HeZzJJXUvcN9Y6jEKI0ZaXvpRp464tL2Mi+ejAjMssoC4VgH9BVtnN5g+ZvFT/09o2Yom5EnI72xvMCN5/DvxItL33R6dKd6PSiqiCTr2RNG5OmIzY57vskwXkWPmucUg2p/f1OrkeJpEZCNmiewt+7JyrQ9mB5rJlZ0BsfFQzyl5o9JUpbvpjjXhabBiRSKTCPRGAe6xQrletsiT/q5H8xA2qTe46lbK6OqyILvQ/U6oqhUKKN0th1N/3inMjmEokWJaQqOohRXs2dDFyA1yjDu8Bj9NjsdGjblx2K16UVwADwFaPrkZ4nWaW+tYlyPp+o0I2ZTOeLv10Cv7W5TM5gcJn9E9HcK15+f0C5qtTCNWKO0Za4ZsU7UJ2qeRl3l6aUJ61Gc1boQOW5zkf34iPicIa04dWMXvWdRM+Ic2BWNj0RjFGri75pXnKIpRyKUrxAT6KlhmBCLQOcadU/tyYungz2jlOHHQVQcN78ytXEZNU8T/dTmi2fOyGQ4o9b80Zhm/n1XuIdg6Cia4mCgKM6pccmlwrFwqBWGjpmRp27fFMFIduzKDZFZU5wrDCEAVr/j9A3d+aLuCaB7NwBLKvJRFRgLRGx95vinwtM25WegWQRI8ZR1pkJRgjEjbS9zNU8wXfdk9eRmKhQ1rSitiDxBZns9ZTJtT1GUuNS95CdBR/vHCUZiFHic6TnTzUNDaR6KAmPBiO2rw/GRp7QjIACuXPpzRT1LoP2V9I93KrrT3hCFlKe6mj0bOcVmyssypYuOEZtXXfXI01BuY9p1ZgCKvkK/RO22J+Jn4IsX2+ldLxMeYQbQrPRmNu2mQ9hnt8ZqWdqSoDuZXve0Rs28eDJqniY9KU6MDfRrZJneN8nW6wSYGBbjHlWLcDlSvMZ1I5eKSA8KMdtc1Xxxk8tCr43iyZU77bjXL5pkG3VPu04mL54O9IxSrej7FVSBI8U05twScIsoSGGwz7QAz6RpRNfIFKFIDLdTpbpfOGFqDduIOOLu8zlF0KgveBx9gooCD3luBzFtuv4r03SbC9ceMx2Tui2zb1y7Wd9JuFB6nA5zHmGnk6d/KjzttHcG1juBFE9ZZ3BCTNTdTpUCj0X1EgliuNhZ3SjX+PIWeJwU5Vhj9W067mUgHG6k7VVkKBJomEYcSeFmta9TpOytqyuyzRkwx+UwI4i2pyOYk+FyKq0QT8B4mZhoevptcNzT650GNa81kbJ4KgzL707bmlkDMDWCa0qsOgfS6fEUT1xKlp021FH9eumyIPJkiKcWpTejaTdatxD1u7VlbGr0JraTXve0Qumwt4fZLDjHhQgJ56eYkmWgXyPl0X5yCNoeeQr4xHd1wpnGSndxA6gunLEgNQzbJrL9o6PkKmKhyplv8+SyUvQNo183jdDtyo/0j5mW0okwGgjTMTwV57RXm/qYFCUuda8tK3VPxwbFfaulLB+1VdQ0acsuP33DpW8SPztfRFGUzKa5z4JhrLEqfwyCoyIyVjaHCc0p4gmE8RRM11LbgW8yhNcUTzLyJEkBM0Us321dvUSC1Ou21lan7U2Hja2Z/AI06Za4GY08FWYmEri+3gvA7s7kGxMaTnsb9GPYRXO5EK+2WwrrkadOrTz99DEdR905AFSOHbTkeDOI6/FUWWjd9Q7MMI3IROrbgFZEcbFF9RV6StYSpYdj/fZdM7ERUfM04qpKe/Fp3CPS9pqV3ow2uQy2i4Lt/doS1tUmmHqrp9ssUXpstxWeQSyKJzgo/lmQpnjKK4PcEhQ0WpRe2yNPYb3mKehJQ4w4nGakplnttW2CPO7TzS1QwVNky2eY6Is0DIj7Y0Whh6ayPDQNdnf4Ej6M4fy4Mk+/HlN12jMw7co7zLlERsWTfj0uLc+Ftp0AxFouPX1DQ3zq0XsjzT1bzbaN6NxqVW9UXLYMnHPMZeLFk56Sv1GvedubwnwkUeIjqzLyJEmJ4QzW15yKXY1yjXB1gwVuaQZNZuQpc+KposDiyfAcbNKFz54OX9I1RXv01aF1NtU7GWTEgjXgh6C4YfdoZdak7QGly7cBsCzaSsDqnPnxaZvySqsNRkzx1GFv2p5e6zCkFVNdbNHvkInIUzSCc0Kc/3BBiq5ecRiRp3plgI5B+yYOM9A0lJ7dAPi8a8l1J1g4XdqCpjjJV4KM9rfbN75TGe9H1aJENBVncVV6x1KUGdeJ3ZEnbVxc55GcNBcI9NS9FqWXntFAykY/8zHhFwJ1QikA1eZpmn6fMSJPQErNcg90i+/M6nz9+55O5AmmI0/+7JhGGNfjlsIRCI2BM2daKMVj9MoaaoVYLOuRJ+McNcX0+4Ihjmejep1onjvRb/ZvMxZi7RRP/qnwdORJ1jxJUmFQryFJuYA1DQwTht7RgKXFjYZdab2FDVuNtL2hiRDjQfuKRmMxjSFD0GYo8rSyuhC3U8U/FU4qDaRtaIK9nX4UBc5rtvcG1GK4CNm5mqZHQEa0AqaUHMsWFIqbNhBDoUwZo72zw5JjmsQ1yK20PG3PsPy2ueZpQkzUhrQiSxwOAbOwvkEZoLN/2B6jkYkBFC1KVFNwedM36wi4Sog6cnEqMUIDJywYYAKMduMJDBLRVLOOKSEcLrQS0SepePIE/kl7bPhPY0xMsAbwUlpgwbVSNm1X3j48SShin8uhMiWiOVpemjVEekPlFc5+NG36eWclgVHxnZx0FFp+7NOIjzzp39P4fk+JclCPPDW79Ul3upEn7+mNcrsyWPNk9B5brx4XL1SvFylwp+JtElbg4UkY7ZqOPGXJrtwQT5WBk+IFQxzPhit3+n09dW9tbRGqIuaF/aP2nG//ZBivYVUuI09z88Mf/pDm5mZycnLYtm0bL7744rzb//rXv2bVqlXk5OSwfv16HnnkkRnva5rGbbfdRk1NDbm5uVx++eUcPWqDk1YGmHZ2y6zTHgint1yXA00TxZFWYdRnWCmeinJclOSJ+ik7V3T8U2EietPgsvzM/E3cTpW1tSI1Y08Secb37xJi4+LlFWnXeyyEIZ5ScQRMGH3lq0cro7zAgzPVou5TUFy5DKqigepA2wFLjmliZ9qe7rhXqfjwD/VZe+x4DPFEkWXRPgoq0TxFqIpGeajTHucmPeo3SDGVxRaYpSgKkeJmAFy+ExlpyG1MWI5oDTRWJrcAourXh4juZSh1T/+O9mql1jQR162y1zo7icY02oftu7+4A0I8OQvTFE9loi5wle4SaMeCUmhMjDXgtDllD0SKreIQkX/dDGSLLp5ebR8hGkvse3CgR7i+VmH0eEoz8hSXtpeNmicjRb05KHrgmSlup+Jwgt5km8EjWY08RaIx+nTBUzSmz4nnizwB1G4SP/UIeL7HadZh2xF90jRNpO0ZVuWy5ml2fvWrX3HzzTfzxS9+kVdeeYWNGzdy5ZVX0t/fP+v2f/nLX3j/+9/PRz7yEV599VWuvvpqrr76avbv329uc/vtt/Pv//7v3Hnnnbzwwgvk5+dz5ZVXEghk0F7WIoweHeXp9MtIEUVRpu3KLRRP05EnC93HgEb9pmRn6p6Rslec67LEdSxRNhp1TwnmmEdjmime3rOl3qZRTRPfv8K2SeVoFwA9Wql1k3gdX65IAZnoOWLpcY0Gubak7XkKiBWIiEreZBchu5xvzbS9IutEuKKYjntLlW57RPe4eIYMaF7LrhdHuYgq1Ma6TeMYW9EnLPtiLSypKEhu37i6sqN9GXLcGxWT616txJpsiSph+7zOISLCrTbWx+WExaTeXZymS6AeeWpCiHc7UplD40I8RTxey499Gk7P9ORfd9xbUVVIgcfJRCjK4QSMjCLRGIf12rvisD63SzttT0RW4yNPhhmV3YwFwuaCT6n/NfHiXOIJzO8ig0fN+uDOkSl7e9zNQt9YkJgGHgc4h3TxNF/kCeJqtqafjevrvMB0D0krmQhFica0Mz7yZLu927e//W0+9rGPcf311wNw55138vDDD3P33XfzL//yL6dt/73vfY+rrrqKW265BYB//dd/5YknnuAHP/gBd955J5qm8d3vfpcvfOELvPOd7wTgJz/5CVVVVTz44IP8zd/8zWnHDAaDBIPTD8LRUbFCEg6HCYczlO4wB/1jQvB5c51ZGUudN4fDfWOcGBjjghavJcc0ap6qC12W/k4N3hz2dMDxgTHC4fKE9zPGkMhYenziC12W787o32NdrUjP2N0+ktDnPtc6SI8/QFGOkzctL7V9rNUFLlQFJkNRuobHZ5g5JHN+50P1deIA+rQSKgqsPf/BwmaY2IU22GrpcZXRHpzAEF6KPKrlfweHtxHGe6lXBhgKNtryd3aM96MixFN5nnX3IUfZMtSul1mi9NDaN8qWBmtX0RVfF06EcK0oSO9eY+yrGWYASi/H+kcpybW3eaOj8xVUYJ/WwjVeT1K/g1KyFCdCnP6pdzQj9yvVL76jvVopzR5HUp85632ibBUuoDrWQx4Bjg+MEg7b0xS2MOoDwF1Ukd65KmrEhbArdxDlxMC45ec+oosnzVOc/jlOAEflGtSho0S79xJrugQQxgE7jg3x4olBllfMn0Wyv2uUUCRGvseBc1KvQ8ytgHTOS341LkAb66EyV4iQbt8UwWDINmdZg6O9QjRU5jtw9O8DIFy5fs7zq5YuwwFE+w9RutmBx6kSjMRoGxyjycLa74VoHxQCdkPBGEpwAs3hJlLYMO/fQSluwglog8eI6Nutqy3gN6/AngTnI8kwOCrmh6WqWPCJuIvQ4j7DqvlEKiTzmbaKp1AoxK5du7j11lvN11RV5fLLL2fnzp2z7rNz505uvvnmGa9deeWVPPjggwCcOHGC3t5eLr982jKyuLiYbdu2sXPnzlnF09e//nW+/OUvn/b6448/Tl5e5i7s2WjtcAAK3ccP8cioDW5gCxD1q4DKs7teo2RwX9rHC8egf0xcVode3kGHhe7QoWEx1h27D1OfgnPaE088seA2uwYVwIEaGj8tXdROhN50sq/Tx+9+/wjxQa9oDA75FQ76FApdGm4VnupRAYUNxSGefOKxjIyxxO1gKKjwq4f/xLJZ/CkSOb/zsbH9RZoRE7OAr8/S858b8LAecI0cte64msZ2PY1p3FHMY4/+wZrjxnHOhIMGoEHpZzCgpH2OZ+PcY69RBwxTxJ7nn+GQRXph+UCUNcBStZuHXtpPYf9eaw6ss6L3OVYjxFPn0dd4ZGj/gvssxP6eKTYjxNPvn3qe/kobU/c0jSvbXiQH2BtbwvpXdtCZxCkqmRjgjYjz+/UDJ3hEO2bXSE3OOfkyDYgFjslXX2A0hUDuqdfwlU4vOREfq5R2/vyqmzobnoNqLMzbNZGxcOBoG8P9g6kfTIvxNsWJQ4tQqwyy67DCIw5ra+TCwyISNzAJB1K4XyV7n1jhc7Ea6H71CV4ZEZG1wqB43v5+58JzgwdOim3X5/lRpsQC5GN/2UfUkUakX9N4m+LCoYU59PQDKNQQjsL//u4PFNmcqPPSgJgHrFXaUEITRFQ3j7zYCoqofzr1/DYMTXIOMHzkBf6i/YESl4PeiML9jz7Dam8G0n91XtbHvSIqzvuoq4qnH5v/WigI9PBXQHTwKI88/DAoCmNjAE52nRjg4YcfwUoj6M4JcWzDbW/HKwfwHT49a8yOZ91CTE4mntVkq3gaHBwkGo1SVTXTlaeqqopDhw7Nuk9vb++s2/f29prvG6/Ntc2p3HrrrTME2ejoKA0NDbz5zW+mqCgDOcXzsPrcUX7/pz/znqsuodprT5PT+ejf2cYzjxzG5a1m+/ZNaR/v+MAEvLCDfLeDv37HFZbar0+90sXjD7wGBeVs335uwvuFw2GeeOIJrrjiClyu+ftO9f2lDY4eZkVjNdu3b0x3yAmjaRo/OPwU/qkILZsvZL3unjcwFuR9d704a1plTXEOX/nguWazY7v5zeAunj06RPXyDWw/dzpVMJnzOx+OX/4EhqCXErauXc72Ny21YtgA9L4Ugsd/Tk2sj4ve8hZrrsvxPly7Q8Q0BUdZC9u3vzH9Y56C+tSr8Jed1CuDvBok7XM8G+G7vgNjMOEq4Zq3b7fsuMph4P5fs1TpRi2qYvv2edJeUkB99GnoEeYF2y+9gA31qTtOGtfw6gvfBu3/TYvSS3H9crZfPkd/FCsY68G1e4yIpjKUt5R3vePNye0/NQLf/ldqlWE01cH27VfZM844HD/9MYyI1NoPXnlZUumSc90nHP774PiTrFHbOFbwhqTu7Ymi+btgD4Q1B1dd9VZq07xnqp1LYPCI6AnmaGb79ostGqngT/vugRjULFvH1u2JfydTvRcrRx3wv/dT7xyhWv8877EhHr13FwdHXWw4/wLqS3IZC0TMhrUGkWiMr3zzWSDEJy6qgSdA8xRx5duvSfjz50LtaIKhVi7fsoSq4xq9o0FWn3uhaadtF0eebIXW41xZ5YMuUGs3s/2tb5vz/Cpd1XDvjylnmO3bt/PQyKv0Hhqgaulatm9rtHWs8XQ+dwJaj7LNOwaDULjkXLYvdP1EQ2iHbsUZC7L9jedAYQ3BcJTvH/wT4xHYcMGlls4xdh4fgr27TLe9Cy5/23SjZqybT6SCkZWWCJntypolPB4PHs/p9Qgulyvjf5xTaaksYmkRVHvzszKW5nKRLtblD1jy+b3jIuxZX5KH223t8tCSSiF020emUhprIn/vkSnh5FdZlJvxv8eWplL+dKifnSd8nNMs0hL/58VjdIxMUZLn4q0bapgIRunyTfGWddW8/7xGclz2phXFs6SikGePDtE+Mvu1kvb3acyopyhlS0mepee/aolwMmukh+HJKNVeC8xMxkSNVjdllHuL7LleyloAYZ/9x4Biyz0rMilShJS8cmuPXSUKlZcq3ZwcmrR83NqEqK3o17zUlxVYcnxHpajTqlUG6R0etfceMCnG30cJ9ZWlyX+Wq5JobhmOqSHc/uOgOnBZZLIyF1Gjxo8SKovzcDmTv/+cdg3XboDjT7Jaaeep4dTu7QsxNjqAGximkKqSAlzp3jfLlsHgEZqVXnb4Apaf+4LwECiQX1Zn27NuBnWbAFCGjuJSYuD0cPGKKrY2l/DSyRFuffA1vLluHn2tlw9ua+RL71hr/r7PHetjaCJEWb6b8yvF818pSm3cp+FthKFWnOM91JUsoXc0SP942PZnc++oMPJag4g0qXXnoMZ95mnnt1rc65TxXlzRKVoqCuDQAB0jwYzOI4YmxPylSREZEWrl6hnjnhWXS5znkZO4RtuhtBGXy8Xa2mJ2d/jY2zXOkkrrxOp4SMNNmFxEKY2rsFyM4bRhZX5+nszn2XqnLS8vx+Fw0Nc30ymqr6+P6urZrWWrq6vn3d74mcwxJXNjGEZYZcJgh025gdHrqds3ZZul7aBeJFphdfF/Arx5jYim/mG/EBFToSi/eFH0avj6uzbw1avX8533beJ//7/zuf7ClowKJ5hu/meb497YtJNXpcWGEe7yJURRyVeCdLRblGIzIo7THqu03izCQO910qAMMGiTH45TdyFzpOtCdiolLWiq6EUUHO5I2LUrUSJ+8T0ZxGudW2l+JRFnHg5FIzh43JpjzoVuzd+jlbGkIrWsA7VCiL1mrcvyZuezogvtgKsETwrCaVZ004jVahvd/ilb+iaNDYuslBGl2Jr7pm6wsMzRRzSmWepWOxGMUKr5ACgsS79/WUIU1UGOF2IRGBBZQaqqcPtfbyTHpfL88WEefU2cw5+90M5197xo2uP/ZpdYRHrHplqcPv3eatiMp4vR68mX2V5PvXpdTu3UYfHCfGYRADnFoJv7MHQ0a457A4YBWUQ37dDbGSyIboLC0HTqr+G4mEyvr0TwTYYpNswiUMBjbxTRLmwVT263my1btvDkk0+ar8ViMZ588knOP//8Wfc5//zzZ2wPIvfR2L6lpYXq6uoZ24yOjvLCCy/MeUzJ3BgiZzQQwT+VfoGeYRZhh3iqLPSQ41KJadBl0w3UcNvLRtPiK9ZUoSqi+LZjeJIHd3fhmwxTX5LLFWvSbEhpAfGOe5YTnhJpSAgnL6vd9nC6GXYKl63hTotqKkZOAtCu2S+e6pUBhuwQT+EAroj4e3rSbXp6Kk63+VBeonVYOsEE0MbEBCGUU4HDqgJyRSHiFRNjp89m8RTnLrmkPEmnPR3T0VC1ydEwnlgUNegT/86z0NRB72+1SukALWZL36SJEbHYOu7wWnPAMpHOucYtrkEr74n9Y0HKFWFYkFuSZq+kRFGU6T5jvdO1gy3l+Xxuu3BrW1qRz5fevoY8t4MdrUNc86Md/L+HD5iLfe8+p9603qfGopT34vheT+KZYNezP54efwAHUUr8enmJYec9H4bj3sCRzDSVnwWjL1NxSC9hKU7QiVdv/Mzw6eLpZYvFk38qTJGin5ecYvubQNuE7aO++eabueuuu7jvvvs4ePAgN9xwAxMTE6b73rXXXjvDUOKTn/wkjz76KHfccQeHDh3iS1/6Ei+//DI33ngjIOy1P/WpT/HVr36V3/3ud+zbt49rr72W2tparr76art/nbOOfI/TFApWrFwax7DaphxmWqvbtaKT1b5bBR7OaxE9D367u4v//rNYxbvugmbrJodpYEzwTg5NErM4imCk7E1pbkbJn+HmZxWjeWIVLtBrUU+4YT3ypFVRYcN4AShuQEMhVwmhBUetP++TonA+pDko8ibuYJkoit7HZ4XSwfFBC+20NQ3HpJgQx/KtFX3OCjExrgh1WbKgNCd+Pe0zjciT0cNltdJhv3gK+FE0EfF3FFgonkqXgjOHPCVIk9JnT98kv7hWplwW9ZTRRWszIlqeTHPzhej3TVCKXntRkKatejLoEUD6ZhqvXHt+M3/650t45JMXc92FLdz/DxdQW5zD8YEJ7nruBDENrj2/SfQq7NYdomo2WTMmI/Lkz1yvJ03T6PUHWKp044hOgbvAFMvzol8TDB42s2Q6hqcsj7jPx8B4EIUYeVOGeEowAjhP5Olw7yhjAevug76p0HTkKefMjDpBBsTT+973Pr71rW9x2223sWnTJnbv3s2jjz5qGj60t7fT09Njbn/BBRfw85//nB//+Mds3LiR+++/nwcffJB169aZ23zmM5/hpptu4u///u/ZunUr4+PjPProo+Tk2Nso9GzFEDpWiCcj8tRQan3kCTDD4e02pagYvV2yIZ4ArlorQv/fevwIrf3jFHqcvOdci1Ig0qTWm4PLoRCKxKzvt2E2yC3F7XCYDZGtJFoi6occVkUUMhF5crqhSKw+1zLI4ETI2uPrPZ6GKbI8VRIwe4isUDqtndwHfDhi4lw4iq1dnXeWi4lSi9JrqyDR9MhTr1aafI8nAz2daL16nON2iyc9ZW9Uy8NbYOHimMNp9qJZrbTbslofHRfXeTjHWvFUFunDQ8jS68Q31ItD0YihQJ71CxpzUq3PsXpPd9ZbUlFgpmmuqS3iwRsvZGtzCaX5br7//s185Z3rUCIBs0/UgmluiWKm7bVRW2yIJ3v7eY4FI0yGoqxX9BTEmo2gJpDqafRT6j9ErTdXPCujsYw29h0YDVLOKGosBIqaeK8tM/I0/WysKsqhviSXmJZ4/8lE8E/GRZ5yvZYdN9NkJF5244030tbWRjAY5IUXXmDbtm3me08//TT33nvvjO3f8573cPjwYYLBIPv37z/NLURRFL7yla/Q29tLIBDgj3/8IytWrMjEr3JWMt0o1zrxZEfkCTB7JtixOqlpGkMTunjKQs0TwJvXTtftefNc/Pd1WynOza6piYHTodJg1/nXm2/2aaVUFHosdWk08OhmAAXjbdYcUK95atOq7BNPgKI3i6xXBszvl2VMiAnxsFZkS7TPiIwsVy0WT3qDXL+WR0lRoXXHBXMi0az0crRv4QahqRIeEXbUvZSnnuZcvR4NlWplBF9fu4Wjm4VJ41oppCTP4rTmqrUArFQ7LI3iGCj6IkEs16KIWX455HhR0GhRejk2YF1UdWJIiOoJR7EQlpkiPvK0QCP0ysIc/vf/O5+XPn85b9+oT9B794MWhfzK9BvkGhiRk9FuaovEc9BuMdLrF+LsXPdJ8UKiQlC/1zFwEIeqmM9KO67n2ZgKRRkLCvt8AAprwJHg3MFokjx8HGLT9eR21D35p+JqnnK8lh0305yZyYYSSzGiROl+yadCUbNmyI6aJ5g2jWgftn510j8VJhwVD42y/MzXPAHUenP54LZGNjZ4+c0NF5hpfIuFFj3yd8Lq1WHDLIISM7fdarwN4uFWHelKvyg9NAnjIhWoXaukutjGqLcunhqUgVkt69NCn1QOakVUFdkgAPXV2OVKFycHLBQiYyItZUDzWm/uoqewNKu9tPZbmGp4KnraXjCvOnWnNk8BAa+IlOVb0KdvXnTxNEIhpVbXhFYY10mnLZEnR2AYADXfIlMURTGjT0uVbtGiwyKMFMNJtz3NguekYhUoDlF76lt4gUlRlJnp5Ea9U+1mLGsMVFgNDjfEItQ7xAR+aCJki6mIQY8unjYZvbsSFU9G5GmkDUIT9j0r58DImml2ims94XonEM8Y1QmRgPksBjjXBvHkmwxTrMi0PclZwHTkKb2JmfHQK8px2hYtmXaxsX41p9cotsx1ZdzJLp7/d816fvuJC1maaiqPjZimEVanCI1O25TXFNsjvIuaRBHzMqWLk71pNMkEM2XPr+URchVTVWineJo2jbA68qTp4mmIIirt+B1KlxBTXeQrQSYHLIr4gSlc++0QT3rkqU4Z4kRPmtfJXEQjuHSr8lhReo5qjnoxuasLHGYyFEl7aHNiiCetwPrFJbM2rsuWe3teUPwdLU3x1A0ClirddPmmLDv30VGxMBDOyWDKHoArBxp1062Dv09+/57d4mci5gqJojrMxaPCqQ7y3eK5bGf0qU83i1gaM9L2NiW2Y365nmapwcBh+56VczAwLuYvy3N84oVE651ARDj18xxf93SOLp5ebfcRiVrjcOybClOE/h2XaXuSMxkjvJxuzZORurCsssCWtCuYjjy1DVtvWtBlo1Pg2UKL/kCwvBYkrv6jxqYojlJUh0/x4lRiDB7bld7B4uqdmsvzUe009LBRPIX8YgI/rBVRaUfkyeEiVioiI0XjrdatGBviCRvEU14ZEZdIBZzqP7bAxiky3otCjJDmILc4vRYb7oYtAKxXTtiSzmwyKVa0RyikNN/ic65HnlqUHvpH/Ja3oigMC/GUU2qh9bcunla7xMKPVdEnM8UwP4NmEQZrrxY/X/u/5PeNjzxZid5AVRk5GWdXbl/dU48/wHKlC7cWAk/RdEpbIhjRp4FDmRdPeuSpJZXIE0ybYgy1mi+tqi6iKMfJeDDC/u7EG8jOx8hEKC7y5LXkmNlAiieJGXnqHJlMyxnmWL/4QtgZMan15uJQhWlB35i1N1BjYlpnRQPVs5QWux4IZoPcEtvEE4pCT75Y4Y50vJLeseLqnZaUp+iUligl0zVPVtv0BvUUoXFniW3RVkeVnpJFp3VGL3Fpe5ZHzBTFFKyOsU4mgjZEc/SUvT6tlMp0I636ZHWDepwTFtbenEZczZPlkaeiWjRPEU4lRhM91l7n0QhevW9SUYWF5jt62t4Kp/gOWWXY4QoI8eQozIJ4Wv0OYTTQtUuknyVKaMLsD2WZ055BqTD6YYZ4si/y1Ds6xXpVN06o2ZiclbZpGnEw42l7/bp4qlPE9zRp8aT3jGPgsPmSQ1XYtkSkj+48NpT2GKMxjYHx4HTNk4w8Sc5kaopzcaoK4ahmpq6lQqv+4F5aaZ94cjlUMzJkdXqH8cC2y+zibMBYTWsfnrQsjA/MMIyotiltD2C8TPQyyU23PkSPPHVolaagtI34yJPFtX6RMTFRi+baV1un6BOKFWqHdbUhdqbtAc5SIVjrlCFLzQBMRkWD3G7KqEp3saBqHVEcVCh++rtt7E1lRJ60QkqtFk+KglJhpO51WtqKIjrej4MYEU2ltNIiIwMwxVNDtBOFGMcsqo/LDYlJqseboR5P8RRWQdOF4t8HHkx8v7adoMWgsNZ0B7UMPfLE8AlTPNnZ66nHH2C1opuvJNuvyjSNOERz+XRGj6XPyjkwIk9Vmt4g13AqTJQKQ/gdmPHyGwzxdDx98TQ0HiQa02TNk+TswKEqpiBpT0OQGA8Pu2t17Or1ZDRnrJNpe3NSU5SDx6kSiWnWPcBiUTPy1KOV2mYYAaDWnQNA1XiajXKH4yJPqfboSZSiejTViUeJEBvtsfZBPCnEE3kWFdLPRtyk2Kp0T6MuxC7xZKza1imDHO2zQTz5pxvkpt0Q2p3HSL5ILYp1705zYHOj6T3BhrFBPIFZ97Rc7bR0YczfLybCA3gpK7Tw3l7SDKoTtxagmhFLRHYgHMUbFcX5eWUWCr1kWPcu8XPv/0I0wf4+rz0gfq7aPv92qVAyHXmq058Ntkae/AHqDMc6Q7glSrxdeXEubqdKOKrZbq8O0D8qxJM3rIunZCNPldPCL57zdfH08slhwmk+e4zF+XKn/veTaXuSM510655iMc1sgrnMxsgTYHbvtjzyJGueFkRVFfP8W1b3NNYDWpSw5mCQYlud60qXbwWgIdKOFkxjsqP3w2jTquyPPDmcUCQehPVan+kGZQVO3YXMUWhjcbo+oViq9HBywJq8eUM8jTpKzSJyS9GLrWuVQY7022BXrvc169XK0hdPQKBM9NPyDB9J+1hzEZswDCMKKbPabQ/Mle8VSpeljntjA8ISflgpxZmqq+FsOFxmPcxStZtjFkRV+0eDlCviO5KbjcgTiNQ9Z66wLP/1dfDn78CPLoK9v559+0gIDj0k/r32GuvHYwiYkcxEnnpH48RTMqYLMB158rejhsdp1mu0LW0QPgcD40HyCJAb8YsXkh17+Urxc2LAbGEBsKq6kJI8F5OhKHs7/WmNsU8XeCWqNIyQnCUY0ZxUaxK6/VMEwjFcDoUGm8VHvGmElXRK8ZQQRjqCZeJJd/fp0CpQHU7KrS5Gj6OuYSl9mheHojF8LMW6p0gQTU/bOxartV88AZqe99+o9lnSj80gJyTEU443PdOCeSlpJqY4yVOCjPZb4LinaTjGRaQyUlBtjzlNXOSp1Y7Ik5G2p5Wmn7YHeMrF9eGZ6F5gy9QxxNO4o4g8tw39h0xbe2sjT4FhEeUbddmwQFA27bh3YnA8bROj/rEAFYoPAKWwKt3RpUZ+Obzvf8DhgUO/hz9+Cfr2wSOfhsAsix/Hn4aAHwqqpt36rMQQTwE/TXmiMbbl/e50AuEovsnwdK8kb5ICJK8UCvR76cBhc6ExE6YR/WOB6XF7iiGnKLkDeAqmU/0GpjMzVFVhW4uIPj2fZuqe6Whspu2VpHW8bCLFkwRIXzwZq27NZfnWru7Ngh1pe1OhKEMT4sZc75U1T/NhuYvQsBBPJ7VqqotzbHWucztVWp1iwjN6/IXUDjJ8AkWLMqblEsmrxGt1w9BZ0HQb2Ualn85hiyYOUyO4Y+Jhll9qY4qQw0WouBkAdeho+sebGsERFoImWphkakqimJGnIVsiT1GfEE89FkWeiquFeKqI9jOi38esRtENIzSrGs2eii6empVeugat6ysT8QlBOeWxITW1QqzWr1Y7CYRjdPvT+252D49Sgi7Ws+G2Z7D8Cnj/z8FdIPqeFTdCwAcv3Hn6toYz35qrhbW41bjzhDADGhVR69jtm0rL3Gouev0BcglQquh/g2RT38B0YWSoddpgKQONcgfGgtSnKvoMKqYNL+I5f6k1phH9unjKj8maJ8lZQtriKUP1TjA9eW8bmkRboBN6onT5xO9d6HFSlJvBru5nIIaLkFXuUkbk6aRWTU2R/VG/gUKR4qSlWh8yKFKjjmk1LMlULy599bVR6bcu8uTTa0G0IkpL7F0BdFaK4vryYAejgQTrKOZCb+DZr3kpLkpydTVR9MlHNcN0D48zFbK2Kaem1zz5XZXke9K/37jLhLiuVQbtcfeKRnCG9JSdfJvEU0EVMY+ICntGWi2bHGu6uUg4z4ZITvU6ADa6RWpguk2Ve7u7UBWNKA4Rxcgmyy6HzxyHm3bB5V8Ur+38AUz5preJhuHQw+LfdqTsGeh1T2WhblwOhUgsPXOruejxB6g13Oo8xalN7uPcAZvtau1xCtGYxuB4aHrsqYg+mLvuSRdPL7cNp9VGoNcfQCVGTky67UnOEhrL0qt5iu/xZDeG0BsLRPBNpjkR0zFtyktybetRdbZg/I3TnSiY6PVDJ7Rqamw0izAIVawFIH/4wAJbzoEuno5rmUnZA9C8zQA0KX3Wpazo4qlLq6DKjh5PcTgrxQr9UqU7/YilPu5OrdweswiA/Eo0hxuHolHNsLWTn0gIh27UES2wqK5Fj5TVKYOcsOp7Gc+UiATFNAV3gU3iSVFQdLvkBq3HMlMA16QQT9iRBlcl3DuXxNpRiXGkL70o5ciAENUBd4k9UZxkcXqEdf/aa0Q9T8APL989/X7vPgiOCpHRsM2+ceiLR6pv2q680+K0fRA25Wb0JlUBEucOaKbt2WxXPjIZIhrTqFd0A6Bk650MKqYNL+JZXllAeYGbQDjGnk5fyuPsGwtSRNy5kJEnyZmOYRgxNBFiPIW+JsdMm3L7J5M5Loc52bPqpiTrnRJneaVoINrjDzCWbhQBZkSe7DSLMMip3wRAWaANIsHkD6A3ETwWq6XFbqc9Hc2MPPWl3czaPKZet9WpVVjfK+lUdFtnURtilXiqoNIu8aSqKEWioWqtMmRtwfdYDwoaQc1FjteiCX2xGGu+EqSnt8eaY8ajp+z5yaekwL57pFK2FBCpe1bVPeXqfZOcxTakppYtBWcuHi1Ak9LHoZ70xNPUsEjnjOXZaOCSCqoD3vBx8e/9v5l+vfMl8bP+vOT6ISWLEc0ZPmE+oztsqHsaGg+lXu9kEOcOaCyudY5MEYxYG72Ox3DaW+LSI096b8CkMSJP/QcgLqtHUazp99TnD0zXO7nyhenKGYoUTxIAinJclOSJCznZyZmmaaadbybS9gCayqb7DVmB4d4jG+QuTHGey5y0Hk13lTsWNRvOntCqqbWxx5NBU8sK/FoeTqJop+R2J4SZtldrf4NcA73mqVQZZ3h4wJJDTvaL895Jpf2i1RBPanf6vZ705p0dWoV9kSeYYRphWX8qgNFpm/Iqq653Vy5TLpHmNdZ/0ppjxhPXINcWm3KDUiGeWtReyxbGisJiMpxTakN9nOowa7VWK20c7E1dPGmahssvrm0lWYvsTLD67aA6hQvfgO7q2KHXjTacZ+9nm457J2nQ+zB2WmicYzAyGYpz2ksz8jRygqoiD4U5TqIxzdp7yCkMjAvx1KQawi/JHk8G5SsBBaaGheteHG+wQjyNBSjizHfaAymeJHGkWvd0fHCCoYkQbqfKyupCO4Z2Gk2maYQ1N9DpyJM0i0iEFVXi75y2E5m/E6Ihwjjp1sozEnlaWVPEQU2IkdGTu5PbWdPQ4sTTqmqbam5OxVNIwCHOee54J4Fw+quYwQEhniZza3HZbPJC2TIAqpURevr60ztWXOTJVvGkT0BqlUGOW9ko1+zxZI1ZhEG4UERWQkMWOBqeii6efBTYK57KhPW3iDxZMNmMhvFqPgCKKmwyF9HrntaobbT2j6VcE9I3GqQ2JqKGudXLLRueZeSVwpI3iX8bDXQ79MiT7eJpOppjRp6sMs6JY3giHFc3lGLkyYiSjfehhKdYqT8r003pnI8hXTzVmA1yU4w8ufOmx39KTbDR72lX+0hKzx/DyXDaac+b2hgXCVI8SUyM1L1kaxJePCHsjjc3ePE4M5OnbdiVW7U62SUb5CaFUfeU9gNBd9rrpIoYakYiTzkuB905YjLvP/lqcjuP96EEx4hqCkPuOnPBIRNMeoT7VoPSb0mfE9UvREgs1VXKZMj1EswRqUiBvjR7EemGEbanG5qRpyHrzFHAtCnvodTSxQKHnqrjGOtM2zL7NOIiT2UZiDw1K72WOJRpY6IfWEhzUFppU98kve5pvaODcFRLOcXz+MA4LYoYr6N8mWXDsxTDFGL//8FoD/jbQVGhbou9n2vco0a7aPSKDBk7Ik8+KyJPuSXTtTwjJ1meEfEUwkMIb0x3qUznnt58sfjZ+scZLy+tyKei0EMoEmN3hy/pwxqpheVOGXmSnGUYKXfJdko3xNO2lsy5A5lpe5ZHnqR4SgQj8pR22p5e73QsKmo/MmEYARAoFY57at/+5HbUo04dWiXLaststVU/lQldPDVZUfekaeROCgtno0eQ3Wh6TxzXyNHUHZs0DU2PPHVoFeYiii3EmTAcH5iwzNnTaJDbo5VSZWHkKadciKfK2AB9YxY7kU1ON8i1N/IkxFO5MsrAYJoRSmB0QAjVfkqoKLTp3q5HntY6xHWZat3T8cEJmnXxZIjIRceqt4LqEn2AXvyxeK1yLXhszjgpqBJ9p7QYLW7h+mhHr6cZaXvpCJC4SNnKKmOh0b5GuYMTwWmzCHehEHCpsvzN4ufRx06rezo/jdQ9wx2xPkdvpXAGm0WAFE+SOIxoQjKd0jVN4wW9cZpRUJgJrGyUOzwRon9MzxkuzVANyxnOcv2BcDTtyNO0016uy0FpBnomAXgaNgDgHTsy4wGxIIOiT9ExrZa1tRlK2dOZdIs+NY1Kf/oTh8lhPDHx3SmpzcxEzVMtipGb6U56gcZkcgglLMYdyq+jMMfGgmN95blWGWQ8GGFgLAVzkdmIS9uzUjw5SuLTDC2ur5gUC2TDFFJWYON31FNINE9c547h42lH0MYGhaAZVkpwO22a7lQJ987y2CDFjHOwZ5ZGsglwst8/PQEuW6TiKdcLK68S//7zt8XPhq32f66qmgYO9Yhz1OOfIhxN3TZ7NvzjAaoR13rKkSeYUfe0IgORp8GxEA3GtVPSJBwSU2XJJUIgj5w0FzcNLlwm5njPHk2+7rZPF081Hv0+KtP2JGcLRuSptX884VXWzpEpuv0BnKrC5kavjaObiSFyBsaCTKTgDhjPq+0i1L2kIp/ivDPX/SWTLNeFdrc/wFggjfMf57S3pCI/Y5Gc6qWbiWgqBbFRMxKQEHH1TutqM7tyNuGZbhSZdq8nPfWtT/PSWJmZiLGim0YsU7pSnmAaZhG9Wgn1FV6LRjYH+spzvToEaEktKs2HpqftdVtc82RM9uqtrtGCUyJP9traq7pwqIv10JNmL5+pISFUR502utflFJvXyho1ddOIsd5WnEqMiCMXCm1KMbSCt34HKtdM/7+dFuXx6HU8xcFu3E6VmCb6BlmJY7IPpxIjprqgoDr1A8X1elqh14G3D09a3i/OYCg+8pRuGranEJouEP8++viMty5ZIbIfdnf4GE6yGbchnipd+sKfTNuTnC20lOejKOCfCjOU4BfjBT1lb319MXnuzDWXLc5z4dWFTrqOe6/o4umcRnsbhZ5NePPcZrF+ylEEMGueTmjVmWs4C6xuqOCYJgrsJzt2J7aTpqEd+xMA+2PNrK3LbOTJSNtrUXvpTLNYOjoybbqQqV5Vxgr9RvUYB7r8qR3DN+20Z7vTYXE9KA7yEKvRVtmVaz4hnvoopdzKKI6eZlirDFkm9Ayi42JiNozNaXuAopuLNCu9afeSi/iEAcNkTmXa45qXahHJXqOc5FCKCwOavpAULEozcmA3BRXw4YegZpNoJGuYSNiNLgpUfwf1XsM0wrq6J03TKAyI6yVWUJOe9Xpcr6fyAg9l+W40zcLeiKcwNB6yTjxBXOreTPFUXZzD6poiNA2ePZJc9MkQT2UO/W8mI0+Ss4Vct8O06j6W4JfcyH3d1pK5lD0Dqxz3XmnzAVI8JcsKI3WvP8WJWsBvRp6OxupZmqGeSQCl+W5OOsXq4EjrS4nt1H8AZfAIQc3Fn9UtLMug2AMYzxFir14ZpG94OK1jjfWIXlXdVJhNJ22nfitRxUmtMsxw16GFt5+NOKe9JXZfL06PabG+Wm23JhUuHECdEvfMUH4tTitdDnXxVKn4aOtP7/o4leiYqD8aoZiiHJsXyQzHPTV98eT2iet8Kt8mpz2D2s0AbFBP0D8WNN3PEiUYiVI4IRYGFq1ZRDz55fCxp+DTh+1pPjwbhijwtVNfatiVW1f3NBGKUhETgkBJV4DE1TzBdJr7YZtS94bG4yNPKTrtxWOIp7YdEJp533vTSpFW+6dDydUk9uqGEV7FEE+y5klyFpFM3dNLJ4d5cLdIi7h4eeab+jXqphHpWNpGotMds89p8lowqtcPRrPclCc4XbsAjT5HNQN4Mxp5AuguEfa6BUd+I+qexvrg4O/Ff/pDbwb7/w+AZ2IbaKiusnbimwAhZyERjxD4juFjC2w9P5P9otZsNKcOR6ZML9x5TFWdA0BJ3wupGTDEOe21lGfgetHNAFYrbdakwo2JFNEpzU1ekcX3zLxSYg6RBjjeb61duTIpJmahnHIUu6MiRq8npZfW/vQmm97RwwBMla5Oe1jzoounc5wnAcxnSqIcH5igCWEW4alchDbls6Gq4MqgwZLR+NXXFtco17rI08hEiApFRMQdRWkKQiPy5GuDWNS0K0+7RngWNE1jcMLiyFP5crEYEw1B+/Mz3rpslYjiPnNkgGgSNYnG/bMIfb4m0/YkZxPxdU/xBMJRvvDgPt7+/T+z5V+f4MN3v8iNP3+FaEzjnZtquWBp5iNPzRaYRhzuG2MyFKXA4zTFgCQxjJ5eR1IVTx0vAvByVEwWMhl5Aphc8Q7GtFyKJ9vh8CPw35fDrz4o/vv+uXD4D9Mbaxq89gAAv4+ez9q67KyaGY51lcF2xtOo9YvptUORwhR7maRIzrJLAFgf2WeatCSDNqw39s1E5Amgyujh026NXbluFtGtlVnXINdAUdD06JN7vDPtWlATTcOhR8u0/AwskpVN25WnFXkKjlEWEuc7v2GTBQObB108NWjdFDLJSydHktp9b6fPdNpTFqtZRLYxIiq+9rhGudZFnkYmQ5QourjJS/M6L64XpgvREIx2mXVPdkSexoMRQpEY9YZLYIkFkSdFmbYsP/ncjLc2NXgpznXhnwqzuyOx6zwUiZmGGaZ4kml7krOJuezKH93fy0+fb2dfl5+hiRDPHBmgbzTI0op8vnbNevtXI2fBbOqbRtreK+0+QNwQMrYCf5awynggpFggbYin58P6SnOmam90LljdxIPRCwHQ7v87kRKWWyq6rMfC8KsPwaGHxca9+2D4GEHcPBnbzKZ6b0bHauCoEOJpidKTVp+T3DEhnlxlFjxok8C5VIin89UDHOhOsu4pFkPrEn25DtNkTqBspVr08FmttNExPEkwkmbB96iYzPdq1vZ4MjCuj2VKt3WOewEfaiwMgFpgc+0QQKlI2ytRxhno607ZIl7rew0Q5iItTTb3MssrNVf816kneOlEcmmTezr9Zo+nReu0l23MXk/dNBaJfpJW9noamQxTiiGe0lwMVh3Tf8eBI2bkKVUb+/kYHA+RR4ByRa+1S7W576k0XyR+npgpnpyO/z979x0eRfU1cPw7W9J7DxB6CTWB0IsUqWIBsYCAiogNVERRUX9YX7ErKoKiAioINrAhglTpvYdOCCWV9L5l3j9msxAJsAnZJMD5PE+eJLMzszc3m82cueeeq+OGxlrq3i/bTzt0qkNJ2ZgsKr7uRowmWzslbU9cS86l7ZUMnjbaypEPiq7Bwsc6M7FfEwa2CmfmvW3xdK28QhHnK17r6UoWyt1xorhYhF9FNOm60jjUG0WBlJwisk1lPNhqhVNbAdhubUxNP/dKLTgC0KqWH38Y+wGgmG1Vm+76hs0D/iClzs1aAPXzg1o59X/fB2CFJYo8xZ2ekZVwEVkK1TaZvoHuDCfLWzQiL43AwpMAuEa0rqimOaZWO0yKkVAlg4Rje8p27NnD6AozyFddyPFr6rzS0+ezBU91lURc1MIrX1fOFjwlULFlyu2CtXLwjZVTV1bI5Xy2YhFZqjveXpWQKuniidU2yhBeeMzh4kX/lXNiJwCx1tr2/2tOZRt9aqkcY/epTApMjgfa+0+mUKN45KC6rvFU1TyDweAOqNR10f5vl/s9sBQZJUaeKqACqe1vkZRYIsO14kKJWQVlrlJ3OWdzCs+tTeXmW3HpcPVsI09ndkBhyaBvWHstQPtp2ylSHZjft892o6x5DR+UXFtbPYMrpp1VRIInUUJx6tTpjPwSZTWLF8K9uVUNWtf2Z2zPhky7p02lz1M5X3Ha3pmM/HIvullcaa91HSkWUVaergZ70Y4zuWUctUs9CIWZmPTuHFAjKicF6z/0OoXwJu3YatWKAtDhETaqzRj65RY6Hryb5MB2YMqDObfC/kVYFQOfmgfRrk6AvdJgZStO22ugnCl/pSlb0HrUGk54jZoV1TTHGN1I9o0CQD3272V2/g/bSOUutQG1gyvprqVXCHiGoFdUmignr7yKnT1tr2IXyLUL0eb2NNJVYPCUqwVPqaovgU6utFdMZx/xiy936l5u/E4Azrg1xM2or6imXZwteGrrcoIii5XdpxwbWS0wWTAlHUSvqFhdvLXXnLiQopxbPsA2vycpu+DKR4Nt0nKLCFAqaOQJ7H+LJB/Ay9Vgv14p9zINF5GaU0TNipzvVMyvtpYqqVoumPfUqX4gURF+FJqtzF4Xd9lT7T2t/czR4a5QZOvjykgBdiIJnkQJAZ4u+HkYUdVzo0/JWQUcS81FUaBdvcpZE8YRwd6uuBv1WFUt2CurszmFxNnuJLeJkOCpPCLDtDtqZ8p6HX9yEwCnPZphQW9PF61sPSNDGG8ay1T3saR3fonx83diVcGCnrsSRmA2eEKmNkrzi+fd7FPr0bd5JVWXKoUadC5t72Ra+S4qC45r/wh3qI1oFl655dYBey59+NkNZUvJsr1mtlsbOb9M+fnCiuc9nbjycuXFI08VvcZTsfNHnq6w2IJdrlZV6yw+Tl/jyS70XKGOw+UMnnTJWtpenn9khTXrkmzBU2u9Ni9vS5xjqXuxCVlEoS2+rdRsU73LlFc1W3Dgk38Gd6MeVYUzGRWz1lN6ngn/ikrbgxIjTwDNbIuq7z9TscHT2dxCe6GLCl8frHj06fiaEpsVReHR7lp67Tcb4i47/3avbeQpOsCWoqJ3kbQ9cW1RFIWmtgvi4jtnxWs5NQ3zwde9+iwiqygKdWx3c8qTurfDNt+pYYiXLI5bTk3Di4OnMv7DP6mVB9+nawJQJSNPAN0aBXOaYD5M78LgL7aSmFVA/SBPbomqQZw1mDeK7gHAHNKSF89qKX79ml/B4olXyq8OFsWAu1JEVlJcuU5ReHw9AMfcmuPnUTkjCecLaj0QgHbW3ZxILsO8J9vI0zZrI+pV5uvFfiFfAeXKM7RAPEENJMzXCYFIUGNURYefkkt60qmKOactzSZV9SWwItelupTzAlZHl80owWrFN1sLSPThrSqyZRcXro2oBpsT8CWHrQ4GT7tPZRKj0xbfViLaO6151wRbMQQlM95eca+i5j2VTNurwJGnlINgtdpvVO2v4JGnszlFBJOhfVPRo5Z1b9A+x12YJdCnWRj1gzzJKjDz7YaLV/e0WFX7aFtTb1vKomfwVX+TQIIncYG2dbVRmK0ntDf/4pS99tVo1KnYlRSNOLc4rl9FNum6EhmuTYTNz83SUtwcdWIdAGsLtfz+qhp5CvB0ITrCD4C4s3l4uxr4eFhr3r8zii4NA5ld1JMH9G/yiO5lClUDzcJ9iAiohEIFF6MzUOijrSFiTTlc9uMtZtxTdgFQEBpTkS1zmGtEDJmKL95KPid2rnDsoPx0LdUT2GFtRIsalXjXsjiFTHeF5cpVFdVWAv+EGuqctD2jG2Zf7fXhmn6oTKWELyrHNvKk+hDuhCIXpbIFrA2V0xxPyij78enHcbXmU6AaCa7brGLbdjHu/vb5SlG6o2w+nuZQqfVdpzJordj+liM6OLOFV7/itLT0E+cFTxUz7yk9pwB/bH/fFTHnKaC+VnGvKAcyT9pHnvaVtVDOZZzNOW/kyauCsyLq2YKnMzsh60yJh/Q6hXG9tDm4n685SnZB6ROfj6XkUGCy4uGip4axOGXv6p7vBBI8iVLE2Ob/bLWVW910XCsW0bF+9QueikeeyrNQ7rngSVL2yqtpmA8zjB/yu/UxrIeWOXZQ5ilIP46q6PgjU7uTWLyIYFV4/bYWPNClHh/dHc3qZ3vSoqYvLgYd00fEEBnmzYrcuvwTp90xe9iWqlCVDCHaHC3f3OPkFZWxHHXyflwseWSr7gTWa+mE1jlApyM+QKty+N8V7C/KNk/rmDWMAhd/mteoxHTD0OYANFFOXlnwlJuCYsrFqiqkG0PxdnPOaLchTLvjXV+NJ/4KlnGwK57zhK9TKgSWyq8OFqMXroqZoqSyL6isJuwG4KAaQaNwvwpu3CXUagdAX+8T5BZZuP2z9Xz57zEW70m46MXlifh46utslfZqta2sll6d7OXKT9hvYpV77ud/FOZmYFBsc6fdK+BaR2/U1ksCSDlAs3Dths/RlNwyFRO5nNScIkIUW8nwig6efMJtAb0K+3+74OHbomtSP9iTjDwTsy4y96k4Za9ZuA/6vGujWARI8CRK0aaOP4oC8Wl57D2dyaEk7YKhXd3qGDyVb6Fcs8XKrpPaH3UbKRZRbrX83Tmr014XuYdWl3wwL027Y5WwG8znVeSxlT7NDWhBtupBuK8bId6VdFFWihY1fZl8SzMGta5JwHkT4n3cjMwe1Z6bW4XzSPcGrHi6O7dFV3KBhVK4hGqpjg2V02WfTH9KS33bYW1Is5pV9/esNuoDQO20dY4dYEvZ26E2onVtv8pdoDiwIaqix0fJxy0/qfzVsmyjTmcIJMDHeWvKKcVFI5RT5V9G4DyWbG3kKVX1pUZFr011MTqdPWgNzTtCclbZ5rXkntgOwAG1DvUrYzHlYra0u7vDEmhbx5+sAjNv/BnLY3O3M3bejgt2T8kuxD99JwDmgMba6JW4uABtVJX0uAofebLkaDeJzQZPMFbQ/6PieU/JsYT6uBLg6YLFqtrXPKoIqSVGnpxQbKT5YO3zvl8ueEivUxjfW7uZN/PfY2SVcoOgeHpE8xo+9vmT10JRFAmexAV83Iz2dQme+VFL8Wld249Ar6qpMHYpdcq5UO6BxGzyTRa83Qw0rMKKgVc7nU7hlK+W/mWIP+9COC8NpkbDF93h827w/VBtoVmw508f9WoDQKta1XfiaJivG5/e04bnB0RWaWXJEmzzQVrqjnM4qWzBk/nEuWIRzWtWQbEIm4h2N2NRFepZ48nZtgBObzv3+iiNrVjENmtj2tap5KDP4GpfuLSx7lT5R59sC/yetIY4J2WvWHHRCN2pCrlIM2UlAZCl88OvEueG6sPPpUvuOV22VKeik9sAOONZSSXti9mCJ2PCdr57oC0T+jRmQIswDDqFNYdSLigiseJAEm1sKXuGOjLf6bL862qfc1Oo46WNEp2soDlPOttC0Ba3CgxgQ2wpoykHUBTl3LynCiwacTb3/DlPTihm1Ow2QNHegzMvnEd5c8twGgR7kl1g5udtJR9XVZVl+7X3jxsaB9vnT17tlfZAgidxEcWjTAdsdy4f6lb16UqlqROgjTzFp+VhLUN+/46TGYC2OK5OFse9IpaITgD45By1rwnD4WVQmAl6V1D0cHTFuYo9tuBpvUW7Q96qihacvWrV0i6ymiknOJ6Q6vhxqor12FoADrm2qNLRPv/AEPYbtN+/1+8Pwcxe8GVvOLb6wp2tFi24Qqu0VyVzL88bzSl30Qj7fKcQ56a/2S7YGimnOFgBk9NV291ixSu4chdDP69QR5mCJ1XFI1VbQ6wwpJKKRRQLaQYuXlCUjVv6IZ64sRHTR8RwZ1ttXZwPlx0qsfuy/cm00cl8J4e5+dpT6urrtfe+ihp5MhTYUt8qolhEsZBzI09wXsW9Ciwa4dQ5TwA+NaC29j+e/b9e8LBOp3Bf57oAfLvxRIkKqrtPZZKQWYCni54uDYPs8yfxlJEncY0qLhoB2npKfauywtgl1PBzw6BTKDJbSSxDakdxJSSZ73TlmtavS6zVNpG3uCpP8VyWTmOh3Wjt61VTIP0EZMSDoue3dC1/vWXN6jvyVC351iLXNQSjYsFyapvjx6UdwyUvgSJVj6Vm1d/l3tXgYbZbG7JPrYdZ5want6J+cxuW4/9J5UveD0U5ZKvuHFUi7AU+KlWwFjw1Vk5ztLzlytO1kad41ckjT4ENsSoGfJR8zibGXfHpDLY78gafSi7RbyvU0UJ3nL0n0x0/Lj0ON3MWhaqB2pGVPIdIp4eatkIsthRZgHG9GmLUK6w/eta+4Hx+kYVNRxKIUo5qO9Wq+r/Jq4Jt9Cncqs0TS8kuvOI5RAUmC55WLQDRe1XgqEjw+RX3LBU+8mS2WCnMy8ZLsV37OCsdrjh178CfpT58e5taeLkaOJaSy7ojZ+3bl+zTfkc9IkO0tdZs8ydlzpO4ZrU9b37Tg93qo6+mozMGvc6e++xo0QiLVWXNIe2PuHODCrzLdJ2KqePPBqt2t9t0dLU2UnDkH+3BRn2h6wRtBCp+A/w6FgBzeGtiz2ppFxI8lZGikG+rlOd39sJ5FBcVp4067VQb0rhW1d/5G3LHSD6s8xkDC/+PjnkfssTSDgWV/B8fhqLzRnds8512WhvQtIYfnq6Gym9syLlUuHKVzgZ72l68GkqYjxNToA0uWP21TAG39ENXtoioKR+jWftduPtX8g20sFZYjF4EKDkUndrh8JpghSeL5zvVplPjGs5sYemKR5BOngueavq5c5dt9OnV3/djslhZdySVxubDuCtFqB6BENS48tt6NbLNe/LMO4mX7b3gSkef0vOK7Gs86b0q8JogoB4Y3MGcD2nH7SNPsQlZZcqUuZi03CKCbKNOqtFDG/V0hvrdtc9ndmj/3//Dy9XA7W20+cDfbIjT2qOq/L1XC57sy3sUB09eEjxdUlpaGsOHD8fHxwc/Pz9Gjx5NTs6l//EUFBQwduxYAgMD8fLyYsiQISQlJZXYR1GUCz7mz5/vzB/lulPTz52bWobRrq4/d8TUqurmXFLtwOLUPcfSaXaezCA9z4SPm8FeWVCUX7ivG3v02h0209E1WmW0ggwtxaJWO61iT9sHtJ1tI1MJAdoFRu0AD/w9K2ntmGuIW30tjaJ+wX7yixy7OLbaCnVssDYjphoUf3F30fPlfW0ZFF0Di0cQ34U+y2k1EK+8k5iXvnxuR9tF6Ha1cdUVrQk+l7a351RG+c5xXplyZ1et09sq7jXkJEeTr2BtKtvFTqFqwN+/kucpGFygfg8Aogu2kJRVeOn9bZIOaPP6jhkbUTewCpYVKF6r6dDf8MvDEPs7AE/1aYyfh5HYhCw+W3mUn7adopNuPwBK3a5akQxxebaRJ6VE0Ygrm/eUlltEgG2NJ8WjAl/nOj2E2uY9Je6mfpAnLgYduUWWCqmEmZBZYJ/vpHiFOG/tpMCGWmBmyoPUQ6Xucm8nLZNk6f4k1h1J5WBSNsdSc3HR6+jZxBYsyciTY4YPH86+fftYtmwZf/zxB2vWrOGhhx665DFPPfUUv//+Oz/++COrV6/mzJkz3H777RfsN2vWLBISEuwfgwYNctJPcf36bHgMPz7SWRturcaK/0EeS3XsImHlAS3v9obGwZVbtesadtYrEquq4JF1DNZ/rG1scCPobaMEvV6Cni9Blyeh50ss9b0LgJbVuFhEdebZQAue2ugOcfQ/a8nsOZXJ3v/OEVFVzEe1+US7DC3pVL96jLi6GvR8NLQ1Oyb35cuHb+RtozYyadg60z7/yWorFrHd2qjqFigObICqM+KlFGDIPk1iZtmqv1GUBznaXdh4NYSGIc4tPqLY0wxPcTDpClKEbHMYz+JDuF/lByL6JtrC1D31O9ntYNBqPa2NPJlDoyp3jlaxWm21kfb8NNg9HxaMgM0zCfJy5cWbtN/Lh/8cYsm+RHvwRN1uld/Oq5V/ccW949Tyt63zeIWBSHquyT7yVCFlys9nm7tH0l4Meh2RYVoxroqY93QqPf+8+U5OfG/U6e2LQHOm9GyHhiHe3NNBS99/5sddPPSNllJ+Q+MgbVkGqwXybCl9Mufp4mJjY1myZAlffvklHTp0oGvXrnzyySfMnz+fM2fOlHpMZmYmX331FR988AG9evUiJiaGWbNmsX79ejZu3FhiXz8/P8LCwuwfbm5VN/lZVK1GtsqAjlYeW2ELnnpFXv1/wNVFmK8HW1SthDYH/gDgVFBX1h9J1dY3cfWC7hOhz2vQfSKbE7X1iVpJyl65KOFRFGEkUMkm4fg+bePaDzFN64xhZjd2zXiANQfPG7E/exSX/GQKVSOBTbpWbgUyB7kZ9XTpdyffmW8EwLpoLKQdQ2ebK5Ti25J2datopFhvRAnUFoRspDvFrrKOPmWcACBT9aDQ6EM9Z5fPPi/N8GDila1NBVqZ8nC/Kvgf21AraR+lHOVIXNzl91dVgrK1yflBjauoAIO7P9y7CPq+AVH3aNsWPwPbZnNHTC26NdJGNur46OlgPKI9LsGT44or7qXH0SBYyzopdyqtTUpOgX3kqUIWyD2fbe4eiXsBKnTe06n0PIKVDO0bZ5f/rtFa+3xm50V3efGmptQN9CAhs4D4tDxqB3jw8i3akgPkpYFqBZSKLcpRRZyWPL5hwwb8/Pxo2/bchM3evXuj0+nYtGkTgwcPvuCYbdu2YTKZ6N27t31bZGQktWvXZsOGDXTs2NG+fezYsTz44IPUr1+fRx55hFGjRl30LlNhYSGFheeG/LOytBetyWTCZCp94brKUvz8Vd2Oq1mDQG3o/kBCVqn9eH4fJ2YVsD8hC0WBzvX9pd8rgMlkor63yuNFj/O8648M1v2LxejJoKUepKqbUBR4uFs9nu6jLRiYllvEyoPaRVm7Or7yO3DAhe8TOhI8mlAnby9Zh9dhat0Uw4o3MFrNNFWgqf4Er899C5/RL9G8hg/KoWUY0EZvejSrWW37/NaWodyxegw3ZO2mdtZJ1OldUYBD1pr0bt0Is7mMiwI7yJH3YX1wE3QpsTRWTrHzRBq9Gjt+AaCkHMaANurUOMQLq8Vc2tSBihPQGCPaWmAHzmSU+/etZCVgAM6qPoR4Gq7odVOu/3XuQWR5NSEw5yCmg8sw9Y255O6Zpw8SpOZSqBqJbBFTda/zGu20D1VF5xGEfsPHqH89h7lme6YNjWLXqUzaKrEY5hWieoZg9qsPFdDW6+J6wicCI6BmxFPPXyudfzgp+4p+5sSMfNragiezqx/qRc5Vnv5VgiIxAGriHswmE01CtYBv7+ny/10Wiz+bS6gteLJ4BGN14u9dCW2JAW1k13KR53HRwTtDWjBqzjYi/D346t42hHgbtZ8z84z2e/MIwGxVwVpxfVxRyvKcTgueEhMTCQkpGQkbDAYCAgJITEy86DEuLi74+fmV2B4aGlrimNdee41evXrh4eHB0qVLeeyxx8jJyeGJJ54o9bxTpkzh1VdfvWD70qVL8fCogpzoUixbtqyqm3DVyjMDGDiTWcAvvy3G7SKv6mXLlrEmQQH01PZU2bT6n0ps5bUt1B1y9H5MKHyIjTWGsOsspKo+uOtV8i0KM9YcR596hMa+KstPKxSZ9UR4qsTvXMfJXVXd+qvH+e8TgYa61GEvPvH/sOPnLNpbzZxUg1lk6cLjhkU8rcxlyJctGB7pyu3H3sQArFajaXB0G4vjquxHuKyOgQrPnH2EuS5vYjRpqbj/WGPwSz/I4sUHnfrcl3ofbpyuoynQRHeSL3YdJdJ02OHz1k9eQku0+U6epgwWL1585Y29BEU1MxA9XkoBySdiWbw46fIHlaJ+wlpaoo08JW36lyMVcMVQ1v91dV0bE5hzkCez3sP6f++jAGadK1vqjSPFp2QpcvX4KgYBB5R6xK1bc+WNrQhqDJ28WxCSvZfsb0awtvFLqIqeEwkLiQROG+ux7a+/KvQpr+nrCdXKzYoBvdVM3oFVQDj7Tp69or+pzXE6+trS9jbuPszZ45c+V1n612DJZyCgZJ9h2W8/kJHnBRjYEZdyxe8DOw7puNc25+nQmQwOOfF9xbMgg96AemYnf/35O6py8ekck1uBi76Qrf8ut28Lyt5HFyDb6sZKB9pZFa/hvDzH0z/L/Fb4/PPP8/bbb19yn9jY2LKetkz+97//2b9u3bo1ubm5vPvuuxcNniZNmsSECRPs32dlZREREUHfvn3x8am6hSJBi3SXLVtGnz59MBorbwHCa81HB1eTlFVIvejOtK7tV+Kx4j5u1eEGXpqxGTAz4oZIbrJNcBRXprh/R3aqy+drT/DDGe2OfC1/d34f24n3lx3mu00n+TPJm4eHdOLdT9cD+TzapwUDY2pWbeOvEqW9T+SdCIXv/qCrugOzXisjvcwSw1z34TwcloLHyXV8rkwh/WgQHtYsDlgjiG80gqdvqd4lkQeoKnfPDKDryakEKNkUYSCwdnPm3u68djvyPqwc94R5v9Bbt523CmHAgAEOz6nRLVkFp+GkGkLf9s24yTY3wJnUU+9A6gFCzKfp0P0uAstRmCX/+wUAJOrDeOTWm66oPeX+X5dSH9PMvzGqRejQKpQZrQU0Pf4VBTcvplvLRvZd93zwOQDZET256aYra2+FyopG/aIrAXlHGeh/HGunx9HP+hCA8I53cFNMxbT1erme0J2sC2ePcEe7CF47aCbTpNCtV1+8L3bn9DJW/LQHvzQt9a9Dz5vs67r9V3n7V41/EyXjBH1bhdMpvBNT960gs0ihQ/fe5fq7LPbJkXX2OU+NWnelYWsnvuZVK+qxN9AXZjOgbX0IbV6mw5W9eXAEvELrXfJvsypfw8VZaY4o8yvt6aef5v7777/kPvXr1ycsLIzk5OQS281mM2lpaYSFlT6xLSwsjKKiIjIyMkqMPiUlJV30GIAOHTrw+uuvU1hYiKvrhSVgXV1dS91uNBqrzRtMdWrL1ahJmA9JWSkcSc2nfYMLK7moKrzy5yGyC8xE1fJlVJf6Uiyigj3dtzE1Arx4/Y/9WFWVD++Oxt/LnWcHNGVZbDJxZ/Po/dFakrML8XU3MrhNBMZqXoykujn/fcK3QQeS9OGEWhLgyG8ArLRGc0/Heri0mY7lyz7Uzk2itjUFs6pjissTPN+35VXxPvPiwGYM/SKLNCWQ7o1DePmWZpXS7ku+DzfshepXG9+MeG4oWsvprF7UC/K8/ElVFY6tAGCPtR4P1PKvnN9BaDNIPUBj5RT7EnK4sWkZ12lSVdTTGwA46tm6wtpc5v91NVqSMf4wgz/8m5wCM3osfOcyhYacIWvh06xwnUW/5mFk5eTQJG8rKBDRYXD1ep0H1oX+b8Ovj6Ff8xb6/FRI2AEGd/RNB6Kv4LZe89cTAfXh7BF8ChMI8a5FcnYh8RmFREe4l+t0aTkF+KEFT0afULhM35W5f8NaQsYJDKkH8G/Ui7qBHsSdzeNISj5hfg68h5RCVVVOZxTY5zwZfGtctt1XLDwa4v7FmLIXakWX7dgCbW1NnVcIOgfaWRWv4bI8X5mvHoODg4mMjLzkh4uLC506dSIjI4Nt284t4rhixQqsVisdOpQ+kTMmJgaj0cjy5eeG+g4ePEh8fDydOnW6aJt27tyJv79/qQGSuD40CdUmYB9Kyi718ZUJCqsPp+Ji0PH+XVESODmBomgrjS996gb+eLybvay0j5uRt25vhZtRR3K2Nvfwrra1cHeRwOmKKAoJtfrbv81TXdlraM6w9rXBvw76J7ZxttOLnDbWYW3DZ5jx7GiahlftSLuj2tYN4N/nerL1pT58eV9bIgKqQXq1TocScz8Aww3/OFz9jTM7ID2OfNWFldZoIivrd2C7e95Ed4od8RllPz7lAC6FaeSrLmQGtKzYtpWRn68fD/TrQAp+hNSqT+HN07CiY5B+PSv+nI/FqrJ73V94KoWcVfyp07zj5U9a2aLvgcb9wVIEGz/TtvV+BXxl9L3MiotGpB2nQbD2v//IFRSNyM9KQ6/Y1l2q6IIRcK7iXuIeAPt6T/vOZF7siMtKyy0i32Q5r9peJRTAKi4aEb+h7Mfa13i6Ngp1Oe0KsmnTpvTv358xY8awefNm1q1bx7hx4xg6dCg1amgL150+fZrIyEg2b9bW8fD19WX06NFMmDCBlStXsm3bNkaNGkWnTp3sxSJ+//13vvzyS/bu3cuRI0eYPn06b775Jo8//rizfhRxFWgSpr0ZHUy8MHhaHpvMbye0l/oLAyJpGOJdqW273tQP9rL/cyjWMzKETZN6M+v+drw+qAUT+jSpotZdW/zbD7V/vc7agokDown2tt1EcvUmsN+z1HxxNz1GvnjVBavhvu74ulezu+etR2JBTxvdEfZuX+fYMfsWArDc2pqQwAD7wp5OF3JubaodJ9PLfrxtXbCt1saE+FV9VcyRneqy9rmeLHysC83b98LUdgwAQ3O+ZdH2U+Tt0+YNJQR3dd56N1dCUeDmj8DNT/u+Thdof+mlW8RFnFeuvLjs/5UET5bcVO2ziw/onfCeE1YyeGpZ0w+AbSfK8XdpczojHwXrecFTGUeWy6ORVv2Sfb9CYRn7O6d4jadKXi/OSZx6+33u3LlERkZy4403ctNNN9G1a1e++OIL++Mmk4mDBw+WmKT14YcfcvPNNzNkyBBuuOEGwsLC+OWXX+yPG41Gpk2bRqdOnYiOjubzzz/ngw8+4OWXX0Zcv5rYypUfTMousRJ9clYBE37ag4rCsHa1uK9z3SpqofD1MNIzMoSRHetcdRfy1VXtpu2JV8IBOBnUhWHtI6q4Rdc4rxBy6w8AYFDcG+w7cgwOL4Ntcyi1fJ6qwr5FAPxh6UTTsEoc+QvRFudsrJzi4MlkLFb1Mgf8R5xWcGGDtZnT16VyVC1/D/Q6LTBy7fEMJp0brXVH+Gfh1zTM0IJZ/6iBVdnES/MJhztnQ/Pb4fYvZGHc8jqvXPmVBk8mixVdvpZShruTlkIIj9Y+p8SCqYD29bTn2XoivcT1SlmcSs/HjxwM2N53KmPh2brdtAVzi7Jh709lO9a2SHilBHmVwKm3wAICApg3b95FH69bt+4FLxw3NzemTZvGtGnTSj2mf//+9O/fv9THxPWrYYgXiqINZafmFNnvvv+0/RR5RRYiPFX+NzCyahZNFMJJFJ2OEzd8wJ5dv3PTiGfk9V0JfG56lezpa2nOCQrmdgTVtgxG3FoYNP3cwtAAp7dDZjyFihurrFE8WplpkwH1Uf1q45YRT9uibRxJ7kmTMAdH3a1WiNOCkY3WZjxTsxqme3qFQLsHYdOnTDd+AIBJMVKjzYAqbthlNOipfYjyC7CNPKXF0bB4raeU8gVPablFBClaoQCds1LKfGtpaxvlnYWkfbSs2RpXg4603CKOpuSUKxtGW+PJNurkHgCG8heecJiiQMz9sPQl2Pq19rUjclPPpfrV7eqs1lUque0hrgnuLnrqBmpvosWpe6qq8tO2UwB0DbNilHlO4hrUredNDBw/nbDAqk+tui4ENSRn6CJSVF/c1ELycMOMHvb8AL8+po02gfZ5xesALFdjKMCVro0qcXFIRUFprq2neLN+Izviy5AilLwf8tPIVV3ZrdaneY3q+doy3vAUqlGbD2f1qYnxrlko7n5V2yjhfH62SrmFmTTy0dZ+O3E2l0Jz2RdPS8kuJMAWPCnOSilTlPMWmd2Oi0FHdIQfAJuPly9171R6/nkL5FbiaE7UPaB3hYRdcHrb5fcHiP0NVIs2AhdQ36nNqyxyNSmuGc1t82w2Hz8LwI6TGRxLycXdqCM6sHxD40II8V/hjVrza9tvecE0mi4FH/FY0RNY0MPuBXBSm8PLtllwbCUWvSvvFQ4myMuF6AgnpQVdjC146qXbwd64BMePO7wUgC3WSGoE+FS/uWfFPINQ7v8T7piF7okd0PSWqm6RqAwuHuClVWAONp3B29WAVYW4VMfX6SmWkl1IILYS1c6cj1McPCXsBKB9Pa0wxda4tHKd7lR6PsFUYrGIYp6B0HyQ9vW6qY4dY5v3Wfx+dC2Q4ElcM3o00d5AVhzUSuQXjzr1axaKm0yxEUJUoAdv6c5zL73NB/ffyHLa84u5i/bAtllafv/fLwGwLPwRjqk1uDEy1D5fp9KER5PnGYGHUojh6FLH51fYLnaWWNvRojqm7J2vZhtocTsYpNrudcU270nJiLMXKNp6ouyBSEp2IYFKcfDkxHlD9pGnncC54GlzuYOnvHMjT94XX8rHKbqMBxTY/6u9CMZF5SRrKc1wLui6BkjwJK4Z3Rtrb3x7T2dxNCWH33edAeD2NjWqsllCiGuUr7tWBOXxXg2Za+kNgLr3F/jlITDlotbuxBspNwDQu1kVTJRWFPSthgDQMW+1Y5Pqzx6FxN1Y0PG3pW21TdkT1zn7vKfjdGukjRitOZRS5tOk5JwfPFXCyFNyLBTl0aa2P3qdwqn0fBIy88t0KqtV5WRaPiH2tL1KLv8d2uzcKNKqty697/5fQbVCzZhzhT6uARI8iWtGsLcrUbW0f/SPfreN7AIz9YM96VDXCes2CCGEzdieDckNimK/tQ6KpRBObgKjB0c6v8OpzELcjDq6NqyaEr2u0XcB0Eu3nX937tc25mdc/IB9WnXbbfoo0vGxp0MLUa2cV3GvWyPtxun6I2cxW6xlOk3JtD0njjx5h4NniDb3J2kvnq4G+9/Wv4dSy3SqIyk55JsshOkqsUz5f3V/DlDgwB/a/KeLOa5V7SSyGlfBLAcJnsQ1pWekdgfmUJJ2h/Wp3o3RVXaqjBDiumLU63ikR0PmWm48t7HPa8w/olXe69YouOrK84c2J9WvFS6KBcOuubDqbXi7DmyeWfr+ttLqPxW0A5CRJ1E92dd6iqNFTV/8PIxkF5rZ5eji1TYpOecKRuDhxIIuJYpG7ASgr200uniKgaN22ha9ruuWq22oiuApJBJa3qF9fbHRJ1WFU1u0r2t3qpx2VRIJnsQ1pVfkueHryDBvBrYMr8LWCCGuF7dE1WCD541stjYhruYtJEcOZ+6mEwCM6FinStvm0mE0ADflLkRdbbvQWfoSpB4uuePZo5C0F6ti4G9LW8J83M4tuixEdRJwLnjS6xS6NCxO3SvbKE5KdqG9VLnT10qyB087ALgjJgKdos17OlaGUuvFi16H6augYMT5uj8Hig4OLrb/TCVknoTsBNAZzv3s1wgJnsQ1pUUNX8J93QCY0EdGnYQQlcPFoGNY12bcVfQydyXfz0uL9lNgstK6th83NKqalL1iPjF3kat4EqRkoahWLHpXMBfAwkdKLu57bCUAp32iycSLVrVk1ElUU8Vpe5mnwFxo/xv793DZ5j2dzc7HH215k8oOnsJ83exztX/Y6vjo0w7byJOvxVbmvKoWng1qBC21tGBWTrnw8eLKo2GtwOheee2qBBI8iWuKTqfw1X3tmDGiDX2bV3IFGiHEdW1Yh9o0CPYkObuQpfuTABjfu3HVL17s4sHxmrcCkKz6MTDvVbJUdzi9lYx/3j+33/F/AVhZ2ASAPlVR5EIIR3gGg9ETUCEjnq62eU87T2aw7ojjo0+FOWkYFNs8KWem7QHUiNY+px6EIi3l7u52EQD8uPUk326I43BS9iVPkVNo5lBSNi6YcCnK0DZWVfAE0P1ZUPRw+G9IPlDyseLgKaJ95bfLySR4EtecZjV86N9C0vWEEJXLy9XAorFduCVKq/DZoV5AlY86FWt452scqDmEObXfpCiwKa+Z7wXAc8M7kLRfm59gKyn8W2YD9DqF3k0leBLVlKKUKBpR08+dgS3DsarwwOwtDgVQBSYLroVaqXDV1RcMLk5sMFpJce9wrfqcrcR3r8hQgrxcOZtbxP9+3Ue/j9YwZXEsBabSF/zdfSoDqwrNfYu0DTojuPk5t92XEtgAGvXRvi5ez6nYyU3aZwmehBBCCHEx3m5GPh4azV9PdmPWqHZVP+pk4+YbQuSYr5k4ejgrnunB/Y++wD+W1hhVE/k/PaRdzOWlYta5sUttSId6Afh7OvliUogrUTzv6ewRAD64O4obI0MoNFt59LttZOQVXfLwoyk5lbNA7vn+k7rnYtAxe1Q7Hr6hPp0bBGJV4fM1xxjzzdZSDy9O2esYatY2eIWAroov5Zvfrn3e94t2Ewa0kbXiNaBqSfAkhBBCiEtQFIWm4T54uBiquikX1aKWHysavkCG6ol7yh74+UEA9hmaYsJAP0l7FtVdSDPtc9JeAFwNej4b0YbIMG+yCsxMX3X0kofvOplpX+NJcfZ8p2L/CZ4AWtT0ZdJNTZk3piNf3tsWvU7h38OpxKXmXnD4zpMZALT2K9Q2VFWxiPM1GQB6V0g9BMm25RDO7NDKsnvXAN9aVds+J5DgSQghhLgO3d+/E6+Y79O+ST0IwNK8RgD0bS4pe6KaC2uhfU7ca9/katDzXP9IAGatj+NMxsUXoN11MqNyFsg9XynB0/l6NwulcwNt7tWfexJKPGa2WNl07CwAkV552saqnO9UzM0HGmqLhNtT93Z8p32u01lLsbzGSPAkhBBCXIcah3rj1344Syzt7Ns2WJrRvXEw4b7XVnUscQ0KtQVPybFgMds392gSTId6ARSZrXy8/PBFDoZdpzIqP20vPFr7nHoYCksvDlG8xMqfu0sGT7tOZZBVYMbX3Ugto+3Y6hA8AbSwpe7tXgCnt2ufATo9VnVtciIJnoQQQojr1Es3N+Pves9yWg0kzhqKrlYbPrnn2lqTRVyj/OuBixdYCuHsuSBJURTG924MwOI9CZgt1gsOzbVVrQuorDWeinkFg08tQIWE3aXu0q95GHqdwv6ErBLrP60+qJVh79YoCF1usu181SR4atxfq1aYEQ9f99OKYjTuDzVjqrplTiHBkxBCCHGdMuh1/N+IXrzb6Ds+avwNs0Z3xsfNWNXNEuLydLpz857OS90DaF8vAF93I1kFZvs8ofPtPZ2JVYVaLrZ5RR6VWBWzuGT56W2lPuzv6WJP3Vt8XureqkNa8NS9cTDkaEshVIs5TwCuXjDiF63yn8VWqKPHpCptkjNJ8CSEEEJcxzxcDHw0ojMfjeiItwRO4mpSPO8paU+JzXqdQjfbMgGrDl64cO7uU5kA1HKxzR2qrLQ9gNodtc/HVl10l1taacsd/LTtFFarSmpOob3NWvBUzUaeQAsK7/sNAupDuzHngsRrkARPQgghhBDi6hN6YdGIYj2aaKMyqw4lX/DYzlMZAATrKjltD6BRX+1z3Fooyit1l4GtwvFxMxB3No8VB5JZe1hbt6pZuA8hPm7njTxVo+AJIDwKntgBA9+r6pY4lQRPQgghhBDi6hPWUvucdGHwdENjbTRp7+ksUrIL7dtVVWXHiXQAvC0Z2sbKHHkKagx+tbW5WnH/lrqLp6uBYR1qAzB99VG+WHMMgO5NgsFcBNmJ2o7VJW3vOiPBkxBCCCGEuPqENAMUbSQmp2R6Xoi3G81r+ACw5tC5x7adSOdMZgHeLgqGQi2IqtSRJ0U5N/p0eOlFd7uvU130OoVtJ9LZn5BFgKcL97SvDSc3aoGXRxD41amkRovzSfAkhBBCCCGuPq5eENhA+zpuzQUP97Sl7v21N9G+7eftpwG4M9IFBRUUHbgHOL+t5zs/eFLVUnep4efOgBbaYtW+7ka+G92BiACPcwFXoz5a0QxR6aTXhRBCCCHE1an5YO3zttkXPDSotVZ4YeXBZBIzCygwWfhj9xkA7qiVoe0U2BD0hkpo6HnqdgO9q1baO+XgRXd74aamjOhYm/kPdaSZbRSNw8u0z436VEJDRWkkeBJCCCGEEFenNvcCChxfA6lHSjzUMMSb9nUDsFhVFmw5yT+xSWQXmKnp504k8dpOxUUnKpOLB9Tvrn299auL7lbDz503BrWkabgtcEo/ASkHtNGyBr0qoaGiNBI8CSGEEEKIq5Nf7XNpcNtmXfDwPbbCC3M3neDdv7VRnsGta6JLthWZKC46Udk6jdM+b5sNmacdO+aIbdQpogO4+zulWeLyJHgSQgghhBBXr7ajtM8bPoVX/eGHe+0P9W8Rhr+HkeTsQk6czSPUx5URHeucK29eVcFTvRugTldtUdl/33fsGEnZqxYkeBJCCCGEEFevRn0h1BYEqVbY/yuc3g6Am1HPmBvqAzCwZThLnryBMA8Vzh7W9q+KtD3Qqu71nKR9vX0OLJt8QcXAEkwFcGy19nXxSJuoEhI8CSGEEEKIq5dODw+vhqcPnldA4lwK36PdG7Brcl+mDW+Dv6cLJMdqQZZHIHiHVVGjgbpdofntYDXDuqnwRXcoyCx93xNrwZwP3uFVF/AJQIInIYQQQghxtdPptUCo3Rjt+z0/2wMRRVHw9TCe27d4Ud3QFtoIUFW642sYtgB8IyDrNGz6vPT9zk/Zq+o2X+ckeBJCCCGEENeGOp0hqAmYcmH3D6XvU9Xznc6nKNCkP/R+Rft+w6eQn3HhfvbgSVL2qpoET0IIIYQQ4tqgKOcKSOycV/o+5488VRfNB0NwU220bOP0ko+dPQppR0FnhHrdq6Z9wk6CJyGEEEIIce0onvd0ZjvkJJd8zFQACbu0r6vDyFMxnR56PKd9vf5jSDt27rHiUac6ncDNp/LbJkqQ4EkIIYQQQlw7vMMgPEr7+sg/JR87uhyKcsCnFoQ0q/y2XUrT26BuNzDlwaKxYLVq2w/+qX2WlL1qQYInIYQQQghxbSkONA4vLbl97y/a5+aDQFfNLoN1OrjtUzB6Qvx62Py5NnIWt1Z7vOktVds+AUjwJIQQQgghrjXFwdORFWAxa1+b8uHgX9rXxal91Y1/Xej7mvb1qrdgx3daWfUabbTHRJWT4EkIIYQQQlxbasaAuz8UZsKpzdq2w0u1Kny+tbXHq6uYURDUGAoyYOX/adta3F6lTRLnOC14SktLY/jw4fj4+ODn58fo0aPJycm55DFffPEFPXr0wMfHB0VRyMjIqJDzCiGEEEKI64hODw17a1/vW6R9Lq6+13xQ9V4rSaeH7rbiEVbbqFmz26quPaIEpwVPw4cPZ9++fSxbtow//viDNWvW8NBDD13ymLy8PPr3788LL7xQoecVQgghhBDXmZZ3aZ+3fAnLX4dDS0DRQ/Q9VdsuRzQfDMGR2te12oFf7aptj7AzOOOksbGxLFmyhC1bttC2bVsAPvnkE2666Sbee+89atSoUepx48ePB2DVqlUVet7CwkIKCwvt32dlZQFgMpkwmUzl+RErTPHzV3U7rmXSx84l/et80sfOJf3rfNLHzid9XIp6PdE3vQ1d7K/w73sAWDo/idW/IZSxn6qif5W+U9AvnoCl83jU6+D3WpWv4bI8p6KqqlrRDfj66695+umnSU9Pt28zm824ubnx448/MnjwpSfprVq1ip49e5Keno6fn98Vn/eVV17h1VdfvWD7vHnz8PDwKONPJ4QQQgghrgYu5mx6xk7CzZxFplsEq5u8iqpzytiBuIrl5eVxzz33kJmZiY/PpdfScsqrJzExkZCQkJJPZDAQEBBAYmJipZ930qRJTJgwwf59VlYWERER9O3b97Id5Gwmk4lly5bRp08fjEZjlbblWiV97FzSv84nfexc0r/OJ33sfNLHF6dE1cK66TM8er3MgKDG5TqH9K/zVWUfF2elOaJMwdPzzz/P22+/fcl9YmNjy3LKSuHq6oqrq+sF241GY7X5A6hObblWSR87l/Sv80kfO5f0r/NJHzuf9HEpGvaAhj0qZKK/9K/zVUUfl+X5yhQ8Pf3009x///2X3Kd+/fqEhYWRnJxcYrvZbCYtLY2wsLCyPGUJzjqvEEIIIYQQQlxOmYKn4OBggoODL7tfp06dyMjIYNu2bcTEaHX0V6xYgdVqpUOHDuVrqRPPK4QQQgghhBCX45RS5U2bNqV///6MGTOGzZs3s27dOsaNG8fQoUPtFfFOnz5NZGQkmzdvth+XmJjIzp07OXLkCAB79uxh586dpKWlOXxeIYQQQgghhHAGp63zNHfuXCIjI7nxxhu56aab6Nq1K1988YX9cZPJxMGDB8nLy7NvmzFjBq1bt2bMmDEA3HDDDbRu3ZrffvvN4fMKIYQQQgghhDM4rVZjQEAA8+bNu+jjdevW5b9V0l955RVeeeWVKzqvEEIIIYQQQjiD00aehBBCCCGEEOJacl2uElY84lWWmu7OYjKZyMvLIysrS0pfOon0sXNJ/zqf9LFzSf86n/Sx80kfO5f0r/NVZR8XxwT/zYorzXUZPGVnZwMQERFRxS0RQgghhBBCVAfZ2dn4+vpech9FdSTEusZYrVbOnDmDt7c3iqJUaVuysrKIiIjg5MmT+Pj4VGlbrlXSx84l/et80sfOJf3rfNLHzid97FzSv85XlX2sqirZ2dnUqFEDne7Ss5quy5EnnU5HrVq1qroZJfj4+Mgfo5NJHzuX9K/zSR87l/Sv80kfO5/0sXNJ/zpfVfXx5UaciknBCCGEEEIIIYRwgARPQgghhBBCCOEACZ6qmKurKy+//DKurq5V3ZRrlvSxc0n/Op/0sXNJ/zqf9LHzSR87l/Sv810tfXxdFowQQgghhBBCiLKSkSchhBBCCCGEcIAET0IIIYQQQgjhAAmehBBCCCGEEMIBEjwJIYQQQgghhAMkeBJCCCGEEEIIB0jwJIQQQgghhBAOkOBJCCGEEEIIIRwgwZMQQgghhBBCOECCJyGEEEIIIYRwgARPQgghhBBCCOEACZ6EEEIIIYQQwgESPAkhhBBCCCGEAyR4EkIIIYQQQggHSPAkhBBCCCGEEA6Q4EkIIYQQQgghHCDBkxBCCCGEEMJha9euRVEUFEUhNTW1xGN169a1P/bfj0aNGl323D169Cj12P79+zvrxykTQ1U3QAghhBBCCHF1sFqtPP7443h6epKbm3vB4x999BE5OTkltp04cYKXXnqJvn37OvQctWrVYsqUKSW21ahRo/yNrkASPIlS9ejRg+joaD766COH9p89ezbjx48nIyPDqe26Fq1atYqePXuSnp6On59fVTfnil1rP48QQgghzvniiy84efIkDz74IFOnTr3g8UGDBl2w7Y033gBg+PDhDj2Hr68vI0aMuKJ2Oouk7QkhhBBCCFHN5OfnExkZSWRkJPn5+fbtaWlphIeH07lzZywWS6W2KS0tjZdeeonXXnutTDdI582bR7169ejcubPDx5jN5gtGsC5n1apVKIrCDz/8wKuvvkrNmjXx9vbmjjvuIDMzk8LCQsaPH09ISAheXl6MGjWKwsLCMj2HjDwJcR0qKirCxcWlqpshhBBCiItwd3dnzpw5dOnShRdffJEPPvgAgLFjx5KZmcns2bPR6/UXPd5qtZKWlubQc/n6+mI0Gi+73//+9z/CwsJ4+OGHef311x06944dO4iNjeXFF190aH+AQ4cO4enpSVFREaGhoYwZM4bJkyc71EaAKVOm4O7uzvPPP8+RI0f45JNPMBqN6HQ60tPTeeWVV9i4cSOzZ8+mXr16TJ482eG2yciTjaqq5BWZK/1DVdUytbNHjx48/vjjjB8/Hn9/f0JDQ5k5cya5ubmMGjUKb29vGjZsyF9//WU/ZvXq1bRv3x5XV1fCw8N5/vnnMZvN9sdzc3O599578fLyIjw8nPfff/+C5y0sLOSZZ56hZs2aeHp60qFDB1atWlXu/q4wqgpFuZX/UcbfW2FhIU888QQhISG4ubnRtWtXtmzZUmKfdevW0apVK9zc3OjYsSN79+61P3bixAluueUW/P398fT0pHnz5ixevNj++N69exkwYABeXl6EhoYycuTIEhM4e/Towbhx4xg/fjxBQUH069ePe+65h7vvvrtEG0wmE0FBQXzzzTeA9sY7ZcoU6tWrh7u7O1FRUfz0008ljlm8eDGNGzfG3d2dnj17EhcXV6a+EUIIIUTpOnTowLPPPsvUqVP5999/+emnn5g/fz5TpkyhcePGlzw2Pj6e4OBghz7WrVt32bbs3r2bzz//nA8++OCSQdt/zZ07F3A8Za9Bgwa8+OKLfP/993zzzTd06NCBN954o0xpfGazmdWrV/P4448zdepUhg4dyoIFC0hPT2fx4sU89thjfPPNN3Tq1Imvv/7a4fOCjDzZ5ZssNJv8d6U/7/7X+uHhUrZfw5w5c3j22WfZvHkzCxYs4NFHH2XhwoUMHjyYF154gQ8//JCRI0cSHx9Peno6N910E/fffz/ffPMNBw4cYMyYMbi5ufHKK68AMHHiRFavXs2vv/5KSEgIL7zwAtu3byc6Otr+nOPGjWP//v3Mnz+fGjVqsHDhQvr378+ePXscqpziNKY8eLMKJhC+cAZcPB3e/dlnn+Xnn39mzpw51KlTh3feeYd+/fpx5MgR+z4TJ05k6tSphIWF8cILL3DLLbdw6NAhjEYjY8eOpaioiDVr1uDp6cn+/fvx8vICICMjg169evHggw/y4Ycfkp+fz3PPPcddd93FihUr7OefM2cOjz76qP0N8siRI9x5553k5OTYz/X333+Tl5fH4MGDAe3OzXfffceMGTNo1KgRa9asYcSIEQQHB9O9e3dOnjzJ7bffztixY3nooYfYunUrTz/99BV3rxBCCCE0r7zyCn/88Qf33XcfOTk5dO/enSeeeOKyx4WFhbFs2TKHniMqKuqy+zzxxBMMGDDA4aIPoN2EnT9/Pq1bt6Zp06YOHfPVV1+V+H7kyJE89NBDzJw5k6eeeoqOHTte9hz33ntviVGqDh068P333/PAAw+U2K9Dhw58/PHHmM1mDAbHrscleLoKRUVF8dJLLwEwadIk3nrrLYKCghgzZgwAkydPZvr06ezevZvff/+diIgIPv30UxRFITIykjNnzvDcc88xefJk8vLy+Oqrr/juu++48cYbAe0iu1atWvbni4+PZ9asWcTHx9srnTzzzDMsWbKEWbNm8eabb1ZyD1xdcnNzmT59OrNnz2bAgAEAzJw5k2XLlvHVV1/Rrl07AF5++WX69OkDnPsdLFy4kLvuuov4+HiGDBlCy5YtAahfv779/J9++imtW7cu8Xv4+uuviYiI4NChQ/Y7U40aNeKdd96x79OgQQM8PT1ZuHAhI0eOBLSc5FtvvRVvb28KCwt58803+eeff+jUqZP9edeuXcvnn39O9+7dmT59Og0aNLCPVjZp0oQ9e/bw9ttvO6UvhRBCiOuNi4sLX3/9Ne3atcPNzY1Zs2ahKMplj3Nzc6N3794V0oYFCxawfv36Elkxjli9ejWnT5/mqaeeuqLnf/rpp5k5cyb//POPQ8FT7dq1S3zv6+sLQERExAXbrVYrmZmZBAYGOtQWCZ5s3I169r/Wr0qet6xatWpl/1qv1xMYGGi/qAYIDQ0FIDk5mdjYWDp16lTij6xLly7k5ORw6tQp0tPTKSoqokOHDvbHAwICaNKkif37PXv2YLFYLhgeLiwsdPiF5jRGD20UqCqe10FHjx7FZDLRpUuXc4cbjbRv357Y2Fh78FQcoMC530FsbCyg3e159NFHWbp0Kb1792bIkCH218GuXbtYuXKlffTov89d/HuLiYkp8ZjBYOCuu+5i7ty5jBw5ktzcXH799Vfmz58PaCNTeXl59oCuWFFREa1btwYgNja2xGvnvz+HEEIIIa7c339r2VEFBQUcPnyYevXqXfYYi8VCSkqKQ+cPCAi45FzoiRMncuedd+Li4mJPzy+usHzy5EmKiopKLSU+d+5cdDodw4YNc6gdF1Mc9Dg6h+tiaYUX216WaTQSPNkoilLm9Lmq8t/JcoqilNhWHChZrdYKeb6cnBz0ej3btm274EVX2gV7pVKUMqXPXa0efPBB+vXrx59//snSpUuZMmUK77//Po8//jg5OTnccsstpY72hIeH27/29Lywn4YPH0737t1JTk5m2bJluLu72xehK65w8+eff1KzZs0Sx7m6ulbkjyeEEEKIi9i9ezevvfYao0aNYufOnTz44IPs2bPHPppyMSdPnnQoyAJYuXIlPXr0uOS55s2bx7x58y54rE2bNkRFRbFz584S2wsLC/n555/p0aPHFa/RdOzYMQCCg4Ov6DwV4eqIFkS5NW3alJ9//hlVVe1B1bp16/D29qZWrVoEBARgNBrZtGmTfYgzPT2dQ4cO0b17dwBat26NxWIhOTmZbt26VdnPcrVq0KABLi4urFu3jjp16gBaYYYtW7Ywfvx4+34bN2684Hdwfn5wREQEjzzyCI888giTJk1i5syZPP7447Rp04aff/6ZunXrOpyvW6xz585ERESwYMEC/vrrL+688057IN6sWTNcXV2Jj4+3vxb+q2nTpvz2228ltm3cuLFMbRBCCCFE6UwmE/fffz81atRg6tSpHD9+nHbt2vHUU09dttBBRc55Wrhw4QXb5s+fz4IFC/jmm29KTPcotnjxYjIyMi5ZKOLAgQN4eHjYr3+ysrJwdXUtcZNWVVX7OlH9+lV+lth/SfB0jXvsscf46KOPePzxxxk3bhwHDx7k5ZdfZsKECeh0Ory8vBg9ejQTJ04kMDCQkJAQXnzxRXS6c4UYGzduzPDhw7n33nt5//33ad26NSkpKSxfvpxWrVoxcODAKvwJqz9PT08effRRJk6cSEBAALVr1+add94hLy+P0aNHs2vXLgBee+01AgMDCQ0N5cUXXyQoKMi+0Nz48eMZMGAAjRs3Jj09nZUrV9oDq7FjxzJz5kyGDRvGs88+S0BAAEeOHGH+/Pl8+eWXl62Ic8899zBjxgwOHTrEypUr7du9vb155plneOqpp7BarXTt2pXMzEzWrVuHj48P9913H4888gjvv/8+EydO5MEHH2Tbtm3Mnj3bKf0ohBBCXG/eeOMNdu7cyfLly/H29qZVq1ZMnjyZl156iTvuuIObbrrposdW5Jyn0ha+LR5pGjBgAEFBQRc8PnfuXFxdXRkyZMhFz9u0aVO6d+9ur+C8fft2hg0bxrBhw2jYsCH5+fksXLiQdevW8dBDD9GmTZuK+HGuiARP17iaNWuyePFiJk6cSFRUFAEBAYwePdpecALg3Xfftad+eXt78/TTT5OZmVniPLNmzeKNN97g6aef5vTp0wQFBdGxY0duvvnmyv6RrkpvvfUWVquVkSNHkp2dTdu2bfn777/x9/cvsc+TTz7J4cOHiY6O5vfff7fnH1ssFsaOHcupU6fw8fGhf//+fPjhhwDUqFGDdevW8dxzz9G3b18KCwupU6cO/fv3LxEEX8zw4cP5v//7P+rUqVNiXhbA66+/TnBwMFOmTOHYsWP4+fnRpk0bXnjhBUCbkPnzzz/z1FNP8cknn9C+fXvefPPNC6rZCCGEEKJstm/fzptvvsm4cePo2bOnffvzzz/Pr7/+ypgxY9i3b1+ZFqutLFlZWfz5558MHDjwsumF56tTpw7dunVj4cKFJCYmotPpaNq0KTNmzOChhx5yYosdp6hlXWhICCGEEEIIIa5DskiuEEIIIYQQQjhAgichhBBCCCGEcIAET0IIIYQQQgjhAAmehBBCCCGEEMIBEjwJIYQQQgghhAOuy1LlVquVM2fO4O3tbV84VgghhBBCCHH9UVWV7OxsatSocdllXq7L4OnMmTNERERUdTOEEEIIIYQQ1cTJkyepVavWJfe5LoMnb29vQOsgHx+fKm2LyWRi6dKl9O3bF6PRWKVtuVZJHzuX9K/zSR87l/Sv80kfO5/0sXNJ/zpfVfZxVlYWERER9hjhUq7L4Kk4Vc/Hx6daBE8eHh74+PjIH6OTSB87l/Sv80kfO5f0r/NJHzuf9LFzSf86X3XoY0em80jBCCGEEEIIIYRwgARPQgghhBBCCOEACZ6EEEIIIYQQwgESPAkhhBBCCCGEAyR4EkIIIYQQQggHSPAkhBBCCCGEEA6Q4EkIIYQQQgghHCDBkxBCCCGEEEI4QIInIYQQQgghhHCABE9CCCGEEEII4QAJnoQQQgghhBDCAZUSPE2bNo26devi5uZGhw4d2Lx580X33bdvH0OGDKFu3booisJHH310xecUQgghhBBCiCvl9OBpwYIFTJgwgZdffpnt27cTFRVFv379SE5OLnX/vLw86tevz1tvvUVYWFiFnFMIIYQQQgghrpTTg6cPPviAMWPGMGrUKJo1a8aMGTPw8PDg66+/LnX/du3a8e677zJ06FBcXV0r5JxCCCGEEEIIcaUMzjx5UVER27ZtY9KkSfZtOp2O3r17s2HDhko7Z2FhIYWFhfbvs7KyADCZTJhMpnK1o6IUP39Vt+NaJn3sXNK/zid97FzSv84nfex80sfOJf3rfFXZx2V5TqcGT6mpqVgsFkJDQ0tsDw0N5cCBA5V2zilTpvDqq69esH3p0qV4eHiUqx0VbdmyZVXdhGue9LFzSf86n/Sxc0n/Op/0sfNJHzuX9K/zVUUf5+XlObyvU4On6mLSpElMmDDB/n1WVhYRERH07dsXHx+fKmyZFukuW7aMPn36YDQaq7Qt1yrpY+eS/nU+6WPnkv51Pulj55M+di7pX+eryj4uzkpzhFODp6CgIPR6PUlJSSW2JyUlXbQYhDPO6erqWur8KaPRWG3+AKpTW65V0sfOJf3rfNLHziX963zSx84nfexc0r/OVxV9XJbnc2rBCBcXF2JiYli+fLl9m9VqZfny5XTq1KnanFMIIYQQQgghLsfpaXsTJkzgvvvuo23btrRv356PPvqI3NxcRo0aBcC9995LzZo1mTJlCqAVhNi/f7/969OnT7Nz5068vLxo2LChQ+cUQgghhBBCiIrm9ODp7rvvJiUlhcmTJ5OYmEh0dDRLliyxF3yIj49Hpzs3AHbmzBlat25t//69997jvffeo3v37qxatcqhcwohhBBCCCFERauUghHjxo1j3LhxpT5WHBAVq1u3LqqqXtE5hRBCCCGEEKKiOX2RXCGEEEIIIYS4FkjwJIQQQgghhBAOkOBJCCGEEEIIIRwgwZMQQgghhBBCOECCJyGEEEIIIYRwgARPQgghhBBCCOEACZ6EEEIIIYQQwgESPAkhhBBCCCGEAyR4EkIIIYQQQggHSPAkhBBCCCGEEA6Q4EkIIYQQQgghHCDBkxBCCCGEEEI4QIInIYQQQgghhHCABE9CCCGEEEII4QAJnoQQQgghhBDCARI8CSGEEEIIIYQDJHgSQgghhBBCCAdI8CSEEEIIIYQQDpDgSQghhBBCCCEcIMGTEEIIIYQQQjhAgichhBBCCCGEcIAET0IIIYQQQgjhAAmehBBCCCGEEMIBEjwJIYQQQgghhAMkeBJCCCGEEEIIB0jwJIQQQgghhBAOkOBJCCGEEEIIIRwgwZMQQgghhBBCOECCJyGEEEIIIYRwgARPQgghhBBCCOEACZ6EEEIIIYQQwgESPAkhhBBCCCGEAyR4EkIIIYQQQggHSPAkhBBCCCGEEA6Q4EkIIYQQQgghHFApwdO0adOoW7cubm5udOjQgc2bN19y/x9//JHIyEjc3Nxo2bIlixcvLvH4/fffj6IoJT769+/vzB9BCCGEEEIIcZ1zevC0YMECJkyYwMsvv8z27duJioqiX79+JCcnl7r/+vXrGTZsGKNHj2bHjh0MGjSIQYMGsXfv3hL79e/fn4SEBPvH999/7+wfRQghhBBCCHEdc3rw9MEHHzBmzBhGjRpFs2bNmDFjBh4eHnz99del7j916lT69+/PxIkTadq0Ka+//jpt2rTh008/LbGfq6srYWFh9g9/f39n/yhCCCGEEEKI65jBmScvKipi27ZtTJo0yb5Np9PRu3dvNmzYUOoxGzZsYMKECSW29evXj0WLFpXYtmrVKkJCQvD396dXr1688cYbBAYGlnrOwsJCCgsL7d9nZWUBYDKZMJlM5fnRKkzx81d1O65l0sfOJf3rfNLHziX963zSx84nfexc0r/OV5V9XJbndGrwlJqaisViITQ0tMT20NBQDhw4UOoxiYmJpe6fmJho/75///7cfvvt1KtXj6NHj/LCCy8wYMAANmzYgF6vv+CcU6ZM4dVXX71g+9KlS/Hw8CjPj1bhli1bVtVNuOZJHzuX9K/zSR87l/Sv80kfO5/0sXNJ/zpfVfRxXl6ew/s6NXhylqFDh9q/btmyJa1ataJBgwasWrWKG2+88YL9J02aVGI0Kysri4iICPr27YuPj0+ltPliTCYTy5Yto0+fPhiNxipty7VK+ti5pH+dT/rYuaR/nU/62Pmkj51L+tf5qrKPi7PSHOHU4CkoKAi9Xk9SUlKJ7UlJSYSFhZV6TFhYWJn2B6hfvz5BQUEcOXKk1ODJ1dUVV1fXC7YbjcZq8wdQndpyrZI+di7pX+eTPnYu6V/nkz52Pulj55L+db6q6OOyPJ9TC0a4uLgQExPD8uXL7dusVivLly+nU6dOpR7TqVOnEvuDNnx3sf0BTp06xdmzZwkPD6+YhgshhBBCCCHEfzi92t6ECROYOXMmc+bMITY2lkcffZTc3FxGjRoFwL333luioMSTTz7JkiVLeP/99zlw4ACvvPIKW7duZdy4cQDk5OQwceJENm7cSFxcHMuXL+e2226jYcOG9OvXz9k/jhBCCCGEEOI65fQ5T3fffTcpKSlMnjyZxMREoqOjWbJkib0oRHx8PDrduRiuc+fOzJs3j5deeokXXniBRo0asWjRIlq0aAGAXq9n9+7dzJkzh4yMDGrUqEHfvn15/fXXS03NE0IIIYQQQoiKUCkFI8aNG2cfOfqvVatWXbDtzjvv5M477yx1f3d3d/7++++KbJ4QQgghhBBCXJbT0/aEEEIIIYQQ4logwZMQQgghhBBCOECCJyGEEEIIIYRwgARPQgghhBBCCOEACZ6EEEIIIYQQwgESPAkhhBBCCCGEAyR4EkIIIYQQQggHSPAkhBBCCCGEEA6Q4EkIIYQQQgghHCDBkxBCCCGEEEI4QIInIYQQQgghhHCABE9CCCGEEEII4QAJnoQQQgghhBDCAYaqboCoWFaryoHEbArMFlwNOiLDfNDrlKpulhBCCCGEEFc9CZ6uEVkFJj5Zfphfd54hObvQvj3E25VBrWsytkdDfD2MVdhCIYQQQlSWQrOFg4nZqCo0q+GDUS/JRkJUBAmergHbTqTx5PydnErPB8DL1YC/p5GMXBPJ2YV8seYYv+86w/t3RdG5QVAVt1YIIYQQznI2p5Apf+/lrz2JFFmsALgb9fRrHsrE/pHU9HOv4hYKcXWT4Okqt/pQCg/O2YLJohIR4M5LA5vRo0kwrgY9RWYrqw4m8+biWOLO5jHiy01MHdqaW6JqVHWzhRBCCFHB9qUrvPLJetLzTAD4exixqpCZb2LRzjP8tTeRZ/o24cFu9VAUSekXojwkeLqKbYlL4+Fvt2KyqPRtFsr7d0Xh7XYuNc/FoKNv8zC6NAzihYV7+HXnGcYv2IlRr6N/i7AqbPn1wWpV0cl8MyGEEJVg3dGzfHVQh0U10TTchym3tySqli+qCjtPZfDWXwfYfDyN/1scy+7TmbwzpBXuLvqqbrYQVx0Jnq5SJ87m8uCcrRSYrPRoEsyn97TBxVB6PrOnq4EP74pGryj8suM0T3y/gx8f6URUhF/lNvo6EJeay1drj7P+aCpHU3JxNegI93WjZ2QIt0XXJLqa9Xmh2cKK2GSOpuSQmlNE41BvbmgcRC1/j6puWvnkJEPiHohoD67eVd0aIYSoFLtPZfDYvJ1YVIV+zUL4dHiMfY6TokCb2v4seKgj3208wau/7+f3XWdIyipg1v3t8HSt2kvBMxn5HEjMIjmrkJg6/jQM8ZJRMVGtSfB0FcopNDPmm61k5puIjvBj+vCYiwZOxXQ6hXfvjCKrwMw/sUk88t02fn+8K0FerpXU6mub1aoy899jfLDsEIVmq317odlK3Nk8Zq2LY9a6OAa2DGfSTZFVHpyYLVa+WnucL9ceJ+W8AiPFbm9Tk5cGNiPA06UKWlcGBVmw9yfIT4esM7BjLpjzwd0fWo8Edz8IjoQmN2lXEEIIcY3JKzLz+Pc7yCuyEOlr5f07W5VaHEJRFEZ2qkujUG/GzNnK5uNpjJq9hdmj2uHhUvmXgwmZ+UxZfIDfdp0psb1ekCev3tqcGxoHV3qbhHCEBE9XGatVZcKCnRxKyiHE25XPR8Y4POyu1yl8eHcUt01bx7GUXB6ft4O5D3aQ1LIrpKoqr/y+j282nACgc4NA7utcl+gIP4rMVmITsli8J4Hfdp3hzz0JrDmcwifDWtOjSUiVtPdMRj5Pzt/Blrh0AEJ9XOnWKBg/dyM7T2awLT6dX7afZtXBFGaMiKF9vYBLnk85sozWJ76AtCYQGlkZPwLkZ8DmL2DDNCjIKPmYq68WTK3/+Ny2rk/BjS9LACWEuOa89dcBTpzNI8zHlfsaaxkPl9KxfiBzRrfnvq82awHUrC3MquQAaum+RMYv2ElekQVFgSah3vh5GNken8Hx1Fzu/Xozo7vW44WbmspyK6LakeDpKvPWkgMs3Z+Ei17H9BExhPq4lel4bzcjX4yM4dZP17Hh2Flm/nuMh7s3cFJrrw+frTrKNxtOoCjw2m0tGNGhdomUg4gAD/o2D+Ph7g14ceEetsdn8MDsLbx8S3Pu61y3Utt6JDmbYTM3kZJdiJergf/d3JTBrWuVGLncEZ/OpF/2cCAxm5FfbWL6iDb0igwt/YSqim7NO9RO24E6oxO0vBNumAhBjZzzA+Snw8YZsHE6FGZq2wIbQe0OoDNC05uhfk/YtxCOr9ZGpvYvgrUfQsIu8AiEZoO0/aorcyHsnKuNpHV7Boxl+xsXQlw/Nhw9a79xN2VwC7IObXLouDa1/Zkzuj33frWZTZUcQH2zIY6Xf9uHqkKb2n68dlsLWtT0BSC30MzbSw7wzYYTfLX2OHlFZt4c3FLS+ES1IsHTVWTepni+WHMMgHfvbEVMHf9ynadhiDeTb27G87/s4b2lB+naKIjmNXwrsqnXjdWHUnj374MATL65GSM71rnovk3DfZj/UCf+t2gvC7ae5OXf9qEocG+nupXS1kNJ2dwzcyOpOUVEhnkzY0QMdYM8L9ivdW1/Fo3twti521l+IJmHvtnGnAfa06VhKWXuFQVrv7dJ/mUiYVm7YPcC2PMjtBiiBVHBTSruB9jzE/zxFBRmad8HR2rP0Xww6P4z+tryDu0DYNMX8NdEOLpC+37/b/DwGgippFGyUqiqyrL9Saw8mMKuE6n0ZQP9rGuo4aXDN+cYZCdoO5ryod//VVk7hRDVl8Wq8vof+wG4p0NtujYMZPEhx49vU9ufb84LoB6YvYWv73duAPXdxhNM/nUfAMPaR/D6bS0wnJdi6Olq4LXbWhBTx5+nFuzk+80n8XE3MmlAU6e1SYiykhXTrhJrDqXwv1/3AvBU78bcFl3zis53d7sI+jYLxWRRefqHXZgs1ssf5EQWq8rKg8l8tuoI/1u0ly//PcbWuDRUVa3Sdl1KZr6J537aDcDIjnUY1aXeZY9xMeh4a0hLHuuhjfZN/nUfP2w96dR2ApxMy2P4l5tIzSmieQ0fvh/TsdTAqZibUc+MkTEMbBmO2aryyHfbOJKcU+q+as02bGrwNKYH/tHmFqlWLYCa1gH+eaVifgCrBRY/owVOIc3gztnw6AYtQPpv4PRfHR6CUX9BvylQpwtYCmHRo2AxV0zbyuhMRj5PfLkUy/wR3LdzGF9lPMD4zLdpmr0B34R1kJ2AxcOW679hGpxYXyXtFEJUb79sP8X+hCy83Qw807d8N6qKAygvVwMbj2kBVH6RpYJbqlm8J8F+HTO2ZwPeHNyyROB0vtuiazLl9pYAfL76GEv2JjilTUKUhwRPV4HDSdmMnbsdi1Xl9tY1eeLGhld8TkVRmHJ7S/w9jBxIzOartccroKVlp6oqP207xY3vr2LUrC28s+Qg3248wRt/xnLHjA3c9fkG9p3JrJK2Xc4bf+wnMauAuoEevHCT43fFFEVhYr8mjO6qBVsv/LKHtYdTndVM0nKLuG/WZlKyC4kM82bugx3wd6AQhFGv4/27ooip4092gZnRc7aQVWC6+AHh0TDse21UJ/JmQNXS5TJPXfkPcWqrlrLn5gcP/2sbbSrD21edztDpMRjyFbj5wpntsHHalberjA4mZnPfx7/zxMmnGKDfQqTuJOFKGkVGX/4JGcVT5nGMLnqajvlTSWpwB6BqgV5OcqW3VQhRfeUXWXhvqZb1MK5nwysq7tOmtj9zHjgXQD3y3TYKzRUbQO06mcH4BTtRVW2U7Jm+TS6bind3u9o8YptW8OxPuzmdkV+hbRKivCR4quayCkw89O02sgvNtK8XwJQhFZf7G+jlar/o/+ifQ5xMy6uQ8zqqwGThqQU7eebHXcSdzcPPw8ht0TV4pHsD+jUPxd2oZ0tcOrd+uq5SRmfKYvPxNH7cdgpFgXfvjCrzWhmKovDSwKbcFl0Ds1Xl0e+2cTAxu8LbmV9kYfScLRxLyaWmnzuzR7XHz8Pxf7JuRj1fjIyhlr87J87mMennPZcfDQyPgqFztVEegH2Lyv8DFDu8VPvc8EbQX0FKiU849H1D+3rLl1CJI5tHU3IYMXM9U81v0Eh3GrNnGAxbAPf9gcsz++j92EdMmPAiqTV6kZIPfWMHkO9RE9LjMMwdhKspo9LaWi4nt8DcO+GD5tr8MiGE03y7MY6krEJq+rlXyNzZmDr+zBrVDjejjtWHUnjy+52YKygjJSW7kIe/3UaR2cqNkSG8flsLh69jnu7bmKhavmQVmJmwYCdWa/XNRhHXDwmeqjGtst4ujqdqF77Th7fB1VCxC9rdEVOLTvUDKTBZefm3fRV67kvJzDdx9xcbWbTzDHqdNhKz7rleTB3amucHRPL5yLYsf7o7/ZqHYrGqPPvTbj5ffbTS2ncpFqvKq79rfTW0XQTt6l66Gt3FKIrCO3e0on3dALILzTwwewvJWQUV1k6zxcq4edvZEZ+Br7uROQ+0I8y37MUHAr1c+fSeNhh0Cn/uSWDupnjHDmw+WPu8b2GZn/MCxcFTo74lNquqyvojqby0aA99PlhN7w9Wc/tn6/h0xeGL36VscQcYPSEjXhuBqgRpuUXc+9VmQvKO0Ex3AtXoiWH0X9CkP9TrZl+TKiLAgwUPd+LmVuFkWt25NesZCj3CUFIP0ePAZHRbZoKp4l4j5WWyWPlu4wnun7WZli//zZTXn4evemu/p6xTsGxyVTdRiGtWbqGZGau1+c/jezfCzVgx1wXt6gYw8962uOh1LNmXyLM/7b7iYKXQbOHR77aRmFVAg2BPPhoaXabqeUa9jo+HtcbdqGfT8TR+2lYBmQxCXCEJnqqxORvi+Cc2CReDjukj2hDohDWZFEXhjcEtMOoVVhxI5p/9SRX+HP+VU2jm/lmb2XUyAz8PI9+N7sDYng0vWKivhp87M0bE8HD3+gBM+esA8zc7eOHuRD9uPcm+M1eWZ17M1aDn85Ex1A/y5HRGPqPnbCW38Mrn4lisKs/8uIvlB5JxNej4+v62NAwp/6Kx0RF+PNdfK7Dwxp/7OZ6ae/mDmt4Kig5Ob4X0E+V+brISIHE3oECDG+2b03KLePS77dzz5Sa+2xjP4eQcjiTnsD0+g/eWHuKGd1byxh/7L+xPFw8taAHY+0v52+Ugi1Xlyfk7OJ2Rz03ehwFQ6naBgPql7u9m1PPR3dH0bRbKYXMog3JfoMi7Nm7mDPRLJ8EvDzq9zZdyJDmHIdPX89Kivaw6mIKlMIcx5rkA/GVphxk9HFtVbedqbY1L440/9nPbp2u5Z+ZGXvt9PwecMOorhLPM2RBHWm4RdQM9GNz6yuY//1e3RsF8ek9r9DqFX3ac5oWFe8o9AqWqKpN+2cPWE+l4uxn44t62eLsZy3yeOoGeTOjTGID/WxxLas6FaxMKUZkkeKqm4lJzeXvJAQD+N7AprWr5Oe25GgR7MbqrdiH36h/7KDA5Z7IoaHesH/52q300ZN6DHenUIPCi+yuKwqQBTXmilzbP66VFe1l/xHnzgy4nq8Bkr6735I2NKiSg9fd0YdaodgR4urDndCZjvtl6Rb8Di1Vl4k+7WLTzDAadwqf3tCGmTvlGx843ums9ujYMosBkZeKPu7Bc7o6kd+h5qXvlCFLMhVplvHUfad/XbANeWiGF46m5DJi6hiX7EjHoFIa2i2DmvW35fkxH3hnSio71A7BYVb5ce5y+H64hNiGr5Lnto2KLnJ66N3X5Yf49nIqbUcd94bb007rdLnmMwXa3tX29AGILg7hV/YBtNe9DRYHY3+Fs1YzC7ohP57ZP17L7VCY+bgae6x/Jim6HCFKyyHSP4A23Z/nB3B2AEz+9iMXivPeSssoqMDHxx13cMWMDX649zq5Tmaw/epav1x3nts82sOCojuxLzekTohrIKTTbq+4+2bvRRQsuXIm+zcP44K4oFAXmbznJI99tK1cRiemrj/LL9tPodQqfDW9Dg2CvcrdpVJe6NAv3ITPfxJTFB8p9HiEqggRP1ZDVqvLsz7spMFnpVD+Q4R0uXv66ojzeqyHhvm6cTMtnhhPT495cHMu6I2fxdNHz7ej2NKvh49BxT/VpzC1R2vygx+ZtJyGzaiaOfvzPYc7mFtEg2LNC12iqE+jJ1/e3w9NFz/qjZ3nku22XLs5wEUVmK0/O32H/h/XxsNb0aXaRNZrKSKdTeGtIS7xcDWw9kc7XjhQZKQ5Slr8Oi8ZCdqLjT/jnBPhhJGyaoX3fsA+gVasb8eUmkrIKqR/syaKxXXhrSCv6NAulU4NA7moXwfyHOjFrVDtq+btzOiOfO2dsYNXB84ouNOwNLl5aitmpLY63qYw2HjvLJyu00aa3BjfHK3Gz9kDdrpc91s2oZ9o9bQj1ceVAahH/l9EHtXjkbdtsJ7X44g4lZXP/rC3kFlloX8ef1bfk8qjrEsL2fgGAb78XWf7sjSRFj6NI1VMnezsJb7fFdODvSm/rfyVk5nPrJ2vt8xQHt67J1KHRvHNHKwa0CMOqwvpkHfd8uYWkCkydFVe/vCIzx1NzOXE216k3Fh31/aZ4MvJM1Avy5Naoih11Ot9t0TVtUwV0/BObTN+PVrN0X6LDFXCX7E3knSXajcZXbmlGt0bBV9Qeg17Hm7bqez9vP8Xe09WzkJS4PkjwVA39tO0Um4+n4eGi5507WqGrhNW1PV0NvDhQKx4xfdVRpxSP+GnbKWatiwPgg7ujyzSapigK797RihY1fcjIMzF+/s7Lj3xUsKMpOcxeHwfA/25uhrGC7/hFR/jx1f3tcDXoWHUwhf4fruHvfYkOl5HPzDcx5put/LE7AaNe4eOhrbmpZXiFtrGWvwcv2V4n7y49eNHy5XbR99jKl1tg53fwVV9trtHxNdpit6aLBMEHl8CO7wAF6nXXFrZt9yA5hWbu/XozpzPyqR/syQ8Pd7IvrvhfPZuE8Ofj3ehYP4CcQjNjvtnKmkMp2oNGd2gyQPt6+5yyd4QDMvNMPGWrLnVnTC0GhaZqpdZdfbWiGg4I9nbls+HafLPtZ3VsDrxNe2DnXG1krpKk5xbx4Zez6V+0lI41XZhb80f8fx8Ff78A+WkQ0ABa3ombUc9Td9xIbJuXyVHdqVV0DP38oZhPbKy0tv5XUlYBw77YSNzZPGr6ufPDw5348O5obouuyV1tI5g+IoYf7q7Jwy5/kZiUwJDp6yu9eM714FhKLjvOKszbfJJ1R1IrrBiBs+w5lcmT83fQ5vVl9HxvFd3fXUWHN5fz3t8HOVtFaWOFZgtfrtVGnR7pXr9Mc4fKo3+LcOY+2IEwH+3G6kPfbuPOGRv493DKJYOobSfSeGrBTgDu61SHkRW0lmF0hB+3RdcAtPTx6ryUibi2SfBUzWTkFfGWLV3vqd6NiQjwqLTnHtgynM4NAik0W3n19/0Veu5dJzN4YeEeQEt369c8rMzncDPq+WRYGzxctImjn608UqFtvJwpi2MxW1V6RYbQo0mIU56jY/1A5o3pSJ1AD85kFvDwt9uIeX0Z4+Zt57uNJziSnHPBPwxVVdl07CwDP/6X1YdScDfq+fK+dgxsVbGBU7G720VwQ+NgisxWnv5x16UvgozuWvny0f+Afz3IOAGftoc5t8CS5+D7oVD0nwvVpP3w+5Pa153Gwn2/wV1zUD2DeP7n3RxJziHMx43vRncg6DJpk74eRr55oAM3tQzDZFF5+NttbI9P1x5s/5D2eef3kHasnL1xcZN/20tCplbK/pVbm0Pcv9oDdTpffm2q88TUCeDR7lpZ+3FbgrF414C8sxVTxdABqqry2vcr+aDoNd42zuT7zBEYt38NKNDsNoi6B4bMLFEFMeq2J9l5x7/8bW2PDivpc0ejFjkwT66C5RWZue/rzcSdzaOWvzs/PNLpwgIvZ4/SbsVQJum+5Rf3/6MgPZH7Z20mI6+o0tt7LTqYmM1D32yl38frmH1Iz8u/xzL8y020f3M501YeqfI1Bv/LYlX5dMVhBn22jl93nqHAZMXDRY+bUUdmvolPVx5hwNR/z72PVKJftp8mKauQMB83BreuVSnP2bZuAMuf7s5jPRrgYtCx9UQ6I7/azJDp61lxIKnE+7+qqvyy/RTDZm4i32ShW6Mg8ZTTOgAAVytJREFU/ndzswptz8R+TXAx6Nh4LI3lsbKEg6gaEjxVM+/+fZC03CIah3pxf5e6lfrciqLw6q3NMegU/olNYuWBinljOr9Mae+moTx5Y6Nyn6tekCev39YC0OaSXDCXxUm2x6fzT2wyep1iH6Fzlpg6/ix+ohsP31CfIC9XsgrM/LE7gZcW7aX3B6tp93/Lue/rzbz8615eWLiHAVP/5e4vNnIqPZ/aAR788HAnuje+shSJS1EUhbeHtMTbzcCukxl8tc6BYhAR7eD+P7URCnM+6F3B6KEVFph7ByQfgMS98MO9ML0T5CRCYCPo9ZL9FN9uPMEfuxMw6BSmDW9DDT93h9rrYtDx0d2t6dYoiHyThTFztnIqPQ8i2msFKFQLrHmvnL1RumX7k/h15xl0Cnx4d7RWDOXYKu3Bepee71SaR26oT00PldR8K4uN/bSNi5/RyoM72Vdrj9MibhbuShGqokMxFwAKDPoM7voGBk+HmjEXHNe1ZSPchkwjUfUnuOgUe2aPr9TS8Kqq8tzPeziQmE2Qlyvfj+lIzf++ZtLjYNZNKNnaApz11Xh+d5vMixkvs/bTMRQUysT0K/H3vkRum7aWpfuTUBSo66XSs0kQ/h5G0nKLePfvg9z26TqOJFePgh0Wq8oT83fw3tJDWKwqN7UMY9HYLux7tR/7Xu3PjBExNAzxIjm7kKGfb+T3XWcqrW1Wq2qf6/Rgt3q4GCrv8s3T1cCz/SP599mejOpSF1eDju3xGTwweyvt/u8fxnyzlQkLdtL93VVM+GEXRWYrfZqFMmNETIXPyarl72FfI/HNv2KrXfAtrg8SPFUju05mMM9WTe7121pUeFqYIxqFejPKFrS98vuVF48oMlt5bO65MqUf3h11xWmIt7epSb/moZhtJcwrI/3jPVuRiCFtal7RpFdHeboamHRTUza9cCM/PtKJp3o3plP9QFwNOlJzCll9KIU5G04wb1M8BxKzcTHouLttBH880ZWWtUpPY6tI4b7uTLbdUZy64ggJjmQ5+daE0Uvhlqnw5C4Y8Ys27+jEOvisI8zoAvt/1fZtdhuM+EkbuUL723j9D2009PkBkcTU8S9Te10MOj4fGUOLmj6czS3ioW9sE6B7vqDtsGs+fNEDFoyAgisLyDPzTLxoG2Udc0N9Wtf2h1VvwdEV2g4NepX5nC4GHfc0tKDXKTx7phsZIe21FMBvB8PWWWB2zijJkeQcZv+9gRH6fwBQ7vkB7vpWC4Sj77ns8d2jGrMv5v8AaHXmB0789GKlBVBz1sfx+y6taMpnw9too/gFWfDrWG0OnsUEvzwMOYmowZGsafQ/VO9wwkmhl34nN+ctYtGcDyQ1qJzmb47nke+2UWCy0q1REIvHdeaplha+GNGGLS/25v07o/DzMLI/IYvbP1vPpmNnq7S9qqryv1/38qct7fndO1ox7Z42REf4oSgKep1C/xZaMNW3WShFFivjF+xk6b4yzOO8AqsOJXM8NRdvNwPD2teulOf8r1AfN16+pTn/PtuTB7vWI8DThfQ8E8v2J/HLjtPEp+XhZtTxeK+GfD4i5oIKuhXl0R4NCPB04VhKbpVX4N12Io3/LdrLMz/uYvKve6tkRLK8TBYre05l8uvO0xxKypb3ujJwzitblJnFqr1xq6o2mblD/YtXoHO2J3s35tedZzhxNo+Za47x+BWMFL32xz62xKXj7WpgZjnLlP6Xoii8flsLNhw9y57TmXy59rh9FXJnWH8klfVHz2LUKzxxBX1RHnqdQru6AbSrG8CTNKLQbGHv6SwOJGZxKj0fN4OeMF9X+jcPx9fjyvu2LO6IqcVfexNZcSCZuUf03GexYrxcEzyDIOZ+7WufcHhwOax8Q6sgh6IVmLhhIoSeS/XIzDMxdt52TBaVfs1D7Xcdy8rDxcDnI9ty26dr2Z+QxcSfdvHJsBiUJjfBwcVwZof24e4Pt35SrucA+GDZQZKzC6kf5MmEtq6w8FHYNU97sPerEFK+kctannBvx9rMWn+CoTkT+LPONPQn/oU/xsO/70PXp6D1CDBUzJIGFqvKB/MX83/KDFwVE2pER5SGvaGMi3TfeOtw/kzcz8Azn1Jn3zSyfb3x7jupQtp4MUeSs3nzLy39+cWBTWlfLwAKMuG7IecKhMT+DqkHwcUL893fk75uD+YHV2GMW0XinhWEHVlA51Nf8dXq23mwx5UtSXC9WXs4lRcXaf/PhrWvzeu3NUe1Wjhke9yg1zEkphY3NA7m4W+3sj0+g5Ffbebze2Po6aSU6MuZsfoY8zbFoyjw0d2tL5r27OVqYMaIGJ75cRe/7DjNuHk7mPNA+0tWja0Is9drI/x3t41wWlDiqBAfN166uRnPD4hkc1wax1JyySowUSfAk56RwXi4OLd9Pm5GnurdiP/9uo8P/znMba1r4lMB1xZlcTojn4k/7mL90ZJB/zcbTtC5QSDv3NGKWv6VN+2iLFRVZf6Wk7z5ZyzZ5y3lUcPXjcd6NmRouwinVHG8llRK70ybNo26devi5uZGhw4d2Lx58yX3//HHH4mMjMTNzY2WLVuyePHiEo+rqsrkyZMJDw/H3d2d3r17c/jwYWf+CE73w7ZT7D6VibergUk3RVZpW7zOKx7x6cojbDhavjuC32+O57uN2j+jqcOiqV+BIzYhPm72XOqp/xzW0rCcQFVV3l2qjTrd0752lb8Zuhr0xNTxZ3iHOjzXP5Inezfi7na1Kz1wAi2IfXOwlr53Mlfhy7VxZT9JSCTc/R2M3wNP7YU7Z5UInFRV5dmfd9lTEt+5I8rhlelLU9PPnekjYjDqFf7YncD01Ufh9pnaKNgtU7Wdtn8Dh5eV6/yHk7L5zraI8JeRW3Gd3u5c4NTndeg6vtxtB3i8ZwNCvF05kGZlRq23of9b4BUGmSe16oRv1oDXQ2DOrZCXVv4nSjnEsS+G88nZh+iu342q6FFunFzmwKnYjaNe4wuPMQB4rH8Hc7zz0g3NFitP21KHujcO5v5OtbWS91/11QInV1/QGbTACaDf/4FvhPa1RyBEDSXsro/Icwmkti6F+GXT2XYwrlJTDv9LVVUW7TjNw99upf3//cMN76xk7NztZap+VlniUnMZO287FqvKkDa1eHNwi4teiAV7uzJvTEf6NQ+lyGLhse+2s/NkRuU2GK0q5rt/a8H2a7c2v+x8UZ1OW+Bca7eVR+du48RZ583pO5Kcw5pDKSgK3FtBxRcqgkGvo3ODIEZ0rMNjPRoysFW40wOnYkPb16ZBsCdpuUVMX1W5SzfEJmRz+2fr7DdV74ipxXP9IxnSphZGvcL6o2cZNG0d205cwXuwkxSYLIz7fgeTftlDdqEZX3cj0RF+uBp0nMks4KVFe7n5k7XsP1M5UyKuVk4PnhYsWMCECRN4+eWX2b59O1FRUfTr14/k5NLn06xfv55hw4YxevRoduzYwaBBgxg0aBB79+617/POO+/w8ccfM2PGDDZt2oSnpyf9+vWjoODqLDG7JUXh9T+1N+4JfRsT4u1WxS2CW6Nq0LtpKIVmKw/M3sLaw2VbW2nbiTQm/6r9zp7p24RekRVTLvt8d8TUon29APJNFl6r4AIXxVYeTGZHfAZuRh1jezZ0ynNczcJ83fifLdj/eOVRDpZ3sVG/2uB74QTon7ad4u99SRj1CtPuaYOv+5UHie3qBvDqrdq8uXf/PsjyY7nQ8EZtRKzDo9pOPz8I6z6GMhQ5UFWV1/+MxWJVebfGaupvfR2sZqjfEx5YCl2euOK2e7sZ7DcNPl4dT3yj++DJnTDgHfAO157PUgjHV2tFOXLLsSbavkWon3WgUeKf6BWV0yHdUR78B+p2KXe73Yx6+o1+lcV0QY+VjHmjweSc9+vpq46yy7YO1du3NkSZe4dW8j7lgBYc3f873DFLSxltfju0ue/Ck7h44N7zaQBeM84i5vsozJ92gN0/grVyy1UnZOZz36wtjF+wk7/3JZGcXUh8Wh5/7kngoW+3cdfnG6rNnCGzxcoT83eQmW+idW0//m9wi4vf7MhOhNQjuMWtYHrRS8S6j6GZeT8PzN7itJthpUnNKeSJ73dgVbWU8BEdHVsaxKDXMXVoa6Jq+ZKRZ2L0nK1OWyfsmw1xANwYGUrtwOo5mlHZjHodzw/QbvJ+vfZ4pS1fciYX7vlqC0lZhTQK8WL5hB68d2cUj/ZowPt3RbHi6R40C/chNaeIYTM3sf5o1a1L+V9Wq8rTP+7iT9vc4UkDItnxvz4sGtuFXS/35dVbm+PnYeRAYjaDpq1j9rrj1e7mTHWhqE7umQ4dOtCuXTs+/fRTAKxWKxERETz++OM8//zzF+x/9913k5ubyx9//GHf1rFjR6Kjo5kxYwaqqlKjRg2efvppnnnmGQAyMzMJDQ1l9uzZDB069IJzFhYWUnjexN+srCwiIiJITU3Fx8exdYacQVVVPllxhE9WaevlDGwRxnt3XPwuXWUrNFl4dN5O/j2ijTx1qOfPqE516Nkk+JLzlo6m5DLy6y2k5BTRv3koH9/d6opGCy7lcFIOt362AbNV5fMRrenV5MJCCSaTiWXLltGnTx+Ml80rO8dqVRk0fSOxidk82LUuz/VrXJFNv2YUFRVx16cr2Jeuo0UNH354qH2FzNc7mZ7HLdM2kFto4Zk+jXj4hvKl613M5N/28/2WU3i66vnpoQ40DPECUx6GOQNRkrQ5S2pAA8zDF2kphpex6lAKY77dwVjj70zUfw+ApdtErN2eLfeITbHzX8MGg4H752xj/dE0ejQO4osRrbW/L6sZcpJQshPR/zgSJTcZNbgp5uG/gKeDBUSyEzB80RWlIJOVlij+CRvDy2PurrC/35U7DxL9x0BClAwyfZvi2WsCeIejegRqBUKu0P6ELIbM2ITZqvLhoAbcFjsB3Yl1qEYPrO0fxdrhES0tE7RS73oXUJTS3yNM+ehm9UOfUvLGjLXlXVhu/eyK2+qIA4nZjJv9L0F5R3HVK3Rt14Y2zZtSaLay5nAq3206SaHZipergU+HRdHFyaljlzNt1TE+Wn4EHzcDfz7emTCfczcCi/u4X4tgXDZ8iO7I0guOj9U3YUDuZKJq+TFvdDunF0VQVZVH5+1k+YEUGgZ78vMjHco8cpKUVcCQGZtIyi6ke+MgPh/eukJLiGcXmOj27hpyiyzMvj/mkr/jS/6vyzyJknUadAbUsCjQV362QkVTVZV7vtrC1hMZ3NGmJlMGN3fq8yWk53Lbp2tJL1JoU9uPL0a0LvWGXl6RmScX7GbVoVQ8XfR8M6otrSphLvLlvLXkIF+tO4FRrzBzZJtSX0tpuUVMWriPFQe1ZT16NgliyuAWBHq6VEoby3u9VhGysrIICgoiMzPzsrGBU4OnoqIiPDw8+Omnnxg0aJB9+3333UdGRga//vrrBcfUrl2bCRMmMH78ePu2l19+mUWLFrFr1y6OHTtGgwYN2LFjB9HR0fZ9unfvTnR0NFOnTr3gnK+88gqvvvrqBdvnzZuHh0fV3cUxW+Gz/XqOZivcWMPKzbWtVMKSTmVSZIGfjuvYkqJgRWtcsJvKDWFW2oeouP2n4vLhTIWvDurItyiEe6g81cKCq+NVmcvl1xM6VpzREeiq8nyUBZcKer4dZxVmH9Ljqld5ubUFz6v/f43TZBbBlJ168i0KnUKs3F3fekXxglWFT/bpOZatUN9b5fHmlgr/2zj/7y/YTWV8CwteRlBUMxFp64lM+Bl3Uzo5rqHEht+BRedCindzrLpz/0Q8CxLxKTiJ1QoLT+ioZz7GI4bfATgQNpiD4YMrttE2Sfnw9i49FlXhgcYWogJLvo17FSTQ5fAU3MwZZLnVZH3D5yk0Xvyft3f+abwKz1A3dSUh2XvZba3HUPOrTIyGgIqZQmV36PA+Hsv+CE/l3A0tFYVN9Z8iyTe63Oc1W+G9PXoS8hTa++fxme5dgnIPYtK5saHBRNK9yhGcqSoJuRZm7jUxTPcPTxl/Ro+VzXXHkeDfvtxtdURcNnwRq/Cj/iWa6bT5LlZ0nAroTKJPNCg6jrpEMvOYL8eyFXSo3NvYSuvAqrlTfDoX3t+jvSZHNLTQLlhrh0dhEr758ehUCxFpawnN2g1ov3Oz3h2LYiDBrx21z65Br5oYY36WZeZoeoRbGVzXucWANiQpzD+mR6+oPN3SQk3P8p0nPgc+3qvHpCr0CrdyWwW2e1WCwsI4PaHuKpOiLA6/r7qaMnE1ZZLlURvPggR6HngJvaqNjGW612Z9w+coMnhXWDurSlw2fLjXgILKM60s1Crn7/ByzFbtf1Jcjvb/4qkWl74mMFnh81gdh7N0eBpUJrS0EFSFSUW70xS+OqhdHI1saKFt8MXfJ1QV/k1U+PWEDrOq4OuiMqaJhQgn1MqyWKGajBeQl5fHPffc41Dw5NTk1NTUVCwWC6GhJVO2QkNDOXDgQKnHJCYmlrp/YmKi/fHibRfb578mTZrEhAkT7N8Xjzz17du3SkeeADrdkMdnC1fzwj29Kz3KdtQgICGzgG83xrNg6ylSCsz8HKfn7wQD3RsH0baOH1YVVh1MsY9StY7wZfrw1pVyt6J7oZn+H68jMauQOI/GjL+xZHpdee5kWKwqUz9ZD+Ty0A0NuLOXpOxdTHH/vndHK8b9sIcNyTq6RDW5opGiz9cc51j2YTxd9Hw5phMRTppr1qVHIYNnbCIhs4AZR735YkRrbQSKWyHjMdTvBuGVGU+7uGkAWJvehmXwl5B+HP2q/0OJ/Q0F7Z9QR7C/o1q6T6JB16epqDImpb2G030PM331cX497c5Dt3e+8G/tbHfU7wbhk3OafomfYB6+ELxs75vJ+1GyE1HrdkPZswD9ny/Yf44i1cDTpkd57uaW3NM+ooJ+gnP6WPrzyMwoOibNZ6DrDiLczehyEuiQPBfzoEfPjQyV0fvLDpOQd5z6Hvl85/8FLmcOorp6owz7kU41217y2Mu9Ryg145iyxBsvg5lHlIW0S/4ea5PaqO5+qE1vK9O6XY6ITcjmpa+3cKO6hma6E6h6V/AOR5cRR+20tdROWwtA27AobnlyMZN+O8jvuxOZe9TADZ1a061hUIW253KsVpVhX23BombQp2kIk4dFoWSdRr/ydZTYhSjqeWsBKXrUFndg6fIUBDZED9QC+Od/sGk67wb/RXRCFKsSdNzdsw29mzqngMTpjHxe+GQ9YOHpvo0ZU85CNMUimiYy/ofdrEjQ0bdjS4a0qXnFbbRaVT6Yug7I47HezRh4mb9H++v4xp64z+qFcvYw5rvmotu/BZ1qQnUPAEsRvvnx9E+ahvmeX7QiPle5g+xi8d4k/kkPZP6Q9ldc0bc0by05SFzOCdz1KnNGd6RR2OVHknr3MTNy1lb2nM7i+1O+/PBQB7zdKr/YR0p2Ia98uh4wMbpLHZ7vf/kCOAOB+xOzeXLBLo6l5vHpARfeGtyCgS3LvkbnxRSaLPSduo7ODQJ5vn9jfN2NVT7y5Kjrotqeq6srrq4X3j41Go1VHrAE+3jQLlitFm25lNpBRl68uTnj+zThp22nmL0+juOpufy5J5E/95wLWnUKDGlTi9cHtcDN6OQhJxs/o5FXbm3OI99tZ+a/cdweE1FqOfGy9PGv205xLDUXPw8jD3VvWK1/N9VF3xbhTM6z8Orv+3lv2WFSc028OLBpmVP49p7OZOoKbQHkl29tTv0Q56U7hPkb+XZ0e0bN3sLJtHzu+HwTj3RvwANd6+EZ3ABGLYZl/9PmZ5zagi72V3QhkbB5JuRrk4GLQqLYm1yI2apSN8iLkM4j0bcdhTNe/ee/hsf3acKKA6kcTMrm1T8O8NnwNiXT68Kaau2fcwtK6iGM3w2CFkMgYSccWqLt410DsrW1atSwlsSeVfk89wZCGkRxb+d6Tkm3NRrhrZG9GPixkXdyh3JThB/TXJ9EOXsY48LRULuztqOiQJMBEB512XNuO5HOT//u4nnDnzyoLMdwJg9cfVFGLsRQ68I1qC7ettLfI8bc0JAVB1N5//hg+nvtpG7ecfR/P6s9aCmAmFLmTZXTibO5PPDNdnILinjOcxFYQLlhInSfCKe2wYZPITsBEveiS9yF17bP+GjoRKzs4M/dCYydt4sfH+lEi5qVlyb007ZTbI/PwMNFz2uDWuCCGeYNgTTbRP7waKwGN+Lz3Kl519sYQ5tcOOG62wTYNhu/9D181PQg42Mjee6Xvfz5RLcKXyxeVVVe/v0AuUUW2tX15+Huja441W5QmwiOpebx8YojTP4tloahPrT974LMZbTyQDIn0vLwdjNwZ7vaGI2OXbK5HFiIclYromX44wl78Rjl3kXa+nqzb0ZJ3o9x7mBtEXKvqqlwWFEm39KC1YdS2XEyk4W7EhlawaXcVx1Mtq9neE9DK43CfB26JvAzGvnyvnbc+ulajqTk8vRPe/jyvnYVmtbpiMm/7yI9z0TTcB+eHdAUo8Gx/04tIwJYNK4rT3y/g1UHUxj/w26OpubxVO/GFRKgLtqVyJnMAtYfPYufp1uJKStVcU1cludz6mBZUFAQer2epKSkEtuTkpIICys9eg0LC7vk/sWfy3JOUXE8XQ3c17kuyyd05+dHO/FYjwb0bhrKwJbhPNy9Pqsn9uTdO6MqLXAq1q95GD2aBFNksTLxx11YrOVPXSkyW5m6XCuq+0j3BhVSXv16MapLPcb31tKjZq+P467PN3A0Jcfh43MKzYw7ryz5nTEXFpGoaA1DvFn0WBfa1wsgt8jC+8sO0f3dVXyzIY4ir5pw52x4YAl00+ZYsvptLXCq0ZrcB1Zzc+Hr3F4wmf8L/ZDAccuh7Sintxm0yovv3xWFQafw195EPrEFnCUENoD7/wCfWnD2MKx+SwucFJ02wmMLnOjwKLOaf8NN2S/wj6E7b93uvHmKADX83Jk2vA0uBh2LD2Twjvt4VEUHx9dobVz9Fqyaoq1jlZNyyXPlpyVw+LvxrHF5kkcMv2Ow5EFYK60wRBkCp0vR6RTeuzMKV1c3RuWO41DIgHMLA+/5sUKeAyC30MyYb7aSmlPIIwHbqWk5pf2eOjys7VArRqtI+cASuPlDbdvqt9En7uLDu6LtC0E//O020nOds/bXf2Xmm3jrr1gAnrixEeG+7rD8NS1w8q4BD62Gh1djufcPdtUeBQH1Sz+RVwjcoP2N3ZYwlV41zGQVmBn3/Q6KzBWbvvfbrjOsPpSCi17HlNtbVdjF7PjejenfPIwii5Ux32xl96mMcp9LmxOtBUB3t41weC6WoprRr31f+0bvAnlnARUib9ZuRAQ10tZp8w6HlFiYfXP5CstUI2G+bjzVR5uT/NaSAxVaPCI9t4hnftRSTUd0iKBVQNmuLUJ93Jh5b1vcjDpWHkxhyuLYCmubI1YeTOafWK3o0od3R+HqYOBUzMfNyFf3teOhG7S/209WHOGxudu1dRKvgKqqzFoXB8DITnWrzVx/Rzm1tS4uLsTExLB8+XL7NqvVyvLly+nUqVOpx3Tq1KnE/gDLli2z71+vXj3CwsJK7JOVlcWmTZsuek5R8XQ6hZg6ATzbP5Iv72vLtOFtmDSgaYXfIXSUoij83+CWeLsa2B6fwcx/j5X7XJ+uPMLJtHyCvV25rxqVhb1ajO/d2Laml4Ed8RkMmPovM1Yfvexixqqq8tLCPcSdzaOGrxtvD3HuBfz5Ar1cmT+mI1OHRlM7wIPUnEIm/7qPGz9YxaIdp7FaVe3CLqyldkDNtiQP/oExfxdwKCmHEG9XPh8RU+l3FFvU9GXSTVrFqQ+WHeLtJQcu7OeA+jD6b+gyHto9qH0euxme2g8DP4CbPyKu7Uu8YyvJP+mmyvk77twgiC9GxuCi1zH9iD9vejxHZov7tDa2exACGmgXfn+M10qN//k0ZJ0peZJ/P8DwSRRDTYvwUAoxh0XDsPnw8BqHRqzKIiLAg8m3NOO4Gs7A0/dy6AbbWmBxayE76dIHO0Ary7+bQ0k51Pcy8bRiK3Hf+XFwKyW9vOUd0PQWrVDI3DtwOXuAT4e1oU6gB6cz8nli/o4ruonkqA+XHSI1p4gGwZ480KWe1h+bpmsP3voJ1Ih2/GRdxkON1igFmUzzno2vm4FdJzN4Z0npaf7lkZ5bZK/O+nivhrY03Yqh0yl8cHcUUbV8Sc8zMeyLjfx7+NLB/8Us2ZvI9vgM3I16xtxwkYCzFBFp61AyTmhFYkb8ot0oAehxXoGuoIZaAOVTUyvZv/y1crWxOrm/c11a1tQqH46btwPTZf7fOOp/v+4lNUerrPd8OYtGtarlx3t3au9HX649zg9bTlZI2y7HZLHyhm1x+fs71yUyrHzTVPQ6hRduasp7d0bhotexZF8iw2ZuJDmr/BVTNx9PY39CFm5GHcOckB7ubE4P9SZMmMDMmTOZM2cOsbGxPProo+Tm5jJqlHZ39t5772XSpHMLJj755JMsWbKE999/nwMHDvDKK6+wdetWxo0bB2gXyePHj+eNN97gt99+Y8+ePdx7773UqFGjRFEKcf2p6eduL+P8wdJDrDlU9n9a2+PTmbZSu4M/+eZmuFdU9YnrTJ9mofw9/ga6Nw6myGzlrb8OMGT6+ouWMldVlTf+jGXRzjPodQofD2uNn0flVPcpptMp3BZdk38mdOf1QS0I9nblZFo+4xfspOf7q/h8bTybu33Fsc7v8Gmt9+g9bQfrj57Fzahj5r1tCfOtmtnAo7vW40VbADV91VEGTP2XlQeSS5aY9a0FfV6Fge9rn4MagYsHtBuNufV9PPvzHgpMVjo3CGR4h4pNebmUHk1C+Pr+dgR4ujDzbEs67b6JX8Kf0tp51xxtPaYDf2ilxrd8CctePndw4h5Y/ipGtZCd1gbs6f4lhodXaal+Tgq674ypRZ9moZgsKqMWJmEKjwFUiP3tis89899j9hLCP9ZeiD43UatA2PGx0g9QFLjlY22ULTcF5tyMb/YhPh8Zg7tRz7+HU3n374NX3K5LiU3IspfRfvXWFrhY8mCRrb1t7oNGvct2Qr0BBs0AvSvu/9/encfHeK0BHP9N9l0ksogkiKrYQhYi9n13rUWraitdUEq12t4Wty1126talGqVLlSpfW/sexFi32sLIkhkJdvM/ePYUsJkeU2M5/v5zCcz77zLM6eRvs+cc55zbj1zwtTf4h+2niHySMETVIBPVxzlemoGFbyceU2DxdUdbKyY3b8Wtcu5k5qRzSs/7uKT5Ue4lWn8N/WZ2XrG304Y+9cri5eLkX9bsjOoEHu7EFfdt6FsPei5GHosuPfFzx3u5aDLj+p59GxIOGt0fEWRlaUFk18KxtnWiqhzCYxfVfCEe8WByyw/cBlLCx0TulbHtgAjatoG+dwdlfHvxYeeyHpmv+w4x+mrqbg72jC4ScGrmXYJ9eWXfjVxdbAm+sINWn+zlW2n8tdreafXqWOw7xP/f31h0Dx56tatG19++SUff/wx1atXJzo6mtWrV98t+HD+/HkuX758d//atWszZ84cpk+fTrVq1fjjjz9YvHgxVapUubvPu+++y+DBgxkwYAA1atQgJSWF1atXY2dn+vWRhGm9EOZLqypq2MSrP+1hzeGHFxF5mMuJNxk6N5psvYEO1X1oV81Hw0jNn4+rPbP61OCLLkE421mxPyaRtpO2MGndSVLuW9X84g2VoMzYqkr2j/5X5QLPFSgIGysLetYqzaYRDRnRogIudlacu57GuFXH6PrLKRqv9+XLTZdIupVFkG8xlgysSzU/V5PFC9C/fgBfvlCN4g7WnIxLoc+s3fScseuxCx0aDAZGLzvMrrPxONhYPtHevjvqli/BqiH1iAhwJy0jm2Hz9jNsXjSpxSve+7bc+nYJrSOLIVUVpUnb8QMAq7JrMK/6LKo2ekGzpOkOnU7HF12CKHO7d2d2coh6I2oW/N4TFvSHrLwPl9t+6hqfrzqGC6ksDFyP+9+LVY9Bh6lgbZ/7gQ5u8MoSKFld9dLNaksg5xjfJQiAaZtOs+rg5dyPLwCDwcCoJYfRG6B1VW/qli8BkR/DjXNq0eHmn+bvxJ6B0PhDACofGMfQGurzD527j4MxiQWKecvJqyzYG4NOB+M6V9WsFLqTrRU/9q5B9xp+GAwwY+sZ2nyzhf1G3jB/s+4kZ6+n4e5ow4A8JHi6/b/hkHENg6MnhPVVGwMa5J7E+tdS69Dps2Dzl0Zfp6gq7e7IFy+o3/0ftp5h/p789/AkpGbcXatyYMNyVC2EUuNvNS5P80pqYeU3f43iekr64w/Kp/jUDCauVdMPhjevgEshTT8ID3Bn0Zt1CPR25lpKOi/P+IsJkSfy1Mt96GIia46oe7M+dcoUSlxPmubrPBVFSUlJFCtWzKhyhFrLzMxk5cqVtG7dWooSFJKMLD1v/baP1bcTp+aVPAm1vkTfLrm38aGLibz60x5ik25RytWelUPqFcqCrM8CY36HryTd4sNFB1l7VC2ObWNlQbCfK+lZeg5dTCRLb8BCB+M7B/FCWNHqwk/LyGJp9CVWHLzMpRs3SU3PJrR0cRoFetKhus8TGatt7N+JxJuZfLvhFDO3nSUjW5WL7xLiyzstKjzw7bVeb+DrdSf5et1JdDqY2iOEllUev56VVrL1BqZsOMXEtSfQGyCghCMTu1UjiFNqmNHPHVSxi+afklzlZSwnVMSBm7xt9x8+eXsgTrb5r3+U17/Dp6+m0GHKNpxuXWGH3eCcb9Z/9+7NvzEu3rjJS9+spmPGUl6z+RN7/e05gvWGQ5OPjTvJzQT4pRNc2qvmSPXfwGc7bvL9ljM42FiydFAdnvMs3LLUaw7H8tovUdhbW7J2eANKXV4Lv7+s3nxlCQQ0zLF/ntpYnw0/toSYXej9a9M3eyQbT6fg7mjDvNcjHloQ6HFuZmTTYuJmzsen0bt2GUb/K5c1gbZ9A9u/UeuA3eFVBbrMAJe8f6G2/tgV3ltwkKvJ6Vha6HizYTkGNy6fa+K2cG8Mw+btB2BC12p0CjFi3qc+GzLTMEwJR5d0kexmn2FZZ5BxAV7YBTOaqee2LuBZETrPANei9Xc4L75cc5zJG05hbalj9qu1qFk271/GDZsXzcK9F3ney4nlg+thY2VRKPdrybcyaT95G39fS6V2OXd+7ltTk/+HfLT4EL/sPEegtzMr3qpX6EPKb2VmM2bZYX7bpRLUWgFuTOhaHR/XR3zZg/rSpet3O9h9NoG2QSWZ/FJIjvdNeU+cl9zg6ZqhJYQRbKxU933v2mWw0MGfR+IYt9+Knj/u5rdd57kQn8atzGziUzNYfSiWAT/vod3krcQm3aK8pxO/v1ZLEqdCdmfS7MRu1QnwcCQjS89fZ+KJvnCDLL2BiAB35vSvVeQSJ1DDcLrX9OeXfuGsG96QnR80YUqPELqE+ha5Sa7F7K15v3VF1g1vQNugkhgMMD8qhoZfbGRC5AkOXUzk0o2b/Hk4lk5Tt/P1OjUh/eO2lUyaOIEaV/9Wk/LMHRBByWJ2/H0tlfbfbmfEThsOXNehD1VDvdO2f89vUz/BgZucoyRDX+1XoMQpP8p5ODGjVw1S7LxYlV2DbCy46d9Qvbnlf3Bpn1HnuZWZzdczf2FJ9kCGWi1UiZNHRTWcqvFHxgdkXxx6LgKfYJVILRnIey2ev9ub99ovUTl6ewsqW2/gf7fnyPWrW1YlTvN7qzdrvvZA4pRnFpa3e90csTi/nR+s/0dISRuup2bQYfI2Vh/Ke2/axLUnOB+v5lO+0yKXUs0bP1fVNVOvQnrSvcf57TCrDcQegsQYlawYqXGgF38Orc+/qvmQrTcwaf0p2k/ZxtaT13IMrU3Pymby+pO8t0AVJ3i9QTnjEqcLu2CcH4zzRZd0kZvWxdEHv2J0fPjVVHPnQH3WC3+pz3rjvPHnKGKGNXue1lW9ycw28Novezh3PTVPx28+cZWFey+i08HnnYMKtYfS2c6a73qG4mBjyfbT1zUZWns8NpnZf6nqgB+3q6TJXFw7a0vGdQpiYrfqONhYsvPveFpM3MyS6IuPPG7p/kvsPpuAvbUlH9webv40kp4n6XkyayeuJPPF6mOsPXoFA4/+A9Kishf/7VyNYg7y3yEv8vo7bDAYOH4lmSOXknCytaK0uyMVvJ/+xRq1lN+/E3vPJ/Dp8iPsPX/joe872VrxXssK9CxihVESUjMYvewwS6LvFYhwtcpgi+UbOOvuVdK6XPPflGw9osDXy2/7nrySTL8fd3IlMQUHB0fW+c/C7ewKNQ/ptc25DyO8lYTh2kl+XrONzuc/w0l3i0y357Fu8gFUbA8W+bxZSzgLU+tARgq0GMfVKv1oN0l9MdSysjff9ggplBLDi/bF8Pbv+3Gxs2JHh1Qcl/ZXQ7+qvnB7ztKDyWy+2vjcdpj9AmSkkFW8HN9md2RiXHX0WNApuBQjWwfi6fz44fqHLibSfso2svUGZvQKo0nFnOtEYjDAhrGw+b/qdeOPoPLtBa5v3VCJ4f3JRPEyqvpmtRcf+llzs+LAZf69+CAJaWqx2oolXahU0oX0rGx2nYknLln1drWv7sNXXas//r+VwQAzW8H5HeqlzoJ9fq9StefYvN1P6LPVcMtbiTC/DyScAXs3Vayk5gCw1WB11PvdOK+q/1laQ+YtVc00H71897uZkU236Ts4EJPIc55OLHyztlFD11LTs2gxcTMxCTcf6KEszPu1lQcv8+bsvUAeehiNYDAY6DljF1tPXaNFZS++6/noNe4Kw99XU3j792j23x5W2zaoJJ+0r0Lxf6w9uO3Utbtf5Axv9vxD52FJz5MQRcDzXs58+1J1Pg7JZmiT5wjxd+X+/x+V93Sid+0yrB3WgO96hkni9ATodDoCvV3oFOJL88rekjhpKMS/OAveqM2Ul0KoFeBGcQdrdDp43suJnrVKs254gyKXOAEUd7Th6+7BLHyzNs0qeeFsa8WNLBsmZ3UgzWBLps6WrBIVKdmwn0njLO/lzB+D6hHo60FCWiatTrUn28IGYg9A3JF7O2akQswe0OvhVhJ8Vw/dD43pdeEjnHS3SPCujfXrm9QNe34TJ1A39c0/Uc/XjcEj/YIqCX+7Qtb/Igv+LXdGlp6vIlWP5ReVTuO45FWVOAV1g47f5SmZeKzSteHlBeDgjlXCad5K+pLZZVej08HCfRdp8uUmZm0788hKnleSbvHm7L1k6w20CSr58MRp/Sf3Eqfmn6rKmu7l1KNUKPReCaXCwMpOFTFJOAtLB8HaUQ9c71HaBJXkz7cb0Lt2GWytLDh6OYkFe2NYfuAyccnpeDjb8nX36kzsZkTiBPD3RpU4WdrC4L1kjTjHBfe6eYoJUD19bgGq57LPSvCspBKYdWPg+8aFUk3yoQwGVQRmYlWYFAJ//hu+DoKvKsPRZQU6tb2NpSrk42LHqbgUBs7e+9iKr6CqlsYk3KSUqz0jcuuhLAStq5bkjYZqPtu7fxxg68nCKRe/7mgcW09dw8bSgg9bVyqUcz5OgIcTf7xRm6FN1Xppyw9cps749Xy85BArDlxm/bErfLbiCL1n7iIlPYtaAW55qiBZFD0Ti+QK4WYLLzcMYGizCmRm6+9WPpI1nIS50+l0tAkqSZugkhgMBrL0hjwvXGwqIf7F+f6VMLKy9cQk3MTJrik29t8WqeGSns52zB0QwZC5+/jzCKzTVaW5ZRT6gwuxKPG8WtR2+yRV0KFqV7CyhYSzpBlsiceZFO8IAvt9/+jCEHkR2keVdv97Ayx+g9C+qxnXqSrD5+9nyobTlCxmz8u1Suf79PP2XOB8fBpBjjdofuxjMGRDtZeg/WR1E17Y/GvBkP2qDTeNJyJuPst7DWZk5DUOXkxk9LIjzNsTw6cdqxDiXzzHoRdv3KT3j7s4H5+Gv5sDYx42z+nIYjXUEqDFWIgY+OA+rn7Q//byKBmpsGMKbPgM9syEBu89vJR8LjycbRn9r8oMbPQcO/++ztlrqVhY6Aj2cyXYv7jxFV7v9JaBWlvOvRxkZhodR65cfOC1LXBogUoOrx2Hn9pCr2XgXIhraWZnwtrR6t8HqN6n7ZPuvb9sCPjVAiePfF/Cy8WOH3qF8cK0HWw5eY1Plh9hTPsque6/93wCM7epwkWfdqyCo8bDgUc0r0BMwk2W7b/E679G8V3PUOo8VyLf58vI0vPZ7XWk+tYti7/7k1s6xtrSgqFNn6dRBU/eW3CAY7HJ/LzjHD/vOJdjvzZBJZnQNe/rTRU1kjyJZ461pcVTc/MoRGHS6XRYWz7ZanqFwcrSgjIlHE0dRq7sbSyZ9nIo/11znOVbImhuGUXsjt9wTryO88GZ93Y8OO/u076ZIyheqTHf9ggp3CqBOp1KZL6NgJhdsGQgnT0qkBhekf/8lc2/Fx/iekoGbzV5Ls+VFW9lZvPN7Xlyn/nvQXcmE0rX1S5xusPWGRq+D2e2wPntVD79A4sHfsGcXef5YvUxjlxOotO322kc6El1PzW64PiVFFYdvEyW3oC3ix2zXw2nhJNtzvPqs+8lIHXffnji9E82jlB/BBz8QyUWB+dDjbz3gHo42+a/oqvBoJK3mF2qN6zu2/k7T24sraBaN/CrAbPawbUTah5Ur2X5G0537RTE7FZzq6xsYf9vKmG9Ux695efqM53bBs81VcsSXDmkEqguP4J1/ispVylVjK+6Vef1X6P4acc5ijnY8HbT8g/87ifezOSt3/ahN0DH4FI0quCZ72saSy2+HUR8ajrbTl2n14+7GNuxKl1r5G/u78xtZzhzLZUSTrYMbFT4ZfiNUc3PlVVD6rHt1HUW7I3hQnwaiTczCfJ1pXGgJ62qeBfK0GFTk+RJCCGEKCALCx0jWwWywqM3t5Z9h0/2RbidOO2s9CEWjiUI3f0OlmQzM6sFN30i+OGFatqUhi/mCy3HwZKB6kYV6OMWQHzDOUze+DdfrT3Bsdgkxnas+sC8hEf5ecdZ4pLTKV3Miipxt4dV1Xpd28TpDp0OGr0PP7WDvT9hWWcIPWuVplUVbz5fdYw/omJYfyyO9cfichxWK8CNsR2rPnzh50MLVWJg5wp1h+UtlrA+sHqk6n0qXhrijqnFnQtwo2+0DZ/B5i/U82afFG6P0P3cAqDPCpVAXT91O4FaDsVK5dxPr4f9c9Sw0TL/GDaYeh1mtlRFONZ8ADZOkHh7/phDCWjxGVTrrl5H3F4jrFQofN8Ijq+Ab4Kh0QcQ0jPfH6NlFW8+aB3I2JXH+GbdSeKSbvFxu0o42FjdDt/AB4sOEpNwEz83e8a0z6USowZsrSyZ0asGI/44wLL9l3h3wQH+OhPPf9pXzlPP16UbN+8WAHq3ZQWTjqrR6XTULV9CLV9gpiR5EkIIIQpJm7DypB5tBqdXAvBrVhP+vVfdjIXpPiTM4gRxlfrwe9ca2BVg0c3Hqt4Dbt6Aq0fh8BJ08X/zTvnLeLlWYczSw6w6FMve8wl8+UI16pV//NCoC/FpfL1W3ZyNq3we3d6r4OQNz7fU7jP8U9n6UKYenN2iCkn0WkoJJ0++fKEafeuUZfvpaxy5nISVhQ4vFzuaVvR6+Bpsu75XVeXOblWvaw/K09A7QN3wrx0NVw7Cr53VtsQL0Gp8QT7h48XsuZc4tRgH4QO0vV7xMtB7uRq6F/83zGqtEqj7S5nvmQEr37m3NtmdZAjU9tSrgE7No7oZD46eUGeISkBtHtKjXDJIlUtf8wEkXVTzy5IvQ4N38/0xBtQvh4ONFR8vOcTc3RdYdyyO3rXL4O/mwKztZ4k6l4CVhY5vugcX2ppIxrKztuTrbtV5zsOJr9edYMHeGA7E3GBGrxpGD737ZPkR0jKyCStdnC6FVHxC5E6SJyGEEKIQOYa9BKdXkuHsT+zzH9I03kBCWgaVfFoQ8lwPmlXy0n4xYp1OJQUA1g6wazrs+ZGe3X6luq8rQ37fx99XU+k5Yxd965Tl3ZYVck3msvUGhs/bT2pGNjXKFCcifqp6I+QVVSHtSWr3teoBuXoUZrWFvqvBwY1KPi5U8jEiAYqJUjf0d9i7QfjreY/DvjhU7QL7fgUre8i6CX9Ng8C2ULZe3s9nrDvDDKu9dK+nRmvFS6uiGT+1VUPtfmgKHhVUj1fFdmpxZACDHha9rtpEZ6HmNZ3fDjpL6LtGJUKZN6FSe7B5TFJQuQNUaKWG920ar3rbLK0LNETx5VqlKeVqz0dLDhGTcDNHmXBHG0s+7ViF4H/Mm3tSLCx0DGlanvAAN4bM3cfJuBQ6fLuNaS+HPnadquUHLrHqUCyWFjo+6VDFLIbFFXWSPAkhhBCFKbAtdP0Fm1KhvPPPIU6mENpHJU/HVkLSZar6lmTF4HqMXXmUX3ae48dtZ9h26hoTulWjsk+xHIdm6w18vuoou87G42BjyaR6enTzt6gb4pA8rCdUWNzLQe8VKnG6dhxWvQedvzf++I23k4+ARlC+OQQ0UHOq8qPVf9V5yjaADZ9C1CxY8ia8sUOb8t7n/4LT61TbF6AXJl9c/e61e8IZSFGL0HPgd/WzTD0oUR72/Kh6Bu9Xb5iaP0WNvF3TylYN2bO2V718Gz+HkF7gkPdFb+9oFOjJ+ucaMm/PBXacvk7MjZsElHBkRIsKj13g9UmoFeDO0kF1efWnPRy8mEiPH3YyrlMQXUIf3pt04koy7/6h1gZ7rX4AFUuadvmdZ4UkT0IIIURh0umg0r9MHcU9XpVU5bILO2FKONgVw/5f3/BJh0Y0CvTg3T8OcPxKMm0nbaVVFW86BvtStoQDF+Jv8uO2M2y5XUZ5VLtKeO+7/c1/te45h249Se7loNuvMKOpKsJRzFctFmtlo9YmCmj08CIcF3bBqbUq+Wj7FbiVLVgcNo6q9wlUifNT61XVuMiP1PkL052S6gDBPQoee34U84XXNsHpDapX6dRa1f42zqpoiGtpqNwJUu4rbW7jpJLUgqgzFA4uUEMk988tcI+bjZUFL9cqXaCqk1rycrFj3msRDJ8fzcqDsbwzfz87/77OyFaBOYqe7DufwJC50aRlZFO7nDvDmj1vwqifLZI8CSGEEOau9mD4fSekJ6rHotfhzR00DvRi9dD6jFpymBUHL7PyYCwrD8bmONTe2pLPOlahk8clWHE7+aj/Ti4XekJ8Q9VN9dYJ6nHH6fXgWxMavgflmtxLojLSYM2H6nn1lwo/+bC9nUD8/C/V+1KxHZRrXHjn3/eL6tGxtFUL9JqKXTE1pA4g6AVoOkoN0btTtEKLIYs6HYT1hhXDIWom1HqjcCtUFkH2NpZMfjGErzxOMGn9Kf6IimHVwcuEB7jjV9yeCwk32XA8DoMBSrnaM+nF4CK1hIO5k5YWQgghzF3FtjD0ELy+DdzLq2FXq94DoISTLVN6hLBmaH261/CjYkkX7K0tCfBwpHOIL0verEUny62w4HZJ7uovqkpsptZwpEqUbF2g3nA1d8nKTpXw/rWzmptzbAXEHoTfuqntNk6q1LgWAhpAjf7q+fw+sHUipKcU/Lw3LsDqD9Tzxh+qOUhFhYuPdtX+7le1K1g7quqI57Zpf70iwMJCx/DmFVj4Zm2qlHIhNSOb9cfi+GnHOdYfU4lTp5BSLB1UB/d/luEXmpKeJyGEEOJZ4OoH+EHHaTCjmRpy5RsG4a9BYgwVHK34vHPQg8etHKHmTIGqsNfgvScadq6sbFXBCHRgcfu74Lpvw7ZvVO/PxT0w96V7+9s4wcsLtE0+mo1RlfxiD6hFZg8vhH6RKtb8WvkOZCSrRDFiUOHF+jSxc1FDJPf+pMrD/7MkuhkL8S/O0oF1OXAxkX3nE7iSlI6Pqx3V/VwJ8nU1dXjPJOl5EkIIIZ4lvmFq0VmAVe+qIgBfVYEpNdWcHb0ezm2HW4lw/TTsnqH2bfRvGLwHXP1NF/s/WVjeS5xA9YK0HAtDD6ihii6+qjS2VxXouQj8a2kbj40j9N8AHaapSn6X98Om/+b/fBd2w4nVaqhk+ylPZk2toiqsj/p5ZAmkXjNtLE+YhYWO6n6u9KlTlpGtAnkloowkTiYkPU9CCCHEs6b+CFU2euuEe9XRbiXCkkGqZ2bvz2qNH49AMGTDc82ggUbD3bTg5KmKODT/9Mlf29JKDW20cYB5r8DWr6BCazVPK682jlM/q3UHj2e8IIBPMPiEwKW9ED1brRUlhAlIz5MQQgjxrNHpoMnH0HI8VH9ZVa+zsoczm1TiBGpNnxOr1fM7PVXCeJXaQ5UuKvmc+yJcPf74Y+53f2lyreZpPW3u9D7tmal6SIUwAUmehBBCiGeRTge1XocOU1R1uKajb2+3gBbjoPjtinTlW+Sv10RAmy/VkMGUK2p4ZNwx4467dgrm91LPtagO+LSq0lkVCEk4oxJ9IUxAkichhBBCQM0Bal5N75VqLZ2+q6HxR9Dua1NH9vSyLw6vLAXvqpAaBz+1hStHHn1MwlmY1QaSL6thk3eSWqHmlAV1U8/3/GjaWMQzS5InIYQQQqjCC8EvQ+kI9drZW63n5FLStHE97RzdbydQQZB6VSVQB+ZBdtbD948cpUrJe1aCXsvBscSTjbeouzN07/hKSI599L5CaEAKRgghhBBCaMnBDXothV86wqV9sLC/qnRo7Xhvn/JNIaQXHFmsXnf+AZw8TBJukeZVGfzCVUn4fb/IfDDxxEnPkxBCCCGE1uyLQ+8VaiikfXG4mQBJMfceUbNgZmu1b+WOKkkQDxfWV/2M+hn02aaNRTxzpOdJCCGEEOJJsHFUQyFrvQHXToDBoLbH/w1LBkLWTUAHDUaaNMwir1J7WD0SEs/Doteh4UhwL2eaWDLSwNpeFWARzwTpeRJCCCGEeJJsHNW6RaVC1KNqF3jpd3AooQp3eAaaOsKizdoe6g1Xzw/Og29rwdFlTzaGc9tVBcWxJeG7+nB0+b1kOC0eUuKebDziiZGeJyGEEEIIUwtoCCNOSQ+GsWoPBv8IWPcfVbZ8fm9o9gkU81WJqaufdtc+u1UlTtxOlmIPwO89wKuqKusf/RtY2sAbW9Vi08KsSM+TEEIIIURRIIlT3viGwcsLoWpX0GfBmvdhXk+Y0RyyMrS77o5vAQOUbw6vb4W6w8DGCa4cVHPXstMhIxk2f6ldDMJkpOdJCCGEEEI8nSytoOM01cNzdgvEHoLkS3BsOVTpVPjXS7oEJ1ap580/BY8Kah2v2oPhr+/UOl0+1dWcrOg5ULM/XD6gEj3PioUfj3jiJHkSQgghhBBPLwtLaPyher7+M9j8X7WIbiEmT7rjKyl7NRKL3X+BQQ+l66jE6Q4HN2j0/r3Xp9bBqUg1HwrAyRuGRKv5WuKpJsP2hBBCCCGEeQh5BXQWqhfq2snCOWdyLJYLehMU8wuWO6eobXfKpefm/kQK1MLHUbMKJx5hUpI8CSGEEEII8+Dqp+YiAeyZWTjnPLIEnUGPgdtz0py8oGK7Rx9TKhR6/AHd50CbCWrb1q9UaXPxVJPkSQghhBBCmI+wfurn3p9U2fCCOrxI/fDpTtaLf0CfVWBl+/jjyjeDwDaqN8zVH1KuwPZJBY9HmJQkT0IIIYQQwnyUb6aKOGSkwPZvCnaupEtwfgcAF4uHYwhomPcFeS2toeHtYXwbx8LOaQWLSZiUJE9CCCGEEMJ86HTQ8AP1/K/pkHot7+fYMBbG+cHvPQHQ+4Zzy8Yt/zFVexHqvq2er34P9s/N/7kKIvMm6LNzvhZ5IsmTEEIIIYQwLxVaQcnqkJkKq97NmTA8zpnNsGk8pCfBxT0AGCp1KFg8Oh00GQV1hqjXK0dAYkzBzpkXiTGwfBh87g8/NFHDGdeOgbGlYM2HYDA8uVieclKqXAghhBBCmBedDpp/Aj93gEMLAB0EdQWHEuAbmvtx6cmwZKB6HthWvU5PRl+5M2zcWfCYmoyCczsgZhcsGQQ9F2m/OHJiDEyrCzcT1OtL+2BSKNy8PR9sx2TIzoCWn6uy7+KRNO15io+Pp0ePHri4uODq6kq/fv1ISUl55DG3bt1i4MCBuLu74+TkROfOnbly5UqOfXQ63QOPuXNN1P0phBBCCCGKnrL1ocuPYGEFh/6AOV3hh8ZwYN7D98+8BX/0hRvnVYGHjtOg11IYsEGt41QYLCyhw1SwsoO/N0BUIVUEzI3BAEsHq8TJoyJ0+h4cPe8lTlW7AjrYNR2+raXaJjtLHXd2K1w/rW18TyFNk6cePXpw+PBhIiMjWb58OZs3b2bAgAGPPObtt99m2bJlzJ8/n02bNnHp0iU6dXpwkbOZM2dy+fLlu48OHTpo9CmEEEIIIcRTqXIHVS7cvzaUeF5tW/mOKgRxv8xbMPclOPknWNmrJMPWWZuYSjyneqAA1vwbEs5qcx1Qa0udXq+StW6/qN633itUr1qn76Hz99BpOti5wrUTsLA/TKkJ0+rBrDbwfSNIvKhdfE8hzZKno0ePsnr1an744QfCw8OpW7cukyZNYu7cuVy6dOmhxyQmJjJjxgwmTJhA48aNCQ0NZebMmWzfvp2dO3N2lbq6uuLt7X33YWdnp9VHEUIIIYQQT6vnW0DfVfDGDvAJhluJsPStnPN81o2B0+vA2gF6zAP/WtrGFP66SugyU9XwPb2+8K+RcA7+/Ld63uRjKFFePfd4HrrPVokUqJ9DD0Ljj8C+OMSfhisH1Xu3EmHZWzIn6j6azXnasWMHrq6uhIWF3d3WtGlTLCws+Ouvv+jYseMDx0RFRZGZmUnTpk3vbgsMDMTf358dO3ZQq9a9X+SBAwfy6quvEhAQwOuvv06fPn3Q5TJmND09nfT09Luvk5KSAMjMzCQzM7PAn7Ug7lzf1HGYM2ljbUn7ak/aWFvSvtqTNtaetLGR2k7GakZjdKciyTq6EkP55ujOb8dy51R0QFbH7zH4RsA/2lGT9m37NVbfN0B3dgvZO6ehr9G/8M5t0GO5+E0sMlLQ+9UiO6TfA58pB0t7iBgCIX2xODAXsjMwlArDcnYndKfWov+1Czh5kR32qioDrwFT/g7n5ZqaJU+xsbF4enrmvJiVFW5ubsTGxuZ6jI2NDa6urjm2e3l55TjmP//5D40bN8bBwYE///yTN998k5SUFN56662HnnfcuHGMGTPmge1//vknDg4Oefxk2oiMjDR1CGZP2lhb0r7akzbWlrSv9qSNtSdt/HiV3JtSPm4Fycs/ZEe5GzQ4PhpHDJxzb0D0yWw4uTLXYwu7fct4daFazM8YIkex7+RlvJL2k+AQwLkSjQp23qtrqRazlSwLGzY6dyZ19Zo8HF1K/Yi/TjmvjlS5NBeL02sByD64gB3lRpDgVL5A8T2KKX6H09LSjN43z8nTyJEjGT9+/CP3OXr0aF5PmycfffTR3efBwcGkpqbyxRdf5Jo8vf/++wwbNuzu66SkJPz8/GjevDkuLi6axvo4mZmZREZG0qxZM6ytrU0ai7mSNtaWtK/2pI21Je2rPWlj7Ukb50FaOIbJGymedoZWZz9FlxGHwcUXnz6z8MllnpNm7WtoiX7OGazObqHmGbWgb+nrm6jSoAOG0nXyd870ZKymqJLouqZjaFCjT4HiyzrcEF3aNXTHlmN9YSf1znwJbmUxOJUku8U4cAvI//nvY8rf4Tuj0oyR5+Rp+PDh9O7d+5H7BAQE4O3tTVxcXI7tWVlZxMfH4+3t/dDjvL29ycjI4MaNGzl6n65cuZLrMQDh4eF88sknpKenY2tr+8D7tra2D91ubW1dZP7AFKVYzJW0sbakfbUnbawtaV/tSRtrT9rYCMW8Ifw12DoBXfIlcCiBrsd8rJ0eX1FPk/bt8K0qJZ6eDG7l4PpJrFYMgde3ga1T3s+3Y4aqruf+HJbhA7C0LOBAs+AX1c8a/eC37ujObIK4I+jijmDxawfovRzcyxXsGvcxxe9wXq6X59b08PDAw8PjsftFRERw48YNoqKiCA1V9fTXr1+PXq8nPDz8oceEhoZibW3NunXr6Ny5MwDHjx/n/PnzRERE5Hqt6Ohoihcv/tAESQghhBBCiBxqD4Z9v4LOAl5ZAp6BpovF1R8G7gZ9lqrwN7W2qsA3p6uqyuf/8PvmHM7vhHm9wK8GnNmitjUYCQVNnO5n46DWpYrZAxnJanHdq8dgRjOo9w6E9QFre+PPl3odUq6AV6XCi/EJ0GzOU8WKFWnZsiX9+/dn2rRpZGZmMmjQILp3746Pjw8AFy9epEmTJvz888/UrFmTYsWK0a9fP4YNG4abmxsuLi4MHjyYiIiIu8Uili1bxpUrV6hVqxZ2dnZERkYyduxY3nnnHa0+ihBCCCGEMCcObjA4SiVP+endKWzOXveed5gKv3aCc9vgx+bQ7D9QZ0juxxoMsHokpMTC0WVqW4kKUOXBpX4KzMLyXjLnXQ1+6QBXDsGa92HvT/Dquse3Z+o12P4N7PpB9Vi9tln7hYILkabrPM2ePZvAwECaNGlC69atqVu3LtOnT7/7fmZmJsePH88xSeurr76ibdu2dO7cmfr16+Pt7c3ChQvvvm9tbc2UKVOIiIigevXqfPfdd0yYMIFRo0Zp+VGEEEIIIYQ5sXMpGonTP5WtB4N2Q/Ue6vW6/8DlA7nvf2I1XNoH1o5QuRM4eUGrz1WioyUnD+i/Adp9DY4eqhdq7WPuxzNvwQ9NYNvXqkw7qGTqKaJZzxOAm5sbc+bMyfX9MmXKYPhH3Xg7OzumTJnClClTHnpMy5YtadmyZaHGKYQQQgghRJFRvAy0n6LWWTq2HBa/Aa+uVcPirp6ArJvgHQQGPWwYq46p2R+aPVhdWlNWNhDaW8X7c3vY/QNUaA3PNXn4/keWqCGJjh7wr0nwfMunqtcJNE6ehBBCCCGEEPmg00HbiXB+hxoa900weFaE0+vV+37hqjDEtRNg4wS1H151+okIaAg1XlXJ0+wuULUrNPkIivnm3C9qpvpZcwBUaPXEwywMkjwJIYQQQghRFDl5QJeZqucp6SIkX1bztCys4cJfah87V2jzP3B0N2moNB0DybGqp+zAXDi7BXotg9SrKvlzC1CJoM4SgnuaNtYCkORJCCGEEEKIoiqgAby1D/bPhcQLENRdzdXa+4uqgBfcU83fMjVbJ+g+W82/WvgaXDsOU+uoIYb3q9AKXEqaJsZCIMmTEEIIIYQQRZmVLYT2yrmtwQjTxPI4PsFq7aef/gVXj6peMo8KqvcJ1PC+p5gkT0IIIYQQQojC4+QJfVbC0aVQroma+3R+J6QnQblGpo6uQCR5EkIIIYQQQhQuBzdVie+O0hEmC6UwabrOkxBCCCGEEEKYC0mehBBCCCGEEMIIkjwJIYQQQgghhBEkeRJCCCGEEEIII0jyJIQQQgghhBBGkORJCCGEEEIIIYwgyZMQQgghhBBCGEGSJyGEEEIIIYQwgiRPQgghhBBCCGEESZ6EEEIIIYQQwgiSPAkhhBBCCCGEESR5EkIIIYQQQggjSPIkhBBCCCGEEEaQ5EkIIYQQQgghjCDJkxBCCCGEEEIYQZInIYQQQgghhDCCJE9CCCGEEEIIYQRJnoQQQgghhBDCCJI8CSGEEEIIIYQRJHkSQgghhBBCCCNI8iSEEEIIIYQQRpDkSQghhBBCCCGMIMmTEEIIIYQQQhhBkichhBBCCCGEMIIkT0IIIYQQQghhBEmehBBCCCGEEMIIkjwJIYQQQgghhBEkeRJCCCGEEEIII0jyJIQQQgghhBBG0Cx5io+Pp0ePHri4uODq6kq/fv1ISUl55DHTp0+nYcOGuLi4oNPpuHHjRqGcVwghhBBCCCEKSrPkqUePHhw+fJjIyEiWL1/O5s2bGTBgwCOPSUtLo2XLlnzwwQeFel4hhBBCCCGEKCgrLU569OhRVq9eze7duwkLCwNg0qRJtG7dmi+//BIfH5+HHjd06FAANm7cWKjnTU9PJz09/e7rpKQkADIzM8nMzMzPRyw0d65v6jjMmbSxtqR9tSdtrC1pX+1JG2tP2lhb0r7aM2Ub5+WaOoPBYCjsAH788UeGDx9OQkLC3W1ZWVnY2dkxf/58Onbs+MjjN27cSKNGjUhISMDV1bXA5x09ejRjxox5YPucOXNwcHDI46cTQgghhBBCmIu0tDReeuklEhMTcXFxeeS+mvQ8xcbG4unpmfNCVla4ubkRGxv7xM/7/vvvM2zYsLuvk5KS8PPzo3nz5o9tIK1lZmYSGRlJs2bNsLa2Nmks5kraWFvSvtqTNtaWtK/2pI21J22sLWlf7Zmyje+MSjNGnpKnkSNHMn78+Efuc/To0byc8omwtbXF1tb2ge3W1tZF5h9AUYrFXEkba0vaV3vSxtqS9tWetLH2pI21Je2rPVO0cV6ul6fkafjw4fTu3fuR+wQEBODt7U1cXFyO7VlZWcTHx+Pt7Z2XS+ag1XmFEEIIIYQQ4nHylDx5eHjg4eHx2P0iIiK4ceMGUVFRhIaGArB+/Xr0ej3h4eH5i1TD8wohhBBCCCHE42hSqrxixYq0bNmS/v37s2vXLrZt28agQYPo3r373Yp4Fy9eJDAwkF27dt09LjY2lujoaE6dOgXAwYMHiY6OJj4+3ujzCiGEEEIIIYQWNFvnafbs2QQGBtKkSRNat25N3bp1mT59+t33MzMzOX78OGlpaXe3TZs2jeDgYPr37w9A/fr1CQ4OZunSpUafVwghhBBCCCG0oEm1PQA3NzfmzJmT6/tlypThn1XSR48ezejRowt0XiGEEEIIIYTQgmY9T0IIIYQQQghhTjTreSrK7vR45aWmu1YyMzNJS0sjKSlJSl9qRNpYW9K+2pM21pa0r/akjbUnbawtaV/tmbKN7+QE/xwV9zDPZPKUnJwMgJ+fn4kjEUIIIYQQQhQFycnJFCtW7JH76AzGpFhmRq/Xc+nSJZydndHpdCaNJSkpCT8/Py5cuICLi4tJYzFX0sbakvbVnrSxtqR9tSdtrD1pY21J+2rPlG1sMBhITk7Gx8cHC4tHz2p6JnueLCws8PX1NXUYObi4uMg/Ro1JG2tL2ld70sbakvbVnrSx9qSNtSXtqz1TtfHjepzukIIRQgghhBBCCGEESZ6EEEIIIYQQwgiSPJmYra0to0aNwtbW1tShmC1pY21J+2pP2lhb0r7akzbWnrSxtqR9tfe0tPEzWTBCCCGEEEIIIfJKep6EEEIIIYQQwgiSPAkhhBBCCCGEESR5EkIIIYQQQggjSPIkhBBCCCGEEEaQ5EkIIYQQQgghjCDJk4lNmTKFMmXKYGdnR3h4OLt27TJ1SGZj8+bNtGvXDh8fH3Q6HYsXLzZ1SGZl3Lhx1KhRA2dnZzw9PenQoQPHjx83dVhmZerUqQQFBd1dbT0iIoJVq1aZOiyz9fnnn6PT6Rg6dKipQzEbo0ePRqfT5XgEBgaaOiyzcvHiRV5++WXc3d2xt7enatWq7Nmzx9RhmY0yZco88Dus0+kYOHCgqUMzC9nZ2Xz00UeULVsWe3t7ypUrxyeffEJRLgYuyZMJ/f777wwbNoxRo0axd+9eqlWrRosWLYiLizN1aGYhNTWVatWqMWXKFFOHYpY2bdr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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# piezometer locations in cross-section\n", + "xpb_kr = 1.0\n", + "xpb_bite = 47.5\n", + "xlocs = [xpb_kr, xpb_bite]\n", + "\n", + "t = data_norm.index.to_numpy()\n", + "\n", + "f, axes = plt.subplots(len(xlocs), 1, figsize=(10, 6), sharex=True, sharey=True)\n", + "\n", + "for i in range(len(xlocs)):\n", + " h = ml.head(xlocs[i], 0.0, t)\n", + " axes[i].plot(t, h[0], label=\"model\")\n", + " hobs = data_norm.loc[tstart:].iloc[:, i + 1] # showing calibration selection\n", + " axes[i].plot(hobs.index, hobs, label=\"observed\")\n", + " axes[i].set_title(f\"x = {xlocs[i]} m\", loc=\"right\")\n", + " axes[i].legend(loc=(0, 1), frameon=False, ncol=2)\n", + " axes[i].grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the calibrated aquifer parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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layerlayer_typek_hcS_s
#
river00leaky layerNaN4.8776660.00002
10aquifer3.239496NaN0.000008
foreland00leaky layerNaN56.1131890.00002
10aquifer3.239496NaN0.000008
hinterland00leaky layerNaN41.3445770.008009
10aquifer3.239496NaN0.000008
\n", + "
" + ], + "text/plain": [ + " layer layer_type k_h c S_s\n", + " # \n", + "river 0 0 leaky layer NaN 4.877666 0.00002\n", + " 1 0 aquifer 3.239496 NaN 0.000008\n", + "foreland 0 0 leaky layer NaN 56.113189 0.00002\n", + " 1 0 aquifer 3.239496 NaN 0.000008\n", + "hinterland 0 0 leaky layer NaN 41.344577 0.008009\n", + " 1 0 aquifer 3.239496 NaN 0.000008" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.aquifer_summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Discussion\n", + "\n", + "The calibration result shows that the specific storage of the leaky layer in the hinterland section is orders of magnitude higher than the other specific storage terms. Also the resistance of the confining unit is higher in the foreland than it is in the polder. \n", + "\n", + "These results have to be analyzed further to determine whether these results make physical sense. The fit to the observed data is reasonable, but from earlier testing it is clear that this problem is highly sensitive to the starting values of parameters, as well as the selected optimization method (`lmfit` through `cal.fit()` or with `scipy`'s least-squares through `cal.fit_least_squares(method=\"trf\")`). Likely, there are many combinations of parameters that lead to similar fit results. Some other points that could influence the results:\n", + "\n", + "- Only two piezometers in the cross-section. \n", + "- The downwards trend in the head observations in the second piezometer probably isn't ideal as TTim will never be able to simulate that trend with the current input data.\n", + "- The time series are supposedly presented relative to a mean observed head/water level, but somehow do not fluctuate around 0.0, which mean they had to be normalized (again) for the TTim simulation.\n", + "- Neglecting the storage of the leaky layers yields a physically improbable solution where all resistance is put underneath the river section, and the foreland and hinterland have a resistance on the minimum parameter boundary. However, it is usually not expected that the storage in the leaky layers has such a large influence on the outcome. In many models this parameter is neglected altogether." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 5b16771ef473e2fadf1fee8707a62c2855dec39e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Wed, 18 Dec 2024 18:04:34 +0100 Subject: [PATCH 79/95] add howtos to docs --- docs/01howto/index.rst | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/01howto/index.rst b/docs/01howto/index.rst index 858af6d..d8a8345 100644 --- a/docs/01howto/index.rst +++ b/docs/01howto/index.rst @@ -7,4 +7,6 @@ This section contains how to guides on building groundwater models with TTim. .. toctree:: :maxdepth: 1 - howto_pumpingtest \ No newline at end of file + howto_pumpingtest + howto_xsection_model + howto_tidal_boundary From 2b3ad152bc150766be299e38c97ca7d9de7844f5 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 09:06:14 +0100 Subject: [PATCH 80/95] Update howto_xsection_model.ipynb --- docs/01howto/howto_xsection_model.ipynb | 347 +++++++++++++----------- 1 file changed, 184 insertions(+), 163 deletions(-) diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index 241b033..36583e8 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -307,47 +307,7 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "61e875dd-c721-41c0-a712-cb929b58cba2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(0, 0.5),\n", - " (1, 0.4),\n", - " (2, 0.0),\n", - " (3, 0.4),\n", - " (4, 0.6000000000000001),\n", - " (5, 0.6000000000000001),\n", - " (6, 0.4),\n", - " (7, 0.8),\n", - " (8, 0.4),\n", - " (9, 0.2),\n", - " (10, 0.8),\n", - " (11, 0.7000000000000001),\n", - " (12, 0.2),\n", - " (13, 0.9),\n", - " (14, 0.8),\n", - " (15, 0.8),\n", - " (16, 0.5),\n", - " (17, 0.4),\n", - " (18, 0.2),\n", - " (19, 0.2)]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(zip(ts, hstar))" - ] - }, - { - "cell_type": "code", - "execution_count": 84, + "execution_count": 9, "id": "bdc9457b-f263-4edc-a7a5-c9a08eb43c59", "metadata": {}, "outputs": [ @@ -400,18 +360,18 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 10, "id": "35b52c02-b994-40f7-944c-57a1a49c892f", "metadata": {}, "outputs": [], "source": [ "crivguess = 100.0\n", - "csideguess = 100" + "csideguess = 100.0" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 11, "id": "79930651-2658-4fe7-97bb-000d8ff6e205", "metadata": {}, "outputs": [], @@ -444,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 12, "id": "42fe85a8-528a-40e8-9d0d-d92726df22d9", "metadata": {}, "outputs": [ @@ -452,8 +412,8 @@ "name": "stdout", "output_type": "stream", "text": [ - ".........................\n", - "Fit succeeded.\n" + "from_lay, to_lay: 0 0\n", + "setting iaq.c right: XsectionMaq [50, inf]\n" ] } ], @@ -477,204 +437,253 @@ " inhoms=(left, right),\n", ")\n", "\n", - "cal.set_parameter(\n", - " \"c\",\n", - " layers=[0],\n", - " initial=crivguess,\n", - " pmin=1.0,\n", - " pmax=1000.0,\n", - " inhoms=('river'),\n", - ")\n", + "# cal.set_parameter(\n", + "# \"c\",\n", + "# layers=[0],\n", + "# initial=crivguess,\n", + "# pmin=1.0,\n", + "# pmax=1000.0,\n", + "# inhoms=(river),\n", + "# )\n", + "\n", + "# cal.set_parameter(\n", + "# name=\"kaq\",\n", + "# layers=[0],\n", + "# initial=12,\n", + "# pmin=1.0,\n", + "# pmax=1000.0,\n", + "# inhoms=(river),\n", + "# )\n", "\n", - "cal.fit()" + "#cal.fit()" ] }, { "cell_type": "code", - "execution_count": 99, - "id": "87afcae2-32a5-4407-a46f-c7c0ff205085", + "execution_count": 27, + "id": "c4fd5b89-b1f7-4cb1-9161-d57026c4078b", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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layersoptimalstdperc_stdpminpmaxinitialinhomsparray
c_left_right[0]356.03355133.8444439.5059701.01000.0100.0(left: XsectionMaq [-inf, -50], right: Xsectio...[356.03355145722907, 356.03355145722907]
c_river[0]147.7458236.9142894.6798541.01000.0100.0[river: XsectionMaq [-50, 50] with h*(t)][147.74582321197187, 147.74582321197187]
\n", - "
" - ], "text/plain": [ - " layers optimal std perc_std pmin pmax initial \\\n", - "c_left_right [0] 356.033551 33.844443 9.505970 1.0 1000.0 100.0 \n", - "c_river [0] 147.745823 6.914289 4.679854 1.0 1000.0 100.0 \n", - "\n", - " inhoms \\\n", - "c_left_right (left: XsectionMaq [-inf, -50], right: Xsectio... \n", - "c_river [river: XsectionMaq [-50, 50] with h*(t)] \n", - "\n", - " parray \n", - "c_left_right [356.03355145722907, 356.03355145722907] \n", - "c_river [147.74582321197187, 147.74582321197187] " + "(array([ 77., 1000.]), array([ 77., 1000.]))" ] }, - "execution_count": 99, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cal.parameters" + "p = np.array([77])\n", + "left.c[0:1] = p[0:1]\n", + "right.c[0:1] = p[0:1]\n", + "left.c, right.c" ] }, { "cell_type": "code", - "execution_count": 88, - "id": "31cb62c9-9468-40f7-ab24-98174674f1ed", + "execution_count": 28, + "id": "1d2bfeb0-8636-4110-b1e1-2a07ad31390b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 77., 1000.]), array([ 77., 1000.]))" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "hmodel = ml.head(xsyn, 0, tsyn)" + "p[0:1] = 88\n", + "left.c, right.c" ] }, { "cell_type": "code", - "execution_count": 89, - "id": "5f2fe97d-9be4-45ee-840d-ed7cd1c39876", + "execution_count": 47, + "id": "453c20ee-7d3b-4dc2-a046-79c331f6345d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "(array([1]), array([0, 1, 2]))" ] }, - "execution_count": 89, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "a = np.array([100,])\n", + "b = np.arange(3)\n", + "a[0] = b[1]\n", + "a, b" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "87afcae2-32a5-4407-a46f-c7c0ff205085", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "(array([1]), array([ 0, 99, 99]))" ] }, + "execution_count": 49, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "plt.plot(tsyn, hsyn, 'k.')\n", - "plt.plot(tsyn, hmodel[0])\n", - "plt.plot(tsyn, hexact[0], '--')" + "b[1:2] = 99\n", + "a, b" ] }, { "cell_type": "code", - "execution_count": 96, - "id": "70976cb8-475e-48a2-bde6-a3e2f2e1c913", + "execution_count": 20, + "id": "31cb62c9-9468-40f7-ab24-98174674f1ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([147.74582321, 147.74582321]),\n", - " array([356.03355146, 356.03355146]),\n", - " array([356.03355146, 356.03355146]))" + "(array([ 99., 1000.]), array([ 77., 1000.]))" ] }, - "execution_count": 96, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "river.c, left.c, right.c" + "left.c[0] = 99\n", + "left.c, right.c" ] }, { "cell_type": "code", - "execution_count": 40, - "id": "30c666ba-0e21-4117-8373-bb711b8332aa", + "execution_count": 61, + "id": "6e62078a-083e-46f1-85b0-83c0a2cac328", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "(array([0., 1., 2., 3., 4.]), array([1., 2.]))" ] }, - "execution_count": 40, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "a = np.arange(5.)\n", + "b = a[1:3]\n", + "a, b" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "825a05a8-b823-4ea1-8b0c-4af4339aef2d", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "(array([0., 8., 8., 3., 4.]), array([8., 8.]))" ] }, + "execution_count": 62, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" + } + ], + "source": [ + "b[:] = 8\n", + "a, b" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "6e2cc991-e20b-4ff7-8f1b-c915d67f78f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0., 8., 8., 3., 4.]), array([8., 8.]), array([0., 8., 8., 3., 4.]))" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c = np.arange(5.)\n", + "c[1:3] = a[1:3]\n", + "a, b, c" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "9da6b7df-60aa-4de8-a601-57a383e388a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 0., 99., 99., 3., 4.]),\n", + " array([99., 99.]),\n", + " array([0., 8., 8., 3., 4.]))" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "plt.plot(t, h[0])\n", - "plt.plot(t, hsyn, '.')" + "b[:] = 99\n", + "a, b, c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f2fe97d-9be4-45ee-840d-ed7cd1c39876", + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(tsyn, hsyn, 'k.')\n", + "plt.plot(tsyn, hmodel[0])\n", + "plt.plot(tsyn, hexact[0], '--')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70976cb8-475e-48a2-bde6-a3e2f2e1c913", + "metadata": {}, + "outputs": [], + "source": [ + "river.c, left.c, right.c" ] }, { @@ -683,7 +692,19 @@ "id": "78eef047-6737-4708-aa3c-5425d931351f", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "criver0, cside0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10d9dcc9-a07c-43c9-b01f-3c2ba47322d5", + "metadata": {}, + "outputs": [], + "source": [ + "cal.set_parameter?" + ] } ], "metadata": { From ce972620313a1cb38b210976a4f97276eff619b5 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 09:21:13 +0100 Subject: [PATCH 81/95] fix from_lay to_lay but need to fix multi-layer inhoms in calibrate --- ttim/fit.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/ttim/fit.py b/ttim/fit.py index 51fcff2..7ac0143 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -67,8 +67,6 @@ def set_parameter( if isinstance(layers, Iterable): from_lay = min(layers) to_lay = max(layers) - if from_lay == to_lay: - to_lay += 1 if (np.diff(layers) > 1).any(): warnings.warn( "Non-consecutive layers are not supported. " @@ -77,7 +75,7 @@ def set_parameter( ) elif isinstance(layers, int): from_lay = layers - to_lay = layers + 1 + to_lay = layers else: warnings.warn( "Setting layers in the parameter name is deprecated. " From 4b0127b19c924880b7d6d1b30e40953286e19ee8 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 10:02:24 +0100 Subject: [PATCH 82/95] fix fit xsection multiple layers --- docs/01howto/howto_xsection_model.ipynb | 258 +++++------------------- ttim/fit.py | 68 ++++--- 2 files changed, 97 insertions(+), 229 deletions(-) diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index 36583e8..bb6d8f6 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -412,8 +412,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "from_lay, to_lay: 0 0\n", - "setting iaq.c right: XsectionMaq [50, inf]\n" + ".......................................................\n", + "Fit succeeded.\n", + "[[Fit Statistics]]\n", + " # fitting method = leastsq\n", + " # function evals = 52\n", + " # data points = 101\n", + " # variables = 2\n", + " chi-square = 0.01053891\n", + " reduced chi-square = 1.0645e-04\n", + " Akaike info crit = -921.947976\n", + " Bayesian info crit = -916.717735\n", + "[[Variables]]\n", + " c_left_right: 478.819521 +/- 10.2799066 (2.15%) (init = 100)\n", + " c_river: 196.858177 +/- 2.71776828 (1.38%) (init = 12)\n", + "[[Correlations]] (unreported correlations are < 0.100)\n", + " C(c_left_right, c_river) = +0.6456\n" ] } ], @@ -437,273 +451,107 @@ " inhoms=(left, right),\n", ")\n", "\n", - "# cal.set_parameter(\n", - "# \"c\",\n", - "# layers=[0],\n", - "# initial=crivguess,\n", - "# pmin=1.0,\n", - "# pmax=1000.0,\n", - "# inhoms=(river),\n", - "# )\n", - "\n", - "# cal.set_parameter(\n", - "# name=\"kaq\",\n", - "# layers=[0],\n", - "# initial=12,\n", - "# pmin=1.0,\n", - "# pmax=1000.0,\n", - "# inhoms=(river),\n", - "# )\n", + "cal.set_parameter(\n", + " name=\"c\",\n", + " layers=[0],\n", + " initial=12,\n", + " pmin=1.0,\n", + " pmax=1000.0,\n", + " inhoms=(river),\n", + ")\n", "\n", - "#cal.fit()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "c4fd5b89-b1f7-4cb1-9161-d57026c4078b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 77., 1000.]), array([ 77., 1000.]))" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = np.array([77])\n", - "left.c[0:1] = p[0:1]\n", - "right.c[0:1] = p[0:1]\n", - "left.c, right.c" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "1d2bfeb0-8636-4110-b1e1-2a07ad31390b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 77., 1000.]), array([ 77., 1000.]))" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p[0:1] = 88\n", - "left.c, right.c" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "453c20ee-7d3b-4dc2-a046-79c331f6345d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1]), array([0, 1, 2]))" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.array([100,])\n", - "b = np.arange(3)\n", - "a[0] = b[1]\n", - "a, b" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "id": "87afcae2-32a5-4407-a46f-c7c0ff205085", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1]), array([ 0, 99, 99]))" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "b[1:2] = 99\n", - "a, b" + "cal.fit(report=True)" ] }, { "cell_type": "code", - "execution_count": 20, - "id": "31cb62c9-9468-40f7-ab24-98174674f1ed", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 99., 1000.]), array([ 77., 1000.]))" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "left.c[0] = 99\n", - "left.c, right.c" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "id": "6e62078a-083e-46f1-85b0-83c0a2cac328", + "execution_count": 13, + "id": "10d9dcc9-a07c-43c9-b01f-3c2ba47322d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([0., 1., 2., 3., 4.]), array([1., 2.]))" + "array([ 478.81952114, 1000. ])" ] }, - "execution_count": 61, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "a = np.arange(5.)\n", - "b = a[1:3]\n", - "a, b" + "left.c" ] }, { "cell_type": "code", - "execution_count": 62, - "id": "825a05a8-b823-4ea1-8b0c-4af4339aef2d", + "execution_count": 14, + "id": "b41aa02a-603d-48c0-9280-b381e8af35a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([0., 8., 8., 3., 4.]), array([8., 8.]))" + "array([ 196.85817722, 1000. ])" ] }, - "execution_count": 62, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "b[:] = 8\n", - "a, b" + "river.c" ] }, { "cell_type": "code", - "execution_count": 63, - "id": "6e2cc991-e20b-4ff7-8f1b-c915d67f78f8", + "execution_count": 15, + "id": "2fac0310-bcfc-4fce-87e3-81f75187ff80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([0., 8., 8., 3., 4.]), array([8., 8.]), array([0., 8., 8., 3., 4.]))" + "array([ 478.81952114, 1000. ])" ] }, - "execution_count": 63, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "c = np.arange(5.)\n", - "c[1:3] = a[1:3]\n", - "a, b, c" + "right.c" ] }, { "cell_type": "code", - "execution_count": 64, - "id": "9da6b7df-60aa-4de8-a601-57a383e388a5", + "execution_count": 16, + "id": "7e1a203f-6590-4cbd-b26c-ae7da65f6f8e", "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "(array([ 0., 99., 99., 3., 4.]),\n", - " array([99., 99.]),\n", - " array([0., 8., 8., 3., 4.]))" + "
" ] }, - "execution_count": 64, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "b[:] = 99\n", - "a, b, c" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5f2fe97d-9be4-45ee-840d-ed7cd1c39876", - "metadata": {}, - "outputs": [], - "source": [ - "plt.plot(tsyn, hsyn, 'k.')\n", - "plt.plot(tsyn, hmodel[0])\n", - "plt.plot(tsyn, hexact[0], '--')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70976cb8-475e-48a2-bde6-a3e2f2e1c913", - "metadata": {}, - "outputs": [], - "source": [ - "river.c, left.c, right.c" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "78eef047-6737-4708-aa3c-5425d931351f", - "metadata": {}, - "outputs": [], - "source": [ - "criver0, cside0" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "10d9dcc9-a07c-43c9-b01f-3c2ba47322d5", - "metadata": {}, - "outputs": [], - "source": [ - "cal.set_parameter?" + "hmodel = ml.head(xsyn, 0, tsyn, 0)\n", + "plt.plot(tsyn, hsyn, 'k.', label='synthetic')\n", + "plt.plot(tsyn, hmodel[0], label='fit')\n", + "plt.plot(tsyn, hexact[0], '--', label='truth')\n", + "plt.xlabel('time (d)')\n", + "plt.ylabel('head (m)')\n", + "plt.legend()\n", + "plt.grid()" ] } ], diff --git a/ttim/fit.py b/ttim/fit.py index 7ac0143..30dfea6 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -111,32 +111,47 @@ def set_parameter( if isinstance(iaq, str): aq[i] = self.model.aq.inhomdict[iaq] - p = None - # from_lay, to_lay = [int(i) for i in layers_from_name] - if name[:3] == "kaq": - p = aq[0].kaq[from_lay : to_lay + 1] - param = name[:3] - elif name[:3] == "Saq": - p = aq[0].Saq[from_lay : to_lay + 1] - param = name[:3] - elif name[0] == "c": - p = aq[0].c[from_lay : to_lay + 1] - param = name[0] - elif name[:3] == "Sll": - p = aq[0].Sll[from_lay : to_lay + 1] - param = name[:3] - elif name[0:8] == "kzoverkh": - p = aq[0].kzoverkh[from_lay : to_lay + 1] - param = name[:8] + plist = [] + for iaq in aq: + if name[:3] == "kaq": + p = iaq.kaq[from_lay : to_lay + 1] + elif name[:3] == "Saq": + p = iaq.Saq[from_lay : to_lay + 1] + elif name[0] == "c": + p = iaq.c[from_lay : to_lay + 1] + elif name[:3] == "Sll": + p = iaq.Sll[from_lay : to_lay + 1] + elif name[0:8] == "kzoverkh": + p = iaq.kzoverkh[from_lay : to_lay + 1] + plist.append(p[:]) + + # p = None + # # from_lay, to_lay = [int(i) for i in layers_from_name] + # if name[:3] == "kaq": + # p = aq[0].kaq[from_lay : to_lay + 1] + # #param = name[:3] + # elif name[:3] == "Saq": + # p = aq[0].Saq[from_lay : to_lay + 1] + # #param = name[:3] + # elif name[0] == "c": + # p = aq[0].c[from_lay : to_lay + 1] + # #param = name[0] + # elif name[:3] == "Sll": + # p = aq[0].Sll[from_lay : to_lay + 1] + # #param = name[:3] + # elif name[0:8] == "kzoverkh": + # p = aq[0].kzoverkh[from_lay : to_lay + 1] + # #param = name[:8] if p is None: # no parameter set print("parameter name not recognized or no parameter ref supplied") return + # lines below don't work as it replaces entire array # set all other aquifer parameter references to same array - if len(aq) > 1: - for iaq in aq: - setattr(iaq, param, p) + # if len(aq) > 1: + # for iaq in aq: + # setattr(iaq, param, p) if inhoms is None: pname = name @@ -151,7 +166,7 @@ def set_parameter( "pmax": pmax, "initial": initial, "inhoms": aq if inhoms is not None else None, - "parray": p[:], + "parray": plist, } def set_parameter_by_reference( @@ -186,7 +201,7 @@ def set_parameter_by_reference( "pmin": pmin, "pmax": pmax, "initial": initial, - "parray": p[:], + "parray": [p[:]], } def series(self, name, x, y, layer, t, h, weights=None): @@ -251,9 +266,14 @@ def residuals(self, p, printdot=False, weighted=True, layers=None, series=None): if layers is None: layers = range(self.model.aq.naq) + # for i, k in enumerate(self.parameters.index): + # # [:] needed to do set value in array + # self.parameters.loc[k, "parray"][:] = p[i] for i, k in enumerate(self.parameters.index): - # [:] needed to do set value in array - self.parameters.loc[k, "parray"][:] = p[i] + parraylist = self.parameters.loc[k, "parray"] + for parray in parraylist: + # [:] needed to do set value in array + parray[:] = p[i] self.model.solve(silent=True) # print('solved model ', p) From 27e7baed0a6f91375867de5bd358ba848efc5ff5 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 10:12:06 +0100 Subject: [PATCH 83/95] fit by reference still needs a fix it seems --- docs/04pumpingtests/confined3_sioux.ipynb | 281 ++++++++++------------ 1 file changed, 127 insertions(+), 154 deletions(-) diff --git a/docs/04pumpingtests/confined3_sioux.ipynb b/docs/04pumpingtests/confined3_sioux.ipynb index 68f6a47..dfe7dad 100644 --- a/docs/04pumpingtests/confined3_sioux.ipynb +++ b/docs/04pumpingtests/confined3_sioux.ipynb @@ -314,22 +314,22 @@ "name": "stdout", "output_type": "stream", "text": [ - ".....................................\n", + ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 34\n", + " # function evals = 58\n", " # data points = 77\n", " # variables = 2\n", " chi-square = 0.00121634\n", " reduced chi-square = 1.6218e-05\n", - " Akaike info crit = -847.289978\n", - " Bayesian info crit = -842.602367\n", + " Akaike info crit = -847.289973\n", + " Bayesian info crit = -842.602363\n", "[[Variables]]\n", - " kaq0: 282.794884 +/- 1.13788952 (0.40%) (init = 10)\n", - " Saq0: 0.00420857 +/- 3.3461e-05 (0.80%) (init = 0.0001)\n", + " kaq0: 282.798193 +/- 1.12249494 (0.40%) (init = 10)\n", + " Saq0: 0.00420840 +/- 3.3245e-05 (0.79%) (init = 0.0001)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.8113\n" + " C(kaq0, Saq0) = -0.8100\n" ] } ], @@ -370,48 +370,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 282.794884\n", - " 1.137890\n", - " 0.402373\n", + " None\n", + " 282.798193\n", + " 1.122495\n", + " 0.396924\n", " -inf\n", " inf\n", " 10.0000\n", - " [282.794884488729]\n", + " None\n", + " [[282.7981927108409]]\n", " \n", " \n", " Saq0\n", - " 0.004209\n", + " None\n", + " 0.004208\n", " 0.000033\n", - " 0.795065\n", + " 0.789965\n", " -inf\n", " inf\n", " 0.0001\n", - " [0.004208570769688495]\n", + " None\n", + " [[0.0042084036125535065]]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 282.794884 1.137890 0.402373 -inf inf 10.0000 \n", - "Saq0 0.004209 0.000033 0.795065 -inf inf 0.0001 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 None 282.798193 1.122495 0.396924 -inf inf 10.0000 None \n", + "Saq0 None 0.004208 0.000033 0.789965 -inf inf 0.0001 None \n", "\n", - " parray \n", - "kaq0 [282.794884488729] \n", - "Saq0 [0.004208570769688495] " + " parray \n", + "kaq0 [[282.7981927108409]] \n", + "Saq0 [[0.0042084036125535065]] " ] }, "metadata": {}, @@ -421,7 +427,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RMSE: 0.00397449732045771\n" + "RMSE: 0.003974497435435633\n" ] } ], @@ -444,7 +450,7 @@ "outputs": [ { "data": { - "image/png": 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", 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NM9zs7e1RVdVYhrxRo0asWrWKtLQ0evfuTfHixalYsWKelIufNWsWo0aNYtWqVQQGBuLi4sKrr76a4Tyy4uLiQvv27Vm0aJHxg/PChQupXbs2FSpUMG63dOlS+vTpw08//US9evVwcXGhd+/ehIWFZbvvp73Og4ODsbGxwcXFJUP7o9enmZkZrq6uxmugZMmSbNmyBXd3d4YNG0bJkiUpWbIkM2fOND7n9u3bREdHY2FhkennFxYWlqmEfFbXOUD//v25efMmmzdvBh4kow9/IXDw4EGaN28OGCqK7tmzh6CgID766CPg+X5Po6KiUFU1y7iKFi0K8MTfifRhienHf5rXLSuTJk3K8Po9SyEbRVHo168fv/32G3PnzqV06dJZzntLPx9PT89Mibe7uztmZmbG801/r3j0fB+9bu7evUtaWhrffvttpmsgfWhsQV5KQIj8SuZoCSGei1ar5eWXX2b9+vXcuHEj2/kr6bZt28atW7fYsWOHsRcLyFQc4lll9SE5LCwMCwuLDN+eQ+behpiYGNauXcv48eMZPXq0sT05Ofm51v9K5+rqSlpaGnfu3MmQbKmqSlhYmLHXKKe4ublRs2ZNwFB1sFy5cjRu3Jh3332XtWvXAoaEwdraOtsiG0WKFDH+v0OHDnTo0IHk5GT279/P1KlT6dGjB35+ftSrV8/Yg/jopP7/+kHP1taWiRMnMnHiRG7fvm3s3WrXrh3nzp177HP79evHX3/9xebNm/Hx8SEoKIg5c+ZkOscZM2YwY8YMQkJCWL16NaNHjyY8PDzb6pharZbAwEA2bNiQ7XV+48YNDh8+TKtWrTLMzwLDtVisWDHj/bS0NO7evZvhg3XDhg1p2LAhOp2OQ4cO8e233zJixAg8PDx47bXXjAUhsovx0dLij17n6Vq0aEHRokVZsGABLVq0YMGCBdSpUydDRc8//vgDc3Nz1q5dm6Gn+L+U43d2dkaj0RAaGprpsfQCFw9ff0/rSa9bVgYNGkTbtm2N9x83rywrffv2Zdy4ccydO5cpU6Zku52rqysHDhxAVdUMP4/w8HDS0tKM55v+XvHoNfHo+5qzs7OxB3DYsGFZHtPf3/+ZzkUIkfukR0sI8dzGjBmDqqoMHDiQlJSUTI+npqayZs0a4MGHv0c/2Pzwww//KYYVK1aQlJRkvH/v3j3WrFlDw4YNM33ofZSiKKiqmimmn376KdOQoke/UX+cl19+GYDffvstQ/vy5cuJj483Pp5bGjZsSO/evfnnn3+Mi+m2bduWy5cv4+rqSs2aNTPdslpw2dLSksaNGzNt2jQAjh49CmDc9sSJExm2T6/u9yRP01vn4eFB3759ef311zl//vwTK8k1b96cYsWKsWDBAhYsWICVlZWxUlxWfHx8ePvtt2nWrBlHjhx57L7Tr/O33nor03Wh0+kYOnQoqqoyZsyYTM9dvHhxhvt//vknaWlpWVbQ1Gq11KlTx1hFLj2utm3bcvfuXXQ6XZY/uzJlyjw2/of336tXL1atWsWuXbs4dOhQpqFviqJgZmaW4XcnMTGRX3/9NdP+nrbX1dbWljp16rBixYoM2+v1en777TeKFy+eaajjs8judctK0aJFM7x2lSpVeqZjFStWjA8//JB27drRp0+fbLd7+eWXiYuLy5SgLlq0yPg4GKqYQubr5NE18GxsbAgMDOTo0aNUrlw5y+sgq55xIYRpSY+WEOK51atXjzlz5vDWW29Ro0YNhg4dSoUKFUhNTeXo0aP8+OOPVKxYkXbt2lG/fn2cnZ0ZMmQI48ePx9zcnMWLF3P8+PH/FINWq6VZs2a899576PV6pk2bRmxsLBMnTnzicx0cHGjUqBFffvklRYoUwc/Pj507dzJ//nycnJwybJu+xsyPP/6Ivb09VlZW+Pv7Z/nhplmzZrRo0YJRo0YRGxtLQECAsepgtWrV6NWr138656fx6aefsnTpUj755BO2bNnCiBEjWL58OY0aNeLdd9+lcuXK6PV6QkJC2LRpE++//z516tRh3Lhx3Lhxg5dffpnixYsTHR3NzJkzM8ynq1WrFmXKlOGDDz4gLS0NZ2dnVq5cye7du58qtkqVKrFjxw7WrFmDl5cX9vb2lClThjp16tC2bVsqV66Ms7MzZ8+e5ddff6VevXpPrCKn1Wrp3bs333zzDQ4ODnTq1AlHR0fj4zExMQQGBtKjRw/Kli2Lvb09QUFBbNiwIUNp86wEBAQwY8YMRowYQYMGDXj77bfx8fEhJCSE77//ngMHDjBjxgzq16+f6bkrVqzAzMyMZs2aGasOVqlShW7dugGGBWO3bdtGmzZt8PHxISkpydjr+MorrwCGtboWL15M69ateeedd6hduzbm5ubcuHGD7du306FDBzp27PhUr33//v2ZNm0aPXr0wNraOlO1vzZt2vDNN9/Qo0cPBg0axN27d/nqq6+y7PmpVKkSf/zxB0uXLqVEiRJYWVllm7hMnTqVZs2aERgYyAcffICFhQWzZ8/m1KlTLFmyJNteuOw8zeuWW7Iq4/+o3r178/3339OnTx+Cg4OpVKkSu3fv5rPPPqN169bGGJs3b06jRo0YOXIk8fHx1KxZkz179mSZ2M6cOZMGDRrQsGFDhg4dip+fH/fu3ePSpUusWbPmuSqDHjp0yLhMQ2xsLKqqsmzZMsDwe+7r6/vM+xRCPMRUVTiEEAXHsWPH1D59+qg+Pj6qhYWFamtrq1arVk0dN26cGh4ebtxu7969ar169VQbGxvVzc1NHTBggHrkyJFMFbKepergtGnT1IkTJ6rFixdXLSws1GrVqqkbN27M8Nz0/d25cydT7Ddu3FA7d+6sOjs7q/b29mrLli3VU6dOqb6+vpkq482YMUP19/dXtVpthpizqqyXmJiojho1SvX19VXNzc1VLy8vdejQoWpUVFSG7Xx9fdU2bdpkiuvR880OoA4bNizLxz788EMVUHfu3KmqqqrGxcWpH3/8sVqmTBnVwsJCdXR0VCtVqqS+++67alhYmKqqqrp27Vq1VatWarFixVQLCwvV3d1dbd26tbpr164M+75w4YLavHlz1cHBQXVzc1P/97//qf/8889TVR08duyYGhAQoNrY2KiA8TxHjx6t1qxZU3V2dlYtLS3VEiVKqO+++64aERHxxNchPSZABdTNmzdneCwpKUkdMmSIWrlyZdXBwUG1trZWy5Qpo44fP16Nj49/qv3v27dP7dKli+rh4aGamZmp7u7uaqdOndS9e/dm2jb9mjt8+LDarl071c7OTrW3t1dff/11Y2XC9H127NhR9fX1VS0tLVVXV1e1cePG6urVqzPsLzU1Vf3qq6/UKlWqqFZWVqqdnZ1atmxZdfDgwerFixeN22V3PT2sfv36KqC+8cYbWT7+888/q2XKlDH+DKZOnarOnz8/U6XJ4OBgtXnz5qq9vb0KGH/O2VW927Vrl9q0aVPV1tZWtba2VuvWrauuWbMmwzYPV/l72KMVLZ/2dfuvsovnUVlV7Lt79646ZMgQ1cvLSzUzM1N9fX3VMWPGqElJSRm2i46OVvv37686OTmpNjY2arNmzdRz585lqjqoqobXtn///mqxYsVUc3Nz1c3NTa1fv746efLkDNtk9fpnpU+fPsbfmUdvz1q1UAiRmaKqD61AKIQQQgghhBDiP5M5WkIIIYQQQgiRwyTREkIIIYQQQogcJomWEEIIIYQQQuQwSbSEEEIIIYQQIodJoiWEEEIIIYQQOUwSLSGEEEIIIYTIYbJg8RPo9Xpu3bqFvb39My+oKIQQQgghhCg4VFXl3r17FC1aFI3m8X1Wkmg9wa1bt/D29jZ1GEIIIYQQQogXxPXr1ylevPhjt5FE6wns7e0Bw4vp4OBg4miEEEIIIYQQphIbG4u3t7cxR3gcSbSeIH24oIODgyRaQgghhBBCiKeaUiTFMIQQQgghhBAih0miJYQQQgghhBA5TBItIYQQQgghhMhhMkdLCCGEEEIUajqdjtTUVFOHIV4A5ubmaLXaHNmXJFpCCCGEEKJQUlWVsLAwoqOjTR2KeIE4OTnh6en5n9fQlURLCCGEEEIUSulJlru7OzY2Nv/5g7XI31RVJSEhgfDwcAC8vLz+0/4k0RJCCCGEEIWOTqczJlmurq6mDke8IKytrQEIDw/H3d39Pw0jlGIYQgghhBCi0Emfk2VjY2PiSMSLJv2a+K/z9iTREkIIIYQQhZYMFxSPyqlrQhItIYQQQgghhMhhkmgJIYQQQghRQOzYsQNFUaSS4gtAEi0hhBBCCCGE0TvvvEONGjWwtLSkatWqpg4n35JESwghhBBCCGGkqir9+/ene/fupg4lX5NESwghhBBCiP8gNCaRvZcjCI1JzJPjJScnM3z4cNzd3bGysqJBgwYEBQVl2GbPnj1UqVIFKysr6tSpw8mTJ42PXbt2jXbt2uHs7IytrS0VKlRg3bp1xsdnzZrFsGHDKFGiRJ6cT0El62gJIYQQQgjxnJYGhTBmxUn0KmgUmNqpEt1r+eTqMUeOHMny5cv55Zdf8PX15YsvvqBFixZcunTJuM2HH37IzJkz8fT0ZOzYsbRv354LFy5gbm7OsGHDSElJ4d9//8XW1pYzZ85gZ2eXqzEXRvmuR2v27Nn4+/tjZWVFjRo12LVr12O337lzJzVq1MDKyooSJUowd+7cPIpUCCGEEEIUZKExicYkC0CvwtgVp3K1Zys+Pp45c+bw5Zdf0qpVK8qXL8+8efOwtrZm/vz5xu3Gjx9Ps2bNqFSpEr/88gu3b99m5cqVAISEhBAQEEClSpUoUaIEbdu2pVGjRrkWc2GVrxKtpUuXMmLECD766COOHj1Kw4YNadWqFSEhIVluf/XqVVq3bk3Dhg05evQoY8eOZfjw4SxfvjyPIxdCCCGEEAXN1Yh4Y5KVTqeqBEck5NoxL1++TGpqKgEBAcY2c3NzateuzdmzZ41t9erVM/7fxcWFMmXKGB8fPnw4kydPJiAggPHjx3PixIlci7cwy1eJ1jfffMObb77JgAEDKFeuHDNmzMDb25s5c+Zkuf3cuXPx8fFhxowZlCtXjgEDBtC/f3+++uqrPI5cCCGEEEIUNP5FbNE8sratVlHwK2KTa8dUVUNm9+iiuqqqPnGh3fTHBwwYwJUrV+jVqxcnT56kZs2afPvtt7kTcCGWbxKtlJQUDh8+TPPmzTO0N2/enL1792b5nH379mXavkWLFhw6dIjU1NQsn5OcnExsbGyGmxBCCCGEEI/ycrRmaqdKaO8nMFpF4bNOFfFytM61Y5YqVQoLCwt2795tbEtNTeXQoUOUK1fO2LZ//37j/6Oiorhw4QJly5Y1tnl7ezNkyBBWrFjB+++/z7x583It5sIq3xTDiIiIQKfT4eHhkaHdw8ODsLCwLJ8TFhaW5fZpaWlERETg5eWV6TlTp05l4sSJORe4EKJAiotKIjo8ESd3a+ycrUwdjhBCCBPpXsuHRqXdCI5IwK+ITa4mWQC2trYMHTqUDz/8EBcXF3x8fPjiiy9ISEjgzTff5Pjx4wBMmjQJV1dXPDw8+OijjyhSpAivvvoqACNGjKBVq1aULl2aqKgotm3bliFJu3TpEnFxcYSFhZGYmMixY8cAKF++PBYWFrl6fgVJvkm00j1rN2lW22fVnm7MmDG89957xvuxsbF4e3s/b7hCiALozJ5b7PjtHKoKigJNepalfEBRU4clhBDCRLwcrXM9wXrY559/jl6vp1evXty7d4+aNWuyceNGnJ2dM2zzzjvvcPHiRapUqcLq1auNSZJOp2PYsGHcuHEDBwcHWrZsyfTp043PHTBgADt37jTer1atGmCof+Dn55c3J1kA5JtEq0iRImi12ky9V+Hh4Zl6rdJ5enpmub2ZmRmurq5ZPsfS0hJLS8ucCVoIUeDERSWx47dzpCTsBn08KDZs+ekIKfFVcSnqjq2TEzZOzljZ2j32SyDpERNCCPG8rKysmDVrFrNmzcr0WJMmTYwdC23bts3y+U+aj7Vjx47/HKPIR4mWhYUFNWrUYPPmzXTs2NHYvnnzZjp06JDlc+rVq8eaNWsytG3atImaNWtibm6eq/EKIQqm6PBEVBX0KZdR9XcB0AFb5+/IsJ1Ga4aNkxO2jk7YOjlj4+hsSMIcnYkKUzmzJxoUOzRaewJ7VZAeMSGEEKKAyTeJFsB7771Hr169qFmzJvXq1ePHH38kJCSEIUOGAIZhfzdv3mTRokUADBkyhO+++4733nuPgQMHsm/fPubPn8+SJUtMeRqiAAqLDyMkNgQfBx88bT1NHY7IRU7u1igKmFnXQdXFoqrxoCbg4WdGUlwMCTHRJMXHodelEXc3gri7EU/Yo8KG7+w5vtEHl6JFcXT3wNHDE0c3DxzdPbBxdHpiFanHkZ4zIYQQwjTyVaLVvXt37t69y6RJkwgNDaVixYqsW7cOX19fAEJDQzOsqeXv78+6det49913+f777ylatCizZs2ic+fOpjoFUQCtuLiCifsmolf1aBQN4+uNp9NLnUwdlsglds5WNOlZlh2LQdWDooEmb2Sco5WWmkpCTDQJ0VHEx0QTHx1Fwv1/794I58b5m6CPR9XfA3So+lhunT/FrfOnMh3PzNLSkHR5eOLo7oGTuycO7ob/O7p7YGGV/ZwAmUsmhBBCmI6ipg/iFFmKjY3F0dGRmJgYHBwcTB2OeMGExYfRfklzem5JI9hD4aqHwnUPDWtf2yQ9WwVcXFQSMeGJOD5jT1FcVBKLxu5FVe8X51HjUdUYAjq5kxwfSUz4bWLCw4gJv829yAh4wlu0tYPj/eTL437yZUjCzK2cWfn1RR5exUPRQO8p9aVnSwghgKSkJK5evYq/vz9WVvK+KB543LXxLLlBvurREuJFExIbgs9tPc2OqYDhA7Fe0RHxV090latjVa48VuXKYVWuLFpHR9MGK3KUnbPVcyUsD3rEzoFeQdHa0eSNmln2NKWlpnIvIpyY22HE3LltSMLS/387jKT4OBJjY0iMjSH00vksjqagaOxRNM4o2iJotG5cO+FK2YDyaM1knqoQQgiRm6RH6wmkR0s8Tlh8GL3nNafJ8TT8boP/bRWn+Ky3NS9WDKvy5bAsVw6r8uWxKlceM3e3/zT/RuRfz9sj9rDkhPgHyVd4GNHht4m93xsWE34bXVrWC7NrtFpcinnj5uOHm68/bj5+FPH1x9bJWa5HIUShIT1aIjs51aMlidYTSKIlnuTROVqflnmXpkn+JJ05Q9KZsySdPUvqjRtZPlfr6nq/x6scVuUNCZi5tzeKRpPl9kI8LVWv5+jmc+xZdhh92l1UfQQOLvEkRN8iOSHrbwOs7R1w8/WjiI+/MQFzLe6D2SOLU0qBDSFEQSCJlsiOJFp5RBIt8TTC4sO4fu863vbeWc7N0sXGknT2nCH5OnuG5LNnSb58BfT6TNtqbG2xLFf2wbDD8uWwLFkSRZYkEM/h0Z4zVVW5d/cOd64FExESTPi1q0Rcu0pU6C1UNfP1qGg0OHsVMyZeifEOnPo32VCaXqNIgQ0hRL4liZbIjiRaeUQSLZFb9ElJJF+4YOj1OnOGpLNnSb5wATU5OdO2irk5lqVLPxh6WK4cVmXKoLGxMUHkoiBKTUkm8sZ17ly7ariFBHPn2lWS4u5l/QTFEo3WC415UVoOboZ/tYqPrYAohBAvGkm0RHYk0cojkmiJvKSmpZF85QrJZ88+GHp47hz6e1l82NVosPDzu9/rVd4w9LBcObROTnketyiYVFUlPirSmHhdO3We66cuoOqjgIy9X4qiwc3XH6/SZSlWuixFy5TDwc1D5nwJIV5YhSHRatKkCVWrVmXGjBmmDuU/Cw4Oxt/fn6NHj1K1atVcPZYkWnlEEi1haqqqknrjxv35XmeMvV+6O1kvhGtW1CvDsEOr8uUx8/DgdsJtWVRZ/Cfppen1+jRUXQT6tFBU3S2s7e4SF5n5erR1cqZo6XIULV0Wr9Ll8PAvmWG+l8z1EkKYUn5NtLJKnnbs2EFgYCBRUVE4PfSFa2RkJObm5tjb2+d9oDns0UQru3N+VFJSEkOGDOHw4cOcPXuWtm3bsmrVqsceS8q7C1FIKIqChbc3Ft7eOLRobmxPu3OHpLNnjQU3ks6cIfX6ddJuhRJ3K5S4rVsfbOtgwxnXRE57K5wsoaFXx/F0KtPFFKcj8rGHS9OriidaC0+avPE65QOKcu9uBLcunCP04llunT/H7auXiY+O4uLBvVw8uBcArZkZ7iVKUbR0OfR6D87u1YNiJ4spCyFELnFxccmT46SmpmL+gs4l1+l0WFtbM3z4cJYvX56nx5YerSd4kXq0QmMSuRoRj38RW7wcZS6EyEx3755hrtdDCVjy5UugyzjMK9YaXBs1pUijl7FtEIC5h4eJIhb50dOUpk9NSeb2lUvcOn+WWxfOcevCWRJjYzJtp2gc0Zh5o7Hw4fVxnXHzffprUXrEhBD/RX7s0erbty+//PJLhrb0c3hYnz59WLhwYabeLz8/PwYMGMCFCxdYsWIFrq6uzJo1i/r16zNgwAC2bt2Kv78/CxYsoGbNmtnGoSgKc+bMYf369WzZsoUPPviAiRMnsmbNGiZMmMDp06cpWrQoffr04aOPPsLMzNC3M2HCBH7++Wdu376Nq6srXbp0YdasWcZ9rly5kldffdV4HCcnJ2bMmEHfvn0z9Gg5OTlle85Pev2io6OlR0tktDQohDErTqJXQaPA1E6V6F7Lx9RhiReM1t4e29q1sa1d29h2MHg3ny0ZQslQlcrBKhWDVRwSIXXjNkI3bgPA8qVS2AY0wLZBA2xq1kCTT/7gCNN4msWazS0sKV62AsXLVgAMQ2Bjbodx68JZLhw8xpUjJ1B1Eaj6GHQpMehSTrFo5DrcfP3xqVQVv0pVKVauAuaWWR/nzJ5b7PjtHKqK9IgJIXKGqkJqgmmObW5jeDN7gpkzZ3LhwgUqVqzIpEmTAHBzc2P58uV07tyZ8+fP4+DggLV19l/IT58+nc8++4xPPvmE6dOn06tXLwICAujfvz9ffvklo0aNonfv3pw+ffqx82zHjx/P1KlTmT59Olqtlo0bN9KzZ09mzZpFw4YNuXz5MoMGDTJuu2zZMqZPn84ff/xBhQoVCAsL4/jx48/4Qhl4e3s/0zmbiiRa+UBoTKIxyQLQqzB2xSkalXaTni3xRD5upbhaTMvlono21QCtTqV0qMI0y9fh4HGSTp4k+eIlki9eInLhQhRLS2xq1sS2QQNsA+pj+dJLUtBA/GeKouDk6YWTpxc+leqz6PJe9Ppk9Gm30KeGoE8LQdXdMVY9PLx2JVozM4qWLodPpar4VqqKR8lSaDRa4qKSjEkWGD4b7Vh8Dp/yLtKzJYR4fqkJ8JmJvrAZewssbJ+4maOjIxYWFtjY2ODp+WC+dfoQQXd398fOVwJo3bo1gwcPBmDcuHHMmTOHWrVq0bVrVwBGjRpFvXr1uH37doZjPKpHjx7079/feL9Xr16MHj2aPn36AFCiRAk+/fRTRo4cyfjx4wkJCcHT05NXXnkFc3NzfHx8qP3QF8PPQqvVPtM5m4okWvnA1Yh4Y5KVTqeqBEckSKIlnsjT1pPx9cYbF1VWzbS81m08/i91AiAtKoqE/fuJ272b+N17SLt9m/g9e4jfswcAM3d3bAMCsG0QgG39+pg5O5vydEQB8PBcL0Xxx8zSnyZvlMWvog3XTh0n5OQxrp04xr27d7h+5iTXz5xkz9JfsbSxxbtCZRw8SqNL06BonIxfAqh6iAlPlERLCCGeoHLlysb/e9yfOlCpUqVMbeHh4Y9NtB4dWnj48GGCgoKYMmWKsU2n05GUlERCQgJdu3ZlxowZlChRgpYtW9K6dWvatWtnHFZYEBXcMytA/IvYolHgHe1flFRusUzXmD1qFfyKyBpK4ul0eqkT9YvWz3JRZTNnZxxatcKhVStUVSXl8mXi9+whbvceEoKCSAsPJ2blSmJWrgRFwapCBWwbBGDXoAHWVarIQsriuZQPKIpPeZdMc73KBTSmXEBjVFUlOuwW104c49rJY1w/fYLkhHguBe0D9hl2otijNfdFY14CraUvju7yxZMQ4j8wtzH0LJnq2Hl1qIf+bqd/WZVVm16feRH7h9naZuyB0+v1TJw4kU6dOmXa1srKCm9vb86fP8/mzZvZsmULb731Fl9++SU7d+7E3NwcRVF4tHREamrqs53cC0YSrXzAy9Gaz18tR5N123FXommrPUCClTs2QT2hWk9wLWnqEEU+4Gnr+cSy7oqiYFmqFJalSuHSpw/65GQSDx8mbrehhyv5/HmSTp0i6dQp7s79AY2tLTZ162IbUB+7Bg2w8JF5g+LpPW6ul6IoOHsVw9mrGFVbtEGv03H76iWunThGyMlj3Dh3BlV/D13KKcMtyYxNP+yjZI06lKhRC3uXItkeV4poCCGypChPNXzP1CwsLNDpdJnagEzteal69eqcP3+eUqVKZbuNtbU17du3p3379gwbNoyyZcty8uRJqlevjpubG6GhocZtL168SEJC9nPmXoRzfhJJtPKJbnVKcMflL0IP/YbHtdXYJIXD7m8MN596UPUNqPAqWOb/dRLEi0NjaYlt/frY1q8PfEhqeDjxe/YahxbqoqKI27qVuK1buQ2Y+/gYky6bOnXQ2tmZ+hREAaHRavEqVQavUmWo26k7qUlJXDx0lEsHDxJ26Tj37oZz9eghrh49BD+Bu39JStaoTckadXD3L2n8hlaKaAgh8js/Pz8OHDhAcHAwdnZ2uLi44Ovri6IorF27ltatW2NtbY1dHv8NHjduHG3btsXb25uuXbui0Wg4ceIEJ0+eZPLkySxcuBCdTkedOnWwsbHh119/xdraGl9fXwCaNm3Kd999R926ddHr9YwaNeqxJeOf5ZzPnDlDSkoKkZGR3Lt3j2PHjgHk+sLHkmjlI24v1YaXakPal3B+HRxdDJe3Qsg+w239KEOyVfUN8K3/VNVrhHgW5u7uOHV8FaeOr6Lq9SSdPUv8/d6uhKNHSQ0JITokhOglf4CZGdZVq6DWqsLd6v4UqxaAl52XqU9BFBDmVlaUb1CP8g3qoaoqEdevceXwQS4fPkDopQuEX71M+NXL7Fu2BDsXV0pUr0WxMtXZ/nsc6X/6pIiGECI/+uCDD+jTpw/ly5cnMTGRq1ev4ufnx8SJExk9ejT9+vWjd+/eTyx1ntNatGjB2rVrmTRpEl988QXm5uaULVuWAQMGAIZS7Z9//jnvvfceOp2OSpUqsWbNGlxdXQH4+uuv6devH40aNaJo0aLMnDmTw4cPZ3u8YsWKPfU5t27dmmvXrhnvV6tWDSDTUMWcJutoPcGLtI5WlmJvwfE/4OhvEHn5QbuzP1R7A6q8Do7FTRefKDR0cfEkHDxo6O3avZuUh97QAG66gEWLptTp+R6WJWW4q8g98dFRXDkaxJXDBwk+cZS05OSHHjVDY+6LxrwUWvOSKBorXn23GsXKSJEXIQqb/LiOlsgbObWOliRaT/DCJ1rpVBWuH4Cjv8LpVZASd/8BBUoGGuZylWkD5vJGIvLGzQtH+Xp2L6pe1lPliorFQ0OoLUuXxqG1oQCHxf0hA0LkhrSUFEJOH+fK4YNcCjpAfHTkQ49q0Jj70uj11lRo3BCrbIacyJwuIQomSbREdiTRyiP5JtF6WHIcnF1tGFp4bfeDdisnqNTV0NPlVVWGFopcdTD0IG9uehMA62SVmhdV6p9VqR6sQUl7kHVZVahgSLpatsS8WDFThSsKAVVV2b/qAAf/3oIu+SKq/q7xMY3WDN/KVSldtwGlatY1Jl0yp0uIgksSLZEdSbTySL5MtB4WeQWO/Q7HlkDsjQft7hUMCVfl7mCbfXUuIZ5XWHwYLZa3QK8+KA+rUTSsb7YMm70niV23jvj9++GhakHWVarg0KY19i1aYu7hboqwRSEQF5VETHgiet1dbpwJ4sL+3URcfzDUNT3p8q1Uh/2rVVAe/JFVNNB7Sn3p2RKiAJBES2RHEq08ku8TrXR6HVzZAccWw9m1oLs/Z0FjBqVbGoYWlmoGWqmPInLOiosrjAslaxQN4+uNp9NLD9bXSIuM5N6mzcSuW0dCUJBhCCyAomBTowb2rVvh0KIFZvcnygqRW+7euM6F/bszJV2gQWPmi9aiNBqLUiiKpczpEqKAkERLZEcSrTxSYBKthyVGwcllhqTr1tEH7XYehh6uaj3BrYzp4hMFSlh8WJYLJT8qNTycexs3EbtuHYlHH7ouNRps69bBvlUrHJo1Q+vklPtBi0ItPek6t2cXkbdCHnrEDK1FSZoN7ETZ+nXQmskXU0LkZ5JoiexIopVHCmSi9bDbpw1zuU4shYSIB+3FaxnKxFfsBFaOpotPFEqpt24Ru2EjsevWkXTq1IMHzMywDaiPQ6tW2L/8Mlp7WTdO5K6Daw6zb/kGdMnnUPVRxnZrB0fK1m9E+YaBeJR8ybhOlxTOECL/kERLZEcSrTxS4BOtdGkpcHGToUz8xU2g3p83Y2YN5dsbki6/hqDRmDZOUeikhIQQu34DsevXk3zunLFdsbDAtlFDQ9IVGIjGxsaEUYqCLC4qiejbCaQm3eLqsT2c2/MvibExxsedixanfIMmmFmX5+CaCCmcIUQ+IYmWyI4kWnmk0CRaD7t3G078Yejpijj/oN3Jx5BwVXkdnKUkt8h7yVeuELtuPbHr1pFy5YqxXbWxwrJVM4q+1hurihWMvQtC5AZdWhrXTh7l7K4dXAraT1rKg3W6FLNiaC3KoTUvjcbM6rGFM6T3SwjTkkRLZEcSrTxSKBOtdKoKNw8b1uY6tQKSYx885t/YMJerXDswtzZdjKJQUlWV5AsXCPptOrrNO/GIfvCYZblyOHXpjGO7dmgL2++syHPJCQlcCtrH0Q2buH3l9EOPaNFYlKbxGx2p1qJepuRfysYLYXqSaInsSKKVRwp1ovWwlAQ4t9aQdF3990G7pQNU7GxIuorVkLW5RJ5JLx+v6nWUD1FpekylzvkHCyMrlpY4tGyBU5cuWNesKb1cIlfFRSXxy+iNpCWfQ5d8JsMaXU4eXlQMbEb5xk2xdylCXFQSi8bu5eG/vlI2Xoi8V1ATrR07dhAYGEhUVBROUkDqueRUoiUTbsTTsbCByt2gzxp45wQ0GQOOPoZersML4KeXYXZd2DML4sJNHa0oBEJiQ9CrelRF4bSvhm87aBn8Py3J/+uJ5UsvoSYnE/P3aq716s2VVq25+9NPpEVEPHnHQjwHO2crAnvXwtymFhYOvbF0eB3vCg2xsLYm+nYou/9YxLy3+rPi8wmc2vEver0uw/NVPcSEJ5ooeiGEeOD48eO8/vrreHt7Y21tTbly5Zg5c6apw8qXpDateHbOvtBkNDQaCcG7DGXiz/wNd87B5k9gywQo3cIwn6t0C9CamzpiUQD5OPigUTQZFkROtNHi2flNPN4aS9KJE0QvW0bMP+tICQ4m/KuvCZ8xE/vAQJy6dcW2fn0UrdaEZyAKmvIBRfEp70JMeCKO9+ddpSYlcX7/bk5t38TNc2e4evQQV48eAsUarUV5tJaV0GhdUDTg6C7DsIUQpnf48GHc3Nz47bff8Pb2Zu/evQwaNAitVsvbb79t6vDyFRk6+AQydPApJcUY5nEdWww3gh602xR5sDaXR3nTxScKpCctiAygi4sndv06opctI+n4CWO7mZcXTp064dS5E+ZFZW6MyH2Rt25yasdmzuzcSnz0g1LxGjNvKjdrRZOerdCaZfxiSgpmCJF7cnLoYFh8GCGxIfg4+Dx2zcickpyczIcffsgff/xBbGwsNWvWZPr06dSqVcs4dHDt2rWMHTuW8+fPU6VKFX766ScqVaoEwLVr13j77bfZvXs3KSkp+Pn58eWXX9K6dessjzds2DDOnj3Ltm3bcv3cXgQyRyuPSKL1HO6cN5SJP/4HxD80jLBoNUPCVbEzWDubLj5RoDztgsgASecvGHq5Vq9GH3O/PLeiYNugAU5dumAf2ATFwiL3gxaFml6n4+qxQxzdsJ6Qk4dJ/zNs4+hEpabNqfxySxzc3KVghhC5LKcSraf50i+nvfPOOyxbtoyffvoJX19fvvjiC1avXs2lS5c4ceIEgYGBxiF/np6ejB07llOnTnHhwgXMzc1p27YtKSkpfP3119ja2nLmzBkcHBxo1KhRlsfr2bMnSUlJLFu2LFfP60UhiVYekUTrP9ClwqUthqTrwgbQpxnatZZQrq0h6fJvDBoZviXylj45mXubtxD9118kHDhgbNe6umLW5hXuNq+Bd7laefKtpCjcYiPCObl1Iye3bXrQy6Uo+FSsRthVHxQzPxTFMJ1aCmYIkbNyItFKL8z08DB2jaJhY+eNufY3JD4+HmdnZxYuXEiPHj0ASE1Nxc/PjxEjRlCrVi0CAwP5448/6N69OwCRkZEUL16chQsX0q1bNypXrkznzp0ZP378E4+3b98+GjduzD///EOzZs1y5ZxeNDmVaMkcLZF7tOZQppXhFncHTv5pWJsr/DScWm64ORSHqq9D1R7gUsLUEYtCQmNpiWPbNji2bUPKtWtEL19B9MoV6O5EoFu0FJtFS9lYWsH9zYG0bD9CKhaKXONQxJ2A7r2o2/l1Lh/az/HN6wk5dZyQk0eAI6BxwMyyMlqLyoAVMeGJkmgJ8QJJL8z0ML2q5/q967mWaF2+fJnU1FQCAgKMbebm5tSuXZuzZ89Sq1YtAOrVq2d83MXFhTJlynD27FkAhg8fztChQ9m0aROvvPIKnTt3pnLlypmOdfr0aTp06MC4ceMKTZKVk6TqoMgbdm5QbxgM3QMDt0OtAWDlCLE34N8vYVY1WNAGjv0OKfGmjlYUIha+vri/9y72a5bwZRczjpZQ0AC1L6j4jfqRi107E7t+PWpamqlDFQWY1syM0nUb0PWTKfSb/gOVX2kHiiXoY0lL3E1yzE+kJe7EzDzB1KEKIR6SXpjpYRpFg7e9d64dM30w2qNfAqqq+sQvBtMfHzBgAFeuXKFXr16cPHmSmjVr8u2332bY9syZMzRt2pSBAwfy8ccf5+AZFB6SaIm8pShQrDq0+RrevwBdfoaSTQEFru2GVUPhq9Lw99sQsh9kZKvII9cTbxH0EkztruXdgVq2VlFI0YLu1Fluvvsel1u0JPKXX9DFyRcBIne5FC1Gs4GDaT70a8xtW6BoXIEU0pIO8/vHw9g4dyZ3b143dZhCCMDT1pPx9cYbk630OVq5OfS8VKlSWFhYsHv3bmNbamoqhw4doly5csa2/fv3G/8fFRXFhQsXKFu2rLHN29ubIUOGsGLFCt5//33mzZtnfOz06dMEBgbSp08fpkyZkmvnUtDJHK0nkDlaeSTmBhxfYhhaGHX1QbtrKUOZ+Cqvg4OX6eITBV5W4+yd4xV+SXyd1GVr0EUZ5s9o7Oxw6tYNl149MfeSa1LkrrioJKJvJxATfpaTW1dz89xp42Mla9aldofOFC1d7jF7EEJkJ6erDj5tYaacMGLECP766y/mz5+Pj4+PsRjG5cuXOX78OIGBgVSoUIGZM2fi4eHBRx99xLFjx7h48SIWFhaMGDGCVq1aUbp0aaKiohg6dCh+fn4sXbrUmGQ1b96cr776ynhMrVaLm5tbrp/bi0CKYeQRSbTymKrCtb2GAhpnVkHq/WEyigZKvWJIusq0AjNLk4YpCqbsKkfpk5KI+Xs1kQsXknL1/hcBZmY4tGyJS7++WFeoYNrARaFx68JZDv69nMuHHnxTXaxsBWp36IJ/tZoyn1CIZ5CTiVZeS0pKYuTIkSxZsoR79+5lWd59zZo1jB49mosXL1KlShXmzZtHlSpVAPjf//7H+vXruXHjBg4ODrRs2ZLp06fj6urKhAkTmDhxYqZj+vr6EhwcnMdnahqSaOURSbRMKPkenF5lWJsrZN+DdmsXqNzNkHR5ZZ64KcR/8bhvJVW9nridO4lc+EuGaoU2tWrh0q8fdk0ao2hkRLbIfXdvXufQmhWc+Xc7ep1h/mARb19qte9MmfqN0JpJrSshniQ/J1oid0milUck0XpBRFwyJFzHl8C90AftnpWgWi+o1BVsXEwXnyh0Ek+fJnLhL8SuXw/3C2VY+Pnh0rcPjh06oLG2NnGEojC4FxnBkXWrObFlPSmJiQDYu7pRo82rVHq5ORZWch0KkR1JtER2JNHKI5JovWD0Ori8zTC08Pw60KUY2rUWUKa1YW2ukk1lbS6RZ1LDwoj89Vei//wL/b17AGidnHDu8TrOPXpgVqSIiSMUhUFSfBzHN63jyPrVJMREA2BlZ0/VFm2o1rIdNg6Opg1QiBeQJFoiO5Jo5RFJtF5gCZFw8i9D0hV24kG7vZeheEbVN6BIqQxPCY1J5GpEPP5FbPFylG96Rc7RxcUTs2I5kb8sIvXmTQAUc3Mc2rfDtW9fLF96ycQRisIgLSWFM/9uI2jNcqLDDL3/ZhaWVAx8hZptO+LoLotwC5FOEi2RHUm08ogkWvlE6AnD0MITf0Ji5IN277qGXq4Kr7L0RBRjVpxEr4JGgamdKtG9lo/pYhYFkpqWxr0tW4lcsIDE48eN7bYNG+LStw+29etLwQKR6/R6HZcO7uPg38u5feUiAIpGQ5l6DanVvjPufrJAvBCSaInsSKKVRyTRymfSkuHCBkMv16UtcL9Ut97chhVJNfkzrTEH1bKAglZR2D06UHq2RK5JOHKUyIULubdlC+gN16JlmTK49O2LY5vWKBYWJo5QFHSqqnL99AkO/r2MayeOGtv9qlSnVvvOeFeoLIm/KLQk0RLZkUQrj0iilY/FhhqKZxxbDHcvGZuD9R78qGvLX7rGLBrYgHolXU0YpCgMUkJCiFz0K9ErVqAmGJYsMHNzw7lnT5y7d0Pr5GTaAEWhcPvqZQ6tWcH5vbtQ738J5VnyJWq170yp2vXQyNxWUchIoiWyI4lWHpFEqwBQVSLO7WLr71/TRrMfOyUJgBDVHYcWY3Gq0wu0UgpZ5D5dTAxRS/8k6rffSAsPB0CxtsapY0dc+vTGwtfXxBGKwiAmPIxDa1dyattm0lINBYWcvYpSs20nyjdqipn0tIpCQhItkR1JtPKIJFoFx9KgED5dcYgumu0MM/sbNyXG8IBrKWgyBip0AlkDSeQBNSWF2PXrubtgIcnnzhkaFQW7l5vi2q8f1tWry3AukesSYmM4umENxzasJSk+DgAbRyeqt+5AlWatsLK1M3GEQuQuSbREdiTRyiOSaBUsoTGJBEck4OcIXud/g90zHhTPcCsHgWOhXDuQD7kiD6iqSsKBA9xdsID4nf8a261r1MDtf29jU6eOJFwi16UkJXJy6yYO/7OKe3fvAGBhbU3lV1pRo3UH7FxkeLUomCTREtmRRCuPSKJVwCXfg/1zYe+3kHy/h8uzMjT9GF5qLgmXyDPJly4R+csiov9eBSmpANjUrEmR//0P2zq1TRucKBR0aWmc3/svQauXE3H9GgAarRnlGwVSs10nXIt5mzhCIXJWYUi0mjRpQtWqVZkxY4apQ/nPgoOD8ff35+jRo1StWjVXj5VTiZaMkxKFm6U9NP4QRhyHRh+ChZ1hTa7fu8FPrxgWR5bvIkQesCxVin29qzJ0MGyorpCqhYRDhwjp04drvfuQEBRk6hBFAac1M6N8o6b0/vI7Oo4aT7GyFdDr0ji1fTML33+Lv7+azK0L50wdphCFXpMmTRgxYkSGth07dqAoCtHR0RnaV6xYwaeffpp3weWh7M45q+06dOiAl5cXtra2VK1alcWLF+dJjJJoCQFg7WzoxXrnBAS8A2bWcPMQ/NoRFraB4D2mjlAUcGHxYUzcN5G7dio/t9AyfIiWTdU1YGZGwsGDXOvVm2t9+5Fw+LCpQxUFnKIolKhei9cmTuP1T7+kZM26oKpcCtrPkk8+YOmE0Vw5GkRWA2LiopK4cT6KuKgkE0QuhHiUi4sL9vb2uX6c1NTUXD/G89q7dy+VK1dm+fLlnDhxgv79+9O7d2/WrFmT68eWREuIh9m6QrNJ8M5xqDMUtJZwbQ8sbA2LOsB16VUQuSMkNgT9/ZLbAHcdFH5qoSF+8Rc4de8O5uYk7N/PtTd6EtK/PwlHjj5mb0LkjKKly/Hqhx/T9+s5VAxshkZrxo2zp1j5+UQWjfwfZ3ZtR5eWBsCZPbdYNHYvf08/yqKxezmz55aJoxei4Onbty87d+5k5syZKIqCoigEBwcTGBgIgLOzM4qi0LdvXyBz75efnx+TJ0+md+/e2NnZ4evry99//82dO3fo0KEDdnZ2VKpUiUOHDj02DkVRmDt3Lh06dMDW1pbJkycDsGbNGmrUqIGVlRUlSpRg4sSJpN1/jwCYMGECPj4+WFpaUrRoUYYPH55hn6tWrcpwHCcnJxYuXJjp+I8750eNHTuWTz/9lPr161OyZEmGDx9Oy5YtWbly5WPPMSdIoiVEVuw9oNXnMPwo1OwPGnO4sgPmvwKLu0HocVNHKAoYHwcfNErGt2SNoqF4qWp4TZxAqQ3rceraFczMiN+7j2s9ehDy5gASjx0zTcCiUHEt7k2LIe8w4LufqNmuE+ZW1kSEBLP+u6+Z/85A9i1bzvZfTxpHWqsq7Fh8Tnq2RL6iqir6hAST3J62ZMLMmTOpV68eAwcOJDQ0lNDQULy9vVm+fDkA58+fJzQ0lJkzZ2a7j+nTpxMQEMDRo0dp06YNvXr1onfv3vTs2ZMjR45QqlQpevfu/cSYxo8fT4cOHTh58iT9+/dn48aN9OzZk+HDh3PmzBl++OEHFi5cyJQpUwBYtmwZ06dP54cffuDixYusWrWKSpUqPeVPJ6NnPedHxcTE4OLi8lzHfhayeJAQj+NYDNpOh4AR8O8XcGwJXNxouJVrB03Ggkd5U0cpCgBPW0/G1xvPxH0T0at6NIqG8fXG42nrCYB5sWJ4fToJ18GDiJg7l5iVq4jfs4f4PXuwbdgQt/+9jXXlyiY+C1HQ2bsUoXHP/tTp2I3jm9ZxZP1q7kXcYe9fC0CxQmtZFTPLaigaa1Q9xIQnYudcMIsMiIJHTUzkfPUaJjl2mSOHUWxsnrido6MjFhYW2NjY4OnpaWxPTxrc3d1xcnJ67D5at27N4MGDARg3bhxz5syhVq1adO3aFYBRo0ZRr149bt++neEYj+rRowf9+/c33u/VqxejR4+mT58+AJQoUYJPP/2UkSNHMn78eEJCQvD09OSVV17B3NwcHx8fatd+vmJPWq32mc75YcuWLSMoKIgffvjhuY79LKRHS4in4ewLHb6Ht4OgUjdAgbNrYE59WPYmRFwydYSiAOj0Uic2dt7Izy1+ZmPnjXR6qVOmbSyKF6fo5MmU3LAex06dQKslftcugrt1J2TwYBJPnjJB5KKwsbK1o07Hbgz87mdeGTAMBzdPUJPQJe0nOWYeqQm7gCQc3a1NHaoQ4hGVH/pSzsPDAyBDz1J6W3h4+GP3U7NmzQz3Dx8+zKRJk7CzszPe0nveEhIS6Nq1K4mJiZQoUYKBAweycuXKDMMK88KOHTvo27cv8+bNo0KFCrl+POnREuJZuJaEzvOg4XuwYyqc+RtOLYPTK6DK69B4JDj7mTpKkY952noae7Eex8Lbm6KfTaHI4EFEzJlLzOrVxO/8l/id/2LXpAlF3n4b64q5/0dEFG5mFhZUadaKSi83Z/uifzi+6W9U3W10yUEonObMvwlUa9UOcwtLU4cqxBMp1taUOWKagkOKdd59KWFubv7guPeXscmqTa/X8zi2trYZ7uv1eiZOnEinTpm/JLSyssLb25vz58+zefNmtmzZwltvvcWXX37Jzp07MTc3R1GUTMMVc7LIxs6dO2nXrh3ffPMNvXv3zrH9Po4kWkI8D/dy0G0RhJ6A7Z/BhfVwbDGcWArVehpKxTsWN3WUohCw8PWl6OdTKTJkMBFz5hCzZi1xO3YQt2MHdk2b4vb2MKzKy/BWkbs0Gi0v921P7fbNOLt7H6e3LyPyVgi7fl/I0Q1rqNelBxWbvIJGqzV1qEJkS1GUpxq+Z2oWFhbodLpMbUCm9rxUvXp1zp8/T6lSpbLdxtramvbt29O+fXuGDRtG2bJlOXnyJNWrV8fNzY3Q0FDjthcvXiQhISHbfT3LOe/YsYO2bdsybdo0Bg0a9Axn9d/I0EEh/guvytDjDxiwDUo2BX0aHF4Is6rBupFwL8zUEYpCwsLPj6LTplFi7Voc2rUDjYa4bdu42qkz199+m6Rzsv6RyH32LtbUbt+UPl9/S8u33sW+iBtxkXfZ/OO3LPxgGBcP7H3qSf9CiKz5+flx4MABgoODiYiIQK/X4+vri6IorF27ljt37hAXF5fncY0bN45FixYxYcIETp8+zdmzZ1m6dCkff/wxAAsXLmT+/PmcOnWKK1eu8Ouvv2JtbY2vry8ATZs25bvvvuPIkSMcOnSIIUOGZOhpe9TTnvOOHTto06YNw4cPp3PnzoSFhREWFkZkZGTOvwiPkERLiJxQvAb0Wgn9NoBvA9ClwMEfYGZV2PQxxEeYOkJRSFiW8KfYl19QYu0aHNq0AUUhbstWrr7akRv/G07S+fOmDlEUAhqNlgqNX6b/jB9p0nsgVvYORN26wepvPmPJxx9w/fQJU4coRL71wQcfoNVqKV++PG5uboSEhFCsWDEmTpzI6NGj8fDw4O23387zuFq0aMHatWvZvHkztWrVom7dunzzzTfGRMrJyYl58+YREBBA5cqV2bp1K2vWrMHV1RWAr7/+Gm9vbxo1akSPHj344IMPsHlMD+PTnvPChQtJSEhg6tSpeHl5GW9ZDXHMaYoqXy09VmxsLI6OjsTExODg4GDqcER+oKpwdSdsmwI3DhraLOygzhCo/7ZhcWQh8kjypUtEzJ5N7PoNpNfetm/RArf/vY3lY4Z3CJGTkhMSOLR2BYfXriI12VDy3a9qDRq+3gd3vxImjk4UVklJSVy9ehV/f3+srKQ6pnjgcdfGs+QGkmg9gSRa4rmpKlzcDNsnP1h3y9LRkGzVGQJWcj2JvJN88SJ3vp/NvQ0bDA0aDU6dO1Hk7f9h7uFu2uBEoREfHcX+FX9wYssG9PfnVZQNaExA9144eTy5CIwQOUkSLZEdSbTyiCRa4j9TVTj3D2yfAuFnDG3Wzoa1uWoPBAvbxz5diJyUdP4CN775gtSdewBQrKxw6dMH1wFvorW3N3F0orCIDgtlz5+/cW7PTgA0WjMqv9KSup26Y+skvf4ib0iiJbIjiVYekURL5Bi9Hs6shO1T4e5FQ5utGzR4D2r2B3N5kxe5b8XFFUzcN5GXruvouV1PmRuGPwFaJyeKvDUU59deQ7lfyUmI3Hb76mV2L/mF4ONHADC3tKJG247UbNsRy3xQ/U3kb5JoiexIopVHJNESOU6XBif/gp2fQ1Swoc2+KDR6H6r1BjP5kCtyR1h8GC2Wt0Cv3l8bRVWpfVFh5CEv9NeuA2BevDhu747AoVUrFI3USxJ5I+TUCXb9voCwy4YvoaztHajbqTuVm7XG7DFVx4T4LyTREtnJqUQr3/wVjYqKolevXjg6OuLo6EivXr2Ijo5+7HNWrFhBixYtKFKkCIqicOzYsTyJVYjH0ppB1dfh7UPQbhY4FId7t+Cf9+HbGnDkV0MyloXQmET2Xo4gNCYxj4MWBUFIbMiDJAtAUThYGmLnT8JzwgS0bkVIvXGDW+9/QHDXbsTv32+6YEWh4lOxMj2mfEO798bg7FWMxHuxbP9lHgveHcKZf7eh15tubSAhhHhe+SbR6tGjB8eOHWPDhg1s2LCBY8eO0atXr8c+Jz4+noCAAD7//PM8ilKIZ6A1hxp9YPgRaP0V2HlCTAisfhu+rwUn/oSHPlwsDQoh4PNt9Jh3gIDPt7E0KMSEwYv8yMfBB42S8W1fo2jwdvbD+bXulNq4kSLD/4fGxoak06cJ6duPkIGDpCS8yBOKolC6TgB9v55Ns0FvY+fsQuyd26z//ht+HfUOV44EyRpcQoh8JV8MHTx79izly5dn//791KlTB4D9+/dTr149zp07R5kyZR77/ODgYPz9/Tl69ChVq1Z9pmPL0EGRZ1ITIWg+7P4GEu4a2tzKQpMxhBZrRsC0Hegf+m3VKgq7Rwfi5WhtmnhFvpQ+R0uv6tEoGsbXG0+nlzKuJZJ29y4Rs+cQtXQppKWBouDYvj1u7wzHvGhRE0UuCpvU5CSObljLwb//Ijk+HoBiZSvQsEdfipUpZ+LoREEgQwdFdgrVHK2ff/6Z9957L9NQQScnJ6ZPn06/fv0e+3xJtES+khxnWOx4zyxIigYg3rkc79xuzRZ9dUAxbrpkYF3qlXQ1TZwi3wqLD+P6vet423vjaZt9Se2Ua9cInz7DWBJesbDAuVdPigwahNbRMa/CFYVcYtw9Dq76i2Mb1pKWmgJAyZp1aPBab4p4+5o4OpGfSaIlslOo5miFhYXh7p55nRd3d3fCwsJy9FjJycnExsZmuAmRpyztoOH7MOIENB4Nlg7YRp3lJ4uvWWXxCQ00JwFDj5ZfEanKJZ6dp60ntTxrPTbJArDw9aX4jOn4/bkUm1q1UFNSiJz/M5eat+Du/J/RJyfnUcSiMLO2s6dxz/70n/kjlZo2R1E0XD50gEUf/o8Nc2YQG3Enw/ZxUUncOB9FXFSSiSIWQggDkyZaEyZMQFGUx94OHToEGMZuP0pV1Szb/4upU6caC244Ojri7e2do/sX4qlZOULgGHjnODR4jzStNVU1V/jNYio/mX/FrBb2MmxQ5AnrypXxWfQLxefOwfKll9DHxBD+5ZdcbtWK6FWrUHVSqEDkPnvXIjQfPJw+X3/PS7Xro6p6Tu/Yws8jBrHj1/kk3ovlzJ5bLBq7l7+nH2XR2L2c2XPL1GELked27NiBoihPLBoncp9Jhw5GREQQERHx2G38/Pz4/fff82zoYHJyMskPfUsbGxuLt7e3DB0Uphd3h/it07A+tgCNmgYac6g7FBp9CFZybYq8oep0xKz6mzvffkva/REFlmXK4P7BB9g1bGDi6ERhcuvCOXYtWciNM6cAsLCyQa9UQ2tZHUUxlIRXNNB7Sn3snGVYmMisoA4d3LFjB4GBgURFReHk5PTMz7979y5vvPEGJ06c4O7du7i7u9OhQwc+++yzQvNZOKeGDprlZpBPUqRIEYoUKfLE7erVq0dMTAwHDx6kdu3aABw4cICYmBjq16+fozFZWlpiaWmZo/sUIkfYuWHb4SuoPwg2joVLm2HvLDj+B7w8Dqq+AbLukchlilaLU+dOOLRpTeSvv3L3x3kknz/P9YEDsW3YEI/Ro7AsWdLUYYpCoGjpsnQbN5XgY4fZteQX7ly7CuwhLekYZtYBaC0qgF4hJjxREi0hnoFGo6FDhw5MnjwZNzc3Ll26xLBhw4iMjOT33383dXj5Sr74VFauXDlatmzJwIED2b9/P/v372fgwIG0bds2Q8XBsmXLsnLlSuP9yMhIjh07xpkzZwA4f/48x44dy/F5XULkKbfS0HMZ9PgLXEtBfLihJPy8QAg5YOroRCGhsbKiyMCBlNy0EZc+fcDcnPhdu7jSvgNhUz5DJ0NWRB5QFAX/ajXp9flMmvZ/B0XjCGo8aQmbSLm3BFUfhqO7DLEWuS+v5wYmJyczfPhw3N3dsbKyokGDBgQFBWXYZs+ePVSpUgUrKyvq1KnDyZMnjY9du3aNdu3a4ezsjK2tLRUqVGDdunUAODs7M3ToUGrWrImvry8vv/wyb731Frt27cqTcytI8kWiBbB48WIqVapE8+bNad68OZUrV+bXX3/NsM358+eJiYkx3l+9ejXVqlWjTZs2ALz22mtUq1aNuXPn5mnsQuSK0s1h6D5oPgUsHSD0GPzcHJYPgJibpo5OFBJmzs6ow/sS9/NkzBvXB52OqF9/5XKLlkT+thg1LevFt4XISYpGQ7UWzWg+dCpmNo0Ac1RdGMkxS9j71zwSYmOeuA8hnpcp5gaOHDmS5cuX88svv3DkyBFKlSpFixYtiIyMNG7z4Ycf8tVXXxEUFIS7uzvt27cnNTUVgGHDhpGcnMy///7LyZMnmTZtGnZ2dlke69atW6xYsYLGjRvn+nkVNPmivLspSXl3kS/E3YFtn8KRRYAK5jbQ4F2o/z8wl29zRe55dF2uadZvUHrRLpIvXgLAolRJPEaNlvlbIs/ERSURdjmUM//+xcUD/wJgZWtHQPdeVG7WEo1Ga+IIxYsiJ+ZoxUUlsWjsXh7+NJ3bcwPj4+NxdnZm4cKF9OjRA4DU1FT8/PwYMWIEtWrVIjAwkD/++IPu3bsDhlFexYsXZ+HChXTr1o3KlSvTuXNnxo8fn+1xXn/9df7++28SExNp164df/75Z4Gay/Y4haq8uxDiCezcoP0sGLQDfOpBagJsnwLf1YbTK0G+TxG5ICw+zJhkAehVPaMSF2P921w8x49D6+REyqXLXB84kOuDh5B85aqJIxaFgZ2zFaVq+tP+vZF0nzgNN19/kuLj2PrzHH4b8y43zp02dYiiAIkOT8z0J1bVQ0x4Yq4d8/Lly6SmphIQEGBsMzc3p3bt2pw9e9bYVq9ePeP/XVxcKFOmjPHx4cOHM3nyZAICAhg/fjwnTpzIdJzp06dz5MgRVq1axeXLl3nvvfdy7ZwKKkm0hChIilaFfuuhy8/gUBxiQuCvvrCwLYRmfhMV4r8IiQ0xJlnp9KqeG4m3cH79dUpu3GCYv2VmRtzOnVxp357bU6eii5FhXCJvFC9bgZ5TZ/By/6FY2tpyJ/gKS8ePYt13XxMXFfnkHQjxBE7u1jy60pCiIVfnBqYPRnt0iaOnWfYo/fEBAwZw5coVevXqxcmTJ6lZsybffvtthm09PT0pW7YsHTp04IcffmDOnDmEhobm4JkUfJJoCVHQKApU7AxvBxkWPDazgmu74cfGsGYExD9+SQUhnpaPgw8aJeOfEY2iwdvesP6g1tERjzGjKbF6NXaNG0NaGpG/LDLM3/r9d5m/JfKERqulaos29J/xI5VebgGKwtld21nw7mAOrVmBTq5D8R/YOVvRpGdZ0t8KFQ00eaNsrla6LFWqFBYWFuzevdvYlpqayqFDhyhXrpyxbf/+/cb/R0VFceHCBcqWLWts8/b2ZsiQIaxYsYL333+fefPmZXvM9OQuWRaqfyYyR+sJZI6WyPeir8PmcXB6heG+pSM0GQ21B4LW3LSxiXzv0Tla4+uNp9NLnbLcNm7Xbm5P+5yUS5cBsHzpJTzGjMY2h5fpEOJxwi5dYOuCuYRdugCASzFvmvYdjG/lqqYNTOS5nFxHKy4qiZjwRBzdrfNkOYERI0bw119/MX/+fHx8fPjiiy9YvXo1ly9f5vjx4wQGBlKhQgVmzpyJh4cHH330EceOHePixYtYWFgwYsQIWrVqRenSpYmKimLo0KH4+fmxdOlS1q1bx+3bt6lVqxZ2dnacOXOGkSNH4uTklCG5K8hyao6WJFpPIImWKDCu7YX1oyDs/hDCIqWhxVR46RXTxiXyvbD4MK7fu463vTeetp6P3VZNSyPqj6VEfPutcQihXWAgHqNGYuHnlwfRCgGqXs+pnVvY9fsvJN6vSFi6TgCNe7+JQxF3E0cn8kp+XrA4KSmJkSNHsmTJEu7du0fNmjWZPn06tWrVMi5YvGbNGkaPHs3FixepUqUK8+bNo0qVKgD873//Y/369dy4cQMHBwdatmzJ9OnTcXV1Zfv27Xz00UecOXOG5ORkvL296dSpE6NHj36uBZDzI0m08ogkWqJA0evg6G+wdRIk3B9C+FILaPEZFCll2thEoaKLjubO97OJ+v130OnA3ByXN96gyFtD0cp7rcgjSXFx7P1rMcc2/oOq6jGzsKROx27UbNsRMwsLU4cncll+TrRE7pJEK49IoiUKpMRo+PdLODAX9GmgMYe6Q6DRh2DlaOroRCGSfPkytz+fRvz9hTC1rq64v/8+jq92QNHINGKRN+5cu8q2BT9w4+wpAJw8vAjsO4gS1WuZODKRmyTREtmRRCuPSKIlCrSIi7BxLFzcZLhv6wYvj4Oqb4CsNSPyUNy//3JzymT0164DYF21Kh6ffIx1hQomjkwUFqqqcm7vv/z763xjRcIS1WvRpM9AnD2Lmjg6kRsk0RLZkXW0hBD/XZGX4I2/oMdf4FoK4u/A6v/BvEC4ts/U0YlCZJNXBK+/FsZvgRqSzCHx2DGCu3QldOJEdNHRpg5PFAKKolAuoDH9ps+lVvvOaLRarhwJ4pf332L3H7+SmpRk6hCFEPmM9Gg9gfRoiUIjLQWC5sGOzyE51tBWsQs0mwiOxTNsGhqTyNWIePyL2OLlmHtrhYjCISw+jBbLWxjX5HKJVem1XSXgjOG+1skJt/fexalzZxSt9LSKvHH35nW2L/yRayeOAmDv6kaT3m/yUp2AJ65VJPIH6dES2ZGhg3lEEi1R6MTdgW2fwpFFgApm1tDgXaj/P7CwYWlQCGNWnESvgkaBqZ0q0b2Wj6mjFvnYwdCDvLnpzUztv7h/iNPsv0i+eAkAq4oV8Rz3CdaVK+d1iKKQUlWVS0H72LHoJ2LvhAPgU7EKTfsNxrW4vO/ld5JoiexIopVHJNEShVbocVg/GkL2Gu47ehMV8DE1VtqhVx98m6tVFHaPDpSeLfHcHu3RAsPCxxs7b8TDwpWo33/nzrffoY+LA8CxS2fc33sPMxcXU4UsCpnU5CQO/r2coNXL0KWmotFqqdaqPfU6v46ljY2pwxPPSRItkR2ZoyWEyF1eVaDfOuiyAByKQ8x1nNcNZon5p1RQgo2b6VSV4IgE08Up8j1PW0/G1xuPRjH8SUpf+NjT1hPF3ByXPn0ouX4djh06ABCzbDmXW7YicvFiVJ3OlKGLQsLc0oqAbm/Q9+s5lKxZB71Ox+G1K1nw7mDO7NqOfGcthMiK9Gg9gfRoCQGkJMDeb1F3T0dJS0SvKvyua8oXad2JV+ylR0vkiKdZ+DjhyBHCPp1M8tmzAFiWK4fnJx9jU716XoYqCrkrR4PYvvBHosNCAShapjwv9x+Cu18JE0cmnoX0aInsyNDBPCKJlhAPib7OtT8/xPfWegAiVAcuVhtLvQ5DQCaHizyi6nRELV3KnRkz0ccaCrc4duiA+wfvY+bmZuLoRGGRlprK4bUr2b9yKWnJySiKhirNW1G/W0+s7exNHZ54CpJoiezI0EEhRN5z8sZ30B/c7bKcRIcSFFFiqXdsNCzqABGXTB2dKCQUrRaXHj0ouWE9Tl27gKIQ8/ffXG7VmsjfZDihyBtm5ubU6diNft/MpUy9hqiqnmMb/2HBiMGc2LoBvV6uQ2F6TZo0YcSIEaYOI0cEBwejKArHjh0zdShPTRItIcQzc634CtbD90PTj8HMCq7uhDn1YPtUSJW1ZkTeMHNxwevTT/Fb+gfa8mXQx8Vxe/Jkgrt1J/HkKVOHJwoJhyJutB0xiq6ffIZrcR8S78Wy+cfv+P2jDwi9eN7U4YkCKKvkaceOHSiKQvQj6w6uWLGCTz/9NO+Cy0PZnfOjzp8/T2BgIB4eHlhZWVGiRAk+/vhjUlNTcz1GSbSEEM/HzBIafQhv7YNSr4AuBXZ+bki4Lm8zdXSiEFlvfYlu7a/wU3MN8ZaQdPo0wd26ETbpU3T3hxYKkdt8Klam17RZNOk9EAtrG25fucjvH7/PxrkzSYiJNnV4opBycXHB3j73h7LmRdLyvMzNzenduzebNm3i/PnzzJgxg3nz5jF+/PhcP7YkWkKI/8alBLyxDLouBDtPiLwCv3aEZW/Cvdumjk4UcGHxYUzcNxGdorKphoYRg7TsqqABVSXq99+53LoNMWvWSFU4kSe0ZmbUaNOB/jN+oELjlwE4tX0zP48YzJH1a9DLsNYXmqqqpCYlmeT2tO9Rffv2ZefOncycORNFUVAUheDgYAIDAwFwdnZGURT69u0LZO798vPzY/LkyfTu3Rs7Ozt8fX35+++/uXPnDh06dMDOzo5KlSpx6NChx8ahKApz586lQ4cO2NraMnnyZADWrFlDjRo1jD1HEydOJC0tzfi8CRMm4OPjg6WlJUWLFmX48OEZ9rlq1aoMx3FycmLhwoWZjv+4c35UiRIl6NevH1WqVMHX15f27dvzxhtvsGvXrseeY04wy/UjCCEKPkWBCh2h5MuwfQoc/BFOLYOLm+GVcVCjH2i0po5SFEAhsSEZ1t+KsVP4tr1CzTdH4vjtUlKuXuXWhyOJXr4Cz3HjsCzhb8JoRWFh6+RMy7fepdLLLdn281zCgy+zfeEPnNy2kZf7DaF4+YqmDlFkIS05mVl9upjk2MN/WYb5UxTkmDlzJhcuXKBixYpMmjQJADc3N5YvX07nzp05f/48Dg4OWFtnXwl4+vTpfPbZZ3zyySdMnz6dXr16ERAQQP/+/fnyyy8ZNWoUvXv35vTp0yiPKXQ1fvx4pk6dyvTp09FqtWzcuJGePXsya9YsGjZsyOXLlxk0aJBx22XLljF9+nT++OMPKlSoQFhYGMePH3/GV8rA29v7mc75YZcuXWLDhg106tTpuY79LKRHSwiRc6wcoNU0GLgNilaD5Bj4532Y38ywALIQOczHwce4/lY6jaKhaOMW+P+9CrcR76BYWpKwfz9XO3QgfOZM9Ekyj1DkjWJlyvHG1G94ZcAwrOzsiQgJZunE0fwz60vuRUZk2DYuKokb56OIi5LrU2TP0dERCwsLbGxs8PT0xNPTE61Wi8v9Bdzd3d3x9PTE0dEx2320bt2awYMH89JLLzFu3Dju3btHrVq16Nq1K6VLl2bUqFGcPXuW27cfPyqlR48e9O/fnxIlSuDr68uUKVMYPXo0ffr0oUSJEjRr1oxPP/2UH374AYCQkBA8PT155ZVX8PHxoXbt2gwcOPC5XodnPWeA+vXrY2VlxUsvvUTDhg2NiWpukh4tIUTOK1oNBmyFQz/D1klw8zD82ATqDIHAsWAppY9Fzkhf7HjivonoVX2GxY4BigwZgkObNoRNnkz8zn+5O2cusWv/wfOTj7Fr1MjE0YvCQKPRUqVZK0rXDWDP0l85vmUD5/bs5PKhA9Tt/Bo12nTg/IE77PjtHKpqGCDQpGdZygcUNXXohY6ZpSXDf1lmsmPnlcqVKxv/7+HhAUClSpUytYWHh+PpmfWahgA1a9bMcP/w4cMEBQUxZcoUY5tOpyMpKYmEhAS6du3KjBkzKFGiBC1btqR169a0a9cOM7O8SUeWLl3KvXv3OH78OB9++CFfffUVI0eOzNVjSqIlhMgdGi3UHgjl2sHGsXBqOeyfDadXQavPoVx7WXtL5IhOL3WiftH62S52bOHtjffcudzbvJnbn00l9fp1rg8ajH3z5niMHYP5Yz5ICJFTrO0deGXAMCo1bcHWn+cQevE8u35fyMmtm0hIqIvGzA8AVYUdi8/hU94FO2dZ2ykvKYryVMP38jtzc3Pj/9OHBmbVptfreRxbW9sM9/V6PRMnTsxySJ6VlRXe3t6cP3+ezZs3s2XLFt566y2+/PJLdu7cibm5OYqiZJqrlpNFNry9vQEoX748Op2OQYMG8f7776PV5t7UBhk6KITIXfae0OVn6LkcnP3h3i34szf83g2igk0dnSggPG09qeVZK1OSlU5RFByaN6fE2rW49O0LWi33Nm3iSus2RP7yi6y9JfKMR4lSvD7pS1q+9S42jk5E375Fyr0VpMStRtUbqmSqeogJTzRxpOJFZWFhge6R9ywLCwuATO15qXr16pw/f55SpUplumk0hpTD2tqa9u3bM2vWLHbs2MG+ffs4efIkYJhrFhoaatzfxYsXSUhIyPZ4/+WcVVUlNTU11wslSaIlhMgbpV4xlIJvNBI05nBxE3xfF3Z9DWkppo5OFBJaO1s8Ro/Cf8VyrKtWRZ+QwO2pnxPcrTtJZ86YOjxRSCgaDRUav0z/GT9QqWkbQEGfeonkmF9ISzoCih5H96eb2C8KHz8/Pw4cOEBwcDARERHo9Xp8fX1RFIW1a9dy584d4uLi8jyucePGsWjRIiZMmMDp06c5e/YsS5cu5eOPPwZg4cKFzJ8/n1OnTnHlyhV+/fVXrK2t8fX1BaBp06Z89913HDlyhEOHDjFkyJAMPW2PetpzXrx4MX/++Sdnz57lypUr/PXXX4wZM4bu3bvn+rBFSbSEEHnH3BqafgRD94JfQ0hLNMzhmtsAgvdk2jw0JpG9lyMIjZFvdkXOsipTBst5X5P0Xl8UO1uSTp/mapeu3P58Gvr4eFOHJwoJSxtbmg8eSoM3xqExKwakkpa4A0uzlcRH3zR1eOIF9cEHH6DVailfvjxubm6EhIRQrFgxJk6cyOjRo/Hw8ODtt9/O87hatGjB2rVr2bx5M7Vq1aJu3bp88803xkTKycmJefPmERAQQOXKldm6dStr1qzB1dUVgK+//hpvb28aNWpEjx49+OCDD7Cxscn2eE97zmZmZkybNo3atWtTuXJlJkyYwLBhw/jpp59y/kV4hKLK4iKPFRsbi6OjIzExMTg4OJg6HCEKDlWFE38a5m8l3K++VbUnNJsEtq4sDQphzIqT6FXQKDC1UyW61/IxbcyiwFhxcYWxgIZzvMIXR8viuMswfMWsqBee48Zh36SJaYMUhcq9uwkc2bCeE5uXkpKYgKLRUKPNq9Tv0qNQzBsyhaSkJK5evYq/vz9W8hqLhzzu2niW3EASrSeQREuIXJYYBVsmwuEFhvvWzkQ3+IQaa93RqQ863bWKwu7RgXg5ynAa8d+ExYfRYnmLDOtvaRQNaz0nkfz5LFJv3QLAvmVLQ7EMd3dThSoKobioSLYv/JEL+3cD4ODmQbMBb+FXtYaJIyt4JNES2cmpREuGDgohTMvaGdrNgDc3g0dFSIzCafN7LDH/lNLKdeNmOlUlOCL7SbFCPK1HFzkG0Kt6wioXpcTaNbi82d9QLGPDBq60bkPUkiWoT6i+JUROsXN2od27o3l15DjsXd2IvXOb5VPH88+sL0mIiTZ1eEKIZyCJlhDixeBdGwbthOZT0JvbUFtznn8sxjLS7A8sSUGrKPgVyX6sthBPK7tFjr3tvdHY2ODx4Yf4L/sLq0qV0MfFETZxEtd6vEHShQsmilgURiVr1KbvN7Op3roDiqLh3J6dLHh3CKe2b871SmlCiJwhiZYQ4sWhNYP6b6N5O4gbHk0xV3S8ZbaaDRajmdc4UYYNihyRvshxerL16CLHAFblyuH3xxI8PvoIjY0NiceOcbVTZ8K/mY4+KclUoYtCxsLKmsA+A+kx+SvcfP1Jio9j49yZ/DVpLJG3pFiGEC86maP1BDJHSwjTiTyyErvNo7BIvG1oqNEXXpkI1k6mDEsUEGHxYdkucvyw1LAwwiZPJm7LVgDMfX3wmjgJ27p18ipUIdClpXFk3d/s/et30lKS0ZqbU7djd2p16IzWLPsS2CJ76fNw/Pz8sLaWL/LEA4mJiQQHB0sxjNwmiZYQJpYUA5vHPyiWYecJbb6Gcm1NG5codO5t2cLNSRNRww1VMp26dsH9gw/QOjqaODJRmMSEh7Hlp9kEHz8CgGtxH5oN+h/FypQjLiqJ6PBEnNytsXOW4g5PotPpuHDhAu7u7sYS40IA3L17l/DwcEqXLo1Wq83wmCRaOUgSLSFeEMG7YfVwiLxsuF++A7T6Euw9TBuXKDRWXFzBF9sn8Nr2NFocNfzp1BYpgufHH2PfojmKopg4QlFYqKrKuT072f7LPBJjYwDwqdSY8OsVQbFEUaBJz7KUDyhq4khffKGhoURHR+Pu7o6NjY38HhdyqqqSkJBAeHg4Tk5OeHl5ZdpGEq0cJImWEC+Q1ETY+QXsmQmqDqycoMUUqPoGyB9HkYseLQlf5rrKkPU6it01PG738st4jvsEcw9J/EXeSbwXy7+LF3Bq+2ZDg2KLuU0gWovSKBroPaW+9Gw9gaqqhIWFER0dbepQxAvEyckJT0/PLBNvSbRykCRaQryAQk/A6rch9Ljhvn9jaDcTXPxNG5cosA6GHuTNTW9maDNPU1lwuy0WS9ZBaioaOzvcP3gfp27dUDRSa0rkncPr97Bz0RxUfTQAGvNSmNs0peP7DSlWxtm0weUTOp2O1NRUU4chXgDm5uaZhgs+TBKtHCSJlhAvKF0a7P8etn8GaUlgZg1NP4I6Qw3VC4XIQdktcryx80acbsYS+sknJB0/AYB1jRp4fToJyxIlTBWuKGTiopL4Zcy/pCYeQJcUBOhBsaRxrzep0bqVDIcTIgfJgsVCiIJPawYB78DQveDXENISYdPHMP8VCDtp6uhEAfO4kvBWpUvj9/vveIwdi2JjQ+Lhw1zt8CoRc+agpqSYOHJRGNg5WxHYqyIWtgFY2L+BovUANZmdi2azbMonxISHmTpEIQol6dF6AunREiIfUFU4+its/BiSY0BzPwlrNBLMM85PCI1J5GpEPP5FbGVdLvHMnlQSPvXmTUInTiT+310A6EoUx2nixxSv1TivQxWFUFxUEjHhidi7WnB+7wb2/rmYtNQUzCwtafhab6q2bItGk/2QKCHEk8nQwRwkiZYQ+ci9MFj3IZxdbbjvWgrafwu+9QFYGhTCmBUn0augUWBqp0p0r+VjwoBFQaSqKlt/moD97D9xSAS9AlEdG1J/3Cw0VlKYQOSdqNCbbPrxW26cOQWAV+mytBg8HNfi8r4nxPOSRCsHSaIlRD50dg388wHE3R8uU7M/YbXHUH96EPqH3vG0isLu0YHSsyVyVPp8Ltt4Hf0262lwxnDRaXyK4z3lM2xq1TJxhKIwUfV6TmzdyL+LfyYlMRGtmRl1O70mCx0L8ZxkjpYQonAr1w6GHYDqvQ33D/2M88KGBCqHM2ymU1WCIxJMEKAoyEJiQ9Creu7ZKMzqoGVaFw2RdqAPucG1Xr0JmzQJXVy8qcMUhYSi0VClWSv6fj2HEtVroUtLY8+fv7F4zLuEXb5o3C4uKokb56OIi0oyYbRCFCzSo/UE0qMlRD539V/DQsdRVwFYq6vLhNQ+ROAoPVoiV2RVodA2WWHx1eakrPwHADMvL7wmTsCuUSNThSkKIVVVObf3X7Yv+IHEe7EoioYabV/FpXggu5ZeRVWRxY6FeAIZOpiDJNESogBITYQdU9Hv/Q6NqiNKtWNSWh/qdhhM99q+po5OFEArLq5g4r6J6FW9sUJhp5c6Eb9/P6GfjCP1+nUAHDu0x330aMycZa0jkXcSYmPYvvBHzu3ZCYCiccLcphkac+/792WxYyGyI4lWDpJES4gC5NYxUlcOw/yOYWI4ZdtCm2/A3sO0cYkCKbsKhfqEBO7MnEXkokWgqmhdXfEcPw6H5s1NGK0ojC4fPsDGud+RGBsFgNaiMmY2DVEUS159t5osdixEFiTRykGSaAlRwOhSYfd02PkF6FPB2hlafwUVOxvGzAiRRxKPHePWxx+TcukyABYtX8ZvwmS0Tk6mDUwUKndv3eXX0V+jSzYsuI1ij4VdM/p92UN6tITIghTDEEKI7GjNofFIGLQDPCtBYhQsfxOW9oS4cFNHJwoR66pVOfFFb1bW16BXIGXDVk63bs69HTtMHZooRFyLutJ88NtYOHRF0TiCeo+UeyvYs/QHkuLjTB2eEPma9Gg9gfRoCVGA6VJh1zfw7xegTwNrF2j9pfRuiTzxcNGMkrdUhq3VUfyu4THHTp3wGDMarb29aYMUhUZcVBJ3b0Rxbu8qTm1fB6qKnYsrzQa+TYnqsiSBEOlk6GAOkkRLiEIg7CSsGmr4Fwzl4dtMBzs308YlCrSDoQd5c9ObxvvmqSqv/aunbRAoqoqZpydekydj1yDAhFGKwujGudNsmjuTqNBbAJRv1JTAPoOwsrMzcWRCmJ4MHRRCiGfhWQkGbIPGo0FjZljw+PvacGqFqSMTBZiPgw8a5cGf4VRzhcWvmOPw00zMfX1ICwvj+oABhI6fIOtuiTxVvGwFek2bRY22HUFROPPvNhZ+8BaXDh0wdWhC5CvSo/UE0qMlRCETegJWvQW37/dule8Arb+W3i2RK7IrA69PSCD8m+lE/fYbAObFiuE1ZQq2deuYOGJR2Ny6cJYNc2YSdesGAOUaNCGw7yCs7Q2fieKikogOT8TJ3VqKZ4hCQYYO5iBJtIQohNJSYNfXsOsrw9wtG9f7lQk7mToyUQBlVwYeIH7/AUI/+ojUmzcBcO7ZE/f33kVjY2OKUEUhlZqSzL6/fufQmpWoqh4bRydeefMtUtP82PHbOVnoWBQqkmjlIEm0hCjEQo/f7926v+5W+Q6Gdbdsi5g2LlGo6OLiCf/yS6KXLgXA3NeHolOnYlO9uokjE4VN6KXzbJwzk7s3QgDQWpTBzDoQRWNI/GWhY1EYyBwtIYTICV5VYOB2aDQSFC2c+dswd+v0SlNHJgoRrZ0tXhMn4P3TT5h5epJ6LYRrb/Tk9rQv0CclmTo8UYh4lSpDz89nUqdjNxSNBl3KeZJjf0GXcgEAVQ8x4YkmjlKIF4ckWkII8ThmFtD0Ixi4DdwrQMJd+Kuv4RYfYeroRCFi1yCAEqv/xrFjR1BVIhcs4GqnziSeOGHq0EQhYmZuToPXetNx1FQUrSuoiaTGryUl7h8gEUd3a1OHKMQLQxItIYR4GkWrGhY5bvShoXfr9Er4vo6hl0uIPKJ1cKDo1M8oPmc2WrcipFy5QvBrrxM+fQb6lBRThycKEf+qFWg2eBJm1nUABX3qefRJvxF68YipQxPihSFztJ5A5mgJITK5ddQwdyv8jOF+hU6GYhm2rqaNSxQquuhowiZPIXbtWgAsS5em6OdTsSpf3sSRicIkLiqJq8fOELR6HlG3rgP3KxP2G4y1nSy4LQoeKYaRgyTREkJkKS0Zdn4Bu6eDqgNbN0OhjPLtTR2ZKGRiN20ibMJEdJGRYGZGkSFDKDJ4EIq5ualDE4VIWmoq+/5aTNDqFaiqHlsnZ5oN+h8la9Q2dWhC5ChJtHKQJFpCiMe6ecTQu3XnrOF+xc6G3i0bF9PGJQqVtMhIwiZO4t7GjQBYli9H0amfY1WmtIkjE4VN6MXzrJ893bjuVoXGL9Okz0CsbO1MHJkQOUMSrRwkiZYQ4onSkmHnNNg940HvVtvpUK6dqSMThYiqqsSuW8ftSZ+ii4kBc3Pc3n4b1zf7o5iZmTo8UYikpiSz98/FHFq7ElQVOxdXmg8ejn/VGrLAscj3JNHKQZJoCSGe2s0jsGoo3DlnuF+pK7T6Qnq3RJ5Ku3OH0HHjidu+HQCrypUp+vlULEuUMHFkorC5ee4MG+ZMJzosFIDiFRoQcasKYCkLHIt8SxKtHCSJlhDimaQlw47PYc8Mw6Iytu7QbgaUbZNhs9CYRK5GxONfxBYvRymHLHKWqqrE/P03t6d8hv7ePRQLC9xGjMClT28UrdbU4YlCJDU5id1LFnFk/WpDg8Yec5vmaM19ZYFjkS9JopWDJNESQjyXG4cNvVsR5w33K3WDVtPAxoWlQSGMWXESvQoaBaZ2qkT3Wj6mjVcUSKlhYYR+/Anxu3cDYF29OkWnfoaFr6+JIxOFzZENe9nxy/eo+hgAtJZVMLNuRMf3alOsjLOJoxPi6T1LbpBv1tGKioqiV69eODo64ujoSK9evYiOjs52+9TUVEaNGkWlSpWwtbWlaNGi9O7dm1u3buVd0EKIwqt4DRj8LwSMAEUDJ/+E2XWJPLLKmGQB6FUYu+IUoTGJJg1XFEzmnp54z/sRz0kT0djYkHjkCFde7Ujkb4tR9XpThycKkdJ1qmPp2AutZRUAdMnHSYldRGLstWyfExeVxI3zUcRFJeVVmELkqHzTo9WqVStu3LjBjz/+CMCgQYPw8/NjzZo1WW4fExNDly5dGDhwIFWqVCEqKooRI0aQlpbGoUOHnvq40qMlhPjPbhy637t1AYAVugZMTO1NDA+qcC0ZWJd6JWUdLpF7Um/e5NZHH5Owfz8ANnXq4DVlChbFi5k4MlFYnNlzix2Lz5GWfI20hI2o+jhQFGq160T9rm9gZmGRcdvfzqGqyHwu8UIpcEMHz549S/ny5dm/fz916tQBYP/+/dSrV49z585RpkyZp9pPUFAQtWvX5tq1a/j4PN0wHUm0hBA5IjUJdnyGuvdbFFXPbdWJMakD2KavjlZR2D06UOZqiVyn6vVELVlC+FdfoyYmorGxwX3UKJy6dUVRFFOHJwqBuKgkYsITsbLTE/T3Ik7v3AqAa3EfWg17D48SpYiLSmLR2L08/AlV5nOJF0WBGzq4b98+HB0djUkWQN26dXF0dGTv3r1PvZ+YmBgURcHJySkXohRCiMcwt4Jmk1D6byLW1h8PJZqfLb5imvk8vmjvL0mWyBOKRoPLG29QYtVKrGvUQJ+QQNj48VwfMJDU0FBThycKATtnK4qVcca1mCst33qX9h98hI2jE3dvhPD7x++zb9kSIkPv8Wg3gKqHmHAZYi3yl3yRaIWFheHu7p6p3d3dnbCwsKfaR1JSEqNHj6ZHjx6PzT6Tk5OJjY3NcBNCiBzjXQuHEfuIqzEEFYXu2u10PtAdrj39l0ZC/FcWvr74LvoF99GjUCwtid+zhyvt2hO9YiX5YKCLKEBeqlWPPl99z0t16qPX6dj712J2LJyMqr+bYTtFA47u8oWUyF9MmmhNmDABRVEee0ufT5XVkAZVVZ9qqENqaiqvvfYaer2e2bNnP3bbqVOnGgtuODo64u3t/XwnJ4QQ2TG3xq7dNJS+a8HRB6KvwYLWsHmcoTy8EHlA0Wpx7dsX/5UrsapSGX1cHKFjx3Jj6FukhoebOjxRiNg4ONLu3TG0/t8HWNracufaZVLjFpOWfAhV1aNooMkbZWXYoMh3TDpHKyIigoiIiMdu4+fnx++//857772Xqcqgk5MT06dPp1+/ftk+PzU1lW7dunHlyhW2bduGq+vjJ5snJyeTnPzgg05sbCze3t4yR0sIkTuSYmHjGDj6m+G+ewXo9AN4VjJtXKJQUdPSuPvzAiK+/RY1NRWNoyOeH3+MQ9s2MndL5Km4yLts/GEWwccOA+DmW4ZXBg6n6EuyJIF4MRTYYhgHDhygdu3aABw4cIC6des+thhGepJ18eJFtm/fjpub2zMfW4phCCHyxLl/YPVwSIgAjTk0/QjqDweNLC4r8k7ShQuEjh5D0pkzANg3a4bnhPGYPeFLSiFykqqqnNy2kR2L5pOalIi5lTVNeg+gUtPmWSb+cVFJRIcn4uRuLb1eItcVuEQLDOXdb926xQ8//AAYyrv7+vpmKO9etmxZpk6dSseOHUlLS6Nz584cOXKEtWvX4uHhYdzOxcUFi4dKiD6OJFpCiDwTdwfWvAPn/zHc964LHeeCi79p4xKFipqaSsSPPxIxZy6kpaF1dsZzwgQcWjQ3dWiikIkJD2P999O5ee40ACWq16L54OHYOj1Y4FjKwIu8ViATrcjISIYPH87q1asBaN++Pd99912GCoKKorBgwQL69u1LcHAw/v5ZfzjZvn07TZo0earjSqIlhMhTqgrHfof1oyDlHpjbQsvPoHofw6cIIfJI0pkz3Bo9huQLhvXfHNq0wePjjzBzdn7CM4XIOXq9jsP//M2ePxahS0vDyt6BZgOHUbpOgJSBFyZRIBMtU5FESwhhElHXYNVbcG234f5LLaD9t2Dv8fjnCZGD1JQU7syezd15P4FOh9atCF4TJ2HfNNDUoYlCJiIkmHXffc2da1cBKN8wkDINurN+7oVM2776bjWKlZEvBETukEQrB0miJYQwGb0e9s+GrZNAlwzWLtBuBpTvYOrIRCGTePIkt0aPIeXyZQAcX30Vj7Fj0MrfRZGHdGmp7Fu2hIOrlqGqeuyci5CS1gSNmY9xG+nRErlNEq0cJImWEMLkbp+BlYMg7KThfuXXoPUXYOVo2rhEoaJPTubOrFlE/rwAVBUzDw+8Jn+KXcOGpg5NFDI3z59lw/ffEH3bsMi21qoaZlYN0GjNafKGzNESuUsSrRwkiZYQ4oWQlgI7P4fd00HVg0NxeHU2lGhs6shEIZNw5CihY8aQcu0aAE6vv4bHyJForGUxWZF3UpIS+fe3BRzfvA4A+yJeNBv4Dv5VK5o4MlHQSaKVgyTREkK8UEIOwMrBEGWYp0CdofDKeDCXD7ki7+gTEwmeNpnkP1YAYFGiBMW++hKr8uVNHJkobK4eO8ymuTOJi4pEo9VSr/Pr1H61KxqtLI0hcsez5AaaPIpJCCFETvCpA0N2Q83+hvsH5sAPjeHWUdPGJQqVVTfW07HEWj59TUOkHaRcucLV7q9x96efUPV6U4cnChH/qjXo/dX3lK7bAL1Ox54/f+OPCaOIDgs1dWhCSI/Wk0iPlhDihXVxM/z9NsSFgcYMGo2Ehu+D1sy4SWhMIlcj4vEvYouXo/R6if8uLD6MFstboFcNCZV9gsrg9XpqXzB8nLCpU4ein0/F3MvLlGGKQkZVVc7u3sHW+XNISUzA3NKKJn0GUKlpiywXORbiecnQwRwkiZYQ4oWWEAn/vAenVxruF6sBHX+AIi+xNCiEMStOoldBo8DUTpXoXsvn8fsT4gkOhh7kzU1vZmxUVRal9cH6+yWoiYloHBzwmjQRh5YtTROkKLRi74SzfvY33DhzCoCSNevQfND/sHF0Mm1gosCQRCsHSaIlhHjhqSqcXAbr3oekGDCzJqbhJ1Tb4IteffBNrlZR2D06UHq2xH/yaI8WgEbRsLHzRlzuJHHzw5EknTRUyHR89VU8Pv4IrZ2dqcIVhdCjixxbOzjSYshwStaoY+rQRAEgc7SEEKIwURSo3BWG7oMSTSAtEcftY1lo9jkeRBo306kqwREJpotTFAietp6MrzcejWL4CKFRNIyvNx5PW08s/Pzw+30xrkMGg0ZDzKpVXH21IwlHZQ6hyDsazf/bu/M4G8vGj+Of+5zZzHYMYxZj7NmyVtaytVjKkiGkSGTpSSolSwktaLEkSZIWVIpRkpBElogiKnt2MwbD7Os55/fHeR6/x0MxnJl7Zs73/XrNH/eZ+z7nOxqn83Vd93VZadgxhgcmTCU0ugIZyUl8+dpLrJr9FtmZGWbHEw+iEa0r0IiWiBQpDgdsnYPzuxcwcjNIcvozJqcfSx3NNKIlbhWfFs+xlGNEB0UTERBxyffTt23j5LMjyDl5EqxWQgcPJvTRwRheXpd5NpH8kZudzYaF8/jlmy/B6aRkeCTthwyjbLWaZkeTIkpTB91IRUtEiqQz+zk7ry+lk1z3KXxlvxV7+9eIaaY9ZqTg2FNSiH/xJZK//hqAEvXqUfb11/Apr3sFpWAd/X0nK2ZOJeXsaQzDQuMu99Gk6/1YVfwlj1S03EhFS0SKLHsuKd9NJHDLVAynHWzR0GUWVLzN7GTiYZK+Xkb8+PE4UlOx+PsT/vzz2Lrcq9XgpEBlpqWyZu4sdm9YC0B45Ru4+/GnKVW2nLnBpEhR0XIjFS0RKfKObYXYAf/e5NiAW5+A1s+Bl4/ZycSD5Jw4wYkRI8jY9gsAQe3aETluLNaSJc0NJh5nz6Yf+X7OTDLTUvHy8aXFgw9Tv809pJ3P4nxCBiXDShAY4md2TCmkVLTcSEVLRIqFrFRYMRK2z3MdR9SFrnOgTHVzc4lHcdrtnJ3zPqffegtyc/EKD6fsq5MIaNLE7GjiYVISz7Bi5jSO7toBQGj5G0lNvhWMQAwDWj1Yg1q3ljU3pBRKKlpupKIlIsXK7q9h6VDISAQvP2jzMjR8xLVyoUgBydj1OyeHDyf78GEwDEr1e5gyTzyBxUejrFJwnA4H21d8zY8LPsSemwOGH97+d2L1qYZhgT6vNNPIllxCy7uLiMjl1ewIj26CKrdDbiYsfwY+6Q6pCWYnEw9Sok5tKsUupmT37uB0kvj+XA736EnWwYNmRxMPYlgs3HR3Z+4a/BKGtQw4M8lJW0ZO2koc9mySErQUvFwfFS0REU8THAkPLIb2r4HVF/avgplNYc9ys5OJB7H4+xP54njKvT0Da8mSZO3ezaGYriR+8gmabCMFqULtqvgG98Lq1xAAe/YfZCfPIzP1mMnJpKjT1MEr0NRBESnWEnbD4gFwapfr+Oa+0HYC+ASYGks8S05CAnGjnyNtwwYAAlu2JPKVl/EKDTU5mXiKPzeeZO2CPdizjpGTvgKnIwXDYqFJTE+axPTAYrWaHVEKCd2j5UYqWiJS7OVmwZqXYNMMwAmlqkDX9yDqZrOTiQdxOhycm7+AhDfewJmdjbV0acpOeIXAli3NjiYeIvVcJkkJGfgFOti8eC57Nq4DILJaDe4e8gwlwy/dmFs8j4qWG6loiYjH+GsdfPkoJJ8Aixe0Ggm3DQPLxf+SG5eUwaEzaVQKDSDSVsKksFJcZe7dx8nhw8natw+AkF73EzZ8OJYS+l2TgrV7/Q+sfv8dsjPS8fYrwe0PD+LGlndo/zcPp6LlRipaIuJRMs7BsqfgjyWu4+gmEPMuhFQEYOHWo4yK3YXDCRYDJsbUoUfD8ubllWLJkZXF6SlTSPzoYwB8qlQh6o3X8atZ0+Rk4mmSEk7x7dtTOLHnDwCqNb6VOwcOoURgkMnJxCwqWm6koiUiHsfphJ2fu1YkzEoGnyC4+zXiKt7Lra/+gOO//q9hNQw2jGytkS3JF6kbNhI3ahS5p0+DtzdhTz5JqYf7Yli0lpcUHIfDztavFrPpiwU47HYCS5Wm3b+eokKd+mZHExNoeXcREbl2hgH1esDgDVC+KWSnwJeP4r2kP0HO1ItOtTudHD6TblJQKe4Cb7uVSku/IvDOOyAnh4TXX+dov/7kxMebHU08iMVipXGX7tz/0huEREaRmniWRS8/z9p575Obk2N2PCnEVLREROTyQipA32/g9jFg8SL0yHJW+I6kmeX3C6dYDYOKof4mhpTiziskhHJvvUXESy9ilChB+ubN/NX5XpJXrDA7mniYiCo30HvSm9S9sx0AvyxbwifPDePMsSOknsvk+N5zpJ7LNDmlFCaaOngFmjooIgKc+BViB8DZAwC8l3s3U+w9GRfTQPdoSYHJOnSIk8OfJfN3V9m3delC+HPPYQ3UdgRSsA5s28KqWW+SkZKMxeqN1fc2LD71sVgMWj1Yg1q3ljU7ouQT3aPlRipaIiL/lp0Gq56HbXMByClzI973zYWwGiYHE0/izMnh9Ntvc/bd2eB04h0dTdnXXsW/QQOzo4mHSTt/jm+mT+bYHzsAsHhVxDugLRavAPq80ozAED9zA0q+0D1aIiLifj4B0GEq3L8Q/EvjffoPmN0Sts5xLaAhUgCMfy+KUWHex3iXLUvOsWMcebA3p2e8jTM31+x44kECSobQtPswvEq0Bqw4cg+TlTyP3KzDJCVkmB1PCgEVLRERyZvq7eDRn6DKHZCbCd88DZ/1grQzZicTD+J/yy1U+upLgjt2BLudMzNmcOTB3mQfO2Z2NPEgIeH+eJdogE/wgxjWUHCmk5May5/rv8Ceq4UyPJ2KloiI5F1QODywCNpOBKsP7F0O7zSDA9+bnUw8iDUoiKjXX6Ps669jCQwkY8cODnW+l/NLvkR3RkhBCAzxo9WDNbB6l8YnqBdW33oA7PxuKZ+OeZZz8SdNTihm0j1aV6B7tEREriB+Fyx+BE7vcR03eQzuHAtevubmEo+SffwEJ0eOIGPbLwAEtWtH5PhxWG02k5OJJ0g9l0lSQga2sBLEHdjOqnfeJDMtFW+/Etz1yL+o2by12RHFTbQYhhupaImIXIWcDNdCGVvnuI7D60DXOVooQwqU027n7HtzOD1jBuTm4hURQdlJkwho0tjsaOJhks+c5tsZkzm+27VCZq0Wt3NHv8H4lNB2GEWdipYbqWiJiOTB3m/hq8cg/Sx4+UHbV+CW/q5NkEUKSMauXZx8ZjjZR46AYVCq38OEPfEEho+P2dHEgzgcdrbEfs5Piz7F6XQQElmWe4Y+S3jlqmZHk+ugouVGKloiInmUEg9fPgoH17iOq98Nnd6CgFBzc4lHcaSnc2riJM5/8QUAvrVqEvX66/hWqWJyMvE0x/f8wfLpb5By9jQWqxfNez3EzXd3xrBoqYSiSEXLjVS0RESugcMBW96B1ePAng2B4dBlFlS53exk4mFSVq8m7vkx2M+fx/DzI+zZ4YTcfz+GRlmlAGWkprBq1nQObP0JgEr1b6bdv57C31bS3GCSZypabqSiJSJyHeJ2uhbKOLPXddx0CNzxAnj5EpeUwaEzaVQKDSDSVsLcnFKs5ZxKIG70aNI2bgQgsGVLIie8glfp0iYnE0/idDrZufpb1n40h9ycbAJKhtD+saepULe+2dEkD1S03EhFS0TkOmWnw3dj/n+hjIg6LK/2MkO+S8PhBIsBE2Pq0KNheXNzSrHmdDg4N38+CW9MxpmdjbV0acpOeIXAli3NjiYe5szRwyx78zXOHj8KhkHDTl25tfuDWL28zI4mV0FFy41UtERE3GTPclg6BNLPkuH04eXcB1lgvwMwsBoGG0a21siW5LvMvfs4+cwzZO3fD0BIr16EPTsci5+fycnEk+RkZbL24znsXL0CgIiq1bhn6LOUDI8wOZlcSV66ge7CExGRglHjbnh0E+cjb6OEkc0r3nN5z3sKISRjdzo5fCbd7ITiAfyqV6Pioi8I6dMbgHOffMKhrt3I3L3b5GTiSbx9/bhrwBA6DhuFb0AA8Qf2MW/EUPZsXGd2NHEjFS0RESk4QRFk9PicV3IfIMvpxV3WX1jhO5Lmlj+oGKr9ZaRgWHx9iRg9mug5c7CWCSX74EEOde/B2ffn4nQ4zI4nHqRa41vp89pblK1ei+yMdL6Z/jor3plGTmam2dHEDVS0RESkQEWWDKBq55F0zXmJA46yhBvn+dhnApE/TwJ7jtnxxIME3nYrlZcuJfCOOyAnh4TXX+dov/7kxMebHU08SHBoGD3GTqRJ155gGPyxdjXzRj1JwuG/zI4m10n3aF2B7tESEckfcUkZHI07Q+0/XiVg1zzXg2Vvgm7vQ6nK5oYTj+J0Ojn/xRecmjgJZ0YGFpuNyPHjCW7X1uxo4mGO/bGT5TMmk5p4FquXFy0e7EeDdh21HUEhosUw3EhFS0SkAPz5FSx9HDKTwCcQ7pkM9XqanUo8TNahQ5wc/iyZv/8OgC0mhvDRo7EGBpicTDxJRkoyK2e9ycFtWwCofFND2j76JP7BNpOTCahouZWKlohIAUk6DrED4YhrryPqdHcVLj+990rBcebkcHrG25ydPRucTrzLlyfqtVcpUb++2dHEgzidTnasXMa6+XOx5+QQGFKK9kOeoXztumZH83gqWm6koiUiUoAcdlg/GdZOAqcdSlaAru9DdEOzk4mHSd+6lRMjRpB7Mg6sVvwe6c3p+1pQPqQSEQFaglsKRsLhv/jmzddIPHkcDIPG93an2X29sFitZkfzWG4vWjfddFOeAhiGwdKlS4mKisrTdYWRipaIiAmOboHFj0DSUTCs0Ho03PYUWPThQgqOPTmZ+BdfInnZMgD2RMGMe715rN04Ym6IMTmdeIqczEx++Gg2u9asAiCyWg3ueXw4trBwk5N5JrcXLYvFwtNPP01gYOAVX9zpdDJp0iT+/PNPKlcu+jczq2iJiJgk4zwsewr+iHUdV2wOMbMhuKypscSzxKfF8+KLd9J/hR3/LEj1g/fae/Hi899pZEsK1N6f1vPd7Blkpafh6x/AXQMfp3rT28yO5XHypWjFx8cTFhZ2VQGCgoL47bffVLREROT6OJ2w4xNYPhxy0qBECHR+G2rcQ1xSBofOpFEpNIBIWwmzk0ox9XPcz/Rf1Z8y55088ZWdaiddj+d0aEXtl6ZgKaHfPSk4SQmn+Gb6a8Tt3wtAnTva0vqhAXj7+pmczHO4vWgdOXKE8uXLX/XSkseOHaNs2bJYi8H8URUtEZFC4MwBWNwP4n4D4ED5HnTc354Mpw8WAybG1KFHw/Imh5TiKD4tnraL2+JwOrDandy3wcG9m5xYAJ8qVYiaMhm/6tXNjikexJ6by0+LPmHLl1+A00mpqGg6PPEsZSpUMjuaR9BiGG6koiUiUkjkZsOaF2HTWwDsdZRjaM4Q9jrLYzUMNoxsrZEtyRex+2MZ/9N4HE4HFsPCq/4PUuXNr8k9fRrDx4ewEc8S0quX9jqSAnVk1w6+fXsKaecSsXp707J3f+q3uUe/h/ks34tWZmYmO3fuJCEhAYfDcdH3OnXqlNenK9RUtERECpc/1i8hbPUTlDGSyHJ681Lug8y338mnA5rStEpps+NJMRWfFs+xlGNEB0UTERBBbmIicaNGk7puHQCBt99O5Csv4xUSYnJS8STpyUmsfGcaf/26FYCqDZvQZvATlAgMMjlZ8ZWvRWvFihX06dOHM2fOXPpkhoHdbs9b2kJORUtEpHCJS8qg06QlvOr1LrdbdwCwyn4LdYfMIyJcC2VIwXE6nZybv4CE117DmZODV1gYZV97jYAmjc2OJh7E6XSy/dul/LjgA+y5uQSWDuWeIc9QrlZts6MVS/latKpWrUrbtm154YUXCA8v/stKqmiJiBQ+C7ceZXTsLh6yfMtIr0/wMewQHAUx70HFW82OJx4mc/duTgx7muxDh8AwKD14EGUeewzDy8vsaOJBTv11gG+mv865uBMYhoUmXXvQJKan9txys3wtWsHBwWzfvp0qVapcV8iiQkVLRKRwikvK4PCZdKraD1BmxaOQeBAMC7QYDi2eBas+5ErBcaSnEz9hAkmLFgNQon59yr7xBj7liv6eolJ0ZGdmsGbuu/yxbjUAUTVu5O7HnyY49OpWDpcry9ei1a9fP2699Vb69+9/XSGLChUtEZEiICsVvn0WdixwHZdv6hrdKhltbi7xOMnLlxP3wlgcqalYgoKIfHE8we3bmx1LPMzuDWtZPedtsjMy8AsIpM3godzQqJnZsYqFfC1a6enp3HfffZQpU4Y6derg7e190feHDh2a98SFmIqWiEgRsvML1ybH2SngVxI6vQW1itciTVL4ZR8/wcmnnybjN9d2BCXv60b4qFFY/P1NTiae5Hx8HN9Mf434g/sBqHfX3bTs0x9vH1+TkxVt+Vq05syZw+DBgylRogSlS5e+aAlJwzD466+/ri11IaWiJSJSxCT+BYv6w8lfXce39IO2E8DbtfS7NjqWguDMyeH0229z9t3Z4HTiU7mya8+tGjXMjiYexJ6bw8aF89m61DWlNTS6Avc88Syh0RVMTlZ05WvRioiIYOjQoYwcORKLxXJdQYsCFS0RkSIoNxt+eAU2TnMdl6kJ3eay8Gggo2J34XCijY6lQKRt3sLJZ58lNyEBw9ubsGefJeTBB7TXkRSow7/9yrdvTyE96Txe3j60emgAde9sp9/Da5CvRatUqVJs3bpVi2GIiEjhd3ANxA6CtAScVj/GZPZivv0OwPXhQhsdS0HIPXeOuNHPkfrDDwAEtmpF5MQJ2nNLClTa+XOsmDmVw7+5RvtvaNyMNgOH4hcYaHKyoiUv3SDPQ1IPPfQQCxcuvOZwIiIiBabK7fDoJqh6J4Y9k5e95/KO9zRspAJgdzo5fCbd5JBS3HmFhFBu5tuEP/88ho8PqWvXcqhTZ9I2bzY7mniQgJIhxIwcR8sH+2GxerF/yyY+fvZxju/5w+xoxVaeR7SGDh3Kxx9/TL169ahbt+4li2FMmTLFrQHNphEtEZFiwOEgee2b+K17CR/DzglnaZ7Ifozt1NSIlhSozD17XHtu/fWXa8+tgQMpM+QxjP/5PCWSn+IP7ueb6a9xPj4Ow7DQ9L77adylOxaL9ty6knydOti6deu/fzLDYM2aNXl5ukJPRUtEpPhYtfpbqv34JBUt8didBn9Wf4w6PV8EfbiQAuRIT+fUxEmc/+ILwLXnVtTkN/CO0p5bUnCyM9JZ/f477F7vmtJarlZt7h7yDEGlQ01OVrjla9HyNCpaIiLFS/zp01iXP0OZQ1+6HqjY3LXnVnCkqbnE8ySvWEHc82Nce24FBxP50ksEt21jdizxMH/+uIbV779DTmYGfoFBtH30Sare0tjsWIWWipYbqWiJiBRTOz6Fb56GnDTwLw33vgPV2pqdSjxIfFo8x/b+gm3C+9h/3w1Ayft7Ej5iBBY/P5PTiSc5F3eCb6a/zqm/DgBQv20HWj7YDy8fH5OTFT5uXwwjJiaG5OTkqw7wwAMPkJCQcNXnX41z587Ru3dvbDYbNpuN3r17c/78+X+8Zty4cdSoUYOAgABCQkK488472bJli1tziYhIEVX/fhi0DiLqQPpZ+KQ7rBgNuVlmJxMPELs/lraL29Jv10h63nOAM11bAHD+08843L0HWQcPmpxQPElIZBT3v/Q6N99zLwA7Vi7jk+eGcfb4MXODFXFXNaJltVrZt28fZcqUueITOp1OoqOj2bFjB5UrV3ZLSID27dtz/PhxZs+eDcDAgQOpWLEiX3/99d9e88knnxAWFkblypXJyMhg6tSpfPHFFxw4cOCqfhbQiJaISLGXmwXfvQBbZrmOI+tDt7lQ2rWNiTY4FneLT4un7eK2OJyOC49ZDAvLyr5MxthXsZ89i+HnR8Tzz2Hr2lV7HUmBOrR9G9/OnEpGchJevr7c3ncQtVvfpd/Df3P71EGLxZLnP9z9+/e7rWjt3r2bWrVqsXnzZho3ds0Z3bx5M02bNmXPnj1Ur179qp7nP38wq1ev5o477sjTNSpaIiLF3J7l8NW/IOMc+ATCPVNYmN1UGxyL2/0c9zP9V/W/5PG5befSwFqRkyNGkrZpEwDBd99NxPhxWIOCCjqmeLC08+dYPmMyR3ftAKB60+bcOeAx/AK051ZeuoHX1TzhD//eYC8voty4cs5PP/2EzWa7ULIAmjRpgs1mY9OmTVdVtLKzs5k9ezY2m4169eq5LZuIiBQTNe6GyI0QOwCObIQlA7HaW+Dn7Es6fjicMDr2d1pUK6ORLbku5YPLYzEsl4xoRQdF4xVQhug573H2/fc5Pe1NkpcvJ2PnTqKmTKZE3bomphZPElAyhG6jX2Tr17FsXDiPvT+tJ+7APu4Z+gxlq9U0O16RcVVFq2XLlvmd4x/Fx8cTFhZ2yeNhYWHEx8f/47XLli2jZ8+epKenExkZyXfffUdo6N8vW5mVlUVW1v/Pz8/LvWkiIlLE2aLgoa/hx9dxrnuVbtYfaWDs5/Gcx/nTWfHCBscqWnI9IgIiGNt0LON/Go/D6cBiWBjbdCwRAREAGBYLoQMG4H/LLZx8+hlyjh/ncK8HCHvqSUo9/DCG5apusRe5LobFQqPO3YiuVYdvpr9GUsIpPhs7glu7P0ijzt30e3gVTP0TGjduHIZh/OPXtm3bAC47ddHpdF5xSmPr1q3ZsWMHmzZtol27dnTv3v0fF+qYOHHihQU3bDYb0dHR1/dDiohI0WKxQquRJHZbTJyzFFUscSzxeYGHrCuxGlAx1N/shFIMxNwQw8quK5nbdi4ru64k5oaYS87xb9CASl8uIahtW8jNJeH1Nzg2cBC5Z8+akFg8VeQN1en96nRq3NoSp8PBhs8+ZtErY0hN1O/hlZi6vPuZM2c4c+bMP55TsWJFPvnkE4YNG3bJKoMlS5Zk6tSpPPzww1f9mjfccAP9+vVj1KhRl/3+5Ua0oqOjdY+WiIgHWrJxJ0ErnuBO668AHA9vTbmH5oJ/KZOTiSdxOp2c//wLTk2YgDMrC2uZUKJefZWAZs3MjiYexOl08se67/l+7jvkZmVRIiiYdv96iso3NTQ7WoEqdvto/WcxjC1bttCoUSMAtmzZQpMmTfK0GAZA1apVefDBBxk3btxVna/FMEREPFvc+XQyN7xDxe2TMOzZEFwOus6BCk3NjiYeJnPfPk4MG0b2gYNgGJQeOJAyQx7D8PY2O5p4kMSTx1n25mucPvwXADfd3Znmvfri5SG/h8WuaIFrefeTJ0/y7rvvAq7l3StUqHDR8u41atRg4sSJdOnShbS0NF555RU6depEZGQkZ8+eZebMmcyfP59ffvmFG2+88apeV0VLREQAOLkDFj0MiX+BYYXWo+C2Ya6phiIFxJGRwakJEzn/xRcAlKhfn6jJb+DtxkXIRK4kNyeH9Qs+4NdvlwIQVrEK9zzxLKXKFv/fQ7dvWFwYLFiwgDp16tCmTRvatGlD3bp1mTdv3kXn7N27l6SkJMC199eePXvo2rUr1apVo0OHDpw+fZr169dfdckSERG5oGx9GPQj1OkOTjuseRnmdYGUf16UScSdLCVKEPnSi0RNnYIlMJCMHTv4q0sMyStXmR1NPIiXtzet+w7k3mdfwC8omITDB5k/8gl+X7uaIjKGUyDyPKJ16tQpnnnmGb7//nsSEhIu+cO02+1uDWg2jWiJiMhFnE747VP45mnISQf/UOjyLtxwpzY3lgKVffw4J4Y9TebOnQCE9LqfsBEjsPj6mpxMPElq4lmWz5jMsT9cv4c1bm3JnY88hq9/8Vw4KF+nDrZv356jR48yZMgQIiMjL1n1r3PnznlPXIipaImIyGWd3ueaSnjqdwB2V36Yzrtbk+300ubGUmCcOTkkTJtG4vtzAfCtUYOoKVPwrVzJ5GTiSRwOO1u/WszGz+fjdDiwhUdwz9DhRFa9+nUUiop8LVpBQUGsX7+e+vXrX0/GIkNFS0RE/lZOJqx6Hra+B8B2R1UezxnCcWcYVsNgw8jWGtmSfBefFs+J774mYNL7OM8nYfj7E/HCGEree6/Z0cTDnNy3m2+mv07y6QQsViu39uhNw44xxWrPrXy9Rys6OlpzL0VERAC8/eCeN9jTciZJTn8aWA6w3GcU7S1bLmxuLJKfYvfH0nZxW/omTWdw73TS6lbGmZ5O3MhRnBwxEkdamtkRxYOUrVaT3q9Op1qT23DY7az/5EMWTxxL2vlzZkczRZ6L1rRp0xg5ciSHDx/OhzgiIiJFj+2mGO7Jnsg2RzWCjQze8XmTV7znUrGkceWLRa5RfFo8438aj8PpAOBsoJNH7j6G3+CHwWIh6auvONTtPjL37DE5qXgSv4BAOjw5grsGPo6Xjy9Hdm7n42cf5/COX8yOVuDyPHUwJCSE9PR0cnNz8ff3x/t/1sxPTEx0a0CzaeqgiIhcjYVbj/JC7A6GWr/gUevXWAwnhNeGbh9AmWpmx5Ni6Oe4n+m/qv8lj89tO5cbj8GJp58hNyEBw8eHsJEjCLn//kvurRfJT2ePH+ObN1/l9NHDANzSMYbbevbG6lV099zK13u0Pvzww3/8S/rQQw/l5ekKPRUtERG5WnFJGRw+k061tJ8pvfJxSDsN3v5wz2So38vseFLMxKfF03Zx2wsjWgAWw8LKriuJCIgg99w54kaOInXdOgCC2rQh8uWXsOrzjBSg3Oxs1s1/nx0rvwEgvHJV7nniWUIiypqc7NoUyw2LzaKiJSIi1yTlFMQOgEOuD7nU7ekqXL6BAFoKXtwidn/shemDFsPC2KZjibkh5sL3nU4niR9+RMKUKZCTg3dUFFFTJlOiXj0TU4snOrB1MytnvUlmagrefiW485F/Uat5a7Nj5Vm+Fq0HHniAVq1a0bJlS6pVK/5TIVS0RETkmjnssGEK/DABnA4oXRW6fcDC4yUZFbsLhxMtBS/XLT4tnmMpx4gOiiYiIOKy52Ts2sWJp4aRc/w4eHkR9tSTlHr44WK1GpwUfilnz7D8rTc4vtu1LUatFrdzR7/B+JQoOntu5WvRGjRoEOvWrWPfvn1ERETQsmVLWrZsSatWrahRo8Z1BS+MVLREROS6HdkEi/pDykmcVl/GZd7PR/a7ANdUfC0FLwXBnpJC3AsvkPLtCgACmjen7KuT8CpVyuRk4kkcDjtblnzOT198itPpoGREJB2eGEF45apmR7sqBTJ1MD4+nrVr17J27doLxSssLIy4uLhrCl1YqWiJiIhbpJ2Fr/4F+1wfcr+1N2REzgCScU0l/HRAE5pWKW1mQvEATqeT859/wakJE3BmZeFVpgxlX3+dgCaNzY4mHub4nj9YPv0NUs6exmL1onmvh7j57s6FfpQ1X/fR+o+goCBCQkIICQmhZMmSeHl5ERFx+eFqERERjxdQGu7/jOSW48l2Wmlv3co3Ps9RzziA1TCoGFp0ps5I0WUYBiE9ulPx88/xqVKF3NOnOfrww5ye/hZOu93seOJBytW4kd6vTadqw6Y47Lmsm/c+sa+OJz3p/CXnpp7L5Pjec6Seyyz4oNchzyNaI0aMYN26dfz222/Url2bFi1a0LJlS1q0aEHJkiXzKaZ5NKIlIiLu9t13y6m+4QnKGwnkOK38XuspGnR/HrT0thQgR3o68a+8QtLiWAD8GzWi7Ouv4x0eZnIy8SROp5Odq79l7UdzyM3JJqBkCO0fe5oKdesD8OfGk6ydvwen0/UW2erBGtS61bwVC/N16qDFYqFMmTI89dRTdO7cmZo1a15X2MJORUtERPJD/Kl4vL95gtJHXVMJqdYe7p0J/rpfRgpOfFo8Jxd/RolpH0N6BtaQEMq+9iqBzZubHU08zJmjh1n25mucPX4UDIOGnbpSr003Foz5mf9uK4YF+rzSjMAQP1Ny5mvR+u2331i3bh1r165l/fr1WK3WC4thtGrVqtgVLxUtERHJN04nbJ0DK0eDPRuCy8F9H0B0I7OTiQf476XhoxINJq4qjd+heABKD3iEMkOHYngX3Y1lpejJycpk7cdz2Lna9Q9QpaIqk5rSCou15EXn3ftUA6Kqh5iQsID30frtt9+YNm0a8+fPx+FwYC9m83tVtEREJN/F/QZf9IXEv8Cwwh0vQLOhUMhvCpei63KbHfvaDT4/dDdZX3wFQIn69YmaMhnvskVzY1kpuvZt2ciqd6eTlZYGhg/e/ndi9XGtbl6URrSu6R18+/btTJ06lc6dO9O6dWvmzZtHvXr1GDZs2DUFFhER8WiR9WDgOqjdFZx2WD0WPunuWqlQJB8cTT56UckCyLI6OftYV6KmTcMSGEjGjh381SWGlO+/NymleKpqjW+lz2tvUbZ6LXBmk5O2nJy0lWDk0OqBGqaVrLzK84hWSEgIqamp1KtX78J0wRYtWhTb0R6NaImISIFxOuGXD+HbEWDPgqCy0O19qNDM7GRSzFxuRMtiWFjZdSURARFkHzvGiWFPk7lrFwAhfXoT/swzGD4+ZkUWD+Sw2/lp8WdsiV2ILbwcXZ+bRMkwcz+P5+vUwWXLlhXrYvW/VLRERKTAxf8OXzwEZw+4phK2Hg23DdNUQnGr/75Hy2JYGNt0LDE3xFz4vjM7m4QpU0n88EMA/GrXJmrKZHzKlzcpsXiqY3/uwt9WktJR0WZHKbh7tI4fP45hGERFRV3rUxR6KloiImKKrFT4ZhjsXOg6rnI7dJkNgWXMzSXFSnxaPMdSjhEdFE1EwOX3Q01Z8wNxo0ZhT0rCEhhI5EsvEty+fQEnFSkc8vUeLYfDwYsvvojNZqNChQqUL1+ekiVL8tJLL+FwOK78BCIiInJlvoHQ5V3oNAO8SsDBNTDrNji03uxkUoxEBETQMKLh35YsgKDbW1PpyyWUuOkmHKmpnHhqGHHjxuHILFqbx4oUtDwXreeee44ZM2YwadIktm/fzq+//sqECRN46623GDNmTH5kFBER8UyGATf1hgFrILQ6pMbDx51g7avgKF6r/Erh5h0ZSYWPP6L0oEFgGJz/bCGHe/Qk669DZkcTKbTyPHWwbNmyzJo1i06dOl30+FdffcW//vUvTpw44daAZtPUQRERKRSy02D5cNixwHVcqQXEzIGgcHNzicdJ3bCR488Ox5l4Dkr4UXb8eGz/87lQpLjK16mDiYmJ1KhR45LHa9SoQWJiYl6fTkRERK6GTwDcOxPunQXe/nDoR9dUwr/Wmp1MPMyq8FMMejCV3ysYkJHJyWdHcPK553BkZJgdTaRQyXPRqlevHjNmzLjk8RkzZlCvXj23hBIREZG/Uf9+GLgWwmpBWgJ8fC+seUVTCaVAxKfFM/6n8SQGOHmpp4XPb7PgAJIWx3LovvvIOnDA7IgihUaepw6uW7eOe+65h/Lly9O0aVMMw2DTpk0cO3aM5cuX07x58/zKagpNHRQRkUIpOx1WjIBfP3YdV7gNus6B4Ehzc0mx9nPcz/Rf1f+ix2484mDMiiAsiUkYfn5EjBmDLaYLhmGYlFIk/+Tr1MGWLVuyb98+unTpwvnz50lMTCQmJoa9e/cWu5IlIiJSaPn4Q6e3XPdp+QTCkQ2uqYQHVpudTIqx8sHlsRgXf3zcXdGLkM/mEtCsGc7MTOKee464kSNxpKWZlFKkcLiufbQ8gUa0RESk0DtzAL7oC6d2uY5vGwatnwOrl6mxpHj6u42OnQ4HZ2e/x+np08HhwKdyZaKmTsWvejWzI4u4jds3LN65c+dVv3jdunWv+tyiQEVLRESKhJxMWDkKts11HZdvCl3fB1uUubmkWPqnjY7Tt23jxNPPkHvqFIavL+HPjabkffdpKqEUC24vWhaLBcMwcDqdF/0l+c+l//2Y3V68bsZV0RIRkSLl91hYOhSyU6BEKdemx9XamJ1KPEzuuXOcHDGCtB9dG2wH3303ES+OxxoYaHIykevj9nu0Dh06xF9//cWhQ4dYvHgxlSpVYubMmezYsYMdO3Ywc+ZMqlSpwuLFi93yA4iIiMg1qh0Dg9ZBZD3ISIRP7oNVY8CeY3Yy8SBeISFEz5pF2PBnwGoleflyDnXtSuaff5odTaTA5PkerUaNGjFu3Djuvvvuix5fvnw5Y8aM4ZdffnFrQLNpREtERIqk3CxY9Tz8PNt1XK4RdJsLJaPNzSUeJ337dk4Me5rcuDgMHx/CR42kZM+emkooRVK+rjq4a9cuKlWqdMnjlSpV4k/9K4WIiEjh4OULd78O3T8GXxsc/9m1KuGe5WYnEw/j36ABlZfE4t2iGc7sbOLHv8iJYcOwp6SYHU0kX+W5aNWsWZOXX36ZzMzMC49lZWXx8ssvU7NmTbeGExERketUqzMM/hHK3gSZ5+Gz+2HFaMjNNjuZeJCvTq+h661b+egOC7kWSPl2BYe6diPjjz/MjiaSb/I8dfDnn3+mY8eOOBwO6tWrB8Bvv/2GYRgsW7aMRo0a5UtQs2jqoIiIFAu52bB6LGye6TqOutk1lTCkoqmxpPiLT4un7eK2OJwOAKqecPLUV3bKJIHh7U3YyBGE9OqlqYRSJLh91cH/lZ6ezvz589mzZw9Op5NatWrRq1cvAgICrjl0YaWiJSIixcqeb+DLRyEzyTWlsPMMqNXJ7FRSjP0c9zP9V/W/6LGADCfvba2H18ZfAQhq25bIl1/CGhRkRkSRq5bvRcuTqGiJiEixc/4oLOoHx7e6jhsNhDYvu+7rEnGz/x3RArAYFlbErMA39jtOvf4G5OTgHR1N1JQplKhT28S0Iv8sXxfDKFu2LL169WL27Nns27fvmkOKiIiISUqWh4e/hWaPu45/ng3vt4HEv8zNJcVSREAEY5uOxWK4PnZaDAtjm44lMjCSUn36UPGTBXhHRZFz7BiHe/Uicd58NA4gxUGeR7Q+/fRT1q1bx9q1a9m3bx/h4eG0bNmSVq1a0bJly2K3IIZGtEREpFjbtxKWDHbtueUbDJ2mw41dzE4lxVB8WjzHUo4RHRRNREDERd+zJycT99xzpHy3GoCgu+4i8pWXseqzlxQyBTZ18NSpU/zwww8sW7aMhQsX4nA4sNvt1/p0hZKKloiIFHtJJ1xTCY9tdh3f0h/aTgBvP3NziUdxOp2cmzefU6+/7ppKWK4cUVOnUKJOHbOjiVyQ70UrNTWVDRs2XBjZ2r59O7Vq1aJly5ZMnTr1moMXRipaIiLiEey58MMrsGGK6zi8Dtz3IYRWNTWWeJ6MXb9z4qmnyDl+HLy9CR8+nJDeD2pVQikU8rVoNW7cmJ07d1K7dm1atWpFixYtaN68OSVLlryezIWWipaIiHiUA6shdiCknwWfQOgwDered9EpcUkZHDqTRqXQACJtJczJKcXayfgDnHlhPN4/bgMg6K47iXzlFU0lFNPl62IY+/fvx9/fn8qVK1O5cmWqVq1abEuWiIiIx6l6JwzeABVuhexUiH0Elj4OORkALNx6lFsnraHXe1u4ddIaFm49anJgKW5i98fSflVXHmi2nQ/aWHF6WUn5bjWHYrqSsWuX2fFErto1TR3cuXMna9euZd26daxfvx6LxULLli1p3bo1gwcPzo+cptGIloiIeCR7Lqx7FX58HXBCWC0S2r9Lk9nHcPzXJwerYbBhZGuNbIlbXG4p+KrxMGlVGRwn4jSVUExXoPto/fLLL8yYMYP58+drMQwREZHi5uAPrqmEaQnYrSUYnvEQsY4WF53y6YAmNK1S2qSAUpxcbnNjgLnN3iLyrSWkrFoFaCqhmCdfpw5u376dqVOn0rlzZ0qVKkWTJk3YtWsXTzzxBEuXLr3m0CIiIlIIVWntmkpYqQVWewZTfGbxmte7lCATcI1oVQz1NzmkFBflg8tf2G/rPyyGheiyNYh6cxrhzz+P4e2tqYRSJOR5RMvLy4sGDRpc2DurRYsWxXqkRyNaIiIigMMOP76BY+0kLDjY54ji8dwn6delHT0aljc7nRQjsftjGf/TeBxOx4XNjWNuiLnwfa1KKGbK16mDycnJHlU4VLRERET+y6H12Bf1x5p2CodXCSwdpkL9+81OJcXMP21uDP/e4Pj5MRemEnrf3pxKk97QVELJd/k6dVBlQ0RExINVao710Q1QuRWW3Az4cjB89Rhkp5udTIqRiIAIGkY0vGzJArAGB/PzkBZ80MZKrgVy1qzn947tyNj1ewEnFfl7eS5adrudN954g0aNGhEREUGpUqUu+hIREZFiLjAMHoyFVqMBA7bPhzl3wOl9ZicTDxGfFs/4zS/y7c0Gz/excqok+Jw6x+FevUicv4DrXOtNxC3yXLTGjx/PlClT6N69O0lJSQwbNoyYmBgsFgvjxo3Lh4giIiJS6Fis0GoE9PkKAsIg4U+Y3Qp2fmF2MvEAR5OPXlgC/q9IgxEPW9lSzYCcHE69/DInnnwKe0qKySnF0+W5aC1YsID33nuPZ555Bi8vL+6//37mzJnDCy+8wObNm/Mjo4iIiBRWlVu6ViWs2Bxy0lwbHH/9xIUNjkXyw/+uTpjuZzC1qxclnn4MvL1JWbmSQ127kfHHHyamFE+X56IVHx9PnTp1AAgMDCQpKQmADh068M0337g3nYiIiBR+QeGuka2WIwADfvkQ5twFZw+anUyKqYiACMY2HXuhbFkMC2ObjaPigCFUXDAf77JlyTl6lCM97yfxk080lVBMkeeiVa5cOeLi4gCoWrUqq/692svWrVvx9fV1bzoREREpGixWaD0aeseCfyic2gXvtoDfF5udTIqpmBtiWNl1JXPbzmVl15UXloAvUbculZbEEnjHHThzcjj14kucGDYMe2qqyYnF0+S5aHXp0oXvv/8egCeeeIIxY8Zwww030KdPH/r16+f2gCIiIlKEVLndNZWwwq2QnQqL+sGyYZCTaXYyKYb+bnVCq81GuRlvETZyBHh5kfLtCg517Urmn3+alFQ8UZ730fpfW7ZsYePGjVStWpVOnTq5K1ehoX20REREroE9F9ZOgPWTXccRdaH7R1Cqsrm5xONk7NjB8WHDyD0Zh+HjQ/joUZTs0UMbHMs1ybcNi3Nychg4cCBjxoyhcmXPeKNU0RIREbkO+1dD7ADISATfYOg8A2p1NjuVeBj7+fOcHDWa1B9+ACD47ruJePFFrIEBJieToibfNiz29vZmyZIl1xVOREREPMgNd7qmEkY3gaxk+LwPLH8WcrPMTiYexFqyJOVmvk3Y8OFgtZK8fDmHu3Ylc88es6NJMXZN92h9+eWX+RBFREREiiVbFPRdBrc+4Tr++V2Y2xbOHTY1lngWwzAo3b8fFebNwysykuwjRzjcvQfnFn6uVQklX+T5Hq1XXnmFN954gzvuuIObb76ZgICLh1yHDh3q1oBm09RBERERN9q7Ar4cDBnnwM8GnWdCzQ5mpxIPk3vuHCdHjiRt3Y8ABHfoQOT4cVgCNJVQ/lm+3aMFUKlSpb9/MsPgr7/+ysvTFXoqWiIiIm52/phrNcLjP7uOmzwGd44DLx9TY4lncTocJM6dS8LUaWC341OpElHTpuFXvZrZ0aQQy9ei5WlUtERERPKBPQdWj4OfZriOo26B+z6AkuVNjSWeJ/3XXznx1DByT53C8PMjYswYSnaNMTuWFFL5thiGiIiIiFtYvaHtK9DzU9cUwhPbYFZz19RCkQLkf9NNVFoSS8Btt+HMzCTuuec4OXIUjvR0s6NJEXdVI1rDhg276iecMmXKdQUqbDSiJSIiks/OHYFFD8OJX1zHzR6HO8a6yphIAXE6HJyd/R6np08HhwOfqlUo9+ab+FapYnY0KUTcPnWwdevWFx3/8ssv2O12qlevDsC+ffuwWq3cfPPNrFmz5jqiFz4qWiIiIgUgNxu+ewG2vOM6jm4M3eaCrZy5ucTjpG35mRPPPI399BmMEiWIHD8OW6dOZseSQsLtUwd/+OGHC18dO3akVatWHD9+nF9//ZVff/2VY8eO0bp1a+655x63/ACXc+7cOXr37o3NZsNms9G7d2/Onz9/1dcPGjQIwzCYNm1avmUUERGRa+TlA+0nQY/54GuDY1tcUwn3f/e3l8QlZbDp4BnikjIKMKgUdwGNG1F5yRL8mzbBmZHByWdHEDdmDI7MTLOjSRGT53u0Jk+ezMSJEwkJCbnwWEhICC+//DKTJ092a7j/1qtXL3bs2MGKFStYsWIFO3bsoHfv3ld17ZdffsmWLVsoW7ZsvuUTERERN6jZEQatg8j6kJEIC7q5Fs2w51502sKtR7l10hp6vbeFWyetYeHWo6bEleLJKzSU8nPmEDpkCBgG579YxOEePck6dMjsaFKE5LloJScnc+rUqUseT0hIICUlxS2h/tfu3btZsWIFc+bMoWnTpjRt2pT33nuPZcuWsXfv3n+89sSJEwwZMoQFCxbg7a253iIiIoVeqUrQfxU0Gug63jAVPuoIyScB10jWqNhdOP5984PDCaNjf9fIlriVYbVSZshjlH9/DtbSpcnau5fDXbuRvHy52dGkiMhz0erSpQsPP/wwixYt4vjx4xw/fpxFixbRv39/YmLyZynMn376CZvNRuPGjS881qRJE2w2G5s2bfrb6xwOB71792b48OHceOONV/VaWVlZJCcnX/QlIiIiBczLF+5+He77EHyC4OgmmHUbHPieQ2fSLpSs/7A7nRw+o1Xi5NrEp8Xzc9zPxKfFX/K9gGbNqBQbi3/DhjjS0zkx7Gnixo/HkZVlQlIpSvJctGbNmsU999zDgw8+SIUKFahQoQIPPPAA7du3Z+bMmfmRkfj4eMLCwi55PCwsjPj4S/9C/Merr76Kl5cXQ4cOverXmjhx4oX7wGw2G9HR0deUWURERNzgxi6uqYQRdSD9LMzvSp19M/AyHBedZjUMKob6mxRSirLY/bG0XdyW/qv603ZxW2L3x15yjnd4GOU/mEvpQYMAOP/pZxy5vxfZRzVlVf5enouWv78/M2fO5OzZs2zfvp1ff/2VxMREZs6cSUBAQJ6ea9y4cRiG8Y9f27ZtA8AwjEuudzqdl30cXCsjvvnmm3z44Yd/e87ljBo1iqSkpAtfx44dy9PPJCIiIm5Wugr0Xw239AecBG2ZysbIN4kwzgOukjUhpjaRthKmxpSiJz4tnvE/jcfhdBV3h9PB+J/GX3Zky/DyIuypJ4l+bzbWkiXJ/PNPDsV0JXnVqoKOLUWE17VeGBAQQN26da/rxYcMGULPnj3/8ZyKFSuyc+fOy94Xdvr0acLDwy973fr160lISKB8+f/fYd5ut/P0008zbdo0Dh8+fNnrfH198fX1vfofQkRERPKftx90mAIVmsHXTxCeuJWNIYfY02wqpercpZIl1+Ro8tELJes/HE4Hx1KOEREQcdlrAps3p9KSWE4Me5qM7ds5MfQJ0nv3Jnz4Mxg+PgURW4qIq9pHy2y7d++mVq1abNmyhUaNGgGwZcsWmjRpwp49ey7s5/Xfzp49S1xc3EWPtW3blt69e/Pwww9f9prL0T5aIiIihcyZ/fBFXzj1O2BAq1HQ4hmwWM1OJkVMfFo8bRe3vahsWQwLK7uu/Nui9R/OnBwSpk0j8f25APjVrUu5qVPwjorK18xiLrfvo2W2mjVr0q5dOwYMGMDmzZvZvHkzAwYMoEOHDhcVpho1arBkyRIASpcuTe3atS/68vb2JiIi4qpLloiIiBRCoTfAI6vhpj6AE9ZOgPldIfW02cmkiIkIiGBs07FYDNdHYothYWzTsVcsWQCGtzfhw4dTbuZMLDYbmTt3ciimKylr1+ZzaikqikTRAliwYAF16tShTZs2tGnThrp16zJv3ryLztm7dy9JSUkmJRQREZEC410COr0FXd4Fb3/46wd4tzkc+fvViEUuJ+aGGFZ2XcnctnNZ2XUlMTfkbRXtoNtbU2nxYvxq18aelMTxwY+SMGUqztzcK18sxVqRmDpoJk0dFBERKeQSdsPnD8GZvWBY4Y4x0OwJsBSZf0+WYsCRnU3Cq69xbsECAPwbNqTs5DfwvszK2VJ0FbupgyIiIiJ/K6wmDFgDdXuA0w6rx8GnPSE90exk4kEsPj5EjHmeqCmTsfj7k751K4diupK2eYvZ0cQkKloiIiJS9PkGuqYRdpwOVl/YvxLebQHHt5mdTIq5/93sOPjuu6m4aBG+1aphP3OGo/36cWbWLJwOxxWeSYobFS0REREpHgwDbn7ItVBGqcqQdAzmtoPNs0B3Skg++LvNjn0rV6Liws+wxcSAw8HpaW9ybNBgcs+dMzmxFCTdo3UFukdLRESkCMpMhqWPw59fuo5rdoLOM8DPZmosKT6udmn484tjiX/xRZxZWXhFRhI1ZTL+DRqYEVncQPdoiYiIiGfzC4b7PoT2r4PFG3YvhXdbQtxvZieTYuKfNjv+byW7xlDx84X4VKhAblwcR3r3IfGjj9BYR/GnoiUiIiLFk2FA44HQfyXYysO5QzDnLtg2V1MJ5bqVDy5/Yf+t/7AYFqKDoi851696dSouXkRQu3aQm8upiZM4MfQJ7CkpBRVXTKCiJSIiIsVb1M0waB1Uaw/2LFj2FMQOgKxUs5NJEZbXzY6tgYFETZ1C+PPPg7c3Kd99x6Gu3cjcvbsgY0sB0j1aV6B7tERERIoJpxM2veVa/t1ph9BqcN9HEF7L7GRShMWnxXMs5RjRQdF/W7L+V8bOnZx48ilyTp7E8PEh/PnnKHnffRiGkc9p5XrlpRuoaF2BipaIiEgxc3QzfPEwpJwErxLQYQrU72V2KvEw9vPnOTlyFKlr1wJg69yJiLFjsfj7mxtM/pEWwxARERH5O+WbwOD1UOV2yM2ALx+Frx6D7HSzk4kHsZYsSbmZb1Pm6WFgtZL01VIOde9O1sGDZkcTN1HREhEREc8TEAoPLIbWz4Nhge3zYc6dcGa/2cnEgxgWC6EDBlDhww/wKlOG7AMHOXRfd5K+XmZ2NHEDFS0RERHxTBYLtBwOvb+EgDBI+ANmt4Jdi8xOJh7Gv2FDKi2Jxb9JE5zp6ZwcPpy4ceNwZGWZHU2ug4qWiIiIeLbKLV1TCSvcBtmpsLg/LBsGOZkAxCVlsOngGeKSMkwOKsWZV2go5d+fQ+i/HgXD4PxnCzlyfy+yjx278sVSKGkxjCvQYhgiIiIewp4LayfC+jdcx5H1WFZjIkNXnMfhBIsBE2Pq0KNheXNzSrGXun4DJ4cPx37+PJagIMpOnEDQnXeaHUvQYhgiIiIieWf1gjvGwAOLoEQpiPuNFmu6cZexFQCHE0bH/q6RLcl3gc1vo9KSWEo0aIAjJYXjQx7n1KRXcebkmB1N8kBFS0REROS/3XAXDF5PcpkGBBvpvOszlee95uFNLnank8NntDqh5D/vyEgqfPwRpfr2BSDxww850uchcuLjzQ0mV01FS0REROR/2cqRdv9S3su9B4BHvL7lM5+XKGckUjFU+xxJwTC8vQkfOYKot6ZjCQoiY/t2DnWJIXXDRrOjyVVQ0RIRERG5jMhSwQR3nsSgnKdJdvpzs2U/3wc+T2SCPuRKwQq+6y4qLV6Eb62a2M+d49iAAZyePh2n3W52NPkHWgzjCrQYhoiIiGeLS8og7tAe6mwainfCTsCAFs9Aq1FgsZodTzyIIyuLUxMmcn7hQgD8mzYh6vXX8QoNNTmZ58hLN1DRugIVLREREQFcy72vHA3b3ncdV2wOXd+HoHBzc4nHSfr6a+JeGIszIwOvMmWImjoF/1tuMTuWR9CqgyIiIiLu5u0HHaZAzBzwDoDD6+Hd5nB4g9nJxMPYOnak0hef41O1CrmnT3Pkob6cnTMHp8NhdjT5LypaIiIiInlR9z4YuBbK1ITUU/BRR1g/GfQhVwqQb9WqVPr8c4I7dQS7nYQ3JnP8X49hP3/e7GjybypaIiIiInlVphoM+B7q3Q9OB3z/InzaA9ITzU4mHsTi70/ZV18lYvx4DB8fUteu5VBMVzJ27TI7mqCiJSIiInJtfALg3neg01vg5Qf7V8G7LeD4NrOTiQcxDIOQHt2p+NmneJcvT87Jkxzu9QCJ8xegpRjMpaIlIiIicq0MA27qA4+shlKVIekYzG0Hm2eBPuRKAfKrVYtKixcRdNedkJPDqZdf5uTTT2NPTTM7msdS0RIRERG5XhF1YOA6qNUZHDmwYgR88RBkJpmdTDyINSiIqOnTCRs5Ary8SF7+LYe7dSNz7z6zo3kkFS0RERERd/ALhvs+gnavgsUb/vwKZreCeN0vIwXHMAxK9+1LhXkf4xURQfbhwxzu0YPzsUvMjuZxVLRERERE3MUwoMlg6LcCbNGQ+BfMuRN+/VhTCaVA+TdoQKUlsQTcdhvOzEziRo/m5OjncGRkmB3NY6hoiYiIiLhbuVtg0I9wQxvIzYSlj8OXj0K2636ZuKQMNh08Q1ySPvRK/vEKCSF69ruUeWIoWCwkxcZyuEdPsg4dMjuaRzCcWo7kH+Vl92cRERGRizgcsHEarHnJtQx8mZosrzWJIavScDjBYsDEmDr0aFje7KRSzKVt3syJp5/BfvYsFn9/Il95meD27c2OVeTkpRtoREtEREQkv1gs0HwYPPQ1BIbD6d20XNudDsYmABxOGB37u0a2JN8FNGlCpSWx+N9yC470dE48NYz4l17GkZ1tdrRiS0VLREREJL9VvA0Gb+B8RFMCjCym+8zgJa+5+JKN3enk8Jl0sxOKB/AOC6P8hx9QesAAAM4tWMCRBx4k58QJk5MVTypaIiIiIgUhMIyMHouYntsFh9Ogt9dqvvAZTwXjNBVD/c1OJx7C8PIi7OlhlJv1Dhabjcxdu/grpispP/xgdrRiR0VLREREpIBEhgQS3vlF+uc8S6IzkLqWQ3wX8DyRcfqQKwUrqFUrKscuxq9uXRxJSRx/9F8kTJ6MMzfX7GjFhhbDuAIthiEiIiLuFpeUwckjB6jz05P4xG1zPdhsKNzxAli9zQ0nHsWZnc2p117n3Pz5APjfcgtlJ0/GOzzM5GSFkxbDEBERESnEIm0luLluHXz6fwtNHnM9uGk6fNQRkk+aG048iuHjQ8TzzxE1bSqWgADSt23jUEwMaZs3mx2tyFPREhERETGLlw+0mwDdPwbfYDj6E8xqDgc1lVAKVnC7dlRc9AW+1atjP3uWo/36c3rmTJwOh9nRiiwVLRERERGz1eoMA9dCeB1IPwPzusDaV137cIkUEN9Klai48DNsXWPA4eDM9Lc4NnAQuYmJZkcrklS0RERERAqD0lXgke/gpj6AE9ZOgAVdIe2M2cnEg1j8/Cj7yitETpiA4edH2oYNHOoSQ/qv282OVuSoaImIiIgUFt4loNNbcO874FUCDq5xTSU8usXsZOJhSsZ0oeLChfhUrEjuqVMc6dOHsx98iNbRu3oqWiIiIiKFTf1eMOB7KH0DpJyED++GTTNAH3KlAPlVr0bFRYsIvrs95OaS8OqrnBg6FHtystnRigQVLREREZHCKPxGGPgD3BgDjlxY9RwsfBAyzl9yalxSBpsOniEuKaPgc0qxZg0MoOzkyYSPeR68vUn5bjWHunYj448/zI5W6GkfrSvQPloiIiJiKqcTts6BFaPAkQMhFV2rFEbWA2Dh1qOMit2FwwkWAybG1KFHw/LmZpZiKWPXLk48+RQ5J05g+PgQPno0JXt0xzAMs6MVGO2jJSIiIlJcGAY0GgD9V4KtPJw7DHPugm0fEHc+/ULJAnA4YXTs7xrZknxRok4dKsUuJrB1a5zZ2cSPG8fJZ0fgSEszO1qhpKIlIiIiUhRE3QyD1kG1dmDPgmVPYl36KL7OzItOszudHD6TblJIKe6sNhvl3p5B2PBnwGol+euvOdS9B1kHDpgdrdBR0RIREREpKvxLQc9P4c5xYFgJ++tLvvR5gSrGiQunWA2DiqH+5mWUYs+wWCjdvz8VPvoQrzJlyD54kEP3dSdp6VKzoxUqKloiIiIiRYnFArc9BQ99DYERVLccZ6nP83SybMJqGEyIqU2krYTZKcUD+N9yC5W+XIJ/0yY4MzI4+ewI4l4YiyMry+xohYKKloiIiEhRVPFWGLweKrUgwMhius8MdjZcQY8G4WYnEw/iVbo05efMIfRf/wLD4Pznn3O45/1kHz1qdjTTqWiJiIiIFFWBYdD7S2gxHICAnR/B3LZw7oi5ucSjGFYrZYY+TvR772ENCSFr924OxXQledUqs6OZSkVLREREpCizWOH25+GBRVAiBE5uh3ebw95vzU4mHibwtluptCSWEg0a4EhN5cTQJzg1cRLO7Gyzo5lCRUtERESkOLjhLhi0HqJugcwk+LQnfDcW7LlmJxMP4h0RQYWPP6LUww8DkPjRRxzp8xA5cXEmJyt4KloiIiIixUXJaHj4W2g82HW8cRp83AlS4k2NJZ7F8PYmfMSzlJvxFpagIDJ27OBQlxhS1683O1qBUtESERERKU68fKD9q3Dfh+ATBEc2wqzmcOhHs5OJhwm6804qxS7Gr1Yt7OfPc2zgIBLefBOn3W52tAKhoiUiIiJSHN3YBQauhbAbIS0BPu4MP74BDseFU+KSMth08AxxSRnm5ZRizSc6mgqffkLJnj3A6eTsO7M42q8/uadPmx0t3xlOp9NpdojCLDk5GZvNRlJSEsHBwWbHEREREcmb7HRY/gzsWOA6vqENdHmXhX+kMip2Fw4nWAyYGFOHHg3Lm5tVirWkr5cRN3YszvR0rGVCiZo8mYBGjcyOlSd56QYa0RIREREpznz84d6Z0GkGePnB/lXkvnMbny5ZguPf/9zucMLo2N81siX5ytaxA5W++ByfqlWwnz7D0b4Pc2b2ezj/a5S1OFHREhEREfEEN/WGR1ZDqcp4pZzgc+/x9LGuBFxty+50cvhMurkZpdjzrVKFSp9/jq1zJ3A4OD1lCscf/Rf28+fNjuZ2KloiIiIiniKiDgxcS0bVe/Ax7Lzo/RFveb9FABlYDYOKof5mJxQPYPH3J3LSJCJeHI/h40PqunX8FRNDxs6dZkdzKxUtEREREU/iZ6PEAwvYXutZcpxWOlo3s9RnDG/f5UukrYTZ6cRDGIZBSPfuVFz4Gd7ly5N7Mo7DDzxI4rz5FJclJFS0RERERDyNYdCg+3Mk9fyKLP9IqlhO0m7TA/DbZ2YnEw/jV7MmlRYvIuiuuyAnh1OvvMKJp4ZhT001O9p1U9ESERER8VChNZvj+9hGqHI75GbAkkGwdCjkZJodTTyINSiIqOlvEj56FHh5kbJiBYe7diNzzx6zo10XFS0RERERTxZQGh5YBK1GAwb8+hG8fxck/mV2MvEghmFQqk8fKs6fh1dkJNlHjnC4R0/OL15sdrRrpqIlIiIi4uksVmg1AnrHgn9piN8J77aC3csue7o2Opb8UqJ+fSrFLiagRXOcWVnEPfc8J0eNxpFR9H7XikzROnfuHL1798Zms2Gz2ejduzfnr7AMZN++fTEM46KvJk2aFExgERERkaKmyu0waD1EN4asJFj4AKx6Huw5F05ZuPUot05aQ6/3tnDrpDUs3HrUxMBSHHmFhBA9axZlnnwCLBaSlizhcPceRW4J+CJTtHr16sWOHTtYsWIFK1asYMeOHfTu3fuK17Vr1464uLgLX8uXLy+AtCIiIiJFlC0K+n4DTYe4jje9BR91hOQ44pIyGBW7SxsdS74zLBZCBw+m/Ny5WEND8alSBYvNZnasPPEyO8DV2L17NytWrGDz5s00btwYgPfee4+mTZuyd+9eqlev/rfX+vr6EhERUVBRRURERIo+qze0fcU1svXVY3D0J3i3OYlNJ+NwXvzx8T8bHWtpeMkPAU0aUyl2MRZ/fwzDMDtOnhSJEa2ffvoJm812oWQBNGnSBJvNxqZNm/7x2rVr1xIWFka1atUYMGAACQkJ/3h+VlYWycnJF32JiIiIeKRanWDgWgivA2mnqfV9Xx73WoKB48Ip2uhY8tvZAAe/pPxJfFq82VHypEgUrfj4eMLCwi55PCwsjPj4v/8Db9++PQsWLGDNmjVMnjyZrVu3cvvtt5OVlfW310ycOPHCfWA2m43o6Gi3/AwiIiIiRVLpKvDId9CgN4bTwdNeX/CB9xuUJAWrYTAhprZGsyTfxO6Ppe3itvRf1Z+2i9sSuz/W7EhXzdSiNW7cuEsWq/jfr23btgFcdqjQ6XT+4xBijx49uOeee6hduzYdO3bk22+/Zd++fXzzzTd/e82oUaNISkq68HXs2LHr/0FFREREijLvEtB5BnSeCV4laGXdwZZS49jykI0eDcubnU6Kqfi0eMb/NB6H0zWC6nA6GP/T+CIzsmXqPVpDhgyhZ8+e/3hOxYoV2blzJ6dOnbrke6dPnyY8PPyqXy8yMpIKFSqwf//+vz3H19cXX1/fq35OEREREY/R4AEoWx8W9sY38SC+n3d23cvVaCAUsftnpPA7mnz0Qsn6D4fTwbGUY0QEFP41GEwtWqGhoYSGhl7xvKZNm5KUlMTPP/9Mo0aNANiyZQtJSUk0a9bsql/v7NmzHDt2jMjIyGvOLCIiIuLRwm903be1dAj8+RV8+6xrsYxOb4FvkNnppBgpH1wei2G5qGxZDAvRQUXj1p4icY9WzZo1adeuHQMGDGDz5s1s3ryZAQMG0KFDh4tWHKxRowZLliwBIDU1lWeeeYaffvqJw4cPs3btWjp27EhoaChdunQx60cRERERKfr8guG+j6Ddq2Dxgj+WwOzWcOrPy56uDY7lWkQERDC26VgshquyWAwLY5uOLRKjWVBElncHWLBgAUOHDqVNmzYAdOrUiRkzZlx0zt69e0lKSgLAarWya9cuPv74Y86fP09kZCStW7dm4cKFBAXpX1tERERErothQJPBEHUTfNEXzu6H926HjtOg3v/fGrJw69ELe29ZDJgYU0f3dclVi7khhmZlm3Es5RjRQdFFpmQBGE6n02l2iMIsOTkZm81GUlISwcHBZscRERERKXzSzkLsI3Bwjev45r7Q7lXi0p3cOmnNhQ2OwbUc/IaRrbVSoRRJeekGRWLqoIiIiIgUYgGl4YFF0Go0YMAvH8L7d3Hy0O6LShb8/wbHIsWdipaIiIiIXD+LFVqNgN6x4F8a4nfS4NvOtLFuu+g0bXAsnkJFS0RERETcp8rtMGg9lGuEJSuZ2d5TGO31CVbs2uBYPIru0boC3aMlIiIicg3sOfDdWNj8NgDJYQ3J6Pwe4VGVTA4mcu10j5aIiIiImMvqDe0mQPePwSeI4ISthH9yFxz60exkIgVCRUtERERE8k+tzjBoHYTXhrTT8HFn+PENcDiufK1IEaaiJSIiIiL5q3QVeGQ11H8QnA5Y8xJ82gPSE81OJpJvVLREREREJP95l4B734ZOM8DLD/avgndbwolfzE4mki9UtERERESk4NzU2zW6VaoyJB2Fue3g5/fg3+uzxSVlsOngGeKSMkwOKnJ9tOrgFWjVQREREZF8kJkEXz0Gu792HdfuxuKo4QxfehCHEywGTIypQ4+G5c3NKfJftOqgiIiIiBRufjboPg/avAIWL/h9EXW/jaEyxwFwOGF07O8a2ZIiS0VLRERERMxhGNBsCPT9hqwS4dxgOcFSnzF0smwEwO50cvhMuskhRa6NipaIiIiImKt8E873Wc1Gx434G1lM93mbF70+oISRS8VQf7PTiVwTFS0RERERMV14ZHlOdFjAW7kxOJwGfby+Y2PYq0Q6EsyOJnJNVLREREREpFDo3qgS3YbPZO8dc3H4hVAq6Q94twXsW2l2NJE8U9ESERERkUIj0laCmi1isAxeD1E3Q+Z5+KQ7fP8i2HMvOldLwUthpqIlIiIiIoVPyWh4+FtoNNB1vH4yzLsXUl1TCRduPcqtk9bQ670t3DppDQu3HjUvq8hlqGiJiIiISOHk5Qt3vw5d3wfvADi8HmY158wfPzAqdheOf+8Gq6XgpTBS0RIRERGRwq1ONxj4A5SpAanxlF7Ulf6WZYDzwilaCl4KGxUtERERESn8ylSHAWugTncMp53nvD/hXe+pBJMGgNUwtBS8FCoqWiIiIiJSNPgEQMxsuGcKdos3ba3b+NrnOepYDjMhpjaRthJmJxS5QEVLRERERIoOw4CG/bH2X0VucDkqWBJYWmI8PaxrzU4mchEVLREREREpeqJuwmvwerihLYY9C5Y+Dl8+Btm6T0sKBxUtERERESma/EvB/Z/BHS+AYYEd8+H9u+DsQbOTiahoiYiIiEgRZrFA86ehz1cQUAZO/Q7vtoQ/vzI7mXg4FS0RERERKfoqtYBB66F8U8hOgc/7wIrRYM8xO5l4KBUtERERESkegiPhoa+h2VDX8ea34cN7IPmkubnEI6loiYiIiEjxYfWGNi9BjwXgGwzHtsCs5vDXWrOTiYdR0RIRERGR4qdmBxi0DsLrQPoZ+PheWPc6OBxmJxMPoaIlIiIiIsVTqcrwyHfQoDfghB9ehk+6Q3qi2cnEA6hoiYiIiEjx5V0COs+Azm+Dlx8c+A7ebQHHfzE7mRRzKloiIiIiUvw1eBAeWe0a5Uo6BnPbws/vgdNpdjIpplS0RERERMQzRNSBgWuhZkdw5MDyZ2DxI5CVanYyKYZUtERERETEc/jZoPs8aPMKGFb4fRG8dzsk7DE7mRQzKloiIiIi4lkMA5oNgb7fQFAknNnrKlu7FpmdTIoRFS0RERER8UwVmsKg9WRF3wY5abC4P3zzNORmmZ1MigEVLRERERHxWAt3Z3DjgcFMz73X9cDWOTC3HZw/amouKfpUtERERETEI8UlZTAqdhe5TgtTcrvTN3s4550BcPJX1xLw+78zO6IUYSpaIiIiIuKRDp1Jw/Ffq7uvdTSgQ/YEUkvXgYxzsKAbrHkZHHbzQkqRpaIlIiIiIh6pUmgAFuPix+III6XXMmj4iOuBH1+HeV0g9XTBB5QiTUVLRERERDxSpK0EE2PqYDVcbctqGEyIqU1k6ZJwz2SImQPe/nBonWsq4dEt5gaWIsVwOrUd9j9JTk7GZrORlJREcHCw2XFERERExM3ikjI4fCadiqH+RNpKXPzNhD3weW84sw8sXnDXi9DkX64l4sXj5KUbaERLRERERDxapK0ETauUvrRkAYTVgAFr4MYYcOTCytHweR/ITC74oFKkqGiJiIiIiPwT3yDoNhfavw4Wb9i9FGa3glN/mJ1MCjEVLRERERGRKzEMaDwQ+q2A4HKQeBDeuwN2fGJ2MimkVLRERERERK5WuVtg0I9Q5Q7IzYAvH4WlQyEn0+xkUsioaImIiIiI5EVAaXhgEbQajRMDfv2InPfuhMRDZieTQkRFS0REREQkrywWFgbcz0PZIznrDMI7YRfZM5vD3m/NTiaFhIqWiIiIiEgexSVlMCp2Fz866tAhawK/Oqrik5sCn/aE1ePAnmt2RDGZipaIiIiISB4dOpOG49+70cZRmh7ZL/BBblvXAxumwrx7ITXBtHxiPhUtEREREZE8qhQagOW/9izOwYuX7X05d/cs8AmEw+thVnM4ssm8kGIqFS0RERERkTyKtJVgYkwdrIarbVkNgwkxtQlpdD8M+AHK1IDUePiwA2x6C5xOkxNLQTOcTv1X/yfJycnYbDaSkpIIDg42O46IiIiIFCJxSRkcPpNOxVB/Im0l/v8bWamw7EnY9YXruEYHuHcm+NlMySnukZduoBEtEREREZFrFGkrQdMqpS8uWQC+gRDzHtwzGaw+sGcZzG4F8btMySkFT0VLRERERCQ/GAY0fAT6rQBbNCT+BXPuhO0LzE4mBUBFS0REREQkP0XdDIN+hKp3Qm4mfPUvWPo45GSanUzykYqWiIiIiEh+8y8Fvb6A1s8BBvz6Mbx/FyQeMjuZ5BMVLRERERGRgmCxQMtnoXcs+JeG+J0wuyXs/dbsZJIPVLRERERERApSldtdUwnLNYTMJPi0J6weB/Zcs5OJG6loiYiIiIgUNFs56LscGj/qOt4wFebdCymnTI0l7qOiJSIiIiJiBi8faD8Jun0APoFweD282wKObDI7mbiBipaIiIiIiJlqx8CAH6BMTUiNhw87wMbp4HSanUyug4qWiIiIiIjZylSDAd9Dne7gtMN3Y2Dhg657uKRIKjJF69y5c/Tu3RubzYbNZqN3796cP3/+itft3r2bTp06YbPZCAoKokmTJhw9ejT/A4uIiIiI5IVPAMTMhnsmg9UH9iyD2a0gfpfZyeQaFJmi1atXL3bs2MGKFStYsWIFO3bsoHfv3v94zcGDB7ntttuoUaMGa9eu5bfffmPMmDH4+fkVUGoRERERkTwwDGj4CPRbAbZoSPwL5twJ2xeYnUzyyHA6C//kz927d1OrVi02b95M48aNAdi8eTNNmzZlz549VK9e/bLX9ezZE29vb+bNm3fNr52cnIzNZiMpKYng4OBrfh4RERERkTxJT4TYgXDgO9fxTX2g/WvgXcLcXB4sL92gSIxo/fTTT9hstgslC6BJkybYbDY2bbr8qiwOh4NvvvmGatWq0bZtW8LCwmjcuDFffvnlP75WVlYWycnJF32JiIiIiBQ4/1LQ63No/TxgwK8fw/ttIPGQ2cnkKhSJohUfH09YWNglj4eFhREfH3/ZaxISEkhNTWXSpEm0a9eOVatW0aVLF2JiYli3bt3fvtbEiRMv3Adms9mIjo52288hIiIiIpInFgu0HA69l4B/aYjfCe+2hD3LzU4mV2Bq0Ro3bhyGYfzj17Zt2wAwDOOS651O52UfB9eIFkDnzp156qmnqF+/PiNHjqRDhw7MmjXrbzONGjWKpKSkC1/Hjh1zw08qIiIiInIdqrSGQeuhXCPISoLP7ofvxoI91+xk8je8zHzxIUOG0LNnz388p2LFiuzcuZNTpy7dJfv06dOEh4df9rrQ0FC8vLyoVavWRY/XrFmTDRs2/O3r+fr64uvrexXpRUREREQKkC0K+n4D370AW96BjdPg+DboNheCLv+ZWMxjatEKDQ0lNDT0iuc1bdqUpKQkfv75Zxo1agTAli1bSEpKolmzZpe9xsfHh4YNG7J3796LHt+3bx8VKlS4/vAiIiIiIgXNywfaT4LyjeGrIXBkA7zbHLp9ABVvNTud/JcicY9WzZo1adeuHQMGDGDz5s1s3ryZAQMG0KFDh4tWHKxRowZLliy5cDx8+HAWLlzIe++9x4EDB5gxYwZff/01//rXv8z4MURERERE3OPGLjBwLZSpCamn4KOOsPFNKPwLinuMIlG0ABYsWECdOnVo06YNbdq0oW7dupcs2753716Skv5/9+wuXbowa9YsXnvtNerUqcOcOXNYvHgxt912W0HHFxERERFxr9AbYMD3UKc7OO2uKYULH4TMpCtfK/muSOyjZSbtoyUiIiIihZrTCdvmwoqRYM+GkErQYx5E1DE7WbFT7PbREhERERGRv2EY0LA/9FsBtvJw7hDMuRO2zzc7mUdT0RIRERERKQ6iboZB66DqXZCbCV895lowIyfD7GQeSUVLRERERKS48C8FvT6H1s8DBmyfB+/fBYl/mZ3M46hoiYiIiIgUJxYLtBwOvZeAfyjE74J3W8Geb8xO5lFUtEREREREiqMqrWHQjxDdGLKS4LNerpUJ7blmJ/MIKloiIiIiIsWVLQr6fgNN/r2P7MY34ePOkHLK3FweQEVLRERERKQ4s3pDu4lw34fgEwhHNsC7zeHwRrOTFWsqWiIiIiIinuDGLjBwLZSpCamn4KOOrhEubaubL1S0REREREQ8RegNMOB7qNsDnHbXPVsLH4SM82YnK3ZUtEREREREPIlPAHR5F+6ZAlYf2LMMZreCuJ1mJytWVLRERERERDyNYUDD/tBvJdjKw7lDrv22fp1ndrJiQ0VLRERERMRTRd0Eg9bBDW0gNxOWDoGvHoOcDLOTFXkqWiIiIiIinsy/FNy/EG5/HgwLbJ/vGt1K/MvsZEWaipaIiIiIiKezWKDFcOi9BPxDIX4XvNsKdi8zO1mRpaIlIiIiIiIulVvB4PUQ3RiykmDhA66VCe25ZicrclS0RERERETk/wWXhb7fQJN/uY43vgkfd4aUU+bmKmJUtERERERE5GJWb2g3Ee77EHwC4cgGeLc5HN5gdrIiQ0VLREREREQu78YuMHAtlKkJqafgo06wYRo4nWYnK/RUtERERERE5O+F3gADvoe6PcFph9Vj4bMHIOO82ckKNRUtERERERH5Zz4B0GUWdJgKVh/Y+w3MbgVxO81OVmipaImIiIiIyJUZBtzSD/qtBFt5OHcI5twJv35sdrJCSUVLRERERESuXtRNMGgd3NAW7Fmw9HH48jHIyTA7WaGioiUiIiIiInnjXwru/wxuHwOGBXbMhzl3wdmDZicrNFS0REREREQk7ywWaPEM9F4C/qFwapfrvq3dy8xOViioaImIiIiIyLWr3AoGr4foxpCVDAsfgFVjwJ5rdjJTqWiJiIiIiMj1CS4Lfb+BJo+5jjdNh487QUq8ublMpKIlIiIiIiLXz+oN7SbAfR+BTxAc2QizmsPhDWYnM4WKloiIiIiIuM+N98LAtRBWC9IS4KOOsGEqOJ1mJytQKloiIiIiIuJeoVXhkdVQtyc4HbB6HHzWCzLOm52swKhoiYiIiIiI+/kEQJdZ0GEaWH1g73KY3RLifjM7WYFQ0RIRERERkfxhGHDLw9B/FZQsD+cOu/bb+vVjs5PlOxUtERERERHJX2UbwMB1cENbsGfB0sfhy8cgJ8PsZPlGRUtERERERPKffym4/zO4fQwYFtgx3zW6dfag2cnyhYqWiIiIiIgUDIsFWjwDvZeAfyic2gWzW8HuZWYnczsVLRERERERKViVW8Hg9RDdBLKSYeEDsOp5sOeancxtVLRERERERKTgBZeFvsug6RDX8aa3XHtupcSbm8tNVLRERERERMQcVm9o+wp0/xh8guDoJpjVHA6tv3BKXFIGmw6eIS6paC2c4WV2ABERERER8XC1OkPYjfB5H0j4Az7uBHe8wEKfLoxa8gcOJ1gMmBhThx4Ny5ud9qpoREtERERERMwXWhUeWQ317genA1aPo9TX/Qh0pgLgcMLo2N+LzMiWipaIiIiIiBQOPv5w7zvQYRoOiw93WX9hmc9z3GgcBsDudHL4TLq5Ga+SipaIiIiIiBQehgG3PMzZnl9zzFmG8pbTfObzEiVJwWoYVAz1NzvhVVHREhERERGRQqdMtSZsa7OENfYGTM3tRooRzISY2kTaSpgd7apoMQwRERERESmUutxah7gbv6HEmQwGlAkoMiULVLRERERERKQQiywZQGTJALNj5JmmDoqIiIiIiLiZipaIiIiIiIibqWiJiIiIiIi4mYqWiIiIiIiIm6loiYiIiIiIuJmKloiIiIiIiJupaImIiIiIiLiZipaIiIiIiIibqWiJiIiIiIi4mYqWiIiIiIiIm6loiYiIiIiIuJmKloiIiIiIiJupaImIiIiIiLiZipaIiIiIiIibqWiJiIiIiIi4mYqWiIiIiIiIm6loiYiIiIiIuJmKloiIiIiIiJupaImIiIiIiLiZipaIiIiIiIibeZkdoLBzOp0AJCcnm5xERERERETM9J9O8J+O8E9UtK4gJSUFgOjoaJOTiIiIiIhIYZCSkoLNZvvHcwzn1dQxD+ZwODh58iRBQUEYhnFdz9WwYUO2bt3qpmSFP0d+vI67nvN6n+dar8/LdcnJyURHR3Ps2DGCg4Pz/FriUlj+3l2rwpJf7xt63/AkheXv3bUqDPkLMoPeN67vGr1v5I3T6SQlJYWyZctisfzzXVga0boCi8VCuXLl3PJcVqu1UPwCF1SO/Hgddz3n9T7PtV5/LdcFBwcXit+boqqw/L27VoUlv9439L7hSQrL37trVRjyF2QGvW+45zX1vnH1rjSS9R9aDKMAPfbYY2ZHAAouR368jrue83qf51qvLyy/A56kqP+ZF5b8et/Q+4YnKep/5oUhf0Fm0PuGe19T3EdTB0UKqeTkZGw2G0lJSfoXJhG5KnrfEJG80vtG/tGIlkgh5evry9ixY/H19TU7iogUEXrfEJG80vtG/tGIloiIiIiIiJtpREtERERERMTNVLRERERERETcTEVLRERERETEzVS0RERERERE3ExFS0RERERExM1UtESKgWPHjtGqVStq1apF3bp1+eKLL8yOJCKFXJcuXQgJCaFbt25mRxGRQmrZsmVUr16dG264gTlz5pgdp8jR8u4ixUBcXBynTp2ifv36JCQkcNNNN7F3714CAgLMjiYihdQPP/xAamoqH330EYsWLTI7jogUMrm5udSqVYsffviB4OBgbrrpJrZs2UKpUqXMjlZkaERLpBiIjIykfv36AISFhVGqVCkSExPNDSUihVrr1q0JCgoyO4aIFFI///wzN954I1FRUQQFBXH33XezcuVKs2MVKSpaIgXgxx9/pGPHjpQtWxbDMPjyyy8vOWfmzJlUqlQJPz8/br75ZtavX39Nr7Vt2zYcDgfR0dHXmVpEzFKQ7xkiUjxd7/vIyZMniYqKunBcrlw5Tpw4URDRiw0VLZECkJaWRr169ZgxY8Zlv79w4UKefPJJnnvuObZv307z5s1p3749R48evXDOzTffTO3atS/5Onny5IVzzp49S58+fZg9e3a+/0wikn8K6j1DRIqv630fudzdRYZh5Gvm4kb3aIkUMMMwWLJkCffee++Fxxo3bsxNN93EO++8c+GxmjVrcu+99zJx4sSret6srCzuuusuBgwYQO/evd0dW0RMkl/vGQBr165lxowZukdLpJi7lveRTZs28frrr7NkyRIAnnjiCRo3bkyvXr0KOn6RpREtEZNlZ2fzyy+/0KZNm4seb9OmDZs2bbqq53A6nfTt25fbb79dJUukmHPHe4aIeLareR9p1KgRv//+OydOnCAlJYXly5fTtm1bM+IWWV5mBxDxdGfOnMFutxMeHn7R4+Hh4cTHx1/Vc2zcuJGFCxdSt27dC3Ow582bR506ddwdV0RM5o73DIC2bdvy66+/kpaWRrly5ViyZAkNGzZ0d1wRKYSu5n3Ey8uLyZMn07p1axwOB88++yylS5c2I26RpaIlUkj877xnp9N51XOhb7vtNhwOR37EEpFC6nreMwCtHiYiV3wf6dSpE506dSroWMWGpg6KmCw0NBSr1XrJv0QnJCRc8i9NIiJ6zxCR66X3kYKhoiViMh8fH26++Wa+++67ix7/7rvvaNasmUmpRKSw0nuGiFwvvY8UDE0dFCkAqampHDhw4MLxoUOH2LFjB6VKlaJ8+fIMGzaM3r17c8stt9C0aVNmz57N0aNHGTx4sImpRcQses8Qkeul95FCwCki+e6HH35wApd8PfTQQxfOefvtt50VKlRw+vj4OG+66SbnunXrzAssIqbSe4aIXC+9j5hP+2iJiIiIiIi4me7REhERERERcTMVLRERERERETdT0RIREREREXEzFS0RERERERE3U9ESERERERFxMxUtERERERERN1PREhERERERcTMVLRERERERETdT0RIRkWJn7dq1GIbB+fPnC/y1DcPAMAxKliz5j+eNGzeO+vXrX3T8n2unTZuWrxlFRCT/qWiJiEiR1qpVK5588smLHmvWrBlxcXHYbDZTMn3wwQfs27cvT9c888wzxMXFUa5cuXxKJSIiBcnL7AAiIiLu5uPjQ0REhGmvX7JkScLCwvJ0TWBgIIGBgVit1nxKJSIiBUkjWiIiUmT17duXdevW8eabb16Ydnf48OFLpg5++OGHlCxZkmXLllG9enX8/f3p1q0baWlpfPTRR1SsWJGQkBAef/xx7Hb7hefPzs7m2WefJSoqioCAABo3bszatWuvKeukSZMIDw8nKCiI/v37k5mZ6YY/ARERKaxUtEREpMh68803adq0KQMGDCAuLo64uDiio6Mve256ejrTp0/ns88+Y8WKFaxdu5aYmBiWL1/O8uXLmTdvHrNnz2bRokUXrnn44YfZuHEjn332GTt37uS+++6jXbt27N+/P085P//8c8aOHcsrr7zCtm3biIyMZObMmdf1s4uISOGmqYMiIlJk2Ww2fHx88Pf3v+JUwZycHN555x2qVKkCQLdu3Zg3bx6nTp0iMDCQWrVq0bp1a3744Qd69OjBwYMH+fTTTzl+/Dhly5YFXPdRrVixgg8++IAJEyZcdc5p06bRr18/HnnkEQBefvllVq9erVEtEZFiTCNaIiLiEfz9/S+ULIDw8HAqVqxIYGDgRY8lJCQA8Ouvv+J0OqlWrdqF+6cCAwNZt24dBw8ezNNr7969m6ZNm1702P8ei4hI8aIRLRER8Qje3t4XHRuGcdnHHA4HAA6HA6vVyi+//HLJAhX/Xc5EREQuR0VLRESKNB8fn4sWsHCXBg0aYLfbSUhIoHnz5tf1XDVr1mTz5s306dPnwmObN2++3ogiIlKIqWiJiEiRVrFiRbZs2cLhw4cJDAykVKlSbnneatWq8cADD9CnTx8mT55MgwYNOHPmDGvWrKFOnTrcfffdV/1cTzzxBA899BC33HILt912GwsWLOCPP/6gcuXKbskqIiKFj+7REhGRIu2ZZ57BarVSq1YtypQpw9GjR9323B988AF9+vTh6aefpnr16nTq1IktW7b87cqGf6dHjx688MILjBgxgptvvpkjR47w6KOPui2niIgUPobT6XSaHUJERKS4MAyDJUuWcO+9917T9RUrVuTJJ5/kySefdGsuEREpWBrREhERcbP777+fcuXK5emaCRMmEBgY6NYRORERMY9GtERERNzowIEDAFitVipVqnTV1yUmJpKYmAhAmTJlsNls+ZJPREQKhoqWiIiIiIiIm2nqoIiIiIiIiJupaImIiIiIiLiZipaIiIiIiIibqWiJiIiIiIi4mYqWiIiIiIiIm6loiYiIiIiIuJmKloiIiIiIiJupaImIiIiIiLiZipaIiIiIiIib/R/OCZRVPymYVgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -535,28 +541,22 @@ "name": "stdout", "output_type": "stream", "text": [ - ".....................................................................................................................................\n", + ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 130\n", + " # function evals = 58\n", " # data points = 77\n", - " # variables = 4\n", - " chi-square = 0.17748348\n", - " reduced chi-square = 0.00243128\n", - " Akaike info crit = -459.596604\n", - " Bayesian info crit = -450.221383\n", + " # variables = 2\n", + " chi-square = 0.00121634\n", + " reduced chi-square = 1.6218e-05\n", + " Akaike info crit = -847.289973\n", + " Bayesian info crit = -842.602363\n", "[[Variables]]\n", - " kaq0: 269.926404 +/- 15.2802534 (5.66%) (init = 10)\n", - " Saq0: 0.00251398 +/- 4.2224e-04 (16.80%) (init = 0.0001)\n", - " res: 6.6477e-09 +/- 1.5854e-04 (2384831.20%) (init = 0)\n", - " rc: 6.41259034 +/- 0.71216881 (11.11%) (init = 0)\n", + " kaq0: 282.798193 +/- 1.12249494 (0.40%) (init = 10)\n", + " Saq0: 0.00420840 +/- 3.3245e-05 (0.79%) (init = 0.0001)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.8536\n", - " C(Saq0, rc) = -0.7940\n", - " C(kaq0, rc) = +0.6007\n", - " C(kaq0, res) = -0.2138\n", - " C(res, rc) = -0.1335\n" + " C(kaq0, Saq0) = -0.8100\n" ] } ], @@ -565,8 +565,8 @@ "ca_1 = ttim.Calibrate(ml_1)\n", "ca_1.set_parameter(name=\"kaq0\", initial=10)\n", "ca_1.set_parameter(name=\"Saq0\", initial=1e-4)\n", - "ca_1.set_parameter_by_reference(name=\"res\", parameter=w_1.res, initial=0, pmin=0)\n", - "ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", + "#ca_1.set_parameter_by_reference(name=\"res\", parameter=w_1.res, initial=0, pmin=0)\n", + "#ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", "ca_1.series(name=\"obs1\", x=r1, y=0, t=t1, h=h1, layer=0)\n", "ca_1.series(name=\"obs2\", x=r2, y=0, t=t2, h=h2, layer=0)\n", "ca_1.series(name=\"obs3\", x=r3, y=0, t=t3, h=h3, layer=0)\n", @@ -599,72 +599,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 2.699264e+02\n", - " 15.280253\n", - " 5.660896e+00\n", + " None\n", + " 282.798193\n", + " 1.122495\n", + " 0.396924\n", " -inf\n", " inf\n", " 10.0000\n", - " [269.9264039331294]\n", + " None\n", + " [[282.7981927108409]]\n", " \n", " \n", " Saq0\n", - " 2.513976e-03\n", - " 0.000422\n", - " 1.679571e+01\n", + " None\n", + " 0.004208\n", + " 0.000033\n", + " 0.789965\n", " -inf\n", " inf\n", " 0.0001\n", - " [0.00251397557307878]\n", - " \n", - " \n", - " res\n", - " 6.647714e-09\n", - " 0.000159\n", - " 2.384831e+06\n", - " 0.0\n", - " inf\n", - " 0.0000\n", - " [6.647714378971159e-09]\n", - " \n", - " \n", - " rc\n", - " 6.412590e+00\n", - " 0.712169\n", - " 1.110579e+01\n", - " -inf\n", - " inf\n", - " 0.0000\n", - " [6.412590335157701]\n", + " None\n", + " [[0.0042084036125535065]]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 2.699264e+02 15.280253 5.660896e+00 -inf inf 10.0000 \n", - "Saq0 2.513976e-03 0.000422 1.679571e+01 -inf inf 0.0001 \n", - "res 6.647714e-09 0.000159 2.384831e+06 0.0 inf 0.0000 \n", - "rc 6.412590e+00 0.712169 1.110579e+01 -inf inf 0.0000 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 None 282.798193 1.122495 0.396924 -inf inf 10.0000 None \n", + "Saq0 None 0.004208 0.000033 0.789965 -inf inf 0.0001 None \n", "\n", - " parray \n", - "kaq0 [269.9264039331294] \n", - "Saq0 [0.00251397557307878] \n", - "res [6.647714378971159e-09] \n", - "rc [6.412590335157701] " + " parray \n", + "kaq0 [[282.7981927108409]] \n", + "Saq0 [[0.0042084036125535065]] " ] }, "metadata": {}, @@ -674,7 +656,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RMSE: 0.048010209769074955\n" + "RMSE: 0.003974497435435633\n" ] } ], @@ -699,25 +681,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "....................................................\n", + ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 49\n", + " # function evals = 58\n", " # data points = 77\n", - " # variables = 3\n", - " chi-square = 0.00116245\n", - " reduced chi-square = 1.5709e-05\n", - " Akaike info crit = -848.779345\n", - " Bayesian info crit = -841.747929\n", + " # variables = 2\n", + " chi-square = 0.00121634\n", + " reduced chi-square = 1.6218e-05\n", + " Akaike info crit = -847.289973\n", + " Bayesian info crit = -842.602363\n", "[[Variables]]\n", - " kaq0: 283.922068 +/- 1.28513301 (0.45%) (init = 10)\n", - " Saq0: 0.00415479 +/- 4.3872e-05 (1.06%) (init = 0.0001)\n", - " rc: 0.78986695 +/- 0.21257689 (26.91%) (init = 0)\n", + " kaq0: 282.798193 +/- 1.12249494 (0.40%) (init = 10)\n", + " Saq0: 0.00420840 +/- 3.3245e-05 (0.79%) (init = 0.0001)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.8522\n", - " C(Saq0, rc) = -0.6689\n", - " C(kaq0, rc) = +0.4872\n" + " C(kaq0, Saq0) = -0.8100\n" ] } ], @@ -726,8 +705,8 @@ "ca_1 = ttim.Calibrate(ml_1)\n", "ca_1.set_parameter(name=\"kaq0\", initial=10)\n", "ca_1.set_parameter(name=\"Saq0\", initial=1e-4)\n", - "# ca_1.set_parameter_by_reference(name='res', parameter=w_1.res, initial=0, pmin = 0)\n", - "ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", + "#ca_1.set_parameter_by_reference(name='res', parameter=w_1.res, initial=0, pmin = 0)\n", + "#ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", "ca_1.series(name=\"obs1\", x=r1, y=0, t=t1, h=h1, layer=0)\n", "ca_1.series(name=\"obs2\", x=r2, y=0, t=t2, h=h2, layer=0)\n", "ca_1.series(name=\"obs3\", x=r3, y=0, t=t3, h=h3, layer=0)\n", @@ -760,60 +739,54 @@ " \n", " \n", " \n", + " layers\n", " optimal\n", " std\n", " perc_std\n", " pmin\n", " pmax\n", " initial\n", + " inhoms\n", " parray\n", " \n", " \n", " \n", " \n", " kaq0\n", - " 283.922068\n", - " 1.285133\n", - " 0.452636\n", + " None\n", + " 282.798193\n", + " 1.122495\n", + " 0.396924\n", " -inf\n", " inf\n", " 10.0000\n", - " [283.9220682321584]\n", + " None\n", + " [[282.7981927108409]]\n", " \n", " \n", " Saq0\n", - " 0.004155\n", - " 0.000044\n", - " 1.055947\n", + " None\n", + " 0.004208\n", + " 0.000033\n", + " 0.789965\n", " -inf\n", " inf\n", " 0.0001\n", - " [0.004154792918984502]\n", - " \n", - " \n", - " rc\n", - " 0.789867\n", - " 0.212577\n", - " 26.912999\n", - " -inf\n", - " inf\n", - " 0.0000\n", - " [0.7898669524811902]\n", + " None\n", + " [[0.0042084036125535065]]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " optimal std perc_std pmin pmax initial \\\n", - "kaq0 283.922068 1.285133 0.452636 -inf inf 10.0000 \n", - "Saq0 0.004155 0.000044 1.055947 -inf inf 0.0001 \n", - "rc 0.789867 0.212577 26.912999 -inf inf 0.0000 \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 None 282.798193 1.122495 0.396924 -inf inf 10.0000 None \n", + "Saq0 None 0.004208 0.000033 0.789965 -inf inf 0.0001 None \n", "\n", - " parray \n", - "kaq0 [283.9220682321584] \n", - "Saq0 [0.004154792918984502] \n", - "rc [0.7898669524811902] " + " parray \n", + "kaq0 [[282.7981927108409]] \n", + "Saq0 [[0.0042084036125535065]] " ] }, "metadata": {}, @@ -823,7 +796,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RMSE: 0.0038854548321227526\n" + "RMSE: 0.003974497435435633\n" ] } ], @@ -846,7 +819,7 @@ "outputs": [ { "data": { - "image/png": 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Fit statistics for the tested models
 RMSEAICBICCalibration schemeRMSEAICBICCalibration scheme
Model 10.003974-847.289978-842.602367All Obs WellsModel 10.003974-847.289973-842.602363All Obs Wells
Model 20.003885-848.779345-841.747929All Obs Wells + wellbore storageModel 20.003974-847.289973-842.602363All Obs Wells + wellbore storage
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -983,7 +956,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1030,31 +1003,31 @@ " \n", " \n", " ttim\n", - " 282.794884488729\n", - " 0.004208570769688495\n", + " 282.7981927108409\n", + " 0.0042084036125535065\n", " -\n", " 0.003974\n", " \n", " \n", " ttim-rc\n", - " 283.922068\n", - " 0.004155\n", - " 0.789867\n", - " 0.003885\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 0.003974\n", " \n", " \n", "\n", "" ], "text/plain": [ - " k [m/d] Ss [1/m] rc RMSE\n", - "AQTESOLV 282.659 0.004211 - 0.003925\n", - "MLU 282.684 0.004209 - 0.003897\n", - "ttim 282.794884488729 0.004208570769688495 - 0.003974\n", - "ttim-rc 283.922068 0.004155 0.789867 0.003885" + " k [m/d] Ss [1/m] rc RMSE\n", + "AQTESOLV 282.659 0.004211 - 0.003925\n", + "MLU 282.684 0.004209 - 0.003897\n", + "ttim 282.7981927108409 0.0042084036125535065 - 0.003974\n", + "ttim-rc NaN NaN NaN 0.003974" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1065,7 +1038,7 @@ ")\n", "t.loc[\"AQTESOLV\"] = [282.659, 4.211e-03, \"-\"]\n", "t.loc[\"ttim\"] = np.append(ca_0.parameters[\"optimal\"].values, \"-\")\n", - "t.loc[\"ttim-rc\"] = ca_1.parameters[\"optimal\"].values\n", + "#t.loc[\"ttim-rc\"] = ca_1.parameters[\"optimal\"].values\n", "t.loc[\"MLU\"] = [282.684, 4.209e-03, \"-\"]\n", "t[\"RMSE\"] = [0.003925, 0.003897, ca_0.rmse(), ca_1.rmse()]\n", "t" @@ -1080,12 +1053,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] From e2beb8618761759a635c7f7c1eda2cbfc9df282c Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 10:26:24 +0100 Subject: [PATCH 84/95] specify inhoms by tuple of names in calibrate --- docs/01howto/howto_xsection_model.ipynb | 21 ++++++----- docs/04pumpingtests/confined3_sioux.ipynb | 44 +++++++++++++---------- ttim/fit.py | 5 ++- 3 files changed, 41 insertions(+), 29 deletions(-) diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index bb6d8f6..073f6c7 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -412,6 +412,9 @@ "name": "stdout", "output_type": "stream", "text": [ + "iaq left\n", + "iaq right\n", + "iaq river\n", ".......................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", @@ -448,7 +451,7 @@ " initial=csideguess,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=(left, right),\n", + " inhoms=('left', 'right'),\n", ")\n", "\n", "cal.set_parameter(\n", @@ -457,7 +460,7 @@ " initial=12,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=(river),\n", + " inhoms=('river'),\n", ")\n", "\n", "cal.fit(report=True)" @@ -465,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "10d9dcc9-a07c-43c9-b01f-3c2ba47322d5", "metadata": {}, "outputs": [ @@ -475,7 +478,7 @@ "array([ 478.81952114, 1000. ])" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -486,7 +489,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "b41aa02a-603d-48c0-9280-b381e8af35a2", "metadata": {}, "outputs": [ @@ -496,7 +499,7 @@ "array([ 196.85817722, 1000. ])" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -507,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "2fac0310-bcfc-4fce-87e3-81f75187ff80", "metadata": {}, "outputs": [ @@ -517,7 +520,7 @@ "array([ 478.81952114, 1000. ])" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -528,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "7e1a203f-6590-4cbd-b26c-ae7da65f6f8e", "metadata": {}, "outputs": [ diff --git a/docs/04pumpingtests/confined3_sioux.ipynb b/docs/04pumpingtests/confined3_sioux.ipynb index dfe7dad..bfc72bd 100644 --- a/docs/04pumpingtests/confined3_sioux.ipynb +++ b/docs/04pumpingtests/confined3_sioux.ipynb @@ -314,6 +314,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "warning here\n", + "warning here\n", ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", @@ -541,6 +543,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "warning here\n", + "warning here\n", ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", @@ -681,6 +685,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "warning here\n", + "warning here\n", ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", @@ -880,37 +886,37 @@ "text/html": [ "\n", - "\n", + "
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Fit statistics for the tested models
 RMSEAICBICCalibration schemeRMSEAICBICCalibration scheme
Model 10.003974-847.289973-842.602363All Obs WellsModel 10.003974-847.289973-842.602363All Obs Wells
Model 20.003974-847.289973-842.602363All Obs Wells + wellbore storageModel 20.003974-847.289973-842.602363All Obs Wells + wellbore storage
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -956,7 +962,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1027,7 +1033,7 @@ "ttim-rc NaN NaN NaN 0.003974" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1053,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { diff --git a/ttim/fit.py b/ttim/fit.py index 30dfea6..6e293f1 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -101,13 +101,16 @@ def set_parameter( # get aquifer information and create list if necessary if inhoms is None: aq = [self.model.aq] - elif not isinstance(inhoms, (list, tuple)): + elif isinstance(inhoms, tuple): + aq = list(inhoms) + elif not isinstance(inhoms, list): aq = [inhoms] else: aq = inhoms # convert aquifer names to aquifer objects for i, iaq in enumerate(aq): + print('iaq ', iaq) if isinstance(iaq, str): aq[i] = self.model.aq.inhomdict[iaq] From eec2a1a4d97acecded816c602639ec530454c95f Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 12:51:55 +0100 Subject: [PATCH 85/95] added option x1=-np.inf, x2=+np.inf --- ttim/inhom1d.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ttim/inhom1d.py b/ttim/inhom1d.py index bdb711b..b706158 100644 --- a/ttim/inhom1d.py +++ b/ttim/inhom1d.py @@ -145,8 +145,11 @@ def initialize(self): def create_elements(self): """Create linesinks to meet the continuity conditions the at the boundaries.""" + if (self.x1 == -np.inf) and (self.x2 == np.inf): + # no reason to add elements + pass # HeadDiff on right side, FluxDiff on left side - if self.x1 == -np.inf: + elif self.x1 == -np.inf: xin = self.x2 - self.tiny # xoutright = self.x2 + self.tiny aqin = self.model.aq.find_aquifer_data(xin, 0) From 91b1bc601ca5fcf0db2c316470fe97d16f725b1f Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 14:54:30 +0100 Subject: [PATCH 86/95] Rewrote howto tidal notebook Simplified and updated --- .../howto_fluctuating_head_boundary.ipynb | 276 +++++++++++++++ docs/01howto/howto_tidal_boundary.ipynb | 325 ------------------ 2 files changed, 276 insertions(+), 325 deletions(-) create mode 100644 docs/01howto/howto_fluctuating_head_boundary.ipynb delete mode 100644 docs/01howto/howto_tidal_boundary.ipynb diff --git a/docs/01howto/howto_fluctuating_head_boundary.ipynb b/docs/01howto/howto_fluctuating_head_boundary.ipynb new file mode 100644 index 0000000..e797122 --- /dev/null +++ b/docs/01howto/howto_fluctuating_head_boundary.ipynb @@ -0,0 +1,276 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HowTo: Model fluctuating head boundaries with `ttim`\n", + "\n", + "This notebook shows how fluctuating head boundaries, such as a head with a varying river, can be modeled with `ttim`. The example is for a cross-sectional model, but the same holds for a two-dimensional model. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import ttim" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define parameters for a single unconfined aquifer. The head in the river fluctuates as a cosine with period $\\tau$. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# parameters\n", + "k = 20.0 # hydraulic conductivity, m/d\n", + "H = 50.0 # thickness of aquifer, m\n", + "T = k * H # transmissivity, m^2/d\n", + "S = 0.1 # storage coefficient, -\n", + "tau = 0.5 # tidal period, d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The analytic solution for the head is given by the following function (see Bakker and Post, 2020)>" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# solution for unit amplitude\n", + "def head_river(t, tau, tp=0):\n", + " return np.cos(2 * np.pi * (t - tp) / tau)\n", + " \n", + "def analytic_head(x, t, tau, S, T, tp=0):\n", + " B = np.exp(-x * np.sqrt(S * np.pi / (T * tau)))\n", + " ts = x * np.sqrt(S * tau / (4 * np.pi * T))\n", + " return B * np.cos(2 * np.pi * (t - tp - ts) / tau)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The analytic solution is for a river with varying head that has been varying for ever. \n", + "In `ttim`, head is simulated for several days to get the model to spin-up. \n", + "In interpreting the results, we only look at the heads in the final tidal period." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In `ttim`, the specified head in a river is constant for a period. For example, `tsandh=[(0, 1), (1, 2), (4, -2)]` means the head in the river equal to 1 from $t=0$ till $t=1$, equal to 2 from $t=1$ till $t=4$ and equal to -2 thereafter. The head in a river fluctuates continuously, of course, and will be approximated by a step function. \n", + "\n", + "Consider the case that the head is specified using regular time intervals $\\Delta t$ (this is not necessary of course, but practical for most applications). \n", + "There are three different ways to specify a continuously vary head boundary in `ttim`. \n", + "\n", + "- The head at time $t$ is used for the interval from $t$ till $t+\\Delta t$. This is referred to as *begin*.\n", + "- The head at time $t+\\Delta t$ is used for the interval from $t$ till $t+\\Delta t$. This is referred to as *end*.\n", + "- The average between the heads at $t$ and $t+\\Delta t$ is used for the interval from $t$ till $t+\\Delta t$. This is referred to as *mid*.\n", + "\n", + "A graph for these three options is shown below." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmax = 5 # day\n", + "delt = 0.025 # day\n", + "t = np.arange(0, tmax, delt)\n", + "hexact = head_river(t, tau)\n", + "hbegin = head_river(t, tau)\n", + "hend = head_river(t + delt, tau)\n", + "hmid = 0.5 * (head_river(t - delt / 2, tau) + head_river(t + delt / 2, tau))\n", + "tmid = np.hstack((0, 0.5 * (t[:-1] + t[1:])))\n", + "# plot\n", + "plt.figure(figsize=(10, 3))\n", + "plt.plot(t, hexact, 'k', label='observed')\n", + "plt.step(t, hbegin, where='post', label='begin')\n", + "plt.step(t, hend, where='post', label='end')\n", + "plt.step(tmid, hmid, where='post', label='mid')\n", + "plt.xlim(0, 1)\n", + "plt.xlabel('time (d)')\n", + "plt.ylabel('head (m)')\n", + "plt.legend()\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A model is created for all three options." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "mlbegin = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", + "xsection = ttim.XsectionMaq(model=mlbegin, x1=-np.inf, x2=np.inf,\n", + " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", + "lsriver = ttim.HeadLineSink1D(model=mlbegin, xls=0, tsandh=list(zip(t, hbegin)))\n", + "mlbegin.solve(silent=True)\n", + "#\n", + "mlmid = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", + "xsection = ttim.XsectionMaq(model=mlmid, x1=-np.inf, x2=np.inf,\n", + " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", + "lsriver = ttim.HeadLineSink1D(model=mlmid, xls=0, tsandh=list(zip(tmid, hmid)))\n", + "mlmid.solve(silent=True)\n", + "#\n", + "mlend = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", + "xsection = ttim.XsectionMaq(model=mlend, x1=-np.inf, x2=np.inf,\n", + " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", + "lsriver = ttim.HeadLineSink1D(model=mlend, xls=0, tsandh=list(zip(t, hend)))\n", + "mlend.solve(silent=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's compare the output for all three options. First we look at the head along $x$ at 4 moments in the tidal period. As we can see the *mid* option best matches the analytical solution. The `ttim` and exact solutions are closer together when the interval $\\Delta t$ is reduced. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 200, 100)\n", + "tlist = [4, 4.125, 4.25, 4.375]\n", + "plt.figure(figsize=(10, 4))\n", + "for tp in tlist:\n", + " hex = analytic_head(x, tp, tau, S, T)\n", + " plt.plot(x, hex, 'k')\n", + " for i, ml in enumerate([mlbegin, mlmid, mlend]):\n", + " h = ml.headalongline(x, 0, tp)\n", + " plt.plot(x, h[0, 0], 'C' + str(i), linestyle='--')\n", + "plt.text(-2, 1, 't=4', ha='right', va='top')\n", + "plt.text(-2, 0.01, 't=4.125', ha='right', va='bottom')\n", + "plt.text(-2, -0.01, 't=4.375', ha='right', va='top')\n", + "plt.text(-2, -1, 't=4.25', ha='right', va='bottom')\n", + "plt.xlim(-20, 200)\n", + "plt.legend(['exact', 'begin', 'mid', 'end'])\n", + "plt.xlabel('x (m)')\n", + "plt.ylabel('head (m)')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we compare the head at $x=50$ m for the last tidal period. Here we can clearly see that the *begin* and *end* result solutions that in trail\n", + "and lead the analytic solution, respectively. The *mid* option matches nicely with the analytical solution. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 3))\n", + "tp = np.linspace(4.5, 5, 100)\n", + "hex = analytic_head(50, tp, tau, S, T)\n", + "plt.plot(tp, hex, 'k')\n", + "for ml in [mlbegin, mlmid, mlend]:\n", + " h = ml.head(50, 0, tp)\n", + " plt.plot(tp, h[0], '--')\n", + "plt.legend(['exact', 'begin', 'mid', 'end'])\n", + "plt.xlabel('time (d)')\n", + "plt.ylabel('head (m)')\n", + "plt.title('head at x=50 m')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In conclusion, when modeling fluctuating boundary conditions in `ttim`, use the *mid* approximation as the input time series for your model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/01howto/howto_tidal_boundary.ipynb b/docs/01howto/howto_tidal_boundary.ipynb deleted file mode 100644 index b411a8d..0000000 --- a/docs/01howto/howto_tidal_boundary.ipynb +++ /dev/null @@ -1,325 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### HowTo: modeling tidal boundaries with `TTim`\n", - "\n", - "This notebook shows how tidal boundary conditions can be modeled with TTim." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import ttim" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Define some parameters for a single aquifer. There is a tidal boundary condition at $x=0$ and a semi-infinite aquifer to the right. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# parameters\n", - "k = 20.0 # hydraulic conductivity, m/d\n", - "H = 50.0 # thickness of aquifer, m\n", - "T = k * H # transmissivity, m^2/d\n", - "S = 0.1 # storage coefficient, -\n", - "tau = 0.5 # tidal period, d\n", - "tp = 0.125 # time of peak at canal, d" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The analytic solution for the head is given by the following function." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# solution for unit amplitude\n", - "def analytic_head(x, t, tau, S, T, tp=0):\n", - " B = np.exp(-x * np.sqrt(S * np.pi / (T * tau)))\n", - " ts = x * np.sqrt(S * tau / (4 * np.pi * T))\n", - " return B * np.cos(2 * np.pi * (t - tp - ts) / tau)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input time series for the TTim model is extended for several days to get the model to spin-up. In interpreting the results, we only look at the heads in the final tidal period." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "ndays = 5\n", - "t = np.linspace(0, ndays * 2 * tau, ndays * 50)\n", - "hstar = np.sin(2 * np.pi * t / tau)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are different ways the tidal boundary can be set in the TTim model based on some synthetic \"observed\" water level time series:\n", - "\n", - "- No shift, the data is entered as is\n", - "- Shift -1, the data shifted backwards in time by one step\n", - "- Midpoint, the average between the previous two.\n", - "\n", - "The different choices and how that translates into a boundary condition in TTim is shown below. The \"no shift\" data is continuously leading the observed water levels, whereas \"shift -1\" is trailing the observed water levels. The \"midpoint\" option is the average between the two, and based on this result is expected to best match the analytical solution. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# no shift\n", - "hstar = pd.Series(index=t, data=hstar)\n", - "# shift 1\n", - "hshift = hstar.shift(-1)\n", - "# midpoint\n", - "hmid = 0.5 * (hstar + hshift.values)\n", - "\n", - "# plot\n", - "plt.figure(figsize=(10, 3))\n", - "plt.plot(hstar.loc[:1].index, hstar.loc[:1], label=\"observed\")\n", - "plt.step(hstar.loc[:1].index, hstar.loc[:1], where=\"post\", label=\"no shift\")\n", - "plt.step(hshift.loc[:1].index, hshift.loc[:1], where=\"post\", label=\"shift -1\")\n", - "plt.step(\n", - " hmid.loc[:1].index, hmid.loc[:1], where=\"post\", label=\"midpoint\", color=\"k\", lw=1.0\n", - ")\n", - "plt.ylabel(\"h\")\n", - "plt.xlabel(\"t\")\n", - "plt.legend(loc=(0, 1), frameon=False, ncol=4)\n", - "plt.xticks(np.arange(0, 1.01, 0.125))\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's test the three options and compare the results to the analytical solution." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "tstart = (ndays - 0.5) * 2 * tau # use last half-day\n", - "t = np.arange(0, tau, tau / 4) + tstart\n", - "x = np.linspace(0, 200, 100)\n", - "\n", - "# for storing results\n", - "results_at_x = {}\n", - "results_along_x = {}\n", - "\n", - "# loop through hstar options\n", - "hstar_dict = {\"no shift\": hstar, \"shift -1\": hshift, \"midpoint\": hmid}\n", - "\n", - "for name, ihstar in hstar_dict.items():\n", - " tsandhstar = ihstar.dropna().to_frame().to_records().tolist()\n", - "\n", - " ml = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", - " tidal = ttim.XsectionMaq(\n", - " ml,\n", - " -np.inf,\n", - " 0.0,\n", - " kaq=k,\n", - " z=[1.0, 0, -H],\n", - " Saq=1e-10,\n", - " c=1e-10,\n", - " topboundary=\"semi\",\n", - " tsandhstar=tsandhstar,\n", - " )\n", - " land = ttim.XsectionMaq(\n", - " ml,\n", - " 0.0,\n", - " np.inf,\n", - " kaq=k,\n", - " z=[1.0, 0, -H],\n", - " Saq=S / H,\n", - " c=1e10,\n", - " topboundary=\"semi\",\n", - " )\n", - " ml.solve(silent=True)\n", - "\n", - " h_at_x = ml.head(50.0, 0.0, hstar.index.to_numpy())\n", - " results_at_x[name] = h_at_x\n", - "\n", - " h_t = ml.headalongline(x, np.zeros_like(x), t)\n", - " results_along_x[name] = h_t" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compare the results. First we look at the head along $x$ at 4 moments in the tidal period. As we can see the \"midpoint\" option best matches the analytical solution. It still isn't quite equal to the analytical solution near $x=0$ because of the discretization of the input time series. If we had used more points to approximate our tidal signal, the results would be closer together. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# basic plot\n", - "plt.figure(figsize=(10, 4))\n", - "x = np.linspace(0, 200, 100)\n", - "for i, ti in enumerate(np.arange(tau / 4, tau + 1e-5, tau / 4)):\n", - " h = analytic_head(x, ti, tau, S, T, tp=tp)\n", - " (p0,) = plt.plot(x, h, color=\"C0\", label=\"analytical solution\")\n", - " (p1,) = plt.plot(\n", - " x,\n", - " results_along_x[\"no shift\"][0, i],\n", - " color=\"C1\",\n", - " ls=\"dashed\",\n", - " label=\"no shift\",\n", - " )\n", - " (p2,) = plt.plot(\n", - " x,\n", - " results_along_x[\"shift -1\"][0, i],\n", - " color=\"C2\",\n", - " ls=\"dashed\",\n", - " label=\"shift -1\",\n", - " )\n", - " (p3,) = plt.plot(\n", - " x,\n", - " results_along_x[\"midpoint\"][0, i],\n", - " color=\"C3\",\n", - " ls=\"dashed\",\n", - " label=\"midpoint\",\n", - " zorder=10,\n", - " )\n", - "# for the amplitude envelope\n", - "# mu = np.sqrt(T * tau / (S * np.pi)) # characteristic length, m\n", - "# plt.plot(x, np.exp(-x / mu), \"k--\")\n", - "# plt.plot(x, -np.exp(-x / mu), \"k--\")\n", - "plt.xlabel(\"x (m)\")\n", - "plt.ylabel(\"head (m)\")\n", - "handles = [p0, p1, p2, p3]\n", - "labels = [h.get_label() for h in handles]\n", - "plt.legend(handles, labels, loc=(0, 1), frameon=False, ncol=4)\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next we compare the head at $x=50$ m for the last tidal period. Here we can clearly see the \"no shift\" and \"shift -1\" leading and trailing the analytical solution. The \"midpoint\" option matches nicely with the analytical solution. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "t = hstar.index.to_numpy()[-25:]\n", - "ha = analytic_head(50.0, t, tau, S, T, tp=tp)\n", - "plt.figure(figsize=(10, 3))\n", - "plt.plot(t, ha, label=\"analytical solution\")\n", - "plt.plot(t, results_at_x[\"no shift\"].squeeze()[-25:], label=\"no shift\", ls=\"dashed\")\n", - "plt.plot(t, results_at_x[\"shift -1\"].squeeze()[-25:], label=\"shift -1\", ls=\"dashed\")\n", - "plt.plot(t, results_at_x[\"midpoint\"].squeeze()[-25:], label=\"midpoint\", ls=\"dashed\")\n", - "plt.legend(loc=(0, 1), frameon=False, ncol=4)\n", - "plt.xlabel(\"time [d]\")\n", - "plt.ylabel(\"head [m]\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In conclusion, when modeling tidal boundary conditions in TTim, use the \"midpoint\" approximation as the input time series for your model." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 2955e399e3967b67b51263e8f42c534e26e5cc2c Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 18:37:21 +0100 Subject: [PATCH 87/95] removed leftover print statement --- ttim/fit.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ttim/fit.py b/ttim/fit.py index 6e293f1..c529955 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -110,7 +110,6 @@ def set_parameter( # convert aquifer names to aquifer objects for i, iaq in enumerate(aq): - print('iaq ', iaq) if isinstance(iaq, str): aq[i] = self.model.aq.inhomdict[iaq] From b7ef3caf8c3421b7075900d15a36fec4e0b83a13 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 20:18:58 +0100 Subject: [PATCH 88/95] fixed sioux notebook took out well resistance as there is no measurement inside the well --- docs/04pumpingtests/confined3_sioux.ipynb | 291 ++++++---------------- 1 file changed, 80 insertions(+), 211 deletions(-) diff --git a/docs/04pumpingtests/confined3_sioux.ipynb b/docs/04pumpingtests/confined3_sioux.ipynb index bfc72bd..ffef853 100644 --- a/docs/04pumpingtests/confined3_sioux.ipynb +++ b/docs/04pumpingtests/confined3_sioux.ipynb @@ -314,8 +314,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "warning here\n", - "warning here\n", ".............................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", @@ -489,19 +487,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Step 5.2. Model Calibration with skin resistance and wellbore storage\n", + "### Step 5.2. Model Calibration with wellbore storage\n", "\n", "In this new model, we investigate whether the well parameters are relevant in the fit.\n", "\n", - "We begin by reloading the model and creating a ```Well``` object with two extra parameters:\n", + "We begin by reloading the model and creating a ```Well``` object with one extra parameters:\n", "\n", - "* The radius of the caisson ```rc```, which we use to simulate wellbore storage. In this case, we use a value in meters (float);\n", - "* The skin resistance ```res```, a float value with the unit in days." + "* The radius of the caisson ```rc```, which we use to simulate wellbore storage. In this case, we use a value in meters (float);" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -517,7 +514,7 @@ "ml_1 = ttim.ModelMaq(\n", " kaq=10, z=[0, b], Saq=0.001, tmin=0.001, tmax=10, topboundary=\"conf\"\n", ")\n", - "w_1 = ttim.Well(ml_1, xw=0, yw=0, rw=rw, rc=0, res=0, tsandQ=[(0, Q)], layers=0)\n", + "w_1 = ttim.Well(ml_1, xw=0, yw=0, rw=rw, rc=0, tsandQ=[(0, Q)], layers=0)\n", "ml_1.solve()" ] }, @@ -525,7 +522,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Here we use the method ```.set_parameter_by_reference``` to calibrate the ```rc``` and ```res``` parameters in our well.\n", + "Here we use the method ```.set_parameter_by_reference``` to calibrate the ```rc``` parameter in our well.\n", "\n", "```.set_parameter_by_reference``` takes the following arguments:\n", "* ```name```: a string of the parameter name\n", @@ -536,31 +533,32 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "warning here\n", - "warning here\n", - ".............................................................\n", + "...........................................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 58\n", + " # function evals = 56\n", " # data points = 77\n", - " # variables = 2\n", - " chi-square = 0.00121634\n", - " reduced chi-square = 1.6218e-05\n", - " Akaike info crit = -847.289973\n", - " Bayesian info crit = -842.602363\n", + " # variables = 3\n", + " chi-square = 0.00116245\n", + " reduced chi-square = 1.5709e-05\n", + " Akaike info crit = -848.779204\n", + " Bayesian info crit = -841.747788\n", "[[Variables]]\n", - " kaq0: 282.798193 +/- 1.12249494 (0.40%) (init = 10)\n", - " Saq0: 0.00420840 +/- 3.3245e-05 (0.79%) (init = 0.0001)\n", + " kaq0: 283.919199 +/- 1.31248212 (0.46%) (init = 10)\n", + " Saq0: 0.00415514 +/- 4.3806e-05 (1.05%) (init = 0.0001)\n", + " rc: 0.78951363 +/- 0.20812990 (26.36%) (init = 0.2)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.8100\n" + " C(kaq0, Saq0) = -0.8656\n", + " C(Saq0, rc) = -0.6688\n", + " C(kaq0, rc) = +0.5302\n" ] } ], @@ -569,8 +567,7 @@ "ca_1 = ttim.Calibrate(ml_1)\n", "ca_1.set_parameter(name=\"kaq0\", initial=10)\n", "ca_1.set_parameter(name=\"Saq0\", initial=1e-4)\n", - "#ca_1.set_parameter_by_reference(name=\"res\", parameter=w_1.res, initial=0, pmin=0)\n", - "#ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", + "ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, pmin=0.1, initial=0.2)\n", "ca_1.series(name=\"obs1\", x=r1, y=0, t=t1, h=h1, layer=0)\n", "ca_1.series(name=\"obs2\", x=r2, y=0, t=t2, h=h2, layer=0)\n", "ca_1.series(name=\"obs3\", x=r3, y=0, t=t3, h=h3, layer=0)\n", @@ -579,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -618,181 +615,53 @@ " \n", " kaq0\n", " None\n", - " 282.798193\n", - " 1.122495\n", - " 0.396924\n", + " 283.919199\n", + " 1.312482\n", + " 0.462273\n", " -inf\n", " inf\n", " 10.0000\n", " None\n", - " [[282.7981927108409]]\n", + " [[283.91919931261856]]\n", " \n", " \n", " Saq0\n", " None\n", - " 0.004208\n", - " 0.000033\n", - " 0.789965\n", + " 0.004155\n", + " 0.000044\n", + " 1.054250\n", " -inf\n", " inf\n", " 0.0001\n", " None\n", - " [[0.0042084036125535065]]\n", - " \n", - " \n", - "\n", - "" - ], - "text/plain": [ - " layers optimal std perc_std pmin pmax initial inhoms \\\n", - "kaq0 None 282.798193 1.122495 0.396924 -inf inf 10.0000 None \n", - "Saq0 None 0.004208 0.000033 0.789965 -inf inf 0.0001 None \n", - "\n", - " parray \n", - "kaq0 [[282.7981927108409]] \n", - "Saq0 [[0.0042084036125535065]] " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RMSE: 0.003974497435435633\n" - ] - } - ], - "source": [ - "display(ca_1.parameters)\n", - "print(\"RMSE:\", ca_1.rmse())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When adding both res and rc into calibration, the optimized res value is very close to 0. Moreover, the standard deviation is way above any reasonable limit. Thus, adding res has nearly no effect on improving the conceptual model's performance. Therefore, ```res``` is removed from the calibration." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "warning here\n", - "warning here\n", - ".............................................................\n", - "Fit succeeded.\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 58\n", - " # data points = 77\n", - " # variables = 2\n", - " chi-square = 0.00121634\n", - " reduced chi-square = 1.6218e-05\n", - " Akaike info crit = -847.289973\n", - " Bayesian info crit = -842.602363\n", - "[[Variables]]\n", - " kaq0: 282.798193 +/- 1.12249494 (0.40%) (init = 10)\n", - " Saq0: 0.00420840 +/- 3.3245e-05 (0.79%) (init = 0.0001)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(kaq0, Saq0) = -0.8100\n" - ] - } - ], - "source": [ - "# unknown parameters: k, Saq, res, rc\n", - "ca_1 = ttim.Calibrate(ml_1)\n", - "ca_1.set_parameter(name=\"kaq0\", initial=10)\n", - "ca_1.set_parameter(name=\"Saq0\", initial=1e-4)\n", - "#ca_1.set_parameter_by_reference(name='res', parameter=w_1.res, initial=0, pmin = 0)\n", - "#ca_1.set_parameter_by_reference(name=\"rc\", parameter=w_1.rc, initial=0)\n", - "ca_1.series(name=\"obs1\", x=r1, y=0, t=t1, h=h1, layer=0)\n", - "ca_1.series(name=\"obs2\", x=r2, y=0, t=t2, h=h2, layer=0)\n", - "ca_1.series(name=\"obs3\", x=r3, y=0, t=t3, h=h3, layer=0)\n", - "ca_1.fit(report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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layersoptimalstdperc_stdpminpmaxinitialinhomsparray
kaq0None282.7981931.1224950.396924-infinf10.0000None[[282.7981927108409]][[0.004155143996825365]]
Saq0None0.0042080.0000330.789965-infrcNaN0.7895140.20813026.3617870.1inf0.0001None[[0.0042084036125535065]]0.2000NaN[[0.7895136254264451]]
\n", "
" ], "text/plain": [ - " layers optimal std perc_std pmin pmax initial inhoms \\\n", - "kaq0 None 282.798193 1.122495 0.396924 -inf inf 10.0000 None \n", - "Saq0 None 0.004208 0.000033 0.789965 -inf inf 0.0001 None \n", + " layers optimal std perc_std pmin pmax initial inhoms \\\n", + "kaq0 None 283.919199 1.312482 0.462273 -inf inf 10.0000 None \n", + "Saq0 None 0.004155 0.000044 1.054250 -inf inf 0.0001 None \n", + "rc NaN 0.789514 0.208130 26.361787 0.1 inf 0.2000 NaN \n", "\n", - " parray \n", - "kaq0 [[282.7981927108409]] \n", - "Saq0 [[0.0042084036125535065]] " + " parray \n", + "kaq0 [[283.91919931261856]] \n", + "Saq0 [[0.004155143996825365]] \n", + "rc [[0.7895136254264451]] " ] }, "metadata": {}, @@ -802,7 +671,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "RMSE: 0.003974497435435633\n" + "RMSE: 0.0038854583861349557\n" ] } ], @@ -820,12 +689,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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lS7Kct3Tp0iy3bW1tadSoEUePHqVq1arUrFkz28e/g8mj9O/fH29vb0aMGMHNmzdzPCckJAQwhRxVVbP9kf/jjz9iMBie6Lr3O336NMePH89ybOnSpTg4OFCjRo1HPl5RlGw1nThxItueXXfPeZxRrqCgIGxsbFi8eHGW4zdu3MicfpaX3Nzc+OKLL4iIiODbb78FoE2bNqiqys2bN3P82lepUiXb8yiKQmBgIFOnTsXZ2TlzKqaXlxfW1tacOHEiy/lr1qx5rPqsrKwe+Xm0s7OjZcuWfPTRR6Snp3P69OkHnlu+fPksryUgIOCx6rirY8eOdOzYkX79+j0w8IDp/7lt27ZlBqu7fvrpJ2xtbTMf26hRowd+X94vODgYZ2dnzpw5k+PXpGbNmlhaWj7RawH47LPPGDt2LB9//DFjxox54scLIQoHGdESQhRJX3zxxSPP6dWrF99//z29e/cmNDSUKlWqsHv3biZOnEirVq146aWXAGjWrBkvvvgiI0aMICkpiZo1a7Jnzx4WLVqU7TmnT5/OCy+8QP369Rk8eDABAQEkJCRw6dIl1q1b98Qbmjo5ObFmzRratGlD9erVGTp0KEFBQVhaWnLx4kUWL17M8ePH6dSpE46Ojrz44ot8+eWXuLu7ExAQwM6dO5k7dy7Ozs5PdN37+fr60q5dO8aOHYuPjw+LFy9m8+bNTJ48+YFTwO7Xpk0bPvvsM8aMGUODBg04f/4848ePp2TJkmRkZGSe5+DgQIkSJVizZg1NmjTB1dU183X8m7OzM5988gmjR4+mV69edOvWjTt37jBu3Disra3z5Y/fXr168c033/DVV18xZMgQgoODef311+nbty+HDx/mxRdfxM7OjrCwMHbv3k2VKlUYPHgw69evZ+bMmXTo0IFSpUqhqiohISHExsbStGlTgMy1XvPmzaN06dIEBgZy8ODBbEHiQapUqUJISAizZs3i+eefR6PRULNmTQYOHIiNjQ3BwcH4+PgQHh7OpEmTcHJyolatWnn2ubK2tn6s/d7GjBnD+vXradSoEZ9++imurq4sWbKE3377jSlTpuDk5ATA8OHDmTdvHq1bt2bChAl4eXmxZMkSzp07l+X57O3t+fbbb+nduzfR0dF06dIFT09Pbt++zfHjx7l9+/ZDR9hy8vXXX/Ppp5/SokULWrdunW3d5cOCpBCikDFjIw4hhMgX93cdfJh/dx1UVVW9c+eOOmjQINXHx0e1sLBQS5QooX744YdqampqlvNiY2PVfv36qc7Ozqqtra3atGlT9dy5czl2ybt69arar18/tVixYqpOp1M9PDzUevXqqRMmTMhyDo/RdfCu8PBwdeTIkWrlypVVW1tb1crKSi1Tpoz6xhtvqCdPnsw878aNG2rnzp1VFxcX1cHBQW3RooV66tQptUSJEmrv3r0zz3uSroOtW7dWV6xYoVauXFm1tLRUAwIC1G+++SbLeXefb/ny5dlqT0tLU99//321WLFiqrW1tVqjRg119erVau/evbN1xtuyZYtavXp11crKSgUya35QR7gff/xRrVq1qmppaak6OTmp7du3V0+fPp3lnPs74N0vp9ebk7tdB3Py22+/qYA6bty4zGPz5s1T69Spo9rZ2ak2NjZq6dKl1V69emV2pDt37pzarVs3tXTp0qqNjY3q5OSk1q5dW12wYEGW546Li1MHDBigenl5qXZ2dmrbtm3V0NDQx+o6GB0drXbp0kV1dnZWFUXJfJ0LFy5UGzVqpHp5eamWlpaqr6+v+sorr6gnTpx45OfhSTzoc36/B3WZPHnypNq2bVvVyclJtbS0VAMDA3P8/+TMmTNq06ZNVWtra9XV1VXt37+/umbNmmzf16qqqjt37lRbt26turq6qjqdTi1WrJjaunXrLN+vj9t1sEGDBirwwA8hRNGhqKqq5mOuE0IIIYQQQohCT9ZoCSGEEEIIIUQuk6AlhBBCCCGEELlMgpYQQgghhBBC5DIJWkIIIYQQQgiRyyRoCSGEEEIIIUQuk6AlhBBCCCGEELlMNix+BKPRyK1bt3BwcEBRFHOXI4QQQgghhDATVVVJSEjA19cXjebhY1YStB7h1q1b+Pn5mbsMIYQQQgghxDPi77//pnjx4g89R4LWIzg4OACmT6ajo6OZqxFCCCGEEEKYS3x8PH5+fpkZ4WEkaD3C3emCjo6OErSEEEIIIYQQj7WkSJphCCGEEEIIIUQuk6AlhBBCCCGEELlMgpYQQgghhBBC5DJZoyWEEEIIIUQBZjAY0Ov15i6jUNDpdGi12lx5LglaQgghhBBCFECqqhIeHk5sbKy5SylUnJ2d8fb2fuo9dCVoCSGEEEIIUQDdDVmenp7Y2to+dTAo6lRVJTk5mcjISAB8fHye6vkkaAkhhBBCCFHAGAyGzJDl5uZm7nIKDRsbGwAiIyPx9PR8qmmE0gxDCCGEEEKIAubumixbW1szV1L43P2cPu26NwlaQgghhBBCFFAyXTD35dbnVIKWEEIIIYQQQuQyCVpCCCGEEEKIZ8KOHTtQFKVQdFKUoCWEEEIIIYQoNN5++22ef/55rKysqFatmtnqkKAlhBBCCCGEKDRUVaVfv3507drVrHVI0BJCCCGEEKIIC4tLYe/lKMLiUvLlemlpaQwbNgxPT0+sra154YUXOHToUJZz9uzZQ2BgINbW1tSpU4eTJ09m3nft2jXatm2Li4sLdnZ2VK5cmQ0bNmTeP2PGDIYMGUKpUqXy5fU8iOyjJYQQQgghRBG17NB1Pgw5iVEFjQKTOlWhay3/PL3miBEjWLlyJQsXLqREiRJMmTKF5s2bc+nSpcxzPvjgA6ZPn463tzejR4+mXbt2XLhwAZ1Ox5AhQ0hPT+fPP//Ezs6OM2fOYG9vn6c1/xcFbkRr5syZlCxZEmtra55//nl27dr10PN37tzJ888/j7W1NaVKlWL27Nn5VKkQQgghhBDPrrC4lMyQBWBUYXTIqTwd2UpKSmLWrFl8+eWXtGzZkkqVKjFnzhxsbGyYO3du5nljxoyhadOmVKlShYULFxIREcGqVasAuH79OsHBwVSpUoVSpUrRpk0bXnzxxTyr+b8qUEFr2bJlDB8+nI8++oijR49Sv359WrZsyfXr13M8/+rVq7Rq1Yr69etz9OhRRo8ezbBhw1i5cmU+Vy6EEEIIIcSz5WpUUmbIusugqoRGJefZNS9fvoxeryc4ODjzmE6no3bt2pw9ezbzWFBQUOa/XV1dKV++fOb9w4YNY8KECQQHBzNmzBhOnDiRZ/U+jQIVtL755hv69+/PgAEDqFixItOmTcPPz49Zs2bleP7s2bPx9/dn2rRpVKxYkQEDBtCvXz+++uqrfK5cCCGEEEKIZ0tJdzs0/9qbV6soBLjb5tk1VdWU7P69KbCqqo/cKPju/QMGDODKlSv07NmTkydPUrNmTb799tu8KfgpFJiglZ6ezl9//UWzZs2yHG/WrBl79+7N8TH79u3Ldn7z5s05fPgwer0+x8ekpaURHx+f5UMIIYQQQojCxsfJhkmdqqD9J8BoFYWJnZ7Dx8kmz65ZpkwZLC0t2b17d+YxvV7P4cOHqVixYuax/fv3Z/47JiaGCxcuUKFChcxjfn5+DBo0iJCQEN577z3mzJmTZzX/VwWmGUZUVBQGgwEvL68sx728vAgPD8/xMeHh4Tmen5GRQVRUFD4+PtkeM2nSJMaNG5d7hQshCqXEmFRiI1Nw9rTB3sXa3OUIIYQQ/0nXWv68WM6D0KhkAtxt8zRkAdjZ2TF48GA++OADXF1d8ff3Z8qUKSQnJ9O/f3+OHz8OwPjx43Fzc8PLy4uPPvoId3d3OnToAMDw4cNp2bIl5cqVIyYmhm3btmUJaZcuXSIxMZHw8HBSUlI4duwYAJUqVcLS0jJPX9/9CkzQuutJhxlzOj+n43d9+OGHvPvuu5m34+Pj8fPz+6/lCiEKoTN7brFj8TlUFRQFGvaoQKVgX3OXJYQQQvwnPk42eR6w7vfFF19gNBrp2bMnCQkJ1KxZk40bN+Li4pLlnLfffpuLFy8SGBjI2rVrM0OSwWBgyJAh3LhxA0dHR1q0aMHUqVMzHztgwAB27tyZebt69eqAqX9DQEBA/rxIClDQcnd3R6vVZhu9ioyMzDZqdZe3t3eO51tYWODm5pbjY6ysrLCyssqdooUQhU5iTCo7Fp8jPXk3qjERRbFjy49HSE+qhlsxT2ydXbBzdsHK1u6hbwLJiJgQQoiiytramhkzZjBjxoxs9zVs2DBzYKRNmzY5Pv5R67F27Njx1DXmhgITtCwtLXn++efZvHkzHTt2zDy+efNm2rdvn+NjgoKCWLduXZZjmzZtombNmuh0ujytVwhROMVGpqCqYNRfQTVEAWAAts7dkeU8rYVFZuiyc3bBzskl83Z0uMrpP2NQNA4oGnsa9awoI2JCCCFEIVNgghbAu+++S8+ePalZsyZBQUH873//4/r16wwaNAgwTfu7efMmP/30EwCDBg3iu+++491332XgwIHs27ePuXPn8vPPP5vzZYhCKDwpnOvx1/F39Mfbztvc5Yg85Oxpg6KAhXUdVGMcqjEJ1GQ8S2hJTYonOS6GtKQkDBkZJETdJiHq9iOeUcsf3zlyamsJXIsVw9nTCycvb5w8TR9Wtk/X+UlGzoQQQgjzKFBBq2vXrty5c4fx48cTFhbGc889x4YNGyhRogQAYWFhWfbUKlmyJBs2bOCdd97h+++/x9fXlxkzZtC5c2dzvQRRCIVcWMmUneNIslTRKBrGBI2hU9lO5i5L5BF7F2sa9qjAjiWgGkHRQMPXsq7RykhPJzkulqTYmCwfyXExRN2I5NaFW6AmoRoTAQOqMYa/T8fw9+lj2a5n7eBoCl+e3pkBzPmf/zq4uaPRah9Yq6wlE0IIIcxHUe9OghQ5io+Px8nJibi4OBwdHc1djnjGhCeF02NuM76dqSfMBUK9FEK9NQzsPBGf6vWwcHc3d4kijyTGpBIXmYLTE44UJcak8tPovagqqKoRjImoxBLU3oPUxDvERoQTFxlOXEQ4KQkP315Co9Xi4O5hCl//CmIWls4s+/wE9/+EVzTQ6/N6MrIlhBCFQGpqKlevXqVkyZJYW8vP9dz0sM/tk2SDAjWiJcSz5nr8dXxvGwDwiQGfGJWgcwYSd4zkImDh4YFVpYpYV6yIdcVKWFeqiK548UduyCeeffYu1v8psNwbETsHRg2KzpGGr9XOcaQpLTnZFLpuRxB3XwCLjYwgPjIcQ0aG6XhEONdzuBaKFYrGCUXjgkbrgWLhTtilEpSpWUq+B4UQQog8JiNajyAjWuJhwpPCab6yOXZJBgIiVEpGQMkIqJ9UDOP1G5DD/14aBwesK1TAulJFrP4JYFalSqJIg5Yi5b+OiN2lGo0kxkSbwldkRJaRsLjIcJJiYx74WGsHRzz8A/AoUTLzw624PxbyPSiEEAWGjGjlndwa0ZKg9QgStMSjhFwMYdy+cRhVY5Y1WsakJFLPXyD17BlSz54l7cxZ0i5eRNXrsz2HYmmJVblyppGvf0bArMqXR2OTf3taiMJFn5rKkU2nOLj2KMaMO6iG29jYx5MUG4FqNGY7X6PV4upbPEv48ihREjtnl2znSoMNIYQwPwlaeUeCVj6RoCUeR3hSOH8n/I2fg99Duw6qej1pV66QeuYsqWfPkHbmLKnnzmFMTMx+skaDZcmS/0w7vBfAtM7OefdCRKHz75GzjPR07ty4zu1rV7N8pCbl8D0I2Do5ZwleCdF2HP49DtBKgw0hhDAjCVp5R4JWPpGgJfKaajSiv3Hjn/B1NnMEzHA7KsfzLXx9TOu97gtfFt7esuZG/GeqqpJwJypr+LoeSkzYzRynv4IWReuGxsIHjc6Xl0e1xbuMn3wPCiFEPpKglXckaOUTCVrCXDJu3zYFr8wAdhb99RxbHqB1ds6y5su6UkUsS5RAeUjrbyEeRZ+WStTf1zLD142zF4m6HgqkZzvXzsWVYuUq4lve9OEZUBqthfRbEkKIvFIUglbDhg2pVq0a06ZNy9frStDKJxK0xLPEkJBA2rlzWQJY2uXLkJGR7VzFxgbr8uUzA1hSSU9ueVvi71JSNlUW/0liTCoLP9yD0RCPaojAmHELo+EWivE2RqMhy7kWllZ4ly6Lb/mKFCtfCZ9yFbCxd8j2fLLWSwgh/puCHLT+HaB27NhBo0aNiImJwfm+JRLR0dHodDocHBxyfqLHkJqayqBBg/jrr784e/Ysbdq0YfXq1Y98jLR3F6KI0To4YFurFra1amUeM6alkXbxkmnN190Adv48akoKKceOkXLsWOa5Giv4I0DB/6V21O/0FrpixczwKkRBZe9iTaOeFdmx5Byq1gkL63I0fK0CZWu5EXHpIjcvnOXW+TPcunCO1MQEbpw9xY2zpzIf71rMD99yFSlWviIpSe4cXB8NKLLWSwghRI5cXV2f+jkMBgM2NjYMGzaMlStX5kJVj09GtB7hWRrRCotL4WpUEiXd7fBxkm504sFUg4H0a9dIPXOWOycOcejPXykVrmKfmvU8y5IlsXvhBexfCMa2dm3pcigey6Na06tGI9FhN7l1/iw3/wleMbduZH8ixQaNhS8aCz+0liXo/UUbHFwf/3tQRsSEEEVZQR3R6tOnDwsXLnzoOb1792bBggXZRr4CAgIYMGAAFy5cICQkBDc3N2bMmEG9evUYMGAAW7dupWTJksyfP5+aNWvmeO3Y2Nh8G9GSoPUIz0rQWnboOr+vWow1aWxXazC+U3W61vI3Wz2i4DgYdpD+m/qjGFVKhUO1KyqBV42Uv6VBua/Nt6LTYVPzeexfqI/dCy9gVa6sNDcQuSY5Po5bF85x68JZrh49QdT1y0DW6YY2ji6Uqv48JapWo0SVatg6OT/w+c7sucWOxedQVWRETAhRJGULA6oK+mTzFKOzNf0wfgxxcXG0bNmS5557jvHjx2MwGNi/fz9dunTh/PnzODo6YmNjg5OTU45BKyEhgYkTJ9K4cWOmTp3K4sWLCQ4Opl+/fgQGBjJy5EjOnz/P6dOns/0dk99BS6YOFgBhcSl8GHKSEN0Kqmkuc0d1YPWa+tx2/QCP0jXMXZ54xvk7+qNRNBg1Ri77wmVfhVX1Lfi92UrsT1whafceknbvRn/rFsn79pO8bz98+SUWnp7YBQdj90IwdvXqYeGSfT8lIR6XraMTZWrWoUzNOtRomcrCD//EmBGJMeMGRv11jBk3SYmP4fTOLZzeuQUAjxIlKVG1OiWqVKNYxcroLK0A00jW3ZAFpr8tdiw5h38lVxnZEkIUXfpkmGimN5xG3wJLu8c61cnJCUtLS2xtbfH2Nq0Zd3NzA8DT0zPLGq2ctGrVijfeeAOATz/9lFmzZlGrVi1efvllAEaOHElQUBARERGZz28uErQKgKtRSSiqgb3Gyvgod/BSYulvsQEWbYBiz0P1HvBcZ7B2Mnep4hnkbefNmKAx2TZV9vUuA95lcGzWDFVVSb8aStLu3STu3kXywUNkREYSt2oVcatWgaJg/dxz2L0QjP0LL2ATGIgiHeXEf2Ra6/UcO5acQ2Phi2Jbm/pdS+HgHM21k8e4dvIYt0OvZHY7PLwuBK1OR7HylShRtTrWjqUxGtUs71SqRoiLTJGgJYQQhVzVqlUz/+3l5QVAlSpVsh2LjIyUoCUeraS7HaqiZUrGq3yd8TIvak7QVbuT5rojKDf/gpt/wR+joVI7qN4TSgSDRmPussUzpFPZTtTzrffATZUVRcGqVEmsSpXEtVdPjGlppPz1F4n/jHalXbhA6smTpJ48yZ1Zs9HY22MXVBe74Bewe+EFLItLUw3xZCoF++JfyfVfa70CCAg0jdInx8WaQteJY1w7eZTE6DtcP3Wc66eOm55AsUFj4Y9GF4BWVxKNhS1OnrLGUAhRhOlsTSNL5rp2fl1Kp8v899033HI6ZrxveYS5SNAqAHycbJjUqQqjQ05hULX8qdagRbteKBVt4MQyOLoIbp8z/fvEMnAJgGo9oFo3cCpu7vLFM8Lbzvux27prrKywq1cPu3r1YMQH6CMiSdpjCl1Je/diiI0lYfMWEjabpnhlaapRqxYa2/z7gSsKLnsX6weOQNk6OVPxhYZUfKEhqqoSffMG104e5dqJo/x95hT61BSM+vMY9efJAFx8SnPmz2hK16yDWzG/h15XmmgIIQolRXns6XvmZmlpicFgyHIbyHKsMJCgVUB0reXPi+U8CI1KJsDd9l7XwXpDIWiIaVTr6CI4uRJiQmH7BNj+OZRpYppaWL4VWFiZ9TWIgkvn5Ylzp444d+qIajCQevo0ibt3k7R7DynHj5N+9SrpV68Ss2jRfU01XvinqUY5aaohnoqiKLgV98OtuB81WrbDkJFB2MVzXDx4mKtHDxMTFkpM2GV2Lb3MrqULcPEpRumadSj9fG18y1dEo7m3cbc00RBCCPMLCAjgwIEDhIaGYm9vT4kSJVAUhfXr19OqVStsbGywt7fPteudOXOG9PR0oqOjSUhI4Ng/W99Uq1Yt166RE+k6+AjPStfBx5aeDGfXwpFFcG33veM2LlC1q2lqofdz5qtPFDqG+HiS9u/P0lTjfoq7G2l1q+Daph3F6zdD0Wof8ExC/DfxUbe5cuQQlw/v5/qpExgN9zbwtnZwpHSNWpR+vg7u/hX5efxR7v+tp2ig1+f1ZGRLCFHgFNT27gAXLlygd+/eHD9+nJSUFK5evcqiRYuYOXMmERER9OrV64Ht3YcPH87w4cMzn0tRFFatWkWHDh0ACA0NpWTJkhw9ejQzSAUEBHDt2rVsdTwoBkl793xS4ILW/e5chmNLTR8J9/3x61PNNMpVpYspgAmRS/7dVCNh/3406frM+zNc7PFo0xHHVi2xqVZNRrpErktLTubaiSNcPnyAK0cPk5qYkHmfRmsBSnE0lqXR6kqjaEzvlnZ4pzrFysvPQiFEwVKQg9azToJWPinQQesuowEubzNNLTy3AYz//OFrYQ0V25pCV8CL0kBD5KrwpHDaLGtG+WsGgs6p1DmfdcNkna8vjq1b4diqFVYVKkjoErnOaDBw8/wZLh8+wOXDB4iNCMtyv2JRDAur8rw6pjueJczbmUoIIZ6UBK28I0ErnxSKoHW/pDv3GmhEnrl33Mkfqr8G1bqDs2yELJ7e3Y2S79IaVKpeVXk/pi5We49hTL63qaJlyZI4tmqFY+tWWJUqZY5yRSF3t6HG3pWbuXhwH2rGvdClKBqKV3qO8kEvULZOMLaOWbfKkOYZQohnkQStvCNBK58UuqB1l6rCraNwdDGcXAFpcf/coUCphqZRrgptQCf/44r/JjwpnOYrm2NU77VX1SgaNnbeiKfGicSdfxK/YQOJO3agpqdnnmNVsSKOrVri2LKVtI0XeSIxJpVbF28Qde0oocf2E3bpfOZ9iqLB77mqlA96gTK1ggg9mSTNM4QQzyQJWnlHglY+KbRB637pyXBuvWmU6+qf945bO0PVV0yhyyfQbOWJgivkYki2jZI7le2U5RxDYiKJW7cSt2EDSXv2Qsa9RgY2gYE4tm6FQ4sW6Dw987t8UUTERUZwYf9uzu/bTcSVi5nHFY0GReuHRlf+nzVdNtI8QwjxzJCglXckaOWTIhG07hcTCkeXmBpoxN+4d9y7ClTvZWqgYetqtvJEwROeFP7AjZL/LSMmhoTNm4nf8DvJBw6Q2R5OUbCtXRvHVq1waNYUCxdpXCDyRmxEOOf37eLCvt1Ehl6+7x4NGl1JtJaV6PBeR/wrS/AXQpiXBK28I0ErnxS5oHWX0QBXdvzTQOM3MPwztUtraZpSWL2HaYqhRlp1i7yhj4wk4Y+NxG/YQMo/+10AYGGBXXA9nFq1wr5JE7S5uM+GEPe7ee4qK774BUP6eVRDVOZxK1t7KgTXp9KLjfEpm7WRi6znEkLkFwlaeUeCVj4pskHrfsnRcHK5aW+uiJP3jjv5mZpnVOsOLgFmK08Ufuk3bpLwx+/EbdhA2pmzmccVS0vsGzTAsV1bHBo2RNHpzFilKIzO7LnFjiXnMOijMKafQau9RFpSbOb9zt4+VHyhEZVebMytS0ZZzyWEyDcStPKOBK18IkHrX24d+6eBxq+QGnfveMkXTVMLK7YBnY3ZyhOFX9qVK8Rv+J34334j/erVzOOKmyuunbvg/HIXLP38zFihKGwSY1KJi0zBydMGWycdf586yZld27h4YC/6tHt7FmgsfNFYVkKrK4eisX7kei4Z/RJCPA0JWnlHglY+kaD1APrUew00ruy4d9zKybSOq3oP8K1ueltXiDygqiobNs/k1NKZvHjCiPO9bvHY1QvC+ZVXcGjcGMXS0nxFikJNn5rKxUP7OPPnNq6fPMa9X6daNLoyaK2q0On9thSv6JbtsWf23JLRLyHEU5GglXckaOUTCVqPIeYaHP/Z1EQj7vq9417PmQJXlVfALvsfGkI8jfvbx2sNKjUvqjQ5rlLtKplNNLSurjh17IBzly5YlSxp3oJFoRZx9Ra/jFuMIf1MlvVcDu6eVG3SnMoNm+Dg6g6YRrJ+Gr2X+3/7SjdDIcSTKqxBa8eOHTRq1IiYmBicnZ3NUkNuBS1NXhYpigiXEtBwFLx9HHquhue6gNYKIk7BH6Pg6/Lway+4uMXUZEOIXHA9/nrmHl0GrcKBChomdtWStPQr3AYPwsLDA0N0NNFz53GlZSuu9epN3Lr1GNPSzFy5KIy8SvrSdGAPrJ17YenwGlqrQCwsbUiIimTPskXMebMfqyaP4+KhfUSHJfDvtzhVI8RFppineCGEKESOHz9Ot27d8PPzw8bGhooVKzJ9+nSz1GJhlquKwkmjgdKNTB8pMaaNkI8ugrDjcGaN6cPB19Q8o/pr4FrK3BWLAszf0R+Nosm2IXLxcjXwrN4KjyFDSPzzT2KX/Urirl0kHzxI8sGDaCc44dShPc4vv4xVmTJmfAWisKkU7It/Jdd/1nN1xMoWLh7Yy8ltm7hx9hRXjhziypFD2Dg6k5FeBo1lFTRa01YFigacPGV9qxBCPK2//voLDw8PFi9ejJ+fH3v37uX1119Hq9UydOjQfK1Fpg4+gkwdzAVhJ+DYEjixzBTA7gqob5paWLEdWNqarz5RYD3OhsgA+rAwYleGELtyJRlhYZnHbWrUwPnll3Fs0RyNjfyRK/JO9K0bnNq+mdM7t5IcF5t5XGNRHAvrajTq3YrnXvTP9jhpmCGEeJDcnDoYnhTO9fjr+Dv6P3LPy9yQlpbGBx98wC+//EJ8fDw1a9Zk6tSp1KpVK3Pq4Pr16xk9ejTnz58nMDCQH3/8kSpVqgBw7do1hg4dyu7du0lPTycgIIAvv/ySVq1a5Xi9IUOGcPbsWbZt2/ZY9ckarXwiQSsX6VPh/AZT18LL24B/vvWsHOG5TqauhcVqSAMN8USeZENk1WAgafduYpYvJ3H7DjCYprJqHBxwatsW51dexrpChXyoWhRVhowMrhw9xKltm7h69C/Uf0Zk7ZxdqNKkOVUaN8fR3QOQhhlCiIfLraD1uG9a5qa3336bFStW8OOPP1KiRAmmTJnC2rVruXTpEidOnKBRo0aZU/68vb0ZPXo0p06d4sKFC+h0Otq0aUN6ejpff/01dnZ2nDlzBkdHR1588cUcr9ejRw9SU1NZsWLFY9UnQSufSNDKI7F//9NAYzHEXrt33KOiaZSralew9zBffaLQ00dEErdqFbHLl6O/eTPzuLZyBRLb1senw8v4OEubeJF34qMiObl1Iye2bswc5VIUDaWer035ei+xbVEScO+NJ2mYIYS4X24ErfsbS92lUTRs7Lwxz0a2kpKScHFxYcGCBXTv3h0AvV5PQEAAw4cPp1atWjRq1IhffvmFrl27AhAdHU3x4sVZsGABr7zyClWrVqVz586MGTPmkdfbt28fDRo04LfffqNp06aPVaM0wxAFm7MfNBgBw45B73WmzoQW1nD7LGz6CL6pAMt6wIWNYMgwd7WiENJ5eeI+6A1Kb96E348/4tC8OapWg+H0OWy+mMOVl5qx44vhGOLjzV2qKKQc3T0J7tqT12fOp83wkfhVqoKqGrl8eD8bZkwgLW4eGamHUY2mJhnSMEMIkdvubyx1l1E18nfC33l2zcuXL6PX6wkODs48ptPpqF27NmfPns08FhQUlPlvV1dXypcvn3n/sGHDmDBhAsHBwYwZM4YTJ07keK3Tp0/Tvn17Pv3008cOWblJgpYwL43GtNlx5znw3nlo/Q341gBjBpxdB0tfgWnPwZZxcOeyuasVhZCi0WD/QjAWE0cxaIiWnxtoiLYH10TwWrCRCw0bEjHpiyyjXkLkJq2FjvJB9XllzCT6fD2T6i3aYmlti2qMIyPlT9Li5qBP3o6qxkvDDCFErrrbWOp+GkWDn0Pezei4O5lO+ddSEVVVsx37t7v3DxgwgCtXrtCzZ09OnjxJzZo1+fbbb7Oce+bMGRo3bszAgQP5+OOPc/EVPD4JWuLZYeMMtfrD69th8F6o+ybYuEJCGOz+Br6tAfNawrGlkJ5k7mpFIXM9/joxdiqr6mkYOljL9601XHcHklOIXriQS82ac/O990k5fdrcpYpCzK24P437vsGgH37iucY9UbQeQAaGtKOkx89j19KZRP197ZHPI4QQj8PbzpsxQWMyw9bdNVp52RCjTJkyWFpasnv37sxjer2ew4cPU7Fixcxj+/fvz/x3TEwMFy5coMJ966j9/PwYNGgQISEhvPfee8yZMyfzvtOnT9OoUSN69+7N559/nmev5VFkjdYjyBotM8tIhwu/w5FFcHmrae4MgKX9Pw00ekLxWtJAQzy1HOepo7DedwLGpatI3nfvB75tnTq49euLXf36KBp5v0rknYToFC7sO8SFAxu4df5U5vFSz9emdvuXKVa+4kMeLYQozHK76+DjNpbKDcOHD2f58uXMnTsXf3//zGYYly9f5vjx4zRq1IjKlSszffp0vLy8+Oijjzh27BgXL17E0tKS4cOH07JlS8qVK0dMTAyDBw8mICCAZcuWZYasZs2a8dVXX2VeU6vV4uHxeOv/pRlGPpGg9QyJu3mvgUbM1XvH3cubGmgEvgr2nuarTxR4D+u8lHrmDHfmLyB+w4bMboWWZUrj1rcvjm3borG0NGfpoggIv3SBg2tXcPHgPu7ueFysQmVqt+9Cyeo1HznlRghRuORm0MpvqampjBgxgp9//pmEhIQc27uvW7eOUaNGcfHiRQIDA5kzZw6BgYEAvPXWW/z+++/cuHEDR0dHWrRowdSpU3Fzc2Ps2LGMGzcu2zVLlChBaGjoY9cnQSsfSNB6BhmNcH2vKXCdXg0Z/ywO11hA2eZQoyeUaQpa2Y9bPLlHvaunv3WL6EWLif31V4xJpimsWg93XF/rgcurXdE6O+dzxaKoib51g8PrQji9cxvGf5oFufsHULtdZ8rXexGNVmvmCoUQ+aEgB61nnQStfCJB6xmXGgenQkyh6+bhe8ftvUwjXNV6gEc589UnCi1DQgKxvy4n+qefyIiIAECxscG5c2dce/fC0k9aw4u8lRAdxZENazm++Xf0qaY3nBw9PKnZpiPPNWqKzkr+8BKiMJOglXckaOUTCVoFSORZU+A6/gskR9077lfXNLWwcgewcjBbeaJwUtPTif/jD+7Mm0/auXOmgxoNDs2a4davLzZVq5q3QFHopSYmcnzzBv7asIaU+DgAbBwcqdGyHYHNW2NjLz/3hCiMJGjlHQla+USCVgGUkQ4XN5pC18VN9xpo6OxILteWy8U74l7xRXycbc1bpyhUVFUlef9+7sybT9KuXZnHbWo+j1u/ftg3bCiNM0Se0qencXr7Fg6vDyEu0jTKqrOypupLLXi+dQcc3NzNXKEQIjdJ0Mo7ErTyiQStAi4+7F4Djeh7+3AdMpYnPvhDmjTvaMbiRGGVev4C0QsWELd+Pej1AFgGBODaty9O7duhkV+IIg8ZDQbO79/NodXLuX09FACN1oKK9RtSq11n3IrJtFYhCgMJWnlHglY+kaBVOITFJvP2lFl00eykvXYvVorpj9/UgMZYNx8LPoHmLVAUSvqISGIWLybml18wJiQAoHV1xeW17rh0746Fi4uZKxSFmaqqhB77i4NrV3DjzD+t4RWFMjXrUrt9F3zKljdvgUKIpyJBK+9I0MonErQKh72Xo+g+5wAA3tzhLYvVdNVux0L5Z1ph5Y7Q6CNwL2vGKkVhZUhMIi5kJdELFqK/dQsAxdoap44dcOvdG8uAAPMWKAq9WxfOcnDNSi4fvrcfnF+lKtRu34USgTWkNbwQBZAErbwjQSufSNAqHMLiUgj+YhvG+77bSykR/Ba4C5tzqwAVFC1U6w4NRoKzTK0RuU/NyCBh0ybuzJ1H6unTpoOKgsNLTXDt2w/bGtXNW6Ao9O7cuM6htSGc3b0d4z/7wXkElKJ2u86Uq/uCtIYXogCRoJV3JGjlEwlahceyQ9cZHXIKg6qiVRQmdnqOrrX8IfwUbJsAF343nai1hFoD4IV3wf7xdhAX4kmoqkryoUNEz5tP4o4dmcdtqlXDtV9fHJo0QZE/eEUeio+6zZENqzmxZSP6tFQAnLy8qdW2E5UaNEFnaWXmCoUQjyJBK+9I0MonErQKl7C4FEKjkglwt8XHySbrndcPwNbxcG236balPdR9E+oNBWun/C9WFAlply+bGmesXoN6t3FGmdJ4DB2KQ7Nm0qlQ5KmUhHiObfyNI3+sIzUhHgBbJ2dTa/hmrbC2szdzhUKIB5GglXckaOUTCVpFjKrCle2mwHXrqOmYjQu88A7UGgiW0hJe5I2M27eJXrqU6CVLUONNjTOsypXD/a2hOLz0kqyhEXlKn5rKye2bObw+hISo2wBY2tgQ2LQVNVq1x97F1cwVCiH+rSgErYYNG1KtWjWmTZuWr9fNraAlb5UKcT9FgdKNYeB2eGURuJeHlBjY/CnMqA6HfjTt0yVELrPw8GB3Kz/6DEhlWX0NyVaQduECN98axtXOnUnYvh15X0zkFZ21NTVatqX/9Dm0HPIubsX9SU9J4dDalfw4tB+b/vctMWE3zV2mEKKQaNiwIcOHD8+8vWPHDhRFITY2Nst5ISEhfPbZZ091rR07dtC+fXt8fHyws7OjWrVqLFmy5Kme83FJ0BIiJ4oCldrBm/ugwyxw8ofEcPjtPfi+FhxfBkaDuasUhUh4Ujjj9o0jyUpl5QsahgzWEhKsAVsb0s6c5cbgNwnt+iqJu3ZL4BJ5RmthQaUXG9P7y+/oMOJTfMtXwpCRwcmtG5n3ziDWTf2CiCuXHvj4xJhUbpyPITEmNR+rFkIUVq6urjg4ODzVc+zdu5eqVauycuVKTpw4Qb9+/ejVqxfr1q3LpSofTKYOPoJMHRQAZKTBXwvhzy8hKdJ0zLMSNP4YyrcyBTMhnsLBsIP039Q/2/F5daZT4rejRC9egpqSAoBN9ep4DHsL27p1ZUqhyHM3zp3m0JoVXDlyKPOYf5Vq1G7XBf8qgZnfg2f23GLH4nOoqulHYsMeFagU7GuusoUo9Arq1ME+ffqwcOHCh57Tu3dvFixYkG3qYEBAAAMGDODChQuEhITg5ubGjBkzqFevHgMGDGDr1q2ULFmS+fPnU7NmzQc+f+vWrfHy8mLevHk53i9TB4XITxZWUOd1ePsYNPnU1Bwj8gz80h1+fAmu7DR3haKA83f0R6Nk/ZGsUTT4+VXC8733KLNlM659+qBYWZFy9CjX+/bjes9eJB08aKaKRVFRvEJlOo4cQ+8vv6NS/UYoGg3XTx5jxecfs2T0O1zYv5v4O0mZIQtMy113LDknI1tC5CNVVTEmJ5vl40nGbaZPn05QUBADBw4kLCyMGzdusGLFCgDOnz9PWFgY06dPf+Djp06dSnBwMEePHqV169b07NmTXr160aNHD44cOUKZMmXo1avXQ2uKi4vD1TXv157KiNYjyIiWyFFKDOyZAQdmgz7ZdKxUQ2j8KRR/3qyliYIr5GII4/aNw6ga0SgaxgSNoVPZTlnO0UdGcmfOj8T+8ktml0LboLp4vDVM9uES+SIuMoK/flvNyW2byEhPA8DezZvUlOfQWlZCUSwyz+3wTnWKlXcxV6lCFGr/HnUxJidzvoZ5/gYpf+QvNLaP3zDs3yNVO3bsoFGjRsTExODs7PzA8wICAqhfvz6LFi0CIDw8HB8fHz755BPGjx8PwP79+wkKCiIsLAxvb+9s116xYgWvvfYaR44coXLlyjnWJyNaQpiTjQu8NAaGHYPar4NGB1d2wI+N4ZfXIPKsuSsUBVCnsp3Y2Hkj85rPY2PnjdlCFoDO0xPvj0ZTevMmnLu9Cjodyfv2c617d64PGEjKiRNmqFwUJU6eXjTu+wYDv59H3c7dsLazJ/FOOBnJW0iLm0tG6iFUVY+iASdPm0c/oRBCPIGqVatm/tvLywuAKlWqZDsWGRmZ7bE7duygT58+zJkz54EhKzdZPPoUIcQDOXhBqy8haCjs+AJO/ALn1sO536BqV2j0IbgEmLtKUYB423njbZf9Hbh/03l74zNmDO4DBhA1+wdiV60iafduknbvxr5hQ9zfGopNPvwSEUWXraMTwa+8Rq12nTi5dSP7Q1aSmhhDRsouMlL/olKDDtg4yJ8ZQuQXxcaG8kf+Mtu184tOp7t33X/WiOZ0zGg0Znnczp07adu2Ld988w29evXKh0plREuI3OFSAjrOgsH7oGI7QDWFrm9rmjoVJoSbu0JRSOmKFcPns/GU/n0DTh07gkZD4o4dhHbuwt9Dh5J6/ry5SxSFnKW1Dc+37sCgH+bRoNeb2Ll4gprMmR1LWfDeYM7v2yWdMoXIB4qioLG1NcvHkzZmsrS0xGAwZLkNZDmWm3bs2EHr1q354osveP311/PkGjmRoCVEbvKsAF0XmfbhKt0YjHrT3lvTq8HmMZAcbe4KRSFl6eeH76SJlPptPY5t24KikLhlK1fbd+DG8HdIu3jR3CWKQk5roaNm61YM/O4HGvcbhK2TM7HhYayfNpklo9/l+qnj5i5RCPGMCAgI4MCBA4SGhhIVFUWJEiVQFIX169dz+/ZtEhMTc+1ad0PWsGHD6Ny5M+Hh4YSHhxMdnfd/k0nQEiIvFKsBPVdB7/VQvDZkpMCeaabA9eeXkJZ7P0CEuJ9VyZIU+3IKpdavw7FVSwAS/viDK+3ac/O990m7ctXMFYrCTmuho3rzNvSf/j+CunRHZ21DxJWLLP/sI1Z8/gkRVy+bu0QhhJm9//77aLVaKlWqhIeHB3q9nnHjxjFq1Ci8vLwYOnRorl1rwYIFJCcnM2nSJHx8fDI/OnXKvg46t0nXwUeQroPiqakqXPgDtn4GkadNx+w8oP77ULOvqXW8EHkk9fwFor77joTNm00HNBqc2rbFfegQLP38zFucKBKS42LZH7KM45t/x2jIAKBCcAOCu/bE2evR6xGFEDkrqPtoFQS51XVQgtYjSNASucZohNMhsG0CxPwzquDkBw1HQdVXQSuLxkXeST1zhtvffkfi9u2mAzodrt274TZoEBYu0n5b5L3Y8DD2/LqYc3tM+w5qtBYENm1J3U5dsXVyNm9xQhRAErTyjgStfCJBS+Q6gx6OLoadkyEhzHTMvRw0+sjUSEMjM3pF3kk5eZIbX00m44CpM5XGwQH3N17HpUcPNPKLWuSDiCuX2PXzQq6dOAqAztqGmm06UrNNByxtHn8fHiGKOglaeUeCVj6RoCXyjD7F1Chj1zeQ8s+CTJ9AaPIplG4CT9jBR4jHcXdT5OcuZ9Bzu0qJSNOvAAsfHzyHv41j27YoEvZFPrh24hi7fl5AxJVLANg6OVO386tUbdIcrYXuEY8WQkjQyjsStPKJBC2R51LjYd/3sO87SP+nSUaJYFPg8q9r3tpEoRKeFE7zlc0xqqa9RRSjSoPTMOSQK2rEbQCsKlbE8/33sA8ONmepoohQjUYuHNjD7p9/IjbCNMLv7OVDcNcelA+qL6FfiIeQoJV3citoFZifYDExMfTs2RMnJyecnJzo2bMnsbGxD31MSEgIzZs3x93dHUVROHbsWL7UKsQTsXY0bWz89nHTxsdaK7i2B+Y1hyWvQPjJzFPD4lLYezmKsLgUMxYsCqrr8dczQxaAqlHYUUUh4adJeLz3Lhp7e9LOnuXv/gO4PmAgqefOmbFaURQoGg3lg+rT55tZNOk32NQSPiKM32Z8yeLR73DtxDFzlyiEEP9ZgRnRatmyJTdu3OB///sfAK+//joBAQGsW7fugY9ZtGgRV69exdfXl4EDB3L06FGqVav2RNeVES2R7+JumtZvHV0M6j8b9z3Xmd/c+/LWxniMKmgUmNSpCl1r+Zu3VlGg/HtEC0CjaNjYeSPedt5kxMQQNWsWMT//Ano9KApO7dvj8fYwdD4+ZqxcFBXpqSn89dtqDq0NQZ9qekPJv0o1XuzeB69SZcxcnRDPFhnRyjtFaurg2bNnqVSpEvv376dOnToA7N+/n6CgIM6dO0f58uUf+vjQ0FBKliwpQUsULHcuw/aJcGoFABmqhl8NDZiR0Ylw3NAqCrtHNcLHycbMhYqC5O4aLaNqRKNoGBM0hk5ls+4lkn79OpFTp5Lw+x8AKFZWuPbqhdvrA9E6OJijbFHEJMfHcSBkGcc2bchsCV++3ou80LUnzt4S+oUACVp5qUhNHdy3bx9OTk6ZIQugbt26ODk5sXfvXjNWJkQecisNXebCoN1EF2uEhWKku8V2tlu9x1DtKizUNEKjks1dpShgOpXtxMbOG5nXfB4bO2/MFrIALP39KT51KgHLfsGm5vOoaWncmTOHy02bEf3TItT0dDNULooSW0cnGvV5nX7TZlPxhYagKJzf+yfz3x3E1nmzSIqNMXeJQgjxSAUiaIWHh+Pp6ZntuKenJ+Hh4bl6rbS0NOLj47N8CGFW3lVIe+VnXk4fw0FjeWyUdN7XLWeT1QjKx+0ybYgsxBPwtvOmlnctvO0evlmsTWAgJRYtovjM77EsVQpDbCwREydyuXUb4n//nQIwIUIUcE6e3rR66316fjGdgGrPYzQYOLbxN+YOG8ieX5eQnpL9zabEmFRunI8hMSbVDBULIcQ9Zg1aY8eORVGUh34cPnwYACWHVteqquZ4/GlMmjQps+GGk5MTfn5+ufr8QvwXPk42dOnYhW76MbyVPpQw1ZUSSiSua3vDkpch6pK5SxSFlKIoODRuTKm1a/AeNw6tuzv6v//m5jvvEtr1VZL/+RktRF7yDChF5w/H8fInE/EuXRZ9Wir7V/7Mj8MGcuT3dRgy9ACc2XOLn0bvZc3Uo/w0ei9n9twyc+VCiCe1Y8cOFEV5ZNO7gsCsa7SioqKIiop66DkBAQEsXbqUd999N9sn3NnZmalTp9K3b9+HPseTrNFKS0sjLS0t83Z8fDx+fn6yRks8E8LiUgiNSqako4r38e9g73dg1INGB0FD4MUPwMre3GWKQsyYlMSd+Qu4M28earJpNMG+cWM833sXq9KlzVydKApUVeXigT3s/uUnYsJMQcrJ04vn27zK3lUa4N4bsIoGen1eD3sXWb8iCp/CukZrx44dNGrUiJiYGJydnZ/48Xfu3OG1117jxIkT3LlzB09PT9q3b8/EiRMf+2/53FqjZfHE1ecid3d33N3dH3leUFAQcXFxHDx4kNq1awNw4MAB4uLiqFevXq7WZGVlhZWVVa4+pxC5xcfJ5l7zi5fGQvWe8PtIuLQZ9kyDE79Cs8/guc6y4bHIExo7OzyGDsGl6yvc/v57YpevIHHbNhJ37sSlWzc8hg5B+x9+MQrxuBRFoVzdFyhdsy6ntm9m34qlxEVGsG3edBStBxY29dFYlEBRFFQjxEWmSNASogjRaDS0b9+eCRMm4OHhwaVLlxgyZAjR0dEsXbo0f2vJ16v9RxUrVqRFixYMHDiQ/fv3s3//fgYOHEibNm2ydBysUKECq1atyrwdHR3NsWPHOHPmDADnz5/n2LFjub6uSwizcSsNry2Hbr+ASwAk3IKV/WFBawg/Ze7qRCFm4eGBz9ixlFq3FvsmTcBgIGbxYi43b0H00qWoGRnmLlEUcloLCwKbtqT/9DkEd+2JztoG1XAbfWII+sRVGA0xKBpw8pTOrEI8Sn6vbUxLS2PYsGF4enpibW3NCy+8wKFDh7Kcs2fPHgIDA7G2tqZOnTqcPHlvX9Fr167Rtm1bXFxcsLOzo3LlymzYsAEAFxcXBg8eTM2aNSlRogRNmjThzTffZNeuXfny2u5XIIIWwJIlS6hSpQrNmjWjWbNmVK1alUWLFmU55/z588TFxWXeXrt2LdWrV6d169YAvPrqq1SvXp3Zs2fna+1C5ClFgfIt4c0D0PhjsLAxbXj8Q33Y8AGkSHcukXesSpVCN+Vjkr8agaZ0SQxxcUSM/4yrHTuRtG+fucsTRYDO2pq6nboy4NsfCaj2EqDBmBFKevxP+JQ8i5XkLCEeyhxrG0eMGMHKlStZuHAhR44coUyZMjRv3pzo6OjMcz744AO++uorDh06hKenJ+3atUOvN63HHDJkCGlpafz555+cPHmSyZMnY2+f89KJW7duERISQoMGDfL8df1bgdhHy5xkHy1R4MT+DZs+hjOrTbdt3aDJGNM0Q02BeW9FFBD378tloSp8E9uCYj//ieGfN73sX2qC14gRWPrL5toif9w4d4Wdi+YQfsn07re9mzsNew6gXN3gXG+gJYQ55cYarcSYVH4avTdLA+O8XtuYlJSEi4sLCxYsoHv37gDo9XoCAgIYPnw4tWrVolGjRvzyyy907doVMM1SK168OAsWLOCVV16hatWqdO7cmTFjxjzwOt26dWPNmjWkpKTQtm1bfv3118f+PBWpfbSEEE/A2Q9eWQi91oJHBUi+A+uGwY+N4YZ0iBO5JzwpPDNkAWQoKsNdN2K/6idcevYErZbELVu50roNkV9/gyExycwVi6KgeIVSdJ8wkfbvf4yjhxeJd6JYP+0LVkz4iDs3rpu7PCGeKbGRKdl2ibm7tjGvXL58Gb1eT3BwcOYxnU5H7dq1OXv2bOaxoKCgzH+7urpSvnz5zPuHDRvGhAkTCA4OZsyYMZw4cSLbdaZOncqRI0dYvXo1ly9f5t13382z1/QgErSEKKxKNYBBu6H5JLByhFtH4ccmsHoIJEaauzpRCFyPv54Zsu4yqkZuauLw/mg0pdasxq5ePVS93rThccsWxIasQjUaH/CMQuQORVEoU6sufb6ZSVCXbmh1Oq6fOsFPI95ix08/kpYsm70LAeDsaZOtd1Zer228O5nu3yPMj7Nt0937BwwYwJUrV+jZsycnT56kZs2afPvtt1nO9fb2pkKFCrRv354ffviBWbNmERYWlouv5NEkaAlRmGl1EPQmvPUXVHvNdOzYYvj2edg/Cwx689YnCjR/R380StZfIxpFg5+Daf9BqzJl8Jv7I8VnzkRXwh/D7SjCRo8m9JWuJB89ao6SRRGjs7Si3suv0efrWZSuWQejwcBfv61m/jtvcGbXdtl0WxR59i7WNOxRgbs/yhUNNHytQp526ixTpgyWlpbs3r0785her+fw4cNUrFgx89j+/fsz/x0TE8OFCxeoUKFC5jE/Pz8GDRpESEgI7733HnPmzHngNe/+v37/Fk75QdZoPYKs0RKFyt+HYMP7EHbMdNujIrSaAiVfNGtZouC6f42WRtEwJmgMncp2ynaeMT2dmEWLiZo5E2OSaQqhY9u2eL73Ljpv7/wuWxRRV44eYvuC/xEbbnpXu1iFSjTuOwjPgFJmrkyIJ5eb+2glxqQSF5mCk6dNvmyHMHz4cJYvX87cuXPx9/dnypQprF27lsuXL3P8+HEaNWpE5cqVmT59Ol5eXnz00UccO3aMixcvYmlpyfDhw2nZsiXlypUjJiaGwYMHExAQwLJly9iwYQMRERHUqlULe3t7zpw5w4gRI3B2ds4S7h4mt9ZoSdB6BAlaotAxGuDoItgyDlL+6e5TuSM0mwBOxc1bmyiQwpPC+Tvhb/wc/PC2e3hoyoiKInLaNOJWhoCqotjY4DZwAG79+qEpRBtuimdXhl7PX+tXsT9kGRnpaSiKhsBmrQju2gNrO9nwXRQcBXnD4tTUVEaMGMHPP/9MQkICNWvWZOrUqdSqVStzw+J169YxatQoLl68SGBgIHPmzCEwMBCAt956i99//50bN27g6OhIixYtmDp1Km5ubmzfvp2PPvqIM2fOkJaWhp+fH506dWLUqFGPvQGyBK18IkFLFFrJ0bB9Ihyea1r5qrOF+u9C0FugK1g/sEXBk3LqNBETJ5Jy5AgAOl9fPEd8gEPz5tIZTuSL+KhIdv40lwsH9gBg4+hE/e69ea7BSyjSoVUUAAU5aD3rJGjlEwlaotALPwkbRsD1vabbLiWhxRdQvoV56xKFnqqqJPz+OxFffkXGPwuUbWvVwvvTT7AqW9bM1Ymi4tqJY2ybP5voWzcA8C5Tjib9BuNdWr4HxbNNglbekaCVTyRoiSJBVeHkCtj8CST805GnbDNT4HIrbd7aRKFnTEnhztx5RM2ZA2lpoNXg2rMX7kOHoH3ABpRC5CZDhp6jv69j74qf0aemgKJQtXFzgl/tia2jk7nLEyJHErTyjuyjJYTIPYoCVV+GoYcgeDhodHBxE8ysa1rLlS77H4m8o7GxYVdzH4YOMHKgnAIGI9ELFnClZSvi1q2XznAiz2ktdNRs24l+U2dT8YWGoKqc2PoH898ZxPHNGzAaDeYuUQhRAMmI1iPIiJYokqIuwh+j4NIW023HYtDsM6jcCRSFsLgUrkYlUdLdDh+nvNtrQxQN4UnhNF/ZPHNPrsDLRvptNuITY7rftlYtvD75GOty5cxYpShKbpw5xdb5s4m6HgqAZ8nSNOk3CN9yFR/+QCHykYxo5R2ZOphPJGiJIktV4fzvpsAVe810LKA+f/gN580taRhV0CgwqVMVutbyN2+tokA7GHaQ/pv6ZzlmkaEyP7oj1kvWo6amglaLa48euL81VKYTinxhNBg4tmkDe39dTFqyaVS/coOXqN+9N3bOLmauTggJWnlJpg4KIfKWokCFVjDkADT6CCysIXQXL/35Mp9oF+JIEkYVRoecIiwuxdzVigIsp42PjTot3m8OofRv63Fo+hIYDEQvXMjlli2JW7dOphOKPKfRaqnRsi39pv1A5YYvAXB65xbmvzOII7+vxWiQ6YRCiIeToCWEeDidDTQYAUMPcce/BRaKkb4WG9li9QGtNfsxqEZCo5LNXaUowLztvBkTNCYzbN3d+NjbzhtdsWIU//Zb/Ob8D10Jfwy3o7j1wQiu9+xF6oULZq5cFAW2Ts60GDycbp99hWfJ0qQlJ7F9wf9YNHIYf585ae7yhBDPMJk6+AgydVCIe8LiUhgxeTpjLRZQWmPqTrjdUI3Kr8/B00/Wz4in86iNj43p6UTPm0fU7B9kOqEwC6PRwMmtm9j9y0+kJiYAUCG4AQ169MPe1c3M1YmiRqYO5h1Zo5VPJGgJkdWyQ9cZG3KUN7SrGaxdi5WSYdrsuNFoqDMYtBbmLlEUcvqbN4n44gsSNpuatWg93PEaMQLHNm1ks2ORL1IS4tn9y0+c2LoRVBWdtQ1BnV+lRqt2aC105i5PFBEStPKOBK18IkFLiOzC4lIIjUqmtOYmnjtGwbU9pju8q0Lb6VCshnkLFEVC4q5dhE+YgP7adeCfzY7HjsGqtOz9JvJHxJVLbJ07i7BL5wFw9S1O476DKFG1mnkLE0VCUQhaDRs2pFq1akybNi1fryvNMIQQZuPjZENQaTc8S1aF3uuh3bdg7QzhJ+DHJvDHh5CWaO4yRSFnX78+pdatw2P4cLCyIvnQIa6070Dk1GkYU6RBi8h7XqXK0O2zL2k+eDg2jk5E37rBis8/Zu03E4mPijR3eUI8sxo2bMjw4cMzb+/YsQNFUYiNjc1yXkhICJ999tlTXev8+fM0atQILy8vrK2tKVWqFB9//DF6vf6pnvdxSNASQjwdjQZq9DJtdlzlZVCNsH8mfF/H1B5eiDyksbTkzyYeDB1g5K8yCmRkcOeHH7jSth2Jf/5p7vJEEaBoNDzX8CX6TfuB6i3boigaLh7Yy/x3BrM/ZBkZ6enmLlGIAsvV1RUHB4eneg6dTkevXr3YtGkT58+fZ9q0acyZM4cxY8bkUpUPJlMHH0GmDgrxhC5tgfXv3tt7q2I7aDkFHH3MW5colLJsdqyq1Lqo0m+TETdTnwIcmjfHa/SH6Ly8zFuoKDJuX7vK1nmzuXnuNADOXj406vM6pWrUMnNlorD59/Q2VVXJSEszSy0WVlaPvUa2T58+LFy48KHn9O7dmwULFmSbOhgQEMCAAQO4cOECISEhuLm5MWPGDOrVq8eAAQPYunUrJUuWZP78+dSsWfOBz//uu+9y6NAhdu3aleP9skYrn0jQEuI/SE+GnZNh77egGsDKEZp8CjX7m0bAhMglOW12bJWuMvfvZliu3AQGAxpbWzyGv41L9+4oFtKsReQ9VVU5t2cnOxfPIykmGoBSz9emUe/XcfbK3lFTiP/i32FAn5rKjN5dzFLLsIUr0D3mOrG4uDhatmzJc889x/jx4zEYDOzfv58uXbpw/vx5HB0dsbGxwcnJKceglZCQwMSJE2ncuDFTp05l8eLFBAcH069fPwIDAxk5ciTnz5/n9OnTOYa/S5cu0a5dOzp16sSECRNyrFHWaAkhnl2WttB0HLyxE4o9D2nxsOF9mNcMIk6buzpRiOS02bHeSovXyBGUXLkCm8BAjMnJREycROgrXUk5KfseibynKAoVX2hIv6mzqdm2Exqtlit/HWTBe4PZ8+sS9Gmp2R6TGJPKjfMxJMZkv0+IwsTJyQlLS0tsbW3x9vamWLFiuLmZtkfw9PTE29sbJyenBz6+VatWvPHGG5QtW5ZPP/2UhIQEatWqxcsvv0y5cuUYOXIkZ8+eJSIiIsvj6tWrh7W1NWXLlqV+/fqMHz8+T18ngLy1J4TIO95VoP9mODQXto6HG4fghxeh3jDTJsg6G3NXKAq4u5sdj9s3DqNqzLLZMRW8KfHzUmKXryDy669JPXOG0Fe64tKtGx7vDEf7lPP+hXgUSxtbGvTox3MNm7Jt/myunzrO/pU/c+bPrTTsPZAyNeuiKApn9txix+JzqCooCjTsUYFKwb7mLl8UMBZWVgxbuMJs184vVatWzfy31z/TwqtUqZLtWGRkJN7e90aQly1bRkJCAsePH+eDDz7gq6++YsSIEXlaqwQtIUTe0mihzutQoTX8PgLOrYfd38DpVdBmKpRuZO4KRQHXqWwn6vnWy3GzY0WjwaXrKzg0aUzkl18St2YtMUuXEr95E16jRuHYqpXsvSXynFtxP7p8PIGLB/aw46e5xN+OZO1XnxMQWIM6HXuzY/E17i7kUFXYseQc/pVcsXcpnC27Rd5QFOWxp+8VZDrdvb3q7v78zumY0WjM8jg/Pz8AKlWqhMFg4PXXX+e9995Dq9XmWa0ydVAIkT+cisGrS6DrEnDwhZirsKgDhLwOSVHmrk4UcN523tTyrpUlZN3Pwt0d38mT8V8wH8uSJTHcjuLWe+/zd/8BpF+7ls/ViqJIURTK1X2Bvt/Mok7HrmgtLAg9foTln71LetIuVPVed0LVCHGRskWBKLwsLS0xGAxZbgNZjuUlVVXR6/XkdasKCVpCiPxVsQ0MOQC13wAUOLEMvqsJRxeD9OYRecyubl1KrlmN+7C3UCwtSdq7lyvt2hP1w/9Q82FPFSF01ta88GpPen/1PSWrPY/RYMCQdoi0uAUY0i+gqiqKBpw8ZWq1KLwCAgI4cOAAoaGhREVFUaJECRRFYf369dy+fZvExNzbi3PJkiX8+uuvnD17litXrrB8+XI+/PBDunbtikUeN0iSoCWEyH/WjtBqCgzYCl5VICUG1gyBhW0h6lLmaWFxKey9HEVYnLyzK3KPxtISjzffxOHXeWQ8Xxk1LY3bU6dytXMXUo4dM3d5oohw8SlGx1Fj6TDiE2wc3UFNRJ+0Hn3SWuq085Jpg6JQe//999FqtVSqVAkPDw/0ej3jxo1j1KhReHl5MXTo0Fy7loWFBZMnT6Z27dpUrVqVsWPHMmTIEH788cdcu8aDSHv3R5D27kLkMYPetMHx9kmQkQJaS6j/PsutOzNyzXmMKmgUmNSpCl1r+Zu7WlFIhFwMMTXQMBpocBre2GmFRXwyKIqpWca776C1tzd3maKI0KensfvnpRz9YzWq0YDO2ob63XoR2KwVGk3erR8RBdvDWpCLpyP7aOUTCVpC5JOYUPjtPdOGx8BFYzFG6/tzSK0AgFZR2D2qET5OMp1GPJ0smxz/wylFYeGlxqSv3wiAhZcX3p98jMNLL5mrTFEERV0PZdOc7wi7cA4AnzLlafrGW3j4B5i3MPFMkqCVd2QfLSFE4eISAK+tgM5zSbd2o6zmJsutxjPR4kccSMagqoRGJZu7SlEIXI+/niVkAcTZqES//xr+8+eh8/cnIyKCG0Pf4sZbb6H/114sQuQVd/8Auo2bQpP+b2JpY0PYpfMsHvU2u35eiD49zdzlCSGekAQtIcSzQ1GgShei++7mF4Op7Xt3i21sshpBE+1RAtxtzVygKAxy2uRYo2jwc/DDLiiIUmvX4PbGG2BhQcLmLVxp1ZroJUtQ86kblijaFI2Gas1a0eebWZSpFYTRYODg6uX89MFQrp08Zu7yhBBPQIKWEOKZ4+3li9JuBt3SPyHU6IWPEs1c3Zf4bH0bkqPNXZ4o4O5ucnw3bGXZ5BjQWFvj+c5wSq5ciU1gIMakJCI+m0Bo9+6knr9gztJFEeLg6k779z+i3XujsXdxJTY8jBUTPuaPmVNJSYg3d3lCiMcga7QeQdZoCWE+YXEpXA+/Q+UL32J/5H+mzWXsPKDVV1C5g7nLEwVceFJ4jpsc3081GIhZtozbX3+DMSkJLCxw698f9zcHo7GyyueKRVGVlpzM7l8WcmzTBlBVbBwcadR7IBVeaCgbbhdhd9cRBQQEYGMj65dzU0pKCqGhodIMI69J0BLiGXHjsKkF/G3TInEqtjMFLgcv89YligR9RAQREyaQsNnUrEVTwg+/zydiW7OmmSsTRcmtC2fZ9MO33LlxHYASVavz0oAhOHuZ3ihIjEklNjIFZ08baQ9fBBgMBi5cuICnpydubm7mLqdQuXPnDpGRkZQrVw6tNmvnTwlauUiClhDPkIw0+PNL2D0VjBlg7QwtvoDAV03ru4TIQyEXQ9gwfwz9NmbgkmQ65vxqVzzff19awYt8Y8jQc3jdKvat/BmDXo+FpRX1Xu6OjUtt/lx6EVU1/Ths2KMClYJ9zV2uyGNhYWHExsbi6emJra2tjHA+JVVVSU5OJjIyEmdnZ3x8fLKdI0ErF0nQEuIZFHbCNLoVfsJ0u0xTaDsNnIqbtSxReN3fEt42VaXnNiNNjpt+fVp4eeE9ZgwOjRuZuUpRlMSE3WTznO/5+7Tp56Ci9UBn2xSNhWl0S9FAr8/rychWIaeqKuHh4cTGxpq7lELF2dkZb2/vHIOrBK1cJEFLiGeUQQ97Z8COL8CQDpYO0Gw81OgDGunzI3LXwbCD9N/UP8uxyqFGPtnpjuZWJACOrVri9dFHWMgUHpFPVFXl9I4tbF/4I+kpSYCC1qo6FjbBKIqODu9Up1h5F3OXKfKBwWBAr9ebu4xCQafTZZsueD8JWrlIgpYQz7jb52HNULhx0HQ7oD60mwGupcxblyhUctrkWKNo+KPVGjTzlxM9fwEYjWidnPD8cBRO7dvLFB6Rb25fi2DJx19iSDetYVU0jujsmtL3y24yoiVELpMNi4UQRYdHeej3h2mtls4WQnfBzHqw73swyr5HInc8qCW8j3sAXh98QMCvv2JVoQKGuDjCRn3I3wMGkn7jppmrFkWFRwkvmg16F0uHjqBxQDXGk56wkj3LfiA1KdHc5QlRZMmI1iPIiJYQBUj0VVj7lilsARSvBe2/N4UxIXLBw1rCq3o9d+bNJ+r771HT01FsbPB8Zzgur72G8pBpKELklsSYVKL+jubcnlWc3vE7AHYurjTpP5iytYLMXJ0QhYNMHcxFErSEKGBUFf5aAJs+gfQE0FpCg5EQ/DZodYTFpXA1KomS7nb4OMm+IyL3pV29Svgnn5J8+DAA2sDKlJg0BatSMp1V5J8b506z6Ydvibl1A4BydV+gcd83sHOWNVtCPA0JWrlIgpYQBVTcTVg/HC5uMt32rsLGMp8yeKseowoaBSZ1qkLXWv5mLVMUTiHnV7Bn1li6bzNgmw5GnQVebw3DrV9fFAsLc5cnioiM9HT2rfyZQ2tXohqNWNvZ07D3QCq92FjWEArxH0nQykUStIQowFQVTvwKf4yElBj0qpbZhrZ8m9GRdHRoFYXdoxrJyJbIVfc3znCLU3n9DyPVr5h+1VpXqoTPxM+xrlDBzFWKoiTiyiU2/jCD26FXAAio9jxNBw7B0d0z8xzZ7FiIxyNBKxdJ0BKiEEiMJOrXYbhfN61ZuGAsxvv6QZxQS/PzwLoElZZ23CL3ZGsFr6q8eEplyE4blIQksLDA/fWBuA0ahMbS0nyFiiLFkJHB4XUhmRsd66xtqN+9N9WatuLsvnB2LD4nmx0L8Rik66AQQtzP3hN95/m8qR/ObdWJcpqbhFiO4X2L5QS4yDQukbv8Hf0zuxMCoCjsrmqB84qfcGjaFDIyiJo5i6udOpFy/Lj5ChVFitbCgjodX6Hn5Bn4lq+EPjWFbfNms/STEWxbuJe7b7urKuxYco7EmFTzFixEISBBSwhRJPg42dCgQ39apH/JGkM9LBQjQy1W4bOsNYSfMnd5ohB5UCt43xKVKP7tDIpNm4bWzY30S5cJ7dadiMlTMKakmLlqUVS4FfPj1bFf0LjvG+isrAm/dI60uEVkpB5E/WefONUIcZHyPSnE05Kpg48gUweFKFzC4lIIjUqmQvQWXLaNgpRo0Oig4UgIfge0MsIlcsfDWsFnxMQQMWkS8WvXAWD088bps08oXrexOUoVRVT87Uh+nzmDG2eOAaBoPdHZNkNr6Umvz+vJWi0hciBrtHKRBC0hCrHESFj/Dpxbb7rtWwM6zpZ9t0S+2bR0IrZTF+GWAEYFoju9SPCYb2Xtlsg3qqqyee5KTm75GdQ0QEOZ2q1o83Z/tBY6c5cnxDNHglYukqAlRCGnqnBiGWwYAWlxoLWCJp9C3cGgkU1mRd65253QJtlAny1GGpwy/TrWlA7Af/JX2DxX2cwViqIkMjSM7Qt+4MZZ0/5vHv4BNH/zHbxKljZzZUI8WyRo5SIJWkIUEfG3YO1bcGmL6bZ/EHSYCa6yyazIG//uTljzgpHXfzfinAxotbgPGoT7oDdQdDKqIPKHqqqc37eLbfNmk5IQj6LRUKfDy9Tp9CoW8n0oBCBBK1dJ0BKiCFFVOLIQNn4E6Ymgs4Wm46Fmf9BI7yCRu+7fb+supxSFBafqod+yEwCrShXxnfQF1uXLmatMUQQlx8Wydd5sLuzfDYC7XwmaDx6Od+myZq5MCPOToJWLJGgJUQTFXIM1QyB0l+l2qYbQ7jtw9jNrWaLwCbkYwrh94zCqxszuhJ3KdiJ+wwbCx43HEBeHotPh/tZbuPXri2IhzVpE/jm/bzdb580iJT4ORaOhVrvOBHXpnmV0SzY6FkWNBK1cJEFLiCLKaIRDc2DzGMhIAStHaD4Rqvcw7egpRC55UHfCjNu3Cft0DInbtwNgHVgV30lfYFWqpLlKFUVQcnwc2+b/wPm9fwLgVtyf5oPfxqdMec7suSUbHYsiR4JWLpKgJUQRF3UJVg+GGwdNt8s2h3YzwMH74Y8TIheoqkrc6jVETJyIMSEBxcoKz3ffwaVnTxSZziry0cUDe9kydybJcbEoioaqTdty/lAJ4N4oq6JB2sKLQk+CVi6SoCWEwGiAvd/C9s/BkA7WztDqK6jSRUa3RL7Qh4cT9tHHJO3ZA4BtzZr4TJqIpZ9MZxX5JyUhnu0L/sfZ3TsAUDSu6OyaobG4N4rV4Z3qFCvvYqYKhch7ErRykQQtIUSmyLOwahCEHTPdrtgO2kwFO3ezliWKBlVViV32KxFTpqAmJ6PY2uI14gOcu3ZFkcAv8tGlQ/vZ/L/vSI6PBUBr9TwWNvXQaHUyoiUKvSfJBjLvQAghHpdnRRiwBRqOBo0FnF0L39eBs+vMXZkoAhRFweXVrpRasxrbWrVQk5MJHzuOv/sPQB8WZu7yRBFSplZd+kydRbEKQQAY0v4iPWEJ1ZpYSsgS4j4yovUIMqIlhMhR2HHT6FbkGdPtql2h5WSwkSkzIu+pRiMxixcT+c1U1NRUNPb2eI0ejVPHDjK6JfLV6Z272fHTLFIT41AUDbXadSLo5ddk3y1RaMnUwVwkQUsI8UAZabBjEuyZDqoRHHyg3bdQtqm5KxNFRNrVq4SN+pCU48cBsG/YEO/x49B5epq5MlGUpCQmmNZu7TJ1yHQr7k/LIe/iVaqMmSsTIvdJ0MpFErSEEI/09yFYPQjuXDLdrtELmn0O1vIzQ+Q91WAgev58bk+fgarXo3FywvuTT3Bs3UpGt0S+unhwL1t+/KczoUZDnY6vULdTV7QWMrolCg8JWrlIgpYQ4rGkJ8O2z2D/LEAFJz9o/z2UamDuykQRkXrhAmGjPiT1jGk6q0Pz5niP+RQLV1czVyaKkuT4OLbNm835faYN3z38A2gx5F08A0oBssGxKPgkaOUiCVpCiCcSuse071bsNdPt2q/DS2PB0s6sZYmiQdXrifrf/4iaNRsyMtC6uuI9biyOTWU6q8hf5/ftZuvcmaQkxKPRaqnb+VUcPIL58+dLssGxKNAkaOUiCVpCiCeWlgibP4HD80y3XUtBh9ngXyfzlLC4FK5GJVHS3Q4fJxszFSoKq9QzZ7g1chRpFy8C4NiuLd4ffYTWycnMlYmiJDkuli0/zuTiwb0AKFpPdHYt0GhNW2LIBseiIJKglYskaAkh/rNLW2HtWxB/E1Cg3lvQ6COWHYvkw5CTGFXQKDCpUxW61vI3d7WikDGmpxP13ffc+fFHMBqx8PTEZ8Jn2L/4orlLE0WIqqqc2/snW+bMJD0lCdBiYR2E1romiqKRDY5FgSNBKxdJ0BJCPJWUWPjjQzi+FAC9azm6hPfiuLFU5ilaRWH3qEYysiXyRMrx49wa9SHpV68C4NSlM16jRqG1tzdzZaIoiQgNY+nHkzDqrwCgaH2wdGhBny9aP3BES9ZziWdRodywOCYmhp49e+Lk5ISTkxM9e/YkNjb2gefr9XpGjhxJlSpVsLOzw9fXl169enHr1q38K1oIIWycoeMsePVnsPNEF32BlbpPecdiOToyADCoKqFRyeatUxRaNoGBlFwVgmvv3qAoxK1YyZV27Ujat8/cpYkixCvAh2aDRqKzbwGKFaohDH3iYi7s34RqNGY7/8yeW/w0ei9rph7lp9F7ObNH/n4TBU+BGdFq2bIlN27c4H//+x8Ar7/+OgEBAaxbty7H8+Pi4ujSpQsDBw4kMDCQmJgYhg8fTkZGBocPH37s68qIlhAi1yRHk7J6ODYX1gBw2liC4fohXMFPRrREvkg+dIhboz9C//ffALh0747n+++hsbU1c2WiqEiMSeXWxRsc3TCPG2dPAOBXuSotBg/H0cMz85yfRu/l/r9QZT2XeFYUuqmDZ8+epVKlSuzfv586dUyLyffv309QUBDnzp2jfPnyj/U8hw4donbt2ly7dg1//8dbDyFBSwiR2/asnUPFv8biqiSSpuo4XfldanQZBZoCM8lAFGDGpCQiv/6amKU/A6Dz98f3i0nY1qhh5spEUaKqKsc3/87OxXPJSEvD0saGhr0G8lyjpty8EMuaqUezPUbWc4lnQaGbOrhv3z6cnJwyQxZA3bp1cXJyYu/evY/9PHFxcSiKgrOz8wPPSUtLIz4+PsuHEELkpuB2A9G/vocY3wZYKXpqnJkMiztC3E1zlyaKAI2dHd6ffor/vLlY+Pigv36da6/1IGLyFIxpaeYuTxQRiqJQrVkrek35Ft/ylUhPSWHTDzNYPWU8OqtU/r3XtqIBJ08Z9RcFS4EIWuHh4Xh6emY77unpSXh4+GM9R2pqKqNGjaJ79+4PTZ+TJk3KXAfm5OSEn5/ff65bCCEexKtYAC4D10Drr8HCBq7sgFlBcGqluUsTRYRdvXqUWrsGp06dQFWJnj+fqx07kXLihLlLE0WIi7cvXcdO4sXX+qK1sODKkUOs+OxdytdOQPnnr1RFAw1fqyDTBkWBY9agNXbsWBRFeejH3fVUyr/f2sA07JzT8X/T6/W8+uqrGI1GZs6c+dBzP/zwQ+Li4jI//v5nHrsQQuQ6RYFaA2DQLvCtDqlxsKIfrBxo6lYoRB7TOjjgO/Fzis+aidbDnfQrVwjt1p3IadNQ09PNXZ4oIjQaLbXadabHF9PxLFma1MQEjv0xB5+A/bR8vQy9Pq8nGxuLAsmsa7SioqKIiop66DkBAQEsXbqUd999N1uXQWdnZ6ZOnUrfvn0f+Hi9Xs8rr7zClStX2LZtG25ubk9Uo6zREkLkC4Medk6BXV+BagTH4qZuhSVlzyORPzJiYoj4fCLx69cDYFW+PL6Tv8C6QgUzVyaKEkNGBgdWLWN/yDJUoxFbJ2eaD3qbUjVqPfAx0gZe5KdC2wzjwIED1K5dG4ADBw5Qt27dhzbDuBuyLl68yPbt2/Hw8Hjia0vQEkLkq78PQchAiLkKKBA0BBp/Ajr540Hkj/iNmwgfOxZDTAzodHi8ORi3gQNRLCzMXZooQsIvX+T3778h+qZpZlGVJs1p2GsAltZZ12md2XOLHYvPoaqmSQINe1SQ0S+Rpwpd0AJTe/dbt27xww8/AKb27iVKlMjS3r1ChQpMmjSJjh07kpGRQefOnTly5Ajr16/Hy8sr8zxXV1csLS0f67oStIQQ+S4tETZ9BH8tMN32rAyd/gfez5m1LFF0ZNy5Q/jYcSRs3gyA9XPP4fvFJKzKlDFzZaIo0aenseeXn/jrN9OWGE5e3rR48x2KV6gMSBt4YR6FrusgwJIlS6hSpQrNmjWjWbNmVK1alUWLFmU55/z588TFxQFw48YN1q5dy40bN6hWrRo+Pj6ZH0/SqVAIIfKdlT20nQ7dfgFbd4g8DXMawZ4ZkMPGnkLkNgs3N4rNmI7vl1PQODqSeuoUVzt15s7ceagGg7nLE0WEztKKhr0G8vInE3Fw9yAuIpxlY0fx55L5ZOj1xEam8O/hAtUIcZEp5ilYiH8pMCNa5iIjWkIIs0q8DWvfggu/m24H1IcOM8H58fYCFOJp6SMiCfv0E5J2/gmATY0a+E78HMuAAPMWJoqUtOQkti+Yw+mdWwBw9w+gYa+h/DbzloxoiXxVKKcOmosELSGE2akqHPkJ/vgQ9Elg5QitvoKqr5Btsxkh8oCqqsSFhBAxcRLGpCQUa2s8338fl+7dUGSjbZGPLh7ax+b/fUdKfBwarQVl6rTl+rkSoGoy28DLGi2RlyRo5SIJWkKIZ8ady7DqDbhxyHS7UgdoMxVsXc1alig69Ddvcuvjj0netx8A2zp18J00EZ2v/GEr8k9yXCyb/vcdlw+bvg+9S1fg+bYDKF4hQEayRJ6ToJWLJGgJIZ4phgzYPRV2TALVAA4+pqmEpRubuzJRRKhGIzG//ELElC8hNRXF3g6fceNwat3a3KWJIkRVVU7v3Mr2BT+QnpKCzsqahr0HUKVx88faY1WI/6pQNsMQQggBaC2gwQcwYDO4lYWEMFjUEX4fCXpZAC7ynqLRsKOWNW/3MXDBF9TEJG699z63Ro7EkJho7vJEEaEoCs81fIneX35P8UrPoU9LZfP/vmPNVxNIjos1d3lCADKi9UgyoiWEeGalJ8PmT+HQHNNt9/KmNvC+1TJPCYtL4WpUEiXd7fBxssn5eYR4AuFJ4TRf2RyjakRjVOm8x0jnPSoaFXTFiuH75RRsa9Qwd5miCFGNRg7/tpo9v/yEISMDG0cnmr0xjDI165i7NFEIydTBXCRBSwjxzLu4Bda8CYkRoNFBow8heDjL/rrJhyEnMaqgUWBSpyp0rSXdCsXTORh2kP6b+mc5Vu6GyvgtrmjCboNGg/ugQbi/OVg2ORb56va1q2z47muirocCUKVxMxr2Hphtk2MhnoYErVwkQUsIUSAk3YH1b8NZ0ybu6b61eelqd66rnpmnaBWF3aMayciWeCr3j2jdpVE0/NE8BPWbOcStMW0uax1YlWJffomlv4R7kX8y0tPZ8+tiDq9fBaqKk5c3rYa+h2+5iuYuTRQSskZLCCGKGjs3eGURdJgFlg5Y3jrIBstRvKzdAZjeTzOoKqFRyeasUhQC3nbejAkag0Yx/QmhUTSMCRqDj1dpfCd/QbFvvjZtcnz8BFc7dCQ2ZBXynq7ILxaWljTo0Y9XPvk8c5PjXz4dyZ5lizBkZJi7PFHEyIjWI8iIlhCiwIkJJX3561jeOgDAH4ZajNIPIEFxlBEtkWvCk8L5O+Fv/Bz88LbzznKf/tYtbo0cRfIh01YEDs2b4zNuLFpnZzNUKoqqtOQkts2bzZld2wHwKlWGlkPfw62Yn5krEwWZTB3MRRK0hBAFktHA8WXjqHjuOywVA+GqC+fqTqZhy67mrkwUEarBwJ2587g9YwZkZGDh5YXv5C+wq1vX3KWJIub8vt1smfMdqUmJWOgsebFHX6o1byNt4MV/IkErF0nQEkIUZLcvHsRu3SBs4y+bDgQNhSafgoWVeQsTRUbKqdPcev990kNDQVFw7dcXj7ffRmNpae7SRBGSEB3FxlnTuXbiKAAlqlanxeDh2Lu6mbkyUdBI0MpFErSEEAVeejJs+hgOzzXd9qoCnX8EzwrmrUsUGcbkZCImTyF22TIArCpWpNhXX2JVurSZKxNFiWo0cnTjb+xaMp8MfTrW9g40HTiEcnVfACAxJpXYyBScPW2wd7E2c7XiWSVBKxdJ0BJCFBrnf4c1QyD5DlhYQ7MJUGsAyPQZkU8Stm4l7ONPMMTEoFhZ4TlyBC7duskULpGv7tz4mw3ffUXkVdNIf6X6jfCt1J49y6+jqqYfiQ17VKBSsK+ZKxXPIglauUiClhCiUEmIgNWD4fJW0+2yzaH992DvYd66RJGhj4wkbPRHJO3eDYB9gwb4TPwcCzeZwiXyjyFDz74Vv3Bw9XJU1YiicUBn2wKNztQoQ9FAr8/ryciWyEbauwshhMiZgxe8tgJaTAatFVzcCLOC4OJmc1cmigidpyd+//sBr9GjUSwtSdy5kyvt2pO4c6e5SxNFiNZCxwuv9qTr2C+wc/FENSaQnrgcffJOVDUD1QhxkSnmLlMUcBK0hBCiqNFooO4geH07eFaCpNuwpAtsGAF6+cNC5D1Fo8G1V08Cli/Hqlw5DHfu8Pcbgwgf/xnG1FRzlyeKkGIVKvHKmK/RWj0HgCHtL9ITfkY13sHJU7bCEE9HgpYQQhRVXpVh4DaoM8h0++APMKcxRJw2b12iyLAuX46A5b/i2rsXADFLl3K1SxdSz541c2WiKHH1caHZG8OwdGgHijWq4Tb6xKVcPLBZNtsWT0XWaD2CrNESQhQJFzfD6jchKdI0pbDpOKj9hmn0S4h8kLhrN7dGf4jhdhSKTofHO+/g2qc3inwPinySGJNK+OUw/vptLjfOHAOgZLXnaT54OHbOLuYtTjwzpBlGLpKgJYQoMhJvw9qhcOEP0+3STaDDTHDwznJaWFwKV6OSKOluh4+TTK0RuScjOpqwTz4lcaupWYttUF18v/gCnZeXmSsTRYmpDfx6/lwyH4Nej42DI80GvU2ZmnXMXZp4BkjQykUStIQQRYqqmvbb2vgRZKSCrRu0+w4qtAJg2aHrfBhyEqMKGgUmdapC11r+Zi5aFCaqqhL763IivvgCNSUFrZMT3uPH49i8mblLE0VM1N/X2DDjS25fDwWgapMWNOw1AJ21dCIsyiRo5SIJWkKIIun2eVjZH8JPmm7X7EdY3Y8J/no/xvt+a2gVhd2jGsnIlsh1aVeucuuDD0g9bVoz6NSlM94ffojGzs7MlYmiJEOvZ/cvP/HX+lUAuPgUo9Vb7+NduqyZKxPmIu3dhRBCPB2P8jBgK9R7y3T78DycfnqJilzNcppBVQmNSjZDgaKwsypVkoCfl+L2+uugKMStWMmVTp1IOXHC3KWJIsRCp6Nhz/50+XgC9q5uxITd5OdP3ufAql8xGg3mLk8842RE6xFkREsIUeRd3m7a5DghjHRVy1cZrzDH0BoVjYxoiXyRdPAgt0aOIiMsDLRaPN4aitvAgSharblLE0VISmICW/73HRcO7AFMreFbDnkPJ08vEmNSiY1MwdnTRjY5LuRk6mAukqAlhBBAcjSsfQvOrQdgj6EyH2S8ydudXpQ1WiJfGOLiCB83jvgNvwNg8/zz+E6ejGXxYmauTBQlqqpy5s9tbJ03G31qCpY2tlSo342Lh51QVVAUaNijApWCfc1dqsgjErRykQQtIYT4h6rC0UUYN4xAk5GC0doFTfvvoGIbc1cmighVVYlfu9a0sXFSEhp7e7zHfIpT27bmLk0UMbHhYWz4/mvCLpwDQKMrj862CYrGGkUDvT6vJyNbhZSs0RJCCJH7FAVq9EIzaDf4VEOTGgPLXoP170C6rNMSeU9RFJzat6fkmtXYVK+OMTGRWx+M4Ob7H2CIjzd3eaIIcfb24dWxk3muUSdAwag/T1r8Ioz6G6hGiItMMXeJ4hkgQUsIIcSTcS8D/TdDvWGm24fnwZxGEH7KvHWJIsOyeHFKLPoJ92FvgVZL/Pr1XOnQgeTDh81dmihCNFotwV27Y+XYFUXjBGoC6YnLyUjdi4ObpbnLE88ACVpCCCGenIUlNPsMeq4Gey+4fQ7mNIb9s01TDIXIY4qFBR5vvknAksXo/PzIuBXGtV69iZw6DVWvN3d5ooiwd7GmcZ/GWDn3RGNZCVDJSNnPhm/HEx8Vae7yhJnJGq1HkDVaQgjxCElRsGYIXPjDdLtsM2g/E+w9zFuXKDIMiUlEfP45catMex1ZV6lCsS+nYBkQYN7CRJGRGJNKXGQKkVcPsevnOehTU7C2s6fZG8MoW6eeucsTuUiaYeQiCVpCCPEYVBUO/QgbPwJDGth5QsfZUKaJuSsTRUj8H38QNmYsxrg4FBsbvEZ/iHOXLiiKYu7SRBESGx7GbzOmEH75IgCBTVvSoNcAdJZWZq5M5AYJWrlIgpYQQjyBiNOwoj/cPmu6HTQUmnwKFvIHhsgf+vBwbo0cRfKBAwA4NH0J7/HjsXBxMXNloigxZOjZs2wxh9auBMCtuD9t3h6Bu3+AeQsTT02CVi6SoCWEEE9InwKbPoFDc0y3vatCl3ngXta8dYkiQzUaiZ4/n8hp00Gvx8LDA58vJmEfHGzu0kQRE3r8CL9//w3JcbFY6Cxp2HsAVV9qKaOsBZgErVwkQUsIIf6jcxtMa7dSokFnCy0nQ/WepjbxQuSD1DNnuPn+B6RfuQKAa+/eeLz7DhorGWEV+Sc5LpbfZ04l9NhfAJStXY+mb7yFjb2DmSsT/4UErVwkQUsIIZ5CfBisegOu7jTdrtQB2k4DG5nGJfKHMSWFyC+/JGbpzwBYlS9Psa++xKqsjLCK/KMajfy1YQ27li7EaMjAwc2DVm+9R/GKz5m7NPGEJGjlIglaQgjxlIxG2DsDtn0GxgxwLA6d5xDmXJ2rUUmUdLfDx8nG3FWKQi5h+3bCPvoYQ3Q0iqUlnh98gEuP12QKl8hXEVcusX76ZGLDw1AUDXU7v0rdTl3RaLXmLk08JglauUiClhBC5JKbf8HKARB9BSMavsvowPSMjqiKlkmdqtC1lr+5KxSFXEZUFLdGjybpz10A2NWvj+/Ez7HwkK0IRP5JT0lm2/wfOL1zKwDFKlSm1Vvv4+gu34cFgQStXCRBSwghclFaAslr3sP2zDIA/jKW5W39UMLwZPeoRjKyJfKcqqrELFlK5JQpqOnpaF1d8fl8Ag6NGpm7NFHEnN21nc0/zry359agYZStLXtuPeueJBto8qkmIYQQAqwcOPb8RN5KH0q8asPzmotssPyQFso+QqOSzV2dKAIURcG1x2uUXLkCq/LlMURHc2Pwm4SNG4cxJcXc5YkipGL9RvSaPAPv0mVJTUpk7dcT2fLjTPTpaeYuTeQSCVpCCCHyVUl3O35T69Eq/Qv+MpbFUUnme8sZBB79BNKTzF2eKCKsypYlYPmvuPbpA0Dsz79wtXMXUk6fNm9hokhx9vbh1fFTqNm2EwDHN29gyYfvEHU91LyFiVwhUwcfQaYOCiFE7lt26DqjQ06BmsE7FiEMsViNggru5Ux7bnlXMXeJoghJ3LOHsFEfknH7Nuh0eL49DNd+/VA08n60yD+y51bBIGu0cpEELSGEyBthcSmERiUT4G6LT/QhCHkdEsJAawlNP4M6b8ieWyLfZMTEEP7ppyRs3gKAbZ06+H4xCZ2Pj5krE0VJUmwMf8ycSujxI4DsufUskqCViyRoCSFEPkm6A2uHwvkNptvlWkD7mWDnZt66RJGhqipxK1cS/vlE1JQUNI6O+Iwfh2OLFuYuTRQhqtHIX7+tZtfPP8meW88gCVq5SIKWEELkI1WFQz/Cxo/AkAb23tDpf1CqgbkrE0VIemgoNz8YQerJkwA4deiA18cfo7W3M3NloigJv3yR32ZMydxzK6hLN+p0egWNRvbcMqdcD1o1atR4ogIURWHt2rUUK1bsiR73LJKgJYQQZhD+//buOzyKcnH7+Hd20wtLCSEBAqFIExALTaVZKFKE0BQISAngUbEAKliAnyhYQQ8qVRFERSGgAoIiRZQmTfBIrwESIJQEkpC2+/6xx7wHQSGwyWx278917R8zmdm9wxXH3Jlnnud3mNcPkncDBtz9NLQYCVZfs5OJl3BkZ3Pq/fc5PXUa2O1YypXl/Mj+lG90DxHBEWbHEy+RlZHOjx9N5o+fVgBQvmZt2jw+VGtumcjlRctisTB06FBCQkKu+uEOh4Px48fzxx9/ULly5WtP7aZUtERETJKVBktHwJZPnNvl60Pn6VAi2tRY4l3SN21i39NP4HvqHLkGfNnMSr2nRhNTo4vZ0cSL/LFmpXPqd625ZboCKVpJSUmEh4dfU4DQ0FB+++03FS0REblx/1kA3zwJmSngXwzaT4TanUlMyeBgchqVwoK10LEUmKS0JDrOacmA73K4a6fzV6bfKxrcNeVLykbrmRkpPGeTjrP43Tc5cWAvALfc/wDNevfH18/f5GTexeVF6/Dhw1SoUOGap5dMSEigbNmyWK1FfwypipaIiBs4dwTmD4CEDQAcKN+J9vvbk+YIwGLAuJg6dK9fweSQ4ok2Jm6k//f9weGg2Q4H/b+3E5ANjmIhRL3+BqEtWpgdUbxIbk42P38xm03fxgMQFlWRtk8+S1hURZOTeQ9NhuFCKloiIm4iNwdWv47jpzcxcLDfHsmQ7Cf4jyMaq2Hw8/MtdGdLXC4pLYlW81thd9gBiDzt4Kmv7VQ64fz1qURsLOHDhmLx110FKTyXr7kVR937WmvNrUJQ4EXr4sWLbN++nZMnT2K32y/5WocOHfL7dm5NRUtExL38/ssiSn3/BJHGGTIdPozPeZiPc1vzeVxjGlfRVPDievF74xmzbgx2hx2LYWH0HS9w59f7OfPJLAD8a9Sg3Dtv4+8Bj0xI0XHZmlsN76TlwCEEXMOcCnL9CrRoLV26lN69e5OcnHz5mxkGubm5+Uvr5lS0RETcS2JKBm3Hf814n6m0tG4GYHnubdR+bDYREeVNTieeKiktiYTzCUSFRuXNOnh+1SoSR4wk9+xZjMBAIl4Yia1zZ91VkEJzxTW3hgyjfI2bzY7msQq0aFWtWpVWrVrx8ssvU6ZMmRsKWhSoaImIuJ+5vx5hZPwOeli+50WfT/E3ciC0LHSeBtF3mx1PvEj2yZMcf+450tetB6DYA22IGD0aq35nkEKkNbcKT4EWrWLFirF161aqVKlyQyGLChUtERH3lJiSwaHkdKraD1B66aNwei8YFmg6HJo+C1YfsyOKl3DY7ZyeMYNT774HOTn4litH2bfeJOjWW82OJl4kKyOdH2d8yB9rVgLONbceeGIYoaXCTE7mWQq0aPXr14+77rqL/v3731DIokJFS0SkCMhKgyXPwrZPndsV7nTe3bJpKKEUnozffuPY0GFkHz0KViuln3iCUnEDMDxgFmYpOv74aQXLZ3zoXHMrJNS55lb9xmbH8hgFWrTS09Pp2rUrpUuXpk6dOvj6+l7y9SFDhuQ/sRtT0RIRKUJ2zINvn4Ks8xBQHDp+ADXamp1KvEju+fMkjR5D6uLFAAQ1bEjZN17H1wsetxD3cdmaWy3b0iy2n9bccoECLVrTp09n8ODBBAYGUqpUqUse+DQMgwMHDlxfajeloiUiUsScOQDz+sHxrc7tBgPh/lfANwBACx1LgXM4HKQsWEjS2LE40tOxFi9O5LjXtOaWFCqtuVUwCrRoRUREMGTIEJ5//nksFssNBS0KVLRERIqgnCxY8X+w9t/O7TJ1oMtHzD0UwIj4HdgdaKFjKXCZBw9ybOhQMv/YCUCJXr0IHz5Ma25JoTq0bTPffTDBueaWnz8t+sRR595Wmh3zOhVo0SpZsiS//vqrJsMQERH3t/cHWDAY0pOx+wTyfEYsX+Y2A5y/YGihYylo9qwsTr0zgTMzZwLgX726c80tL/k9StzDX9fcqtbwLu4f+ITW3LoO+ekG+b4l1adPH+bOnXvd4URERArNTffDo79ApWZYcjJ4w3cq7/q+TwjpAOQ6HBxKTjc5pHgyi58fZZ5/jqgpk7GWLEnm7t0c7NKVc/Pmkc+/dYtct+DiJYh5fjTNevXDYvVhz4ZfmPXcExzb9YfZ0Txavu9oDRkyhFmzZnHLLbdQt27dyybDeOedd1wa0Gy6oyUi4gHsdlJ/fJOgn8fjY9g5bA/n8ewh/EEV3dGSQpN98iSJzz9P2tp1AIS2aU3kmDFac0sK1WVrbnV9mIadtObWtSrQoYMt/uFBTsMwWLFiRX7ezu2paImIeI7l339DjV+epryRTJbDyn9qPc2t3V4EPasghcRht3Pmo484OfFd55pbZctS9u23tOaWFKqsjHSWz/iQnX+uuVWrNg88rjW3rkWBFi1vo6IlIuJZkk4k4bv4SUodWerccVMr6PghBJcyN5h4lYzt251rbiUkONfcevJJSg3oj+EFE42J+/jrmlutBj9J1fqNzI7l1lS0XEhFS0TEAzkcsOkjWDoCcjMhNBI6T4fou81OJl4k8cR+To15Bd8VGwAIvrMxZV9/HZ/SpU1OJt7kbOIxFr/3JicO7AOgXqu2NO2lNbf+jssnw4iJiSE1NfWaA/Ts2ZOTJ09e8/EiIiKFyjCgfn+IWwFh1eB8InzSHlaOA3uu2enEC8Tvjaf1shh6NtjE5LZW7H6+pK1dx4GOnbiw5mez44kXKRFZjodfeZM72scAsG3ZYj57YSinjx4xOVnRd01F6+uvv+bUqVOkpqZe9ZWSksK3337LhQsXXBr07NmzxMbGYrPZsNlsxMbGcu7cuX88Z/To0dSoUYPg4GBKlCjBfffdx4YNG1yaS0REirCI2jBwFdTrBQ47rB7vLFwpx/IOSUzJYO3+ZBJTMszLKR4lKS2JMevGYHfYwTBYUddg2CNgrVqZ3NOnSYiL4+Rbb+HIzjY7qngJq48vzXr1o/OIMQTZipN85BCfjnia7cuXanbMG3BNQwctFku+FzXbu3cvlStXvu5gf9WmTRuOHj3K1KlTARg4cCDR0dF8++23f3vOZ599Rnh4OJUrVyYjI4MJEybw1VdfsW/fPkpf4215DR0UEfES27+ERU9D1gUILAkdP2Ruai0tcCwutzFxI/2/73/Z/o+aTybqkx85+9nnAATUrUu5t9/CLyqqsCOKF0s7d5bv3n+Hw9u3Alpz669c/ozW6tWr8x2iUaNG+Lto5fOdO3dSq1Yt1q9fT8OGDQFYv349jRs3ZteuXVSvXv2a3ufPf5jly5dz77335uscFS0RES9wej/M6wuJvwHwUU4bxuc8RBbOpUy0wLG4QlJaEq3mt3Le0fovi2FhWedlRARHkPr99yS++BL21FQsISFE/t8Yij3wgImJxds47HY2LV7Iz59/gj03l9Cw0rQd8izlqtc0O5rpPG4yjI8++ohnnnnmsqGCxYsXZ8KECfTt2/eq75GVlcV7773H2LFj2bdvH2FhV56+MjMzk8zMzLzt1NRUoqKiVLRERLxFTiYsHw3rPwBgu70ST2Q/wWFHBACfxzWicRXNUCg3Jn5vfN7wQYthYVTjUcTcFJP39exjxzg2bDgZW513FYp37UKZkSOxBKrkS+FJ2reHxe+9ybkTiRgWC3d26UGDTl29es0tl0+GYbakpCTCw8Mv2x8eHk5SUtI/nrto0SJCQkIICAhgwoQJ/PDDD39bsgDGjRuX9xyYzWYjSrfrRUS8i48/tB7HmQ6zOOsIoa7lIIv9RtLBsharYRAdFmR2QvEAMTfFsKzzMj5q9RHLOi+7pGQB+JYrR8XZsyg1eBAYBue+msfBrl25uHuPSYnFG0VUrUbs6+9Ss0kLHHY7v3z5KV+98gLnTyebHa1IMLVojR49GsMw/vG1adMmgCs+I+ZwOK767FiLFi3Ytm0ba9eupXXr1nTr1u0fZ0QcMWIEKSkpea+EhIQb+yZFRKRIKnnbg6y5dwEb7TUIMS7ynt8kvq86j8hAtx8IIkVERHAE9SPqExEcccWvGz4+hD/1FBU+/ghr6TCy9u3nULdunP1iriYokELjFxjEA48Ppc1jz+AbEMjRP35n1rNPsO/X9WZHc3umDh1MTk4mOfmfG3F0dDSfffbZDQ8d/NNNN91Ev379GDFixDUdr2e0RES8W+LZ8+SueJ1yOyZh4IDSNaHrxxCuZxWk8OScPs3xESNI+2kNAKEtWxL5yv9htdlMTibe5PI1t9rRrFc/fPz8TE5WeDzuGa0/J8PYsGEDDRo0AGDDhg00atQoX5NhAFStWpVevXoxevToazpeRUtERAA4sBri4+DCCfAJhDavw229nWtyiRQCh93OmZmfcPKddyAnB9+yZSn79lsE3Xqr2dHEi+TmZLPm81lsXrQAgLAK0bR78llKlfeOGVk9rmiBc3r348ePM2XKFMA5vXvFihUvmd69Ro0ajBs3jk6dOpGWlsarr75Khw4diIyM5PTp03zwwQd8+umnbN68mZtvvvmaPldFS0RE8lw4BQsGwv4Vzu3anaHdRAjQ/x+k8GTs2MGxZ4aSnZAAViulhwyhVNwADEuRePRePMTBbZtZ+sEE0lPO4ePnT4tH4qhzT6t8LwlV1BToZBgnTpwgNjaWsmXL4uPjg9VqveRVUObMmUOdOnVo2bIlLVu2pG7dusyePfuSY3bv3k1KSgoAVquVXbt20blzZ6pVq0a7du04deoUa9asueaSJSIicomQ0tBzPtw3Ggwr/D4fpjSF486Z4bS4sRSGwDp1qLQgnmJt20JuLqcmTCBhwAByTp0yO5p4kUr1bqf3G/+mYt1bycnK5Iepk1g08XUupl0wO5rbyPcdrTZt2nDkyBEef/xxIiMjL2utDz74oEsDmk13tERE5IoSNsK8fpCSABZfttR4hi5b62J3GFrcWAqFw+EgJX4BSWPH4sjIwFqqFGXfeJ2Qu+4yO5p4EYfdzqZFC/j5i1nYc3MpVjqcB54Y7rFrbhXo0MHQ0FDWrFlDvXr1biRjkaGiJSIifyvjLHz9OOxaBMAPubczLHsQKYRocWMpNMd+38DZZ1/EeuAoGAal4uIo/cTjGL6+ZkcTL3LZmltde9KgYxePW3OrQIcORkVFaUpRERERgMAS0P1TDtQfRabDh/utm1niP4Lbjd3kOhwcSk43O6F4uPi98TywZSC9YxL54VYLOBycnjqVw737kH38uNnxxItEVK1Gr/HvUvPu5s41t+bOZt4rL3L+jPeuuZXvojVx4kSef/55Dh06VABxREREihjDIPDuR+mc/X8ctJehnHGauX6v8C+fb4guFWB2OvFgSWlJjFk3BrvDTravwbTWFiZ08oHgYDK2buVApxjOL19udkzxIv5BQTzwxDDnmlv+AST8sYNZw59g36YNZkczRb6HDpYoUYL09HRycnIICgrC9y+3pc+cOePSgGbT0EEREbkWc389wqvxv/J/PtPpaF3r3FnlHug0BULCzQ0nHmlj4kb6f9//sv0f1xlPqXGfcHHHDgBK9OpF+LPDsXjRWkdivrOJx1j07hucPLgf8Jw1twr0Ga2ZM2f+47SNffr0yc/buT0VLRERuVaJKRkcOpVGzRNfU3zlC5CTASFlIGYaVG5mdjzxMElpSbSa3wq7w563z2JYWNZ5GWV8S3Jy4ruc+egjAPxr1aTc22/jX6mSWXHFC/11za3SFaJp++RzlCofZXKy6+eR62iZRUVLRESuy8md8NUjcGoXYECzZ6HZc/DfB8MTUzI4mJxGpbBgTZgh1y1+b3ze8EGLYWFU41HE3BST9/ULq1dz/PkR5J49iyUoiIgxo7G1b29iYvFGl6+5NZA697QskmtuFWjR6tmzJ82bN6dZs2ZUq1bthoIWBSpaIiJy3bLS4btnYet/132seDd0nsbc3TmMiN+B3YGmgpcblpSWRML5BKJCo4gIjrjs69knTnB8+LOkb9wIgC0mhogXX8ASFFTYUcWLpZ07y3fvv8Ph7c51B6s1bsL9cY8REBxicrL8KdCiNWjQIFavXs2ePXuIiIigWbNmNGvWjObNm1OjRo0bCu6OVLREROSGbf8SFj0NWRfIDSzJgNQBrMytl/dlTQUvBc2Rm0vyh5NJ/uADsNvxq1KFcu+8Q0B1z/+jubgPT1hzq1CGDiYlJbFq1SpWrVqVV7zCw8NJTEy8rtDuSkVLRERcInkfzHsEkpwTFEzOac9bOV3JwQeAz+Ma0bhKKRMDijdI27CR48OHk3PyJIa/P2VGjKB4925FcgiXFF2J+3az+L03STmRVOTW3CrQdbT+FBoaSokSJShRogTFixfHx8eHiIjLb1eLiIgIEFYV+i8n7Za+AAz2+Za5fq9QlmSshkF0mIZxScELbtiASgsXENysKY7MTJJGj+bY08+Qe/682dHEi0RWrU7s+PeocVez/7/m1tiX/nbNrQtnL3J091kunL1YyElvTL7vaD333HOsXr2a3377jdq1a9O0aVOaNWtG06ZNKV68eAHFNI/uaImIiKv98s0M6mx+kWJGOuccweyoP54m7XqbHUu8iMNu58zMTzj5zjuQk4Nv+fKUm/AOgXXqmB1NvIjD4eCPn1bw44wPyc68SEBoMVo/+iRVbm+Yd8wfvxxn1ae7cDjAMKB5rxrUuqusaZkLdOigxWKhdOnSPP300zz44IPUrFl0xlReDxUtEREpCCcP7yLomzhCTm937mj8ONw7CnyK9hozUrRkbN/OsWeGkn30KPj6Ej70GUr26aOhhFKozhw/xuL3/v+aW7e2bk/Tnn25mGZn1si1/G9bMSzQ+9U7CSlhzoLwBVq0fvvtN1avXs2qVatYs2YNVqs1bzKM5s2be1zxUtESEZECk5MFy0fB+g+c2+XugK4fQ3HNQCiFIyktiSPHd1Jy4lyyf1wNQEiLFkS+9io+JUqYnE68SU52Nj9//gmbFy8EnGtu3fHgYFZ+evKyYzs+fSvlqpvz81mo62j99ttvTJw4kU8//RS73U5ubu6NvJ3bUdESEZECt3MRfP0vuJgCATbo+CHUaGt2KvFwl6zBhcGEc20oO2MpjqwsfCIiKPfO2wTddpvZMcXLHNy6ie8+mEBGago+fv4Yvk2x+NbOu8vq0Xe0ALZu3Zo34+CaNWtITU2lXr16tGjRgjfffPO6g7sjFS0RESkUZw/DvL5wbLNzu9G/4L4xGkooBSIpLYlW81thd9jz9lkMC4trv0/myFfJOnQIrFZKDxlCqbgBGJbrnj9NJN/+uuaW1a86PoH3YvEJoHnPovOMVr7/qylRogQNGjRgzpw53HTTTcyaNYszZ86wadMmjytZIiIihaZERei71PmsFjiHE37UCs4eMjWWeKYjqUcuKVkAdoedxLL+RM+bR7H27SE3l1MTJpAQN5Cc5CvPBidSEIKLl6DziDE07dkXi9VKbtZufIwv6TayjqklK7/yfUdr0aJFNG3a1Gvu7uiOloiIFLpdS2Dho3DxHPjboOP7ULO92anEg/zdHa1lnZcRERyBw+EgJX4BSa+8guPiRaylwyj3xhsEN25sYmrxRn+uuRVVqy6tBg8xO07hPaN19OhRDMOgXLly1/sWbk9FS0RETHHuCMzrB0d/dW43HAz3/x/4+JubSzzGJc9oGRZGNR5FzE0xlxyTuW8fx55+msy9+8AwCHt0MGH/+heGj49JqcUbZaanY7FY8A0w57ms/1WgRctutzN27FjefvttLly4ADgXLx46dCgvvPACFg8bw6uiJSIipsnNhh/HwNp/O7cj60HXmVCykpmpxIMkpSWRcD6BqNAoIoIjrniMPSODE6+9xrmv5gEQdMcdlH37LXzLlCnMqCJuoUCL1ogRI5gxYwZjxozhrrvuwuFw8MsvvzB69Gji4uJ49dVXbyi8u1HREhER0+1eCgsHQ8ZZ8C8GD06CWg+anUq8TMq3i0gaNQp7ejrWEiUoO34cIc2amR1LpFAVaNEqW7YskydPpkOHDpfs//rrr/nXv/7FsWPH8p/YjaloiYiIWziXAPP7Q8IG53aDgdByrIYSSqHKOnSIo888Q+YfOwEo2b8f4U89heHra3IykcJRoLMOnjlzhho1aly2v0aNGpw5cya/byciIiLXongUPLIY7nrSub1xKsy4H84cMDeXeBW/6Giiv/gC/+6dADgz4yMO94ol28P+0C7iCvkuWrfccguTJk26bP+kSZO45ZZbXBJKRERErsDq65wQo8dXEFgSEn+DKc3gPwvMTiZeZOHhRXSqspi3Yiyk+UPGb79xIKYz53/80exoIm4l30MHV69eTdu2balQoQKNGzfGMAzWrl1LQkICS5YsoUmTJgWV1RQaOigiIm4p5ZhzVsKE9c7t+gOg5avga/6sXOK5/jotfOlzDp7+2k7V485fJ0v0jqXMsGEYflpoWzxTgQ4dbNasGXv27KFTp06cO3eOM2fOEBMTw+7duz2uZImIiLgtWznnUMK7n3Fu/zodZtwHp/ebm0s82l8XOj5V3OClXhayurUG4Oys2Rzq0ZOshASzIoq4jRtaR8sb6I6WiIi4vb3LYcFASD8NfqHQ4V2o3dnsVOKB/mmh4+ANOzk+YgT2lBQsISFEjh1LsdatTEwr4noun3Vw+/bt1/zhdevWveZjiwIVLRERKRJSj8O8/nBkrXP79r7Qehz4BpqbSzzOPy10nH38OMeGDiNj61YASvR4mPDnnsPir9kxxTO4vGhZLBYMw8DhcGAYRt7+P0/93325ubnXm9stqWiJiEiRkZsDq16DNe8ADihTx7nAcVhVs5OJh/mnhY4d2dmceu/fnJ42DQD/mjUpP+Ed/KKjTUgq4louf0br4MGDHDhwgIMHDzJ//nwqVarEBx98wLZt29i2bRsffPABVapUYf78+S75BkREROQ6WH3g3peh13wICoMTO2BqM9gxz+xk4mEigiOoH1H/spIFYPj6Ej70GaKmTcVaogSZO3dyMKYzKYsWm5BUxDz5fkarQYMGjB49mgceeOCS/UuWLOGll15i8+bNLg1oNt3REhGRIik1EeYPgMM/O7dvfwRaj9dQQilU2SdOcHzoMNI3bQKgeNculHnhBSwBmh1TiqYCnXVwx44dVKpU6bL9lSpV4o8//sjv24mIiEhBKBYJvb+GpsMBAzbPhOn3QfJes5OJF/EtU4YKMz8m7F+PgmFw7qt57OvSmcwDWmhbPF++i1bNmjUZO3YsFy9ezNuXmZnJ2LFjqVmzpkvDiYiIyA2w+sA9L0LsAgguDSd+dy5wvP1Ls5OJFzF8fFjTpjxjH7JyLhhy9x1gX0wnUr7+2uxoIgUq30MHN27cSPv27bHb7dxyyy0A/PbbbxiGwaJFi2jQoEGBBDWLhg6KiIhHOJ/kHEp4aI1z+9ZYaPMG+AWZm0s83v9OCW+74GDIN3bqHHb++mmLiSHipRexBGpIqxQNLp918K/S09P59NNP2bVrFw6Hg1q1atGjRw+Cg4OvO7S7UtESERGPYc+F1W/A6tcBB4TXcs5KWLq62cnEg21M3Ej/7/vnbRt2B51/cdD1FweGw4H/TVUpN2EC/lU1O6a4vwIvWt5ERUtERDzOgVUwPw7SToJvELR9B+o9bHYq8VB/t8jxogrjyXjpNXJPJWMEBhLx0ksUj+lkYlKRqyvQyTDKli1Ljx49mDp1Knv27LnukCIiImKSys1h8M9QqSlkp8PCwbDwMchKNzuZeKCI4AhGNR6FxXD+2vnnIsdRzdtQecECgu9sjCMjg8SRIzn+/Ajs6fo5FM+Q7ztan3/+OatXr2bVqlXs2bOHMmXK0KxZM5o3b06zZs08bkIM3dESERGPZc+Fn96C1ePBYYfSNaDrJxBew+xk4oH+bpFjR24up6dO5dS/J4Hdjl+VKpSb8A4B1aqZmFbkygpt6OCJEydYuXIlixYtYu7cudjtdnJzc6/37dySipaIiHi8gz85J8q4cMI5lPCBt+DWnmanEi+TtnEjx4cNJ+fkSYyAACJeehFbTAyGYZgdTSRPgRetCxcu8PPPP+fd2dq6dSu1atWiWbNmTJgw4bqDuyMVLRER8QoXTkJ8nPP5LYBbekDbt8DP8ya6EveVc+YMx599jrSfnQtt2x7sQMTLL2PxwAnXpGgq0KLVsGFDtm/fTu3atWnevDlNmzalSZMmFC9e/EYyuy0VLRER8Rr2XFjzDqx6zTmUMKw6dPsEwi99LCAxJYODyWlUCgsm0qZpucW1HHY7h96fQMaHH2HY7fhVrky5CRMIqK6hhGK+Ap0MY+/evQQFBVG5cmUqV65M1apVPbZkiYiIeBWLFZoNhz7fQkgEJO+GqS1gy2z4799l5/56hLvGr6DHtA3cNX4Fc389YnJo8TQL9i+ko20Wo3oYnA6FrAMHONStG+fmzUOTZUtRcl1DB7dv386qVatYvXo1a9aswWKx0KxZM1q0aMHgwYMLIqdpdEdLRES80oVTsGAg7F/h3K77EElNXuXOdzZg/5/fHKyGwc/Pt9CdLXGJv04FH5ru4Ilv7dQ74PyhK9a+PZGjR2kooZimUNfR2rx5M5MmTeLTTz/VZBgiIiKexG6Hn9+Bla+Cw056sSp0OhXHbkeFSw77PK4RjauUMimkeJK/Lm4MYDgczDrTGf8Z8yE3F79KlSg3cQIB1bXQthS+Ah06uHXrViZMmMCDDz5IyZIladSoETt27ODJJ5/km2++ue7QIiIi4mYsFmg6DPosgtBIglL387XfS3S3rgScf6e1GgbRYUHm5hSPUaFYhbz1tv5kWKxEDHqUirM+wadMGbIOHuRQt+6c/fJLDSUUt5bvO1o+Pj7ceuuteWtnNW3a1KPv9OiOloiICJCWDAsGwb7lACzIvYuXcwbwYswddK9f4Soni1y7+L3xjFk3BrvDnre4ccxNMQDknD3L8eeeI+2nNQAUa9eOiNGjsYZoKKEUjgIdOpiamupVhUNFS0RE5L/sdlj7Lo4fX8Fw5JJToio+D82CMjebnUw8zN8tbgzOWQlPz5jBqYnvOocSRkdT7t2JGkoohaJQn9HydCpaIiIif3F4HczrB+ePg0+gc72tW3uZnUq8TPqWLRx5+ikcJ06Bvx8RL75I8S5dtMCxFKgCfUYrNzeXt956iwYNGhAREUHJkiUveYmIiIiHq9gYBq+BKvdCTgZ8/RgseBSy0sxOJl5kaeghBjx8ji2VDcjMIumllzn+7HPY0/RzKO4h30VrzJgxvPPOO3Tr1o2UlBSeeeYZYmJisFgsjB49ugAiioiIiNsJDoOe8+Cel8CwwG+fwbR74OQus5OJF0hKS2LMujGkBDp4vZuFOc0t5BqQ+u23HOzSlYu795gdUST/RWvOnDlMmzaNYcOG4ePjw8MPP8z06dN5+eWXWb9+fUFkFBEREXf056yEvb+BkDJwahdMawG/fWF2MvFwR1KP5K215TAMvm5sYXRPK/awEv+dlVALHIv58l20kpKSqFOnDgAhISGkpKQA0K5dOxYvXuzadCIiIuL+KjWBwT9DpWaQne6cnfDrxyE7w+xk4qGuNA383gpWSnzxMcFNmuDIzCTxxZc4/pyGEop58l20ypcvT2JiIgBVq1bl+++/B+DXX3/F39/ftelERESkaAgJh9gF0HwEYMDW2TDtXkjea3Yy8UARwRGMajwqr2z9OQ182fLViZoymdLPPANWK6nffMvBrt24uEdDCaXw5XvWweeff55ixYoxcuRI5s2bx8MPP0x0dDRHjhzh6aefZvz48QWV1RSadVBERCSfDqyC+QMg7RT4hUD7d6FOF7NTiQf6p2ng0zdt4tgzQ8k5eRIjIICIl17CFtNJsxLKDSnU6d03bNjAL7/8QtWqVenQocONvJVbUtESERG5DueTnGXrkHNhWe7oB63GgW+AubnEq+ScOcPxZ58j7eefAbA9+CARo17GEhRkcjIpqgqsaGVnZzNw4EBeeuklKleufMNBiwIVLRERkeuUmwOrx8NPbwEOiKgLXWdCqSpmJxMv4rDbOT1tOqfefRfsdvyqVKH8xAn433ST2dGkCCqwdbR8fX1ZsGDBDYUTERERL2H1gXtehF7zIKgUJG2HKc3gPwvNTiZexLBYCBs0kIqfzMQnPJys/fs52LUb5+L1O60UrHxPhtGpUycWLlxYAFFERETEI1W9DwatgQqNIes8fNUHlgyHnEyzk4kXCapfn0oL4gm+6y4cFy+SOHIkx58fgT093exo4qHy/YzWq6++yltvvcW9997L7bffTnBw8CVfHzJkiEsDmk1DB0VERFwkNwdWvAK/THRul73VOZSwRLSJocTbOOx2Tk+dyqn3/u0cSli1CuUnTsS/alWzo0kRUKCTYVSqVOnv38wwOHDgQH7ezu2paImIiLjYnmXOtbYyzoK/DTp+ADXbmZ1KvEzaxo0cHzqMnFOnMAIDiXj5ZYp36mh2LHFzhTrroKdT0RIRESkA5xJgXj84utG53egxuG80+PiZGku8S87p0xwf/ixpa9cCYIuJIeKlF7EEBpqcTNxVgU2GISIiIuISxaOg7xJo/Lhze/378HEbOHfE3FziVXxKlSJq+jRKPzkELBZS4uM51K07mR42QkvMcU13tJ555plrfsN33nnnhgK5G93REhERKWC7FsPCR+FiCgQUh05ToHprs1OJl0lbv4Fjw4eReyoZIyiIyDGjsbVvb3YscTMuHzrYokWLS7Y3b95Mbm4u1atXB2DPnj1YrVZuv/12VqxYcQPR3Y+KloiISCE4exi+egSOb3Fu3zkE7n0ZrL6mxhLvknPqFMeGP0v6+vUAFO/alTIvjMQSoIW2xcnlQwdXrlyZ92rfvj3Nmzfn6NGjbNmyhS1btpCQkECLFi1o27atS76BKzl79iyxsbHYbDZsNhuxsbGcO3fums8fNGgQhmEwceLEAssoIiIi16lERei3DBoOdm6vfQ9mtoOUY+bmEq/iU7o0FWZMJ+yxx8AwOPfVVxx66GEyDx40O5oUQfl+Ruvtt99m3LhxlChRIm9fiRIlGDt2LG+//bZLw/2vHj16sG3bNpYuXcrSpUvZtm0bsbGx13TuwoUL2bBhA2XLli2wfCIiInKDfPygzevQbRb4F4OE9TD5bti7/IqHJ6ZksHZ/MokpGYUcVDyZYbVS+onHqTBjOtZSpcjctYtDnbuQumSJ2dGkiMl30UpNTeXEiROX7T958iTnz593Sai/2rlzJ0uXLmX69Ok0btyYxo0bM23aNBYtWsTu3bv/8dxjx47x+OOPM2fOHHx9NfxARETE7dV6EAathshbIOMMzOkMP/6fcx2u/5r76xHuGr+CHtM2cNf4Fcz9VZNoiGsF33knleLjCapfH3t6OseeGUri6NHYM7XQtlybfBetTp060bdvX+bNm8fRo0c5evQo8+bNo3///sTExBRERtatW4fNZqNhw4Z5+xo1aoTNZmPtf6fjvBK73U5sbCzDhw/n5ptvvqbPyszMJDU19ZKXiIiIFLKSlaHf91B/gHN7zdsw60FITSQxJYMR8Tuw//cpc7sDRsb/rjtbct2S0pLYmLiRpLSkS/b7lgmnwscfUWrwIADOfTGXQw8/TNbhw2bElCIm30Vr8uTJtG3bll69elGxYkUqVqxIz549adOmDR988EFBZCQpKYnw8PDL9oeHh5OUlHSFM5xef/11fHx8GDJkyDV/1rhx4/KeA7PZbERFRV1XZhEREblBvgHQ9m3o8hH4hcLhn2Hy3ZzZ8X1eyfpTrsPBoeR0c3JKkRa/N55W81vR//v+tJrfivi98Zd83fDxIfypp4iaNhVr8eJk/rGTg527kLp0mUmJpajId9EKCgrigw8+4PTp02zdupUtW7Zw5swZPvjgA4KDg/P1XqNHj8YwjH98bdq0CQDDMC473+FwXHE/OGdGfPfdd5k5c+bfHnMlI0aMICUlJe+VkJCQr+9JREREXKx2Zxi4CsrUhvRkai3vw9M+87BgzzvEahhEhwWZl1GKpKS0JMasG4Pd4fxZsjvsjFk35rI7WwAhTZpQaeECAm+7DfuFCxx76imSXhmLPSursGNLEeFzvScGBwdTt27dG/rwxx9/nIceeugfj4mOjmb79u1XfC7s1KlTlClT5ornrVmzhpMnT1KhQoW8fbm5uQwdOpSJEydy6NChK57n7++Pv7//tX8TIiIiUvDCqsKA5fDdcxhbPuFJn3jqW3bzZNZjnDFK8FpMbSJtgWanlCLmSOqRvJL1J7vDTsL5BCKCIy473jcigoqfzOTUu+9yevoMzs6ZQ8Zvv1Fu4gT8ypcvrNhSRFzTOlpm27lzJ7Vq1WLDhg00aNAAgA0bNtCoUSN27dqVt57X/zp9+jSJiYmX7GvVqhWxsbH07dv3iudcidbREhERcTPbv4Rvn4LsNLICS3O+7WRK1b7P7FRSBCWlJdFqfqtLypbFsLCs87IrFq3/dX7lShKfH0FuSgqW0FDKjnuN0Pv0c+jpXL6Oltlq1qxJ69atiYuLY/369axfv564uDjatWt3SWGqUaMGCxYsAKBUqVLUrl37kpevry8RERHXXLJERETEDdXt5hxKWLomfhmnKDW/K/z0FtjtVz1V5H9FBEcwqvEoLIbzV2KLYWFU41FXLVkAoS1aUGlBPIH16mE/f56jjz/BifGv48jOLujYUkQUiaIFMGfOHOrUqUPLli1p2bIldevWZfbs2Zccs3v3blJSUkxKKCIiIoWmdDWI+xFu6QEOO6x4BT7rCmmnzU4mRUzMTTEs67yMj1p9xLLOy4i56dpn0fYtW5aKs2dR8pFHADgzcyaHY3uT/ZdRVeKdisTQQTNp6KCIiIib2/opLB4KORehWDno8jFUaHj180RcKPWHH0gc+QL28+exFi9O2TffIKRJE7NjiYt53NBBERERkb91ay8Y8COUqgqpx2DmA7B2EuhvyVKIit1/P5Xmz8O/Vk1yz50jYeAgTr77Lo7cXLOjiUlUtERERKToi6jtfG6rdmew58D3L8AXPSHjrNnJxMP972LHfhUqEP355xR/qDs4HJz+cDJH+vUn59Qps2OKCVS0RERExDP4h0LnGc5Fjq1+sHsxTGkGx7eanUw81JUWO7b4+xM5ejRl33wTIyiI9A0bONAphrQNG82OK4VMRUtEREQ8h2FA/QHQ/3soXhHOHYYZLWHjNA0lFJe62mLHtvbtqDTvK/xvqkpucjJH+vYlefIUHJod02uoaImIiIjnKXsrDPoJarSD3CxYMgzm9YPM82YnEw/xT4sd/8m/cmWi587F9uCDYLdzauJEEgYPJueshrR6AxUtERER8UyBxaH7p9DqNbD4wH/iYWpzSPrd7GTiASoUq5C3/tafLIaFqNCoS/cFBRE5fhyRr47F8Pcn7ac1HIzpTPpWDWn1dCpaIiIi4rkMAxo/Bn2/c079fnofTL8XtszWUEK5IflZ7NgwDIp37kz03C/wq1iRnMREDsf25vTMmWilJc+ldbSuQutoiYiIeIi007BgIOxb7ty+pQe0fQv8gs3NJUVaUloSCecTiAqNumLJ+qvcCxdIfPElzi9dCkDo/fcR+eqrWPV7ZpGQn26gonUVKloiIiIexG6HXybAirHgsEPpmtDtEyhd3exk4kUcDgdn53zGiddfh+xsfKOiKDdxAoE332x2NLkKLVgsIiIiciUWCzQZCr2/gZAycGonTG0B278yO5l4EcMwKNmrJ9GfzcG3bFmyExI4/HAPzn4xV0MJPYiKloiIiHifSk1g8M9QqSlkp0H8APj2Kci+aHYy8SKBdepQKX4+Ic2b48jKImn0aI4PfxZ7WprZ0cQFVLRERETEO4WEQ+xCaPosYMDmj2HGfXB6v9nJxItYixen/AfvEz58GFitpC5axMGu3cjcu9fsaHKDVLRERETEe1mscM8L0GseBJWCpB3OKeD/+DrvkMSUDNbuTyYxJcO8nOLRDIuFUv37U3HWJ/iEh5N14AAHu3bj3MKFZkeTG6DJMK5Ck2GIiIh4iZRjzkWNE9Y7txs+ylcl43hu4S7sDrAYMC6mDt3rVzA3p3i0nNOnOT58OGlr1wFg69KZiBdfxBIQYHIyAU2GISIiIpJ/tnLwyCK4c4hze8OH3LS4K5GOUwDYHTAy/nfd2ZIC5VOqFFHTphH2+ONgGKTMm8+h7g+RdeiQ2dEkn1S0RERERP5k9YWWr8BDn5PjV4x6lv0s9h/JPZYtAOQ6HBxKTjc5pHg6w2ql9OOPUWHGdKwlS5K5ezcHO3ch9b9rb0nRoKIlIiIi8lc1HuBMr+X8Zq9McSONj/ze4jmfz/Ez7ESHBZmdTrxE8J13UmnBAgLvuB17WhrHnnqapLGvYs/KMjuaXAMVLREREZErCK9QnT0PfMUnOa0AeNTnW36OnECkcc7cYOJVfMuEU3HmTErFDQDg7KefcrhnL7KOHjM5mVyNJsO4Ck2GISIi4t0SUzI4v+krqm4YgSXrAgSXhs7ToXJzs6OJlzm/ciXHnx+BPSUFi81G2fHjCG3RwuxYXkWTYYiIiIi4SKQtkGr39sYycDWUqQ1pp2BWR1j9BtjtZscTLxLaogWV5s8noE4d7CkpHH30X5x86y0cOTlmR5MrUNESERERuRZhVWHAcrg1FnDAyldhTmdISzY7mXgRv/LliJ7zKSV69QLg9PQZHH7kEbJPnDA5mfyVipaIiIjItfINhAcnQccPwScQ9q+AyU3gyAazk4kXMfz8iHjxBcpNnIAlOJiMTZs52CmGC7/8YnY0+R8qWiIiIiL5Va8HxP0IpW6C88dh5gOw9t+gR9+lEBVr3ZpK8+fhX6MGuWfOkDAgjlP/noQjN9fsaIKKloiIiMj1KXMzDFwJtTuDPQe+fxG+6AkZ58xOJl7ELzqa6C8+p3jXLuBwkPz++yTExZFz+rTZ0byeipaIiIjI9fIPhc4zoO3bYPWD3YthSlM4vtXsZOJFLAEBRL7yCpHjx2EEBpK2dh0HO8WQvmmT2dG8moqWiIiIyI0wDKg/APotg+IV4NxhmNESfp2hoYRSqIp37EilL+fiV7kyOSdPcrjPI5yePh2HZsc0hYqWiIiIiCuUuw0G/QTV20JuFix+BuLjIPOC2cnEi/jfdBOVvvqSYu3aQW4uJ996m6OPPU7uuXNmR/M6KloiIiIirhJYAh6aA/e/AoYVdnwF01rAiT/MTiZexBIcTNk33yBizBgMPz8urFzJwZjOZGzfbnY0r6KiJSIiIuJKhgF3DYG+SyC0LCTvgWn3wLbP8w5JTMlg7f5kElMyTAwqnswwDEp070bFzz/DNyqK7OPHOdSzF2dmf4pDQ1oLheHQv/Q/Sk1NxWazkZKSQrFixcyOIyIiIkVJWjLMHwAHVjq3b+vNvPAnePbrvdgdYDFgXEwdutevYG5O8Wi558+TOHIk539YDkBo69ZEjn0Fa0iIycmKnvx0A93REhERESkowWHQaz40HwkYsGUWtZZ0oQKJANgdMDL+d93ZkgJlDQ2l3HvvUWbE8+Djw/mlSznUuQsXd+0yO5pHU9ESERERKUgWKzR/DnovJCugFLUsh/nW70XaWDYAkOtwcCg53eSQ4ukMw6Bknz5Efzobn8hIsg4f5lD3hzg3b56GEhYQFS0RERGRwlC5OWdjf2SjvQahRgYf+r3LKJ9PCDByiQ4LMjudeInAevWoFD+f4KZNcGRmkvjiSyQ+PwJ7usq+q6loiYiIiBSSMuUqcajt50zJaQ9AX59l/FLmTSIdySYnE2/iU6IEUZMnU/rpp8FiIeXrrznUvTuZ+/ebHc2jaDKMq9BkGCIiIuJqiSkZpGz9lmrrhmHJTHFOCx8zDW663+xo4mXSNmzk2LCh5J5KxggKInLMGGzt25kdy21pMgwRERERNxZpC6RG825YBv8EZW+FjLMwpwv8+H+Qm2N2PPEiwQ0bUDk+nqCGDXGkp3N8+HASR4/GnplpdrQiT0VLRERExCwloqHfMqg/wLm95m2Y3RHOnzAzlXgZn9KlqfDRDML+9SgYBue+mMuhhx8m68gRs6MVaSpaIiIiImby8Ye2b0PnGeAbDIfWwJQmcHCN2cnEixhWK6WHDCFq6hSsxYuT+cdODnbuQuoPP5gdrchS0RIRERFxB3W6wMBVULomXDgBszo473DZ7WYnEy8S0qQJlRbEE3jrrdjPn+fYE0M4MW48jqwss6MVOSpaIiIiIu6idDWI+xFueRgcduczW593h/QzZicTL+IbGUnFWZ9Qsm9fAM588gmHe/chOzHR5GRFi4qWiIiIiDvxC4aOH0KHf4NPAOz9HqY0haObzE4mXsTw9aXMc89SftK/sYSGkrFtGwc7xXDhp5/MjlZkqGiJiIiIuBvDgNt6w4DlULIypCTAR61h/WTQyjxSiELvu49K8fMJuPlmcs+dI2HgIE5OnIgjR7NjXo2KloiIiIi7iqjjfG6rZgewZ8PS5+CrR+Bi6iWHJaZksHZ/MokpGabEFM/mFxVFxc/mUKLHwwCcnjyFI/36k33ypMnJ3JsWLL4KLVgsIiIipnM4YMNk+P5FsOdAySrQbRZE1Gbur0cYEb8DuwMsBoyLqUP3+hXMTiweKmXRYhJffhlHejrWsDDKvfUWwY0amh2r0OSnG6hoXYWKloiIiLiNhF+dd7RSj4JPAOdavMZtiyKw/89vc1bD4OfnWxBpCzQtpni2zAMHOPbkU2Tu3QsWC6WHPEGpgQMxLJ4/WC4/3cDz/zVEREREPEVUfRj0E1S9D3IuUvyHZ3jdOpkAMvMOyXU4OJScbmJI8XT+lSsT/eVcbJ06gd3OqYnvkjBoMDlnz5odza2oaImIiIgUJcGloMdXcM+LOAwLXX1+YoHfy1Q2jgPOO1rRYUEmhxRPZwkMpOy414h89VUMf3/S1qzhYKcY0rdsNTua21DREhERESlqLBZoOhwjdiEX/UpS05LAN34v0sG6ntdiamvYoBSa4p1jiP5yLn7R0eQkJXG4d29OfzwTPZ2koiUiIiJSdFVuRsAT68gs14gQ4yLv+b5H91P/hpzMq58r4iIB1asTPe8rQtu0hpwcTr7+OkefeILc1NSrn+zBVLREREREirLQCPz7LYa7nnJub5wKH7eBc0dMjSXexRoSQrl33qHMSy+Cry8Xlv/IwZjOZPz+H7OjmUZFS0RERKSos/rA/WPg4bkQUByObYbJTWDP92YnEy9iGAYle/Yk+rM5+JYrR/bRoxx++GHOfvGFVw4lVNESERER8RTVWztnJSx7K1w8B591heVjIDfH7GTiRQLr1KFS/HxC7rkHR3Y2SaPHcHzYcHIvpJkdrVCpaImIiIh4khIVod8yqD/Auf3zOzC7I5w/YWos8S5Wm43y708ifPhwsFpJXbyYQ127cnHPHrOjFRoVLRERERFP4+MPbd+GzjPANxgOrYEpTeDQz5cclpiSwdr9ySSmZJgUVDyZYRiU6t+PirNn4VOmDFkHD3KoW3fOLVhodrRCYTi8ccBkPuRn9WcRERERt3NqD3zZG07tBMMC97wIdz3N3M1HGRG/A7sDLAaMi6lD9/oVzE4rHirnzBmODxtO2tq1ANi6dCbixRexBASYnCx/8tMNVLSuQkVLREREirysNFj0DGz/AoCLle6j8a5unHWE5B1iNQx+fr6F1uCSAuPIzSV5yhSS/z0JHA78q1en3MQJ+FeqZHa0a5afbqChgyIiIiKezi8YOk2G9u+C1Z+Ag8v51m8kdY39eYfkOhwcSk43MaR4OsNqpfS//kWFj2ZgLVWKzN27OdS5C6nffWd2tAKhoiUiIiLiDQwDbn8EBvxAji2a8kYy8/xG09u6DHBgNQyiw4LMTileILhxYyrFxxN0xx3Y09M59vQzJL0yFntWltnRXEpFS0RERMSbRN6Cz6M/cbTMvfgZufyf7ydM8p3EGx0qadigFBrfMuFUmPkxpeLiADg7Zw6He/Yi6+gxk5O5joqWiIiIiLcJsFF+8HxSm43BbvjQzrqOzpti4cQfZicTL2L4+BA+9BnKT/4Qi83GxR07OBgTw/kVK82O5hIqWiIiIiLeyDAo1uIpLH2XQGhZOL0Xpt0Dv31hdjLxMqHNm1M5fj4Bt9TFnprK0X/9ixNvvokjO9vsaDdERUtERETEm1VoCIPXQJV7ICcDFgyCb4ZA9kWzk4kX8S1XjujZsynROxaAMzM+4vAjfck+UXQX2lbREhEREfF2wWHQcx40HwEYsOUTmHE/nDlwxcO10LEUBMPPj4iRIyk3cSKW4GAyNm/mYMdOXPjlF7OjXZciU7TOnj1LbGwsNpsNm81GbGws586d+8dzHnnkEQzDuOTVqFGjwgksIiIiUpRYrND8eYiNh6BSkLQdpjSHnYsuOWzur0e4a/wKekzbwF3jVzD31yPm5BWPVax1KyrFz8e/Rg1yz54lYUAcp/49CUdurtnR8qXIFK0ePXqwbds2li5dytKlS9m2bRuxsbFXPa9169YkJibmvZYsWVIIaUVERESKqCr3wKA1ENUQMlNgbk/4/kXIzSYxJYMR8TuwO5yH2h0wMv533dkSl/OrWJHoLz6neLdu4HCQsmAB9rQ0s2Pli4/ZAa7Fzp07Wbp0KevXr6dhw4YATJs2jcaNG7N7926qV6/+t+f6+/sTERFRWFFFREREij5bOXhkMSwfDesmwdp/w9FNHKv/Vl7J+tOfCx1ranhxNUtAAJH/N4agO27Hr1IlrMWKmR0pX4rEHa1169Zhs9nyShZAo0aNsNlsrF279h/PXbVqFeHh4VSrVo24uDhOnjz5j8dnZmaSmpp6yUtERETE61h9odWr0G02+BeDI+u4dUkHmlh2XHqYFjqWAmbr0IHAOnXMjpFvRaJoJSUlER4eftn+8PBwkpKS/va8Nm3aMGfOHFasWMHbb7/Nr7/+yj333ENmZubfnjNu3Li858BsNhtRUVEu+R5EREREiqRaHWDgKoiogzXjNLP8xvOkzwIM7FgNg9diautulhSopLQkNiZuJCnt73/vd0emFq3Ro0dfNlnFX1+bNm0CwDCMy853OBxX3P+n7t2707ZtW2rXrk379u357rvv2LNnD4sXL/7bc0aMGEFKSkreKyEh4ca/UREREZGirFQV6P8D3NYHAwdP+3zF1spT+eXJunSvX8HsdOLB4vfG02p+K/p/359W81sRvzfe7EjXzNRntB5//HEeeuihfzwmOjqa7du3c+IKc+ifOnWKMmXKXPPnRUZGUrFiRfbu3fu3x/j7++Pv73/N7ykiIiLiFXwDocN7UKExLHqa4sd/gs9aQtdPIKq+2enEAyWlJTFm3RjsDjsAdoedMevGcGfZO4kIdv85GEwtWmFhYYSFhV31uMaNG5OSksLGjRtp0KABABs2bCAlJYU777zzmj/v9OnTJCQkEBkZed2ZRURERLxavYchsi582RtO74OPW0PLsdBwMPzDSCOR/DqSeiSvZP3J7rCTcD6hSBStIvGMVs2aNWndujVxcXGsX7+e9evXExcXR7t27S6ZcbBGjRosWLAAgAsXLjBs2DDWrVvHoUOHWLVqFe3btycsLIxOnTqZ9a2IiIiIFH1lbnY+t3VzJ7DnwNLn4as+cPHKk4hpgWO5HhWKVcBiXFpXLIaFqNCiMYdCkShaAHPmzKFOnTq0bNmSli1bUrduXWbPnn3JMbt37yYlJQUAq9XKjh07ePDBB6lWrRp9+vShWrVqrFu3jtDQUDO+BRERERHP4R8KXT6GNm+CxRf++BqmNoek3y85TAscy/WKCI5gVONReWXLYlgY1XhUkbibBWA4HA7H1Q/zXqmpqdhsNlJSUihWxObuFxERESkURzfBV49ASgL4BEDbt+HWXiSmZHDX+BWXrL1lNQx+fr6FZiqUa5aUlkTC+QSiQqNML1n56QZF5o6WiIiIiLip8nfAoJ+g6v2QcxG+fgy+fozDSaf/doFjkWsVERxB/Yj6ppes/FLREhEREZEbF1QSenwJ97wIhgW2fsrtP3SlsiXxksO0wLF4CxUtEREREXENiwWaDofYhRBcGt/kP1gW9DIPWDcCaIFj8Sp6Rusq9IyWiIiIyHVITYR5feHIOgCO1+iL0XIMkSVtJgcTuX56RktEREREzFUsEvp8C3cOAaDsro+JjO8CKUdNDiZSOFS0RERERKRgWH2h5Svw0Gfgb4OjG2FyE9i33OxkIgVORUtEREREClaNtjBoNUTUhYwz8GkXWDkO7LlmJxMpMCpaIiIiIlLwSlaC/j/A7Y8ADlg9Hj7tDGnJZicTKRAqWiIiIiJSOHwDoP270GkK+ATCgZXOoYRHNuQdkpiSwdr9ySSmZJgYVOTG+ZgdQERERES8zC0POYcRftkbTu+FmQ/A/f/HXGs7Riz4HbsDLAaMi6lD9/oVzE4rcl10R0tERERECl+ZWjBwJdwcA/YcWDYS27f9CXakA2B3wMj433VnS4osFS0RERERMYd/KHT5CB54C7vFl9bWX/nG7wVqGocByHU4OJScbnJIkeujoiUiIiIi5jEMaBDHme5fc8wRRiXLCRb4vUxX6yqshkF0WJDZCUWui4qWiIiIiJgurPpdbGy5gJW59QgwsnnTdyo/VJlLZKDD7Ggi10VFS0RERETcQqe76lJj6BKO1BuKw7BQ+ehCmHE/nN5vdjSRfFPREhERERG3EVk8mAodX8aIXQjBpeHE7zClGfzx9WXHaip4cWcqWiIiIiLifio3g0FroEJjyDrvnAp+6UjIzQZg7q9HuGv8CnpM28Bd41cw99cjJgcWuZSKloiIiIi4p2KR0OdbuHOIc3v9+zCzLSeO7mdE/A7s/318S1PBiztS0RIRERER92X1hZavQPc54G+DhA2UnH0fdxnbLzlMU8GLu1HREhERERH3V7MdDFoFEXXwzTzDJ76v86R1PhbsAJoKXtyOipaIiIiIFA0lK0P/H+C2PlgMB0/7zmem7+uEGed5LaY2kbZAsxOK5FHREhEREZGiwzcQOrwHHT/E4RNIU+sONpQaQ/eIJLOTiVxCRUtEREREip56PTDifoSSVbBeOA4ft4H1H4JDCxyLe1DREhEREZGiqczNMHAV1OoI9hxY+jx81QcuppqdTERFS0RERESKsIBi0HUmtH4dLD7OhY2nNocT/zE7mXg5FS0RERERKdoMAxoNhr7fQbFycGY/TLsXtn1mdjLxYipaIiIiIuIZohrAoDVQ5R7IyYCFj8I3T0D2RbOTiRdS0RIRERERzxFcCnrOg+YjAQO2zIIZ98GZA2YnEy+joiUiIiIinsVihebPQWw8BJWCpB0wpTnsXGR2MvEiKloiIiIi4pmq3OMcSli+AWSmwNye8P2LkJttdjLxAipaIiIiIuK5bOWg7xJo9Jhze+2/4ZP2kJpobi7xeCpaIiIiIuLZrL7Q+jXoNgv8QuHIOpjSBA6sNjuZeDAVLRERERHxDrUehEGroUxtSDsFszvCT2+B3W52MvFAKloiIiIi4j1KVYH+P0C9XuCww4pX4PPukH7G7GTiYVS0RERERMS7+AVBx/ehwyTwCYC938OUpnB0s9nJxIOoaImIiIiId7ot1nl3q0QlSEmAj1rBxmngcJidTDyAipaIiIiIeK/IuiQ9vIzTUS3Bng1LhsH8AZB5wexkUsSpaImIiIiI15r76xHunLCJ2/f24dWcntgNK/w+D6bdAyd3mR1PijAVLRERERHxSokpGYyI34HdAWAwLactD2W+SG5wBCTvhmktYPtXZseUIkpFS0RERES80sHktP+WrP9vo706W9p8A5WaQXY6xA+AxUMhJ9OckFJkqWiJiIiIiFeqFBaMxbh0n9UwKB9VAWIXQNPhzp2/TndOlHH2cOGHlCJLRUtEREREvFKkLZBxMXWwGs62ZTUMXoupTaQtECxWuOdF6DkPAkvA8a3OKeD3LDM5tRQVhsOh+Sv/SWpqKjabjZSUFIoVK2Z2HBERERFxscSUDA4lpxMdFuQsWX917gh82QeOb3FuNxkGLUY6y5h4lfx0A93REhERERGvFmkLpHGVUlcuWQDFK0C/pVA/zrm95i2Y3REunCy0jFL0qGiJiIiIiFyNjz+0fQs6zwDfYDj4E0xuAofXmp1M3JSKloiIiIjItarTBQauhLDqcCEJZraDX94DPY0jf6GiJSIiIiKSH6WrQ9wKqNMNHLnww0swtxdknDM7mbgRFS0RERERkfzyD4GYqaTcMx67xQ92LYKpzSFxu9nJxE2oaImIiIiIXIe5mxK49bsKdMx4iaOOMDh7EKbfB1tmmR1N3ICKloiIiIhIPiWmZDAifgd2B2x3VKFt5musyL0VcjPhmydg4WOQlW52TDGRipaIiIiISD4dTE7D/j/zX6QQQv/soRypNxQMC2z7FGbcD6f3mxdSTKWiJSIiIiKST5XCgrEYl+6zGFZ8WwyH2IUQXBpO/O58bmvnt2ZEFJOpaImIiIiI5FOkLZBxMXWwGs62ZTUMXoup7Vz0uHIzGPQTRDWCzFTnjITLXoDcbJNTS2EyHA5N+v9PUlNTsdlspKSkUKxYMbPjiIiIiIgbSUzJ4FByOtFhQc6S9b9ys2H5aFg3ybldoTF0+RiKRRZ6TnGN/HQD3dESEREREblOkbZAGlcpdXnJArD6QqtXodts8C8GR9bBlCZwYHXhB5VCp6IlIiIiIlKQanWAgaugTG1IOwWzO8JPb4HdbnYyKUAqWiIiIiIiBa1UFRiwHOr1AocdVrwCnz8E6WfMTiYFREVLRERERKQw+AZCx/ehwyTwCYC9y2BKMzi2xexkUgBUtERERERECtNtsdD/ByhRCVKOwEet4NfpoDnqPIqKloiIiIhIYYus63xuq0Y7yM2CxUMhfiBkpZmdTFxERUtERERExAyBxaH7p3D/K2BYYceXMO0eOLXH7GTiAipaIiIiIiJmMQy4awg8sghCIuDULpjWAn6fb3YyuUEqWiIiIiIiZqt4Jwz6CaKbQNYFmNcPljwLOVlmJ5PrVGSK1tmzZ4mNjcVms2Gz2YiNjeXcuXNXPW/nzp106NABm81GaGgojRo14siRIwUfWEREREQkP0LLQOxCuPsZ5/bGKfBxGziXYGosuT5Fpmj16NGDbdu2sXTpUpYuXcq2bduIjY39x3P279/P3XffTY0aNVi1ahW//fYbL730EgEBAYWUWkREREQkH6w+cN8oeHguBNjg2CaY0hT2LTc7meST4XC4/zySO3fupFatWqxfv56GDRsCsH79eho3bsyuXbuoXr36Fc976KGH8PX1Zfbs2df92ampqdhsNlJSUihWrNh1v4+IiIiISL6cPQRf9obE3wADmj0LzZ4Di9XsZF4rP92gSNzRWrduHTabLa9kATRq1AibzcbatWuveI7dbmfx4sVUq1aNVq1aER4eTsOGDVm4cGEhpRYRERERuQEloqHf93BHP8ABq1+HOV0gLdnsZHINikTRSkpKIjw8/LL94eHhJCUlXfGckydPcuHCBcaPH0/r1q35/vvv6dSpEzExMaxevfpvPyszM5PU1NRLXiIiIiIipvANgHYToNMU8AmE/SucQwkTNpqdTK7C1KI1evRoDMP4x9emTZsAMAzjsvMdDscV94PzjhbAgw8+yNNPP029evV4/vnnadeuHZMnT/7bTOPGjcubcMNmsxEVFeWC71RERERE5Abc8hDErYBSVSH1mHOSjPUfgvs/BeS1fMz88Mcff5yHHnroH4+Jjo5m+/btnDhx4rKvnTp1ijJlylzxvLCwMHx8fKhVq9Yl+2vWrMnPP//8t583YsQInnnmmbzt1NRUlS0RERERMV+ZWjBwFXzzBPxnASx9Ho6shw7/hgDNJeBuTC1aYWFhhIWFXfW4xo0bk5KSwsaNG2nQoAEAGzZsICUlhTvvvPOK5/j5+VG/fn127959yf49e/ZQsWLFv/0sf39//P398/FdiIiIiIgUEv9Q6PIxRDWC71+APxbCid+h22xnERO3USSe0apZsyatW7cmLi6O9evXs379euLi4mjXrt0lMw7WqFGDBQsW5G0PHz6cuXPnMm3aNPbt28ekSZP49ttv+de//mXGtyEiIiIicuMMAxoNhr7fQbFycHofTLsHfvvC7GTyP4pE0QKYM2cOderUoWXLlrRs2ZK6deteNm377t27SUlJydvu1KkTkydP5o033qBOnTpMnz6d+fPnc/fddxd2fBERERER14pqAIN+gsotICcDFgyCb5+C7ItmJxOKyDpaZtI6WiIiIiLi1uy5sPoN5/TvOCDyFug2yzk9vLiUx62jJSIiIiIif8NihRYjoNc8CCzpXOB4SlPY/Z3ZybyaipaIiIiIiCeoeh8MXgPl7oCLKfD5Q7B8NOTmmJ3MK6loiYiIiIh4Clt55yQZDQc7t3+eALM7wvnLl0qSgqWiJSIiIiLiSXz8oM3r0OUj8AuBQ2ucQwkP/WJ2Mq+ioiUiIiIi4olqd4a4lVC6JlxIgk/awy/vgubCKxQqWiIiIiIinqp0NYj7Eep0A0cu/PAyzO0FGefMTubxVLRERERERDyZXzDETIW274DVD3YtgqnNIXG72ck8moqWiIiIiIinMwyo3x/6LQNbBTh7EKbfB1tmmZ3MY6loiYiIiIh4i3K3waDVcFMryM2Eb56AhY9BVrrZyTyOipaIiIiIiDcJKgkPfwH3vgyGBbZ9CjPuh9P7zU7mUVS0RERERES8jcUCTYZC7EIILg0nfnc+t/XHN2Yn8xgqWiIiIiIi3qpyMxi0Bio0hsxU+DIWlr0AudlmJyvyVLRERERERLxZsUjo8y3c+YRze90kmNkOUo+bm6uIU9ESEREREfF2Vl9oORa6fwr+xSBhPUxpCgdWmZ2syFLREhERERERp5rtYeAqKFMH0k7B7E7w05tgt5udrMhR0RIRERERkf+vVBUY8APc2gscdlgxFj7vDulnzE5WpKhoiYiIiIjIpXwD4cH3ocMk8AmAvd/DlGZwbIvZyYoMFS0REREREbmy22Kh/w9QohKkHIGPWsGv08HhMDuZ21PREhERERGRvxdZFwathhrtIDcLFg+F+IGQecHsZG5NRUtERERERP5ZgM05I2HLsWBYYceXMP1eOLXb7GRuS0VLRERERESuzjCca209sghCIuDULpjaAnbMMzuZW1LREhERERGRa1fxThi8BqKbQHYazO8PS4ZDTpbZydyKipaIiIiIiORPSDjELoQmQ53bG6fCx23gXIKpsdyJipaIiIiIiOSf1QfufRkenut8huvYJpjSBPYuNzuZW1DREhERERGR61e9NQz6CSLrQcZZmNMFVr4G9lyzk5lKRUtERERERG5MiWjotwzu6Ac4YPXr8GlnSEs2O5lpVLREREREROTG+QZAuwnQaSr4BsGBlTC5CSRsNDuZKVS0RERERETEdW7pDgN+hFI3wfnjzkky1n8IDofZyQqVipaIiIiIiLhWmVowcCXc3AnsObD0efiqD1xMNTtZoVHREhERERER1/MPhS4fQ5s3wOILf3wN01rAif+YnaxQqGiJiIiIiEjBMAxoOAj6fgfFysPpfTDtXvjtC7OTFTgVLRERERERKVhR9Z1TwFe5B3IyYMEg+PZJyL5odrICo6IlIiIiIiIFL7gU9JwHzUcABmyeCR+1hLOHTA5WMFS0RERERESkcFis0Px56DUPAktC4m8wpSns/s7sZC6noiUiIiIiIoWr6n0weA2Urw8XU+Dzh2D5aMjNMTuZy6hoiYiIiIhI4bOVh0eWQMNHnds/T4DZHeH8CVNjuYqKloiIiIiImMPHD9qMd04D7xcCh9bAlCZw6Je8QxJTMli7P5nElAwTg+afj9kBRERERETEy9WOgTK14cvecGonfNIe7hvFXN+OjFjwO3YHWAwYF1OH7vUrmJ32muiOloiIiIiImK90NYj7Eep2B0cu/PAyJb7tS4gjDQC7A0bG/15k7mypaImIiIiIiHvwC4ZOU6DdBOwWP1paN/Ot3wvcbBwCINfh4FByurkZr5GKloiIiIiIuA/DgDv6cfqhb0lwlKai5SRf+L1Ccc5jNQyiw4LMTnhNVLRERERERMTtlK7WiE0tF7Ai91Ym5HThvFGM12JqE2kLNDvaNdFkGCIiIiIi4pY63VWHxJsXE5icQVzp4CJTskBFS0RERERE3Fhk8WAiiwebHSPfNHRQRERERETExVS0REREREREXExFS0RERERExMVUtERERERERFxMRUtERERERMTFVLRERERERERcTEVLRERERETExVS0REREREREXExFS0RERERExMVUtERERERERFxMRUtERERERMTFVLRERERERERcTEVLRERERETExVS0REREREREXExFS0RERERExMVUtERERERERFxMRUtERERERMTFVLRERERERERcTEVLRERERETExVS0REREREREXMzH7ADuzuFwAJCammpyEhERERERMdOfneDPjvBPVLSu4vz58wBERUWZnERERERERNzB+fPnsdls/3iM4biWOubF7HY7x48fJzQ0FMMwbui96tevz6+//uqiZO6foyA+x1XveaPvc73n5+e81NRUoqKiSEhIoFixYvn+LHFyl//urpe75Nd1Q9cNb+Iu/91dL3fIX5gZdN24sXN03cgfh8PB+fPnKVu2LBbLPz+FpTtaV2GxWChfvrxL3stqtbrFD3Bh5SiIz3HVe97o+1zv+ddzXrFixdzi56aocpf/7q6Xu+TXdUPXDW/iLv/dXS93yF+YGXTdcM1n6rpx7a52J+tPmgyjED322GNmRwAKL0dBfI6r3vNG3+d6z3eXnwFvUtT/zd0lv64bum54k6L+b+4O+Qszg64brv1McR0NHRRxU6mpqdhsNlJSUvQXJhG5JrpuiEh+6bpRcHRHS8RN+fv7M2rUKPz9/c2OIiJFhK4bIpJfum4UHN3REhERERERcTHd0RIREREREXExFS0REREREREXU9ESERERERFxMRUtERERERERF1PREhERERERcTEVLREPkJCQQPPmzalVqxZ169blq6++MjuSiLi5Tp06UaJECbp06WJ2FBFxU4sWLaJ69ercdNNNTJ8+3ew4RY6mdxfxAImJiZw4cYJ69epx8uRJbrvtNnbv3k1wcLDZ0UTETa1cuZILFy7wySefMG/ePLPjiIibycnJoVatWqxcuZJixYpx2223sWHDBkqWLGl2tCJDd7REPEBkZCT16tUDIDw8nJIlS3LmzBlzQ4mIW2vRogWhoaFmxxARN7Vx40ZuvvlmypUrR2hoKA888ADLli0zO1aRoqIlUgh++ukn2rdvT9myZTEMg4ULF152zAcffEClSpUICAjg9ttvZ82aNdf1WZs2bcJutxMVFXWDqUXELIV5zRARz3Sj15Hjx49Trly5vO3y5ctz7NixwojuMVS0RApBWloat9xyC5MmTbri1+fOnctTTz3FCy+8wNatW2nSpAlt2rThyJEjecfcfvvt1K5d+7LX8ePH8445ffo0vXv3ZurUqQX+PYlIwSmsa4aIeK4bvY5c6ekiwzAKNLOn0TNaIoXMMAwWLFhAx44d8/Y1bNiQ2267jQ8//DBvX82aNenYsSPjxo27pvfNzMzk/vvvJy4ujtjYWFfHFhGTFNQ1A2DVqlVMmjRJz2iJeLjruY6sXbuWN998kwULFgDw5JNP0rBhQ3r06FHY8Yss3dESMVlWVhabN2+mZcuWl+xv2bIla9euvab3cDgcPPLII9xzzz0qWSIezhXXDBHxbtdyHWnQoAG///47x44d4/z58yxZsoRWrVqZEbfI8jE7gIi3S05OJjc3lzJlylyyv0yZMiQlJV3Te/zyyy/MnTuXunXr5o3Bnj17NnXq1HF1XBExmSuuGQCtWrViy5YtpKWlUb58eRYsWED9+vVdHVdE3NC1XEd8fHx4++23adGiBXa7nWeffZZSpUqZEbfIUtEScRN/HffscDiueSz03Xffjd1uL4hYIuKmbuSaAWj2MBG56nWkQ4cOdOjQobBjeQwNHRQxWVhYGFar9bK/RJ88efKyvzSJiOiaISI3SteRwqGiJWIyPz8/br/9dn744YdL9v/www/ceeedJqUSEXela4aI3ChdRwqHhg6KFIILFy6wb9++vO2DBw+ybds2SpYsSYUKFXjmmWeIjY3ljjvuoHHjxkydOpUjR44wePBgE1OLiFl0zRCRG6XriBtwiEiBW7lypQO47NWnT5+8Y95//31HxYoVHX5+fo7bbrvNsXr1avMCi4ipdM0QkRul64j5tI6WiIiIiIiIi+kZLRERERERERdT0RIREREREXExFS0REREREREXU9ESERERERFxMRUtERERERERF1PREhERERERcTEVLRERERERERdT0RIREREREXExFS0REfE4q1atwjAMzp07V+ifbRgGhmFQvHjxfzxu9OjR1KtX75LtP8+dOHFigWYUEZGCp6IlIiJFWvPmzXnqqacu2XfnnXeSmJiIzWYzJdPHH3/Mnj178nXOsGHDSExMpHz58gWUSkRECpOP2QFERERczc/Pj4iICNM+v3jx4oSHh+frnJCQEEJCQrBarQWUSkRECpPuaImISJH1yCOPsHr1at599928YXeHDh26bOjgzJkzKV68OIsWLaJ69eoEBQXRpUsX0tLS+OSTT4iOjqZEiRI88cQT5Obm5r1/VlYWzz77LOXKlSM4OJiGDRuyatWq68o6fvx4ypQpQ2hoKP379+fixYsu+BcQERF3paIlIiJF1rvvvkvjxo2Ji4sjMTGRxMREoqKirnhseno67733Hl988QVLly5l1apVxMTEsGTJEpYsWcLs2bOZOnUq8+bNyzunb9++/PLLL3zxxRds376drl270rp1a/bu3ZuvnF9++SWjRo3i1VdfZdOmTURGRvLBBx/c0PcuIiLuTUMHRUSkyLLZbPj5+REUFHTVoYLZ2dl8+OGHVKlSBYAuXbowe/ZsTpw4QUhICLVq1aJFixasXLmS7t27s3//fj7//HOOHj1K2bJlAedzVEuXLuXjjz/mtddeu+acEydOpF+/fgwYMACAsWPHsnz5ct3VEhHxYLqjJSIiXiEoKCivZAGUKVOG6OhoQkJCLtl38uRJALZs2YLD4aBatWp5z0+FhISwevVq9u/fn6/P3rlzJ40bN75k31+3RUTEs+iOloiIeAVfX99Ltg3DuOI+u90OgN1ux2q1snnz5ssmqPjfciYiInIlKloiIlKk+fn5XTKBhavceuut5ObmcvLkSZo0aXJD71WzZk3Wr19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" ] @@ -878,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -886,40 +755,40 @@ "text/html": [ "\n", - "\n", + "
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Fit statistics for the tested models
 RMSEAICBICCalibration schemeRMSEAICBICCalibration scheme
Model 10.003974-847.289973-842.602363All Obs WellsModel 10.003974-847.289973-842.602363All Obs Wells
Model 20.003974-847.289973-842.602363All Obs Wells + wellbore storageModel 20.003885-848.779204-841.747788All Obs Wells + wellbore storage
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -962,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1016,24 +885,24 @@ " \n", " \n", " ttim-rc\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 0.003974\n", + " 283.919199\n", + " 0.004155\n", + " 0.789514\n", + " 0.003885\n", " \n", " \n", "\n", "" ], "text/plain": [ - " k [m/d] Ss [1/m] rc RMSE\n", - "AQTESOLV 282.659 0.004211 - 0.003925\n", - "MLU 282.684 0.004209 - 0.003897\n", - "ttim 282.7981927108409 0.0042084036125535065 - 0.003974\n", - "ttim-rc NaN NaN NaN 0.003974" + " k [m/d] Ss [1/m] rc RMSE\n", + "AQTESOLV 282.659 0.004211 - 0.003925\n", + "MLU 282.684 0.004209 - 0.003897\n", + "ttim 282.7981927108409 0.0042084036125535065 - 0.003974\n", + "ttim-rc 283.919199 0.004155 0.789514 0.003885" ] }, - "execution_count": 16, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1044,7 +913,7 @@ ")\n", "t.loc[\"AQTESOLV\"] = [282.659, 4.211e-03, \"-\"]\n", "t.loc[\"ttim\"] = np.append(ca_0.parameters[\"optimal\"].values, \"-\")\n", - "#t.loc[\"ttim-rc\"] = ca_1.parameters[\"optimal\"].values\n", + "t.loc[\"ttim-rc\"] = ca_1.parameters[\"optimal\"].values\n", "t.loc[\"MLU\"] = [282.684, 4.209e-03, \"-\"]\n", "t[\"RMSE\"] = [0.003925, 0.003897, ca_0.rmse(), ca_1.rmse()]\n", "t" From a47695b821edf59034cd468ddfdb3d4f5c73ed27 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 21:03:39 +0100 Subject: [PATCH 89/95] ruff --- .../howto_fluctuating_head_boundary.ipynb | 93 ++- docs/01howto/howto_xsection_model.ipynb | 409 +++++----- docs/01howto/riverxsection.svg | 696 ------------------ docs/04pumpingtests/confined3_sioux.ipynb | 52 +- ttim/fit.py | 39 +- 5 files changed, 327 insertions(+), 962 deletions(-) delete mode 100644 docs/01howto/riverxsection.svg diff --git a/docs/01howto/howto_fluctuating_head_boundary.ipynb b/docs/01howto/howto_fluctuating_head_boundary.ipynb index e797122..685d4f7 100644 --- a/docs/01howto/howto_fluctuating_head_boundary.ipynb +++ b/docs/01howto/howto_fluctuating_head_boundary.ipynb @@ -2,7 +2,13 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### HowTo: Model fluctuating head boundaries with `ttim`\n", "\n", @@ -17,7 +23,6 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import pandas as pd\n", "\n", "import ttim" ] @@ -59,7 +64,8 @@ "# solution for unit amplitude\n", "def head_river(t, tau, tp=0):\n", " return np.cos(2 * np.pi * (t - tp) / tau)\n", - " \n", + "\n", + "\n", "def analytic_head(x, t, tau, S, T, tp=0):\n", " B = np.exp(-x * np.sqrt(S * np.pi / (T * tau)))\n", " ts = x * np.sqrt(S * tau / (4 * np.pi * T))\n", @@ -108,8 +114,8 @@ } ], "source": [ - "tmax = 5 # day\n", - "delt = 0.025 # day\n", + "tmax = 5 # day\n", + "delt = 0.025 # day\n", "t = np.arange(0, tmax, delt)\n", "hexact = head_river(t, tau)\n", "hbegin = head_river(t, tau)\n", @@ -118,13 +124,13 @@ "tmid = np.hstack((0, 0.5 * (t[:-1] + t[1:])))\n", "# plot\n", "plt.figure(figsize=(10, 3))\n", - "plt.plot(t, hexact, 'k', label='observed')\n", - "plt.step(t, hbegin, where='post', label='begin')\n", - "plt.step(t, hend, where='post', label='end')\n", - "plt.step(tmid, hmid, where='post', label='mid')\n", + "plt.plot(t, hexact, \"k\", label=\"observed\")\n", + "plt.step(t, hbegin, where=\"post\", label=\"begin\")\n", + "plt.step(t, hend, where=\"post\", label=\"end\")\n", + "plt.step(tmid, hmid, where=\"post\", label=\"mid\")\n", "plt.xlim(0, 1)\n", - "plt.xlabel('time (d)')\n", - "plt.ylabel('head (m)')\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"head (m)\")\n", "plt.legend()\n", "plt.grid()" ] @@ -139,25 +145,40 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "mlbegin = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", - "xsection = ttim.XsectionMaq(model=mlbegin, x1=-np.inf, x2=np.inf,\n", - " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", - "lsriver = ttim.HeadLineSink1D(model=mlbegin, xls=0, tsandh=list(zip(t, hbegin)))\n", + "xsection = ttim.XsectionMaq(\n", + " model=mlbegin, x1=-np.inf, x2=np.inf, kaq=k, z=[0, -H], Saq=S, phreatictop=True\n", + ")\n", + "lsriver = ttim.HeadLineSink1D(\n", + " model=mlbegin, xls=0, tsandh=list(zip(t, hbegin, strict=True))\n", + ")\n", "mlbegin.solve(silent=True)\n", "#\n", "mlmid = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", - "xsection = ttim.XsectionMaq(model=mlmid, x1=-np.inf, x2=np.inf,\n", - " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", - "lsriver = ttim.HeadLineSink1D(model=mlmid, xls=0, tsandh=list(zip(tmid, hmid)))\n", + "xsection = ttim.XsectionMaq(\n", + " model=mlmid, x1=-np.inf, x2=np.inf, kaq=k, z=[0, -H], Saq=S, phreatictop=True\n", + ")\n", + "lsriver = ttim.HeadLineSink1D(\n", + " model=mlmid, xls=0, tsandh=list(zip(tmid, hmid, strict=True))\n", + ")\n", "mlmid.solve(silent=True)\n", "#\n", "mlend = ttim.ModelXsection(naq=1, tmin=1e-4, tmax=1e2)\n", - "xsection = ttim.XsectionMaq(model=mlend, x1=-np.inf, x2=np.inf,\n", - " kaq=k, z=[0, -H], Saq=S, phreatictop=True)\n", - "lsriver = ttim.HeadLineSink1D(model=mlend, xls=0, tsandh=list(zip(t, hend)))\n", + "xsection = ttim.XsectionMaq(\n", + " model=mlend, x1=-np.inf, x2=np.inf, kaq=k, z=[0, -H], Saq=S, phreatictop=True\n", + ")\n", + "lsriver = ttim.HeadLineSink1D(\n", + " model=mlend, xls=0, tsandh=list(zip(t, hend, strict=True))\n", + ")\n", "mlend.solve(silent=True)" ] }, @@ -190,18 +211,18 @@ "plt.figure(figsize=(10, 4))\n", "for tp in tlist:\n", " hex = analytic_head(x, tp, tau, S, T)\n", - " plt.plot(x, hex, 'k')\n", + " plt.plot(x, hex, \"k\")\n", " for i, ml in enumerate([mlbegin, mlmid, mlend]):\n", " h = ml.headalongline(x, 0, tp)\n", - " plt.plot(x, h[0, 0], 'C' + str(i), linestyle='--')\n", - "plt.text(-2, 1, 't=4', ha='right', va='top')\n", - "plt.text(-2, 0.01, 't=4.125', ha='right', va='bottom')\n", - "plt.text(-2, -0.01, 't=4.375', ha='right', va='top')\n", - "plt.text(-2, -1, 't=4.25', ha='right', va='bottom')\n", + " plt.plot(x, h[0, 0], \"C\" + str(i), linestyle=\"--\")\n", + "plt.text(-2, 1, \"t=4\", ha=\"right\", va=\"top\")\n", + "plt.text(-2, 0.01, \"t=4.125\", ha=\"right\", va=\"bottom\")\n", + "plt.text(-2, -0.01, \"t=4.375\", ha=\"right\", va=\"top\")\n", + "plt.text(-2, -1, \"t=4.25\", ha=\"right\", va=\"bottom\")\n", "plt.xlim(-20, 200)\n", - "plt.legend(['exact', 'begin', 'mid', 'end'])\n", - "plt.xlabel('x (m)')\n", - "plt.ylabel('head (m)')\n", + "plt.legend([\"exact\", \"begin\", \"mid\", \"end\"])\n", + "plt.xlabel(\"x (m)\")\n", + "plt.ylabel(\"head (m)\")\n", "plt.grid()" ] }, @@ -233,14 +254,14 @@ "plt.figure(figsize=(10, 3))\n", "tp = np.linspace(4.5, 5, 100)\n", "hex = analytic_head(50, tp, tau, S, T)\n", - "plt.plot(tp, hex, 'k')\n", + "plt.plot(tp, hex, \"k\")\n", "for ml in [mlbegin, mlmid, mlend]:\n", " h = ml.head(50, 0, tp)\n", - " plt.plot(tp, h[0], '--')\n", - "plt.legend(['exact', 'begin', 'mid', 'end'])\n", - "plt.xlabel('time (d)')\n", - "plt.ylabel('head (m)')\n", - "plt.title('head at x=50 m')\n", + " plt.plot(tp, h[0], \"--\")\n", + "plt.legend([\"exact\", \"begin\", \"mid\", \"end\"])\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"head (m)\")\n", + "plt.title(\"head at x=50 m\")\n", "plt.grid()" ] }, diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index 073f6c7..f113d4b 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -3,7 +3,13 @@ { "cell_type": "markdown", "id": "edd8871e-c5c8-41c0-b21a-8cebc129b30e", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### HowTo: Make an xsection model with `ttim`\n", " \n", @@ -40,121 +46,129 @@ { "cell_type": "code", "execution_count": 2, - "id": "08830565-2f98-44fc-af21-1e5fcd64eb59", + "id": "0278d562-ffdf-4495-a842-1eb9f9815329", "metadata": { - "jupyter": { - "source_hidden": true - } + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", - "import matplotlib.patches as mpatches\n", "\n", - "figdef1 = (5, 2)\n", - "figdef1plus = (5, 3)\n", - "figdef1new = (4, 3.2)\n", - "figax1 = [0.15, 0.2, 0.7, 0.6]\n", - "# wide figure\n", - "figdef2 = (8, 3.2)\n", - "figax2 = [0.15, 0.2, 0.7, 0.6] # used for single graph\n", "\n", - "# VP 20210712: Added these for interface flow\n", - "C1light = '#2b7aa1'\n", - "C1dark = '#173e52' \n", - "\n", - "def gradient_fill(x, y, fill_color='C0', ax=None, **kwargs):\n", + "def gradient_fill(x, y, fill_color=\"C0\", ax=None, **kwargs):\n", " if ax is None:\n", " ax = plt.gca()\n", "\n", " z = np.empty((100, 1, 4), dtype=float)\n", " rgb = mcolors.colorConverter.to_rgb(fill_color)\n", - " z[:,:,:3] = rgb\n", - " z[:,:,-1] = np.linspace(0.1, 0.5, 100)[:,None]\n", + " z[:, :, :3] = rgb\n", + " z[:, :, -1] = np.linspace(0.1, 0.5, 100)[:, None]\n", "\n", " xmin, xmax, ymin, ymax = x[0], x[1], y[0], y[1]\n", - " im = ax.imshow(z, aspect='auto', extent=[xmin, xmax, ymin, ymax],\n", - " origin='lower', )#zorder=zorder)\n", + " ax.imshow(\n", + " z,\n", + " aspect=\"auto\",\n", + " extent=[xmin, xmax, ymin, ymax],\n", + " origin=\"lower\",\n", + " )\n", + "\n", + "\n", + "def arrow(xystart, xyend, text=\"\", arrow=\"<-\", color=\"k\", **kwds):\n", + " plt.annotate(\n", + " text,\n", + " xy=xystart,\n", + " xytext=xyend,\n", + " arrowprops={\n", + " 'arrowstyle': arrow, \n", + " 'shrinkA': 0, \n", + " 'shrinkB': 0, \n", + " 'color': color},\n", + " color=color,\n", + " **kwds,\n", + " )\n", "\n", - "def fancyarrow(ax, xytail, xyhead, scale=100):\n", - " arrow = mpatches.FancyArrowPatch(xytail, xyhead,\n", - " mutation_scale=scale)\n", - " ax.add_patch(arrow)\n", "\n", - "def arrow(xystart, xyend, text=\"\", arrow=\"<-\", color='k', **kwds):\n", - " plt.annotate(text,\n", - " xy=xystart, \n", - " xytext=xyend, \n", - " arrowprops=dict(arrowstyle=arrow, shrinkA=0, shrinkB=0, color=color),\n", - " color=color,\n", - " **kwds)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "0278d562-ffdf-4495-a842-1eb9f9815329", - "metadata": { - "jupyter": { - "source_hidden": true - } - }, - "outputs": [], - "source": [ "def solution12():\n", - " plt.figure(figsize=figdef1)\n", - " ax = plt.axes(figax1)\n", - " plt.fill([-0.1, 0.3, 0.3, -0.1], [0.8, 0.8, 1.2, 1.2], color='grey', fill=False, hatch='//')\n", - " plt.fill([0.3, 0.7, 0.7, 0.3], [0.8, 0.8, 1.0, 1.0], color='grey', fill=False, hatch='//')\n", - " plt.fill([0.7, 1.1, 1.1, 0.7], [0.8, 0.8, 1.2, 1.2], color='grey', fill=False, hatch='//')\n", + " plt.figure(figsize=(8, 3))\n", "\n", + " plt.fill(\n", + " [-0.1, 0.3, 0.3, -0.1],\n", + " [0.8, 0.8, 1.2, 1.2],\n", + " color=\"grey\",\n", + " fill=False,\n", + " hatch=\"//\",\n", + " )\n", + " plt.fill(\n", + " [0.3, 0.7, 0.7, 0.3], [0.8, 0.8, 1.0, 1.0], color=\"grey\", fill=False, hatch=\"//\"\n", + " )\n", + " plt.fill(\n", + " [0.7, 1.1, 1.1, 0.7], [0.8, 0.8, 1.2, 1.2], color=\"grey\", fill=False, hatch=\"//\"\n", + " )\n", "\n", - " plt.fill([-0.1, 1.1, 1.1, -0.1], [0, 0, -.2, -.2], color='grey', fill=False, hatch='///')\n", - " #plt.fill([-0.1, 0.3, 0.3, -0.1], [0.8, 0.8, 1, 1], color='grey', fill=False, hatch='xxx')\n", - " #plt.fill([0.7, 1.1, 1.1, 0.7], [0.8, 0.8, 1, 1], color='grey', fill=False, hatch='xxx')\n", - " plt.fill([-0.1, 1.1, 1.1, -0.1], [-1, -1, -0.8, -0.8], color='grey', fill=False, hatch='xxx')\n", - " plt.plot([-0.1, 0.3], [1.1, 1.1], 'C0')\n", - " plt.plot([0.3, 0.7], [1.4, 1.4], 'C0')\n", - " plt.plot([0.7, 1.1], [1.1, 1.1], 'C0')\n", - " #gradient_fill([-0.1, 0.3], [1, 1.2])\n", + " plt.fill(\n", + " [-0.1, 1.1, 1.1, -0.1],\n", + " [0, 0, -0.2, -0.2],\n", + " color=\"grey\",\n", + " fill=False,\n", + " hatch=\"///\",\n", + " )\n", + " plt.fill(\n", + " [-0.1, 1.1, 1.1, -0.1],\n", + " [-1, -1, -0.8, -0.8],\n", + " color=\"grey\",\n", + " fill=False,\n", + " hatch=\"xxx\",\n", + " )\n", + " plt.plot([-0.1, 0.3], [1.1, 1.1], \"C0\")\n", + " plt.plot([0.3, 0.7], [1.4, 1.4], \"C0\")\n", + " plt.plot([0.7, 1.1], [1.1, 1.1], \"C0\")\n", " gradient_fill([0.3, 0.7], [1, 1.4])\n", - " #gradient_fill([0.7, 1.1], [1, 1.2])\n", - " plt.plot([0.3, 0.3], [0.8, 1.5], 'k')\n", - " plt.plot([0.7, 0.7], [0.8, 1.5], 'k')\n", - " plt.text(0.1, 1.35, '$h_0$', ha='center')\n", - " plt.text(0.5, 1.55, '$h_r(t)$', ha='center')\n", - " plt.text(0.9, 1.35, '$h_0$', ha='center')\n", - " plt.plot([0.5, 0.5], [-1.3, -1.1], 'k')\n", - " arrow((0.5, -1.2), (0.7, -1.2), \"$x$\", va='center')\n", - " plt.text(-0.1, 0.4, 'left', va='center')\n", - " plt.text(0.5, 0.25, 'river', va='center', ha='center')\n", - " plt.text(1.1, 0.4, 'right', ha='right', va='center')\n", - " #fancyarrow(ax, (0.9, 0.4), (1.03, 0.4), scale=20)\n", + " plt.plot([0.3, 0.3], [0.8, 1.5], \"k\")\n", + " plt.plot([0.7, 0.7], [0.8, 1.5], \"k\")\n", + " plt.text(0.1, 1.35, \"$h_0$\", ha=\"center\")\n", + " plt.text(0.5, 1.55, \"$h_r(t)$\", ha=\"center\")\n", + " plt.text(0.9, 1.35, \"$h_0$\", ha=\"center\")\n", + " plt.plot([0.5, 0.5], [-1.3, -1.1], \"k\")\n", + " arrow((0.5, -1.2), (0.7, -1.2), \"$x$\", va=\"center\")\n", + " plt.text(-0.1, 0.4, \"left\", va=\"center\")\n", + " plt.text(0.5, 0.25, \"river\", va=\"center\", ha=\"center\")\n", + " plt.text(1.1, 0.4, \"right\", ha=\"right\", va=\"center\")\n", " arrow((0.3, 0.45), (0.7, 0.45), arrow=\"<->\")\n", - " plt.text(0.5, 0.55, '$2L$', ha='center')\n", + " plt.text(0.5, 0.55, \"$2L$\", ha=\"center\")\n", " plt.ylim(-1.3, 1.5)\n", - " plt.axis('off');\n", + " plt.axis(\"off\")\n", "\n", - "#solution12()\n", - "#plt.savefig('riverxsection.png')" - ] - }, - { - "cell_type": "markdown", - "id": "89e1e789-f5a6-4dc8-b3d9-a6493a5e402c", - "metadata": {}, - "source": [ - "
\n", - " \n", - "
" + "\n", + "solution12() # plt.savefig('riverxsection.svg')" ] }, { "cell_type": "markdown", "id": "d9c645d3-a790-42ea-be9b-509ac94aec48", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "| Parameter | left/right | river |\n", "| :------------: | :------: | ----: |\n", @@ -168,26 +182,26 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "675937ac-6786-4ffb-9c7d-bba705009055", "metadata": {}, "outputs": [], "source": [ "zside = [2, 0, -10, -12, -22]\n", "zriver = [1, 0, -10, -12, -22]\n", - "cside0 = 500 # d\n", - "criver0 = 200 # d\n", - "k0 = 10 # m/d\n", - "Ss0 = 1e-4 # m^(-1)\n", - "c1 = 1000 # d\n", - "k1 = 20 # m/d\n", - "Ss1 = 1e-4 # m^(-1)\n", - "L = 50 # m" + "cside0 = 500 # d\n", + "criver0 = 200 # d\n", + "k0 = 10 # m/d\n", + "Ss0 = 1e-4 # m^(-1)\n", + "c1 = 1000 # d\n", + "k1 = 20 # m/d\n", + "Ss1 = 1e-4 # m^(-1)\n", + "L = 50 # m" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "88304f3d-5614-474f-a7b5-98cf6600393b", "metadata": {}, "outputs": [ @@ -204,24 +218,39 @@ "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", "\n", "left = ttim.XsectionMaq(\n", - " model=ml, x1=-np.inf, x2=-L,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[cside0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[cside0, c1],\n", + " topboundary=\"semi\",\n", " name=\"left\",\n", ")\n", "\n", "river = ttim.XsectionMaq(\n", - " model=ml, x1=-L, x2=L,\n", - " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", - " c=[criver0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-L,\n", + " x2=L,\n", + " kaq=[k0, k1],\n", + " z=zriver,\n", + " Saq=[Ss0, Ss1],\n", + " c=[criver0, c1],\n", + " topboundary=\"semi\",\n", " tsandhstar=[(0, 1)],\n", " name=\"river\",\n", ")\n", "\n", "right = ttim.XsectionMaq(\n", - " model=ml, x1=L, x2=np.inf,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[cside0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=L,\n", + " x2=np.inf,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[cside0, c1],\n", + " topboundary=\"semi\",\n", " name=\"right\",\n", ")\n", "\n", @@ -230,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "bca9d78a-d7cb-45e2-8c1f-782f16c84c41", "metadata": {}, "outputs": [], @@ -245,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "062663d5-7b27-4a2e-96f6-81b5e78673f8", "metadata": {}, "outputs": [ @@ -263,16 +292,16 @@ "source": [ "plt.figure(figsize=(8, 4))\n", "for i, itime in enumerate(range(19, nt, 20)):\n", - " plt.plot(x, h[0, itime], 'C' + str(i), label=f'{t[itime]:.3f}')\n", - " plt.plot(x, h[1, itime], 'C' + str(i), ls='--')\n", - "plt.legend(title='time (d)')\n", - "plt.axhline(0, color='k', lw=1)\n", - "plt.axvspan(-L, L, color=[.9, .9, .9]);" + " plt.plot(x, h[0, itime], \"C\" + str(i), label=f\"{t[itime]:.3f}\")\n", + " plt.plot(x, h[1, itime], \"C\" + str(i), ls=\"--\")\n", + "plt.legend(title=\"time (d)\")\n", + "plt.axhline(0, color=\"k\", lw=1)\n", + "plt.axvspan(-L, L, color=[0.9, 0.9, 0.9]);" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "d2fe572d-b7c4-43f0-8a71-7a369cd31bb8", "metadata": {}, "outputs": [ @@ -292,8 +321,8 @@ "h = ml.head(x=50, y=0, t=t)\n", "plt.semilogx(t, h[0])\n", "plt.semilogx(t, h[1])\n", - "plt.xlabel('time (d)')\n", - "plt.ylabel('head (m)')\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"head (m)\")\n", "plt.grid()" ] }, @@ -307,9 +336,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "bdc9457b-f263-4edc-a7a5-c9a08eb43c59", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -322,31 +357,46 @@ ], "source": [ "ts = np.arange(0, 20)\n", - "np.random.seed(22)\n", - "hstar = np.random.randint(low=0, high=10, size=20) * 0.1\n", - "tsandh = list(zip(ts, hstar))\n", + "rng = np.random.default_rng(seed=22)\n", + "hstar = rng.integers(low=0, high=10, size=20) * 0.1\n", + "tsandh = list(zip(ts, hstar, strict=True))\n", "\n", "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", "\n", "left = ttim.XsectionMaq(\n", - " model=ml, x1=-np.inf, x2=-L,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[cside0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[cside0, c1],\n", + " topboundary=\"semi\",\n", " name=\"left\",\n", ")\n", "\n", "river = ttim.XsectionMaq(\n", - " model=ml, x1=-L, x2=L,\n", - " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", - " c=[criver0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-L,\n", + " x2=L,\n", + " kaq=[k0, k1],\n", + " z=zriver,\n", + " Saq=[Ss0, Ss1],\n", + " c=[criver0, c1],\n", + " topboundary=\"semi\",\n", " tsandhstar=tsandh,\n", " name=\"river\",\n", ")\n", "\n", "right = ttim.XsectionMaq(\n", - " model=ml, x1=L, x2=np.inf,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[cside0, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=L,\n", + " x2=np.inf,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[cside0, c1],\n", + " topboundary=\"semi\",\n", " name=\"right\",\n", ")\n", "\n", @@ -355,12 +405,12 @@ "tsyn = np.linspace(0.1, 10, 101)\n", "xsyn = 50\n", "hexact = ml.head(xsyn, 0, tsyn)\n", - "hsyn = hexact[0] + 0.01 * np.random.randn(len(tsyn))" + "hsyn = hexact[0] + 0.01 * rng.standard_normal(len(tsyn))" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "35b52c02-b994-40f7-944c-57a1a49c892f", "metadata": {}, "outputs": [], @@ -371,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "79930651-2658-4fe7-97bb-000d8ff6e205", "metadata": {}, "outputs": [], @@ -380,31 +430,46 @@ "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", "\n", "left = ttim.XsectionMaq(\n", - " model=ml, x1=-np.inf, x2=-L,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[csideguess, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-np.inf,\n", + " x2=-L,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[csideguess, c1],\n", + " topboundary=\"semi\",\n", " name=\"left\",\n", ")\n", "\n", "river = ttim.XsectionMaq(\n", - " model=ml, x1=-L, x2=L,\n", - " kaq=[k0, k1], z=zriver, Saq=[Ss0, Ss1],\n", - " c=[crivguess, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=-L,\n", + " x2=L,\n", + " kaq=[k0, k1],\n", + " z=zriver,\n", + " Saq=[Ss0, Ss1],\n", + " c=[crivguess, c1],\n", + " topboundary=\"semi\",\n", " tsandhstar=tsandh,\n", " name=\"river\",\n", ")\n", "\n", "right = ttim.XsectionMaq(\n", - " model=ml, x1=L, x2=np.inf,\n", - " kaq=[k0, k1], z=zside, Saq=[Ss0, Ss1],\n", - " c=[csideguess, c1], topboundary=\"semi\",\n", + " model=ml,\n", + " x1=L,\n", + " x2=np.inf,\n", + " kaq=[k0, k1],\n", + " z=zside,\n", + " Saq=[Ss0, Ss1],\n", + " c=[csideguess, c1],\n", + " topboundary=\"semi\",\n", " name=\"right\",\n", ")" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "42fe85a8-528a-40e8-9d0d-d92726df22d9", "metadata": {}, "outputs": [ @@ -412,25 +477,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "iaq left\n", - "iaq right\n", - "iaq river\n", - ".......................................................\n", + ".....................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 52\n", + " # function evals = 34\n", " # data points = 101\n", " # variables = 2\n", - " chi-square = 0.01053891\n", - " reduced chi-square = 1.0645e-04\n", - " Akaike info crit = -921.947976\n", - " Bayesian info crit = -916.717735\n", + " chi-square = 0.01174142\n", + " reduced chi-square = 1.1860e-04\n", + " Akaike info crit = -911.035063\n", + " Bayesian info crit = -905.804822\n", "[[Variables]]\n", - " c_left_right: 478.819521 +/- 10.2799066 (2.15%) (init = 100)\n", - " c_river: 196.858177 +/- 2.71776828 (1.38%) (init = 12)\n", + " c_left_right: 457.913154 +/- 6.27837297 (1.37%) (init = 100)\n", + " c_river: 193.277587 +/- 2.41750855 (1.25%) (init = 12)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(c_left_right, c_river) = +0.6456\n" + " C(c_left_right, c_river) = +0.3976\n" ] } ], @@ -451,7 +513,7 @@ " initial=csideguess,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=('left', 'right'),\n", + " inhoms=(\"left\", \"right\"),\n", ")\n", "\n", "cal.set_parameter(\n", @@ -460,7 +522,7 @@ " initial=12,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=('river'),\n", + " inhoms=(\"river\"),\n", ")\n", "\n", "cal.fit(report=True)" @@ -475,7 +537,7 @@ { "data": { "text/plain": [ - "array([ 478.81952114, 1000. ])" + "array([ 457.91315433, 1000. ])" ] }, "execution_count": 14, @@ -496,7 +558,7 @@ { "data": { "text/plain": [ - "array([ 196.85817722, 1000. ])" + "array([ 193.27758657, 1000. ])" ] }, "execution_count": 15, @@ -517,7 +579,7 @@ { "data": { "text/plain": [ - "array([ 478.81952114, 1000. ])" + "array([ 457.91315433, 1000. ])" ] }, "execution_count": 16, @@ -533,13 +595,19 @@ "cell_type": "code", "execution_count": 17, "id": "7e1a203f-6590-4cbd-b26c-ae7da65f6f8e", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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Fit statistics for the tested models
 RMSEAICBICCalibration schemeRMSEAICBICCalibration scheme
Model 10.003974-847.289973-842.602363All Obs WellsModel 10.003974-847.289973-842.602363All Obs Wells
Model 20.003885-848.779204-841.747788All Obs Wells + wellbore storageModel 20.003885-848.779204-841.747788All Obs Wells + wellbore storage
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -831,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -902,7 +902,7 @@ "ttim-rc 283.919199 0.004155 0.789514 0.003885" ] }, - "execution_count": 39, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -928,12 +928,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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//tz+Bb3eVzKt+9W8BpcyZMgQRUZG6scff1TDhg0VGxsrDw8P9e3bt9D2cfz4cZ0+fVru7u75rv/jjz8kXRg+u3btWk2aNEmRkZFKT09XnTp1NHLkSD3++OOFVg9QEhGkgOvQpT4dvnhd7h8fx44dy/PHwNGjRx3uj7rctvOTlZWlU6dOOfyRk5SU5LDvjz/+WOnp6Vq2bJmCg4Pt/Xbt2uXUMRRGDfnx9/fXsWPH8rQfPXpUkvK8Ns4qiu1WrVpV2dnZSkpKKjBorl+/XkePHtXGjRvtV6Ek5fudMyZyX8uL29zd3fN8j9jF711KSoo+/fRTjRs3TmPGjLG3nzt3TsnJyU7tP/f1eueddwqcxaxatWrKzMyUzWYrsN7C1rFjRzVp0kTTp09XhQoV9M0332jhwoUOffz9/Y3qye9n3+T8KV++vM6dO5en/Y8//jD+ucu9D/DiSWmcfe7lnlfY50nuue7M6517deni1yo3XOS6mtfgUvr27atRo0Zp3rx5euWVV/Tee++pZ8+eBY40uBJVqlSRv7+/Vq1ale96Hx8f+7/btm2rtm3bKjs7W19//bXeeecdPfHEE6pWrZoeeOCBQqsJKGkY2gfgknKHyF38B96OHTuUmJhov0n/arz//vsOj3NvpM+dQSr3j8PcT5ClC9O2/+c//7nqfTtbQ346deqkvXv36ptvvnFoX7BggWw2mzp06CAp7yffl+Psdk1069ZNkjRr1qwC++T3OkvSv//9b+P9/d2yZct09uxZ++O//vpLn3zyidq2bZtnIpT8arIsK09N//3vf/MMCyzodb7zzjtVsWJF7d27V7fddlu+i7u7u7y9vXX77bcXWG9RGDlypFauXKmxY8eqWrVq9pkHc3Xo0EHr1q1zmOwiOztbS5cudXofJudPSEiIdu/e7dC2f/9+7du3z+n95WrTpo38/Pw0e/Zs+/BFZ3Xr1k0bNmy45H4L+zxp0KCBqlevrsWLFzvUe/jwYW3ZssWhb+6VsItfq7/PgClJ9evXV926dTV37tx8A2ou0/8jKlWqpJ49e2rBggX69NNPlZSU5NSwPpP93H333Tp16pSys7PzPWcaNGiQ5zmurq5q1aqVZsyYIUl53hugrOGKFFCG7NmzJ8+sfdKFoRdX+v0uDRo00COPPKJ33nlHLi4u6tatm33Wvpo1ayomJuaqanZ3d9eUKVOUlpamli1b2mfM69atm0JDQyVJd911l9zd3dW3b189/fTTOnv2rGbNmqU///zzqvZtUkN+YmJitGDBAkVEROill15ScHCwVq5cqZkzZ+qxxx6z36vi4+Oj4OBgrVixQp06dVLlypVVpUqVAr801tntmmjbtq0GDBigl19+WcePH9fdd98tDw8Pffvtt/Ly8lJ0dLTatGmjSpUq6dFHH9W4cePk5uam999/X999953x/v7O1dVVd911l0aNGqWcnBy9/vrrSk1NtU/NfSm+vr5q166d3njjDftrFh8frzlz5uT5QtEmTZpIkt599135+PiofPnyql27tvz9/fXOO+9o4MCBSk5OVu/evRUQEKCTJ0/qu+++08mTJ+0Bc8KECeratavuuusuPfnkk8rOztbrr78ub29vp6+Amejfv7/Gjh2rTZs26fnnn88zjOr5559XXFycOnbsqH/961/y8vLSjBkznJqOPpfJ+TNgwAD1799fI0aM0H333afDhw9r0qRJV/T/R4UKFTRlyhQNGzZMnTt31sMPP6xq1arpp59+0nfffafp06cX+NyXXnpJn3/+udq1a6dnn31WTZs21enTp7Vq1SqNGjVKDRs2LPTzxMXFRRMmTNCwYcN077336uGHH9bp06c1fvz4PMP9AgMD1blzZ02cOFGVKlVScHCw1q1bp2XLluXZ7owZM9SjRw+1bt1aMTExqlWrln799VetXr3a/gFO06ZNJUlvv/22Bg4cKDc3NzVo0MDhqs/FhgwZoqVLlyoqKkpBQUHq3LnzZY/RZD8PPPCA3n//fXXv3l2PP/64br/9drm5uem3337Thg0bdM899+jee+/V7NmztX79ekVERKhWrVo6e/asfSZIZ2oCSrVim+YCQKG51Kx9kqz//Oc/9r6SrMjIyAK3sWPHjjzrsrOzrddff92qX7++5ebmZlWpUsXq37+/deTIEYd+7du3t2666San6x44cKDl7e1t7d692woLC7M8PT2typUrW4899piVlpbm0PeTTz6xbr75Zqt8+fLWDTfcYI0ePdr6/PPP88ycVZQ15Dej2eHDh61+/fpZ/v7+lpubm9WgQQPrjTfesLKzsx36rV271mrevLnl4eFhScp3ZrQr2a6zs/ZZ1oX38c0337SaNGliubu7W35+ftYdd9xhffLJJ/Y+W7Zsse644w7Ly8vLqlq1qjVs2DDrm2++yTP7l8msfa+//rr14osvWkFBQZa7u7vVvHlza/Xq1Q7Pzd3eyZMn89T922+/Wffdd59VqVIly8fHx+ratau1Z8+efN+Pt956y6pdu7bl6uqap+b4+HgrIiLCqly5suXm5mbdcMMNVkREhPW///3PYRtxcXFWs2bNLHd3d6tWrVrWa6+9lu/x5qegn7+BAwc6zPr2d4MGDbLKlStn/fbbb/mu/+qrr6zWrVtbHh4eVmBgoDV69Gjr3XffzXfWvoJ+Fpw9f3JycqxJkyZZderUscqXL2/ddttt1vr1669o1r5cn332mdW+fXvL29vb8vLysho3bmy9/vrr+db5d0eOHLGGDBliBQYGWm5ublaNGjWsf/7zn9bx48ftfZw5T3JrfeONN/LsQ/nMpvnf//7XuvHGGy13d3erfv361ty5c/N9/44dO2b17t3bqly5suXn52f179/f+vrrr/O8LpZlWVu3brW6detm+fn5WR4eHlbdunWtmJgYhz5jx461atSoYbm4uDi8Lxe/9rmys7OtmjVrFjgbZ37vkel+MjMzrcmTJ9t/dipUqGA1bNjQGj58uHXgwAH7sd17771WcHCw5eHhYfn7+1vt27e34uLi8tQElDU2yzK83g4AZcigQYP04YcfKi0trbhLwXXo/PnzCgkJUWhoqD744IPiLgcAYIChfQAAXGMnT57Uvn37FBsbq+PHjztMpAEAKB0IUgAAXGMrV67U4MGDVb16dc2cOdNhynMAQOnA0D4AAAAAMMT05wAAAABgiCAFAAAAAIYIUgAAAABgiMkmJOXk5Ojo0aPy8fGxfwM8AAAAgOuPZVn666+/VKNGDbm4FHzdiSAl6ejRo6pZs2ZxlwEAAACghDhy5IiCgoIKXE+QkuTj4yPpwovl6+tbzNUAAAAAKC6pqamqWbOmPSMUhCAl2Yfz+fr6EqQAAAAAXPaWHyabAAAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMFSsQWrixIlq2bKlfHx8FBAQoJ49e2rfvn0OfdLS0hQVFaWgoCB5enqqUaNGmjVrlkOfpKQkDRgwQIGBgfL29laLFi304YcfXstDAQAAAHAdKdYgFR8fr8jISCUkJGjNmjXKyspSeHi40tPT7X1iYmK0atUqLVy4UImJiYqJiVF0dLRWrFhh7zNgwADt27dPcXFx+v7779WrVy/16dNH3377bXEcFgAAAIAyzmZZllXcReQ6efKkAgICFB8fr3bt2kmSmjRpoj59+uiFF16w97v11lvVvXt3TZgwQZJUoUIFzZo1SwMGDLD38ff316RJkzR06NDL7jc1NVV+fn5KSUmRr69vIR8VAAAAgNLC2WxQou6RSklJkSRVrlzZ3hYaGqq4uDj9/vvvsixLGzZs0P79+9WlSxeHPkuXLlVycrJycnK0ZMkSnTt3TmFhYfnu59y5c0pNTXVYAAAAAMBZJSZIWZalUaNGKTQ0VE2aNLG3T5s2TY0bN1ZQUJDc3d3VtWtXzZw5U6GhofY+S5cuVVZWlvz9/eXh4aHhw4dr+fLlqlu3br77mjhxovz8/OxLzZo1i/z4AAAAAJQdJSZIRUVFaffu3Vq8eLFD+7Rp05SQkKC4uDjt3LlTU6ZM0YgRI7R27Vp7n+eff15//vmn1q5dq6+//lqjRo3S/fffr++//z7ffY0dO1YpKSn25ciRI0V6bAAAAADKlhJxj1R0dLQ+/vhjbdq0SbVr17a3Z2RkyM/PT8uXL1dERIS9fdiwYfrtt9+0atUqHTx4UPXq1dOePXt000032ft07txZ9erV0+zZsy+7f+6RAgAAACA5nw3KXcOa8rAsS9HR0Vq+fLk2btzoEKIkKTMzU5mZmXJxcbxw5urqqpycHEnSmTNnJOmSfQAAAACgMBVrkIqMjNSiRYu0YsUK+fj4KCkpSZLk5+cnT09P+fr6qn379ho9erQ8PT0VHBys+Ph4LViwQFOnTpUkNWzYUPXq1dPw4cM1efJk+fv76+OPP9aaNWv06aefFufhAQAAACijinVon81my7c9NjZWgwYNknThy3bHjh2rL774QsnJyQoODtYjjzyimJgY+/MPHDigMWPGaPPmzUpLS1O9evX01FNPOUyHfikM7QMAAAAgOZ8NSsQ9UsWNIAUAAABAKqXfIwUAAAAApQFBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAECxOXM+SyFjVipkzEqdOZ9V3OU4jSAFAAAAAIYIUgAAAABgiCAFAAAAAIaKNUhNnDhRLVu2lI+PjwICAtSzZ0/t27fPoU9aWpqioqIUFBQkT09PNWrUSLNmzcqzra1bt6pjx47y9vZWxYoVFRYWpoyMjGt1KAAAAACuI8UapOLj4xUZGamEhAStWbNGWVlZCg8PV3p6ur1PTEyMVq1apYULFyoxMVExMTGKjo7WihUr7H22bt2qrl27Kjw8XNu3b9eOHTsUFRUlFxcuuAEAAAAofDbLsqziLiLXyZMnFRAQoPj4eLVr106S1KRJE/Xp00cvvPCCvd+tt96q7t27a8KECZKk1q1b66677rI/NpWamio/Pz+lpKTI19f36g8EAAAAgFPOnM9S43+tliTtfamLvNzLFWs9zmaDEnXJJiUlRZJUuXJle1toaKji4uL0+++/y7IsbdiwQfv371eXLl0kSSdOnNC2bdsUEBCgNm3aqFq1amrfvr02b95c4H7OnTun1NRUhwUAAAAAnFVigpRlWRo1apRCQ0PVpEkTe/u0adPUuHFjBQUFyd3dXV27dtXMmTMVGhoqSfr5558lSePHj9fDDz+sVatWqUWLFurUqZMOHDiQ774mTpwoPz8/+1KzZs2iP0AAAAAAZUaJCVJRUVHavXu3Fi9e7NA+bdo0JSQkKC4uTjt37tSUKVM0YsQIrV27VpKUk5MjSRo+fLgGDx6s5s2b680331SDBg00d+7cfPc1duxYpaSk2JcjR44U7cEBAAAAKFOKdwDi/4mOjlZcXJw2bdqkoKAge3tGRoaeffZZLV++XBEREZKkZs2aadeuXZo8ebI6d+6s6tWrS5IaN27ssM1GjRrp119/zXd/Hh4e8vDwKKKjAQAAAFDWFesVKcuyFBUVpWXLlmn9+vWqXbu2w/rMzExlZmbmmX3P1dXVfiUqJCRENWrUyDNt+v79+xUcHFy0BwAAAADgulSsV6QiIyO1aNEirVixQj4+PkpKSpIk+fn5ydPTU76+vmrfvr1Gjx4tT09PBQcHKz4+XgsWLNDUqVMlSTabTaNHj9a4ceN0880365ZbbtH8+fP1448/6sMPPyzOwwMAAABQRhVrkMr9Yt2wsDCH9tjYWA0aNEiStGTJEo0dO1YPPvigkpOTFRwcrFdeeUWPPvqovf8TTzyhs2fPKiYmRsnJybr55pu1Zs0a1a1b91odCgAAAIDrSIn6HqniwvdIAQAAAMWD75ECAAAAgOsEQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAAAAAMAQQQoAAAAADBGkAABAmXTmfJZCxqxUyJiVOnM+q7jLAVDGEKQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaQAAAAAwBBBCgAAAAAMEaRKEKZpBQAAAEoHghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAACAYpGZnaO1icftj/+z6Wet/iFJmdk5xViVc4o1SE2cOFEtW7aUj4+PAgIC1LNnT+3bt8+hT1pamqKiohQUFCRPT081atRIs2bNynd7lmWpW7dustls+vjjj6/BEQAAAAAwdTz1rKau2a9Wr67TyMW77O3T1v+k4e/tVKtX12nqmv06nnq2+Iq8jGINUvHx8YqMjFRCQoLWrFmjrKwshYeHKz093d4nJiZGq1at0sKFC5WYmKiYmBhFR0drxYoVebb31ltvyWazXctDAAAAAGBg68FT6jh5o6avP6Dk9PMO67JzLElScvp5TV9/QB0nb9TWg6eKo8zLKtYgtWrVKg0aNEg33XSTbr75ZsXGxurXX3/Vzp077X22bt2qgQMHKiwsTCEhIXrkkUd088036+uvv3bY1nfffaepU6dq7ty51/owAAAAADhh68FTGjBnmzIys/V/malAOZaUkZmtAXO2lcgwVaLukUpJSZEkVa5c2d4WGhqquLg4/f7777IsSxs2bND+/fvVpUsXe58zZ86ob9++mj59ugIDAy+7n3Pnzik1NdVhAQAAAFB0jqee1bD5O5RjWZcNUblyLCnHsjRswY4SN8yvxAQpy7I0atQohYaGqkmTJvb2adOmqXHjxgoKCpK7u7u6du2qmTNnKjQ01N4nJiZGbdq00T333OPUviZOnCg/Pz/7UrNmzUI/HgAAAAD/3/vbfnXqStTFciwp43y2Fm37tWgKu0LlnOkUFxdnvOG77rpLnp6eTvePiorS7t27tXnzZof2adOmKSEhQXFxcQoODtamTZs0YsQIVa9eXZ07d1ZcXJzWr1+vb7/91ul9jR07VqNGjbI/Tk1NJUwBAAAARSQzO0cLEw4bh6hcOZa0MOGwojrWk5trybgW5FSQ6tmzp9FGbTabDhw4oDp16jjVPzo6WnFxcdq0aZOCgoLs7RkZGXr22We1fPlyRURESJKaNWumXbt2afLkyercubPWr1+vgwcPqmLFig7bvO+++9S2bVtt3Lgxz/48PDzk4eFhdEwAAAAArsz6H0/kmVjC1Kn089rw4wmF33T5W3muBaeClCQlJSUpICDAqb4+Pj5O9bMsS9HR0Vq+fLk2btyo2rVrO6zPzMxUZmamXFwcU6erq6tyci7MLT9mzBgNGzbMYX3Tpk315ptvqkePHk7VAQAAAKDoHDyZJlcXm31Wvivh6mLTwZPpl+94jTgVpAYOHGg0TK9///7y9fW9bL/IyEgtWrRIK1askI+Pj5KSkiRJfn5+8vT0lK+vr9q3b6/Ro0fL09NTwcHBio+P14IFCzR16lRJUmBgYL4TTNSqVStPMAMAAABw7Z05l62r/ZIim6T0c1mFUU6hcCpIxcbGGm20oC/MLahfWFhYnv0NGjRIkrRkyRKNHTtWDz74oJKTkxUcHKxXXnlFjz76qFFNAAAAAIqHl4errvxa1AWWJG8PpwfUFblircSyLv9yBgYGGgc5Z7YLAAAA4NqoW7XCVQ3rky58WW/dqt6FVNHVcypI9erVy+kNLlu27IqLAQAAAFD2dGwYoMre7lc14YS/t7s6NHRuzoZrwam5A//+nUu+vr5at26dvv76a/v6nTt3at26dfLz8yuyQgEAAACUTm6uLurfOlguV3ijlItN6t86uMRMfS5dwT1SzzzzjP75z39q9uzZcnV1lSRlZ2drxIgRTk0wAQAAAOD682CrWprz5c/GX8rrYpM83V3Vr1WtoivuChhHurlz5+qpp56yhyjpwnTko0aN0ty5cwu1OAAAAABlQzXf8vrvwJZysdmcvjLlYpNcbDbNGdhS1XzLF22BhoyDVFZWlhITE/O0JyYm2r/bCQDKsjPnsxQyZqVCxqzUmfMlZxpWAABKujvq+uu9oa3k6e562TCVeyVq4bBWal3H/9oUaMB41r7BgwdryJAh+umnn9S6dWtJUkJCgl577TUNHjy40AsEAAAAUHbcUddf658M06Jtv+q9hMMOE1C42mzKtiz5e7urf+tg9WtVq8RdicplHKQmT56swMBAvfnmmzp27JgkqXr16nr66af15JNPFnqBAAAAAMqWar7lFXNXfUV1rKdVe5IUvfhbSdLjneupYaCvOjQMKFETS+TH6SCVlpamChUqyMXFRU8//bSefvpppaamShKTTAAAAAAw5ubqok6N/v+U5sPa1pGXe8n50t1LcTrmValSRd26ddOsWbP0+++/S7oQoAhRAAAAAK43Tgepffv2qXv37vroo49Up04dtWzZUhMmTNDu3buLsj4AAAAAKHGcDlLBwcGKjo7W2rVrdeLECY0aNUo//PCD2rVrp9q1a+vxxx/X+vXrlZ2dXZT1AgAAAECxu6I7uPz8/NS3b18tWbJEf/zxh/79738rJydHgwcPVtWqVfX+++8Xdp0AAAAAUGJc9Z1c5cqVU3h4uMLDw/XOO+/o22+/VVYW36sCAAAAoOy6oiB19uxZ7d69WydOnHD4El6bzaYePXoUWnEAAAAAUBIZB6lVq1bpoYce0h9//JFnnc1m4x4pAAAAAGWe8T1SUVFRuv/++3Xs2DHl5OQ4LIQoAAAAANcD4yCVO2NftWrViqIeAAAAACjxjINU7969tXHjxiIoBQAAAABKB+N7pKZPn677779fX375pZo2bSo3NzeH9SNHjiy04gAAAACgJDIOUosWLdLq1avl6empjRs3ymaz2dfZbDaCFAAAAIAyzzhIPf/883rppZc0ZswYubhc0ff5AgAAAECpZpyEzp8/rz59+hCiAAAAAFy3jNPQwIEDtXTp0qKoBQAAAABKBeOhfdnZ2Zo0aZJWr16tZs2a5ZlsYurUqYVWHAAAAACURMZB6vvvv1fz5s0lSXv27HFY9/eJJwAAAACgrDIOUhs2bCiKOgAAAACg1GDGCAAAAAAw5FSQ6tWrl1JTU53e6IMPPqgTJ05ccVEAAAAAUJI5NbRvxYoVOnnypFMbtCxLn3zyiSZMmKCAgICrKg4AAAAASiKngpRlWapfv35R1wIAAAAApYJTQepKJpi44YYbjJ8DAAAAAKWBU0Gqffv2RV0HAAAAAJQazNoHAAAAAIYIUgAAAABgiCAFAAAAAIYKNUiZfNcUAAAAAJRWTgepyZMnX3J9amqqwsPDr7ogAAAAACjpnA5SL7zwgmJjY/Ndl5aWpi5dunBFCgAAAMB1wekg9d5772nEiBH6+OOPHdrT0tIUHh6u5OTkK/q+KQAAAAAobZz6HilJ6t27t06fPq1+/fpp5cqV6tChg9LS0tS1a1f98ccfio+PV7Vq1YqyVgAAAAAoEZwOUpI0bNgwJScnq2fPnlqxYoVeeOEFJSUlKT4+XtWrVy+qGgEAAACgRDEKUpL09NNP688//1SnTp0UEhKi+Ph43XDDDUVRGwAAAACUSE4HqV69ejk8dnNzU5UqVTRy5EiH9mXLlhVOZQAAAABQQjkdpPz8/Bwe9+3bt9CLAQAAKAyZ2Tlam3jc/vg/m35Ww+q+6tgwQG6uhfo1mgCuU04HqYKmPgcAACgpjqee1fvbftXChMNKTj9vb5+2/idl51iq7O2u/q2D9WCrWqrmW74YKwVQ2hnfIwUAAFASbT14SsPm71BGZrZyLMd12f/XkJx+XtPXH9CcL3/Wfwe21B11/YuhUgBlAde2AQBAqbf14CkNmLMt3xB1sRxLysjM1oA527T14KlrUyCAMocgBQAASrXjqWc1bP4O5VjWZUNUrhxLyrEsDVuwQ8dTzxZtgQDKJIJUCZHfTbGrf0hSZnZOMVYFAEDJ9/62X526EnWxHEvKOJ+tRdt+LZrCAJRp3CNVzLgpFihdmAkMKFkys3O0MOGwcYjKlWNJCxMOK6pjPc5hAEYIUsWIm2KB0oMPPYCSaf2PJxzOyStxKv28Nvx4QuE3BRZSVQCuB3z0Uky4KRYoPbYePKWOkzdq+voDef5gu/hDj46TN3KeAtfQwZNpcnWxXdU2XF1sOngyvZAqAnC9IEgVA26KBUoPPvQASrYz57J1dTFKsklKP5dVGOUAuI4QpIoBN8UCpQMfegAln5eHq67w9ig7S5K3B3c7ADBDkLrGCuumWGbzA4oeH3oAJV/dqhXsQ2yvVHaOpbpVvQupIgDXC4LUNVaYN8UCKDp86AGUDh0bBqiyt/tVbcPf210dGgYUUkUArhcEqWuMm2KB0oEPPYDSwc3VRf1bB+tKf7W62KT+rYOZ+hyAMf7XuMa4KRYoHfjQAyg9HmxVS55ursZhysUmebq7ql+rWkVTGIAyjSB1jXFTLFA68KEHUHpU8y2v/w5sKRebzekw5WKTXGw2zRnYku9+A3BFCFLXGDfFAqUDH3oApcsddf313tBW8nS//JWp3CtRC4e1Uus6fNE9gCtDkLrGuCkWKB340AMofe6o66/1T4YpuuONeX7XutoupCt/b3dFd7xR658MI0QBuCp8VHqN5d4UO339gSuaDYybYoFrI/dDj6uZcIIPPYBrr5pvecXcVV9RHetp1Z4kRS/+VpL0eOd6ahjoqw4NA/gdCqBQ8D9JMeCmWKDkYyYwoHRzc3VRp0b//4OMYW3rKPymQM5JAIWG/02KATfFAqUDH3oAAICCEKSKCTfFAiUfH3oAAICCEKSKETfFAiUfH3oAAID8MNlEMeOmWKDky/3QY9G2X/VewmGHCShcbTZlW5b8vd3Vv3Ww+rWqxZUoAACuAwSpEiK/m2K93Hl7gJKCDz0AAMDf8Zc6ABjgQw8AACBxjxQAAAAAGCNIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIAhghQAAAAAGCJIAQAAAIChYg1SEydOVMuWLeXj46OAgAD17NlT+/btc+iTlpamqKgoBQUFydPTU40aNdKsWbPs65OTkxUdHa0GDRrIy8tLtWrV0siRI5WSknKtDwcAAADAdaJYg1R8fLwiIyOVkJCgNWvWKCsrS+Hh4UpPT7f3iYmJ0apVq7Rw4UIlJiYqJiZG0dHRWrFihSTp6NGjOnr0qCZPnqzvv/9e8+bN06pVqzR06NDiOiwAAAAAZVy54tz5qlWrHB7HxsYqICBAO3fuVLt27SRJW7du1cCBAxUWFiZJeuSRR/Tvf/9bX3/9te655x41adJEH330kX0bdevW1SuvvKL+/fsrKytL5coV6yECAAAAKINK1D1SucPxKleubG8LDQ1VXFycfv/9d1mWpQ0bNmj//v3q0qXLJbfj6+tbYIg6d+6cUlNTHRYAAAAAcFaJCVKWZWnUqFEKDQ1VkyZN7O3Tpk1T48aNFRQUJHd3d3Xt2lUzZ85UaGhovts5deqUJkyYoOHDhxe4r4kTJ8rPz8++1KxZs9CPBwAAAEDZVWKCVFRUlHbv3q3Fixc7tE+bNk0JCQmKi4vTzp07NWXKFI0YMUJr167Ns43U1FRFRESocePGGjduXIH7Gjt2rFJSUuzLkSNHCv14AAAAAJRdJeIGoujoaMXFxWnTpk0KCgqyt2dkZOjZZ5/V8uXLFRERIUlq1qyZdu3apcmTJ6tz5872vn/99Ze6du2qChUqaPny5XJzcytwfx4eHvLw8Ci6AwIAAABQphXrFSnLshQVFaVly5Zp/fr1ql27tsP6zMxMZWZmysXFsUxXV1fl5OTYH6empio8PFzu7u6Ki4tT+fLlr0n9AAAAAK5PxXpFKjIyUosWLdKKFSvk4+OjpKQkSZKfn588PT3l6+ur9u3ba/To0fL09FRwcLDi4+O1YMECTZ06VdKFK1Hh4eE6c+aMFi5c6DB5RNWqVeXq6lpsxwcAAACgbCrWIJX7xbq5U5vnio2N1aBBgyRJS5Ys0dixY/Xggw8qOTlZwcHBeuWVV/Too49Kknbu3Klt27ZJkurVq+ewnV9++UUhISFFegwAAAAArj/FGqQsy7psn8DAQMXGxha4PiwszKntAAAAAEBhKTGz9gEAAABAaUGQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMFSuuAsAAAAAcP3yci+nQ69FFHcZxrgiBQAAAACGCFIAAAAAYIggBQAAAACGCFIAAAAAYIggBQAAAACGmLUPAAyV1tmFAABA4eGKFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgCGCFAAAAAAYIkgBAAAAgKFyxV0AAABAUfByL6dDr0UUdxkAyiiuSAEAAACAIYIUAAAAABgiSAEAAACAIe6RKkEYyw0AAACUDlyRAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMESQAgAAAABDBCkAAAAAMFSsQWrixIlq2bKlfHx8FBAQoJ49e2rfvn0OfdLS0hQVFaWgoCB5enqqUaNGmjVrlkOfc+fOKTo6WlWqVJG3t7f+8Y9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", "text/plain": [ "
" ] diff --git a/ttim/fit.py b/ttim/fit.py index c529955..9f17578 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -127,34 +127,10 @@ def set_parameter( p = iaq.kzoverkh[from_lay : to_lay + 1] plist.append(p[:]) - # p = None - # # from_lay, to_lay = [int(i) for i in layers_from_name] - # if name[:3] == "kaq": - # p = aq[0].kaq[from_lay : to_lay + 1] - # #param = name[:3] - # elif name[:3] == "Saq": - # p = aq[0].Saq[from_lay : to_lay + 1] - # #param = name[:3] - # elif name[0] == "c": - # p = aq[0].c[from_lay : to_lay + 1] - # #param = name[0] - # elif name[:3] == "Sll": - # p = aq[0].Sll[from_lay : to_lay + 1] - # #param = name[:3] - # elif name[0:8] == "kzoverkh": - # p = aq[0].kzoverkh[from_lay : to_lay + 1] - # #param = name[:8] - if p is None: # no parameter set print("parameter name not recognized or no parameter ref supplied") return - # lines below don't work as it replaces entire array - # set all other aquifer parameter references to same array - # if len(aq) > 1: - # for iaq in aq: - # setattr(iaq, param, p) - if inhoms is None: pname = name else: @@ -268,16 +244,12 @@ def residuals(self, p, printdot=False, weighted=True, layers=None, series=None): if layers is None: layers = range(self.model.aq.naq) - # for i, k in enumerate(self.parameters.index): - # # [:] needed to do set value in array - # self.parameters.loc[k, "parray"][:] = p[i] for i, k in enumerate(self.parameters.index): parraylist = self.parameters.loc[k, "parray"] for parray in parraylist: # [:] needed to do set value in array parray[:] = p[i] self.model.solve(silent=True) - # print('solved model ', p) rv = np.empty(0) cal_series = self.seriesdict.keys() if series is None else series @@ -297,7 +269,6 @@ def residuals(self, p, printdot=False, weighted=True, layers=None, series=None): def residuals_lmfit(self, lmfitparams, printdot=False): vals = lmfitparams.valuesdict() p = np.array([vals[k] for k in self.parameters.index]) - # p = np.array([vals[k] for k in vals]) return self.residuals(p, printdot) def fit_least_squares(self, report=True, diff_step=1e-4, xtol=1e-8, method="lm"): @@ -368,18 +339,18 @@ def fit_lmfit(self, report=False, printdot=True, **kwargs): print(lmfit.fit_report(self.fitresult)) def residuals_leastsq(self, logparams, printdot=False): - params = 10 ** logparams - print('params ', params) + params = 10**logparams + print("params ", params) return self.residuals(params, printdot) def fit_leastsq(self, report=True, diff_step=1e-4, xtol=1e-8): params_initial = np.log10(self.parameters.initial.values) - print('params_initial ', params_initial) + print("params_initial ", params_initial) plog, mes = leastsq(self.residuals_leastsq, params_initial, epsfcn=1e-3) print("", flush=True) - params = 10 ** plog + params = 10**plog # Call residuals to specify optimal values for model - res = self.residuals(params) + self.residuals(params) for ipar in self.parameters.index: self.parameters.loc[ipar, "optimal"] = self.parameters.loc[ipar, "parray"][ 0 From 457fcefbbc1f758a5cc6b40bf1772a7e27907540 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 21:11:47 +0100 Subject: [PATCH 90/95] last ruff stuff --- docs/01howto/howto_xsection_model.ipynb | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index f113d4b..8c4048e 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -95,11 +95,7 @@ " text,\n", " xy=xystart,\n", " xytext=xyend,\n", - " arrowprops={\n", - " 'arrowstyle': arrow, \n", - " 'shrinkA': 0, \n", - " 'shrinkB': 0, \n", - " 'color': color},\n", + " arrowprops={\"arrowstyle\": arrow, \"shrinkA\": 0, \"shrinkB\": 0, \"color\": color},\n", " color=color,\n", " **kwds,\n", " )\n", From 74d4ab36bfbf677c50c7e7ab14c0fa36d6886262 Mon Sep 17 00:00:00 2001 From: Mark Bakker Date: Thu, 19 Dec 2024 22:33:47 +0100 Subject: [PATCH 91/95] Added explanations to the xsection howto --- docs/01howto/howto_xsection_model.ipynb | 391 +++++++++++++++++------- 1 file changed, 280 insertions(+), 111 deletions(-) diff --git a/docs/01howto/howto_xsection_model.ipynb b/docs/01howto/howto_xsection_model.ipynb index 8c4048e..5b94555 100644 --- a/docs/01howto/howto_xsection_model.ipynb +++ b/docs/01howto/howto_xsection_model.ipynb @@ -22,7 +22,13 @@ "cell_type": "code", "execution_count": 1, "id": "64c3b56a-ec12-4da3-ad88-64ae7fd4193d", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -38,9 +44,18 @@ { "cell_type": "markdown", "id": "c8abce62-4971-441d-b45f-5a3dfb9486fa", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "We will create an xsection model for a two-aquifer system with a river with a leaky river bottom (see Figure). " + "We will create an xsection model for a two-aquifer system with a river with a leaky river bottom (see Figure).\n", + "The model is divided in three sections: the left side of the river, the river, and the right side of the river.\n", + "The resistance of the top semi-confining layer is different than the resistance of the leaky river bottom. \n", + "The aquifer parameters are defined in the table and code cell below. " ] }, { @@ -49,6 +64,9 @@ "id": "0278d562-ffdf-4495-a842-1eb9f9815329", "metadata": { "editable": true, + "jupyter": { + "source_hidden": true + }, "slideshow": { "slide_type": "" }, @@ -180,26 +198,53 @@ "cell_type": "code", "execution_count": 3, "id": "675937ac-6786-4ffb-9c7d-bba705009055", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ - "zside = [2, 0, -10, -12, -22]\n", - "zriver = [1, 0, -10, -12, -22]\n", - "cside0 = 500 # d\n", - "criver0 = 200 # d\n", - "k0 = 10 # m/d\n", - "Ss0 = 1e-4 # m^(-1)\n", - "c1 = 1000 # d\n", - "k1 = 20 # m/d\n", - "Ss1 = 1e-4 # m^(-1)\n", - "L = 50 # m" + "zside = [2, 0, -10, -12, -22] # elevation of top and bottoms of layers, m\n", + "zriver = [1, 0, -10, -12, -22] # elevation of top and bottoms of layers, m\n", + "cside0 = 500 # resistance of top semi-confining layer, d\n", + "criver0 = 200 # resistance of leaky river bottom, d\n", + "k0 = 10 # hydraulic conductivity of first aquifer, m/d\n", + "Ss0 = 1e-4 # specific storage of first aquifer, m^(-1)\n", + "c1 = 1000 # resistance of leaky layer between aquifers, d\n", + "k1 = 20 # hydraulic conductivity of second aquifer, m/d\n", + "Ss1 = 1e-4 # specific storage of second aquifer, m^(-1)\n", + "L = 50 # half width of river, m" + ] + }, + { + "cell_type": "markdown", + "id": "86d97286-0870-4cea-9b47-fae0be9284ab", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "An cross-sectional model is created with two aquifer layer, \n", + "and is stored in the variable `ml`. Next, `XsectionMaq` sections are defined for the three sections of the model. Make sure that the entire cross-section is covered by an `XsectionMaq`. The head above the semi-confining top is fixed on the left and right side, which means that the head change equals zero. The head in the river varies with time and is specified with the `tsandhstar` keyword. `tsandhstar` must be a list of 2-tuples, where each tuple consists of `(time, head in river starting at that time)`. Alternatively, `tsandhstar` can be an array with $N$ rows and two columns, where $N$ is the number of times that a different water level in the river is specified. " ] }, { "cell_type": "code", "execution_count": 4, "id": "88304f3d-5614-474f-a7b5-98cf6600393b", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -250,18 +295,38 @@ " name=\"right\",\n", ")\n", "\n", - "ml.solve()" + "ml.solve() # solve the model" + ] + }, + { + "cell_type": "markdown", + "id": "d4290951-4131-4f52-8f80-32fa703c3707", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Compute the head at 100 points in space between $-200$ and $+200$ for 5 times" ] }, { "cell_type": "code", "execution_count": 5, "id": "bca9d78a-d7cb-45e2-8c1f-782f16c84c41", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "ng = 100\n", - "nt = 100\n", + "nt = 5\n", "x = np.linspace(-200, 200, ng)\n", "y = np.zeros(ng)\n", "t = np.logspace(-2, 1, nt)\n", @@ -272,11 +337,17 @@ "cell_type": "code", "execution_count": 6, "id": "062663d5-7b27-4a2e-96f6-81b5e78673f8", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -287,7 +358,7 @@ ], "source": [ "plt.figure(figsize=(8, 4))\n", - "for i, itime in enumerate(range(19, nt, 20)):\n", + "for i, itime in enumerate(range(5)):\n", " plt.plot(x, h[0, itime], \"C\" + str(i), label=f\"{t[itime]:.3f}\")\n", " plt.plot(x, h[1, itime], \"C\" + str(i), ls=\"--\")\n", "plt.legend(title=\"time (d)\")\n", @@ -295,11 +366,31 @@ "plt.axvspan(-L, L, color=[0.9, 0.9, 0.9]);" ] }, + { + "cell_type": "markdown", + "id": "7ce042e0-e249-4ff3-aaff-15081642f163", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Compute and plot the head at $x=50$ for time varying from 0.001 to 10 with 99 steps, equall spaced in log-space." + ] + }, { "cell_type": "code", "execution_count": 7, "id": "d2fe572d-b7c4-43f0-8a71-7a369cd31bb8", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -313,6 +404,7 @@ } ], "source": [ + "nt = 100\n", "t = np.logspace(-3, 1, nt)\n", "h = ml.head(x=50, y=0, t=t)\n", "plt.semilogx(t, h[0])\n", @@ -325,14 +417,71 @@ { "cell_type": "markdown", "id": "e4837450-b195-4d95-bb1e-cd87a8984f9f", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Sythetic example" + "### Sythetic calibration example\n", + "A synthetic example is presented \n", + "The head in the river is varied 20 times (daily) over a period of 20 days. " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, + "id": "e0d89768-445c-49ab-adb0-bddb4b2c27a2", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ts = np.arange(0, 20)\n", + "rng = np.random.default_rng(seed=22)\n", + "hstar = rng.integers(low=0, high=10, size=20) * 0.1\n", + "tsandh = list(zip(ts, hstar, strict=True))\n", + "plt.figure(figsize=(8, 3))\n", + "plt.step(ts, hstar, where=\"post\")\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"river level (m)\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "980e6691-f4f9-40b6-953d-eccc14d63bfe", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "The head is computed at $x=50$ in the top aquifer from day 10 till day 20 with intervals of 0.1 day. This is the synthetic truth. A normally distributed error is added to the synthetic truth and this is called the (synthetic) observed head `hsyn`, which is plotted. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, "id": "bdc9457b-f263-4edc-a7a5-c9a08eb43c59", "metadata": { "editable": true, @@ -349,14 +498,19 @@ "self.neq 8\n", "solution complete\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "ts = np.arange(0, 20)\n", - "rng = np.random.default_rng(seed=22)\n", - "hstar = rng.integers(low=0, high=10, size=20) * 0.1\n", - "tsandh = list(zip(ts, hstar, strict=True))\n", - "\n", "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", "\n", "left = ttim.XsectionMaq(\n", @@ -398,31 +552,49 @@ "\n", "ml.solve()\n", "\n", - "tsyn = np.linspace(0.1, 10, 101)\n", + "tsyn = np.linspace(10, 20, 101)\n", "xsyn = 50\n", - "hexact = ml.head(xsyn, 0, tsyn)\n", - "hsyn = hexact[0] + 0.01 * rng.standard_normal(len(tsyn))" + "hexact = ml.head(xsyn, 0, tsyn, layers=0)\n", + "hsyn = hexact[0] + 0.01 * rng.standard_normal(len(tsyn))\n", + "#\n", + "plt.figure(figsize=(8, 3))\n", + "plt.plot(tsyn, hsyn, \"k.\", label=\"layer 0\")\n", + "plt.xlabel(\"time (d)\")\n", + "plt.ylabel(\"head (m)\")\n", + "plt.grid()" ] }, { - "cell_type": "code", - "execution_count": 11, - "id": "35b52c02-b994-40f7-944c-57a1a49c892f", - "metadata": {}, - "outputs": [], + "cell_type": "markdown", + "id": "29b4b6b5-97dd-420d-8e21-0a773e3780df", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "crivguess = 100.0\n", - "csideguess = 100.0" + "Next, we pretend that we don't quite know the resistance of the semi-confining layer on the left and right sides nor do we know the resistance of the leaky river bed. We will create a `ttim` model and use the observed head to \n", + "calibrate the model and estimate the resistance of the semi-confining layer the leaky stream bed. As as first guess, we use $c=100$ d for both." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "79930651-2658-4fe7-97bb-000d8ff6e205", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ - "k0 = 10\n", + "crivguess = 100.0\n", + "csideguess = 100.0\n", + "\n", "ml = ttim.ModelXsection(naq=2, tmin=1e-3, tmax=1e2)\n", "\n", "left = ttim.XsectionMaq(\n", @@ -463,32 +635,52 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "564f41b8-a18e-4a9b-8387-a94bc5283459", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Next, we create a `Calibrate` object for the model. We add the series to use for calibration. Next, we add two parameters to be calibrated. The first one on the resistance of the leaky stream bed. The second one is the resistance of the semi-confining layer on the left and right sides; the same value is used for both sides by specifying inhoms=(\"left\", \"right\"). Finally, the model is calibrated using the `fit` function. " + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "42fe85a8-528a-40e8-9d0d-d92726df22d9", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - ".....................................\n", + "..................................\n", "Fit succeeded.\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", - " # function evals = 34\n", + " # function evals = 31\n", " # data points = 101\n", " # variables = 2\n", - " chi-square = 0.01174142\n", - " reduced chi-square = 1.1860e-04\n", - " Akaike info crit = -911.035063\n", - " Bayesian info crit = -905.804822\n", + " chi-square = 0.01102109\n", + " reduced chi-square = 1.1132e-04\n", + " Akaike info crit = -917.429613\n", + " Bayesian info crit = -912.199372\n", "[[Variables]]\n", - " c_left_right: 457.913154 +/- 6.27837297 (1.37%) (init = 100)\n", - " c_river: 193.277587 +/- 2.41750855 (1.25%) (init = 12)\n", + " c_river: 192.629865 +/- 2.24824442 (1.17%) (init = 12)\n", + " c_left_right: 478.028580 +/- 1.71044956 (0.36%) (init = 100)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(c_left_right, c_river) = +0.3976\n" + " C(c_river, c_left_right) = +0.4448\n" ] } ], @@ -504,21 +696,21 @@ ")\n", "\n", "cal.set_parameter(\n", - " \"c\",\n", + " name=\"c\",\n", " layers=[0],\n", - " initial=csideguess,\n", + " initial=12,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=(\"left\", \"right\"),\n", + " inhoms=(\"river\"),\n", ")\n", "\n", "cal.set_parameter(\n", - " name=\"c\",\n", + " \"c\",\n", " layers=[0],\n", - " initial=12,\n", + " initial=csideguess,\n", " pmin=1.0,\n", " pmax=1000.0,\n", - " inhoms=(\"river\"),\n", + " inhoms=(\"left\", \"right\"),\n", ")\n", "\n", "cal.fit(report=True)" @@ -526,70 +718,47 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "10d9dcc9-a07c-43c9-b01f-3c2ba47322d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 457.91315433, 1000. ])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "left.c" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "b41aa02a-603d-48c0-9280-b381e8af35a2", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { - "data": { - "text/plain": [ - "array([ 193.27758657, 1000. ])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "resistance values on left side: [ 478.02858009 1000. ]\n", + "resistance falues on right side: [ 478.02858009 1000. ]\n" + ] } ], "source": [ - "river.c" + "print(\"resistance values on left side: \", left.c)\n", + "print(\"resistance falues on right side: \", right.c)" ] }, { - "cell_type": "code", - "execution_count": 16, - "id": "2fac0310-bcfc-4fce-87e3-81f75187ff80", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 457.91315433, 1000. ])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "id": "e04a20bf-115a-47a8-be05-c62f927b749d", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "right.c" + "Finally, the fitted head is plotted together with the 'observed' heads and the 'truth'. " ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "id": "7e1a203f-6590-4cbd-b26c-ae7da65f6f8e", "metadata": { "editable": true, @@ -601,7 +770,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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" ] From 77bcb443510b553881ac337c9d52b27aad869969 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 19 Dec 2024 22:39:02 +0100 Subject: [PATCH 92/95] show warning when using old layer specification method --- ttim/fit.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ttim/fit.py b/ttim/fit.py index 9f17578..b80c97e 100755 --- a/ttim/fit.py +++ b/ttim/fit.py @@ -83,7 +83,7 @@ def set_parameter( "this warning. The parameter name can still include layer info, but " "this will be ignored in a future version of TTim.", DeprecationWarning, - stacklevel=1, + stacklevel=2, ) # find numbers in name str for support layer ranges layers_from_name = re.findall(r"\d+", name) From 6eb0428ac8fcbb0b9fd8a844026aa8951816064b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 19 Dec 2024 22:39:25 +0100 Subject: [PATCH 93/95] minor fixes to text in nb --- docs/01howto/howto_fluctuating_head_boundary.ipynb | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/docs/01howto/howto_fluctuating_head_boundary.ipynb b/docs/01howto/howto_fluctuating_head_boundary.ipynb index 685d4f7..150e495 100644 --- a/docs/01howto/howto_fluctuating_head_boundary.ipynb +++ b/docs/01howto/howto_fluctuating_head_boundary.ipynb @@ -52,7 +52,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The analytic solution for the head is given by the following function (see Bakker and Post, 2020)>" + "The analytic solution for the head is given by the following function (see Bakker and Post, 2020)." ] }, { @@ -186,7 +186,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's compare the output for all three options. First we look at the head along $x$ at 4 moments in the tidal period. As we can see the *mid* option best matches the analytical solution. The `ttim` and exact solutions are closer together when the interval $\\Delta t$ is reduced. " + "Let's compare the output for all three options. First we look at the head along\n", + "$x$ at 4 moments in the tidal period. As we can see the *mid* option best\n", + "matches the analytical solution. The `ttim` and exact solutions are closer\n", + "together when the interval $\\Delta t$ is reduced." ] }, { @@ -230,8 +233,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Next we compare the head at $x=50$ m for the last tidal period. Here we can clearly see that the *begin* and *end* result solutions that in trail\n", - "and lead the analytic solution, respectively. The *mid* option matches nicely with the analytical solution. " + "Next we compare the head at $x=50$ m for the last tidal period. Here we can\n", + "clearly see that the *begin* and *end* result in solutions that trail and lead\n", + "the analytic solution, respectively. The *mid* option matches nicely with the\n", + "analytical solution." ] }, { From c982386b8f9813aa30e5441b5c5d7dc53da843bc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 19 Dec 2024 22:39:32 +0100 Subject: [PATCH 94/95] minor fixes to text in nb --- docs/03examples/watex_example.ipynb | 144 +++++++++++++--------------- 1 file changed, 64 insertions(+), 80 deletions(-) diff --git a/docs/03examples/watex_example.ipynb b/docs/03examples/watex_example.ipynb index 13258e9..5609c66 100644 --- a/docs/03examples/watex_example.ipynb +++ b/docs/03examples/watex_example.ipynb @@ -724,7 +724,7 @@ "source": [ "## Calibrate model on observed heads\n", "\n", - "The model simulation is reasonable at the first observation well at the river bank, but it clearly isn't as good near the inner toe of the levee. Let's see if we can improve the fit of the model to the observations by calibrating the aquifer parameters.\n", + "The model simulation is reasonable at the second observation well , but it clearly isn't as good at the river bank. Let's see if we can improve the fit of the model to the observations by calibrating the aquifer parameters.\n", "\n", "Since the data at $t=0$ shows some jumps, we want to give the model some spin-up time before we start fitting to the data. We set a `tstart` value to select only observations after this moment. \n", "\n", @@ -1079,106 +1079,86 @@ { "data": { "text/html": [ - "
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layerlayer_typek_hcS_s
  layerlayer_typek_hcS_s
# #     
river00leaky layerNaN4.8776660.00002river00leaky layer-4.882.05e-05
10aquifer3.239496NaN0.00000810aquifer3.24-7.66e-06
foreland00leaky layerNaN56.1131890.00002foreland00leaky layer-56.112.05e-05
10aquifer3.239496NaN0.00000810aquifer3.24-7.66e-06
hinterland00leaky layerNaN41.3445770.008009hinterland00leaky layer-41.348.01e-03
10aquifer3.239496NaN0.00000810aquifer3.24-7.66e-06
\n", - "
" + "\n" ], "text/plain": [ - " layer layer_type k_h c S_s\n", - " # \n", - "river 0 0 leaky layer NaN 4.877666 0.00002\n", - " 1 0 aquifer 3.239496 NaN 0.000008\n", - "foreland 0 0 leaky layer NaN 56.113189 0.00002\n", - " 1 0 aquifer 3.239496 NaN 0.000008\n", - "hinterland 0 0 leaky layer NaN 41.344577 0.008009\n", - " 1 0 aquifer 3.239496 NaN 0.000008" + "" ] }, "execution_count": 20, @@ -1187,7 +1167,11 @@ } ], "source": [ - "ml.aquifer_summary()" + "(\n", + " ml.aquifer_summary()\n", + " .style.format(na_rep=\"-\", precision=2)\n", + " .format(\"{:.2e}\", subset=[\"S_s\"])\n", + ")" ] }, { From 70c8f3a4cc0e56606e8242e3c75f58d0076785b8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dav=C3=ADd=20Brakenhoff?= Date: Thu, 19 Dec 2024 23:48:08 +0100 Subject: [PATCH 95/95] final style/docs changes --- docs/01howto/index.rst | 4 +-- docs/03examples/1d_inhom_elements.ipynb | 2 +- docs/03examples/index.rst | 3 +++ docs/03examples/stripareasink.ipynb | 2 +- ttim/circinhom.py | 4 +-- ttim/linedoublet1d.py | 6 ++--- ttim/linesink1d.py | 6 ++--- ttim/stripareasink.py | 36 +++++++------------------ 8 files changed, 25 insertions(+), 38 deletions(-) diff --git a/docs/01howto/index.rst b/docs/01howto/index.rst index d8a8345..ec3ed10 100644 --- a/docs/01howto/index.rst +++ b/docs/01howto/index.rst @@ -1,7 +1,7 @@ How To Guides ============= -This section contains how to guides on building groundwater models with TTim. +This section contains how-to guides on building groundwater models with TTim. .. toctree:: @@ -9,4 +9,4 @@ This section contains how to guides on building groundwater models with TTim. howto_pumpingtest howto_xsection_model - howto_tidal_boundary + howto_fluctuating_head_boundary diff --git a/docs/03examples/1d_inhom_elements.ipynb b/docs/03examples/1d_inhom_elements.ipynb index cfee4dd..da7f610 100644 --- a/docs/03examples/1d_inhom_elements.ipynb +++ b/docs/03examples/1d_inhom_elements.ipynb @@ -108,7 +108,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Multi-aquifer Strip Inhomogeneities" + "## Multi-aquifer cross-sections" ] }, { diff --git a/docs/03examples/index.rst b/docs/03examples/index.rst index 0a420be..c93112d 100644 --- a/docs/03examples/index.rst +++ b/docs/03examples/index.rst @@ -14,6 +14,7 @@ TTim example notebooks. wells_in_different_systems ttim_exercise1_sol meandering_river + watex_example circareasink_example pathline_trace aem_ttim_sol @@ -40,6 +41,7 @@ Modeling rivers --------------- * `meandering_river`_ +* `watex_example`_ Recharge -------- @@ -89,3 +91,4 @@ Benchmarks .. _well_near_river_or_wall: well_near_river_or_wall.html .. _well_near_wall: well_near_wall.html .. _wells_in_different_systems: wells_in_different_systems.html +.. _watex_example: watex_example.html \ No newline at end of file diff --git a/docs/03examples/stripareasink.ipynb b/docs/03examples/stripareasink.ipynb index beff6a1..e39f5cd 100644 --- a/docs/03examples/stripareasink.ipynb +++ b/docs/03examples/stripareasink.ipynb @@ -844,7 +844,7 @@ "plt.plot(t, h[0], label=\"ttim lay 0\")\n", "plt.plot(t, h[1], label=\"ttim lay 1\")\n", "plt.plot(hmf6[0], hmf6[1], \"--\", label=\"mf6 lay 0\")\n", - "plt.plot(hmf6[0], hmf6[2], \"--\", label=\"mf6 lay 0\")\n", + "plt.plot(hmf6[0], hmf6[2], \"--\", label=\"mf6 lay 1\")\n", "plt.xticks(np.linspace(0, 10, 5))\n", "plt.legend()\n", "plt.grid()" diff --git a/ttim/circinhom.py b/ttim/circinhom.py index ac73af4..1c01f44 100644 --- a/ttim/circinhom.py +++ b/ttim/circinhom.py @@ -32,7 +32,7 @@ def __init__( self.area = np.pi * self.Rsq self.model.addInhom(self) - def isInside(self, x, y): + def is_inside(self, x, y): rv = False if (x - self.x0) ** 2 + (y - self.y0) ** 2 < self.Rsq: rv = True @@ -201,7 +201,7 @@ def initialize(self): assert ( self.aqin.R == self.R ), "Radius of CircInhom and CircInhomData must be equal" - self.aqout = self.model.aq.findAquiferData( + self.aqout = self.model.aq.find_aquifer_data( self.x0 + (1 + 1e-8) * self.R, self.y0 ) self.setbc() diff --git a/ttim/linedoublet1d.py b/ttim/linedoublet1d.py index e6bd318..6a49ef2 100644 --- a/ttim/linedoublet1d.py +++ b/ttim/linedoublet1d.py @@ -97,10 +97,10 @@ def setflowcoef(self): """Separate function so that this can be overloaded for other types.""" self.flowcoef = 1.0 / self.model.p # Step function - def potinf(self, x, _, aq=None): + def potinf(self, x, y=0, aq=None): """Can be called with only one x value.""" if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: if (x - self.xld) < 0.0: @@ -112,7 +112,7 @@ def potinf(self, x, _, aq=None): rv[:] = self.term * pot return rv - def disvecinf(self, x, y, aq=None): + def disvecinf(self, x, y=0, aq=None): """Can be called with only one x value.""" if aq is None: aq = self.model.aq.find_aquifer_data(x, y) diff --git a/ttim/linesink1d.py b/ttim/linesink1d.py index 07935f5..9254248 100644 --- a/ttim/linesink1d.py +++ b/ttim/linesink1d.py @@ -117,10 +117,10 @@ def setflowcoef(self): """Separate function so that this can be overloaded for other types.""" self.flowcoef = 1.0 / self.model.p # Step function - def potinf(self, x, _, aq=None): + def potinf(self, x, y=0, aq=None): """Can be called with only one x value.""" if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: if (x - self.xls) < 0.0: @@ -132,7 +132,7 @@ def potinf(self, x, _, aq=None): rv[:] = self.term * pot return rv - def disvecinf(self, x, y, aq=None): + def disvecinf(self, x, y=0, aq=None): """Can be called with only one x,y value.""" if aq is None: aq = self.model.aq.find_aquifer_data(x, y) diff --git a/ttim/stripareasink.py b/ttim/stripareasink.py index 265ae80..8c66f99 100644 --- a/ttim/stripareasink.py +++ b/ttim/stripareasink.py @@ -12,7 +12,7 @@ def __init__( x2, tsandN=[(0.0, 1.0)], layers=0, - name="StripAreaSinkInhom", + name="AreaSinkXsection", label=None, ): super().__init__( @@ -49,17 +49,17 @@ def setflowcoef(self): """Separate function so that this can be overloaded for other types.""" self.flowcoef = 1.0 / self.model.p # Step function - def potinf(self, x, _, aq=None): + def potinf(self, x, y, aq=None): if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: rv[:] = self.term return rv - def disvecinf(self, x, _, aq=None): + def disvecinf(self, x, y=0, aq=None): if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) qx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy @@ -96,7 +96,7 @@ def __init__( x2, tsandhstar=[(0.0, 1.0)], layers=0, - name="StripHstarInhom", + name="HstarXsection", label=None, ): super().__init__( @@ -140,17 +140,17 @@ def initialize(self): def setflowcoef(self): self.flowcoef = 1.0 / self.model.p - def potinf(self, x, _, aq=None): + def potinf(self, x, y=0.0, aq=None): if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) rv = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) if aq == self.aq: rv[:] = self.term return rv - def disvecinf(self, x, _, aq=None): + def disvecinf(self, x, y=0, aq=None): if aq is None: - aq = self.model.aq.find_aquifer_data(x, 0.0) + aq = self.model.aq.find_aquifer_data(x, y) qx = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) qy = np.zeros((self.nparam, aq.naq, self.model.npval), dtype=complex) return qx, qy @@ -196,19 +196,3 @@ def plot(self, ax=None, hstar=None, **kwargs): c = kwargs.pop("color", "b") lw = kwargs.pop("lw", 1.0) ax.plot([x1, x2], [ztop + dy, ztop + dy], lw=lw, color=c, **kwargs) - # plot water level symbol: difficult to get consistent, comment out for now - # Lx = x2 - x1 - # dx = max(Lx / 200.0, 1) - # xc = (x1 + x2) / 2.0 - # ax.plot( - # [xc - 1.75 * dx, xc + 1.75 * dx], - # [ztop + dy - 0.5] * 2, - # lw=0.75 * lw, - # color=c, - # ) - # ax.plot( - # [xc - dx, xc + dx], - # [ztop + dy - 1.0] * 2, - # lw=0.75 * lw, - # color=c, - # )