diff --git a/main.tex b/main.tex
index 9304924e1b95a6d391d681bc005662ec7137f937..51761d66d1b08445cb967413f5bdc63dcffc74ea 100644
--- a/main.tex
+++ b/main.tex
@@ -1514,8 +1514,7 @@ $\epsilon_{v,q}\geq\epsilon_v$, with equality when $k_{v,q}=1$.
 \end{proof}
 
 \begin{sagesilent}
-from plots_and_expressions import r_upper_bound1, r_upper_bound2
-	
+from plots_and_expressions import main_theorem2
 \end{sagesilent}
 \begin{theorem}[Bound on $r$ \#3]
 \label{thm:rmax_with_eps1}
@@ -1533,8 +1532,8 @@ from plots_and_expressions import r_upper_bound1, r_upper_bound2
 	\begin{align*}
 		\min
 		\left(
-			\sage{r_upper_bound1.rhs()}, \:\:
-			\sage{r_upper_bound2.rhs()}
+			\sage{main_theorem2.r_upper_bound1}, \:\:
+			\sage{main_theorem2.r_upper_bound2}
 		\right)
 	\end{align*}
 	\egroup
@@ -1545,6 +1544,51 @@ from plots_and_expressions import r_upper_bound1, r_upper_bound2
 	$r \equiv \aa^{-1}b_q \pmod{n}$.
 \end{theorem}
 
+Although the general form of this bound is quite complicated, it does simplify a
+lot when $m$ is small.
+
+\begin{sagesilent}
+from plots_and_expressions import main_theorem2_corollary
+\end{sagesilent}
+\begin{corollary}[Bound on $r$ \#3 on $\PP^2$ and Principally polarized abelian surfaces]
+\label{thm:rmax_with_eps1}
+	Suppose we are working over $\PP^2$ or a principally polarized abelian surface
+	(or any other surfaces with $m=1$ or $2$).
+	Let $v$ be a fixed Chern character, with $\frac{a_v}{n}=\beta\coloneqq\beta(v)$
+	rational and expressed in lowest terms.
+	Then the ranks $r$ of the pseudo-semistabilizers $u$ for $v$ with,
+	which are solutions to problem \ref{problem:problem-statement-2},
+	$\chern_1^\beta(u) = q = \frac{b_q}{n}$
+	are bounded above by the following expression:
+
+	\bgroup
+	\def\kappa{k_{v,q}}
+	\def\psi{\chern_1^{\beta}(F)}
+	\begin{align*}
+		\min
+		\left(
+			\sage{main_theorem2_corollary.r_upper_bound1}, \:\:
+			\sage{main_theorem2_corollary.r_upper_bound2}
+		\right)
+	\end{align*}
+	\egroup
+	Where $R = \chern_0(v)$ and $k_{v,q}$ is the least
+	$k\in\ZZ_{>0}$ satisfying
+	\begin{equation*}
+		k \equiv -\aa\bb
+		\pmod{n}
+	\end{equation*}
+
+	\noindent
+	Furthermore, if $\aa \not= 0$ then
+	$r \equiv \aa^{-1}b_q \pmod{n}$.
+\end{corollary}
+
+\begin{proof}
+This is a specialisation of theorem \ref{thm:rmax_with_eps1}, where we can
+drastically simplify the $\lcm$ and $\gcd$ terms by noting that $m$ divides both
+$2$ and $2n^2$, and that $a_v$ is coprime to $n$.
+\end{proof}
 
 \begin{example}[$v=(3, 2\ell, -2)$ on $\PP^2$]
 \label{exmpl:recurring-third}
diff --git a/plots_and_expressions.ipynb b/plots_and_expressions.ipynb
index c54d2dcd2fb3df594fb989b32b0df5791e93f60d..d0cfe9c36ad81829acee6e69ee4323e7c728eb7e 100644
--- a/plots_and_expressions.ipynb
+++ b/plots_and_expressions.ipynb
@@ -66,7 +66,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = R \\\\ \\mathrm{ch}_{1} = C \\ell^{1} \\\\ \\mathrm{ch}_{2} = D \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f5ef5b6f190>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f0ea1caf450>"
       ]
      },
      "execution_count": 2,
@@ -102,7 +102,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = r \\\\ \\mathrm{ch}_{1} = c \\ell^{1} \\\\ \\mathrm{ch}_{2} = d \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f5ee792a3d0>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f0e97d8bfd0>"
       ]
      },
      "execution_count": 3,
@@ -887,7 +887,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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iZYvgloeLOdAcOsnnDMMg7EQYXi5e1CtRz+w4IiI54nLCZaZtmcb0rdNJSE3g78F/U8m/ktmx7M66ubM4vWs9z337Je+9B72fNHBwzB/Dzuqhk3xv5G8jKe1Tmh96/GB2FBGRbPfWurd4d8O7GBgMqjeI5xs9T0nvkmbHsivJiWm4ujvh7FGY4mUDOHjAio+vI5A/ijlQD50UAJ9u+5Rnf36W4yOOU8qnlNlxRETu2vGo43i5eOFfyJ8pf07hcuJlnmv4HEUKFTE7ml05cgROLOxNquFJu1c/NjtOjtIqV8n3etXsRSHnQszZMcfsKCIid+XApQM8tewpKn5UkWlbpgEwstFI3mr1loq5f0mISeCN15OoXh1+Cm+NV6VWZkfKcSroJN/zcvXi8ZqPM2fnHNJsaWbHERHJsgOXDtD9u+5UC63GqqOrmHz/ZF5s8qLZsexSSlIKF+bXwmH/e4weDW8u6EPjxx41O1aO0xw6KRCGhAwhyDuIFGsKTg76sheRvCEqKQpfN1+ikqLYfnY7nzz4CX1q9cHVydXsaHbnyM6DlKxaATd3F04XHkfvcY0oU93sVLlHc+hERETsiM2w8fOhn3l3w7skpiWybcA2LBYLVpsVRwdHs+PZnehomPL2KV6uUZ61iXO4f1BvsyOZQkOuUmBEJUXx8uqXOXLliNlRRESuk2ZL46vdX1Hrk1p0+qYTNsPG+Obj04+rmMvIZrWxav4vVK5sMPnjIH64soTmTz5mdizTaOxJCgxXR1fm7JhDTHIMMzrOMDuOiAhAes9bmi2N0atGU7d4XT7u+DFNSzfVrblu4a+Va2nr3JEBj2xl8KshlCz5oNmRTKUeOikw3J3dGdpgKHN3zuVSwiWz44hIAXcl8Qpvhr1J6amlOR1zGjcnNyKejWBFrxXcV+Y+FXM3cPnMJX6fNR+A2u1acqD8Tt6aGUJJbbuXewVdaGgowcHBhISE5FaTItd5NuRZAD4Oz9/7EYmI/ToVc4rnf3ue0lNK886Gd+hStUv6cGph98Imp7NPaWkQGgoTBiylnmUkp49exuJgoUrD2mZHsxtaFCEFzpAVQ/gu4jsiR0ZqpZiI5Lqei3vy6+FfGRIyhOH3DifQI9DsSHbtr9/X89NXe3jti2fp38/KO+OvUKRkgNmx7I4KOilwTkaf5FzcORqUbGB2FBEpALae3sq7G96lW3A3etbsyemY03i5euHtqt+BmbF2+hv4JK0mrfkaQhpoYcjNqKCTAuufL33NUxGR7GYYBr8d+Y1JGyex5vgaKvtXZlKbSTxU9SGzo9m9lBTYOOcDktI86TB8EKnJqTg6OeLgqGn/t6LPjhRI0UnR1J1Vl2X7l5kdRUTyoe8jvqfDgg7EpsTyfbfviXg2QsVcJvz6i0HNmrA3/DjOaacAcHZ1VjGXCeqhkwKr2efNSLWlsunpTeqlE5G7Ep0Uzazts7gQf4H373+f5LRkNp/aTLMyzfTzJROSE5LZFdqdKUt6ct6tB9M/MqhRU5+3rFDJKwXW2KZj2XxqM78f/d3sKCKSR0VGR/LCyhcoNaUUr/zxCjHJMRiGgauTK83LNlcxdxuJ8SkYBrgWciXJoRRDRnjyxx+omLsD6qGTAsswDBrPbYxhGPzZ70/94BWRLLmaeJUSH5bA1dGVwfUHM+zeYZTwKmF2rDzBMOCXxSepeb4ZRwM+p3n3lmZHyvPUQycFlsViYUKLCZyIPsGpmFNmxxERO2cYBr8f/Z3HlzxOijWFwu6FWdx9MZEjI5nYZqKKuUw6sPsibdvCg92D2HL2McoElzY7Ur6gHjop0AzDINmajJuTm9lRRMROpVpTWbR3EZP/nMyuc7uoXaw2S7ovoVzhcmZHy3N2/rqGquc60nV2OENersEDD5idKP+4qx66iRMnYrFYeO6557IpjkjuslgsuDm5ERkdyY6zO8yOIyJ26KGFD/HE0ico6lGU35/8nR0Dd6iYywKb1cbeTXsBqN6iCVtT32fpqkoq5rLZHffQhYeH0717d7y9vWnZsiVTp07N1OvUQyf2qP1X7TkTe4adg3am34JHRAqmyOhIZmydQc+aPaldrDbrT6zHx82He4reY3a0PGfHDlg3eyr9Q14lptVJSpT1MztSvnVHPXRxcXE8/vjjzJ49m8KFdd85yfvGtxjPngt7mP/XfLOjiIhJtp7eSs/FPSk3rRyfbP+EfRf3AXBfmftUzGXR5TOXmDR6I/Xrw7fhfTlc8icVcznsjgq6IUOG8MADD9CmTZvsziNiioZBDelZoycvr36Z2ORYs+OISC6bvmU69865l/DT4UxpN4VTI0/Rs2ZPs2PlWXu/fpkuJZ5m6lQb6zf7ULtdC7Mj5XtOWX3BwoUL2bFjB+Hh4Zk6Pzk5meTk5PTHMTExWW1SJFe82+ZdqsyowsQNE3mn9TtmxxGRHBSdFM1nOz/Dy8WLAfUG0KVaF0r7lObByg9q2sUd2v37BuLjbTR6qBnVerwFwPAgbaaRW7JU0EVGRjJixAhWrlyJm1vmVgVOnDiRN954447CieSm0j6l+azzZ9QpVsfsKCKSQ45ePcpHWz5i7s65JKYlMuLeEQAEeQcR5B1kcrq86exZGDMG+pQaj4tXADzUjICgQLNjFThZWhSxbNkyunTpgqPj//56sVqtWCwWHBwcSE5OznAMbtxDV6pUKS2KELtmtVn1V7pIPrP7/G7qfFoHXzdfnqn3DEMaDNHecXchNTmVjXOn8npoS/ZfqM+HEy/T66nCuu+qSbJU0MXGxnLixIkMz/Xt25eqVavy4osvUqNGjdteQ6tcxd5FRkfS+ovWzH1oLk1LNzU7jojcoX/2j/vz1J/M6DgDwzBY+PdCHqr6EIWcC5kdL89LS0njUGgD9ib2pc2zw/D1NTtRwZalIVcvL6/rijYPDw/8/f0zVcyJ5AUlvUvi4+bDc78+x5b+W9RTJ5LHXEm8wqzts5ixdQanY0/TtnxbElITKORcSAsd7tKJgxc4tXQYvi0mUv3e8lQYvJlqbi5mxxJ06y+R6zhYHJjeYTo7zu4gNDzU7DgikgVptjRqzqzJ+LXjaV+xPXsG72HlkyvVI3eXEuINxo2DuiEeuFojSbx87XaJLirm7IZu/SVyE0N/Hsq8XfOIGBJBaR/da1DEHqXZ0vhh/w/M2jGLb7p+g5+7H6uOrKJWsVoEemhifnaIWB+ObfMg7n93JU8NKsLLYw08vSxmx5L/yPK2JSIFxTut32HnuZ2ciT2jgk7EzlxKuMTs7bOZuW0mkTGRNCnVhPNx5/Fz96NthbZmx8sXEmKTKeTlSkC5Mhz6szIb1yVRrjqAijl7pB46kVswDAOLRT+8ROzFP9+TXb7twq+Hf6VXjV4MbTCUOsW13VB2iYmBn2fMp4HHW/j0/Av/QA1X5wWaQydyCxaLhVMxp3h8yeNcjL9odhyRAinVmsq3f39Lk7lNWH5gOQCT207m1MhTfPbQZyrmsolhs/HdlxeoUgXentWYk45P4eGhRWF5hQo6kdtwcnDit8O/8cyKZ8jlDm2RAu183HneDHuTstPK0mNxD1wcXfBzv3Y/0Ap+FfAv5G9ywvxl/ZShVIxsR/NmNn5eX4kWQ1/BzcPV7FiSSSroRG6jmGcxPn3wU5bsW8KXu780O45IvmYYBompiQAs2ruIiRsm8mClB9n9zG7W9FnDfWXuMzlh/nLl7GWO7jkJQECj/lD3QxZ+60CpUiYHkyzTHDqRTOq9tDc/HPiBv575i7K+Zc2OI5KvxCTH8NXur5i5bSb3lb6Pjx/4mPiUeFKsKRR2L2x2vHzHaoXZsw1CrjQk3gii2SuLzY4kd0k9dCKZNL3DdIp7FmfbmW1mRxHJN45HHeeZn56hxAclGP7LcCr5VaJbcDcAPFw8VMzlgN2rN9KhxVkGD7bw0/mPqfbkx2ZHkmygHjqRLEi1puLs6Gx2DJE8LSktiWNXj1EtoBr7L+2nzRdt6F+3PwPqDqCkd0mz4+VriXGJxC0ow7K9g7nn8Te4916zE0l2UUEnkkVptjRGrxzNfWXu45Fqj5gdRyTPOHzlMJ9u+5TPd32On7sfB4YewGKxYLVZdYu9HJSSlMLGeZ9SvdNTBJb04uhfByhboxIOjhqky09y7X8zNDSU4OBgQkJCcqtJkRzhaHEkMiaSp394mqNXj5odR8TuXYy/SLuv2lFpeiU+2/kZfWr14adeP6Xv8ahiLuesWgXtmp+nnvMr7A9bDUD5WlVUzOVD6qETuQPRSdHUm1UPDxcPNj69EU8XT7MjidiVE1EnWH1sNU/XeRqbYaP7d93pVLkT3at3x93Z3ex4+d7pgyfZ+c2HdHnzfRo3cebjKVeoXtfP7FiSg1TQidyhvy/8TaPPGtG6XGuWPLYEB4v+4pWCLcWawvIDy5m9YzarjqzCy9WL4yOOa2GDCQ5s+QuPbZ35q/CvdOxZDd3wJv/TbyCRO1QjsAYLuy7Ez92PNFua2XFETGW1Wak6oyrdvutGXEocn3X+jNOjTquYyyWGARsWr2bN20+SmmJQ5d5aFBtwhAd6qZgrKJzMDiCSlz1Q+QEeqPwAAFFJUfi6+ZobSCSXJKQm8H3E93y1+yu+7/493q7evNP6HWoG1qR6YHWz4xUoB/YbDB9hwXraYGKfS8RcjsG/uA9OLvoVX5Coh04kG+w4u4MyU8vw2+HfzI4ikqN2ndvFkBVDKPFBCfos64PNsKXf57hHjR4q5nLZ2o8nsSP0CQ4fhuHvtKH+C7/gX9zH7FhiApXvItngnqL3cF/p++i6qCtr+qwhpKRWc0v+cTnhMr5uvjg6OPLCyheIuBjBkJAh9Kvbj/KFy5sdr8AxbAYJccl4eLvh4leW4lVS2DvJwM1dY6sFmRZFiGSThNQEWn/RmkOXD7H2qbXUCKxhdiSRO5ZqTeW3I78xb9c8lh9YzopeK2hboS1nY88S4BGAk4P6A8ywa6dBwi+diLGVo/2r082OI3ZEQ64i2aSQcyFW9FpBKZ9S9F7am1z+W0kk20z5cwqlppSi0zedOHzlMJPaTqJO8ToAFPcqrmLOBFfPXWHE0CTq1bfww64eBNZ92OxIYmf0XSmSjfzc/Vj15CqikqLSN00VsXeXEi7xzZ5vaFexHZX9K+Pu7E7PGj3pU7sPtYvVNjtegZcQk0Dy0hr4XxzK5MkvM3ToEzjrDoTyHxpyFckhcSlxPLn0SSa0mEDNojXNjiOSQYo1hV8O/cIXu7/gxwM/YmAwu9Nsnqr9lNnR5P/9vW4HlRrUxtXNgT+//Y4KDe8jsEwxs2OJndKQq0gOSUxN5HjUcZrNa8amyE1mxxHBZthIsaYA8PLql3n424c5evUo77d9nzOjzqiYsxPnzsGYwYcIPlmf9V8vBqDRY91UzMktqYdOJAdFJ0XTeWFnwk+Hs7j7YjpU6mB2JCmAIi5GsGD3AhbsWcDzjZ5n2L3DOHb1GPGp8Vq8Y0dSk1P5dc5yHh/bFRcXmPfeajr0boGjs+51K7engk4khyWmJtJjcQ9+OfQLh4YdooxvGbMjSQHx44EfeX3t6+w6t4vCboXpFtyNQfUHUbd4XbOjyQ2EL1tB3bjOTPxrN8+OrY6fbr0qWaCCTiQXpNnS+PHAj3Sp1gXDMLAaVq0UlGx3Pu48i/ctJjggmBZlW/DjgR/5YvcXPF7zcTpU7ICrk6vZEeU/Th88wd+rfqPdkIEYNoMTew9TtmYls2NJHpRrBV1oaCihoaFYrVYOHjyogk4KrBlbZ/BdxHcsenQRRT2Lmh1H8riL8RdZsm8J3+79lrATYThYHBjffDyvNHvF7GhyC0lJ8P77cPnPjxnz4Ds4PRRBYEn9TpQ7px46kVy24eQGHl30KE4OTix5bAkNSjYwO5LkMZcSLpFiTaGEVwlCt4Yy4tcRtCrXiu7Vu9Olahf8C/mbHVFuYevSn/jlu6O8/f1wRo208spLCXgV9jI7luRxKuhETHA65jRdF3Vl57mdfNzxY/rV7Wd2JLFzVxKvsGz/Mr7d+y2rj67mmfrPMKPjDGKSY0hOSybAI8DsiJJJaz96HZeE3fg/vJQqVbVfpWQPFXQiJklOS2bYL8M4fOUwq3uv1kbEch3DMLBYLMzfNZ/+P/bHarPSvGxzugd3p2twVwI9As2OKJkQG2MQ/tkrJDuWpsPwZ7CmWnFwdMDioO95yT6alS1iElcnV2Z1mkV8SjwWi4V1J9YRnxKvrU0KuP2X9rN031KWHVhG58qdeaXZKzQq1Yip7abSNbgrxTy1F1leYdgMvlkIo0dbGHt/AsH1EwC0DYnkCBV0IibzcPEA4Mu/vmTOzjn0r9Of99q+h5+79iwoSJbtX8ZLv7/EgcsHKORciA4VO1CvRD0AKvtXprJ/ZZMTSlbER8dzeHYHln43jEaNutFp/FTKaMciyUEq6ETsxKxOs6hfoj5jfh/DsgPLmNRmEn1q98HBohu65DexybGsOrqKFQdX0Lp8a3rV7IWfux9NSjXh/bbv06Z8G9yd3c2OKXcg5moCXr6F8PDx4KpDfV4cF0j9jmankoJAc+hE7MzZ2LO8sOoFNp7cSMSQCAo5FzI7kmSTXw79woebPyTseBiptlSqFqnKmMZj6Funr9nR5C5ZrfD954dobWtMhN9imj3azOxIUsDoT38RO1PcqzgLHlnArmd2Uci5EIevHObxJY9z5MoRs6NJFsSlxPHzoZ957tfnWHVkFQDRydE4Whz54P4PODL8CPuG7FMxlw/s2HCKe++FngMrsP7cUKrU18bAkvs05Cpip3zdfAE4GX2StcfXUjW0KoPqDWJ049G6fZgd+2bPN3yy/RP+jPyTVFsqpbxLUa/4tblwPWr0oEeNHiYnlOy0delP1I59hFI+e/hoQxUaNx5ndiQpoNRDJ2LnWpVrxaFhh3ir5Vt8vedrKnxUgc92fGZ2rALPMAwOXj7Ix+Ef0+XbLmyK3ATA1aSrFHYrzJR2Uzgw9AAnnjvBk7WeNDmtZKfU5FR2/rEdgFrt2rLVMofvf61I48YmB5MCTXPoRPKQ+JR4Pt/1Oe0qtKOSfyV+2P8DTg5OdKjUQYsnctg/PyotFgtvhr3JnJ1zOBl9EicHJxoFNeKNFm/QslxLk1NKTvvjD9j9zTv0vfc9Uh84RZHiusOD2AcNuYrkIR4uHgxtMDT98Td/f8O3e7+lWpFq9K/bn8drPq77w2YTq83Kngt7WH9iPetOrmP9ifWs7r2a6oHV8XHz4ZGqj9CmfBualWmGl6t+qed3pw+eZNaUo0z4pAXtWj5L+6c7UFXFnNgR9dCJ5GGGYbAxciMfbfmIHw78gNVmZUv/LdQrUS/9LgOSOZcTLvPX+b9oVa4VALU/qc1f5//CxdGFkBIhNCvTjEH1Bmn+YgG14f3e+Bh/81eJ7Tz+uAV9a4m9UUEnkk9cSbzCkn1L6Fu7L44OjnT+pjMWi4XOlTvzYOUH1XP3H4mpiXy6/VO2n93OllNbOHTlEAAXR1+kSKEiLNm3BH93fxqUbKA94Qogw4Cty37CiheNuzTn0umLuLi54u2v31tin3KtoAsNDSU0NBSr1crBgwdV0InksKmbp7J432I2RW7CMAwaBjXk84c+p0qRKgWm984wDE7HnubvC3+z8+xOdpzbgbODM193/Zo0WxpFJxelol9F7i15Lw2DGtIwqCHlfMsViM+N3NyhQzBihMGYui2xeVaj1UszzY4kclvqoRPJ5y7GX+TnQz/z48EfmfvQXLxdvXly6ZOciDpBszLNaFKqCbWL1aaYZ7E8W8hYbVaORx0n4mIE+y7tIzggmAcrP8jvR3+n7ZdtAfB29aZOsTo0Ld2Ut1q9BYDNsGkxiaRLik9i8+w3ePHjblxIrctHH8Tw4MNeWBzy5veFFCwq6EQKoM93fs5Ph35i/Yn1XEy4CMDXj3xNz5o92XJqC/su7aOKfxXK+JahmGcx04sewzC4EH+B41HH0z+6V+9OucLlmLh+Im+EvUGyNRkATxdPnrv3Od5s9SZRSVGsP7Ge4IBgyhUuZ/r7EPuWmpzKodDGHGAY7Qf3xl0j7ZKHqKATKcAMw+BY1DH+OvcX9wbdSwmvEkwIm8C4tf/bHNXF0YVhDYYx+f7JXIi/wEdbPsLP3Q8/dz8KuxWmSKEiNCndBLg2j8/R4oiLowsuji7pBZTFYiHVmkqyNZk0WxpxKXHEJsdSyLkQZXzLEJ0UzY8Hf+RK4hXOx53nfPx5YlNi+fbRbwGo82kddp3blZ7J29Wbbx/9lvYV27P+xHp2nttJ1SJVCQ4IpqRXyTzb0yi5b9+2SGL/GIBny08IDimLNdWKo7Oj2bFEskwFnYhcJy4lLkNvWEW/irSv2J5tZ7bRdVFXriReIS4lDgB/d38ujbkEQMWPKnLkasZblP36+K+0q9iOcWvGMWHdhAzHnrjnCb7s8iWHrxym0vRKuDm5UdSjKIEegRTzLMbSx5bi6ODI4ojFODo4Uta3LGV9y6bfRUPkTl29YmPceAfmzYnjt1cewrPpJGo2r2d2LJE7poJORO5IijWFqKQoYpNjqeBXAYBVR1YRnRxNcloyKdYU0mxptK/YnlI+pdhzfg97L+7FycEJD2cPvFy9KOlVknKFy2EzbKRYU3B1dFXvmuS4XSvDKPT3M7SdtIFhL/gzfDi4uJidSuTuqKATEZECIepSHL5FPLl48jz7Fr1KlW7vULRMgNmxRLKFCjoREcnXLlyAVaHTaeI/FZ9ef1O4iFY7SP6jJV8iIpIvpSanMmf6aSpXhmnf3s9Jjxfw9tHYquRPuperiIjkS1s/6ss9SQfp0WMLb71VhSJFqpgdSSTHqKATEZF848zhSBLirFSsXRb/ps9jGAafNNZCG8n/VNCJiEiel5wMH3xg8JBTRy6k1aJi7a+o2qiO2bFEco3m0ImISJ62dekKmt97jnHjLPwa+xX1Bn1sdiSRXKeCTkRE8qyYyzFUvNSbp1t+ye7d8PybtfD21w4KUvBo2xIREclT4qPj2Tx/Kvd0G0FAcU9OHThByUqlsThorpwUXLnWQxcaGkpwcDAhISG51aSIiOQjhgHffgtt7rtIXffJHP7zTwCCqpRRMScFnnroRETE7h3dtZ+IJR/Q5Z2PebCTM1Pej6NsRU+zY4nYDa1yFRERu5eSmEg1/42sXn6KZh3LASrmRP5NPXQiImJ3bDZY88VSHE8vpOmYhTg5W7BZbTg4ai2fyI3oO0NEROxK+FYrjRrBex964OziRHxsIoCKOZFb0JCriIjYjbXTxnL28HGSk7/htdD7aXLf/WZHEskTVNCJiIip0lLSiI9LwcevEC5F61DCoxTbpxg4OmnlqkhmaQ6diIiYJmytgffWppxLDaHDK1PNjiOSZ2lCgoiI5LqzR07xRK9kWrS0sPTvoZRt8aTZkUTyNA25iohIroq+FE2hNTWoYH2defNG8eSTPXFQ94LIXcnSt9DMmTO555578Pb2xtvbm0aNGvHLL7/kVDYREclHtv28jpRkGz5FfNhfeD6jQvvRpw8q5kSyQZa+jYKCgnj33XfZtm0b27Zto1WrVjz00EPs3bs3p/KJiEged+QIDH1iD/WjmrNp8bVOgHu7PoRPER+Tk4nkH3e9KMLPz4/333+ffv36Zep8LYoQESkY4qPj+WXWEh5/9UmKFoV5kzfT8tF7dd9VkRxwxx3dVquVhQsXEh8fT6NGjbIzk4iI5AN7Vq3kwcABvPvqEfbvh1bdG6qYE8khWe6h27NnD40aNSIpKQlPT0++/vprOnbseNPzk5OTSU5OTn8cExNDqVKl1EMnIpIPHd6+l8Mb/6D98GEYNoNzx05TvEKQ2bFE8r0s99BVqVKFXbt2sXnzZgYPHkyfPn2IiIi46fkTJ07Ex8cn/aNUqVJ3FVhEROxPdDSMHAnTX/2DyoRy9VIiFgeLijmRXHLXc+jatGlDhQoV+PTTT294XD10IiL528avvuK35Rf58OeRvP5aGiOGWXEt5Gp2LJEC5a73oTMMI0PB9l+urq64uuobW0QkvzEMsFgg9fJ+WtU7w6APDUoGOaEtTkVyX5a+615++WU6dOhAqVKliI2NZeHChaxdu5Zff/01p/KJiIiduXjBRsT8Z4l3qU3HEc/QfNibWuwgYrIszaE7f/48Tz75JFWqVKF169Zs2bKFX3/9lbZt2+ZUPhERsRNpKVZmzDCoXMWBPfs98PByAVAxJ2IH7noOXVZpHzoRkbwn+mIU5xY05+Wvx+FX6xHeeQcCAsxOJSL/0EQHERG5qUtnovAv7otPgC876cCbH5YluKnZqUTkv9RDJyIi10lOhq9C99DdtzF/Ff6Vpl2amB1JRG5Bt0QWEZEM1q04RM2a8MyL1Vlz8XVqNq1udiQRuQ0NuYqISLpN33xLo9QnqF/1IEuWlKNGjdFmRxKRTFAPnYhIAZcQk8DWnzcCULfzQ+wo9B0LlpWlRg2Tg4lIpqmgExEpoAwDvv8ePhv1DuUjHyb6SiJuHm7c++jD2opEJI9RQSciUgAd3hHB6CdX060bbLzyPPFN/sTHz93sWCJyh7TKVUSkANr0/mM4ppzncp21dOxodhoRuVtaFCEiUgDYrAabFnwBnmVp+khzqj7xMR4+nrgWMjuZiGSHXBtyDQ0NJTg4mJCQkNxqUkREgO3boel9YByeQ+LR3wDwK+6PayFXk5OJSHbRkKuISD4VezWWHZ+NZsSMwVi9ahH6USLNWmqenEh+pEURIiL5zD9/prsVcqOwZQ9vjz3Kzp2omBPJx9RDJyKSj2xbcwjnbU/h1vobqtQtjWEztAWJSAGgHjoRkXzgzKk0nngCWj1QlOgkf0iLB1AxJ1JAaJWriEgeF/7DzxQ5PpQt67czdUZhmj61HAf9uS5SoKigExHJoy6cukJgkB+la9Vh39FHCN/miG+A2alExAyaQyciksccOwabZr1F42Lz8O+9F+/C2n5EpKBTp7yISB6REJPAlDePU60azP7tUc4Gvo2Xj4vZsUTEDqiHTkQkj9jy/kOkxl/hl9T1vPwyeHiYnUhE7IXm0ImI2LEjO/djNVypXLccvs0m4Obhwds1zE4lIvZGQ64iInYoJgZGv2DDtqYTkb9NBKDKvbUoU6OiyclExB6poBMRsSM2q40NX35J43oX+HimA39Yl9Nk+EdmxxIRO6eCTkTEjkRfjCI46TlGdFnK/v0waHQ13DzczI4lInYu1wq60NBQgoODCQkJya0mRUTyhCtnr7D6g5e4dC6ewsX8sLaLYMCkQZQqZXYyEckrtMpVRMQkVivMmgWzpxzll5GNiSy7hPodGpsdS0TyIA25ioiYYN+mHfw67gmGDU2jdtPy8PAJFXMicse0bYmISC4ybAYWBwsYBmX8DrN13QXqNikB6G4PInLnNOQqIpILUlJg9ez5eEYto/GLS3B0svyvuBMRuUsachURyWGrfkvhnnsg9LMAbG5BJCemAKiYE5FsoyFXEZEctG7yIC4ci6No0QW8M70j99zT0exIIpIPqaATEclmiXGJJCXaKBzggXOpNpQraWXtDLCoQ05Ecojm0ImIZBPDgGVLrQSfqMXRxPZ0eHmy2ZFEpIDQHDoRkWxwdNcBHuyYwiNdHfn+wHiqPjjQ7EgiUoBoyFVE5C5dOn2R4rtqU993Ms8sH8KDDz6q4VURyVXqoRMRuQOGzWDjop9ITTEoUjKAvf7LGDunH506aa6ciOQ+FXQiIlm0axcMfDScJmmd2PpTGAD1O7XDzcPN3GAiUmCpoBMRyaQrZy/z9YRPqVcPNh1owBb/3TR5pIXZsUREVNCJiGTW/rW/80DJMXw65RS7dsG97WqaHUlEBMjFbUtCQ0MJDQ3FarVy8OBBbVsiInnC7j82c/qvjXQY+TyGzeDKucv4lyhidiwRkQy0D52IyA2cOwcvvgiFL0ylf5tvKDtgPZ7eLmbHEhG5IQ25ioj8R9js6UwfMpkVK6DGI0OpNnyTijkRsWvah05E5P8ZNgOLgwUj4TwtGybz/Gzw89OPSRGxfxpyFZEC78TxNM4s6slVt7Z0HD4wvbATEckrNOQqIgVWYlwyEyYYVAt2Yseh8vgW9QdQMScieY7GEkSkQLp46gKJyxry14opDB/+EL1feQ8vL7NTiYjcGRV0IlKgnDl6gRLlAylSIoAwozfvz6pG+VpmpxIRuTuaQyciBUJsLMz/cAsDyjZjh/86Gj14r9mRRESyjebQiUi+ZtgMViz4i6pV4cX36rM6aiq1W9xjdiwRkWylgk5E8rUNX8ylrTWEji3PELHPkY4jBuPu6W52LBGRbKWCTkTynavnrvDnsjUA1H+0F3sDf2P2VyUoU8bkYCIiOUSLIkQk37Ba4bPPwBr+Fp1qf0987BE8vNyp076l2dFERHKUeuhEJF/Ys+ZPhndfyaBBsMd4FZcHt+Lh5Wx2LBGRXKFVriKSL2x+/xGSEq24tPmBxo3NTiMikrtybcg1NDSU0NBQrFZrbjUpIvlYaoqVjXM/wjGgLvd1bU61p+bi6euFozrlRKQAyrUh1yFDhhAREUF4eHhuNSki+dTq1VC7tgXHs0tIOr0FAJ8AXxydHU1OJiJiDi2KEJE84+q5K+z7YjDPzXiVwqVr4vXwH9xXR11yIiIq6ETE7tmsBg6OFjx8PXF3uMjUiedo1asmFouKORER0KIIEbFjhgFhy3ZT7NiTOLRaQeXaQWZHEhGxS9q2RETs0qH9SXTsCJ0fL8vZhOq4uqSZHUlExG5pyFVE7M6mhYsodfF5Th/fwxdf+9Lioa+xWMxOJSJiv9RDJyJ2wbAZRB48C0C5Bk04YhnIlnBXHn4YFXMiIrehOXQiYrrdu2HvV2NoUGIZxftHUMhTgwciIlmhHjoRMU3Uhau88cIR6tSBr/7sS1SlGSrmRETugHroRMQ0Oya3ISrawk7fVQwbBi4uZicSEcmbstRDN3HiREJCQvDy8iIwMJCHH36YAwcO5FQ2EcmH/g7bwoEdxwDwajGV6v2+4PnnVcyJiNyNLBV0YWFhDBkyhM2bN7Nq1SrS0tK4//77iY+Pz6l8IpJPnD8P/Z9Oxeuv7pxcNR2ASvVrULRscZOTiYjkfXc15Hrx4kUCAwMJCwujWbNmmXqNhlxFCpbU5FQ2zvuEvm/0JCa5CNPfOcJjT5fVfVdFRLLRXc0+jo6OBsDPz++m5yQnJ5OcnJz+OCYm5m6aFJE8JvpSFDUtb/Baf38eGtELf/8KZkcSEcl37riHzjAMHnroIa5evcr69etvet748eN54403rntePXQi+dfpQ6c5sOQdavV9H//AQkRfjMInwNfsWCIi+dYdb1sydOhQdu/ezTfffHPL88aOHUt0dHT6R2Rk5J02KSJ2LikJ3n4b2rVNpJLHCk7vu7ZoSsWciEjOuqMh12HDhrF8+XLWrVtHUNCtb5bt6uqKq6vrHYUTkbzjr1XrOLt2GhPeX8TwERXxeeIwpXy1p5yISG7I0k9bwzAYNmwYS5cuZe3atZQrVy6ncolIHmFNM3B0suDk6kYR3zj2bI+ick1/dKtoEZHck6U5dM8++yxff/01P/zwA1WqVEl/3sfHB3d390xdQ6tcRfKHuDhY++k0fJN+p9GLy3F00g1XRUTMkqU5dDNnziQ6OpoWLVpQvHjx9I9vv/02p/KJiJ0xbAbffZNA1aowe2ElUr3qYU2zmh1LRKRAy/KQq4gUbJs/6E7iUXdCQr7gww87Uq5cR7MjiYgUeJrkIiK3FX3xKmk2Z/yLekKZHlSv5kXvB81OJSIi/7irO0XcCc2hE8k7bDaY/3kKrRMrszeuJx1emmh2JBERuYE73odORPK3v9dtp0njVJ7u78L3R6dR57FhZkcSEZGbUEEnItc5e/Q0VY435P5KX7J+PYz68CGKlSthdiwREbkJFXQiAkBaShpr5y8kNcWgePmS7C3+B6/P7UPTpmYnExGR21FBJyKsXQv9HvqT+xwfZ9cf4QDUbnsfjs6O5gYTEZFMUUEnUoCdPXKK+WOn0bIlHIq+j4gKhwhp38DsWCIikkUq6EQKsKObw+hQZiIL519kwwao2ai82ZFEROQO5Nq2JaGhoYSGhmK1Wjl48KC2LRExyZZlv3Hl8A46vDAWw2YQFx2HV2Evs2OJiMhd0D50IgXE4cPw3HNQxfiAHs1XUXPYCtzcNUdORCQ/0J0iRAqAtdPf4LffC7Fnz2j6fvAc9R8ZhcXBYnYsERHJJiroRPIpw2Zgsxk4OjmAkUbrVmm89g0UKqReORGR/EZDriL50N7dKST/1oFzbj3pOKy/2XFERCSHaZWrSD4SdSmO556DWnVd2HykMUXLlzU7koiI5AINuYrkE2cOR+K8uj6ntnzGO+88SP/n3sTFxexUIiKSG9RDJ5LHHd1zAoDi5YPYax3J9AV1GDMGFXMiIgWICjqRPOriRXj/hTWU+as8W3/bicXBQotnX6J4+ZJmRxMRkVymgk4kj0lLSWPRzM1Urgzvzm3GmsT51G1Z0+xYIiJiIhV0InnMxnmhdHJvyVM9L7P/gCNtBjyBk4umw4qIFGTatkQkDzh75BRHduylabd2JMQkcGLPPqo1qWd2LBERsRP6s17EjiUnw5Qp4HdkIq1rrCY5aS+FvAupmBMRkQw05Cpip8J/+Jlnu/zKq6/CCd+3KPL4FlzddJcHERG5nnroROyU7eAnPHZvYUa9357q1QubHUdEROxYrhV0oaGhhIaGYrVac6tJkTwlPjaF8LkTcCp1P00faUb1AV/j4e2BRf3oIiJyG7n2q2LIkCFEREQQHh6eW02K5AmGAd99B8E1nHC4vIGUS/sA8PT1xOJgMTmdiIjkBRpyFTHRhRPnOP7tU4z76ENq1wsmqM8flK+gLjkREckaFXQiJkhNseLs4ohPQGEsFgc+mxlNo06gdUoiInIntA+dSC6y2eDnL7dQI/px0lqEUfEe3aZLRETunroDRHLJjq2xNGkCTzxbhSPxrfH00hYkIiKSPTTkKpIL1s/7jPJxr0PqPn742ZfmzT81O5KIiOQjKuhEckhaShonD5ymfM0yVLyvHQf/SGD9pkI4uZidTERE8hsVdCI5YP16OLd8KLVLhJFSeS/FKwRRvMIws2OJiEg+pTl0Itno7NHTPD/wIM2aweK/R5Ba/wtcXPVtJiIiOUs9dCLZ6NLSR2njH0iNuT/Qp081HFTLiYhILlBBJ3KXti3/Fc+SValaryyFWs2lcVBxfALMTiUiIgWJ+g9E7tDRo/BolySKnezPybXzAKhQpxo+Ab6m5hIRkYJHBZ1IFiXEJLB62ls0DbnMlm1u7AzYTNuR48yOJSIiBZgKOpEsirsawz1uH/He6E3s3w+dHgvC4mAxO5aIiBRguXbrr9DQUEJDQ7FarRw8eFC3/pI85dDOw5z+7U1q9f+EwkXcSYhJoJB3IbNjiYiIALqXq8gtRUfDG2/Ar4sOsuz5RzCaLqZKSBWzY4mIiGSgVa4iNxG+bAVR4TOZPesHXn6lMmUG78HVTUOrIiJif1TQifxHSrIVF1dH3Hz88PD1ZN+eeILKeQMq5kRExD5pyFXk/126BJtmTcDf2EKjl37CwVEFnIiI5A1a5SoFnjXVyuyPY6lcGb5cUZ+0wHbk8t85IiIid0VDrlKgGTaDv6a1w+lQKR555HPeeacjgYFmpxIREckaFXRSIJ07dgYnd2+KFPMktexQGjQoQd9mZqcSERG5MxpylQIlJQWmvJ+I42+1Cf9iMgD3Pvow1Zs1MDmZiIjInVNBJwXG1p/WUrd2KqPHuvP9mS9o3Pc5syOJiIhkCw25SoFwMuIo9aJa073RArp824OaNdubHUlERCTbqIdO8q2E2ERWfzqHtFSD0sHlOVB2C6/NfoyaNc1OJiIikr1U0Em+YxiwZAn0f3gTTd2GsHfT3wAEN62PxUF7y4mISP6jgk7ylaO79vPZ8+/RtStEu7XmTMgxajVXl5yIiORvKugkXzmzZytty83ml+XRrFgB5YJLmB1JREQkx+Xarb9CQ0MJDQ3FarVy8OBB3fpLsoVhwPoFi4g7c4COY17DZrWRkpSCm4eb2dFERERyTa710A0ZMoSIiAjCw8Nzq0nJ53buhKZN4ceFJ/BmP2mpBg6ODirmRESkwNG2JZLnGDaDdVOf4+c1JYmOHkPHN1+gaSstdhARkYJLc+gkz7CmWklNsWFxsGA4+dLuQW927oSWKuZERKSAy7U5dP+IiYnBx8dHc+gkS/5cn4DvtqYccx5Gx6F9zY4jIiJiV9RDJ3bt3Mkr9O4NjZsVYt2Rhylds4bZkUREROyO5tCJ3Trx92EKb6lL8rFFzJ7dnqeffh0H/QkiIiJyHf16FLsTsXkfAKWDK7DT+iafLr6X/v1RMSciInIT+hUpduP4cXhnyE9UPVydnWv3YnGw0HzgCHwDC5sdTURExK6poBPTJcYlMm/SWqpVg0+Wt2eDw1JqNws2O5aIiEiekeWCbt26dXTq1IkSJUpgsVhYtmxZDsSSgmTLF9Po4vcQL46KIWKfE816PYTFQVuRiIiIZFaWC7r4+Hhq1arFjBkzciKPFBBHd+0n7OufAAh5fBhXGoQz/m1vPD1NDiYiIpIHZXmVa4cOHejQoUNOZJECIDYWJkyAKtEf0rDKTtJSH8DDx4Ny91Q2O5qIiEiepTl0kisMm8HGBQsY/NDPhIbC1TLvU/GZ9Tg5a2hVRETkbuX4PnTJyckkJyenP46JicnpJsUOWRwsuJz5mp4tKvHOvI6ULu1jdiQREZF8I8cLuokTJ/LGG2/kdDNih65cTGTP/BdwrNCTpl2acs+QJbgWcjU7loiISL6T40OuY8eOJTo6Ov0jMjIyp5sUk1nTDD79FKoEu2KLPogt7tr/uYo5ERGRnJHjPXSurq64uuoXeUFx6sAJrvzYgykffs6DD1al2rMrKVZc8+RERERyUpYLuri4OA4fPpz++NixY+zatQs/Pz9Kly6dreEk70iMT8Hdw4UiQUWJNEry7dfJ1GoBoGJOREQkp1kMwzCy8oK1a9fSsmXL657v06cP8+bNu+3rY2Ji8PHxITo6Gm9v76w0LXYoNRWWffoHTRx6k9gsnAo1ipsdSUREpMDJcg9dixYtyGINKPlU2MpLDH6uCOcj6/Dt6z2pF+BmdiQREZECKcfn0En+tPbTKVROe5+gogf55pvC1Kr1vtmRRERECiwVdJJpSfFJnNx/isr1KlKpZVeOhQfy22oPLNqeWkRExFQq6OS2DAOWLwc29aNS4F6stXZSsnJpSlZ+3OxoIiIigm79Jbdx9K+DDHhsPw8/DD8eew23Nt/i6KSVqyIiIvZEPXRyU4bNIPWP7nQuF0ynZV/TuXNVLKrlRERE7I4KOsnAsBn8ufBr/KveR5W6pXFt8x1tywXh7ml2MhEREbkZDblKur/+gvZt4il7dTQnNiwGoGzNSrh7upucTERERG5FBZ0QfTGK398fTaumVzl51pNDlf7i/uEjzY4lIiIimaSCTkiKT6S6xzfMfGcnf/0Fze8PMDuSiIiIZEGWb/11p0JDQwkNDcVqtXLw4EHd+stku8N2E73pTWoO/BJffzdSklJwcXMxO5aIiIjcgVzroRsyZAgRERGEh4fnVpNyA+fPGfTtC917uuDrHMmVM+cBVMyJiIjkYVrlWoBs+mYhSXvn8uOPv/L221UJ7ven9pQTERHJB1TQFQAJsckU8nLFMyCItMIVORCRhH9gIUDFnIiISH6Qa3Po/hETE4OPj4/m0OWCkydh97yRFHY8RKOxP+GgJTAiIiL5kn7F50NJ8Um8/3Y0VavCwrVtoUwPLORq3S4iIiK5SD10+YxhM4iYei+b99figO9sXnsNvLzMTiUiIiI5SXPo8oljuw/hFViCIsU8iC/3Oi1bVaRfbbNTiYiISG7QkGseFxcH41+JwW9rfcIXTAegQZcHKV+7qsnJREREJLeooMujDJvBum+WUz04jfc+9GbZlWW0GDTC7FgiIiJiAhV0edSRXftoan2YQZ1+Yd8+6DOmJe6e7mbHEhEREROooMtDoi5cZdWMj7CmGVSsG8zR4L95ObQTZcuanUxERETMpIIuD7DZYM4cGNR1Cw0LvcLBHYcBqFg32ORkIiIiYg9U0Nm5iPXhzBr+JgMGgGu59sS3OUG1BpXMjiUiIiJ2RNuW2LnLR/+mRYUlbFo3ikb3eQB+ZkcSERERO5NrGwuHhoYSGhqK1Wrl4MGD2lj4JlJTYd3cT0mOOkvHF8djs9owbAaOzo5mRxMRERE7lWtDrkOGDCEiIoLw8PDcajLPWfOHQZ06sGpFFO6OV7BZDRwcHVTMiYiIyC1pyNUOGDaDTR88wc9htfHxGU338S9St67ZqURERCSv0KIIEyXFJ5OaYmBxsJDqVoXOPUqxYQMq5kRERCRLcm0O3T9iYmLw8fEp8HPofv0xmmrH67HXcRwdn33S7DgiIiKSh6mHLpcd3XuWBx6ADp19WHVsAFUa1Tc7koiIiORxmkOXiw6G76FMRH18kn5m8eLWdOnyIhaL2alEREQkr1MPXQ4zbAY7/9gOQKV6NdhqC2XO0kY88ggq5kRERCRbqKDLQXv2wJsDFnHPmQZEbD2CxcHCfX37U8i7kNnRREREJB/RkGsOiL4YxdfTNzPsnfZUqfQIHbr8TkiDCmbHEhG5YykpKaSlpZkdQ8TuODk54eLiYnYMFXQ5YefCqTxa4mOSJp5gyAh3XFxamh1JROSOpaSksHfvXmw2m9lRROyOg4MD1atXN72o07Yl2WTvuq1cOHGWlk8+RFxUHLFXoilevqTZsURE7lpCQgL79u2jbNmyuLu7mx1HxG4kJiZy/PhxSpQogaurK66urnh4eJiSRT10d+nCBXj5ZWjiOJMa5SOxWTvj6euJp6+n2dFERLKVu7s7hQppDrDIf/3000/Ex8fj7e3NY489ZkpRp0URd8hmtRE2ezpDuvzMkiWQVusj6o76DQdHLV0VEREpSDw8PHBxcSEmJobk5GRTMqigu0MWi4VCUb/S+4FwDh6EAc964ejsaHYsERERyWX/DLeaKdeGXENDQwkNDcVqteZWk9nu9PEYji8ahFF5OE0fbkSdET/g5KJRaxERETFXrvXQDRkyhIiICMLDw3OryWyTnGQwcSJUreFBQnQsjtYrACrmRERExC6oIrmNo38dIO2PrnwRuoSBgyrTYMxP+PiYnUpERETkf1TQ3UTM1QS8CxeieIXSbF9Zl+XLLVSqa3YqERERketpUcR/xMfDl+/+SNK35Ti27zzunu40Hf0FlepWMjuaiIiIyA2poPt/hs3gp0WnqFYNxrzfhD3JQyla0svsWCIiYrIWLVrw3HPPmR3jpnIz3759+3KlHck6FXT/Lyz0DepcuJd76yeyMdyP1iNeo5C3NtAUEREBmDp1qulbc1y8eJHJkyff8pwzZ87kUhr7UqALuuhLUez9cz8AFds+xZnSc/huiTvly5scTEREclVKSorZEUzTokULlixZcstzVq5cSUBAAOVN/gUZEBBAs2bNCA0Nvek5a9euZeDAgaxZsybT1w0PD+e5555j/vz5DBw4kGPHjmVH3FxVIAs6mw0+/xw2ffAUqev7YhgQVLUsIZ07mB1NRCRfK1u2LFOnTs3wXO3atRk/fjxwrbgYOnQoQ4cOxdfXF39/f1599VX+fdvxzJxjGAaTJk2ifPnyuLu7U6tWLb7//vvrrjFq1CiKFClC27Ztb5k7LS3tpu0lJyczfPhwAgMDcXNzo2nTptdt0XW79/1PpuHDhzNmzBj8/PwoVqxYhuMA8fHx9O7dG09PT4oXL84HH3xwy9y3s2zZMhwdHXnppZdITU296XkfffQRPXr0uKu2skuDBg3YunUrly5duuHxXr168fHHHxMZGUn//v355Zdfbnm95ORkunXrxtixY+nTpw99+/alb9++ORE9RxW4gi5iwzZ6PrCfp5+G3y9Pouij32PR3bpERLLsbOxZktKSADh29Rg7zu7I8HE29uwdXXf+/Pk4OTmxZcsWPvroI6ZMmcKcOXOydM6rr77K559/zsyZM9m7dy8jR47kiSeeICws7LprbNy4kU8//fSOM40ZM4bFixczf/58duzYQcWKFWnXrh1Xrly5o/fu4eHBli1bmDRpEhMmTGDVqlXpx0ePHs2aNWtYunQpK1euZO3atWzfvj39+Lx587Bk8pdaWloa27dvZ9GiRVy4cOGmn4Pdu3cTFBSEo6P93A2pc+fOzJs376bHnZyc6N27N7NmzSImJoann36apUuXZij6/7Fu3Tq8vb0pWrQocK1g3Lx5M+fPn8+p+DnDyGXR0dEGYERHR+d204Y1zWocnlbV+G70QCMsLNebFxHJk+Lj441t27YZ8fHxGZ4ft2accejyIcMwDOPxxY8bjCfDx7g14667VpkyZYwpU6ZkeK5WrVrGuHHXzm3evLlRrVo1w2azpR9/8cUXjWrVqqU/vt05cXFxhpubm7Fp06YM7fTr18/o2bNn+jVq166dqfd/q/bi4uIMZ2dnY8GCBenHUlJSjBIlShiTJk3K9Pv+p52mTZtmOCckJMR48cUXDcMwjNjYWMPFxcVYuHBh+vHLly8b7u7uxogRIwzDMIwlS5YYVapUydT7mjNnjnHo0LX/v3fffdcICAi44e/mDz/80JgzZ07647S0NGPGjBnGE088YWzdutUwDMPo1auXMX/+/Ey1eytpaWnG9OnTjT59+qRfOzIy0mjevHmG8y5evGi0bNky09e12WzGsmXLjMcff9z4/fffMxybNWvWddcvUqSIsXr16tte95/vje+//96YM2eOMWXKFOPy5cuZzpWd8n0PXVpKGmGzQzmwMxIHRwdc7/+Fh98KpVkzs5OJiORtg+oNIsg7CIA3W77J9oHbM3wMqjfojq7bsGHDDL1MjRo14tChQxluHXmrcyIiIkhKSqJt27Z4enqmf3zxxRccOXIk/TX169e/60yHDx8mNTWVJk2apB9zdnamQYMGd7Qi9J577snwuHjx4ly4cAGAI0eOkJKSQqNGjdKP+/n5UaVKlfTHXbp0Yf/+/bdtJy4ujosXL1KxYkUARowYQaFChXjvvfeuO/fUqVMEBgamP/7hhx947LHHSEhI4Pjx4wB06tSJmJiYzL/Rm1i+fDk9evQgMTExfR7bqlWrCAoKynBekSJFMvxf3s6lS5fYsWMH/v7+lCtX7rpjbm5uGZ5zc3MjKirqzt6ESfL1xsLr1sFLzyfw/VNvE7HVjSp1+hFUtazZsURE8oXiXsXT/12ucDnKUe4WZ1/j4OBw3bDXreZu3QmbzQbAihUrKFmyZIZj/16l6eHhkW1t/neY0zCMDM9l9n07Oztfd91/3s9/X383Zs+ezYABA9Ifu7m58fbbbzNw4ECeffbZDJ+3uLg43N3d0x+3atUKm83G+vXr+eqrrwCoUKHCDRdMTJs27ZYLDJo3b06XLl3SH7du3RqAP/74g7lz5wLXFjncaI5jZoaWz5w5w/Tp00lNTWXYsGGUKVPmunN8fHyu+9zGxcVRpEiR217fnuTLgu7CiXPs/no8j771LlVr+nKu/n7a3OttdiwRkQIvICCAs2f/N7cuJibmul/4mzdvvu5xpUqVMszhutU5wcHBuLq6cvLkSZo3b54tuW/WXsWKFXFxcWHDhg306tULuFaobdu2LcPecJl537dTsWJFnJ2d2bx5M6VLlwbg6tWrHDx4MEvv89y5c7i5ueHv75/h+V69ejFlyhRef/11Pvvss/TnixQpwtWrV9Mf+/r68uWXX9KiRYv0Qm/Pnj089dRT17U1YsSIrLxFvL29WbhwIc2aNUsvuMPCwnjnnXeIiorC19c3/Vwnp5uXMMePHyc0NBQXFxeGDx9O8eLFb3pu1apVmT17dvrj5ORkYmNjb1j82bN8WdBZrVYqef7Ogo/30+HJhjg4qJgTEbEHrVq1Yt68eXTq1InChQvz2muvXTfZPjIyklGjRjFo0CB27NjB9OnTr1vNeatzvLy8eOGFFxg5ciQ2m42mTZsSExPDpk2b8PT0pE+fPlnOfbP2PDw8GDx4MKNHj8bPz4/SpUszadIkEhIS6NevX5be9+14enrSr18/Ro8ejb+/P0WLFuWVV17BweF/s6eWLl3K2LFjbznsOnPmTAYOHHjDVaIvvfQSPXr0YOTIkdSoUQOAatWqcfLkyQznnT9/PkNR6enpmSHH3YiMjEwfCv77779xdnYmMDCQ+fPn079/f+Ba0ezldePN/ydPnkxCQgIvvfTSdUXrjTRr1owLFy5w6tQpgoKCCAsLIyQkRAXdzYSGhhIaGpphDkR2+vPHP+Hvt6j+zBKKly+J9ZkDlHG2nxU5IiICY8eO5ejRozz44IP4+Pjw5ptvXtdT1bt3bxITE2nQoAGOjo4MGzaMgQMHZumcN998k8DAQCZOnMjRo0fx9fWlbt26vPzyy3eU+1btvfvuu9hsNp588kliY2OpX78+v/32G4ULF87S+86M999/n7i4ODp37oyXlxfPP/880dHR6cejo6M5cODATV9/8OBB3n77bSZMmHDLdl5++WWWL18OQPv27RkwYADPP/98+vEePXowatQovvzyS9LS0u6oSL6Zrl278uKLL7Jo0SIA6tWrx4wZMzL0AIaHh9OqVasbvv6FF17IUntOTk7Mnz+ft99+m4YNGxIWFsaCBQvuOL9ZLEZ2DspnQkxMDD4+PkRHR+Ptffc9Z0eP2Bg5yoFD2yOYP3wkJbrOo2SFm3etiohI1iQkJLBv3z6qVatGoUI5ewedFi1aULt27ev2bMvqOZK9Bg4cyIQJEyhWrJjZUYBr29J07tyZBg0amJrjn++N48ePExUVRWxsLL1798bPzy/Xs+TpIdd1c2dhHPuGXbtWM3lKMPUf/U17yomIiGSz119/nRkzZvDWW2+ZHYWYmBguXrx402JuypQpt1wB27JlS7p27ZpT8UyT5wo6w2YQfSUB3yIe+JSqytXYJkT8nYaHl4vZ0URERPKloKAgunTpws8//0zHjh1Ny2EYBlOmTLllYTly5MhcTGQ/8lRBFxEBkYv6Usj5Kk1f/oFabZtBW20oJyKSX6xduzZbzpHsV69ePbMjcPnyZQYPHkxAQIDZUXLMX3/9xeTJkzl27BgvvfQSTZo04Y033iA5OZlz584xbtw4ateufd3r8sTGwtGXYnhl9FVq1YJFWx7DrcYgDa2KiIgUMEWKFMmwyXF+NG3aND7//HPat2/P008/zYABAxg9ejTdu3dnxYoVGbaU+Te7L+hsVhuXvr6X0lGv8uab8PGyDoQ8ZF53r4iIiEhOOHLkCCVKlMDJyYkzZ85w5coVXn75ZUqWLMnly5fx9PSkU6dON3yt3Q65RmzcQdFKVfEPLMTVslPo/EANilcwO5WIiIhIzjh//nz6go0NGzbQtGlT6tatC8Cjjz7Ko48+etPX2l0P3aVLMGrIZcoebEr4N9d2bq7fuT3FKwTd5pUiIiLZr0WLFhnu+mBvcjPfndyfVjKvcePG1KlTh0uXLvH333/TokWLTL/Wbgo6a6qVVbMXULWKlbkL/FmRtJo2g4eYHUtERESAqVOnZrgX7s1cvHiRyZMn3/KcM2fOZFesfGnNmjUYhpE3C7pD23bTyr03Lz0dxsGD0G1wI5xc7HZEWERE8pGUlBSzI5imRYsWLFmy5JbnrFy5koCAAMqXL3/b6wUEBNCsWTNCQ0Nves7atWsZOHAga9asyXTO8PBwnnvuOebPn8/AgQPv6E4becWaNWtwdXWlYcOGmX6NqQXduWNn+G3Ke1jTDKo2qsPZ+kd44f1W5PMFLCIiBVbZsmWvu8ND7dq1GT9+PHCtuBg6dChDhw7F19cXf39/Xn31Vf59U6PMnGMYBpMmTaJ8+fK4u7tTq1Ytvv/+++uuMWrUKIoUKULbtm1vmTstLe2m7SUnJzN8+HACAwNxc3OjadOmhIeHZ+l9/5Np+PDhjBkzBj8/P4oVK5bhOEB8fDy9e/fG09OT4sWLX3eP26xatmwZjo6OvPTSS6Smpt70vI8++ogePXpk+roNGjRg69atN7xfLECvXr34+OOPiYyMpH///vzyyy+3vF5ycjLdunVj7Nix9OnTh759+9K3b99M58lr1qxZQ8OGDXFzc8v0a0wr6KZOhWGP76BuoQ84vu8UAEFVy5oVR0RE7MT8+fNxcnJiy5YtfPTRR0yZMoU5c+Zk6ZxXX32Vzz//nJkzZ7J3715GjhzJE088QVhY2HXX2LhxI59++ukdZxozZgyLFy9m/vz57Nixg4oVK9KuXTuuXLlyR+/dw8ODLVu2MGnSJCZMmMCqVavSj48ePZo1a9awdOlSVq5cydq1a9m+fXv68Xnz5mHJ5L5eaWlpbN++nUWLFnHhwoWbfg52795NUFAQjo5Zuz96586dmTdv3k2POzk50bt3b2bNmkVMTAxPP/00S5cu5UZ3JF23bh3e3t4ULVoUuFYwbt68mfPnz2cpU15w7tw59u/fn6XhVsiGVa6GYRAbG3vT48nJySQnJ6c/3vbLagDGj49h0KBmJN6/iwB/T2JiYu42ioiI5ICkpKQbPn/2LBQuDG5ucOwYXL2a8Xjx4tc+sqpUqVJMmTIFi8VClSpV2LNnD1OmTGHAgAGZOic+Pp4PP/yQP/74g0aNGgFQvnx5NmzYwKeffkrz5s0BqFixIpMmTbqrTL169WLmzJnMmzePDh06ADB79mxWrVrFZ599xujRo7P03u+55x7GjRsHQKVKlZgxYwarV6+mbdu2xMXF8dlnn/HFF1+k9yjOnz+foKD/LRr08fGhSpUqmWpr/vz59OnTB39/f8aOHcuECRPo3bv3dfdZX716NSEhIemPrVYrM2fOZNu2bQwZMoSQkBBOnTrFE088kWHT5+bNmxMaGsoLL7xwyxwODg489thjdO/eneXLl/Pkk0/St29fWrdunX7O8ePHM9wf1dHRES8vL/bu3Zte5JkpNTWVlJQUUlJSiI2Nxcnpf+WVl5dXpotsuLbStWjRonTv3j1LGe66oIuNjcXHxyfLrzOMUnzyCXzyyd0mEBGRnFSlShUWLFhw3fOffgpPPAEVK8Jrr8F/Txk3Dv4zYpgpDRs2zPALsFGjRnzwwQdYrdb0XqJbnRMREUFSUtJ1w6gpKSnUqVMn/XH9+vXvOtPhw4dJTU2lSZMm6cecnZ1p0KDBHa0IveeeezI8Ll68OBcuXACu7VGWkpKSXqQC+Pn5ZSjgunTpQpcuXW7bTlxcHBcvXqRixYoAjBgxgpkzZ/Lee+/x9ttvZzj31KlTGXqLli9fTo8ePVi/fj3Hjh0jJCSEVatWZSgs4domwLe6p+p/Xbp0iR07duDv70+5cuWuO/bf4Uc3NzeioqIyff2c9PnnnxMZGYmrqyuvv/56ho6s6Ojo64rkW6lVqxbnzp3Lcoa7Lui8vLyIjo6+6fH/9tCdPnWaho0aEhERQcmSJe+2+UwJCQm5bj6D2ssb7cXExFCqVCkiIyOz9A1xN/Lz5zO/t6evl5xpb926dURGRl53bNCgaz10AG++CaNGZTx+o945BweH64bUbjV3607YbDYAVqxYcd3vmX+v0vTw8Mi2Nv/bA2MYRobnMvu+nZ2dr7vuP+/nRkORd2r27NkZejzd3Nx4++23GThwIM8++2yGz1tcXBzu7u7pj//pOfvjjz+YO3cucG2Rw43mIWamZ+rMmTNMnz6d1NRUhg0bRpkyZa47x8fH57r3HxcXR5EiRW57/dzQt29frl69SmxsLI899hiF//nG4FqdlBvuuqCzWCx39IPTy8sr137gOjo65lpbai9neHt76+tF7WWavl6ytz1PT88bHvt3wVau3LWP2wkICODs2bPpj2NiYq5brbh58+brHleqVCnDHK5bnRMcHIyrqysnT55MH169Wzdrr2LFiri4uLBhwwZ69eoFXCvUtm3blmFvuMy879upWLEizs7ObN68mdKlSwNw9epVDh48mKX3ee7cOdzc3PD398/wfK9evZgyZQqvv/56httLFSlShKv/Gk/39vZm4cKFNGvWLL0oDgsL45133iEqKgpfX9/0c/899Phfx48fJzQ0FBcXF4YPH07xW4zPV61aldmzZ6c/Tk5OJjY29obFnxmcnZ1xcXHBxcUlV+ubfysQ+4IMGZK7+9mpvbwtv38+83t7uS2/fz6zu71WrVoxb948OnXqROHChXnttdeum2wfGRnJqFGjGDRoEDt27GD69OnXrea81TleXl688MILjBw5EpvNRtOmTYmJiWHTpk14enrSp0+fLOe+WXseHh4MHjyY0aNH4+fnR+nSpZk0aRIJCQn069cvS+/7djw9PenXrx+jR4/G39+fokWL8sorr+Dg8L/1jUuXLmXs2LHs37//pteZOXMmAwcOvOEK1JdeeokePXowcuRIatSoAUC1atU4efLkdZ+Pf4Zr//77b5ydnQkMDGT+/Pn0798fuFbY3qx3avLkySQkJPDSSy9dV1jeSLNmzbhw4QKnTp0iKCiIsLAwQkJC7KagswtGLouMjDQAIzIyMrebljwoOjraAIzo6Gizo0geoK+XnBEfH29s27bNiI+Pv+trRUdHG927dze8vb2NUqVKGfPmzTNq1apljBs3zjAMw2jevLnx7LPPGs8884zh7e1tFC5c2HjppZcMm82Wfo3MnGOz2Yxp06YZVapUMZydnY2AgACjXbt2RlhYWPo1RowYkanMt2svMTHRGDZsmFGkSBHD1dXVaNKkibF169Ysve+bZXrooYeMPn36pD+OjY01nnjiCaNQoUJG0aJFjUmTJmV43eeff27c6lf7gQMHDEdHRwO45UenTp3SX3Px4kXj4YcfznCdI0eOGI8++qjx7bffGt9++63x2GOPGR9++KFx5cqV9HM2btxojBo1KjOf4kxZtWqV8cwzzxjz5s0z+vbtaxw5ciTbrn2n/vne+P777405c+YYU6ZMMS5fvmxKFothZOOgfCZcvHiRwMBALly4QEBAQG42LXlQcnIyEydOZOzYsZnaoVwKNn295IyEhAT27dtHtWrVKFSoUI621aJFC2rXrn3dnm1ZPUey18CBA5kwYQLFihXL9GteffVVOnfuTIMGDXIwmbn++d44fvw4UVFRxMbG0rt37wwrcnNLrg+5/vNDVj9sJTNcXV2v21hT5Gb09SKSM15//XVmzJjBW2+9lanzY2JiuHjx4k2LuSlTptxyBWzLli3Tb1IvmVMg5tCJiIjInQsKCqJLly78/PPPdOzY8ZbnGobBlClTbln8jRw5MrsjFngq6ERExG78e2PauzlHsl+9evUydd7ly5cZPHiwplXlMhV0IiIikm3sZW+4gsa0e7mKiIiISPZQQSd2Z/z48VgslgwfWVlZJfnfunXr6NSpEyVKlMBisbBs2bIMxw3DYPz48ZQoUQJ3d3datGjB3r17zQkrIvneTz/9xOXLl03NoIJO7FL16tU5e/Zs+seePXvMjiR2JD4+nlq1ajFjxowbHp80aRIffvghM2bMIDw8nGLFitG2bVtiY2NzOalI/rF9+3Y2bdrEX3/9ZXYUu+Pu7s7333+f7bexywrNoRO75OTkpF45uakOHTrQoUOHGx4zDIOpU6fyyiuv8MgjjwAwf/58ihYtytdff82gQYNyM6pIvrB06VLat2+Po6MjAwcOZN68eWZHsistW7Zk8+bNHD161LQM6qETu3To0CFKlChBuXLl6NGjh6nfJJK3HDt2jHPnznH//fenP+fq6krz5s3ZtGmTickErm0K/O97nNore8+Zm/n27NlD3bp1WblyJU8++SQDBw7M9Gv37duXg8nsh4ODA0FBQVy4cMG8DLnVUGhoKMHBwYSEhORWk5JH3XvvvXzxxRf89ttvzJ49m3PnztG4cWPT5ydI3nDu3DkAihYtmuH5okWLph8Tkf9JSEggPj7+psfPnDlDUFAQaWlpnD9/HienzA3uTZ06NdM3Ebh48SKTJ0/O1Ln2yt3dnaSkJNPaz7WCbsiQIURERBAeHp5bTUoe1aFDB7p27UrNmjVp06YNK1asAK4Nm4lklsViyfDYMIzrnhNJSUkxO4KpVqxYQd26dXn//fdveo5hGDg6OtK1a1c6d+5MVFTUba+7cuVKAgICKF++fKZyBAQE0KxZM0JDQzMbPVPCw8N57rnnmD9/PgMHDuTYsWPZen17oiFXsXseHh7UrFmTQ4cOmR1F8oB/5l7+tzfuwoUL1/XaibmSk5MZPnw4gYGBuLm50bRp0wx/9P/444/4+vpis9kA2LVrFxaLhdGjR6efM2jQIHr27AlcKzwmTZpE+fLlcXd3p1atWnz//fcZ2mzRogVDhw5l1KhRFClShLZt2940X1paGkOHDsXX1xd/f39effVV/n3789vlL1u27HX3m61du3aG29O1aNGC4cOHM2bMGPz8/ChWrNh1t6+Lj4+nd+/eeHp6Urx4cT744INbf2Kz4IEHHuCxxx676fELFy6wf/9+ABITE9m/fz8tW7bk1KlT/Prrr+kfu3btyvC6jz76iB49emQpS4MGDdi6dSuXLl3K8vu4keTkZLp168bYsWPp06cPffv2pW/fvtly7RtJTEzEzc0tx65/OyroxO4lJyezb98+ihcvbnYUyQPKlStHsWLFWLVqVfpzKSkphIWF0bhxYxOTyX+NGTOGxYsXM3/+fHbs2EHFihVp164dV65cAaBZs2bExsayc+dOAMLCwihSpAhhYWHp11i7di3NmzcHrt0M/vPPP2fmzJns3buXkSNH8sQTT2Q4H6719js5ObFx40Y+/fTTm+b757wtW7bw0UcfMWXKFObMmZPp/Jk1f/58PDw82LJlC5MmTWLChAkZvn5Hjx7NmjVrWLp0KStXrmTt2rVs3749wzXmzZt3xz3Qt3rd9u3badeuHRs3bmT16tVMmzYNZ2dngoKCaN++ffpH7dq101+ze/dugoKCcHR0zHKWzp0733TBxbRp05gwYUKmp06sW7cOb2/v9D/kGjRowObNmzl//nyWc92OzWbj1KlTBAYGZvu1M83IZdHR0QZgREdH53bTkkc8//zzxtq1a42jR48amzdvNh588EHDy8vLOH78uNnRxE7ExsYaO3fuNHbu3GkAxocffmjs3LnTOHHihGEYhvHuu+8aPj4+xpIlS4w9e/YYPXv2NIoXL27ExMSYnDxvio+PN7Zt22bEx8dnPJBwxjDSEq/9O+6kYUTt/d+xq7uvHf+P5s2bGyNGjDDi4uIMZ2dnY8GCBenHUlJSjBIlShiTJk1Kf65u3brG5MmTDcMwjIcffth4++23DRcXFyMmJsY4e/asARj79u0z4uLiDDc3N2PTpk0Z2uvXr5/Rs2fPDO3Xrl37tu+5efPmRrVq1QybzZb+3IsvvmhUq1bt2tvNRP4yZcoYU6ZMyXDdWrVqGePGjcvQTtOmTTOcExISYrz44ouGYVz7WndxcTEWLlyYfvzy5cuGu7u7MWLEiPTnlixZYlSpUuWW72njxo3GsGHDjFmzZhkvvviisX79esMwDGPcuHHGCy+8YMybN8+YN2+e8fDDDxtxcXGGYRjGL7/8cstr3siHH35ozJkzJ8NzaWlpxvTp040+ffoYW7duNQzDMCIjI43mzZtnOO/ixYtGy5Ytb3rtc+fOGePHjzdGjx5t7N+//5Y5Zs2add31ixQpYqxevTrzb+Y2/vneGDx4sBESEmJMmjTJuHz5crZdPyvUQyd259SpU/Ts2ZMqVarwyCOP4OLiwubNmylTpozZ0cRObNu2jTp16lCnTh0ARo0aRZ06dXj99deBaz0nzz33HM8++yz169fn9OnTrFy5Ei8vLzNj5z+HPoWEU9f+ve992PivIbY1Ha4dv4kjR46QmppKkyZN0p9zdnamQYMGGVZGtmjRgrVr12IYBuvXr+ehhx6iRo0abNiwgTVr1lC0aFGqVq1KREQESUlJtG3bFk9Pz/SPL774giNHjmRou379+pl6ew0bNszQe9WoUSMOHTqE1WrNdP7MuOeeezI8Ll68ePpqySNHjpCSkkKjRo3Sj/v5+VGlSpUMr+nSpUv60OiNnD17lq5du/Lyyy8zYMAA3NzcMvTybdmyhT59+tCnTx+sViu//fYbcG07jqy6UU/V8uXL6dGjB4mJienz2FatWkVQUFCG84oUKXLd/9e/FS1alHHjxvHaa6/x888/M2zYMP78888bnnvp0qXrhkDd3NwyNQcwqxISEujatSvOzs7Zfu3M0j50YncWLlxodgSxcy1atMgwl+m/LBYL48ePv24ukmSzSoPApfC1f1cbDZWe+d+xlr+A683v6fnP/9/tFq+0aNGCzz77jL/++gsHBweCg4Np3rw5YWFhXL16NX249Z95ditWrKBkyZIZrvnflZYeHh5Ze593mN/BweG6r9MbbTz73yLAYrGkv59bfZ1nxeLFiyldunT6HNP/fm/Uq1cv/d9+fn7ExMQA13/uMiMuLg53d/cMz7Vu3RqAP/74g7lz5wLXhstvNIcxM0PHXl5ejBw5kpSUFBYsWMDcuXPp06cPTZs2TT/Hx8fnus9fXFxcjtxrtlOnTkRFRZm6ebl66ERE5M64FwfH/+8B8SgFPsH/O+Zb89rxm6hYsSIuLi5s2LAh/bnU1FS2bdtGtWrV0p/7Zx7d1KlTad68ORaLhebNm7N27doM8+eCg4NxdXXl5MmTVKxYMcNHqVKl7ujtbd68+brHlSpVwtHRMVP5AwICOHv2bPrxmJiYLK+yrFixIs7OzhmyXL16lYMHD2bpOjab7ZbF4Z3Md7uZIkWKcPXq1QzPeXt78/PPP9OsWbP0gjosLIw2bdpc12OW2W1R4Nrn9PTp03h6el7XK1i1atUM+8IlJycTGxubb0d71EMnIiK5zsPDg8GDBzN69Gj8/PwoXbo0kyZNIiEhgX79+qWf5+PjQ+3atfnqq6+YNm0acK3I69atG6mpqbRo0QK41mPzwgsvMHLkSGw2G02bNiUmJoZNmzbh6elJnz59spwxMjKSUaNGMWjQIHbs2MH06dPTV5hmJn+rVq2YN28enTp1onDhwrz22mtZLpw8PT3p168fo0ePxt/fn6JFi/LKK6/g4JCxP2bp0qWMHTv2psOuXbp04c033+TkyZOULl0auDYacruVqBcuXGDlypU4ODiwfft23nvvvdsWXNWqVePkyZPXPR8ZGUnFihUB+Pvvv3F2diYwMJD58+fTv39/4FpRnJmpEceOHWPWrFk4ODjwzDPP3LBob9asGRcuXODUqVMEBQURFhZGSEiICjoREZHs9O6772Kz2XjyySeJjY2lfv36/PbbbxQuXDjDeS1btmTHjh3pxVvhwoUJDg7mzJkzGXrz3nzzTQIDA5k4cSJHjx7F19eXunXr8vLLL99Rvt69e5OYmEiDBg1wdHRk2LBhGe6ScLv8Y8eO5ejRozz44IP4+Pjw5ptv3tE+aO+//z5xcXF07twZLy8vnn/+eaKjozOcEx0dzYEDB256jVKlSrF48WJeffVVmjZtis1mo2PHjvz666/89NNPpKam8tNPPxEbG8vGjRs5deoUVatW5fjx40RFRTF06FA2b97M77//Tvv27W+Zt3379gwYMIDnn38+w/Ndu3blxRdfZNGiRcC1Yd4ZM2bw1FNPpZ8THh5Oq1atbnrtnTt3Mn/+fIoVK8aYMWOu+1r5NycnJ+bPn8/bb79Nw4YNCQsLY8GCBbfMnpdZjOwaoM+kmJgYfHx8iI6OxtvbOzebFhGRO5CQkMC+ffuoVq0ahQoVMjuOmKR79+5MmjSJsmXL3vbcgQMHMmHChCzfk/vVV1+lc+fONGjQ4Lpj06ZNw83NjT59+pi639u//fO98U/hGxsbS+/evfHz88v1LJpDJyIiIre0YsUKunXrlqliDuD1119nxowZWWojJiaGixcv3rCYAxgxYgSDBg2ym2LO3qigExERkZsKDw+naNGidOvWjYiIiEy9JigoiC5duvDzzz9n6nzDMJgyZQpvvfXW3UQt0DSHTkRERG7ozz//ZNCgQQQGBpKSksLMmTMz/dp/b4VyO5cvX2bw4MEEBATcSUxBBZ2IiIjcRKNGjdi9e3eOt5MTe8MVNLk25BoaGkpwcDAhISG51aSIiIhIgZBrBd2QIUOIiIggPDw8t5oUERERKRC0KEJEREQkj1NBJyIiIpLHqaATERERyeNU0ImIiIjkcSroRERERPI4FXQiIiIieZw2FhYRkUxJTEw0O4KIXbGn7wkVdCIicktOTk44ODhw/Phxs6OI2B3DMLBarWbHUEEnIiK35uLiQvXq1UlLSyM6OpqffvoJDw8PXF1dzY4mYjqr1UpaWprZMVTQiYjI7bm4uODi4kJSUhLx8fGkpqaqoBP5l+TkZFPbV0EnIiKZ5urqire3NzExMaSkpJgdR8SueHt7m/aHjsUwDCM3G4yJicHHx4fo6Gi8vb1zs2kREckG8fHxpvdGiNgjV1dXPDw8TGlbPXQiIpIlHh4epv3SEpEby7V96EJDQwkODiYkJCS3mhQREREpEDTkKiIiIpLH5XpBZxgGsbGxeHl5YbFYcrNpERERkXwp1ws6EREREcleuperiIiISB6ngk5EREQkj1NBJyIiIpLHqaATERERyeNU0ImIiIjkcSroRERERPI4FXQiIiIiedz/AbsLExcV1jYAAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -918,7 +918,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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fYdYsqFPHXCC4qmPWOVmWnJbMZxs+4/cdM1hY8AzlQptyqN8hPN0du2RSC52FHntM6+6IiIhzSE6G6dOhUiXo3Bni480JD5A7ijnDMFi2bhgbvsnPkEUDKFX4XmJabYMiDzp8MQeaFCEiIiK3YRjm2O/16+GJJ+Cdd6BmTatTZaPUBDot6MmmvbOYUboQ+e/7D5VKNLU6VZaooLNYfDxcuaI16URExLFcuQJffglPPQVFi5ozWEuVyh2tcdfsO7+P0IMTKHB5I8sqfIibmwfNyzS3OtYdUZerxWrVMqd2i4iIOIKEBPj4YyhTBvr3h2XLzMcffTT3FHPnLu7i7Z87c89n9zDl5DGo+CotyrRw2mIONCnCcg0bQnS01SlERETgp5/gpZfg8mVznNyQIRAWZnWq7JOYksj41Z/Q5shQaqR4MOr+UfS9ty94+lgd7a6poLNYkybmfnaXL0P+/FanERERV3PhgrkuarVqULKkuQTJ4MFQurTVybKRLQ2OfsNlv2qMXTMOnyrP8ELjYQTlL291smyjMXQWO3TI/O3n55/N5mwREZGccPq02bU6ZQpUqQJr11qdyD4WHVrEF2tG84PPVtxqfERsiWcI8M59NYXG0FmsbFnzt6DDh61OIiIiruDyZejTx/y/Z+pUePVVs1Eht9l75BeWzSpCu1mtOJuSwvEmSyCse64s5kAtdA4hNRU81fktIiJ2dO6cuaJCUhLce685e7VPn1w43MewMfLPUUz78x0WlsjDiarjaFGjD27OvgfZbThkGREREUFERARpaWlWR8kRnp7mXniGAR4eVqcREZHcZPt2+PBD+PFH2LfPXHpkyxbn32P1f8UmxZJ8YCrBJ+bQqMKHFHgwgrI1X6Kip2us4K8WOgfw99/m+IXZs6FVK6vTiIhIbrB+vbks1oIFZhH35pvwwgvg4/wTOjNISUnk2w0TeHPVeDoUDWNileZQ5V3wyGVv9DYcsoXO1RQtCr6+sHixCjoREblz15po3Nxg4kTYuxdmzoSOHcHLy9Jo2c4wDH7c+yP+656nRGoCj1ToyhvNR0BAcaujWUItdA6ia1fYvNlsGhcREckKw4CFC80WuZdeMv9PuXwZ/P1z6VCe82u57JaXUl/eR9diFelVfyAVyz9tdSpLaZarg2jVCnbsgFOnrE4iIiLOwmaDefOgTh14+GFzkl2pUuax/PlzXzF3+NJhevzYBduKduQ//h3bX97OhOfXu3wxB+pydRgPPGA2ka9aZc48EhERuZ1586B9e2jeHJYsgRYtct9kB4CLlw+xZVkHnt2zlTy+hdjZZhLVyrWjlHsuq1jvgrpcHcipU1CkiNUpRETEUSUnm7sLHTgAH30EKSmwaRPUr291Mvv5z87/8O5v3YkuHM/yIi/weLNJ5PXKa3Ush6MuVwdyrZhz3BJbRESskJhoTnIoVw569IC//oK0NHOiQ24s5myGjUt/zYelLSjpX4iW9zyPR7tjdGw5XcXcTajL1YEcPAitW8P//R/UrGl1GhERcQRXr0LFimYvTseOMGQIVK5sdSr7WXHwNwYse49y7knMrlCBBoXuoUGpZlbHcngq6BxIyZLm3np//KGCTkTElZ05A59/bq4d5+MDo0ZBw4bmdpG51e5zu9m9uA0lrh7G070ufVp+hlup+6yO5TQ0hs7BtGkDCQmwbJnVSUREJKcdOQJjx8JXX5ndqYsX584u1QyunCY5JZ6SUxtzX14PBlRrT/2Gn+DmrlFhWaEWOgfz4IPw+usQHw9+flanERGRnDJ8uHkrUADeeQd69za/zq3ik+MZv/oTBsd9T56CtVnYaSGVgyvj7eltdTSnpBY6B7N/vzlW4pdf4JFHrE4jIiL2tHYtBARAeDj8+iscOgTdukG+fFYns5/U1Kusju5B7+0L2Z8Qw+8PjaRF1W6QJxdXrznAIQu6iIgIIiIiSEtLY//+/S5V0AFs3QrVqoFam0VEch/DMLtSR42CqCjo0wcmTbI6Vc5Yc3wNA355gV/89vGD9720enA2pfOXtjpWruCQJUPv3r3ZvXs3GzZssDqKJWrUUDEnIpIbbd8OdeuauwPFx8PcuTBhgtWp7O/qxe2wsgN+7m7kzVeMY02W0PPptSrmspHKBgd07Jg5m2nLFquTiIjI3UpO/mef7tBQCA6GRYtg/Xp44onc/Qv8sctHeH7+87Sb8zRG7F6q+uVnaeel1Cx1v9XRch1NinBARYrAnj0wf76WLxERcVYJCTBtGnz8sbmW3IkTULgwLFxodTL7u3z1MksWPUvp83+w7GIIQ5uPwFbjRTw8VHbYSy7+vcB5eXlB27bmHn0iIuJcUlJgxAgoVcpctaBZM1i+HPLksTpZDkhLxkg8SbOZzZiwfznxwU3Y13sXPWr3UDFnZw45KeIaV5zles1PP8Hjj8O+fVChgtVpRETkds6dg5AQc9JD8+ZQpQoMHAilS1udzP4Mw+CH3T/wyMnPyevhzsqwoZQrUI4i/tqgPKeohc5BPfgg5M0LP/5odRIREbmVQ4egZ08oXhxWrQI3N3Nx+MmTXaOY275zCo/PqM3TPzzNfI/KUOtTGpdsrGIuh6n900H5+kJ0tPkbnoiIOJ5t22D0aJgzx5zoMGzYP5/ZuXmiwzVHLx/lzYWv8mnyAtq4F+bVzktpUaaF1bFclgo6B1anjtUJRETk3wwDUlPNsc4//ABr1phryL3wgvmLuCuwXT2H++6PSC3agU1nd7G+wTherP0q7u4qKaykMXQOzDDg6afN7tfu3a1OIyLiutLSzJUHxoyB1q3NLboSE82JDp4uUsdcSbnCp2s/Zfme7/gj5BJuDb/FFtoEdzcXaI50AvpbcGBubhAXB99/b3USERHXdPUqfPEFVKoE7duDv785axXMcc6uUMzZDBt/rHyTrbPy80HUe4SXvJ/41tuhUDMVcw7EBX4UndsTT8Arr8D58+YYDRERsT/DMH+p3rTJ/Ax+8kn47jtzlweXkhLH0/NfYPehuUwvXZyd3edRprCrfROcg7pcHdyZM1C0KEyZAj16WJ1GRCR3O3ECxo83JzwsXmwWdceOQcmSVifLWdvPbKfkoQnkj9vFsvIj8fXKS4MSDayOJbegtlIHV6gQPPAAzJ5tdRIRkdxr925zYkPZsvDVV3DvveYCweBaxdypMxsZOP9panxeg2nnLkH4G7Qo00LFnBNwyBa6iIgIIiIiSEtLY//+/S7dQgfm4sJBQeaClSIikr1SUsw15PLkgf79zUlo/v5Wp8pZcUlxfLRyNM8dH8X21DycqzaOnrV74uXhZXU0ySSHLOiuUZeriIhkN5sNfv4ZPv3UnHRWuDBs325OfHCJ7bn+zZYCh6ZxIrAe1Wa05P1qj9Gl8TAC/V2oWTKXUJerk/jqK7PrVURE7kxyMsyYYS7++/jj5npyFy6Yx6pVc61izjAMftr7E+2+vR9j2zsUj9/F8f7H6ffQDBVzTkoFnZMoWBCWLoVdu6xOIiLinHr1ghdfNPfHXrUK/vwT7rnH6lQ5b/v+/xD1bSgd5zxOvJs3J5tFQ9nO5MuTz+pochfU5eokkpLMboFevWDkSKvTiIg4vlOnYOJEc4LD44+b45ENw+xadUm2VN6NGsasNR/wcwlfLtScyH1VuuHm5mZ1MskGWofOSXh7m4tafvstjBjhGvsEiojciZ074eOPYdYs8PExJzwAVKxobS6rXLxyEdv+KQSfmk+LCqMpU6AMlap1xsNDJUBuorLAibzwgrke0rp1VicREXFMv/4KVavCkiUwahQcPw69e1udyhpXk2KYsuI9yk0sx4e7/oDij9O81H28WPNFFXO5kLpcnYhhmF0GLttdICLyP1JS4D//gb/+grffNrfqmjfP7NHwctEVN2yGjdk7Z1N0YzeSUq/yU9FXGNp0KIX8ClkdTexIBZ0TMgxzo2hX2ENQRORGYmLgyy9hwgRzd4e2bWH+fA1H4Uw0Fz3yU/rL+3i5dA1ebjiYsqUetjqV5ACVBE4mJQVq14aXXzYnSIiIuJrYWChdGhIS4LnnYMAAs5vVle05t4cxK4YznWUElX+ZPb33UCygmNWxJAfZ9XeZFStW0KZNG4oWLYqbmxs//vijPS/nEry8oEwZ8zdTx21bFRHJXlu2QN++5i+1AQEwaRIcPWquK+fKxdyZC7tY+kM1Gn9RhegT69hTcxpUHapizgXZtaBLSEigevXqTJ482Z6XcTk9esDWrbB+vdVJRETsxzDg99/h/vuhVi345Rc4csQ81qkTFC1qbT6rfb3taxpNq0ulxJ1MadSLPb33cE/ZNuDm6v3OrsmuXa4PPfQQDz30kD0v4ZJat4ZSpeDzz831lUREcqP27WHuXKhTx5z48MQTGjucZkvj8pE5FDw8hbDyw3m8Zi/yNnqTp/Nps29X51D/NJKSkkhKSkq/Hxsba2Eax+XhAT17wsyZ5tY1rv4BJyK5w8WL5i+qbdua23P17An9+sF994Grr31r2Gws2TePAVHDqObtzrcV76FhkWo0LN3M6mjiIByqFBg1ahTDhg2zOoZTeO01GDRIxZyIOL9Dh8zZqtOnmzP4ixY1C7qWLa1O5hi2nNrCkaVtKZJ0goK+TXit5TjcitW1OpY4GIfqaB8yZAgxMTHpt+PHj1sdyWH5+prF3JEj5gegiIgzmj4dypeH776DgQPNxdO7drU6lYNIOMbVmH08+O2D/F+8O+5V3mZ55+XUVTEnN+BQ7Tve3t54e3tbHcNpHD5sfhDOmQNPPml1GhGR20tONsfDububS47cf7/Zzfr88+YvqgIxV2MYs/IjhiX+Hz6hjVnWeRmVQyrj6e5Q/2WLg3GoFjrJmrJloUkTGDtWS5iIiGM7fx5GjjTXj+vcGZYvNx8vXdqcua9iDpKT44la9BT3Ti7Dp+snsKZkP6g9kaqFqqqYk9uy609IfHw8Bw8eTL9/5MgRtm7dSlBQECVLlrTnpV3GwIHw6KOwejU0amR1GhGR6+3ebS6IDmYx9+qrEB5ubSZHE300moG/vMDCwCMMLNOMhx+cRVF/F1+XRbLErlt/RUVF0bx58+se79KlCzNnzrzt87X11+3ZbObg4YoVzW1vRESsZhiwaBGsWGG2yhkGRERAhw4QHGx1OseSeG49efeMZmvZgby9YiRjm75NeLGGVscSJ6S9XHOBr7+GP/+EL77QPoYiYp0rV+Dbb+HTT81WuVq1IDoa/PysTuZ4Dpzbw5Dl75J4aQe/ls6PW8PvwL+c1bHEiamgExGRu5aWBhUqmDPvH3sM+vfX+nE3cj7xPMv+eIpyl6J5MqY4w1uMpFO1Trhrdwe5SxplmUtcvWq21D3+OISGWp1GRFzBli0weTJ8/DHkzw/jxkG1alBODU3XS72CkXSRJjNbUijpGEMrtmLPc//B1zvQ6mSSS6igyyUSEszfiP/+G7Q2s4jYS1qauafq+PFmd2qpUnDwoLk9V7t2VqdzPDbDxrfbv6X9mWn4evkxve10woLCCNFWXZLN1MabSxQsCC+9BJMmgXZMExF76dbN7AlISYH/+79/ijm53qYtY3j4y6p0+bELv/jUhdoTaFCigYo5sQuNoctFTp4016Z79114+22r04hIbrBrl/mLYrt20KoVbN5s7iFdr57VyRzXgQsHGLSwN1+kLeYnowRVWsymYQnNXBX7UgtdLlK0KHTvbo5nUSudiNyptDT48UdzF4cqVWDBArh40TxWq5aKuZtJSzwFG/thJF9m3+XjbK76Gd2fP6piTnKEQ46hi4iIICIigjRtUpplgwebCwxrmQARuVNffgmvvAINGsD338MTT0CePFanclxxV2MZu2Yca/fP5Y9C8VQo1YFdvXZp5qrkKHW55mI2m9alE5Hb27nT7FYtUABGj4aYGDhwQGPjbifVlsoff75G8OGptDzpTu97+/PufUPI663/ryTnOWQLndy9bt0gIMCciSYi8r9SU+Hnn2HiRIiKModsvP66eSwwUMXcLRkGpFzmsR86ceyv35hStiy7ev5IieCqVicTF6YWulzqgw9gxAjYv99cVkBEBP5pud+9G+65xxyi0bev2a3q5WV1Ose34e8NVDgygcDEw0SVH0mgT35qFqlpdSwRFXS5VXy8ubhny5bmVjwi4tq2bze7VTduhE2bzKJu3z5zH2i5veN/r2DMmnFM3vUz42u157XaL0KRVtoKQxyGRljlUn5+ZivdrFmwbp3VaUTECqmp5qSG++6D6tXh99/hqafMNeRAxVxmXLpyiYELB3B1cVMaXF7CtDbT6PvI91C0tYo5cSgq6HKxF180lxfYts3qJCKSk86fN/90c4MhQ8yu1DlzzH1W334bvL2tzecU0pJg76fExx5h5vavWVa8F491PEq3Wt3wcPewOp3IddTlmsulpYGHPntEcj2bDZYsgYgI+O03szu1bFlzxmqgtgvNNMMw+M+u//Dthgn87H8At7oRXCnaFl8vX6ujidySWuhyOQ8PSEqCsWO12LBIbvXZZ2b3aatWcPQoTJ4MoaHmMRVzmbdp9wxWfBPEi/OexcM3lLP3r4FSz6iYE6egZUtcwNmzMGwYHD9uLlEgIs5v0yaziPPzM7fnqlcPZs6Ehg01tCvLbCkMXDKE+Rs/Zl4JP5Y//R33VnrW6lQiWaIuVxcxfry5xtSaNXDvvVanEZE7ceWKORbus89g/Xr46it44QVzWTQVcVl3Jv4Mngc+o+CZX1lWYRRnEy/w9D1Pa4cHcUoq6FxEairUr2/Obtu4UetNiTibL780t/a7eBFat4ZeveDhhzVG9k4kXjnPl2vH8M7aKfQqW4ePqj0KFfuBuz4YxXmpy9VFeHrC1KlQt6656Xb79lYnEpFbSUoy/62WLWv+uy1UyJy53rMnhIVZnc45pdnSiNwWScWtr1A+NYUetfrzZpO3wTfI6mgid00tdC5m505zdXh1z4g4pgMHzF++Zs40lx95910YPtzqVE7OMODUH5zzKkS5aU3pV+5eejR6h5LFmlqdTCTbOGQLXUREBBEREaSlpVkdJdepUsX8c8kSaNHCXC1eRBzDrFnQqRMEBUGXLtC9O1SubHUq57b19FbGrRjG1x4rCanUnwN9D1DIr5DVsUSynVroXNCuXWZhN348vPaa1WlEXNf+/ebYuKAgcwHgs2dh8WJ48knw8bE6nXP7+8wm9kQ/x1P79lEkqBI/tplIxRIPqHtCci21z7ige+4xC7nBg83iTkRyTlISzJ5ttpBXrGjOVL3WGREaCs89p2LurhgGX276kqYzGlHh6gG+ajaIHa/soGLJlirmJFdTC52LunIF6tQxZ8itWwe+WjdTxK4SEyFvXti8GWrXhiZNzAkOTzyhAi47pKSlEHv4OwoemcrK8h+w6OhyBjUYgL9PfqujieQIFXQubOdOczHSt96Cd96xOo1I7pOYCHPnmq1wly+bxZybGxw6BOXKWZ0udzBsNn7Z9Q2vR42kgb8fkZVqQq1PII+2yBDX4pCTIiRnVKliTo6oXdvqJCK5y6VL5pi47783t9xr3hwGDvxnAWAVc9ljzfE1nF3ejuCUM5QLasXAB8ZCoapWxxKxhFroBICtW81u14oVrU4i4pzOn4eVK+Hxx80FvBs2NBcA7tpVBVy2izvIlbRUik9txKMFguhXuxu1aw22OpWIpVTQCYZhttIlJZlbg+lbLZI5aWmwaJHZpfrTT+YC3qdP69+QvZxPPM9Hf45i9NV5eBR5kD1lXqNCwQp4uGu7DBHNchXc3OC77+DECXOGnZb/E7m9lBSzRfvhh2HvXhgzBv76S8WcPVy5eonlvz1Cvcll+GLzl6wrOxhqfUrlkMoq5kT+SwWdAFCpkrmUwm+/mSvTi0hGsbFmS9wjj8DVq+Z+yIMHw/r1sH27uRRQSIjVKXOfxYcWU//zKlS98BtvV2jMoX6HaFi1J3hqar7Iv6mgk3QPPWS2Mkyfbg7qFhH44w/o2NHcS/WllyA52VwAGMz7detqeTN7iD+zEqLaEJTHl7Ci9bn04Ca6Pf47IflUNYvciMbQSQaGAWfOQOHCVicRsc6/9zxu2BBiYsytuDp2hOLFrU6Xu+0+vZVBy97GLe4QP5cNxa3hN5CvlNWxRByeWugkAzc3s5iLi4O2bc1JEiKu4PRp+OQTqFEDqlb952f/11/NAu+NN1TM2dOpuFPM+aE+V36ryYHze+l63wfwQLSKOZFMUkEnN+TpaXa7Pvoo7NljdRoR++rRwyzWhgyB8uVhwQKzKxWgQAF1qdpVSjy2hGPcN+M+pp3YQ3yxdux8ZQdPhT+Fm77xIpnmkF2uERERREREkJaWxv79+9XlapFLl8ztiS5dguXLzf/oRJydzQarVsHXX8Pbb0Pp0ua40dRUePpps4AT+0u1pTJ983S6np+Bt28o68q9TcXgiuTXVl0id8QhC7prNIbOeqdOmZuIX74Mu3ZBUJDViUTuzI4dMGuWOZv7r7/MQm7GDGjWzOpkrsWw2Vi/4X0Gb/qeqHMHmX//EB6v2VNdqyJ3SVt/yS0VKQLR0TB/voo5cT4HDphjQv39zfFxCxZA+/bm5IbGjcFdg05y1O5zu3n9155Euq/kWf9yfNxuE7WK1LI6lkiuoI8zua3QUOjZ0/x65kzYssXSOCK3dOIEfPwx1KkDFSrA3Lnm42PHmhMfPv/cHEqgYi7npCYcg/Uv45GawMmrseysHUn35/armBPJRupylUxLTTVbNfbtMxcgbtDA6kQiGb35plm45clj7uDw7LPmxB5frUFriUuJF/lw5Si2Hv6FRUWScWs8GyOojiY7iNiBfkeVTPP0NBdZrVrVHFf3f/9ndSJxZZcuQWSkWbgtXmw+1rKluZvDmTMwb57ZvapiLuclpSaxYMmLHPxPKF9u/Iz7Kj9L0kPboWBdFXMidqIxdJIlgYHmZuQvvmjOCPz+e+jQwepU4kp+/hk++wyWLDH3HW7U6J/u0wcesDabyzMMSL7II/95hvMnlzGxXCX2vfIThQpoiryIvamgkyzz8TFnC9arBw8+aHUaye3OnoUffzTHvVWqZK6LePUqfPoptGsHRYtanVAA/vzrT2ocnYh/8ineve8DQvwmEh4SbnUsEZehMXRy106cgM6dzVaTSpWsTiO5walTZpfpDz/AihXmY59/Dt27m41A6rVzHIf/+p1Rq8czbf9iIuo+R6/a3aBQc6tjibgcjaGTu5aQYP4HXLeuucaXyJ3YuxcuXDC//ugjeO018PaGL74wZ6d2724eUzHnGM4lnKP3Ly/jFvUwTRLWMOuJWbz80Ncq5kQsohY6yRbx8ebSJt99B716wbhxGowut2azwdq18NNP5m3fPpgwAfr1Mwu4PHm09qEjMlIScNs/iWMhD1Lv64cZXacTHRq8g493fqujibg0FXSSbQwDpk41NzFfuxYqV7Y6kTiaK1fMCQze3uYvAFOnQkgItGkDjz1mTmrIm9fqlHIjabY0vt72NXM2R/Bb4F+43TuV5KKPkMcjj9XRRAQVdGIHMTHmbNirV80FXl97DfLlszqVWOXYMfj9d3PtwiVLzGVFnnkGtm0zW3br1wcPD6tTyq2s2TaZlK1v0eqvOB4Lf4ZJLUcTElja6lgi8i8OWdBFREQQERFBWloa+/fvV0HnpFauNNcFK1oUJk0y1wuT3C8lxWyF8/CAHj3gyy/Nrxs2/Gex31LattM5pCXRe+EAFm37jP+UDMSt/tfUDGtrdSoRuQGHLOiuUQud8ztwAF5+GZYtg9atYfx4zYTNjf7+GxYuNFvhFi82x8Q1b25+ffmyWdjnz291SsmsE7En8D0wiYLnlrKswmjikhNoW7GtFgUWcWCa5Sp2Vb682c02f75Z3O3bZz7uuL9GSGbEx//zd/jcc1C8uNkad/q0uf1W2bLmsZYtzd0aVMw5h9j4E4xZ1JcKkyow/vAWKPsiLUo347FKj6mYE3FwaqGTHJOcDF5e5rIT7dtDWBgMGGAOihfHlpwM69bB0qXmbe1a2LIFqlQxt4BLSzMXmdasVOeUkpbC1E1TqbPrNc6m2lhXbghvNHqDAG997oo4CxV0kuPS0uDtt2HyZPN+r17w+utQqJC1ueQfNpvZmnptpvI998Du3WZLW/Pm5mzU9u1VjDs9w4ATP3LGuxTlpzdjUMWmvNToPYoUqmt1MhHJIhV0Ypnz580xdZMmmctY/P23ufaY5Ly0NLMFbuVK+PNPWLUKLl0yu1ALFTLHxoWGQs2ampGaW6w9sZZP/xzBd17rcL/nLS6U6kLBvAWtjiXi8rZt28a4ceM4cuQIgwcPplGjRgwbNoykpCROnz7N0KFDqVGjxnXPU0Enlrt4ETZuNLvsYmLgySfhxRfNfTq1OLF9XL4Ma9aYS4r07AmpqVCggNlg06ABNG5s7p3aqJGK7Nzm6MmVHIruzOMHjlA2tBpzH51EWPEmVscSkf968cUXmTp1KqNHj2bixIk0adKECRMmsH//flq1akXPnj2ZNGnSdc/ztCCrSAZBQWYxB3DunFlUPPccBATA009D165mYSF35+RJeP99syVuxw7z+1yqlLmllqcnbNpkTmbw1KdC7mQYTFo/mfFLB7CkuMGslkN55N538XBXk6uIozh06BBFixbF09OTkydPcvHiRd566y2KFSvGmjVr8PPzo02bNjd8rlroxCEdPAjffANff22O4/rtN3Ng/vLl5hgutRrdmM0G+/fDhg1mq+eGDVCunPm9vHQJmjY199xt3Bjuu888psmLudvV1KvEH4wk+K8Z/FnhQ/48sZbX7u1H3jx+VkcTkf+xevVqfH19qVmzJtWqVSMoKIioqKhMPVcFnTg0m83skg0ONteyu/9+cxeKli3NgfkPPGAWJa7o0iWzpW3nTqhRw1y495tvoHNn83j58mbx1rKl2coprsVmS2Xe1mkMXDGaBwqEMC38XqgxCrz8rY4mIrdx/vx5QkNDee+993j//fcz9Rx1rohDc3c3izkwW+a2boUff4RFi6B3b6hVC9avNwu/zz6D2rXN4iY3jb27eNFcwy88HPz94cMPISLC7EIFs4t0xAizoHvwQXMx39q1zTFx4pqWH1lOwoqnKJR6kVqFH+eNlh9BwQpWxxKRTFq+fDmGYdCsWbNMP0ctdOK0YmPNoqZSJTh6FCpWNLtlPTzM9dHq1IEpU8y172JizDF5jti9eOUKHD9uzvpt2NB8rHdvc0zbgQNmQQfm+m8tWsCcOeY+qFWqQNWqUKGCuqDlv2J2E59mUOLLxjwVUpS+dXtTrWovq1OJSBb16tWLr776isuXL+Pj45Op56igk1wjOdnsfrw2fuz4cXM7KjC7H0+ehNKloUwZ889XXzUfP3TInPUZEmLefHzurvAzDPP5ly//U6idP29O+ChTBh56yCzUnnnGnGV64YL5PF9fSEgwn/vSS+bM0/Ll/7lVqpS7Wh4l+5yKO8WHK0bwafIveBRvy4GyrxIWFKbdHUScVOXKlSlUqFCmx8+BBV2uhmEQFxd3w2NJSUkkJSWl3792XmxsbI5kE+cXFmbenn3WvH/tR2fECDhyBP76y2zNW7rUPKdQIRg3Dj7/POPrvPwyfPSRuZhux45mkefjY7b2+fvDvHnmec88Y05CSEw0bwkJZgvaAw+Yzx89+p/X9PCATp3MGbuenmbX8COPmNtmFStm3mJjzYLuk0+uf28pKeZN5Jr4xLNsin6Rl/ds4Iq7L+1af0CdsPYU8vC+6eesiOQsf3//LP1ydfr0afbu3cszzzyTpevkeAvdtVY3ERERkdwuq72M27Zto1WrVixbtozw8PBMPy/HC7qstNCdOnWKevXqsXv3booVK5Yj+erWrcuGDRty3bVy+no5ea3Y2FhKlCjB8ePHc6RrXn9vzne9nP4ZAfu8N8MwiD21nMCDEWwuO5Apm7/ivcaDeKLVc7ny7y2nr6XPEue8Vk5e705+RrLaQnencrzL1c3NLcv/UPz9/XPsQ9jDwyNXXiunr5fT7w0gICAgR66pvzfnvV5O/YxA9r+3zcdXM3DZO/gnneLHcsVoVroKzcL/Y5dr3U5u/pkEfZY427WsuF5OfpZklpYt+R+9e/fOldfK6evl9HvLSfp7c97r5aTsem9/Xf6LdYseo2z8Ns5erczrD4yD8g9nmLmTm//e9DPinNfLze/NUTn0LNcTJ06kN20WL17c6jjioDQbWm7HKX9Gki+TlnSZctObEe4ex5B7HqZB02l4enpbnSzXcsqfE8lRjvwz4tAtdN7e3hn+FLkRb29vhg4dqp8TuSln+hlJTktmyoYpvHIxkjx+pfnh6R+oFFwJP23VZXfO9HMi1nDknxGHbqFz5EpYRCQ7GTYba9a8zutb5rH+4gkWPPguj1TvCb5FrI4mIk7AoVvoRERcwbbT2+j/SzfmeG+ia1A4057ezj2h91gdS0SciLvVAUREXFVy7AFY+wJ5bEnEG+7sq/cDPTvuUjEnIlmmLlcRkRx2Nv4Mw6KHs//4EhYVA7fG/8HIX11bdYnIHVOXq4hIDklMSeSPZd0ocXIOs8/4Mfi+d0i5ty95PH1QKScid0MFnYiIvdnSIPkCD373BEnn1vFxWDX2P/kTBQNKWp1MRHIJjaETp/T+++/j5uaW4Va4cGGrY4nFVqxYQZs2bShatChubm78+OOPGY4bhsH7779P0aJF8fX1pVmzZuzatcuumRYfWkx8dDtY2Z5R949idve9NHlyi4o5i9zuZ6Rr167XfbbUr1/fmrBiiVGjRlG3bl38/f0JDQ3l8ccfZ9++fRnOseKz5HZU0InTuueeezh16lT6bceOHVZHEoslJCRQvXp1Jk+efMPjY8aM4ZNPPmHy5Mls2LCBwoUL07Jly5vuL3039h/8gc7fNuXBbx/k++RgqPER95W6j3JB5bL9WpJ5t/sZAWjdunWGz5bffvstBxOK1aKjo+nduzdr165l8eLFpKam8uCDD5KQkJB+Tk5+lmSa4YAmT55sVK5c2ahQoYIBGDExMVZHEgczdOhQo3r16lbHEAcGGPPnz0+/b7PZjMKFCxujR49Of+zq1atGYGCg8fnnn2fbdU/FnTK6ze9i/DUTY8a0/Ma83fMMm82Wba8v2ed/f0YMwzC6dOliPPbYY5bkEcd09uxZAzCio6MNw8i5z5KscsgWut69e7N79242bNhgdRRxYAcOHKBo0aKUKVOGDh06cPjwYasjiQM7cuQIp0+f5sEHH0x/zNvbm6ZNm7J69eq7fn0jORa2v8/VhL9ZeHgJK8u9w3Od/6Zd5XaavepkoqKiCA0NpUKFCnTv3p2zZ89aHUksFBMTA0BQUBBg/8+SO6VJEeKU7r33Xr7++msqVKjAmTNn+OCDD2jYsCG7du2iYMGCVscTB3T69GkAChUqlOHxQoUK8ddff93x66akpTB101QWbJvGwqCTlC5YlyOvHsHLw+uu8oo1HnroIdq3b0+pUqU4cuQI7777Li1atGDTpk0Oud2T2JdhGAwYMIDGjRtTpUoVwH6fJXdLBZ04pYceeij966pVq9KgQQPKlStHZGQkAwYMsDCZOLr/bS0zDOOOWtAMw2DFpo9w3zWCgX8l8ky1Llx64BeC/IqhUs55PfPMM+lfV6lShTp16lCqVCl+/fVXnnjiCQuTiRX69OnD9u3bWbly5XXHsuuzJLs4ZJerSFbly5ePqlWrcuDAAaujiIO6Ngv62m/X15w9e/a637RvK/UK3RZ0o8eiIXh7+rKhyx/MfHwmQX7FsiuuOIgiRYpQqlQpfba4oL59+7JgwQKWL19O8eLF0x/P1s+SbKSCTnKFpKQk9uzZQ5Ei2shcbqxMmTIULlyYxYsXpz+WnJxMdHQ0DRs2zNRrHL50mIvrX4Ml99GpakcmPP07dTueo0qpB2/7XHFOFy5c4Pjx4/pscSGGYdCnTx/mzZvHsmXLKFOmTIbj2fFZYg/qchWnNHDgQNq0aUPJkiU5e/YsH3zwAbGxsXTp0sXqaGKh+Ph4Dh48mH7/yJEjbN26laCgIEqWLMlrr73Ghx9+SPny5SlfvjwffvghefPmpWPHjrd83UuXDzJp9Wg+2PQ1b4ffz9AavWlRpgW46XdiZ3Orn5GgoCDef/99nnzySYoUKcLRo0d56623CA4Opl27dhamlpzUu3dvvvvuO3766Sf8/f3TW+ICAwPx9fXFzc3tjj9L7Mqy+bWZEBMTo2VL5IaeeeYZo0iRIoaXl5dRtGhR44knnjB27dpldSyx2PLlyw3guluXLl0MwzCXGxg6dKhRuHBhw9vb22jSpImxY8eOm77elZQrxtiVY4xNMzyMeVM9jA+iPzASkhNy6N2IPdzqZyQxMdF48MEHjZCQEMPLy8soWbKk0aVLF+PYsWNWx5YcdKOfD8CYMWNG+jlZ/SzJCW6GYRg5XkVmUmxsLIGBgcTExBAQEGB1HBFxFYYN/prN6XyVqDi9OW9VfpAXGw8lpGAVq5OJiNyQulxFRP4l6mgUk1eNZI73ZgpXG85fr/1Ffp/8VscSEbklFXQiIsCBY4s4vvJFHjv4N+FF63Gsxe+ULlKP/FYHExHJBI3oFRHXZtgYu2osLb9tTfHUs/zfQx+xtttaShepZ3UyEZFMUwudiLikhOQEEg9MJ+T4t9SrOArP5h9Tqs4rVPDysTqaiEiWOWRBFxERQUREBGlpaVZHEZFcJi01idmbIxj05zgeCy3BlCpNaVqiAU3L3G91NBGRO6ZZriLiEgzD4PeDv+O+6lm8U2OZFtSRkS1GUjp/aaujiYjcNYdsoRMRyVYXNxOHFx3nduS5ouXo3fg1ZlXqbHUqEZFso4JORHKtYzHHGBU9gsmpvxJQ+lm29NxC6fylLd1AW0TEHlTQiUiucznuGJuWdqDT7k0YeQrQvc14apVvTxl3feSJSO6kZUtEJFeZt2ceDb6oQZW4NXxU6ykO9D1ArYrPgoo5EcnFVNCJiNMzDINLx36BZS0pni+YxhWeJK3NITq3noW/t7/V8URE7E6/soqIU1t7dBkDlr5DYVsMc8uXpV5IBeq1/dLqWCIiOUoFnYg4pQMXDrB1UVtKX9lLUmoN+jw4CbcyLayOJSJiCRV0IuJcrp4jJTmW5pHNqZsnlYFVe7Lhvsm4a4yciLgwfQKKiFO4knKFiWsn0D9mFnnyh/Pzsz9TKbgSvl6+VkcTEbGcCjoRcWg2Wyqr/+zFa1t/ZVvsWWq2Gs6D1bpT0yfY6mgiIg5DBZ2IOKyNJzfS/+cXmJ93J90L1eL+56MJCwqzOpaIiMPRsiUi4nCSLu+GVc/hY6TilqcARxr+Ss8Om1TMiYjchEO20EVERBAREUFaWprVUUQkB/0dc5z3ot7n2Mk/WVQyD1Xy+bPihRVWxxIRcXhuhmEYVoe4mdjYWAIDA4mJiSEgIMDqOCJiJ3FJcfyxpBNlzv7Mw+cK8E7T93m5dk+8PPNYHU1ExCk4ZAudiLgIWwrG1fO0mNUWz8vbGVX+XvY/PZ/AfIWtTiYi4lRU0IlIjjMMg5/3/8z9JyLIRwrjW42nZGBJSgaWtDqaiIhT0qQIEclRu/dE8kxkfR6b/Rg/GGWg1ic0LtlYxZyIyF1QC52I5IgTsScYvGgAHyX+H62NYF587ndalWsFbm5WRxMRcXoq6ETEroykS7jtGUNykadY9fcG1tw7ki51BuKhCQ8iItlGBZ2I2MXV1KtErI9g4c6ZLAq+QNnC93Ow70E83D2sjiYikutoDJ2IZCubYWPJ2vfY/G0B3l3yBmFFGxPbehsUfkDFnIiInaiFTkSyT0o8nRb0YPO+75lZujDbuv1A+WKNrE4lIpLraWFhEblre87tofChiRS4vJHlFUbj7u5J09JNrY4lIuIy1OUqInfs3PkdvL2gE1WnVOXzU39DpQE0L9NCxZyISA5Tl6uIZFlCcgKfrP6Yx48Oo2aKB2NajqF33d7g6W11NBERl+SQBV1ERAQRERGkpaVZHUVE/s2WBkciifGvwSfrxuNXtSMvNBpG/sCyVicTEXFpGkMnIrdlGAYLDy5k6tqPmOe7A7eaY4gr/jT+3v5WRxMRERy0hU5EHMfuQz9xek1P2h8+Q+2STTjRZCklQmugUk5ExHFoUoSI3JgtjRHRI3hk9uMUtl1mQdvJRHWJokRoDauTiYjI/1ALnYhkEHM1hpQDUwn++z80qfgRIa2mUKFmN8I9vKyOJiIiN6EWOhEBIDk5numrPiBsUhjDt/8IRR6iaclGvFznZTxVzImIODS10Im4OMMwmLtnLvnXd6VUagKPVezG4ObDwb+o1dFERCSTVNCJuLJzq4lx96Pbgm50K1GVV5oMYlrZJ6xOJSIiWaSCTsQFHbx4kNHRw5hqLCF/2RfY+cpOSgSWsDqWiIjcIRV0Ii7kwuUDbF3agQ57t+GTtwg720RQrdzjlHDTcFoREWemT3ERFzF752zqT61F5YQtTLj3Bfb32U+1sCdAxZyIiNOz6yf5yJEjadiwIXnz5iV//vz2vJSI3IDNsHHx6FxY0pzS/kVoXaUrXu2O0/GBL/H18rU6noiIZBO7drkmJyfTvn17GjRowPTp0+15KRH5H1EHfmbAsqGEeaTwn4qVqF8onPqlJlkdS0RE7MCuBd2wYcMAmDlzZqbOT0pKIikpKf1+bGysPWKJ5Go7z+5k7+K2lEw6gq9nfV5tOQm3ko2sjiUiInbkUINnRo0aRWBgYPqtRAnNuhPJtMSTJMce4IGvH+A/McmkVRrAyhdW0UjFnIhIrudQs1yHDBnCgAED0u/HxsaqqBO5jbikOD5Z/TFvxf+HPAVr80enP6gcUpk8HnmsjiYiIjkkyy1077//Pm5ubre8bdy48Y7CeHt7ExAQkOEmIjeWmnqVFUs60SCiLKNWjWZlse5QZzLVC1dXMSci4mKy3ELXp08fOnTocMtzSpcufad5RCQTVh9fzes/v8Av/vvpV6IhrR/8npKBJa2OJSIiFslyQRccHExwcLA9sojIbVy5sAXfPaPwLzMAf/9S/N10Kj1KNrU6loiIWMyuY+iOHTvGxYsXOXbsGGlpaWzduhWAsLAw/Pz87HlpkVzl6KVDvLXsXS6c28jCUv5U9S/AoucXWR1LREQchF0Luvfee4/IyMj0+zVr1gRg+fLlNGvWzJ6XFskVLl25xJLFz1D2whL+vFiIoc1HYKveFQ8Ph5rPJCIiFnMzDMOwOsTNxMbGEhgYSExMjCZIiGtJS8K4ep4a3zxMQPx+RlRsQN0HfiCfb5DVyURExAHp13wRB2IYBnN2zaHNqS/I6+HJlEemULZAWQr7FbY6moiIODCHWlhYxJVt2z6JttNr0GFuB37yrAq1P6VhiYYq5kRE5LbUQidisSOXjvDGwn5MTPmFxz2LMLBLFE1La+aqiIhkngo6EYvYrp7Ffddo0op1ZNv5fWxoOJ4XavbB3V3/LEVEJGv0P4dIDktMSeSTNZ+wfM93LAmNJaz4Y+ztsxd3N42AEBGRO6OCTiSHpNnSWLz6TQIPTmL0cRs96vUloem7+PkU0GBWERG5Kw5Z0EVERBAREUFaWprVUUTunmFASixPze/KvsM/8mWZkuzsMY/ShWpbnUxERHIJrUMnYkfbTm+j1KFPyR+/m6gKo/H1ysu9xe+1OpaIiOQy6ukRsYNTZzbw+rynqPlFTaadj4V73qJZ6WYq5kRExC4csstVxFnFJsUy+s9RPH/iI+qlehPxcAQv1XoJPLysjiYiIrmYCjqR7GBLgYNTicvfgC82T6VY9W50bvQ+/n7FrE4mIiIuQAWdyF0wDIP5e+czY93HLPDbS7Han3K8/3HyeuW1OpqIiLgQFXQid2jbvu+5tL4vzx+5wH1lW3Gq+Z8ULRiOSjkREclpKuhEssqWytvLh/Ld2g9ZUDIvfzw5g8b3dLU6lYiIuDAVdCKZdD7xPMb+KYSc+pEHKn5EhYIVCK/WCQ93D6ujiYiIi1NBJ3IbV5Mu89Xacby1ZjIvlqzGJ9WfonmpJuCRx+poIiIigAo6kZuyGTa+2/EdxTd1p1xaEp2q9WJw0/cgX6jV0URERDJQQSdyI6eXcdmzIL1+7cUrZe7l5YZDmFyyldWpREREbkgFnci/7Dq7izErhjHDLZqgCr3Y12cfRfyLWB1LRETklhyyoIuIiCAiIoK0tDSro4iLOHN+JzuWd+DpfbsJCijL3jZfEV76YYq4uVkdTURE5LbcDMMwrA5xM7GxsQQGBhITE0NAQIDVcSQ3MgxmbotkxB+9iCqSxNqSfXjsvrHk0YQHERFxIu5WBxCxQqotlQuHZsGSJlTIX5qnavXF/6kztG82QcWciIg4HYfschWxF8Nm44+9cxiwfDg1fL2YVakaDYtWp2HpZlZHExERuWMq6MRlbDy5kWNLH6do8t8U9mvG6y3H4Va0ttWxRERE7poKOsn94o9yNS2Jh2Y9RMsAP16rOZSldd7DzV0jDkREJHdQQSe51qUrlxi78iOGJ/6AT6EmRHWJomJwRTzd9WMvIiK5i/5nk1wnOTme1cufp+eOKP5OTuGhR0ZzX3hX7vHyszqaiIiIXaigk1wl6mgUr//clT/y/8Wgsi149MFZFPYrbHUsERERu9IgIskVEs6ugxXtyO+Zh2LB1Tj/wDpeemKpijkREXEJaqETp7bv7E7eXPYOSZf38luZAtQILMSCZxdYHUtERCRHqaATp3Q24SzL/3iSsMsr2RZbgg9ajMKo+ixubmp0FhER16OCTpxLaiJG0kWazmxJ4aTjDK30MHs6zcYnj7/VyURERCyjgk6cQpotjW+2f0OHM9PwyRPAjMdmUD6oPAXzFrQ6moiIiOUcsqCLiIggIiKCtLQ0q6OIA9i0aRRDNn7N4tN78Ws+kKdqvkx9/3JWxxIREXEYboZhGFaHuJnY2FgCAwOJiYkhICDA6jiSw/Zf2M/A33vxpW0pCyhJtRZzuLf4vVbHEhERcTgaQS4OJy3xJGzojVtyLIdjT7O1+he81OmIijkREZGbcMguV3FNsVdjGLN6LGv2z2VJkSuUL92JHa/swM3NzepoIiIiDk0FnVguJS2FRX++SsiRL5l40oO+9V/nyn2DyZvHH5VyIiIit6eCTqxjGJB8icd+6MTxY7/zWbkw9rz8I8UK3mN1MhEREaeiSRFiibUn1lL5yEQCE48QXWEU+X0LUL1wdatjiYiIOCVNipAc9deJZfSa8wgNpjdgxuU0qPo+Tcs0UzEnIiJyF9TlKjni4pWLfBA1nFfOTKBRal7qtv2KztU7g7uH1dFEREScngo6sa+0q7A/goSgZny78zsq1+zDc42Gktc32OpkIiIiuYYKOrELm2Fj9s7ZfLthAr8GHKZE3RIc638MH08fq6OJiIjkOhpDJ9luw65prPwmiJfmP4d3vqKce2AtlHpaxZyIiIidqIVOsk9aMgOWDOanTeOZW8Kf6A7/oW6Fp61OJSIikuupoJO7diruFF4HPiP4zG+0qfgR9YvXp3p4e+3wICIikkMcsss1IiKC8PBw6tata3UUuYX4xNN8snQA5SeVZ9yBVVDmeZqXbsrT9zytYk5ERCQHaWFhybJUWypfbfmKe7b3JSY1heWlXuet+96igG8Bq6OJiIi4JHW5SuYZBpz8nUt5ijBw0UBeLd+Mng3f5eGija1OJiIi4tJU0EmmbD61mXErhvGt52pCKr3OoX6HCMkXYnUsERERQQWd3MaJ0xvYF92RJ/YfpFhQZQ60+Z6KJe4nRGPkREREHIZDTooQB2AYfLHxC5rMaEy5pCPMbD6Y7a9sp2LJB0DFnIiIiENRQScZJKclc37/V7C4EVWCK9K5wRCCn7lAu8aj8HRXg66IiIgj0v/QAoBhs7Fgx0wGRI+kcUAgkZVr06hoTRqVbmZ1NBEREbkNFXTCqmOrOB/1BCEpZ6kU/BBvPDAWQu+xOpaIOJDk5GRSU1OtjiHicDw9PcmTJ4/VMVTQubTY/Vyx2Wg7uy1tCgTzat03+LXG61anEhEHk5yczK5du7DZbFZHEXE47u7u3HPPPZYXdXYr6I4ePcqIESNYtmwZp0+fpmjRonTq1Im3337b8jft6s4lnGPUig8Ym/QTvkVbs/rF1ZQvWB53Nw2pFJHrpaamYrPZKF26NL6+vlbHEXEYV65c4ejRo6Smplpe29itoNu7dy82m40vvviCsLAwdu7cSffu3UlISGDcuHH2uqzcQuLVC6xd+hzddq7kkuFJ+0fH0qDy81T08LE6mog4AV9fX/LmzWt1DBGHExMTw9WrV/H29iZfvnyWZMjRrb/Gjh3LlClTOHz48A2PJyUlkZSUlH4/NjaWEiVKaOuvbLDo0CIG/tyVpQVP8XPgwzz2wNcUzFvQ6lgi4gQSExPZs2cPlStXVkEn8i/X/m1s3ryZhIQEAgICeOaZZywp6nK0jy0mJoagoKCbHh81ahSBgYHptxIlSuRgulzq4maIepQQbz8qFWtMXKttvNj2VxVzIiIi2SRfvnzkyZOH2NjYDA1TOSnHCrpDhw4xadIkXn755ZueM2TIEGJiYtJvx48fz6l4uU/af3+gvAIgNYGaBYoxp/0cyoZWszaXiIhILuPt7Y23t7elGbJc0L3//vu4ubnd8rZx48YMzzl58iStW7emffv2vPTSSzd9bW9vbwICAjLc5A7sGQeLGoAtDfzD4IHlkK+U1alERETETrI8KaJPnz506NDhlueULl06/euTJ0/SvHlzGjRowNSpU7McUDIpJQ6SL0O+EhByH7j7ADk2PFJEREQslOWCLjg4mODg4Eyd+/fff9O8eXNq167NjBkzcHfXshh2E/UI5MkPTRdA8L3mTURERFyC3ZYtOXnyJM2aNaNkyZKMGzeOc+fOpR8rXLiwvS7rOgwD/l4AQbUhb3Go9TH46PsqIiLiiuxW0C1atIiDBw9y8OBBihcvnuFYDq6UknulJsC67hD+BlQeCAXrWp1IRERELGK3PtCuXbtiGMYNb3KHEv82i7iUWPDyg4e2QCVt1SUiYk/NmjXjtddeszrGTeVkvj179uTIdSTrNKjNGaQXwQaciYLY/ebdvMXAzc2qVCIi4kI+/fRTy5fmOHfu3G13mzp58mQOpXEsKugc3fH5/12CJMUcK9dmHxSsY3UqEZFcJTk52eoIlmnWrBnz5s275TmLFi0iJCSEsmXL5lCqGwsJCaFJkyZERETc9JyoqCh69OjB8uXLM/26GzZs4LXXXiMyMpIePXpw5MiR7Iibo1TQOSLDBlfPm1/7lYMCNSHtqnnfTX9lIuK8SpcuzaeffprhsRo1avD+++8DZnHRp08f+vTpQ/78+SlYsCDvvPNOhuE6mTnHMAzGjBlD2bJl8fX1pXr16vzwww/XvcaAAQMIDg6mZcuWt8ydmpp60+slJSXRr18/QkND8fHxoXHjxmzYsCFL7/tapn79+vHGG28QFBRE4cKFMxwHSEhIoHPnzvj5+VGkSBE+/vjjW+a+nR9//BEPDw8GDx5MSkrKTc+bOHHibZcsyyn16tVj/fr1nD9//obHO3bsyGeffcbx48d56aWX+P3332/5eklJSbRv354hQ4bQpUsXXnjhBV544QV7RLcrVQeOaF03WPGY2dVaoBrUmwJe/lanEhHJ4FTcKa6mmr9sHrl0hM2nNme4nYo7dUevGxkZiaenJ+vWrWPixImMHz+eadOmZemcd955hxkzZjBlyhR27dpF//796dSpE9HR0de9xqpVq/jiiy/uONMbb7zB3LlziYyMZPPmzYSFhdGqVSsuXrx4R+89X758rFu3jjFjxjB8+HAWL16cfnzQoEEsX76c+fPns2jRIqKioti0aVP68ZkzZ+KWyaE4qampbNq0iTlz5nD27Nmbfg+2b99O8eLF8fDwyPL7sZe2bdsyc+bMmx739PSkc+fOTJ06ldjYWF588UXmz59/w3H8K1asICAggEKFCgFmwbh27VrOnDljr/j2YTiwmJgYAzBiYmKsjmJ/l3cbRvxR8+uzqw3jTLS1eURE/ishIcHYuHGjkZCQkOHxocuHGgcuHDAMwzCem/ucwftkuA1dPvS61ypVqpQxfvz4DI9Vr17dGDrUPLdp06ZG5cqVDZvNln78zTffNCpXrpx+/3bnxMfHGz4+Psbq1aszXKdbt27Gs88+m/4aNWrUyNT7v9X14uPjDS8vL2PWrFnpx5KTk42iRYsaY8aMyfT7vnadxo0bZzinbt26xptvvmkYhmHExcUZefLkMWbPnp1+/MKFC4avr6/x6quvGoZhGPPmzTMqVqyYqfc1bdo048AB8+9v9OjRRkhIyA3/v/3kk0+MadOmpd9PTU01Jk+ebHTq1MlYv369YRiG0bFjRyMyMjJT172V1NRUY9KkSUaXLl3SX/v48eNG06ZNM5x37tw5o3nz5pl+XZvNZvz444/Gc889ZyxZsiTDsalTp173+sHBwcbSpUtv+7rX/m388MMPxrRp04zx48cbFy5cyHSu7KQWOkdgS4Ooh2H3R+b9kAYQ2sTaTCIit9Gzdk+KB5jLUo1oPoJNPTZluPWs3fOOXrd+/foZWpkaNGjAgQMHSEtLy9Q5u3fv5urVq7Rs2RI/P7/029dff82hQ4fSn1OnTubHI9/segcPHiQlJYVGjRqlH/Py8qJevXp3NCO0WrWM+20XKVKEs2fPAuae6MnJyTRo0CD9eFBQEBUrVky/365dO/bu3Xvb68THx3Pu3DnCwsIAePXVV8mbNy8fffTRdeeeOHGC0NDQ9Ps//fQTzzzzDImJiRw9ehSANm3aEBsbm/k3ehMLFiygQ4cOXLlyJX0c2+LFi69b/iw4ODjD3+XtnD9/ns2bN1OwYEHKlClz3TEfH58Mj/n4+HD58uU7exMWsds6dHcjIiKCiIiIDP94c53UBNg3Acr1AJ9gaPqLue+qiIiTKOJfJP3rMgXKUIYytzjb5O7ufl23163Gbt0Jm80GwK+//kqxYsUyHPv3LM18+fJl2zX/t5vTMIwMj2X2fXt5eV33utfez/8+/258+eWXdO/ePf2+j48PI0eOpEePHvTq1SvD9y0+Ph5fX9/0+y1atMBms/Hnn3/y7bffAlCuXLkbTpiYMGHCLScYNG3alHbt2qXfv//++wFYtmwZX331FWBOcrjRGMfMdC2fPHmSSZMmkZKSQt++fSlV6vp9zQMDA6/73sbHx2d6VyxH4ZAFXe/evenduzexsbEEBgZaHcc+UhNh76cQeA8Ufwzy32N1IhERuwsJCeHUqX/G1sXGxl73H/7atWuvu1++fPkMY7hudU54eDje3t4cO3aMpk2bZkvum10vLCyMPHnysHLlSjp27AiYhdrGjRszrA2Xmfd9O2FhYXh5ebF27VpKliwJwKVLl9i/f3+W3ufp06fx8fGhYMGCGR7v2LEj48eP57333mP69OnpjwcHB3Pp0qX0+/nz5+ebb76hWbNm6YXejh076Nq163XXevXVV7PyFgkICGD27Nk0adIkveCOjo7mww8/5PLly+TPnz/9XE/Pm5cwR48eJSIigjx58tCvXz+KFCly03MrVarEl19+mX4/KSmJuLi4GxZ/jkxdrjnpwgZY/hCkXgGfEHjsqFnMiYi4iBYtWvDNN9/w559/snPnTrp06XLdYPvjx48zYMAA9u3bx/fff8+kSZOuKwxudY6/vz8DBw6kf//+REZGcujQIbZs2UJERASRkZF3lPtm18uXLx+vvPIKgwYNYuHChezevZvu3buTmJhIt27dsvS+b8fPz49u3boxaNAgli5dys6dO+natWuGfdLnz59PpUqVbvk6U6ZMoW3btpw/fz7D7cKFCwwePJjIyEh27tyZfn7lypU5duxYhtc4c+ZMhqLSz88v2/ZrP378eHpX8M6dO/Hy8iI0NDTDLOWUlBT8/W88WXDcuHF8/fXXDB48mJEjR96ymANo0qQJZ8+e5cSJE4BZQNatW9fpCjqHbKHLddKugocP5CkARiokXwDP4uCZ1+pkIiI5asiQIRw+fJhHH32UwMBARowYcV1LVefOnbly5Qr16tXDw8ODvn370qNHjyydM2LECEJDQxk1ahSHDx8mf/781KpVi7feeuuOct/qeqNHj8Zms/H8888TFxdHnTp1+OOPPyhQoECW3ndmjB07lvj4eNq2bYu/vz+vv/46MTEx6cdjYmLYt2/fTZ+/f/9+Ro4cyfDhw295nbfeeosFCxYA0Lp1a7p3787rr/+zM1GHDh0YMGAA33zzDampqXTp0iXL7+VmnnzySd58803mzJkDQO3atZk8eXKGFsANGzbQokWLGz5/4MCBWbqep6cnkZGRjBw5kvr16xMdHc2sWbPuOL9V3Izs7JTPZte6XGNiYggICLA6zp3ZNRqO/R+03qA15ETEKSUmJrJnzx4qV65M3rz2/UW0WbNm1KhR47o127J6jmSvHj16MHz4cAoXLmx1FMBclqZt27bUq1fP0hzX/m0cPXqUy5cvExcXR+fOnQkKCsrxLGqhs4fkGHO/1XwloFBzyJPfXFNOu3SJiIgTeu+995g8eTIffPCB1VGIjY3l3LlzNy3mxo8ff8sZsM2bN+fJJ5+0VzzLqKCzh6iHwKcQNJkPwfeaNxERESdVvHhx2rVrx2+//cbDDz9sWQ7DMBg/fvwtC8v+/fvnYCLHoYIuOxgGHJ8HwfUhbzGoPQF8i93+eSIikkFUVFS2nCPZr3bt2lZH4MKFC7zyyiuEhIRYHcXhaFBXdkiNhw0vwzFzACcF60LeotZmEhERyWWCg4MzLHIs/1BBd6cSjsPaF82xcl7+8PB2qOSazbwiIiJiLRV0WXVtUrCbG5xbBXH/HXjpe+t1bkRERETsRQVdVhz7P/jjXrClQN7i8OgeCKppdSoREbGjZs2aZdj1wdHkZL472Z9WcoYKutsxbHD1nPm1fwVz4kNaknlf68qJiIiL+PTTTzPshXsz586dY9y4cbc85+TJk9kVS/5LFcntrOkCfz5hdrUWqA51JoKXn9WpREQkGyUnJ1sdwTLNmjVj3rx5tzxn0aJFhISEULZs2du+XkhICE2aNCEiIuKm50RFRdGjRw+WL1+e6ZwbNmzgtddeIzIykh49etzRThu5mUMWdBEREYSHh1O3bl1rAlzeAQl/mV+X7wU1PjLHzImIyF0pXbr0dTs81KhRg/fffx8wi4s+ffrQp08f8ufPT8GCBXnnnXf496ZGmTnHMAzGjBlD2bJl8fX1pXr16hn2Ar32GgMGDCA4OJiWLVveMndqaupNr5eUlES/fv0IDQ3Fx8eHxo0bs2HDhiy972uZ+vXrxxtvvEFQUBCFCxfOcBwgISGBzp074+fnR5EiRfj4449vmft2fvzxRzw8PBg8eDApKSk3PW/ixIl06NAh069br1491q9fz/nz5294vGPHjnz22WccP36cl156id9///2Wr5eUlET79u0ZMmQIXbp04YUXXuCFF17IdB5X4JAFXe/evdm9e/d1/yByhC0VotvAnv/+IwlpACENcz6HiIiDO3UKrl41vz5yBDZvzng7derOXjcyMhJPT0/WrVvHxIkTGT9+PNOmTcvSOe+88w4zZsxgypQp7Nq1i/79+9OpUyeio6Ove41Vq1bxxRdf3HGmN954g7lz5xIZGcnmzZsJCwujVatWXLx48Y7ee758+Vi3bh1jxoxh+PDhLF68OP34oEGDWL58OfPnz2fRokVERUWxadOm9OMzZ87ELZMNEKmpqWzatIk5c+Zw9uzZm34Ptm/fTvHixfHw8MjSe2nbti0zZ8686XFPT086d+7M1KlTiY2N5cUXX2T+/PncaEfSFStWEBAQQKFChQCzYFy7di1nzpzJUqZczXBgMTExBmDExMTY90LJcYaxfZhhXD1v3r+82zBSk+x7TRERJ5GQkGBs3LjRSEhIyPD40KGGceCA+fVzzxmGOTbln9vQode/VqlSpYzx48dneKx69erG0P+e3LRpU6Ny5cqGzWZLP/7mm28alStXTr9/u3Pi4+MNHx8fY/Xq1Rmu061bN+PZZ59Nf40aNWpk6v3f6nrx8fGGl5eXMWvWrPRjycnJRtGiRY0xY8Zk+n1fu07jxo0znFO3bl3jzTffNAzDMOLi4ow8efIYs2fPTj9+4cIFw9fX13j11VcNwzCMefPmGRUrVszU+5o2bZpx4L9/gaNHjzZCQkJu+P/tJ598YkybNi39fmpqqjFp0iSjS5cuxvr16w3DMIzjx48bTZs2zfC8c+fOGc2bN89UFsMwDJvNZvz444/Gc889ZyxZsiTDsalTp173+sHBwcbSpUsz/fr2cO3fxg8//GBMmzbNGD9+vHHhwgVLsjhkC12OS7sCByLg3GrzfmBl8MhjbSYREQfXsycUL25+PWIEbNqU8daz5529bv369TO0MjVo0IADBw6QlpaWqXN2797N1atXadmyJX5+fum3r7/+OsMen3Xq1LnrTAcPHiQlJYVGjRqlH/Py8qJevXp3NCO0WrVqGe4XKVKEs2fPAnDo0CGSk5Np0KBB+vGgoCAqVqyYfr9du3bs3bv3tteJj4/n3LlzhIWFAfDqq6+SN29ePvroo+vOPXHiRIbFfBcsWECHDh24cuVK+ji2xYsXU/zaD8N/BQcH33JP1f91/vx5Nm/eTMGCBSlTpsx1x3x8fDI85uPjw+XLlzP9+rmd6279dX4dbH8Pmv4EPiHQ9ih4+lqdSkTEaRT51/KbZcqYt9txd3e/rkvtVmO37oTNZgPg119/pVixjNsw/nuWZr58+bLtmv/bzWkYRobHMvu+vby8rnvda+/nf59/N7788ku6d++eft/Hx4eRI0fSo0cPevXqleH7Fh8fj6/vP/8/3n///QAsW7aMr776CjAnOdxoHGJmun9PnjzJpEmTSElJoW/fvpQqVeq6cwIDA697//Hx8QQHB9/29V2F67XQpV4x/8xTwJzokHTBvK9iTkTE7kJCQjj1r8F1sbGx181WXLt27XX3y5cvn2EM163OCQ8Px9vbm2PHjhEWFpbhVqJEiTvKfbPrhYWFkSdPHlauXJl+LCUlhY0bN1K5cuUsve/bCQsLw8vLK0OWS5cusX///iy9zunTp/Hx8aFgwYIZHu/YsSOVK1fmvffey/B4cHAwly5dSr8fEBDAb7/9RpMmTdKL4ujoaB544IHrWsw8PW/ebnT06FEGDRpEREQE/fr1Y9y4cTcs5gAqVaqU3lIJ5iSJuLi4m57vilyroNv5ASxubK4tF1ABmi+EvMVu/zwREckWLVq04JtvvuHPP/9k586ddOnS5brB9sePH2fAgAHs27eP77//nkmTJvHqq69m+hx/f38GDhxI//79iYyM5NChQ2zZsoWIiAgiIyPvKPfNrpcvXz5eeeUVBg0axMKFC9m9ezfdu3cnMTGRbt26Zel9346fnx/dunVj0KBBLF26lJ07d9K1a1fc3f/5r3z+/PlUqlTplq8zZcoU2rZty/nz5zPcLly4wODBg4mMjGTnzp3p51euXJljx45d9/241l27c+dOvLy8CA0NzTCTOCUlBX9//xtmGDduHF9//TWDBw9m5MiRFCly692WmjRpwtmzZzlx4gRgFpB169ZVQfcvub/LNekipMZDvpJQuKW5RZdhgFYhERHJcUOGDOHw4cM8+uijBAYGMmLEiOtaqjp37syVK1eoV68eHh4e9O3blx49emTpnBEjRhAaGsqoUaM4fPgw+fPnp1atWrz11lt3lPtW1xs9ejQ2m43nn3+euLg46tSpwx9//EGBAgWy9L4zY+zYscTHx9O2bVv8/f15/fXXiYmJST8eExPDvn37bvr8/fv3M3LkSIYPH37L67z11lssWLAAgNatW9O9e3def/319ONPPvkkb775JnPmzAGgdu3aTJ48ma5du6afs2HDBlq0aHHD1x84cOBt3+u/eXp6EhkZyciRI6lfvz7R0dHMmjUrS6+R27kZ2dkpn81iY2MJDAwkJiaGgICAO3uRP+41t+m6b272hhMRcRGJiYns2bOHypUrkzdvXrteq1mzZtSoUeO6Nduyeo5krx49ejB8+HAKFy6c6ee88847tG3blnr16tkxmbWu/ds4evQoly9fJi4ujs6dOxMUFJTjWXJfC51hg7/mQGgTyFsU6kRA3jsbMyEiIiLw3nvvMXnyZD744INMnR8bG8u5c+duWsyNHz/+ljNgmzdvzpNPPnlHWV1V7ivoUuNhU1+o8h5U7AsFMz8tXURERK5XvHhx2rVrx2+//cbDDz98y3MNw2D8+PG3LP769++f3RFdXu4o6BL+MpcgqTMZvALg4Z3gW8jqVCIikkVRUVHZco5kv9q1a2fqvAsXLvDKK68QEhJi50Tyb849y9Ww/fcLd7iwAeIPm3dVzImIiFgiODg4w0LEkjMcsqCLiIggPDycunXr3vyko7PNCQ+2FMhXAh7ZBQWq51xIEREREQfhkAVd79692b17Nxs2bMh4wJYGV/67EW9gJXPigy3ZvJ/JzYhFREREchvnGkO3+jm4egoeiIYCNcybiIiI2N2mTZtISkoiX758VK+uHjFH45AtdNdJ+O8K1RVfhRpjrc0iIiLiYubPn094eDh16tRh/PjxVseRG3Dsgs6Wav65/zPzz5AGEJx7FygUEcntmjVrxmuvvWZ1jNty9Jw5mW/Hjh3UqlWLRYsW8fzzz1+3a8et7Nmzx47J5N8cu6Bz/2+PcPUR1uYQERHJpRITE0lISLjp8ZMnT1K8eHFSU1M5c+YMnp6ZG6316aef4u3tnalzz507x7hx4zJ1rtyYYxd017h7WZ1ARERyoeTkZKsjWOrXX3+lVq1ajB178+FMhmHg4eHBk08+Sdu2bbl8+fJtX3fRokWEhIRQtmzZTOUICQmhSZMmREREZDZ6pmzYsIHXXnuNyMhIevTocUf75zoL5yjoREQk10lKSqJfv36Ehobi4+ND48aNM6xu8PPPP5M/f35sNnPN0a1bt+Lm5sagQYPSz+nZsyfPPvssYBYeY8aMoWzZsvj6+lK9enV++OGHDNds1qwZffr0YcCAAQQHB9OyZcub5ktNTaVPnz7kz5+fggUL8s477/Dv7c9vl7906dLX7Tdbo0YN3n///Qx5+vXrxxtvvEFQUBCFCxfOcBwgISGBzp074+fnR5EiRfj4449v/Y3NgkceeYRnnnnmpsfPnj3L3r17Abhy5Qp79+6lefPmnDhxgoULF6bftm7dmuF5EydOpEOHDlnKUq9ePdavX8/58+ez/D5uJCkpifbt2zNkyBC6dOnCCy+8wAsvvJAtr+2IVNCJiIgl3njjDebOnUtkZCSbN28mLCyMVq1acfHiRQCaNGlCXFwcW7ZsASA6Oprg4GCio6PTXyMqKoqmTZsC5mbwM2bMYMqUKezatYv+/fvTqVOnDOcDREZG4unpyapVq/jiiy9umu/aeevWrWPixImMHz+eadOmZTp/ZkVGRpIvXz7WrVvHmDFjGD58OIsXL04/PmjQIJYvX878+fNZtGgRUVFRbNq0KcNrzJw5E7c7XL7rVs/btGkTrVq1YtWqVSxdupQJEybg5eVF8eLFad26dfqtRo0a6c/Zvn07xYsXx8PDI8tZ2rZty8yZM294bMKECQwfPpzTp09n6rVWrFhBQEAAhQqZmw3Uq1ePtWvXcubMmSzncgYq6ERE5M5cOQVpV82vE45DzO5/jl3eYR6/iYSEBKZMmcLYsWN56KGHCA8P58svv8TX15fp06cDEBgYSI0aNdK3+oqKiqJ///5s27aNuLg4Tp8+zf79+2nWrBkJCQl88sknfPXVV7Rq1YqyZcvStWtXOnXqdF3RFhYWxpgxY6hYsSKVKlW6acYSJUowfvx4KlasyHPPPUffvn3TZ3hmJn9mVatWjaFDh1K+fHk6d+5MnTp1WLp0KQDx8fFMnz6dcePG0bJlS6pWrUpkZCRpaWkZXiMwMJCKFSve8jqrV6+mX79+fPnllwwePJiVK1emH0tISCAyMpLIyEjatWuXPqbOzc2NypUr06hRIx599FF8fX1v+36WLl163cYAaWlpTJ48ma5du6a3Yp44cYJmzZplOK9p06b89ttvN3zdV199lZ49e/LFF1/wxhtvsG/fvlvmOHr0KEFBQen3PTw88Pf3Z9euXbd9D85IBZ2IiNyZA19A4gnz6z1jYdW/utiWP2Qev4lDhw6RkpJCo0aN0h/z8vKiXr16GWZGNmvWjKioKAzD4M8//+Sxxx6jSpUqrFy5kuXLl1OoUCEqVarE7t27uXr1Ki1btsTPzy/99vXXX3Po0KEM165Tp06m3l79+vUztF41aNCAAwcOkJaWlun8mVGtWrUM94sUKcLZs2cB8/uUnJxMgwYN0o8HBQVdV7y1a9cuvWv0Rk6dOsWTTz7JW2+9Rffu3fHx8cnQyrdu3Tq6dOlCly5dSEtL448//gCgefPmWXovYBZq/7v114IFC+jQoQNXrlxJH8e2ePFiihcvnuG84ODg6/6+/q1QoUIMHTqUd999l99++42+ffuyZs2aG557/vx5fHx8Mjzm4+OTqTGAzsi5FhYWERHHUb4n5Clgfl15EJR/+Z9jzX8H7+CbPvXaWLT/7e4zDCPDY82aNWP69Ols27YNd3d3wsPDadq0KdHR0Vy6dCm9u/XaOLtff/2VYsWKZXjN/51pmS9fvqy9zzvM7+7unmHMHUBKSsp1r+XllXHin5ubW/r7+d/n36m5c+dSsmRJChcuDHDdOL3atWunfx0UFERsbCxw/fcuM+Lj469rybv//vsBWLZsGV999RVgtrjeaAxjZrqO/f396d+/P8nJycyaNYuvvvqKLl260Lhx4/RzAgMDr/v+xcfHExx8859LZ6YWOhERuTO+RcDjvy0g+UpAYPg/x/JXNY/fRFhYGHny5MnQ7ZeSksLGjRupXLly+mPXxtF9+umnNG3aFDc3N5o2bUpUVFSG8XPh4eF4e3tz7NgxwsLCMtxKlChxR29v7dq1190vX748Hh4emcofEhLCqVP/dDvHxsZmeZZlWFgYXl5eGbJcunSJ/fv3Z+l1bDbbLYvDOxnvdjPBwcFcunQpw2MBAQH89ttvNGnSJL2gjo6O5oEHHriuxSyzy6KA+T39+++/8fPzu65VsFKlSuktnWBOkoiLi6NUqVJZfEfOQS10IiKS4/Lly8crr7zCoEGDCAoKomTJkowZM4bExES6deuWft61cXTffvstEyZMAMwir3379qSkpKSPwfL392fgwIH0798fm81G48aNiY2NZfXq1fj5+dGlS5csZzx+/DgDBgygZ8+ebN68mUmTJqXPMM1M/hYtWjBz5kzatGlDgQIFePfdd7NcOPn5+dGtWzcGDRpEwYIFKVSoEG+//Tbu7hnbY+bPn8+QIUNu2u3arl07RowYwbFjxyhZsiQAs2fPvu1M1LNnz7Jo0SLc3d3ZtGkTH3300W0LrsqVK3Ps2LHrHj9+/DhhYWEA7Ny5Ey8vL0JDQ4mMjOSll14CzKLY39//lq8PcOTIEaZOnYq7uzsvv/zyDYv2Jk2acPbsWU6cOEHx4sWJjo6mbt26KuhyUkREBBEREdcN+hQRkdxj9OjR2Gw2nn/+eeLi4qhTpw5//PEHBQoUyHBe8+bN2bx5c3rxVqBAAcLDwzl58mSG1rwRI0YQGhrKqFGjOHz4MPnz56dWrVq89dZbd5Svc+fOXLlyhXr16uHh4UHfvn0z7JJwu/xDhgzh8OHDPProowQGBjJixIg7Wgdt7NixxMfH07ZtW/z9/Xn99deJiYnJcE5MTMwtJwmUKFGCuXPn8s4779C4cWNsNhsPP/wwCxcu5JdffiElJYVffvmFuLg4Vq1axYkTJ6hUqRJHjx7l8uXL9OnTh7Vr17JkyRJat259y7ytW7eme/fuvP766xkef/LJJ3nzzTeZM2cOYHbzXpsocc2GDRto0aLFTV97y5YtREZGUrhwYd54443rflb+zdPTk8jISEaOHEn9+vWJjo5m1qxZt8zuzNyM7Oqgt4PY2FgCAwOJiYkhICDA6jgiIi4pMTGRPXv2ULlyZfLmzWt1HLHI008/zZgxYyhduvRtz+3RowfDhw9PH7OXWe+88w5t27alXr3rt/mcMGECPj4+dOnS5brJDla59m/jWuEbFxdH586dM8yuzSkaQyciIiK39Ouvv9K+fftMFXMA7733HpMnT87SNWJjYzl37twNizn4Z9kSRynmHI0KOhEREbmpDRs2UKhQIdq3b8/u3btv/wSgePHitGvX7qZryv0vwzAYP348H3zwwd1EdWkOOYZORERErLdmzRp69uxJaGgoycnJTJkyJdPP/fdSKLdz4cIFXnnlFUJCQu4kpqCCTkRERG6iQYMGbN++3e7Xya1rw+UkdbmKiIiIODkVdCIiIiJOTgWdiIiIiJNTQSciIiLi5Oxa0LVt25aSJUvi4+NDkSJFeP755zl58qQ9LykiIiLicuxa0DVv3pw5c+awb98+5s6dy6FDh3jqqafseUkRERERl2PXZUv69++f/nWpUqUYPHgwjz/+OCkpKXh5ednz0iIiIiIuI8fWobt48SKzZs2iYcOGNy3mkpKSSEpKSr8fGxubU/FEREREnJbdC7o333yTyZMnk5iYSP369fnll19ueu6oUaMYNmyYvSOJiMgduHLlitURRByKI/2bcDMMw8jKE95///3bFl0bNmygTp06AJw/f56LFy/y119/MWzYMAIDA/nll19wc3O77nk3aqErUaIEMTExBAQEZCWmiIhkk+TkZHbt2oXNZrM6iojDMQyDw4cPExcXR1xcHJ07dyYoKCjHc2S5oDt//jznz5+/5TmlS5fGx8fnusdPnDhBiRIlWL16NQ0aNLjttWJjYwkMDFRBJyJiseTkZFJTU4mJieGXX34hX758eHt7Wx1LxHJpaWmkpqZy5coVSwu6LHe5BgcH3/Gea9dqx3+3womIiOPLkycPefLk4erVqyQkJJCSkqKCTuRfrK5t7DaGbv369axfv57GjRtToEABDh8+zHvvvUe5cuUy1TonIiKOx9vbm4CAAGJjY0lOTrY6johDCQgIsOwXHbsVdL6+vsybN4+hQ4eSkJBAkSJFaN26NbNnz9ZvdSIiTipfvnw888wzlrdGiDgib29v8uXLZ8m1szyGLidpDJ2IiIjI7WkvVxEREREnp4JORERExMk5dJerYRjExcXh7+9/w3XrRERERMTBCzoRERERuT11uYqIiIg4ORV0IiIiIk5OBZ2IiIiIk1NBJyIiIuLkVNCJiIiIODkVdCIiIiJOTgWdiIiIiJP7f062L3bVABeKAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -949,7 +949,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -1253,6 +1253,101 @@
     "main_theorem1.corollary_r_bound"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "aa54317e",
+   "metadata": {},
+   "source": [
+    "# Stronger Theorem Bound"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a736919",
+   "metadata": {},
+   "source": [
+    "$\\newcommand\\kappa{k_{v,q}}$\n",
+    "Redefine \\kappa to $\\kappa$ in latex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "ec739837",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<html>\\(\\displaystyle r &lt; \\min\\left( \\frac{\\Omega q^{2}}{2 \\, \\kappa} , \\frac{\\Omega {\\left(\\psi - q\\right)}^{2}}{2 \\, \\kappa} + R \\right)\\)</html>"
+      ],
+      "text/latex": [
+       "$\\displaystyle r < \\min\\left( \\frac{\\Omega q^{2}}{2 \\, \\kappa} , \\frac{\\Omega {\\left(\\psi - q\\right)}^{2}}{2 \\, \\kappa} + R \\right)$"
+      ],
+      "text/plain": [
+       "r < \\min\\left( \\frac{\\Omega q^{2}}{2 \\, \\kappa} , \\frac{\\Omega {\\left(\\psi - q\\right)}^{2}}{2 \\, \\kappa} + R \\right)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "main_theorem2 = Object()\n",
+    "main_theorem2.r_upper_bound1 = r_upper_bound1.rhs()\n",
+    "main_theorem2.r_upper_bound2 = r_upper_bound2.rhs()\n",
+    "\n",
+    "r\"r < \\min\\left(\" + latex(main_theorem2.r_upper_bound1) + \",\" + latex(main_theorem2.r_upper_bound2) + r\"\\right)\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fc47641",
+   "metadata": {},
+   "source": [
+    "# Stronger Theorem Corollary Bound"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51a6942e",
+   "metadata": {},
+   "source": [
+    "Specialize to $m=1$ or $2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "78893533",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<html>\\(\\displaystyle r &lt; \\min\\left( \\frac{n^{2} q^{2}}{\\kappa} , \\frac{n^{2} {\\left(\\psi - q\\right)}^{2}}{\\kappa} + R \\right)\\)</html>"
+      ],
+      "text/latex": [
+       "$\\displaystyle r < \\min\\left( \\frac{n^{2} q^{2}}{\\kappa} , \\frac{n^{2} {\\left(\\psi - q\\right)}^{2}}{\\kappa} + R \\right)$"
+      ],
+      "text/plain": [
+       "r < \\min\\left( \\frac{n^{2} q^{2}}{\\kappa} , \\frac{n^{2} {\\left(\\psi - q\\right)}^{2}}{\\kappa} + R \\right)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "main_theorem2_corollary = Object()\n",
+    "main_theorem2_corollary.r_upper_bound1 = main_theorem2.r_upper_bound1.subs(lcm_m_2n2 == 2*n^2)\n",
+    "main_theorem2_corollary.r_upper_bound2 = main_theorem2.r_upper_bound2.subs(lcm_m_2n2 == 2*n^2)\n",
+    "\n",
+    "r\"r < \\min\\left(\" + latex(main_theorem2_corollary.r_upper_bound1) + \",\" + latex(main_theorem2_corollary.r_upper_bound2) + r\"\\right)\""
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "6c1e0d68",
@@ -1263,7 +1358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 34,
    "id": "896d26dd",
    "metadata": {},
    "outputs": [
@@ -1279,7 +1374,7 @@
        "c == a_v*r/n + b_q/n"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1290,7 +1385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 35,
    "id": "51f22f7d",
    "metadata": {},
    "outputs": [
@@ -1306,7 +1401,7 @@
        "(a_v*r + 2*b_q)*a_v"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1323,7 +1418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 36,
    "id": "8148f5cd",
    "metadata": {},
    "outputs": [
@@ -1339,7 +1434,7 @@
        "d > 1/2*(a_v*r + 2*b_q)*a_v/n^2"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }