From 040e1da0242bef445d1daac7e6301d032847e43f Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date: Thu, 10 Oct 2024 16:12:03 +0200
Subject: [PATCH] GA 1.6 ready for review

---
 .../GA_1_6/GA_1_6_an_ode_to_pde.ipynb         |  647 +-
 content/GA_1_6/GA_1_6_solution.ipynb          |  394 +-
 content/GA_1_6/figures/thermal_gradient.png   |  Bin 0 -> 3069 bytes
 src/teachers/GA_1_6/GA_1_6_an_ode_to_pde.html | 8457 +++++++++++++++++
 .../GA_1_6/GA_1_6_files_for_review.zip        |  Bin 0 -> 520093 bytes
 src/teachers/GA_1_6/GA_1_6_solution.html      |  742 +-
 6 files changed, 9428 insertions(+), 812 deletions(-)
 rename src/teachers/GA_1_6/GA_1_6_solution.ipynb => content/GA_1_6/GA_1_6_an_ode_to_pde.ipynb (92%)
 create mode 100644 content/GA_1_6/figures/thermal_gradient.png
 create mode 100644 src/teachers/GA_1_6/GA_1_6_an_ode_to_pde.html
 create mode 100644 src/teachers/GA_1_6/GA_1_6_files_for_review.zip

diff --git a/src/teachers/GA_1_6/GA_1_6_solution.ipynb b/content/GA_1_6/GA_1_6_an_ode_to_pde.ipynb
similarity index 92%
rename from src/teachers/GA_1_6/GA_1_6_solution.ipynb
rename to content/GA_1_6/GA_1_6_an_ode_to_pde.ipynb
index e7824cd3..f4d298a3 100644
--- a/src/teachers/GA_1_6/GA_1_6_solution.ipynb
+++ b/content/GA_1_6/GA_1_6_an_ode_to_pde.ipynb
@@ -7,7 +7,7 @@
     "id": "9adbf457-797f-45b7-8f8b-0e46e0e2f5ff"
    },
    "source": [
-    "# Workshop 6: An ODE to Probably Doing Enough (PDE)\n",
+    "# GA 1.6: An ODE to Probably Doing Enough (PDE)\n",
     "\n",
     "<h1 style=\"position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0\">\n",
     "    <style>\n",
@@ -30,11 +30,28 @@
    "source": [
     "# Overview\n",
     "\n",
-    "This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).\n",
-    "\n",
-    "## Section 1: Solving Non-linear ODEs\n",
+    "This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "453992c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0933143e",
+   "metadata": {},
+   "source": [
+    "## Part 1: Solving Non-linear ODEs\n",
     "\n",
-    "In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution. \n"
+    "In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution. "
    ]
   },
   {
@@ -42,7 +59,7 @@
    "id": "735043d3",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1</b>\n",
     "\n",
@@ -60,7 +77,7 @@
    "id": "17ca3c02",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.1</b>\n",
     "\n",
@@ -84,24 +101,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c221dccd",
+   "id": "769c78ae",
    "metadata": {},
    "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "$$\n",
-    "g(x) = x^2-9 \\text{ and } g'(x) = 2*x\n",
-    "$$\n",
-    "\n",
-    "so\n",
-    "$$\n",
-    "x = x - \\frac{x^2-9}{2x}\n",
-    "$$\n",
-    "</p>\n",
-    "</div>"
+    "Write your answer here."
    ]
   },
   {
@@ -109,7 +112,7 @@
    "id": "4f3fc628",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.2</b>\n",
     "\n",
@@ -120,35 +123,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "25bcec4e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The solution found is  3.000000000008298  it took  11  iterations to converge.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
     "\n",
     "def g(x):\n",
-    "    return x**2 - 9\n",
+    "    return YOUR_CODE_HERE\n",
     "\n",
     "def g_der(x):\n",
-    "    return 2*x\n",
+    "    return YOUR_CODE_HERE\n",
     "\n",
     "x = .01\n",
     "for j in range(100):\n",
-    "    x = x - g(x)/g_der(x)\n",
-    "    if np.abs(g(x)) < 1e-6:\n",
-    "        break\n",
-    "\n",
-    "    \n",
-    "print(\"The solution found is \", x, \" it took \" ,j , \" iterations to converge.\")"
+    "    x = YOUR_CODE_HERE\n",
+    "    # Next task will go here"
    ]
   },
   {
@@ -156,7 +147,7 @@
    "id": "c210989a",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.3</b>\n",
     "\n",
@@ -166,22 +157,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "72af70ed",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "4 iterations \n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "728a8de9",
@@ -195,7 +170,7 @@
    "id": "e4723ca1",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.4</b>\n",
     "\n",
@@ -205,22 +180,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "b9a34e8a",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "It takes 11 iterations, 7 more than in the previous case despite the guess being closer to the solution. This is because at that location the derivative is close to 0 and if first goes far away from the solution.\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "99d7f4c8",
@@ -234,7 +193,7 @@
    "id": "fcb52681",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2</b>\n",
     "\n",
@@ -253,39 +212,23 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b10ee75",
+   "id": "6ef1b02a",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Task 2.1</b>\n",
-    "\n",
-    "Write in paper the Explicit and Implicit Euler schemes of the equation above.\n",
-    "\n",
-    "\n",
-    "</p>\n",
-    "</div>"
+    "Write your answer here."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7e68e263",
+   "id": "8b10ee75",
    "metadata": {},
    "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Solution</b>\n",
+    "<b>Task 2.1</b>\n",
     "\n",
-    "The Explicit Euler Scheme:\n",
-    "$$\n",
-    "y_{i+1} = y_{i} + \\Delta t (\\sin(y_i^3)+\\sin(t_i))\n",
-    "$$\n",
+    "Write in paper the Explicit and Implicit Euler schemes of the equation above.\n",
     "\n",
-    "The Implicit Euler scheme:\n",
-    "$$\n",
-    "y_{i+1} = y_{i} + \\Delta t (\\sin(y_{i+1}^3)+\\sin(t_{i+1}))\n",
-    "$$\n",
     "\n",
     "</p>\n",
     "</div>"
@@ -304,7 +247,7 @@
    "id": "3a0f172f",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2.2</b>\n",
     "\n",
@@ -320,30 +263,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "7ade5e39",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "$$\n",
-    "g(y_{i+1}) = y_{i+1}-y_{i} - \\Delta t (\\sin(y_{i+1}^3)+\\sin(t_{i+1}))\n",
-    "$$\n",
-    "\n",
-    "and\n",
-    "\n",
-    "$$\n",
-    "g'(y_{i+1}) = 1 - \\Delta t * 3y_{i+1}^2\\cos(y_{i+1}^3)\n",
-    "$$\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "e40042c0",
@@ -357,7 +276,7 @@
    "id": "726c43cb",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2.3</b>\n",
     "\n",
@@ -374,30 +293,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "57c0662a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "\n",
     "def g(y_iplus1,y_i, t_iplus1):\n",
-    "    return y_iplus1-y_i-dt*(np.sin(y_iplus1**3)+np.sin(t_iplus1))\n",
+    "    return YOUR_CODE_HERE\n",
     "\n",
     "def g_der(y_iplus1):\n",
-    "    return 1-3*dt*y**2*np.cos(y_iplus1**3)\n",
+    "    return YOUR_CODE_HERE\n",
     "\n",
     "\n",
     "# Define parameters:\n",
@@ -409,20 +314,20 @@
     "y_IE = np.zeros(t.shape)\n",
     "\n",
     "# Define Initial Conditions\n",
-    "y_EE[0] = 1\n",
-    "y_IE[0] = 1\n",
+    "y_EE[0] = YOUR_CODE_HERE\n",
+    "y_IE[0] = YOUR_CODE_HERE\n",
     "\n",
     "# Perform time-integration\n",
     "newtonFailed = 0\n",
     "for i in range(0, len(t)-1):    \n",
     "    \n",
     "    # Forward Euler:\n",
-    "    y_EE[i+1] = y_EE[i] + dt*(np.sin(y_EE[i]**3)+np.sin(t[i]))\n",
+    "    y_EE[i+1] = YOUR_CODE_HERE\n",
     "\n",
     "    # Backward Euler:\n",
-    "    y_IE[i+1] = y_IE[i] # initial guess\n",
+    "    y_IE[i+1] = YOUR_CODE_HERE # Initial guess\n",
     "    for j in range(200):\n",
-    "        y_IE[i+1] = y_IE[i+1] - g(y_IE[i+1],y_IE[i],t[i+1])/g_der(y_IE[i+1])\n",
+    "        y_IE[i+1] = YOUR_CODE_HERE\n",
     "        if np.abs(g(y_IE[i+1],y_IE[i],t[i+1])) < 1e-6:\n",
     "            break\n",
     "        \n",
@@ -449,7 +354,7 @@
    "id": "6b6d9964",
    "metadata": {},
    "source": [
-    "## Section 2: Diffusion Equation in 1D\n",
+    "## Part 2: Diffusion Equation in 1D\n",
     "\n",
     "The 1-D diffusion equation reads $$\\frac{\\partial u}{\\partial t}=v\\frac{\\partial^2 u}{\\partial x^2}$$\n",
     " \n",
@@ -457,20 +362,9 @@
     "\n",
     "Unlike the problem of Wednesday, here there is no exchange of heat with the ambient and the temperature evolves in time. The temperature initially is uniform along the rod, equal to $7°C$. Then it is heated at both ends. . \n",
     "\n",
-    "![Thermal Gradient](figures/thermal_gradient.png)\n",
+    "![Thermal Gradient](./figures/thermal_gradient.png)\n",
     "\n",
-    "The problem is schematized as a one-dimensional $30cm$ steel rod of with a diffusivity coefficient of $4 mm^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ steps. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "ef5ab0dd",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
+    "The problem is schematized as a one-dimensional $0.3 m$ steel rod of with a diffusivity coefficient of $4e-6 m^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ time steps and use 15 points to represent the rod."
    ]
   },
   {
@@ -478,7 +372,7 @@
    "id": "c300a7fd",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3</b>\n",
     "\n",
@@ -501,7 +395,7 @@
    "id": "84b32366",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.1:</b>\n",
     "\n",
@@ -510,22 +404,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "813f4a66",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "One initial condition and two boundary conditions are needed.\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "1b363563",
@@ -539,7 +417,7 @@
    "id": "4ae351ba",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.2:</b>\n",
     "\n",
@@ -550,22 +428,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a7205bce",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "Drawing of the grid.\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "1d59533c",
@@ -579,7 +441,7 @@
    "id": "71a1284a",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.3:</b>\n",
     "\n",
@@ -590,24 +452,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "be750743",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "$$ \n",
-    "\\frac{\\partial T}{\\partial t}\\bigg|_i = \\nu \\frac{T_{i+1}-2T_i+T_{i-1}}{\\Delta x^2}\n",
-    "$$\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "d0d45222",
@@ -621,7 +465,7 @@
    "id": "6ab571e7",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.4:</b>\n",
     "\n",
@@ -632,24 +476,6 @@
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "b2e63667",
-   "metadata": {},
-   "source": [
-    "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
-    "<p>\n",
-    "<b>Solution</b>\n",
-    "\n",
-    "$$ \n",
-    "T^{j+1}_{i} = T^j_i + \\frac{\\nu \\Delta t}{\\Delta x^2} \\left(T^j_{i+1}-2T^j_i+T^j_{i-1}\\right)\n",
-    "$$\n",
-    "\n",
-    "</p>\n",
-    "</div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "c46ee55f",
@@ -664,44 +490,26 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#facb8e; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#facb8E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>NOTE</b>\n",
     "\n",
-    "If you have doubts of your solution, ask a staff member! It is important to be in the right track!!\n",
+    "If you have doubts of your solution, <b>stop</b> and ask a staff member! It is important to be in the right track!!\n",
     "\n",
     "</p>\n",
     "</div>"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "852123ea",
-   "metadata": {},
-   "source": [
-    "<div style=\"background-color:#ffa6a6; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\"><p><b>NOTE TO TEACHERS</b>\n",
-    "EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS FOLLOWS:\n",
-    "\n",
-    "- implement the solution using forward difference in time and central in space\n",
-    "- this is an implicit scheme\n",
-    "- first with constand dirichlet, then with varying (in time) dirichlet condition on one end of the bar\n",
-    "- implement the solution using backward in time and central in space\n",
-    "- in both cases we will try to have the students formulate the matrix analytically before implementing it in code so that it is very similar to what we did on wednesday\n",
-    "- note that the time dependency of the boundary requires that there be a loop in the solution \n",
-    "\n",
-    "</p></div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "2ad1f7c0-14d4-4363-8ed9-681e1e271741",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.5:</b>   \n",
     "\n",
-    "Finally, the coding part! Let's start with defining the parameters and creating the grid. **Fill in the missing parts of the code.**\n",
+    "Finally, some coding! Let's start with defining the parameters and creating the grid. **Fill in the missing parts of the code.**\n",
     "\n",
     "</p>\n",
     "</div>"
@@ -709,32 +517,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 4,
    "id": "efd223ed-a7db-4680-8c81-649ea88b5275",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# T_left =           \n",
-    "# T_right =          \n",
-    "# T_initial =        \n",
-    "# length =           \n",
-    "# n_point =          \n",
-    "# nu =               \n",
-    "# dt =               \n",
-    "# nt =               \n",
-    "\n",
-    "# Solution\n",
-    "T_left = 38        # Temperature at the left\n",
-    "T_right = 25       # Temperature at the right\n",
-    "T_initial = 7      # Initial temperature of the bar\n",
-    "length = 300       # Length of the bar in mm\n",
-    "n_point = 15       # Number of points\n",
-    "nu = 4             # Constant value nu mm^2/s (representative value for steel)\n",
-    "dt = 50            # Time increment in seconds\n",
-    "nt = 200           # Number of time increments\n",
-    "\n",
-    "dx = length/(n_point-1)\n",
-    "x = np.linspace(0,length,n_point)"
+    "T_left = YOUR_CODE_HERE\n",
+    "T_right = YOUR_CODE_HERE\n",
+    "T_initial = YOUR_CODE_HERE\n",
+    "length = YOUR_CODE_HERE\n",
+    "n_point = YOUR_CODE_HERE\n",
+    "nu = YOUR_CODE_HERE\n",
+    "dt = YOUR_CODE_HERE\n",
+    "nt = YOUR_CODE_HERE"
    ]
   },
   {
@@ -750,12 +545,14 @@
    "id": "0e235c76",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.6:</b>   \n",
     "\n",
     "Define the initial conditions and the boundary conditions. **Fill in the missing parts of the code.**\n",
     "\n",
+    "We define a 2-dimensional Numpy array <code>T</code> where the first index, <code>j</code>, represents time and the second index, <code>i</code>, represents space, for example: <code>T[j, i]</code>. Initialize <code>T</code> with a matrix of zeros.\n",
+    "\n",
     "</p>\n",
     "</div>"
    ]
@@ -767,294 +564,270 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Initialise empty solution array \"us\"\n",
-    "us = np.zeros((nt+1,n_point))\n",
-    "\n",
-    "# Initialise initial conditions into the solution array t=0\n",
-    "# us[0] = \n",
-    "# Solution:\n",
-    "us[0] = T_initial\n",
-    "\n",
-    "# Initialise boundary conditions into the solution array at t=0\n",
-    "# Remember that the first term is the left boundary and the last term is the right boundary.\n",
-    "# us[0][0] = \n",
-    "# us[0][-1] = \n",
-    "# Solution:\n",
-    "us[0][0] = T_left\n",
-    "us[0][-1] = T_right"
+    "T = YOUR_CODE_HERE\n",
+    "T[0, :] = YOUR_CODE_HERE\n",
+    "T[:, 0] = YOUR_CODE_HERE\n",
+    "T[:, -1] = YOUR_CODE_HERE\n",
+    "b = YOUR_CODE_HERE"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "726ef6e5-db85-4d29-936a-681782073a4e",
+   "id": "e7c5bf2e",
    "metadata": {},
    "source": [
-    "The finite difference operation will involve using an array that contains $u$ at every point in the array `x` (code), `dt`, `dx` and `nu` to return an array that contains $u$ at every point in the array `x` at the **next time step**. \n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 3.7:</b>   \n",
     "\n",
-    "But what about the boundary points? These will remain the same as the boundaries are held at a constant temperature. Hence, for each array pertaining to $u$, the first and the last values should correspond to the boundary temperatures, before the array is used an a input for the finite difference operation. The rest of the terms can be consded as per the equation in Step 3. In short, while advancing in time, from `0` to `nt*dt`, the first and lasts elements of the array $u$ will not be advanced in time but in fact, be assigned the boundary values of temperature. \n",
+    "Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b. As in the workshop and textbook, the <code>A</code> matrix consists only of the unknowns in the problem.\n",
     "\n",
-    "So if the $u$ array corresponding to the first time-step has the correct boundary values, the finite difference operation need only copy these values to their locations in every successive array in time. This can be done as an if and else statement."
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e0147f1",
+   "metadata": {},
+   "source": [
+    "Your answer here."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "ffd2090f-c5b0-43ee-8516-ae98eb6cff1d",
+   "id": "787c37f6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def fdm_step(u, dx, dt, nu):\n",
-    "\n",
-    "    u_new = np.zeros(len(u))\n",
-    "\n",
-    "    for i in range(len(u)):\n",
-    "\n",
-    "        if i == 0 or i == len(u)-1: # Exclue fixed boundary point at ends\n",
-    "\n",
-    "            u_new[i] = u[i]\n",
-    "        else:\n",
-    "            u_new[i] = u[i] + nu*dt*(u[i+1] - 2*u[i] + u[i-1])/(dx**2)\n",
-    "            \n",
-    "    return u_new"
+    "for j in range(m-1):\n",
+    "    A = YOUR_CODE_HERE\n",
+    "    b = YOUR_CODE_HERE\n",
+    "    T[j+1,1:-1] = YOUR_CODE_HERE"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a0033860-a8fb-41d0-9c39-4d9b1676fdcc",
+   "id": "794f6329",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Task 1.4:</b>   \n",
+    "<b>Task 3.8:</b>   \n",
+    "\n",
+    "Use this code cell if you would like to verify your numerical implementation. For example, visualize the temperature profile at different time steps.\n",
     "\n",
-    "You now have the finite difference operation and initial arrays. Now write a single line of code to loop over all time steps to obtain the solution at `dt*nt`.\n",
     "</p>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "193daff2",
+   "execution_count": 7,
+   "id": "56f6fdea",
    "metadata": {},
    "outputs": [],
    "source": [
-    "for i in range(nt):\n",
-    "    us[i+1] = fdm_step(us[i],dx, dt, nu)\n"
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.xlabel('x')\n",
+    "# plt.ylabel('T')\n",
+    "# plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "794f6329",
+   "id": "17e7be50-79a7-4699-b0d8-908a58ce36d7",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Task XXX:</b>   \n",
+    "<b>Task 3.9:</b>   \n",
     "\n",
-    "Visualization of the temporal evolution.\n",
+    "Describe the time evolution of the temperature along the rod. Does the temperature reach a steady-state? What does that mean for heat flow?\n",
     "\n",
+    "Write your answer in the following markdown cell. \n",
     "</p>\n",
     "</div>"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "fbdbd830-46f7-48eb-926e-ab6cd093f90a",
+   "cell_type": "markdown",
+   "id": "8db518cd",
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'widgets' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[7], line 13\u001b[0m\n\u001b[0;32m     10\u001b[0m     plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mu\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     11\u001b[0m     plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m---> 13\u001b[0m play \u001b[38;5;241m=\u001b[39m widgets\u001b[38;5;241m.\u001b[39mPlay(\u001b[38;5;28mmin\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mmax\u001b[39m\u001b[38;5;241m=\u001b[39mnt\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, step\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, value\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, interval\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, disabled\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m     14\u001b[0m slider \u001b[38;5;241m=\u001b[39m widgets\u001b[38;5;241m.\u001b[39mIntSlider(\u001b[38;5;28mmin\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mmax\u001b[39m\u001b[38;5;241m=\u001b[39mnt\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, step\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, value\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\n\u001b[0;32m     15\u001b[0m widgets\u001b[38;5;241m.\u001b[39mjslink((play, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m), (slider, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m))\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'widgets' is not defined"
-     ]
-    }
-   ],
    "source": [
-    "def FDM_plot(x, u, step):\n",
-    "    fig = plt.figure()\n",
-    "    ax = plt.axes(xlim=(0, 300), ylim=(0, 40))\n",
-    "    ax.plot(x, u[step])\n",
-    "    plt.xlabel('x')\n",
-    "    plt.ylabel('u')\n",
-    "    plt.show()\n",
-    "\n",
-    "play = widgets.Play(min=0, max=nt-1, step=1, value=0, interval=100, disabled=False)\n",
-    "slider = widgets.IntSlider(min=0, max=nt-1, step=1, value=0)\n",
-    "widgets.jslink((play, 'value'), (slider, 'value'))\n",
-    "\n",
-    "interact(FDM_plot,\n",
-    "    x=fixed(x),\n",
-    "    u=fixed(us),\n",
-    "    step = (play))\n",
-    "\n",
-    "widgets.HBox([slider])   "
+    "Your answer here."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "dd052188-5e1d-4335-9462-5af07e4ea03b",
-   "metadata": {
-    "id": "0491cc69"
-   },
+   "id": "9fcbb39f",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 4</b>\n",
+    "\n",
+    "Alter the right boundary condition, with the following equation: \n",
+    "\n",
+    "\n",
+    "$$\n",
+    "u^t_{x=L} = 25 + 10 \\sin \\left(\\frac{2\\pi t}{period}\\right)\n",
+    "$$\n",
+    "\n",
+    "where L refers to the last point of the rod. Put your whole code together in a single cell. Copy the code cells from task 3.5 until task 3.8. Modify the right boundary condition as stated above, the period is 6000 seconds.\n",
+    "\n",
+    "\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05534522",
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "<div style=\"background-color:#facb8e; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\"> <p><b>Note:</b> Depending on your choice of time step, you may have noticed that your notebook did not converge. This would have looked like a log of oscillations (jagged up-and-down lines) that appear during the animation, which then increase out of control. This happens because the numerical approach used here is conditionally stable; large time steps do not work well. This has to do with the high value of the diffusivity parameter.</p></div>"
+    "YOUR_CODE_HERE"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "17e7be50-79a7-4699-b0d8-908a58ce36d7",
+   "id": "852b05c5",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Task 1.5:</b>   \n",
+    "<b>Task 5</b>\n",
+    "\n",
+    "Solve the diffusion equation using Central Differences in space but **now with Backward Differences in time**. You will do this step by step (subtasks). Just as before. \n",
     "\n",
-    "Explain what the animation above shows? Does the temperature reach a steady-state? What does that mean for heat flow?\n",
     "\n",
-    "Record your answer in the following markdown cell. \n",
     "</p>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "fb6cc514-2b49-43df-bd26-35ade685e4db",
+   "id": "81fe7677",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Solution</b>   \n",
+    "<b>Task 5.1:</b>\n",
+    "\n",
+    "Draw the stencils (two in total) of this equation when solving it with Central Differences in space and **Forward Differences in time** and when solving it with Central Differences in space and **Backward Differences in time**. \n",
     "\n",
-    "Animated plot above shows how the ends of the rod at temperatures of $38^oC$ and $25^oC$ but $7^oC$ elsewhere. As the animation begins, you can notice how the temperature increases through the rod and eventually becomes a constant gradient across the length of the rod, indicating a steady-state.\n",
-    "  \n",
     "</p>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e376cd92-6d55-4d8f-8504-5d0972ed41ca",
+   "id": "6df8a151",
    "metadata": {},
    "source": [
-    "## Task 2: Altering the right boundary\n",
-    "\n",
-    "Say the right-end of the bar is heated with the cyclic function:\n",
-    "$$ u(L,t)=25+10\\sin\\left(\\frac{2\\pi t}{T}\\right)$$\n",
-    "\n",
-    "where $T$ is the time period of the cyclic heating. Here are the additional values for this problem."
+    "Your answer here."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "032cef25-50fd-4b82-8ec7-8f5a2e8eaac1",
+   "id": "ca16ee10",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Task 2.1:</b>   \n",
+    "<b>Task 5.2:</b>\n",
+    "\n",
+    "Now, the differential equation needs to be expressed in algebraic form using central differences in space and forward differences in time. **Start by just transforming the PDE into a first-order ODE by ONLY applying Central Differences to the spatial derivative term.**\n",
+    "\n",
     "\n",
-    "Based on the initialization of the problem as described in Task 1.4, can you set up the initial and boundary conditions for this situation? (you only need to change one condition).\n",
     "</p>\n",
     "</div>"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "7a2db483-7d49-45ad-beeb-b5ad78024cfe",
+   "cell_type": "markdown",
+   "id": "4a25a0d0",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "t = 0\n",
-    "T = 6000\n",
-    "\n",
-    "nt = 600\n",
-    "us = np.zeros((nt+1,n_point))\n",
-    "\n",
-    "# us[0] = \n",
-    "# Solution:\n",
-    "us[0] = T_initial\n",
-    "\n",
-    "# us[0][-1] = \n",
-    "# Solution:\n",
-    "us[0][0] = T_left\n",
-    "us[0][-1] = 25 + 10*np.sin(2*np.pi*t/T)"
+    "Your answer here."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "8711923d-0c98-453c-a1a0-8b687f53e9df",
+   "id": "139d33af",
    "metadata": {},
    "source": [
-    "To pass on the value of the time-dependent boundary condition `T_Right` to the iteration loop, you must copy the value of `us` (the solution) to another array, modify the boundary condition on the right (which element of the array will that be?) and pass the modified array to the solution function `fdm_step`. \n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 5.3:</b>\n",
     "\n",
-    "You can use the following code for dynamic plotting:"
+    "**Apply Backward Differences to the equation to obtain an algebraic expression.**\n",
+    "\n",
+    "</p>\n",
+    "</div>"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "91182c14-d4d7-4098-9abb-1cee859c8dfe",
+   "cell_type": "markdown",
+   "id": "73b82177",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "play = widgets.Play(min=0, max=nt-1, step=1, value=0, interval=100, disabled=False)\n",
-    "slider = widgets.IntSlider(min=0, max=nt-1, step=1, value=0)\n",
-    "widgets.jslink((play, 'value'), (slider, 'value'))\n",
-    "\n",
-    "interact(FDM_plot,\n",
-    "    x=fixed(x),\n",
-    "    u=fixed(us),\n",
-    "    step=play)\n",
-    "\n",
-    "widgets.HBox([slider])\n",
-    "\n",
-    "for i in range(nt):\n",
-    "    umod = us[i].copy()\n",
-    "    umod[-1] = 25 + 10*np.sin(2*np.pi*t/T)\n",
-    "    us[i+1] = fdm_step(umod, dx, dt, nu)\n",
-    "    # Update time\n",
-    "    t += dt\n"
+    "Your answer here."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "649e7062-eccf-4aab-bd8b-859a00ded411",
+   "id": "25b64dff",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Task 2.2:</b>   \n",
+    "<b>Task 5.4:</b>   \n",
     "\n",
-    "Why is the right boundary dealt with differently in the code than previously? What is different in this version compared to the first?\n",
+    "Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b.\n",
     "\n",
-    "Record your answer in the following markdown cell. \n",
     "</p>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "4ff6ab87",
+   "id": "8c1db830",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "Your answer here."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36284ee9",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
-    "<b>Solution</b>   \n",
+    "<b>Task 5.5</b>\n",
+    "\n",
+    "Copy the code of task 4 and make sure to use the Dirichlet conditions of task 3: constant Dirichlet conditions. Implement the Implicit scheme by modifying the code of how the matrix A and vector b are built.\n",
     "\n",
-    "Replacing the right-hand boundary with a sinusoidal function means that the temperature at the right end of the rod now fluctuates and this then affects the temperature as it diffuses through the rod.  \n",
-    "  \n",
     "</p>\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4edddcaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "YOUR_CODE_HERE"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "3d1dfe3d",
diff --git a/content/GA_1_6/GA_1_6_solution.ipynb b/content/GA_1_6/GA_1_6_solution.ipynb
index 4166d6c2..55f07e19 100644
--- a/content/GA_1_6/GA_1_6_solution.ipynb
+++ b/content/GA_1_6/GA_1_6_solution.ipynb
@@ -7,7 +7,7 @@
     "id": "9adbf457-797f-45b7-8f8b-0e46e0e2f5ff"
    },
    "source": [
-    "# Workshop 6: An ODE to Probably Doing Enough (PDE)\n",
+    "# GA 1.6: An ODE to Probably Doing Enough (PDE)\n",
     "\n",
     "<h1 style=\"position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0\">\n",
     "    <style>\n",
@@ -30,11 +30,28 @@
    "source": [
     "# Overview\n",
     "\n",
-    "This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).\n",
-    "\n",
-    "## Section 1: Solving Non-linear ODEs\n",
+    "This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "453992c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0933143e",
+   "metadata": {},
+   "source": [
+    "## Part 1: Solving Non-linear ODEs\n",
     "\n",
-    "In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution. \n"
+    "In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution. "
    ]
   },
   {
@@ -42,7 +59,7 @@
    "id": "735043d3",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1</b>\n",
     "\n",
@@ -60,7 +77,7 @@
    "id": "17ca3c02",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.1</b>\n",
     "\n",
@@ -82,13 +99,21 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "4d30d3b8",
+   "metadata": {},
+   "source": [
+    "Write your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "c221dccd",
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -109,7 +134,7 @@
    "id": "4f3fc628",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.2</b>\n",
     "\n",
@@ -120,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 2,
    "id": "25bcec4e",
    "metadata": {},
    "outputs": [
@@ -133,6 +158,20 @@
     }
    ],
    "source": [
+    "# import numpy as np\n",
+    "\n",
+    "# def g(x):\n",
+    "#     return YOUR_CODE_HERE\n",
+    "\n",
+    "# def g_der(x):\n",
+    "#     return YOUR_CODE_HERE\n",
+    "\n",
+    "# x = .01\n",
+    "# for j in range(100):\n",
+    "#     x = YOUR_CODE_HERE\n",
+    "#     # Next task will go here\n",
+    "\n",
+    "# SOLUTION\n",
     "import numpy as np\n",
     "\n",
     "def g(x):\n",
@@ -146,7 +185,6 @@
     "    x = x - g(x)/g_der(x)\n",
     "    if np.abs(g(x)) < 1e-6:\n",
     "        break\n",
-    "\n",
     "    \n",
     "print(\"The solution found is \", x, \" it took \" ,j , \" iterations to converge.\")"
    ]
@@ -156,7 +194,7 @@
    "id": "c210989a",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.3</b>\n",
     "\n",
@@ -172,7 +210,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -195,7 +233,7 @@
    "id": "e4723ca1",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 1.4</b>\n",
     "\n",
@@ -211,7 +249,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -234,7 +272,7 @@
    "id": "fcb52681",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2</b>\n",
     "\n",
@@ -251,12 +289,20 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6ef1b02a",
+   "metadata": {},
+   "source": [
+    "Write your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8b10ee75",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2.1</b>\n",
     "\n",
@@ -273,7 +319,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -304,7 +350,7 @@
    "id": "3a0f172f",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2.2</b>\n",
     "\n",
@@ -326,7 +372,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -357,7 +403,7 @@
    "id": "726c43cb",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 2.3</b>\n",
     "\n",
@@ -374,7 +420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 3,
    "id": "57c0662a",
    "metadata": {},
    "outputs": [
@@ -390,9 +436,58 @@
     }
    ],
    "source": [
-    "import matplotlib.pyplot as plt\n",
+    "# def g(y_iplus1,y_i, t_iplus1):\n",
+    "#     return YOUR_CODE_HERE\n",
+    "\n",
+    "# def g_der(y_iplus1):\n",
+    "#     return YOUR_CODE_HERE\n",
+    "\n",
+    "\n",
+    "# # Define parameters:\n",
+    "# dt = .3\n",
+    "# t_end = 10\n",
+    "# t = np.arange(0,t_end+dt,dt)\n",
+    "\n",
+    "# y_EE = np.zeros(t.shape)\n",
+    "# y_IE = np.zeros(t.shape)\n",
+    "\n",
+    "# # Define Initial Conditions\n",
+    "# y_EE[0] = YOUR_CODE_HERE\n",
+    "# y_IE[0] = YOUR_CODE_HERE\n",
     "\n",
+    "# # Perform time-integration\n",
+    "# newtonFailed = 0\n",
+    "# for i in range(0, len(t)-1):    \n",
+    "    \n",
+    "#     # Forward Euler:\n",
+    "#     y_EE[i+1] = YOUR_CODE_HERE\n",
+    "\n",
+    "#     # Backward Euler:\n",
+    "#     y_IE[i+1] = YOUR_CODE_HERE # Initial guess\n",
+    "#     for j in range(200):\n",
+    "#         y_IE[i+1] = YOUR_CODE_HERE\n",
+    "#         if np.abs(g(y_IE[i+1],y_IE[i],t[i+1])) < 1e-6:\n",
+    "#             break\n",
+    "        \n",
+    "#     if j >= 199:\n",
+    "#         newtonFailed = 1\n",
+    "    \n",
+    "\n",
+    "# # Plotting the solution\n",
+    "# plt.plot(t, y_EE, 'r', t, y_IE, 'g--')\n",
+    "# if newtonFailed:\n",
+    "#     plt.title('Nonlinear ODE with dt = ' + str(dt) + ' \\nImplicit Euler did not converge')\n",
+    "# else:\n",
+    "#     plt.title('Nonlinear ODE with dt = ' + str(dt))\n",
     "\n",
+    "# plt.xlabel('t')\n",
+    "# plt.ylabel('y')\n",
+    "# plt.gca().legend(('Explicit','Implicit'))\n",
+    "# plt.grid()\n",
+    "# plt.show()\n",
+    "\n",
+    "\n",
+    "# SOLUTION\n",
     "def g(y_iplus1,y_i, t_iplus1):\n",
     "    return y_iplus1-y_i-dt*(np.sin(y_iplus1**3)+np.sin(t_iplus1))\n",
     "\n",
@@ -449,7 +544,7 @@
    "id": "6b6d9964",
    "metadata": {},
    "source": [
-    "## Section 2: Diffusion Equation in 1D\n",
+    "## Part 2: Diffusion Equation in 1D\n",
     "\n",
     "The 1-D diffusion equation reads $$\\frac{\\partial u}{\\partial t}=v\\frac{\\partial^2 u}{\\partial x^2}$$\n",
     " \n",
@@ -457,20 +552,9 @@
     "\n",
     "Unlike the problem of Wednesday, here there is no exchange of heat with the ambient and the temperature evolves in time. The temperature initially is uniform along the rod, equal to $7°C$. Then it is heated at both ends. . \n",
     "\n",
-    "![Thermal Gradient](figures/thermal_gradient.png)\n",
+    "![Thermal Gradient](./figures/thermal_gradient.png)\n",
     "\n",
-    "The problem is schematized as a one-dimensional $30cm$ steel rod of with a diffusivity coefficient of $4 mm^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ steps. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "ef5ab0dd",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
+    "The problem is schematized as a one-dimensional $0.3 m$ steel rod of with a diffusivity coefficient of $4e-6 m^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ time steps and use 15 points to represent the rod."
    ]
   },
   {
@@ -478,7 +562,7 @@
    "id": "c300a7fd",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3</b>\n",
     "\n",
@@ -501,7 +585,7 @@
    "id": "84b32366",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.1:</b>\n",
     "\n",
@@ -516,7 +600,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -539,7 +623,7 @@
    "id": "4ae351ba",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.2:</b>\n",
     "\n",
@@ -556,7 +640,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -579,7 +663,7 @@
    "id": "71a1284a",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.3:</b>\n",
     "\n",
@@ -596,7 +680,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -621,7 +705,7 @@
    "id": "6ab571e7",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.4:</b>\n",
     "\n",
@@ -638,7 +722,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -664,11 +748,11 @@
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#facb8E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#facb8E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>NOTE</b>\n",
     "\n",
-    "If you have doubts of your solution, ask a staff member! It is important to be in the right track!!\n",
+    "If you have doubts of your solution, <b>stop</b> and ask a staff member! It is important to be in the right track!!\n",
     "\n",
     "</p>\n",
     "</div>"
@@ -679,7 +763,7 @@
    "id": "2ad1f7c0-14d4-4363-8ed9-681e1e271741",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.5:</b>   \n",
     "\n",
@@ -691,7 +775,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 4,
    "id": "efd223ed-a7db-4680-8c81-649ea88b5275",
    "metadata": {},
    "outputs": [],
@@ -706,13 +790,13 @@
     "# nt =               \n",
     "\n",
     "# Solution\n",
-    "T_left = 38        \n",
-    "T_right = 25       \n",
-    "T_initial = 7      \n",
-    "L = 300       \n",
-    "nu = 4             \n",
-    "           \n",
-    "dx = 20\n",
+    "T_left = 38\n",
+    "T_right = 25\n",
+    "T_initial = 7\n",
+    "L = 0.3\n",
+    "nu = 4/1000/1000\n",
+    "\n",
+    "dx = 0.02\n",
     "x = np.arange(0,L,dx)\n",
     "n = len(x)\n",
     "dt = 50\n",
@@ -732,40 +816,37 @@
    "id": "0e235c76",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.6:</b>   \n",
     "\n",
     "Define the initial conditions and the boundary conditions. **Fill in the missing parts of the code.**\n",
     "\n",
+    "We define a 2-dimensional Numpy array <code>T</code> where the first index, <code>j</code>, represents time and the second index, <code>i</code>, represents space, for example: <code>T[j, i]</code>. Initialize <code>T</code> with a matrix of zeros.\n",
+    "\n",
     "</p>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 5,
    "id": "673b1ff5-06e2-44c8-b6a4-031a00b0f190",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Initialise empty solution array \"T\"\n",
-    "T = np.zeros((m,n))\n",
-    "\n",
-    "# Initialise initial conditions into the solution array t=0\n",
-    "# us[0] = \n",
-    "# Solution:\n",
-    "T[0,:] = T_initial\n",
-    "\n",
-    "# Set boundary conditions into the solution array for every time step\n",
-    "# us[:,0] = \n",
-    "# us[:,-1] = \n",
-    "# Solution:\n",
-    "T[:,0] = T_left\n",
-    "T[:,-1] = T_right\n",
-    "\n",
+    "# T = YOUR_CODE_HERE\n",
+    "# T[0, :] = YOUR_CODE_HERE\n",
+    "# T[:, 0] = YOUR_CODE_HERE\n",
+    "# T[:, -1] = YOUR_CODE_HERE\n",
+    "# b = YOUR_CODE_HERE\n",
     "\n",
-    "b = T[j,1:-1] + nu*dt/(dx**2)*(T[j,2:]-2*T[j,1:-1]+T[j,:-2])\n"
+    "# SOLUTION\n",
+    "T = np.zeros((m,n))\n",
+    "T[0, :] = T_initial\n",
+    "T[:, 0] = T_left\n",
+    "T[:, -1] = T_right\n",
+    "b = T[j, 1:-1] + nu*dt/(dx**2)*(T[j, 2:]-2*T[j, 1:-1]+T[j, :-2])"
    ]
   },
   {
@@ -773,23 +854,31 @@
    "id": "e7c5bf2e",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.7:</b>   \n",
     "\n",
-    "Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b.\n",
+    "Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b. As in the workshop and textbook, the <code>A</code> matrix consists only of the unknowns in the problem.\n",
     "\n",
     "</p>\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "7e0147f1",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "641bb333",
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -801,16 +890,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 6,
    "id": "787c37f6",
    "metadata": {},
    "outputs": [],
    "source": [
+    "# for j in range(m-1):\n",
+    "#     A = YOUR_CODE_HERE\n",
+    "#     b = YOUR_CODE_HERE\n",
+    "#     T[j+1,1:-1] = YOUR_CODE_HERE\n",
+    "\n",
+    "# SOLUTION\n",
     "for j in range(m-1):\n",
-    "    # Building matrix A\n",
     "    A = np.zeros((len(x)-2,len(x)-2))\n",
     "    np.fill_diagonal(A, 1)\n",
-    "    # Building vector b\n",
     "    b = T[j,1:-1] + nu*dt/(dx**2)*(T[j,2:]-2*T[j,1:-1]+T[j,:-2])    \n",
     "    T_1_to_n_minus1 = np.linalg.inv(A) @ b\n",
     "    T[j+1,1:-1] = T_1_to_n_minus1"
@@ -821,11 +914,11 @@
    "id": "794f6329",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.8:</b>   \n",
     "\n",
-    "Visualization of the temporal evolution.\n",
+    "Use this code cell if you would like to verify your numerical implementation. For example, visualize the temperature profile at different time steps.\n",
     "\n",
     "</p>\n",
     "</div>"
@@ -833,28 +926,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 7,
    "id": "56f6fdea",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "plt.plot(x, T[0,:])\n",
-    "plt.plot(x, T[30,:])\n",
-    "plt.plot(x, T[199,:])\n",
-    "plt.xlabel('x')\n",
-    "plt.ylabel('T')\n",
-    "plt.show()"
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.plot(x, T[YOUR_CODE_HERE,:])\n",
+    "# plt.xlabel('x')\n",
+    "# plt.ylabel('T')\n",
+    "# plt.show()"
    ]
   },
   {
@@ -862,7 +944,7 @@
    "id": "17e7be50-79a7-4699-b0d8-908a58ce36d7",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 3.9:</b>   \n",
     "\n",
@@ -873,12 +955,20 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8db518cd",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "fb6cc514-2b49-43df-bd26-35ade685e4db",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>   \n",
     "\n",
@@ -893,7 +983,7 @@
    "id": "9fcbb39f",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 4</b>\n",
     "\n",
@@ -913,13 +1003,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 8,
    "id": "05534522",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -929,13 +1019,16 @@
     }
    ],
    "source": [
-    "T_left = 38        \n",
-    "T_right = 25       \n",
-    "T_initial = 7      \n",
-    "L = 300       \n",
-    "nu = 4             \n",
-    "           \n",
-    "dx = 20\n",
+    "# YOUR_CODE_HERE\n",
+    "\n",
+    "# SOLUTION\n",
+    "T_left = 38\n",
+    "T_right = 25\n",
+    "T_initial = 7\n",
+    "L = 0.3\n",
+    "nu = 4/1000/1000\n",
+    "\n",
+    "dx = 0.02\n",
     "x = np.arange(0,L,dx)\n",
     "n = len(x)\n",
     "dt = 50\n",
@@ -971,7 +1064,7 @@
    "id": "852b05c5",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5</b>\n",
     "\n",
@@ -987,7 +1080,7 @@
    "id": "81fe7677",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5.1:</b>\n",
     "\n",
@@ -997,12 +1090,20 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6df8a151",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "1c67a2bf",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>   \n",
     "\n",
@@ -1017,7 +1118,7 @@
    "id": "ca16ee10",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5.2:</b>\n",
     "\n",
@@ -1028,13 +1129,21 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "4a25a0d0",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "53ca7cc9",
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -1051,7 +1160,7 @@
    "id": "139d33af",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5.3:</b>\n",
     "\n",
@@ -1061,13 +1170,21 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "73b82177",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "7d201180",
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -1084,7 +1201,7 @@
    "id": "25b64dff",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5.4:</b>   \n",
     "\n",
@@ -1094,13 +1211,21 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8c1db830",
+   "metadata": {},
+   "source": [
+    "Your answer here."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "ec130a96",
    "metadata": {},
    "source": [
     "\n",
-    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Solution</b>\n",
     "\n",
@@ -1115,7 +1240,7 @@
    "id": "36284ee9",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
     "<p>\n",
     "<b>Task 5.5</b>\n",
     "\n",
@@ -1127,13 +1252,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 9,
    "id": "4edddcaf",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1143,13 +1268,16 @@
     }
    ],
    "source": [
-    "T_left = 38        \n",
-    "T_right = 25       \n",
-    "T_initial = 7      \n",
-    "L = 300       \n",
-    "nu = 4             \n",
-    "           \n",
-    "dx = 20\n",
+    "# YOUR_CODE_HERE\n",
+    "\n",
+    "# SOLUTION\n",
+    "T_left = 38\n",
+    "T_right = 25\n",
+    "T_initial = 7\n",
+    "L = 0.3\n",
+    "nu = 4/1000/1000\n",
+    "\n",
+    "dx = 0.02\n",
     "x = np.arange(0,L,dx)\n",
     "n = len(x)\n",
     "dt = 50\n",
diff --git a/content/GA_1_6/figures/thermal_gradient.png b/content/GA_1_6/figures/thermal_gradient.png
new file mode 100644
index 0000000000000000000000000000000000000000..37b8a55288b374a9dd4edc576b9f19cf4466c647
GIT binary patch
literal 3069
zcma)8c{o&UA3k%8aSY=fOQmTrMnpvvrm_u2mNbSEV<%+HB*j~nVn((|O<Is*6cQmy
zk)?_3*%?dOD@$cbmR_pwbY1WD{r6qh_s3bD-*cYp`8~gL-}mpnOrx4(&^R;z02oUP
ziX8wT+~9XM1j6^X=-avQ0}*6rZUPjw<7eQ3XrKi>2mmDBz*ik&$UpTx0EpeUq!=Fy
zar=5tk0pJ0OJj-+<QHNYcq=N3Sd&0QQ#i>qmu}Bd6?@43riunPUX5r=0Y$fSRiEf3
z?+k9bwT*>NuplR2m9f3);!He7p<%h)5Q`6bpB;2d+8z%MF3$Z!65cy9xNmBsVW}f+
zun|8nI9Q^JWdq0+sWk;M0YE_7Qe@nkJsALxKm^RjZa9?983mApv8w?6k{-1;iku=z
z#=U%8C%OfkgFl(uZz~469s(HCr4l<_pmL?LN^O~BkuPV}j-H*umci?jkiSBJmp5YV
zKG}t`N#fu9D?bV~o17rWczfx%z8`E}eJFoWLeGX7mT^csHHs_)?Qi6r$osn0Dk(C`
zK%7kKrnOu-Y3_63ow89yDz4ZUm|%GY>~+`EOz}&@-TdWTxO!FYaBY5ukMlF9%q=k*
z$|xvg2hE~E;JZ_)Fjant)a!qOCQ*|ydrB~%fZ<yO%^i;DF3m66Z+P46K?L9P$b@R;
zLGLMvKBuydxotTrNCIug7~a1vZdl{7kpla8_?uQtA0>Yyb9Vn|5U=crJ>hGp=_x2!
ziE}R7Qz26q#Y-2B@#&j7P;x9X;-s!yGd=8~+m@c=JAL<PzxkqO{*~Oi(cI3AZLhDI
za&TmmUr4F?%(c;PDD@fp9Zfx~?JUC5DGAgAhAl6}lkG2h`|wM~9K&wA-rP-8pQ-cO
zDPYN!I<H?VR~!>V(AN&DQ$Kx<jG278T*ccs?=+die=c1bW>tDx!ZWhi#mrABlkrZA
z$|m=Us-n`u#Gh*c!#<cJ%f;o-r{6Lslx_$noEBH@7!G$@bt+nB5^KF=KuIE@f91=r
zD0K~!UhwPh${C%6+3|BIp3_NXy@56q{!#77<JT1`KlIXXZ93Zcar3%ZV`Seinh-c_
z&i@rOx}W;t-Ec`yRZGONA`xD}E}4(I%=!aYR`IlU75t6+Et}e`jJLd;kE6c%Dw*dR
z6)c|K68J8NzYM)+7S#j#gilI0gCx;N0xymoSB5f>@DK*E5D}5B7+)P_gPq=w$j+K{
zWefeUSeZ8K^l6c<GZ&%&<i>U$H@2{_@bznBBRRe<l7OXvXvW%c4dY;ZCZY2dQkO(>
zIDT9_x+sGt8yKYmqca8hX=*B{;%;k;TfQR3ZTgG`l6V+k#IyRPWRX=^GOns~(gmX2
z2D-6>Mar5`h$6g2Mn=Z^>U=nZ9i#|wG^J=3b=Q^58yXsFWn~Rb3CT!r3o9)wZl0+L
zq^S^iN#u`)N<y=2ZNJa^#El77$lg}2n3$L?I@J+QfP|FkCY<-7T3eTEQRE=<pLx3J
z&HKumq3C=3rKyez+k;>3#s9{3+IWP9rZpCPKT%JF`Irnyqf>Z!D9#*_tsU$TDXorl
zk)n-a7-OH%DK&N&5UY8J{8PNXyE|Fyv>yc56hbUVPrSJ-jab}7A^@DHAHCQ@B&%&~
zYiTT`fcRU0tw~*w1+fd(<e!ITME;Tw2@n>-vdK+Q-fC9ry?YqCb-5S<3Q^%l*X}bB
zC-VuM;0jqkEaTr(vRT>;-(t)9O$kX!n8AU$hNNvn#5ydTDu-QVlv7+hzc|?_&niD?
ze_iLo#@Zr$w4&X%qVR^9{L1t5g8u%WryK3OF~x4xIC=SBKb9UM9Q;5KOOq<U@T0U>
zYhg~uOc3~Gpu{vzLTxw)g#WG<=+9XDT>Of-dEYoJSyrG+7L9lxM1mBufY7FI%F#yV
z^`8-jCrY#M-MnmyFhu6>0TUjNx2Eh-Fubr(aOR5%02(XvZpSJZMIie^H=@Y>lH8=P
zJHy}oaCKxZq-(Ay@@}xJSZ)c_M0J)T21O9bxoq-{?W*BpWxNO(MZsW!0!E*W)763=
z>CfKtc?HTOU+xP&b8^RMW|-qZnQLESOPXaPNB7P{f21e@bA7sZ<WaxgRXgjy=%x>T
zujnQgejoM!$#mW<b-X6Rcf^WoN0|`GQi7)T<S#D4dHyA@zqWo5kHK*^vVD%sNvz!o
zf9^5h)6_1PJ<#W$d1*8F>ltyurb2e?K@*OeX?XGbw5^;}H0CJMDlI%n@WG-gtJ=wb
zF)aTsRpzYSsoZaAAm=9xy1=!C@yW((m((dptB%q{)0vq=J_B1W8I;H#+#+V{UG9Gq
zU}6rPSs!&A_w>K+!jEj1V|sdcjBWf_LftXPiIa8vDXq<v2V&KctIml`v!I%;<jr7d
zS9Y4~gWm3i&;5JU6+PcXg6CSseD~U}Y&YD?X!}_1G!ywE`l;};*x1OcNQL&!mmSP-
z&yqf!Ru%1uo|&wQ=p{GQ`U(_qYPv>&+7rL2d*SE$`3h^WKogs1tuj>c!Na{&HP=CU
zd0UPbbD!SR7U8#={P?14&d$#1>FKD6$zd*v(1S!ilZ09-70ZO96=6yp`$M@bw8%+C
z0AYaSq73jQASWK~V?;q#v=AJEtMTb=+R=y983uY6jQJ2K?<uNceW(8Tm>QBuB{w|K
z7e7U?DAWG0YJAv=R@2xO{wP*EB&)FkI}LEi-k7tb5B<gNdRT)aFskH~c@eP_Jr8Z<
zmbneEPDo&BqpIp8-<puc`$9!s+mVD$^4Q#P<+q747mX>>wis;|i{(-tI6hII7_rW|
z2tyTv2z_off;nJhG@o0VauChH8pX!Njn-WJoP%kP0g%Cx<v~+dQ}Z`IGsn>}#UWY}
zoF{Pqt{n<m!yw#6RkMu)swV<0-1UG-ETn>n(f<DZ`)+l0;hw*%{-~uAFN2mEda*E4
z(rYVdOC+4WLs}{gg$b;x1*;F4ZvczJ*vMubIQb?lEOIL=D{bi{C24gIOg0VCyqwp3
z^)!u(IXEPNfULQ=?#mXEMhkHnAUFhNx0<C_2x7UYf5%ODBQLtCV)JdrP=vf}6nh?d
z#Rs!Ue{Q{0O=1A>f@jK@QfL3rr@eM6gHIUw-okx$hTgx=cf>gfXa$W$1w;Q}O|c6c
zwh8XT@uut7uRB#%AKfRYwpRJkd1vGWBcE08|Iugiy<B*BUwB%wvZcw0)%F|B(HG|P
zT$&1V6VFx8I5x)xYKkJDX+@as=GWxE>TXh)>G171VzYevRlYBf41A{=95`QmSLcmg
zV&813`TFd8|FE!*_SVIjF4o&3(l2Wpz>xzNj?nojnwYjNZEKt1vxnk#+jX9_vRr&|
zlY$%m0?lIw9RC=Wr3Zs&nicW&Bjv;G>W{zd>qZ%c$)tCw5a?A(*H^U!y4hK@G>bQ_
zPZO%^UapSX?y{$%B(4-MJ2TC?5**KcZ$5Tm_OiEV%DDmu=_JSe$lN<&YqI!UMeG4k
z-)&QchB5()PGA$614BbNJYL+MvL6;_KLU@7s+hOxH8#~tg>79hmP<NtxXaVh^FdM>
zYR^b&MOjZ`++8saYz_P0ZVTzD;%RQj*kl^I(&?hYVRxee<Xg+STe}>*jl?7&o+$uk
z5j<3x-2RT1^hd?6l`3FKRTUnsy<e0Qpfcvanol}CVr^~R)WdVLXpX)gkOiy!Y+r$p
zkPvaJ?+9n6KBzs090<w2tG4<%<Vcq=2w(Y9TN`D55T=Q{v$M3)H<yNi0Y@|3z=v8T
zd+NL{h)71cPTOSYtI_KUonHiu)+7<9?<d>~P$H!4@W$uZsl5_%IEiu6cXW5Z);Jks
zVw@}GB<_WTyT~nemX8J9kL&uRQ`mi7Y7*ON!KVp$T_>!K0T2brw&27mCem0o`w(bx
q=};<cHG^UQ+BI{S$oaoRzeS!o6o+_g9!-NSJYZ=?r4*TXMEwV<NkiWN

literal 0
HcmV?d00001

diff --git a/src/teachers/GA_1_6/GA_1_6_an_ode_to_pde.html b/src/teachers/GA_1_6/GA_1_6_an_ode_to_pde.html
new file mode 100644
index 00000000..f97dc354
--- /dev/null
+++ b/src/teachers/GA_1_6/GA_1_6_an_ode_to_pde.html
@@ -0,0 +1,8457 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>GA_1_6_an_ode_to_pde</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script>
+(function() {
+  function addWidgetsRenderer() {
+    var mimeElement = document.querySelector('script[type="application/vnd.jupyter.widget-view+json"]');
+    var scriptElement = document.createElement('script');
+    
+    var widgetRendererSrc = 'https://unpkg.com/@jupyter-widgets/html-manager@*/dist/embed-amd.js';
+    
+    var widgetState;
+
+    // Fallback for older version:
+    try {
+      widgetState = mimeElement && JSON.parse(mimeElement.innerHTML);
+
+      if (widgetState && (widgetState.version_major < 2 || !widgetState.version_major)) {
+        
+        var widgetRendererSrc = 'https://unpkg.com/@jupyter-js-widgets@*/dist/embed.js';
+        
+      }
+    } catch(e) {}
+
+    scriptElement.src = widgetRendererSrc;
+    document.body.appendChild(scriptElement);
+  }
+
+  document.addEventListener('DOMContentLoaded', addWidgetsRenderer);
+}());
+</script>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
+.highlight .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
+.highlight .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+ * Mozilla scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+[data-jp-theme-scrollbars='true'] {
+  scrollbar-color: rgb(var(--jp-scrollbar-thumb-color))
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar. These selectors
+ * will match lower in the tree, and so will override the above */
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+  scrollbar-width: thin;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny::-webkit-scrollbar,
+.jp-scrollbar-tiny::-webkit-scrollbar-corner {
+  background-color: transparent;
+  height: 4px;
+  width: 4px;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {
+  border-left: 0 solid transparent;
+  border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0 solid transparent;
+  border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  min-height: 16px;
+  max-height: 16px;
+  min-width: 45px;
+  border-top: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  min-width: 16px;
+  max-width: 16px;
+  min-height: 45px;
+  border-left: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar-button {
+  background-color: #f0f0f0;
+  background-position: center center;
+  min-height: 15px;
+  max-height: 15px;
+  min-width: 15px;
+  max-width: 15px;
+}
+
+.lm-ScrollBar-button:hover {
+  background-color: #dadada;
+}
+
+.lm-ScrollBar-button.lm-mod-active {
+  background-color: #cdcdcd;
+}
+
+.lm-ScrollBar-track {
+  background: #f0f0f0;
+}
+
+.lm-ScrollBar-thumb {
+  background: #cdcdcd;
+}
+
+.lm-ScrollBar-thumb:hover {
+  background: #bababa;
+}
+
+.lm-ScrollBar-thumb.lm-mod-active {
+  background: #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {
+  height: 100%;
+  min-width: 15px;
+  border-left: 1px solid #a0a0a0;
+  border-right: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {
+  width: 100%;
+  min-height: 15px;
+  border-top: 1px solid #a0a0a0;
+  border-bottom: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-left);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-right);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-up);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-down);
+  background-size: 17px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemLabel {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-close-icon {
+  border: 1px solid transparent;
+  background-color: transparent;
+  position: absolute;
+  z-index: 1;
+  right: 3%;
+  top: 0;
+  bottom: 0;
+  margin: auto;
+  padding: 7px 0;
+  display: none;
+  vertical-align: middle;
+  outline: 0;
+  cursor: pointer;
+}
+.lm-close-icon:after {
+  content: 'X';
+  display: block;
+  width: 15px;
+  height: 15px;
+  text-align: center;
+  color: #000;
+  font-weight: normal;
+  font-size: 12px;
+  cursor: pointer;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-Menu {
+  z-index: 10000;
+  position: absolute;
+  white-space: nowrap;
+  overflow-x: hidden;
+  overflow-y: auto;
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+.lm-TabBar-tabLabel .lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+  background: inherit;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE0LjkgMTcuNDVDMTYuMjUgMTcuNDUgMTcuMzUgMTYuMzUgMTcuMzUgMTVDMTcuMzUgMTMuNjUgMTYuMjUgMTIuNTUgMTQuOSAxMi41NUMxMy41NCAxMi41NSAxMi40NSAxMy42NSAxMi40NSAxNUMxMi40NSAxNi4zNSAxMy41NCAxNy40NSAxNC45IDE3LjQ1Wk0yMC4xIDE1LjY4TDIxLjU4IDE2Ljg0QzIxLjcxIDE2Ljk1IDIxLjc1IDE3LjEzIDIxLjY2IDE3LjI5TDIwLjI2IDE5LjcxQzIwLjE3IDE5Ljg2IDIwIDE5LjkyIDE5LjgzIDE5Ljg2TDE4LjA5IDE5LjE2QzE3LjczIDE5LjQ0IDE3LjMzIDE5LjY3IDE2LjkxIDE5Ljg1TDE2LjY0IDIxLjdDMTYuNjIgMjEuODcgMTYuNDcgMjIgMTYuMyAyMkgxMy41QzEzLjMyIDIyIDEzLjE4IDIxLjg3IDEzLjE1IDIxLjdMMTIuODkgMTkuODVDMTIuNDYgMTkuNjcgMTIuMDcgMTkuNDQgMTEuNzEgMTkuMTZMOS45NjAwMiAxOS44NkM5LjgxMDAyIDE5LjkyIDkuNjIwMDIgMTkuODYgOS41NDAwMiAxOS43MUw4LjE0MDAyIDE3LjI5QzguMDUwMDIgMTcuMTMgOC4wOTAwMiAxNi45NSA4LjIyMDAyIDE2Ljg0TDkuNzAwMDIgMTUuNjhMOS42NTAwMSAxNUw5LjcwMDAyIDE0LjMxTDguMjIwMDIgMTMuMTZDOC4wOTAwMiAxMy4wNSA4LjA1MDAyIDEyLjg2IDguMTQwMDIgMTIuNzFMOS41NDAwMiAxMC4yOUM5LjYyMDAyIDEwLjEzIDkuODEwMDIgMTAuMDcgOS45NjAwMiAxMC4xM0wxMS43MSAxMC44NEMxMi4wNyAxMC41NiAxMi40NiAxMC4zMiAxMi44OSAxMC4xNUwxMy4xNSA4LjI4OTk4QzEzLjE4IDguMTI5OTggMTMuMzIgNy45OTk5OCAxMy41IDcuOTk5OThIMTYuM0MxNi40NyA3Ljk5OTk4IDE2LjYyIDguMTI5OTggMTYuNjQgOC4yODk5OEwxNi45MSAxMC4xNUMxNy4zMyAxMC4zMiAxNy43MyAxMC41NiAxOC4wOSAxMC44NEwxOS44MyAxMC4xM0MyMCAxMC4wNyAyMC4xNyAxMC4xMyAyMC4yNiAxMC4yOUwyMS42NiAxMi43MUMyMS43NSAxMi44NiAyMS43MSAxMy4wNSAyMS41OCAxMy4xNkwyMC4xIDE0LjMxTDIwLjE1IDE1TDIwLjEgMTUuNjhaIi8+CiAgICA8cGF0aCBkPSJNNy4zMjk2NiA3LjQ0NDU0QzguMDgzMSA3LjAwOTU0IDguMzM5MzIgNi4wNTMzMiA3LjkwNDMyIDUuMjk5ODhDNy40NjkzMiA0LjU0NjQzIDYuNTA4MSA0LjI4MTU2IDUuNzU0NjYgNC43MTY1NkM1LjM5MTc2IDQuOTI2MDggNS4xMjY5NSA1LjI3MTE4IDUuMDE4NDkgNS42NzU5NEM0LjkxMDA0IDYuMDgwNzEgNC45NjY4MiA2LjUxMTk4IDUuMTc2MzQgNi44NzQ4OEM1LjYxMTM0IDcuNjI4MzIgNi41NzYyMiA3Ljg3OTU0IDcuMzI5NjYgNy40NDQ1NFpNOS42NTcxOCA0Ljc5NTkzTDEwLjg2NzIgNC45NTE3OUMxMC45NjI4IDQuOTc3NDEgMTEuMDQwMiA1LjA3MTMzIDExLjAzODIgNS4xODc5M0wxMS4wMzg4IDYuOTg4OTNDMTEuMDQ1NSA3LjEwMDU0IDEwLjk2MTYgNy4xOTUxOCAxMC44NTUgNy4yMTA1NEw5LjY2MDAxIDcuMzgwODNMOS4yMzkxNSA4LjEzMTg4TDkuNjY5NjEgOS4yNTc0NUM5LjcwNzI5IDkuMzYyNzEgOS42NjkzNCA5LjQ3Njk5IDkuNTc0MDggOS41MzE5OUw4LjAxNTIzIDEwLjQzMkM3LjkxMTMxIDEwLjQ5MiA3Ljc5MzM3IDEwLjQ2NzcgNy43MjEwNSAxMC4zODI0TDYuOTg3NDggOS40MzE4OEw2LjEwOTMxIDkuNDMwODNMNS4zNDcwNCAxMC4zOTA1QzUuMjg5MDkgMTAuNDcwMiA1LjE3MzgzIDEwLjQ5MDUgNS4wNzE4NyAxMC40MzM5TDMuNTEyNDUgOS41MzI5M0MzLjQxMDQ5IDkuNDc2MzMgMy4zNzY0NyA5LjM1NzQxIDMuNDEwNzUgOS4yNTY3OUwzLjg2MzQ3IDguMTQwOTNMMy42MTc0OSA3Ljc3NDg4TDMuNDIzNDcgNy4zNzg4M0wyLjIzMDc1IDcuMjEyOTdDMi4xMjY0NyA3LjE5MjM1IDIuMDQwNDkgNy4xMDM0MiAyLjA0MjQ1IDYuOTg2ODJMMi4wNDE4NyA1LjE4NTgyQzIuMDQzODMgNS4wNjkyMiAyLjExOTA5IDQuOTc5NTggMi4yMTcwNCA0Ljk2OTIyTDMuNDIwNjUgNC43OTM5M0wzLjg2NzQ5IDQuMDI3ODhMMy40MTEwNSAyLjkxNzMxQzMuMzczMzcgMi44MTIwNCAzLjQxMTMxIDIuNjk3NzYgMy41MTUyMyAyLjYzNzc2TDUuMDc0MDggMS43Mzc3NkM1LjE2OTM0IDEuNjgyNzYgNS4yODcyOSAxLjcwNzA0IDUuMzU5NjEgMS43OTIzMUw2LjExOTE1IDIuNzI3ODhMNi45ODAwMSAyLjczODkzTDcuNzI0OTYgMS43ODkyMkM3Ljc5MTU2IDEuNzA0NTggNy45MTU0OCAxLjY3OTIyIDguMDA4NzkgMS43NDA4Mkw5LjU2ODIxIDIuNjQxODJDOS42NzAxNyAyLjY5ODQyIDkuNzEyODUgMi44MTIzNCA5LjY4NzIzIDIuOTA3OTdMOS4yMTcxOCA0LjAzMzgzTDkuNDYzMTYgNC4zOTk4OEw5LjY1NzE4IDQuNzk1OTNaIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWFjY2VudDIiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTcuNiw4aDAuOWwzLjUsOGgtMS4xTDEwLDE0SDZsLTAuOSwySDRMNy42LDh6IE04LDkuMUw2LjQsMTNoMy4yTDgsOS4xeiIvPgogICAgPHBhdGggZD0iTTE2LjYsOS44Yy0wLjIsMC4xLTAuNCwwLjEtMC43LDAuMWMtMC4yLDAtMC40LTAuMS0wLjYtMC4yYy0wLjEtMC4xLTAuMi0wLjQtMC4yLTAuNyBjLTAuMywwLjMtMC42LDAuNS0wLjksMC43Yy0wLjMsMC4xLTAuNywwLjItMS4xLDAuMmMtMC4zLDAtMC41LDAtMC43LTAuMWMtMC4yLTAuMS0wLjQtMC4yLTAuNi0wLjNjLTAuMi0wLjEtMC4zLTAuMy0wLjQtMC41IGMtMC4xLTAuMi0wLjEtMC40LTAuMS0wLjdjMC0wLjMsMC4xLTAuNiwwLjItMC44YzAuMS0wLjIsMC4zLTAuNCwwLjQtMC41QzEyLDcsMTIuMiw2LjksMTIuNSw2LjhjMC4yLTAuMSwwLjUtMC4xLDAuNy0wLjIgYzAuMy0wLjEsMC41LTAuMSwwLjctMC4xYzAuMiwwLDAuNC0wLjEsMC42LTAuMWMwLjIsMCwwLjMtMC4xLDAuNC0wLjJjMC4xLTAuMSwwLjItMC4yLDAuMi0wLjRjMC0xLTEuMS0xLTEuMy0xIGMtMC40LDAtMS40LDAtMS40LDEuMmgtMC45YzAtMC40LDAuMS0wLjcsMC4yLTFjMC4xLTAuMiwwLjMtMC40LDAuNS0wLjZjMC4yLTAuMiwwLjUtMC4zLDAuOC0wLjNDMTMuMyw0LDEzLjYsNCwxMy45LDQgYzAuMywwLDAuNSwwLDAuOCwwLjFjMC4zLDAsMC41LDAuMSwwLjcsMC4yYzAuMiwwLjEsMC40LDAuMywwLjUsMC41QzE2LDUsMTYsNS4yLDE2LDUuNnYyLjljMCwwLjIsMCwwLjQsMCwwLjUgYzAsMC4xLDAuMSwwLjIsMC4zLDAuMmMwLjEsMCwwLjIsMCwwLjMsMFY5Ljh6IE0xNS4yLDYuOWMtMS4yLDAuNi0zLjEsMC4yLTMuMSwxLjRjMCwxLjQsMy4xLDEsMy4xLTAuNVY2Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-collapse-all: url(data:image/svg+xml;base64,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);
+  --jp-icon-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1jb25zb2xlLWljb24tYmFja2dyb3VuZC1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtY29uc29sZS1pY29uLWNvbG9yIGpwLWljb24tc2VsZWN0YWJsZS1pbnZlcnNlIiBmaWxsPSIjZmZmIj4KICAgIDxwYXRoIGQ9Ik0xMDUgMTI3LjNoNDB2MTIuOGgtNDB6TTUxLjEgNzdMNzQgOTkuOWwtMjMuMyAyMy4zIDEwLjUgMTAuNSAyMy4zLTIzLjNMOTUgOTkuOSA4NC41IDg5LjQgNjEuNiA2Ni41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-copy: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTExLjksMUgzLjJDMi40LDEsMS43LDEuNywxLjcsMi41djEwLjJoMS41VjIuNWg4LjdWMXogTTE0LjEsMy45aC04Yy0wLjgsMC0xLjUsMC43LTEuNSwxLjV2MTAuMmMwLDAuOCwwLjcsMS41LDEuNSwxLjVoOCBjMC44LDAsMS41LTAuNywxLjUtMS41VjUuNEMxNS41LDQuNiwxNC45LDMuOSwxNC4xLDMuOXogTTE0LjEsMTUuNWgtOFY1LjRoOFYxNS41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
+  --jp-icon-cut: url(data:image/svg+xml;base64,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);
+  --jp-icon-delete: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2cHgiIGhlaWdodD0iMTZweCI+CiAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIiAvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24zIiBmaWxsPSIjNjI2MjYyIiBkPSJNNiAxOWMwIDEuMS45IDIgMiAyaDhjMS4xIDAgMi0uOSAyLTJWN0g2djEyek0xOSA0aC0zLjVsLTEtMWgtNWwtMSAxSDV2MmgxNFY0eiIgLz4KPC9zdmc+Cg==);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-duplicate: url(data:image/svg+xml;base64,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);
+  --jp-icon-edit: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMgMTcuMjVWMjFoMy43NUwxNy44MSA5Ljk0bC0zLjc1LTMuNzVMMyAxNy4yNXpNMjAuNzEgNy4wNGMuMzktLjM5LjM5LTEuMDIgMC0xLjQxbC0yLjM0LTIuMzRjLS4zOS0uMzktMS4wMi0uMzktMS40MSAwbC0xLjgzIDEuODMgMy43NSAzLjc1IDEuODMtMS44M3oiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-error: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KPGcgY2xhc3M9ImpwLWljb24zIiBmaWxsPSIjNjE2MTYxIj48Y2lyY2xlIGN4PSIxMiIgY3k9IjE5IiByPSIyIi8+PHBhdGggZD0iTTEwIDNoNHYxMmgtNHoiLz48L2c+CjxwYXRoIGZpbGw9Im5vbmUiIGQ9Ik0wIDBoMjR2MjRIMHoiLz4KPC9zdmc+Cg==);
+  --jp-icon-expand-all: url(data:image/svg+xml;base64,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);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
+  --jp-icon-fast-forward: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTQgMThsOC41LTZMNCA2djEyem05LTEydjEybDguNS02TDEzIDZ6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-file: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder-favorite: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-html5: url(data:image/svg+xml;base64,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);
+  --jp-icon-image: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1icmFuZDQganAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNGRkYiIGQ9Ik0yLjIgMi4yaDE3LjV2MTcuNUgyLjJ6Ii8+CiAgPHBhdGggY2xhc3M9ImpwLWljb24tYnJhbmQwIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iIzNGNTFCNSIgZD0iTTIuMiAyLjJ2MTcuNWgxNy41bC4xLTE3LjVIMi4yem0xMi4xIDIuMmMxLjIgMCAyLjIgMSAyLjIgMi4ycy0xIDIuMi0yLjIgMi4yLTIuMi0xLTIuMi0yLjIgMS0yLjIgMi4yLTIuMnpNNC40IDE3LjZsMy4zLTguOCAzLjMgNi42IDIuMi0zLjIgNC40IDUuNEg0LjR6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
+  --jp-icon-julia: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTUyIiBoZWlnaHQ9IjE2NSIgdmlld0JveD0iMCAwIDE1MiAxNjUiIHZlcnNpb249IjEuMSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgPGcgY2xhc3M9ImpwLWp1cHl0ZXItaWNvbi1jb2xvciIgZmlsbD0iI0YzNzcyNiI+CiAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgwLjA3ODk0NywgMTEwLjU4MjkyNykiIGQ9Ik03NS45NDIyODQyLDI5LjU4MDQ1NjEgQzQzLjMwMjM5NDcsMjkuNTgwNDU2MSAxNC43OTY3ODMyLDE3LjY1MzQ2MzQgMCwwIEM1LjUxMDgzMjExLDE1Ljg0MDY4MjkgMTUuNzgxNTM4OSwyOS41NjY3NzMyIDI5LjM5MDQ5NDcsMzkuMjc4NDE3MSBDNDIuOTk5Nyw0OC45ODk4NTM3IDU5LjI3MzcsNTQuMjA2NzgwNSA3NS45NjA1Nzg5LDU0LjIwNjc4MDUgQzkyLjY0NzQ1NzksNTQuMjA2NzgwNSAxMDguOTIxNDU4LDQ4Ljk4OTg1MzcgMTIyLjUzMDY2MywzOS4yNzg0MTcxIEMxMzYuMTM5NDUzLDI5LjU2Njc3MzIgMTQ2LjQxMDI4NCwxNS44NDA2ODI5IDE1MS45MjExNTgsMCBDMTM3LjA4Nzg2OCwxNy42NTM0NjM0IDEwOC41ODI1ODksMjkuNTgwNDU2MSA3NS45NDIyODQyLDI5LjU4MDQ1NjEgTDc1Ljk0MjI4NDIsMjkuNTgwNDU2MSBaIiAvPgogICAgPHBhdGggdHJhbnNmb3JtPSJ0cmFuc2xhdGUoMC4wMzczNjgsIDAuNzA0ODc4KSIgZD0iTTc1Ljk3ODQ1NzksMjQuNjI2NDA3MyBDMTA4LjYxODc2MywyNC42MjY0MDczIDEzNy4xMjQ0NTgsMzYuNTUzNDQxNSAxNTEuOTIxMTU4LDU0LjIwNjc4MDUgQzE0Ni40MTAyODQsMzguMzY2MjIyIDEzNi4xMzk0NTMsMjQuNjQwMTMxNyAxMjIuNTMwNjYzLDE0LjkyODQ4NzggQzEwOC45MjE0NTgsNS4yMTY4NDM5IDkyLjY0NzQ1NzksMCA3NS45NjA1Nzg5LDAgQzU5LjI3MzcsMCA0Mi45OTk3LDUuMjE2ODQzOSAyOS4zOTA0OTQ3LDE0LjkyODQ4NzggQzE1Ljc4MTUzODksMjQuNjQwMTMxNyA1LjUxMDgzMjExLDM4LjM2NjIyMiAwLDU0LjIwNjc4MDUgQzE0LjgzMzA4MTYsMzYuNTg5OTI5MyA0My4zMzg1Njg0LDI0LjYyNjQwNzMgNzUuOTc4NDU3OSwyNC42MjY0MDczIEw3NS45Nzg0NTc5LDI0LjYyNjQwNzMgWiIgLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-jupyter: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyterlab-wordmark: url(data:image/svg+xml;base64,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);
+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,PHN2ZwogICB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyMiAyMiIgd2lkdGg9IjE2Ij4KICAgIDxwYXRoIHRyYW5zZm9ybT0icm90YXRlKDQ1KSIgY2xhc3M9ImpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iI0ZGMkEyQSIKICAgICAgIGQ9Im0gMjIuMzQ0MzY5LC0zLjAxNjM2NDIgaCA1LjYzODYwNCB2IDEuNTc5MjQzMyBoIC0zLjU0OTIyNyB2IDEuNTA4NjkyOTkgaCAzLjMzNzU3NiBWIDEuNjUwODE1NCBoIC0zLjMzNzU3NiB2IDMuNDM1MjYxMyBoIC0yLjA4OTM3NyB6IG0gLTcuMTM2NDQ0LDEuNTc5MjQzMyB2IDQuOTQzOTU0MyBoIDAuNzQ4OTIgcSAxLjI4MDc2MSwwIDEuOTUzNzAzLC0wLjYzNDk1MzUgMC42NzgzNjksLTAuNjM0OTUzNSAwLjY3ODM2OSwtMS44NDUxNjQxIDAsLTEuMjA0NzgzNTUgLTAuNjcyOTQyLC0xLjgzNDMxMDExIC0wLjY3Mjk0MiwtMC42Mjk1MjY1OSAtMS45NTkxMywtMC42Mjk1MjY1OSB6IG0gLTIuMDg5Mzc3LC0xLjU3OTI0MzMgaCAyLjIwMzM0MyBxIDEuODQ1MTY0LDAgMi43NDYwMzksMC4yNjU5MjA3IDAuOTA2MzAxLDAuMjYwNDkzNyAxLjU1MjEwOCwwLjg5MDAyMDMgMC41Njk4MywwLjU0ODEyMjMgMC44NDY2MDUsMS4yNjQ0ODAwNiAwLjI3Njc3NCwwLjcxNjM1NzgxIDAuMjc2Nzc0LDEuNjIyNjU4OTQgMCwwLjkxNzE1NTEgLTAuMjc2Nzc0LDEuNjM4OTM5OSAtMC4yNzY3NzUsMC43MTYzNTc4IC0wLjg0NjYwNSwxLjI2NDQ4IC0wLjY1MTIzNCwwLjYyOTUyNjYgLTEuNTYyOTYyLDAuODk1NDQ3MyAtMC45MTE3MjgsMC4yNjA0OTM3IC0yLjczNTE4NSwwLjI2MDQ5MzcgaCAtMi4yMDMzNDMgeiBtIC04LjE0NTg1NjUsMCBoIDMuNDY3ODIzIHEgMS41NDY2ODE2LDAgMi4zNzE1Nzg1LDAuNjg5MjIzIDAuODMwMzI0LDAuNjgzNzk2MSAwLjgzMDMyNCwxLjk1MzcwMzE0IDAsMS4yNzUzMzM5NyAtMC44MzAzMjQsMS45NjQ1NTcwNiBRIDkuOTg3MTk2MSwyLjI3NDkxNSA4LjQ0MDUxNDUsMi4yNzQ5MTUgSCA3LjA2MjA2ODQgViA1LjA4NjA3NjcgSCA0Ljk3MjY5MTUgWiBtIDIuMDg5Mzc2OSwxLjUxNDExOTkgdiAyLjI2MzAzOTQzIGggMS4xNTU5NDEgcSAwLjYwNzgxODgsMCAwLjkzODg2MjksLTAuMjkzMDU1NDcgMC4zMzEwNDQxLC0wLjI5ODQ4MjQxIDAuMzMxMDQ0MSwtMC44NDExNzc3MiAwLC0wLjU0MjY5NTMxIC0wLjMzMTA0NDEsLTAuODM1NzUwNzQgLTAuMzMxMDQ0MSwtMC4yOTMwNTU1IC0wLjkzODg2MjksLTAuMjkzMDU1NSB6IgovPgo8L3N2Zz4K);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMTUwIDE1MCA1NDEuOSAyOTUuMyI+CiAgPGcgY2xhc3M9ImpwLWljb24tYnJhbmQyIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iIzYxREFGQiI+CiAgICA8cGF0aCBkPSJNNjY2LjMgMjk2LjVjMC0zMi41LTQwLjctNjMuMy0xMDMuMS04Mi40IDE0LjQtNjMuNiA4LTExNC4yLTIwLjItMTMwLjQtNi41LTMuOC0xNC4xLTUuNi0yMi40LTUuNnYyMi4zYzQuNiAwIDguMy45IDExLjQgMi42IDEzLjYgNy44IDE5LjUgMzcuNSAxNC45IDc1LjctMS4xIDkuNC0yLjkgMTkuMy01LjEgMjkuNC0xOS42LTQuOC00MS04LjUtNjMuNS0xMC45LTEzLjUtMTguNS0yNy41LTM1LjMtNDEuNi01MCAzMi42LTMwLjMgNjMuMi00Ni45IDg0LTQ2LjlWNzhjLTI3LjUgMC02My41IDE5LjYtOTkuOSA1My42LTM2LjQtMzMuOC03Mi40LTUzLjItOTkuOS01My4ydjIyLjNjMjAuNyAwIDUxLjQgMTYuNSA4NCA0Ni42LTE0IDE0LjctMjggMzEuNC00MS4zIDQ5LjktMjIuNiAyLjQtNDQgNi4xLTYzLjYgMTEtMi4zLTEwLTQtMTkuNy01LjItMjktNC43LTM4LjIgMS4xLTY3LjkgMTQuNi03NS44IDMtMS44IDYuOS0yLjYgMTEuNS0yLjZWNzguNWMtOC40IDAtMTYgMS44LTIyLjYgNS42LTI4LjEgMTYuMi0zNC40IDY2LjctMTkuOSAxMzAuMS02Mi4yIDE5LjItMTAyLjcgNDkuOS0xMDIuNyA4Mi4zIDAgMzIuNSA0MC43IDYzLjMgMTAzLjEgODIuNC0xNC40IDYzLjYtOCAxMTQuMiAyMC4yIDEzMC40IDYuNSAzLjggMTQuMSA1LjYgMjIuNSA1LjYgMjcuNSAwIDYzLjUtMTkuNiA5OS45LTUzLjYgMzYuNCAzMy44IDcyLjQgNTMuMiA5OS45IDUzLjIgOC40IDAgMTYtMS44IDIyLjYtNS42IDI4LjEtMTYuMiAzNC40LTY2LjcgMTkuOS0xMzAuMSA2Mi0xOS4xIDEwMi41LTQ5LjkgMTAyLjUtODIuM3ptLTEzMC4yLTY2LjdjLTMuNyAxMi45LTguMyAyNi4yLTEzLjUgMzkuNS00LjEtOC04LjQtMTYtMTMuMS0yNC00LjYtOC05LjUtMTUuOC0xNC40LTIzLjQgMTQuMiAyLjEgMjcuOSA0LjcgNDEgNy45em0tNDUuOCAxMDYuNWMtNy44IDEzLjUtMTUuOCAyNi4zLTI0LjEgMzguMi0xNC45IDEuMy0zMCAyLTQ1LjIgMi0xNS4xIDAtMzAuMi0uNy00NS0xLjktOC4zLTExLjktMTYuNC0yNC42LTI0LjItMzgtNy42LTEzLjEtMTQuNS0yNi40LTIwLjgtMzkuOCA2LjItMTMuNCAxMy4yLTI2LjggMjAuNy0zOS45IDcuOC0xMy41IDE1LjgtMjYuMyAyNC4xLTM4LjIgMTQuOS0xLjMgMzAtMiA0NS4yLTIgMTUuMSAwIDMwLjIuNyA0NSAxLjkgOC4zIDExLjkgMTYuNCAyNC42IDI0LjIgMzggNy42IDEzLjEgMTQuNSAyNi40IDIwLjggMzkuOC02LjMgMTMuNC0xMy4yIDI2LjgtMjAuNyAzOS45em0zMi4zLTEzYzUuNCAxMy40IDEwIDI2LjggMTMuOCAzOS44LTEzLjEgMy4yLTI2LjkgNS45LTQxLjIgOCA0LjktNy43IDkuOC0xNS42IDE0LjQtMjMuNyA0LjYtOCA4LjktMTYuMSAxMy0yNC4xek00MjEuMiA0MzBjLTkuMy05LjYtMTguNi0yMC4zLTI3LjgtMzIgOSAuNCAxOC4yLjcgMjcuNS43IDkuNCAwIDE4LjctLjIgMjcuOC0uNy05IDExLjctMTguMyAyMi40LTI3LjUgMzJ6bS03NC40LTU4LjljLTE0LjItMi4xLTI3LjktNC43LTQxLTcuOSAzLjctMTIuOSA4LjMtMjYuMiAxMy41LTM5LjUgNC4xIDggOC40IDE2IDEzLjEgMjQgNC43IDggOS41IDE1LjggMTQuNCAyMy40ek00MjAuNyAxNjNjOS4zIDkuNiAxOC42IDIwLjMgMjcuOCAzMi05LS40LTE4LjItLjctMjcuNS0uNy05LjQgMC0xOC43LjItMjcuOC43IDktMTEuNyAxOC4zLTIyLjQgMjcuNS0zMnptLTc0IDU4LjljLTQuOSA3LjctOS44IDE1LjYtMTQuNCAyMy43LTQuNiA4LTguOSAxNi0xMyAyNC01LjQtMTMuNC0xMC0yNi44LTEzLjgtMzkuOCAxMy4xLTMuMSAyNi45LTUuOCA0MS4yLTcuOXptLTkwLjUgMTI1LjJjLTM1LjQtMTUuMS01OC4zLTM0LjktNTguMy01MC42IDAtMTUuNyAyMi45LTM1LjYgNTguMy01MC42IDguNi0zLjcgMTgtNyAyNy43LTEwLjEgNS43IDE5LjYgMTMuMiA0MCAyMi41IDYwLjktOS4yIDIwLjgtMTYuNiA0MS4xLTIyLjIgNjAuNi05LjktMy4xLTE5LjMtNi41LTI4LTEwLjJ6TTMxMCA0OTBjLTEzLjYtNy44LTE5LjUtMzcuNS0xNC45LTc1LjcgMS4xLTkuNCAyLjktMTkuMyA1LjEtMjkuNCAxOS42IDQuOCA0MSA4LjUgNjMuNSAxMC45IDEzLjUgMTguNSAyNy41IDM1LjMgNDEuNiA1MC0zMi42IDMwLjMtNjMuMiA0Ni45LTg0IDQ2LjktNC41LS4xLTguMy0xLTExLjMtMi43em0yMzcuMi03Ni4yYzQuNyAzOC4yLTEuMSA2Ny45LTE0LjYgNzUuOC0zIDEuOC02LjkgMi42LTExLjUgMi42LTIwLjcgMC01MS40LTE2LjUtODQtNDYuNiAxNC0xNC43IDI4LTMxLjQgNDEuMy00OS45IDIyLjYtMi40IDQ0LTYuMSA2My42LTExIDIuMyAxMC4xIDQuMSAxOS44IDUuMiAyOS4xem0zOC41LTY2LjdjLTguNiAzLjctMTggNy0yNy43IDEwLjEtNS43LTE5LjYtMTMuMi00MC0yMi41LTYwLjkgOS4yLTIwLjggMTYuNi00MS4xIDIyLjItNjAuNiA5LjkgMy4xIDE5LjMgNi41IDI4LjEgMTAuMiAzNS40IDE1LjEgNTguMyAzNC45IDU4LjMgNTAuNi0uMSAxNS43LTIzIDM1LjYtNTguNCA1MC42ek0zMjAuOCA3OC40eiIvPgogICAgPGNpcmNsZSBjeD0iNDIwLjkiIGN5PSIyOTYuNSIgcj0iNDUuNyIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-share: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+
+.jp-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+
+.jp-CopyrightIcon {
+  background-image: var(--jp-icon-copyright);
+}
+
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+
+.jp-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+
+.jp-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+
+.jp-JuliaIcon {
+  background-image: var(--jp-icon-julia);
+}
+
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+
+.jp-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+
+.jp-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+
+.jp-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) .jp-icon-hoverShow-content {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent::before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent::after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+  appearance: checkbox;
+  -webkit-appearance: checkbox;
+  -moz-appearance: checkbox;
+  height: auto;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-color, var(--jp-border-color1));
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-switch-true-position-color, var(--jp-warn-color0));
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 8;
+  overflow-x: hidden;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0;
+  margin: 0;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0 6px;
+  margin: 0;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent > span {
+  padding: 0;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: linear-gradient(
+    -45deg,
+    rgba(255, 255, 255, 0.2) 25%,
+    transparent 25%,
+    transparent 50%,
+    rgba(255, 255, 255, 0.2) 50%,
+    rgba(255, 255, 255, 0.2) 75%,
+    transparent 75%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  padding: 5px 5px 1px;
+}
+
+.jp-SearchIconGroup svg {
+  height: 20px;
+  width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color2);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty::after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0;
+  left: 0;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px 24px 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Input-Boolean-Dialog {
+  flex-direction: row-reverse;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #a0f;
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ff0;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0;
+  padding: 0;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: var(--jp-ui-font-size0);
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+
+  /* Changed to auto to autogrow */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  font-family: var(--jp-ui-font-family);
+  font-weight: bold;
+  line-height: normal;
+  user-select: none;
+  color: white;
+  padding-left: 2px;
+  padding-right: 2px;
+  z-index: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon::before {
+  color: var(--jp-success-color1);
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+  .jp-DirListing-itemIcon::before {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0;
+  padding: 0;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0;
+  width: 100%;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0;
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton {
+  margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+  margin-top: var(--jp-code-padding);
+  border: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-border-color3) !important;
+  color: var(--jp-content-font-color0) !important;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+  contain: strict;
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+  color: var(--jp-warn-color1);
+}
+
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt::before {
+  color: var(--jp-warn-color1);
+  content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+  background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: block;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+  padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+  background: #fff;
+  border: 1px solid;
+  border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+  padding: 15px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+  background-repeat: repeat;
+  background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  background: #f6f7f8;
+  background-image: -webkit-linear-gradient(
+    left,
+    #f6f7f8 0%,
+    #edeef1 20%,
+    #f6f7f8 40%,
+    #f6f7f8 100%
+  );
+  background-repeat: no-repeat;
+  background-size: 800px 104px;
+  height: 104px;
+  position: absolute;
+  right: 15px;
+  left: 15px;
+  top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+  top: 20px;
+  height: 20px;
+  left: 15px;
+  width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+  left: 15px;
+  top: 50px;
+  height: 10px;
+  width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+  left: 15px;
+  right: 15px;
+  height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+  top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+  top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+  top: 140px;
+}
+
+</style>
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+  --jp-ui-font-family: system-ui, -apple-system, blinkmacsystemfont, 'Segoe UI',
+    helvetica, arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+  --jp-content-link-color: var(--md-blue-900);
+  --jp-content-font-family: system-ui, -apple-system, blinkmacsystemfont,
+    'Segoe UI', helvetica, arial, sans-serif, 'Apple Color Emoji',
+    'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: menlo, consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: rgb(0, 54, 109);
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ffad8e;
+  --jp-collaborator-color2: #dac83d;
+  --jp-collaborator-color3: #72dd76;
+  --jp-collaborator-color4: #00e4d0;
+  --jp-collaborator-color5: #45d4ff;
+  --jp-collaborator-color6: #e2b1ff;
+  --jp-collaborator-color7: #ff9de6;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-700);
+  --jp-console-icon-background-color: var(--md-blue-700);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-800);
+  --jp-terminal-icon-color: var(--md-grey-200);
+  --jp-text-editor-icon-color: var(--md-grey-700);
+  --jp-inspector-icon-color: var(--md-grey-700);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-900);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</style>
+<!-- Load mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
+<!-- MathJax configuration -->
+<script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: {
+                    automatic: true
+                    }
+                }
+            });
+
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+<!-- End of mathjax configuration --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.6.0/mermaid.esm.min.mjs")).default;
+    const parser = new DOMParser();
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
+      const img = document.createElement("img");
+      const doc = parser.parseFromString(svg, "image/svg+xml");
+      const svgEl = doc.querySelector("svg");
+      const { maxWidth } = svgEl?.style || {};
+      const firstTitle = doc.querySelector("title");
+      const firstDesc = doc.querySelector("desc");
+
+      img.setAttribute("src", `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      if (maxWidth) {
+        img.width = parseInt(maxWidth);
+      }
+      if (firstTitle) {
+        img.setAttribute("alt", firstTitle.textContent);
+      }
+      if (firstDesc) {
+        const caption = document.createElement("figcaption");
+        caption.className = "sr-only";
+        caption.textContent = firstDesc.textContent;
+        return [img, caption];
+      }
+      return [img];
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = "";
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
+        errorMessage = `${err}`;
+      }
+
+      const result = document.createElement("details");
+      result.className = 'jp-RenderedMermaid-Details';
+      const summary = document.createElement("summary");
+      summary.className = 'jp-RenderedMermaid-Summary';
+      const pre = document.createElement("pre");
+      const code = document.createElement("code");
+      code.innerText = text;
+      pre.appendChild(code);
+      summary.appendChild(pre);
+      result.appendChild(summary);
+
+      const warning = document.createElement("pre");
+      warning.innerText = errorMessage;
+      result.appendChild(warning);
+      return [result];
+    }
+
+    async function renderOneMarmaid(src) {
+      const id = `jp-mermaid-${_nextMermaidId++}`;
+      const parent = src.parentNode;
+      let raw = src.textContent.trim();
+      const el = document.createElement("div");
+      el.style.visibility = "hidden";
+      document.body.appendChild(el);
+      let results = null;
+      let output = null;
+      try {
+        const { svg } = await mermaid.render(id, raw, el);
+        results = makeMermaidImage(svg);
+        output = document.createElement("figure");
+        results.map(output.appendChild, output);
+      } catch (err) {
+        parent.classList.add("jp-mod-warning");
+        results = await makeMermaidError(raw);
+        output = results[0];
+      } finally {
+        el.remove();
+      }
+      parent.classList.add("jp-RenderedMermaid");
+      parent.appendChild(output);
+    }
+
+    void Promise.all([...diagrams].map(renderOneMarmaid));
+  });
+</script>
+<style>
+  .jp-Mermaid:not(.jp-RenderedMermaid) {
+    display: none;
+  }
+
+  .jp-RenderedMermaid {
+    overflow: auto;
+    display: flex;
+  }
+
+  .jp-RenderedMermaid.jp-mod-warning {
+    width: auto;
+    padding: 0.5em;
+    margin-top: 0.5em;
+    border: var(--jp-border-width) solid var(--jp-warn-color2);
+    border-radius: var(--jp-border-radius);
+    color: var(--jp-ui-font-color1);
+    font-size: var(--jp-ui-font-size1);
+    white-space: pre-wrap;
+    word-wrap: break-word;
+  }
+
+  .jp-RenderedMermaid figure {
+    margin: 0;
+    overflow: auto;
+    max-width: 100%;
+  }
+
+  .jp-RenderedMermaid img {
+    max-width: 100%;
+  }
+
+  .jp-RenderedMermaid-Details > pre {
+    margin-top: 1em;
+  }
+
+  .jp-RenderedMermaid-Summary {
+    color: var(--jp-warn-color2);
+  }
+
+  .jp-RenderedMermaid:not(.jp-mod-warning) pre {
+    display: none;
+  }
+
+  .jp-RenderedMermaid-Summary > pre {
+    display: inline-block;
+    white-space: normal;
+  }
+</style>
+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b5955612-0118-4fd4-8694-5fe52ce1be5a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="GA-1.6:-An-ODE-to-Probably-Doing-Enough-(PDE)">GA 1.6: An ODE to Probably Doing Enough (PDE)<a class="anchor-link" href="#GA-1.6:-An-ODE-to-Probably-Doing-Enough-(PDE)">¶</a></h1><h1 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0">
+<style>
+        .markdown {width:100%; position: relative}
+        article { position: relative }
+    </style>
+<img alt="No description has been provided for this image" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="width:100px"/>
+<img alt="No description has been provided for this image" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png" style="width:100px"/>
+</h1>
+<h2 style="height: 10px">
+</h2>
+<p><em><a href="http://mude.citg.tudelft.nl/">CEGM1000 MUDE</a>: Week 1.6. For: 11 October, 2024.</em></p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e143a00c-1b09-435f-b581-80190df01a1c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="Overview">Overview<a class="anchor-link" href="#Overview">¶</a></h1><p>This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=453992c1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0933143e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Part-1:-Solving-Non-linear-ODEs">Part 1: Solving Non-linear ODEs<a class="anchor-link" href="#Part-1:-Solving-Non-linear-ODEs">¶</a></h2><p>In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=735043d3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 1</b>
+<p>The equation to solve using Newton-Rhapson is</p>
+$$
+x^2=9
+$$</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=17ca3c02">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 1.1</b>
+<p>Formally Newton-Rhapson is implemented iterating the solution as follows:
+$$
+z_{j+1} = z_{j} - g(z_j)/g'(z_j)
+$$
+where $g(z_j) = 0$ and $z_j$ is a guess and $z_{j+1}$ is the improved guess.</p>
+<p>As we do not care about retaining the values of every guess, it can be written in code as:</p>
+$$
+x = x - g(x)/g'(x)
+$$<p><strong>Transform the equation $x^2=9$ to g(x) and write it below, together with g'(x).</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=769c78ae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4f3fc628">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 1.2</b>
+<p>Implement your equations $g(x)$ and $g'(x)$ in the code below, as well as the Newton-Rhapson expression inside the loop. Test the code with the initial guess of $x=10$.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=25bcec4e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="k">def</span> <span class="nf">g</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">YOUR_CODE_HERE</span>
+
+<span class="k">def</span> <span class="nf">g_der</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">YOUR_CODE_HERE</span>
+
+<span class="n">x</span> <span class="o">=</span> <span class="mf">.01</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
+    <span class="n">x</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+    <span class="c1"># Next task will go here</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c210989a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 1.3</b>
+<p>The code is taking 100 iterations without stopping. <strong>Add a condition to the code above to stop the loop once the solution is good enough</strong>, i.e., when the solution is closer than $\epsilon = 1e-6$ to the exact solution. How many iterations does it take now to converge?</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=728a8de9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e4723ca1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 1.4</b>
+<p>Change the intial guess to  $x=0.01$, which is closer to the exact solution than the initial guess in the previous task. How many iterations does it take to converge? Explain the difference.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=99d7f4c8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fcb52681">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 2</b>
+<p>Solve the following ODE using Explicit and Implicit Euler.</p>
+$$
+\frac{dy}{dt} = \sin(y^3)+\sin(t)
+$$<p>with initial value $y(t=0) = 1$</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6ef1b02a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8b10ee75">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 2.1</b>
+<p>Write in paper the Explicit and Implicit Euler schemes of the equation above.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bcaed558">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3a0f172f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 2.2</b>
+<p>Just as before, Newton-Rhapson must be implemented following:
+$$
+z_{j+1} = z_{j} - g(z_j)/g'(z_j)
+$$
+where $g(z_j) = 0$ and $z_j$ is a guess and $z_{j+1}$ is the improved guess.</p>
+<p>Which term from your Implicit Euler scheme represents $z$? <strong>Transform your Implicit Euler scheme into g(<em>) and write it below, together with g'(</em>).</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e40042c0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=726c43cb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 2.3</b>
+<p>Implement the Explicit Euler and Implicit Euler schemes by filling the lines of code below:</p>
+<ul>
+<li>a) Code the functions g() and g'()</li>
+<li>b) Implement Explicit Euler</li>
+<li>c) Implement Implicit Euler. Tip: use as initial guess the value of the previous time step.</li>
+<li>d) Use a dt = 0.25s</li>
+</ul>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=57c0662a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">g</span><span class="p">(</span><span class="n">y_iplus1</span><span class="p">,</span><span class="n">y_i</span><span class="p">,</span> <span class="n">t_iplus1</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">YOUR_CODE_HERE</span>
+
+<span class="k">def</span> <span class="nf">g_der</span><span class="p">(</span><span class="n">y_iplus1</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">YOUR_CODE_HERE</span>
+
+
+<span class="c1"># Define parameters:</span>
+<span class="n">dt</span> <span class="o">=</span> <span class="mf">.3</span>
+<span class="n">t_end</span> <span class="o">=</span> <span class="mi">10</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">t_end</span><span class="o">+</span><span class="n">dt</span><span class="p">,</span><span class="n">dt</span><span class="p">)</span>
+
+<span class="n">y_EE</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">y_IE</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+
+<span class="c1"># Define Initial Conditions</span>
+<span class="n">y_EE</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">y_IE</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+
+<span class="c1"># Perform time-integration</span>
+<span class="n">newtonFailed</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>    
+    
+    <span class="c1"># Forward Euler:</span>
+    <span class="n">y_EE</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+
+    <span class="c1"># Backward Euler:</span>
+    <span class="n">y_IE</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span> <span class="c1"># Initial guess</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">200</span><span class="p">):</span>
+        <span class="n">y_IE</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">g</span><span class="p">(</span><span class="n">y_IE</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">],</span><span class="n">y_IE</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">t</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]))</span> <span class="o">&lt;</span> <span class="mf">1e-6</span><span class="p">:</span>
+            <span class="k">break</span>
+        
+    <span class="k">if</span> <span class="n">j</span> <span class="o">&gt;=</span> <span class="mi">199</span><span class="p">:</span>
+        <span class="n">newtonFailed</span> <span class="o">=</span> <span class="mi">1</span>
+    
+
+<span class="c1"># Plotting the solution</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">y_EE</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">y_IE</span><span class="p">,</span> <span class="s1">'g--'</span><span class="p">)</span>
+<span class="k">if</span> <span class="n">newtonFailed</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Nonlinear ODE with dt = '</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">dt</span><span class="p">)</span> <span class="o">+</span> <span class="s1">' </span><span class="se">\n</span><span class="s1">Implicit Euler did not converge'</span><span class="p">)</span>
+<span class="k">else</span><span class="p">:</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Nonlinear ODE with dt = '</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">dt</span><span class="p">))</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'t'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'y'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s1">'Explicit'</span><span class="p">,</span><span class="s1">'Implicit'</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6b6d9964">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Part-2:-Diffusion-Equation-in-1D">Part 2: Diffusion Equation in 1D<a class="anchor-link" href="#Part-2:-Diffusion-Equation-in-1D">¶</a></h2><p>The 1-D diffusion equation reads $$\frac{\partial u}{\partial t}=v\frac{\partial^2 u}{\partial x^2}$$</p>
+<p>where $u$ is a continuous function in space and time, $v$ is a constant and often referred to as the <strong>diffusivity coefficient</strong>, giving rise to the name 'diffusion equation'. This is a Partial Differential Equation which independent variable, $u$, varies on space and time. This equation is virtually present across all fields of civil engineering and science. Here, we use it to represent the temperature on a rod (see the sketch below).</p>
+<p>Unlike the problem of Wednesday, here there is no exchange of heat with the ambient and the temperature evolves in time. The temperature initially is uniform along the rod, equal to $7°C$. Then it is heated at both ends. .</p>
+<p><img alt="Thermal Gradient" src="./figures/thermal_gradient.png"/></p>
+<p>The problem is schematized as a one-dimensional $0.3 m$ steel rod of with a diffusivity coefficient of $4e-6 m^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ time steps and use 15 points to represent the rod.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c300a7fd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3</b>
+<p>Solve the diffusion equation using Central Differences in space and Forward Differences in time. You will do this step by step (subtasks).</p>
+<p>For convenience we write here the diffusion equation with the temperature variable:</p>
+$$
+\frac{\partial T}{\partial t}=v\frac{\partial^2 T}{\partial x^2}
+$$</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=84b32366">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.1:</b>
+<p>How many constraints are needed in the 1D diffusion equation to have a well-posed problem?</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1b363563">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4ae351ba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.2:</b>
+<p>Draw a grid of 6 points with subindexes. Although your actual grid will be much larger, 6 points are enough to visualize the procedure. The initial condition states that the temperature of the rod is $7^o$ C. Does that mean that one single point of your grid is initialized or all of them?</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1d59533c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=71a1284a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.3:</b>
+<p>Now, the differential equation needs to be expressed in algebraic form using central differences in space and forward differences in time. <strong>Start by just transforming the PDE into a first-order ODE by ONLY applying Central Differences to the spatial derivative term.</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d0d45222">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6ab571e7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.4:</b>
+<p>Before applying Forward Differences in time to the equation. It is needed to add a superscript to the notation that indicates the time step: $T^j_i$. So, $i$ indicates the spatial location and $j$ the time location. For example, $T^0_2$ indicates the temperature at the node $i=2$ and at the initial moment $j=0 (t=0)$. Furthermore, to express in a general form a node of over the next time step, you can express $T^{j+1}_i$.</p>
+<p><strong>Apply Forward Differences to the equation to obtain an algebraic expression.</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c46ee55f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d6b4b1c9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#facb8E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>NOTE</b>
+<p>If you have doubts of your solution, <b>stop</b> and ask a staff member! It is important to be in the right track!!</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2ad1f7c0-14d4-4363-8ed9-681e1e271741">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.5:</b>
+<p>Finally, some coding! Let's start with defining the parameters and creating the grid. <strong>Fill in the missing parts of the code.</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=efd223ed-a7db-4680-8c81-649ea88b5275">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [4]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">T_left</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">T_right</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">T_initial</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">length</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">n_point</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">nu</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">dt</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">nt</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a139660e-4185-41a4-99db-c54c68c54b76">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Let's initialise the system with the initial and boundary conditions. Say $t_0 =0$.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0e235c76">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.6:</b>
+<p>Define the initial conditions and the boundary conditions. <strong>Fill in the missing parts of the code.</strong></p>
+<p>We define a 2-dimensional Numpy array <code>T</code> where the first index, <code>j</code>, represents time and the second index, <code>i</code>, represents space, for example: <code>T[j, i]</code>. Initialize <code>T</code> with a matrix of zeros.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=673b1ff5-06e2-44c8-b6a4-031a00b0f190">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [5]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">T</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="p">:]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">T</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">T</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+<span class="n">b</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e7c5bf2e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.7:</b>
+<p>Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b. As in the workshop and textbook, the <code>A</code> matrix consists only of the unknowns in the problem.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7e0147f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=787c37f6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">m</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="n">A</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+    <span class="n">b</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+    <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=794f6329">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.8:</b>
+<p>Use this code cell if you would like to verify your numerical implementation. For example, visualize the temperature profile at different time steps.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=56f6fdea">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.xlabel('x')</span>
+<span class="c1"># plt.ylabel('T')</span>
+<span class="c1"># plt.show()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=17e7be50-79a7-4699-b0d8-908a58ce36d7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.9:</b>
+<p>Describe the time evolution of the temperature along the rod. Does the temperature reach a steady-state? What does that mean for heat flow?</p>
+<p>Write your answer in the following markdown cell.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8db518cd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9fcbb39f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 4</b>
+<p>Alter the right boundary condition, with the following equation:</p>
+$$
+u^t_{x=L} = 25 + 10 \sin \left(\frac{2\pi t}{period}\right)
+$$<p>where L refers to the last point of the rod. Put your whole code together in a single cell. Copy the code cells from task 3.5 until task 3.8. Modify the right boundary condition as stated above, the period is 6000 seconds.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=05534522">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=852b05c5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5</b>
+<p>Solve the diffusion equation using Central Differences in space but <strong>now with Backward Differences in time</strong>. You will do this step by step (subtasks). Just as before.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=81fe7677">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.1:</b>
+<p>Draw the stencils (two in total) of this equation when solving it with Central Differences in space and <strong>Forward Differences in time</strong> and when solving it with Central Differences in space and <strong>Backward Differences in time</strong>.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6df8a151">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ca16ee10">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.2:</b>
+<p>Now, the differential equation needs to be expressed in algebraic form using central differences in space and forward differences in time. <strong>Start by just transforming the PDE into a first-order ODE by ONLY applying Central Differences to the spatial derivative term.</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4a25a0d0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=139d33af">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.3:</b>
+<p><strong>Apply Backward Differences to the equation to obtain an algebraic expression.</strong></p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=73b82177">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=25b64dff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.4:</b>
+<p>Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8c1db830">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=36284ee9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.5</b>
+<p>Copy the code of task 4 and make sure to use the Dirichlet conditions of task 3: constant Dirichlet conditions. Implement the Implicit scheme by modifying the code of how the matrix A and vector b are built.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4edddcaf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3d1dfe3d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p><strong>End of notebook.</strong></p>
+<h2 style="height: 60px">
+</h2>
+<h3 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; bottom: 60px; right: 50px; margin: 0; border: 0">
+<style>
+        .markdown {width:100%; position: relative}
+        article { position: relative }
+    </style>
+<a href="http://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license">
+<img alt="Creative Commons License" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" style="border-width:; width:88px; height:auto; padding-top:10px"/>
+</a>
+<a href="https://www.tudelft.nl/en/ceg" rel="TU Delft">
+<img alt="TU Delft" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
+</a>
+<a href="http://mude.citg.tudelft.nl/" rel="MUDE">
+<img alt="MUDE" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
+</a>
+</h3>
+<span style="font-size: 75%">
+© Copyright 2023 <a href="https://studiegids.tudelft.nl/a101_displayCourse.do?course_id=65595" rel="MUDE Team">MUDE Teaching Team</a> TU Delft. This work is licensed under a <a href="http://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>.
+
+</span></div>
+</div>
+</div>
+</div>
+</main>
+</body>
+<script type="application/vnd.jupyter.widget-state+json">
+{"state": {"0163d400cc2c4eb59046d0121727b17c": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_88035a6b469f4a4891e35659867ff0c6"], "layout": "IPY_MODEL_9c5112e1cfd44ed2a63e5978fc06fccc"}}, "0197503ee5c44b87a3d0c980bc2571da": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "0221bef15fef48a190eccd595775ec95": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "0335767ddbd747b4893969d3e2d93893": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "037d3788952b4be096d7515e475f24e1": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_b7b5d8c7976e490db14a6f301a8d5fca"], "layout": "IPY_MODEL_ffbdb787fdf940fab9e0d3b457888162"}}, "054b16db968e4b878f5e542f9a1173b3": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_d095a4e7d8d4445e86d3db1fdff6244f", "IPY_MODEL_27ce6d6c77074a0e9644172ecbdc2c2a"], "layout": "IPY_MODEL_9e0470afffb74df5adab27914911762d"}}, "0737166ee7324522bb73da03f9a8e778": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "07af3d288027411c8db59e4b27f81a0f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_4dcc29bcdeb94273acb042225680f938"], "layout": "IPY_MODEL_3012cdca2fe2499d8a50dee485f62217"}}, "0962612e4e404b54ac1fac8d640cd6c0": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "0f94c44a6e2d4808a7c66c3b1c79bf1f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "0fcdff9aa34e4e13927e34ae27360da7": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_5576cb6864c246b5b1be231eb6fff645", "max": 199, "style": "IPY_MODEL_32b1f33a1556467aaba78f0af3df1e4d", "value": 100}}, "106c527c21f1485f80938702414243e8": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "121945e57f994c77aaeca0c873e63745": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_517f04b914134b6ba5c09a4caa017bdc", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "12a14e08898b4abf991365cd41d07a93": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "13187a1f6c2a44f9a3ccd12f5eff4464": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "146343a7a95746e6bd0c8bac2c97a33d": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "148898f7302f4f45809429230ac34e24": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "14edd910ef6d411ebd1f6a033170c065": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "1691534cae544c41ac19238706d81934": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_85007844bdc54cdf992dc43ba5b83a41", "max": 149, "style": "IPY_MODEL_e2a00839a46e4bb39cd41f9aa4edaaea"}}, "17a0e3715b704af5b5bb4230d0ea690b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "1a5c301c330f49dd867d1a112b4b011c": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_d095a4e7d8d4445e86d3db1fdff6244f", "value"], "target": ["IPY_MODEL_e0fa11145e0d4e40ad744eba44c54f34", "value"]}}, "1af575622d2045659ef592a3a3d82a91": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_ea5d62a115f443e4bf326bbe2a8d0260", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "1ca2a7bb9b014ae1b78b7354b28675e1": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "1cb2605db91a4ce1bac51f5960e5afc9": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_a20388231297411295366afa518f917b", "max": 199, "style": "IPY_MODEL_3ca3ead3f99b45b2bf5a79d0f022dcfa", "value": 199}}, "1f57714e5c02432eaabed41e07209103": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_57644913df96434395a7d95953ca96ed", "IPY_MODEL_5e9038896edd4da0abab5fadd1a41130"], "layout": "IPY_MODEL_b49c03f7736a47e5987fbc229507c0fe"}}, "203d095fdbec4a809af8ff2adf77a8fb": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "246b67cae6d04400856fb146b0a764d3": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "27ce6d6c77074a0e9644172ecbdc2c2a": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_0737166ee7324522bb73da03f9a8e778", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "29a880f5e6de435795b50f46a66a942e": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "29adfb5bcde241fc8e8984961ab42ea5": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "2c2ed815b0f545a9948793c1bc4b5fdf": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_68fb9a92340e434d85fbcc8de67c1970", "IPY_MODEL_47b1a57cdbeb4a11abc8e9166acedb90"], "layout": "IPY_MODEL_6373a42bb1db4fb4aa1cf6ffaac1075e"}}, "2df005db5f0d49dda9dd0c4e6e958c48": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "2f094b8f56ff4ac3b16dacdf8948dda6": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_66636bdd455c4d54a22c62b30195f3fb", "outputs": [{"data": {"image\/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAGRCAYAAABVKtXaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy\/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eXwkd33njz+r+u5Wd+uWRhodc2jusWfGY89Yg7ltYHcTAjiwgYWQza6TDUuA7DfJkoX8YAkkQDYYCOGb7BIMvyTgZVkHEgixCWDwBfbY0twajUb3LbVafR91fP\/oqZ7uVld1dUsjyaZej4cfIE1VdXWr6\/P6vN\/v1\/v1FlRVVbFgwYIFCxY2CeJW34AFCxYsWPj5gkU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGPBggULFjYVFvFYsGDBgoVNhUU8FixYsGBhU2ERjwULFixY2FRYxGNhS6Cq6lbfggULFrYI9q2+AQs\/X1BVlWw2SyqVwmazYbfbsdls2Gw2BEHY6tuzYMHCJkBQra2nhU2Coihks1lkWSadTgM5Ikomk6TTadra2iwismDh5wBWxGPhlkNVVWRZZmRkBKfTSXt7O6IoIooiqqoSjUZZWFigoaGBdDqNIAiIoojdbreIyIKFlyAs4rFwS6Gl1mRZJhKJ4Ha7mZiYYHp6mkAgQENDA7IsA2C321FVNf9fOp0mk8kAWERkwcJLCFaqzcItgyzLZLNZFEVBFEXOnTtHJBJBkiR6enpIJBKsrKwQj8cRRZGOjg4aGhqor6\/H4XAAFBGRoigA+YjI4XDk60SiKFpEZMHCiwRWxGNhw6GqKpIkIUkSqqoiiiLhcJiFhQVcLhd33303kCMQQRCYmppiamoKVVUZGRkhkUjg9\/upr6\/PE5EW6RQSUSqVyl9HIyLtOIuILFjYvrCIx8KGQlEUJEnKp88EQWBkZITR0dE8mTidznwKDXIpNofDwf79+wFIp9OsrKwQDocZHh4mlUqtISIt3aZHRFokZBGRBQvbDxbxWNgQaKmwbDaLqqoIgkA6nebcuXOkUilOnTrF1NRU2cVfEISivh6Xy0V7ezvt7e0ApFIpVlZWWFlZYWhoiHQ6na8P1dfXEwwG1xCRoigWEVmwsE1hEY+FdaMwtQa5hX5xcZHz58\/T2trKiRMnsNvtawhGQyUCcLvd7Nixgx07dgCQTCbzRDQ7O0smkyEYDFYkonQ6TSqVyivqLCKyYGFrYBGPhXWhsDdHW7ivXLnC1NQUhw8fpqOjo+h4PS1LNRoXj8eDx+Oho6Mj3wekEdH09DSSJOWJqKGhAb\/fj81my7+OJu\/W+olmZmZob2\/H6\/XmIyOt\/mTBgoWNh0U8FmqCtnhLkpRXrSUSCQYHBwHo7+\/H5\/MVnSMIAoqirFnQ9SIhMxAEAa\/Xi9frpbOzE1VV82q5lZUVJicnURSliIjq6uqw2+359zEyMkJDQ0OebMql5iwismBh42ARj4WqUdibA7kem5mZGS5dukRXVxf79u1DFNfaABYSTOEivpELuiAI+Hw+fD4fO3fuRFVV4vF4nojGx8dRVTUvVGhoaEBVVWw2Gw6HIx8RSZJENpvVJaJy78+CBQvmYBGPhaqgKAqZTCYf5ciyzKVLl1hcXOTYsWO0tLTonmsU2dyqdjJBEKirq6Ouro6uri5UVSUWi+WJaHR0FIChoSGam5tpaGjA5\/MVRUR6RKT1EVlEZMFCdbCIx4IpaKk1TbUmiiKRSITBwUHcbjdnzpzB7XYbXsNIXLBZfcyCIOD3+\/H7\/XR3d6MoCo8\/\/jh1dXUsLy8zMjKCzWbLCxUaGhrwer26RATlXRUsIrJgQR8W8VioiNLUmiAIjI+PMzw8zO7du9m9e7epdFmtqrZbCU3N1tnZidfrRVEUIpEIKysrLC4ucu3aNex2exEReTyeNUSUzWYN7X0sIrJg4SYs4rFgiMIoRxAEstks58+fJxqNcvLkSRoaGkxfy4hgtotzkyiK1NfXU19fD5D3mFtZWWF+fp6rV6\/idDrXEJFGLIX9TFpEJAhCERFpqjkLFn5eYRGPhbLQ0kmXL1+mrq6Ojo4OQqEQ586do76+njNnzuT91MxiO6Ta9KD3+lraTSNYWZZZXV1lZWWFmZkZhoaGcLlc+WMaGhpwuVxF19WIKJPJ5GtEGhEVquYsWPh5gUU8FtZAWygVRSGRSOBwOLh27RpjY2Ps37+frq6umhbK7Uw8ZmGz2WhsbKSxsREASZLyRDQ5OcmlS5fweDxFROR0OvPnlxIRwPLyMm1tbbhcLst528LPBSzisZBH4aKoqdZUVWViYgKbzcbp06fx+\/3rfo1SvJgXWbvdTlNTE01NTUCOiMLhcF66ffHiRXw+X5HPXCERZbNZLl26RH19PZIkWbOILPxcwCIeC0D53pyFhQUWFxfx+\/2cOnUq3\/1fK7ZCTr3ZsNvtNDc309zcDOSIRSOi0dFR4vE4dXV1eSKqq6vLn6d9vppk3RqKZ+GlCot4LBTZ3oiiiKIoXLlyhZmZmXy6aL2kAy+NVFu1cDgctLS05PubMplMnoi0ERAA169fp7GxMT8CAm6SsUVEFl5qsIjn5xjlbG\/i8TiDg4OIokh\/fz+jo6MbRgoawUiSxMTEBF6vN29Vs5XYzNd3Op20trbS2toKQDwe56c\/\/SmSJBWNgNDSctoICCgmIms6q4UXMyzi+TlFud6c6elpLl++THd3N319ffkeF23y53qhybGfeuop7HY7kiSRSqXwer1IkkQoFMo7S\/+8QFMG7t+\/H5vNVtMIiHJjwq3prBa2Myzi+TlE6UhqSZK4ePEioVCI48eP5+sTsHFpMFVVCYVCrK6u0tfXx86dO4Hc0LfZ2VnGxsa4fPky2Wx2jbP0z0PzpUYMlUZAZLNZU0RkTWe1sJ1hEc\/PEUrn5oiiyOrqKoODg3i9Xs6cOVPUg6Ido0VFtSKbzXLhwgVCoRB+v5\/du3fnm1Ldbjetra1MTEzQ399ftNBqztKFhp51dXUvqUWzEqkbjYCYmppCluWyIyCs6awWtjMs4vk5QaFMWsPY2BjXrl1jz5497Nq1y9R00GoRDocZHBykrq6Ovr4+Zmdnyx6nOSOUjjgoNfTUnAW0hdbr9W7IornV4gazlkO1jICoNJ1VURTsdjsej8ciIgubAot4XuIoN5I6k8lw\/vx54vE4d955Z94ephxqrfGoqpontr1799Lb28vs7GxVqrZyhp7RaLTIR83hcBQ1a1YyKt1uWA\/h1TICoq6uDlEUi4hIswHq6emxprNa2BRYxPMSRjkBwfLyMufOnaOxsZH+\/v6KtjdaE2k10IgtGo0WEdt6TUJFUSQYDBIMBunt7S3yUZuenubKlSu43W5d14DtjI1Y2MuNgIhGo0V9RIIgFPnMacP6tPRb6XTWcvJti4gsrBcW8bxEUdqbo+1sJyYmOHjwIJ2dnetylNbDysoKg4ODBAKBNX5uG91AWuijtnv3bl3XgEIi0npktgtuZYpPEAQCgQCBQGBNxFg4AkITmCQSibIjIDTJvTWd1cJGYXs9hRbWjXK9OclkksHBQWRZ5u677853y5uBWeJRVZXR0VFGRkbo6+ujp6en7IhrvdfQrrGeBazUNaC0WTOZTOZ7ZBoaGraNdHuzFu3CiBHIj4AYGhoiHo\/z7LPPmhoBUWk6q0VEFirBIp6XEFRVJRKJMDc3R3d3N6IoMj8\/z4ULF+jo6Mj3ilQDMzWeXGptEEhy11135Rc2s9faKOIpRWmzZjqdJhQKsbKywuXLl8lkMgSDwXxKyuv1brp0eytFDZpQw+v1Ul9fT0dHRz51OTc3VzQCQiOj0hEQ1nRWC7XAIp6XCLTenFgsxtjYGF1dXVy6dIn5+XmOHDlCe3t7TdetVOMJhUJcvXqO48fdOF0dCJQnHVi7s9eIZrN2xy6XK98jUyhNXl1dZXh4mKtXr66RJm\/GvW11dKD9HYxGQGg1tHIjICoRkTUUz0IpLOJ5kaOwN0dVVWw2G7Is8\/TTT2O32+nv78fj8dR8fb1Um6qqXL9+nURinLv7vdhsKoqcxSg4qpS228zdf6E0eWRkhOPHjyMIQl4RNjY2li\/Eb7R0uxBbLePW7qHc+6p1BEQpEVnTWS2UwiKeFzEURUGSpCLV2uLiItlslu7ubvbs2bPuh7ocWaTTac6fH2RnV4b9BzzAjX8X0lVfS\/s9bO0iXKoIUxSFWCxGKBRaMwJb+289hF762lsJRVFM3UOtIyDKTWctNxTPIqKfH1jE8yJEud4cSZLy7gCiKNLX17chr1Val1leXmZ4+DzHT7jx+Wwlx6Yr1mm26zye0vsSRTGvCOvt7UVRlPxuf3Z2tuLk0RcTaq2tVTsCor6+vkjlWPg9vnbtGm63m\/b2dmtM+M8BLOJ5kaHU9kYQhLw7gN\/v58SJEzz77LMb9npajUdVVUZGRkilJuk\/40EUyxGIgiJnsNnLL8DbKdVWLURRLKp\/lEs7FUq3SxdZPWy0oKIWbNQ9mBkB4ff7i4hIU8wlk8n8\/y+MiLRm10KxwlZ\/XhbWD4t4XkQo7M3R0hTXr1\/n+vXreQlzKpVCUZQNW0wEQUCWZZ577md090gcOOgmn1ore3waqI54tkOqrVqUpp0Kd\/vXr18nHo8XSbcLxxtsN9wq8iunKtRqaKUjILT\/X\/gZlUvNWUT00oBFPC8ClOvNydVZzpNMFkuYN1qaHI1GUdUEtx8L4PVWzr0LQsbg34z7eF7MKN3tFy6ypeMNtB4iLZrc6ve\/Wffgcrlob2\/PKywLR0DEYjEikQhLS0trnLe1ewTKEpE1i+jFB4t4tjnKjaReWlri\/PnzNDc3c\/z48aJu\/MJC7nqgKArXrl0jk53iZff4sNtN+rUZCAxezKm2alG6yBa6Ss\/MzCBJEsFgEJ\/Pt6ERai3YqtcuHAGRTCZpbm7G4XAUfUaFZB0IBMoSkTWd9cUHi3i2MbSHSotyVFVlaGiIyclJDh06RGdn55pzNOJRFKXm1E4qleL8+QF6d8ns2FGdcqtSxKMtcuFwOG\/pstWpts1YmErHG2iu0gsLC8iyzE9+8pMiM0+fz7dpC+Z2iLrgJllXOwICrOmsLzZYxLMNoaXWNNWaKIokEgkGBwdRVZX+\/v68uWMptIeq1qmhi4uLjIyc58iROuobqieCnLJN799yCrkLFy4wNzeXX\/C0gn0ikcDlcr3kF4ZCV+lAIMDg4CC33377Gg+1Uun2rfpctgPxaJsrDbWMgNCbRWRNZ91+sIhnm6Fcam12dpZLly7R2dnJ\/v37Dfscak21KYrC8PAwsjJD\/xkvgmADqh8AZ0Q8qVQKWZaJRqOcOnUKm82Wt\/FfXFxkcHAQp9NJY2Pji16ibBbaoq9Jt3t6evIeaisrK8zPzxdZ12ifzUZ+LtuBeLQNlh42agSENZ11e8Ainm2E0pHUsixz+fJlFhYWuO222\/LqICNoardqIp5kMsn58wPs3qPQ3p5TralqFlWFap9BvVTb3Nwc58+fB+DUqVN5633NtHJ0dJSTJ0+SyWTKSpQbGxuL5LcvJZQudJqHWn19Pbt27SqyrtE+F6\/XWxQRmZFu62E7EI\/ZJlYNtY6AMCIirWm4tbXVIqJbjJfeU\/wiRGlvjiiKRKPRfARw5syZqgacVUM8CwsLjI5e4I6TPgpfQhBUVNUBZKt5KwiiRDaZxuHM7cgVRWFoaIjp6Wn27dvHlStXEEVxzf1pu89SiXI5+a2269eUYRuBraovmXndQuuaPXv2rGnUvHDhAnV1dUXS7WoIulK0sRkoTbVVC7MjIAqJSDOF1YgoHo9z7tw5Xvayl+WvaY0JvzWwiGeLUTqSWhAEJiYmuHr1Krt27WLPnj1Vf9HNDG9TFIWrV68Cc9zd70UUyxCVagehOuIBUNVcL08ymWRgYCBflwK4fPly2XPKvUeHw1HUB5JKpfLu0prqqb6+Pk9EdXV1L8pFodp7LteoaUTQhWqwctguEc9Gkp\/eCAhN0FFqgVRfX58X5Dgcjnw0VDgm3JrOunGwiGeLoH2pp6enWVxc5PDhw2SzWS5cuEAkEuGOO+7ImzNWi3IRRSESiQQXLgyyd69Ka5sLvYZQFRu1PFKikGFhYYHz58\/T3t7OgQMHsNlsJJPJ3HVvPNRrXq8CWbrdbjo6OvKqp8Ic\/+joaJG7wK0uyG8UNiLScjqdtLW10dbWBuRSp+FwmFAoVCTdLizCFy7y24F4bnXUVS59qRGRZoFkt9tRFIXZ2dn8CAigKDWnpYhTqZRFROuARTxbgEIBQTabzS+g586dIxAI0N\/fv66RzUaptvn5ecbGLnLyTh8uV6V0XG0P0MLiJBcvLXH48GE6OjqK7kv3lUwOnCs8vtTUMxqNEgqF8gX5Qi+1xsbGbTsGe6MXKk26rY1\/KFSDTUxMrCnCV1tfuRXY7HsoNwJiamqKsbGxqkZAlI4J11JzhT5zW\/3ZbkdYxLPJKB1JbbPZSCQSnD17ln379tHd3b3uL2q5VJuiKFy5cgWbfeGGaq02ubUZSHK87KRTo36djXjPWmpF29FqdZCJiYm8UEFLP20XocKtri2VU4PFYrGiSFGWZa5du0ZLS8uWRYpbXWey2Wz4fD7cbjcnT56seQSENZ3VHLb+yfs5gZ7tzcjICNlsltOnTxMIBDbktUojnkQiwfnzA+zbBy2t+qm1NdepQU4NsHNnM6K4drx2pUbRjVyEbTZbkVBBM6wMhUL5OojWFa+lPbcKm7kQCYKA3+\/H7\/fni\/CPP\/44Xq+X+fl5hoeHcTgcRQtsNcKWWqB9\/lu9IBfWmcp58WlEZHYEhDWdVR8W8WwCyvXmLC4ucv78eQKBAIqibBjpaNfXFtK5uTnGxi9y5511JlJrJRCkml7fZsuW7eWpFPHcyt1\/qWFlYVe8JEkMDAxsiVBhq22CtOi4q6sLj8dTduqo2+1es9PfSGifwVYvwkYCB4fDUdMICGs6a3lYxHOLUdqbo6oqV65cYXp6mkOHDuF2u\/P9LRsFrQfo4sWLOF1L3HVXPU6nvpWNPmrs5REzqGWCpVuZaqsWhRY2oVCIvr6+vDqsVKjQ2Ni4YUPfymErd\/ra30K7h3JTR8sNe9vIlKW2SdrqRVdLf5uBnrIwHA4bjoCwprPmYBHPLUK53px4PM7g4CCCINDf34\/X6yUcDm94mkdRFEZGhjhy1EVzs7PmXbUgqKiKverIRxAyyJKETWdB0svnb6VXm9frpb29PZ9+0hRPc3NzRUIFbcHdqF3\/Vkc8pcRTitJhb4Uzdq5du0YymSwa\/1DoKF3tPWz1Irsef8NSZaHRCAhNXVdILIVElEwmuXbtGvv378fpdGK321lZWSlS2r3YYRHPLUBpbw7AzMwMly5doquri3379uW\/cJWkz9ViZmYGuz3JyTvrChpCa4tcAFTVgUC1xAOZTAKPPVDy+61LtVVC4WuXk95q9SFt17+ehs1SbKeIpxJKU5aFow0uX75MJpMpkm4HAoGKhFLYw7aV2MheIqMREFeuXCGTyeRrjIUjILRsxcLCAgcOHCCbzZLNZnnLW97CAw88wLvf\/e4Nub+thkU8G4hyI6m1lNfy8jLHjh3Lh+YaNop4cvY6l3B7QvSf8VH4\/AgCqKoTqCHdJtS2AxTLWOdsp1RbNSgnVNAWkatXr+Zn7RQ2bG717t0sqiWeUhSONijnKK0oyhr\/tNLXeikSTylKP6dCIiodAaGpCgs3M1oN6aUCi3g2CKUCAkEQiEQiDA4O4vF46O\/vL6sO2gjiicViXLgwwKFDNhqbyqeAVNVuOLJAH7U9iKKoTzyl\/1\/7eavTTmZRrmFzZWWFUCi0ZrFtbGw0HHGw1c2b6yWeQpRzlC5t8tX807T\/vF5vPvW61cQjy\/KmTIkVBGHNmIxCwp6cnERVVV544QUmJiaoq6sjmUzqOtKbwR\/\/8R\/zB3\/wB7zvfe\/jwQcfBHJ\/+49+9KP81V\/9FSsrK5w6dYovfOELHD582PBa3\/zmN\/nwhz\/MyMgIe\/bs4eMf\/zhvetObqrofi3g2AKW9OQBjY2Ncu3aN3bt3s3v3bt2HShMc1Lrbmp6eZmbmCqdO1eFwGhFYrQ9UbaQoGBDPZsipNxOli0g8Hs9b+xQKFbSIaDvl6TeSeEqh1+SruZFrtjV+vz+\/+G7lZ3MrIx4jlBL2ysoKFy5coKWlhb\/7u7\/ja1\/7GqlUio9+9KOcP3+eV73qVZw4ccI0ST777LP81V\/9FbfddlvR7z\/1qU\/xZ3\/2Zzz00EPs27ePP\/qjP+Lee+9laGgIv99f9lpPP\/00b3vb2\/jYxz7Gm970Jh555BHe+ta38sQTT3Dq1CnT7\/nFkQ\/YptAEBJlMJk862WyW559\/nvHxcU6ePFnRa61wcFs1kCSJc+cGSaevcfpubwXSgVpdCJLJeE3nCWL5SaR6kc1W73Y3Ctpi293dze23384999zD0aNH8Xq9zM7O8swzz\/DUU09x5coV5ufnyWar98LbSNxK4imF1uTb29vL8ePHueeeezh8+HBeqKF9NpcvX2Zubi6v9tosbBXxlLsPh8PBzp07+fSnP83Y2Bh+v5977rmHJ598knvvvZd3vvOdpq4Vi8V4xzvewf\/8n\/8z79IAub\/7gw8+yH\/7b\/+NN7\/5zRw5coSvfOUrJBIJ\/u7v\/k73eg8++CD33nsvH\/zgBzlw4AAf\/OAHec1rXpOPoszCinhqRLnenFAoxLlz56ivr+fMmTOmrOprIZ5oNMrFiwMcOmynsdGsuqq2yMVmqy0KEcXyC6pGPJFIhEQiQWNjY76j+6U4gbRQqABr5cmxWAxRFBkeHs6PftiMdI+GzSSeUmi2Ndqzc+rUqXwPUaHbRKGIYz3jHypBluVb3ixr9j4KvwOiKBIOh\/mN3\/gN9u7dmxe7mMF73vMe\/vW\/\/te89rWv5Y\/+6I\/yvx8dHWVubo777rsv\/zuXy8UrXvEKnnrqKX7jN36j7PWefvppPvCBDxT97nWve51FPJuBcr05w8PDjI+Pc+DAAXbu3Gn6Qa6GeFRVZXp6mrm5IU6drsPhME8mglCbC4HLJaCq1XeVi2JGdyDc5OQkExMTOByOvAoqk8kQj8dpamp6yUQ\/5VAqT56enmZiYgJJkhgaGiKdTudVYY2NjWsMPTcaWo1pKz9zzbWgnFuAVvco7I0pJKKNJOntEvGUEo82QFETF2hil0r4+te\/zvPPP8+zzz675t\/m5uYA8nVKDW1tbYyPj+tec25uruw52vXMwiKeKlDYm6MVRFOpFIODg0iSxOnTp3Vzo3owSzySJHHx4gV8daucOl2L11ptKR1BUEmlVNzuKonHlkHKFhfONbKenZ3l5MmTuN3uvEJsZGSE0dFRxsfH19RDXupE5HQ6OXjwIJATKmj1oUKhgvZ5GAkVasFWixtAf8EvHYtR2BtTKklubGxct5pwuxJPPJ5Ld1ejapucnOR973sfjz76qGEUV\/q3N\/N9qOWcUljEYxKKopBMJjl37hy33347oigyPz\/PhQsXaG9v5+DBgzXvvmw2myHxRCIRLl4c4OhtDvx1jQhCrOrXEAQJVRUQhOrTWdmMSrUZCEFQSUSj+G5YAUUiEQYGBhAEgdtuu41AIEA2m80XVWdnZ\/O2LaUO09qi29jYeEtTLVuB0vSix+Ohs7MzrwrTDD21YWaFM2Q2QqiwHYjHrEFoYW9MoSQ5FAoxPT2NLMtF0m2\/31\/Ve9ssVVu196GlY6v5W589e5aFhQXuuOOOouv++Mc\/5s\/\/\/M8ZGhoCchHMjh078scsLCysiWgK0d7evia6qXROOVjEUwGFvTmSJLGwsIAkSVy7do3Z2VmOHDmSbxKrFXqSalVVmZycZHHpGnf3+7DbFdanvHYC5Yv+RpDk2hYmTb49NTXF5cuX2b17N6Ojo4bNltoUyd7e3qLGzbGxMS5evJhPtTQ2NtbUJb8dobc4ljP01Gog2gwZzUdNI+dqiXk7EE8tBqHlJMmF0m0tXVRIRJWixe0a8SQSiaoj3de85jVrrLh+7dd+jQMHDvD7v\/\/77N69m\/b2dh577DGOHz8O5PrTHn\/8cT75yU\/qXvfuu+\/mscceK6rzPProo\/lBj2ZhEY8BSm1vtAXzZz\/7GXa7PW97s16UIx5Jkrhw4TwNjTHuusuTT63VWqsBrZeneuIxaWZd5rQUFy5cYH5+nuPHj9Pc3KybPy4nLiht3NRSLaFQiMuXL5PNZgkGg3lvsfUYe27n0dcaCv3joFioUDgCu9BHrRIxbzdX6FpRKt1WVVV39LVG1G63u+i9b1fiicViVROP3+\/nyJEjRb\/z+Xw0NTXlf\/\/+97+fT3ziE\/T19dHX18cnPvEJvF4vb3\/72\/PnvOtd76Kzs5M\/\/uM\/BuB973sfL3\/5y\/nkJz\/JG9\/4Rr71rW\/x\/e9\/nyeeeKKq92gRjw4Ke3O04uvs7CwATU1NHDhwYMO+pKXEs7q6yuXLgxy9zUkwWPonWo\/8tsb7rXFdmp0dJRrNEbSWJliPnLo01ZJIJPL1kLGxsaJ+GW1heTGg1oW\/nI+a9nloNZBKQoXtEvFs9IIvCEI+eu7p6cn774VCoTX+e4UD8bYL8RRGrvF4fF3No3r4vd\/7PZLJJL\/1W7+VbyB99NFHi+rUExMTRZ9Jf38\/X\/\/61\/nQhz7Ehz\/8Yfbs2cPDDz9cVQ8PWMSzBuXm5uQK+xdZWVlBEAR6eno2fD68oiioqsrExATLoRFO3+3Fbi+3QNdeq6kVdlttC1Ow3sXuvSeLPiuNeMotdtVOINUGnGnNidrCUpiG0kjoVktxa8VGRlpOp7OImMt1wxcutD6fb1sQz2bcQ6msvXBQoDboTRCEfK2olrTlRqFU1q0Rz3o\/ox\/96EdFPwuCwEc+8hE+8pGPmD4H4P777+f+++9f171YxFOAcr05q6urDA4O4vP56O\/v5yc\/+cmGu0mLokgmk2Fg4AWamuPceaenArHUVquptZfHXuPz19TkW0PQRhHPehbhcv0yhVJczUVZS0MFg8FtsbuFW+caUGpfE4vFCIVCRUIFn8+HLMukUqktixC3ItIoTeNms1meeuopRFEsSlsW1hM3a2JtOVXbrYh4thIW8dyAoihkMpmih2B0dJSRkRH27t1Lb29vfoKgRkwb+dqjo1c4fsJLIFD5T1JrrSaVilNLScrppCZ3a9FW3jZnM5wL7HZ70byUQgXUzMxMXgHV2NiYt6TfCmzW6xYKFbTU0+rqKjMzMyiKwtNPP52PELWIaLN2\/Fs99hrIv9fe3l7q6uqKpNtaf5Um3daMYG+VsEWvxvNSws898WipNc1RWos+zp07RyKR4M4778zvouHmkLWNeu3x8XG8vjQnTvhwOMwuQrU9pC5XTadhswnIsojNVl3EJNoyKGU+qo1ItVWLUndgzU9teXmZTCbD+fPnaWpqyqfmXLV+WDVgK1JdWj1M8087efJkXkGo7fg3S0G4HQQO2n1o77F0rEFh2lJzky4c\/7CRjb7lIp6XkjM1\/JwTT7nU2vLyMufOnaOpqYnjx4+vCa8r9dyYRW6xO0dbW5K77vLWNCunWthsoKpiDc2n1EY8okIsHMfrv7lbu1WptmpQqIDq7u7mySefpKuri2w2y\/T0NJcvX85btWj1oVuVZtlqY1RtE1AqVCjc8RfO2dEioo1caLdDUV+rserdR6l0O5FI5D+fiYkJVFXdsEbfcnJqi3heIihne3P16lUmJiY4ePAgnZ2dZb84GxHx5FRHgxw77sbvr\/5PINRYq8nBCaSqPktRalsYZCkJlCceozEJmwktDaXJlAutWrTpkdq8nVthY7PVYxHKvX6pgrBw9IO20BZKk71eb83vY7sQD5ibgloobNm5c2dRo28oFOL69etF0vdqHTisVNtLEOVGUieTSQYHB1EUhbvvvttwd7GeiEdVVUZHR4lGx7i731d1BJHHunp5bLVFVzVuzEvn8hg9fFu9+9dQatVSzsamsGlzPYvuVsNMfaWcUEHrkVlaWipyVNA+k2qECtuhxqM907WkE8s1+mqj0zUHDqfTWURERp9P6QjueDxe5Cz9UsDPFfGUjqQWRZHZ2VkuXrxIR0cH+\/fvr\/jFq3VwWy61NsiOHWn27fcASu1TQWs6R0NtD3itlCDa1xLPVqfaqkWpjU3pTBmHw1Fk66PZ\/JvBVsuZa3n90h4ZWZbzUvbp6WmuXLmCx+MpWmiNhAqlC+1WoHCA43pRbnS65jihfT6FQo76+vqi70y5VFtXV9e672s74eeCeAptb7SwXlGUfFf90aNHTXsN1aJqC4VCDA2d4\/gJN3V1N79QtU4FFQTlxrlS1efWilrqQgA2W3HD64t9Hk+5RXd1dTWfgrp06VLV7gFbiY0gvkJHACiWshcKFQql7IWfiTZ\/ZiuhrQu34ntos9nyaVpY6zihiQe070vhQEnIRTwb4ZCynfCSJ55yAoJYLMbAwABOp7Ooq94Mqol4VFXl+vXrxOPj9J\/xlplts44FSXVADcRTa31IUbLUYmEgmiQe2D6ptmpQuqhobtuhUCjvHlA4BrvUuPLFGPFUQqmUXc\/qSPtMtoOqbTOjrnKOExpRX7t2DYALFy6wsrJCOp2uSdX2xS9+kS9+8YuMjY0BcPjwYf7wD\/+QN7zhDYD+Ru9Tn\/oUv\/u7v1v23x566CF+7dd+bc3vk8lk1T1gL2niKTeSenJykqGhIXp7e9mzZ0\/VuWWzEU86neb8+UE6d2bYf8BD+WRV7Q+biq22s9cxl6cWlPbyvBhTbdXA6XTS1tZGW1tbvigfCoXyERFQZOuz1dgM4itndVSoCJNlGa\/Xi8Ph2LKaWWmUsZko\/M5kMhmeeOIJOjo68k7Sq6urzM7OEgqFePWrX82dd95ZMULcuXMnf\/Inf8LevXsB+MpXvsIb3\/hGXnjhBQ4fPpy3\/9LwT\/\/0T\/z6r\/86b3nLWwyvGwgE8s7WGmppPH5JEo+qqqTTadLpNA6HIz+S+uLFi4TDYU6cOGFqkFI5mFG1LS8vMzx8nuMn3Ph8Rruo2tVpta\/RtdWHclLs6tN7NnsWteRtqqrK0tISS0tL+fTCS3ECaWFRfufOnfmemcKxDzabDbvdzsLCwpbYtGx2tFFOEfb8889jt9vzNTO73V5UM9uMnqrtoKyDm7Wmjo4O\/st\/+S984AMf4J577uHuu+\/m3LlzfPazn+XQoUM8\/vjjhtf5hV\/4haKfP\/7xj\/PFL36RZ555hsOHD69x1P\/Wt77Fq171Knbv3m14XUEQ1u3GDy9B4tFSa+Pj4ywtLXHHHXcQDocZHBzE7\/dz5syZqoq\/pTBStamqesOeZYL+M15E0XghXU+NJhKJ0NBQ\/YOSqw\/ZanO5riG9J4oSyUQap\/vm4jE3N0coFKKpqYkrV66QzWbz9i3RaHRdLtPbGaIoEgwGCQaD7Nq1C0mSuHr1KpFIZE0tRGvavNWL4Van+gp7iDo7O9cU4i9fvozX6y3qqboV5LwdBA5wU1ig\/U0EQSAej\/OWt7yF++67D0VRWFpaqvqa3\/jGN4jH49x9991r\/n1+fp7vfOc7fOUrX6l4rVgslq9tHjt2jI997GP5sQrV4CVFPIW9OXa7HVmWuX79OtevX6evr4+enp51P2Sas0EpUqkU588P0t0tceCgXmqtFLU7TXs8TqBG4lIdNaXcaknvCQLEoxGc7hay2SyxWAxBELjrrrtwuVwIgkAymeTSpUukUimef\/75fLF6K1wENhN2ux2v14uqqhw+fJh0Op2XbV+8eBFJkoqaEm8FIW818UBx1FVaM8tms\/lCvDb+utC6ZqMcFbYy1VZ6H6Xvp7DGI4piXuZfCefPn+fuu+8mlUpRV1fHI488wqFDh9Yc95WvfAW\/38+b3\/xmw+sdOHCAhx56iKNHjxKJRPjsZz\/LmTNnGBwcpK+vz+Q7zOElQTzlenNUVSUSiZBOp7nrrrsIBoMb8lrlIp6lpSWuXTvPiTu8eL3mv7yCINccfbhctT8kKvYaq0u1nWWzZYhEIrzwwgsIgsCuXbvw+\/1kMpl8Oqqurg6Hw8GuXbuKpLmai0Chy\/St2JluZX1JW3RdLleRrY829kGzsRFFsSgFtRGmntuFePQWfYfDsUaooJFzOaFCtVNHzdzDZqIS8VSD\/fv3MzAwQDgc5pvf\/Ca\/+qu\/yuOPP76GfP76r\/+ad7zjHRW\/T6dPn+b06dP5n8+cOcOJEyf4\/Oc\/z+c+97mq7u1FTzylvTmCILC4uMjQ0BCCINDf37+hdieFNR5FUbh27RqZzDT9ZzyIYg01mxqjD8jUZNyZw+YuNPH4MheuXGL37t2srKyUJQ5tsSjsgdi9e3feRUBTiW3k8LftAD3CMxr7MDMzw9DQEB6Pp8jUs5bv+XYgnmoaSMuRc6GjAlDUP2RWqLBdiUfzFazFucDpdObFBSdPnuTZZ5\/ls5\/9LH\/5l3+ZP+YnP\/kJQ0NDPPzww1VfXxRF7rzzToaHh6s+90VLPIW9OdrDo6oqV65cYWpqiu7ububm5jbcY0uLeHKptQF6emVaW\/2IYm1ps1qjD0FgHQ2otaFWKXY0tsSxY8doaWnh+eefr0pOXegiUKoS04a\/aST0Yk3LmVkYSwlZ65UJhUJrxj40NjYSCARMLaTbgXhqFTiUEypo4o3C5t5Cax+970e5SGMrUK55VFXVouFstUITXRXiS1\/6EnfccQe33357TdcbGBjg6NGjVZ\/7oiSe0t4cQRBIJBIMDg4CuSl5kiQxPT294a8tiiKpVIqBgae446QPj0dEUVzUXq9ZR8qs1gbUWtV0NYohurpb8PhyqZL1yKnLqcS2Ii23kag1xVdu7IOWgjp\/\/jyKouTrQ0ZeatuFeDYi2ihs7u3t7S0SKkxNTeWFCuWixFsV8aiqgiCYv245Z2qg6lTbH\/zBH\/CGN7yBrq4uotEoX\/\/61\/nRj37E9773vfwxkUiEb3zjG\/yP\/\/E\/yl6jdOz1Rz\/6UU6fPk1fXx+RSITPfe5zDAwM8IUvfKGqe4MXIfGU9uYIgsDMzAwXL15k586d7N+\/H1EUiUajt2Ruzvz8PIFgittv9xWk1tbz4K6ntlDjoirUSpK1ned03SS6jXQuMErLaTNUChdfvbTcVi+8G\/H6brebjo6OvHuyZlpZOPRN+xwaGhryO\/\/tQDy3yqutUKiwZ8+evFChNEpsaGgglUpt+Odgs4UJLWQJNrWYPqcc8djt9qoj+fn5ed75zncyOztLMBjktttu43vf+x733ntv\/pivf\/3rqKrKr\/zKr5S9RunY63A4zAMPPMDc3BzBYJDjx4\/z4x\/\/mLvuuquqe4MXEfGUG0ktyzKXLl1icXGR22+\/vUjtoTV6btSDlUwmOX9+gN5emY5OL+sjjJsQWA851va+VDUD1OLRVZsU22YvJqxb5VzwYkzL3QpRQ6lpZeHOXxvzrEWGqVRqW9jVbAb5lQoVtOGAmu+eoiik0+mi0Q+13pfNvoTTOc7wCz5OvnZ9xOP1eqsm5i996UsVj3nggQd44IEHdP+9dOz1Zz7zGT7zmc9UdR96eFEQTznbm2g0ysDAAG63mzNnzqxRZGh\/vI0gnoWFBa6PXuCOO3yUc9dZF3msy2+ttpSZKIKqOqhJjl2DGMJmz5JJ3+xP0It4NnKkeDVpOVmWNzw6rvZebyXK7fy1yDAUCiHLMolEokgZtpmF9q0q7BcOB9SUsHV1daysrDA2NoYgCEX1IXOjDVTsjjmczhmkrJ3l2XhV91RuJMJLbRYPvAiIp3RuDsD4+DjDw8Ps3r2b3bt3l\/0yaH88SZJqbhhVFIWrV6+iqrP093v1VWvrIo\/a1Wk1NYFqqNHrrRYxhCBAJBSmoaVpy0xCjdJymUyGCxcumErLbTS2QsZdGBlq3oN+v59QKMTk5CRADQtu7dgOYxFUVcXlctHV1ZVXEWou5AsLCwwPD+dHG5SmKwuugsM5hcOxAEB0BZLx6mqw5UYivNRm8cA2Jp7C3hzti5nNZjl\/\/nx+VK\/RjArtj1frLjqRSHD+\/CB796q0tbsxTq2thzwgHlfw+Wp58GpXtNXs9VZrek\/JDZ\/bLiahhYvvyspKvhi9FWm5rTYJdTgca8Y+hEKh\/ILrcrmKFtz1OH+Uw3YxCS0kv0KXiUKhgkbOWrrypqNCAK9vGrs9lL\/GwlSadLK6uqgkSUWmxYlEYl3TTLcrtiXxKIqCJElFqbWVlRUGBwcJBoP09\/dX\/PILgoAoivmm0mowPz\/P6NgFTp6sw+2uTFzrlTbbbLW5EOQaUGsbZb3ZvTw2e+796T1AW+3V5nQ6aWpqKpuWu3LlSl4NtdFqua02Ri1NRZdThmnOAePj41y8eDE\/9kGz9VnvZ7EdemgqyanLOSpo9aGRkWEOHxEJBIuX07HLUVLx6v6+pRHPS3H6KGwz4tHrzbl27RpjY2Ps37+frq4u0+xf7bRQRVG4cuUKNtsCZ\/p9CFU0hKqqoyZpM9ROPDnUNsq6VtQqxbbfGAj3YnCnNqOW05pYm5qa1p2W28rdbKVow2az0dTUlDfVzWQyZZ0Dak1RVjNy+laiWvK7GTE34nKr2Gxrazkv\/GSKTMZTlf9gOXGBRTy3EKW2N4IgkEqlOHfuHJlMhtOnT1fdRFXN0LZcam2Avn3Q2uqietVa7Q\/OehaeXC9PDa9ZoyBCUTM1ibg1Zdt2IhizKB2FXWhlMz4+jiiKRd5yG2Fls1moVnzjdDrLjjgoTFGW1ocqvT68+IgHQBAyuNzDiGL5jd\/Fp5bZsa+R559\/Pr+Z0dKVenWzUs84S1xwC1HYm6OlyObn57lw4QJtbW3ccccdNTkQmCWeubk5xicucfyED69345RVZiEI61mIayStGgUROSl2da+pqgKz373Is\/\/0dzgOd7P3Nadyt1CS4nmxEFK5UQfLy8trrGy0RcYohbPVhfX1qD5LnQMKxz7Mzc1x9erVohHP5cY+FFpdbSWqdS4QhOQN0ilfw5ElG4tTCXYf6eKee+5ZMw7D6XSWHZcuy3LRWqfVeF5q2FLiUVWVTCZDOp3GbrfnFTaXLl1iZmaGw4cPs2PHjpqvX4l4ZFnmypUrOByL9Pd7QXUByZpeq2Y3ANapTqsZ2ZoEEXa7UFUvjyrbmfyziyS+N8RhgJlR4t8b4v86s4gHO9n\/i6+i7\/SxLa\/x1IrCIrSWltOaFK9evVqUlluPieWtwkY2kJYb+6B9FtrYB81ZWqsPvRgjHlGM43IPGz4DsUjuM03FM2s+l8K6WWlfVSaTKXoOajUI3e7YMuLRenMmJyeZmZnhrrvuIh6PMzg4iCiK9Pf3r3vOuBHxxONxzp8f4MABkeaWXGpNUWtVerEuSbVQs5MA1NrLIwjqOgQRDjCRqpNiDq697wekx1aKfu+zOTkoO5HPh3juJ59nsb6FSa+EeLCTnS3t1Lc113BP2wOlTYqFqahyabmtjvJupXNB6YhnzVk6FArlxz4EAgHg5gK7VaRslnhEcRWX+3pFQc\/idO6ZTpVRtZXWzQqFCpq0f3l5mZ\/+9Kesrq7S0dFR1XupNPb63e9+95rZO6dOneKZZ54xvO43v\/lNPvzhDzMyMsKePXv4+Mc\/zpve9Kaq7k3DlhCPFuloYaUsy\/mmvu7ubvr6+jZkB6RHPDMzM0xNXeauU3U4nQV2LutSeq1HUq2QSim43dW\/50wmTq0lhVq93szUlRLDKtfe9y3UdHlCjmRTTCZXOdmwE4CWpAueDzPz6w\/yFAmyu5rp\/VdnOHLfy7a935oRtLRcZ2dnUSpqdnaWoaEhbDYbHo+HpaUl6uvrN9zUthI20zKn1Fk6Ho8zPz9POBze8jlMZlJtNlsIu2PRlIp0YigG5CKeSiisIc7Pz3Po0CEGBwcZGxvjmWeeyc+reu1rX8trXvMajh07Zvg3qzT2GuD1r389X\/7yl\/PnVFIJP\/3007ztbW\/jYx\/7GG9605t45JFHeOtb38oTTzzBqVOnKr7HUmwJ8Wh1HC2\/HY\/HuXr1at7BeKNQSjyyLHP58mXc7mXu7veu+QKpqDVTTy6CcFCrn1kmUxvxOJ2sYzxCrQu6\/oupqsjSPywy89kndY+ZSISxiyKHA21r\/s0h2ujDz9nBEZxjSZ7\/\/HeZ9il4bt\/NkfvvpfPA3hrveetRmnLJZrNcuHCBbDbL8PAwqVRq09NyW+XVJghCPoU0NTXFPffcU3byaKGE\/VaScqWIx26fx+maQpbNpb2unl0GzBFPIWRZxuv18prXvIbXvOY1\/Mqv\/AoHDhygq6uLf\/mXf+Fv\/\/ZveeGFFwyvUWnsNeQ2AdWMsH7wwQe59957+eAHPwjABz\/4QR5\/\/HEefPBBvva1r1X1HmELU22CIBCJRLh06RKqqnLmzJkN3+EUEk8sFuPChQEOHrTR1Fye3ddba8lJqmsjnhrajYBC+5v1pOs2BopkZ+KPB1n90YjuMedWZ9nra8JrL\/83yCgyFyJz3FGfi4Tq7W7q08DP5kj87P\/Pv0hRljv9dPTfxh33vw6P\/8Wb\/3Y4HHg8nnx9qHS2jGbZcivVclttEqptPgvVcKW1Mo2UA4FAviBvduyDWegTj4rDMYPDOXfjZ3NrxAs\/ngWoqoFUURRUVV0jp967dy+\/+Zu\/yfve976qU7N6Y69\/9KMf0draSn19Pa94xSv4+Mc\/bjjZ9Omnn+YDH\/hA0e9e97rX8eCDD1Z1Pxq2jHjGx8e5fPkyO3fuZHp6+paE1RrxTE9PMzNzZU1qbS3WN9smlcpSa1lKVdfx8Kv2dThOV49yQorsqoNr7\/0+melV3fOmVQe3BfXFIsvpOCvZJCfqO3WPiSYS7J124n\/kHMP\/5ywT9jTqvnb6\/s3L2f\/yu2peRLeq1lL4upXScoVquY2KALaaePT6iEprZclkMk\/KU1NTKIpSJNs2O\/CtHLT+wbXEo+J0TmB3LOV\/I5io5SqKyPjlMFBdxKNtkkuJp1BcYPY9Go29fsMb3sAv\/\/Iv09PTw+joKB\/+8Id59atfzdmzZ3XX4bm5OdraijMUbW1tzM3NlT2+EraMeHw+H3feeSdOp5OJiYlb9gDMz8\/T0aFw+u61qbVSrM8JAFKpdFWjrwuxns1b7cPkaozwSs6LXZIZ+cA\/gqTzuXkcZAJuOuejupecyEbwCTb21ukLC55bmeJ4fQe2G\/NNPDYH+1UHDMVg6Lt8\/xNfI9VVj+dQD8d++fU0d9WuiNxMlPvel1OIaQvvRqbltgPxmIlcPB4PHo+naOxDKBRiaWmJkZGR\/MA37fOoxtZHk3QX13gUnK5R7PZw\/jeqKpjKaCSiN99PKpFFUVRE0VzzaOl91CqnNhp7\/ba3vS1\/3JEjRzh58iQ9PT185zvf4c1vfrPuNUu\/J+v57mwZ8bS0tCBJEul0GlVVN\/wByPVWzHH0qIuW1iq8pVQXCLVJqoPBOiBR07l2+1Y8\/Ouby6OqIgvfmGXuL3+qe6TS6EOVZJwGpPN8eJqjwR04dAZmJeUsV2NLeSFCOUwkwrhEkd4FFRbGWPzhX3BWiZPsrqfrtXdx2795NQ7XxnqMbQTMRlqlg98KRz5oI58LveXMpuW2Qx9R9Y2bN8c+9PT0lPVRq6urK\/BRM7Y4WuueIONyX8Nmi5XcqxNRTFMJS7PFUVEmlcXtrfzdK5wxlnu9nACjlumjZsZea9ixYwc9PT2GI6zb29vXRDcLCwtroiCz2PIGUi1dsB4X6UKoqsr09DRzc0OceZmXajN4tZtnou9ebQIu19YQj6JUH20JgoycdjL+seeIPj2mf\/XOIPaFGGK2fGSVVWTOR+YMU2shJUUkneR2gxTd+cgcu72N+ArqRnZBZLfND9My0kNP8s0vPIKn3o\/jSDeH33wvPccOVn6jm4RaNlwejydv7LmetNx2iHjW+\/qlPmqZTCYvTy61OCoXHRYRj5DF7RpGtK3dfKqqHahMPJNXi+1zUvGMaeIpJciN6uMpN\/Zaw\/LyMpOTk4Y9k3fffTePPfZYUZ3n0Ucfpb+\/v6b72XLi0XYZGzEPRZIkLl68QCAQ4dRpb41Kr\/Xs\/mqvETmdQk0kALWnzAQBMhmqJudMyM74Hz0LsoCjrYHsfHGfDgKkO+txTYV1r7GcibOcMa7nXIku0OEJ0ust70KuqCrPh6c5Ud+JqPPHXs2mmElFuMPfnrPDG1gmM\/B1fpSNEWpx03zmKMruresb2oja0nrSctuBeDY64nI6nbS1tdHW1pYfCFgo2gCK3La1z8Bmy+JyX0UU9Z5jc5\/T8Auhop9T8QyYEOuWI55EIrGhY69jsRgf+chHeMtb3sKOHTsYGxvjD\/7gD2hubi7qySkde\/2+972Pl7\/85Xzyk5\/kjW98I9\/61rf4\/ve\/zxNPPFHVvWnYUlWb9r82m60mF+lCRCIRBgYG8DgF+k6uZ6LiehwIlBs9LrW9F1m2I4q1nFu7sMDh8GI2PaiqEBvIcP13\/yH3ww3Ym4M42xtQshKpuRAZl82QdMZTEbyCjX0G9Zyz4SluD+zALpZPkSTkDJPZWMX0m10UOehfq9bpdNTRGYaBv\/sX9gVaeUb9DsreNna9Idc7tJmL8Ua\/VjVpOc2maqtwq1N9hQMBS8c+aPY1DoeDQEDE4bxUIWthbpMw+JPilFS5JtJyKCUeRVFqMgk1Gnudm6R8nq9+9auEw2F27NjBq171Kh5++OGilF7p2Ov+\/n6+\/vWv86EPfYgPf\/jD7Nmzh4cffrimHh4AQd0iOY\/mzwbwwx\/+kOPHj1NfX1\/1dVRVZXJykqGhIXbt2sXqpMyp+0KVT9S9ngehxhoPgKp4EMTazk+nHLjc1ZOI9hesZf1QFD+iqF9\/0ZDNqix\/bZb5rzynf62mOlRJxl3vxxHwIa1EyUwtFR0zGhPY6VNw6NxsWpG4FJnnuEEkNJeKkFZkenQiIYALq3Ps8hWn3wohqwovhGfKElcom2TWD96Tfdx+\/+to292t+zrrxYULF\/K1is2Aqqr5kQ+hUIjV1VVcLhctLS2b0i9TitnZWWZnZzlx4sSmvWYhZFlmJTzGjh0rOBzGD5CiuCrWeBRF5F81f6fod5945Fc5cLKr4r0sLCwwMTHByZMngdxmeufOnSwuLubdH14q2PJUG1TnIl0ISZK4cOECKysrnDhxgqamJr739HPIsh2brdYIan2y5FoVZgDJZAaXu\/qzc\/OAXJjJP5c5u+IRUsrOld99HOXSsu4xmc56HAtRxKxMdjWZ\/xRtQR\/OzmZUVGxOB7sGRnRfM6ykWUrEDEnnSnSBdrefdndA95ircoSDgda8+q0UMSnDWCKkGy01OjzEQiu4vn+Z8E8mOSfHiHcGaH\/FcY6\/+T5cXmPH5Wqx2dFVYVruySefpLOzk3Q6XZSWa2hooKmp6ZY3sW71LB6HM0JXV7jie8w1aVd+vlLxte\/FrKRakqQ1UmrAMgndSBT+oe12e9WpttXVVQYHB\/F4PPT39+f154lYmmTUTV19rfclrUtSvT6o1DzhU7WbejDWwvh9phdsDP+nf0IJ60RxFeo58mqctKLiaAkSvzzJimonKimkUgvs9jXkU2nDsSVaPH721jXp3svZlWluD7brpt9Scpah2CK3B\/W9rWZSEWRF4UhAv2v7QmSOXQVihV67H+ZV+N\/Pc+VrP2XMnsZ1Yjd77utn72lj+5JK2GqvNiA\/ewiK03LaGOxCF+VKYw6qxVaq6mz2RRyOeVOZArO10ND82g10KmFuM1s6BC6RSOB0OjfVOmiz8KKLeFRVZWJigqtXr7J79252795d9OAnIilCC\/aaiSf3Ik4Qah2uVvtC4nKvZyBcbQ+vnjBBVSHy0yRj\/+0x\/ZO9TjJ1TsN6jrOrBSWRIn0918ndIEg0OABHM1EpzVh0kZVskj2+Rupt5R+wjCJzMTLHHQ36kdBCKkZMzhiSzpXoAp3eevw2fYVRaa\/QWqjIqzH2nF2As3\/PE9m\/ZanRQf2pQxx76+tpaK\/e8mmrayyFr1+olitMy2ljDjS1nNa8ud603NaMvVaxO+ZwOmeQZXMd33a7uVro1MjaY1KJ2iKeWCy2rsbY7YxtQTxmIx7N2yocDnPHHXfk5ZOFiEfSzI7Z6N5X+y5hPemy9dju2GxbEWWt3Y2pio2Z\/3WdpYcHdc9SmusgLeFciOke4znUQ+raNGqm\/N\/WI9rJqDIvb94FwFRylVVBQshK7PY24bbZWU4nCGUThum34dgSjU4vu91rvw8aKokVsqrChdU5Q7HCQipGQslytCBaanf4aI8C37\/G3KOf5TtqCP\/unXS\/9i6O\/qtXYndsi0dMF0aqttK0nKaWy417HiGZTOZtbBobGwkEAlUvkpufalNxOKdwOBZu\/Gz2tc0dN\/jU1JrfpeLmI57SIXAvxTQbbJNUm5mIJxwOMzg4SF1dHWfOnNHt+UlEU4xezHLqPn3foUqIrEapb6iVemqXVNvtSu0O1zWPR5BudGTnIjU55eD67z1J4qK+FYZWzxF0+nMQBbyHekhcGNO9RhyVqXiIOwoIZacnyE4Ady5t9uTyGKIg0OUO6l7nmhKh21uPSyz\/VZYUmXMF3m\/lsJyJk7TB8Xr9aOnaDXLrdesLGs5F5rgj0I59PA1f+gkDf\/kYU14F9229HH7LvXQd3rfmnK2WM1fz+uXUcppMWUvLFboHmEnLbW6qTcHpGsNuL5T\/m8xQmEyJXn1urWXU\/OxCnkSMPuvSIXBbPSriVmJbbMeM5NSqqjI+Ps7w8DB79+6lt7fX8A+RiKa5\/GwcqJ14HE47Zs0AS7Ee2511GX6uy+DUCaRJTYsMv+cfUaI6tSJRIN0RMEytiX4vztagIeksJMHrEdnv109LXYktcrJ+Jy5b7isaVjNcX13EIdjY5WvAbXMwsDrDSQNCWc0mmUvFDHuFRuMhfHYnO236vRKDq7McqGvJ30spJFVhcHVmDbkF7W6CGeC5Beaf\/l+cd6uk6920vOw2Ttz\/erzB6jvSNxrrIb5SGxttEqsmU9amj2qpuXJpuc1Ltcm4XNex2SMlvzeZ2jbxfKmqwJWfLa75\/cpyhOeeew673W449kGW5aIJrYlEYt0zybYrtpR4tKmT2kyeUmhDkSKRCCdPnqShQX+3qSEeSTFyfg5VPVxjAyl4vU5qnUQKrKtGVLvDde1qPFWxE35imYn\/\/gPdY2S3HSXgxjWlbwLq3NmCkkqTGpnVv87OZuonlnDq7DQVVeX51ek1hFIvOPMEspJJcCm6gIjAZDZKp71uTQPpTCaKoGBIbudWZ9lb14zXVr7vS2tQNUq\/xaQM44kVw4hqKrmKgECfHIBl4FsXGPm\/A4zbkoTbvPTcd5rO+zu3ZGe7URGXIAgEAgECgcCa6aNGabnNSbVJuNzD2Gxr6y\/6zaLVH5dO2imXuKn3N\/Hyl788b+ujjX3w+XxFtj6yLBdZHcVisZfk9FHYRhGP1tOjYWVlhcHBQQKBAP39\/abtdBLRNPHVDLJkx+548Umq1yMSyGRUnM7qXlmV7cz8ryESF5ex1fuQw\/E1x8jNdajJDA7Dek43qWuzqBmdz04A75FdJM6PYtN5i5FsiqlUxDCKmUqEEQSRuxpu9kWsZJOMJ1ZAhW5vPTOpSE6VZvCdeW5lytDxIClnGY4tG5LOipommkmWnSuk4Up0gQ53gICj2DvNbbOzHz\/Mw9nPP8LPvvokMz4F\/x37uP2tb6Clp7qpk7XiVqX6SqeP6qXlstnsLd3VC0LmhhvB2iheVewIJhq2zTaFryyUj4pSiUzR2Aconjqqydi1dTAcDuP1emtqHn2xYFsQj91uJ5nMRRiqqjI6OsrIyAh9fX309PRU9WDEI7lIIxERCOgrcw2xfkn1enZwtS8CdrsHMB9pSQkHI7\/zOKnhm02ezp3N2Bv8yLEk6fF5MjuCOOYjCHrO04KA90gvifOjuq8j+Fy4OpoNj5lMhBEFkUNlXAY0jGRWaXN6qLMXpygaHB4agrl6wrMrkzQ5fVyOLtDqD9IheosEBSk5yzSpiiKCuJzhtqC+5PpqbJEd3iDd3nrdY14IT3Mk0I5DR9CQS9HN5qOlxgTwkwmWf\/xFnlfiJHcG6XjNnRz7xdfgdN8aSe1m1ZjKpeW0EQfhcJiVlZWKablqIQhJXO5hRLH8ZkhRHdhMpNoUxWGqL3BmtHyWJF1G1VY4dRRyxDw4OEg2m+Uf\/uEf+N3f\/V0OHDiAKIoMDQ2xb98+U38no7HX2WyWD33oQ3z3u9\/l+vXrBINBXvva1\/Inf\/InhuO1H3roIX7t135tze+TyWTNM6K2RapNExdkMhnOnTtHPB7nrrvuIhjULyrrIXmjPrE8J9VMPMCWSarXd675P2dyTODae\/8BpeShyEwt5dwGRIFUZxCPzYF7fxfRsVnsJY1wYp0HZ3uDIaE4djSCrJAantY95sLqHL2+hjWEUoiz4SmOB\/UjlJQscSW2wJ03IqHdvpzCLSalGY0tklVkAnYXgiCwx6f\/xRiJLVPv9LDLQCE3EJ7hYKBVV9AgqwqXksuGSryYlGY8ES4SV2iw3TA4nRkNk\/7rf+HiQz9hwpXFcbiLA7\/0anafPKp73Wqg9RBtdh9NYVoukUjgcrkIBoO6aTm\/31\/1PYpiDJf7WgWVqdkJvOZee+RcuOzvkyZUbR6PB7vdTldXFydOnGDXrl38xV\/8BWfPnuX222+ntbWV1772tfz5n\/+5YYRoNPZ6586dPP\/883z4wx\/m9ttvZ2Vlhfe\/\/\/384i\/+Is89p+9IAhAIBBgaGir63XoGE26LiMdms5FKpXjyySepr6+nv7+\/qMhWDeI3iGfmeoJdh2tvdltfuqx237n1TUGtfMeqKhB6dIWpT\/1Y\/yCvi6zPgXsyjEqu2mUH7O0NOFvqURJplGwWJZkhdW1G9zLu\/V1kJuZRkvr58Up9MxqhGNVQVpUMS6kox8r08NTZXRwNtDMSWybocJNWJK5kVpBTGfb4GnEX1HcuJ5fZ7QnqigjM1HwScoaRWIijBtHSfCpKWpENU3TDsSVaXD7qHbnv8CHZCedCyOf+D49nHyLU7Kb55bdx2y+9lmBLbTssjXi22iS0NC2XSqXWNLFWo5YTbau4XCN5peb6YXL42tMLZX9vto9H82qz2Wy87GUv4x\/\/8R\/p7u7mT\/\/0T3niiSd46qmnKr53o7HXv\/7rv85jjxX35X3+85\/nrrvuYmJigu5ufWsoQRCqGpVdCVtOPKqqsry8TCQS4eDBg3R3d9f8IGTTEtl0btEfubDCmV9YT5d17Q9jNptYx5iD9U1BNYIq25n8s4usfG9I9xi5uQ4hlcWxuLaeI82tIM2t4DnYjbwYxtHemHOnngshLRWrhbxHd+WUbToy1IwM81nRcBFfTMeJSumyhKJhJLZMo9tnGMUMhGc54G8uIhmckJYlLkXnSUhZUopEf2OPfkSlSFyNLla835iUNiSdaSmGR7TR5tZXtA2uznDArx9Rtdt9zIxN075qZ+pb53mSBNk9LfTedzdHXn+P4eyZQmwH4iknp3a73XR0dKxJy5lRy9lsyzhdYyaFRWY3eWYUbXDuJ+VFNWmTzgWlJqHxeJy2tjY8Hg\/33nsv9957r7nbLbheubHXhVhdXUUQhIo+mbFYLD\/76NixY3zsYx\/j+PHjVd1PIbaUeDKZDC+88AKxWAyPx7Nuo0StvgNw6WeLwOYUaEvhdApFvTHVYD1ybMHgAZFiDq697wekx1Z0j8nurMc+Z1DP4Qah3EityZGbKiFHWwOO1nrkVBrRbjdMvyXtdqIpiS63\/uuMJlcI2Fz5lFk5DKzOcLCu1TBCOR9f4Fh9+TkjLpudXd5Ghm8MmVtIx1gRJNLJJLt8jfhvpP6W0nGyDsFwbPf1+DIBu5tdBvc7uDrLfn8LboP6RSXRQ1qRuFJAgE7RRh9+GE3BX\/6Qs1\/4J0brZBpP7Ofwm15Dx\/7duq+1HYinkpy6MC3X29trqJbr6hJxeyKm1axm1aNmjsuk7aSTOuICk15t5YinFlWb0djrovtKpfiv\/\/W\/8va3v51AQN\/78MCBAzz00EMcPXqUSCTCZz\/7Wc6cOcPg4CB9fX1V3x9sMfFcuXIFh8PBkSNHuHjx4rqvl4jdVK5cfGa+5sUfzM1W1z83N62wNtNOyPXV1FBf0rnnxLDKtfd9CzWt855EgfQO4\/4cxWXD1dmiSyjZ+RVQFHDYySwt4u7rRLYJJGeWsBdsCGzdLdhnQrQapIdfCE9zxGAiqZGztIacKm3JcICcFqFohNLqqst1fznrkRSZ4dgS86kYfruLo079KObc6ix9dc14dGTZUJlQMorMhBo3fE+r2SQL6bjhe4pnUnSEbbQ\/NUX0yYf4vhwjusNP+yuOcexN9+Lx31zItgvxVFO\/KZ+WW8brWyQQlAmHZerrK0d8qiqaGkFi9rjVJf11ptpUm4ZbMfZaQzab5d\/+23+Loij8xV\/8heH1Tp8+zenTp\/M\/nzlzhhMnTvD5z3+ez33uc1XfH2wx8Rw5ciQfSm\/EILhE5OZCn03LZNIiLnet112npLpm007t3FrOzBY5H8iySug7IWY++6T+KT4XWa8D17R+f46jo4lULE72ur6bgXtvB5nZEEo8dx1NTGAHHC1BHG0NCG4H8YvjOKTyf5ObKi\/9onxKlblWIeWlWdsYRSizShKngG6EYhdtJOUsdzR04rE5iCoZRiJLqCp0e4M0OXMLwmBsnqOBdl1CySoyFyLGVjyr2RRzqahhz9F0MpcS6TOYYVQq3RYFgR67HxaB\/zPA8MPPctGbom5XB\/t+4eX03nU7sPWptvW8vtvtorc3i92R+055PHWY6cHL9ctVfj5V1YlgQmQ0O6Z\/jBmTUFVV15iE1trHU2nsdTab5a1vfSujo6P84Ac\/MIx2ykEURe68807DUdmVsKXEo3m0bcQgOChOtQHMTcXo2VtbnefFKKkWBPVGpJVBytgY+v89g\/Qzg2bOFj9CMlO2nqPBc6CL9Ng8tpT+rs17ZBeJS+O5iKcMsqEojrYG4s8Ng8NGuqmOqbE4QYdK843IJ9fDs2pIOrOpCKLTYegsPRxboqmCtc3g6gwHAm24nPo749IIxS8687UmRVUZji0xk4rQ5qpDVhVEYe21YkqW6XjYUN02k4qgqqoh6QzHlmh11RF06IeJA6szHPK34dSRbgNcjMxz0rYTrkThynd4Lvu\/mXFm+OHgBMd++fU07dy44rFZrK+BVMHpuo7dfnPTZNdrEitBNiuYcptWVXP1stGL+hs3M6k2beNdGvEUDmerFYVjrzXSGR4e5oc\/\/CFNTdULU1RVZWBggKNHa1dXbrm4AHIEpDH+eqSd8Wgx8STC65lEyjol1VsDVbUjRVSG\/\/NjSDOl9iA3kdlZj8OonqM1fBoIBHDa8eztIHFBv54jBrw4mgI3LXSyMq7lGHtuPE+rWbgcmwRV4UhAP0IZii7S7vYTFPUX3xfCMxwykDmbUaWlFYmh+JLhMVEphaKqvKI5Vz9JqhJDkTkyskyHJzcraCYZweV2VSSUQuVaOVQSGkCOJI3uNxd1za85ptXho1X1wQ9HGX30z3imTiDbUkfXa+7itn\/zKhwuc03b60Htz7yEyz2CzVayaTK5UYzH4rhcJkhFNbcJvPjMWqscDelkFkVREUX9ayk3Nm2lNZ5qm2uNxl5LksT999\/P888\/zz\/+4z8iyzJzc7ksRmNjY75Jv3Ts9Uc\/+lFOnz5NX18fkUiEz33ucwwMDPCFL3yhqnsrxLYgHu3DlmV5XcSzNF9cOJ8bS3HwZO2WE+tyqV7HCO10OkGtY0+iZyNMfvJx5JW1DgSAqXqO4HXh6jRu+LQ3BRC9LpKXJnSPce5sRkmmSY\/qp+hWM3B7sAOPaCOryAzFFolJ6VzU4s2lwZ5fmeZoUL8R00zNJyVnuRozJpSVTIKlTILb\/Po7\/6nkKqIgFBGKR7AXRWHPrkyiAq3OeryIZWs\/ZgnFqC4kKTKjFepCMSnNZHLV0ABVk3fvS9fDlARfeYpzX\/ohU24J59EeDr\/lXrpvO6B7\/npQk0mokMXtGka0rU2pmbXACdb7MTXy3QSRqSq88Lh+WwHkyMfj0ydySZIQBCH\/WaiqSjwerzriMRp7PTY2xre\/\/W0Ajh07VnTeD3\/4Q175ylcCa8deh8NhHnjgAebm5ggGgxw\/fpwf\/\/jH3HXXXVXdG0Bvby\/vf\/\/7t76BFG4SjyRJNfXv5MdfXyzOOY6cW+FV96\/H62gdue+a\/NZunCpIVb+2qoosfGOWub\/8KYgCjp3NxJAI2JykJxZyfak+N1mP3bies6MRFNWw4dO1ux1pKUJmUj+i8hzsJjViYKEDjEQFdtWp+TSVQ7Sxv+7mgr6ipDkfmqHe4SYpZ8sST6VpopCbbBpKxQ1rPhOJcE4hZlBDmVTiBO2uNfY3hXghPMPtwY58yiutSFyOLpCQs7Q4fXR76ysSil6EUgiNUA4aOD2Eskmi2ZThMWOJEHU2F93e4gUuYHdxSHLBC0u88PiDjNXXsxS00XzmNo7f\/zr8jfW616wG1ZqECkLqhhvBWoLJpcbN1XTNiodkOUkldbqUtRMLGxNeKp4xJJ7S+g7Upmr70pe+pPtvvb29pgYP\/uhHPyr6+TOf+Qyf+cxnqrqPStgWEY8gCOsaf33x4kVCoRBN9W3A9fy\/XfjpAlB51vmtQabmEQcul1DVuUrWwdhHzxJ9euzGL1SyU0tow7BFv4dMWx2qpOBcSuh6I5hp+PQc6SV5ZRJ0BAKFnmx6UG0CYbuXPehEZeQUXDGbkp\/VI6kKw7ElVrMpOoNNtAlu5tNRshWmiV6PL9PsDRjKsi9G5unx1hs6Jzwfnua24A7sjvK7cz1zU5dozy\/8GUXmZyuTOASRkewqbYJ7DYklVInxeMgwQllIxUgq2YqE0uCuo8ehX+u6HFmg21ufn7RaDi+EZzgaaMOu2NixAvzjJca\/fY5xMYm8p41db+jnyL0vq1kgUE2qTRATuN3DuqRhVgiQe7YqR0aqCg5H5YU6Eqp8TKU6T6miDWpXtb0YsC2IB2obfx2NRhkYGMDtdtPf38\/1x39Y9O9Dzy2iKLlxA7VgYyTV1TeEVnNuJmRn+Lf+GclAIJAKunCMLiPICqoo4OppxRb0Ia3EyEzmctOVGj5VUcCxdwdJg3EHZlJ0Yr2PtKjSENInnYlEGIdoo8txcxduF8SiaGQgPIOsKthFkWDWRbBMnWRwdZb9dc24BWOZ87H6DuwG0u2B8Kzh9NOULHEtGaowoiGnXCs0Ny0k0waHB6\/dgc3pNCSU0XgIv91Fj1efUC5F5unxNuATjQnlSKBNN30J8Fx4qux7col29uFHuhbj3B99heRn\/5HpOqg70cdtv3wfbbv1O+BLYTbVJooRXO4RQ7GPWSGAqjp0\/duKj3OVNRctxex4ZbJLJY1fr5R4ZFkmmUxa7tS3GtVGPNPT01y6dIne3l727t2LIAjEI8VfElVVScYFfP7aenlUNVPzaIXc+Q5TO6vy59oNz1VViL6QYfT3\/sGALCCzI1hcz1FU0uM3rT3srfW4ulpQEmlEnwsltvYhsgV9ZFwi0lX9PLajrQEEjFN0Pa1kw3EcIf3c+oXVOXb5Gg134YPROQ4XLJqyqjASXyaiZPGLDnq9DQyEZyrWRy7EFirb38RDhqQTyiQIZRIcqdMnCz3lWiGZjsSWySoKkWySmWSILk89Ta7iwvKV+BJdrkCFCGWao4F23UmroE8oGiRV4dzqrOExKTnLcHw5P6qiIQk8OUn4if\/FOTlGbGeAHa86yfE3vgaXV79gaSbVZrOt4HSNVu7JMykEMDvzSlXtmOnFO\/e0\/ndeQ7URTyyW20huhKptO0EUxdwonK28iWqnkELuD3Tp0iUWFhY4fvx4vpEMbhqEFiK8LOPz1xbyiKKMLFMxx2twhVpPxMjAUFVtzH11goWvntU\/ps5N1iUa13NaG8AmED97ozYmirh627D5vUgrUTJTS7i6W5GiCWwLUd3ruPs6yUwvoST0H1LvoR6Sw9OoWf0ospJvm97ANZsg5i1z0orMQHgGhygyuDpLj7eeRmfxAr6aTTGTinDMQEW3IqdYTSeLxlyXQqsL7TWoC00rCXw2h6Fy7fyNuUB5EYKrAUVVGUussJyJU2dz5ayDDCIzqKxu06axGhFKWpUZji4aDs\/TGlnLfTaiINBr9zM\/FiH7lR9y+W+eZMKRQTy0kwO\/+Cr2nLq96LmvlGqz2ZZwusbNbQDNtj6oZp9Lc0Q2PVSZnMwQT+HnEI\/nMgIvtYinpaWF2dnZ7RPxmEm1xWIxBgYGsNvtnDlzZo07aqmcGmBxKk1nb+2ebaLgpiYXAWBd4gSdc+W0g9EPPUP8ef1dltzqR4incS7r37d7304yU4vFZKEopMfm8z96j+2BrIzodZFIpBDKOB94j+4icXEMFJ3dqCDgPWw8BjurwIIoVJAwp5lMhI1HWKfjpB3F11FUldF4iIzbhpjM4hLt2ATBMJ01ElumxRegt0I6q8tbn7fVKYfB1RkOBtpwOvQ3EWdvpPpKyVYUBHq9DXR76nlhdZqD\/lam1ATLq2E63AF2uG82\/UmqwvlV4ybVhJxhNL5iSCjhTJKYaFwzm0tFkFTVUIQxlljBb3fmm2wPKk64EEa98AhPZP+GpSYnjS87ym2\/9FqDVJuK3TGLzVaNBc76ewGLYY7Inv+Rfq+chpHhMToP+WloaCgroCrnWuByuTZkPMR2wqtf\/Woeeuih7UM8lSKe2dlZLly4QHd3N319fWW\/rKUNpABTw3GOvWxrXKqNvNMqn7v2S5+et3PtPd9FWtHvzM7srMcxG0GQK\/itGfXniALeQz0kBkYKbkgg21xHXWsjaiRJZj6EZ29n5Tk8O5oMSSeahbgEnR79NMpMMoKCyiEDN+fReIg6u4sOsTi6EQUh705wRV3AIYospuPMp2N0e+ppdhUXb\/P2NwZ1oedXprktWCGdVUkKrSoMpUPcUaGn6Ep0MU+2Ppz01ud2wNPJCHPpKA5EHE6HoRhhORNnNZs2dMOeTUVQVNjp1O9in5UTOEUb7U79gvdQdJEOT0CXkNsdPhYmZ2n5ziXm\/vEiMSnCP+15gl2v6+foG16B3WEHVBzOSRyORWTZ3I7frGAAMD0m3szzK2XtrMxXdkqQMjKjo6NcvHgRv99fNIlVFMWyqTafz7elrhK3Ah\/84Ae5fv369km16UU8iqJw5coVZmZm8nMp9JAok2obOR8G9HdnJu5yHaeuYwdWcK6qQuSnScb+22P6x9tE0u1+4\/4ctwN3T7tx8b\/Og7OtYQ1ZCKqKYylGeimGvdGPu7cdRAHPgS5SEwuoJWk2R3sDqBiOTVhIg1uEdoN9wbXUCi12j2HXvhmvtCuZFfb4mnCItqJoYVaKMx1dwW93sZrNDYjTIwtZVbgQX+SEQc0no8g5h4AK0cf1eMgwsljNJpk38GXr9ARwCCJJJUu728\/VxDKRdJJWl4\/ugkhtUUkhK4qhqm8ktkyj00uDU\/8PcTm6QG9dEx6DvPPg6iwH\/C2GvUlnw9McC+7IRXgCHHA2wKQE\/+vHvPD\/PspsEF72iXvZeUR7D+bqs2YFA2C+10cwISyIhk1dimBdI6dOnSSdTudHPpw\/fx5FUWhoaMhbB2n\/qxHPSw2BQICHH354XUWIDUW5iCeRSPDMM88QDofp7+83JB0oTzwXnyk\/I8M81jPTI6MbVJg5F0BVbMz8z3FD0lH9brINngr1nHrsjQGSQ5O6xzg7mxHdTlIj+mTh6m1HvTHYLXlxnOSVSdR0FteudrxHd+HsbM4ZhEYSOeNQvXfXGaTRCQGDtq2z4Wl6nQFD0nluZYojgXZd0pFVhefCUxxwNpRVcO2w+7gtuIOEnOVwoI2L0XmeD08znyquaSXkDJeiC9xepx81xJQsoxWk0EvpOPOpmCHpLMlJYlKGfRXSWYIg0ONtyKnMvE2cbNhJt7eBxXScF8LTPBOaQBQE2g1GMFyMzLPDEzAknYHVGfb4mvCUsQXKHxOd40igzbghNjzFHfWdujW8YJ2Xe\/7g7gLSgei0cWOmhpxgwMxxNlO9PoriMJXiW5wyR2LpG6o2l8vFjh07OHz4MC972cs4ceIEwWCQWCzG0tISTz31FL\/5m7\/JD37wA4LBYFURzxe\/+EVuu+22vJv33XffzT\/90z\/l\/11VVT7ykY\/Q0dGBx+Phla98pSlz5m9+85scOnQIl8vFoUOHeOSRR0zfkx62PNVWOIW0MOJZWFjg3LlzdHR05EfAVkKiTKpt4soq2ayKw1Gr\/1ntDgSCoCJJInZ7DSMOBAUp5mL0D35C4qJ+57\/U6keMpXEsGdRz+jrJzCyjxPWP8RzsInV9DjWtv2sU97aTGVtELe3hkZW8O4H36C4yM8u4d7WjSArpiXnUgr4gFUh3BnFPr+oGk1oR3NAsVJaYkGMVmixvNJcaypyTLCvpPFkUFsznpQST0RAOQcRndxoKDWZSEZwuY4ucscQKXpvDcHTCtdgSza46mj3603cvRxbo8gZ1+45aXD5mUxGOB9uwY8tLtuudHnZ5G\/IL\/0BkjiN1LYYpw0qTX6GyqEG+Yf5q9HdQ\/Da6Pn4nzYeLN5d1DSbT5CYFA6riQLCZma9jTvk2fkVfdFOIcuICQRDw+\/34\/X5SqRSCIOTTa9\/4xjeYnJzk1KlT3Hfffdx3332cPn3asMHeaPro4cOH+dSnPsWf\/dmf8dBDD7Fv3z7+6I\/+iHvvvZehoSFd9dzTTz\/N2972Nj72sY\/xpje9iUceeYS3vvWtPPHEE5w6dcrUey8HQTXTynoLkclkUFWVq1evks1mOXjwIFevXmVqaorDhw+zY4e+8qgQsqzwxo6PlP23v73yWppaa\/Nty8maa0+Zra7KBIPVy+JS0yLjH\/sposeNHI6RnlxcE3yZqee4DnWTvjJpUPyv3PCJTUTpakQcW9I\/xmHD09e51kLHbsPV3YrqshOfX8bucyNMhnQvoynOjIr\/y+kEK9kke+v0DQ7nU1FSimTY76LZ33S49esaWu3IZ3cyGg+RUiR2BZtpFG4u+mY81y5F5+nxNBhKoc+tzrK\/rkV3vhDAsLTKLrGuYn1JTx24mk0xllghnE1wW0MnDbby0aReQ2whJEXmfGTO0AQ1o8hciS4YukZITXb6Pt1PoKe++PerGexBc35xsuzDZtPvDav6OKkOm12\/N07D5\/\/Ldb7zZf3Bihp+4T+e4tf+UH+Q26VLl\/B4POzalWuY\/upXv8rf\/M3f8J\/+03\/i0Ucf5bHHHuOpp55iz549FV+rEI2NjXz605\/m3\/\/7f09HRwfvf\/\/7+f3f\/30A0uk0bW1tfPKTn+Q3fuM3yp7\/tre9jUgkUhQ5vf71r6ehoYGvfe1rVd1LIbY84tFgs9mIx+P87Gc\/Q5Zl7r777qpynOWk1BoW51I1E896Xap9XpOeUDegqhB+PMrEx4qbYW0BL86dzaCqJKcWSQdcxvUcl4N0kxcMvNRMNXz6vThagqSv6yt3bA112P3e8r5tkkz6+iyS34nT7UaMZYh3BAnW1ZEYmcVWQJorWUjKmYoNlD6705B0ppUEXtFuOOXzcnSBnZ6goSptVI7R5vbjvZHGKyzO54r7EZJSbvyCkY3OYHSOwz7jyOK58BQn1hlZKKrKC6vGnnU+mwNZVXhFc24BG0+ssJiOU2d3stvXhFO0kVUVLkXmDUknKWe5Hg8Zkk5USjOTihqSTqbTyZE\/vQdP69pnPbucMk08q9cnaOwz4bRsstfHLM7+oHIPD9xMtemh3BC4xsZG3vWud\/Gud72rajPV0umjo6OjzM3Ncd999+WPcblcvOIVr+Cpp57SJZ6nn36aD3zgA0W\/e93rXseDDz5o+l7KYcuJR0u1pVIpFhYW6Ozs5ODBg6bH92ooV9\/RMDee5MBt62nEqnEwGyAa7F5LkU4pzH5hmNXvrt1ByZEEyUsTqH43ksuGT3TgPLqL7HKE7Mxy0bH2liCi0446vbzmOhryxX+Dhk9nZzNKOmNIOq6eVqTVRM4PTgeZljpcSQl1MYIMuFcgzSqiKDKdgJQsACodXmhw6Ecf51bn2FvXlCeCchhYneFQoA2nwciD58PT3FahyfLsyhTHDVRpnZ4As6kI\/U29ZBWZS5F5UopMq8vHzhtpMjNu2LKqMFAhDWXGuy2tSAxFFw3Tk+Uk1T3ehnxUmJAyXFidI21T6XHp\/x1Ws0kW0wlDldxyOkFUTrPfoE4lH6rj2MfP4AiUJ385bt7v0Ndk0sXZ7AbSRJZDlm3MjVeOiqD6BtJSuxyzpKM3ffSpp54CoK2t+G\/W1tbG+Pi47vXm5ubKnqO5WteKLSceVVUZHh5menoar9fLkSNHarpOOSm1hsmrMcBYmGCE2gezmXepluIOht\/7feRxfYGA1BZAjKZwLKWQiCNN5lJf9kY\/jh1NqJKMqqhkZ5eRFvWv49m3k3RpD0\/pMQe6SY3OGtZ8PIe6SQ3PGDaFZrsacM6sopZJBwqKQqcXRqLQW5eTVs8oSRLJVfb4GvHabu52zycXORJo0yWCahZ5o8U5X18yuE5GkbmaXM6\/lstmL5J6z6WiTCbDJOQsd1ZQt80pKcP7MeMurSngjCKLUCZBOJsyJIuEnKXJ5c0T0Wwqwkwqiku0sfvG32NFTROXMsYRZ3IVmyAa9kGljvk4+fGXY3PrL0HJbBYzYmo5kcXVaK4WpCppo97sPMwo3+IR84tCLc4FtTSP6k0f1VAqVjAziK+Wcyphy4lnYGCASCTC3r17mZ+fr3yCDso1j2q4fl7fRdkcbq2kOjkmcO0\/fwslqX9spqsex\/QqQplajRSKIoWieI\/uInl1CldXC6KnnejELLbV4s+lYg+PdoxRzUcQ8B7pNTYCFUDpbsIxrh91IQpcj8CeG5ZG9U6oxwMODxlF5nJ0gZiUJqPInGnq1b2MmZEHcSnDaCJkuMhHpTSTyXCFrv2c59oRg3SgS7RR7\/BwZ0NXvsZh87lxpRS6vfVALiJYlVKGMmczZqBaQ6eRAm5JSZFVJMPXmkyEcdnsRTWxHQWNqhlF5qfLE\/jrA3gNvjtmpNnpe4Lc9aF7EOzGu3i321x6PLuYwtZT+Vglq2ATVSo9z2aVb4vT5iOyar3a4vF4TXJqvemjWl1nbm6uqG6+sLCwJqIpRHt7+5roptI5ZrDlxLNnzx7cbjcrKyvMzJiTTpZDIqK\/ex96Tl\/We+th5LcmEPrnFaY+\/WP90+0i6VY\/rsmw\/jFOO549HXki0HpnbIDY7Mfd3oScziI67MYNnx4n7q7Wyk2hHcZ1IcVlR2wOYDMgHaHOg6M5wO6x8psNp2ij1eXDIYjsrWtmRc1wfXURl2BjT11TXj4dUTMspWKGu31tFLaRhDmkpIllkhzy6z9QZqaFLqkpsoqc7+x3ijYOaMThhYV0jKuxJRyCaBh9jCVWqLO76DGYpDoaDxFwuGl36qeZrsWXaXX7aTYQUJiZcDoaD3Eo2Ibf5gJvThY+eUOc0eutJ+jwcD2zyg63H6+BgCL7hibu+n\/O6P57IZxBEyNCATlqjgCyC0lcnZUXc1VxIpSZ9VOKXCbFHCpFPKVjERKJBB0d+lGuWWjTR3ft2kV7ezuPPfYYx48fB3LCrscff5xPfvKTuufffffdPPbYY0V1nkcffZT+\/v513deWE08wGMyzfS1jETQY1XhCMylkWcRmq00gsD6XaqXsDkqR7Uz92UVWvqeviFEDbmSHDdeMftrM3hxAdDtJXi4vIlCWomQEEdFhJxWK4t63E0UUSE4tYIvd\/MwcrfVgE0lendJ\/M40+7A6nYV0oG3TjtDtQp\/WVa9mgB7fdQUaHdCBn6++1OfM+aA2CMx+tpBWJS9F5wukkHfXNFZsj650ew1HY12JLtHkD+WikHMwo14aii+z01dPs1l\/AlzMJbg\/uwG935QbfRReJq1ka7e784LtKcmnI9d\/s8jYYLvIXInO5\/huDmtjV9Ao9nnpDJV25xtBmly\/v+iCrCj9ZGqW1oZGZZIRdvsayijrxXd0c7O\/RfZ1CqIqKo8Vk+sxA1VkIaTVtiniWhqdoPVBZqDB0Vv87XopKxCNJ0rojHqPpo4Ig8P73v59PfOIT9PX10dfXxyc+8Qm8Xi9vf\/vb89conT76vve9j5e\/\/OV88pOf5I1vfCPf+ta3+P73v88TTzxR1b2VYsuJR0MtYxEKkTBIteX+XcBfX+vVax\/qBtwYoX1zByVFHQz\/9g\/ITOhHYnJbACGSwm5Qu3Lv2UF2IUxmST+VKHa3oIRi+ZpP6gax2ABHRxOOpgCqAOnROZSowS5vZxMsRcim9KWo2fYAztUU6qp+b4Nn306U0VnkrP5rXU2G2eny64oIXKIdSVE53tCJx+ZgNhVlJhXBLdrZ42vEfeO8c6uz7Ktrzv9cDoOrsxyoM+62NzMtdCB8Q9RgIFg4H5vngK8538jqEG1F0dNyJs751XmCDjeKQTrrmhJlf12zoTgiPz\/IwFTUTI+OnpdcIQZWZzjT1Ju7Tt1NybaiqnR5gjR76vC+t4++XzxAxqDfrBDZpRTOVnPEI+jMSCqFmjFHUN60uQ6TF35c2aNNQyVVW2nEU8sQOKPpowC\/93u\/RzKZ5Ld+67dYWVnh1KlTPProo0U9PKXTR\/v7+\/n617\/Ohz70IT784Q+zZ88eHn744XX18MA2IJ7CKaTriXiMxAUAy\/NZ\/PW1GTWsV1KtYstnleNXVa799t9DVv+9pnfW45wpX8\/R4D3aS+LiBCj69yT1NGGfXNLt4cnOLONoCpC8MI7oceI52A0CpKeWUCI3JeBm6kLZ7kYcUyuohvecMxQVDY4ZiQr01Rl3bJf6oO1w+9lxQzqdliUuRuZZSsfo87cako4pCfMGyJy16xgp1wBG4yu8smU3kPNym1YSzK6GaHR66PU2IgqCudfaxGPOhqfWGLcGHe681Y\/qFAn+18P0vmIXclrC2awfDRZCCqdNE48tYE5yjd1crVYwEDxokCWBsYvmU\/hJg4hHVdUNERcYTR+F3Fr7kY98hI985CO6x5ROHwW4\/\/77uf\/++6u6l0rYcuLRYLPZUBSlar26htiqcU52dixB7\/71WIzXLqkGAVUVWfrWAjOff0r3KNUmkGk19lvDab9hzjmmf4zDhqdvJ8lL+jJJ7RitVqPEUzfTdYKAq7sVW70PwWkn\/tyw7mVUUUDtajQWEdhtePbtNKwLZRWYSgg3hAY6I6FVhQsVXJgFQSCryLyiJdenMpOKMJuK4BYd7PE14bbZb17HgAjynmsV5tZUcoXOS6GrvI5dEOkUvHQ25Oo3S+k4l6ML+B0uwtlk2ZSfpMhcy65WHI1wPmJ8z+aPmTd0C1d9Nnb89xO0HcuRkLSYwrbT3DNoJLQphdNkSs5WZ7KXr8F4WVQVla9+5NuA+d5Ao1Sbqqp59xYNiUTiJTcSoRDbhng0++\/SuRRmEI\/HGb2m3ygJMH45wt2vq\/0PmUkruMxt1tZASclM\/Y8LrP7omu4xasCDZBNwzeqnzexNAUSvy5BQ7I1+RJ\/b8JibDZ86x6gqUjSRi37GF7AFfShNPmRJxrYcQ43nakOyx4G93odqQDq2oBd7vd\/wfmJZiEqwq04\/EgpnksTsiqGsOJxJspCJc6zgmA53IO9MkJKzPB+exuH30u7W\/y5oyjWj14pkU6wIWcNjolKa6QpS6JiUZkFJVTgmw0Imxj03xoDLqsJEJsJCPEK9w80uXyMpWWI8sWLo4K318Rg1fZppDE2rMsOxRcN7lhts7PqTu2nYe7P+JkWzmJMLmEdmMWmaeOwtlR9gKZnF16r\/3VBlhU+\/9yH+4C+\/xhtaf5ds2lyWJpOSkGUFm23t2qZlejZC1fZiwZYTT2GqDXJ\/BCM\/olLMz89z\/vx5kI3F+VdfCAG1q0Ri8QQuEyF4KbJhB9f+83eQVjN4DnSDCOnJJZTozVSW3B5AWE3iiOjngV27dyAtrZKZ1CcmV297boDbjXHW5eDsaUNejRk2fGrD37RJpfJqHFbjiIBqExE6G0nYVeoEJ7KBQMC5sxklmSY9rn+M3OBHmo+yw2Dt0Aau7RT1m4CnEmFsomgsK84kaHP56bQFwJbrN5lLR\/GIDvbUNeES7cykIigVlGuzqQiyqtJj4Kc2n4qSVuSbirYy0OTSuw36XUJSkkgmVaS2swki3c4A3TdGGEzEV5hNR3GJdqJqFn+ZkQ4ROc1iKmaopAtnkixljBtDV7NJwqqxQjDbZufgn96Dr6P476WaXKQBJJMMlQmlTBFPcimBp7lyk6m0mMLeXX79UTIyH\/mPf8kn\/iZnkumpF8nOm39PmWQWT93aN6YRj7bhVlWVeDz+kps+WogtJx4NgiCsMQo1gqIoDA8PMzk5yZEjR3gS407ai0+vz6U6GAxQjfUNQOyCxMjv\/APIuZ188sqNqEwUcPW0onidRJMJ3BMr+l5q3PBSuzwORjN2jvSSuDIJpQaeBfAc7iU1NLnW5LPwmEM9pK5No2Z0\/g6yQhoZ72wcOSNhb\/Lj3NGEmpFIjc\/nG07dB7pIj82jpvRTDO59naTGFqg3SNFfjMzT4603VHgNxZbocPsN7W+uRBfY4S52uu70BOm8QR5JOcsLyQUyyRQ9Buq2a\/FlmhzGfSqjyRUCNpehZc9YYgWfzWnoJTeRCON3ewwbMaeSqzhtdk41dgM3B98tZxIE7G52+xpYyMQREPJTWsth7gaZGjWGLqRipBXJ8POR9no5+icvw9VQJrqwme+H85h0IkgmUqaaTNWVDJggHj1ptpyS+N13fpbP\/d\/v5X8XbPUQmTcvPErGM7rEY7PZiuqaVsSziTArMEilUgwODpLNZvOebkZyaoDVpTSybMdmq005V42Dj6qKLDw8y9z\/\/Gn5AxSV9MwymWYf7tkItoY6nB1NJKNxmF25KTxw2PDu20nigkEzp13Ee6DbcNhafrCb0TEmzEJVQO5pwjm+nPcrlZajSMs5FZvgsOPu68TW6CczNmdIOs6DXaSGpgwJ92x4ituDxuOez4anub2C\/c0L4WmOBNrLjkXQcDW2yCF\/Ky5P7pGYSq4yfyMa2lvXjFO0mVLJXVidY3cFWx8zcukr0QU6PUH8ov4x5fpvtMF3mgP2pcg8aSX3nXfb7TTY1xLmvJrEUWHA20QijNtmp8uAdFKHPdzxJ6\/A7i3\/3kWvueVGzsi4WswRj5FUvBBma0aqtHZzJ8Wz\/Ke3fpovf6\/YPxFX5Xk9hUglyj8P5coLVo3nFsPMMLhChEIhBgcHaWpq4o477sjXhioRT+6Y9Uiqzc3dUDIOxj76HNFn9GsaatCDbBNw3qjnyCsxkiu5ZjTVLuLp60TwuiArk7hoUKsJ+rA3+I0JxevEvaPZ8BgzZqGKXURu8RuKCFQBBLuN+E+vAOBoq8fR2oCSSJManwNJAbtIpi0Al\/XnAskqzAl2w8K1GfsbRVUZllcN6xVQflroTk8w77mWkLOcTy2BIrOaTekSz9nwNLdXkDBfyazQV9dkSJQD4VkOBVoNpdlXksv0eoKGJHgxMs8uX2MRCRaagu7xNTESX6anrhGP08AR20SDafp0gDs\/cg+iwZhvscGc+iw9H8fbpd\/wWoiUUzUV8ZgdqyWU3H82kuFXf+lj\/O\/Hn1lzbEJeBcwXfp\/6yU85EO\/OTx913+j3KlW0ZbNZ0um0RTybBaOIR1VVxsbGuHbtGvv376erq6uItMrN4inFyrxcM\/GYkVRnlu0Mv+efkRb1O5ql9gC2cBJ7qnyILkgKqiSTHZtHXo3j2NGIozmIHE+RHpvLRwiu7lbkaDL3Oz00+0FSDAe7OVrrQRQMm0KlOic2lxPHrH4ja16wUNDImp0Pk50PAyC6nbgPdCJ4nMiX9AkuIUEoAzu9+hsQM\/Y3KVniamzR2BnZxLRQSVW4El3IvdaNNWYyEWYhE8Nrc9JX14yIUNEnDsxLmI1GZkPJFE8dvBCe4WigbQ3BFZqCnl2ZwiHaGMtEaFQdZVODQ4kluj1Bw8gi+7om7vx\/+hFE\/XvOJrK4zfqpRc1nJQIt5uogosfcUmcvyPtmQinu\/9d\/yL8MXip77HJ8Fthl6roAPV278PnczMzMMDQ0hNfrpbGxEbvdXhTxxGK59eOlXOPZNhNIAd0aTzabZWBggPHxce688066u7vX9HnETUQ8s2PV1WjWovyOTVUh8nyay297xJB00jvrsS9EEXRIB0DpbSE9uZgr6APZ2RCJ86Okr88iunO9Nr479yHFkkgr+o2a7gNdEElCWL\/h093XiRxPkZ0zmBTaUocDEWFZ\/325unMFdCPBgq3RT2YuRPzZIWzxDEJrAM+RXhzdrXkb1VAakjLsNMiyLGYSLGXihsXt5UycqeSqIenEVanitNC4lGEourjGu63LW88d9Ts56G8liczToXFEQWAhVf4zyioyL4SNxxXIqsLZG+RlZIT63IrxFE+Aq0qE4\/UdFdy3pzlW38FtwR0cdDXS5vYzlVzlufAUlyMLpBWJF8LT7PE0Gqez3tbJyd87Y0g6ANJSZQsaDWrWXL+cnJRwNpmLOOyNlY9TZSXfO5RaSPCG1\/w+3\/3ZC7ozwaaXxky9dv4eBCe7du3i5MmTvOxlL2PXrl1IksTU1BSJRIKBgQG++tWv8uyzzwJUVeP54z\/+Y+688078fj+tra380i\/9EkNDxa4ogiCU\/e\/Tn\/607nUfeuihsuekUrW2luSwrYjHbreviXii0ShPP\/00sizT399PfX192XPNpNpGL67PLFRV1+6aVEVk7itTjP7uP+s3WDpspHcEcv05ejUNuw1xbzvi2KKuQEBJZhBsIvFnryKHY7h6WlF3t5JtKF6pvUd35eonegIB7ZiRWcOppNmuBpyhBGrMaHJpN5m5FeQVfWJy79uJvBJFWroZMakLEZIXxshOLCC4nCx4\/KwqIi6Db+RIbBkRKhTkV5AU4yL5TCpCVEobKtcW03EWM\/GKKrBQNsmZpl5O1HfS6q5jIhHmuZUpriVDZBWZmJTmWnzZkOBScpZLWlSlg6wicy4ya4q89onGaarnVqa4o2Etee30BDlZv5ODgVYGw7M4RTujaoyZVJnnRgTlrTu4\/YE7DF9Lg1JFFEMFEtOQXTRHZlIya6pxNbOQRLCLJKajvPqVv8Pj53KRTmNj+e\/b9ekrpl5fQ2GNx+Fw0NraysGDB9m9ezeBQICmpia+\/e1v8+\/+3b\/D7XbzwAMP8PDDD7O8bNAjdwOPP\/4473nPe3jmmWd47LHHkCSJ++67j3j85sZzdna26L+\/\/uu\/RhAE3vKWtxheOxAIrDnXbWALZQZbnmorjFxKU23T09NcunSJXbt2sWfPHt1u9lQ8g2LCr+nycwusZzxCKU9HV7LM\/dEgiQH9VJYa9CCLxv05toY67AEv6Wv6aTOxzoOzreFmrUZRSY8vIJBrY7M3+nHubEF0OYgNjuiToIlmTlPO0phwseamW4GRiMC9u43Wq9PgUVAFgaTHw0pCxkmaRlVFFAQGV2fZX6Gwfz2zSqvTa1i0N+O5Np5cwSs6DdVk0zcMMntKzDe7vfV5z7fpVISZ5Cp2QWQpHc97mxUiJ2GOG47VTioSY\/EQx4JG5CVxNbZUceTDxfhixWFyz69Oc1dj181fuosbcffWN9P6+7fR1KwvJy9FuaK9Hmw+c4IBs+ag0kIKuwn3aimcIZPOcs9rfocLYzdrkHqLbDqTpL7bS3jRXCZFr4lUURScTiddXV38n\/\/zf3jqqad4xzveQXNzM5\/4xCd4+9vfzne+8x1e\/\/rX6177e9\/7XtHPX\/7yl2ltbeXs2bO8\/OUvB3JO04X41re+xate9Sp2795teN+CIKw5d73YcuKBm8PgtFSbLMtcuXKFubk5jh07RkuL\/s4UjEciFOLck3Oo6pGaZ+sUVijT8zauP\/BPue5HHUg7gthWErr1HABnb1tutPW4fprK0XlDrmxQq8Em5vp8ZpYRHHZcfR2kFQVlaRXhhquDrd6HPegzbOZUXDbE5qCxs7TLgXtXuzHp2EU8+7tMqeQKhQaCquJJJNBoIeu2MyzHsNtzkzH19llnw1McC3ZiM\/jjDoRnORgw9mW7GJlnT10TboNjzBTbxxIh6t0+7nTfXMC1wn5boIEdgpuFTBxVJW+EWg7L6TiSQzQcjbCaTTGfjnFb0IC8bjSG3m7Uf6PIXIyWd1nQGnFVj0jrHx6j466dLJybw3QVogoptcNEoyeYJzM5ak4YtDC1zBv+\/Ue4NlPcd2bgFIWvyUFYv22uCKmEjlS7RFwgSRJ1dXV86lOf4tOf\/jSzs7NV13tWV3PZhcbG8ga68\/PzfOc73+ErX\/lKxWvFYjF6enqQZZljx47xsY99LO9wXSu2BfFosNvtpFIpfvrTnyIIAv39\/Xg8lQuSRiMRCpGMZpElO3ZHbZJqQZBRVVh9OsH4h79veGy6qx7X1Krx3JvDvSQr9dUc6CJVqR9mTweZ+ZW8EaialUgN50hKABw7GnF2NqEkM7ou1mDOWdreFED0OEle0VeliX4vjuYASQNFnuB2YO9oQrhuII6wifh3dbD\/yiT4PKiiQMilsppOYItl6PbW31C3zRgq4MBs0b6yfLucU3MpLkXm6fE24BOLa4KFhf2LN2TOAgJu0UZTmWhoMhHGKdppE\/WfAa23xqhx1kxjaEqVuR5fMoyqlICN7k\/cRdPB3EYwEDA59ROw+cwtNVI0g91v1nvNXKUglk5TqVqyeH6eX3rPp9aQDkAyqR\/R2HzmG0iN5NTlXAu0DI9ejUkPqqryO7\/zO7zsZS\/THaz5la98Bb\/fz5vf\/GbDax04cICHHnqIo0ePEolE+OxnP8uZM2cYHBykr6+vqvsqxLYinnQ6zeLiYn78tVnrnEoGoYUIL0s01xg1qorE7JdnWPrac\/oHOW2km3zG83PsIt793bkUlB5M9NWAObNQe4OfxLlR1IyE6HPnxACCQHpyMe+gYMZZWmrxY8vIZKaWdI\/JTUKVSI\/qE4qt0Y\/gsiMZkI7stiMEfaQKCE5QVBqT0IgXvF4SXhuTqRheu5OknC1bBM8oMiMZY\/8yM9NLAa7KEY4G2g3J64XwNEcr9BWNZCPs9t0s2iuqylhihZgg45Rgd10j12Mh2t11BAyiqvHECn6nh1a7vuzWTGPoSiZBDNlwFpHUbGffp8\/g776ZXnM0m1OpVXNsdillmnhUv7nmOq\/b2AZh9uw0J+79bVo6y6cpl5b0o\/+ssP6ZPBs1BE7Df\/7P\/5lz584Zji7467\/+a97xjndUrNWcPn2a06dP538+c+YMJ06c4POf\/zyf+9znar7HbUM8w8PDLCwsEAwGOXz4cFXnJmLmG7kmroVpbq+v8u5ATjq4\/ns\/IXFpPi9xXp1bxLEUy2fg1HovsoBxPSfow95QZ0g6gseJq8JANuw2PPt3GpuFAkpvc1FqrcgMVBSQWwPIQTfehIyU1L9vR18H6vU5ZINamruvk8zUIkrSoHG0p5VsKIoa0ic4R3sDtqyMPG8s3w56XXinZairQ7GJLDokliKr1Cs2drgDec+1gwYigtz00uWKkupzq7OGk0nBvJvzsWDxmIHcMLWb9aTnVqawiyIjiRDdniBNZRo78w2mBvWssUQIv91l2BiaIybo8ugLEpReD4c\/eQZ3Qed\/NZFJejWFK2gufSYbpK5L4W0xtzg7Avqf0fgTY9zxr95HOJ5g94EDZY+ZnZ1FFEWUMpu71fQSoB9tFsIo1eZy3bzHWsdeA7z3ve\/l29\/+Nj\/+8Y\/ZubP8d\/EnP\/kJQ0NDPPzww1VfXxRF7rzzToaH9Y2DzWDLiUdVVZ5\/\/nmi0Si9vb0kEtVLns308GiILlX\/llNTIsO\/9Q8oN3Ys2dkQ2dkQDnITOZ07W4hmktiX44bzc1w9rUiRBGkDfzMp6MHjcefn5pRDvlZjlMryuhBaAjCmn4BWAcHjwDm8gMQNgUJHrp6UHJvLqeIKIi+jLL33SC+JS+PGIoIDXbnpqAapRdeeHWRnQygJ\/c1EttGLmpEQpm\/uNkVZoUUWaXHmFvBwwM58JIuazkU95ZoxQ5kEq3LasDYSlzKMJVYMSSeryFyKLVSMql5Yna6YEryczkm8NWLSLHAybhtCMsNuXxMXI\/MV030Tcoxmp89QaDGWWMFvdxoSU3q\/m+OfegWOumKSqSYyUUIZMEk8sUzaVENodjmFw4SUWlVUnG3lo63h7w9zxy9+gEQ6913TmtFLIcsyHR07mJlZO39nfmUSv2niMRfxJBKJqiMeVVV573vfyyOPPMKPfvQjdu3S7y\/60pe+xB133MHtt99e1WtorzMwMMDRo0erPrcQWy6nFgSBnp4e+vv78fl8NQ2Di5us8QCMXTIvqVZVgZUfRhn61b\/Pk86aY+JpIokYzrEQYjyDe\/cOvEd7c42ZBfAc7iUzEzKUHdt3tyMms4Z9Na6eG2kyIzFCawP2gBdlXJ90ZI8DoS2IWCAikEJREhfGSF6dQiAnla67cz+ZWQN1m03Ee\/iGHY8B6XiO9ObSZhW85NJj84ak497XiTOeRTCQeDt72mhUHezHz4G6FmwuB4teuJhYYimdk5dOJsJkFJldHn3l2lI6zkLa2FhTk0vfHjBuVD23OmtIOoqq8lx4ioOuxjXR0C5fI\/ttQfbVtfDcyhQqKpciC4Qy5Tdpg6uztAueipY8TU5v2WhKQ\/pEHXd85tVrSAdAiZt\/TrMxc8V9AL\/HHEFlQyYHyi0mEZ1rNx0X\/uEit\/2r9+ZJB3L9gnpobi5PLuNz5nf+Rqq29aba3vOe9\/A3f\/M3\/N3f\/R1+v5+5uTnm5uZIJosl55FIhG984xv8h\/\/wH8pe513vehcf\/OAH8z9\/9KMf5Z\/\/+Z+5fv06AwMD\/Pqv\/zoDAwP85m\/+ZlX3V4otj3gg90fVPvxahsGZVbUBXPrpAmZcqlXZztTnrxD6h\/JdywCKQyTbVHezniOrpK7f3BU52hqwt9UjupzEnx82Nvm8MWxNNBIjHOohOTyNmtV\/6N17O8jMhoz7cxq8OFUBdTase4wt4EVejefTcra2epJOAb\/dlXObVlTEOg+O1npDWx+cdly72klW8InzHO41PoYceSUrRFWZjiDq9CJCgeLJllVoyUKLN7d4LNTbSCgiYjJNi1pXVgk3JyUQUfOeZ+WguUsbKc4SqsREPFQ0qmHNPSsyl3XUZBo0mfPpG2ag2u8m0hEWEhHqnR52eRsYCM9UnBh6LbvKLl+jYcSUeWUDd37wDIJOAV+pQh6dMVjQSyH5zO2FzXqvSStpnG3FIohzf3+RO3\/5d5BLUmeLi\/q1Sz0imFue4o52R8UJowBpnVRbubHX1abavvjFLwLwyle+suj3X\/7yl3n3u9+d\/\/nrX\/86qqryK7\/yK2WvUzqBNBwO88ADDzA3N0cwGOT48eP8+Mc\/5q677qrq\/kqxLYincDRCLRFP0kTzqIZLP1tAVQUEQX\/xkuIORn7ncVLX9L+Iar0XRVVxzelHUHIyjRhNkjw3iuh14erJ7ZzTk4sosdxOJCdN3mFczxGEXCprA4QGmY4grqW4vvs04NrdjrQYKRqpLc+HcQJpQPS58RzoQlVUEkP6KjlbvQ+hzkN6SD9tKLiduLpajElHFPAc7DZFTFwcM\/Tlch\/sonV4mlYxAD6QnTbGszFisSg7nX6CDg+XIvPs8jfh0Um9QK5+4rO5DJtZF1IxcNoMRyNoM3tuN1CTZRWZq8nQGmISBYFuV4BuV64+80xoArfNzvnIHL2eBurLOGifDU9zPNhhKJBQ3tjGnb9tPNo4LcimpdQel3FxvxD+dpNXNem9ppSMYvjxl5\/hv\/7Vt9eQDsDion6GwEjoVN\/mYX6sMvHopdpKI55aajyqkea7AA888AAPPPCA7r+XTiD9zGc+w2c+85mq7sUMtgXxaCjnXGAG1ajasmkZKWPH4Sr\/RUmOwrX3fstwR5XdEcQeimNP6x\/j7GpBiafy6i4lkS4q6rt627A1+HP1FAOhgVjnxtneWFlosM9YaFDOWbocPDck3kYpMWdHE8lLEyjJNKoAjq4WHPU+pOUo2ZlcWs6xsxk5lkQ2UMDZGv2IbqehT5zgdeHc0WhYz8Im4tm\/syIxZbob1piT2jIyPXhycm0BpgMCouRiKZuk01FXdoHOy6Xt+jUObexBi4EUejEdJyFnDIkpJmWYTIY5bHBMboLpbFE0JKsKM0qSmdVlGhween0NFW17EMD27h5u\/3eVc\/+egPnOddFvriE0u5Q0rX4z671W2LT3T3\/+Q37hfZ\/gzJn+sofGYjGCwWC+B6YQ5X6nwRU016OUjJvr40kkEjQ16asQXwrYVsRTa6rNjF1OIaJhaCxJ26uqQOh7K0z96Y8Nz03vrMc1HTbccXkP9ZA0mmmjqAg2kfS1aeRoEntLEKGxjnh4FcdiDM2H1LGjCWQ5V5DXgammULuI0NGA3ciJwHRUVexEIKggTS4i3Rg+Z2v04967g+TSKlI0oVtEdHa3IK8m8kRVDvbmAILdRnpkbVE3f9s+N862epKXDCbQ2kTcfZ1g0HsEub6qzgtjYK8HIOOyMScliEUidLsC1NldDKzOcMS\/1nyzEJejC3R5jMceTCTCeO3G83iW0wmictowlZeUsywI6TUO3DZBpEPw0NGwE1lVeG5lCpfNzsDqDHvqmvHbSkjTJuD97X30\/Zv9uq9VCFeTeSm106yUOpQ2TTxqvbmlS7zRP\/SNP\/kuv\/Lfcjt3o6xKe3t7WZKJRPQzG6rD3MY3bXIsQi2pthcbtgXxaKk2M2MRyqGaiAdgaSZDY9vNXYoi25n60wusPHpV\/ySXnUyDN+e3pgczc2+4oQC7PJGv+UiLq7C4ihNQHDY8e3dg83tITy4iLei\/Xumk0HKQfE4cPg\/qhIETgYmxCNgE0u0BqEBMzo4m4s9eBRVEhw337nYEl53sXAhpKSehdh\/oIn191jDd5+xpu+HvZjAKvCWIIIqkDfqBBJ8bZ2t9UT9QKVQR5I6GNRGTMy3TjQt8Lag2gUmviivjYUlO0S6Wz\/m\/EJ7hSKDNcPaPGSn01A2rHSPbHq0x1KhHJ61IDEUX84PiIBcNXYstE84m89FQ+E4ft5skHSmawR4wp2jLhtM46s2l2pSUySGQadlwPHUhHE1uvvyh\/8t\/\/OMv5n8XDutHL8FgeRsgo16epdgMUDlCMVK1FSrqXurTR2GbEI8Gm82Goiioqqrry1aKbDbL\/IxJz4obmLoWZ9\/x3BdXijoY\/u0fkJnQV5KpDT4UVcFpUM8R\/V6cLUFj0skPdtM\/RsjKCE4b8eevATlysQV9uZHWBWkrz8FuUiMzhot3ptmHPZ5BXdB\/0Bxt9SCIhukusc6NrTkIBjJwbCLufZ3Fi3dWLrquY0cjzq4WsourqFkDddvBnOza6BhnTxtSKIIS1TeKzBOTQTOr4HXhbGsgY3AMNhHPvk66Lk\/CDbl2ym1jNhMlFYmzy1OP2+bgqrxqaAYKMLg6wwF\/q2Fhf0ZN4Le7DC15zDSGxqQM02Vcum2CmD9PUmTOhqe5o8u4plMIadm8lFpaTpkmHrN1m8xCEndXZeLJRjP8vx\/9Bh\/4XLEtzOysfgTtcJT\/uyQSCRobGwmF1rp6hOJzeMwQj0GqrTDiqUVO\/WLDtiIejfVLdwB6iEajPP\/886SqkHYCXDu3wqt\/uY74VYVrv\/33Nyd+lkG2I4h9OY7NqJ6zswUllS5StJVCm1djqABzOcg0uBEu3DymcNSAvdGPo6MJ0eMkPnjd0H0629WAc2bVUEnn3rODzNyKoQLO0d4AikrWgHTEOg+2Jj8pg+Fu2G3Y6+uI\/yxn1S763Li6WlARck2nN8QWnqO9JC+MG1oNuQ90kR6pREytSKGoMTE1+xHsdkPSURwiapn35k7J7MILdV4Uu8CEU8aZcjKbiLDDXb4Z8+zKFMcr2PZciMzR52\/BZTBQzUxjqJamM3LgTslZrsWXuauhix27zdt5yFU8b3LC\/LGi29xylImkcFfo9lEkhb\/7H99fQzqQS5vp1XIkg9pmW1trWeJZis3SReWm93IRj6qqGyIueLFhWxBPoaoNcjnYSsQzMzPDxYsXc41S8kBVr3fhqTnmv+1l7rNPGh5npp5DbwvZmTBqxoQRqMG8GntzANHlgGn9kF5OZbCns8QvjCE4Hbj27UR02EnPLOX7g1RA6W3CMWbsLO050psTOxgQk2tvB9mZZcO+GseORuRMlqxBuk\/0e3E0+Yt84pR46qbfmyji3N2OozlIZmrRkHRME1OlVN6NGpO0pB\/p2hrqsLudSLP63nW4HHi6W+gengE84PaQ8NiYTa4ixVLs9jZgE0ReWJ3hjgquBs+Hp7mtwgTTodgine6AYf1oOrmKrUKaLqFKTCdX83ONXB3mfdfMzssBDKXvaxA0STwGm0AAJSPzoX\/\/F3zfQE25Y0f5Wk40qp\/V8PvLbyhGp4fo9r3W0EwUIJOSGBsdo7mlOe\/FptW0N9Iy58WAbUE8GgRBQBRFwzqPoihcuXKF2dnZvHN1Nc4FAOFQhv2\/8mv86pn7eH33YTpXVdRQQWOny06mwWNczxEEhD1tqNfmDHnJe6SX5BVjI1D3nh1kF8JF8uVSlKbE1Ey2yN3AtqORuEPF7XFjG9KPvKqqQ1XomXHt7SA9tQgG7tuO9gZUSTF0axC9LgRFzUdD9kY\/jh2NKBkp1zOUkW4q1ypYBHmO9OYUcEbEtK+T9PgCatrgvjuaUJJpQ9KRPXaoc5MeLhZ\/eJMye6iDujokl41JMY076WI5HS9rBgrm7HYGV2c5GGjFKRj4wMWWaXR6aSgjpdawlI4jO0T6CoxFPZ3mF7oYWXPjplk7SloPSlbG02ruHjxO\/TSfnJT4wDs+w19861F6enp0jwsEypPI\/LxBY7ZOGi6TTRNs9RGe1x+6qGFhbomx8TEcDgeNjY35+9CIR1XVn4saz5Y7F5TCSFKdSqX42c9+xsrKCnfffXd+XEI1Xm0AnnobsVSSL\/zLt\/iFL3+CE\/\/3j\/nD1Wc532ljsdWN7HHgnNP3EhPrPLh370A1mJ+DTcwt3hfGDEnHe6SX1Ng8skFKyLW3AzmWIjunvwim4gk8cQmGZrHV+\/Ae7sG5twOloAFQrHPneoYq9Mxo921EOra+HaSvzxqSjmtvB3IkUTQArhSOtnpEj7OImKRQlOTFcdLD0zkHhUPdeE\/sJXNjjLbefXsO9+RqTEYR05HeXP3IgHRcezuQV6KGLhOO1gacPi+2Rf3vieB14e1opidp57C3mUa3j6hH5KoS4Vp8GVlVkFXFlEHp2ZVpjgTaDEnncmSBHW6\/IelMJVeRVbXI8TrrtuNsMN9rEwyaJympzlytNrOQrDjFVINNR54txbI88OY\/4S++9SiQm+el13\/jcJS\/xvLysm60kTVo3PY1mtvD7929n3vuuYeDBw9it9uZmMhlAV544QX+\/u\/\/nieffJJEIoHXaz4CNTN99N3vfveaKaKF5p96+OY3v8mhQ4dwuVwcOnSIRx55xPR9GWFbEI\/RMDgNKysrPP3003i9Xk6fPp3\/w2QzEhmTapg8nGuJ6jsvPMO7\/\/ZB\/uvVR\/nVZ\/83P2hKkdjViOAs\/kI5O5tzvScGs3HEgBdXd6vxAm8vsJoxcjQ40kv6+pxhHSbT5seZVVCXc4ugHI6TuDhO5toMgqri7uvEe2w3jvZG4\/v2mSMmdrciD88aW+Qc7iE9OmeYpnPtbkeOpfLjHMrBFsz1ByWevYq8HMHR0YTnSC\/O3rZ8j4bgceLavcO410e4EQ1VsvY51J27b0Oj0zbkRArZIEKVfE5kt53M6E1CFVTwJxX2iQH2+pqQPA6u21O4HE5Ws\/obj7M6E0MLcU2KsLeuCa9Bb9FIbBmfzUmbuzheSTVXl9ZxNFXRENpmbucur5q31XG0rCXW7Gqat\/\/rj\/CVRx\/P\/06SJN2RAkb2OB0d5c8xSsPZvObWoFQii81mo7Gxkb6+Po4cOYLNZmPHjh386Ec\/4v777yeVSvGxj32Mv\/3bvzVsatVgZvoowOtf\/\/qiKaLf\/e53Da\/79NNP87a3vY13vvOdDA4O8s53vpO3vvWt\/PSnPzX1Xo2wrVJtsNa9QFVVxsfHGR4eZv\/+\/XR1dRURldlZPIVIob9L9Xg8DEwP8rvf\/J8ABL11\/PuXvY57Ow\/S5vGTHZk33C07u1pQEinjsQB5h2qDhVJzn66QEst2N+KcWkHVWUwFWUUFUlenURJpnJ1N2BsDSJEEmYn5fP3K0dYAqIbEJHhdONobyBjIl1UBHPs6jUmA3AKfvDpt3KhaRrmWnVnO9\/6IPjeuvg4Emy036lv3QnbclWx7KCAmA7j37yQ9OmdYP3J0NCIm0igh\/dSL4HMjemz0Lcng86IKAmE3zEVWcGVUdvkakBSZ85H5irWhs+EpjgeNRQuXIvP0ehvKEpPQXkUEE8tgN3B7LkRiIY7XZPpMMVk3yoZSOBqL1X6ZUJI3vf7D\/PPZwTXHt7Q0Mz29VrG5uqpPIvX19WV\/v7CgTwIZoXKaDdb6tWlCqo6ODh588EH++3\/\/7\/T19dHb28tnPvMZ3vWud\/G5z32O97znPbrXNDN9FMDlclU1SfTBBx\/k3nvvzXu3ffCDH+Txxx\/nwQcf5Gtf+5rp65TDtiOewlSbJElcvHiRUCjEyZMnaWhYWyytxqdNQzihX2+IxYrTK6uJGJ959Jt8Bti\/fx9Hgjt4y4E72Sd5EGbCRcfmJM6zxkIDzdHAoOYh+D04G40HqamigNrVhGNc3xkAINUZhJHZvI1OZnqZzA0Bgy3gxbmzBcH1\/7F35eFRldf7nX0myUwms89kB0LYwhKC7IsLUJRVRBQ3WrWtaBXXti4Va6tVq9LW2trWn6itYstiEBAJOyggJCwhkBCy7\/s2ySSz3d8fw1wyyXxnJsgScd7n4Xl07sydO5M73\/udc97zHgm6SmrgIkYViA1qcOBI0oFMAoFBCWceW5oNBLnAB6FcE0VFwF5S60mJCYWQxhvBhUnQUd0ASZOHrISqMIjVETQxBel8EIxXnGzAeXdtG3tD5FRKAQEgqb+wWAk4DmoboJaoAQnQFSZGSVcHpBIxrE47IhiRTGZzeUDH67yuRgyK0Pl16AaAsNjgiaejth0qP6ahftHiCHrSfLBpNmdjlw\/x2KrbsXDeb7Az66Tf57NSVlVV7A2WlFFDamhoQFhYmF8H\/RZbLYL5sP6Ip7uwwOFwwGaz4eWXX4ZKpUJtbW3Qdjj8tTCmj+7ZswcGgwFqtRrTp0\/H73\/\/exgM7Gs+ePAgHn\/8cZ\/HZs+ejdWrV\/fpevyhXxCPv1Rbe3s7jh07BolEgkmTJvnMq+iOvroWAEBVI7vLndrVVFZWIS\/vLNZ\/6wnnR8UPxG1Dx+MG02BEqpSwnSwm31cxLM5TXyB2y05tOCROeIrqDLgUEojUERBQpCMSQp4cAxAd\/a7WDkAoQMfJQo+s0xSJcE0knHUtPukvaaIJjpomcETazGt\/4ygj1HRiISQJxuAW+AACAVlSNOxlteC8NSa3G\/bz35nk\/PXIEo3gnG5y6qpAIeUtgAJeU6DrHhqLzvxKsqYnNKkhaGmHyMbeMAkjFIiIisDgMqcnGhIJ0CBxo7alCUqXEDFh6vPRUHVA0gnGm01gDM7SBgBEtuAXQbcteBcSUVhwS1F3eXZ7eStuuPEpZJ4rglarRUND73uPdQu1trZBqVSira33ZotyTzGbzSgoKOj1eHVzGSKDIZ4eRqH+hsABFwiTIgZ\/YE0fnTNnDpYsWYL4+HgUFRXhhRdewA033IDMzEzm2lpdXQ2j0dfixWg0orqa2HwGiX5BPN0hFovR3NyM3NxcREdHIzk5mTTo66uiDQAKK3L9Pi6VSlFb61\/Volar0dzc7PPYiZICnCgpwJ\/1OqDLifunzMYMwyBoa2wQdnerDdKORjEsDh1ny8lZ8o4oBaScEFwVWwYsVIZBoo9EJ7WY9lC3CQCIqlvQWe0hHLFRDYleDYFE5Llu4pqCsb+BUgG3QgLHOUJxF2zkMfy8FJwwQxWpwtCZVwG31QaBVAxZUjQEUjHsVY18ZCeKioBQISMteSAWQT7IcknIUhCrhbO6GSIiinMppeDEQrjLLmyABC4OWpcAWplnB9sRLkJphxVysRSdLifkIv8\/42CUcqdaqjEjwb93mT\/0SUrdl526JkjyO3\/O1sImTL7xcZwp9UTXUVFqv8TT0cFOgen1Or\/E0zPr0R1RUWq\/jxdXncUojKWuHEDvXh7W9NFgpy\/3BGv66NKlS\/n\/HjFiBNLS0hAfH48tW7aQ4697NvL3pbmfQr8hHoFAALfbjfb2drS3t2PkyJFBzRrvyyweAAhTSdFc5l8dZjabUVLiP71lMhl7EY8XBoMROTk5+MPWz\/AHACKhELePn4FFg9OQ4JAhPDw8gPt0cMPWgnGWlpwf5NZFNLMKw+WQmjVk\/chZ2wyJPhIdxwrglnlGG4hFInSW1YHrJnQIpmdGEq0F12mHs5aYhaSQQmKMoiOPYMcn9HA+4OxOXwcFixZikwawdV3oJfL3dkHY7QR7TUjQw11aDyGRppNYtBBabXA3EbWhCDnUGhXC2i9MXq0VO1DX0gyLLAJRAhlcnBsnWqoCkk62tQZDlXqo+pBqY41J8AehLDgptcvqgCIqOBWXUC5CY249xt\/wGIq6SZ\/1ej3OnesdiVRWslNqrCZNKuvBig7qmqogt0iY7gReBEq1Wa1Wvsenrwhm+qgXZrMZ8fHx5CRRk8nUK7qpra3tFQVdDPoN8djtdpw4cQKdnZ2wWCxBkQ4AdPSxxiMJZ\/\/wtVoNk3hYHk4AoFT63sAutxufHtyFTw\/uwoQJ4yFobMe9Y6djtEQHaUWzj4otmDHXvLN0aQO5iVQMjkFXWS2pyJIY1IBAQBqPCuQSSGP1nkZNAMIuJxz5lXAAgEgIWaIJwnA5IBHBdrwwYErMEWAcNqLC4QbtjtAngUCAyEMYJkPXmRK4bXYIIxSQxuogADyken7AnEirglAiIkUikIggH2AOeE3uRD0ERXXkpkI2wARHVRNZG3KFyyCUiWHv1ogsdLlhcIlgkHssW6wKIYo7WhAulsLhdjE947wuCm6JCEpT8IafwvDgyAQARJFB+rnV2yCKCC7iaahuwZTbnkFFo2\/EL2TUiOrq6pkekKyoora2FnK5HJ2dvdcWf+OvvYg0KNBZRBNPz5k8PV0LLvf0US8aGhpQVlZGrrMTJ05ERkaGT51n+\/btmDQp+AiZhX5BPG63G4cPH0ZYWBiio6P7VEzra41HpZcD\/jNtUCjYP0BWwRGg3W4lEgn2nz2Fg2dPAQCitXrcP2k2pusGQOsQQujiyDHXQTlLo7drtD8EY5Ej0ig9YoN8BjG53Ogqq4M8KRqdp4ohNqghMajh7ujy1KW6kWowKTGvcg1EHxMi5JBEBRAIBDuzZ1gcbHnl\/HW6rbYLdjhCoWdchSYCrjYb+zuAJ\/KQ6iLpaxJ4NgyiIloSKx8Si65zdG1IYoqCoNMOroGdBhLIpdCYNYgodAMRgEsiRJXAjobmJlgk4dBIPFGFR57t2RF3aIPvFwEQ1LhpAOBcHKR+ZM\/+4LIGJ0UuOVyKHz\/3z16kAwAdHez7JzY2BkVFxb0e90csXlgsFhQWFvZ6vKdEuTtk\/ntSfWDrkWrrOQTOarUiLCysTxHPww8\/jE8++QTp6en89FHAs1lWKBSwWq1YtWoVFi9eDLPZjOLiYjz77LPQ6XRYtGgRf557770X0dHRePXVVwEAjz32GKZNm4bXXnsNCxYsQHp6Onbs2NErjXcx6BfEIxQKMXr0aISHh6OgoMCvaoSFvjpTC+TsnTeVV3URvTbU9fb0fqpoqMNvv\/g3AGD61CkYIFBi3oBRSGgXgavzTUU5w6WQRNDO0hdm8QQYZ9DDEdsfpHF6OJqs4Ah1m9f+pvN8wd5Z28w7aAsVMkjjDIAIEEql6DjeO\/XRHcEo16BVwm13wFHGFlII5FJIY3SBJdyBBAJuNyAWwXa6DFynHWKtEhKTBu4uh4dUz18nHw1REZpYCKdRBXEw1kUBIjRpvAHOhjZwVvbi6lZIIFQpfFSHIocbZohhDtODA9CqEKCorQGRUgVcnBsigRAuU\/CeYC6rI2gptaPe1mvyJwstnTYE2uMX7SvC2Fsew4jRo\/0ep6aHajQav8RDkYhGEwU\/vEO6VLuDGI\/QM9Xmb+z1pZ4+KhKJkJ2djY8++gjNzc0wm824\/vrr8dlnn\/k4JPScPjpp0iSsXbsWzz\/\/PF544QUMHDgQn332GcaPD95QloV+QTyAx8LC7Xb3eRhcXyOedmcz81hXF\/tc1E1K7U6oprPm1jZ8cOIAPtj3JQDg+mFjMH\/QGIySaKEQiCDrcoOroZorwyBWK8lZPBwA2dDYgP1AiqGxsJ2rJA1TJWYNOIeLueC6bV3oKqn2pA5zCyGNN0KsUsBR3wpHD+uZoJRrA8wetwZCTSeIDIM4XIEuInUYtGihRzTkbGiD83xTrlegIAyXw9nY5pPu6n0iKZxKGcQVzfT7BaGUkyVFw15K2\/uItEoIAbiJe0UgFkEfa4LqLAeIAYdUiFJ7KxSm4Ae6ORo6g06JdTV1Bk08kUSmAQDytuchbcETsNnZm8aKigpmSk0u9\/8ZGxrYTiCsBtOqqirm+3S4moAAFNoz1dbTENlb4+kLAmWIFAoFvvrqq4Dn6Tl9FABuu+023HbbbX26nmDQb4jHi74Og+trxNNgZRfdqTkdDQ3sHVV9PfsY1XncU4Wz+\/Qx7D59DAAwdex1mBU7DFMS4xBZ3Q6uR41EGqOH29ZJyq4F4TI4IqQQUK7ROG+8GcADLRjDUJFGCaHiwkRRe0kNvFct1qogMUXB3eWAQCYNggTiYTtbTjaYcnolXB1d4Ag1XdBy6QDfAWd3gnO70ZlXBrfN7hEoaJVwtdlgL6nlCVSgDoMDHMS17KgRQgEUQ2L7TIT+ILFo4O6ww93MTsFxEhEEhkh0ne0msLC7kYgI2KODyA+dh8saeLyzF3aqptcDLAscADiZno3xS56G4\/ya4E+FBngW3+hoC0pKev+d3W7\/91BHRwfTpbp7FNLzfcxmM8rKev+m6toqIUIS87MA\/lVt3dP4P4SRCEA\/Ip6LHQbXV+eC8jp2SoqlTxeJRKiu9r\/ASyQSpgpGJpMxj4lEInIuyLG809if+S0AIEwmx72TZ+Lm+BGIaRVArlejs6iaNrk0qAGhAFw1W3YNqUetFtB4M5haTawertYOOBju2s6GVrg67ZAao9BVUAF5coxnCmtFPdwtvqnKoImwoh4CYoETqMMhDpPTcmkvCQR4P\/mwOHR2c1rwcVCIUHjmDHEudFY3QtJM1KtkEsjjDJekb0iaYISzroWs2QkiFBAq5XBX+N\/dK2OCr\/G02ToDpsS8kImC7w3yZ4EDAIc\/OYop9z7rs6Nn\/Q4BQKfT+SWetjZ2tsJgMDDGI7DXIFYtuLyuCPGBiIfhXODFD2H6KNCPiMeLvkY8HdbgIx6BACiqzPN7jLXzATyyQn+2G4AnF8xytLVYzH5zy55jFr+7Jn\/X0tHVib\/v+gJ\/xxcQi8WYlZKGJcMnYDiiIKpo7pWukg80w17TzM+48QdhZBhEyjB0kcXxbsabBOTJMegqpq2ExDoVBCIRL\/Pmi\/ICAaRxeohU4XC0WCGJCAuCCOM9MmgiEnDrlOBsXeAqiRSptzb0HUnAbbXB3mqFs74VEoeLV\/05G9rgqLpAxMIIBcQaJTl0L5j3AwB5UjS6SmpIGbtIo4RQIoaD6PnSxge\/u5YG6TQNBC+ldjR0+hUsfPvpcUy+59e9Hq+rq0N4eLjf1DcrpVZTwyYrlcq\/lxyVqWARQ3HlWSQoZzPtqwD\/DaTd6yo\/hFk8QD8xCe2Ovqfago94FJFidNn9E5XJxNamazTsuSaUfXlPy4ru0GrZx3Q69jRDi8WCrccO4cf\/Xo3r\/v1bLMvbiB2aDrQnaiCQSXi3a4p0JNE6QCiAo5wu2AfbONl5toL2r4s3wt3lgKPGzwLIcbCX1qGruAYikQj26kYohsdDlhQN+Fno+NpQgDlC4vYuiNoJIUlkGCQ6FV0bCpJ4Ea+Hq7oZwi4n4ObQVVQN26liOKoaINaqoBgeD\/nQWIgiw+jakEgIeZDKvM5AvVNmz\/3l9zs\/D5dMDE108FJqhSr454qigpxQ2tj797t59Q7c9cJfma+Jjo72+zgrpVZXV8eMUlgu1VVV1Uwlq1zuX2DhcNoRHkVHeoEaSDs6On4QxNPvIp6+ptr6UuOREka5ajW7T4fS7rMaygBank3lcaljWq2Wt1IHgLzKMvxyw\/sAgGHJybjeMQST1bEYaJdBbO298MoHx6CzuJqcXirSeobSkTtzkRCK5MB1imCUa2KDGgKAFy3YvEPtxEK4o6MQHqmEo7YZUn1kcLWhvADRUFQYnA4n3ATxQiqGPMEUUCnHJRqA4loIGJtcZ0MrBHIp3FYb3LYuyJOiIZBKYK9q8PHGE8glkEbrebUg8\/MFk4KL08PZaCU3H4IwGdwD9BBJgt97ButK7Xa4IdUGKaW2+d6Hn\/7uC9zz4p8hFoshFAr9\/vZYv9XWVnadKyYmGvn553o9bid8Fc1mk9\/UHSXDDosSw9rA3vAEaiBtb2+\/JA2a\/R39hni6TyENNuKx2+1obiCKuD3A+RmH4IVUyv5RUbMxLtY+grLlYBU2ASA8nH0tUoUcf92Vjr+ev675qZMwb8BoDHYoENbcBVe8Frb8cuYiCXiku67mdjga2Go8QZgMUpOGVNMBwU0LlSYY4axv9btICpxuiCqa0NVig9SghqvVBsWIBLha2mEv650KCaY2JE00wVnbDDcRDQki5JBqI8n+KgBwJeogKiIiGPQ2DfVxUIjWQqxRwtXR6VELEs7gQJAquEEW2MvrLnjY+YFQFQaxMgzNruAFAH2RUnfUWhERrGih273xz1\/9Fw+94XGFdzqdiI2N9ZuOZkUplIcYy3GalV4HPJs8f8TT1MSOIuWR9HrQ1tLhM2+HZZlzraPfEI8XXjl1IE+gtrY2ZGVlwd6Hme52AaH84dg7ZKq\/h5rrQe2MqKiOIl7qO3E6L1wLx3FIz\/wa6Zme8d5zpk3HhGozxqnN0Le6IHT1JoNg7G\/E+kiPKICw5Al2WmhQ0RBfGzq\/qFR4ohRRZDik0VpwTjc6y+ugSDBekvdzKWXgBABHqAUhFMAZHQVxEe0MHqgx1FHRAK7LDoFQBFdHF+RD4wCOQ1cPW6JgVXDBNKKKdUpAKIK9oh6C5MAd7vy19kFKLWgLPlUulInAuTisfvxjPP3Xj32O6fU6v8RjZ8iqGxoamMafrLQZRVZyuf+orbKSfe\/bBW2gKhi29i4cPnwYcrkcWq0WDofD5zf9QxEX9MsaD0AvvlVVVTh06BDMZgvsnX2oBznYuv32dnYTaGsre\/ff1sYms8ZG9vtRIT7VM0SRWXg4+4atbGnEi1+txc0b38aPvv0QH4vLUGwQw6nw7D3cAwzozCsjSUeaYIS70w4HoZQThMshizcGVbDvzCsnSUAapwdnd\/qtU7ha2mE7XYquslrIo3Xg7E4ohid4FtaLfb8YHaRCMcRU+lYmgdOghJjh99fr\/Sg3AosWnJODo7b5vINCKTpzy8DZ7JAlmqAYkQBxtA7ygZbA3+fweHSepd9PbNaAc3F8w6\/EHLyirS9Saq6rD8QTIcFbj\/+nF+kAgELhXyxA\/a5YQ9xYG7329naiFus\/Uu\/q6uKnH\/dEs42OgN0OYOrUqRg0aBDcbjecTieOHz+Ojz\/+GH\/4wx\/gcDj6FPEEmj7qcDjwy1\/+EikpKQgPD4fFYsG9995LetgBwJo1a3pNLBUIBOT60xf0m4ine6oN8Nwo3WWGgGcXf\/bsWZSVlWHUqFEIkyn7ZK\/TYGXvbqibmZJwUq+rqmK\/HyWlbvRjCRLMMdZOEAAE3aZXNrS1YPWOz7EaHkPTH9+8EJNa3RisUkDR4j8dqRgah85zFYGjE7GIjoaEAiiGBC6gywfHoKuYHrjmdZfuWYuSmDUQa1VwWW2wl9Z66j5BpajqwXWyv0NXmARuuQSSasLsFEHWYRJNcNY0+e+LcrvRVVQNQbgcEl0knI1tUAxPgLvL7uOg0Kf381P3ieiDOWiwg9oAgDSl6wZnpxMvPPUv7M73n9Jsamr2+3h5Obv2yEqpUZtHk8no93dMOZIYDHq\/yrfq5jKowR621tXhgFgshl6vh06nQ2VlJUaOHInq6mp89dVXOH78OPLy8nD8+HHMmTMH06dPJ2vF3umj48aNg9PpxHPPPYdZs2bh9OnTHnPijg5kZWXhhRdewKhRo9DU1ISVK1di\/vz5OHr0KPO8gKepv+cIbZZysK\/oN8TjhVAohFAo7BXxdDcRnTBhAiIiIlBb1tync9c0+7\/BBQIBM3xWKpXMnK5Op2VaaBgMemYPj1arYXZNy2QyModMERZl58FaDVxuN840VeNfX28AAKQNGII7UiZhlESDqEY7BG4OGGQkZ9oA58dBN7XBSYyDFoTJIDUHURsKYuCaJFoLd0eX31EMjqpGj1OCVAzF0DjA5fakoUpr\/c4UCkaQINQq4bTbIWkk7JyCTYklx3hSmtSQO3UEhAopP2PIeb7mJpBJIBtsgkAiQVdVA2QWbWBSHWiGvaKhF6mq++RKHXwtU6QKvDi5bE6UHnVj1k8egurQYbjdbpw8me37HMbfo6urC2azye\/Grudm1QsqPcZSplK\/J9ZriiryMAbjmK+zdznhcrohEl8QTiiVStx555244447kJqaimXLlqG2thY\/+9nPcMMNN+CDDz5gni\/Q9NHIyEhkZGT4POcvf\/kLrrvuOpSWliIuLo55boFA0KeJpX1BvyMeoLfAoLW1FceOHYNSqcTEiRP5m6svdjkSmQg1df6JR6fTMXX7JpOR2S1tMBiYN6deb2ASj9FoZBKPyWT0W9D0vB+bzDxNruwIi3JXsHUbSna0MBdHCz0uqia1BvfdeAsmtkpgkYkgYqRQgqkNiTRKCGUSupkzyBEDsoFmOCrpKZ\/CCAUk2h5TXMUiyAaYIAyTw3HeYy4YQYLQEgVHoxViomDvFgvh0kWQg\/eA8z1IZ0ppUjWqwTndvWyGAIDrcngaWUVCyAfHwNnU5hFctHagq7S21\/ZCnny+rtUjBccB0McHn2oThfVhWJyKXlacVgfKTophHjsBJo7DhAnj8eijj6Cysgo7d+7Cjh07sWfPXnKTxRL8sKL+lpYWZq8em6wqmWInlgCooaUWihgpbG2Esq3DjnCVnD9vT3HBrFmzMGXKFHAc1yffSoA9fbTncwQCATM69MJqtSI+Ph4ulwujR4\/Gyy+\/jDFjxvTpeljoNzWe7gW27pLqyspKHD58GDExMRgzZoxvl28fRiKoDeHMtBxVzKNk1kolW7kTFsYOj1Uq9uvUanbPEDWN0Gw2MYUOgUiJlS6sbm7EnvI8LPzvW5i84x282ZmDHD3QqbxQqBUmmQPXhmL1gMv\/QnrhSWLIk4LxU4tHV3ENSTpinQqicHlvOyGnC12Fnh4bZ10LwkYPBDhAlmgCGLb6gjgdnHUtEFEqMWUY5GZt4BRcyvkeJIJ0pHF6uDq6+AjH\/5PEkA8wo\/NMKRwVDbCdKvb0BykkkA2JhXxILARhMk\/dJ99\/3adTJYdMEXxDqMQQHEm5u1yQatgRj6PFjqw9bTjd2IZjx46hvLwcDocDcrkcCQnxWL78Xnz00QfIzz+DNWv+Dw8\/\/BCSknq7AWi1\/nvdKP811ggAh8M\/SbjdbmbNiEprR+rpiM\/r1+Ylnu7ipe6WOQKBoE\/1Htb00e7o7OzEr371Kyxbtoxch4YMGYI1a9Zg06ZN+PTTTyGXyzF58mRyfk9f0G8jHqfTidzcXJSXl2PUqFF+F92+TB9VqNk\/MqPRgKIi\/1Y6VE5TKmXvAm02ooGTIQcN9H6snRngidpYuW+LxYyyMnaakdpZendQDpcTnxzahU8O7QIATElOwS2jJ+C6xkZEgp3Wlw+ORlcJbXIpVIVBHBkeUL4clFw6Tg9XczucRE7f06Nj9HHPFobLIY3VewqoZbWeuTyJBrhL6sjhbWKdCgKh0K+82wsOgDNWAwSyAWKkxLrDW\/fx12MlsDnQdX5onSIlAW5rJxTD4uFs6G3Sajf2wZXa5oI4IrilwlFngyzG\/7ntDZ2oLonCqJumoKOjA\/X19aivr0d+fj7kcjlf94iKioJEIsFNN92A66+fjt\/+dhWKioqxY8cO7NixEwcOfAOx2P\/vubycfQ9FRvpfaFm1JMBDcP5+Oy0t7PtLGkBJ7m0i9UqpvZtujuO+k6qNNX3UC4fDgTvuuANutxvvvvsuea4JEyZgwoQJ\/P9PnjwZqamp+Mtf\/oI\/\/\/nPF3V93dEviUcgEODs2bMAPMOIWKzfF9cCoYIYjkYQASVe6DnyoDsoAumLM0N3UI2s1PvpdDom8ZhMJpJ4WMcO5GWjPUyEXx87jjidEfeMux4TlNEwNrsgsns+nzg5Gp35lXRayawB53CSC3fQ8uykaE8dhyI5ZRjEURGedFU3uNs7L0waFQrgSjbDZeuEQqeCq9Z\/r4ckWge31QYnsQhBLIJ8gMnHoNPvtQchhRZFhUOokPN1HxYUI3oTtFingsToMWntKq6BcCDbHaMnHLUdEMUT3dfd4Gy1w1+3T1etDXU1RhiHDQHgSZXFxcUhLi4OTqcTjY2NqK+vR05ODpxOJzQaDXQ6HXQ6HaRSKZKTB2PQoIH46U8fRHt7Ow4ePIQhQ4YgI2Onj+TabrdDr\/df+Ge1RVD1H1ZKj8oguMX0hth2voes50iEzs5OuFwu0g2FhUDTRx0OB26\/\/XYUFRVh165dZLTjD0KhEOPGjbv2Ih4v67e2tvKsf91115G7\/A5r8MTTybEbTamemu71j56wWtnnpCIeVs0o0OsodQvVkEo1wOr1Oia5REWpyd2g1127tL4Gv\/9yLQBALpXhzutmYFxcEkZX1EFGkI4s0eSRElMml8G6SwdhZCrWRwICAW1bIwBcsRqI8qogAuA6\/zqJMcoz9qHYM+yuZ2Oo31OFySA1RQUkHWe81uNdR2xyxAY14Hb7FVNceEOBx9HaT7rSWd\/KCz\/kg2PQaQze\/qZPUmo\/6rfOynY0NMdCnzTI72vEYjEMBgMMBgM4joPVakV9fT2qqqqQm5uL8PBwnoQiIyOhVqsxe\/YszJx5E1wuF\/Ly8pCRsRM7duzEoUOHYTIZ\/RIPKw3X3t4OrVbbyy2eQmtrK1QqJVpbe\/+Wrc5GAOyoxZtq6zkEzlvP6UvEE8z0US\/p5OfnY\/fu3cw0ZaD3OX78OFJSUvr8Wn\/oN8QDeOo5OTk5UCgUMJvNJOkAfUu1Ufp6SmpJ3YzU8ClqbjtlQNjczFa0UddJuR1QTafUTW4ymZjEIxKJ\/O4UO+1d+ODAVzgyohynTuXghuGpuDU5DUM5JSKb7bxrgnRwNOyF1QF2+B65NClIQPByYldzO1ytRLFWIoJTr+w17dVZ1wJnnSfqESqkUKQkwt3eBTDSPcB5E9YIxYXGVwZkw+OAHJpUJTE6uFs76GsXCSEfFB3Q4keeHIOugirIbwlerdQnKXWPWllHqRUtnQOgG5AQ1MsFAgGUSiWUSiUSExPhcDjQ0NCA+vp6nDhxAhzHQavVQq\/XQ6vVQiaTISUlBcOGDcOjjz6ClpZWHDhwANu2fYUdO3b6GPiyvNwAj3DH32+d2niaTCa\/xNPQVgkRBjNf50219Yx4rFYrBAIBucHsiUDTR51OJ2677TZkZWVh8+bNcLlc\/HM0Gg3fWNtz+uhLL72ECRMmICkpCa2trfjzn\/+M48eP469\/ZXvo9QX9hngcDgcKCgowevRoVFVVkWklL\/ri01ZU4d+VGqAJhNWLI5VKUVvrn8zkcjmTXGQyGdPNWiAQkD1DlMsu1XRKRVGUK4NKxRZWUHUjAPx3sysnC7tysgAAAwwW3DtuBgaqjRhSVA0h1VxJyKV5nFd2XYphaoJwGRxhEogrm+lzDbSg\/chZT3QiFEAab4BIGQZnUxs\/EsITnXDMERGeNzwv4w5AFG5TJBz1LQAhbvD4vOnQmRdg7tKw867ebjciY4NXtPVJSh3WTfxT2AqrYCg0cf5NPYOBRCKByWSCyWQCx3FoaWlBfX09SkpKcOrUKURGRvLRkFKphE6nxbx5czF37i1wOp04eTIbGRk7kJGxA3l5Z5nvwwo2qT69yEj\/v4+yukIkUMTT7lvj8cKb6emLDVeg6aPl5eXYtGkTAGB0j+mtu3fv5l\/Xc\/poc3MzfvrTn6K6uhqRkZEYM2YM9u3bh+uuuy7oa6PQb4hHIpFg6tSpADyLVjB1kL7IqSsb\/f\/AKZIwmYxMIjCbzSgp8X9O1rx2zzH2qASz2czsKFYqI8jmUaoTmeoLoqauSiS0mIFFPGFhYX4jvsLaSqza8gmGDx+GkoIi3DX+BlxvHIT4dhGk7RcWVukAE5xVTUGksTSBTTW7LbbMc0VFwOF2QVzHTlcCfiIrN+cZAnceYq0S0gQTuC6H5z1ZEAkhTwocnUgGmuEoqQGcxLVHyCHRqIKLCrtNfNUnBK+WkkQFT1Li8yMO2s62oFM+CmpCidlXeCXAarUagwYNQmdnJx8NFRcXQyQS8SSk1Wohl8sxblwaUlPH4Omnn0RdXR127dqDjIwd2Llzl08GgeVAX1FRDoFA4LfWy7LhKa7Mx4DIOXD7saUCLoxG8DcSITw8vE\/EE6iBPiEhIagm+57TR99++228\/fbbQV9HX9FviAcA\/wcO1qE6WOKRh0vQVOk\/qjGbTUwi0On0TOKh5NKsee2eY\/7nvwMeBQ2LQEwmM9ra\/Bf2WMVUL6jiKUVmDgf7b0DVjSwWC86d6+0E7EV1dTWsnTa8t3cL3jv\/2JyR12FBUipMMiViims8jasM8Ck4yiEBwaXghEY1HG0dEHewxSfBNoaK1BGw5ZSA67RDIJdANsAMgcTji+Zq9kSkArmnZtVJERPOTx\/NLScJk1PKIVTI6JoVeqsBu8IkCI8Mvi9HGB5c14WrwwGJWoaWnGY4NGlQRbF7SS4F5HI5oqOjER0dDbfbjebmZtTX16OgoADZ2dmIioriiSgsLAzR0dFYtuwO3H77bThx4iTOnj2LvLyzyMjYwZRUO50uZsM3a3PsdDmgNoSjscr\/Rqa7qq17OaG7eei1jn5JPCKRiNTJexFsqi3KFA4wAoKoKDYRKJXs+gdVf6IUZlT+ljIqjYpSM48ZjQYm8RiNRjJFV1XFjpRaW9nOvRQiIti7aZVK5fdH\/OXJb\/HlyW+RkjICjsY23D1mGtIURmibHBB22\/GLLRpwNjudgguSKISxWjhrmnkVnl\/IJJDF6gOLG4bGwpZfyU8o5TodF+ThAgGksXqItUpwbg62k+wpuECQhKlVwu10wc1Q3Pmcq4fCzW7og5T6PJkEA0ddJ1qb2wDzRCiJNO3lgFAohEajgUajweDBg33k2ufOnYNMJoNOp4NGo0F5eTkEAuD225dAKBTihReeQ3l5BXbu3IWMjB3Yt2+fj3ejxRLt956lMgnhGhEaGfui7qm27xrxfF\/Rr4jHi2BHI3QE2UBKzeGhIheKXFg9Ad8F1GwfCpT80mg0MIknUKRE1ZuouhEVrZrNJlIkUVNTg9raOjxf4TGNjAyLwD0TbsAM\/QBoIUNEfQuEl4AokKCHq6zer0u3Fx7pdTg9LA6901i9wHFw2zrhqHTAUdsMUVQEpGYtOKcTncU1PrORgulVkkTr4G7rACixgQCQJPkf5OcyBJ9mc9R3QhQXXHTUUm2HbNA0KPqBrX93ubbL5UJjYyPq6uqQnZ0Nt9sNrVaLuro66HQ6KBQKDBiQiPj45Vi+\/F50dnbi4MFDyMjYiYyMHcyNFCUgEsjZv4HuqTZ\/NZ4fAvol8QSbagu2j4eaw0OBSjV1dbEjMmpRptxdRSL2n+Pi5\/ewFwGj0b\/sFPBEJtSOjvKxotIFlE1HeHh4rx9zS4cV7+zahHcApKaOQZwgDHMTRyHZGYawZt+\/q7cRNRBRcAMMQGFve5nu4BtDS4n+IgQXnUgsGrg77HA2NwMAXE1WftidQCqGbJAFkEkAiQi244wc7XlIE4yeeUL+zEX5ixfCbVLDcdb\/9yCODp4YXB3B9ZzVHa6HIvkGyC6RieSlhEgkgkajQWlpKSIiIpCcnIzm5mZUV1cjLy+vl1zb07x6I2644Xr8\/ve\/RUFBIXbu3ImMjJ34+utv+LpoU1MTZDKp37XA6mgA4P+7CCQu+CGgXxFPX4fBBVvj6XA1M49RxXWqT4fqb6GUMJSlR3Mz+5ydnezrpAiSIiUqlUhFJkKhkGw6pfylWAVZwCO88Dcl0ova2jpklZfj8\/MzhkYnDMKdI6dgjEwHpUMAkdsNN9WICsCVoIOokK6JSGJ0cLcFaAwNMp0nTTDCWdfC7FXi7E50ltRAnmhGZ06JZzhcVASstY0Q1rb5kKMsKRr2khrSnshTQ9KQMm6FpQ8RCRc47VPzTT3CRtxIDlO8mnC5XDh+\/DjcbjfGjh0LsVgMtVqNhIQEply7e\/PqkCHJGDw4CT\/72U9htVqxb98B7NixAxkZOyEWi\/2KjKqbyyBFb6sfwLfG0z3L0d7eHqrxXE0ELy4ILtXWaGUvkhSBsOTSAN25fLHjEKqrL24xp2oxFLFSpER51FksZtKanvreKJKMimL71InF4l7f3fHiczhe7CGqm6ZNw0ipDlONCbC0cBB39ngfkRBOcyTExfTwNk9jaAPcNqLGeN5yJ1A6Tz44Gl3FAYhCIfWo887XgxwVDXBUNEAETwQnjdZ5BAYikUcuTTloRyggjooI2Dukiu+D\/1eA32Hl\/npEjpkJsTh4scKVhHfeDYBeXo9Ab7l2a2sr6uvrUVZWhpycHKhUKp6EVCoVoqKiMG\/eLbjlljlwuVw4ffoMduzwpOS+\/fYIv2FudzSCtcVqbbLC5XKFIp7+hksd8VQ0sIu5LALxyKz9L1IaTRRTDeapqfhfeKljLOdcwPPjoBZzigSo0b6UgEMiYUcmlC8cS0rtBUWSVI0rJiYaxcVs+XFpdTV2nN2Ht+CZMXRb2jTMiR+BQXY5ZB0OONVhkJazU4dAcLY1ggg5JNrIXpY7PRGMjFuoCoNYFYauIv\/3oLu1A52tpZ6hcmfLIUswQqiQwVHd2Gv8BD9GIUDEpxiRAG0feni69+X0RPmeBmjGzSJTxFcTTqcTx44dg0AgwJgxY8iNFuDJuERGRiIyMhIDBw5EV1cXGhoaUFdXx\/e5eElIo9FAJpNh9OhRSEkZgZUrH0VzczN27dqNHTt2IvPwCbC2UQ11zdi\/fz9\/PTabDQqFAlar9QdDPP3GnRroW6qtvrYRLqK\/ofs5Cyv8N45FRamZtRO1Ws3UvxuNRub76fXsvgXKqsJsZneSWyxmZkOtSqUiLXio6Ku5mU0ClA8dVTeyWCzMY4Guh4pyA9l8dJehu9xufPbtHiz\/3zuYkv5H\/MaahX0d5WjSycAxXKiDmRgqioqAWBkWnFfa6RLavkenhEguhb2cjsC8NSTO7kRXQZXHWbu+FRJTFBQjEiBNMEJsVEMgFtLu3+fP1Xq2DFGG4FNi3r6cnijb3QTtdbP7PekIhcKgSMcfZDIZLBYLRo0ahenTpyMlJQUSiQQFBQXYu3cvsrKyUFZWBrvdDqlUCr1ej9tuW4y\/\/e2v+ObbPfjdhrtx22OTMXCUGd2FagpZOMaNGweRSASr1Yo1a9ZgxIgROHnyJBobG4NS9AKBp48Cnj6fVatWwWKxQKFQYMaMGcjJyQl47vXr12PYsGGQyWQYNmwYNm7c2KfvLhD65V0TKNVWV1eHb\/Z+G9S5VDoFbOf8d\/UbjWxLGJ1Oy4yGKIM9qm5CNXKxuqABQKPRMmf0ULUY1vx5L6h0YVsbu75B\/TAo2XcgwQKldqNk6IF8tkpbG\/DLg\/sBABaNDveOuwETI2NhbnFB2OUCBhgCCwTMGnBdjqAW98Dn0sLd2QVnffNFn8tR3QRHdRMk0VoIhEKINCqIdZHsYXfDPVNYOy3BqzFdHc5eUmrOzaF0bwsM42eSrhdXEw6HA8eOHYNYLMaoUaMuinR6oqdc22az8XLtgoICSKVSn2hILBZj2LgEJKfGYsljU9BcZ8WJfUU4tqcQHW1dkMvlkEgkiI+PR3JyMsLDw7FmzRp8+eWX0Ol0mDlzJhYtWoS7776beU2Bpo8CwOuvv4633noLa9asweDBg\/G73\/0OM2fORF5eHlMNe\/DgQSxduhQvv\/wyFi1ahI0bN+L222\/HgQMHMH78+O\/8XQL9lHi8EQ\/HcT6ado7jUFRUhIKCAsRYEgAcDngupVYKMOrVajU1F0fNPEYVyGkJNptcqMU8PJy96FK1GLPZzCSeQAagrJQgQIsgqHSZxWImyYV0\/CWiB7PZRBJP9++gsrEef\/jqv55rFUvwk5sXYbIVGKCUQsYY3iWNN8DZ0OYzNroXghUbxBvgrG8ljVEhFECe3Ldz8YQoEvLD7py1LXDUN3vOdd4lwW0KPpXjqLdBFHdhceJcbpzeVos2TSyclZXQ6XSXbBTypYLD4UBWVhYkEsklIx1\/UCgUiI2NRWxsLC\/XbmhoQG5uLux2u4+7tkKhgCFaihtuj8SM20bC7XbD4XDAbreD4zioVCrcfffd+Oqrr7B48WLMmjULW7duxYkTJ0jiCTR9lOM4rF69Gs899xxuvfVWAMCHH34Io9GITz75BD\/72c\/8nnf16tWYOXMmfv3rXwMAfv3rX2Pv3r1YvXo1Pv3000vy\/fVL4vEu3t07e10uF7Kzs9Hc3Izx48ejKj+45kZxOGHJT9QxKFBpQNYwNg+oEQvU69jKIuozsGxAAA8JsognPDycnFhKSclZ44o976lmHmM1lnpBedGpVOw+JrFYzHRu6HI6cKK+DH\/7xkNE04eOwuIh12GEUA1VY6fH0DROB0dVIykQgFQMeXxgsUEwnnFe4UIgKyDZIAvsZXW9z+VyXxAXiEUIG+6xTJENMHnGIZj6IKVuu3But8ONkq9tMF53PcQNDT7O0d45OpGRkVe1+dHhcCAzMxMymQyjRo26YhGZSCSCXq+HXq9HcnIy2tvbUV9fj5qaGuTl5SEsLIwnIbVaDbfbjZycHIjFYqhUKn49KSgoQFpaGlJTU5Gamtrn6+g5fbSoqAjV1dWYNWsW\/xyZTIbp06fjm2++YRLPwYMH8fjjj\/s8Nnv2bKxevbrP18RCvyKe7jUe4ALx2Gw2ZGVlQSwWY+LEiZDJZDjXRktivXCK2AsWtYum+m2onhoqtdXSwj5GkQvlkEst9FT0FRUVxSzWm81mpuWNx8j04lJ01OA8s5mOhqgITChk72qjoy3MNCUAWK0X7o+9Z05g75kTAIB4vQl3T5mJCZ1SmDiOWQwVhMshZQxm646ezgZ+zxUmg9QYFVC44HWYJkUQcgmkFh06si8Ia4RhMigGBO8o4B1x4O5yoeSwE+bxM3j3aK8U2Ztu8hbxdTod7xwdyF3+UsJutyMrKwtyuRwjR468amlAgUCAiIgIRERE8N+Rd9ZQdnY2XC4XJBIJ3G43UlNTERERAbfbjY8\/\/hjnzp0LOI6aBX\/TR72\/0541aaPRyPSZ9L7O32uo331f0a+IxwuhUAiBQACn04n29nYcO3YMJpMJQ4cO5W+oYBVtVjt7F00pvqg0FBUNUPY0tbXsY5RDdlMT+zNQJEjVySiBgFxO99pUVLAbNGkpNXunT6UM5XI5+b1SmwStVkcSD+t6S+qqsbeuEL8\/8DHCZHLcNf4G3GBKQkKHGFLr+YhPpYAozM+I7R4I6GyA8wo3JVvhxp8rGNPTcDkkOlUvLzt3RxciDH2I8kUCuDqcKD8ugOW6qb0OSyQSmM1mmM0e8YvXObqnV5per7+s\/Sl2ux2ZmZkICwtDSkpKv6o9SSQSGI1GGI1GuN1unDhxAi0tLZDL5fj973+P7du3Y9iwYfjyyy+xadMmzJ49+6Leh5o+2jMK7VnC8IeLeU1f0C+JB\/BEPeXl5SgtLcWQIUMQGxvrczzYWTy1rezdI7WYsXpqxGIxYRwaxuzoj4iIYKaSpFIpeS2UySdleUNFEBQpUY2AOp2OSTyBpNQU0VN1s+joaBQUFDCPUw27lChBoVCQ37s3Iu7o6sQ\/923FP88\/PjtlHOYmj0WyWAFNdRPpgBCM2ECkVUEoEsJeEZzCjYIwMgyicIWPa3Z3aPrQwwORAOXZUphS0wI+VSgUIioqClFRUUhKSuo12lqhUPAkpFarLxk59GfS6Q6O45Cbm4v29nZMmDABcrkc8fHxcLlc+OKLLyASiXDPPfdgzpw5WLZsWZ8IiDV91GTyKGWrq6thNpv5x2tra0llrslk6hXdBHpNX9Gv\/kpeRnW73eA4DmVlZUhLS+tFOgDQHmTzaFmt\/wVLIBAwoxqtVuNjEtgd3t2dP+h0OuZ1eG8Cf7BYLKR0m7Wj98z2ubj5PRQpyeVs4qHSJ99FSk1FQxqNmnlMIBCQfUwAOzKIjo4mlYasaPKr7CN4\/9xBzFr7Ou4+m44tEc2o1cvgFvv+nLxKMgoSs8YzWbS2mXyeIiVIApNJmQaqLpEQWktwYgBHqx0NHSaYRgUmHX\/weqWlpqZixowZSEpKgtPpRHZ2Nvbu3YuTJ0+isrIyaOmwP3R1deHo0aMIDw\/\/XpBOY2Mj0tLSeEHGkSNHsGbNGvz5z39Gc3Mz1q9fD7PZHJTc2XveRx55BBs2bMCuXbt6TR9NTEyEyWRCRkYG\/5jdbsfevXsxadIk5nknTpzo8xoA2L59O\/mavqLfRTxdXV04duwYOI7DsGHDmN3sHUH4tIklQpRU+a9VULNvjEYjMzrR6bQ+M967Q6Fg\/6gpU1GNRoPi4mK\/xwwGPZNAoqMtKCz03xyrVCrJYj1lAEqNSqCEFZSUWq2OJNVwLYQ9jUzG\/l41Gk0ARRs7FUmJLwBaZedt9MutLMVvKi8Ymt49\/gbM0A+ERiIHAszbkcYa4GwKoJbD+bHegYxDjWq4HS44CQLr1IZByOhj6g57QydqyjQwna8VfFf0HG3tdQcoLS3F6dOnoVKpeIFCsIPQurq6kJmZCaVSieHDh\/dr0jl79izq6+t9SGfr1q24\/\/77sWbNGixcuBAAMHXqVH4mWTAINH1UIBBg5cqVeOWVV5CUlISkpCS88sorCAsLw7Jly\/jz9Jw++thjj2HatGl47bXXsGDBAqSnp2PHjh1+03gXi35FPDabDd988w20Wm2vsbA9EUyNR20Ih7ueFZ2wZ98olWySoHLVVJMjtaOn0kEREWzFloeU\/ROPyWRiCh1UKhWZnqJIifqbUD9+s9lMNqxSVkKUgEKv9z+y2AtKlECl9\/wZlnaHv0ippcOKv+7ehE81UWhqasbc0RMwb8BoJDvDENHiu7OXDTTDXtEArpOeA+SRQhezn4MgR2MDwIjAk0C7amyorzPBMCQ54HMvBj3dATo7O\/mUXGFhYa9+GH\/3W2dnJzIzMxEZGYnhw4f32zECHMchPz8fNTU1SEtL43\/nO3bswPLly\/HPf\/4TS5YsuejzB5o+CgDPPPMMbDYbVqxYgaamJowfPx7bt2\/36eHpOX100qRJWLt2LZ5\/\/nm88MILGDhwID777LNL1sMD9DPiUSgUGDZsGAwGA44ePUrWIYKZxRMWxf541IJOqa+oxZX6AVALNvW7EYvZ7yeXswkrKopdrDeZjMxUm1QqJWsxFGFRQgeqhylQNEQp5bRa9rAxT82JTTzU\/RUdbcHZs\/4H7wG0vNtstqCxsQlfHDuIL44dBACkxA3AstFTkSrTI1wkBVdcDQExkgESEeSJpoCy6qDcqs+P2W4T0b5rtop2NLXGQzdoAPm8Swm5XI6YmBjExMTA5XKhqakJ9fX1Pv0w3mhILpfzpKNWqzFs2LB+TToFBQWoqqpCWloav2Hdu3cvli1bhr\/+9a+48847v\/N7BIJAIMCqVauwatUq5nN6Th8FgNtuuw233Xbbd7g6Gv2KeAQCAV\/ACmSbE0zEI1SwowyRiL2gU+9LmW5SRp7UPdLRwU612O0X1xdECQQoyWZMTDQzfScQCEihA0XK1DGLxUJGQ1QERi08gSahUgSrVtNpOIrQ\/PUVZZcW4telnpEHI4cMxQ0xyZhmSER0GyC2+RLCBeNQWlbN7OXpDqEAiuQY2HJKIElLYT6to6QNrY4kaBPjyPe8nOg+utrbD1NXV8f3DIWFhaGrqwtqtRpDhw7tt6QDAIWFhaioqEBaWhqvID1w4ABuv\/12vP3227j33nv79fVfbvQr4gF8p5BSBBBMxNNgvbhiNrVzp2TWlMKsoYGSS7NrKtTiSBEW1aNEpZg0Gg2TeEwmE5kSo8QMVKREWRBFRESQ8nWWCAQIXMOhSFQmY39HcrmcFEpQC4pEIsHpc\/k4mXsGq+ExNF00dgpujk\/BYIcC0i4XBBHSgLJqeXIsugpoQ1OIRZAPMMN2xlOTVMb6V7RZC1rRIRqOqBiz3+NXA937YRITE9Ha2so7EjQ3e0w2vSR1pXuGAqGoqIgXRnlJ5\/Dhw1iyZAleffVVPPDAAz9o0gH6IfF4EcivLZiIp8XG3pVSqi5qoaus9L8LFQgEzHqCUCgkd+30qAT264K1iekJitApCxS9Xse81kBSairio5VyZjLlVV\/Pfk+aYNkO4wBtYRQTE0NGUtSQvJiYaJ9R6y63G+uO7MO6I\/sAALfPvgXX2Y0YrdNC3dgFgbv3FxdMLw9kEshidBfGbwOI8uNK3ZrbAnvEaETq9OxzXWXYbDacOHECRqMRQ4YMAcdxaG5u7tUz5E3JXc2ZNsXFxSgpKcHYsWN5AUpmZiZuvfVWrFq1Cg8\/\/PAPnnSAfkw8gVNtgSMeq5O9sLBSJVSfTkREBDMaMhioEdM6Jin508x7oVKpmLWPQMPYqIZUipSoSIkyQA2U1qJmDVFET6UFKTscINAIbjNJPFTNKVAk1dHBrv9otTof4umJM5Ul+G\/2FgCASa3BvdfdiEnqWFha3BB1ueBO1MN2poTKsnocEPRqdBVc+G7cAkAX57sgt5xqgkM7Dsoodp3saqOjowOZmZm8HY1AIIBAIPAx7PT2DNXV1eHs2bO9LGqulOKtpKQERUVFGDt2LF+8P3HiBObPn49f\/epXWLlyZYh0zqPfEU\/3VBvVkR7M2OuSav87ZYVCztyVms1mplxap9MyiUer1TKJR6VSMYlHr9cxiYdynjabTcxGzkD9PVSaqLuFTE8IBOwfMCWlDhRdUKo1qqYWyA6HSlNS6T0ApDsDZYQqEolIJR3VIwX4\/m2qmxvx+vb\/AQAkIjF+\/KP5mNruMTSVt\/qPyITK8zN+ergpdKoVkEgv\/P0ajzdCYJkEZYDv4Wqio6MDR48ehdFoxODBg5mLtrdnKC4uDk6nk58omp2dDbfbDa1Wy9v4UFHwd0FZWRkKCwuRmprK31s5OTmYN28ennjiCTzzzDMh0umG\/il+h2c3+10iHnm4BDUN\/hcPvZ6dVqBUUgYDu3OX42jJLwtUaouykaGaVaOj2Q2pMpmMrLdQdSpqI0AtxlTzLED3y1ApL+o7AOgaDqUy1Ol0ZJ2Pqg9aLBbyOHVPq1QqZvTncDlxuqUG9\/z3L5i86U08VrUHB6JsaNHKL0ynVsohUEj8OiA4jRei1fqjDRDFTUNYPyad9vZ2HD16FCaTiSSdnhCLxTAajRg+fDimTZuG1NRUhIWFoaSkBPv27cORI0dQVFQEq9UalCosGJSXlyM\/Px9jxozh1Zu5ubmYO3cufv7zn+P5558PkU4P9LuIxwsq1eZ0uGDvOdq4B9SGMICxaaV2u5SHGSWzps5JhfrUYk4p0yIi2NdJ9ffodFrmbj6Qdc\/FNpaqVGwCDTRLhxpIR8vJ6bEPVCRlNpvJ9B8VSen1embE7Hktu7YYHW0J2uboQF42DuRlAwDidEbce90NGBlhRkKDFf4olTvvSr3r03KkzbkZsn42zqA7vKRjsVgwaNCgi160u\/cMDRo0iO8Zqqur43uGvHWhqKioixqhUFFRgbNnz2LMmDF8Wjg\/Px9z587Ffffdh9\/+9rch0vGDfkc83j8SJS4IRtEmj2T\/sakFnSKJYMZx+wO1yFGFUGrnTKW9qIZUk4mdorNYzOR4aVbDLUArAcVi9g\/aZKJn6VCyZauVvUibTGaSeKioj6plAXQaLiyM\/d0D9HdI9ToBbMIrra\/BJ7mH8LvCIsilMtx53QzMtCQjsUPCG5pKLeHY+Pdi7N3QhsmL+i\/pWK1WZGZmIjo6GgMHDryki7a\/nqG6ujqcOXMGdrsdWq2Wrw0FM2eoqqoKeXl5GD16NO+wUlRUhLlz52LJkiX4wx\/+0G8dFa42+h3xeEFFPMEo2jgpO0VDpcXIuhIh3W1tpcYhsBdIavdMRR8UmVEpBIqUNBotk3iMRuNF+8JRBErN0gkctbDPS1kUCQQCkjyoxSJQhEbdW4FqXYEkwdQ1a7UeGXynvQsfHPgKH+ArAMCNw1NxS+JIOA80Y3t6LYZMMqGwsBB6vT5oe5orBS\/pxMTEYMCAAZf12rr3DHEcB6vVivr6elRWViI3NxcRERF8NKRSqXpdS3V1Nc6cOYNRo0bx829KS0tx8803Y+7cuXj77bdDpEOg3xIPFfEUnC0O+Hqbu5l5jFq0qXoD1YtDO12zz0nJpak5PFTvD93Iyl4YKVIyGtmqvUBSakohRqU3zGY6aqHOS5Ed5dMHeOS77NfSEVprKzvy8zoasEDdlzqdjkz\/sfzsduZkYWdOFpaNfBEAYIrVoq2tDcXFxZBIJPwAs6ioqKu6ULa1tSEzMxOxsbEYOHDgFX1v74whpVKJxMRE2O123sbHayfjddb2egPm5ORg1KhRvE1WZWUlbrnlFsycORPvvPNOiHQCoN8RT\/dhcD0jHrfbjTNnzqDgrP\/6RXc0tl+cMzNroROJRKTMmpW68djB+I9qKLm0VCol00yUIzO1QFGqNUqj6+1J8IdAUmqqyE9NM6XqZoFGGlCLuF6vJ4mH6sMJtKBQmwwqugPoviyLha47UdJxkUiMxirPZiRuoAmjRo3ySTXl5OTA6XTy6i+dTnfZ1F\/+4CWduLg4DBhw5ex6WJBKpbBYLLBYLHC73XzPUH5+Pmw2GziOQ3R0NP+dV1dX45ZbbsHkyZPx3nvvXbZx29cS+h3xeCESiXx+THa7HcePH4fD4UBi7CAAJ8jXVzYUM4+xFhalUsnscTEY9EwZstFoZNY4jEYjk3gozzSLxcJ0rKZ2vyKRKMD8HsoFgE1K1IJLSakDpaZqatgLtUTCFnNER0eTZEelTCUS9m0vEolQUcEmdSr9o1QqSVVgIINVajPR3dTRH6joLyl2GJxNnk2cxqTkr8WbahoyZAisVitqa2tRVlaG06dPIzIykieh8PDwy5b2am1tRWZmJhISEnrZ+vcHCIVCvmcoKioKJ06cgMVigc1mw\/Tp0yEQCCCTyRAbG4t\/\/OMfIdIJEv02HvTKqTmOQ1tbGw4ePAiJRILx48fD0RVYBllUedbv41FRUcxFyWxmy34pEQA1L4ZqgKSOefPG\/kANZFKr1czamEQiIXfk1E6fiiC+i5SaStFRUmqK7AC6iE+dNzraQkYPVB0mOpqeR0SRYUxM9HeaTUORVoLxgtN0lKE3gXlTTQMHDsT48eMxZcqU82nOJhw+fBhff\/018vLy0NjYSDYY9xUtLS3IzMxEYmJivySd7mhoaEB2djZSUlIwfPhwjB07Flu3bkVcnMfb7tSpU7BYLFi2bBlyc3Ov8tX2f\/Q74umeagM8YeyhQ4dgsVgwevRoiMXigNNHVRoF2tr9Rxl6Pbv3g1IVUb041MJL7dqpdAZVb6F2vxRhRUdbmAuHWCwmnRComhKl9qOuldoEBHpPSnVkNBpJHztqVxoVoIufit6ojQRAp0AD9SRRdTsq4gYAXcSFcQjeiIeCV\/01ZswYzJgxA4MHD4bL5fIZ4lZVVUXW0QKhpaUFWVlZGDBgABISEi76PFcCjY2NOHHiBIYOHcpv+pqamnDfffchKioKOTk5qKqqwtatWzFw4EByPQjBg35HPF54F4dTp04hJSUFSUlJPCkFUrUp9ew\/PLUQUkRA7XQpFRm1Q6SO0aMS2AsnRayUjNxsNpMEcrFSaomEfa0xMfR8GErFRUUlRqOBPC+VDnO5qFqJiLwmapPhGeXOjkoC+YtRbgiBRhLLuAsbKo2Blor3hEgkgsFgwLBhw3waMouLi7F3714cPXoUJSUlJDH2RHNzM7KysjBw4EDEx8f36XquNJqamnD8+HEMGTKEHx\/d2tqKRYsWwWAw4H\/\/+x+kUilEIhEmTJiAl19++ZJEb3\/7298wcuRIqFQqqFQqTJw4EV9++SV\/nOM4rFq1ChaLBQqFAjNmzOg1ubSrqwu\/+MUv+HTp\/PnzUV5e3vOtrgr6JfG4XC6cOnUKADBy5Mhe6ZpAY68lEWwiuFi1CT0Ogb27phZlqqZC\/ZCpRZf6fJTEmNpxGwwG8jPSRX52+ojaBOh0OvL7oQQigTYXVA2MEjRYLGZyl0\/dI7GxMeTfjdqEeNyw2dccqOfE2eYhf6lcjAg13WdEwduQOWjQIEycOBGTJ08+P623Ad988w2++eYb5Ofno6mpibkZa2pqwrFjxzBo0CA+TdVf0dzcjGPHjiE5OZkf6261WnHrrbdCqVRi48aNQfX7XAxiYmLwhz\/8AUePHsXRo0dxww03YMGCBTy5vP7663jrrbfwzjvv4MiRIzCZTJg5c6ZPjXrlypXYuHEj1q5diwMHDsBqtWLu3LkX3Y94KdHviKezsxPffvstbDYbxGKx351goLHXLtGlJwKqF4caMU2lV6hCP9XgSF0L7YRAKZXYZE3tqL+LlJoiSZOJ3sVTtSqAHS7GxESTizxloBrIZ42SSgdKpVFEGhMTQ0bV7e3sexoAmqo9v4eoPkY7gaBQKBAbG4vU1FTMmDEDAwcORFdXF06cOIG9e\/fi1KlTqKmp4QnXSzpJSUmIjY29pNdyqdHS0sJfa3S0JzJvb2\/HbbfdBolEgvT0dDId\/l0xb9483HzzzRg8eDAGDx6M3\/\/+94iIiMChQ4fAcRxWr16N5557DrfeeitGjBiBDz\/8EB0dHfjkk0\/463\/\/\/ffx5ptv4qabbsKYMWPw73\/\/G9nZ2dixY8dlu+5g0e+Ih+M4qNVqXHfddcxenkDOBVYHe9Gm1Dl0g6T\/hU4gEDB3o55ivv9zelyw2eekduV0rxH7s1NRFPW9UPY83p0gC1RqiooQKOmxSqUiPyfVh0PVwABa+q3X0yk8Sg0XaGdMRTSB3LApUrLo4\/iNmsYYuL5zsfB6pI0YMQLTp0\/H6NGjIZPJUFBQgD179uDQoUO8kCAmJuayXcelgLf+NHDgQJ4gbTYb7rjjDrhcLnzxxRdke8Glhsvlwtq1a9He3o6JEyeiqKgI1dXVmDVrFv8cmUyG6dOn45tvvgHgGcXgcDh8nmOxWDBixAj+OVcT\/Y54wsLCMHToUAiFQqZ7QYeVjnjq29iLHWsHLhAImBGISqViRhkmk4mZfrFYzMzdNXXMZDIxFU4qlZIsulMLGN1xzzxEpogodVmgdBkV1QmF7NqQxUIPLKOiTIoAwsLCyO+IglarJQmPSm+o1ZEkkQbqqaFeOyhmOP\/fUZeReLpDIBBArVYjKSkJkyZNwrBhw2C1WqFQKFBQUICDBw\/i3LlzaGlpuWRGnZcKbW1tvOjBmwrs6urCXXfdhba2NmzZsiWgs\/mlQnZ2NiIiIiCTyfDzn\/8cGzduxLBhw\/iNZ89MhNFo5I9VV1dDKpXyVj7+nnM10e+IpztYEU8gVVtZbaHfxynLeo1Gw1xgqbQPVcyndtfejue+npNSThmNRmaqzTO\/h4qU2AsuRR6UgieQ99jFRkORkWrmMU8fE\/u8FAEEioba2tgprUBkSFkqBYoaqbpSeHg4Gamb1BeK9xrjldule9HQ0IDc3FwMGzYMkydPxvTp05GYmAibzYasrCzs27cPOTk5qK2tveq1B28ja0JCAi96sNvtuPfee1FbW4tt27YFVC5eSiQnJ+P48eM4dOgQHnroIdx33304ffo0f7xnloLjuID9VsE850qg3xFP9y+FFfFQs3iEIgFKqvzP4TGbTcybm0rtUOMJKDdrSqlEHaPCeKpwbjCwU0FmMzsyCzRUjuovsdvZfwuFgh1dmM1msh5FRUNUA2igPhyqhvNdxjcEIllKTRTotVTtKJAyMEJ0YYPjr4fncqK+vp6XIXvJVSKRwGQyISUlBdOnT0dKSgrEYjHOnj2LPXv24NixYygvLyfvjcsBr09cXFwcr0pzOBz4yU9+gpKSEmzfvj3gxuRSQyqVYtCgQUhLS8Orr76KUaNG4U9\/+hN\/n\/a8H2tra\/koyJs16Zkd6f6cq4l+RzyAby+P34iHULWpDeFwOP0vsFSUYTSyFx2JhJ3qoHpCqJ0FdexiXQKoWoyOGG1MkRJA1z0ogQS1oBoM9KhlKhpyONjEEqiIT6vDaBk+JcOmUkYqlZI0gw3U7V5RwSYttTpA\/cd24TMF08NzqVBXV4eTJ09i2LBhvAy5J7yuAMnJyZg8eTImTJiAqKgoVFVV4cCBAzh06BAKCgrQ2tp6WVNy7e3tPuakgCe9\/NOf\/hS5ubnIyMgIeF9dCXAch66uLiQmJsJkMiEjI4M\/ZrfbsXfvXkyaNAkAMHbsWEgkEp\/nVFVV4dSpU\/xzrib6rWUOwB4GR\/XxiMLY4ToVnVC9MVRNhYoGqF0bdYw6p9vN\/gFSC1hEBDvC0un0zIVer9eTCy6VhqM+BxXVmc1mkiCam9l\/D4WC\/TkDiRIoQrNYLMjLy2Mep76HmJgYnD59hnk8UBRGRVpU9AcA1voLG4rLKS7oDi\/pjBgxIujdtUAgQHh4OMLDw5GQkOBj1FlSUgKxWMxb+Gg0mktmTeMdrW2xWHhzUpfLhYcffhjHjh3Dnj17rkqE8Oyzz2LOnDmIjY1FW1sb1q5diz179mDbtm0QCARYuXIlXnnlFSQlJSEpKQmvvPIKwsLCsGzZMgCeTd\/999+PJ598ElqtFhqNBk899RRSUlJw0003XfHP0xP9mnhYRqE2K3tBc4nYyi0qkqB2\/NRNThuOshdI6hjL2w2g5eC05Qr7s1OkZDQamMQTSEpNRS1UxOfxxWMTDxWBUe7bFov5ov9egXL7VJ2Fqkl5Xks3h1LEQ9XClOGRaK65QIhXosZTW1uL7OzsPpGOP\/Q06vQamubm5vKzc7xEdLFOATabDZmZmTAajfzAObfbjcceewzffPMNdu\/eHbD+drlQU1ODe+65B1VVVYiMjMTIkSOxbds2zJw5EwDwzDPPwGazYcWKFWhqasL48eOxfft2n1T822+\/DbFYjNtvvx02mw033ngj1qxZ0y\/85Po18fgTF9isdjLslqnYCxpVN6B2nZQ1PyWhpRZP6hi10FDRB0VYXV1UzpxNSlRNKZArNdXDQ418oCLTQOMBqMgjEAFQogRq+qxCoSDHW4hE7O9XJBIFUNLRKSYqghscOwJct9vsckc8NTU1vNMIVW\/sK4RCIbRaLbRaLZKTk\/nZORUVFThz5gxUKhVPQsHOGLLZbDh69Cj0ej0\/WtvtduOpp57Crl27sHv37qva4Pr++++TxwUCAVatWoVVq1YxnyOXy\/GXv\/wFf\/nLXy7x1X139EviEQgE4DgOIpGo144uUA9Paxd7UaLkrqxdp1AoZBIB5WZNLZBU+kqtVjMXbJlMRi5wF9vf09l5sb5mauaxQCm6yko2YQdqLKWIh4oehEL2ghToeqnIIiYmGvn5bAIO9NqSklLmcSoSFwqF5MYnRjcI7eeJ57u6FgSCl3RGjhxJ+hp+V\/ScndPV1eV3nDU1Y6izsxOZmZnQ6XRITk7mSefXv\/41tmzZgt27d\/d709LvO\/qluMALfxFPINeCmmb2vHtWRED1b5hMpouSWVOFfqqwTtnaWCxmZrSn0USRaSQqwqIiwYuddEp9N0KhkHTCpjYIVAQWaEYPFbkGckqgXhtI7UQJMAIVrSnit1gs5N9HLb\/wmS61a0F3VFdXIycn57KTjj\/IZDJER0dj9OjRmDFjBoYMGQKO45CTk4M9e\/bgxIkTqKys5NPQXV1dyMzMRFRUFIYMGcKTzqpVq7Bu3Trs2LEDgwYNuqKf4YeIfk08\/mo8HVY64imtKfD7uFLJbrykZLQ6HVsJR+X9KQWdUskmF6o57WJHJVD9PYFcEqj0HU0QlHjg4lV0gRZiigwpQUegeTeUsoxq8Aw03yeQ7Qo1DDCQhY\/YeWHzc7mk1FVVVTh9+vRVIZ2eEIlE0Ov1GDp0KKZOnYq0tDRERESgtLQU+\/btw+HDh3Hw4EGEh4dj6NChfGbl1Vdfxccff4wdO3YgOTk58BuF8J3Rb1NtgH85dWsTWzwgU4hRWe0\/bWE0GplpMY0mCoX+e07JyIUqalILCtX7QkmQqa57lYr9OmpsdaDiNRUpUaCcB\/R6topOKBRedMpLq41Cgf99BwB6EafSe0ajkYykKBKNjragtJQdhVNNkxEREWTqUK\/X49w59gfubLpAwpdDSl1ZWYnc3FyfEdD9BQKBgHd2HjhwINra2nDs2DEIhUI0NDRg+fLlkMvlCA8Px7p167Br1y4MHz488IlDuCTo1xFPTzl1R0cHTmadYj5fbWSrs6gmUIpAqAWUMpt0OtkLCrXY0N3b7BoFJaulivXULlWn05EquoslCOp6AjWAUuRBjX3wOGyzNy1U9BY4DcdWwwWKAihHg0CD5agaulAoQkPFhb\/dpU61VVRUIDc3F6NHj+53pNMTDocDp06dglqtxpQpUzBjxgzMnTsXpaWl+PDDD+FwOPDaa69h7dq1pCAmhEuHfk083VNtjY2NOHjwIEQCYuga8du6WPtySqJMLWRtbex6C7VDphYxm40alcAmLCo9RaXEqLk2gaTU1OegVEeBG0DZ0RlFWIHIg6rDBDKEpGTjgVJplJKup89WT1Au5QMsg+F0XNgYOdBxyWxpysvLkZeXh9GjR1\/xbv6+wuFwIDMzEwqFAiNGjIBQKDxfY6zHyZMnsXv3bmRkZGDAgAF49dVX8d\/\/\/vdqX\/IPAv2SeLwLk1dcUF5ejszMTCQlJSEynP1jbOu6uM5yStpLFewppRi1KNMu2OwdPfV+1HVS0QeVYqJqUaxudC+oBZUi7LAwdjRkNpvJjQBFdhR5BPJ3o2AwGMiokIqKo6LU5DVTwwcBuhY2MNo3bRRljEB+fr6PLQ11X7BQVlaGs2fPYsyYMd8L0snKyoJMJsPIkSMhFArBcRzef\/99vPzyy9i8eTMmTpyI8ePH43e\/+x1OnDiBBx988JK896uvvopx48ZBqVTCYDBg4cKFvRqQly9fDoFA4PNvwoQJPs\/pz8Pcvgv6JfF4IRQKYbfbkZeXh9TUVMTGxsLawk6JQM6OJKhUCtUJz5IvU\/5mCoWCmYYKDw9jEohcLmeG+oH81Cgyo9IH1OJDTQ+lrPoDjZ6m5NBU38p3sdmhCDYmJpqMlqjPEiiSolJplE0TQP9tNJookrS6j7sGgGEjB\/nY0lRWVmL\/\/v349ttvUVRUBKvVGtCWpqysDOfOnUNqamrAaOxqw+l04tixY5BIJBg1ahRPOh9\/\/DGee+45pKenY8qUKb1ed6kMNPfu3YuHH34Yhw4dQkZGBpxOJ2bNmtWrz+xHP\/oRqqqq+H9bt271Od6fh7l9F\/RLcQHguXFyc3PBcRzGjx+P8PBwuFwuso+nw8VWYFFGi6z0jUqlYi7aJpOJuUs2m80oZKgV1OootLf73\/FbLBbm67RaDTMdFBERQTYhUjtjavGyWi\/OlZoSM3iiC\/b1sL4bgBZ6REZGkn5oVGOpVqsje2nq6thRaKA0HLVZoBpLATrCtVgs5D0tRySAC5GYV1zQ3ZamZw+MTCaDXq+HwWBAZGSkD1mXlpaioKAAY8aMuaIOzRcDl8uFY8eOQSQS+ZDOp59+iqeeegqff\/45ZsyYcVmvYdu2bT7\/\/8EHH8BgMCAzMxPTpk3jH5fJZExVrXeY28cff8zb3Pz73\/9GbGwsduzYgdmzZ1++D3CZ0S8jHpvNxk\/aAzx\/HJfLBbfbjYRhRkQxrD+qGkqY52Qpt3Q6HTMaomoclMya2g1STZdUFEFZd1CRgFarJRddKsVEiQcCqbFYCCQeqK9nvyclrgg0LI2SNIeFseswMpmMJEoqkvJ4w7E3BFTdUSAQkNdMuakDgLPNd0\/pT07dswdm8ODBcDqdOHHiBPbt28dPEC0qKkJBQQFSU1O\/N6QjEAgwevRovr65fv16rFy5Ev\/973+vileZd1PUMz25Z88eGAwGDB48GA8++KCPeKa\/D3P7Lui3xKPRaDBmzBj+\/zmOg1AoxI\/uScO7Xz+Eu343DhMWDIAu+kIdoqjqrN\/z6fV6Zg8HRS6UEo5aXKlxANQPl1qIKCWYRMK2c6FSQR6lF5WCvDjPOGoxpsQDEomEXOSpdCn1\/YhEIjI6oOowXq8wFqh6VWBVGptIo6Pp5lBKbQkAzdUX7nepXAxlFC1yEIlEMBgMGD58OD9BVCqV4syZMzh37hzCw8PR1tZ2UXWhKwWXy4Xjx4+D4zgf0klPT8dDDz2ETz75BDfffPMVvy6O4\/DEE09gypQpGDFiBP\/4nDlz8J\/\/\/Ae7du3Cm2++iSNHjuCGG27gv+P+Psztu6Bfptq0Wi2USiWcTieioqJw8OBBaLVaGAwGyGQyjzXHpAG4bfmPIBQKkX+8Aoe3n0HRvz9HS1vv9ITBwDa6pBoHZTI2EVCLK5Urv9hjgRbzvDz\/pBsRwf58RqOBKU\/WaKLIxZqqKVGLE+UeHRMTjaKiYuZxqjZE9T8F6qWhfsQ6nRZFRUXM45QaLlB0QEWUBoMB5eXsiIciPJM2Bu0tF4hHre+blNo7QdSbhh05ciRsNhvft+P1RtPr9QgPD+8Xg8XcbjdOnDgBl8uF1NRUXpixZcsWPPDAA\/jwww8xf\/78q3JtjzzyCE6ePIkDBw74PL506VL+v0eMGIG0tDTEx8djy5YtuPXWW5nn6y\/D3L4L+iXx1NXVQS6XQygUYuzYsbDZbHzIb7PZEBYWhoiICDgcDshkMiSNjkbS6Gjc\/cwxZGefwuefpyM9fRPOnMkFQEcnlHKI2ulS6ipqZ06lvajo42Kta9rb2ZEJ9b2YTCYm8QSSUlO1CUo8oNVqmcQjFovJaIiSqOt0OpJ4KFkyFYV6IjR2qpKSsYvF4gAybDZBA7RqMiluBNCtVHgx5qCFhYUoLS3F2LFj+c1ZX+tCVwpe0nE4HD6kk5GRgR\/\/+Mf417\/+hdtuu+2KXxcA\/OIXv8CmTZuwb98+xMTEkM81m82Ij49Hfr5nkGX3YW7do57a2tp+MVPnu6Bfptoef\/xxJCUl4dFHH8XOnTshEAjwpz\/9Cbt378bw4cMRExPDq3KOHj2K0tJSPpWWkjICL7zwHI4ePYysrCN48cXnERcXy3wvqv+F2lVShWwqr095lFGvo5RpVNqLWjiphZFyQggkpaYK6pR4gLKACVQbokQS1CIeSJhB\/Z1jY2PIWlcgc1Dq81DjHaRSKUl4psh4n\/9n1URZKCgo6EU6XgRbF6I+26WE2+1GdnY2urq6kJqayqed9+zZg7vuugvvvvsu7rjjjityLd3BcRweeeQRbNiwAbt27QrKdLShoQFlZWX876u\/D3P7LuiXEc9HH32EPXv2YN26dfjpT38Kp9MJkUiEZ599FhqNBnK5HPHx8ejs7ERdXR1qampw9uxZqFQqGAwGGI1GKBQKJCcPxjPPPA0A+M1vnkN6+hf4\/PN0ZGZm8VGC1cqWu1LmmSyZtcf7zP+iIBKJmGmdQHJpegooe\/dLkRL1+ajBeBoN25om0OAySiFGRW5arZZUnlHRA8BexKOjLcw0JUBvPrRaDQoL2Wk4apOh0+lQXMwWw1Ay7JiYGKb6EQAixFo04UKqLdiIh+M4FBQUoKKigvc5o+CtCxkMBnAch5aWFtTV1eHcuXM4deoUNBoNn5K72Jk5FNxuN06dOoWOjg5+kQaAAwcOYOnSpVi9ejXuueeeq5KWevjhh\/HJJ58gPT0dSqWS\/01ERkZCoVDAarVi1apVWLx4McxmM4qLi\/Hss89Cp9Nh0aJF\/HP78zC374J+STxisRg33XQThg0bhqNHj8LhcGDChAn44x\/\/iN\/85jeYM2cOFi5ciJtuugmxsbGIjY2F3W5HbW0tamtrce7cOURERMBoNMJgMCA8PBwDBgzA448\/hscffwzl5eVIT\/8C6embmAuHQCAgZdasnXBUVBRzQTebTcy8vdlsYi6e1IiFQKMSqE5\/KvqgUlfUImIw6JnEI5VKyetpa2OnIcPCqGF1tJdaWxubfAPVYSjyoNpehEIh2egXyEmjqopNpDqdhiQeQacc8CGewBFPd9IZO3ZsQNLp9Z7n60JqtRpJSUlob29HXV0dqqqqkJubyzdSXqq6kNeB2mq1Ii0tjTdqPXToEJYsWYI\/\/OEPuP\/++69aLeRvf\/sbAPSSbX\/wwQdYvnw5RCIRsrOz8dFHH6G5uRlmsxnXX389Pvvss+\/NMLfvgn5JPIDnxrrlllswevRo\/P3vf4dMJoPb7cahQ4ewfv16PPvss3jggQcwe\/ZsLFy4ELNnz0ZMTAxiYmLgcDj4SKigoADh4eF8JBQeHo6YmBg8\/PBDePjhh1BdXYPNmzdj48Z0HDjwNZ8iMJlMzAjEZDIynQJ0Oh2TeHQ6HZN4dDodk3iMRgOTeCwWM7MuEhnJJkiA9j27WCk1ZcETHW0hxQMUeVDO0gYDu28o0HkpZ2mPs0Az8zhV5zMajWQES32HanUkWSejPOkAwFrnu2kIFPFwHIdz586hsrISaWlppEIwWPQcY11XV9erLqTX66FWq\/tcF+I4DqdPn0Zra6sP6WRmZuLWW2\/FSy+9hBUrVlzVAnygZlyFQoGvvvoq4Hn68zC374J+SzwCgQCbNm1CTEwMfwMJhUJMmjQJkyZNwhtvvIGsrCysW7cOL7\/8Mn72s5\/hpptuwoIFC3DzzTfDbDbDYvHUBerq6lBbW4vi4mIoFAo+PaBUKmEyGfHAA\/fjgQfuR0NDIzZv3oL09E38bs0f6HEIbBsR6gdNHaOUd1FRGuZibjabmYVzlUpJpnOo4jWVvhMI2IsIJR5QKBQkEVJpQYrswsLCSBsiijwsFgtJPFR9MNDiTQkaLBYLKWWnotFwRQSaanwjR4p4OI5Dfn4+qqurLxnp9IRUKkV0dDSio6PhcrnQ0NCAuro6nDx5EoBn06XX66HVagPaBHEchzNnzqCpqQlpaWl89H3ixAksWLAAzz77LB577LHvverrWke\/JR4AiI1liwKEQiHS0tKQlpaGV155BdnZ2Vi3bh3eeustrFixAjfeeCPmz5+PuXPnwmQywWw2w+Vyob6+HjU1NTh69CikUikfCalUKmi1Gtx33z2477570Nraiq1bt+Hzz9OxY8dOH6UatUumaiPUj4Ha9VF9OlTzIyUxNpstaG3N83ss0E6fSpdRkQmVXrJYLCggZhpQaUHqu4uOtpDTQanPSQksALr5NtCsHOq1gUZ0U9ecHJ\/iM+4aAKIYxMNxHM6ePYuamhqkpaWR6cxLhe9SF+I4Drm5uWhsbERaWhp\/P506dQrz5s3DE088gaeffjpEOt8D9GviCRZCoRCjRo3CqFGj8Nvf\/hZnzpzBunXr8N577+HRRx\/FtGnTsHDhQsybN48nGu\/Oq7a2FllZWRCLxfwPQq1WQ6VS4Y47bscdd9yO9vZ2fPXVdqSnb8K2bdtJmXVXF3sHTamcqNdRO1wqpKcIi3JQMJlMzMVNLpeT\/TRUZEIptbRaDZN45HIZGQ1R8vVAnmKUOwBlaROoz4ka6BcVRfusBbLSoWpHMdpB6OhBPP4iHo7jkJeXh7q6uitGOj3Rl7pQWFgY8vPzUV9f70M6Z86cwbx58\/DQQw\/hueeeC5HO9wTXBPF0h0AgwLBhw\/Cb3\/wGL7zwAs6dO4d169bho48+wuOPP45JkyZh4cKFmD9\/PkwmEwwGA9xuNxobG1FTU4MTJ05AIBDwBKVWqxEeHo5bb12EW29dhM7OTmRk7IRSGYGvvz7YK+1EuURTkmjqGHVOqveHkrRSKQ26GTOaSRAemxf2Tv5ivd+io2PIaIgiQuq8er2erGVR0ZvZTHulUYKGyEgVSTzU+wYSUkQpTOjAhRSgRCbq5VrgjRy8i3ig0Q1XClRdyOu3NnToUP7ezc\/Px9y5c7F8+XK89NJLIdL5HqFf9vFcKggEAiQlJeHXv\/41Dh8+jPz8fMyfPx\/r1q1DcnIyZs2ahXfeeQcVFRXQarUYPnw4pk2bxttaZGdnY9++fTh9+jTq6+vhdrvBcRy02ig8\/\/yzKC4+h40b12P58nt57zZKYUZJoqlCNHXOhgb2osuauArQURRFSpQnmlarJaM6KmqhSJJ6z0Cmo3Y7+3OazbQ7NBW9BfJKoyTlgVypKTIM5IYtdvrWu3p6tHlrJA0NDf2KdHrCWxcaNWoU33ip1WrxzTffIC4uDgsWLMC8efOwaNEivPrqq1elcTWEi8cP5q8lEAiQkJCAJ598EgcOHEBxcTGWLl2KLVu2YMSIEbj++uuxevVqlJSUQKPRYOjQoZg2bRpGjRoFkUiE06dPY8+ePfjmm28gl8uRkpIChUKBWbNuwl\/\/+hcUFuZj69YvsHTpEr9us5RZp0ajYRbslUolcwH09P6wFzhq8aPUbhcrpaa8yeRyOUmglNCBek+LxUJeb0tLM\/MYJRn2yKGpNBw1XE9Jkgc1LVYkEpHvG0jm3Nnsm3rtPnnUqwbz1kj6K+l0R2FhIaqrq3Hddddh1KhRWLBgAVavXo3GxkZYrVb83\/\/9H+bOnYv33nuPFL2E0L\/wgyGe7hAIBIiJicGjjz6KPXv2oKysDD\/+8Y+xa9cujB49GlOmTMHrr7+O\/Px8qNVqJCcno7m5GV1dXVCpVOjo6MD+\/ftx8uRJ1NTUwOVyQSQSYfr0aXjrrT8iP\/8Mduz4Cg8\/vIIXSBgMbDNSahfLskwHPDt21qIbFsae+wPQERaV2qPqW9SiGBWlJutR1dUXJz3W6wNNLL04Z2mLhR46R9WVApmDBnrtxc5aEQqFaKz0FWF4xyF4Sae5udmnRtKfUVhYiLKyMowdO5ZX29XW1uLll19GamoqP0X0+uuvx9q1awNKmEPoP\/hBEk93CAQCmEwmPPTQQ8jIyEBVVRUeeeQRHD58GOPHj8eECRNw991348c\/\/jGcTifGjRuHyZMn8wXZc+fOYc+ePThx4gSqqqrgdDohFAoxceIEvP76q8jNPYV9+3bhzjuXYuDAAX6vgZr0SYkA9Hr2OATKWVutjiTlvFTqikrfUWMLoqOjmceUSuVFT1el7HA0Gg35Oan6mF7P3igA9HcU2ByUnR6lNigAnf4bGDMEji7flKXGEME3WzY3N2Ps2LHfC9IpLi7mbXu8G5rq6mrcfPPNmDp1Kv7+979DKBRi8ODBePrpp7F7926y7aAvCGZ6KMdxWLVqFSwWCxQKBWbMmIGcnByf51yr00MvBX7wxNMdAoEAOp0O999\/P7Zu3YrKykrExMRg69atsFgs+M1vfoNVq1bh5MmTiIiIwKBBgzBp0iSMHz8eERERKC4u5kcLV1ZW8tHI2LFj8eSTj+PkyWM4ePAAfvWrZzB06BD+faVStvqMkm5TSiSKlEwmttdaoKbTi23ypBa7yEg28QJ0ypBSygWq4VCihPBw9ncrFAovOpUWyFg0EClQ6cpE05Bej0UZI3Dq1Cm+2fL7QDolJSUoKipCamoqTya1tbWYO3cuxo4di\/fff\/+ydu4HMz309ddfx1tvvYV33nkHR44cgclkwsyZM302Ztfq9NBLgWtO1Xap0NXVhZ\/97GcoKCjAqVOnYDAYsHnzZmzYsAEzZ86EwWDAggULsHDhQowdOxYDBw7EwIED0d7ejtraWpSWluL06dPQaDS8TFsqlWLkyBSMHJmCF154Dnl5Z\/H55+k4deoU8zqo1BaVKqJ2f9RCbzZbmFFCYFdqtr0M9TmioqKYdQ3PMDX2Lp9SylGSZo\/bNZsAqOv12AJRYyHYKbpAox+oplSlUkmq4aIUZvT8C3Q4WtDWJsbYsWMvi1\/apUZZWRkKCwuRmprK\/\/0aGhowf\/58DB06FB999FHAJtPvikDTQzmOw+rVq\/Hcc8\/x4ws+\/PBDGI1GfPLJJ\/jZz352TU8PvRQIRTwMSCQSDB8+HAcPHsSgQYOgUqmwbNkyrFu3DjU1NXj99ddRXV2NefPmYfjw4fjlL3\/JCw8SExMxYcIETJ48GRqNBpWVldi3bx+OHj2KsrIyPjJITh6MX\/7yaXz88YfIzj6G3\/3utxg3Ls1HFkotrFSE4XazFzAqiqJJiR0pCYVCciGnUnSUfDvQZFFKKUftigO5XVPjKwLVcCgC1mrZk2sBWgwR6H2d1t6fVxIGnw7\/\/ozy8nKcO3cOY8aM4e+JpqYmLFiwAAkJCfj000\/J3rTLhZ7TQ4uKilBdXe0zGVQmk2H69On8ZNBreXropUCIeBgQiUR46aWX\/C4U4eHhuO222\/Dpp5+ipqYGf\/7zn9HS0oLbb78dycnJeOKJJ7Bv3z5IJBIkJCTguuuuw5QpU2AwGFBdXY0DBw7gyJEjKCkp4QvNXhPTPXt2Ii8vB2+88RomT55EyqWpPhKKsCiJMfXDpkjAbDaRxXgqRUcRAEVKcrn8olN\/1CRUgE5pUXWlQL1MgVJdFHkHqh1FiHrfq\/roKDQ3N\/f79E5FRQXOnj2L0aNH85+zpaUFixYtgtFoxP\/+9z9yw3S54G96qDf1azT6ioK6Twa9lqeHXgqEUm3fEQqFAgsWLMCCBQtgt9uxY8cOrF+\/HnfffTeEQiHmzp2LRYsWYdq0aYiLi0NcXBy6urp4J+38\/HwolUreSTssLAzR0dFYseLnWLHi56ipqcUXX3yBzz\/fhP37D\/gs0tQiRaXEWlvZNRyKBAI1Y7IW3PDwcPJ6qJoSlS4zGg3kqAQqRUeNJw8PDycJjR6VbSaJh0qlabVaMloKlGJqqendQ6UzR+Ls2bPo6urip\/jqdLqrsoizUFlZiby8PIwePZpfqNva2rB48WKoVCps2LDhqkVsrOmhQG8LrGAmg14L00MvBUIRzyWEVCrFzTffjPfffx9VVVX45JNPIJVK8eCDD2LAgAH4+c9\/zuePY2NjMXbsWEybNg0xMTFobGzEN998g4MHD6KwsJDvSTAaDXjggfuxeXM6Cgvz8e67dE7bcgAAM8xJREFU72D27FmIjrYwd\/QymYxcOKndPEUC1IJLmUtaLPTgOLoBlB1FUeIKai4SALjdbOltoOul0oaBVGkU6Qd6X6o516i1wNrsez9IZCKMGZeCyZMnY\/z48VCpVCgtLeXTvqWlpaS0+0qguroaubm5GDVqFJ\/Kam9vx5IlSyCRSJCenn7V+o2800N3797tMz3U2+LQM3Kpra3lo6Du00NZz\/khI0Q8lwkSiQQ33XQT\/v73v6OiogLr169HZGQkHn30USQmJuL+++\/HF198AZfLhejoaKSmpmL69OlISEhAa2srDh8+jG+++Qbnzp1DW1vbeccEj4npRx99gD\/\/eTVeeuk3mDv3ll4\/zOhoC7OnQaWi7VooUqIWXGoXR\/mlaTRRJNlRx6h6iclkIhdq6rN4F0AWqKbdQJ5nVDQUSA5MqfAGRQ\/v9ViU3iNDFggEiIiIwIABAzBhwgQ+7VtXV4evv\/4ahw4dQmFhIX+fXSnU1NQgJycHI0eO5P+WNpsNS5cuhdvtxubNmy+LW3YgBJoempiYCJPJ5DMZ1G63Y+\/evfxk0Gt5euilQCjVdgUgEokwY8YMzJgxA6tXr+ZnCv3qV79CfX09Zs+ejQULFmD27Nkwm80wm81wOp2or69HbW0tvv32W8hkMn6y6tmzZ5GUNAizZ8+CQCDoZWKq0bAnY5rNJmZfTCBSoqIoaudMOQuYTCayVkVFQ1TainLtBmiCpUhUpVKRBEAhUCqNUimKRCKatCR69EySslyp5XI5n\/b1zq6qq6tDUVERZDIZb8ypVqsvW1qotrYWp06dwsiRI\/l6W2dnJ5YtW4b29nZs3779kvXl9BWBpocKBAKsXLkSr7zyCpKSkpCUlIRXXnkFYWFhWLZsGf\/ca3V66KVAiHiuMEQiESZPnozJkyfjj3\/8IzIzM31mCs2cORMLFizAnDlzYDKZYDKZeCftkpISFBcXQyKRwOl0oqWlBZGRkb1MTPft24\/\/\/ncdvvzyy15zXajGUoqUAkmpqUmdFPFQ4oFACzXVWGo0mlBQ4H9Kp1IZQfbhUIatFouFfF\/KHNRsNpGfhxr9EB1tQWlpGfO4UqxFT\/oOZuS1RCKBxWKBxWLxmZXjNcv1jijQaDSXrHemrq4O2dnZSElJ4fvN7HY77r33XtTX1yMjI4O8Ly43Ak0PBYBnnnkGNpsNK1asQFNTE8aPH9+LLK\/V6aGXAiHiuYoQCoUYN24cxo0bh1dffRUnT57EunXr8Mc\/\/hErVqzADTfcgAULFmDu3Ln44IMPkJOTg9dffx0ikQi1tbU4duyYz3yTqKgoyOVyzJo1E7NmzYTD4cDu3XuRnp6OzZu3oL6+ARIJJaVWM4+ZzWamQ3QgKTVVT6HmFwVaqCk7HGqjHhkZSRIEJbCgiBsAamrYaThKKAEAdXVsabheryeJJ0KsQxN8NxnBjLzuju73ktvtRktLC2pra5GbmwuHw+EjTrhYWbPX5mbEiBF8PczhcODHP\/4xysrKsHPnzoCpzsuNYNKNAoEAq1atwqpVq5jPuVanh14KhIinn0AoFGL06NEYPXo0Xn75ZZw+fRrr1q3Du+++iyeeeAICgQCPPPIIRCIRP7Fx6NChaGpqQk1NDT\/N0TvOISoqChKJBLNm3YRZs27Cn\/+8Gvv3H8D+\/Qdw7lyBX0mnTMYmJY0mCqzJBNHRFpSVsa1AqMWYarakUi1qdSSZFqT6cEwmE2nESaXhKFeCiIgIctoplUqTyWRkWjFQgb2jsXfakZVqCwZCoRBRUVGIiorC4MGDYbVaUVtbi5KSEuTk5CAqKopPyQXrhtDQ0ICTJ09i2LBhfIHd6XTipz\/9Kc6ePYvdu3cHlLmHcG0gRDz9EAKBAMOHD8fgwYNRXFyM+vp63H777di5cyfefPNNTJ48mZ8pZDQaodVqeRKqra1FTk4OXC4Xv3vVarXn60zTMWPGdDz33K9x6NBhfP75Jmza9AXKyjw76Yt1pdZqdUziCeQ8QE3TpFISZrOZHA9NpQWphTLQkLbOTrZgITo6upenV3dQdbCYGHrmENWHo5CHo6m6N9EGk2oLBgKBAEqlEkqlEgMHDoTNZkNtbS1qamqQl5fnM7CNZRTb2NiIEydOYMiQIXwjssvlwooVK3D8+HHs2bMnoCIwhGsHIeLpx3juuedw7NgxHDlyBBaLR6lWXFyM9evX47\/\/\/S+eeuopTJgwge8jio6OhkajQXJyMlpaWlBTU4Pc3Fw4nU7odDqepEQiESZNmohJkybi9ddfRWZmJjZuTEdW1jHmtdCu1Gwll9lsJmsiVIqOUqVRNQCZTEY26VEEazDoSeKhiDJQgyflskBNYAVAmp0mx6XAXdM7PXSpiKcnFAoF4uPjER8f32tgm1wu50koMjISAoEAzc3NOH78OJKTk2GxeNwX3G43Hn30URw6dAi7d+8mXTFCuPYQIp5+jGeeeQbPPfccv8gKBAIkJibiqaeewpNPPony8nJs2LABGzZswK9\/\/WuMHTuWJ6GEhASo1WoMHjwYra2tqK2t5RsJ9Xo9n6sXiz0+XmPHjgUAnDyZjfT0TUhP34QzZ3L5a7lYV2qqJhJoAijlxEw1U1osFhQV+Vf1ASCJRafTgghaSHdhyuzVYw7KTqUFauikCDpWPwg2P9nBqD7WeC4G3oFt0dHRPuPkjx07BqFQiMjISDQ0NGDw4MG8Q7nb7caTTz6JPXv2YPfu3fzokBB+OLhqfTzvvvsuEhMTIZfLMXbsWOzfv\/9qXUq\/hU6nY+7sBQIBYmNj8dhjj\/Ezhe677z7s3LkTo0ePxtSpU\/HGG28gPz8fKpUKSUlJmDx5Mq677jqEh4ejsLAQe\/fuxfHjx32ctL0GpkePHkZW1hG8+OLzGDkyhdytU7021IJKzRoCLr6x1DsNlgVKliwQsH8Ser2OtOGhIrTY2BgyXUZFYRqNhlTaaRT+o4XLFfGw4BUnjBgxAtOnT8eAAQNQX18PoVCI\/Px83HPPPfjXv\/6Fp59+Glu3bsWOHTuQkJBwRa8xhP6Bq0I8n332GVauXMmnkqZOnYo5c+agtJRtfxICGwKBAGazGStWrMCOHTtQWVmJFStW4ODBg7juuuswYcIEvPLKKzhz5gwiIiIwcOBAfpyDt5t97969yMrKQkVFBb+oJycPxjPPPI2DBw9g587tfk1MAbq\/h1pQlUr2jtxkMpE1ESrlRdWjDAYDKTzo6KAkzeyZQgAdoQUyB6U+T6DxDmJn7yZLsVQElYZuZr2csFqtOHfuHJKSkjBjxgyMGDECWq0Wb7zxBt577z0kJiZix44dId+yHyiuCvG89dZbuP\/++\/HAAw9g6NChWL16NWJjY3n9fAgXD2\/vxQMPPIAvv\/wS1dXVePLJJ3Hy5ElMmTIFY8eOxUsvvYSTJ08iLCyM72afNGkSNBoNysvLsW\/fPmRmZqKsrIzfxScmJvqYmL7++h8wdmwqxGIx2QBK1SYolVegQnNFBVuVRkUWgWb\/UM2hgcZOU3LnQF5j1OcRCukmzq6W3sc1hsufZmOhra0NWVlZSEhIQHx8PH9P6nQ62O12bN68GfPnz8fHH3+MmJgY7Nu376pdawhXB1eceOx2OzIzM33swgFg1qxZIbvwSwyBQACNRoPly5dj06ZNqKmpwQsvvIBz587hxhtvxKhRo\/D888\/j6NGjkMvlSEhIwPjx4zF58mTodDpUV1dj\/\/79OHLkCEpLS\/k0k8ViwaxZN+G3v30RR48exptvvo4ZM6b7rbtQvTZUaoqKhgwGAxmZUGIGStEmkUjINBzV3xFoVDbVG2Q0GskoTCRi17M84657v\/a7SKm\/C6xWKzIzMxEXF8dbzXAchzfeeAP\/+Mc\/kJGRgZtvvhlPPfUUDhw4gIqKCowfP\/6SXsO+ffswb948WCwWCAQCfP755z7Hly9fDoFA4PNvwoQJPs8JTQ+9vLji4oL6+nq4XC7SUjyEy4PIyEjcdddduOuuu2C1WvHll19i\/fr1mDt3LqKiojB\/\/nwsXLgQ1113Ha9a8jpp19TU4OzZs1CpVOA4Dp2dnRg3bhzCw8ORlDQIDzxwPxoaGrF58xZ8\/nk69uzZi7AwBVmboNwOKMGCyWQka06UlxrVGxQdbUFxcQnzOEUOBoOBrElR6Uij0Ugep2xrEi2DYW\/rTWpXur4DeL6fzMxMxMbGYsAAz5h3juPwpz\/9CX\/+85+RkZGBkSNH+rzmchhmtre3Y9SoUfjxj3+MxYsX+33Oj370I3zwwQf8\/\/esRa5cuRJffPEF1q5dC61WiyeffBJz585FZmZmyHngEuCqqdouxlI8hEuHiIgILFmyBEuWLEFHRwe2b9+O9evX47bbbkNYWBjmzZuHhQsXYtKkSYiNjUVsbCxaW1tx8uRJ2O12uN1uZGdn8+McwsPDeRPT++67By0tLdixYyf+97\/1yMjY0asoH8g92mZjRzRUyisyUkXWWqgoS6fTkcRDkUMgM8u6OnYKj4ruPK9lK\/8SzUMBP4LDqCucauvo6EBmZiYsFosP6bz77rt44403sG3bNl45ebkxZ84czJkzh3yOTCZjiltC00MvP654qk2n00EkEpGW4iFcWYSFhWHhwoX4+OOPUVVVhX\/84x+w2+24++67kZSUhF\/84hf44osvcMstt+CDDz7AlClTMH36dMTFxaG5uRmHDh3CwYMHUVBQAKvVCo7jEBkZicWLb8Xatf9BSUkBPvroAyxevIgnDbPZTJIAFQ1RtSFvnwgL1CJOpeEUCgXpaEBBp9PxYy78gVLKyeVyMpIyKP1LkTWmKxfx2Gw2ZGZmwmQyYdCgQRAIBOA4Du+\/\/z5+97vfYfPmzZc8nfZd4W1YHTx4MB588EGfCDo0PfTy44oTj1QqxdixY33swgEgIyMjZBfeDyCXy3HLLbfg\/\/7v\/1BVVYV\/\/\/vfcDqdWL58ORoaGiCRSLB792643W5YLBaMGTOGH+dgtVp9xjm0traC4zhERERg8eJb8dFHa1BSUoDPPvsEt912K1MqLhKJAkRD7IWaaiwVi8XkIu5ysZtkY2KiyRoPRSyBVGlUj1R0dDTZvKsQ+P+8VyrVZrPZcPToUej1eiQlJfGk89FHH+H5559Heno6Jk+efEWuJVjMmTMH\/\/nPf7Br1y68+eabOHLkCG644QZ+IxSaHnr5cVVSbU888QTuuecepKWlYeLEifjHP\/6B0tJS\/PznP78alxMCAxKJBEOHDsWRI0dwyy234Kc\/\/Sk2bdqEX\/ziF7Barbj55puxcOFC3Hjjjfw4B5fLxY9zOHr0KKRSKW\/dExkZCblcjrlzb8HcubfgpZde5E1Mt2zZykc5gZyYqXHgVGNpTEw0mUqjhrQFMq6kPNpUKpoEWlvZxBPIpdnV7r9p9Uo0j3Z2diIzMxM6nQ7Jyck86Xz66ad4+umnkZ6e3svhuT9g6dKl\/H+PGDECaWlpiI+Px5YtW3DrrbcyXxcqB1w6XBXiWbp0KRoaGvDb3\/4WVVVVGDFiBLZu3Yr4+PircTkhEHj11VcxdepUvPvuuxCJRJg1axb+9Kc\/4eDBg1i\/fj2eeeYZNDQ04Ec\/+hE\/U8hoNMJoNMLlcqGxsRE1NTU+TtpGoxFqtRpSqRSzZ8\/E7Nkz4XK5sH\/\/AaSnb0JBQSGTeIRCIak8o6IhrVZLEg+1m6UaYQONyqYSC4Fea7ez05EA0FLt\/\/jljni8pKPRaDBkyBB+QV6\/fj1WrlyJ\/\/3vf7jxxhsv6zVcKpjNZsTHxyM\/Px+A7\/TQ7lFPbW1tKCtziXDVnAtWrFiB4uJidHV1ITMzE9OmTbvk77Fq1apessnuBUWO47Bq1SpYLBYoFArMmDEDOTk5l\/w6vs94++238fe\/\/91HySMSiTBlyhS8\/fbbKCwsxM6dO5GYmIiXXnoJCQkJWLZsGT777DO0t7dDr9fznezDhg2D2+3GiRMnsG\/fPpw5cwYNDQ1wu928ienbb7+Jzz9fj4yMbXj44RU+I4cBTzRENaVS5EE5PEdG0mam1HtSE18BWihhNpvJ11ITTfVRZrQ1+W+y1RguH\/F0dXUhKysLkZGRGDp0KE866enpeOihh\/DJJ58ELO73JzQ0NKCsrIz3iwtND738uOZHXw8fPhxVVVX8v+zsbP7Y66+\/jrfeegvvvPMOjhw5ApPJhJkzZwbwJfthQSqVkukFoVCI6667Dq+\/\/jry8vJw4MABDB8+HG+88QYSEhKwZMkS\/Pvf\/0ZLSwu0Wi2GDRuGadOmISUlBQBw6tQp7Nu3Dzk5Oaivr4fb7YZQKOQNTHNzT2Hv3l14\/PHHMGBAYkDbfErRRtVKAokSKH83arQ3QJuDSqV00oFyNLBEJfh9XCwVQaW9PK4F3j48pVKJ4cOH8\/fGli1b8MADD+Cjjz7C\/PnzL8t7Bwur1Yrjx4\/j+PHjAICioiIcP34cpaWlsFqteOqpp3Dw4EEUFxdjz549mDdvHnQ6HRYtWgTAd3rozp07cezYMdx9992h6aGXEALuSg5Zv8JYtWoVPv\/8c\/4G7A6O42CxWLBy5Ur88pe\/BODZyRmNRrz22mv42c9+doWv9toCx3HIycnBunXrsHHjRpw5cwYzZszAwoULMXfuXGi1Wr4m0NzcjNraWtTW1sLpdPImpl4n7e7IyTmN9es3ID19E3Jzfd08dTod6TyQkjIC2dmn\/B6bMGECDh06xHxtREQEU0AwdeoU7N9\/wO8xmUwGh8PBJL3U1DGkK3hYmAIdHf6jmkVTfoK2bHWvx3XRKrx\/5HHmOS8WXtIJDw\/HiBEjeHXh9u3bcffdd+Nf\/\/oX7rjjjkv+vn3Fnj17cP311\/d6\/L777sPf\/vY3LFy4EMeOHUNzczPMZjOuv\/56vPzyyz5mpZ2dnXj66afxySef8NND33333ZCh6SXCNU88b7zxBiIjIyGTyTB+\/Hi88sorGDBgAAoLCzFw4EBkZWVhzJgx\/GsWLFgAtVqNDz\/88Cpe+bUFjuNw9uxZrF+\/Hhs2bMCJEycwZcoULFy4EPPmzYPRaORJyOukXVNTA7vdzo9z8MrwuyM3Nw+ffroWGzZsRGFhEUaOTMHJk9mMq6CJaerUydi\/\/2u\/xwwGAxm1XHfdOHz77RG\/x7z3Ggvjxo3DkSP+X2s2m0nnhx\/f9GuUHeld4zENVOKnq6fzoo5Adj3BwOFwIDMzEwqFAikpKTzp7N69G0uXLsW7776Le+65J1R8DyEoXNOptvHjx+Ojjz7CV199hX\/+85+orq7GpEmT0NDQwNcCQg4Klx8CgQDJycl49tlnceTIEeTl5eHmm2\/G2rVrMXjwYPzoRz\/Cu+++i4qKCh8n7XHjxiEsLAwFBQXYs2cPTpw4gaqqKr7eotVqMH36VGzbtgXZ2cfwk5\/8GGlpY\/0ufkqlkoyGqAFvJhPdX0alwwI5ZVOpQaOR9qsTdPmvWcUONPlYHn377bcoLi4mbYYoOBwOZGVlQSaT+ZDO\/v37cccdd+BPf\/pTiHRC6BOu6Xk83QucKSkpmDhxIgYOHIgPP\/yQ92YKOShcWQgEAgwYMABPP\/00nnrqKZSVlfEzhX71q18hLS2NnykUHx8PpVKJQYMGwWq1oqamBsXFxcjJyeFTX0OGDOFdowcMGIAHH7wf5eXlSE\/\/Aunpm3Dw4KHzPUdm5OWxa3dUDYey2QGAigpqRg9bDScQCEhz0EBuCB0N\/s1Q9Ra1j+VRXV0damtrce7cOYSHh\/PKwvDw8ID3utPpxLFjxyCRSDBq1CiedA4ePIglS5bgtddew09+8pPQbyaEPuGajnh6Ijw8HCkpKcjPz+fVbSEHhasHgUCAuLg4rFy5Env37kVpaSnuuece7NixA6NGjcK0adPwxz\/+Efn5+QgPD8fAgQMxceJEREZGwmq1Qi6XIzc3F5mZmSgvL+dNOmNiYvDwww9h+\/YvkZ+fiz\/96S1MnDiR2eMjEAhQXs4mAGpRNZlMzBoMQJuDWixm0rWAyoLLZQo0VvmvOXXv4ZHJZIiJiUFqamqvRt+vv\/4a+fn5aGlp8fteLpeLl8F3J52jR49i8eLFePnll\/HQQw+FSCeEPuOajnh6oqurC2fOnMHUqVORmJgIk8mEjIwMvsZjt9uxd+9evPbaa1f5Sn94EAgEsFgsePjhh7FixQrU19dj48aN2LBhA373u99hyJAhWLBgATo6OvDPf\/4TBw8eRGJiImw2G2pra1FZWYnc3Fyo1Wq+tiGXy2EyGfHAA\/cDAH7721XYvHkL0tM3YffuPTxRWSxmsjeISlEZjQYyNUuZpBoMBvJ9KTeEwXEpcNf6JyZWD49EIvFp9PVOC83KyuJ7rAwGA9RqNTiOw7FjxyAQCDB69Gi+vnb8+HEsWLAAzz33HB599NEQ6YRwUbimxQVPPfUU5s2bh7i4ONTW1uJ3v\/sd9u7di+zsbMTHx+O1117Dq6++ig8++ABJSUl45ZVXsGfPHuTl5QVMr4RwZcBxHJqampCens5HP2PGjMH111+PhQsX+qirOjs7eXVcc3MzVCoVb2Las4enpaUFW7duQ3r6JtTU1OLbb79lXkNMTAzTEn\/KlEk4cIDt3xUeHs50tZ48eTK+\/tq\/oAGgR4PPm3wXbKf8R+YvfnIXUmcMYp63J9xuN5qamvjvzptulkgkSEtL49OFp06dws0334zHH38czz77bIh0QrhoXNMRT3l5Oe68807U19dDr9fzklmvQ8IzzzwDm82GFStWoKmpCePHj8f27dtDpNOPIBAIEBUVhbKyMtTU1CAjI4OvC3mtehYsWICFCxdizJgxiIuLQ1xcHF\/bqKmpQX5+PpRKJb+jDw8PR2RkJO68cynuvHMp2tvbsW3bV0hP34SvvsrwiTSkUinpG8dx7MVXp9OSZqccx+4rUqlUpKFplMIMG\/y\/vq\/No0KhEFqtFlqtFoMHD8bRo0fR2dkJl8uFN954A4cPH8aUKVPwzjvvYMWKFSHS6YGPPvoIjz\/+OCorK30UhIsXL0Z4eDg++uijq3h1\/RPXdMQTwrWB0tJSzJw5E+vXr8eIESP4x61WK7Zu3Yr169dj69at0Gq1\/EyhcePG8ekhu93OF9gbGhp8Cuw9Ryx0dnZix46d2LgxHV9+uQ1arZaUQ48ePQrHj5\/we2zAgEQUFhYxX0v1FQ0ZMgS5ubnM195\/\/SqUZPkfePdx9tMX1UDqdZWw2+1ITfVMl83Ozsa7776Lbdu2obGxEbNnz8bixYsxf\/78gM28PxTYbDaYzWb885\/\/xJIlSwB45o5FR0dj27ZtfnuKfuj4QYkLrgQCTT8MxqYnNP3QF3FxccjJyfEhHcDT1Hn77bfjs88+Q01NDd5++200NjZi8eLFGDp0KJ588kns378fQqEQ0dHRpJN2W1sbOI7jTUzff\/8fKC4+h9Wr38J9990Drda\/SSjlsxbI0YAaWKdW0+agdj\/jrgGPa4FSw7YGYsE7X6mrqwupqamQSCQQCASIiIjArl27cNddd+HUqVOYNm0a3nvvPYwZM4YUP\/yQoFAosGzZMp\/Bcv\/5z38QExPTL01S+wNCxHOJ4Z1++M477\/g9HoxNz8qVK7Fx40asXbsWBw4cgNVqxdy5c+Fy+ZfP\/hBAuU4DHk+zRYsW4d\/\/\/jeqqqrw97\/\/HZ2dnVi2bBmSkpLw6KOPYvfu3QA8jZmjRo3C9OnTMXDgQHR0dODIkSO9VF5SqRQ33ng93n33HRQVncPmzel48MH7edVjoBk9lDecSqUi+4qozysQCNBY6V\/wEKWP6HMazO1249SpU+jo6OBJBwBKSkpwyy23YMGCBXjzzTcxZMgQ\/PKXv8Thw4dx+vTpS55u+z5v2h588EFs376dl8d\/8MEH\/IjtEPyAC+GyAQC3ceNG\/v\/dbjdnMpm4P\/zhD\/xjnZ2dXGRkJPf3v\/+d4ziOa25u5iQSCbd27Vr+ORUVFZxQKOS2bdt2xa79WoHdbue++uor7sEHH+QMBgOn1Wq5++67j9uwYQPX2NjItbe3c+3t7VxraytXVFTEHT58mNu8eTO3bds2Lisri6uoqOCsViv\/vPb2dq6trY3LyNjB\/fKXv+ZiYhI4QOz335gxacxjQ4eOYB4DxFxa2njmscTo4dxNkc\/4\/bfi+j\/5XGugf1arlTt06BCXkZHBNTU18Y+fPXuWS0xM5B588EHO5XJdkb\/V1q1bueeee45bv359r98Ox3HcH\/7wB06pVHLr16\/nsrOzuaVLl3Jms5lrbW3ln\/Pzn\/+ci46O5jIyMrisrCzu+uuv50aNGsU5nc7Lfv2pqancK6+8wmVmZnJCoZArLS297O\/5fUWIeC4jev54CgoKOABcVlaWz\/Pmz5\/P3XvvvRzHcdzOnTs5AFxjY6PPc0aOHMn95je\/uezXfC3D4XBwu3bt4lasWMFZLBYuMjKSW7ZsGffZZ59x9fX1PsRSXFzMffvtt9yWLVu4rVu3ckePHuXKysq4tra2Xov33r37uIceepgzm2N8CCI6Oo5JHhMmTCGJJyFhEPPYTeNuYxLP83f8X59I5\/Dhw1xGRoYPCRcUFHBJSUncfffdd0UWbH\/4Pm7a3n33XS4pKYl7+OGHuVmzZl329\/s+I5Rqu4IIxqYnNP3w8kEsFuP666\/HX\/\/6V5SWluKLL76AXq\/H008\/jcTERCxfvhwbN26EzWaDXq\/H8OHDMW3aNL62lJ2djX379uH06dO8kzYADBw4ADff\/CPs2bMTBw8ewK9+9QxGjkwhazhisYh5TCQSkekhvTKGeSzKENwAOI7jcObMGbS0tGDs2LG8Gqu2tha33HILxo0bh3\/961+9\/PGuFoqKilBdXe0zjlomk2H69On8OOqrPbL6rrvuQkVFBf75z3\/iJz\/5yWV\/v+8zQsRzFXAxNj3BPCeE4CESiTB16lSsXr0aRUVFyMjIQHx8PF588UUkJCTgrrvuwn\/\/+1+0t7dDq9Vi6NChmDZtGt\/Bf\/r0aezduxdZWVnIyspCUlISYmJiMHJkCl544TkcPHgAR44cwm9+8zxGjkzp9f6UY0FsbAzpeBAmYIsWNKbAUmqO45Cbm4vGxkYf0qmvr8e8efMwfPhwrFmzJmBd7Uri+7BpU6lUWLx4MSIiIrBw4cLL\/n7fZ4SI5woiGJue7tMPWc8J4dJCKBRi\/PjxeOONN3D27Fns378fQ4cOxWuvvYaEhATcfvvt+M9\/\/oOWlhao1WoMGTIEU6dOhdlsRmNjI0QiEfLz85GdnY2amhpeBDJkSDJ++cuncfDgAWRnH8PLL7+EtLSxAED29wSSKbs6\/I+7BgJPHuU4Dnl5eaivr8fYsWMhl8sBeLzqFixYgAEDBuCTTz7hBQb9Df1901ZVVYW77rrrkjiCX8sIEc8VRHebHi+8Nj3eyYah6YdXF0KhEKmpqXjllVdw+vRpfPvttxg7diz+8pe\/ICEhAbfeeis+\/PBD\/Oc\/\/8GNN94Ik8mE6dOnIy0tDXK5HOfOneOdtKurq\/nIZcCAAXjiiZXYu3cX8vJy8MgjD2HSpIm860J3eMmABda4a4AmHo7jkJ+fj9raWowdO5ZX3bW0tGDhwoUwm83473\/\/SxqbXi30901bY2Mj1q5di127duHhhx++rO91LaD\/xNLXCKxWK86dO8f\/v3f6oUaj4Q0xX3nlFSQlJfE2PWFhYVi2bBkA3+mHWq0WGo0GTz31VGj64VWAQCBASkoKUlJSsGrVKuTl5WH9+vV48803UVJSgunTp+PgwYP84DqVSsU7adfW1qKwsBA5OTnQaDQwGo3Q6\/WQSCSIiYnBQw\/9HA899HNUV9fgiy++wOefb8L+\/QfgcrngdLJl8zq1AW2NbFNSFvFwHIdz586hqqqKHzcBAG1tbVi8eDHUajXWr1\/fb3fqwXgrdt+03X777QAubNpef\/31y3p9qampaGpqwmuvvYbk5OTL+l7XAkLEc4lx9OhRn07lJ554AoBn+uGaNWuCsul5++23IRaLcfvtt\/PTD9esWdNvCr0\/RAgEAgwZMgSjR49GVVUV3nzzTXR2duLTTz\/Fk08+iUmTJmH+\/PlYsGABLBYLlEolBg4ciPb2dtTW1qK0tBSnT5+GRqPhrXukUilMJiMefPABPPjgA6ivb8CWLVvw9dffICsrizcx7Y6kuBSghH2d3Z2pu6OwsBCVlZVIS0vjSae9vR1LliyBVCrF559\/TvYdXQl8nzdtxcXFl\/X81xpCljkhhBAkmpubkZSUhL\/97W+47bbbAHgiidLSUn6m0MGDBzFu3DjeuicuLo6vL3R0dPBGnK2trYiKimJOCe1uYpqRsYMXIyye\/gBajqv8Xp9YIsS64ud71TMKCwtRWlqKtLQ03iLIZrNhyZIlsNvt+PLLL\/uFPyE1snrNmjXgOA4vvfQS3nvvPX7T9te\/\/tXH0SI0svr7gRDxXIPYt28f3njjDWRmZqKqqgobN270UdksX76812jv8ePH49ChQ\/z\/d3V14amnnsKnn37q8wOOiWFLeX8IaGhogFbrf6oox3GorKzkxzns378fI0eOxMKFC7FgwQIMHDiQJwWvk3ZNTQ1aWloQGRnJk1DPyMNqteKrr7YjPX0TtLYUFH7tf1yCzqLC+0cf93msuLgYxcXFGDt2LE8unZ2duPPOO9HS0oKvvvoKkZG0PU8IIVxqhIjnGsSXX36Jr7\/+GqmpqVi8eLFf4qmpqfHxlpJKpdBoLviRPfTQQ\/jiiy+wZs0aaLVaPPnkk2hsbERmZmYo5RcEOI5DbW0tPv\/8c2zYsAG7d+\/GkCFDeBIaMmQIT0JdXV18JNTU1ASlUsmPc\/CmxbywdzqRtfscDm49gyMZeWhvvSA0GJwajTc2P8D\/f0lJCQoLCzF27FioVJ4oyW634+6770ZVVRV27NgR0E8uhBAuB0LEc41DIBD4JZ7m5uZeXlhetLS0QK\/X4+OPP8bSpUsBAJWVlYiNjcXWrVsxe\/bsK3Dl1w44jkNjYyPS09OxYcMG7NixAwMGDODHOQwfPpxXt3mdtGtqatDY2IiIiAifUdXd4bC7cPJAIb7ZcgbffpWHodfF4dn\/8\/y9SktLUVBQgNTUVD6icTgcuO+++1BUVIRdu3YxI7cQQrjcCBHPNQ4W8Xz++eeQSqVQq9WYPn06fv\/738NgMAAAdu3ahRtvvBGNjY0+O+JRo0Zh4cKFeOmll670x7im0NzcjC+++AIbNmzAV199hejoaJ6ERo8ezZOQw+HwGeegUCj4SCgiwtcM1OVyo6GqFYYYNcrLy\/mBeWq1GoBnBPcDDzyAnJwc7N69m\/9bhxDC1UBI1fYDxJw5c7BkyRLEx8ejqKgIL7zwAm644QZkZmZCJpNd9Q7wax1qtRr33HMP7rnnHrS1tfEzhebMmQOdTod58+Zh0aJFGDduHCwWCywWC5xOJ+rr61FTU4Pi4mLI5XK+JqRSqSASCWGIUaOiogJnz55FamoqTzoulwsrVqzAyZMnsWfPnhDphHDVESKeHyC86TMAGDFiBNLS0hAfH48tW7bg1ltvZb4uZNtz6aFUKrF06VIsXboUHR0d2LZtG9avX49FixYhIiKCV8dNnDgRJpMJJpMJLpcL9fX1qK2tRWZmJiQSCQwGA0QiEUpKSnwiHZfLhUcffRSHDx\/G7t27+UbMEEK4mggRTwgwm82Ij49Hfn4+AN8O8O5RT21tbcg94TIiLCwMt956K2699VZ0dnYiIyMDGzZswB133AGpVMpHQpMnT4bRaITRaITL5UJjYyOKi4vR3NwMiUSCkydPoqOjAzfddBOeeeYZ7NmzB3v27PnBKxJD6D8IWeaEgIaGBpSVlcFsNgMI2fb0B8jlcsybNw8ffPABqqur8eGHH0IgEGD58uUYOHAgVqxYge3bt8PlcmHz5s3429\/+htGjRyMlJQV5eXl44IEHkJCQgE8\/\/ZQfnhZCCP0FIXHBNYjuHeBjxozBW2+9heuvvx4ajQYajQarVq3C4sWLYTabUVxcjGeffRalpaU4c+YM3+vx0EMPYfPmzVizZg3fAd7Q0BCSU19lOJ1O7Nu3D+vWrcPnn3+Ozs5OdHR04PHHH8fTTz8NuVwOt9uN559\/Htu2bUNaWhp27dqFrq4uLFiwAO+++25AL7gQQrjsuEJzf0K4gti9ezcHoNe\/++67j+vo6OBmzZrF6fV6TiKRcHFxcdx9993Xa1qizWbjHnnkEU6j0XAKhYKbO3duaKJiP0N6ejonl8u5efPmcbGxsZxKpeKWLFnCLVq0iDMYDFxOTg7HcRzncrm4AwcOcL\/\/\/e+vyHW9+OKLve49o9HIH3e73dyLL77Imc1mTi6Xc9OnT+dOnTp1Ra4thP6BEPGEEML3ELt37+bCw8O5\/\/3vfxzHecjl4MGD3IoVKziZTMZ9\/fXXV+3aXnzxRW748OFcVVUV\/6+2tpY\/HswI6xCubYSIJ4TLgldeeYVLS0vjIiIiOL1ezy1YsIDLzc31eU4wO9\/Ozk7ukUce4bRaLRcWFsbNmzePKysru5IfpV+ipqaG27Rpk99jLpfrCl+NL1588UVu1KhRfo8FM8I6hGsfIXFBCJcFe\/fuxcMPP4xDhw4hIyMDTqcTs2bNQnt7O\/+c119\/HW+99RbeeecdHDlyBCaTCTNnzkRbWxv\/nJUrV2Ljxo1Yu3YtDhw4AKvVirlz5\/LD1n6oMBgMmDdvnt9j\/mb8XGnk5+fDYrEgMTERd9xxBwoLCwEEN8I6hB8ArjbzhfDDQG1tLQeA27t3L8dxwe18m5ubOYlEwq1du5Z\/TkVFBScUCrlt27Zd2Q8QQtDYunUrt27dOu7kyZNcRkYGN336dM5oNHL19fXc119\/zQHgKioqfF7z4IMPcrNmzbpKVxzClcbV3xqF8INAS0sLAPBGpMHsfDMzM+FwOHyeY7FYMGLEiNDuuB9jzpw5WLx4MT8HZ8uWLQDg44h+MSOsQ7h2ECKeEC47OI7DE088gSlTpvCzU7zWOz1HEne35QlZ91wbCA8PR0pKCvLz84MaYR3CtY8Q8YRw2fHII4\/g5MmT+PTTT3sdu5idb2h3\/P1CV1cXzpw5A7PZ7DPC2gvvCOtQc\/IPByHiCeGy4he\/+AU2bdqE3bt3+1i2BLPz7W7dw3pOCP0PTz31FPbu3YuioiIcPnwYt912G1pbW3HfffdBIBDwI6w3btyIU6dOYfny5T4jrEO49hEinhAuCziOwyOPPIINGzZg165dSExM9DkezM43ZN3z\/UR5eTnuvPNOJCcn49Zbb4VUKsWhQ4cQHx8PAHjmmWewcuVKrFixAmlpaaioqMD27dv7xfjtEK4MQpY5IVwWrFixAp988gnS09ORnJzMPx4ZGcmPdn7ttdfw6quv4oMPPkBSUhJeeeUV7NmzB3l5eSHrnhBCuIYRIp4QLgtYNZgPPvgAy5cvB+CJil566SW89957aGpqwvjx4\/HXv\/6VFyAAQGdnJ55++ml88sknsNlsuPHGG\/Huu+8iNjb2SnyMEEII4TIgRDzXAOrq6pCSkoJHH30Uzz77LADg8OHDmDp1KjZv3uwjRw4hhBBCuNoI1XiuAej1evzf\/\/0fVq1ahaNHj8JqteLuu+\/GihUrfvCk8+qrr2LcuHFQKpUwGAxYuHAh8vLyfJ6zfPlyCAQCn38TJkzweU5XVxd+8YtfQKfTITw8HPPnz0d5efmV\/CghhHDNIBTxXEN4+OGHsWPHDowbNw4nTpzAkSNHfvAW+D\/60Y9wxx13YNy4cXA6nXjuueeQnZ2N06dPIzw8HICHeGpqavDBBx\/wr5NKpXyzK+CpNX3xxRdYs2YNtFotnnzySTQ2NoZqTSGEcBEIEc81BJvNhhEjRqCsrAxHjx7FyJEjr\/Yl9TvU1dXBYDBg7969mDZtGgAP8TQ3N+Pzzz\/3+5qWlhbo9Xp8\/PHH\/NjwyspKxMbGYuvWrZg9e\/aVuvwQQrgmEEq1XUMoLCxEZWUl3G43SkpKrvbl9Ev0tO7xYs+ePTAYDBg8eDAefPBB1NbW8sdC1j0hhHBpIb7aFxDCpYHdbsddd92FpUuXYsiQIbj\/\/vuRnZ0darTshv9v7\/5CmuwCOI5\/08w\/6CQzmFIOIekPYheKMTAUw0AwoqCCKLzwRlfQKolIhOhCxQstCfVCLDBiEeFN5QiCSYMuMhQiuvDCWIQLkhZqM2OdLqLB0Op9fX2f1fx9YDfP83B2dvVj52y\/s1x1D3zvFjty5AgOh4OpqSlaW1uprq7m+fPnpKamqrpHZJUpeBJES0sLHz9+pKenh8zMTEZGRmhoaOD+\/fvxntof40d1j9\/vj7n+Y\/kMoLi4mLKyMhwOBw8ePODw4cM\/HU\/VPSIro6W2BODz+bh69SpDQ0PYbDaSkpIYGhrC7\/fT19cX7+n9EX5W3bOcvLw8HA4Hk5OTgKp7RFabgicBVFVV8eXLFyoqKqLXCgoKCIVCNDU1xXFm8fe76p7lzMzM8ObNG\/Ly8oC1Xd3T29tLYWEhaWlplJaW8uTJk3hPSRKAgkcS2qlTp7h16xa3b98mKyuLYDBIMBgkHA4DMDc3R3NzM0+fPuX169f4fD4OHDhAbm4uhw4dAr7X\/DQ0NHD+\/HkeP37M+Pg4J06ciJ43k6ju3LmD2+2mpaWF8fFx9u7dS21tLYFAIN5Tk7+dxQfPiVgKWPZ148YNY4wxnz59Mvv37zebN282KSkppqCgwNTX15tAIBAzTjgcNqdPnzY5OTkmPT3d1NXVLXkm0ZSXl5vGxsaYazt27DAXL16M04wkUeh\/PCKyxOLiIhkZGdy9ezf6zQ\/gzJkzTExMMDo6GsfZyd9OS20issT79++JRCK\/PCFWZKUUPCIW6evro6SkBJvNhs1mw+l0MjIyEr1vjOHy5cvk5+eTnp5OVVUVL1++jBnD6s64lZwQK\/I7Ch4Ri2zZsoWOjg7GxsYYGxujurqagwcPRsOls7OTrq4url+\/zrNnz7Db7dTU1DA7Oxsdw+12Mzw8jMfjwe\/3Mzc3R11dHZFIZFXnmpubS3Jy8i9PiBVZsfhuMYmsbRs3bjQDAwPm69evxm63m46Ojui9hYUFk52dbfr7+40xxoRCIZOSkmI8Hk\/0mbdv35qkpCTj9XpXfW7l5eWmqakp5trOnTv14wL5z\/SNRyQOIpEIHo+H+fl5nE4nU1NTBIPBmD641NRUKisro31wVnfGnTt3joGBAQYHB3n16hVnz54lEAjQ2Ni46u8la4sqc0Qs9OLFC5xOJwsLC2RmZjI8PMyuXbuiwbHcZv6PwlerO+OOHTvGzMwMV65cYXp6muLiYh4+fIjD4Vj195K1RcEjYqHt27czMTFBKBTi3r171NfXx\/w0eSWb+f\/kmZVyuVy4XK7\/ZWxZu7TUJmKhDRs2sG3bNsrKymhvb2f37t1cu3YNu90O8MvNfHXGSaJQ8IjEkTGGz58\/U1hYiN1uj+mDW1xcZHR0NNoHt5Y74ySxaKlNxCKXLl2itraWrVu3Mjs7i8fjwefz4fV6WbduHW63m7a2NoqKiigqKqKtrY2MjAyOHz8OxHbGbdq0iZycHJqbmxO+M04Sj4JHxCLv3r3j5MmTTE9Pk52dTUlJCV6vl5qaGgAuXLhAOBzG5XLx4cMH9uzZw6NHj8jKyoqO0d3dzfr16zl69CjhcJh9+\/Zx8+ZNkpOT4\/WxRP41dbWJiIiltMcjIiKWUvCIiIilFDwiImIpBY+IiFhKwSMiIpZS8IiIiKUUPCIiYikFj4iIWErBIyIillLwiIiIpRQ8IiJiqW\/9VsG5oCgnEAAAAABJRU5ErkJggg==", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "3012cdca2fe2499d8a50dee485f62217": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "32b1f33a1556467aaba78f0af3df1e4d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "3500924f544141ef8070a2456337d727": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_e4081c6091bb48838c726ff8e86ca60b", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "372d2a496a5f46259db10a571b9ffb16": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "3b2d03cd328c49529d82b802d05a9a90": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "3ca3ead3f99b45b2bf5a79d0f022dcfa": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "3dfd829e56824d288459d82647e0ac61": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "3f7daa758bd548edbe29ba88cd0b8388": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_99f37541ac7b4dbfac2f489c1a5b0353", "IPY_MODEL_53fc46cd75c548ca80cf284ac572e639"], "layout": "IPY_MODEL_d46db30322c046b3a3b40e07893e8e0f"}}, "409e5ad2c8d1498aa37ebe59663d605c": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "40b159f172e843e0be00be922ba726d0": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "40ddbc947f924670b1c89507cec96d03": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "40f923003f624e14ba2a6eeff1edb42c": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "41ceba8688ab4ce8b71fd02a6e2ab2c4": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_87d61c25a76c41e1a826e0e1bcdaf617", "max": 599, "style": "IPY_MODEL_e84b526ca1ae4e019432105a43b87ec1", "value": 19}}, "420a354128d1426c915435db89be0486": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_b361054bfbfd4aa193975eb438f70d68", "value"], "target": ["IPY_MODEL_abc536027e9f46dca983b3512682b4b6", "value"]}}, "4252ab6bb32e4e3aadefa67e72c98374": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "43adcc6e3cae436381914fa8b1f71de2": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_ffd206a2fd774da69a72e07e90044435", "IPY_MODEL_af86ac9bb8014c268c8513ac6ee499e7"], "layout": "IPY_MODEL_7aac04d137c84a4d95a975fc42549096"}}, "47b1a57cdbeb4a11abc8e9166acedb90": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_17a0e3715b704af5b5bb4230d0ea690b", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "4dcc29bcdeb94273acb042225680f938": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_14edd910ef6d411ebd1f6a033170c065", "max": 149, "style": "IPY_MODEL_a7c8a0264f214268bfafc38c4c68055d", "value": 149}}, "4ed234d89eda4e43ac8997df827fca2b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "4f582ece1f6c4bffb37cc399e7ef4d24": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_ebe4490fa75a4192ba04152508adf1b4", "value"], "target": ["IPY_MODEL_b7b5d8c7976e490db14a6f301a8d5fca", "value"]}}, "50615551594a42e7a11ed3bdcdb1d54d": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "51133886767c414982d9467cbffad013": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_a6e490f9a95046848e772f941811ea6e", "IPY_MODEL_8d43b8903d1c4542ac1d493441e99717"], "layout": "IPY_MODEL_66863e16ccde42d696e20af577f2f832"}}, "5167c4cc034847b4b27e66350ad543ed": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_68fb9a92340e434d85fbcc8de67c1970", "value"], "target": ["IPY_MODEL_b0c6e5b072744bb8aad4aa1c343ebe1e", "value"]}}, "517f04b914134b6ba5c09a4caa017bdc": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "51e8446de9bf4b1492c6377090f082a9": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_40f923003f624e14ba2a6eeff1edb42c", "max": 199, "style": "IPY_MODEL_961bbf4dea01495c90b3a8be804ceea6", "value": 199}}, "524aceb8e5864ec0b0558674c565b80e": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_41ceba8688ab4ce8b71fd02a6e2ab2c4", "IPY_MODEL_894a4ad9cfb04c80bd06a8491a9b3c14"], "layout": "IPY_MODEL_e043ddd08fa044f0805e72d08d64fb52"}}, "53fc46cd75c548ca80cf284ac572e639": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_fe5db7fffd844d8983fe53f0eaa44849", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "55226787171c4752aa32a82a887b8b98": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "5576cb6864c246b5b1be231eb6fff645": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "57644913df96434395a7d95953ca96ed": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_a37fd745c2154e37a420c30c21efe3c9", "max": 1999, "style": "IPY_MODEL_ab8b9c40294846d9820000b7038b3311", "value": 792}}, "5a437050674241259e1208543a3a72f0": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "5b00930d74a04c2d8edce165ad2f10fb": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "5d52cc6b2314438da6e9896470a62a61": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "5e9038896edd4da0abab5fadd1a41130": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_c249b3bb2eff444bbbec6fd556309218", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "5ff479af5a804d60b2dabf6348fe9989": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_41ceba8688ab4ce8b71fd02a6e2ab2c4", "value"], "target": ["IPY_MODEL_a0998547957e4b50bb0570d6e89b4c2e", "value"]}}, "6353f692403c49e1ac433f1fbcbf728e": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "6373a42bb1db4fb4aa1cf6ffaac1075e": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "66636bdd455c4d54a22c62b30195f3fb": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "66863e16ccde42d696e20af577f2f832": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "68c14ca25ed0479898eac1351d769142": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "68fb9a92340e434d85fbcc8de67c1970": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_814fc2ce5f98478d93e7d2977c35599d", "max": 599, "style": "IPY_MODEL_db46a3c449cf4e6d85de539fd7e30166"}}, "69d0279f5aa04a24b8ef28051f31a77d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_b361054bfbfd4aa193975eb438f70d68", "IPY_MODEL_121945e57f994c77aaeca0c873e63745"], "layout": "IPY_MODEL_0335767ddbd747b4893969d3e2d93893"}}, "6f20477e70534303aec0ee8da489b89f": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "72d3e88fdf024cba8257fa4e8a109544": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "754124660050415e84f351699e0454bd": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_e9f56784337d42cbbf92f7219b1e0c47", "max": 199, "style": "IPY_MODEL_b9b135e17db64c5c95f90edcb6aeed01", "value": 100}}, "75be4fb6e3894ef2ac842e505a05bca9": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_5b00930d74a04c2d8edce165ad2f10fb", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "7a2ac2d705c34d2599661107d0b6a5a5": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_3b2d03cd328c49529d82b802d05a9a90", "max": 199, "style": "IPY_MODEL_0f94c44a6e2d4808a7c66c3b1c79bf1f", "value": 199}}, "7aac04d137c84a4d95a975fc42549096": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "7b2a2ede6a7b4fd5bd79db693da37fd2": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_e1d833787d964958adf9bf27c7c8465d"], "layout": "IPY_MODEL_8dd363de61704f07a67c5ec15fad0230"}}, "7cc9130632e24968ac7630fa1302ec66": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "7ff77fdec3124342917adff7a7e22968": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_a6e490f9a95046848e772f941811ea6e", "value"], "target": ["IPY_MODEL_7a2ac2d705c34d2599661107d0b6a5a5", "value"]}}, "814fc2ce5f98478d93e7d2977c35599d": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "8330e0092c10467f85f9264bfaf88a6f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_d1b23fb8d92a428ebfbc64e7b3117db4", "max": 149, "style": "IPY_MODEL_a813b3e4592a4ba6a5ac586705a144b1", "value": 149}}, "84db1e5aacf844f2b99f65c3e1097e2a": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_409e5ad2c8d1498aa37ebe59663d605c", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "85007844bdc54cdf992dc43ba5b83a41": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "851af3a043f1495ea899768d977eda65": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "86d909bc42c141caa23af6d60020a0db": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_246b67cae6d04400856fb146b0a764d3", "max": 199, "style": "IPY_MODEL_2df005db5f0d49dda9dd0c4e6e958c48"}}, "87d61c25a76c41e1a826e0e1bcdaf617": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "88035a6b469f4a4891e35659867ff0c6": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_a687e87123924c42ad280c3d1993286b", "max": 1999, "style": "IPY_MODEL_b08f9008f0f040808e2c22dbf9b7d636", "value": 792}}, "8851479464964c8a8ed0ae1f204a6c9a": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_93f14a52f3064949b531de7e08a42ee6"], "layout": "IPY_MODEL_0221bef15fef48a190eccd595775ec95"}}, "894a4ad9cfb04c80bd06a8491a9b3c14": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_c1912c587d5a48f6a85f569f08c3365e", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "8d43b8903d1c4542ac1d493441e99717": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_7cc9130632e24968ac7630fa1302ec66", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "8dd363de61704f07a67c5ec15fad0230": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "93f14a52f3064949b531de7e08a42ee6": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_50615551594a42e7a11ed3bdcdb1d54d", "max": 1999, "style": "IPY_MODEL_1ca2a7bb9b014ae1b78b7354b28675e1", "value": 132}}, "95d2ea1d34c947c9a61397dc75af7d2d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "95f53f8f40c649b39f598db4f0e8da4f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_1cb2605db91a4ce1bac51f5960e5afc9"], "layout": "IPY_MODEL_203d095fdbec4a809af8ff2adf77a8fb"}}, "960f46250b0944599227534c8b8fe510": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_b0c6e5b072744bb8aad4aa1c343ebe1e"], "layout": "IPY_MODEL_b4929e71adfe4fd7a3084599938b8a62"}}, "961bbf4dea01495c90b3a8be804ceea6": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "99f37541ac7b4dbfac2f489c1a5b0353": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_29adfb5bcde241fc8e8984961ab42ea5", "max": 1999, "playing": true, "style": "IPY_MODEL_68c14ca25ed0479898eac1351d769142", "value": 132}}, "9a7563fbc02148c9bdac79a88a31221b": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "9ab997a6587c4746904cd3476fe428de": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_efb79abbdfb2428e84cb236aa84bc460", "max": 199, "style": "IPY_MODEL_bc360c0bab0f4addb40d8aecfb729f92", "value": 1}}, "9c44cf9efe144da9b5dfcbe527ac3102": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "9c5112e1cfd44ed2a63e5978fc06fccc": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "9e0470afffb74df5adab27914911762d": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "9e913bb98541408496f49af403c639af": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "9f27a61d3d764ea5ac7b2042ff4e679c": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_754124660050415e84f351699e0454bd", "value"], "target": ["IPY_MODEL_0fcdff9aa34e4e13927e34ae27360da7", "value"]}}, "a0998547957e4b50bb0570d6e89b4c2e": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_cd847b071b4e47ea8ae6cd18c02e2b45", "max": 599, "style": "IPY_MODEL_fb3e5d085e2d43b7a3490b9ff0cd3738", "value": 19}}, "a1cb4b44b1f54cde815f8e713ca3e68d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_13187a1f6c2a44f9a3ccd12f5eff4464", "max": 199, "style": "IPY_MODEL_9a7563fbc02148c9bdac79a88a31221b", "value": 1}}, "a20388231297411295366afa518f917b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "a37fd745c2154e37a420c30c21efe3c9": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "a687e87123924c42ad280c3d1993286b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "a6e490f9a95046848e772f941811ea6e": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_55226787171c4752aa32a82a887b8b98", "max": 199, "style": "IPY_MODEL_0197503ee5c44b87a3d0c980bc2571da", "value": 199}}, "a7c8a0264f214268bfafc38c4c68055d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "a8120820b9c8411dba949b22cd333241": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "a813b3e4592a4ba6a5ac586705a144b1": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "a926a010639c46938c18e60b9cb1cfc8": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_e0fa11145e0d4e40ad744eba44c54f34"], "layout": "IPY_MODEL_e17d149775dd4f96bcd56c6c7455e2b0"}}, "aa3568c9e4d040d4a33c7bcc314f221a": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_1691534cae544c41ac19238706d81934", "IPY_MODEL_2f094b8f56ff4ac3b16dacdf8948dda6"], "layout": "IPY_MODEL_fc190c980cf64f58821e1fed76b8dc9b"}}, "ab8b9c40294846d9820000b7038b3311": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "abc536027e9f46dca983b3512682b4b6": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_851af3a043f1495ea899768d977eda65", "max": 149, "style": "IPY_MODEL_cfe6894555d9429bafafa321a999ad79", "value": 94}}, "af438b7498634a0896c9e60d78805898": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_9ab997a6587c4746904cd3476fe428de"], "layout": "IPY_MODEL_d405cdb662334ea1920afee0c3ff1475"}}, "af86ac9bb8014c268c8513ac6ee499e7": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_4ed234d89eda4e43ac8997df827fca2b", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "afd4d4ef3418418c84e31eca235aa44d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_a1cb4b44b1f54cde815f8e713ca3e68d", "IPY_MODEL_3500924f544141ef8070a2456337d727"], "layout": "IPY_MODEL_146343a7a95746e6bd0c8bac2c97a33d"}}, "b08f9008f0f040808e2c22dbf9b7d636": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "b0c6e5b072744bb8aad4aa1c343ebe1e": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_6f20477e70534303aec0ee8da489b89f", "max": 599, "style": "IPY_MODEL_e46635f4f9934df89aca0c64f1f991c0"}}, "b2d5441b46204c32aa0b7776daef31c7": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_86d909bc42c141caa23af6d60020a0db"], "layout": "IPY_MODEL_e092e093af954b0485ddd6ac2a722e83"}}, "b361054bfbfd4aa193975eb438f70d68": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_a8120820b9c8411dba949b22cd333241", "max": 149, "style": "IPY_MODEL_4252ab6bb32e4e3aadefa67e72c98374", "value": 94}}, "b4929e71adfe4fd7a3084599938b8a62": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "b49c03f7736a47e5987fbc229507c0fe": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "b6777499fb2c4600a2f7e42865bb8a24": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "b7b5d8c7976e490db14a6f301a8d5fca": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_6353f692403c49e1ac433f1fbcbf728e", "max": 149, "style": "IPY_MODEL_f7f5ff74aa334e5d93bf738f8697b5b5"}}, "b8830934433247b6b9746042c69a6d37": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_8330e0092c10467f85f9264bfaf88a6f", "value"], "target": ["IPY_MODEL_4dcc29bcdeb94273acb042225680f938", "value"]}}, "b9abd987449641d5aaa3a6363b08ec5c": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_ffd206a2fd774da69a72e07e90044435", "value"], "target": ["IPY_MODEL_86d909bc42c141caa23af6d60020a0db", "value"]}}, "b9b135e17db64c5c95f90edcb6aeed01": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "bb659ed2914a4508a2242c7023f25aac": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_51e8446de9bf4b1492c6377090f082a9", "value"], "target": ["IPY_MODEL_1cb2605db91a4ce1bac51f5960e5afc9", "value"]}}, "bc360c0bab0f4addb40d8aecfb729f92": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "be405b01c12847da8c4d79ceb2eaed2f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_57644913df96434395a7d95953ca96ed", "value"], "target": ["IPY_MODEL_88035a6b469f4a4891e35659867ff0c6", "value"]}}, "c1912c587d5a48f6a85f569f08c3365e": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "c249b3bb2eff444bbbec6fd556309218": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "ca88519f972d46d6b6be2b7c6c2fa0d4": {"model_module": "@jupyter-widgets\/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": {"layout": "IPY_MODEL_5a437050674241259e1208543a3a72f0", "outputs": [{"data": {"image\/png": "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", "text\/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}]}}, "cd847b071b4e47ea8ae6cd18c02e2b45": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "cd9c5d4ded2646918e55e9f584926817": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_8330e0092c10467f85f9264bfaf88a6f", "IPY_MODEL_84db1e5aacf844f2b99f65c3e1097e2a"], "layout": "IPY_MODEL_3dfd829e56824d288459d82647e0ac61"}}, "cfe6894555d9429bafafa321a999ad79": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "d095a4e7d8d4445e86d3db1fdff6244f": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_9c44cf9efe144da9b5dfcbe527ac3102", "max": 199, "style": "IPY_MODEL_0962612e4e404b54ac1fac8d640cd6c0", "value": 75}}, "d1b23fb8d92a428ebfbc64e7b3117db4": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "d405cdb662334ea1920afee0c3ff1475": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "d46db30322c046b3a3b40e07893e8e0f": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "d6771ef21c534c6eb6d533999eb19a55": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_ebe4490fa75a4192ba04152508adf1b4", "IPY_MODEL_1af575622d2045659ef592a3a3d82a91"], "layout": "IPY_MODEL_40b159f172e843e0be00be922ba726d0"}}, "d6f350aa761a4296923db4d01c4bd139": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_99f37541ac7b4dbfac2f489c1a5b0353", "value"], "target": ["IPY_MODEL_93f14a52f3064949b531de7e08a42ee6", "value"]}}, "daa0b5546c1d408a865e572be327f49c": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_1691534cae544c41ac19238706d81934", "value"], "target": ["IPY_MODEL_e1d833787d964958adf9bf27c7c8465d", "value"]}}, "db46a3c449cf4e6d85de539fd7e30166": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "db9041c22a5d4c00b62ba6ef68b628f2": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "de278670da40468392c76821e50a39de": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_51e8446de9bf4b1492c6377090f082a9", "IPY_MODEL_ca88519f972d46d6b6be2b7c6c2fa0d4"], "layout": "IPY_MODEL_5d52cc6b2314438da6e9896470a62a61"}}, "e043ddd08fa044f0805e72d08d64fb52": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "e092e093af954b0485ddd6ac2a722e83": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "e0a901d1b6bf4aaf9d6a7959832d535a": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "e0fa11145e0d4e40ad744eba44c54f34": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_fb1d23bcc05342c0b382ab4170ce6aaa", "max": 199, "style": "IPY_MODEL_95d2ea1d34c947c9a61397dc75af7d2d", "value": 75}}, "e149cc3bb9774b248e8b07cdf7ae6dfa": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_abc536027e9f46dca983b3512682b4b6"], "layout": "IPY_MODEL_40ddbc947f924670b1c89507cec96d03"}}, "e17d149775dd4f96bcd56c6c7455e2b0": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "e1d833787d964958adf9bf27c7c8465d": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "IntSliderModel", "state": {"behavior": "drag-tap", "layout": "IPY_MODEL_db9041c22a5d4c00b62ba6ef68b628f2", "max": 149, "style": "IPY_MODEL_72d3e88fdf024cba8257fa4e8a109544"}}, "e201f43e69ea4c10af62d9a3b611e43b": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_7a2ac2d705c34d2599661107d0b6a5a5"], "layout": "IPY_MODEL_e0a901d1b6bf4aaf9d6a7959832d535a"}}, "e2037de5a9b542a394546c32006e26cf": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "VBoxModel", "state": {"_dom_classes": ["widget-interact"], "children": ["IPY_MODEL_754124660050415e84f351699e0454bd", "IPY_MODEL_75be4fb6e3894ef2ac842e505a05bca9"], "layout": "IPY_MODEL_29a880f5e6de435795b50f46a66a942e"}}, "e2a00839a46e4bb39cd41f9aa4edaaea": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "e4081c6091bb48838c726ff8e86ca60b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "e46635f4f9934df89aca0c64f1f991c0": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "e84b526ca1ae4e019432105a43b87ec1": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": {"description_width": ""}}, "e9f56784337d42cbbf92f7219b1e0c47": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "ea5d62a115f443e4bf326bbe2a8d0260": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "ebba55e865d6472fad5ee32c335e445b": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_0fcdff9aa34e4e13927e34ae27360da7"], "layout": "IPY_MODEL_12a14e08898b4abf991365cd41d07a93"}}, "ebe4490fa75a4192ba04152508adf1b4": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_372d2a496a5f46259db10a571b9ffb16", "max": 149, "style": "IPY_MODEL_106c527c21f1485f80938702414243e8"}}, "efb79abbdfb2428e84cb236aa84bc460": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "f2f9b1c03492463397087bed2642a8b2": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "LinkModel", "state": {"source": ["IPY_MODEL_a1cb4b44b1f54cde815f8e713ca3e68d", "value"], "target": ["IPY_MODEL_9ab997a6587c4746904cd3476fe428de", "value"]}}, "f32037d5c9d24da1a34f099ded323912": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": {"children": ["IPY_MODEL_a0998547957e4b50bb0570d6e89b4c2e"], "layout": "IPY_MODEL_148898f7302f4f45809429230ac34e24"}}, "f7f5ff74aa334e5d93bf738f8697b5b5": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "fb1d23bcc05342c0b382ab4170ce6aaa": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "fb3e5d085e2d43b7a3490b9ff0cd3738": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "SliderStyleModel", "state": {"description_width": ""}}, "fc190c980cf64f58821e1fed76b8dc9b": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "fe5db7fffd844d8983fe53f0eaa44849": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "ffbdb787fdf940fab9e0d3b457888162": {"model_module": "@jupyter-widgets\/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {}}, "ffd206a2fd774da69a72e07e90044435": {"model_module": "@jupyter-widgets\/controls", "model_module_version": "2.0.0", "model_name": "PlayModel", "state": {"description": "step", "layout": "IPY_MODEL_9e913bb98541408496f49af403c639af", "max": 199, "style": "IPY_MODEL_b6777499fb2c4600a2f7e42865bb8a24"}}}, "version_major": 2, "version_minor": 0}
+</script>
+</html>
diff --git a/src/teachers/GA_1_6/GA_1_6_files_for_review.zip b/src/teachers/GA_1_6/GA_1_6_files_for_review.zip
new file mode 100644
index 0000000000000000000000000000000000000000..1a162892156996a09c68380837721ed42eaf6466
GIT binary patch
literal 520093
zcmV(#K;*wrO9KQH0000805^R~SrO*gak&cs0R0O902}}S0A^`tb#i5MFLY>Sa&2L3
zUuSY*WNBq?bS`jiXN^{QI8<#PK68w54C5V3rD-rmL`4*)vJFO-G=>smCuGbd#aotQ
zMz%;zT99HC5+O>FrHSm>8B5tKOJzxxUaIeOUGMe%_g&Zb$621=^PKDXJ->6`_wT+;
zqncyTI5YqN7)uL^9RMKQ;CD6z!uPl6+qv)q5oBj>0u;65XW)Topane$03_bPR~=%=
zKlMETh~2lO7#|C9`+850C4G2HV~P#r7h)NBD=LaulR!gLILS1ZZqHE_d&vH#iUv1c
zjc7{&MYnTRpXep;3~su$jfGCIASYjyvAyZyOgu)RVY%E8iw}CA9dt|D9uE#K&iz9Y
z-a9h5Z)&4qsUvN$5kD|ESfYw$1IQJrH3c#OKtS43WZarP832z!1kA>6IF!v91(1ZX
zs{s9y9<?`$oFYlay?k6Jx&@qrm(1<A6$4!l0gUNVi5)IbxzbprwoJ0fm$Pa|&rV^>
z;O~==ze0eQH)8ER*@d!6;@|u$KMFOQoFK<|d+E5oA8cNID1T5w&xRS6aY#EgiYx=|
zZ{(fG`?}RCDKg4HoJ{JbwOl!A?sMUtvQb4UuGkltV0i`Xb=T8O@k_(q{N-G@dR6Xl
zZGMK2^E0Q+EioF(C@5qH&7wizyHlw!Rep%n>wkhKQIj!yN-&^+;adgG9ggTO%`e(-
zc-!nj1mE+>glgqM?<t8sr?QT@Z8<7P0&T|_-oGtwSmUvg0{eLQn^sI8C4VDxcK>J)
zuk46D;cKYrDJWQpb1vIcAyXH{OBapt>6<!Gax609q^?^tJ?x>|mY(A~efMa;`J!h2
zmE5|~+|G<`udkYNaAcETNU8eFwb5@V^%?seO+BpbEW*+$3Dg6IEic8B?Js)!@Jq%V
z!*09Y+)Y%Usq@+?V9Av_uU{)y91}y(*AA;wKYfmjnS8oj#oIXVG?~MHE?pXCReD;&
zGqTvl%ugwk@lK1%CijY}qSC^|pKAfbKA0oR#pTbZ-!dnZZU`ov7FX>U4tH90Dq3a|
zYrSMZNg|<t<;$)pbq$kV@ayl&8J&dL@pCAi(@AB$fi@KWQSHd%*A*&1^wMu_I@<Vg
z^SW4LWZy5E5IAhk{}nX4pZek5a7j;9OT@7v5njPAnUA{6`U6*1@w9do{Eho9o7$|5
zx4fK>qrUknndcf6ES}yH_%4XQ483O-)dTv3Pf9m~B+*C$FOD5ohBA=w5C*Xj5s|GJ
zUmazGo!*bg&YE;(3;nNHnKtY6X_2lo7oq^<#&#Yzwy?19^=o4zIleBEfTe(F#@cZW
z<6wLyq4O3}mqc<neq21dD1#;&7^MQEGX?o+YAUGWZflEMz9PnL`iusWco<;Bv-+iE
zkyThSuBvm=1)|&ry0L>r%9>D!BD_ULM#lQ;d^m$0qzG^{rDzs)*Okm08X9V4WerUU
z$w+StD=jQ;o~a3>sStQc<d23*LbGgbzt8)`jR{uB-d3)dn3yd()e%mBgp}zfocEzx
zTbFB5<RJ2&dAjM%`^uZ4=zIL7sg4TUgJ15&|HgLOc!Y+gH5Pn7QBQ>Vm<&jxQ+RnO
z&K!}g9qbS(t&Vh&qK#r0W1r9|HFg*ft9gk0Q@p;rJ6Y?r9|YGFLM%s5ytyomSlmP+
z0Gy{Ez1Tt|t8Hv+X)L6G_*;OjNnMZyu?yDZpND2d{*n&~5EjC+$xTq+YF6sKdl<TP
zxflWpQQ=3|?lTc5^9h{b3Ryoa<KI)VS=tQWV$1qX2}wzq!GXDkq-{gQIxL(jhh1fq
zQ(Qd1IN2!ADnDp{UFX8a+9G_kqTRNl@P?WE%JcJr{{Ek*8|}O?#ctI&dHG*ImL4J;
z{6G*(lPbUPqqJ9RVNS<P5cp-F#57JqZ8!&n|E?D3&sh6h{EE1F-#9E;R-j83jd&kK
zf)uiV(57$7(MIO=pAm*9O0)3YyljdvMCR`S6CRJZrtDELys%Jk=8Fjc8Y}Z|$0`^_
zAp1f$qR9P{+@!BN!{7aIb!0B2Ypy8rZm_FZZVA*xb(SIqMG(okZ1Roms^Md0ya*XZ
z!C-*`MxTw-)q)=B&))NS1<E8}?h8J1a>r<9nBzd1YhPkZnq?zL_s&Cqq$mM%eY$t#
zQNP|*JL|vbrVoCv=q46^ANBvqblxm=ye7hT#ENT2nGnfRf~NN5FD}7({w1%!wtf(g
z!ErXSeU8jYtlbHJ?lIug)Gn7j(C43dX*2li8F9g;LU!yy6ONi`c=7wRt(;Ue<|xuC
zEj&o@!J;aw+R1-0EdMT5=B(YR+;3?h=O+xhz_o?($;NA!)G0`-j?zTanVCaA16wW`
zl*k_3B4+Dd?tc?tVh){IA9Wn}^uO-Hk8GD?dU|+_ZTwh5-7&|BlXd$kt<97NV%3qW
z&WTL3pqj4a&0uL)cAD#h-tL9Z{d?3EJ>Nuv=UT>m_u8&(H{8o;`&jNY6Zs<gsqnJc
z*vP9$h4#*u9n5ggl0KbQ743<hnXHQFB{$Ui3KVc^x<-N86Thi@;ph7K3Tv=H6PstP
zGF0)w!@X2B*Fk!DTaFiVpWf3J;kTOn_@Zmh&d%xS>8OdxVJ?c$gG4@)gjy;U%Y>s9
zVM-nQL%A%p$Vo*2VSwbK4Dcl&Cm!x&L_t=x5FCQ5@#$^a(TCI-26`8a`4A}YDXL<9
zr~deu8j?sQH$2c6KSi)8)Bdk&eAtRs)7TaMC{{ZptFZz*4RFZbn6so0{l)HjSc4-l
zs^pY;5wR0J4{hX@xec&RNMLEBs_G=)nvli&LPcHMk%Uh2*xYdCw}~<rjVaQ$7;P4d
z<x(CvK2e_-vCg>&LluJveQq^^IbdWopIe%85Y50E#m2>r)?ECYgK3WekinAWK~q;#
z^EW;-$I&sxAzBigCvg9+9ST~*AlyY&vyB6)Cju<o^?*q%q=Jai{{H>@Zgq9xp1-U9
zsHGAwgO(b4u`p87Yb$6=B%HoOS}F~N39PCGs}GrP0E@!d$Yvcl`6etZaw{t<ZRsQ>
zX>|@vHVx6doY#EyG>wZnI3$69thu=E%NCMG3vn4BI0R+4nx$6=V!5b)$4z)6FS@B>
z^KHgZguHANdmeek2eU|jZoO1ZVgT@hXUdpTXaCTry>=>tPZ;^$!hLpz-oMXx#5oCQ
z1&u`oL;qk+u?rlw3GT!3rt8<QJ5^R6-6yEFR{7C+XXFJVpH=Vw(P#3#TzGh2cv`Zu
zrOAlZ_8ZO77v}R^nhJ9h&sEPjHpc~OiXxzCMVRj9*W|zIZc>=(@a;HavwZtizAumr
ze5V>5IA45M=Z#%r-)yP*`s{oEu&|Ey*2S4F*4rY|FKZjXkpmZw(D^Bvn6@o#Yn$P-
zhvIhIb)K}cTzqkpf*bw<&0_}~{}`5~2ZLvt74h{W<-_gjkH75eMj3_4q<5(h=v7MB
zSG5GX*;%wSi#M%L6RPW8u8!L7vZtaXt`sjjGtIgZ9M64kK6YXDvbSi;xdI32B**;7
z+&f`wviMv@>;X{UZBvDYG69NCU=x`GLqj+`UfiCt9~Ngn0*{NTn78URHq}doZCx;y
zOFD44%hS^HK~foN&q!)TSx;izT`>-94g2423+buiX>P~ZWE#5C>7v46ccTI1Tg$pz
zyBxfY#3Uh}DF9{>JXD$7{*IRPN5!s{Dqu-f6&|g<Uz8J|GUmUUPdYtfZEfAu!*jD}
zj=mp|1*`mQUxAR25OJ&T2xq1~s6B=p2+6*yw)#2bNS81OU-?p78)beFrir_=v$WDT
zmxh4>M>E{Ohgv0j>bx$9NJhC%+hpjg(d!DGUj&TSBoU|YC)^8ABBbo_#^>0ny%KUb
ziE+|*ba%hjI2mJNoGaxd?uCTA$Sro3j|JV2>-wZq*nM4U65DCPrwMpnC#;PD5CzG$
z;KV5=(pWb85NL7fP%3OSgJJ*LHFKEA`M*QIMV>hnhj?oqO@l2wU};9B6q$HL{RdD>
z0|XQR000O80)a|d$x~df%HjtAJDLjs8UO$QM?qgPUp8N1ZeMR?WnXk}UvOk)E@^Oi
zZer|R>u%ddl>XnRm?m0SRz!(+U23;*W4FyBO@h`zP{fHbB!?1Xiqw)r%W9B!+Gp4&
z+jC}klT680Y`1WBgVrX+xu5Uc59QC_ktZ$-!}Q6Ry#J1n&+xze<eV?(3_g7_qsfIA
zFQO-1@htH0L&q9fmaXZEs%b;T^gUA<+9Ol3d}iq`(;Q~eyu*xf>QPRin;5+qVnjX1
zH?4s(7!7>Iw48x5^oNe3GSg-%(|ybLpJ0bCa-1~I5|`!cg!`xD*CV3!>@hit$m`=1
z!ejC#i5=>MOL80s(S)2taW<Kf_M79A{j+=n<VkgPFx5!PmmxbmdoqvHfCq6jCe%se
zFyrh8;sxnEq{}h!Lw5Cp_^C{icrhkwewR*@AiAjTy&z$(90uAc3A<!T3M27&J|?z0
zzxp8wCR08p23`|5+er|K?oOO|EP>0jCqGsz#2*J@iEAI?zg|Ha@_7+>d^*-t^*??f
z)lL!?QXX8gFW39hga>ZO$mfRUWUc){zi9;r!E8d(#D%k)az0PT{r)82A$58@^H}Kf
zUKI9caM_<{P8hg-rJvA6e@26-&od>ACvpGu?fDz++|R;LapN#fdh=*<_N1gqxvTjV
zeA>Uq1>nbW3BSKRJ~@90S4ujgVR-8m9Q3DJ{dTICou*9ESQEWg`{=dX>Z<ep`N^-p
z!!#<v^?YdKhG0Lq%$^(YNqtNEWAcu%3&ehp{1O9ZG>yD=dF-&HOLSE?dmX_zAHK_(
z=eAtUG}EA}>MEL}jug|de8sVbnle<ik?Q%XMm4vAt2Z*}Ye4^Hz!ptgKAi?Bp=laS
zq8W=gapQ;sWm3WyF_{BA(=p)*13&^JM{%TtLBwc+oDTgWuX@O*3^>*IvlLKF*nedd
z;Vikn2NT|O6mIOXd{^v>xf%98cjGML@Kmdxk7*gBk?v}n&mhkDJmW%|erP_GU^b5v
zPNHl!U&8)LG_TGie>S6h9>zQjoZftiSJ-YI@*8*3NK|!X7(iFH1L2;MH$VWQjme*J
zc!_8HYLx&@1bq<^PE&v-S;iSz1Yt-(j)FAtgCvD55CFrHq_9U2J0+E}Xx=OTOT|=d
z!C|&PrgWY{1CZ)j1d=i3NOX2ZT@Lbn8ZYpP7)-z?;5~AR)9Vr#sepwL<Ty?2!va=O
zL;@H*n6YlYz(v5P<m74&k|N;bBnw$0aW-X<eE4Eke+cuz3?MN%G!)xSU{@gj37r6t
z8}{J`a=3C?J@R!V9T=8s8lG``k{)=$WhtK=>Rx~vgJYFacl`9|=;x!K^&g15B~Az}
zejrl#jV#b9Ks(SEG*oB^3_B*X!1F@TYjf&(K(w)D)zz6Ml$+FON<zILOPi$Oynf^S
zD9EQB^qoc#iHBXH1`bnVD{F#G(1_1gtGd4Ws2`4+A06~pmeq%Y`|<0jqzznZxT^jw
zQmMC*PN0xbk1nqhrQ%lR0l%`O65l1Cf}r!`FpL-JxS2eEpMU=JO#4C(30{363YoP3
zKL51epX`a>&Ak>=27K9)O`)&a60F^V+ZL{jl1awWwD?d=As*o3VA)B032PQ@dQF=?
zO34D0Pz)jlG#N!1;D9OsiGVt-*ySY+VFZ*#OvpkpUKfr6x<tfbWRV0QO(K*`sFdI|
z#!a)WAQ^UZB~IZ=oWa$G6R6o5ozsLysSk7#t16kQCAgx6%!Q+g!@w0WT%p5&C|!6q
zVbCd&0#VG@>vTxdJom>)1AF8ShI9uF_D(Dt^bm^hbOGx{0QA0Ydeb+2*Vc!(pZ*c?
zvA&6qUzDm<9Akl!6uIbXKj$9-fR@mtfFyz094Hhy0(2skJhUbZ*ws7%>?7*H<O`r1
zHVWf-4qBCgGA@S`I1^kLftNzVoKb;?T33gf+Uk)zB5teo7lCI|hk|Z7E_2N-NW7Z?
zSY3I{7hG5q0Qdt0N|r?Auh(z?IDZaC%=vF8f1GUWe-4Pa!x$)Ada71^05XGoLTZBm
znXoqaE9+xpmrVoXkEeiyD=rO1VKYr)!J0RcsgW~XT~kNHQB$Ph@pGoJ%@Pv4f%=JF
zpmqUD6dDy-6qyFqPs-!@9G>?`r*q_apyt5K@`A#IDwzzF71&Z}R6&Q56-gYqY*jtO
zjFUJ9Gh75#Ivr46J=W`z1=`5#E!{9qLGtn`D7V(x8Jnj;2u}`)#uU3%EI?TFHH-K+
zu<U0vTGsdD#h^9=gv|v56)Q}C*a;A0!hU*a<)aVj&|{<9W9(j)4>Je4;nFQG=Oc!=
zxe4OWrzl`@xnC3eKzEe;DoCXkqAqZ!b)+>RO5*Rj2FZ06=%LFX&Qc+gZh^iP<e|4n
z^MNn|0b~Z2X|xdU50ImgH}Fk&2Xo|J0qMJrrQ5@A5s({gp+AMMiBy)(35r~dAV}}C
zj2WOwv=$?18g0caKl2mne)g7MK6@O!nzJ()v%UOi>_3y2{6>Rbm`DY<g^xj6%Qin$
z(bLfyyF3IgZRTr^s_&qT?-iFrM^hOaSht`4@!)c^w=ItlM9`ehg|21W;7C$;3O2nk
zpI2NzVE{CO^&ybrxRiO8^>0ZqgQ~tZ(EZy_|A>&XQHK3zmWnvC!@!DX-F1&_hL0V#
z5~C@F-J^=dyc1RdsP7r^lXxak)5r(l385Pbn+31-@77PG9va!w4NMXYk#ueuBI*1C
zArfY)s;Rr`?J<3?EH%(=*EC$`_R~KimfGluRUwiUxm%?UHb`G*Nqq2qi?AT3B!oz=
z;wOz^KZVeJ@;uIiC4LsU(mtKEB@h8>`=s97*(cQ!SC?0B=GL2C%W(wrG1xg6i(E6H
z%ZO&7O)675047N}oA>I|c>Clnjzc_-T;J2J#xVU?@x)F+9BbgJw!O_zxjBd<!!yhC
zU>;_v)`bgT{QT~#<1JOpW_j14s;j5unE8M(%&Ah?D@*D@WkHLcQGLMA89)i_Mz!`C
z+(+{sl~EtHE80Bsc-P~NWfjZwlM~tHZ<fSqoA*-CGHk!z;>8Uu8aD7Ehu`xehLNsL
z`Ck37CHjO@Zf{Ya@(oL5fE=K#fV^iD=?zwGBB4Kjp+U&-ylTgVQL><llBr!1GPL6r
zASX6hCF$zjQ%vYDXyQr!TO+^NW$;Y9-7e&KKZE4lGT@61147Rib#`Cvw-yN0uLlCR
zkAA&v;0uU3X&c!p@7I-AAG%!J?(dTW5j<*`3;#I@qZij7t$qR%eIh>sz(=EoVb-Xs
zt+v>Jl`!VlGFerFdB}U1#BcMiAYhm5C3_$(y5fA`ZlWlAHRR(-)K;;!NF0p^JY?;?
zS8-I!W(#XWu=5^y2GTca19!sJ9=Mdznj-Q7PiCs}NJf2n7N+b@b2c(D4sjJyP;Tu#
zUY`yhEb|A;^#>D|w)cA>n}ED&xAzJaw%6S&Hng|D-X#gV_S$FZG+wm#Z&V`9Uaez$
zqmgaqAKt>UDXJ&*F*z=)Qcem_3wTC5ZaN{1>T1eyQzZ+)+5-!<l?MyX&agZNIWzlG
zyWw9BFV|aq)K}YFebm3yZSfkSbF)0lZE!5d38D<ud0}bb+S568nJkMCr4y~osy$X{
zNUt;YF^icnpCt+K5m?K48mQCBw|5!vCG=sw4^#xZ14GG^K$My!LCT6yUIZG8>|H;S
zJuJS!j51FBCg0p~9)S}#<$>ox!pLKDKoOcamoy2e6XNQ#R#)7j{k6Wie2S6^aD5ph
zJQK<7+;1S%1@#4s2tzRGSm;SR4mJ`J7J=!>Sb}@PF;m>A3&Z}#(EnO6VOC*WF|HgD
zv1`s|bBsP_KoE4!NfLXcow7U_f5ABHNZ5({jULcj;L!_~+hj59bcU;X$2_nzJ-X})
zOCKL6B8L#ggk8BZ;tK7ijPfe&MrTgIa<Z<kja_0~EG-IYWI;^5L2fX@dBHSU6bO|{
z!#J0fu&u5*-w@BBHTa+Ze%=y;M0hOF1(yQ&f%P~stOw|q_DHW$41fO~`eEe(`4#PZ
zSn`K<ukQyFSV!9D^4a+$e}+|ljdJR=c4n{uVX*`G|Hf4y*5ZgM9_%$jIKpHtwP%o7
z3$0xi3Od0Fio>I11Jp(C(gZC=W*_x_3OoKI%abR;EDI&rP{Fn|wTl&jsmPTS<cHNw
ziri^#c-N1dPZLq|il5KGDh_+(Pmbb9EUE>Xx>ecd(#b{`Y8IKt0Xo9h&<LCQO0Up0
zRFw{V@Ak6u(RhU$eZneK+#twhy!bhsY*Ld~u4JJ~`V=PMS_8>re-*`b9*RiBC=e1|
zO7Xj$W)5aD(q_p3BTJ<p30Z_fNQN&8iO{s_QWn&4RtV7>3skNtt<zg5t<!a-wPEb7
zS6}5xHpiAt$IuPi{uY7U)5e>yTqeVWa!;s`4_Mp;YR$tME-ALOMxzDf$dq29zmIhw
z$~;b?M=n}_dI%zEj$s>?y+cvty@tR{$_z_$c1V9bB8=!8F>;*H1%_<F>_&BD7ivTZ
z4G>0XcwI42+eabRB!Fg;=k1~)CA$e}=774&z^n;jxmd<t4up7<<pv0;%OHh*ppOe(
z=rRw)ku*Ju_*7No046DCXnN8H%gQg*8*2L2;A7k(&wJ!JE;`JZNF2izXnlgBJ7jWI
z*jH>rtUo9tW5P}V5sT)a9DdeZp70>}_pFg+7&{c`-z)wH8rAfn`EBCg*ogmEBIG}<
z^8W&Xr4&R-DQqf-6-94SaMEzX91y845k|4J4BXr@@HSZner_3fO_o8YBP~6!1wLUm
zhZnhwA~x|x6uqN2CQIHGaTvmrhd!@gz5I*N`8-^1GE#D<43;A{34Mc0`N9xpTY8<&
zKLvG9^-N3Gcc`qsSE$?6u?89&+<y8;1a)&G)PEM4!wMo>%+#_JC+CA6c_AFS+;Bh$
zigL6x196<XNigT7%O7)E)a`Ke+hN~QhO^3X8I#uO$4}=0I8T4Z;Kv88wUz}&!`RI;
z+?Y-L)T)Llo`_edux1ETAYB|+J=fQVtLu$il|-0`X$6P6Okd`o7Aj~Ki)>2k)1gX4
zDF&?cmn;!}s7Sx^xR3`z8juN#81kERk>%*1LgLFjs~?H7$zuOq@s15vjTeK!x<#f`
zoJkY)I-MgVTqD)isD<~jgO%&BwVI@=s&-d+{r>pcHEqT$YlqDIz4EnZJEo(#JCyp>
zw!NLhed;>HlYg1RU%fs(*_g`|7L7F7y%?Oxv@~*xkam~A7+4{SV@S}0#Gq(o`94@n
zGlwPL=Zr3koG~6Kbzkl(h?iecF}WAtfB&#LLZ_bQ4_sBzOwUwI@C}q9^G1q2)R@Nf
zfi^I|#TquFX9)pLnzI$Z1QEvLx<J&KDE@`Xzb7vl-@`yc87J~E<5rjrRpL+(-L1cO
zi3TuQ9>1UspA&f&q{5mJFL4%THfCrySO{N5^Q{?QvknC2d%A8gPoV?PQA~TNDnoau
zDYiLcbU1V@eOuAk&8gti^N{&`ON#6CT*7`^i$ZT~ZWFR-0+iX@AUc=6$(9z`mWSTf
zp4T7VNTEiqq?$3ZZIvmeHniXeHI>l_$l_Y2YY*Y4GuR=@B5_+dUuhm6UxJ35U4L-|
zvFjky(qvh=h~Sz2NtdL>&sB1$w!Ttxs7yC3cbBC<B7tIW6DWCZzJAcv*_K&@#&f@$
z)Og3Fl)?y;z7msvCEu(`5}@k=j_~8@L0|kPi!#nB-}x2MiEiHNQ{JjuuL~0<SFw$h
z;rds51x>w#$JP~5{M@n}7fX5nsY`+nd8b~HWXFic`dVccVMcipT;YL;Qi;Z}?)^(p
ztB!7aU^trZTZ(EkT`^5}s5mxou4-shRUOsWMq3KcZXrRpiN^P8myEYn5S+drcgfbm
z4$(r{T87}<lYC<X*K&M)hgTIJksugs69f&F$kjW8!k2T=<iOXGs<O<=w<wuMdLTLf
zUymzy#f#r4D3H0ZO%`25Kn4&fZ}WVrco`|qGaEv-NFF-s);qw-xg5qg73`hgI6ZPy
zz8kWLlZ$j3&n5qZ1Lnl>g&afj>QTX~`2-jz4^k9g5qMhp9*Xr9qvkR2`(xzha2!)L
zbKvh_;{LU>6SY->*ek0U4qRj4Z_$r8ONq6bqnUE8I_~I(I-~1MzWN+w^E0ihjhjTp
zjfc@pg^}sohQ5PG`G~~9aGN-IE37emHwz;fcv4t-CB7LX&O(pK3WXTg8~95p4WeuY
zcd+=X3cV>rvzh~_hh~7a{2&w|nlc<)%XZ%%%WXyeppF2`_HEx|cPci0O3E5CFgs4)
zuOhQM{!lArc-Xc@3D?!$wMRt}*Xi{~cd5V925jIkOH~FVIsor&G*TSZ8!97pNUfpE
z4BPuQ<FKRcRyPJs9ae=iu@)z*tIm~>WxeF4OmVHY0k7Vjif9g_-ck{nv!BR2RNUTb
zN(=?DC=&9+c=1!y@~%haa@|+GK35Q1h=x1A#NV8?_Z&+bx;vDg?5+YECm#8(;~1kI
z!kCW+mmA;MJqmel^~qqzb&s!Gx#SfL3bSr}Lz=W+^^tw#=bx_*U*d~Lx<#JB(&cND
z@DoEZ?Yy8wKRcTTgn#)A7!P9a%h{P&+Rg7%3McWUtY0jH;~@oqvCRIKy!0l^zaV2V
zjl=wP`tl7R5!ufZ#}enyV{lCi&sKbvN^_X!!8<S)c@P%2!yfrP_E14?J6SAE6a4DQ
z7x|=#DtC>+SX)$)3E#C@2i}qUc6$3lwJZaZcbl2xW`%ekrrFTa9o2Hb#rH+6hbm5U
z0PLL(egT7E<?_{nh74e*vqPyGS$#RNIe~RYkT!!r^Vz^2e2W%@wWY926zzzB76+mQ
zAcNZYt&2#ynA31yO1OIQv-pCK!t)ODEWwS1jGfMw9C4>3U!VNSk#7Ru!ve?l{2|q>
z2X(KTQ>0Y08Pj%n(en`@c5|88|CibP3uQJY)h()eJ7DdeK&}}h&oJn>Xh2(AYRQTc
zjYiRSw;GLyfXBdahPt+k^1LT_=$2!fp8sva!~DMxWPey-4qeT2hQ>cHw+ve!nrxTv
z3VTGr+~`%T`m_it5h)N9pW%0Ar5IlVtYmqH{y0bicN#KYPZbyaj4>(SC2VTgt9@Ak
z4pzR}ntwS5sMwisnG1DXtV(=kbPcB~h!kb!P8Njx{;;`|TWm7V^W1GJ@1Jpt4NvoY
zX6z6&>vT@UE1y`o$uL8<S{&H$z4-Pu#I1fW{=w8J`#kKQWpHB7<5~Wf8A$%887#HV
zGmr95Gf?aRrw5$DqLiIIA=8BUhw=|4jQf3A!v)}vXEWrfIGObGwrSs4Dv_(Cv~Tv*
z{<SUVe|Ld~9EN+Ik3*izfym2p!cwS7X(LaekX^$e9&wHbn(?@lSjzvh_hvn>E7!Kz
zdwzvs;O2$bX5S?U5{Y6fHe%lZ!3JBg?@5sa?tf2d?Y-^oWBd3x@X5Ik`LLG0PZX<I
zHEYf}#;7Wa-zR1KoRa>{vmL5G{>@hZWpf$kz|mix;qX__i-6<5XD7$~-Q)Xsg}*e^
z_o|=I=eN&Z$a^@=-~YZ*epA`sGy?Lg6@ENc;_sN@7tj1#hWHOZ<l^6d%Emuop6@d$
z{>q2`=CdjOeark(&ws5|{=uU^{;^s9B5&cp&09dS^?&MJG4$&nmg>s?x8Kp^fBOr=
z{I4m1%>VtzWbn^(x)_4te`)UDIeFauwL31Le^vgjvgNlujZp;s>6fg?f%LrOf6Rve
zGyU<`PgVARP$bEcpas8HoR(j3{9fVPyWjolu)o~#{@wQQoi_d@A!I*4e*vi3e{EX%
ztK4y00Wc>&VDb<8(0>o-a|$HzAM6sq^X<oyF(~{yxd%eH|G`v&KK>=;e0%a6+V;Qv
z?hBHCfnVV8?;B7sZ<jGoe>w8I-~VE_pT6HU@B<dV{*lDXuh`wj{d<ewKRz4JwH$s0
z%wG%qd=UR$`v*k+sl-oJUkrb`&X*2!)jSXLPv0A}e?9)^daB>n{=46QAqw;me1d-u
z{DQvU_3fYXWBqxz+qc*s$MaXPu0VHx0r&5A75MnWztiAf4<<i<3&;v;{qEV$=f65-
zJl|iswfqF2^yiPOU;F&?34d<t@9{sP*dK{M+XBS&JO9C2ezwAQ=A-)g&I@?&vp?1w
zs4AcT`15%`FFQi@@}sg}?DON;pWgoN_XtYi8G#^ails!JkSsz_8G-^SiqQ#5r++>b
znB;p4{MX)F`=jgs*Du%m!!PZEzu$8)5AE`c)&EVApMKLb?2pJFk$-#IuO^l5!=ZhT
z{P~1`)9kMYlvSGnIsYf_^y8@f3V+f7X;Xh<7z8I{Dj_JgAYy`H(Hti!l4U5mD3Fx;
z{jY`o@BjX%I)Uc`V)$*spX*^$5=F5bO^b{Gyb_BkJSSP2DN=+g(lq_Gp8xUl@Bi`N
z|72K}CJ{W($&?@xhK}(JNm&L-QjDb0EdH-B?9VIR<JVv8Z({w2M$Z0R;HMve@~!3X
z_87y^Brj01$P0prQ5MP5^m`vAO_O=blK)hX|C}@aU-wr1F`9p`kAKyA94Bdt&axz<
z2|57|gR>Ny;W?JEIC%3vd+X^8rx}JNv4lu+grzc?M9G|>$pRyC^q*?|zsTGEC1IS<
z37Ih|&C*m(ut=7mL`)Spg2qfn7HRw+4dbFnvV>;nA}d$|DdL39kql1=5*Up^DeUh$
zHAy5Wl_f02<liu63Nj}NtYBjlrSasSbBlkGVZHx|VSmbo?x(bk7eE*O(zw5%!}p8W
z<~UvdmIeROsALFB#zanM3`mLunKM*|gP{S&Ehvm2ia#~%FG^u_no}8-(lkO7F_N<s
zK>(b|(<B4vgZ+oc5)2(dBXI%7lqRx*1f(RvXci?{FeVh1{oS#oaT=wlJg0H&yK0^!
zG@iu>4hECSX`1<`#`6FB5U1k;&oF>%7)_vP`rVPk0-wa_f<a@X_@`R`FY?5HNr)2}
zARla!W_iLA7>&nif)E&nkraazAou=9-2x;9EX~pwD{_or*^G%vB+GMxA%Rl@Li2as
zf~7DDKs=EX2$7IPoT5bx%u5kS3cMBhuQ2R?GE##a2v|u>0dON2go){tqEb9TL7q(t
z^uNTF?6v~J=s%^iDM(9f9OGbsa};MWI>(7P2cAYDSxo;|bQXxNpZog{yPD)>yjQ~y
zp^(k-`wwe8{yDq;%{U+dk4Y1Xp@<YCsDw-aE5mR!PbiQvDT4e>@h(0<S(Ih}eCUVb
z{x^Yzfz*!UF-npYLD6xX!~h48Z#pW_oXCDt;g9dI{Z@$}e`h#Qgi1+(1Q=SN-_T?b
z5aKj~5h#HXc>d2N;eXL^{O3j+5K}C`NRlpC5Oy@MU!KND%FuXD;WQYJf2PMjPh9`w
z{-Xb0e~llN{KH=UP3J=C0%S=5wkS>{R1%XZ!p1}z#|TOT9RH0k{AP~**JFRK{A<KN
zPbK{6Sk(ck50Cx(d)3Oj8`cMTitphDestR{dG`(eiU{x`THGxJzwh324dU+!MqmlP
zWH|{IAsHr|k$Km{!1^R2izH%O$x_s&y*?%wajA8>Y4+zGOBRw!8l|4>`rC8Wjy<Cj
zPPlg^ee33eyX*%V_=_#U%PTa+;YDTR?Z$(DEpK`j(Hj?=k?#ib@UFsXZhRE&?zek1
z&l1aDul2qt5g&2eXN|ka^(l8)9{6_S=rtg=kKiqjh4(Uf*37NG9fNShAr|O2zL8}v
zaqR0|Dg=(=9-5(@P49&l`FW{XJG@GnZ}rjSuhT?LVj9pdX+Q$YjhJ*>PMt{tIER|@
z&V`!D-Oa^UjgL*LX#T#rs!$yv^b$GC`S{??ClrMsw8Yns^MpF|yqXW0pUY*X>oXoW
z2h>w~nDGCX`Jbc=CcI?X38~Wy7x7-!)MH~!d4VM`=sZvLc5K<t+rUlJG*s_rHOX%~
zQ*xDoz_m6S_;6U0grB`TF^ulU$O>rhn<wXgOxOA33fXGNs@h>GTHw0yeZE!Fd&4DH
zmNRf_CYkQWqDG7@AP0Tw^HMlYQ%j8pg;>W!BSBL}zTv#icfG)qD_Ip*>bA(W^yx66
z^JXWDQ1dA}4&_@@Jj@a1^-NK-Xch#+_NH#2<)DiyY@e|+3i5c9H&97Q+!*1xdL5Bu
zceD>os`mNtR8?*D_kfc<E>>poZE8}bdDZ;HRz5_<#`hz3k1%SRrwJT8{P?=%rrCh9
zH>HzLF}|XF<d^D5EYZ1tHV~SNRflO>mi)ufAC_)@s=KN!{2LMdc8os8{YW?IcE`Az
zX-Chni`p{kLQyvDdZ1o>SPRUngwQo{Be|CA-v3l~W!ha~fZ;Ur==j=pr-dUqe7&?p
zIlhlw7qLpy*x_l^wG6#RqU7m4>zl6pxbgD>?M`!*=S<E%ZEFVh|F%agiA+)M&!o~y
zZ9QCYHO*dzT7C}!dnZ-`#J_wAR%nc<$jN+T+qPrJWVRt;)#Q(K3trl#eO&zYY3+21
zD4ZuG)yCFUjj=Z{{V2Q>AJai!&~k`Hn~R;U7|p~-R^4&Yj;LkrcB&P3gxE9xR9eBU
zqnP=Fq1ORP=24&HEfsg<M$+KN6+Dz@#PG?dH)qP7bq+CXo#Pwu58`O5ZiEVj^q#H<
zYA0j4S(>JD%?d$<o{xBe!<R>eznA2;N6XcBM~x7MR%_So?41#-_5?^)xU6>j@>sPZ
z0**}8vRLUHiwv7{DlzIKmPb@q=d-{=A?X7Ne4qqcw$NA7S9#KrUAZP{ux4Fa$@B|~
zzHu30(l;*Gw{<aWh^U!?3d1f?MnB&22gs}|@lvQ1MJl@#`LMeZBpd}(iEa&-6iJ=!
z>o^(p?G*U2UAM1Isk|K@8VG0mxue83O=FL1&Oq5M2!$|OxGCsV?s<ly)Q5NRRmPL`
zik63XX;_Nu7yBx3gblo-km`e!+RJ&~Fw=JSu-{2J+-ytE>rehV5WSDijN_iF70a=#
zRB6w<N+XuRL~Vm<P9R^@aiUt96-T3JjL2p;wt$a}0ETsXBQ7IM6Bk-l<4&#CK3}u3
z<1B1{b`^i^dr{b^Zn>=LxAM3rx=VDnrR4LG?<lf@27+sIPs;|^K9)kdS?^e!p2rf2
z)K(9S)Ubvn*jlB1NO}0idNn*s5F5|89Cfo!3zHK?t@-4wm-Atbk<``pq|59vs{N$9
zDI;u`BdE>byh!HNGpv;1AzF%$3q=K;*gews&@_@PRB$6p8xSQ6EOcAxW#C<*^i2PU
z|2}V&nscXX1thqj+<fgMT0~CnkMeVTphB&xOmF>-9XEwJwsoM4$9il!5taOH5`1Az
zLcArrNVIs*@-CaNT4qD5u(qiH7{r2pTxYxaKVL_RT^VV>XLgLQWd7OsPsBj^7=vuJ
zDOYPhLpWAbMO)4_@ljMy{99)t<o8Wmrh(yzwY7(I5$PbW*ftz8&CysOC%GnKbtw4}
zxC`38xz}vOkc#d5+Z36gf<ZhW{Ov7nL9&Y9SZ+@;JGW}|!kKNvVJ<s0&{=&`7HQfR
znu6*P<eXi*QsmGdHvfSnSrYWXBZ>!+zR4MB`N=aU_tZ|1?C6-GxYA+*Ujw<+dTDhg
ze;(rV5Fc?;f9+$3ol=(v@wUEUm|#_nYp~#Qjb}|yXdl5PrT1M&E``@02<rqa{5q-N
zN#rsuMKrkwq;<1D+dMvPWKkbO@o-lPV?^!#%@2{nvCnACVnmk5Dem06Eih2=BH$Of
z_LyF%XRf2I=lSgrKe=)+rBHq<Z%rvjJRu?28S?tfr0ArQN>@ky1^hj8d~{OAZu5l5
zkfht!M{l?11%(Spna8f4+65IguC`Z~_wek?J2thrNKF&6)}bxxwM^gdDu|>SFfpD$
z!C*|RXoJSgScH;YF|*y7jD6(?RsE^toV&VHr{yI)-r}1u9+!seQKksk>1MfTG}tr=
z02}HlZbprTTpNslC0en0<Fq<NtpJ6JCFE{CW-WXq3i>fD#NHfMB}E<fM(l=tJwW{_
zELB#TNC%#40)KLdW9#2KagoHWY3x*5On@XvXvf5L_Lbtd<EGzd0Eby_t_C6jgx5|$
zC7Sz9Erp1lK7O!3pUNmCLH4>719|soLh;Gb8@bj8LAFtQXe0x#pYD>1ohC_C@B|lk
zY|gYd9o=*usrg&kv`-HX#5;B$2_iKW!A+v(=1H=$9%n@RpC03_i(pEo!baW2YiJMV
z`%S)I<A-dh_Vv-I_7j@s_ZYesfe|E&s9;&2aw3)O4E*>w{Gn-&+i5yeia*^QHf~4J
zEtYw`<*Ikd0645~P@4dor<zNY))-JCGs{Uq`^>%^gpgu-3!Kqi2(9WnO|-mK$XleF
zDd_cn-fs`8s2M|gV7cgysG%?*fxCz91kyn)ep+Xd+b)F9zAS3@p}|QsfX4axR;s9T
zrGO1(pI1V9A_DdyuSC(DCT>S7h@$E}f_Msv)JUJDNu*N>6r`{S??$0=2_#{a$qmWZ
zp<<@rX&j#BObcd0y+^89LXkp}IisyB(RZKRCc!#mZt-~|NPQE3n1bg89LQd-2{<F*
zsmXPB)5<nR?}=o4Vqa!VhP)&#wfs38K>HTP9NyYuA#6U{kNbx?Ul&_=UY5wN^hzI9
zI#7DIu<cpafyza}remkXs8MyxB{Uy})(CUixp(i|CpCc47oiUYVHcUVCk}7_j%JZJ
zqZA2z8-5+(5}eGOcf8S{>8)A&8`1Onf*r2X0`Aw1LmYPid8PUj%9Md^*P_bC<9$`x
zH9e<Wu|x(f9s>QmadPo60-bLvr=_$rih8tzD!k|u&xGhmu<kL&0ZxTa54mTMqsPu3
z<Q4+_(3DXRm=agnLtN$<2fa5QI0P4?kz>dQ#Hlk*<%cQMX^0yh<;mgFibYzTm!JUL
zDrlzISqyrLfX>R=M{Lmd;;lFC)1BnX9+8@VTz1WIM0;Yc|HhPqdLh8^-V{9tYWa~J
zZ4Exnq*z3GH(oVC03O+^3-;iF)0HM-JSprEXeoB|H)ahU>AOIOOCrc7>JmT$dfeG&
zH0kgNJ3!2-947+4CtH)jFv~CtUVCdLy<fvxHtRM#UYhtWInL#3{<Fv&p5fV-ixZn%
z6#>ewY7T0OgsI_MJtEy_6YQ%+%J-oEe9ZI`(XA!fVI-DTg6DgujZMSfs?Rzn;s?m@
z$+Mqe*kXsDpLCGy`L<&LNNAmm#L1i|*gD48x+fadt7Yg5-~7`M*QwgKB|}5iCj{Xo
zGG?c0WaCzR6*dZx02F1wdxQ%|lNr6kzG7^iT84~g#xy~aq>%thw2$@1&@f9&$$B%S
z!2-rivw^duk2gs0YBZ-ki0Vaqd{~fnV%>>xWurxG4+-N^*~imd<b{a*^Y*NyyAX~2
z+h;nEqo5_l5{)$9Z`T4bop~fdn4at90pO1t0l;nTX*Qf1ME+!TD5{cY+C*+sifqhd
zIVid8FH;NbaZwIL>p_cTig`s0@wUBZCu2tyR*F;U@Q7~cLQ8J4(w%5->^vQz3At9Y
zC3<`UCHH!=_0PJaAp;*E7qc}8)=?Y1km=^g>kPYP`mQ?nvU3WP)Sa=F4=idI8;}p@
zP65q^M+kV`86&?|WxNXB55qeUY=8{C7p>ti_$spZn}ykt=2GqRZ0CnpA#ZN(E}>S1
zg{X()lY*S`F}^-+u?A8<rW?>&sewm}MNwWrW)a{AZT`AF*#nb_gzxnODf$Q*?D_%_
zwq_v(S^G&wZLMXYnZBgO`~XGZ!287%Lf<1<>a6XUOl-&vfW_!jp@QIpq_T-VAV(uW
zf5dCY!$%GD4jqVv(k7>+oYVX9)d%#v@2{35$;iz%@Jbv4r#%2q@07LTSE*r2JG7eY
z@ZNJi(QGSDvoOmG$(k@X`PtHLICB+IxYl40r!{;QzAHCEsloku^3{TAn>4UJTrad-
zKcyfs5}`;ahJJnup!u0=<Nz%&x;PBQW354iEC};V0Zsx=^^){bSDF=QVlOL-sCnq=
zo~HIaXZmud^Kf{+))cw|&#UkgLFmYV0U5z`eqhD)>nAz!V#{?EiovJ21&RHc5Xx6y
zU=eE#nVnj$wLgR(?YIp<6h#k3NiZ<*!J8Qgj|9%<d?5ZK&$zLhDT=E}HHs>So}64#
zuds+neLolcfOX2+X{Xr3uEW?p)CjZ7q$ZeQ826^f2NK_3orz##l$g8)be~+h&t(Qu
z!CeUq{k&a;Q`HKp(XX~;>*ncu&wYMgCI&K2h-r1iQ0W=<;&swZ^3KK3xt$sSLfDLU
zV-#+lJ<$DmJ)rFkvTl*@d5h0b=K6FX;}{T)anO@nV(Ky$cO}p!3uIVRnS4AlGuY)v
zhY+?7D-G>VxYL%Uk7+m!zU}Hk;`_N>lBSYw1OmMj??W8+Bh}UWzAFYm2~wXgQ8_M7
zQ{xQdhlby?d;`$EwMlqRiO1QuqJJAIAF^@l@LjOG6iTOw*ower&+)0A$U5W;b%7s8
zroxdaYAkW}^kVrS;MDoKq3_${=k^SsJ(Z-P${ekBqH41c)?Z!#WM7~jgl50C?gn2r
z?RhBsXn|4^Es8v@v!VBKx1lWHLURd%Xf4H;gR)=eQyvkcom^pme4w5`yTRjScX)9E
z7Y+cW2VA5n!*q`%V9*Uu*rZ?XkbFoKsU@1r4dXj#^1#@3_RXgZWKxogfmnTgId)(n
znFRE-+}Y`eOq|4x%0>Dxk2{r*llovQGqSL9<rIN~_rB$obs{A5VViA6Vv2QBGW63)
zAM!(IA5w4~`Ggmc-(b)(k;5^n+h-ik*0T(_{^bCgi9e1H(ddHdqhI|d9GaU`$9^o?
zu3VT2^WjClg;Y0u_YMfyMc<C(pt)D$qv{N_(d~1)t2VNyMNwp3PQBflqw#oBazi}~
z6=S`tPy6_Z`lh!vW8&ObX~K!ZQE2T1d{rMzBkE5eV)RFXefHZHyn1a_>9MO@Kpu&&
zCR8HtDfovqPtbm09bDL2Sy0-gXVw&B3vkZTtb1FBl8(T0Dy^QC4Pv{(ZZPjcjX4qB
z>NlJ#SIQNu6}e?iHLRPavlI?Vz6|S4>PMkcGDgH14|{Z1PmB)FybjQ}O{-z=gfA59
zWjcNGolQ*Ex@NWg2`4}TW$1+j`VeA0ONpiI1FnCy5d5efZ{j5{^D!2A;zT&5rjvyE
zurcD$N5ek-;sw~)Y-?w;X=(&YgHZP_K$#+#7<|NiS{&p}!0_e1D^8O6mHXc0gp*Ip
z7j$_T#Q{C(Y``R`ABGg6RRvh*!#(qt8$(LsHuldPyFT8CAvrVO*t#^$wDr7%UHhC5
z@yfRMLsCn#aEG^1em4K1TDR9^1r_6z!Hm*6`gCvicPMftnNtruPSiLxqB}2-g4JFz
z-FHA6Uph~|JSrgb#GJiZt?j`Nr}skdcdip*>+zxOfEHBlp_K#4aIpjU%cz+Itw+^5
z@EAod5Rs~e8p-4vXLG<)HQ=}8hswec0qnL24ybhHnx<(6mKics%~25aPCk4UVLiH~
zI8i5?Sa8H?y$M#*%vDDSvdW{{k&A=<dch1s+t}KJYWc>sY(B@K%G7Ash3ryl8>(;M
z1Y?^kaPinE@Pm2rSw=`<KuYP;ID`?)QOs}0I2POS=0x_$0G$EwzR?Y;_b~oq>4yEh
z4&0!I34KsVWmfJ-Q9RGpKG+?oW3s-PQZpKfCP;kMfWeIK+ouxKSEHl1hNpV%*oW_&
zF7w*iZ;nd6&A(#LPQp#CkW*uE6${>}k;5(0bEY!PvLsOAgtm`h>>pZ6JT?N!E+Frx
zEAy7m;PJ2YRcf+ulLf=P*vOuMaKq^o!yX&!M%{{032WjZj(sOJpJ7#~0orEU9rwtG
zY;JNFHIY(<-84UMr<y7{s$YQ9Upb6Nbd!aL`ci>1Y`oGIeC`rs3Sy5P_#M=5^h#s3
zHw@^P9}PfzoVESBr^UkYo*g6JdxHJ?{T^+>fyAcsQ{KBUYE-X$Uk+)(+;i`E3XSe$
z7kA5mJjZ$*Vcec1j*gK{*cM<%w=~9QJsXu)%a@7jIU0>>9b|SSxW%1#J*v!EsQi_z
zE%&L_K5<X_h2S)k@`rEjfWAm}TsZxMg{2uT_VX2-151Q6AMObn7!nx*6e}~}TfA{#
zT>47N@)=F}h*AY0vixOi(}RfS&FN^adOkXxo1%AQ-^^3D?$@&=GzcR-w$^L6vK7Fq
zq>Cz4)Zhzf8b=)DO#8E`wamQaOOKX43ZLtk=*{!eSa`mQhJK8WY$H%Zya9>gKDf}S
zpYxdqE>~h8;Q;KSa(q7^7zxW+s7KMrarTgfBlJ7v8m6m4z4vLGgd%4#V3U$wxEx(=
z5&DARj%%~lVWO!^LH0o%boBIc?(7@r7(G#o+NPz4NP$cB(U!APYLi|5LCN(qnW5A%
z7^VQ;f07ugaaXma_*WxZW_|n4PcJlg;CSEk&Xj`gK&N}%`}dP9c7o29^eNaV(Kx1J
z?Zv5cZu<<?DsFOJ6%weMff$S*(>bjl=73Oj^?WtCb&1J6Zj1ktv=uF(5P7ly?+q-W
zymv`Mv9-e$uIZL_N;cZCbL>3b{gVA|*HPqxJw&N`*S`<1dsBvHTkrF|0_}E@L01;1
zc9W6H+j~=)TQHw81|gkzyS7}JCGB>I7LgJ~ls}Fpq~$v|@uX-h6tZ5MFFxm5B_bi}
z$FpLWs_YdeIH6)60Yktbtow4j1_uI_Bz&QaPO%KMN09eDKxSi86@?@jQrXxj*q2&9
zHC~3L6#5iP>9-S#KY|WAF_y<KgIQD&fO3!ok)^A8DG3BFh*lF4X)g2Gykwr|MLxQ#
zRASM4s#X2E-M(1&Ry)!tW*UNeAbwSX$&E;)$dtkjv{L{9M1#7Q@SBZCQvd=<l;q5P
zclA0y&EZoe(%EKtm?ee5`%Hec(}bkU#Aeeg@aG!@I5wV$S*;y7^~|-Qd|`f+_{c|l
z+;7h@c*YryK``2Kwnvv8vM-TwSx<M7Z=rNYy4D?=IHW_NQ~+)ZV@zz0(ol{QXX>aM
zERDlEad<Fe6|}y?4Q|j+Xb&Ud_1I){1f*#h=PdBO9D-Q=FyfAVkHp%UDAY@oIewVv
zDVZx%*e+7K)nH>|3<~mP80THJ7BaR?D+)oiCoJeww}((9DjlQKQ>xeK#sXLioSgE9
zwy#e>gjSa?Ev)7=rx-^l%P9F!Uawt-N9<FbbAHp*<+&Vecim@O{J6koACoB;S>c;X
zxXnN2OHL@Lh{ad$$@a(wg^)*H1}+_Jg>IC^1X|F%?M(il_o-1I&p{}uq7*7zKDx0Q
zXdKNDO6}MB%-Dvl=V~%z;a(>Jx`r~adZMp8$oi8lyfgZhoMe!zid6{$ReZ_-)qq+(
z3k<@6OrY_uFOeW)ycR8$rcR<rG#z$#5S^Fhxdo`aIxZ-=xA>b0THD%7m4P=He$6oI
z)39({G^SZ3%L>Aqz+iZzVS0nFv4@H8#Kqh{R=loZh`8VmeYTF0!f5TY%o|DbJajC?
z6AkInbK?cGaYkSLp1G?<sks#1phP2Ycg^96Q>&#1!HB#eU1ZAgYpa*X!usu;^|8Mt
z?fn|@E1cFw7HmW2%)Oba)5?)9(mJJaViUD1`zb;|Js1;zBlrL*K-RxBO9HwZXx1mH
z;xH6z(xNzm7whd_@;biqV#+{(GQxd7^(>H`tciOD3b5e9nb{zFOL#qVU@M@h#U5n~
z2VhYl1qF-;h2hS@DO&c6qjz8t_61br7~{Jf(Dc0R;ixcV<OPtf!Law*_IeLwXuW!P
zNej4=3Z|^<3m2LEB|!;ZKo^o1ds%+hC7D;t+<^^0?`3B+{#A_kSCNm-Zlo*?i3tt^
zQ2^JsJ6>a$pOP6wrbiBwY{b8?XZjI8r9FAJn0@E^m2?lV=uF4w1-Q450y?L6)O;TS
zHsomhVETqL(tYEWN;2=tt+m^!X>!NXn$M+ZbF3me5!#*nfLX^8^SkqS-eIU@B59$>
z!cf(SqKd2!pClGUc!s}TucG*jb<S4FzHRRf#~A!OFAYTFySgsmSKm3y6X4^h7$ck^
zdy+f(ODP|F1FQi!999_2GsO3>bw-42#X8U~EP97BCzPS5t!%c1F(i-djY=M2(nnYZ
zYkUFUc!xh;MDd_=7L;eQ16)q}d_M5ige)^YmCLea>$P9y1J?Tj2I4w$MeJ44FL)jX
z_`(vH!Dt-c^Q&c{`b#qjV(}_%hv|7gNosF^G>U9V!l}@~uZkx>Odct(!jQrE0MW&)
zyc-2v)mK=>KQAK`Zf|i9=2l32W@~LSotkMbxLxEwn79Qr{Ose*rM7LRDas~qw&)H}
zb4P|;Adr|67we_*WFU0YJ(6>a{19b!(Dz`xXLpptr6xTsK??U5jcA6tq9onmB{x{y
z;mg-|N?)^HX@Z12vZ4H4pVQttWh)ZeE|=a!2xA`+YI2@lL6U1ek-uv+1Hc1HPYrRR
zxO_#9btOx{40jX{5_tP0Pk^E-Aw@#-#nIEIVZ=T@Y+gGKEyzl-dqF{ZFucI9;j=Kr
z?&O}q0JE;w!4#73l_7BlHs*^i`cTrFgo!GG-%y?xB=BY`N}v4(2?9#LQJh{;T!Gky
z#P{`!dFYRM8zKjAQl-5S^r!M&|FAr`iI-BUcz&UcOXWUVnp2EGuB-SlO1nHujFjXe
z9$d2uqnnRn+zesCexb#?DQ&mpWFC9T2>6eGP*E&4lbW2yHP4i~9*w<a+J&%J26E*C
z$fisaT6bzIKCbnLiR_|S^@u7b2$c5`+Q!}RbTTaz%c1JrquUl0(DVi8f_c-mPmG`>
zL{8CU+9G;WUt8lKNrRxgf%G<X2Gwb&If6W_gd;v3ia&{XEns^JR21%7FUzsQrpwS3
z-u#&%jimy*=`^G+Ty*zYgvUqE6Y@ED!b@=9`IShj{O<U7OXdA+>N0+j3=>=-;+s^!
z4_FhU6pRx=yr&Swh)5p?jln7RCY;Jl!HAM7rQ6$Vx=>1$%*>73$h)S3(DzV>)}9E0
zCZZwPRV)P9yrgdT+Rai_^&d@^Sem0wJ662<B^Wa?qz*oktfMI;EIZR)abCHtJB@{H
zBm#2h`+<q2s~PJ913VCjduwWi@(DnYe22rnNj+ev&BY|mdO88hX8Q(s>kcqlSLgC*
zOWk94gngI=#MV-7JQW2Q#k6Q)2${E%!WgAwe8w~7&&A0Hq^BDm>p4V`ceL|;?*OS1
z+G{rPy^Z>=hpaCg8LReb=lrwe^?VN?f7>wJMb$cdYUsLO;roe-T6bf~%p_YDC~XCM
z55cYSvm1u8mm9zHAU9S8K$+vuwH9-gqVRoD6ix>1B#Rg$GENKqy0EPAVc8oOR9|Td
zg6FvN_mG3~R%n@3_|7Pe)vgII6S>m!eEAkO0Q<a-`)f3xC6;IhX5-4+<!)HkMwx)W
ze(<y4@b;w0D4_bX677sRj(6CbXBrogRkm4{g$srxdz_}?ghoc2Ie=gD32%N9z==BF
z08%-`EC=KS5nXZ1$y#aEWv}MlPZBLx7mxFgs=7D?SpK-dF9seFD!oihNvuTlV-TC)
zbsqHzX{jMrchp61ceFI_T!W<~B!f%cHC1kcHk`eWs9>PIL4cS{ZXFoozT!v;hF7F}
z^vbd7f$!<(Rg-zT)^?`w07~!gYkPEuX7VV-78hm3)V9y-Ww!glT8X4BicyYebJre6
z>sSoZkl3W;4r5+u$eZsCRm2=m#(f;RPxUO*m0ojMIbzkb@NwTjerK2FD1r-!tgC+<
zWV6D|mBGz-IrO{Dh}mq%!PV}PV>3A?kC?i?-<|;X(FG~=e3Q7lLb8lD0gPiz$H8n(
zs<!Vwxwhe0I>e|@rD5>-G)0}Yufxh6PksFIk3DlhGwP4&Wk%d!c6e0c18JTl2~DbO
z-uOOlN}q2+NN4Z92|v8m)s;s~bsPgrQpWbdRF|KztC<ZIPV+^V<Jb<|+q^w)AEQCA
zb^>|p#5y(MizL0+Bv57*B~A`^Z7I3cYhqDIs^tvs<<%<BEb4zs3w_P8B2GO*_7@nF
znE@HLi6`ZNiYqN<go@50cRu-d5l*XN7>quAbt%Lgogq29_|<)ocJ!~|mC$+gkl@iI
zYqx;&Qlj#DAYK^^!|5H;Yw5Mbfd3rbYu}>_R=13Xk_5+RAHM+3z&+;Y#heeUzgW&)
z?=Hhnjw~P{Y2d{29T|Y)li`((FL2qJVlGX8Jc6J|zWW1UF1N>9&83{GkbX8gw>o<#
zHd5ZL<SbgU_t>{$Y!*TJG=7`5z*`^mRoz~~#>ltcq;7=OwQ%m$D_Tq-Du=bDsxK$e
zNaj+zV^^q;5aMtnQ}LGcVHVxa+MQ@6mm@003%;|pRl2_W{<M9h-|qe0z+}EwQeISI
zPHS&e9MCPsD@2s&TF0qJ{<w@8zMeB?inhWM#L%V29=NFB7!j@>MB_uy>hDaw0Y_aJ
zW_bge-JT$!vb4W?SHayZ=S*DfjYpL6DS+k&a-gwu6(oF(rr+!?-Xe~Be!qPC4MsqP
z-sS441%ar1!@b>`%(=}3XXaAMr)+DbdPClV(!W8JskNCp0SBat^fVu|$BDUUDgqD=
z4?&@eOw#9eklgk4zV3&iKXRXb*skq9@$K;NiLDi2kZpxhGo^$PGEN=cUI%^KD}W6s
zspe>OEJD{rdsA6$+<1xY?VIpYldZukEGK*RsR7)qdz_RTCT#(i23&1_IzqyT#0%ex
z3*HMDrdQhaE4(^g@r^||%JvbJOZ6vz9DqM>b`+6xlsew%N0BmmUs62@<q{5$>v}(%
zrMoFlS5?-NCkH3?`PlH<7!zK$S(fM>efY{WX0K89&4-Q26XqsU>qZk(XURpbL&Xc@
z6r4US=$`Lhj^#QouJ3(CmD$#d<82SV`sMcKZ*`}0CH4ApG21rn{0K|B@tY=sMJFzt
zAM>J2b@qyZT~DH?$EZ$Xaa-5L0y?!-jVJkCzqFs8ZFmsJ6vFYHFEfG}dEUP3jUR$j
zW*)G?Kq{Gn)DAY;FNoTSW+^XGQ!hE42;Qj&JzlKaqjmDx4lOf#Gq%wVp1+yAQA&^L
z>B<qYB?QQ{YB-;7f11F%(YJ6@!}ZH|slk|M>N0Fr+U_9fZrNmTT`<M~)cd3(jL&r^
zh|mqRQmjNvTG8?a2kV;O07~Wi<83BKo*?wR)@>0b(bgf)&q{5_=v6vNV7!FymFDU5
zI6V<DK!4!;cRus>VVFkho@Kjq@wK8fAR%^k=D;&DpawgP9Xg=pl~UlWQAWGBYlUWu
z#nzKLNpG+LzQxgKd)zz-Om$0Q%1MLmJcx4qJjU(*dYp<Oy<R}UuBfdPQdYYzx@Ljx
zd-f_N7_tJ!sC9ateGHLK{QY?dRI@Dy*-=xTy@CZp5Mg-j((b*Bvgpc>rf228WQ<R|
zmi6h6%80Ho%{gzH66BG<n_5O;<?T4%^`~u~o@>4Zu~7~o4|E^7a1*Rv+2K|LuG8hP
zssW!DI>*jgG}xJJmhZGwZWW(C@mEr`=~5;)MosII8tC%;D5!4qMD7Om0i+07XXypy
z^bLHtkz3#IoAKRu(Etj}T*g()A5Gz`xRz#<PUkC8gU?iUh3&%tN9f9dlZeT+N{Y^b
zMP62bT}L}EQqip#ErjapMLImH%b^o4u2h&C?tb^onBHAxw?wS1RdZbQI1Us?bjfmy
zhlqup96>J?*NjN}kc<~6e$@yA;9L{;=&&qP74zYm%Ntjw$5HXa;MfswI&an<`f8%b
zdtdwSJ52g4&~hk(-n$NeVxGK@QrA=Tcc`L`T^o1EUO4kul!f|a*TA5g6T~#`t&jw7
zLjJs+0_!Ztm>AbWrDn$7WbF}RLTOO=hH~ZMPaC2GZRn#ff#|>Mm+$LAXitGV{X(5X
zz(&4ntxTaDXHEbBPbx>@P!q05op#EeyLAD3f6K}Tr5-&uZHpHw3TGH@1_?|3^r5J`
zzdPrWRStM0QoSAD_3p#V=;fhOEJMCYBQ$Bl6Vl}=m2)g`ArNr68O=F9J7b3LEGsfq
zKuv8UA3D1}x~xvJ-3?nd^0?ZZyIQ-RXEPbYppu>EIFouS;`-_`e3+@!;(%XvSu%|u
zQN%IakSE>g8w|cnAu6V%-Qu5`SnOwB@ayD9anzG=|K02M-D{IVDqkfsj<>OnU6CDM
zAYyEnEEZYdWP2#euos!<N2ah%=6vqM$JPr&hf|&SsXH$INU3cVZ-P*A0lJHAGpD;2
ziy;pkGr`B5{ltQyP*w6_ml+hGJ)`40)%6OzMyEj(_bw@TCh8c>m!Y*j_ak`E=oYc`
zlP&ZfsF&=b?ek)2L#y9JrS0vxwu61S6DdMSP6*45Db``UqubOFVL(6tuhQ>USEI<Z
z!Lt$%ExxG??csZEI#;yRS?7yPc>m5beb)|pH3)*tn;$;X#uWCQA4l{XdaYM~7#o|p
z2H@Nk^;kWKCQg^fTe1)|>f)%r(%0F2dGE~587`KH(80K+A2K4Y1k!02YYTRdRUGWG
zu!kHwo3aSan4}qhIC+;`6iW2GYm`oqv4w*<?`_^`ij80XZC|Vx-%^NtQ@fSc0T!)4
zeiv2VzzdmvSRzPLi<zns$Sy|d4zs)Rlw$%~))k+xi52A4$YIMz$}pBS$#Tid?aAgP
z;8ZCsR7VcL2bz^l{;oG*dJ`hX(hD|5xwlr770y?V!)Nei0P2x%D*ioua+QiXqP6SC
zHtJDc#?ze`M7f+lNGh)DX+K25*(|Fc)m@S=R5zC;yx*NyQqKbVFw>m`qmjKA|A@0Q
z+k6`iP9t}hy72fDrQO@R5%|}sCikn%x8i|{FT*!+X3QO9mSO(FOteUnCdx|7?475a
zi&k?VzB-cjQ9S~DQUQZF(+p|D7iqI_7j_C~-i_Xwg#sR5Fwx?BzGmi&m-ZBJv;M_E
z6Ab4dE53>(4B?BpV3-+4SR!C?ikL@^Xn?sXAc6E#Jj8tYC<*3N_}ZdoL-o>_`Q9H9
zjC2mwgCj{5$w$*{RZK9VgQrRLGr;pYv*H`qTERMt)Fqp_@<5PUBh5annrc4L2WMma
zIk?^PzG%j4W<IxgA?L>p$4j56aA>IW_$CCfMnNWoy!|}?z}Q98INJ4C8c&Ou&07Yv
zqyJrN)tZ1bInJ!Y>Lv+Yv8U0-3rso1ucfZ<8H$TEo|Vg5V{?~#l9+4?EiGN^&Ib*E
z0a@w1Z$&$3*&@P8sBdoXkFXa|8|Jye-Ir3RA}sA;xPf6TH>4Vn0>gN{7>dSWbo(*i
zJ+;nwsb_G;5X9m;^9J1bwlUv%zbD@2I|~(V5@Jgf+=(k~zWMljuZW`PO7e)3V^pah
z`*LOd{@qWt50lp3rm~qR49z^R95UJnjDjbiewost1R%xTH``My=i)26Q3|oK=g;{T
zOd%A^UM`9GdDH6gzHmCGzaEA*--|sMHS;N>&>@_S{NTMkAesB*U%VX#U4&jp--t`S
z*>t!(Y8lg`OjZ-bl#uPL3Nh;=Eb5eX$4rlRJpm9>FaQo_#aX?_Pu;Y#y+5Px-u}$d
zJR#7hs9%rf@`|lm-spyodxB*<{V3q~3)ZI{wnpHhMzTqd^7iEy`3vY;hRIlx1i{X-
zo})1Eg*Y&aTr&flw*^k@?giNd0e)I8l^Kbrx-c8#`{E_|F8hy?fr8hQ0sMXS38cV>
z2Om<2|DD_Oy*45Wnx@Y*eCVo!5P%p!uOIt4fWuvGJk5?-9xh3?)vyJ)R-UA_jZ;U4
zLhd9I7&keV&vPA3#!7>CY)hJcuC^*9&XscakbmVts2Lsx0_RgCReN6z#O&wZIwxj*
z2uJS|y*3M6;?#E*bpu?C#4!Syx$H|ai(j)sqDBN+$!C*3YioDxr8oX}m+p6~ZaDyb
zJMm-Jr<)``T&_YUE2<tHp3@8ZnNgj^9G#aeB<nu&ar<bGO~<!h=_U-342Y8MH=jU-
zv4nY~v%hnVy8&_oq-8YzmdZ~2EVE*h)tOvykIp!h#SiCMnoFSXD3k`GMdMd*To(ix
zdV3wdVm+Sd6#$=&vL9;-qPGe0&WZ9!FPL?B-uK41L_D+<ywoK|-``-guaF%J&3h!W
zbv~^DU~~zQTOH|m%Tuf18W5g}VuTQ;l28;`cu%aF#N8ssHH^)e<b!d1)Gq25$LUL&
zF~*Ia`cItF#c>sl%;sJ*DF^m!w0r|;Yw1o3TaXcn@1#z=coHryNU>y91yIpft49y^
z^V6YsPx#)CWO3Zrw;K1;X&9b-=YGEXFZ-v&13St&f-uc}MaittkgY|=^1fp&+uLlh
zv`>`_rX*(8+=6lHjIZ-l#Uh5atpuqi;Er@__;<rd6I;BD1cw~MfZ#OKue!b<<9m<9
zp0jL1h!?J@N^@o;txD2nY}@v!KyY6W1Go(`dFpp>eQI3cV$KC&COHrCcl?MXj^_t~
zdq&PneZN1f?V`pdv*{$f#ASYdKH93PMUm5KvVj(EC*nVKwGzC>8|J(wc(aX4+`TF6
z=)tBX$(($OVq<-_{ONY5$<zIka3Q-lf|qFv?dndEWydmTOXZ-X*z}CLX4?zRXDLeV
zA1dRjUe7X@PfNc`h|HlP+V>bBzA@=T@->CM;@9{-_3yq=%6?~!>ZUYfIzYbSSbQb^
z=xSO=x=%n4VybTAqtsE+$e;7Qvb27aX7u^p(=W0NaqJAP!K}oC{E?X*vv=wazttaW
zG-S^93{|`sm}H>zf@u<=EEUItv;g5>32@H|G-;yQn6r%SyvU`tEmb|4MFRq>v@JPM
zfx2^(&Y|zqE402FN>0;W(36Q|)z1h8^{0CUh;e-Aaw0I!HQoF?kZ*)P^2<Y%7BrA6
z^C1q-W**fLNUd9GjKxUnRn~SaZEdBAXv+3#8H|iUmI`gV#xX_nOYR4rC|>2qYJwYm
zR};H1a5%hIrBFQCPS}!xDhFFg)iyUKBlGF~#hQ=Hdnh+w-m=9q-FJjj1Jc9-><-L0
z(Qj`w)$ct+<J`Xi@4EJv`h4O)``8Y{I7|{GIktV@2}3Mbdy%8F7qLa#xd0z;_j1Uk
z38z<zjEJSnu8V_SysX|ouFyqY^3`))=nLg>`Pe1D`^K%!973i$J=yvr2xM(bNMN+m
zy4iQhcRw5_4o9mb8sZ5Yx4y~eIh+@MJ0C(@Kc>ei3(6d$R@JfZsa(zXuz7gM+;)Eu
zDLSPla<&m?+@T9}X3>w9B<dtCum@*7XH$u&MJA<O>GEh--W?mP`q}!Y28GsgEdzfW
z1buzOfHVgLTu@JaRe=qUBnfT<`Yhji$2Jc*>uh*&w~KjN)^}b_eGJG`mLvn4Q)Stf
zSp<ZE?C}>27r-VLjweRTcodtHF-6nUOsz4i0)rJ-1URSnUaTMY8a)8!XQMa+sdueV
z;&uLaP9{+CQ+gFe$P}$`t1A6)<rTQY^QP$hS<X!OAx82@<xU|OXPTAEdZeR~cMQL!
zTSkofn=9uuGLk1k25yz{mZK2Sfe>UuJ-J?gM*@P2&22F{HAEF<Lk;-ZCKS|aM_$1+
z9~;3C7lx2o9=et4EV8z?uZkMSM71^$#&v@Pc;UrsGO88N$#2&dlA|-P>ijD4L6aWe
zO*qS?U7{Ha<|tH2IuoTRzCB0C&1G~yx;L^T1cWhE;W<m8D3S%P^%x40YI7I}dx+%>
zh^6s83JIlj0X4|if}~*x1q6V(UnI~!Fhp<g3HKLywE%0X(v{zPVel#lT&i`xdkUZ}
z?(mOM+4*;`%a41M$^FNDQJDmo-lp=LZ$(P^G4LZPdMyyF;>w?|JWZ>IsuRsiiUj|o
z@+h$a6fGS0@rW%93pz!P?{~6)-Vt60xJ*LtFkgaZ6=^@xc?Ffb-a893JdOKQ?kzdW
zy(+$lhbW{tN}T+MXg>zg)N-<>n>aK74@qaW+_(~i;Rn)%m@Z{8Gu{a;wwRv&D0^I6
zsccmeTcd{WA9eR!x}kJ4#yG9|dF7i_xJlbGpq`=QqvBzxKk%QVsN&(hf&#}1KqLP8
zhUu5HT4}!3U{11X8mcc27g3lfAo$wyjk?6T?XXn;vHjq`v4Cx^WhP9ARWA$&xKa7F
zZxFIe!hNtU_vIQ7f^;|WPaeH7Qg$Aa1+A0%D+fd+^o^g-o3g+bi}UKKp9fB9KyZ29
z0{6#)k5jS+1pcdq6hP_<=q?V$&mYkI^`M=!@v=0+aStBD#g9=e{uTPaCE<sScorJ0
zpjEr+2Zmu3j~wz6<!c;CA}vV#8LRzfprECyiOf*-%(0I2qZDC~Ug(Ey;iIHBn4&Se
zOVFT`x9d!Em@UQEZ}$-tg<2Zd=$HEEOBph6zj3yF1?GJ;TUpYI*Pjj6uG=akbgu9S
zOm!pHEes)C0b1YV0KLwwk)Lgk90gdS`oP7FM*Xz^J>W`}X?KdMQl$36z~lD0kubl%
zzkb#?r(5WfEC~nVpHu#vyKpM4qAMRQ&a^Bm5BM%k0>_{FHCops>0m!OTZ;aAXpvX+
zBo;=%aVFTDkF(B=GYPGs#SIED8dx{+w+D+I0ycfc?;mr#aJNLZ%bgw!+D5G$EY^&j
zdK-Xn4(b*yfC8CI4-thrwBP5MLw+3h=I{AjECL8Uyj)OCcXwUlT?<|f%D8Oe!jLs=
zw0-~^>Ucf5ch}F}P`ZBikU{F2U0Wuhd?y7r=i7xDv4%wph*?*rqMo){KvW8I`{6g(
z?pXBa<}46{aAHx)?Q}(7bLx1As=-Pn3)*oHWq$dKT+9nA0`dqEtY<wC8(7<CnaC;r
zo~hxH`?^|MS1F|e^f-LQcwCHXN#5Jh{^?`)uWzNZg3#Gy#zk<BLoSAWc$k1nDJbUH
zU-<(6MeXy(2ezyXD*x)E;>M{|KRpF-ti)Z^UUFt!J(mHIF{O*Y_|q0U%71=3d{K}b
zuYEz}iXz8hjks2j0Vv-|RCj@P5PrO}Ff>udM4UCAD3<E})-28li*nMv=Bi6&wtr-A
zFu!zR96^y!#FD3S*>f-S-}HZxbv`6%_7KoRz^*b$E=BkIbXwUdnC21}UW(i$AF{u#
zhvuFzk7d5U+eTY)gE?HWn&RxCKML&R52NTFL~(%z*4fu0Pbc}XvczF2`~J@1Ibkz*
zEVXGKPg%-+8Eb6?NLqZPz2V^PJ|VoL6fn%SATp@Lxj$OnmYKkSdt7SDm{Vt_zj_9G
z1JXcBvsMO9T#?syybc%t%?Ci}dlR`dnA3p$6|55Qyeg1g;<4T{v0u5FROX<Closrc
znZK``a=B_-7~i!Ivw4I7coilrHlK+#{7?8@>a<JO&%}?Pd7Aem<+{_!hJ!zXEj@F~
z`PSkVrR|u%Z$yjEm@2XbXC%#lepT+j0A1Ul%Se1lkv)kIr!3w)xB1QQ39~G*R-0w)
z`{fJ{%iAQ^$`%xO8G!uGP!4MC{b8-wz>~C{1VF1uhm9%?g-+iq7ckT}N3uqx9n1!E
z-qQNLZZnnmRoM1$0D9ocuufX_6XNVmAwy(a67ju1)?b|ctMy*X$Izh8U7KrsL18&d
zt&w-5J(8P-G0F1_$eUw_NtuM@yZU}L;XT7J!GbdCd{xeAypT_14xaSiSuR$GT4wR_
z3IyvQ<9GVRhTbht8=O;L7Oegbh5gOnCN*nQ*XZC`%p?Ss*V-rdM<qrU=@RlcHsfzU
z=C97|`{toDmp&d>`QBJ*WE3ifM+H&(1{J|J2j$LjYk`St%s#LcCgfgS5fT5~G4gs?
z_H%LNFvLX74^(1I3KEEZTl365Q19ybT!5nRIFcpO0xei^LOE{sI9(!!LKFXFPk~7L
zZ@)yZwurcrS!7b~i|M~dvL@Tv+@Ww%-LH8)J_*Hosjq|NPY^dllue8OF_(~w-=Hu$
zxZqAfINp#T>z(?7`hb6XoMhMmDuS+b{Pio9J#$>@u1Zl1JHJu1oF}Ftfyz@O`58!p
z&Cv)95;Mu=j=}1_N4i|3V*N|D35XDC7?4PFYnA!^mHQ-q0sCqn*k;HsYCg@HS{w@T
z>ksJRQK8Xva+bS3Zx3ssKQ<TkUnL-HDkO&aY0Mmvdk}FZx%=yxf(g8k@j%Thk^<6M
zn$_Qxz5e!R&pV}F=d&2CJ!Md^X!Yz$d?pue5j*u4o?^S3qK!0vA6uVZhFLyUO%Js8
z^|{!R>r)(im}eN=lp_b0L(0<7KBtyt#agepHA3xmnBXuUTi;Apr>)o^Wt$c(d>;{}
zROJD@%)pXehzPG<?sc!jnj2NkZM#g@7*}DQwqubp()KrQQM}$7;a{XhHJw*f&WcWU
zK2&?(d_Lm4{Sgl`cfh>jau=_T>B0w2^7=fQlVeEpAbHLZ=Ku8vx=I!aclXzF{<n8X
zE+7at(8LRlYB8(ELbnl_QMtdKba00kx?vrM-_jS{ZqNJ8xf{{{t&|=+U8;Q4SHxxA
z{M}n7KSvpsb=;Eg;BW@nVc=Dky%Tl|>6MK{Xm_CT(_C0?fKYJ6HP6!qUCC#j^4Pi5
zPW8HaS$Jym3!@n9wuxrZhI8p}{>Y#@+tb}caBkyr9uu;+<kQ>cojKI2s!}X34Y6H=
zM=o|LQ-|g7UHJZnuC!raDHHM8EgkB^rU=${hmRc@x_HBrC2`Si^iM&EY~FF;f|DOQ
zwsB1V>ycJpQ99Unlg{&C6B&5m0KUILONwSegtshMf$A9>C<==+7e1NVUs{c8e>JqL
ztZzs3bCbTb+Yi)9{zt7_j*|RVxd&&7O?~pXH%#;CAwaj}mK}C(CGYaCLz~MIukXEP
z#oV=c+bxTapix}tV{ILjTDJ{TjEMUIFBT@NRrwsz>aHjC3btIQLEsn83rQ83Sb6u2
zvjfuMIn-X)56aANz{$9d(S}@c<}=B~Dp90<W)7_<;qX|8L$p%eX)*HvgXVll06&AH
z(rzR~4i`_1%J_@zfAv3Z8n|W@f{Q)#<XEj@CC2MB{<Zh%PmW%gtXupK7Kw74>?G;6
zo}hLSsi;8X|K?f{8H@~x{_?F2qs}#Z?Ab<^A3T8Qe{05^6#l~rFk9T~@7_`XwT3Q+
zWb+9%zi2E;pytEL_}2fD-CAffEGeCsS~SmJk#hXTjK}os+?v!0rdTzFfKgV>FBL0#
zJxfw(E!E76S~|8NP;Y{c)`x=Kgv59C|N2HzgH9GxARceGup;sbTab`w`CKYhM?Qs{
zjuWUifS~wKEgX#$R-#)a`^)P~Y*h<Y?OOC9Ykvx$AGI#2u7k=eW2Fim0ZOREk;e~3
z&FH<~kYB82$U+c1^{PpY6oI3|$r9ZHk_dCM3PHfDz+|$}XXzgteeb1HXycJ*DEJlI
z=eb$c{A-lP^Pgi?;PQV>GttkPn<2H->TllARWvA`^QH5sKy%=UR|m$KX8P+6esb#8
z>4@9ik4onIA$GDWy2iq69<(rxu)3nz-f9=?^+z*G<Ia5HS?qR7jFhyxEiX!amIG#%
zwD3ISU%qrV>h(ls?-bUwR~9nDM`ndNtocdwc%Yf>EhB!Y8n3NsVxW7dFjwlBe6g%8
zzrg<Cco>nA^<y|ec+XG!OUa32XMw@}X&dOzX64n%Wkmlws<lY^dH)f5t6V;8J)i{{
zjNQ!IH(&ZV42Jq;2;_oZ#zuHliLAR%!xnNIt-)6QOYt;~h_hmZ!z$Y}6qIkw^0>43
zJ~7^d0j&jn4|9=l<+zTKB;k$|Rw|9%m(^>AtpEnd>vqLPzN}JQB#EN^ac6yI(x0Q5
zM({U*hkSsK_6(y^oDD!xj9h^xBLRgwT5IsCdA&T2(a1pc!=X2m;56Nj*7!^T-GXDx
z1M)>Y^-#5I+D2M?ebN1>Ue{Nw#%tKBl$;_#K3_)7kvorCDwn4T{W4hPhJE^-J`L{=
z$|StePSwcXRnHn_artM#^?df9xyy5@^Sx_;PuHB(&}m=8WwbP72Ao@~&J<)N1va+R
zjYrWS!(>&|++cV8S^|ot@#vfBo(UJ|XydB;1C;F<l*Y&dR&w`qDyU*K&USxAtipi<
zDvbhsQw;68hw8wDkctfwfiZ3^AauRCnh0QRM<07E?$YH+is{VDqhWym<`%i`Yq0wB
zuNHnzxhIuk4FI4Hk7TF47vonp+AYi&F7;tDT1V)@B^nhLj7It2kgf9N@X~lwz?%J&
z=J}y@?q8k7(To-N8^L`(z~65P2*S7c97m8NE}7<ctr`LOd4-pvBmuEEf?u9dK<r`*
zjF^Y9v^>WFM>QaE7mjw`^6&TaD!lq}n}eh(`ELuWM^nlz^UPEght;4cJ9H_8YOzHH
zy0AML!(}68Ti{y@vT9k2$XGa?l#0lIv1WL`{N%;aT)pId*1pJWfhCuj>xNehiq8V_
zlwx0LLTLY*9Ile%=A?oY%xvFGyRw<kCS${6H|j~qeTA*zb4@}gPlq;hnC(|I>h4r-
zf}l;p*YkU{d?&TiyhV~rGOd37`l3~X&aTN>_XI8Saozag2UKE$o<J16>e!`^gC1gq
znzGpHQyHV|dZlVxy{V=KY!!T{(3ntTM2c7F$aF0--`ZGSx$wL)UjP9-0EhSj$<PQV
zBvcXj0SPFkf7w6`+mePO*eD~wz3Y!dZdiE&jAP#bB)0(6fTAN&us5X<g`ji^V??tW
zvH0uL_<U`iFrPgc6NJ`65q7=%SxHOxf~Q4IDTjs0xp>3IqaWWXr-Jp^VX1kmz?m}^
zu-uziI%5f>@0B?p#e3oNI5YkJTpEiXa>ISb7N}W->0_z)8FeXTJjdE!ei?oHpank*
z<L!5}F=P8Kj`KiNutEXXzAP$fo~!+9b!B^ONaNZ8{FHDo-wV9%T2d8SR(O2=DR~IE
z%v7VozWbXyU{mX(dwga?<T<KsK&hwmR3r0HcDqtdGas_;@P6HkKZ@5|80?7+3>owq
z7*GLn*F%HLCZcssqJv(>l5S8CUO+7PoLC-97d7&Ky+$s29N~6YS(-u-ip8Pu38wc(
zC;+@^?zt)~;7pHPp2^?52dTy}jFHwCtzN}uqNKf_yH+#%1M+ofD$Os>n9$y8McQpm
z38H;h9@(APBrU(Vz)@!nN{%YX7z0_u6?8vLQ9V~8cbXq-(oB=6WXCs%oTn+5+tl)g
z6i42|eqX85w$0KJ9l9y}thaXL&_lT<+?R%h7g~KUhK(Vb86;EIZ6DGB{ctvAE$3K{
z0<#n}<`b8G8^v9D`LTaWc2*+c+=ainVpN5^SSzoZdY}87kY2iYs*{>03D$$1$N{Qm
z$c<uP-~5T&4(m>bR3>j<xZ4%Czg>wXV~?RWso={swr!Ic<qHD*^a>QYVK>atLoI|9
zI#c3WrXa~jdcUAY9$H}qRGIqMpkOs>In8!&K+t#S&Tm~Dr^Yjc6b49%5u~Z=C_wB*
z@umeP=)2$X#NI1Qd1%p<+yAyuEBmT|tS>~&!9eD;eoxY>IQ3%_pF<0SBo!1<$HGb6
zQD6ePs}S8NE>16|U;Xx!lkr>(0LStjjXOPUY@V#^hSkm%!Ft9-4`@Ulh{E-m^x$Qf
z28~XHSYuJxXF)JcN^pQmvH{^IwT5E3VL#<dLNZfz{ycflCZJVQ;D}M|hdBcn)~=Gg
zp<?r7OPP*<f9(8jSXJO<`QrvY5?C~DMl6RrslQr-+5^X9#qk&35g6Vsi9mUJoA?l3
zvp>65#lA+1CEc5W2wyu!YFh~6A1&Ps44qNtCz4s$Ec;jIFU$#1mNh2HC2_ssJ*~rf
zbH!;2i<CKxOZ-{=h$XMZ@B*z(dm`}*9>%||Y9bXjUjp&C&@S5_)Jz{fX$4Y60x5WE
zQ9@-^cA?D~pg<y#)?1EmMqw$c5Npex2J&6AtUIrGi;|N@FKHaHY?CB$(IjvYaz{eR
zH-~64iiNMs7f}%W&C44VXiFy=*dQ&F{VsCx$l2=0L<SsmxGS?N0`R8!Zw?=X6S;;8
zzRJCZkzl?z`&C#hvRHo=wg`WVfs=GdX$}}op*p>&)Qz`-q}bheB?32py`z6@-?gSE
z+;6DUyK$uMiF%&v`WX2k)t3t#N&d3S_$bKvr3L75_Xq$vjiOI*X#2leCLO~%y2|nB
zb7S4C07dr9Id#-R>_tuN05g$3SLUnx2@Lr3*^zG1R9cTozi{j+(omo+g{jGH>=!8C
zKoO;;Q&n~6!+x7e?Gb;!H#DNZJmxR`hiubNd?lw~e*`=l+9_&|Q?FU=LsYRGpDVn5
zq!G>w;AC_VB+~}I+ioXK;8@9-Xr?!&Sr83YEd}<s!=lefa_GJ^Kop*%mgRpX<)eHP
zB<kaT!SRidNb<q0b^1bI2SGECIejw@xIM<!EPU*G$Jr*ytb}1Y2qD7y+`#IdH|nyR
zvHz~yY$7oJH#3O_sLA|SPxB*?|Mzkua@kNqyVgt`l_9T;V`))zjmZapLU34dkk(8Z
zpveP=mlC+D5(H7Ctg0-Tw`7PrfJD{@3@)d4@5M#zMzH_YjRmN=qSsDL5930jnu&VO
z<@KE$UIhFN`JH>ev^QQ(yUY0yR-6=$gH?#27$1oJX{*!ZAES0HvvsV?D6QzG+LBn#
zRa~aRpo&iCO3~JnYoB=U5+}J<F>f`zuWx{w&kSz=ChLWLS}L1dnRCQvy_&15Vhj@W
z3mIWWG8ZwS#~pThRO#BEwrf@OA?e>kC%Fxc`?IRquTPg3?VzoSdO*LCg0p=g(K4<)
zp=$$;u)}>KnHQ8LeH2Z&JHxjxFjO*XB&&6F<VUfb(b8PLn<VySFw(3Osd3;e^(WY}
z<fP8{uG<uEqvO=e8xW+>SFT~&NB-L*$evyc!8(Osp6PH^qd^4NHK9Qtcz)Ayfs$i^
zwq57vSiakG1Rg0&#?W~hWGcZMvFIPrVkHak^uaT-b-@C=W&Wls+R%rUxEJF^9)2#o
zuW?ouKy`_T5SQ}3DosQDeWUFb^e6^qc8b$oh?y%v@adcdZfzu=OVi*KaAZI}d}*L*
zt214;evukxMI$JRJM$bwp3~8Q=l#hdne7tp0|;McJ1BOTXPUQoL_4kIp3s%%bvt0A
z-0&xWslE8AFmz-J<$-P$0l*f^-!De6WV-#R8bs{B`LCaft^#=Ev2mC)2P%Y5fmZ19
zrBC{Z;3WJ7`^ndip5144>Jsy}!3!JvBOe_G;y^SGI8gqZ8(i#2iu}!e&LTz>VZ)_c
zKLl(iw2NvV6=mKjU>LaXj)h<YfWUf!ZaEe>9gF?shQl<+SP91KYVjvpjLBVTciv?*
z79*_X1F#+WGqjC=bD#b%K-^O7?|uJvGk+$S2D!3$!!j4Y1e>g{diF!s6|XRJq7gP&
z#N`WF-Ly_qZOBm&8fP5{EAmB@_@E5KhTz0`Y*Z(2td(f8o}uA{!FV1T7C3*%`~JS6
zEH&jd6nOtG#iY}-0TR<8<y^!RzA4^ZqDSu-9Y;~(_u}Axe}nbKyG;EVX^_ZqD)9j2
z9P<ltk+EmU=dY%X)<y2~7-{^~Ifi<S$K!D`8`|Pq1<Q*7GT*yizwCQimOsL5zlePg
zi5b3bwcONYp*abYnIE+fWI$U;bg!0$kWTQB`J!b9624a*1E1Hb127`Gu_cmefai(v
z*REho2aJm_$f7wg4gzR@wB;dK#A1IlC1S#(Eho@)+AXI&b2#F%r#B*AX}{;JDmESu
z)dU?So>_2;fXeB$y9S?ay6a3!rA6|<$JXxR)a=zBV_)f)XdRIXtSG2V>^5aLL@9@W
z3}NB)_+A)@6HtoM6Q(maxlG1G@D{6_Z<q8ExpJJ(5Bee%h<$bnPXzF&d|1HPNhy=l
z{42WSn6kY~uWt<)&Tl{94emtX$=~W_@!~J`K>Yp&0_cp%5c->oW_l&v2MTp)rfNHi
zIff|2$f7q4GPDOE46zMGxLPx%OokwTh4$aSJ?!mO@;wr8+iyEetoiHDeci%Cwfg%0
zHO-+GMwxuhcbm|CZ)(%eq9>-qc2BXz9bOcP4soL{HT}-F8*y<Y9GLf{f?m(U>~sKm
zQbiB2-c;FoAqYPa=HOa!o?j+zLKQ0!23)lnR)Y7#@{p8gKM}H7zDGAxEzxASM*sAT
z#Sub*yoG&TAJbHHN>cRSKH}A&)}ly)^v`J<h?m#2_q30#uCETiUroa?@4sg>hd(#-
zb|fxwxOF2E*oMlEl2jXM;GXX`^YU$bUK%+SA<R9qloN<!4F3GSvH1QTNBluvx47#Q
zNT@IUt32vACW?05i`MRrWGRB22s^h{YXV>jrv6~e6Okq6I2o*}YD9+W;p4d*yaot;
zU7WaN+?tWi_WYc_rW{vqdQbgt&*iSHbEXG)yw<d=eM?7qdHpW@oWCK3M*yd=Rkx+&
ze*g9=)zI#HyDP4}q2biWV7#(TaCVfrL<$){Y@%>@Ge^{U!DSeWaP$iYp@F01kv<Q#
zCtw9F;p}9wMkIXeJo2{B`!a(bN)y&nuH@=-Lc4&7>G$x<+8zFq&A*xAZ;W;Ro{Kwc
zIvfjD9yDFiVR-_tNqp1Aj2+8!6@_8>hF20V@ykc1%n4RromG`ke~GIL^e8IV@aibB
z3PZEdeOl}l{q#9pKC*=&2oIDWB1fD69n#E7DZlxUgJ>&i=%~Sqy?-TZBI=p(=9i8i
z!EG*NhvX<$DGoc4whgzmlW|;D9*yyMW=nw2jW;WUYzlYe;5ddL&4g2W&G^)4MFmT7
zp@p3R5Eq<`qfd*z4sOrxspH014f|DllpL+@oqvBu74Po2r`h~#6`T3#L`CY%qrrbo
z(XNnV>t_O%N*5*gw1tvKDGMu}iN8+ENsd)88`2%GW??ro!$AB;OVU*e6g5O>*dH*#
z7=1p-p~n3t!Y%8xiT#FM{(8Us9DG`ZXd6;r8YVu`_OV7eX-T)f-()drW?UbAM*O0_
zuiBoIXCENY)7v!!X_lryKDpx&J@VJ{+u^4725c(_y`OJmr6sgChrg({o!ELB6Zk1r
zsgH~LZwLG}*L}x@ZJ>>|%VaM9KFbx+hnHgx{UnWl6rkw5=DK}<)+E0ScUbm^uAJ?0
zb1dYH&|HMTy!p&yGCT9hM&lH~ac3^g#1<}`m-!fEA~KdD8`tqIel~05O`HfZpsoM)
z(J-xw8L`ynKxfk7J+Ca2mnFjr1o<N%9{@Q8FD%A|F0=wopo{+gcxGCgZvp)vk&=*G
z1gcM$`E({{f{vhmWx&E&>l;A_%5FYhDx}TX7~G*h1S@7Ov@UVszX?)%fb(ag&<V>0
z0DPL<lHDfTPYxo{UVox`^Voj{=kF`rB-AcESn50|Y+hdPkQ;nCS#fZ=t3OQQ;W#y@
ziTn##d42WxOVN+p2(S*QIOT&HDhV}knP9yOg0x|AS1S+W)$!pq{c8B%DBDu%)mY!`
z3?0rTb08r&A#XVb`(`OGOIa3Sz)X(K2)LLaIC@^US~Pj_o0aK!b)Bza04t8CSiz-M
zXryXyeVB>V;#uNJsBW<4YdcN(9l&`1plG8p=C!pn3u`-bN;519ed3xok$I%Y-**=k
z*{?AkjiL6A^Sb=kqxn`VcQ$&VdBjv{cK)~1J4i+BfcSe<Y2Y`VHDo-;&C;pY-z);t
zTaV3~C*wqj%HikjL}aFL;V5>QDY9NwbgxAB$OtD|ocKYD#?Z&TN;hg4htEiHe@ChM
zd=_4$LsQb5#WES#-(_$=upm!7I$7(FR89H9pGnU|Wb2Z@S^vO+1DbHtAu5PIJ5crm
zG>?0=zMSd8m?bM`T&^;)(bO^o*@;Nt5nr{jg&37TldTE~l;5o=La$uT)(6V`wr-sm
z{kn}bExLXg%RY5Jn@WD3TMVgP#R}F1A}m|n0^d}XUiqBf>tFfyZ+6_yXz}NScg-($
zRp^M;qtFj%I-(4TPFQfB7l^x-PgwHVH}CIcf%q$bm&siGvPHw>MAhRWc90TEkhn+S
zSBVJ8sg>vcJ&*>_jdVJEpkKZJcMe7UO~rM&hNz>bVxH~n<xx$9B5p2@8Mf#|_0J}?
z<eWBs#HDBE!U%dJcV6H9p4o7u9%+W}_bF6^s^O7{>KQ^l&$jPBBu{qoXMN%iiy|b_
zV}%s4U@Dw`kK`C{e;4u61DvJ<-;~-%e)Y*X4^wM|E5*vqnh`I(JS=rfqxy()9hlzl
z>{>~3>!mMpaMC)5(}KZ1r?G7Ro^9$zZRk>dihjHjJ^#GleW{?D5s-C}`GthJKUKHi
zQ@g#e293Hg5A%^qyZ8>bmM|^P7o`Z>$3Zvv)qnO#-K4>ngvo0%u9z|L6C<@y%^=u6
z0YR_YAj!zz%x!#slJ$8Yh&Pi){G2(*KD<vGo+BF0nA6P5Sy*d$`CM2dkQf>I^Jp3;
zwTGx$_`6=)lS}O1a~<Wc2lcO3?+B@guX$S^P>d_ej{q}j#}Mpjac!v9l>g+ZW|L8T
zn4vP^pZi;OMEO^D>EijWb2tT*7Xlz1gp2^@fWWsT_iQ2WJ_XKo(OAg%*jH5vJqc1t
zNdN$V>$Ei1=QsS<f5X&UN8>vPBu8GnuaY~<zj@d|SxXkR<dHd=u%4IYdHv0=qBUHK
zfvy#gu7QUf68`3Er*yghosm;k+~-65P1_!cQ5}Cvu<#(yr0+s*n#B=G7Yt=Y<bkD6
zq)gsj;IM$inn9hh1J3eayA^fKhVsQGy031}HAHK|r|k+&dg80yw7B^o)b!Mo@u5XY
zY1mg@#rlsV3RwR(ey4las)fgT-ygM1?ei9ikr{F_R}W%o0@$}#D~+t1yYb$@LS#mZ
zS7X^rW~>g&-gtgsD1)(#&HnZD#F>@k)6dW5T${-uA*(p|{<yMEH7sJVSsf-dnL`Bo
zDL>W~Ry~kb9xgR^Ql@l;Zx#T<<AdTM7o*bCW{{RwNQKi9)kh(;_viNd=il5o^}R1-
z3#kGJ>O%!G!*Nt`O4HZF{mu8!9-0in(S<?cl|%BHcw6x%LFN6t5s*60Mb>|P!12G@
zJsJc}i+XgB;@&?S9@FzT|B_?S-ugMm^+qa`@Y289m%mzTNqc`OxT#W-wCHJ`>#Lu%
ztOwroRN-9Dgg|ywF0-X5U+jkTKaz!fMNn_~jt(hd?c5RIQvBJvY7;mg-Y^|OZNww(
zEFu`-vm)r{=)AZp+S}oZ*KLfk$xr-woM~c!y>obyFYGRU?4;dto=8U2pL75Cf)uNg
zfCK^tg@TU+v*;W)XYeo^W*!TH^hZVk4*fUO2&f3UT$68MWmvAv{7RP%<_!}N>EhOh
zI}mj76=db-1IOw2N7%Je=c1zJ0MzC#>9PrXzxGJO1T4>@`a3w=KEbO6L99g`v;d6?
zTsIIa`f&sz{7vl#K;s$`kl@*X6w^`fLVG4jg4pGP_g_te-ukc;6=*?A&ub2T9|VY5
zp7>usTPVPV;@E1Qzb;2}1)8C~hN&gAeY_1Jpf1fLw?aj}d}d)F_G5o>4T0;fZ#loX
zOKjhCP0y~^#w^E%E1k-E;{Gre>g!5C;3p2&B&GrPuh6F88)GHR7j(cHRhVl`ojCJK
zHXDX^$MLLz_+}Zx-CxzLRO;o%GC4FFq=C(EyGp<dcSuk{3IV|vtUwY)V3MLAO<n+;
z9xfat45`HxU1<%2J-U72_F7(;s!<EuL<6KvZ+jN2D{F^OH{mQ7BaQY0qJnvX-%0qV
zkv92H;th}ll0IQH_YEd+=s@D%nIfCU-bB=3c~wo#-`p>39{q47QS*9Dz?|f+FCwMo
zUvXLj?ca>T9-?WYH*+&GhxvH#I|L|y=RoCUqzbP3dN~oL^u{)MFGuTse2qY8veYEn
zIIzLI@va!PCf&Zog57z__r8JX4>&dB8=d9TyU0^x7>1B^k1mrT*;Uc~yg!ZF(r<}y
zCg6{hH+ZOP>^4ApR>7~*-|Y6&<tm8c>&IA&8X95mRsvPMJ*e>p`Aasc9ir*R^)4vQ
z>u=T{UaY>Zbr=T8h${%(2l$26s&XLMc*?_UGTX;q3gfoFBfMr}Reo8nMaQdMZIA2`
zV!xqCOMz&_)8);<_1A(4qEQ%gnG-{ho$fpDy~{yI#r9iCk^9vo+~=aur?<#`LmFj;
z<9+N+7&dBE`B>m(fw*KHZp{G_3SfIl0-n-64}yr+zuZyta%~+T{=6#)HGkXwKdjiV
z7%q3ta?|o({Sy~w69iQFvB38P`pwM;NN{Jv2bQ5NaY}a*89_P9^ca!D?`wnLC(|kQ
z8zHIqI<(vmdvUp*?&`qiCHt#Yl-*|62TgQwNp<Td&2*we@NUJyQ<f_DslRdRPkwed
zJ)EU>$djLPpJ0EiTh27pkKWJJ>8g3a^jg$tOX~az^9#+L7=3Bv<F)3tWLxGHd+g@k
zt)8J6H7~9x<b~uD8G$2MT~>Uw$bDNzb5M_!%%W>d!4+rpjjgU9!3WG*M%Z!Z-s7%X
zo6h3vfua#;?SA7^`8DFi>Y)aSu6!j@6f|rpTbj!n*z*bp2m1ZEtKvAAeweFak!a<g
zEDc?=8u|R$*5xr4cdl?41c?aI<If1*3QD`w_>2$!enP9yu1eAR8^6%^MZF=mn)rYH
z9zjZ3^i*TsL;+(oxX24&yWjv9W9n9Ib)>OpYD-9v_Q*cqllx%vPWO>+Z-#9?O}JZ`
z;H)@_Cyt(-XHhrsV&Xyz*la)F{eWRa(>+3)geqb~8!8B+*j*nA7n5j4vN8FefXxPR
z!;)*$roHSJz3;_{m1L`^^tMUdn?Ihi6@U4<vM+qpGRE$%8L3nL29vA*=u@%ddGUel
z#@KnVh2Kzber^a&CQ;;i?OEC>4Ei`0o$-T3pBIidBm@Z1A5Qqna!;Ed@*6b>0!QPT
z(k_0DT*EB6-4s1wNGxA^Uv(vaFMbt){#84>i{iHDaUuMW7k1=}0`U+A7-DXK!1j9Q
zHKCdlTHXG=@(naF-yR@`-JV7ADH1U!*rYJts$}k>A_1Uez3Sx)VLLHQ92~=B(G9k-
zU;lhwGmWw-bxi#*^B0LLZ_u;FZSI!|J)3j4TvV64Fu2J&B}&2H)ZcO(c)N#$4}v03
z9`c)WCCzm*F)O!S+;&1)42>hR`QVDY<_b4Z{<o6CuAXv)i&ORItg(V&QIKJX@)>B%
zsfnhVB0qj|TSJeiQy;%jJ(q0lyy%vSu1|GjC53VpCh>{u^)}3n8N^R2Q(mMrwP@s~
zKgDH?=okzqlJ^f5J|XX(Ff2L6OjnN_1%`wz_^J{TR*%GKcFeK@&1Wtg0d#y7pmtWc
zn9Esm0grQ&$&s<ac#J>aWMQE%$8C++Lt2%$1JCOqZBF^>dCyc@yL?IH^T;^9=486b
z+kqgBTl~#3td5qG=odUSwx?i(E~k(rmub0?BNZ@!ndfN`06aj$za@%{yj_rMOlRK<
z6zkt2e@Nqt-vQD5q`P3w;2T2j)ga~UE&(ycSrNNniu{%<9xXnKcySf$oem{Gk@a7;
zJHb3<8!paL>JpFQZW;%*sL+ZsRyY%BDFy4tUGahpFU?I}d}9Z}Sa<5d{gU3aF%6ra
z5iwKLU6~pmEcIT?M74#b$DNW{CjTg*1=4gc{0_;<O`LGLcoE{MH|9z@^C0jasQ8pd
zoxSU|joiJb%v=hQ@QRochMnhZ>cm)h0hI=(uEm=;;-tQdU0d%IA&FVnmN#6cmJ=z5
z-z9Pg0@1S5cU;2Q&mHY<`?<XSeK}uSUChkcGy=@2SQ?}^5qKH~3Ix#u2j8#+KCSiQ
z);<%@s&USt*o9D5S@bvH6~y*e=)B<ETruXbaz>uDOP}wJ3c#bWK(d*)FleKTwSZ7s
z_66IpZ?_8>@p+-pGq}qK7N6~;c_xAD*1EGrcA63EG4qFg=tK`9LJnu}YS7JPw|V@y
zB`6-hSiES&M-G$4o{&^q`0v-_k-G4TCUYr2qpq~yl!s5xi<nXS^D%|HuS|G3oW&Fk
zZvH?;$QYlVMORgvpy^zCvc-K?E*l?pT!!-+RKO&V2th|eUlSe>DzFZ{Wfp_6JPhz!
zJ59oCZC@VRn<`D0iVVk;9E<FYXHynF`o72l^EIQsO^N-l&gqxl1G2;H_U4(c&Y09W
zQqgqFkuMAFpuUr~W=%w(`Nuuz6?sZ64TNz&NofdsMqgh^9EOPL6vEhiZP=2godlRS
zLH(UAI{v;g<YZayc=wSI@u0F93X;gl<$wHTrXY#gG<fqMfb$ePAjt8h`0oKW?_0O*
z`ITYA3;*~`oNyW#zAxKp?7Z20{x^TNML`NfSI}l=wBajnV^M>|TLiv!uFm$wnJ6Vc
z3T}!E=M5TM#LM0K`F5J$6XB|tY>?66m*bE#;QF*To9iW8DbJZC&&qktJjRy+dcHW^
z|4NRT)-3@xudr;zcljNnyfQ-g1&V`0-)0(A9q&nRCmr=RQK4ZI=f*}6cZJ%OZ;=ac
z_Zh!bEm$xlW*S*0Zk<aqi9#M&6yVV57D`H!WOQN%m6o(eeGh{o3FcnoyYV>TVmEtP
z_Wg|UQnpKYM(~=6PLIEOA~Yp$6Xnn6n}~LYK`as8#LHw2udba#%6LDi{1wVXt?{>S
zk)YvJtq{0%eIYnl#1fC3;I~zRP_)J!dg5=7HVx)@y#swwbK6wjr-8~Y5qOIb9DVN>
z6o3WDeb0E=w+o~RKF432c>VI%g8S=db2Ar-#~r^KQ}{9M4-}@$BVuiv-Ha4nb#Kt-
zLrG3u7ANNS`!R+qynny<$AH@}@&p>otUtd<HVnG4w@n~bfEGK<VWO*e*}@1oybw_a
zjkEO*E&9V-JnowD9Y?;GGJ6+GaUpx^*<imY5MK3lPSbimZ<-lu;Xy1W60X5Wg>R39
z>G+xn^SMrxF(Mc-UPd_i?%|11iqq_KSR*#oy7hV=#@2*$;V>|`=@TmR-%R&VXN2?n
z2Cw8qd^4{W8ocg`rtc+4{5S)WX}(^*WAARxt~{8EpU$AiDmYFg&ci5?Vrci>Mq*Ik
z$*p02SZ%U<f!Q@n3t2Fbsa(ZRILs|g2LZ?%3Dwl@^2<y!1@!T27`_k6Br<SI6e7n5
zI5q4iZb$$~|7I62hzbE?_c!PKkko#ai0Eez4eu3Y1_*|)+SJW#nf_QFS|T#-ORp~z
z6kYgEizm07hH42iFO>X%Z@{McN8J$Rj|uepiPPC%zKGava#U{|H4Ya{doMIc=1ec2
z?smwFkaW77^R!4kwd;*Dm2$I9-L9{7#1Npto6(vF9m<JtaD%hoqX_I++0Cu^pGI~f
zfk@tT${6-JfZzxGrMb}_ppLpx)HP5QUkf97IAyA@NZ*dELHO7#B)b?KZk+*AxLe;3
zGP(A`td^>@&VqIB5DWX=KrNonPo&tsk$=B@Nx|BHIt>p)Z%Uh{RA{w2rATiCr=^ZI
zi@2YSg2iKhywv)lE=21_vb&O7nVM51FlLFw<kR#Xe2(kUNfX+@>Y@IghxY`{Hm>rC
z*0eP*Q+;a9`}|a#wU^$lwpMjUWBIB4fwrnjPj(2OI-Ia_3NkRUY3uI}zd(C<?v-cI
zbD<wz9csF-J!t>vaC8iMJF<l9-lJ{kP73Uuxc_XgE=@=58^Mb+B2TzUr2};9BaCL{
zTUOu8Hlc(q3w>^2)>$@&PlWkf6{luDx1_NyR&gJslSQ%f+tVQLftx9s7CdCksfr}k
z{?**oLo{43WG8+N-QsaJWP}&~Me|*rXcuO2;oQFa@^|i=`<=2i?DjsKy%^Rp|A6K7
z$H(Cs%i`LI-yNS2v*vZuHFR61+vHtu<w6Ra!-CO=ebLzapyin20TLbOhM6Y-GpmH1
z$_;n2oo0-XB(W?-lAY;5z0rk9w~W!mBY$hm^^R#R`vK8l`TR9t{_QdAO~>w{&j#lg
z9lz6w>(B5ax05&e5%d)Fq1n9JG}-{xXy_8^jFDsWo{JT_-pX)0$R=H7XN3xm{g)1<
zUpk~oih>Ijv-$!&@k5n+1~^Awf_7@iprqUx*}Lk4`x~aXj`T8zxXJ7Rh`0C+bmoei
zXSwEYT5qxx9g8pj^kcfzgWnxN@reV=^B>ZDR#|4Bgs?`IgNCtqRW|a*=t3f6iw_QW
z+mB_&?!WUNUJU_6_M7S2jq{04o52Ber=Q=<QJSgi5#xHq*u!R>o)!6lI>ob!F?I4;
z)`DaRXsFZXN6(?L6cBlPih+a7T%g3OttT{gxT`E^OA1PR@NZ_1d=`|mna~_ARmdOY
zQ-3u!j}BTS4#*R(_~HF`%HR^rL^I!Wp!Lt2fbALaX^@AkY6Q~3lBj*6&TlsvC6Y9`
z(HR_ds_2vu@KH<7B0MQO1@xFgO0lE__Y7a6<-`#7u3BVW3C4K~5ZE`*_WM;3%yKR+
zQ!s=#!~~=%H3yZ7`rxb4?q<P~ACW)`#Z22q`oQ#-PhKcb*qrTnds#<vy=qbHqHRod
zNi3c`rVVdCK7BFy1J%PqQ2+Sf3GU&@>VUXg9#|E7_)LIRsnJBr2nKzn5KNMJzTE!h
zX6af}tU6%Aafx++m5uP;z~Gk7;V5FHr<neWd>_VCx0Q95^=#53#N%2&iZ*5Fhh5N?
z$EeD-?{>3dW;-gW0>F0f6V&$|a2z^pa9HP--v0*Ixlcm-&D#;eY3(cyE8H?5ysnGP
zEXwh;T}?(D_&a3M`kNKm)({yS%yfJ1M?LLUi)#UmzSIW%D0%PMXvXuJ(=+BfZskOF
zb<Oe96|7MnR6VKST}nhf;JwR<dfpo!@HJ-mn6O!?YSyl_DfG4bPM5}ooQXam?o)89
zJn|AP`HIRf<FnX?R_NFy^81m8&ul{=fxJ<Xs?tEw(uEaVCsy_V)2>y4#2pr{oeW;d
z7k5q4+k#rG7(`eNEU=ym4MgM-v*4pr|LIs;19Le#T9rI~7$kzbRj(F-{FBH5=eVkx
z{-S<&j5C6*%&*S3^t;Gt!)k~=tDEGpa80vR+d5g~>9>TXaEo*PNK~OAcIeOLDj+m{
z4l4#392g&kSF#b;`3NetQ_8I}ady(};ff@$3BnMM)oJUdu7&Xf(CyJ$r5G_<z|H)i
zLBD@zSe?1T{<R9~8suNSx?Bu<>cn;91z>{Pb!?8|q^j{rekWjd?>%Y-I902gz#SJ*
zH^?*sYIOcMx!ygU@OJALKh=DcGI_!iTfGu}o0NmY+??R=C+1hpW#Nrrzdx^pcx1LE
z$LD4-4QKcJ_45tnx}2KBxJhSBh(+4fHrU~7y*6|?QKnVx@c@fm(m1R)7IG~$2eE5^
z-^hPpsE?;LV+fzw0EYnpND9Po?C;o;YNKnnY#_nuWtm&leVLz*Tg)CR*HV9oN!UCc
zf>YLJk@W?x`ii}%Fy)|*KQzenL1B|$TIX)A8hkO$`djlNjtos`!7?72;q<YzUh$rh
zBRD<yR4{{cVWZvmy;!&IHs0xcTp$O|GXSkQve4w?Nem`1Q$O@?EZuF28$kTvDJcCr
zYj^ys!$c1Jl;w!!eQFhUOAuhH6PfF#N=@iyo7>(02s@A6$blt`eh?S*Zdpa|z1^|s
zy|-WgsD1+sFq>HjtyZ@RATuKFxnyQUd{!=dXAJwGw^~`<JgH6KHJ(#m1}HH53lz|p
z9dkHWpPoN3vV}8s{wm#a61UQ1j^hdNm^!(4bKRfFw5_bpTrMhMZ)$2Rj|PX&<M9@B
zm!^23y=vQ9z+W-bLMb^mL+^h(6XjZROy^LbOYrrt$1YPUiV{wJ6MJgFk$&~Qr;=@Y
zU7WhgjMUd-^?~BxW;K(1(1X;V-So-vJ4YvRps1*sKa_lWa(JF*zmUI^-$?&AE5rEj
zEV2eO6y8eo!ugR$XZAC(ela2wYL_8)mzT%|Jc0Z8+;iOsKzWdm#RskQ7Atv8l3GK1
z{rpOg1kM5(6mLjYx!B>Oc`eE%DThBan*Amb4iT59nPzI!G!2Wc2kC$Fce~j0hXDlg
zki<I_h(+)zzqI?;a~r1bp)<?zR{-?CKGT2wOfgi!fxmZZTCZGk4^k0)q(+`)fP5Ni
z^IqeD<4q0*g^<*}Xx2_f)~rk30X-$rFbpV=|IG+~CJGF39<mu8Ci+t|o8GiIu6zld
z(8KnJ=wHdh5+z56F`~7$iGS%pwexcfN`TAyq=c^^v@7#t&1?H+S>6EZ_<m}m8Ag_k
z28IEC*t1ngwqI2YtG1uaxv}Jzakaf?FKj>`=M#4Uva%MDbsx@Utju<k&>k~&>-s^W
zp=kWX^o&DF)?wwvQ1VBMPW{br$mL}R&`FT;)Ajh>*i3ps`uuuA7aBu`4RU!N_wQXo
zBf*c57e)MAV1jzghc=UO+gI5yH>?~)B;H5~Bbpdkh1C2JoP6i-aD;bAkj&TVb5j0&
z>R(9=xVtJ%mG9}Ddl-~PO#m-Lc#>EvJg<1a3^~<<$LBvIy+};^e1&TL5&5&?2Kz0c
z+PU-`1c%^X?ETHM%nir3(WdW%OzJMN(=%8MQ55$7?Jo#(U`tSH$I;{2SakwP)F`m?
z0V#|8o2l^HxB7)deM#>1jVtKHLiMbO(F?<!VMXvP#lL<%Kr<0J*N9*%{m-1AX^IQw
z*fR%t!$V7iSy|>ihULH6;Tc9duQ#}G{58*$rM>>8Tug!(SVOwlTitDat{L0;;Qhq9
zQ)V=jC7xFm_jq@1HOH5*pV^OtwB!_wcKkCrUQ6zj4rG)lHynAHsKE2~hB8@MM4&-u
z>-e^H_w#B!jx50pFo%ty79h4C0=ZGOQo<L%WWVv)5t_kKxL*e}up@yvdXv<~w7w-#
z(UX-;G0dQV4M5}9EOF=u6IBP@P%{j};(|Eszb|zF{@&v{?sGAYaj^TFe-ec@)Cr%n
z*F^{^hm|jcl6dMJbkH0~GMgCAh|N*%cv3wCXdabHHyoV%*EmnoQx&G11K~6j#I#<Q
z4W$)H>=`RzfL0xs81Rvdow|5Ap7vq6mp*N3g9n65kB1tSRWI9(gmE-?M}pc9e1sp$
z?kL*<w4Z@pAzo=lg5Z%px*rk%Xu2kdx}d6q^h&*Kc4F5{SU7DIU}NVCo`xZM+LGm%
z<}r>3i2e==CQ)$9|K5i@x$(vd_G*A}fZ%-8IQjhF^PMsT<oMSpfRFv(bEAJ}JgFVP
zVKwq8h=+pO>tGrXd^Frc_SFgxe>!D@^*$153FE}63$Xhq)D%_AqptmqPtvcXTX;6h
zQLNq4ApBFJJNWq8EzI{ZeK<9o3^h#XXo9fw0?nwu?y`$Ex|6H%vqGE4O16@Gp=@F9
z({uP0)-OHQ5$3LkoBjlv{Uu;S0*ozPuSNU5j-p`Zt^na^l}qzG)<2JN(Nw<{N>NK|
zSf4shWCpl7we%PkzDj~JOpO2mT_q{^w}(AOo3xrdmKYq)C(nbH!!Z=Ba@&T2V|KEZ
znpE(7FHl>u8}7Kea+R0M4tSDY9%$zaEz?|hQ*&3-xSl1`pKt$0>x6sFH8Z#|Us{u(
zk8bu<H1)eRe_+aL3$%Ku%Y)}9*+2up5-PfIp?@<h{_SIdXSf$;000^cU`v%bcM7}E
z<NiKP$~J%Vk1*y9ZgA)TBF=z0|Kj1$RNwG#{t@<OVQ~~jN`@fFMc2>!+dJVvo0^F>
zlxlC5z!qKe`P{j$_7v24#ymMgG~T-(icOqifiB`|68}=_5VEwS?f4AF3p*{F4R@CQ
zM~-HTzA|*!H)Dpt4l-NFZ1f?FO&`kaA<9gx2grFeJ%+(nCpkR^JZmL)zaeyMjN$6>
z-lR9v>Dsk2eA9QNyMG~VPSsrZ+LgK+JF4gfBvM=%SJ_QQMe?tgW}ko$f31t)$B10L
z{<X$Ln~(DJnlZOi7E(4ELvi|{n>Xe+3q*+L%9hPa4g(x4V}<j&{n@+l+Aa8ic>Q5a
z$}F$guF||6K#12|1-<B78vW(Bn-#RMan6QWWzVnY?e7RVd)IuJ)PGz&O`~Ob;fGB~
z$UeO~cF+Z*L+NWLY9Y2a;CoK9@F@4{6Nuv<eoE4I{iyF^xEvOsNE+}}q#SGPZ5cMx
z(}h*vkH(&Vjq!IC0nnZ{250XU-eZQ#)leld3ToDd+w;~cQO9DIF6=U;naV91Ve)0Z
zQ#o*=%a8om7NQ0){7o<b&jdF{mcG9UF<{;OWa-ClMp5C*@T<z$8OV2QJ2(?T1D6{m
z<F-I0x)($0Zw2kXnR-JOB!K=*IlyFNUSp1iy((-xC!cbS7boDx*x_nu-){&R5U875
zSwz+F1q<jmJE50Y1UAN;(>4(+qhYZFB+F9x#eralgYw2dh1%I}Kuk!f`frhQ!@k^J
zSrOhe2v5W25I*41RwBmB1lQ`?G70uSxrjmwn%~9?s^IXUw{iyS^ZWeul>-#4pJdOW
zvpxw9vJ}X?o>l+TiR$&c9dBHIn&yvjTBDx3AU>AyH92cNb%1%7oos-1x{+TmZWS-J
zudB*jCvCir%YxM|*gJg}F97che<}{$;o9D_P2N*}r=fhRIrea(tG4g+4U~qdmgUj(
zDIw?Qi)>z3jwG|$`G!5sq_mZ&t7$2(n^-%FFE<2X8)|E&&LYcj>D0kAL;i13waP)+
zRK+X(3_fk;Z&#|b9X7IRoft|$kG+Cl_bv=qwFuK^PFwHea%?onIQ7Ft5TqWsOptKg
zR$g9dZ%>s>EmAA}>wVh(^$3M^e=}4DpmkY2OqOBJQ)hp|y>`kO7d!I0eGB11GKbH@
zEHQ%#EE&o!F0Ew&Wawg%C#aF4KAg5K4*7OO*G>DzocXRMRheVC2d4<l6pm8T_LWUk
z9Yr60e>;RBOo^@J+qWDY49N0x+#VsC*OcY>uK+=`c%g+Pcky2z>6iSrkG$6Z8dZDH
zzfn^Gye~xyb${Grglfxt(>>JKfkIFfTo$M1QkOC<H2}6!JI+i{Hs9t(Sht*AT^P&g
zL|hL}1KaY2;HJmu+CpJJPp3zcOYLo_c3BL?v_kdOdqZ603$<f8IhAG9!H|ZhU5K@q
zp%OE<!x~_s-O4+x#^@bvC%_Pozzu`xOfKWs3BRs;4GiOY32@8j*G~DuYw|{GrL?;F
z3L;2i1t7{GxHJg<gXzr}vbW$E=uYlGt#@A*O5p?F>MQzVPm?`0jiRXY3YYGx(m`<?
z#<`QQdZt^{o17&s5YT=(ri@!+l0E&|*woJ1p9C!_JF&Alk^v$)Gj(jg;3~}UP|gDv
zNpnH~?k%}KOb*Nl2{jp|3Rsg4w7v@SLsJr0Du#UEDadJkwEv#hMuaQbE{SbceFn%S
z;G(Y6w9Zu4-yH5kZCi-$iz!p4u$kv1|J&$aLs?er;-|u&H)@~fvb7=fC5d*)(1&%q
zMMV5}@p_d)+?^EctpNvh&}3~vohR>gyr;2}#T&OTn0~R!qEfUC;xU3s!>zv1klj0{
zfULG#Jq_9{;TmGog|!0z{I@<_GR|8}6y{F&$()yR)1U<Em(hZRmJ$LhHPw;6z*;)k
zh_jCVLQ_HwE#Cxa*!Xw13*+^!X5|?<8zCwmIEE3t=AhEncy<z12%jYyvKX1{Z=LG<
zIVI|kG>imLQhS_~&W28V4%2&^L;?FH)zqZ@5dxw)R839BG{IwOK`J=5#9^KF571fn
z`L{2F)wFW(@Z+}fMUv&~$5B*OLwF6?w`7co^X+z0f%4A^>>T(YcAo|LFf==oVxU=@
zI%1#%RjMn_rr_rjlg}d553NPE8;Q7D$wuFhPKhcbSn>qH5$sc*FQz2h9>^xy#`b<1
z;dH^zC@;7jsN|P)?#)XOpR*cYN6;VVQ4{UUQfnUM)qqC)pttb12S3f9NONERo`Pkz
z95^JUK*x6C-@%1{vt%=p!kgkjQX1%n90X{XBH*LIj-vn{@@3#{^@BsbaLjG6enS|!
z9dSE#o5-QuHx{+OcguaB?rrj}tz8H~JvYIo(j+xjrI5n9E(*}@y603~hi$?cUaw0d
zWz{b)zmEEeWVk{qw;D@42Zf#GZ6a$gwxWhKfo`bbz0Ut~qfw*M2u3IC7)$+IZ}(I8
zTybaBUayyFdPZ=Y`^L!e=xl0>6p*yBlh^OaXB6h}U0NmJ)ANuGlM`J<c4Qf;FxrSg
zRM&$WsA{EjBH9gZ>Jh!!?kbmIB2lkR0|Y?`oz)&~!2*PS`_(-xJeLWnyR>&pJpA|0
z`>)sgN>M<73wzM?<MI$Pa_BV9Md;b%B27D1P@17&gG+}PE104^WPR}2HmAcLs`<pz
z>Uqmp_1DK);jGdk-9t=h$ne&7E{;Y0tg)_7O1ikx-hUYZADnn^Y!Nd24WE<Ouo8_P
z#)Rkl#S~E^%mcP)^6OPPM`xDHDUjeLP;QfkWapy<|2HrDnIQ7IbkmfDrj*gc9G3rQ
zPT8IsXui)&*hLf|%jo{e*wuCk4<6P=moj|_aS?}1#2;Y#*;<9DdjdncC0J-`_S!_`
z&kjPpj$W6_%PIGa=yWC@)$NzjZh@c~DYs;eH56Aj$jG5iu|tS^neCE-f~z(0ti>y1
z)xCil4!1j7?D7%b|JUj3cjy+!k6FWNpYJcur?)DZbJ{!C7tX&BpN$Wdp7sYJde|U3
z%hcVaoVzo>?nq;gwH)*~PP0nBN*Hnib*IX!$juGJ2p*&_b}(Uwemton#Yv?o=nJ=H
zTdr__Keg2_(>#^>VnG`FH#0r9;b@AyiR37tnJi7pQe1N!UuTH6l3tx{eoP5<fmm+`
z7V$l&0+;>0E%bv2`-)u@q4CZn8jl^E+>+T6v{_jAy%VOA&?IPPS!)t85<_qvxGf(o
zY16aG&7F3&o9kQK_^7^i!aUcQrq}<Sw`ND6oLv;3n;?l&?-vLH^A<bou;thzRLW--
zqTs?U2D6v`NsQkOSpEmh8%4sBlIl3*#lbCc$$9_9M);VwFUV7Be5sA-_N(!&3Wa6&
z1ZSApJb`4BKE$UE>FBtB`IK}VM{gbemoeAY|5|Q^#Gv^yIg@aOd0J_g{_5Cf@|j?O
zX#e%n6H$8G{y3kfLhTZ01H0i(Z7c}#LdaXJo~5#Kwm{ymIHYoDf26Gr3N5Wll^6<-
z{xAUrJc{)YM0!ikgprSgHI|qA@CZEFkv4spDA^#kOq2vM@##@O;y+NWqnnH|fh-WA
zQ4RCm<TdncO5rQTYkP5s(yv6jK>&J`+<4X{U(p0-7o~Q_gpJrZxp-*8wO5L_D6BVN
zIn!Av&K<fcf1VG0QH!jp7PDA`+<wmfkqD&V0mZ2p-JaT9btzw^S_jL&0^1c~#FNJ;
znYW85!gdZDkS>c_vR@#De!~(4u`iJ2iR0;OqJc#*g4Qbnb?#Z0Pms4l|K^KtI9p<q
zTsDV~^1${~ILSu3Y(l?<?3q#W$ZHk<ZG_ECx+>Qk@|q1>@Uom7zaGr}mV{LFJ@?eA
z)|2bHevpM!Fr2dt7u7RbwKR&sxe5=Y4-Jyv3NjehFn~gUKkv(MzVbk7Ze_0zFK&t}
zFO2``%jRrIkjgT5fB*T9LHQ-k6Q!F5^GIA{2=I>|RbSBuM5rLcneX#g{H8?152e(V
znS*&hC+q$E97%5z(!!8@7NjwRRdStJl&i*!zbf;Z*=Tbi*0=9iGuWUjJfh4S)za=?
zJ5#<62^0v;6a0YTN9+kJkw-y-rUd7rdWB7w2pQLV2<X4QF&3L!3|Vyj)ThJ#*Exi)
z9&GK5E#)>Ms+9FtV~#){DlysMj7Eh;Xt2MckZFW`f%}P<wI4lUy&;%Cs1H}-sG78J
z9PA~69sptOk|!Of<@RI)_jU|K0vx+MUhubr${l5<Rb6h>DmF?Eb%TGkTX-#do7d@V
zEV&i4HY$2icg`6ifE*|PH9=`y{IyT|#V;2=Vvts@*A%D@6SRZ^wHU6=x+3^8Rubkw
zIF)uEJmtjxAdR|fH=4Z4(y!W_P$_gT(oH(JxY_Z0jfG~Bmvp0o&JO=blj~@`!-5!0
z(e8@K`9bm^=ppR%tb32l&$G+U=1l1sM{M*rP6!Y%q7PdUQs#CY=HWPDW?#R+;|(Ii
zlxmHBefZIi3Zx@7(xf}^zadD4Nm`H53*Xsma2UGJiXL@NYKLMZd8rqs+4;pP25UP}
zk7Y3+8D5!;xLq#e*y^X6i4YuqV)SYc-qm%XyeWY+5raBlpV|#r!`hE{1^d`W{rKq{
zWH=KCGh^bH!Y5`e$b{%4zJbG@25!cYKsW(ZLZ_StvkPUzVG*wOE06@}V9JebMR{bA
zfg}EAUS;H5oeUER<IPtO-J5LOMHDo`bNQTh7LWfK2joc=c}$oO5=uVt+R#R3qS=5k
z0BYgeT$&4|)=TPzZ$4iqQ3Ly(I$R0GL!3BITvwbPcSsEK$@^VkFi-4w+m)~8vnYj|
zvCWdOIkmCv%snFyNnR<{{d&z}E`?&soKWp1XlVD=c=9w22p~S5AjrZv2Go8Z_la~-
zE2ZRsA9f=QUlCIr4(PoE`2*BFw}|c<f9!0(cHb9iX65lJn_aiI;%LPJR>?(z1mhmp
zXMS3~`9U!?2`%3bbX*J92nwV#d|MZWg`p^<^K+!y_v9YYhBbJBxxHU)??NFIr!<}4
z9upDdqCbku{?MGc5dDNh<2u|!*7J)2>ibF}A*CvS8r!~`MDkaXjb<VoA#?i_LY-ww
zIz8L%-R-Jqtt~te9FpkgdJ`Mp32huK5*+$D*8Q4q215AcvTGTrN$++R1Ep<kR`VOf
zd|h^l2T0ddmr)!n%S=A;GNhj|sEoOZ+}^IOnK<uPd!4J8U*7e=Uu_vHZo|tZD{B~o
zVhW|`b$q<(c#^!GzSb%maS?R0(|E|ohqpsPss6m1?dY+UPt=RsF28zJBmSuw<|uCc
zX}|FhM7!n8*_6?4<2fE8>whhpSzore30geowaOWtAB$<Ci;8@g6cx{q{JF&<O&(Dn
zf6oMhlAN=dOaIO-X(|c2M0uE4pRlto>*Z~Jus7Eo1|PF)Z4sB6&`Z)r$CoE32!;hf
z33{7*y0@^sXH55R`vaow${H8w6lp_a1@dmT$!1Z$)D4@|!lh;{Q2hh!xdy(9bDALa
znhPsZ6TZpRmI?<7Q@+Xv0!(z4s|Wd^k^d#^9*h=^s?t&QM|99<&C$qe{eGlxK1{@4
z{}s$6Ns<D+s-9yE7q{27?lqmQptd?|cg+`v`$zbL>B!l;oCbOlNG6l}s))1(8X7xJ
z4M)5aoDhNNfu`{tp|;-n=)_{BzmJYkBbD!|y{UwJSHFt7zH!5co|U*Ba8^1mP;LDo
zwf6cLsHh~BLYDr=?x5X^8_B6q#}8l6OmOAlM#oz;<W8iB2_cUN{wZ$BC{pX^(<Z<)
zgxbu?_1+|`%3uiH1B>d1te2>mAicjnDa|#UD5+iil{?>MvC83v*R^4Q1DKG=hF<#%
zuEAZ<52$~O_I&*(w7hc6e&{-bY}>JQbEeB5&tJw62N6qdE@ldYqkHhkjwRNUV*Ybt
z^Z-pho&MSy8Fri0zcJ1k>y?7$iB4~f?YCTd;~jkIS)%da*rK>UA161X&*iaAw+(YU
zyoCeo5^<uoqNol?|BbR*IpOLp+!iY6_oiMJSGO@Gv|CvxN?r;mj*SUw`}X=><TqAq
z_hMcH*UMEI3%SVEwhm=s*cE>pDILuE`i?$;jbZEnfMC6cc4x_-n0d!(uM8AxDRa*|
zb<s~+qvSt$C#v5<so}T;y2I1mW}|ZAq=X+%AAh9!UOr$*{1Lj=E|m=%)Gb($F(r`j
z`mu+y+SW}1%m4y&c~Wi^l(Qw*@-hPF_?gKXm#=KQa!#)8bJ1QcjW-Tjk$m5uS)>x_
zMQB2p#$kbsZk>1%_I6+*rS&M~y5%@@G#K|pkbv+lCVRbeJ62*39_QR%SSY$QUP(BJ
zrh@}jDtl6zB*pdLBdl%;!f+&b3Ts=liB;;}=qkk9N_9Gn*p!jrY&YA^jT@(V{i+v~
zG5eT}Wun_Ie3vf$3#&shvYVvwE)FK$^oD);s>V9lKz57m9f3M78+J#?A2Q8(E+hE8
z8Y!F4R1pE2?#^+b`3AfEoImyWCF5~Qyr6<pqITVgrYLox0M-xN`E~rxCy+-rMJ@vR
z`w|TdxESTa$>!{);;#Y1+_biPJNL_dXgb0JdhzBMmBZkXE=(69aEt`|Jm=@{oNK%r
zbKn@$#dNZ*2{$SYPw?b9>;D*_@_7^aV%*hHuTjT9`0C7r1wNX~+fV^N@Y)HBYCVhB
zykKv#-Pk%#gVAgNN%b9U^=_Q$&|Cr;Y@Idds3D!!V(`g>gx~SINZfq4Kd}qh#ZHW`
zED?WiJ@)PC#_Q2J=~|eGAa6Q5ySBP7{jKz9aJ~$7izWT4QC-<Jo_?@rcH#u$<hg<n
zWx0}^NWbYT-KN4-@Xlngw3-PWb~yFdJ(qNyG|@Oroi$W<Im}SYNf=~b3v-CiYoZzc
zx}yys;5vEd@)XpJJL4%yQ!Kr#j4Q(=87z8|&O@E_+eYKZ*zZShVCEEF+aejj5%5Z4
z7^STtO^j9Y<cri2$$@&}JhO=;$0vm>>Ww_3bz8tQOipB28n?jN=Tl~%N~Xurn|}dk
z&o{z&X+U|UZVu#7xxAA*J(epI<rA?pm6*rQ-k9Mj&VRD3I`Ny(nM#zzu!=k$+FR(~
z+^B4ZldH`(VVX_#HM=Beq9B@~&wKq+qvE+*U(rU<i&5aIBM0bfk27T+z$3-M1`a_G
zE*F~on<WRB{a<m?O$-z<dcSeK3NOJ(&cJKL5B}ik=%WIL@;9BU?4tQEY6$Z;;&%|A
zQT3bgM{SqhFLk3tC>!+4tOTsb&P7jAYvK@Vy@2d9kk$nHQxmm+@2)guDO>(M|9~?y
z<8@3MwHEdFecFGXw?Q)#&Pm(Az8@EB1&;{qhKg13--QZ|pJ0n<I+u%6t@8c(j(O0c
zkviRBy|>CTq8Fje*zb)!_{Bh#AuYrHXlc3y6*}Hh51e_wpZQl(FXSuPZc^xITS?7j
z_#RYER+K+wWEfEQTR&XKa@-js!l@KhpNOnFCRROYK9-emR)NgkI4l+>i)N-y!zDWe
z5&m+D$vw=8{|cK|NtRP#Rv3g6RGMrhCbjS}ZTHhzxQ#)V>k($vvT5ClVdi$a`ssSX
z(q+Dg4}%yL1y@ZMTBfVPBG?3d)Zl6~>pvv4k_2vf0{F-%!q>NwmmB*#iRk&@ORoD8
zZYgo}0*SjE3*!Mo{or90i=XL@R%mGRV<1x%Kk7h7H(bjHPrs3)cLA$;$`rP5dLfKH
zWX0KI#_V&yw1zZk>g58w|N0oorXLQ3?TZ}?MlU(|__}FEp-bdeSb$szBz*zYLk=DZ
z3ejH+>7Q#(@*L|jkoGeilQ<D#9UTS94F#fqGbh0Ur3Fj*4X+#uD2nbh*zqV?@n};3
zG#*mh_1EX58nbgp48&shlYPBuj}@1P0MDwLC=J>tkx6A^W0)7`7i3Doc#0Sjr0=ax
zhod_B7<%Fs%o05+>I8D~Ii)V`weq8^L4x#MmMFNtgnkkn3=eN1qxRgrR<G%bdzm6O
zOXSGV=T#;AFY|%<7sRsHs>7>F&!J92V)Q0M!wnK2&4P17IAr?1&8F35KgBg{H+4Ao
z*TaMo=cKlMER5w7N1MkM`{lj~WJypPyM^aZp=3>nIDU(h!nspyotpc1mWg^FFs733
z-?F+p{I#cCYF7?R-5*~$_ki(11>cpk3@_<eF0+k}1@*IjwY{MRdHyY#ySZ&exUe6a
zP(_s`(yYu2Tg~Tui;)ipFw0rLDf*ln&*i4<3Qm%J^iFt#8RwaG?WCYm4%G`D1q;=w
zGHhO$DaU>syR@uqs3t0)sE=~@s9vSz>JXL~&H5Ki4JLAYl*==Lfi~rnCY+|);_%7=
z1><!2UT8@izYCGQZ%cJa<LqXpI<7La<<YeM^eZGQxXH|RBS28tjJ%~xX;MgS1aQ{*
z)(3}zt<r<7Lcpx4^()j)@bC(%fRon3W>qKWZbMxdGivtp;%XGL-<<z#lLW!+Eo#Lu
z3_!t(Aa*tpq8CQ=3;_TB{qGRPU}WH5FZ+2K_X0qV9Oyvv_-kr^5Dvb_Ll_Rbu9G1C
zSf98GMi&K_U_%=<ph*Tx4bdSn)QKhJ2ov(}y<_RWPESZ?H_PB}nTmm5MVOA0BoRz=
zVVB_|Gs7>A+K{B|&&g~xmeBsjlt71Nek6Q^&7bs^xyjrZ!U`|b*Gm#rtOoKI4G{}5
zJY}cQ)cvcsHnNBf{h{`8E8AJb#=GOykq|&;#pfvE2z0yIbZ*p|FxtweI44OC$vWVK
z3WQ6YAl~mqlSq@aHki#?a9o{4R#93Mfi~eQmlitq8}FnU*MFVLmn3(n&p7`Un(W81
z+XmPDde0$3wM&j=q3#os^&sScet8Df4pzzBEMQf;+p}7zxrP{ratS42R}tH+h+v-+
zZAzo-rlNFd5>$`OE5>6I!6KW29cg{8z!&w<^3<s7OJ-C_X%;+)bo~KbhVodHS4~pi
zj-yZWHCi$O8G$Rcz+=hGoL0=1ry26H9OkUP*KJnMl14<@<_Ero`z#6&wU~Op5XvnR
z(ZX&}{78s>g$;ZqI0c^~_4lCgZd}GfS^wO+nn`0P7T2Xscjq~+AUf|1p~&K`<(Cbv
zI*$zFYfP!PJ}!%`AhW-P!zN>!SXV_}fJVf)nR(_5Op(LihCdL%K0q|!z_D+{b1ax)
zi7yGJVxivH{u<PykP1;m0g6=Hy0!jh>|P%j4fmtSa`Ol#7Zv+Q?q_&1%)&Lr&$Ulm
zYt^T>9*1X*yz!48I>$=q4RWMvJPKZ+bX1!M25vhq;4<koOLi@}XEYkVy)BG%4OzU(
z#FvKK8iVTFmTmr3#?K23k{{f8UMcfqe%S(iN$&NOxkc_ZLI3o|hAQ7-XQVw-+4nxg
zy5`?bcGXQ6m|#DIId7%m%;}lz+e9OnR_W|t(Rk2oxlpF9BPyoeGtru@7dD-8WJ>Bt
zu_5t|q5!*(-W52nYHVhm8dvbm7*a@s^;L$s-C0hV&tx=GA1%An$$q0JRQT1fwyp^2
zBkGPMg{+EgU)S(IQ_P5#%r%jZ{eI2L4Ok_`KNsUxNAFsh56h0V*W0NK37T1h^1lUs
zBEJ_O3<&wrbVRR7GU<9DctY@1Yi2e2YH4}^JD`aE`}r&y928nIlsA0V7^E0V5au3k
z>HJoNpO(D%nfx&n<s*X>rgh-{`+0<`3ffz}*vWLgVsh4IJwLOa;RSl*%MwBX)Tu=N
z<8urZerHCR{B`>pAaBa>cTjkxveztEh$ufM^V0+ydrsO6;4bzne6`BAz=7Zi=6PLJ
z*q9^_2>^zP6)c(m4dLvXC%j{A$n*QUzy{e!Q1?ml=Httd@pKOZ1uIto;?0=91g-A9
z`##h=U4OuynKS9_lKhR1!qh?19V@iZZedaiyRZ?-GeQNnKGW|p{AugnRCi@mf~c)(
zdVAZmL0X18Z&QPNYB*gCh3vEM=T%;y(Hb<l$24<X>6F;&1WQJ<<<6}<WpI2gBc?Q-
zei1xcL@2wT@3dX|mPbYl0oxTCkZzbK0?h`#T!_lBQ}&q$&HNduGk?_DiAlnKU`KTP
ztW9-w_Azpx*6nZjItC7Sby+hA26)AWE%8Wc{0l!&BO!wI(_<|0wVr)B11di&mq6Y3
zZkRE37SAA<JV1K9VmL`2yp(AyQr2(5ZRDBLKb$a1#DFcPlyg>M+w28IH^ucRwEB}6
z+4@BDIDur#-o7&B{o0O|%2(!Xf&)(O&>KZ({jA=SAl8>8LF1g8ift+ET;+5N=ItKY
za57#WQ1ik22ZQ#phlzonD;%}y#yH=GV`DyirI&Lx6sM~^5_C}Xy<TIvO=!g!NUX1g
zb%2agLoo><dHz@srbGXe1hPFO{<}!)!r6=Zle4b!Wc4w{b>bi605=rG@C7D_SK&yk
zCP9pOND8xnaLIzyM1h<F3Nr?A`h~oXT#mzB$bUVFDu<?`bX!n1wI7f@HEvTKu%U~V
z$c!%VajxvN=YESBC%>+1^!QJc=+v9ckM0AQ8Qs$9$DO2j%vm#Uv}}J(`r+6`_uCa}
z1eA?{$-55^kKNHa%6TknzIH7AY9y6%BY_5)@C{nQ|9D;#g?2R*oW*uId)V4+vE%nz
zq?jAbYAzU3BK~?1BCz-)Ai+-MXC1XY6CTJrJFBi+I7pm}HMW9vt_y<Wv>lwban!#-
zeHsBo)ui}mV)7N*eu{ZtdUP6LcAmE0&cFU!FnmUp^@-ve$oQPC1VLKBS>5TWwQXIm
zHfC^M&!wM)O?UVy(@g_Q$R6q?H0@5AvdP5ZzB&x(juBYyYJKiRcMDvHScZ?XXPFlL
zh#uJ(6V^vE&hO0J=J;oPJxC_S_fwCgzm%xm)BKo-!1PJC#;($5_NDUxqe5qIWZJnn
z<>@ND+@gHlV(BKC3ZI*^x~|uSAj49)n9AsinD#T$<XcN&ys<&(=QQ8%DK9$fk`9h7
zbDRUe+o--~<dEn7(Ix@$SBKA(Y<=Ar0RBLbMjsNP!M=JxN_y=}W%<E?4!!W&*6OHH
z5d0PX00TiB|MMnWg<d2(Tnr;%h1uQ|Xg(r)VVsmV1;=3`9zb5Z?o;q5{G+Z@>LkHI
z^~E3=%Dyj@j&}?z-LoEwV+zKK^A}G~y71T0>r+oaCUKFc-aB8vdNAUU2j6>m{kDCx
z7|b*uT%*$8Lm3{GOAQ{I+iVNV%_&%|h&-fUT%v5GB34xv57u0vBErG^gr^m*+ChKs
z#e3a!_g3LXe)c5=UeAnQH!%-JPEJJ2SYuNL4r9w7E0X2zLyp4d{QYjWWUelY<YTJ;
zTGIlc$+xAzY8=-ywN*V{-7xVo-7e}Hc^09*pTTx$($L>*AsZeFJ!o#H#aB5`=p<Q=
z!khobapeR(fDrZRbEieT{o3PkvqIb1=fiHZbr9x_BVi#=q&SQ_alyE|1m#x8>s-Q4
zW4ql3UQ5okrD}zo*z$f#EOf9n!W$g`s61w_iVH7gCXW$Go;$Iw^0cd0DJGUKtQi}g
zme20aItvFwg!~vmSC&720&OI51Sq);f|CN1+N9mK`}|Q%NxpPp?$-c>nrN`>V(^-_
z!$ob1`j`}NOnE~FN8;A=C_0zCcrPxkcyz3Ci9}1aqe40lA?TQh&Tm4eF@(?+xDw4H
zogUb%z3|k&*R^xuz94G65tHDTAmi)Bo934QiLny9K74r(1WJQ`m3F15)N)}xnrGr+
z=HX$`1tyW7zrb)vU)ypFZ1+^%XUz1l2m|WabHkRUVJ7;~5ZU?z2NUh~^4Sxj3fYzV
z)_jnfwNde)&(bML<jha*bEoUR%5+R>%WujH=r4Yc8G|Cf^cg>1=kbQeR~kYms<k$)
zhi>W92W9+dnDk;$zsz?se4@~YanCin;TNoJ%!Z$6Qhx-{cD$(7-ZFJ;&=bGpPM=H4
z-_@il57_unu{2(*{9QRbgq9RpiU$>{auZ^tkAS$XC}%Z?+~`cwP)k{opj;TMjqZho
zBcpGc*#?82pt{$K#+Yqq9~X{MSbbeE!Zr~yFIiiVKTBbBo>R-E0|)@ic4jQNHQ%7W
zLOD!(2bgZCjB#s|iN28C$;64uw(y4rcXV-APja#Rm2>*U!Yz5_j3yR-7P|s`au`W-
z@#c^Qo!wbP>5uK_*n6KMxe+m>Ua_&MHPJA<XXh5xeL3Q~aTd2#<7c8I^`$Pcra0Xl
zDXgsOLeXI$QWce_f-Wv0*tM~a`_)V4o&~TmB494zL1E}|a5^bQ<X=zZzxMU~!0~Dg
zZBz~)1-!z@FoZiz^7h{>sp2UH@M&dmh#wRe3X}q4ibyf{b+r~fJkwKsuGa+fUWP(3
zdE1a#YT#fIuVV<(Yv&O8{C3I!EKDdb)3BndHPdm{i_i2^`72WgosNJz`YyuLRn4(0
z&hMw&&mJocIJxmB52l5&Kl!nI-$;g_hy2u^HDhIGh*T);{+b6k5+7FOG&qXaxe+?Z
z<Y2pRr9((lg<FTaR_#j_n1jKm;FDX(Lf#Z1_f*M@)LK~8x9!<sj~#Vi{_`>UweP!n
z(-$9toN(L??{=a!C_N!+2Jy;E34T)&x`2#wg?W_9Jz<mhBvcj48VhW0YEaCe?SFLM
zkAEY=l{WnnLZ|?}l(goUg&dI{zd0L_k#)P-G>Y7dNotQ0X9lSw``j&#TT*h0G@4J%
zt%K0Go*0$)#xI33e?bR-9?Z|1SxpD6?e!Vax%Fts97REba9r-SX)|$MHz`AP)wkxP
zM*+&TR?q6S*SDc4@--!wu?B`6td0ufu2ArA9`l#U%{L6^zvMXnoh`z4sov=8W(eL=
zOz;S3knmR?VILIYRB5H)9i-nh1g<t0YjULDu#=YOC~}~gl7J5ofbM?6rNuZw)cxx(
zf64sJK=X?_QKN~M)d&8)=i~7A+*<nnG$<FynYiW}x+zr2jb0Wxc3Iia%QnWgks7@k
zY9tE#?W;YWaCsohQLhjAN_p<Z;Ah&n`p(t@xwIeB$4_G&_ipg|{o#1S(i|+_lU_6R
z;RW;HW0cVS9XBHifW^4H!Kgl+5DZON`#n^f0q4Q^!+gRP=$s!UtTLmlcrAMbZdas@
z*jy1~R$X~73HggW#Y?D?ynGsamv$=|Y3k~W`~*g0QtEzcLDol8gKSCzPtB`Q#JVmy
zl%5KVn6cYU=@G4;-u0X2ocW5gIZP~Fm&Py9c}IMe`i<?sH!$$+f84S{Vdt$b5u5n&
z?*raXaU7(A-9dc2pG%}<YYE9LmDfU}St+nm>xS)vhwoWfPoNkm1r1%4fz^}%v?Xny
z6B%c6WuDLZ=4<ohksaT-lH^3|wC+7NM2^Ep6WE4}fX(s8*6P;mMNX3<$YY|Cxp{!$
zx%nyChr}Y2JXDmt>c9Q|F|Wx}pAUOHnBW@g^mU%Fm-V>3F=_t9?V^3-{d(SHN~g7K
zH+R~?=V`t6MpsD9S6?UQqitSq%rNqS9Tw!)hH9arv5c<Nbsq%Q%k>d(XX}Ly{j5x>
z1<7jw8P)U_gK9>KeOS%eaZmcTe#AnS&?!>ZuQo(@T^$BS4RaT?4?GTUopYP@*VhKy
zf3*l!FJ4ce$;+XVUp)WYFV<c<k+w}F;fOvRe<fH8H1C>1J-%kE%bMQvpj{>0>LEOD
zR%Be_mKMUOZpxZnJ?PaI6HzAWrhLWKj;?9UY~M&ZV-neoBElPjzknZbjS85aqo&x(
zj;0pzcYTIQr%$F<Zp0Q@h@{6F<ZVD(=FyBOY%9FCm}-hc^@#48az|$M`1z2XBk+?x
zl6C}fO<-DjC_k)VM<F<7B>#K}=E}LQ8iy|e(}khfAo3mKNdbz56WseoT%}?_1tY**
zm5ZU{LvBmGd~k!GvCIV@IW6lJbhkNApX2y6BiPd@FY<p777eJTi)CE@w%bwYeJ$bJ
zA&k)eBe3Fv6&g792P{nJo6Q_T%|4!6T)vYy=~!|enqPMIKR@PpZqU_l?cRP8$z1-&
zm)@WIzI+xE8<4l0y%=-rmJ=Iyv2&yv0Eha+c{%ovF%0bPC*}Sr=>>kfy>=Tu5{<@l
ze`Fb3+_2W^`XuylDBT*d?M4B0Z$_EURq{IKUTwKM!*Gzc>pIOwYJ|_soi*GZF|=7B
zN>&c_Deu(=HkNP=4oRzxi4~BY7fe+crhqi9Lok^necV_BUI&+_TR+Bk2=F+&`&y@N
zAxZ{*!?{6{$}eA`9<RrHx92WsfQ3l#_5MgSWLyz1?y(p_%*O#gsgY{<@9-o%*0eTd
zntVY&wxT-LRq5wf*zn#)N*m1caxr!PnhL-C4M~32%asGGTz_HJuOzZrT0BjiT#>ku
zPs9YCb!>q4nT!j48{H=GcKGK-Zyjlo6TVL-iNZ(DLcajf3)M@dMXg?RaEHS;woSG*
zo+G4o(ExF)`xqdTJ-)8#A$W);OM1aShD@Nh>_&k<b40%bjT8XT+&sM#cE!s+svvxO
z>)YtA7p$RkWpX?Hq6~Ik)#s~a@gj#gy9!sVi|_`%W8Rz_O!ZQi9x7@|{wkI_<PHU|
zeg+h&7vYx{`QI1FdA^gcu8}XHb3Y7c$VPVd62v!DFac2=F!p5hajWZ!vkgR48W1v_
zeDj@bT3b|M4v^e<OD5N^bw^C$&_lGQsmO69qW{-|yMzrjlN1JxwxZEGL~e&Up!0h?
z8d;|2Y&E_IoiL*!p%5;EhOa{B15H3ZqX<(SsPYn(bp;*8=F@~lhiKnJG5XlAzotmy
zKTOm>_{x2e1w&2xd9=@&fs0z}CQv$LX>9pdk>u2ZVebk|9u>YHbe1F>%Z&9FK;W1$
zka^jUN{FAItivl-dFRElG2#7BmC@aa3+Xu3QQb|5N3^)=PFVisCgCPWsPv1{nz^f2
z9qfv+2h^oI!Kt)kN70B~-F)!Q_r14HIo0e<Z%kcry>?-ZN57O%*#sljOms2mB<__R
zlx;F_G`|skO=#gG?RXC=3dw)?dIlYPxbm#}owdWURrEJsG!vcg!#hk@VB>vh%k;N8
zQgqK^)Ci<4!C?}p<5|yVEfbc6gbeoMty%k)Y_@vs>{{5$tj_yK8-wqiv;wobWL1mv
zT6Ia*4DITA7^hjZ%1#bHh?Z6(3)3}O=(&<`R2eAI(PNE^@|cizzqDl1Y)9CB@KxK3
z+NEIMUh}NXMCt>%!$-9KGTD|*pN7W^42Xa|G${4L^2vjQhkeV?N$>5^j>T&_1=*{o
z&>ewl0Vc@gr|mnYsznG&U0^$fgZNp{72Kt->2?>X%r5xi2ARnEN;D<Zbg?Sou5h@d
z&eGvubYVlgr^fUq@#Zvrp%Vy&pmw6$O?Tr`Ie%%HaPA2G#C+ai2SDsxn~pu<3D-)|
ze5|T(UEoaN=giC-_|AWbI*%o{l_iLN5Ek%mNfO?Bw}bcI<Le(rckvXVg+`2FfL)b&
zl4x}C+4!b4$Iq;85xAt+n@9;^gS&fYLdJel)~1%aQhpfso6hY*Bh?j)LM}%Gw+`--
ziwM7HoU50}2;o1!3)vq*q1MZlzY4CETVri`>iPQ_;9K3f3%6y7Yv$o6#2aQ`b11Fu
zNT>Y$b#Pm0w92KvWXylGrQ?j5r5fW6TX56Uh~au$+5@}pc;9X7jieN2W$JP<o{9*!
zuK-g(tiLp1pAIX}0k3*VdI|kf>%MWE<leX?-5-?WF>-j#f&Ag>FC=!0Z{;9r)$|e9
z9(A!tUf(9+LuQ8a`bLOGK>$P?0GgychqAK?iYIjDQ>dEhowc|gm1yld7_DS=^hd(W
zw3lQyCfQ);Ua(TC9^{L)rW+bHGK>PuW=^o;!E3zHi2YZPJD!KR@lx&Q^k<X+G^aJ#
z_{k?aNNd0O8!6EWS`C<H=Sk~&-;}uPzu-w?7K3{uE>)!Su|&AQ0a3W7d);-sRJWqj
zbq*OD>6<CDk5q+WORBG(4iP5utzKKxd1TnA*PnQhNh9q}T<+%B*X4S$1YB*tAu|@z
z64`*$wCzjONs0Iat|@_=1Gg%pCB-P0_El;5K2dG_>NU~B{ZW}jX4jFoc9bVv_U4r9
zd!a&%r5!$uZ`j5?PwT{IpMy8McuW17{OJf7WD+>mKvvqR5#0M({9uD_FGBwGEMZgL
zU{xDD4pF$2A5XfL{uwk>UwP$;-3;oOSYT+K|87a-Nw$Q4PX%(yjIb&px>I~5zn_N|
z@3dY7p-*A>DVJG^F~}X`Y10(ac!L3U)_v_#SG_xFGY3{8b*c;`u}E{TE{r}3_ue9&
zJ^i&NxNEPxUHaxb<W(^Zq~D;>hiR!pqB$TQmn)LeAk^Lcbe3K;9)zleu2C<kr10Y+
zm5-%_hZ#5mD`6llf*^%(Y1H4FD&DzcM>9G*8GrSP0yF+dpH%1G!_Nzq-Ya`540!nl
zMr#6o8Z!h!&vrfk9Ye8-6+BUi7&}%D7jGOdzFTDl{cTAxW5#1{NO&MY*%02U!&?!7
z0lcucxIzRY@pm><&2wq*Ko<@m#7N085gPpM_YfSgw-N-yXv58+TEASb66HljC*>rJ
zNj!678u@vhd|(6F7R1>_RXpVpd)`qS8VT@h8>9&qHF}#@$E1l+G(7=Sgje^FB{lo}
zjf<(<4;xVyEFs3njwL5$q4Yad)<bbhUP89IbWm!W%|vRV48Muayr(Jheq{N}J_+hn
z^5NUJ>|2@^ej=HbSQhCJZHmLb1HN+1+4>-o+9=r&-<X8sjkG^vUfMK^5=Ax4FqO|e
zTXsV##D5OQ?^@i3qWqfAZO|ISVl&K-%M)r!X8=qe#REfW-3HZc>{tE50K%VesCggQ
zf*K^Hkl{{DVGC>OGrN-3lrdhqr~4qZ6Q_400ftIf*Xq1fucV%%D8PVbg9p)>l3i!4
z_~-gjmz^*3iPtv_o$$KjM0Q$pZ&IFvdHm4ojT<GYbC>OqrND*<8@u@RnKtKBf8G=p
z<Weron#L%D-={&d!urE}PHohR<!^4a{=F9>P2uY{6l$j5Fp(*`g_-6{LS7eQDG;iN
zfBQT_V4_LkiW+!RW6ZXEoFjptuj>9dAgIjO%`h~lVm((zJiw0@{#_!|J$hmWKr{=`
zEyWi)G%H;euFFuZHL;x*wQaSJJ?n|GJArm1Mm6g6M8hdRdf>l!IOasGA68aklge^)
zQfG~tt^@D>rJ6m_YYA~;<c;T;v_+q870UcF3x9;@)#naEH*%|W)BcJAse~8CT-GNI
z<>LxRY-b;nMdX*W-c$+s7Q_X}AU%m54B4gRUY$sGqHPW#b+Nzm5mUtQl1Eq~6U0hN
zg)KYRS48Kn>Qy?uD!<X5G*yFFS4a6EDM(Fo@;I8{BUOT;JS))U=gW#hGH|8p)F&^W
zp~i<dP@UC*cdz*vDxP6hx;AWULN~B|<R8}J(~C-cv}R#&5sh}a%$~C)a=o=KSp&n1
zSCm8tN);159y0eXa0g(u%9YaO*~LUP^(Ao6>k0Nbh*8<o5(G(m2;24?B>Xg9dkU>e
zjosQ)2$b=gt&N!=B8~pemd8OYds8r>0&|nmG@aordk#Smr1=$6ISYW~o{^v;J>>N(
z76O>-V*xT}07o}L7pH$BI^kzTvTnovT>E2%KG#$aUS9cv=g77s)UW1~XOgsfR-=+q
z*_Lp#hql@<p7?I(AZ;}Pt-Zp?W^L)of<;Qz{EZ{MA1hb84<Eoy1qO2>2>dkYn|40l
z$lph4?)~_1W)>>*LkkH~4N^T(F8t;#ts^>R29LQ2!ZbsDv;Fm&!C~(u4RVp1d)=={
z*N+Ev6>QB^P9Gk)jYtEbb<tT|5nVtSe>^{A`X1itTNJf4`n-NmXw<L5$AeOpBFoPA
zY|=2eMs9=Sp>vqI*vTSPyy#(-A$Y}gH<LH)(u&*t`wp$6l)3#3bD4&lI?}^S!g;@E
zVT6en@S8P6i~L8dh7-2(z9C6Uz`zc~Y4I8c2oeDdpGMjc$lKMpD+rFQXo*ypJ&5iu
z5G>r(K#7|$UJ$jt-4H&_g<(^H(1d-!k@GWcQUlN-&<4E<gq_@o)hcO8GGr1wpuwm!
z+4h+s@?;{YUGXz(6D<&lP*Os3<_zL>QFIbnIGM8Q1jiA=!mx~DAmf5jWZ6akJ5Ojg
z0^f%=`9v<hu$)qhX`C@BieeccdH%kmbIJTL$A9N=lf!Ww8wTM=eyOTqP)~v$FUV9B
z@Ca`m+Bv|~-fGhp25%crmr~SKZ7S$adq;)~)A{rF9C<lBV>C1|qa^kvYw?IBY`VN}
z2xbD;GYsR7;WA4v4oF5+=`b&$+O3uSS36TWz<jGpabw1sq!SE@+HH%!fb@ZRK0&dM
z>6pm)sEI1#my<#F4^x%kH)#-l`!JMeJ-p4gWuJRDHq2t*(H$-jw3HsMI16*GTtxbM
zWoFP7*C+vJP|1xwBq8H~%o2dEfA>XO9A|TRr17t3>fGc66I5Hii!a~KJY~V-O2OXK
zJJy{}T$vwGlo$ddT$VQZ^Lsq{<(jv>Io^CGMpS7&#?i0U8A_lrwB-tLUm#p#VN)$$
z<U!}FtA;OEa#6kS`ty+Fr$-Wm+Kh@TQ{nR|As+WNFhGe^{(j3?n0YEtpuxIV^UK~H
zM4PC*srF)#&hHa9`uHuAny>XTndLQFyh$80RwarPmIad#_5uU|VA#nvwk3X=<D;oL
zk`{gM&2`{ofcKN)5DfyIvA^}OBY$VRDc-`JZ{2(t=A?9JBhy#VQi!kHMWznWy>!VZ
z{~nS73XcQ{IC!A(qC13)w!*L*0r0&AJ-b)dzyth}J;`o3+W4=I-o5z@&jdFi|N9ih
zfw<oL$F{)3>T_*GOVeAQ{ahYWzkYSY9i!u{1xHWOp29tivF`c%Olf2!m2M{Yy*Q1D
ztk6TQlfKr={fu!hca}s&C&SAX_;k<`)YJu=p1;qI`*hAO(pBEzfVDOU_U7v=Ec_~w
z;UTnss03GL?}l=OkUm{*wV5~er236CrCvJ{IAPrD>}ZJn9WR81Tklq8QcIosn|tD|
zwXP&XKPk$8-$s<5b+Pza`g-`2kl1Xveg<>FiSQCV90X_*(JeWH!05eGQG%@Ez8itK
z?Ag0EdyKvWPz*A|yS{g|lE=eqCuRMr6fIa>a}tf-QSnLd(^tGwUACdczYa;iYvj4O
z?re(b$`JPLzSf-KP`=|-b^Wra5=)4Dbwdw4qWm%MhdXH>X&$&*0^-OGhrKcPj)zAH
z(p#u*^WVRjW4PKo4tuGT6r+b6utB+LPJlw#-@NCK`2Cya1}JC&JV-xL!GUFbW03<4
zzxHb^$F^-NmhO(|S%}fTJ$Mni8+ThC>`A!#`nt&1`FFM-%Hv(7b$`Xs7I_=jwBHP!
zK?4T|vk)*2l0Q9}hek5YhQst|QKSu@NMt8t*)^hW&z5k$L92}ps#eM?FR#MM_m#=|
z3inFrDRz@#wWW)DQ)3q^@k$puW=`kwRCs#`Sn?Tjdp6MhgY|H__(J{JizO-7tAH{3
zn-_`a`cUw+vX(UJ8(pRkL_=Pwv7OjCPvGUWY;c7e#?{5)hfu!A5aGK1IR?>o5Xbb>
zGimm+TePYhkZ0naoeR57h&U$2O>o$x-E1}DPBMwk0@W$<kH-%oa!_o6{_W(6DEh+K
z&n3|LH9|$SCt3)-92QE<vTR#WDAK8CNCWcNrp$fA{^*Qo?V(*_`MO^1o;yLy)CVgE
zPbxp=q^Xhd6X57kZ8`H=xg}pA%vuAtSWNs<jh&jm??+80T(Vx}rxpJwY!swD5WFnS
zFjV&Sqz~szCwAIfPMMR(e)3g$r4k&%ljp5F9gL4OasTdPpu;On5hqr%CNzKo=UWdJ
zByEmJ<`_KG-3DB8;jfHVAP;US_e$?$?&-Y86b#Whdw<H&&muLZ!)G5`s3(S>>B|hg
zKI3F{Z)d@H&-kBXX(8)7e0+UKJYDanRr09jUOAiS?V8yb0ee(D?|G+v%p$}3)}r;O
zlp*vYI?M}y35G0b@VR$cZdKs}c@ICRpNr3~Ud(`GNhi(vF;!x&xc#Fh?Ys#BL|X1A
z#*OP4Nf+U3;}NvlC{>a9>OP;VC_`h+5}Xq`$xW|UcU_Ue$Ib8FCgc6b^%va-1Td%N
z^BA_cEy^5!U2WWty_`sloghk53xO|ibrQPu&UBZ{0)|8KKEiE9xC<j#{Q&~Ld|y`Q
zjA#1g7<q6}<phykra`}RwXz+zg;G0p%?<Pfp+9u966GO9Y?NN8fWhDFjTD+S=HF7S
z1KsZ}*<!B6)#rsxr8Gf~d89!KZ&Jk=z`s2~Ist=VzWgCGmSyzw6)}o3hYZyo5Lg{i
zxn2x-7)DyV2SNh<%>vrrd<fY*2jN<yF-DH0GafkVq)oEI>Z4n7AP$1GpQW8XXwr~c
zx5+_MM`ahEcYmK5Z@VoX<^)Zf?D+Ug*h4qF@Z4kfqjdP4i~npl-F^pIg5NHVHfXJ2
z{rq|;kp#>l+)^6>yGV5PP62kLndAow@E!IVi2lyU`u(ksnhTdNsyfsjGK+ut1!9|-
zD8_?16hEKbY-@J7`dv)#L4y_zrlO^!%4GU|m`&ZK82+<R!KrX8CPe*(;nbw#6}1w^
zyEEbDN}p9=x}2%3RU8rn*R+8NbPAm}V5~)bSReS7SK}xEf&>!KAsq8gJNBFRQr&Kl
z+|;J;6Y=ge9h~in8fVwu0aB>cMR~XTbkMJ!dB~h%>Ux7E_vQh|1w^i0iPosPR(<;Q
zvnE?-DR3aW@k1rO8y_Apojpw<V?*GP{I%<Snd13p#V?KeoCd27L>HcE_fdE7RBXN4
zu_Orm{-@2ROi#y{k3E<ux%1)-cI1{Rc<>JriJp_+>Y}~U>-jHm8-&>=qV)2zwY4JC
zAICHj1#18LV(b|fNoq8NKChwuoo%vkkJv0{eKfJ3R=LAbw$+kodgnHWRVlFJS4DEN
z>qa^gi*UjxGWAUN_NF6(QNKQJtN4Nv#i1N>ZC1cV?(|?(p(O|^uA~+Lze;h<snm$h
zy=A$JyjlszY1kM9>6?7Lf&yGMtm*|AsGF+4*b?IT7@kc)dExUtN~#UP?t~dwV}<=I
zGO^Y^(9d7*w+)b9eKp|rSzOs|x0w*?cOnkJv(QF?r-IWtw(DeCTOu}p$~Q?kG~>ga
z0s)0|4?LQ5+zUuJMp}^0q@6J$ficMT=2(NdS>GgrJ9*GQNtwx=VEyz4gG;uQHON`6
zlZ9Hk`-w7|SD3blJ}4`mMQ3Z$6M7r57Uo>!c|s_qRZVkw6us9?gDT}I^2__1I^>dd
z2``kic(BwlV<rzeJe)bZaThpM8CIj%0d6T}c++tFsH@k0TZ-jX`fbweWLNgvK#Y)k
z$&AC?Foa~!s@g5R*dDb{By0)4DmKJ5Eyu*m0@0a|FTVhdf^X8A{<LORUGGCBNSe-2
zo!k(TI8$5``JG5|PNq|itM74XLKRQ+&$$wx-{6M7meyFW^@7VADsk4`Vlk%Gt~l?S
z&%H!N9%w$A6*j<D{mM}Nu1rEetbgd5-J)x4pDCK|zI&H&o`&9*ghc`Ll2h;NxY$ba
z^iGM4826!ok(H3_0X3XP@7Dt?w}NpDPsdko(a;x)<p(ln?>_vjPW<ZxVJ$&KI?9)t
z$HD5ceR3y~>cnrD+~C@Cv!)qunR_+9A(y6h9nLoq#&clD6~{6AX`hHt#o%}PCn8?~
z7qBig(b_jws5k?GIZcgVcK_xnG8IPMUl>J2!NBihyt95Zj-_HyAha%;?o^s42Mx-G
z<la;Ib%V4h@QWmuZh)x#ug8Cs|E7~6InWh?Vfbc(835%mnV-zU@IF%3M?4hC?z>{J
z!jG+a#F@1XwVyy@CrUzm<W9T4leldPxt_%a8qekW3aq8dmiE{an;h&2IEYY_G{<%W
zucw_hk|%ESRYjLNRM~+cl(Jfqv@$hu=?o{?@s<p-7UqsZ{Jf}IEXjQ4xo9r_z@YAv
z=*T1qW)Hp<kcpK(?%#y7>1=mij^kH{>`pR!Gx~fvNY3GM1Gga+2xQhpraza+rziLZ
zZMkwB3{Xc@Wv*a5@fH=860S`sFq+q@5PldLxcbJaFoqFXavX{H8&<sEWA^ntZCHUu
zn=dVYuoh5CR8yH2x1AT}m6A}KDeit_!e3kS;CN<b2l6WGg9ZUvKe+L(sO#A+*+#}j
zh7NP@k9#CA{Wl&xf^&n|nvr1Y@5oFkqQgOffr7N!(TD91qepphSJ24TnC)F6+T1r|
zUc9*JK(M(`bZCda`5cFFWF!$!bJ)LWmGae}wR&HQPW8{{-#(_#UmpCB89=tDnHD(r
z+R>Ig<j#MUT*5xzQ~%;(8zgRs^3iO_9ZPsl;(UhQ4}Vf0^m;NY!#6}(PXJn4NIt*W
zZ}h7Vh5CLiR2Kr>zSS`=dfS{+hU7~bXl3c(XI|eA)RCPXfPc0cePk^Vba-sMrT>-_
z7$a?MufP<$A*}7TAMZDLx4kiMRO3hDssCW^$_^Oc-gO=<(?}*rBbK0<pDyV<{EHig
zHAo-5Kzp>~^l>>tF&ci#Cel~pmN~MAiI$b8pT_$&WLRTH9iHP5OYl{BuETVEhI-bQ
z+S)K%Qe0T)lRc5i)80|HC0OD|<e3}YiJ}JRvs>Ws+76MA$J^=J+nrIs34A3q)!j|8
z|AtKC!6~q!tiLY`ahfh25B5B60J2-R=cVIRz=aKm)apt3the@LhD&OMKlhZopqDyz
zUUo4S!H9l!{%j@Qhl9~3K7u}P_RbOS)^KEAJ7XRZ|LLO#B>Bv6Ama7#zkS?8bDm~C
zE%Lb{D$Ua#|Jlf=QvwUgCP|)>>V2tn6o;NHz!Jjzqv#R_@9=o-D$E)NKkBl4>aXG0
zkeRi$d8v+|9B*fr@F}4t&14b77JU12-F^s@o7Cj}J5mH{*R*r);qa1?rrX8y=&aOL
z*8Q?mS(Cjo<-7^+p?QZjcJq{uw1=O~XJt{{2Fg%{9fr*M8D*^Gn?l+>5Kn8qu?9=j
zF*-bz_6a}VykK6!cp*Os&STmde{Q93yN#PVp-EdlIs&sxzL?d~+UkqeCdoc~FW&-%
zr$LXQ6m#|G%Y=9pr8mqN)(2Oy`DG9#_1Xv-x3}K+gF=2f_rq<7N+<XU6NVKLJB~nh
z%T&%(EV48~iq8J#uY&gl_AavZ4~|r8@@v9}>>duOCM5rSB5A<V`4ls2)~>!<mmfti
z@StObPt*-2yqz<1KO$JyoBeTgn-SCSX~c+5x+>yK^$Lm?Yq+cSBvlTgFX)zExQG{N
zY(GBLTn3k3J11HVjn^XQ{!~9)PN!6`4;lMx-`{%F9&eyweIn6%YWI}H`@+4{#Y7b|
zu@w!vtK(h7U4f)F&jT|xgO<?Zka-g+X7iG^%HX!Xe$H=2C?ztC4}d(s#4&j#&>3uP
zWaKhSqoRj{*Y!4KAr}n|w_i1W1?S9(gB>dMxz$h24YRb7w|S<Ul<UGitVa+e^mG?z
zh(C&@o&EfB)7^eACu$@)vl-*%bUTDx9qNY3RPlWu$4EhPi-#B}N;2jP<e?$FqQ}uH
z;wwTDaDGq$`xxEBZwsD!t03q5gcIjV<C}067f1p7jc*UcKgH#tAgo3>hBYjqujKXj
z49!q&`!2KNk%b_{(s=H(bJAC1FF|B|ZAx=N<WiN|mgL2_^!S=L&)>`nzZ;YP*3{^Y
zFJagyziwn^P=WqI8ywa)X6l`8{fsTMh0$F~eN^jXSc~0Hqa&<iof7PTz!E<jE;K$V
z`g+cq5MFc}DF;q;l1G;g-~^<@oyD_!zo3lAyKM4pCI{8Si068CNbG5!Js&pcXtDP4
zmlg|h60vmi3p~*hzy7dxaYy#0gh~{kh_^Mahl`YsgT^0+2^scUbv^ECyULyySG8!Y
zy-w4$z2eyAS+8~^Q<GK723<YTI}v1~6$uZjHcQNs<h1Yn$&l2m6S7Xp%+1{nVXBNK
zx65*t39UE_mjcaO3X4b0mu6}gW$*TvG-dojEa7*njf+7+9KU9w*(X}DutxDL8>p>4
zpMS#^BuNYdB7a4}IVp#cql+)0zX9xba^$p2?gvOIfigj50pbGy-lGZ9#`?zD_+BN3
zOP-JGNGT(+0PK2SC#X7kda+KkX3&NNv^q<VJKv^%31aeJDc2eoHX*%H$BQfm;yd>X
zOw&&1zIdsJC?R~UjIAku3+3GWxfor{A`WNY`pkf@bsNt3rTj#*8%6!dNqc5R;+0PC
z>T9cdChu!F>$jw7V-J$pis9vAr+0VQ4xaxZW-=oDV(8_4u?i8l|C&QV_{xPay*13)
zn!bzF;>7PWAZ*;g&j(aQVr_n`!dro*IqguwiLko{ld*X3+od8do<E*jQ5Vumd-$uX
zZX@r&o>q~U4>BZG@GZ_A_Sojut0!Sa7?x6%G`>l+vyDl!Dv8VYvpch}`#~yEFXM52
zJA6Me#5HA)&|l8@T)q0{0ti!l65$>~-e*hENPd~!zoJSrC>2=vvoM?Q`hijG+mDOE
zCJi_%dcCu2b>YF)2uX+ExhjNU5(^hD3)*lA_(KbDMFnQKIXTmf^f<r_Cjkj9c5{D#
zbox0`^bm>@i(}y;^dX=N%5}^zJTOphiHq^$#EScqFYcqPR8lXzwSUZ=w?B9i!e3D9
zwTn&z)2;2VHK#xpM>kRRiThGD6*Lr#k;9by7ANt&v^nE5pPI)>8oahLEVmxYI7O;h
zYR@D2qZ!<uba#`NE*AYR5z-MEn|D3gT4_>%Nb-`v4_)l~rSj~M?evy}xOnr`E=7vU
zChVQF2<0GOynjO&y**~nB&>BNoX9HZitB#*2#z60sBi(zSU1w1)jSGEzYE#EMCZ|M
zlNld($p}l2c4iUpDY&x2Sr^-WmB1f9krvkSQ??Hno<!K;kqjsvuQET{*BE~MUFx+<
zEupsC`AL+|=o(H!ELZzI_eSCM?u&Hes(+pmK;?P3yG10`HOCg5_C~3JoDoE?S0`?U
z+)xsTeIFsJcOAUOjhGBg(eFv+xOzt_c56)}ND=dk9L7YnLk4IN$^)<=4?-vLTPX^?
zSq?p?4`_ok%V$bVOEUzzl9c4?3z2bImMTMGjfQy*u@Qu-ji$thb=DOihQel}#7{v=
zi;PDG?o;&m^oC4FUYpYEE^{3u&rTA07T?ONtjEZ!z<%72nmt=agj<T`59>JHNA1uU
za$8x(FVJXwcKN|+oMLJMVSDIuoP*d+VlNtAAM~hCl;2{MkxE>J>#H|=f+??+x{Okt
z-)D{Ae*$!NP0v9g(L&F+FdM;j^VPqnS;#Oe5?+2p_X=txR~;DYzGlCYWR3VzE6ioz
zxFj&3QltLTXGEM27sM~kw8i&20wgX$g~J2kVAjR|cCklN7ay~A{kNey)2<Jt_pAmn
zzL~@mUIT*|rDQ$nFx@YP{6O45@0*nrI=q*uz;_7&|5UP=X-<oOAp3+!xyQG{eP9w|
zYHa|K0!F%xnjt)z>7b^ACE9u@(P;R!)vPEU`0svq)LXs&_VMrUD0UN~4F=j28))Es
zx^#*7JD>Q#b`m6&Uy(GZ0TG&!($f@Bz!V&pLhEg;z9x-@Gcp_~@JX^=7SaI&n2Mz9
z$|1ROz27uJC9D+h>&&G&u@95`0_^Zj#Jat-$I9o0pk6<dDZ@8S%SO-18Lmt-{Dl~5
zr23LZ-tCNw7xh=1_z^#e%$@)C<!EU+-q&~CwzB7+rRT76*w5{=7KN*6>b>gKM(-g#
z(swv!wk<Z|YK7!)P8=ijti?7MI7PZ{lzyri64q1uO?Z9r=ez1W9Obl>J{X^HX_;}a
zYMZ6c)BS+^5<5WTX~C7%5|fDSP}HMR{7d^<eW0j99>YuP_Nad4(fm4p%U9=63FAY-
z?Z;dx<l{{n<IHKfhGIY1GO>$RtJU9bT|W8~Css@|y*itZ9!P}Z%?qD)?MGDeB}K)s
zjhOc*U+Z^ii4aF!)M5{7PRZk6Fo&qV@p>3m=kgU>D|tW*e`Ajn${IZYXTSCD0yRub
zEn~Zv+HIA*C);hvivy^zoSjc7On<XR_(C+Td@RX7K(UQTFMgY5^SCT%sjlrMpoq{{
zNk>9w8aZM(;@}7{s3~wbkrINo#lK(PNrGoINzi~c(XLL6etg{kqv!8@2s^?l`b?q?
z0h(E!t)Y+h_ri7S=Ha*cu|sClB%+A?LI{+_AYTDU>SLu0nEFZ?l+>A$+f!H&7Z-E4
zs}kR8dQ^uVT2T`CqV?5z@ozBwk8i~vIg%7R#sB6LNs}rqbf)MNwD)=jFgA|W_IXgh
zSj_9NmzoM8zfI*TWqZLrVzCe-{^Zib1jW@S3C{xSAbsQ9gJ0I--;+HgTKDv}-8&H{
zwMpw!&BFX^^~&#j1a8SB&3GTFAXyG2(NO{162pRgJ>WSI-P<Ftxr9dd>RN4Vd;YJv
ze2Vu~w*3m;OU_Uk4xty{Z@I+*;YnPb*O3(343lV7AtL7Agmvi31mZhp7#q8Qi7psq
zWQJ+PK&QXzlTiUX@@Io~470~9G&rn-78;?9aJy@zgCmL{mfKY)_#j;+uBG@&pXbs+
ztV33_F>Z$CpD3GSYql{#8_6$K{D!0m!&)mfayC9s;jdahx|6y$Bk@C-<i@GXLg4Q*
z0os_SK8~)7LE0^T>C>&6KaGizby0#Nyy+b*8XDds^r8m!l_bzuSBkn-hWSv3cz;Lr
zyU>L)1Vw&EIY6`S9`Mb8KOiXQG=;<HijesbzR6{n@K=1u%u2ujqBW+5q*#eM6`JQ?
z@ipE>Ie)j}9}WY-NhQ3Uv2{%Nb?pPCA>QnQBfdLYFd_D{cen1`0n<O<9-tThpt8Xz
zrU=pp*ke<AFb+L>t6ThjWa@AB-6S7N-Mr#Cp}hi<wL;fdcxL{Ld#A46Bzm~}wHDlu
zI^P~RO*@iha7NaS#~dWQwmz(eA|5qwZd<Jim&oh;zX2M5-!o@B8dsUI%Ix5|<G6W~
zRC?_P`{f@And;Qr$*bq^bWD%t?-p0J4A)ce7?DByXxPY#@8a79G1Pa`9s6G<K87i4
z*$a?}WSg>Tz)yBSvI?$(+LgfzmhCcI*3FTu&)WLvm+NuGA{-3O$3B1664Jy{yUY-<
zp1JCl4xnAfrc}yl_1p~}<b$dUV4V=2OOB`ANZ%_EV!FU@Php?%1Yb)&7{i8v0cHnv
zeeGKC3-es36brRY9(0q;kdI%kcpJXBgP!Hvgn?vl3-PTtOUccX|K=G4Fv(%+ABd(v
zccG&j^|r2eq)$(xA^CT{(!PwiE3d%|I`^}Zda4I1FMcU0PvE>^!v+A84U48FJNPd{
z-a-GWDpTQ9z0)8FrSI!y_3!)O_qELJo0Z#N+*G`<6r<_PtdPM@P2m`fNd;);b6>;X
zOEs)ZaGx69baDFe692Uat^{5jRK|>1sG^~O0Rt~8;E-3zBwROJ13aSV`L`b}3q0g~
z-`9so64|orb!dn)MMCr1zwfFEBLx;$cF3!CfitGlovT8B*Yi9_8-}OJ&m9>Yu`tV%
zb0^1?m-*#jfV<ZFsdFvUM(xdQ{Va<T?#XG9tiBid-qHZT{x_HMe1j@ue4$c|OY@_R
z07uI;_V>(&4}D6i;EnHd;4odRq9E_I!G0W`sFPk_=tgk^XVJE%iuB$O>UsxFwZr;4
zHyqSp9LoziXbGnE^n@zv?dl78OBD@VWQ=YX*P(0EH)^_Ta@vJQS3=D4-}J*#B595{
zGK2hf+a^ot$SpOLBiG$0CVdW;nY&ztTAjW&#RteL>f)!L^qBtH!tVlR_5@^V*s;mB
zRK%<h_*HZS@}jB=IRIW4jORYi*vANq)kpq%#uH3i>qUDVeY4mx=DkCjXnD1$a%i@`
zA6cofLw(k_4j7BI-bBTWX=6}BoG{4`vwlaBBir9Tc<RNxLQ*cueR-=vzYI#AEJYL~
z)f^j{9|JfOQW*+Ag60C6`Zyt~(T3~kz<sw|VNrnv(}?`G;G6x}!ff3DzPzwr5`u7u
z=A=!w#rn>>a7~NWu1ot0;s-exq9RN7{0(M1nyV>^u6%9;J4O%$*-J!@ALvm$z>%x&
z^4slMqbH*P7pHv7GuJ=g&&Ynr9NiA%=@hD%vTtY=0Xf+)SR?&@L_vl1@;rxiENPM2
z)`@s$PD4=t_Ab>W&;QQ9nc+mH4{LU8Z)jwgq7!3AWykcDy~f;<Mi=|H;C<B&<RrH7
zxnH|pvRhw%ykiZ?@ODv_9M)2L<Apx0ieX9+@gV8GHXmTIP#a&=$4tJn1G#b}hx}^I
z)eJe(Wm<RMKeyl3Cs+RQS{Yc)O1!^xN(^td%Fry4jg7bTf#+Md&+T9wxlb#as3REb
zph<?rA2cthti6?GaWP9}G{c{R-4cfJp&QwMuFM!FY?kgd(Au(k!K(#cgtd#g{7@(n
zvuPv7S-&$@QPDRDv{$ISns=<N@p@jMOI@C%W}~*fohsei$mh;iW9)NX6b3J2ZA0Xn
zA^+W&Dbt!Q+mit&`ei0`VxN{6>E`_a@z^+?3PrLyoa6!oPtyQF+%&N)FXQ8ZgEs$s
zp?r5Cn66oBK($CwTn%@eG$Fv4zsmSqH#n>N^_2}`HLRA&4IzI{wb>+nhf5)8MigqK
z*1&w1q{#0ULebD%@6-EKDiZd`GG0CElT#pu3md|(f<=lJWjmNZ0g9q&3d47~+#Rtc
zQ5!$t@)qPI(nW*mYHkQbUXP=+EKA>u27>U(oW`F)OsB<u>K&~E$8Rr#j-`o`l8h1g
zAB^@9FV;S~7O!KuiQm7n=oO1VbBk^~2j55L7e0c|!el{smbjAQ3o@@%^a=39ZI{(4
zt8B8r-SnLkGb}d+QLCI6iJ`)BtYOP>YTjkB<z3o7vfz*Wl*!pA7Ulj%k(XdDi)uH#
zdo}RN8QIOg()2A_wxl$6or_RTwq;;_+5p2@Cf>kwTT5YH+Lx-JrNfKH<ArQj<Vl8?
zAH&jOr6nBl%nmcFpP~QY$oe;vTz)?oDp2-&on(A>I!Lcx<qeS37?2psIP33hR%v=8
z+dj_dfxg||oM!-ZE2y>wNDc+nkOuhut1G34a-kZ-OLprw+o#%lkqbqtk(18Kg;sS{
ze25`dV66#(#a;-l0h*!a--I%rs7LX1eBweA$O7Bj%e>?x5d!;$`(Bq|HwjWU@T$v=
zrOXhZJC7#X>!TFQ0hFi~lnNh3^)gjzYZ{G>unyq-_C~}$r{lzn)u~m72+0EF!ded@
zvyLkQ7+}+Sli1(9X~X)WL>?Ezg-?M=#0U-yD^M7sy?;652eZ}WmAZyfk6kIv{^q)8
zH(UF`+t(9n#!55uqMa^z14hmh--y>LQjXAm>H$d#9eA4{M{Zmv3)hu_*^Cp*Hvrmd
zrY_CfhF|f+EUuuG;}?)<%ePv)3q5au6}hCg{VgQvxmVzG`J3eh9Nf{X*CQvB*qpsm
zL2zbAX}OqhO&3w&LwbtQcp;gfqE|;pq+_d(Fvxd$fYO?KBh@PNJ!^`;55tXMK|qea
znzc(r>gW1*Ug@Uza9S9eh8pGh5niUCpA=R9yMK+P21oti#0irHef7I|G!#5L=K*OG
z!}1)nK`?WKKkX0N5b0sJV-|lo1i<+mEV@A>Y1VV6j5@tZ)hB|j9e!hNipVu2__{?L
z9=_+WW(z8gO|uKD#Z%C`zCthOvU<9-DF})Ocq=Ik20=i92dI+A${&H!k;pm~7y9pL
zBoo#OzEe<i(k(Qx-p{dVb6Zkoa>x5@$bFtiu#)|hW76fevSzzDrPFEqJ@ir~lqbDN
zNtbQv&0A3Fqdr&1{>z#Z{ryDBiJ(u}mwkWqNx=;Lop~G4!RnLF*<e?A`J1x9Kb_yA
zKyOv>Hl&n-2YY_MP?ifHJp}oLF9h89!8PUsO*Yn4)~I;9w{al}FX4@s?uzEZ7P$&B
zyh5W{M=o^An?e{}RX6883e5vF%QE_C_{Fxprt_VeLp>oFJfDLKH|we0+E7bFBm?kC
zPA)CkWHVGG=7Z6q@4!g=XUDLYM&e%-NuByNk+Tj5>G``SeUjP!h(C;uly5xG^AfJF
zJp4Of1A;Zjw;$hm!+KL;)Q|aZFL5vbf*&EA{;!<l{!72B76ebzgEW6p-T=rdn3v#@
zA1^}3<rpbmZrh9T3t+l@s_fqL1R_chfw1oq;+e{a<}Zaasa!Hy?9X+Pe%iEd?QaPe
z$+HCr86fi65}*FJkNLWA()l)<EOq>d2q1Vs$IAdu<d0Mg<6!K!6AAjq-?<)Q?<9GB
zbU7DA;Tl+XJIM?~n(@!<rPW^w7c}ox!HCr$7t7cJV~=&3oo11qQQ^(Ms_FDMl9`ja
zPI3QfcuW!Hr1L%Qk|ku2rcy<gYWJ_s>2PP^z@bRr3_$$a3eu7`1ZO*M>_+qFNU?;k
zWcs>E7y<j`TZua2a=ph@kQT-pYkA`BiRHW}b6QQ|OLHlj1pL^#x1|I4L%T^>m6jL~
zf6XE$`~1xc7eUDkP0q$izv7eDCIdS}maiarwb0XQxbfw%fHxAlsW*Y^_RZFh&m>lE
zTvXy;Ya<i8G9()^2F8TnaxiMk_Y}Vo*Y@1FUixz=muj+q+Um=&Uoco<Oq4Ovx^x3U
z3%`E;{I+7V7CI9Ol%mX6CYbiY!Rk`9;U{^X+ISHt-}vE$zDW7XKzBGDWNZX;MUNk=
z)qZg^7M(+)mzu0Karpj)v84{G*3ZKiM?OYgG*$I<7$yH|V6S5c7$zbYBnb!EzddA1
zln{fX4bSpzDpYz%I*7Z0rB-e+h`bq3{zTYw<|-Bwv{i7nagcOx`Vs1xZEtT#Zgl$*
zMEFwH0o#3*^poTw165_WM6(E`>t&O@y&u?{Ue_-hU@g?c7Qy33@F<_Mvf`-TxB#QX
zl-|X#hde*dA{c%fbDjlJsc0o)C(2oQg#8&Cv86cjjaqD!iO>BMtS_k_ZV{!-3$|Ae
zL_0F%iw0w17k$gCVfV*0bo*Q>&LuRz+`YDNUedN5{_E=-@Nj%Hc1K4?#UKq=CnTyB
zkrtB>c-S34x9v%t{@9iIqIiP$1&i^>xDKwq9=hft26L$iLLEC=99$KXFuf7G5N(N#
zP8l;A@Pm_decy_1!1*DN;NMW`<E<N{n&RAM1oT90XtSCM!vAJ-3%OvnR37z7cLx?U
z(^&wNHka;$c=OKyvFcV5)H74KF22~l{d*>S9JsKpZAr9@gfxvJub4tt6BJ-b6r_P*
zfZS8>ps<OPH%s4#?rsSnxU*+a1e=25bZGceygYS=jJ!R#a^$p4$~Sf351#@b>N6N%
z_ktn_<kgt)@ZSS*;>)~jp$A6K7$Eh407dw!gGA9~yzkX71YrE_!I~grb+>4?W+VDl
zbY8BVEaa(C?ji@?EuJb(FJdb-TSznQSld%b1>Y(?<-Cs^nbuC66=A%AqQm8J;iz#&
zfECzjAh6KK{iXNBp0*=<8c(h+D=80X3#^AFK(FqHy@E~P1uuiB$xG2<aY;n&Ch7A0
zta{@TjXgmO%b$`e?>~JrW{tH3IMdMB3_ADoW8n0KbWjA!8~$=D<!g^c^x(sOu{rA%
zYIF3c7DFFgq)cQ^%sb?7yq$rTGW4~C!c+TE{khnAIlEs52p57Nk&N;C<vQs8!;L;M
z@<jnZHJ_EC$b3&%K*$YIAh?acvexGdlCO(+-|HgRI}>v^p8l;RKC9JEBRUKml@<eJ
zm2G+c=#eAF`tO0#LKj2l!SRM+Jw3lvZQRL6l~uEvQc2Y5_Kk3d+s=%3nSuUBSkhA;
zIuL^a#BZ45F)2!tdcZ)D6@;DHcYy9Q!FC1kDZeMPq6<QX(mD+2d4nYS!aMtGS+!+%
z?(f{X;_pl{U4r#x8G3&D|9Mf41thl;s~9aTbn>i`O);VHN>Zm$iS1eMUkqtXf(g{F
zZ&Ph+5wrQtClrt*qG)Lb?g_-v@nG^$Q5R5$;TYG>pI^zej`b_z(kCcmDCCZ9ew&T+
z37)1BP&9^uMUtJtaA^ACZSU7P?fpa(4fF(`kX6Jtn*yOMLmT~SOb>lUS6_;I$fa?@
zN-dudF2n55kPQk=WJEO7nW=Y7Nq?!i{P|QRF~5mfOE~UBba!d_qjATY8EA6SUys*O
z@na%NeTVzQ`S!tHc|1kVH>p%Rra2uAx}vHO@8Ib#o=x(P2BP`~%kOL`>H*P(d+E(0
z9|KAbolcu8;$qsgKp9hFzi+%a$x$g+uH3OxJ21JC+LE0cn5zKUM{tIzjT4~*5i+~L
z;84#mu+5w|kA|}zAs5A$>we{$^s`DT5;+15CKrJs=_?;z-o5O3w*2uorn8^qq|_H;
zHWo763h*Ztpe_a)3Z)*hCD$Q*h*9lsQ11D7Qs_cpJ<8VaoPSzzmq+YarKMg(?2rMl
zaZk6vX%SCs_HE~g+M6^-y`_xEaTPb5h1go{SU!x0FtL=wBYxxWxYxg<g6#A;WiGwI
zVW?1!XsnCOvAdB}YicJ}$8cT)jf|*x?wUW{djIsKQGb`4YhEQHY?&uudLc4Q9k0#S
zsr%3f6V8=PM9*Ay+We&o*GO)-a>egkHpA$C^S>Gu>>vziLz40miHN!SRf*%D?0VRm
zWwso=y<AqSd?zNK&#-ePs0Pna=rNMb1&7c5!)+-R@ZDM7{|?;w+n)|Rub2Wa3Pw}f
zwc~PAgQ48%Amf6>y%F^dLVwTJHr3x=$bEZ`qyD`V32<l2<p1OAJeDKZl`Z-~9MHRA
z6}|U%Mql*ae*LBTjNara+Jr(KEs8+yTpLIvXgm%xDoau${JS1mr`z*Eo|5&>Fm={L
z&bSd3GJm7rM^*<cz^vAs`@aQc)3YCNx~=9cE<~E#*n~k$-khvx;9!y`Z$V+g;vjzh
z5TYa#K^!LKEEc>%u_XMRiAmbO-xRM(*~_tL5p0OV<|6aaiB=Tg;cUV(9<EwpU|#`A
zc)IOluM*U)$&xveQ=0>|ONx78Npt`UL5jxZF?<dofutNvzkK^RKlsgtpFJL8v*lSr
z!%plTZ3g>}WbxampE~(0DO#fO`T2PFyTT+~)2uI~(IpJmk+20tip7m+$5jgbisnGy
z$v_(<`j^d#hhQj#!?%^7N)QA*n{3eh1UdQa!AnTSkRdhXwJrboIO^?SmK=9#hY*+f
zP^NjHBniyM>Zy@E>)#O+tJe{ZZ;;esMGZY&{H^6(K?PxliBs=a8=eS`kZgK{W=EPo
zU*4nH$!xOg0_VwSzRxzAw9H4->xC1RxxHUVxf*6(IlDw}P*hWHkpazpMN=iVP5JA$
zHtoJ$|9tG>k|n8sZpA{M`JwwMV7y^t{XP<48@O$V$m0@71w=S=&2eklF{r~rn42wp
z2y49x_&kCo??tb`6`RM9PaCe1^LG;W@UMnJT=^^<hol38z4FOETtBL*{ZFikkE#9E
zO;y&4d%UDB>b6*|Br&CHywpw7#CucNU1o;T!(hXLFaDW@RrMUm!o+N)FZors$OxyT
znq5L~ZBeLRi_Vfq!^(*o<T@T#;tISXD#=vd>R+NIgQ`z&r-vr*@7_q9F0Zd~N=~7Q
z8Kv^2*k(=pdax-9x~WD<oK~;8ghAud(^qSK&;RRf0F)gb_i=BCAYiIprq&>inI^8u
zhwkeErzn(0X=%BSL+gz5BZDJW%r!fn*%1xWxZ?$m*wxR;hwoH5+c(%85gFm3qj&^Y
zjF>j2?WY(r**R7H^+raLUXGasnX)*TOhP5FvlB#3YJ17>FkhEUz=EbBQ<bW#;4HBb
ziMAV7rrnE~)?pg(iyM#@3mF=sAI%fYEqm+{ht1swxd?rGXfwzYi@V%jcE>uC0JbYm
z?T)xvJ||MO5P%P>&t&T6J85mr`wxy!_J|VYUgtyD0ehn6+`}>Z8Xg>*%^;UQc`M?<
z_xv)nIAOow(c-PfE^|%mwL!>C>2Mqdn(9e1W!ms>p{iFYjD|pp>~96SjZXMfzPmGS
zeym#MeNVZ9h|a&@v)#M>cit9iTCYC;w9tI5q=I+B{8xPBekfCV^msP#J?<n~Q(K&|
z|Fo0O1cVM(O5c!Y*rx)e+N^vY4l%SMew}hwEQ;CeCOa{}lihZ>{$2*1-Y3hLFc2+%
zi>qTuD~BqdgbL2@zuI8llEoNyOaYy^wZdJR6|OffzC^VRHkOJpSgm*gTt2uL)uAdC
zlH-kpcH)P6)tjVnxQ^u;yfct;T#*W3nqjxA)t;|q4W_t$1ghn_&d4+1mv{Z^)QYT?
z1l2Z}n(G_oLbsZ+Hu(dOEwEIa56~U(CjFohTV42lXA7N0r*+^-a_g1sknbX7dwv!9
zLU+BK+iA%n1=|3YAp2aaX-?<}`-`>pBB%t$s;xH+qq|xN$*?wd2e2ik9+{zEJWY&E
z0ZhrVjI&yiUPYEct5#2E^W`sAR-`oBKQEo;M~HDBluz!IP1XMOkhkIAq>hk04jVt}
z=*E{8>|d}SMIy1Eh}9#w^L0<$-!v0?TWw?mE@4Kt@AsQ5G4(FOI!EP6bNJKb^V#Im
zhA#^6P#=o87Slo6!`GZgHfrVz)#K~^3VkfYkg<kU7i;CG06+*~YIK`R5|`rd!rP6$
zQ19npY18W%-`{wwjUMluvL}qXzX;!$<1F@<hS+Y-`<@~SL>QghdbxD*5|sz_2Vc+*
zP$M4tP)ExfA8RT%hShIpgTKJEvaZtNY?t~r<awsEO&?2#1N?*YNsUib$}Zf(3Hn$_
zv&?ABJn`~K`yNr_*gDAbZcA%9px>w!#_cir&M1vWk!p($>~lhH$dh&l;+6@9ey}?H
z81}HaPx!$W=W=(6FimPbp9f$cpkzrf{bgz!%847QF{@<e0KG3Ch*QW<A#(lJOI3_^
zy&tIqUB<JjjP^Hk5z_SrT>N1EZ2Vx-zR?6tZy|Xau{5E<$9irvSy#r2QO#aFHS`%O
zQim3!-gyw87ES)p^&fgMjP$qIX7`syz6!&yxgOndvft2S*23Ch)>wL^u{3+>P@k{4
z4`?<k+c#{>E;@Ts__mh)$Vv5@ZOP>_1gOrgb*L`Q1VR|Yj9B<D=OiCF*go!L%<SG<
zO5oOa9wt}b&lsP>xZU(H)bHe%FkO#et+jLbZ|9{}WBGSw?(;;y6K?+C(#`a(y`>t-
ze&(uTtXNgldn@^aLJoxe&Y3(#WS2Nwm^@HtV#VtjBkx(TUE#l?irj;_ENEb(I>W0-
z`_thV8)!5=)Gt=JyZ$@UB2OHWIfD7McG0!QLfq#Ag?eT~6>j&u(<yr#!gU6Bf|-Rb
zo`f#;*Csy--6t7twRN!Xdy=-9H#<MwoUYgZc^zH4j}pfMzBkjGyu!P@@zJG*iV`GP
zctJp%gHxu~1tn_(*g193ARRIrm?Iy)OG4*!3pY36G++!AReKh*(w(M$Q?d&=D!}H2
z3??VF)`tNskNGy?V^n8q+l#8I_-@Oz?k*QQzvM`2Pqa8m?r8;B3XcplH}4S&(85rw
zt|=JJIBo{7vtQ);Xq-wqKdEI_N?3S}R0j@WVP)ZmLKV69{ib1?tRkISYtk=rh7<ql
zzM@eoqycaTpx2}Rd7r^*WZ{hT{P4Vo2%JTm+oWF3wbz)PAA(?)=FdEy3RBzr@1SJa
ztt2&tX^)S+w)VPB{E>Um%%#w}WhN2;XqaI=gM}43Q^vDH=9Ac<`{8v<RO6#Ki`l>R
z6K;iHx}Azr`1`}|SCBlKE8S<On`Ra~&x5Ofy|tmBhQ<%o_TF_<@5^$T$o*R*LJ!%n
z3DZusWm4q9P8cg=7kz<md_Rt^&-W*)eBzi0;Ao(~QbBQsnNG0VSekq(Vn0b{HV2vZ
z;BR|qQn+Xk6zK~fL0VomFn<7`Yd_yZm-ltyK@cV0M?tPY`m2ArEi&KH3?MV3NC*5W
zctQ#tVm8jYNhq4eNhT`UUW5B|89Kfh|D+Hpv;Y8T^nkV{+3RURw?#Qm3M~0BTqb+F
zqk8b)lpptr@REfJmzt*kw3?R7Vq$dXvj~E}-yv9d#?{Uza$8=nK&5eDoQNK|LG$n;
z;k>ha#E;;%(C@1*S)|?j21lX?o3O?B1~X+Wvui8I6q;oGD!2N2Ei0Wf4|peW5nW?J
zl|!oPn7Ji+f1p)j_VzmlgR%-rC5o8`!0)&-<@#$^RjDgnIROUb<T%QDIrfInUw`Y{
z;}JD97UrFi=$UnmBq}u0+}w|wi5=Hvyd&3YJp)v!F>nn{j>QLezLm%H`mxQ8l>@5e
z5j#~@!0a4}Prl;VZsSt>%Im*+h2woO)h(H9MfSXF<ZfNkU<qM^M<&QN?@AM*Q8yC9
z-*SI$j=4I9Dx;>1o*VL4#S_{MVXXW{OfCKXdK44^Ip0m{Wki9Jhyj@A9Z`iS{GF6~
zsrdJLN^5>oE)3^xs6QH<ES;5=rTi7eq2&e&d?y)5CmRV(O?eq4_!z_@`rJhG2K#rH
zJ@qmfT2cVZKDgw)mbC=m*-Y(A2*UHe%!Ds*WOHHky&WYur27s~0D3sR4vOb_g3q=T
zbd$aF88!1f&u9`^Wl8JPB-rTIxzi_B<(R8l?)P_}Uz4WGzI}9Uzn>Q!PV?^sw@oBX
zwOSx$iGDfkQRQB=J76D*w{U}wey%&F^ItwACVeGH|JVFZP|9x+A?T)5FD#m*H}Jun
z{$UUo_qLUaDD>-Ln^!D<=amW$i5G3;nPnB~$w;BVEIX)fcz&m!C(v`Kgbj^7#8$NB
zYcR>hoVR#S;Oa|vgr@Yg&LLoQKCKhbLWqAmpmFbt<7q684uvvWhb*}wo`1hQ<M$8X
z;N696r*JcYw?7o~xMZCS5Y5{wOR`Z=-r27#JPy{ZqS{Ihkq~*)aMcy_67UOOPm@{z
z$2;UhLuC!#%Lh94lJ(HTZ3s}{_^hE%PW^~d0P>*+8x99!-&>i~etkJ~;XBULRKmoB
zx%;|x)PAih`?)lm8+LtZoI}S!ePfCSDu#7}#_y6D2)yy<{JNw!eOY;%cdI;=YMa6R
zUHCT;f*V;tkj}al1@@LKb?9*z`D+2rir<bS4oc9l29?2fYREwvEmCtN-qC28%3|Js
zhSs=4gGMT?+)0Rg@qU1{dVrN0v3|{330oTYGXN${q5y~u<i9&7SMuc<#xPA;1xYqI
z3JZSKWAn3}pVMp;OrDL9_|W5j=Sgqdk=$ijcB7Cw;)hiWlYKL*$;FZOPR$VnIoloK
z!~Sx9j77LK=xn|pp(ubVDt7>)Jx#rKd1W5?{5!9OZqXrg6~o7zlKtjwWO8Qt{N~Sn
zy*PM#N#w0-HKGe7GS_7XhDmCQm=GgH%NAk9cI(f~B(Wasqf^u=JoME++|YEEf|!Zz
zc|#iq?y(XI46XUkFI5aK98_sFV|F)ta^OHP*mcwLZ_x)m3}m?IegH*4y1z<BOfw5L
zzPPzW$C@jAv!RCsf&2E(9SbP5#a+vvKJj*BvXROGsXd$Dgtcz-q0RT(@^}$;kA~{J
z`xTd`{Y|uqw@n02n?510UDfPaC-oVAvy6JHcA|y^D3W05qOZ<Shk8?w@iY>wdw%F&
zSy12M@#D|kC&|M}N*8-Umg)okSTKOz(e%PGx}fX7-Z8#N<pP}x-^${8`7Urek5h_X
zqsEK><;pj{@o}H9=J)E(4+JTj3QIA4Kl1C9D>MYXYtH*1Yn~-}uJbCnma97Bm22Le
z|2D?9{S+#Q8+(~3$&TyWn@hE|QcLYx9d6e!FR&$&l}fSsNMu11HRb-wqx`&{Bwgc4
zafu;t<Im8!7{e!_Ks=q_N2J769Cz1sriU1!zk&s4WI{frrA`X9<&{C>xHr(W2pFys
zzwcdFJ2fYi;+4DZCwV*}COTS(d#p)tpT}F|&4NxnCDHrFB)|jh_pvW31dM94!wd#<
zB3eHV3~?54r}A{vgy}oQsptD!X&xvh=eNh+^yL%<d^B<I4F+0OJA7HZG#xRfDaHGO
z#qF0dQEb}hRm{XhPwBZbFo=gC88>eHTg&o!+ru?4BEy&z$C>JSJW&AU7z>9AcR;NN
zTb+C*GX_s-seyYvJsFY`G%~h~2q%)VaSHwx{h`3&1^qbvCUn?Rdxx0j(4f)#^?SFk
z5}=omFwjkPI&leNg_!k)3&vAmo=E>yn%3B!D7}ncxb0-fD14--wbk!fU(2-dW6L-%
zbEWKGE%O8c<uu=GBPT(3oUCt6%HY5@NA-TeVENx(R1g%A$JM{Z&6hgF;>Jtrj9|<x
z*F2G4F83Gt@(|>921Fk|(lBO1HC|!RyvvC|W~9H%;*csjm<AA|GL%A#;=LD!ewSMk
z%o1RFX0XI)?AVb%94-n%mEiOD<=xAA-Sgg!2fbKpto)F!*<+5a=)?O?aA$V$K5Of)
zBRhg>?)A#inV4->bzi?*)a2p(sXi9M2NSuE={5|`iO)i{GdiCC-1IwFrbMiNNTKst
zl%;cWeA(sOei7stuIF5ihK7H#Qda4cxs+$soJYJSAKqSz2<xuTW9Uo|-Dk9!%9CEL
z$K$@yQKbV)6bO+Y=+v`6F34*J5B?mn+#q9*^!fw7H0@ipLIv2j@v@1T9W_=<eT#MG
zONOp#F5^f#uZ*aYgn?&ufmEe$FFQaum=OuEzY&fV>ea-;_~wHSyR?DY&}B`K$uPcf
z@*Dp4q_BejZ9SUWz2C(dk16S#Z6Egf{=O;S8XX<P*SwP5`g|}6A-#^Zy8Qr_dvA6!
zh&wrJ!Qp^Suy0V*x%QSLPu;8|!{LpU9+cM`MqGfqPNk69uv^Yu`au%wegm;`U<G(*
zd&ZWpiO12(rjK$I`O>6Ls~7awl}w4%-e^OMaf+CuUMRX%-mz@2x#-;;b>hDE?FwV3
zAEm-l(o7%aPI58uYp_%AzuGzc{lN;{|KXyaz|Cv_TBOf~$Yo!<!G3SGQ_drYm&lL5
z!M57#SGFsW2x0dphfGby6sCOfemZ*{1{8}LdRGZsuYQ#{3#glrmRf%1hE2Z3(C_8z
z3%UodZoP?Mp2P_!ajoR<PVjUo(rZnH&rCqWgcXnQ&KLlTxvdNGW?9@g?u=$710OH&
z<4vzr-fA76haQCVKp>jn`3q(w$Vu`U(g)cRuv?a6-|JD_ln4Me+jXyCZ1BYIEMeiY
zJE7`*T@U(bgeLgApfd1z$OA_5Z?B1{UlMyG@+JQD#%`@qzX$q|{FkJ?OEqq<QjEi?
zcP{W%SfHsm2`6+d#Y^EQN&NAmu<c32zrGLpJjcY4vCOTF^_+txPnR-M&*zagtXBf&
z^IaI8bu6CR%C2#-{<}HN(lOf$de_1a%`-^BH-&J1+HIeeS(NhSrg`$~)iv6DL+G(W
z)|DRIN(B$@A=)RPkH6Yz1j>_20B=?x?_`9~e95j99kfOfM#<;~Nr;hlF?tuG%t|%~
zY&wax;ygru>IRnZ(kot#R+H{l*v?251@8(^OUKti6GpMC+ys<MjE#xz5%tBh&G_bJ
zBi4}2<Iy|aBGiFLL~jD?7P2?)Dd1;e8I}X@AAs5PSY#-4n{4_vZzb-$Qi}s+%c#rh
z$`E;Cl4epP2m%t#Nk8GAPvokZ*DD_lU)&SH=PQED%W8-z<2W|9KYCLWq+66*`{93g
z(o-?fd3F2G>;Bc$`CyK}o&n;~lgDVC7k@c`2itaY9(DJH`{#+IwY`?)-u@U5-~amk
zTwLf9ZoIH{9e9M)-?gqEB02<E+5)R2;NIFha~2v&!@aW;Ji#3)3sN<sJz74Apsp=B
z4;Q?QG5JlyojMf`_z^3(u5zNqjbj@EJ*l7+k%^#twl{txCLaYhOj*;JCSB<5UvU+Y
z{N}#D^+JzeQ^NY-U|DbU5<7Qp=UHaUh6@Gu(`wg88Fizb+A{FiW*xtQwaK$j1@!hE
zwO3mnC+^zl>E(^PAR|NTQc`##2$Fe6Artm8(Vn!RSDSkUb!xe9jG{LFS)-cXxKv@W
zqu)cm+CDjj3o2xX5b``&xELlMQV6UN01H`dq#LdWUsxvbe?2v+`si_FO{WA6k&ht!
zumUekuKx3_EX+pB_nT-_-ySKH?=%9usU=_Q$3=5gCyi^ZaudHj8aRiepf0Q^&F>d|
zqgOxGbDauWRcLwpwaesUvtz3$Dr$di*`NvO)>Lt>HRk`-!w1Y6kgtR+#|7x~Y?epE
zia`2r-DLoe3@4lCX$~Ab3h)75?k9-o8uopgz0AE88`ElALTehW<@mKtfjWyk2b*K)
z{|@Rg>srYBaC{1<FZtu5Uh$Q1HH@f}GGD_m^9Un@B`7VW;DW`&B#U?FoKil2b!@h0
zXT&=^&iKH!>f_bn6>(=__vicPMTM_90>J`vBs#zt?asP&&x|sDcM}f$EMq)93&!2R
zvK@X6sS`}q7)p7kHFIw>yw-4GoQ3amVAO&}MG5PnmHSYXlgs`4^@P7Bjk3a~%lB>_
zih`G*?pRAuP*UZr+2*8@I6Ar`dPh5tz$@!-O7kl^W`Zg9#=gcyXQXOa_mu*+AO1|3
zQ3|T$uRrZZ((aK_0t`_h{hJ4f#sAeA-%2_F;6c>oukMWC`&THB&__&}G#_-fV8wA?
z3_qfu<}}(6x(w^3rn0QW0fHof^xyJ9QEVv+&KV8U%3t5#=SB7hYFlo2-rP^OQ6PN(
z&Pg<FR+gz#y~xr4d;R^KIYuag2q-%U)GI(mo$2v(`TSi+oIv3sW#Tq9jrRJxKW*Wv
ziZjIFo>WHOc$ZtRpDjLlLOYK+H*2wYB#SE+_UV36{b@wkj;<(>Dnj5}S8VSvIyWi`
z8;~N&63{`WEWY2b)?NCeY~U~%&Sn4^Y;-c4EW_uP`)d9JJcuzZkQhp#ke!_z-KB5N
z75ze<=ut|~;LAo8(auoye8b_YpB=hzyW%oK{heeb_MtKP8BO*mhX*a*V&U@+ab017
zL&Ces1Mzy6&~XQG!44nPXb`~buXWa3h%^S8TYo;(WFpkk7Ambk9woggkv3iEU;XcL
z6$_}y;78SBR<=E#|Ni;AzdfB_<ne!N(nRsBk6E&dLB+wK5$aT^F9il_0Ykt`n7v#_
zkq!W5*qv9xvp=%=3s4M4K_EuSWqW@YB`qj_=TgGs_4;q7C*d%Ucb%BE&zsiN0BzKO
zCT~;1jg((!bMo3c_?-XxTm;=?Gx8aXMqu+6EiD3eMZWLieco`NT?oFd{kd=lw<`98
z!>{Bvl<zR*GeFDjCNNV{mTZ($-a5-C>u?oRi3Zl#YOam569CGxy(enQN(drAZiep^
zfFNuwQU23CC_ja-m4l3KP%7v1m7(kt?J8CE3AVI?Y!5SrVie`=K_paDct#Iw+wt|8
zH>TO1_acrwsDE&~U~j{&s8x0NbO|4z#FJC;s!Y%z!uI5(CbJX!>rt&Z=!R!>0VdSU
z;loJ4vX6l2HX>=d%<^9>urF_4nah2p%zX7vYMsAY^U<p*pK+i=?FNtdm?#ZKFR!Ki
zfsz<iQ|!ylIsOJ{as3Jq;KG7Va5OE3286=&g$imFdqD3*F1jCE6h<o(hi~l1bCtF%
z|6<mq^a$qg@b6oH+=@NE!Eapzep0dtG)vCHAebJF54bS_M}E#g^t5hLdfgq~P#h+*
zmHde=8jB;PM-nO`FUPGhopCzV1zG2aKbXCUGy`^p6oMSE()<s<f8Kc^5kD%ZOAcz8
zA`v8PYW#d<V%_8);$UMWHbx74O}SzV%x0wU$QZk&1CKyHi6b%q&}bw}Sl_$px1Q(4
znfK{7^*Lf%Jda9<<NiBWNblrJ6&LA<n7wV0>Ae&E21yzq2L$OidGghf4#&Fn1Luhd
zgZ-;~dS7sC(lxTOpU>aE8Sv!$Qy#g5z1)Pq+BOA$=Tje$EohQNeR`SBZw#5j7SuDf
z$w_k&ywx{N=n9%MENLN)r{jj@V+97(<9k$}{a;^V-~MSE9cL<i|F!#AW02Jl;!0y-
zLU^v_B8Fi-(P2VwA$UPKUmr*^GxrKhr249(>n>D$T%%(2@PL!#@RDEUiaxzM_qg4u
z>x2)nB#*MViTw-5!n*`D(B|qx%-!qMmBbrTCi523z%96lV>_*gLgKzwg)tYxFNyVW
z)AhWVST;=fFKI6LYffsO$mU6U)rsDQhmJxU>O_>JcmAB&1MBF~sV)1jpr8{z*NtHi
z%KvyoY%Z)dQzRb~@rMoK7573&S~^?(o%3@%8HV^opbwmakFxoz1YKXQT&y2Tc7uhl
zQI@;f=JmB$If$+5Q!wfx*j<#hD7fvTWw@y)AL{W>V?T&mS+1Sz-w`Ov2r?lQ;5c~9
z?Z`|I<K>R=tJvjdIJv9~5=SfjN6%NC{<J(6SpDy-Cfcqsg{8QD22>IwFX*@JmHNYl
zwsY#f1p|kfDBpc6hfUf7+&gYltJk@{_So|G8`>#Yo16M>wCR~U{?h}!7Icx<w~0<<
za<k<YCVkZ(=Cvh}?JGaF{MV7K8I`%zjFW#l{VnM2k^J&G3mkCe_V4cVCEgG$YMpRk
zo_D^=6_yzq^XAX;1VB`KwClvR%Klq7``7OlG#?7Em6}C>mW?1?b3f<jbx->v^8om_
z9-|60d43P_Rzbii00PJ9+`vhBGqU0_-*?`K71ykJ#V4iGR^tJNv)Uz%Ik9TZ<lvH>
zgQyTYdk&^cpgxqBUQoIirLE)N>aDuFyu7Uzo0>)<IK=M>v^|TVIjEHOTSBz{nm(&l
z?R|%SQpo)N7XDpsqNBD_e&#q61EMJo%fS7Ggc|Ee5?kOu*NMYVoGFT<&DTgxqRPvF
zcoJo%3-c}b&8SAie6A3%{thDuK!3#7-Q~iW<l6pCJ4G>ANQvAkvv<}AjYN*v$WQ$X
zQI$C11k#htWj^+p_INO)Zdi;dLT;$4re$UgFl`ncw9nrm5#$;h2AGwD`|nISa2zjV
z>4W>=1ZgxQCSfGGzYqep(!X<KAihkbX>8Ne1b=%&N0BAZDXi#^X_C$Ah$l`z?MN4Q
zR`8e1^a6c5UOkVgAiTQW8Da$mwFW*59-?;VV!U96>I0*b=Y!`*UiNS6;1@`Nj#YKY
z7vdXvWDP|mDEosn`AFNs2f@o?)DJy;ztug#g1ovvgH;+>bti!5>@XSiF}Dh7u9rlv
zUuW0pIr)wxd*iz=#-Z=A=k>K$dKLKeAYBH2_JdY4{2dlvbQ1mSr!t~H)^n%P@un|v
zBS=1g|2m|+zLIwQE*AcJ2Tpaq4IVCP-@08AMDIwD!iy(f&*IICss(+&rdfL4Uw_g_
z_*NBPty|rB$lrx2qT~IoQ~Xzh{1~v6p3nMn#{$xML!Oldo_{^je3C|t-?rY*tAxq8
z^%OSai~C@=k0HN^Z@1rH{i)29o*X1)s5MyM)V5$#mZy`W<FH2PP`3i<zvx6k5M;Rh
zTM;#T|3vn)GNT*3WEOpdh}X6mRFuF<R=w8GRRQ3D^XNVCV6=_>s1o4y^mXM3n#Cqm
z&tMXb+<lq05_o6kJ=>fWocw}_(Lk@$nyC#X3F1wg&6f=a&#q_lg>WKd80}ZQ6OF-)
z*Wfz49S=RO{iIEFw&G*7+4t`Z0#@3yd?M&)M)1LAMw`)_2sMjbE{Lm}6QQYqeLrv_
zNz+>Ln4ciq><<9hT4XPvUrED7@*#GewovFHLcUFo=5Ur#5L|>`;cv-eqiMhZXn-aU
zyeC1thbdCD!ZaK4fpil2`~)2#%8u+?7!RcH994@}GBk|gw4Z^r-=rlP3jDgC7AH*{
z$ilxCM*I4tWWu3re|9g&fYPU5QpT5V^zQomK=Lcx@5mH{iz2p}i9e2Ef-|?9d!^Pp
zC&R8w8ho-t>r7P*A;C$MIFP9T03kJo(omuN@|<S-B7Qa_pJ>TMgUs@gG&Eps4(MD*
z)nFhRvo0fA>Cruac_Ir+0dnG*AEKa&dn6YpU%(3Gd9`(mPtPy2)dPFs?V;Y;Z%l-a
zw489?VxUeEg8X&ewvS2Bef>VzLwDk;m-%*A>s>=@Mq-YCD}t;q3-WLt7Ef`whq<!S
zscG!C(V+3~KIeuck&NC0FX20SMo8YXZTER+MXBQ~GfFe}Nd@w9HulF6*>JB?frUTV
zjq6VS>(i(SRgC_)hmTJE?*^z57Dn`;p^vWV6V4Y;my<9%>3;j9M8JBH81=LB<vb4h
zEFVaPNLIC~BsYCQwKN8Y-_TFW#6I;(pPNuFmgH_5u6v;wvu9KpH#Ufn)Uo{`%(cY-
zhCdB>b3VwQL#QN6qQ(<d=`ooF(~Z)NO}4SZv1HeHnrjyZ`vRU5p^YEa^ZCh~U~ub6
z4FZa<SHHHuns(e<O#J>jmM+aSO*=+!(~`M!{sNqtfz263SZ+XZ8D4-|W4i()-JMOc
z+TFzUSBrC)q)wTib3u>%b*D7F9XR&K)xthV<Y&A5`$YfBmSE;E4iB*S^Ru}T$vWQ;
z$CM7%{<YDNC|IbRiRP(~UFKI>e-GA!;DH4|aqzRaRNbCFN?IJ;>ovoNZ1Ds=@4PO-
z)ljj`8gXY$_yKi{&|XQudCr|f2?#naA|s6KkaxR^=R*fkXw&}iKi@w-AGA?KO;O}W
z*;(c|e=@4G_ilV!*_2jOiG-c~yo`Ps#FrBD&`HI4D!z)V%b!g3$OEZP9A4I!NCHts
zkpobtp10#fTqxg2`U;25U9x9gYbxx;zvDUgXwT8TL!CO*O?po5^>2L>Y(tuK16@jw
z-0k7lrgxt5Ldyz8!%8J9S@Kvf@9E!($q{3_D7>gaFF^1JC}0Z?d;$R?e(^lC6-167
zQ;`IyJNJw5)$VF$!FG4)PCi1h`H~VZQw`gk4CEYG8l5pVx8W;uoG2d5{;2x<P}J-K
zTf-SzkvFi}BossV9JMclwXeUA{{1<Zfl!c7vBE5TN_M9BuZH`bq&$X)LPKX9Z5)P$
z)M@kb*D<<}1vn}oq-y11_8Yk4+QK}8&UI6TOIS)%2)7$fWsY9GPPb^9ww_@-+7jx}
zmt~yKLA(o2MA&+`qP)YUe;>6)4evTV_u8z+`|3TMz%QEgaUYL~@xJoA_wMgx25KMS
zY4%LM?}r|o2XvwWOI#&v6@D<6t+Ky8dM@fX>X3}TTCX6ECiMnQ6*~v{&T+8V%ID>A
zbge-!-@(KA-3SS;TOa0B`v!<J``G?+CS=u|J->+LmSHrHI8t|9h1h~GpwjhC`PvNZ
zw&Z<wY9c_r9LB0ewFoNiOPYUNRnDUM#mSF>AlT+(aj;w8*z27S^PtYp<MMEprG$VL
zEk1lvt)y9Cqt8KpKew1WP^a|0ReS9;zVW_M+X4pj=O;0`8wGyw;?y{2cbgo_n}LJK
zTXp_f{5E;g(r`VmiFey|_Lqs$lYerrj2^I`uqyEFdHZ<<58SQ4ro@iC>F+eR5c*rQ
zd@aWxAv}m(#X{CM#~F!Vn6_xSa8w7{vQllGWL{>n;2^pi33M0!?wR>~YVo`+hY1J(
z2$H{&Ss_i!+#WjID8Ul^`;{+Ksw>E1=y3&`>e`-=u!kd*n6Lkw_Z`59_`@YZUk2@E
zLj<0E4widnoanV_fgkQ(CZeXwx_CZ4^F;u-vZXJkU8DZD_QOOkaia9cU@^@2{64WL
z*y%;nl`PKZ^<#bfp0?JSSM@cH#QlW}+)7D|oAuT9YLxn5&TM9ioO0r)?GW(rZdiqC
z$CG^P6_;GyysPzb)2h6$kX(qCl=WACb%crhZcMe<<X&LS^TG{6VO?;L1C4c&J@y^h
zj%~e{A`!my)0&{LvBOn84@3B0jZoRW!KX6k`gdnp7UMYnn~8n-6_ga}R~Cy1J;ZZ@
z?CK^sNdMRGG!$Pg?GRG`eFJz+|LXH_Cj$Yid*j0UgzE47i-(7YQPlH?7|7L9wNsQ#
zG7Rp^WHf!v{CCd}cOpDO(uD5LnOjwxLZ$D2QmXKWo$24)PJc`Ji}+Dw3b|WVMj-i(
zz43rudrp(K>fscgQy=mn+MH*X2yaUKJLwK(yQ;0|o5)~LBEJoT>y}L1+K0i^LKwdp
z6NKR;v8+2u)^xP9u-f`)B~5Y6!?yU^77QNNd~R6bvZ-kGV2piWSSa4YdS9Ldum}~N
z)#t>0%|c>C@nQNqKg5J^!V(V%q_+FzL9Q2)ef#fv<m(80z3lz=pV6k`pagmWiqLT(
zUjMkLamw>-+>BeiMix@2wKV6(kSP1ozRr4B7o>bBQz*@04!X$+j&teHRb$8(tM|V>
zL(zuv|L$XYXT0PR!0{%0KP;6c?L-Yo7Pl{$>ovK8DK?cvmB<wPnr5S*-JM}Z$6<0;
zzaWSGp6OJbvxxAkd<hiE9D){JKH1Z1o=3&bipZHm?DWlY%8u8v3^$Wo&{%1(+D1Im
zpa!>$_^~i-*>cGe@Ix>5UsFxh`N5{(2fyyYh0GxFc^ChL-X1HJ&Yl!z33lN7Nd7Ss
z1fLAGJqK@2(zrK)4x>DG^UF#PNkk+K=@zC!cX6zU>%c#Y4d#49I`&gpbnCOe^IvH_
zO4{^!vn=N0Pib(jiB@Ie_vs+w`x#suZ(r^n=caL_iIXOX$lt*LhQA`ac_oHlnf~>i
zqWXDFK-GTbM?H*APjAU$Om<6ADy=Bt<IhL;kKM`lW7xjqlKmCtsic1699F&=!Te!T
zl%_jl+ZQP})P6rIilXg`iCVnsgZX;d%v0j5Z=nI8J|M`+p!uWy8Mol$H4)8-s5ka2
z)opg0J4l|t`1(XlZlGD9ID#VmaJ|mn43{(S^MPMygo8t$-<)&sxE%$Tbc$0kl2G!)
zKy;=NmhW-aElrU3jo$-Suw96Hi&uaw&*@b>QgS-K*Wyf=3u}~S|4^Ezz1)Fe)%gZq
zq^h%!)|I&S8>4;tteY*m(|?bJp#@(>9vV^aSmNxsDRrZvK6#cCw40M&-WabWRW$g~
zS&3z|ls;jCw^K<{FzZHpc3LIX0S#D1rs+D$HjSG(>?etP{7^H(eGR{Jt}0UjzrVk(
z6FBVYucr{z_wy3WfAwbW1c5H9Uz+hf1-}-{S9qSD6jRcDaYWN`JLf{A9%tof*7yO{
zJJtpx9Bx^mvFpuR6oru#MRpVpf~NS_$OAM@5Oqydtgp|YyrhNE$ySCLdlec*(;)k=
z_7dVWGb>-t4U|hz%d$MSC!Jzi3Q%>-r{MM4FB5k|>sa#O5g`wMlk`>yk?Z7G#5b4G
zWDjbImaa^d3OyfKD|l~g0u3SBLgr>Vbh+p0>#q;xYZ~Od28VVJVbN6o&M%`I>4O$!
zun#MJ*e%IB!9C(M+rF^;fiwoS_YdLoFks1YwebKQG&0^uGM<J@jwN``DfAk~lUsiT
z_)2ODb8n}{BP_5v+bKmN)y_qhiChlS+F3p7<ktKLD=sFha)$Jf*RIO?19oc7Wi3(p
zlXYn3F@ffxK%HAwaTcE}g05)obtf!-oWicE#}x(Y_glA4i*mQ?qBwtjH%0x)s7HH5
z79oXc&OQi3nmz#)9aJQx3+wMQc_GiB<EoO@rq=lV-(2|H-lUE%9L0Q2-rZ7EF!100
zC3x<gs4h*@tO|IL-t>_C-#SP9pD%e0)A0r-1-?U$UFh)iG^L#)2;eC7&cPJFngTe>
zH@s0S;I9(DyZ7_00O-aq=wu3CdW9Dh$p4xdi33Pw0YQ>!Tp}ueTuYo?jHzlh5!T3l
z9DV|KP}Y8?!i70dj`U3Sfye&o_2qK+=u+?0#x?vC<!S08{3?<z#D8^V4hjvS_odG}
zyF{n}-qV1`gPfTDdLeMp=-Ck1sWI5u4@h@w`jQ^L7lir{I8VS&26_%>!-s&2j(iEq
zqbUmtJEu&CUXi)b{@M%^RFo}T(ppglj+N%}?3g(A#tE?`4e4p^A#QAKT(QvGvk!-m
zCN`A`9b&)j?(#l@hM`Q%)B5AT@V#GKghBuA0V8#t1~qa+$iI5VBJY{MJ45k^<Bsz(
z;v4e+dV?{^rD){Shy_*k6ndW*2vD5g(Hh>b&jY=2wyHP%{M}8Yv7hra+*Vf0qUbk3
zAWZw#UcRPoTY`#@@AN{>PWj3~m?)$qy`y;Q;|hW*MhwBZr<nGvN@1<qm{u)`j2t~R
zt|TxOHSseBH1O-P#p%nYv>M}hcgnFX?SzWZdw*K7i2-@7zb{3k%dYo~;rVesILX?K
z4y$jC6KQC2IhXq1{*5m&kEDPo)3w_05n+Q)S6$^jrM#<_aUyQwr{7o^vytVK2fd%#
zcxv}?YLu6x-qcm3UWft9XI{Ub&&vCNC;x4*f#m7x;^2%G;zX+F9U`3_yEhPCXza4B
zLI3q%)7c2gULX1|A7TR^O^qHO|IRxTG*i<@io6!<b4*^)K<+a}4&?XT*#iYyf<010
zPWAdk!3-aF8xM1M{#f1pBu)5Kp9`$8C@ZHWfOQX;HY<h#Rj)L;Dtr9SF5z?HN=Lmj
z6IWh6obn~;k%g0>8m_}8VcGcd;49;J5j#&@_%dD+VMF58gFw6xl=<dh|Jz1cV=u^<
z&)1FFE!GygbfH}Q{`KK)4-10<fUMIm#YQ_l124EC%V-dk@gWP`HSNOt0!L~}mo&4Z
zl5Dp|=#EQ^FDJZwuT2$Pids`oq9poT99@VaQmAj}z1N1sK1bWF*a}26ZtN&ErM6AP
zM2NrNtIR;F5>x?F!U6W%p`5hz@F1QDtD$Ot2vlsYV}QN}-F9EM6*^qV&OJaF-VRHc
zL-Z#X|9a9d39|h({RizGWY#`PY|ixQqR;ztlI@Xx7dE)z&Gm4OGynRA=Ons>-etO=
ziD4K3&dj_$8LAI#_x#%GWvBuKV6*@W9L<2n8ejKmx8pB}V->2dEuPl!BwuY(O<<gV
z{Ok7<7gDYBHs@O}XPFT^q_^DTVlM6o%F*HB3t_I_Xg0q9O{!e!^B`W$8<pQ!`foDK
zP`>%R!e?(w0smd#WekJ5u8++@;Dg3*zULob^6yQd-Gi0&zzWH4@|%oHw6~n-#0-}O
zZcc4sD1<ucr88*T`mZBVvhd3*_LTCzoQhFxw<jQ^>f+9e*mYSBX`1xmkZe)80JBk(
zY64AKtT9Ie!CPpozdmKVeknY`T0D!3%sCU<7%G4qudm5L+*2zO2z%f4n}pWoPn*QB
z?YtN^?7zaB^WQq*ONx4E=Pqt-ZQ{b$pXVvMI5sA5$X_1M|CSsJ)3t5T$WjIf1nU(3
z7zI)DL&QP+5z1%_*6^=y5Qu-o070}+Nrnm3ZSU1TA?duiYOL+exE-w^gJFE3UOvb1
zHyBA=$W*JG!&D+%_lgT)U+;jOm?}U#8@<Y0X=(6Vy)@!rKIZKd$h$z!Qo3ZdSG?oU
z&6LvIN+Xv*@U;Y&nHhvJvf32lfc*)BAzswcftc00?@{}FKKRFZ6>-cZJMzBz=hJ*6
z`VE)Fm}DVp#}3)Jbd&Do1?h0J?8u*ccKWN_To0w=jWg>{yu2@#c2a<9OVEPb(P88Q
z6mGE^NWRRQ?e4y_9zMECs=`Y1ecVU?YUBRmp|G1buWZdX`0eSQ3IYPQf6RRWFrq!&
z<$0{Prw&AaHvRtFtOrWj$;*g)UXC#6*CQPxX*}(kWyJ~PuKf#uo=IPW*tPApB*DuZ
z_t30sR^HM7sgdJ8fBV-pOdKlx>;L+S{dp){&HvLddiIj%nVUMRM{_e7X+iaolD}UT
zeQg>XNgPNBGUl_0&sz&Ae6K)+i{&7$SXZVZfXAGtj8(o<PeyUM-K)Qn3@WTCaX@D#
zWfK(*$l>a@q6&q*`|CfwE7iD(swaWOmJF%5r}YZV?NUp(?SUV8e{#q^ypd)E(%}jB
zuG}F{kngVtXXDC}B@+d=A3%8v=8Ncl%A53rV0ZuayT{(NqY==z2AVH5v@66U_7Z~v
zud@8MI(2!ZUbBttkLK;q$$poYk#jF*_f>_JInB^1{i|EajU{<=&dSf*Ur(;2pJryP
zh#!^+kn!@Hjo}SdKGhty*ui0c_3l5-{F!Vw>C@3!7f5hQZVo_Noso7pk$bKYO*i_>
zT8r<!Zq#YK82_tPGQ{STSdb<>z?P+sB$r-vQILQh3(+?<LbQ4?L3mQXk($#m%%5Ll
z!cFurvX?~q68v<<a{YB1dwuiXmuvs}<K|JwB!JWc#yVc!vK9-fYO8BtYMfJ=c^r;K
z^Ok2(Vd8)g>=2Hb@!<#r-re==O*iPwg-;hd`ZesBvAh3+xi>LxDf6|sG(QYPo^U+=
zc|3=~0#I}=dgj$bkTk3>Xv7-oNFcaUh6{dtqn{cy^)P~BZYrFxFA&vyiZ@O>iC8B1
z(c>Ygeq7WE#7mX<FZgS@52tf%@{s0#Ui|ecjh{<HnKl|1q5zP9*uihAU;=)wBX(%9
zQN@3^V+TL`8*rGk+sU*S!=6$=sfT#zcqyaX_%;8MARpv6M&^;VXtlk+j^!|a_k5nM
zP@%&%z~_Ep83+o(zxx+jhyr?#vX8AobT{M;8pPedUi8C<7>Xy`<M+KE&TyEEzntm+
zU#n(2BxsEmj{Wt+k%%E8(4&Ai`76ocF)053XgaH9x0xjhKaeg&7G2twWij)e*kZ<~
zKck)hq$;VMRK+lwUcJ77Zdfjgomt;DN&G!K<;jhi=Xk5ac$22#f=Ifo!f@^<J?Y||
z#M!gTA43|pPhSA^{r*LB(=Yoh!eE*=Ta2gUsw}dDB^u9JaK55waH^xfaN*v5t~wBy
z;a;d&-!$A`u4wv>ntNqs*aC~DCHs(Fb_~Cbq@&{)KZhMw$KoNDA8}37(WA#l%ALft
zI<n^4RI=}_>?q@CLl>T~ftb0%C<W*)o6>y-dtdW56&nL<HmTM84eB44(&+uESq{Al
z-8L4<BifEr!g}@7!TtQ<98|TlC^C&VyB90!_Y7Y!{(VRdAmo+UCG7=Wh&J)}R4gJ{
z|LzIZln_qpGInKVy^Tkf3w1uxuuNj<3Hc8MfQ3U4k4MpFxh{(hWxp6}$)RA_eNm{X
z3CI1FWEhlkV+RZr3gU49Ix>LxeF{0AYq*>>5AoByo7O|T5*I^_lSOjcS`P8PT$X_h
zO_pILz4zTH$+aWpqfxh><Gz_}L8Cp=XdC#i=a#cM$a~zFs-3Ik@_8E-QU{C$|Gw?-
zdF2y@M#^uYbM<G;_w%IE_Ucfnv)SjlPRlfr$I!DC?oIpi>De#Q1j9B`q<0CWPMEdO
zOl!zDUszprmK@*jbqdZ`<3CX2^}A4xsDf1Evig$~p1ZnKGl!EW2>Nmsvr_NFh`8Xh
zA|&Ty1Yr<^8Zv@8GWpqD4Ak;KR=8Ff-&G~gv@c^j^6fkB%tWq8zcZNSMJ+zI2+)9s
zE2M_!>!E=sShvha4o&UMLYoyRjoy^&dENJ016GKvZ>@l&wjv9aS2W!8aZ70$f$8~X
zRj^+1Iuzfv2@`s>nhiQJ(Zuz3z0Xoet@ZkrwwIdb#f5<5Y9oZT>dmHuoyjixz7%L0
z24NfpUhhyD^H#@XLZmCu=j->K@ge2e<5Bu9?cr+W2rcg6aa%PfAyp&viQ30RK|bJ)
zjQG@Lj8V*`xfaG^EyzH=I-ReAsWwA!dgE<!BZa=%t_cfYvw;8)OnttaW1Qa;s;J(=
zKU)`#%fNsCuu%DYS@>(ZK~hJSiO7Bo^)S|b^?ojEiYIXGQn-8u+^c=}mXlPfS_m<e
zY7)%?)$`r}u=Kq|u+y#yHQ9h?=O6-U?nQo1%>0@lGP?_7F(x3tX+tb^)gZD?%U-Aq
zd*B|4#p&v$*YtOG3Wqx_z3#fCPnGrLuyNs-rjn)fhFBq;sM>#l@ah~m`lZI_J*Ze2
zwvCm)I3;9KT4|<MG*zoA+e7O${wb}db0tUnA+VHOIL!e7SxYF1Q9<jPuKyGn@MJ^z
zP`wHaPj(*`uOKOqm8B-$cAl?S4y9eupk=QK_SIJ1OfqsK_Y8^6X^*5F?oa4;x@+70
z$T>FZeWZms;FY+|2tTc-wGf?yv(4D{R)dhG(?Lac24q6RMEFH_I$o*rbHN0=NA1!0
zrepfQWc77}9?;LQsF2&>>tOiG4?r5s(D8k4r*tpvx2S*peBkZ+*80uqY&a>0&H}H2
z(9Ds8hjBH4Q-9t_cwRGvbhtWK2iJ-ZZxM=DG!3XZZVAXr;2)TLU_KaC(I_2PIP=O*
zXg@UBU?=SU0^G-rC0o1$|55hU*2(^Jm$E8p7OzKvQ;2^#LfHw5b}YzC8x`jRWNatq
ze+cDO0;lf3A00@cHo&tm_K*b(^=Nlr^*}~1ObE2ooMeQLlmQuGQT;W*LSl&<%dM(U
zSp-`FWey*U-hIySa6V6f(j&~ZC`JQbjfjNWdpy$`*zFo+zy%%m94xerxaNkikLPl)
z0n;GVi@-%Kb7^hdmA)Fzlx^LQhjzvZnUBP>7Ssz|i+scHj~zpL@wn@xzD(KhXs5Q4
z{?eG-M-NRktA+u17*#<;tai6<+p^xZ6x<Og8h&-!bsfh`L+&ECsE`9HQDbEL&X@yy
zy1i!uq#@ai{KT^u&tAU!g~#vraLu2fQtSw%lF9xu7HjtC*TA7%8|;9`pSI_koh-kD
z!z<EHy1wq3y*;8ZmkWj!V0$l9HnPa?I@0gG7T=<fmqX_E7{w208z?%j8J>lq4;#f*
zhR5mei=g2*PU8<UccVU++sKgPc_y0xBKT5&C0a?v&h}5zG^pp?_vDzgV~C1e;=5H_
z<Caww5g+V<xOIS`=--&WW7SqtCp~;|Y-w8M#dCyuzwpB0{gshUX6ZueusQx7Yc-Os
zj8hA;Wv$+z?q7X@_s;;S^$qlafizhGTAknr55ot4T@)oN0s9OfhU#=W2=Gnd{Y?u{
z`Ru7Zf<`!%YV59!|2O}Ow#tWEeu;#&&!6jK8c_!k4pObah&oj?OnbR+Bf?-qZsKO)
z_NoB$www9cY@6s5s@7|W_$FM*X1+d&rz2kBpgnQ->Ucdyk?cHw>E^Ih0y52oc;n$c
z(y40~tw*>$d}eLFCHi|Ls$18;xN%Lb%jUPL2xCZ3h~a1nF#g!UM!qW-!Y;*Z!?Yp)
z^s>3Y!s&-S8Xi(1Jtw|$?GxMpsXO+nW5*B6n$)GMGC~I--Lo8&kMrQvE_+6N6p~pt
za1X=EaT8(0Tq0u&U$A>YvW0Scj==O)%~_wR_g&)(uTCq=37O~lQCp{;(sM1iU_FIl
zIF<9Hgg;Zz@Cg%*Euz{LLTdFuW!HM&#{*2#>(F)r^J@9lvlL9j-6Jv8eSOdQCgQ;m
zF~L}#BTH4Z-G{&)`tSSf_A8e@;^Jb@%8S2)v>ExA1pe8SwPBBrpPCMqLTu_V0SwIQ
zLD)XS*5&&%r#gydPEr4E7w2S${G&eL6NmAIzQ%w@wPlc!55qNl4N|oDtbfw`2o~=J
z2!LDt>~p|B9cCCEr)g5nL;puERw~wmn~%&CMYE&jqHgYrG}EQ{GmJ0s8s37WW?oWm
z(nZN!NP2hC;%CzaRnQriS_$Xh`Bf&p&zfz&R3Xx=cg#^UJA1+V`~L6O3-2225_919
z;`v?Y_R;_Ccm3J+7>2R<YVO*+FoUl!^N?w#O(6Q{K;nmhu06WXv)b>q_1P+xe9P1H
zR7Ge0!Xyd78vymmx>}|?W{b=t_0_BQy4N&5R%X4zyAEJrStGtFWnjD=A9``Gn4HyM
zminKx2<q&zd>!x_;qngCp)V{#y`c<hf%&;<2tIymE(k&J!rQLKVnA{L5IxW^zq-#H
z@GOeiyqloHs|CvcLEKmD9k(-JeBK1<juDNvE^3Y6e(E<N*yOFM2UP$ck+`PszGS@7
zo;$>RYko8w1{y3CaW*NnKIW}In=mB>;|`%DQr{XSs-Mp*okn~e@VTHmB)=*Sl98@=
zqDT8%70`oOrTF?3`Z%1mpRz{4K`Q3J=vrUMA8!!qW{e!(6(z!MHykB&B6m>veH%pO
zs!3R%bpHwIC^T`=G(Xce{8}G;A+mcsXUMmmumOfy>ulhoN#;HalV_xVEfES=j{}A^
z7N#EtM37MwmlK5>Kd$Gi0V$shLw@ubr$9KqWA?aUDDeOXxWNjLBiP?I+%6gYE0QdG
z18Ap14!gjtQ4~Fge=Ofky$~OnjQ{mOeuJ!=+ucGzMA*N0Y+YI>wa>`zW9|B&t+!_P
z6njO}T?0N8q_ZEU2Fz?Pq117NjRDKu==92lQws897!5G|{qLcwHlVwOfV|F422|0_
zyZw3iUIKN+#F9vz0j4AJ?nH;0I{b3H3O$wAsP65rC+J7ovFE_{h0$l%eNv*Q&@}fx
zmfr*2m2qt#Psv}oVow)Ul_C9&fBe}klJy6Y1KOKrKyzdA5|Jj>EMEy6M0n1Hwf|02
zu6ONweh^eCEQTu!Tg0EE$gtAUSU*5s&#uGU@A0V)g?x{XL*JE)Tq(Y~yF#+N$zBHS
zO_(kj6;*RD6U%!MM}p~FA#KsPYvgh$H$4OyU05T|u(x8CDzp)R$^_OXt*bB0I^)M^
zn;y(GO-*}VYkJq6yZhWA-iW>&s%sgT7CV?6a9D!jONVjxK95ZsJ^UL08%7DAv)8ph
z1@2kg_YE2fqKCZGuOzA*M>??;LlZygdgiWyYTt~RZ^y%*r!ZnI@GxVM@a4z1P=lO{
z%lFud(Z?kA$_g0A?iv%*@evT%=gljpx?5HMniaN7F9quX`?m;qF4j-1d&9H<0CO?M
zkgJ+aSHUS&w&nFh`w{p>FuobH3l_f;l3PCGrEz=05zh-%GmsxqKzn)hAhq%_RL_@Y
zf9^9`mSn!)YV}J~=HFa^Hdy_4k0>Mvvs%e@gCE~d(KWv$eQuW!4N=sVlYX6(htDS8
zpwd`B%h#@%mm>Mk9D0h_qv%nPr*o?$2VVb7g)w8y{O+Zo`abZ__qFHY-S@yAQ}XPD
z2@@x~wk#2k7n~qqp28`7Wsd8*aGJTBPaxadjYE%S&Y-Ifz##9J@qGIy?f>n;4Ht!u
z_B9!2eJm)`9+c8V*D0D$Nk3=>MbXoS(bWT<Gh#gqUV|0SGdNY%^Xg*JcRgY9NO!1h
z10**``oycGyrQQH9Yz>A*jF}{O4|IuvF4}dxxw5UpPY#TR9W7;Af#v;W-8DVXrjZ%
z_t_!DYf<e8tA%kesiXV=2n2|Pur0Dofy7)02yc=C{(f{ubkIUndlj*R1WFlhEIP(G
zD%Q1?$G8NM=Q5(9+g?u8d>1gOzQs7afWhR$HEWEx;Pz1{-fMSB4lgZEkc(0n4rmMJ
z_fvTN-Onw?^3`jvdrbsMx42~7Q8Y(YA2SjWmgc_Cr(n4zC;;<Q{lELMz*?;ERe20u
zFd49O&IWb7IL`;KZ-N<5(;(japaccOvbW_H4l^z=fu^eK%E#ZfCua})W4C}v1{1BO
z)EKmseo$e3+;#0IKBn&b<LR-gNT&0%KQX2tyxzcKmV~iH(07>D2>BKW$XP&DUk;A~
z<ezQDk<30nBR(7XFHuD=t9@D{Zyb0uXN$1|bDdkvcS;!PYN>4_L3Ht(OZw!m?Ctwr
zUH>VNl^7!FS9!&A_BgxG8v3f~#!+UZee|e2q((R8fa?L<qZ*$I)r++qL=9<>w6GTV
zDs1%m0_xDj-BsSfKCf*;Cfz<Og_d4t?h%+c%8$%*IW1VP0`YQ^GNYqU-K^)zvnY@P
zjYBA1mK)^O*_q6mSr^vf5ZhTA0-;hu6hx7*{jB2V``jwiULoDIGxT?tA&onCgy659
z(+7paO9pR%qX-4xw2vy&?ExpB9DeeD{*l&r_7#GMnxPwzHTdqON2x1d>S>HRiUzsx
zBB~7bd>8f*U!n3YXgY(w^X$EEdV7`oY@8T!g2LXro9y!`G@oa`am9?b0)YZYYDDii
z;@)z^tvZFrm^3HEWLLO(L2aJedNgm#E9$A<MqZN}ldL+04^7$^>ihaxHlB$fdd4r=
zKN3e^>VEj3oC-huXZYMTc3eTa13~u&Xcp{(_zE`8=;`7Yrxkekzu@>X?3?r*qI$m{
zDLeKQ5A;SB&PMzQp4%Ai?VGOTQu(SnCryj7jN|RoDVoOlRO+y*y~8(0@bk<>D#me4
zAn<prr=z~ay1f+_r7c`OfKe^0c1F)}<=W{>C7BG?lmks;4j+$L!G}TBhv%4I*jLl(
z7=}<7E@7C;VS0)2P4YMxdpvb&2e@ba)yKas6nt05<qTojG0td!;bL@qrh8#-C?)oB
zN4XGYvm7K1Nj**)2RrWiMX-$lbIZfH$;13zcP+6(`SHWy$BQ6ny6*1!aQ!I#ikv@_
zyLMwcD4l%?v@RaL{JwH-Wig#1MH{}56z)Df1<Sk%5pRDH;KY}E;a*0y$3SqOh~$tV
zfRo?rs~Qfw1e6+*+F%W%1RTcrK0h|2T+!474~+@RW~m>u^-fRu8(p4Rs7oASZ#`M+
zmCBYDi=zz^cc?bhdC=^rrl6PiLiJ9mc#*V6-9)6^;?yf}q?GJr<vO>dd2m|W`g||}
zu@=-|l3EMbem;<bW#LzR0+M-Z?TWd-Jlgyj|9^j-kusH#hB6{*yKa>M$1VzpY0<EZ
zZP47i-b}6|^x1m$eUFV;H}+NRIYFf`6z5dq!z7p9XE`ibnxh@}!k8#7`0=DD97yJI
zyi`3F1|<EfulY6W_}K9#@DqH7meQ%Zk%5?KPISIB{?;L=Ys)jbs_C{sy@|k-1p3W+
zwF6yrTr|CsNqScx0+B<tQ$EE5oPAhN<NbOnuj(6LAs}JAQvrlNA0H&o?1s-f$=ojp
zvJ@z!{T()4+X&@)4y4O_k3=#nhg$8U`!3%f$4)S`lTP2p#!|`MKBd=&oIj1+aDQ9n
zsY&H%ke2xLnLE8p`$w*mACmv&`!=}J{HPxfbcnphh1J85zyv|=b(ZFQ49Jd#lNo=_
z!MAJoz7zszErsAJ)RDHWk?$I|4N%6{h@Ywf@vyb`(Pt6s*(%?I8M!sD#$m9UMA+Q-
z$iJ^SK4C2>y>pR&hVT+!O`G_f3798btA)z^`*}Wek)W-WB%(DEWHFbMjDNo}`N(+E
zdR0FfVqaShZ}FPL5QKN#y@ykeR-<p$kA=T#jGuP{6c}Qv1#p^rtp9qTl!;s7{I+fR
z)yD9n?cKL<-wD>Y=%^t6g8a&E8PdV=U@EDa;hDewSRDd?N0-7RbO}9sc+eIwJ%4p>
zpd5xp7~X*}fV_EOO9nN78|eU}$;R9I|DPXgq=8fQyLGT`Gr)j8HuYZ3U|%3t%77OF
zbJX>#ePM8^Ud-bINVhx=f_Te1tQQuC<jxAyoyfTU`Iz5<z`IjLzE%b=jj1vR<uQa;
z6#rOuAlC3(6&)EPhWVqLTI#trg7h$CoHQuO?&|!Gj(_r?c9Q$T^b>L%vyn=BJIS@_
zTVQnUszeq!+=>2i?idv=Uo6!ml<5Xqf4!Aa6REM@-eo_HM3FRB^KngXT<|K9rK0#&
z*Q-72hA>k59kr}Pg_UNb*_d5m>ST3&-*?B|pS!Qz1E^l!Kz-1PZ@Z^7SW}xf<M>Vq
zd|pp#eZ_&a8!soE!?-+SET2J3gwxC28#w;kGnLVLA(SPDEAjd9E~+q+?4gkqg+vqT
z%Mi@B(0z~O(>I^D;J#rc+~8-N->;Lm-3J$e4m%zHBxfC6!Rz1yMlqDS!PK;20`i@^
zCi(4D+JiXXGAh@Oiihq^d}Lb~6#HTf$h#{+#c@2|-2)}5EINbi0_bzk`Fqb9aw;L3
z{8Gl#lfaklp-?zJvorG+_#BTS5hv(!3oG0+uJO>q!y}5E>r-8Nd*>r{^D04aunYN6
z(=);R_!+jawuyIy1OPO49cIJ6SE&MCY+7K-M?7;+%i82LnjE=9ROzg|EOWAy`5v*b
zP|>}RFps?Cgdi?{<~J)PO6Y50d16m&4B#PE22=-rz(k>3X`Vlqi@${QI|<ey`r)z=
zvJ+IeVAG#4mIU?bcwo6VPj)cul!1g|^!9+*iegq|iue~jO`&;oLmQ4!FRwNZ;a|e%
z(v%~_rVVCarX*zH>>^dC82dZx2rJ?R6P8Uqb_0Tjr~43tNMgJIYvC@uaKcL}CiaqR
zfzr|g<6w#Um*wH}c^{>PpIVK0_eJRE^R+*chXzB`3IHkVoxgn$ssci=JYX280l8$1
zHLaVjYW|jy=<$($M#=9O@V2)$4ds3JW=~%43kwgO1-g=U`%A<af;cgn2r>M_wL+5p
zx)85Qk<5a2AX-@7Ppv#0YII>oMl|GtimJD55<Jqmdp|1iW2TN3NgQf^=PB7I?X8N7
zwrfZFo-r)X7c4OPO)8#<${NU<UoEGQvQ3VcINa$m+h^W*P}~WPI~{WA$Gq2L26aR|
z6N7Ym!-na(U-~F0@8MGuX*SDR(P<-=nDxGmjD^JSz~b0B`!UPM9Nktl1pkyp<-Wst
z_wtd6%Er6`IQZ}3L)E=?@@)LaZ(_3ewMRk)s9|vCS$>~;%s>##E(fz7AvIl>T~XK^
zz{kS?UR6voCimgBMa4w<My?xrV?{i_J@(D>4g1&cJJzn6y!-Y_Q-e{EzQQoR+!Yue
zB)a8ilfh7P@3jQIbS@Q25-HBhvYguYo`HT`4G1J#2k@fcDW2Z7MumAk<tbA&hB-dB
zRNHWgQ!t~%)IQj7g+>tZ47DLq1pTFYG5H>+voGfHl|SxtFnw~mZqldMcg7TnT^nwQ
zm%W>GN}Ach+P(MjJ{Z|RBsQ|1U1<S)dthnU#&X7r<{B=J_y))*XG8IuM$(&OzR6uk
zDksU!JG>pHu}nN?!Z~iWhca>pjwEZE=VF?_4RzI!N;D|fmv~J?AFZD^uq-3B;?U1-
zvr5Vx`5U0$tXn9}xBFUr@%Heq9$Onic?h0Kp0^PpI5J07;MevzKMAxCFoT8Q_uA2)
z1;kHv#wvK79gOMv7aJ>xozMHOq4-~}`z!rBO6&BX9~1={fGric6`@=_p2E!Qo!$Q3
zcLI-V5dPJI^rX8tCc@k$K;`#y66U*2_^RvbMt}Vc7DV9DU^}M{|AHlwf%jxQy!jL-
zdg!@g9p|S@ZspFsRMGHMF85F-k-9Ye5>)lqPn_F5I|uUTj$HLIzZ%x=SnsQS+&(O{
z{eFLpx0%2<PSJGTXMKEaaL`kDGfCaaB5+aUeY+;3pX-+%o;@)z%^b9cv$|og0!zWL
z5!D9npjstrm3Hk+Fl?;=J3z$0&-)<^<a!GOAXPAb->#-_=Pw@j8C9$Buf|2P;V25J
z*h;iPtFgmCz%8Wn75m(kkFarf--O!|D%VV%%*`LFMle!iF$egC(}3M!{Re!ElERd4
zLY8;Q!!l+g(pu(snIwSgC=RRQMICQ{pt3(*qga=MNjIk+6$}N>J<(_-z_;P^$CQoe
zxgVqW-0yuUu&!Ky15?1H#HW^A+D@h>@!t0#YCsxzmGTx{t)W~#6s~HOJ?bhH>sG(n
zi<%lpb556LjLJ1|OCCajN&rg9W@YdYb)9rz`CvCYmnrb<$(s=76eiAQ1^{JcKl^Bi
zMQ@c#F|{a$XDGensa`NRzlQcY*XQ%T|3A>rLAJ;dJj~jGCeu65k=Ib6t}Xc8yPAO`
z%jV*e8l!gyTdQnd#wY!JXIZNA4>F5CRGR8xLSE6qjR(h0+6CAfcnYA7TWYmru`Wu4
zql;|SHO$|~cN2YE7F@@1KfmspX7rM31d$8y0126DDs^c@-(w^0y@m5$djIRK_yNAN
zVE=Lp_IEDO^DwySU~1@&BL33)#H8|lJx%su>eMBigL1vgvT+!wA25{?m<4*BRLz<E
zBFdms9$t_2mb9Nl!_3EDp#i}ka;K=(^ViFQ@$qR)O%t*9rE*v#uetAsE=KG&s+fAR
z>ud-fd+4&aKY{z!+_NKov`q)@2fEq>ZGV02AU^FG?%3Zo76!|02uK8BVmF8EMtlmM
z*o@u1=w4k*x^2URg;rWgJ1L}Z4g8uXgDxEFfJ;h&lx{ns$jX0Jb%`p^T;rCIwGdMm
zz)#rZPA)|q$hx7)Y73vg)~R<bx0QH29#p34Fb>kGiKgz*;S@+y!)B(|+pFt7G7PUQ
zO5xQDrt>skYruu4RTij}*u>$-?_w{uehi+jsRShAyp`geU{A{{e#Wz`QA8O@--UC`
zI)5}9esNPMS}u<;XSsY`N|5rTU_2r6EY`&a$8ij|_R#122h7r_Zjr9_$l~@`Wv;xM
z<55^(pgW~yzw90Rj||=}@@MvNRTMicob&X)&wu+Ulm7}jw<iXIQ}(_Z0dnQ`ITHUk
zPYCWMXtR;m^Z5+EP=Ami`<l>+lGb3OAT`q}yhD(T4=``e-t#3R=;1%*_g?GKN3oTw
zCU&AoLoBrJ1Y-;5AZj7p5fI&Zztx^+8dvPEZ^tT_1(TE+z-7IQLa1NY?n*5Zei$hk
z@h1+*tDZIW-g9wP%E`Yx&a97RHE9Baveulj9A_@)#|xsEbzg19shJXve&jrw7$jjp
ziRfHV?@9yjf!BtCkP9JYT}}J~>%+cwvi2zkGC$^rRz5tBzV4Q@u4}q^o;&U%12n2n
zAP%I{DtetO81*67ZsUwxO(?cZQ4gWxjwG{dLT5W2hC%_!G(=|L{1K>MIv&wz5iMk6
z??cfs#%$-j$zud<2V*;pI7Z)_duft;A4xBjW4Xq4c*n-Cc*x=6kA!9Bx*~z+1Uv$i
zwhzd5wBDU#PZixEL`K{isxR=URK~|5Qp*4e^O?5|CTPIyU<5CZUL#g^xO5r5_{g@%
zbFI~g9&wM*sn7IAC!Te!!gRqQY&|_+N+r45catwwgKf-h$#3)}+)kOM9$OfFMqFe8
zvILB~I==0$A+mUT!-A@0fS@!m6tAbll>wqhlNT)vL6$W8G*pgDRjUV7$C)XH{@m`j
zXJ3GZC*A`No#hM<>F@hx-u3p&dpdY>a|!o;%G*HHFnt4rIwLihVHoaom37dMDOmdg
z(46+(l<ZFEqm)ZvF98`i+{-pl)%pNW=JkQ{&b++AuLghEPo72c1Lw7iOnuqSl+6B|
zO89k8f`4J@ATbCxiJcHe9>q3Ddobp^F74FztPu{uBb2iu7X7?XSOXPnqj_+^?VPD@
zJCq<AK!6_W;6{P-k#e^$gkB=!WsnT_`X2KX*S{bh%FyD|FWPoHR`3QgNDveiQw_7f
z*$%wliOV1j#9S8SAuC)8;)mT7*zuS92>}hm)$bR0+>FbGdGEd6Rn0wlK%^MFLns5_
zf!qxL=$v7_IBW49TGf}r_w}??zM8HoCR=Ll^Nc+xa_5yv8XPIYmWi0L__%A1(Vc$L
zxp)R05Qw}YwMu|t3ZSQ09!9_Va`~L&&$0O%9?qp91lIT0iuXSOjtYA@JoD~^vR5In
zPqadih7q(*`vi23&z(IO-9hV$k2AT6G}mR0oH0%f>AFq2C*c=LC^DWN3|zcmR~f`t
zGA6Ty%(7?HDZA4;W^YFQlZOvM!W+TNj;O_Z_?^CR_sBRdl71gBXopaf)%JZ=y+u>o
z`D)=cE*=&{aA<T9#MiBd4>XuBoOeF(MN4C581N`s$BUItbp`3OuYNP+B!bp7q34-(
z_yU6XF1{bijcot-&_3MD@WE?^Nvcg<PW%XxT#SMJA*9Kv_6Gx|s>Okfi6r9zqtW2<
zaWJs`5#P@Zs6oGn3K^zp%bR`egXh`Wqg3?w-iG12E(i4I5sR?9)3UX`&0Z#<Zh|2u
zVt|Ds(pcrd<MDmVVf2tb10}Z?jL4gl$m~`ug+BWHz$;|z>p{25mwjO>kQV|=s}OuU
zs=37aBDA<Is|WHlzR)I5w3vzd;j<+AP-Y)~Sn~K_#616z(A<zTYWpS0pmXlG$BYkO
z7bb)lwLe!KVm~_PkNRh^jRR=5?i56jV3k<Auw{;fOs&#?P8zlhQCc$=x0{=c(9yTD
zI!;BC!Es~Oz-o`MW$|e~vuluE2*JEf1`{rQDDhXA{}t4BJ}<*XOOA?QE9k^WjxfCO
z2G;dZJyey$$Z6Qu@u*EY_rdgRec2CE1xA-LXr(~Ile?lc#AuseAy}*q-?VdZYr7Wq
z<?tX+(ompxC*ho-Qh?ly19seo={}o}$pZ=iK4%yf<YFi{4~A);AdhT!y&K5t#7hBi
z!fUt<=ey<XZw<`8hjzc;q2xS5EqHvdw}v&5oN>IgST#ze0CI%ypugZ04DkcA7Y%8y
zi$2Wn4kvhugzC324DiB73cTP3B2)Oghgk-t07$qgp?Q+ehtgO_c1Ed6UIR}3;ylZG
zym%-;(@X$4xGw7M5P9=}RY}dbDA0bALcdoB@>pv-Gn7@6IH<olz7oVo#0jboMOi{^
ze+RM0h(uyhLnND+lk#S*i%acPKQdc{t`vvyvTzeH2gzyX$j+xnbi$x12+Sh$L>eT_
zRoD*?Y`8#<H7+TCYS3yIp09pU2hY7Lk$ucnZV4a}IR04Py@-ocM*i+bL)<IymQMMi
zKw|^i5<bBGo+tdoQ<UZL=x>~Xm&ao2I(~EXo{6vdacBs#YygKea~BuQ?|Vil_=$Zn
zP-g*kMF}YLe9e#NFAMV4R1&Mr?T^p<%bM$Vijd_N*^d1kMQ?pxvUJX~=@Bl;;CdC~
zr$8jFu{GzTnZJ|U?tAzt0gq<)S+*66&iztQ^^~Lcwqd*PaGIT}+H(QPJyzdjyIZvX
zWrr{H+*&NMle0r<t!P#+tO7)h+RdiI)|EDlI@ql7(z2^m!j()vYKcZmM@q3T2a9ry
zB&D|2rFY{-oqCa>=8iEE-hDDy{2)b;NGfviCq}yG@=-@x+4r(opFjn$oUbkzlD^}a
zT2Ta2M%+l@W<y&>7FX1P@ul`Wjr%t;U!PrhKY^%7LisGB@9#D)#g0+w7BbQ7dA}ht
zKN&w$HHe&0@Ak)Cyl4e~+_iD#a~KBFYXT1lQ#lOZqmPhD>x6ywu5bP-wzfyT38U0T
zPjxf9TgwhEN&@XR5k|XItnmkT-HB9ihcQ0m6c~nvO!Rldpk(M-WRC0XK_*~8h^Cho
zg|aO5dkv&IhvYk99C^bhWRRC|?jW`$>Oou9;P<z|g>*1)gYgA1AwH&46=`X*&c)$i
zpL)x&E6s$!b>UZ4ir%vp6wx^Jo#3;rgQ4{%RL%YJB%!-Dt?vtFa|*Cdzz)jUBuJ*4
zKNj~H^HA%YaTuePQp=;K7cJ)GwfA4036+c{sMrh64d}t0kEzwcgdD+>t14J;8kDgd
z4y4i%jgi!MiL~iD()EGip&9154#oaFC4@}xd}Qpo{`;$;BLUwDa#Na@0;G!<!ua;7
zV(JtrEu8s$yy0_%Mn_H%qN0D<4RaizO`fUqeuN>LqujMJFw;!Ci-dw2l|EP6yqbHE
zj;1~NI;_+C<1}fCCwS!Q>L>jECMma~M<zzu6|PJn;_XPOXuOuq$L>|lL^iT7p$4&H
z-x`r-wwcBEaJqnZFg`}#N4J$2qk6znISQGX(ylPbSnZ($z>t9VXx<x6F$ZUQDNs#>
z3{?Y3`5#pE<eQ9DY`EBa{ocbnzMWtSw>Qd4{Kf5;t{2zT0N!Z6*y<%dw4wk~hGcne
znrcfW7Dr_Kvf?qFE0?hQKE9hNp5lML=<Wk^^Ya+q^+G?dA~=KD5ODQMR=&H$@xF%@
zf&WAO{+N;rJ)tPxZWDR1*60e{kt7X2=y}m09){zy`#l0?f)&kaAw+!ZZ=W@Z(@1g;
zZ30Y_OEPL7VN7a>E2~AguF$i!?VNTRWM-De?acfw|9y43^@o7_`67%GR|0Y<m8y1R
zv4+7cWcIRT_d6-J?eyd!(Ddn!QG>`)!x?3+(JF-UKv#aiJ1Q{>e2Q%JAFjl<{9Bo8
zqVuig025w^WF~K9mYN}FI)IWS+qmm$E0LRe=q6XM`ij25ZD(+{g-Gf1J(c2$p86?%
zFjTe;$Q6B5_IaPj_<5-juU7_DjPYsF)R6CeWQAv2s|FsGo&k$J%FO8Qy)t@`OQOZ)
z-*I!A@}&~(wI@6e{*d0o7<A>Ml^p=~Fue6s)(vDo={I-zfN(+bJReE)b0k3ZBis!G
zt$s`h{tX1J1ufc$(Na&=W;Vrw+muRV-6WyFO20>oLgSOxzn%<J{rU6M`}!Ri3y=Lh
z8s($27*iUJnXA`bB537BZry@P3>?;Zw?Etn@8t`k_>RM(R66=Qo}GCuqg;-VXSKtr
zGXpaiecm}iS^acr+@|wB$*|HRMkVWq`<lglly@wHa3xm1<%hrr-_!ABl&tSH?O;lO
zzKf*y`I<o<$+ibW$dLFNUirD;iGc!84Q5XUBy|n|XS=BcFDRaa1LlK)gj%e$nOLpl
zLXkT96s@Y-8uWX6Z41z8tgcuU-e*OmxTV)X@id_neg&*oN6@Bv`$$C>DEggi{>r3j
zY*C0<%Kz<~A}iYgmtpQqHXMtNQ6S%c0>Hm9i})C+epusFSgGuh4llm!L3}`xKuWUB
z{R0+14=8SdX11wJMzi*1GyhYDN`&G-l-MWGXgfif*Uz{b!r3$k@F)so@M!#V-6%Sj
ztTrN1oPoBudDOnTr)+Ww=QtLTI_&S1uaF&Ob6=9QY9cd!ngWn`QT+AeIuS`m`ZDwD
znQ$+HJw_;87wYxelA6eYoAT-<HcjT@0svLaFYB*^h(FlpSaSQ2&<tey75}^&r*FS;
zc=z~8mvoHP@=OX~d4L003nnr4hzaI*(MuYCuaEyQav$rW#p3KNkq%7dOjA^S!x4uD
z>7yuAHuG%z0>1Eg7mUXoWGXd4@IWRobRSFzJ)tyYQvo9_(t~fFcRW54iF;#Ly!1$_
z;gQh|lqNiA+NjOXO9OP^Ul`_PAfBx~+uZRU$0LhA9*%Fawa?gwn|D2g&o8AK@Qm?W
z)*q1d_z7QDtMsqgc8Kv|p$<G@wpAk-aLvzfIj3y{T7LgJo`yt}!`L9<O<cT~G;yD_
z!Ygd35L3>b?;^fnu|}(W>rl}iqBW&ja;;}_-5)Vm$FxlJ%jRhB=ha+hrx^^GA;N}5
z#G<7WN&9V@APe@;+1K<$Z7s4N7i&CJu}X8AI&|wG>iFxY7)mq|P_d-1I+v?n%=633
zX1gToF)y-(0+(okm(A{)qf7f!p%`7R#Qz)w4dnpaa-TfVdn}YLUwu`!5x64=f@ug6
zan>T0#ua%P&LWpLLo*uiTX2@G;I;4m>~gqZXbET<**17TrNNVa#_abaw#asm-FvbQ
zz)Z8@%sQ)D>>GCh;QivR_1)@UeIA23fX|1MPa03rulKz$V!{3ARas<4tZ9?7+J_Fg
z<wY0)1%`;eH7T1yerh*yU&Qy)@lTX9NHNpPM`=zXL55O{wbG?k0fsKJ**xSovYd{2
zJyhOrJn-e#p?{vHJ36?MN-w3KgDNmyxQqe6=W)N_{*Z<X6o7DC*ZaBSCZ2O&iomhF
z_gPjf7oV_R0Do`(>YdpH1NFbxK(<2}!!%(5mi0#$Q-6V&6}0#+U&PLR23P(8gU&ZZ
z;@`{1+$-@F94Awrf*>!?a+qO$#UquvUb<_(2A<o9M(|tiEs?sH?%EEIy1UmrM;!Os
zPp~IiAo@OxP<IWhaLHEuu373N4hh>R6T0e5cOtIaBN}WVSZWNwQuv{qO!tS~OQIH=
z^Y{n<><t;$6GZ6kZGnxfH1`*I=wf>BS2_`59Fe6@4T9Z{{v;F#ifjr(m_izxp?55{
zA3YzdI)$zJnTF-lIT`=>TZ8!kBllOEOlS8Vq(p9VBirT7&kdiE1Of{9n#eda5Z6+c
z>)lP<AQk@5_=f|I4@;pEt_C=e<4Amv!)xpZk;<nlvVcfdKY`=fGX?9@y^!={7_WP6
z>F-X+2182*djJdGfdcqP?n)kbaiMJn%Li!>JX_8LL2ZAUyYujO827s#Kyg_28Bq3B
zpY59i;ir;JJlCS-9SN2pv7ASEY6v`dyYQ*$xH!Vw0e2UQ8NLMhWGqj3y0RpbTw<Cv
zU=ZRCTErbBYBeH5@U0EW=A5yS22o4#=d+iGr;0c}NgOLYk<emEE3XGwx)~tGh{|Do
z539`%YuaLiynR<#{)MKA@1nV*?N<n-13BKZ@A7vqz`wD&!1p6d2!tV!yKUQw@}3_8
zhzPehzVCwOtsd{5QS?|}w_n7LGkbZj&!<o?V598?yKBX<HJRz3#&E=E@B^L@=iY<+
zEZ@6=#VYMks1CABd(5$7CUAza!z)?Emjd8v>q!+~o;{ib`y07RSHwX00X-02Bl0tL
z0L_oBt%>NE?XPNEm_=7O`z!E@P?|^OEnl+-#OSp6Z-;xHF1a@`*cmUQyq)^o4tPeI
zLys#12hEzynO^5SzKKRwM?2Q>l1duw*MG0F=b-6oYbFm8EtNjF$3M-^RPfh0Wr(iw
z%rGK^5usiJ0bGbJWMQ9|a^D7e8elM?V^pczI+RB+6Pf-j{;qierccv8<IIP$wx<@t
zIG7_PwUXL4A&lX?SiU;oZ5$DL=6<n<&5E|XNEE_nO1W})3vk3$`)k+<Sii0dwl|!B
z_L*h9iECJ|>7$#e`VnS;zhLj)$3lfLU8M3AF0VKcUuzi{Xpi>_r)Tlv5A~aCqRx^e
z37ZQBJ*U_BTB$Xj<V@=nNWIsLM^n=J=Zk^$qgFFbDoI!8C=x<?ZNIhqdLKh;?x~-(
zQT=EYBs}95xB0qW^vLD{Ywvu=crtv}tV+$X1iHuO5~K+vnf-{HM+)cN@u|$^J-H_&
zm5<Ft7NL|aOug%|)3oFJ)C(b98Kc0bxYw1Mh`nl6Xo@W3d7LPaNaTXDALRF`(7;yL
z1hRC%_tu}NaaO(nlv0Opi)RnI)h{SNm7nlf_3CT?c0mAf{?8XCTepX|v;f(mO?Ks%
zw!_rYUp9HCX-{5&@#W^$mCJyJ_u!Gjki0AmU5jt~QFXDs?l^&4_?>Vasn60b!f78&
zZd$7bQmNE;+p?Q{B%~EcdDw_qt5l>D@T=`H{338!&A$)RDn?hjrUCP+Dh3RXcM3PS
zZsMU4lkbdf)`U`;kiJnMGMgjp(Fm>(1YwR8&%65!a@kU$fsFo3B*Fhl&X{@7#0=#X
z34ym~X!^-(*9>S5*b<3~?a3?SEiB;tdhqP;EN1y_fVt}@5dVG!f%-*4Fh5`0rhmTN
zNhG_<g7`jK{sKCA_ikM6mgw&DUtg;pWZ_I|(>^vZl}MUVWx(AV)uy(?anY9dP|<(h
z_kP$~KRtqT?+c~1{CcSs87#;6u(XuTW86OAseycclw1eBi}xk>x&(RA4n92b>a546
zKpVNhZQF=d#Y9)m+a@NeXGA@X05+2}&gtduOn28ddQ~71qDSf{er|a{tPeogOG%|C
zefLYNTMUBsq!UX|=c~>S{hvqv>W8l1M|&&-K!9hz_ap$`aTb0l)S=(O<v_lxM4W04
zFgFR+aX%&uSG*3;momr7d_e8JueRxN6rBdZdFgJadT&(z`skwoyX)Nh4R0{wnorT%
z6HFz~?83)_v3~`Z_Y^vRK#OZKq#yPCy~0l&X}rXlKuFe)%(}#fA`eZ-A8%&b$k&j`
ziYlLsj^$>N0?9}iJQ)Pdsv-o1{5E<y&Z{iI*x~HJdNtAW5}Ll$j~{m}Q+(_<jzwf;
zb=XG6?mEH0aU3OJitFxmB<8mX3-c8ySfu{><s{KMOSsqaySFPh9edY1Jn2mkSOa4w
ze14?s9(>MF*;U^BgsyZ%M7lELauEo{0p3P4VnU?Xi!#Y-6;ezV@eFmt+iqUK#?OQN
zdmq@V4d>vxyDBO)@a(ATat08BFH12iu;h=l3OxRG2({hX=I|*1|NShgSw?3OR;iqR
zBx8*rjRrzdzf#{sejxh?U$gs>X&c}B{EjPH=RyL%TA~s$K2}M&dnF5A$vz->IUFzE
z9h#bsr3x%PK*H}bnZ)=39_LjUU@kz`e2o5ffH3s!CLgD|B{I9VKCMX<?{Xp;*$Jt(
zk)*8aOul`zA>U(Y+pN1BA!_gbuBV32P(dPPH@BkY|0wNHCX`%?k$ej}`}-a6i8x7~
zWR)T0)4k-lYT&!HT$B0^2Im|8xNA^esx>&50}&I?^Q~?VHD1CDw4xK*BbI!xEwW$$
z9Tx<L%#lD8**y`#Gp;5F&dpz+tkD}M^+B%QZ~|<F_yblTFgerZ0`K$Vaq1!5PS?H&
zLew9SUJ6}(uU!E2y=I$#UCNz<BJbDtH;>Qv8D+_?Y2ZU&FI{v)ubIK50B&8QGPCtt
zb)sOX1PL^XmqtO=0l5@_VAy)HMhfW@Ff-1zxf^LCgTcL@lt&G&S3UwDt<tg^lx9yx
zU-RB;X2sJX&MW$MjL?}Vcap!w4}r&z+TRHDN!)>XnK|6{CKT4&$^{(37SDUlFvQLV
zzSFRdVHkadN$;FV-jiALyAMp}3rZ?Yo*37f*#%AC>zqJDrV|+@2{-Pb{@P-XlpX{@
zL3Hokf*<zFu{RlEG@C<-M`5EBv$3BK0_{<%w7&w0kG?Pk9K=`jr8n`g2jpS$;6pGO
zAcANdjo<TgDVLJzvN$>>mpiG4cHW&HKd98&hrzL&HLiX<x2u%^9f!k*`mKJjnGO$+
zd%0<CSJwBn2!810UH3CQYs`DApJXx3kyP^7dcaghgRnW^5t_b~;Wd9)-D^Haj7NBd
z_+z<DmNQ63bFcq^KzS_7#=-aA!KULFcK2L@GiYFR$Yc7iJAnb?E1(g1{7&hS8b7H`
zCOm(yn+DRmSSImjC_q0<p*9xysj@x_Wuiz>V7fz4KZ4==LNFXgHz2jwfXbFri$D~~
zLy5m2fq+D*Rl<I6=&=hg0ijx^Py>RVnd<AqJ~6e8NA%sySS*DTNU5;SvhFYZz>PP5
zz2<EXO>h@kLf80-F^h~2EediIX|DP#YPcF;W^I0>FY|5tzBx&L^zJ@(q1$grM}DE|
z`^{}JMFACM_kP~zr`WgG+wVQ_eJ4FCoFB38`z3IP!}v2EDVSi?+T?$8EKM2axcmO#
z9Sp+m=8>wdo&00|CQgs-iZtb>7}7i+y8ABQUtB%F*M+k4y68%~)(CJnHI*yUThjYp
zc-p2DprcXKbYj@B=4?3zqIJP&S`lQIbN|QQfA!4HG+Tn$egBGsb4zK8-Ux$%s#s*v
z70IG63WEcB?_H6D`R~enzGJ#a(`qy%2z{ZA{XYA7%g`hvR;-m75$UmcUDp@zugZGW
zKM-i@1_k_GOAA`5zWqRNlZw_Dkecy8Bfyt;QXn(YWZxtclT9`DJHbR*6WgIQh6<);
zgfkv&prO;Oy$ezLBvOX8oIZ9vxdmZ`F2VcqH#)0P`MEmCq@WAtM9CZb{C@Q(F!ZtA
zpV8gBV|KFdsSr(bL~k{4RYg75IhSy*1cYzT^PIf_VB3^>pgPEbq?k4dc6z@YQ@Gt?
zf;$t^c$84&0Bl_Pj-s5ikN{aA0nOFBOXZtU{tyIlI>jLKH<RG-n7iFDO#eMTbWebD
zgxNnhHHMgQE$y%0X!17A^MjZp>_nPfvEG~jNYu<Ye?QbRWoKaw<XV^)oEMMKRk5p~
z(u}@F=Vw_*cna{NgDV;229BqHvy*%WmwUTQQcbai(GO;Oaw!GZ*FJJ#cpq(!{nDng
zMvHH7?-om>a3>IMW^<?1WF&8ZTW!><{M1K03=yX11B1?@O8NWLq#7{Yncp{WqTe)9
zJJ)ahB)JWu9uUg6UornUg!uZJHw$px>ojU>N7-;=^j{)9?^x=4fS>uCajwktBKm%I
zVbOFOw`MA~*T=USMFA!P^Li=6ZQl+|Bi#{VTYOEb>N!^Qb&VnofBLalJ-&d;l*Jb~
z>PZQu?M^l`Kd2X6$N905{^C}Q?aDd2big6O*n3NFuN|{7`}Hf=odlZx2jj)92Qd&C
z=81s`9<To8>?oa>F!!T>0uBOuvGo$gb{+_3;}H3c1;R!!=Sz<qw*_VZ<j!@wNpI3f
zQHlu>5cLz4ZhqJrSaUL)=<vL4Oh>z-ut?Q=iqVOizbCpnnOUKu@yZso7cnfA+(8{*
z>8+cl2AJ7oPXU2aLf^waMGKu6UnA_S4#-!kLgmh=yZBKQ-a^Ea2Q^B{)eM1i;5z3&
zzRYE^%W=Fha%&vib_#(3ntveR`uYmrW{>7NCY`X{ynes)(<raU9<vCXiymghMug{Y
zffja7-vB@(`g#Iw1Do=mUrY~O$Z-n_$t4)?5=p<l+=NEK#V~OS=QIkqfpdRR-0MjJ
z9x6QUpGUGwl?Cm;303>ki@!H)Y7W;o9kDt2hd&3CbW*t~0OiprX_gIQwx<B8qb-<C
zobR8fxsG2v@_So#PHL|06o^sTR<exz-32;eYyaHG;bpbJSghZj076>*Y}Ksy!NR3t
z;1ZPOYtH>>nJ`CQ+|a>lNr;3jXWn$;3!p7$0f7tI&DTJ*HZ<``>}v+&Cb<H!LLE$c
z(03Rp;GXvu5#l=BcEJ9H%ixfRRGjb2P%3h*kKv>E;u^n+{tQ)~%aGbMZ#Ot|(RYqF
zx0{@0<!!_&wN$Za`RdsgWb#g`s9X#He@}4sil|yI&F<d3Q-BOHVueMecZ2(Q7(_=9
zpY<UKrD9uB>e*brFPGfdMyS6U8|K-;e#VvKKL8Op(STp3s8v98UtLZ`+R%1S<oXIO
zhH@gUduzpkSgfjLjIz1g>W=3m3k$gIE3w_#-;B5>QU6t%tWhYLq+Na3jf-y;M|SS5
z)2%FV=*ctv&K)u!!F;^+E*$rwywVG3z(hQ-wa!b2*!LU4?LK$^y=#ppI5yWJ!biC1
z`8e1U&fo8QUGWq}(^JpfX8P8~6=?{-xBEciko?^x2Fxe;!uy2vfn$8K(mjzLDEQ3c
z#W6#8SJ}GB=eGLV$dO`qg~h+dp$vrKa#rDbjg_%qnEM3hK@Rf%xU)_V*TcRqYP(ht
zD>+;=5H90o?GD$z@R;I^3&6JVg!ypq*A>0(@ZG(Apl#vvd48tINl;xb@n?svh?WAQ
z8NFdrkno)u(NjL(y$Ja6V+8>`7MJfXbad^*eT$Sbb}@QGd^yv*L*6OImK5vl$iH!3
zGp99Jg|#@@ALh>G<^$y)HhH<yssJ$^7v<p2E6%aTY+rhG8@6({VyPPNG^s*HN9X#B
z>k97zk^&?KaLM9PqTf!hJ4dV^+aAn#4!OL_dPLc8wLiu22Nii}t~`J_?q_6qj=~&I
z@mUsUIjWWr%c~2RE-j64turHZz_pNS0Gy#~U_Jq27{H%hK$EgSgv;t>4I~KLYbUbz
zp@Q2&Aw!-UXdKeRXZ(isoZRE{eGTIaYr{l3$nTp<UiTiZ7f_=I_>Vk9^0WE5>@?jU
zWM<lS5GGgN>qJUPUd`|CHl(Czl(r}O$UQtXerQFT>F!@Kol^P>7$BvF9k_cZuytFY
zVBdBlFuSKT(%FXd7tHe}`e}-Cl6}9;HsWhm*$1r3GMw(Vd5NC~skbNf{YCn{fOF<{
z4-m0loT&rj6h;Y<xG*=0PSnJFkU%Obh9eV$ddoFUJ3i8b+_F!H@(ssF>&Z@Pqpn`7
z13ruY7Dt48{J^c*i&Wni$EP-FUI__*5=@UL#^~MQq#)3s9j3dg{!Hh%5i-61$ZRh5
zikVI^&<IPdjVSi4q69-eH<+AlkE!Et_m6{ef}ajpBj|u)#)M`>F{!-jneTF0>$=sr
zttS1xogUVXLLQ);jx)(e#e5eVqYBo_rezqxfAq9KQ^)-&%@rcGH5@sI+>)R`DK>we
zAXeNuK)13l%tLkOkDHfzYAnu$pg=Rj1+&N9Z>I>?@lNGSRI(?JFOxuo{e>3C8qi$1
z7OI2&VI&YwI*H+sT4WLFi69AgYk=#N;CciLARfRX^HBhKW59&-560y^^mAzUO}ND>
zIuFLP#}pvz%v$&vXsg2p#A(L<R9~%_xBv5+@WAxI^Brxt>yFmTAtW5?y!8X8-pK$7
zF_m`PBDR{xK)z#698u164z^dS<as}y%PV&gIByLlD+q^f<lvWnC0O+$PN=JeK{3AF
zyLKl}2Ox(NE#TX%wvv;2?lg$<TX0eDPAtE0P8Zi<YzA<V3$KQIehwWNC)HvRaEADD
z$^-H2!3Xie1o4GsoA719b)AJUd#8^V{4D`IMD&_uO_&dc>5j{qec!|6ITB&EYlG4g
z<_Vqb4baogRjDlo-hlxT#pVF-Vrn56fjyr($I)$0Fwa?MoZ}~v1ZmwVA5RNpvp<#k
znO4HV#cazgI-e*sNP79W7Xvoez)lUn>z%O_jP{a#X2t%BDSYWv8%~mir|DoIu}_yF
zODBS#0qKLSZzmx@AQ!HY<SKM(2cT_kox(8?R#9*>+Ji*`CCg1wRI*~Y@id)A<9dd2
z>nO!>w}2gS)};GD`#CT_lWYyA31Oa|H(}8)-uHdkIw#!!F&COl-tQfVO*lnrwTHv{
zpm<ri!(2KP2z_#EdzfEWKL8XooukabJi{D_pTUsqteuyD=}BN*1r__)@{VhLpJ)h(
zaTng=rLF{GC3)>k0WP?P^yK3oMlKPCfI*I$p>ddBX?{~%odjTl^6<EYRX79s6L)1>
zyEY(qpZTXxqByT@Bi|Tg-0nZTC9aKuYX{=P_o^7d8BeE;eV`v8DDuaoV+flmk|YsG
z(qa@{c_6lVu3{9^t-~pfTza_dGL96|Z5rU#zXcFXH2SHnGorRw0)%c`5w;p^Lf(Rj
zyFxjHCu=+&aDDNkmabaCg~?huqt`IWC18xSl12hPg*41<17kc3#a(zNlK4Ad9eDHu
zm+OL&g>KR*RZvPX(8wjw0=%Pl&P#jMLhE`QU|h!i$887o14H(st1W5~;bIZTTm{m|
z{br~vEt%27BZdNVpVD2wC)w*romc<H9so!*%fpmFetvI=zPdc*_%lpB)YS7>cCBI^
z!2*1j?ttd%V!f;V#O(3t3wQ>bgK_)4!&lS@eY$^_&eb%AK!qIueumP#ni~Cg0!Svt
zYX_LbigKOg%mT^r+<9jVYWaQH=z#T|P$T{_F7Q16m)|&K?QZ$C!~LjV=TgdC>4MO?
zIH)V=&jKq8?F8uNrA3UHS`7Qhjbv@1^cmjLM-E8E2j%jb+FEq?^W`NzZRcEZE0<CI
zekZ(f^hu+<eGM{gqNz=%^o1nY<ND3nX)g5SJ}-(jtsA}FQyKTZ-3!Pn{(hJv8oi}6
z>6KYTZv9w&U&5%_zlMlQIG;qd<YNDE+Zz%Sw9LS5wL$QH-YJT^U9&Z!<ijVJS7ru_
z4N$gDqImcMwi{K<@HCh%?~DCi<0^uS3;_DX7Fs2;QgqNgCo*T0&adM*SXZ?CU%aBU
z-K<*YjF>tDbgX{auGGMlks1t+cu^!5hCT`&=M0x$VXT7tp9oI4<T5*Z<n2dC*_@eE
z$b02CS|e#<j#0~*QBw`!E<Qrd#FE@1#!$AYHnzNCj0}ArPVkEj^-rUmi6dd02{)h3
z>VZ}t_T=1Q<~Q7{on_hM3bY^DWYV*|nZS==;`sfJTk%;Q4G0Q4u#79b+IrjIEFOpz
zG+^F#fPUP&X68|>-|}Y-^s~Q7Bpe&S{jrK->C_TDG08N6hc#41VLqvJc?9Gaec5wv
zZ!h47@4i06n7MK7pz`-R+z6qB^U_zyGQvOR3OTlc)7t986Ey{dAo~4!3OwY#a2ebd
zN_kU(^aZ#GT&sTUl9?t8)iY`iB>U}0-8yHH{I&Ic3q0%&ITku>b{}8kGxnJ@{*)~J
z#^0g1T~~y@cfdho-fzpl-fObs;`&Sa++nNx%up4DtmMjgavXP)erzUr7)6!9jT{2l
z-V`u>$1pO7ps;(;@;d-_@$9aLG%<yGhuT{Fbs5)FR_R-+qp$TqCBD1*qioMC?1xF^
z;hL~ncOA|NNFK8{Xw4x3H-Wj4Y@`EWVX|b_z^P=IBe8ZwZ1onZzX>2_ZK?ddEg_M>
zvo*!uJlDV@iFiE=i)6EJJsa2iT!@bksfYLz*<E<#j7qF{uYQVv&{d89HR`)lI%^IH
z@kpo8+eZG49*SQ@ryF6%*G!SHTee7>Li~2e-h_FY+%YF5f0zGq(coACcKQffGK1Gl
za-t;RLHz@v=MI9=-(D*2-}*T4+6VN@m1B}8%$rtMilTlf9&_{?=6XQe(3i}R{5^PT
zK(T$`ynX+KIha<mPjLRznP1DZ7*uj;`W|<ZO?m;Vus=XFjkfWVhr69UHwQnYH?U7k
zs>@%=8MOsG*I!4yVYqCU0BdnFRo6LYVC0(>`{fjE8W=Tw!I?-8;uVK|QnZw@fCF>>
z_G2R)h#xBxJbv_yYm@Nv#sjY32{TcL2eX)opr>(9-oB6Q1~3VIoNiI%sBC9rV7#M3
zMN%<#2|dmHWB4+zJzHv)Am?cQqEl&ZWq^FBEhE6a>PG`8rut0&QS$@z2#8a~Rl@o_
z#=L7Qh@I6lU0+uS^f*qZ-y=1s2wk5Rf^1#?>;Z&diaJfGvsqavEdjR}<^b^${Lsl!
zH_b|bn9pUmu=wKU6P-LQ2~r|Nm}L9wId8&S2Bvo%>`ku`^I3j7bTphUg!3aw*4v6F
zDlhgaUSU`c#6>0vH*w{~b}}&bCF<*Ir;KnkwLAaXRt0;B`gLc!;(p#ydrtQkhu6|q
zE_m@oa-~x%xOtMBt=?`50?K}bQsW^eptkq0U~ID*S1coZp-mq!{rV>t)=*-YhpoPO
zGv9B-X{lTSMg<%0f&YF4lJ{J*^)ADGO_d4yJR=0$(+`t5Z!qsvD8H^HmhlVb?b<FF
zZhgb!_yXg&!~CS%H@m)z3pm{Kf!w6(ho!ajBlDB(RdBr%nHr4^^NoNPg{~I@j-Le{
zy`uHcB$3^#&{PXU_2aRoi6}C#6V~)v0MH2`M{ykEBQQ<-gP3~jsXiI!_PJs59kzp3
zML4Ni044B?9!?-$@ABR_;5gU!W_DMQtrOvPNu92Lo2GRJ%}%k7={Df&M!$fVz4zbo
zGXM;7Nw!Za?lhf*?#Y3(DiI+!fO`>?wTmAcuL;ZcWCzbM_;I<{!TB3lEBo#*I)&Tz
z)ex^1pbv5Yg|@J0_d|Lde|hErYQG)KU7!rBfqgE1{P&ZhtVHeX+N<d8W+RL<Ur(Oq
zj9<jvX#CNK-xg(`ccQ@&aUR`Yq3E{emrvmi+Y!D;ts;TWD&#!CxI1jqJ^(CMAHj?P
zmLHE^{Ctq8RDWU)1e0PUsj=;uVW~1Heeuqjo+^5pK8~KbjT+W6F+-YG6ac~j#K!0c
z>>KW>%=}>gRH6L1KND_YcPoLWc(r`%Am%*Jw;sen_G<<M3O9bLAH}cOp2gR6FfML!
zCY***#NhHE2pwy5y?ec_JFC7)7}4e-f-IA=kU&XtcagDCW<HA7R;t0x(lyf>r_r}g
zN}$+J#ec*xdUX@lP2i@rSLXpmc0`ua5RW4<9{KGy1^DZE$mXjc7~5;duPs_Y1K7Hh
znG8i;JG#fi^T|@-Hm)C_%f;2-Z;i)|2@tWX_HiGM7|iXdjC9rm^sA#+EyFsnB9FHc
z3xOGxkv}WVX=&muzH6@9x{v!ufHR|qJa{Tv>W&}4^=I~WW0>&ewQnE9d_${AG^mXh
zh&Ey-m<EG&w9^{SfaHMZ*{a8?Il{G&2ITB8@qUpqRC#Hc%xm2<Qry7p*&^8zLdrtQ
zEZ_b(#)H_=1e@D<$*W_oqh%dMcanv8!K4Gu7lmfUg<8ONM$qQJ9kpF>FZmx}lQ)k+
zy@=(aa7A`!JS1?{ZL|j~UIJS1e!|U*<R6e%ami#vI%GFb^5Dk5X!mwrKO%BYh__G8
zrX`%ocC!OOI{UM?LVd<{Pm0^N5`p>uRFQS4xg4;Tl{KZ`5CHuLY)UkN_D49!!*U6d
zhzkL9>DQd$y>JwiY~)JjEf6FBBkymbUoh`42yuOcNqZXHWY}d^Ks}Pc#)eN%6<1R^
z&2zG=ky<U&V`2LEr?6biIVj?3s&SXi)_|3VI4X;VuBLM)H&eL^(!U=xl$4IL;7=$n
zVW8`Msc*5KMKdHy_V;C69}M9()gWBHm<d~I0fqyE=>QJOLf;dI9X&B6e5HLwQ9MjT
zgoy=}E_1Nv=iB4u2n4fesBD)1%?|iYMVD(BV2a7Hb@2XqOp9uY`O2|n2Z&3#glDnG
zX?g{_-pcugmIPLt4uDSeT8_p5k*6)XagL}45P<=<ok`&Ob&=ltRx=i2{!wpIF4*@s
zj&HE11)}P(RgI}A2I^|RSfguFurqBae<YcHSv=BVehXZ0ke-sPGq8uuzL;O*`5{^i
z=t*+F0p!W9@ZH#OCKw^Y+o5IgTw_bC*zOnD{uqe5aCc4+A4P-Afmz%fSQnu*cm(HX
z9}hB<I^`3IrmX>B1khOBVc)e&kcogfCw1Lq-ragQCYLx)>YG%(y+(d}+~s_q2OQu^
z1o-%If^R8&G1vvV0?v$?<_$$f%k^%i<2Y0mM&bAAw$DLToI85p6n;1)p|zK44^uQH
z>lkfwMF(wueAbPS`Te;R{9OS)I;I;D0qvI<aGn)DPvL8PY7#MDvNHiCBR1G0^sNSn
z->B+cJ@%(lANK+9!uMsHELA60jp5yZGzdo#u~$szqQM+#$YU1G#U9o$e|NxreGRTb
zK1&wKg?wJV3LnyU0q|&pvCIN}j3lg)XSgSj5yq^rJo5t2)dkpSL*D!Ro74Vl-$JjR
zwn`@8CT|C`o>8m8Asz<JCPZAX$leRE+4&IqXfn|+9xYCj4QbHJ8_B)$n`yiJJnT6}
zbBO|kkLz4E%>4$$(2(G|NnIY4+_$HTJ%<R6DT`Zt4RB|}c<78E<X_fsd=F>eciC9u
zXd6aA`BCQOwiK`%md(=b`W`NTO82ktpD640EhpF?|8!v~)|FiM<NbJ;pTA^D0s}!T
zp2RTtZc1SREStOP8{*XVoE`O%;JHa5Zu_t*z}Li{@%c}i6{+TOrF?+*s1c>(lHNwu
zYQC?(oGb#at*5fxjJ$&)`+4Sf0FdCwG0<Xo3@6Q9tPRy*P-_dwk8Yi#6D|}yVI3b3
z`G3j67R0E(EM%VC#;F=AxEuvzVB$xO+Ks9=NB&rlo$?A=HV2sck1;J!3f!Xst2hBq
z=O3F^kZ}GheYPqoHFD%``8}^0<o5<D=A5T<2eAdK&+#)h3+IH=zM1E@Qx+gozwhvk
zhaVTypN??6|7s6!8i-Xz{37=>`M#wm8)rmG0XW~Hj#^;t&>x%ve-&V&0Ju9G=B_l9
z?_n9;ps;19yzKi@gR#q$`ipvx3kX?lu$BD&kD3;Bn^nmD-6zB6kJ!1eY4t|SLCX8{
zj_RGG0J>mwj{4f>fr9f%f4<cB^P~btO%vZib-w&CuWMmV;~JQb>O#ny6rj(VT{{w3
zYX`^(`4M1=0gE72t+f?eYZYz4JoAzvYd4b~pHO<c5nRu=lOEPVi9`DS1z|r?Qh*^j
zZ@s(a)jLWtXgsVrqd9BxoOkam0o2fP^{$PeK4hpLvn$=GM1NiJXD7JZy^whuoIlJN
z7Ktlr`wLl!Ms>i43s$vz{h=d{&*%5Y{fG|W2ayHD1YiuU0_$9+-*@?{qf6%%X*}+5
z-C|}KT3!1P_W-}wx^zh6Y!CKum%7Wiiy7br)hg=58*ad49ZcF>sHjf!L>t{WL_yF`
z%II#vFu|TAtH#p^&_V+&c@zNmykH&)z3nqBhW?ra%|-Gt$qL_|0<f_a_{m!&WqOBe
zCcx(~J<-04{}v$!`M^qMn15t}i&2^y#<P{!bePlf%_P43s^Fn}#rJhDN;#8=oA50o
zvNh^4LiIclp`Y+~nER!{9OUC~KFI;(Dbb*veVS3Ns=HjQ&xGJlxHlG`8CjZMV;ca@
zdE19{2U<Ms<0@-l-3ZJ{X0>NQ8U>s`svp(wUYFzov{Wn;<tKSUn^eu?0d7nezvsJ_
zKY4!pS%U2N<U`J-lM{gNtFR94Sb$|R>k`9r&2vE^NiRM=ZY6Tiev=#!6Ylr`>Y<mg
zXD{poveb|IS6mO+e-iSVaLiXf5-<0onx7#%lFd_P2k;1(XH<p&wN9au3z<wNPesry
zIXPm7bzceWfx3uruIor)-fVGvzv`!<OsBJMZ4rT>B-GzM*ofa806Yo}qQQVXyK!kG
z!j!%UgZ)1X3;6P0!gU#e;R1lWJ=9se1th?BHj+J}x;tKlt4fLK3~or>ZhdR?&MXeD
zA;DUOFTmi%vw|C&hRH2}v+2O@BM?97Zz+F(2qxB-qjygQ&|d%naOwK@rc(pRk80C|
z%F<oWb1kVPw{AkY8PI0DR?4HW^$16wlZYuW54|3suWk&>Ss)(2vc6!Fj`Xpk(eECb
zAmulC!aCIZTLW&Bh@ZG34DJSWr1F6HTFH|tlu*DXJ*?g0At?+A=59G#mlF(k0Akyr
z4#WxhanPwyeBZt*e1Y96zfT|@OYcymd*_8+qi<<KQ5@H{C9F3NVyi9_x}$MK7a!!G
zaJ>tk674sNMKM60Rp1d)`u!cLluHDM<y&2H#cyEqi?c@;b@N^V*HFAr7j<r?75n^(
zO3)tDX9e>#0as?PST7FL*;*%<`?T3BANMHH=rU&b#|qm0^J>N@NE<LNpFNd$=Kv3m
zf&0Etu&)~d1lY~O<{ilmk7<}&r&|GbGym#Wg2xfP(vonaxQyMiH?L#3e=-29ZE2<1
z*UUE}0mOZdoLK7ugX7{c*cxdv4^k6BoKQhv$NpmDU;j8be}p*Q6#`!3yrtG1TEDG#
z*oUL~0V3Rk<4Ip1E9O)>18|`qxu|%c#YFxuu7^Sm@PkNkgvcvk_rr)@KLqZnp7cFK
zNAbz+Aqb-%*d=oU0l`%v<-RN5)n}v1`ff7d8GzhYUzltEEJ+p-p5ORf(dRHWb)!l!
zh5t;W)d%9fUg8+Xc6J}Tu=DG6|Hu3p$6+WQr;{+!Nv~qrrhph-ua4^pK5e0|@<qP|
z2{^+i8eR(yV#5|2{b&1c)EM6H@S^|v%6J<QPd<P}z`W7y%6E+J6+AT%y#|3{Nbe7o
zG@2Kz(Je^+eitd0b-gUlJ?}2ix!C}H{3sa?p;nBf7pT^O(++w_ZH0{MPY;9{%bmUH
zD1h#=Ccu)z1@LD;I4R+sr#iexjQ=!%lsVD^TO%LlGQhPjd?SAeuoWxv>@{B^{RJ$E
z&0UPkucKJ@?+aT2umdU%LSO~BAd_4sIq{!4eHgij$`r(l#*jcHfouG5?Or(rxCLi$
zNVjE4Qj(s!p1(KB08=uvKm%$h>ECB-Qwbo6GVd3<33K3qA+5rQ^b@_z&w1q|8XMu9
zf2`B&3rJ1%2jH&xjZxIv5vF{Q2Ral{61(0SR}6A9uZA-0Pp7OZ5p&2!tn%|mqOs2K
z*qQ}!?(QvJWD)@;3Tti|eZp)+zo0KK+UrM#>%N!bdVnLbfC8so3}OuaeqGtNFws8f
z_th1ZmH5^`lmBTJ0I*G|p5Q?<`Sp=hCKcEiu4qGYN^U{>i%ruU)@ZikKs1`{@eLT8
z1lKk^`5Wv4@fG{N?_Ll;NyDrU<_GYkG@SPP(tPgG5Fc}WO_~!zy$OWpC7<sd@X{Oe
z_^U&O#0<8n1HMy}8lSsg#nf>D`n!vX*5M|3{<VLLBS^3n2h@3tjx#I05!~|pC@Xfs
zHJ)_kcAH`!us%fi9Z3y28@PGKH`SK!?3qqw?kolnVqH&MfcgPGQUIPMKVY4~3(^m`
zeu5ZL9A7{p7N1z}u7TcA4(2U!cnut1ctHP!bI|uc-;&CFdPD7UKNX>l{NEDl)$z?V
z0<IOQJiGt(wDNFrp_x8jWv;7=Q3ZFb0P6NQ@`4QG&4;zS8M854J=4FpE54l{$!4(m
znM!=_Ez6f^^k=6Xa?3*y1DLcLI)(rGVrhMR5msp&>m9@>&!&JxcSxjP06#YXaU4P1
z{b)Y6!nKzpjFf=toOG9lCD4!<X!%>mfE&G(0kdy*Oh*h0^GGytLMsE<I$`3B*z?B%
z=@rSsTFW3tvC?7b-apupetxFUJ=%fo;}yh5NU}aMoF5j!c*OV5zmhCZ?4EjGk9^vv
z#FqL%%acCrdj?6CU%)vz>z+wHBYl}6hW#N$g<_bw#fh8wV=W1Rdq<?)%K+S5JIm9A
z6jyRSsQ!8k(YpfioE-Z7xZn1O*a>MPo*nGj8kO<tASz&O`T+ZaZ3CQGg!PhbC;4|@
zB!B^BfEO7<^T&mues=&5emgD}=Fj4=fZP-wiFo{<^wX+<1%r4N5jGyK*PeV!&((_9
z-X4}~6b+zMNoD|^g_duJ|A2TdN>bnbai(`%Ey0WfaNh%Vmn4ZY0L1a!?qKzAILl>L
z>|Dmg>K6fwOAR=8U`SH+fGIa{?T0fHLi*(#KCbZ>hozXyhd%jZL%IlE-vF9T{RcaR
z$*`A23GJIVW1L$QhGEctUICr@!0wDO{~OTw;Q~TnYG=}juq}oRw6qPbDQM3W=9DV1
zzMdnn{qNa40FBn4TgCvM+5rBQD7QM$D%X1s_i>6l$ekt?NYVLG9GUZvE<R#uTqtQe
zC<k@3oXw9k4m;uv^cM^JZCt>=IPM2AmgvVZ%;jrgx-HAH4R&G5AIIR<f4MjE0!H?8
zWTsNVr0F-%?co-Hh@H=<@G+#ZQ;-gM%ptzNuCVwO6!5wg#3d93(PuumTiV}lKx%3e
zP3$@0_7xybs#!F0PXgq<;`XA>V%P8-?y(5x1p2_=Pv-19f?eypLZGGvTsy?i*D{;h
zF-*=^EL}<f!ZILc><@=74Z_Rzj~W%=R|}A*59+>B)fOc%2-$#F!29{aISvje;f*n1
z4gE%-Brxk&UD6x?_{S|dBKA9`JmPxF#(%2(M^78zC=8n^XWB>IGV`BF9VT*nmT>3b
z&*Xg;f3{^<vrBIMSVge;!y3#Ba2kaNS~}qwC#e4bKS030kzZh=Afy5y#j-a_mk2Eg
zQsIjZJfd6!^oE6O{JjgC5cZZ->~B}rBG3x_0rSG6ZUq|be2?H*HLR1nlNk`3Ft?t3
zZM#25f4M+^YY9+aSp%D08Gu+$^0AGcYT7SYWwq8nAN{!Ea{vkjP-;jpbbeH2QTo7l
zBGG|bq=0WUYCjYo=(@nTJj41lEdTe$lvbre{vGG>p~b&3hHsRp+RTOP{p$%7=RVNz
z4S->G1vohT#;bHOfv-vU4TT?X+U@S=FBgzWa<Ydz{3EoY)7aam<N1I7zx=0v`u9Ko
zyk@`kHnvgK|MUOtpZ@uO7OP^LvwvEuEBhy!L;<Ly|8!Jq`A^tC-GABgzx?xmeD{C<
z&yMrYUA9Jm^F`nw|J#4@#;~p9w*Jd{ju|{bS}ovY=fC`Y_TNADzyI5B|LcGHFJAb!
zBmFamM;Mu*EX%Pm8O1puR|HJ~qJyO<6LADQ?SJ~WOBvFv{TJ|aYyVF9f3LUkT(kNA
zdQ@qVt;;Qrmh9gL;lKF!zwFt(RKwp;;Qtf)KcWA}j{%$gJEj($;KttYwg33YvPNt6
zHvs>~t0yp)iLjhb@Q5UHE+Ud7#qgX0e3K+;@_+EFCuxEtA~4JpL(&-?r)a{)QGzEN
z6A?uEKl;@}qsbWp#d9(z0n_71oWlt;N(eH;|A!y@EKPw}%5oamI+n#Lu%ZYh2#i4!
zl&1a%zj~U(C<3tmj3UW|#G(WPBhNA@ow685{P&H0GW6>_w9Eg8cVGha`LA97zrFxa
zDqE7d8rOe4;Id}pf1u_+w||2G-;mAkzr2m7p#2L=p(w+WWSk}xnWO-q@H8QbIHF>f
zh)C=|`+67sz;`i{`;V8F_58<O|HlC{JVH^H;3D91WE>M51Ump75wM6T%KjZZ|6j(O
ziO`H-Fe+wHGRmo#ienO(dx~Ze&7tvs*O>qR-eMvuAy6zK2s9_TG-YWf#Uc#DV-hfU
zEcx%c`u{Ikj8^r{f74=?VVe{9(*NV%Ui!};W{PqYcyLV0rX)#H8B3=`8e@5y=QIu?
z!haT$|9OwvE&KP-_`m*#kpM*tZtK5xiVV%cIAP%6Xi8=z8l?<LW-*92z#wzrYyb6A
z{MRfASPw(dIG*AtNzoLS<rIfUL`0-49&y-z*R%Ks4ft<A3GDyflQ8}c^51+G|7ZT0
zMN~=y5`j@5;u654assF07<d_*qB#8@r~Eg@viuhV{qF~d;P9_B=RaQhr+==xsK{<(
zU%<0g-ovmCRDBhH+)KCJQg93KTS$T*FN?o_!M_hrU4saIzz8hSmn<j7Lo~(3GyFXC
zZ(tqq3;64+tz;=|lU^TVoV>I;+1~b1L_qE&(wo*!ZvD?ct99HNp0}7UDhVE&4<51~
zyuoi=34WO0&ucL0bOekLl0xC*S!8cqToxQnN)Ua0Av3a3eu`|qRSs!_*V_Wf<d@~X
z1=FryDRJ&~brfI!b49fCbhkV6%#~&c*zdh*KF{x$H(oLGkl*|16rtBhLQ(yA|9L#}
z_=~PbRJ$>u#a@(K9G086VG5beYf~(Bm->vttR|CO7BDXj{F%O)^se7_4Ez;a%kyHf
z05S}S@Gs71icgSt`1|6UHB~e&E5cSTuSe<Pf>j?b%v|{5qV@f~%tujx|F6HExQpO3
z&qpzMdg=cEzw<xFcl6Sx`H61h{O`N-SLP-hxqp^hfIYm{KXCh;yrYY*Z=A<V+AjF(
zz#oG2rPuBHz9n919-leFdvI`msLE!++Qzq|)G6MS+zeeqJ5H2>PgF;>bkCAH9zM9%
zvTbzF^Q|!KtmdKSjvcIwLCb?Y4AnFZcI}3+8BqbG?IV3ox(s{D4s{yOnS9Es*q--=
zoW;YYUoF;Ip;D>}DMd^dR^P8Q(p_^eKCqD_BQJNHCvZ&k^qk9$5$zhbx%)tpABm#z
zVl-WeycXxBg_;hey7v%;!04S-QXa~qsVulpx~x3ZWmb<*%_f!=zKpscqgOc%z*!_R
zxZlOc%NnZUj(lsG44w^*+LbDfLI}pFIxHWK^+CTTb(9;~ZESFlRaI$aqExUkTB4Nz
z2?&&E`1j{y@!xI)I=mZH&vRiiW7)WM!QHkII;TLvS;dd-+LL#-oFt#xYRH=mAO1e`
z@{d(tpH^@cp;t$i6+Zr>31!DZQ-STAD!uwceFpNV5Bc-R84fu_dE|`0`+E*aD3xT_
zy3;D#@=8RZWQju)g8O@X_W1dWf4*LPBDFi>XQYAqkc;L{_gS25fzi0tKNi(6-E#57
z%LUo4_L2@x)MK)1UzrTOkKlB$xdtre{QBikNguk8SQAV0Ksb&U_T%AL`hwRTi-48F
z7ZKCweXO5|Dg){VuJEGRn}e^jT3PRY(f2hv%Gc*~`9#}OxR6!+P$n(-kHg28_53gf
zx^&Gce4paC8Tt?Hz_F|LN#oV?`vR8#07e=3<?>7=pQ-jh>v>H7xaGm-<7CtWQj(^P
zX}UE8HJd$uh*1voyC#mT5mE`|p0=$RzA~w=@*dyvn#H=4K@4TP`N;6MwaF0UH;KLl
zoqQVWt#g2X`g(~1|Li7y?Mtm0tzZUEmH&LD#~}?2a+9dr+w1MOd>^K27W)rp%jNqA
z0!efWDlVVLzs<WnkHsgd4P8&ElHRp!5Wwn*-lhXb2#ULe^W7-V4{BubdupjaUwo7#
zez$7UpWL*H?@W`yY=f6grCVbK-VaV_VNX%dqx<7)JBCp0qo8foT}Gq>$)99y5cy__
zo=5H?*$?&W$EKF&xV!g){d*q3zYhQxv;+*&vO`7C$K6vR<z!fd2e#Dxjd?T`>U|0w
z{+m-tbzZ8cwOE-1h64hO0UIF=eYd!HdQNGrJOs6Zi~id@(A!*5u4lV`h4>1L&7#bg
zgZ+v+Y8|6jeTQRbxfX4y4kmal@I{eNW8fd8JVt7RIkDSSm1^0t^Eg~7iR-k##_PcZ
z-#A!wInW+qo}9dFJPGh9m|I{GDg7S!;cs&VEDhX6JK5`9tNi818vk<vCd@}R<Fs{m
z+Q4!bc~**##rmvQ4VA8e6W--oM$ErWTMZ`NxQ@%1Y)r*&o#rs+T|&p!KCIGwwmiX=
zM?r>*<8U*uWFsOy`{CJ7urlY&bk}w-|En_r`gb1E{z6PFs<%AABC};}mcNCn-=rtI
z*4P$6)8?0-WLd1kdNpUI!lu-473@hpiB4RhQzH3D&mMiN(&roqiulsxfO7zrDff~W
zEODIbMiYA~`&!`n#o7mLx<JE_4n7!|JoA}^4=nT;7#itoy}vex!`{Ejpq+?Q!C1C)
z<k<Sx55q9<us<Y#6NWIuIMLb!@!wz^$7Az;BF6c$s+bD(T7_3Bc+&=XM@bbhuC3wS
zKMT*YUzTk=4nu>DrN;V;n+w4pIk=v!D`S;$4>s&x7Y^JzR_)(n33ofxPJj!Pk#wz1
z<p=O+(K0O5*v-EE$<|?N=ext!I4%=ySt*>=%!hqdOZbq;NFAmWIGgWP-$ISABpy*Z
z{~<SG&Iioil_K!tJ#|{$5l~p3$Q#ugV7*Awc`j8}a3BFCnE@EhFxErZ_|t;LIHBD5
zu_0^bFFANQ<IyKYj3<Z>t}p)J@o~5~JP|i6SDBD^W+H^xr$2#y<F4ds*fJQ13Qa|e
z+yycPgPYmvG|{`((<!%)V?$Vz8X~WjA68O(I3WSUkSY&>)}AE*sV+F_NW+`^iRhlV
zVac;d;DP{UZt;6;-~CXbf_1-RG?$Oe>-Tn8{@&5{;(CJEQqv;WJ@u>G_;ssTr-C^u
z^3asG{DPgg-?0TE`r%eK%*=U+fM(*Hw@|_N(o@11ade$y8(#<Y^E@(&PHs25vy}&k
zIQr90)<Nd^qLaIYo=7)%pI3!At+=IhLTBx$wFu%!DWMa<pz|gZapI(isXXIXo^8Vj
zmyDXqw(KbYJ_<MC`V8WGVC);he#G~SSs~!=y0^aNN`kwq5##)b@P9pzK)dB+hbozw
zLIpQpCE3iRki}UfaeM<D<i8$2tMrDhu&pXg43QF4%R}7jU%w?HbF(>d|A*JHiC(CA
zjqdl|y5Sx24i~i=$Iq}u0r4&YG2Wef3Ot+Bm?w2Go&`~H0c@P%nQlSL>419TY6IK*
z>z3;AgY`gm>XvRq-glUm#&x#N5$tt*eF%=rSN$<vt16Zw1#xSiT>lcLCa%AKT!U{n
z|CCRDp`*iJ>-R$L4fTn{x4)QQ{89gH!~hqm;bQX1St$A%tUs>sI2-8quyb43rTzJ%
zd&4%|x-JGicijH&qa|Q%oX^O^+<RmZU2S7vwagE?f_bjxENQ)DfLB#=vBh^_m%%0v
zIwjK$+a9<5NB!9{M^Pb1W@GuA=KM8GBb;c!7>?6m@2Lftq6hHvEJwzQG)J~rqD&qi
zEW*C0x?-Duzm=E+P6{yL3Aj;3mhy5)6YRD*&U%DD03SBrwpBNeBL}{}<whSFza@kV
zinO}cu=KORP`OxN1L_OuN;|G1y7mWdg!_JM{mR(H>4sa@Z?W3i8%g+7ijmK?ma#AX
z-t<B)!B;)F$9y50{X0rbdNr+>4jez(m9-*^Wqu?+8~+41o#Fuj=5T)D>f|9Sc-m*{
z+3NB0Tm}{R)$?&zA9_G-FAlr=TUD?9PQ)z{6oOo#{n)I<x`p4-6z(6s_<)f6dgwo~
zAn%Rrbo|GzVi1a+j<P#`iY3bH8!TLD#eN;AoRPFmvq+B*;ONvwGYm@sXWAZqrdVDW
zSit<??$QH|Y&9$rVB~V%)BH2fuj~<Bt{(BI?-(KY%Y<-&YL4_&+AeV;`063aHF^KO
zAoUw=7o(YGR}K%?Z|DgHI8x0Id87kDv^>R9l{dgQ5P1n5=!197-Yybol|MMCiK_iP
z-<O{SuW=QG^29KVpsWO6xI9t~d9?iQ3hOCV%8v@b|2*K<0Bqa53;THlKlR*pES^U+
zJ6G`;j-LbBF}H===%tc%QJCQ*gm-=TPi53-DSWWr@_8n>!|UTUC+o#xflcpTB21S*
z=~V71Bmj@>+432&GESPUp7B;nSAh+T4U)}MLqt<v`Sg-kF$<T;;jH7olLn*C*6vyA
zL5rnf07y7&P(#y}(%oLWk723$<RqZlKCc2>!4Lv#2B6`(7b=gMp-@d^96Fl*gLeVl
z11PfN;0A#sJ?wQ}1A4~hG3IvkH2pQGaILD>c4kk@1w^#uXBXr&+OW4<n$rTB`9OFW
zrc|GA`O}h?4kBw?-GrF2(Czn#waoOHNlFlU#2&(D6ujQ?ZQMO7H4`tvwcM9I@|uTl
zS|zXT(!%bkd%WPWxs}Y2_z}>C37t#01%M&u9@llR12#ZgFSl<C7aM35sDteOY|-a`
zFZE#o6`;fj&T^&5(0IE5V-(+nYpnA5RDl<*`p+@tNzEm!7T8k}wv>dM(VtAgSE{ZB
z7?YGU=0z>mW<eK{$n%mMrv4%R(f;V~jCCDOUuTByi)}ftoi~7HaXqUwe_Kw3__}Eg
zY9&rI;j8B?`~VX$o4WPQg4_FeeRVX^-C{iL);IEIAOCnRlFK#UPpKVDq2G3jwH4vI
z7)E=?Tt7y&oBpfJt6F7iZX_zW=kFyKl>)R)uW9TvR#VT{T+7nb@zx3pBLW&=|I*O(
zPjpaaKh{57_h=quo-+{JT=r-iwr6iA@~$+i!%+2iwBao%WB*A4j0Lfec@q{|I>C(H
zdSnmg?9*QA=<#m&(S7s~J}wU^8pSYOigIX?7)H_c*f3|r5lu2hu8lFx-sFxWs-`z^
z0F3RWfeq|9(SE;m(Ya${tF2d8Yl>92mNn-V+={Sucind#6dfL-$+LWG?E0B{;Wg@S
zvDv;lHbs(*z1-9l)*q{prsrQXs(qHYAjpf!MCPsP#44WjIc9HteUOzF&I!F|H$Tsd
zWNx9>GJ&^i7Wx#vwNN!+^kI#BuVq+vII1uTScTN$1B}I5_i7zkncvRU&FnA8rxJiN
zYy{NXTj7}=YLpqoK(uZsq6+hzT=Z2(W;f*TzwA;wJZfL``G^1!y1g&{p$Lmu2+GY|
zX~Bvr;ybO$Cf#3_!-r$sF)uQ>ySW>Q;RBT)@4*JaKjjivs)!1I$F^h->*<MJ8@(#|
zOj_k{v#?j%Q`C6rhGL0o&|v~OwVB2uACXSke!<08noO(xQ{Uih;$ggQ<FfkWx?tZ<
zn57q9Z76JC%L1Jxa0olTt2c_|7n6=W65^FM7fRa(#v${w(Jk5)et+6qAELn5bw2_$
zu@Q>q^*B-(17KWaH~&4ZayDU8S61Yv)!=F=wz7<Eh^H#!dri?nkUsetXoizKU{{9V
z#-l}#R!#D3lbL8lGUPp^y~}Sv7kQo_2!?qT2<C1*KIdby7UnNfmiZa`??UHe%eVB9
z!;nQT`;HcqsKfAd3}KO;1)`*K+X?2GFG<wknEIW0*1R7}tvqkPW-q$?b1K<;h<@0~
z`>1{xDb{5CC0%wb?yom755!-SNcYdk=?c&ib%oJY{D`Ar;*^zG>1>y?s9I)~z03>v
zAcj}@<%Wp1ZjVg+=q*szQDF;uh+!Ffulf!b&{1-i>URM(*1|%k&A@T|rcE*rhIdXU
zd8C^6(o^gKw990Eh>>#UsGY>t7o(AT?4A?D%^{(ldmzt$G+H4DeU%h6RcuE=5&QHV
z)gC{8?X)QkFpBWArOG7vJ<t~MiZk|f&Z~fk^eymzAFB(+jm8B=kZ+;Ve)aWB-`~7k
z&3;F&ap1|564y$exwoUTUhQ5(v8<X_ezy*4Im4-l63>0Juz`OqQyD4Kj#-TPr+m1c
z?mj|wrPQOUtY;MdHtEeIK&$!U5Xpct_&u!4kYLh@Ab7tk$HtB2>?)8cB*Jl;%iOQE
zJ?3cGyP!`$+ZLI@j?b^&-KA%Fhson^U^D(8Z>@?hRx>y;;NZ-=mhY2dKMfK47K1c!
z7qcEzut#T$_<Qt4mHqOM>Xm7(GueK57nJJTZPJXXGZ-UZGy59za!%5pFCcqmA828g
zPq-^(P#54b??pvc8k_uZbuZCS_UwEM7Ody(p#qNIo_JuYyPHV|Cb<tvQO8`{&~cuo
zm`2Qo6QC~B*ijtPk<r#{h+OAW`qKdneG?My)r_}{zn3~HiW3;IJfPTs0y?bj57c`W
z9ihy|*1!JlVUX|<@-N@}C6xIr58S?dn@Tp}-U!>vFc3!WF5RyP*|KcGu0EeYE6y{e
zIW?jdZU2TJ(b_OmRIBC%H){CD+!~-RM)7$|iw=S;(BFjQ?WS(c!Nl@@JOh0(0Mf5c
zBP%C2z{Miv#T+WSoiEnaE6q*-=YpGrplR$sHp?Cn@#w@mkWEgiRTr$wJaJMa<351d
zh}>kotZ)#Um0K-Q4np9^Kv-6V`t<wpTRKx{0e!yRE$0^le*5@1QGD4*0p}Uy-(5!a
zTfPIXbh**E?md+y@k{Hq(<#}_qdhcup(gs)D&>*vS|E|^OQ4N<QkiBaTK6z|eqs03
zao@j57m7(_i-7u62=-gzSL`gWjD81dgVXaDyQ!l6bll&2=6l}5)_k*qFC#63ekfJc
zO)9L>nws$5%A|r}%2hhl<===fZc>1!rlLMDC63L|1{}P9Voci;47UQ|8WWp_Pn4%@
zl?pqF7k->)uU9mo_!hgNEvYP{TFyYwX&uz2-;E;9iBlT#(1cl65H%A=gCSAZxxzh{
zG{x`ys%-HEV2(;RG}LT>*w%N913v>=^dj>olf-q>I~2WSABb6mCuuQq<_lGX%z7n&
zW&#^%SEF}+Z~5_zo7ElazWG!~-d}g*iXSJwB2$OyX*PabQePy!f72?N&Odx~W2^Q~
zA$Gv+dymJPKHjCPQN~aMU_)9nPSlQRKKxg`|6`IZ@2eXRlQhX-LINajsdC7q#3>T%
z12{#Z`u_CbZtcd&kKFH)kz)N;2&J!3KK;~#b8Y^?pL@{#&6xq_n|;*BU7i4j*JA_=
za#oev{-0D`*Rq_-viu+(@a}O2?-@M2VFwtzhp#`dbnc0`3TbPHLQAt~y0bF7s<ND0
zlUMYK<M$hC<Vm)eU)zvHG_O9H`vY%^>AAq*=<`kJ<&@0*H1>7OmG>@31Ys7V!bal8
zJt}jub?gxU&S%;zY@sT4FWmOujR^PZx|t?1!Y!-OCOkw#{nK?sKY9e7hQX7kxTV6%
zBP(dqsx|Y|r|6$Xo*TW?`^*KVOLW`d>t;L6xW!$g;4_1_M)5fNr4=I2J;e5KP<EU>
zrT#n(jiGB6=N<4faEeh#Axl(tENa$sdXpN(N9=4GEiY4xThDcqw2Lq7KF-WOOlBLt
zMN@SZ932kK)W|0uGm_30C<X?^>85N;W9=`q_-BY)ed{gGdj@~ELE?T#rBb$hlC0x(
zp0dK-l;#c1H!CK*p#8h6Mrbpl0jRXhzotl6;*(U&Mji#dUrG(B<y4DYCYXC=<FjAG
zv$gjagxOx<(Z%#HSeoX%pmaNmMeD)Hz{@06^0<cE+cmiP_jU(=su(gsL6PTb(Qa&H
zLc`E{p6fj%JNde_U29G}>&JDfZn8nIKA6h>@1ngbYC~bYQ2BJWi75vr#+LNOJKoo2
z;Nx}c*_UFP9(w`=tS)!B!TdG&(fCN)`~s6eUe2(cD7iEovf|<~-|x^Gkhmrf+VE>J
z@zo1T$*bW`#vY=Txio4P$LDLn2+o;XQ!PC_*_w}3WnMSs78xeFo(rO`Q+=9bUOPqY
z>Q;a`rmqRGls}geu=13M7H;(7q-s^HOH?g^FxLA4OSh0{&^P(n?1J({419f=QR$tL
z5i@zQk=Nm<zLCuXY$dw=?L7VE|KeMB0#Qd=A0!b-m|UQFto+<9Z9}havaCS;Sx(?`
z>#4l@+0NN0CXwCDq0e5iFfiX4)!<$yVwb7VFTyA;b4R03b^l~vnDOKb2m{<yVm6TP
z%_>r_x`WcbD?F>0V{(r9%hSEpQ013Mx^$)7-|%%dAPkauyg5!ASyRhj&%N>e2~afg
zOCs!$C<;5AA_;N&`Dd`MhQSwV2`Gqkz>UW@bMpx}{nRI@w2pM6ks#`=ble-CNITB*
zJP*gPkNY$)_xIVZTlX4`MM-uG1St!=-YB@g$!jZeu--pu@fKwez-WM0ObYfuntz%%
z@SVuQek%-4ea!t3^Btq$)#_lkmlvp=+E>cKWX5u>0Izb(7b6*`zIfK@rTDb*c|X3E
ze^>ozvY<1%-M=BCU1}+;PDy(Q`>0J?X3PvY=XasJA^t<VN&M-BH)}?7HRy-YRM3|a
zZwU<?AB9hBDQ35ZaB@56#u5hXX^r@4sXbu301yz!CPKAII<UHVtH^V|^n{;Y@tZOM
z$(01__+EQqY}~4Up4UiC6v#ai9ldDB(o}+MhrIRdf7c-?vaH!G@&e(}1&;^?k?6W0
zh%;w|%x`QTYZFlO9H4J~^OZK5F6d_XYgA9r?UrtJcwD5=(j+98IF7%?99UwMnm>+%
zvLnoN4heSr?*oRz^5Widqsc#tK>X8x47<8bJkrNVi0`bJfcKQ2;U8nmDUb?woNs9{
ztjQkOUvJ15S(S4R?HFIh?bsrIDeRMIh%(DiAvBs@If9}TM$`1gLa{DV!AM^kX;AZi
zT_Eea5PjS$<>715oqjygl$zN3p<q?Z!>jYma#tTi<EJ=1ze)-a-}$KUv_7O;fJAFj
z5gWbqbMg+3MxD))GT)C8FHqQ>NueR~E`bfFNpfmM8K<dVw{2ULq1$F;!-#nm<zdIQ
z<$D2A9Y|dyExp$Jojn7JPZ1;&5YTlJ#IKvOr@ejeOLvmrk_@io2L4Dif0|nu7Dc;x
z6T$2IzM36-y$aBHiFpc7!C;vEd@)s5j+WZx-Ob?+wYhMj+NQ_2)-l@27$zygdtICO
zYS&VuJ-ay*=5-vAQ}f#KgcL3fPKFo+Q|6`e#(|Ho*C9#N0O4Za#QKb{_k^eI;lB=x
zfB$lECd^`~v`hko%eHg3tq?sMuk;q(W3ZcUEGCvBNa2On;yJvV)l1OonCKc)w%w?d
zw`7!HtE1por&ls-kDP2Zo<uh-2R9!Cmz<&}f5Sr%ASCeI4k{CUZ%z7pA5ZfJUTbht
z?i6gC@~=UgtaX&ANz>1ZZ5Ygrd9#N@lbyfiILw>!`c5YZ-zk%Q@_Q-3zFtAHqC!V}
zVnWFIM>5~>erj>aC9>&$)fz{&--byTOjPBV8Q~!JDnu5tlTDu<k7v-A@ji|1)sH{w
z_qn;o5Z?fBx*rhtUgOQ#^6n{k_{#FH{Ki71WX_s-;WMSjpEc7-W50(7<)W`E@xL9v
zzPv5%NeLQcMbTxWTewYdxt>BkJm>I8SvAmvJwv{(%`{C4xUP#J@da%0HGEN>chhlr
zNy5{t@4u8H_&TjSj%<PU-1#XD8@7bzS-dgulEHqV%06z|IH2Cuqy27Qr!9-(fqgwH
zi`Ud>5EX`pMX}(w%e9TCU#rr0V)GLfzAOy=4y0X#Hjf9_s-x@1$#W#w+>_rr=0b#N
ziw)L+!^IEr*Q_qT9Hp({-c`!)7U9C{=fyMcSI6=yC~gzO#X{bTqx_onrs(N{5Bqw^
zrYYlU2IqA=tZ8RhG>OhdeUZc{aIOcAs1EA%X!xny)LeMn!Dx7Ea{UYiJD(}kWM6$x
z^8(FhP+u(28xFAV?-guYyCdx>9u^~6YJ;ViQ7-Iu!1bqOCSwY?*GKj&_fs0vO_f^B
ze(sYv{weIJ0RazRu6u{fP<Y=O^_wm0ioq|5dm$|a1)iUE5ojQ4>>3a~-dI(KIkz~f
zx4xmxuAcgYXEN5bPY%l>aOlUphJ29ESnXn1ixbE9p-*eQ{lT9jZ90gqY6}mw2#CU<
zm(%m?c`Hm4LK6}j?&B1l-+ZS01nX)TM!#+Vprs%_gCM9;HyP}iv=p_vgh*;mXO%hU
z%Ks`*M&?@;6JuZ*hF5d$F7TVv+OjI_v-JAe-eb^%Mu_*^nYVUwC=(xycHDSg8=Yw+
zii6M<C_u6apT#${hYTKWfHkl`qzqdp!D!tH_@@yNNnld{OF<`kv-IwHe>OU*!u1TT
zweftDOLK8<io7JQoKRVxq*zm%5G?dx<hw_go9PmejaBd?IgVQ1qu9t=d#?$!1fC^X
z^1YRED5mU>eN%)Q&2kE_y=l7H7MW#0ed}d*V{c#u$@?3j|L%cHoFrMn5HHHW&B=L;
z98-tHPZu16tyot8Z09u16=J$fbLxArdDlo(av}A$TX<Vu!4+M1><!`@dT4Tn30FFB
z`8Sn2=Inayi0eA9jzgfHKhEzd%Da4(j@XYfeEPUg91let=vGs#pGGj{Ow1GO)T&%i
z-Lln~|5Vx<sJN*|-=FYBn{6)KFh|G^%F>wG(7NZV-etecO25U)l8)rc0)ihbWr6*h
zG@-QW39vw*D^Sr1T>SAl&oXX`0CrEqqm_Uc5bV(Xo|@vB)q6)b2fZrp8K{_v0ZgTx
zc^~eZ7H$a&k_c#ao3Ughp<FYrf#9lv@Adt6E>#r7Pq6#R7bpufh*=W}Pd<2n`5pJq
zJH{%?NF!gX-Z3Rd4G3GenPm2t<HEYgmV2lfz@P-&Ope5PKlb-H>C64?zS(zv4^qpV
zkW;{C?Eq!6HR)Vp`*Ks6o!UciBulcX!awy%=gNTK!)5LWU%2<dP6A@OYkEC;E1y2N
zah0EGN!l1r0`ir77$!+#9@9GkkYg@OC80`LmN4B9UGS*hqZ77eAZbRbEUVy6LI5v0
z-!!fBVs*#7Cl*){Ef**S1|UelVD~96lDj!26&A^iq$bN=bn1O5)7R|ly*_3M9|btF
z$F1wly`DO@9w}IY>Z_*{c;b$iqxLsgqX5b$6@Y$j0Y4HyFKd>CfsGxVgLSiW)vQ)M
z*ZL(}JVVl5p%Xg2$|lAgDgpY{z4u#=nDPXx8H{IcY^yEsex&Qd5=8>fp9@LS57EwB
z@c#5{(mNKz6$;Wflharu@4_QwU1$&X2S^iK#+&=f>|6>^B?nM9WoTJU#LPP`1I1&K
zRlp=19=!2-;_cHi|4&nx_@gQCGX;UP6;`NK``@?yAy2~7kK5Hu^EmHbljwTmIxJBk
z2CI3&wDa>J^JA5wnU_hKZqQkJa(cO5WJ4PNrTBYGth^7Tu`3J(cZ(NB@|Z`vb~l?-
zwe{zYzoj}DR9d9o$@O-I+x)3FxJB}8H}kzqG&Dx!#qfe;3QKG$C7;U9*HbU44Q*8-
z@8=HJ`dK1EF0lHL#-dlg)^AU4II4R%#fn*0C7#6{Se_<3_Nqo#?Q|LjCPHJH_t84)
zG<;V{F(RSlW(eQFy|hCMzM_ZdRk#pN!L*l89O11892Wv^PV*Q{ot3gLx@qEw$*H~+
zt2zSSTbC}Uo0k_k+K^8jnKI~0T;OhtX0a9ufH!mgc5J%6&lFAhx8_J;%kO94Z-~UH
zSeS;9Bz0~5Dz-n>*Yg!Us6e2$`qMdExf|NPekPY57(8&|tep2wn)_P!8kCdu{!|1P
z7<*V+p0rn&eJ__@o`jvlB<wSgEcS=-9E&zkJ-}zZuL8@NU&9&&QDk1ozu+hIWbs99
zNWjF;$3QyxW_CPu$GsA1<m-20DM&I_osi9w%l*|F49dIXke!Qc|I7bBgTo(V-i?W=
ziO$Z@x>wM6E;Vt5B)9v)n6>kl@>Wbk#isYC+`!%cq*>I8X(O9th5cb^htDXn<1M7x
z)6R=QS*HrwkrQ+v{YeW`c(UBzeDAGZv@~M~TMGxjMvtje$|?*b<EsAN1hJa2t_MtW
zK4lisKnBiB_`Moc_>(<8$Yw4n(oP;Lw9KWd>~hqEiRRI>A@&T~>>?zK5(*Oz@xXaY
z{2n_=&dD}`xGCvYI8xo4iS5z+EmqvjVZ{98hDr1O;^cP!Eo>af&1+r!$r*mx{kOfP
z3`x@q4^i0yV)#z)ot6v)dPmBSg!6<#w~(AaEM6twrtcHI#Zx4+dW7nELnY|^<{Mi!
zicU3q`l51%C%9Ga*iZc<%(>-bX1*+YMhbbw{pCnS3u}aftVk5j;P*`?*KWX*XLQr$
ztrxd-RQaU~e!WF%_K6qIzUH`{h2}EDZS`hdE8?5SapLszn)u$fr>DPwA2M>xvX;lF
z(GcnXIBJH0cC4Yx71^<H{KwRDpiSaauQ_|<ICIhN%$j^5xb^r{NQgIo`TZFKKOF)9
zSlnw`^CRl*{z<_4Tp8k%?<mrjy~57Np9u@n7Z$CShGAp)P)%<v;_>GXwTlkUyA^ks
z{}F^4f%5kD<~54Zj)qDs@}uN(w`3sv_KsdHa{$`lx0PPL#)bi4zZaPoh7MNJ*#ur!
zW#JI~=PAV7#)^ba+~aR5L+1pE%p{iQO#T{{gtYgd5!`|==ttu^!K}lvJTiB@VqZvx
zfnQliJy<8{&*EY{|8bgQYHT<!{HmG8&-aD+sK^r7LW@5Dw}K4L9KZNZ!!wxFBfoce
z38C-ylf@TP`E!{n{AX-P$uBA=0;6gzr_YLF-7SRa?u@-5B(AEgJ~>1}TlwKS$#V7t
zi<q-3ZXu83H+agSswJ=e^?qVbKhl^s_6>HQgXYO)ABI`eGI%sYv&<OA+ky9DQ_G1_
zSaK894O{Np-XDOl#NYW`$FfiEJ>W9+CN?kZJ#Fr4s=Q$G?q_V>AO%O;T(qS(#>6q|
zsZ$K@7_5L?5H@_N{7LNdBs0c<tacV4hfM>&`xh0iS{*{~)U5ZgAa@o7K00}oY{&xE
zN;@6cyW1ni;SE6#oFEwfk4q*gy8Wo;2RrarMY>9P?ru8y{Eb2>1p}GW?G-_wxBC9Y
zxztmCO#v=PWJnSg)SCr-%OgKPQjG{Q)9KL=so$8%xxGs#$$}RVI5xaQ!XxLl>RT{<
zaB>#^iH!Avv#*9#OP6_e&&YZsJhjG@St6<u`+n=r(XR(J{HK+7oHL}qp>x!aw4Ye~
z+>Jc>lic*DfI_m2#v{#D)4!&BQ0fXw&9`8F-`h6WX6dGTr4V#=`Tk&qIh-g+tGfe&
zkON-C1X4tTcB;Rho3MZHV@di#duwkIm$@Do$MNYcPzU`*h|&evz^d{U=CGklq=vwc
zzZ)J~UVv4b+O+GSx>f5?v!twP?UBVBmKd~_%oo!}ory&!^=|f;+*-zQQlLe$pLtF<
zQ)O(FV`87TiYF!%ZQiEJ!CrB~CR=vhN@pLEa1jn<;dz5A5{jbedZD*VcMKBsa95-6
z4<4tbS5CGi{r0Jm1?L3>Y?{JeT7f+V7OVKD1s)^D!i=vD2tK{5QQ%hB<x=3K2V!Nc
z6edU>HE8lGN>~w&<K=wICW1a-6ZDrmz>POKQo3YATNn#m?gOu=z@GFQTX;JL%o;oQ
zMGZtz4AOtK{_l$;!R-3W=k_CbgO9z$?U>I-9)&8P!8iv6-!gCk{pqoQ^!Eo04SU?d
zDDDh=ssvibdi!P^@c?cuR&%Hhr9H1GckKL49zlFAKe^}%wPMlA)WuAMSn9d&E-;^%
zed-ArsI~v{uLCbd9JE-%7H_(*VqV+<-+`>yo;2vx#VWek`YRw#bR3i3!__@|zwq6K
zt1sw6+{b?9HE7)HaPj~^kSz41n}>MZ#ux=_LC0zlqYs*<;R)<upcu%lFjDfl6AOq2
zo4oJbjPxSb3sOroO$sJHe<lxOJl>Ri+PF2C=(YYDkhHPf+nC6ovd8=mL9mI~@eFap
z%>`YYqD*LkmNaL+K|3zI>XJ96QqK4mutv)CI7s7Pw=o};>klC%%lJg>^SS$ab80<J
z)3UGL{`6Ix?HvvW_vV;Yn-?I77b;IE@XqO_j;sf=!Pq*E<qi~b3EkKeBpyKJZ(jcO
zW6ZS_e=|*(a^DBcd$C3>?F=@|#wNhJFhn$JDW8NV>_vn~1lw>6RS6raV2ujq85|Eh
z`jl!Lcd#B~+Q*1zA9=Q<!<5GTt$6t$N&)v7KH43aGvkgu<&9yL@|ZX%vSrrutzFgD
z(L3S2r-SlbH-E^>;F^zfHF>8$_4{@eJs95I&pk`;UQ4KEdN^4#*!NO9n^`$4m8)pG
zktZYRX<FPgeQ~ItvW4*ot#Ef^U=)^|G+q1tou%*0tU<Ev00`gwx}l75T&FJ~?v!x<
z`Kk<R8&?oho}j%Ta<e{uvp#z7%_g^|kV5F6aLpFa&-RzUH)Go^>y2k0zX%I<cH_R6
z`OAoTX7P0K$}Tn<C7beW_HpmfuGjuyzbQU!1<1r8Fs|Ua8m37SLUI3R0)aRquUfQx
z&>^yWjT7kp4ZpQSYNUqDodpIO=`EPkTPL?SXN37D_pv!GBRvUCt^Ppo|K{XKpv<bA
z*DaiPlfR+L(ZxD+be&T8h2ZuWYnH0rNI#<;2v^+{F|EwkKv18dmyaL6D}V51w(I$u
zJ;Tz9+;ZPe<)c4JEtVIHGTJeb8mnD9&3?EyVGj4dH{;0$1mU-9``Ff2D<y>b)v&IK
zSpKNKv&t<lKEC)hWrxg2__uvO=juce4mLA>BfJRW4GKgi5OyZ`lRuEon&$oPV6O-c
zizlb+a{5>-i5Z|FPyIW4*~I=YZ+dh8>Zv7sY{%;)4WU)dMP*n%Jdw9v?1P9Dw(u~+
z_wz&iSNtIT67#+igwXx4M@T(JHC+khc`-qQ5#-;>ReBr3VlcKHDEy&n>-|D|Zz2MB
zpW4mos4+;dLz{V7ni@OFHz-Hmsa)<HdaOqoe8HLcxL+BR<F=qpu7clOEAaZ2pBGnh
z0xPI&7$mr^NYhV_q9{%}S(*s%`b+3S?L{EjS9T69So*QvlKlQx4Yk@0{;NLE{Tz+O
z)KXQ-;7Q~A8|N5Ce9RikIM=(}V5B398fW;Mxc=fndf1oiG$eP}KF3IfPo-1G)JCKV
zL4WZVKD=xtCBy&L0|?fq(yz|+fucNq_BtC@NL9|{iY}xL*~;(Go!sY{)vpeI_NcfT
zzZDa12!=<<_$3-A5y9&%f{dV(=ldDt*)LrG-+KzHMoEq)Npvgr;|4M=L9bc>PZI<=
z@N9@WGcMS=K*DwZOyKT406aZ8W|89;``R^1a<@Ve#vIcE>E_(@8s2A|eU4h7!uap0
z0U>n&6mQK?x$%wO)_QFhWlH?FT9%DI{NGJ;E=(c1rD5y7np}HO;4aS~)V7H__^cW?
z-LF-5nKCQ3#7Vshpaf7Pk}3aJ>LRXZ)C`efS~_s-PoK|efZ+0BPxKtu<(U@r4DQ=_
zrqsD%j)m{{#?1vVvhR$!vg&_ieey$dOj9bm>A~37K+)lOM&ehOp2oGP+PnTO%d%qk
zN&yFnqTRBALv;fQdW-c*nZQe#aGSQ)E+o(wcD*#ye2Syr*E^Ki$5i^l4iIeBZC%Ip
zZ@svCy#(mDoR<=)4P2#xU?B(qZf?Ewjz=Vm%{K1d8UYP_bv$oF+)#nJuI2gTzbG8u
zV!&fv7B*DNi)I%=!c88J1oy5z{9P*g8LZC@)ln`Q!LeNv=L@4}jXqs_$t%H|Pwy>;
z@M>2e@2lzu0c{0+02mz#ed`_P4!=8d;l|cQ^v&7fe4JanqG`gNy&CPl-%o~N5+`Qn
zt?2H35?$maIONr)w3}Hpk@MUgO1h*)zR)?dua`ie?WK3ucvz88f|~?=yWZ#DF<}NP
zV;Jb^rgRqZXgi+>uq=ZeDUvc8V=31S!U~$)Ubrlyz+pntg6W;|%UN$Q?zpdCJ27oh
zo}7U~7AJhNFPEuARqGqB|9zunXnA^sM)I8+Z`yWe(Sx)2oTtYGwGY1x7r;_r)U4;+
z3*4qx+5RROZIGb!XxLh1O;!^tG`CkJ4XCxUGm8Oi{rK_D=!7IsKDYs)GZrbzj^r^Z
zOYdKO8c>as3DM{Vd;T^_Js89Hme)gm9CdM;tnetA_e*};H)4Ck2^~zG$!F`H0&}Em
zd++_kv60UlWx~4|(O!RYjvqyHemG;j*w3<(+1CgU-u2R;NgtE>$O|~XU-8#NfOnGx
zGEu<oR@v9}J8O8E8pn%!L+?mEh<4m@H>@_@YN_;v$OFls<+W6Jr$==Ig53dl3TV}@
zX{q62QtQ#OMHT>=H%SvCv?TN4jL1@6`&Vp=9q<R75{6*WgPHcCDgS{o8-a;h#bp_8
z+c^))R#r6cxA^3Qa^`%~m<oZCQ%X=$r*vu+ez{;n1l%1B55|Um8>9r)lQ;S$hCfZ`
zFzU=pp*LZg=|%;Gy|Hhpp%Cl%{n@VH9$~|U4eB^*IxSUjDALHtT*Hrv?=_bD&>i{R
z-|qy>0??GyZ~yA6t!<&U-=AC&p?`U2Am$xFR)@c)8$y#r^>NPl#I7(WQG!OBvm-fh
zFM$KUeBf3R-G_MYy_8|~*IOvq4W=&{Kdv!^SQV^WQRb9wXT0*8=ffwJvmE$v8QSZ%
zh~%=o{f=kcsfIoD^fT$u=M3@S?ohJ^5GkszcfYHR00v7mZB!%_VZX3NoUUhp#sBN8
z!&V453No=imM37(fIWSgnFt(chIgS-8OQ#N29351lkHr69tm&x+^CTh!mCEZj_LH#
z@F9E%TYQY+0r3%P$`ZxvcO<@^;foDhc$fb<qX=T-A8dKGegaKg`I|xt4u@i$G9izJ
z>-F0}!B!kCa+-qv8iDY(oD<~~AJLy7mE71EVzG*Hqm@q$8(d@-ALx)8rE!bAwhsLu
z>saNB7n2{*$jdkn7}{iGI_l3i<2o8#C0{to7DOtmOL-%F;FpbdVZdKKY=)l#!Z$PA
z_Fi|@8GCQv`rAAFEv@@>+#G@eq?>}gU+1b{Y$d38oq_y-C(#@O)>E%wPCx`@ikEl(
z<<1ml!^h6RV%QQ!a~es9lg*BO<R$UZ^!}0Q&hOJQe!eC@{HW43El%#%fGCFF5M6N+
z0k=|o+KcdYEyHe*ECz=0t6V6FO7pF)v+HYQq>1Wrb}leuV_kc2yn?%*LOrQvnuHUw
z(wjgerdJjLJhHgjeKh5`NbO4DgU%<fFGcfaVgSz%Sz`NRW@Dey_~=k|A5ffY1Z;7b
zAS{Sn$#VdYw4G#$!1l!`T~AcKiDKd9JU$})V+QDZ4imA)fC|Y}bi5P)#j2={g~!2v
zMoh6D#x1}aEaJQN8GvcLPn9+^@)Nl4d#mLm5~43X9-MKGkf`UlTdTReyVd8Ew8eQ<
zrw!<oRet5h!WJsQHj0?BuV~O6Sl#$Zg7%@t-~me$BTcs7EH}ef=zQ}=w`o?h%Kc^k
zg~(416M%Tr{4#}a3Xc47HaF{Ai;bXRsALKkc58%s)gYADkQrzwh4B5R@a))8g5HR0
zS3+|#)K=BXJFS(^JZht^oThD+O2X8xFIF*?LYoCTp_{S3#p5va;~J;}(_Zgi9{YhX
z=nu)uCvLS9?=$1t3)Ux9+UwEyek`_TtZ~pQb|h$W&wmFTE5!<2hV$zUTr^9xUS*u_
z=7e}I1-M*goX$oUSWRIVeVfQ`G)_43V_cqb(k}HTuS1}}iLmT0??>>jsW~o;dws<(
z{#8gXw&tcQxzzFl03G;G3RamxM9$z@OBDFmXXKe-gbK95+Xw_`C7-A9W|kRm!NEG{
zW<sDj4bb=$8AN7uxpHd-?AVN(34x7nZdb`(+NsS-ZU!6n<ejf!%V{MZ$sfu#C1dhy
z(}%G;pJ3Z=e|<(10o2j&P26C1Q$-Cr^dOH{7j?1j<00z0*!c*H?udNss>RUE2XSa`
zoe^qEZ=})ravMu!m8Hn(6LmAOVd~a$?tK~<S-W!>;}5SjXD{<2cJSn1?YZL90D4(x
zh-z^@4taQQEvl71#mqP19J4O=`<N>eHcZ4G5Qo@p9#eXqzTBmh5a?36=h|27pT+{(
zG~QQE)r}T4@}f7hv?8W;3u7p(z5>oDxm{JWl#=F!nmxpDPt1vgW2;*~&(9Q?@)e$f
z`#cAm7C(9UX#1k$<sib!!V^l-0Z5(=Xm&S=kWCPUAo98~<|)1cNkO0q2wyN<=EdAt
z5|p~h+I793;W^4gif+5hlwZOkgMeZPifb^z@j||HMgQ3Kd8#)&P;HQsZLpGCz5*X*
z7;oa^oCK5d%+$fZ);+evkdZmO4rcnS1lX^`IM=p$?k7e6x-0}DTe6SpRKynoPv8ud
z$Xc@(-MzW!sO^XZK{1c$s=<;4)PKdc4Tbqa%W2E=#cDfMjwbzYphUtZ>eC1Ea8roZ
zPag<8`Fn4i-hJ}Yyjc{fiza8R2ps6eb~^gffjmv!ZTuOM#|UWc8c4X_&sC5W9qR^D
z!@aap5^P2YgW9-(uU=%!^E(o&T7Yd(0Q?4m(fz#$Jinit>vyxBe~?$^YqLo1`zOa~
z8YhALC7OHvdS4*+vGDtuxV$jm?`@0W2@YVf<<y&aGt!%pE%j*xx&v&dKEnuf6yRL$
zN6q|dGUexv=aXZ>{F$R!mc&#ekL_IF=n~iAn*s0*9*h}z_ros&6!Q&tG!))gm1llL
zcT-HslL}Jk$$U@#lrNMQiVAZ^(kDlVVom&4Q=|!+8&q0Nz0sNJ6i11o+fJAu<tHE-
zVxst^y6&Jy(MD<^iPCEG(q>t>aahdn{r`#&Ydzw=F#few?=4$T*3Z9AjZLf;nye8N
zb%g5E@tVQz>-S^NyRK!qo(I(fO_13MfIzf@XK|l@k{Df5CqjY-X+<lbY>Mrt*CnR0
z!~Ta8NnJ;@(RLjWvLaZ%pq#$H?miYd!?JJ$o5zUM;^SSB<4=F~<7p9z!%c!>4z{Ml
z;piKa^(%7WF|ko!r{}gw2Rnuv#mkC=Qa0pfU51Cz=ck|MvDYUOyj4!#cxYj?-mUfD
zMZin*HW<tn$xJaCsBczwXp=IGU>*1qH50_o-Jxq|e5$3v8C8)2JXd7ME%ipJM#XLb
zw$uKxKR}e18ppZm5EVB}QQG{pAE-RW)QU9NvOXgQ$Sk7j0DBT}Js?9)`$kp610}rb
zaeGuw^9B|EogFu8`~6mVfZu6ohP2QlbTMlQI=}9HD{X&6pn<wq-XK6p8BWJbab@il
zp+SHpEpFWFUDcYK`0#RRsNOgTz)i81i#s5qMV{N4G2n(=g-t?#ZxE(H2a5R}Sc!Wv
zJ$uq9`Nb<k#{2cOuSYk-37ML|xW9ILCe$F3A|QQ%-_g0&;Fm@(c{SF&UWYtAxnyUY
z1cBF|%HVj?<}y}%azp@i-DE=%fL)Q*yf2|H6nN-`M0;KhWFMBw0HAQ8jP}<`KeWc&
z@&-1f__J-+m^4qXSt~Wqgmd%8=%)poRo+$=`>p&8q6W1WN)|?cERpy_KLLz>-A=(R
z(u{Vn&TnpBD=}kNI!&9(z~6$&;vnz3Vxys9X6*EGAi*R?HyZ}gr#9v)ajN><D-Bcl
zwG~(jZ^dM;y1Rn%t-{E5kEmx5^3zke-T>5io(}Hs^XZ8cMQD^(AFf7f@IC>fdh*zt
zZ{zW(B^v~QLkcw3<Rpwy`ff!l1gnYyV@^0W!5Lm8@4{f}R4$M8Zb4Y~ids3pg*T$B
zxy>_%yZ`p7<bD~(^Hw7G=2Zsh+pi+?j^D+!1lfU*G_HTh;OIsz`8b-@jLny(6zjr!
z38&O8542mZAfJP_=nzSCDh2L`g&Ok)V&XAhe_I+EV*a}3lA)ggrMDFxq~oDm4zI~J
zY2Itd-DfUXrhE4(_<l6qN_Q`&Zq~Mr<|vQp>InDr{$~+EBCe-=BCy!>)}_nTSImW&
zlHgWwHovieaFwU_1)^E&N+Bb?*;f$PI<`bh*ROP*e54ho!%t1fu82VLw?EUYR)IOs
zC9_7_0t^hvjCny&kV3FM&vy(92sIa(OWAdQU2Y-Y!^wd3o313H1Fvbcy6Bd{h0fC2
z3H@}FnxV~<ln(8|+GcYRMfc52Q^V_sy2Y$mZ}z-CvyD{Se9;f25^Em-$Hr{`d~&us
zhQbEZ2ci{PHO}(4HWL;F&5AoLh;gZzvK~|be7T#T#kn-dX{8gZHt1j!@1S~W!_5S-
zkp7`XQ8>A27E$O%Xa~7zF(gl0XF?)@T0ub=2^VKtk@Qm=g8DG850+U&g2BoJ1~b@>
z8|Spy=Lh{>s^49&&s!_oQC_o~tdW>_LF(Ky^%RP8AqoZiRelDr98T!L6Dg!sVx(G3
zc7gO;A%l~lbzVqFSx06vOCrVH43J0D6oVOQ+gn?&npt#{$qMkd)xbAg47Ses!vUdJ
zt7y|Y<#U4cbqsZroj$#oY)D|8M0AM_FPZ4WLs&5Uw@1E=f~qlmQSbHy<THR=myYl{
z#X*O9tz|#Z4)r-h&RBg3$2n;d$~(r?v-K^2v=npg=0me$h|U~7e2WFiFN>6GQjz0n
z|FRrJ0GdS1h6E`*xXvFA{%W75BpM{(slXnC`s>h5lNY_s??Sin6MCYMmVjCwXqcy7
z^!*J5iv9Ayk60r@t@3i0n)ghrlTY(-i%8fAcl=7u8e39=gqU$Pa_>z_O&A4F5#4t*
zY%vW(j^#6#%CK6msG*QgcI#v=Ihi_u1Ufn|%x+c|xL)cInLpe4v9cNYS^%{$<lbVq
z80loV1*av1@p}X3fc|=M?j|%lPr2U3w3MafBDX5##-LYwgOMU_JTChP>vZ|i-u8Xo
zV>5)=K4(81%VEjkO8!zNgSG>*Sv9<k%Zq#}jGJ2?KWg6}EOcwu5*F2sw<d^JZbx{8
z)a&<OZnMMzz!2`QBL~FT0I(zO4eQ@(jx&q!YZhS5K7$HMEG>$uYQ++JeKM#rLa@C6
zH9*S0_GI4=5coZw29NO(48ocB)Mfu)UOicmIT#1+8~{l19NMP4Z(bf{Z+?{l<1{C}
zen2OxbqYs@M3?y-74U~=fokMw5Q<oRtPU`V5`4POt{{-sXe{|?(Cs+HU5a7uboYg~
zpi3ytknr@K(2v<41dNxvZsoY2F6YXRkA8Xgsig3wj;J|PrQe}@Uyggfl|rF#P1?7J
z<Fhp36xneTqUDa<$O2r`bcC+Tg9=>D$ZH%Y{PzJ$SE@bOdpzbID<33*D%z=*F7o}T
zi>~ItX1m?|u#EVom7PntwZg5hFM-9GYGo!re_K4xQ*c2P{mlX}oKNvoRVHkL{x1KX
zVJl~(b>Hl0^Cw4c@2k2dnFwPeV#=-nJDt=((&L@;4DWgTth#4P#~8QrM5454N^^-M
zQx-~bhnzUyd(oGbqgNcP;CQ8=@e1TxHt`f+0m*Xb$!Ic~7LCB3SL|q0oDg4&bts3H
z)qVsX*7C7H<9g=o3WxC~XTj>MLL<(f?@sqF>^i%%-`SKGS(m+NyqeP9X1`fX0VCvU
zcE|dR@)J%7HtLJ}R4cZ1Ktyp=YuJTYiK!5aAfJW=2sn5ew5Evr<AG$n7kbnBSL3A`
z*Ub-zAhP`!Df?b&2O<j5*(YK3O^6yK2Oe2hIkm&FmjPR&9!n1LlVZic@dLZ<^wPdv
zX1^Vv&tW8|{b5-G&wFa4Kprzq2c>}m#<3=BTgP=gn4XHXncT(R9HNKWt8_^}$!pf%
zw~`*pY-UZMD<DZGAnV}s{?=z>x+rQDzkc?1U2@g-ol><w_q)w>9sFFRV`tloO_4<4
zIvCJ-iyHsN3o@C8g|^cnE|D8b-=I%Veq?jL#ba*y+K`R>w6+m^ysGpFQUoFo&_Oc=
zyvalYt(zk_tTU2amySf58o*@*5ynlgUSPgg3Uq_BU>pn&cuKev<Ke|4(O!sUoks2%
z(Q7hbNM|YJ3qwkKhXr^h-VE`0fI&uGct%@Yl%lAAJr}-Qea9u3NSUM&{GlruZM-_E
zY8VEL<H{~j>4$ypCt1C1VX#iwqVt_5A7Jb1_uI3@6FRLL1fT<q4BDw>*qL>ro{Z^j
z`<B!}G)#4w#C;*-^%gal8!oSeevvo-Y6P&>VZkk6uNnE$990xQDDlhQ_wI_ctE}v6
z2>RE6=J~cGMd(>^41WBvmc~m&Iv#n=C}?tY`xIMPp8^>^$3YUnGQ<j)Q*ArN=gChn
z&^Ohho%dR@wGDTAOsyFKp?a)sUVIopv>R>yi2^M{(U@GlsfV>X4q-(`Dkb-s6Pe~D
zB*QycI5+)0NF6!*l<iDW42mBf8GOYR_9c-Kq2mE?;-#6lC!N(RA{+_l`wJQ(L)9Y@
zi2B(Orec=TcDv5s`z556@yoHRb3eco>%!QAI_OLEB#*4LB{atGymj8R_WcAZ(hLzS
zNh06HI!17va&1v8``WdOZ7U5=+fKzw|MTW?V#>_LKcvWfszLb7&3SX=IPMB8mM8`#
zK><~a0(X{?F~PM9Y>=)91HAV_*kyACWf~9Nk!n$(PKo^!gGsRx9>1a`dH0F1|F~D<
zZogqI;zmCVCEJbnEj)z_SyCv|!P<r8sTgv#m2lFQg4cF9pCplWx5ZmYK6c}|%d>g-
zW*#>t>f!>p4d-G<eu?U6c4*PNqcm~xkPwxZw`1Vx+hX5L2)=yN!ryBq+_+i0IG(cv
zdBHL^DgYlw{&nyW&}pA{a*Fw{Oa<Mbt@8B7ppuNem!dfBP7ZrzC%(|Da|()dZ%)@B
z8nSCkrMyLxX`dJ9-L$U_G#+iiW|mL+M>=mRnCRH(Vm45xET2_j#(8}D){unL<_j)>
z?~g6OU+BUZPa_B|iln*)pA4Ofwo?#agNqAT12-K8&38AIPkOQCIyLc$(MiQYnDte~
z9k8X2Ps^Qh(825E2QGM@_wHwF=DOW$`A$rGs=QWC5-rzo-5$rMscI&7ihYwbKr{<k
z1k?+#Dka82VNXXH#zYPyqZxYHB$p#N3=09Vo&f7Iu_Zg<tZhJAxUobmwroi{WNF;F
zQ~|bKOZ=7c-z;n5#AV$EL$n%%za^dIn;qf_S<SIm>*+1_I4P?`+}~bFpzSj|vGzx2
z{1j?icjH-c<*ijK3o+~r1SK|0VMkI+M`4puXdYzVD^t;H+2qHQKEVh%gTM2*02?69
zi1kO%2(%eH;w%@KPuH8MH(NiZNlI{AIG#I{xpnEdt&wq919@0eSY6T<3m#KQTWhu}
zkB~Y!3Z)%)*)P<X#KCkpOC!(oogh&k!|0#j<FO=9PyT9wt}_XzWw5YCX&vNu=5AZE
zKU=XFCNsOyE<XW)jy9Lu4u2M3+%vtSew_`rx%haWXk}6s!BaOj%i+=F{ewgCstr33
z{F+&a*r;d+-=p@MWWTA5-ZH=6=m<mSZ4_xlYu`29y+rKC^YQ?P^B-LD(q@<%cdwS5
zGA;3y>Q}@@%0R-a^Dzg9xsSi_mXh_kvuY9;y8>?_Hyc?#x;uhL{LwJ%=j~WIDpRX`
zIi?V$cZ2bBAeb%q!mi|T3fW92&G5+pt`&`hoOCTAkX~Qz{>gk(CMIsAijz*a6Hk8f
zHczgJI6>lyRZqk-1F70zy(OFuif2PoR06DZ9iTf99Q;xfr~1w!G4-mOApU4x46RZy
z;l-%KXLNchzCVvAfr-*!oGjT}wRBVTSXKTV0FF^^JHn@CpMvFf8aW0{>yhb2O($pb
zcz(de`q@DaKB!vH;#y{3B%A**boAG2e7D&JVJ{NrGg%|daMAG!=jUo{+=FG5)*U(S
zV_WMntn|;HBiYboIC_;nelLkJ*c{<S8<XWeegi6dNKDfSA+`v(YE(ntw!hZz?DdDa
z1N8mi=vQKDgx&NcF)r}}wVm!vlTyuX>wnsX@!)}ytBEWL!88Lo4nH!eZlEIUF*k|(
z$>yb-)eQ9*NNvk<dm~kud-*QO<%nEP%una(*4SWI?qwmbwD0P1JhNNOJFk>oO*n6t
zQS6W-<mXRK!>f#Unq^fFUJ%ASN$0DiivWda({gE_<s`C^q=T~<<2$80aumM~&bw$|
zY>LUIS=8S2V1It1M1q&0bY%-6`8A+A^4_RZ<$grL<68X`5`;A)P6mW2FB<x8RbkZY
zNYwy;V#d(xHQs3Do8y13-UP1@ss+oB1DzOEEf~&kEWWY$J2k{UY18le;DvV@>cWmJ
zEtPpcb8q{HpO-yUmBOs@Ro+nyz|CPyWG+K1Hbc9cEyI}PpxW=oX4ayak4=j@J{ryO
zb@t!h`UQCKT~k!@%~y$_);sGWkF5A+Iu+YF+`>_<47m?+pW^YMek_@lIB7=dQ_6vX
zmzFA0(XX_`tkj;NXooM1D*A30@$_XL7GN*LvYV70?2Z}S7ij^v09UR6bhH3H$Pn4;
zrAWQTevl)fDZoXkt|!Id>C<LWwEv(Ny3*iZz4lwu-@$X?{nQBGzsl8sMRe+=fLve{
zU#=W*PT$crLP4x}(77Y~X=V54(`~+=;=w0>R=etX<7Lp+=EPAl?P;dQ_;x%68A0ME
zlAVsh#yLp6hukhtZeQ?h7c7Z)qk}Q8kSB|yux78D<q+P(0TLs0Wu=(Ivf5@Q`4x9d
zNaM3QiYfw>wa>YIb!+I>c!O@;$e%g2ePov*R2s!>8!kq*<3<Rf<=1$>R~H7)V9<kj
zM)6j%>X{p@vg(K7P);VxP<eYE{rZmk82si{u%|P;znJ1|%=VCKN1YeeSwH;;l2ZYQ
z)#swieF*q8sniz<LU9)t=8cr7KYnTJy<{b=hhD!v-r?!=lis~S#7_J4cfw{kRIFT(
z{@3@$>?dzVl;?nzuEw?f&d5zH;$GIr!!`@}Gc!7Y4W<UA4)0z(zc9NsKoA7zmc;j9
zl0=r`!aESa!_ew=Ga{avEYk!j3cavfbGP)eY!Px}Uy*|#h*DSu0@6&;13*i!@+H0B
zPyg~npg}Ki2%%P5*51@Z8G`z}_0%vCkBK1wj#}xnxrA0i(dNCJmB_MX%~Gtl{6fhN
zc3fd8w0u;`H<3yH;DB%lp3GJem-!9mv*yMXX<d;tAl=}%(Y55E5q4j`H+ts70)43~
z=)pgEjjZ1`;gmbj+A)@b?tQ%BmWITyKd1?!bSDa|U0+zu_RpkGW!;w*{O1jCM<^0Z
z=(qqD(;JV9i2QV8^{q8n-0ifFEnlkY_afQ_GbsMR=`QO0>8yYyM=|L(iV-6w&zRFF
z02ZS=@l;(>NpL*L4&(&rrhTi4GtYHUAxLFII)eoE82Gx%`#l~yNxWhKqvJ!K5MiKV
z$fBuHKyOP=ixe_m_xYnp!QGx(G0Fmmr!VQR<{s^;%KkUVRGDz}Ijh^f*ER~T>m&FN
zQ|GZGDU__?2V#MD%S^oYc8B-gB=Gb@^}QoaNiCJCx**|%`F@BKf#M+wP&oL{*P`Lo
zRR?~Q!8Tbovk0@FGyZOv%Cc<hO}TG4!V30V{dMl7OG*-4m)m<N-MR8eS!VF*$i;J*
zwCGl!_vpeKmiFMU9!U#=kJN@8TPe^IeKq)DVRfGc*P$kbL?OGRAv?y7QJel=#Ud7i
zXpCdE)v6t=b$W?85O}FO-LUl2D0sB9FJHP^Av?!#*NR-rYOGE4J_?$r)k2120`<m@
zA?xI*SG#a@ygK%#nJW>)EIX%n_*+-|gnH4&)88AEID=r5u8r?;xPOr28QITz(e|G2
z^dnt5MB+;f%qflz&R6efwRDU8$;EI4Osu$LYxs#+(~a}1#n8}(a^-q4v$t=$-|nZ*
zqdVd4AVP~E^3sq!WWeY3U~r!*=;cMc3i(F%HloA|{MWbP?;YYwj;Wf~#gU3(?bmte
zc~&h=z>xBh%7P@JH&=u{TXcafV2Z7u!={ubUco9c%K#MhQLf-~o3HdcCdk>(O8*f-
zq5h1>OSrSnKQn*2q93vFooZtBiTVGjFNmR*8jn@WfEZ@YKQ)bV&3?y1sx-V9{0svg
z*Uta0cG~9Jd58O7$GgTMQ1Cc3xz8kofAF5~a8`MYOl1z({W6A4ml$8ufZMg|eB@z{
z3-v&0gTG4`T-mbzw^w$j+Oj@plL(+uxY>>WrDh2Otn@wb7p=~WJlIt&M@mg6ldzr8
zw&2A+c=<&=(zf5j3mp0lLBiT#5R;*FjlZ)=8s%?*arOeq{8#{3jGD2VZ$e|x5TW;V
zk<*o^<*T@r0Zy*>pFXtP(UFPc8i&MmFuvpO-|&5qLV3GR=dR3UbAn(1Qh$R-ark5D
zAW3P=_w%neik6w-;yH}V{O$J+G9oiFv%;9~%P+8xUi7Awe0GEq|JNg=b9C_#+Y4Kl
zv&Y)pSMaP95&+-4^3mV`ekfEYkT*c-#%+c^%zsO09mnfmNkdLEPq0%s&Q+ylU?7%V
zLCC`S&^UJ+1GaDRA{*V#Z^sUDwbe+Lg(BF#`NjxOuIBY<tyVHidC73}a|xejiG^pE
zl1v#;Ig^--U-+rk)i)UIuOfUG-*)0Z9ZwNmRIZ0QK_smhX+|^`oo6uiYTekAdrO<v
zmzyTE<bV}%ER{&xy1?eq8yzl9El~GD=#EP4tbgsX=_YU=Mpj%p4X76iKhj>Em(LrZ
z5(7a%rE73oR{t5qxL8*O%BiJU5~1T8dTo8V{Odk3djl4yS{WzSlcabK0tgDIQ`7#-
zb#)=a?o0tsF}gFTf#cIZb*+u=$>I+R6c38NGAt}b<abejJysg4bOw-<)SAPMm>D5d
zjdiI}$6|+JWSrG`fFN>5`PF#75iU~A?Hm;;1rY!cE}*zr7$g)6lQvLdL_1-<r*b56
ztVCLc`}xJknByiYzhK=JKBCCLUr~5dfPjfqbhd`#-X(6leh1Ricqx6_2T~FALB2({
z(>zYCjFmueQJwFy;cfY2L)gmU4Ku}mNU|_9RA3rpgqr#rzT3DM-@J#J+nH|uRt3Mk
zSH!lTC8_I&<{@p)9KtoC$hQ{Mj`+$ZNbyR(;A4I$%`~%JNT&f0zu*pFMF^pzM{Z^?
z?`J@r`<s&13~gw{1|S?a#ULUwQKhrpFI(J)qrS2R3o?ipY`=r+@xBk^4F~V5=po~l
zyYG4>@L4)XI}s*@eKJs!-W1t!o?Q?W1(B?m5B{cv+=LELnpu^>)W&X!nwy0a;_vBL
zl)R#J!PoSKS@ys8UPZu3(G_St6_Of!OEX$;Amd_wGlEfRy`uKn1=bBF<L{eO00VE7
zOxqT2YS&1>HtPK!x^OImv7{VkMY%#@s3g-RyCJh=tj5eJsv8y6X4+ReEd#S>Xhl>%
z@iQRUXig+XzY^v36pHi)+xOzOfvyf)Eqs|-zxKJPK;Wobf|uzdPlu2WTdHN5YQlQN
zeyCyC<{?5V<PWhuqN$)*?$~LiXRUTU&>FdG=hpX_W9oT;L&y(+Ay!}Q|K5v}`Hf*K
zAFm4V^)+!mCNeKa(~b3feM9<JZ;mLN_rMQLc-sXPs5ew2IwURhTsS$89g3BY{C0gp
zN3gL1pE3|+c-_rC)r0?@$9}6y(ZvML!*m_6k0^07D+0yh<Wx{yl;bi4-g9?5^{~IO
ze(JTh?+75Mw+?Icbn`*GypLPTn8rne%kLz8MK+;|H~fhF_r$UGyZ*4Dl2A2tZfzlZ
zLEI1XjVD1`Wy8<*|DI8skQ6r!>5ymS@}?J}SIKDC@9x+k^^&0HqoD?5wbp!Yt`lWB
z6$$qrT3%|I?cDC(x?7Z=Y)zOb{uMsrJC0`^eq#8RBXo=*OX#6rIs7CPKJQ^Y!6E#!
zXi<2z=z}(c+pwwEm0<#q%|3#UQvZ$&LQ?_~_lLZ>`$3q;PwvE3a4&j9Y<(qKSMz$B
z$*0+B!Lns+(RY03+ng8D$=#v)fb@EdF9Y(Py2sUSb7`6eO^Twx=K%ri`D^_9ermGY
z?BTEf5-y*pyU|_-0zGex53YwWRsQYK_!rlHKaDjRUPbSE8MpOPqv~&5c0c%dm^qKm
z)0rVtse_8Y*gygf*zd(BMaF<3qZ9TB0-E^NweplNTn=Eiaz4vn5A+vNh}J#;)k42E
zL#wkA%A;du1-{wcFgOvo%s?Gz=$G6+hM6$NdVe0CpL&__9}nA*{ukq~0Ej0~rECa#
zboutj!=4^_c6?V-dRJ0Y@bx8-7&~Q=D*h`dHu(wdKs49xZaxcY6zeU;!3M_F$S(}m
zDX!A;#ms2VsK=t}L!YnTq2=kkzT1E7vWVs<1gF|VFd3)0f?dHrT<6muz9cx#RtF7J
zr-i%FCD7_2^N@xgCQnJt4R6$P?8R9qO09w5Cw8}1w$Pp5PApkpMg)VTS)BG)tk2qL
z_Dq^?gk0;Zl>+GVSG(trZo#4;X2B$W_ZgE=c~Mh(EskyVDbfM2Dxtc5U^)Lv5Nt(M
z48zb5a{>CE=?$Lm56PV*zPx}r?fs%t8J@V7m*M>w#v645fcI$v6bYotj{-<QJw8Te
zmi!bzmT7uf+z5^oq?D*)+8Na^`6D6n-N{#cmq`cc@L-~8Q*4B0zp(nlasxgtcvd`l
z@LHgu>SvQ%zlju%Z8?k2_h1HG$G1r5IstO1R-&2Nt{fJzz?^7~sm*Z-f1YM0O~12p
zS@3GshMaL&9rs^$@ZIKXyoO#zXdPCyshRsP!l}DC_LtWUb!M!Mw6HR?N#fp|rYAVB
zYIN^|B?gOdTQ@XF?ABUf$lRMvcp5FR$~z)4zZ_BhGSER$X2Z667;cvXLE$s#6Ip`K
z`toK#z{F30<Aq~7b@_X46-=r;XQ>W{uHH;}XLwzor;E4Snkrm+q0HDN%cKKTq&E*M
z3C#sCoBMgD2t8Mk2_Cg*-ml7aU(sjXC6Ha?vM#2xR{<AM6=Q5kiJ}+Q{hRfn(*gRS
z%Nq>KcK-BV96pELO45O|vZIGt|M1q}m)GKR$#ii%f(kpg2kq03{PHK3Yr%yqv+>QG
zqb4N0o&nR!2*<}`TZX<Lg&&8D@C1m7(jzpBnu`m|3t1uUX3&?2PWh2s@2}cyOuD{*
z`WLlzd#i(?@d;C<&5gBNWou{wKgJ8LH$r}X<#;3r_93_SRLJas9}mx`=LRXk3y1hV
zT;t=|UGZDeNG92+>wRgw3a$ECeJ@>JwII>LK?ie8R8fb(L5TcNA@EU-q@A!0z{O9M
zB${y`uh#jTPb+5$SVs7zMFTZsaGnC~c&pI4z+L5W$l}_czrJGZvDmd=HC91Jiwz|U
zQ{f^Wc?7r2l&g4zOAHMg%;BCw(Z(Rs7n#!XLUg<CB0*zc*=PQ><$*7hj%b5spBrfu
zwZA^3Uq!d;!*0R(qkhPPJpyV82wDG;<d5<?n5H(S#JmoM8S{MEDI_H*cXQ8>?S?PB
z4CH0ZmH%?NLOC(+Whhz^b5~l2)1`5YdQOn?X`=QkyYhploF);h%9M;v*=xQF*uYM|
z+8EfsJWgNEMzC*S#1ttK?C}$z1Nl<QQ`5TPsUo)v$@H5VVGNlK(r>7Peu?-cz`V-P
zS!Wy%3jcaF!h8!CrN`j>-`eWO$8D{#ca*QLqmWGT7q%Q1nN2-HAG~<fX^Vbox-RSy
z#KqZIDiX@_{X~Cdnx3!$eAUQJeR-Pf(7<eq6wJU8K1(}8V16hqYWTXH?N@QVlrF1s
z1eYsrV=@0G3hzqD-9d%j7fjuBA^6|?jlZ5X2)QGw^l3SX^2^s!eJ6|f(j=2&>^<E#
zpF|2Xz`|XFIB%Su^au9+MkTDMbWv~<J}SdJ5?sG#%6rhEp{t8-YZ+iiKU>_;bK`I8
z_cN-u%BN%g*Fb$pn`+Xo7RR-`4w(tu{ZKBGN;Cte&^N*q7b+OVBGWc3EL7#?UfPcn
z-boXig368y&004X-)mss<lhXG6s2soUM%-+EGf37Y{|8edC)#+gt*<D;AQfcTyJLx
z97*jc+D*vjcPc*cmGiY@ct!}43F8se8`g=VCZT!RCx4dJ;4Z}-)lB^1Cb2Y<)lr5w
zVoeG1hT99NP<+IMBJPqy&ngLhlCBab_2bppG11ZegOs%wvNiU6oIczKV|*1?0fA#)
zSfppW_Z=Wmebmal8xZHc20V=lLN&oMcAR>!s5?WA7w~n2mFI<>GpD8X@?Nt-sfPK$
zS9&*!qN%)gUC92c{n@;<_Ve=p{)jMKO~E<t9yo8f4mVx`qk1AxpMhg(a(benS!)6z
zS^V^>)pKRnAsZsVg@y@!s+XhdVQ$3j{m#j8ArV&3$tIj1ZA?K4P1`J=15JMPc&qRR
zexO&6T4E*CcXc1^thQuP*h6`JRw8j-!EHuXv$z12mOOHuLcRJsw3baJ-C$xMXl245
zQWN}5mbZR*U!04S_2c=z;2qoFJ68|MA3V8PmXV%Cxeka(E}`a?VE*HNEMYg$75Y&v
z-K3H9?@B)!$TuR{+w=_tKoM(-{aOgr{R|LbR%BEcnox(c7nTQ!<KMBRdTO!y-V#$h
z(`p7;i0M1=sQoM#5Jye|N9}d%J!-}|33wzQW70OSfg9i}kgmTvw7(f+BildmE83G~
z$b{j0DIGk%Xi%hyTFp%qeu8g~RZgA(0aVePX?iAAlyKhf&thZEm^tK%k~xV&*zI8_
zA1mB6Yvn*aG|>Xcca@$gk9leSvWoGgu@=CZEaWs^M)QSXD>L{}-}YF4k~I19=Qsbo
zUy)!jP~HUiMS1x3(>~|1MtahEZZ)h{cjV)KH5r1r{unO1sCGyq7V6b}Wa%qW`GxJy
z`0n%1I4zV5@^dz4<@O`*E55$?#|>j&=kdaVeKNowS6vW}KtDWk2owT(!}2?OAG=e(
zmake@@y21=+Le_k;eXEn?R>|(z9(5%-?!fsEr$X5nMy}s9GB44r#52~5N0PDTZba=
z0Rd@#VSV{fP*+f2_Se4|NfbXpjUrMSPrxo0AggDw*4)Vif__SvYMq#M436)cJ>$;Q
zY~;7>B^XRaaWpmQY1A8-3*^;HYJX$ae`liw0k|rjK7YRM4;73vxYkfv^i$WCkvtIx
z2Z|jvcQdE?U>DCvBezw{E&&oO1#EVq49Di97S;oG-!4+pu6pzEC5FM)CXFq}Ey2YI
zJ>u>gSMW)5oFb{yiW_Z`*0ovFCWW~hj@5zEE~JV$u+7-qhTtr(CL#P)Xy`|ZUROL!
zZANtHC8as9z3>HkME}L`ROI2jc6-1Gx$kw#>P*_~nVFXeBf-s(<^hN~KM;K6$WJ$A
zMtm3cgL5KBh?8B{hONJVzahD16t3r6zTVETK{q4rxd!K@r1u8AGq-Y?GhB!XJAKQ|
zIvQeR#GfV{z>{lUjlh@yj8{E!5<oc#F!4nLPV~Qz;n=rf2X2f?WVs5TkH$g+x;>AA
zg!`&pVcsp4)++5p=-DY&_Fw;FUFv;a3+}~D%7-lawN}ti4N};rz{?XQ=x%@s&!d_}
z{%hpx|BdRSMs23$&(ys<V%U^Gi}@%Y_$?;I5&iNYQ;5YnoYBc%Pen}PqW71dVBqh0
z-~Q84m)tKZ1&xX{_Q--`Mp=~T?uDWmgfkb+gUoXKBbt?iJKXP><e)=rbYquqW4L}T
zRq(;(lTQEA&|?}HX%R6z>*3s)Bj(E#8%9Rj7kP^OMA0rd{{=L<#jDOntt<WZ*iS1f
z1e_OHp>d)ryv9BXl$G!w^KE^r%X5cPLb%c&`^PY{EPDruP@sRYik-`H&|~0Hb@lFf
zU9DhCy$n>hcXtax2kU{9nYjaD33Sd~1bdohMKnJVWDw!>`te6=83T}#9afAeevqGH
zaUgJtr^$lmHg6nHB29S4g=dp2kS-e%@gIZ%U?}@Z&Mnm)oHxTam;UyvInH0--Pg)q
z{dM8I7t~Xt)#(=*!Q~Q7=ZAbP={*gKW1$yFtQX)7Q`nBlY8pjZ>{QMqK%w#%n%w6X
zj&}!2lt#g==}Lt5!cm3u(AQ73hk8(+g?f=rS4khM6&}TPYc0XCaD%v>iX1L6cYCP?
z2Dc^#SUg=ZQp5fl4aawK8{+rk$k)GjB;uB8*k7Yj$0&5`49ieRT$`~3c3+SO3wmO-
z-gAxp5l2&7g>eqeyk8e3<6YNJpKU)gkRL!+`ym<JX!yTLLR2Um3KpWC@m`L^2|HFU
z8iu}#`J&)UwzlaCI*2=G!!+iB5ocBF<)~ML(hi*<`m0mY_gfjYlS5uLRm(eBe6P^S
zcuIB6uaQ_^i$f|{(D++>RFmbNPd7%Q|M$*qI2muVLPflc9D|zbNvm3KA6_hj{AdFz
zl98|g$%?F0rz#pK3yh(juj=<=hTa>rIlbCj4x0e~-8Q1m0x=;yb@G4u+Yld2V`vh|
zHY_V7?iVmtz&yfVpD6c1VO|CCfdpk1C4V1G{YJcJKUV<)oPQjz_nq>IqG4G+E=WTU
z*n{v3oGy8H5okfV@Vx-D?%%X9JN<(XG(h27W{j5fcmByU#Nv%AHuRL;MIff`2Zj_t
znjyyl-&TJ;qjJ%PaIXCLozl23cVXMKAjz%#U||K}ac3)snO+}~-t^8on(_U3Gd`#g
zi{cEn$N)})9?=!r9CDkG+YivL^26NiWd<f?KbtiAG}{LIiEJKCCa&P`oLZoD7YCGq
zi73Hfw?-XUP6n;>S?4AkU;4r--mB5?$eSxL2^~DysQ%e}If*(!^M~d-^;e|b^X;n4
zn|}Gu<F{v=tryJfk6~r@m|v5^{?(SgC=+2vwq=$Q&L^9RF0<#A^CTECv?u|g+4=W4
zm8#-5z~M>A;;%dqUX(a~5w)xP@jB=j;{qtDAoT6pMu*?TI{%=>4GH01I01-Ce0gK2
z1+ocYj@bA_g{tE@%sQ!yGq3*>Yh$TQJS24Mo*hzlewp)zlpPXd+3XJh|E6T%&SE=^
zWVmiZgV@y;(I`J1tn@A_mSve=D2gJPIiks?iA7?r6P6hwkUOKf1tpjdC6#|!mgG<L
zA^&=l1C99C^S!7ihtKK!aoq>hk=GRUmPED)yymu`8!s!0$U)CD*iBR9xW73B+3FQH
zC0cIi-s7ZpS^wVPz+d3v>^6A#*E5?h&T#OTWLnw!2Rsp00Mt@h+w%Obi7<N;K~ECB
zgLzI8@byh<ND>H$*MwBQlIh=o>_E5Lir_X+TcL{*VUPWlap)Z{MS-zn;GV7grsw-a
zO-6P-cTPGh3up<v29bs60*5<QOgGa<qjlM8qYSC^$ZlP$N9&yK(P*U=yn&8W=&mb(
z6JjlL^kCj;1~(!JHAYbfql+yG4pfTK>=r7(_8J@c#{0|**Z~X?1>dh;1zx@St(7SQ
z_GeYVwe!)lW<Q(iD(Wg6(Fn`#g<wMmz06kCBM1LpFB{o3y`jV|EaX?qTsV}1Yd{|h
zo~Sx&94tEirmKf3VeYUwDFpzS#VQonH$(AjJ03RP&67<|!caP6fDurKUU33~YMzo$
zT%zBmo&n4S3T!U{PXsK4@YNptVy5vVeQ-qJF^4C$mY{}~lneq83O0Xxb?{Ua#lx6q
z9B=++v+_Q$a?)!S;X^<;IG`X%mJlu4zw+PnKcGZQ5QRR_(LsNE_Db_rfq;dUufDx!
z65Q8<ZoR7WY70M05?+bd<|5%N3wZT&Se4R<!gjve=s|kp6-5deXyI{Bt|Un=^Se?(
z2Y;skhb5S!Xd+BzI-HHdV~c93zksQ&+=VS^6hL2<BJw9;7Fo#x$I7$o^s*k)q3+7G
zQ@1t!y@u1RlWK8J;@;8p1H*`k7SxLGUH1?`b2}(Dx}=wAarDNR&ltcl7Y&&oSn{+6
zUaJhzr1vcGBIOsFXO9ba{xFR2$wucp#zZwa^X^Nejh|_I#-gCykAY(=$;Gmho;TA)
zs1b>d@q5VjHWZxtS|eQdv7)RBL!81mdcg40V?V6<zeg(q1iYHAF<woFZu|NE)POqQ
z^VKdKSg#wEpuok7in|W?oYrugdU4z(b?=x1Pb)VGdLGT!^tBG67CIY~_sm#oZ`)pq
zszw5nD48sMX?roe7tCPS77OSZ962Z)If<-EYx>YJ{Ix4;|Mp{MIZe|*U}kBbordJE
z0Q1@k>BuoLjwq3^=u>^504!*94Yz`2AAACOQi-xdwqH=3eQExiRYw@lh8yg+B2tk?
zrpc#4TVsm?*S<S}jNCGEKjHo)B#*0|hs}?O*MlCO>kfb4YvXQja~Baq|7x0C)U8Z)
zQAttZNbS0zR7CoQX&?+E&h#0KdcCg@VC#+^<40GFL6?k$DE!6sZ4EQss)+k`&K#?U
zwMfzqKC2#QX%tq;tCuf6%#?>i{Uf;7Kj3sk_%rO8g30PS8VlZ<KFIjX8WyKa7v+=s
zF4gU>U6J+ed5p2oMsyPBA$0tGlg=A5yjP_z)G0poK5MOhAgZ!x{HJDvP&jU6cRm--
z|4_FBybgBJq8=}AkUw|GH@SqsE)j||c)`I2bpiD2**?E+qvJhyHOq;^dXZRLL@Q0~
z(|9ua*9e$AAwBP)EsV)e>bz=-?FUqA{laJ#miX?nb6oc`D{n9;op(JkW>SzH5Wv4y
zo&sPt7<vBn{!W!~G4Nn76xGR!f6a4id?>~#S?N;!s~<?#*)W^|uD9Wpci(6bn3t`J
zX9$bAf1$44-}q73R~ZQ(_#1y(CH|>OU^R@c<GozcFTAuhtiMjIEz64ncwzHraANd;
zcBnnG5IAdAK{&4;342VL()+!IngW~f@wz3MMr_j@%irIkSW6b#i)saU;rbgjIkqbM
ze|1!+n4|}eJa-lvwmd<1z$A5yPn3s;Fm)dsE_CUTgc<?%+dincOgu!;{Pl^J4QtEc
z*xD&*Rx*>+3hh{(v1%Db^_ci;$lEPT2RACAjAxJw1;6Fj{g$RXpshRw6w!ItHbQNS
z>{rbB!)xPoC-m*vVL&N_5o)d~B+BVGdZJ;%yDWT_4i?O>n@u#inc8nc0m*)YCZlE;
zzq^h}bWjQVpT%!KPon@qcF*;V^<yM3pTF7<bcM+w2Few^8FriC7Fn>eCrdl;vUEW@
zqwR*wfWY!qNJ~g>^Rg8eXf4*<C#~%$(iAj>1Rm1Z!%Uxt455r;(Q>Mq`q&2aQ3aU!
zblH!WS=5)DbvI&okDb#^y4IS8C2P)FiYWv<7HE%{uAgSGSI^_43{~-Kql+nx!nnXG
zq75-8X3oeajNBbsEzYjv-XX)UCz9dxWLKzDIiziq;P)3pZ$Q}Mnj-sawjJUu{g2wb
z=<h3nHe^q{d=rZ(?9YJ9PR#qVW`;v|b6Gxawi{fc73fR-evYM7Ij~(nXr-U+KFs<!
z7nqvS2~TpyBOGXhBJf3+>MMcw*aiHmUyzUMI}`mNiJxMpi#NudtZ4E#hsq7*<t&Ca
z=;1LPh+`25;BQl#yhyVx?j(S()4WS~yt4hJ>f>|$o0qpL_o+Q{<GORqN{a#(7frZ5
z7!<%><7zf=<~s681b~4_Ljcqeegv-D@B>@kc#{k*hFt@R^O#C(L~3P@PEPhT5<zN_
zK3>>JE@W_bNG)bDEM<OgBR?ZzwMtAxqarl?_sTtL-t-x1TDS;VDQdSh*atg<e`V;|
zJ@Rc`7<R)J%RN`y=0JJx4ZQPeV%O}@%~IcY^>Y&sZN*E%t4lY(k|8633vJrSNHq72
zm_F1h$0gf0lYDEsW&B`K4U%AmXlAE`z4+fD^eC|uuR8}}5{9obh%8TT;_UDDC^sQe
zTH=-brt%0VJR^gOW0!&Um$9!)R|F~&z_(&lvTo7?7(s(DaZ-w}FL&$A$L*K4Vr~ZN
zvoZF<4E8T+c4FE$l#oezk(qf@@mtPT<nI^CfnGR*pmlAu+>y>Fi{~)SGKwyYD!-`8
ztXo!=_+^%-;vPr&_m!Jw8by!~kKOyb*Id98hta$UIEeZQ+WnLc+;XlJ!C}p4ci#n>
zJuDDZZS0FTOSrM!Vw2uOBc30eOK~<l$EJfLvU#DE`>LV!^~u@&Rh8H&^-M4g7RTj$
zEnk6x?F7m}p677b9!X~oYQJnP{fdM7V$5Yw!ythC5aYWHlYqMI&hFL>27W>h)t4-D
z%S*(Z`Hlntz(%P7$p>My3)tsxAUiaV|BkK`%TVXzttD`%_`zZXBeJ@S9Sa0aC%*9s
z#*(H19th6O4er5D|7dbrfyYmvQQS&P+b-k<?h>*fDNNm!Y#1dv2REvXBK4F)X*6)K
zKG<Pzefl%e<2bXjkKot-9r_zQfreR`mX3ubfTvi9W693XExDU^y}}&INCULX7-p8&
zi6+YLfbIIgekUcazc*tO)Jr~@{x@FOFZ8!*B%EgDVssf=r&e6ddBUWMGD-BrX|psW
zmo`Hf%FFP&Gk~%NDs1SNeb1Dlv+1Qp;yho*#S0KLe2SWl5|`k!WX$q!z8LU#9Ey7N
z)n&i&&5yP}4$}7M;*`$)N_!CkVfHOU;BQwQxP13tG==c<y?tJ^9+0j;$u(;66@2N3
z5uD$ETL-G1h{q$6cMZ-PjTA9KC&_Mrcs7YDxscCSv@gS$D`xo^qiw{_^mFhtzO>EG
znt@h=2`Qt`vwI$~%s`6iBMK27<d5BI;%n$30#b}OflX4VNV(&4IJz_P1;mwJ`@LL;
zUo~H23^}>7FsO_;9#YxY=cHd3HP-FACk-GF{n7T<mMDw1D~Yc#5kJRDp>ULHUug{U
zP_EzdM&fWdFl<{Wmb<P)E%zmiJd;~B<^xJU{#ADpV2pE~Nmd-h&l`f|gLHRTztf~y
zMjNkM`&|SE*f9VIpX+liY`K2fc(z@`A5BgITFqe=erS2o(+TLX2$x6k3`um|x_v)*
zdDEjd%TV66|1ltq9-#dwF|OtSLFQ55kM*C{{x?ep@@P{DT^szX93Kgo1daM3A<2Dh
z*#e%Jq6%>&F)VyZLi-?+OfpL1u1(lz*T?(ZpdN!}01Ixg`LMD_+dlS%{w8^nrgxh4
zPv9l?GQjZP98#c-v1sA|YV&1Ug1%i?7lhaQ)E&!4LpAh?nHfrx$SEr%9Qi=ZtQ3LA
zNT^(V2clDBvWqhBKBoFCGVQW_Hp1e@S|Ql((Nr#p$$)<V-Cx$T<bC5E_7TU<R!$U|
zCEbM0OsNUCe8a?5&G7FlVD~|7gNJseeh+ZuJPIKsqD>H{he*}J9C?{sf@#!C83<}7
zhy_8x5xDT55r8QZItMAt`jtVFU&-1r!z{VZVbmUR_}%7kw))YJW3Q=Wg6|fcg9p}f
zh1H^;dpc)lk!u4y%CGNb(Nrzb6wbU!3%3pN7hr!Ql8zDt0OBBeXniGzYDcOWdtawd
zR)nbcX30Dp$(!p-f+QSBPx$62;q&ULpj?AbYm_ClqKfVfozTH_|4QtXuAg=oO6+0Z
zxN*u<uL7+slXkQFi^+LU>E@C0S;)-~NXYyJ-3adYj~sl@^VmIUt$@qxy)e^VSAJ@2
z2a!`%X#I%@iQxU(+Wb(ic*|kdTfG}OFGg)P6iq%9>>K5z$-#enS5uf2t5186!{+0A
z>}6AEIE1jC5}tEL=bfU3;KqbHK!^2&rUGB+`0ag%#7;SDb#@bYAWHDh9AxSN5_52K
zh=FrjAKx%`8IYJAcBeYgZ%tj4)hAiC<~r9qXTyV-RKk_wvB0<dKA{0zKR!T?e<s*T
zmu1H3E7BX!ZDcodCYw#`v4Q{qbPn4dI0+Pm6dBOFk~Q(Q>K!>35Hbg^TMzBp;XVF1
zS+9W+rLHD94F`558^gw5{r42h_!O7^@tpI<zZNOMfGvY5B{wM>Q^ZA7i`P1KgOUPI
ze)!U<b#t)g>s@*aL&u~u?hAX9&Xg|}yCBmyC*O?tD+f7lxaGG%7|2!g*lq6CEW&2U
zm%Po4oDokod~j4UXswf#$NU1tb%-c*kO6q()7=IwjLn@#{G=e$+o@L)!kQgIZoIhT
zW#6raA0!P|3!&G<s>>#G@+LDTr_etNI>K9<gFvFTK%FoJg(<s&%Xpqy4q3I$xa>?P
z`+DC<b8!!3j0(~O<SuvySyKltAGBad3gcZ}o3502<Y8h3QUBZ59sts}2w)5VUiIH>
zoqR+3JCJ9?=>(4-5OhbDxG&n6c~98<;>dLoVPQiV{4yFi^{Vzz^aGw3-bpAA_<6~E
zguhWr4P{veck`H%%Jr8n0SYZFztu5zbXdk1WjS`I$9Dqsi+=(RZ5pE;D<2{A`?IgH
z@@C^~@DZ9!CpK+E@s(ukmUw#6+8t5~D~po0JeTq!@@d;h--Ww4LV#XODJD)Pm9M2S
z_;z*u;6(H~0vc+3#bE;OAHwd?Cpk#lg$Iloxq;uNq1qG*>k`q#iPYkMa=O0aQnf)r
zV$bwFE9a2e-APU5zj*g7R&y`A++s?GjM(D%hm$sIbVG*g96yu@J=y8HYVZ>W*?wJv
zX4nUHb3x!9&c|!rMg=)v<b@xBxU(?Z$lyj9l4<_zW7k}L``uZe)aBo@Tvp4b@ljSI
zO|UCrVk8kHp<;byS<`xJ=-n@GzA5@Ull|Qh12kxA@ggw&Cc#?-2eYK!_|n8<cMLO6
zjmCh|<`7tcOQVTSM0QK2Z-x&1f_;FOzJXw>cKO2es$n+Gn&4`YCiX*_+SB28%(XUJ
zIT%DH4FsGI;Ss{;{fMQfTgJ^?T6=;YQ#xXpqP9g}xSyAq0W^(GZp)gCezg_o@dY)%
z&hh*VyVa5Qbew~g<k?D!Z~4i{#)EZr3~<%_4V*^L3a(E`41pDKTlEx^$S*S-y-q>3
zMRkFDuS#k&a1<aif2E|<Qb;?Ww#yngJtnTeFRudB`Lfj>7b76l7c2dW(<w7IoeY4(
z{+1Eu;K*^1(AO9!%f@9R+tl0g?%THL@39~W$oE722&J>Mx9u_dT-0$!M^P1&PcTlh
zTiA@Dqs8x+YDwWNPrc_I_BX-={nFGPUlK<OI09UAbZeH)nev;>_nNGdSZLq0x7f}6
z4Q0wSY<iq<pvlf3?OXD?{DuM$DZGZH*Pgs3NnAbfS-Gmj_HWz3UqewCE$7q(^H(*5
zRG6BcHMrSna;u<`D;JSw+#E~dZ_d-WpH<_U-m88FJF9wp8b#X0cQUd5tDEms%l~u*
z?qdks5{sg;Kk9zn8x%(Tb2&b({q7-%N^<X{eTs<j3+u9?UjvWeihKPKlRXe<Y^siX
zW*FrPf=x5MPRf-@A(tB-PWCMWpMUKDjApj>and^4hV$`RZH9Relp7FC_UJ<{85_Zd
zi6hL_Po|LzYxaY^4x@OmWIR%Y0W(O&g2DLetJ-#<m9YVGGd!r=xJk}J<Sf`--dck6
zXZXrpXz*1z^qV|FGd{SeCp)?ovb+~VL~1&*3oqw$|7$}~naG?~RN{o_7?vsNx)FS-
z!zr(v7l<DOvYJ+ZH9vKHa$XV5{JCTT{E!U_qFrzvg)cl?g9Y2qZgJi_zuzJG>+vAQ
zk4yy*s1)ydO=n4fk$LeU9(Hu?RsG#kCZ0{IKcOSPnVP27OwCF4x5~u7e#_W|k>u8f
zbu-y6Kt#0HEKi2!9xEAFOA?~akF>BQ$<DCpn+wsU9dG81fX#u&t?R3YIunrlJDShh
zk@e&$n+&WU6p$eKDo*Z9%$WLCPrL}qE8P#uJ`{$xzF+mw0S-7n#&=q%(nco6abztS
zf4clhcWG{*PY;IUXX}>d(<47hfrWBQ|Mm>@eWnwaZ<YNzxgGT*$sy=eBXe)$E3HQ2
z7M=6Z?~&9z?AUL4Cy(XRdFRL$i}{`L^(TGK`>@+isF)N%7OPj0P)CSpHe)AAb&!|t
za!yDj<5~+QM15=oa@eGtp^DwWtODMgRi9fXWbb#hNR{dQ=JQ}`Jn!**Dz5V74m?z(
zknZ5a66jmd0L2mRpOkxvIQxa=3=+3T;hX^)?nT2W(4tBoKyj+a&@n)^d#B&TkZjoZ
zuPqf0@&D()6UDj^hqP;}jx{5HuUDplLe%;8*dLH~0!7)`DQw_NPge|*ePwbPZ%OSc
zWoaB&jCV1d&=%1JX?g}p<N#ZoPu2c42id1x!m6n8Ko9`&4*Mxc!(Ug+wzL6KdZWpZ
z{xZc?#M%TVexA-s!wi`n4w;{uA;z>ab4JEStqJK*cSs&LeV&5`>dkt=3RV2ENruNp
zzGHl;w&nN%#`UOl=C1$>qMHk%nxphJqva6BZs{fMk=<S=kzgV2Oqu7X{QNQn7Bp3A
zp<g~;n6XFVUn3@hwsQ$@<*{$D7S{Dg3x9u9)c`Nbk>>>hHP3<JX~?UBJ>@dn89d6C
zwByHAO<S3HLw4TgK3L6ofOHPtDy4<ZOp>BZ@q679>+~^Sj-bpjd$dQ>SPQE4a-CD*
z;?gq@YxlYY1*Z$64-GTcYhC)}P~tvG`fp!|DPGyXeLDnkkY`AXBj<V+wIQYt2W>E&
zx8eF;O^tVQzkG7ZUkGZ?b#rKr3vKBOv2*Hh^buDp@iAk>W@L&mx|O1uV>D=e#mJYr
z_?Hh>U_uhI(sPdMnLq_=h(^Q4zRWI$p5f~z-juOiz{enp;K!)(Ib(jS1+`ryI&AZa
zrQo?(PF_D6V2AaSuVI(M{wL{Lb<?%xR^KqF3Sm=k;f{NEw!EoHDn`yv#%9+UtQWZH
zSX<#BP&J^aoOU;y5U9S%9(M|P&I&%Y{|cGAnQj$x^y><xWm97Tu=`kY2~=7yo&!D$
zv~U>c<$Qjl^V0|DyAnSe%5pYz@H2XP|LKqN<Mp?u{yi7^tD|^z3M4GWgYKz(=M))1
z74gw!C$_eP4b~u3fozoRpFR(&VcdEj(QfR7rGeXtV=@8^{(v{)#tb<<za$B-?xyn-
zD_*lB^8;=E<~5(j)vJgZu01Th%<jS8zosk7x3UBP*n^Wg?&tZ*o?n<a_JBYH{M)ZZ
zl`XKZ2}(f?NOPUeUI{k6Jmi4|=#C%(k)v1s)wXR%(Rpit^oR3XqgG7U;(T>`13C4-
zIr3ZcxF}7VWeC$qXzH^*3o1dHDsTHRKqNlrcVx4>tw|mxu%Q7vZ?l+j*$LrA>*>c2
zzS8Gx5JfpG?kmUjcau(jTyI5;$eIXx9^G+yS9oGRy&T1hX)G$~OU8{IWX3$}!||Q(
z`YWtjBFeLl4><o~cp1nyNgwk0mHA+uVlC-ZE|$V;s|}T5u#veiQ28xV^Cob>meOx$
zE4ADC_{YO;6?d7L@wq8g_AG!<E_mabqO4y_--dYZaRU}hhgk4ds>R`my?JeX_U~QR
zAiF~_KJgpbootTPpm+L;_%+#$-3hi(^fU@dvX1`p-f)E5ivoqdY#*Pv!B&1G{74P6
z-J?yWJND&qv@5q?-2($7j%0aStzenwIgRIb!wOwnjC<)$i22e}!?IOIm6fDD&BZ?{
zv&B)xb_cx$3NWRMZhb#@X(57s0sIfr*W}&=_Dc_R@f3e`Q^VXO09e2$1%LpWf-D)P
z&+ns|l*zIzX;7*DY4e})t~-X2=x7#bI}AaNk*X+mj3fWe0&CHh!ngRz#{?l%00fT%
zwCfLto=UJ^bzxi|X=TSS4L)jY#pyUqYs+7XhoCM*>)A0n^1t?gL1~IRe9*l`Rfx*0
zz<6iB<2~}lC>|~Pq^f~AS2dPM`*M`f45MDJP5m(&`Qc6?IElnHu4giywcv-<i)|;O
zPD%c*5vifTC>|-tLq=5T?a{cC)DLcN8qi$-wjvn<Ot2e`p$`lV7TT;l|HD^_EB>IF
zxw;{-d!Oe&mf$0091_B>e2~XkPB(!YNCymDpYiOkxh|Xg9rR?HHtx#97UWs__(PVn
zFF7&J%!n0OuRGA>aCwc42!?=>zS~Sr1aj7e$pX&!@7l&*R=Dg{*3A|0_e0RHoXT66
zg3Dvt(yS~4oi+)8ENxi%o$^idN21W;@B=bT`ffl{L7k)=zY$HEA(LYB#eaG&r%a9B
zklKlhnzD;Kt7Ph+tsOEkzhb@T*-qv*c^>*GHG<$%qV2LIId(l~VTJmm;UIP~IR?;Y
z`HTfXU2p+{Ye>K(S<oOE?xOjx_c_w<X%TKnYEYo@;vy;=5Ef$aS^!tF7qm0~^^4mJ
z9bhEohvy_3Wry+|D6`smCsnmQJ3@v3o5S!|BW8Dp3T~L!a#_P0YSy8~M9e}G1DoeJ
ztxG-0VS-=tC~#5qDze(^fLm8s{Cvk0-jCf3uyS4%DD2sFxU7ZZ2K=0<c#dpQjI);j
zJO1yn&YN-S<zUyG5Y3``QX}?4Hs$bzxi->Ot8fpGN1PGPqX2T(mcmkMD`A#HmSz1r
zNyUL^_akol{&bHB(|tewU@c?NxY5A2WhZ+y?CM7k0V&A+=)#bjPI~)%-SoPon%E(L
z9NjY182C5h=_GM^H6OhDy?i+UxS%3c!fhPuv9dO0{_5n*cH~n?VyLur1au(1k}#!E
zx`P}ZEn(#S7HU`VB3g_fa#g<5A8Pq8b<BIFbJJZ!^1G@@hebQfz|Z#tK(D~`-pq0&
zt#~OoZ;y{o1UVRG;M(3HZT?p|whX^ULJ_@DV!Kg-t@CW8?!)LF_^27zSt?LfLQtUj
z{LKMG0d5V!Ub%vkk6NB6#>I-`zP&K=+9H}(4f+>42l6fX>8~dKmA`X&uI`JD(&t2J
zFs!KFI-J)*ZDtm<c;<Qojm0#U-vfPZ->+$76S114&qBC~<sw5^Sua#R+0(IBI`=Yy
zk^RM{2lrRRKpaq9(j>2F)N!a*KHnet-Yeu4_nk&g2RyJwkiSucV<Cg<3&=0}zkX)z
z5q%u%6(z?Pi2z4HxW5c~vex>Lq&L`?HJYa^csDL)DotZ)O~1{v5lMSbm}!8*4EosB
zf@$9kN{PEvkIX~0`LBM3C^-cC8ft<md|e`{j=09Bk`Ks>-^5Z+S}h7nKF=H&l%E7a
zucf}=?mv8;#d73YvxOh124WhDnOQSYiCHCj`YZSO$G0Qg;da^X(%zXXza_}L+LT{{
zpM!n%>0Wx7HHZ$#ox)-e{_or|jZu#Iiov-Xfecm@bU@=_MCxnGI?P*w<t`<>jF8ou
zsnq5=`d%Esfu&~<!N$N0uaD>-$jQ`OvO8;8*4zB++eAED;sTzOKG@$ql}rYFAME%7
zV#cKxh~|Iy;*N_vfu+SyJ^wMU(IS6|4(GAN+}-*&E%(@#ON*OvwDG6Zns_A0Js8)K
zpTsHlWewaw=&GP)T6sb##?V^R9GE0Cgu4NGL=v$!c_%0&>-?U<bjk>6Gc)WGHNThE
zJCJ<yZ}yHC&9b&M-+K9}Vm(R1VZHv!L87K%Ap?r%tAQ&6FXSyd7z5ST=t(CN+urE>
zH?>uk$LxSvJW#HpLqOfA{&|a2mp{zxMi$B#ot*UdXJUZ7-#4MrDWUQ)D#8__;AnIj
ze7;glXe6w)Q9HQ7&2PE;x~Y?@LNTW*Ah3mCy@q!PV(7bB4vA++e5|3AIDSv)iPrQt
zz>zchQ<x<`6Tjb?1S*2SlW5ez0W#+xGPa`W`(dp8gBS;M0Wz3QYU+1_%7>t`V8U-a
ze=#5fC*ZSf7M@tl1~D&Md;!7&u>QeFG-(?G#R=e(zUbeMg})kMZjEsIZ-62~e)3PO
zD<Gbu)|>0k{rynSn68AB`8s*Nu%NN$#?z;0Mh}_`(WngCAQIiMPQjclpO;B7+G`gS
z7&kzUgxPASE1IF~(s=)dzZE1+$2KvS<$kA=!tCVb=4vaIg;eMl7-7rW5%JYQx|@$2
z5|%Zu^nh{g@U&#x`<AtQ`;bN*4n#`$;bVzxq{I3<I`Z-5ZgnR~1ZOPRRC!9lCP)A7
zwcnRpw?uM7P7IHtW=zs%wO>`%xT)(Kb%odsF4l@G^AA*=aZ~NDG5v*V_nV)EFvSiW
znL|0AE#$7($>zEiW>o6^ao*Y7a@#muF*b~mI1@ph@W345w)ytobACO{G^u=N6Zxw&
zes)R@&4JQR5W6e@BN3Fc4FwgheqT4vW);)W5WM!MBIslJg5S!EspncLOfnU$qEMbo
z;!iRr(94OTug^aM`r7WqP`j|n6I3QQl08zm6(vnP$Wa14OaULG1wLd9B)`le3xNNB
z=S5O6%snBeHGUBU2?hY;@cMy<Ix?{1_dpvr1SG{q*7{fFd&84A6QFEzGLZOP#LoWv
z;6~Xq6Oahedg%VTL!#M}LnpQRjl+l?_kHvk*QGWuzaus~+|eg(udny7W>UIkhY@8$
zI+xm$8^}txjmlS~b;f;3IkcseRk``JnuZ`Q`%&DFCCZb`McFtnbUHglSxTWZ+IOV@
zImGX~s0}l3&jau?x*(Z+KTIQO5Dw-%b&OQxU;1=Dg(cHvV;#RBTDozu+drzV1o7W<
zH|s6jsusBV(qr+M;xWJ8`O^)g5o)d`(RWtwtiBn)=+Yw@&;t+wy?nZcnWXHL6T?s!
zj^dhJA6bCmV}8pjG=GEYE^d7LzMSZP!$<t*^;5=Fw1aS>t{?V+KZ-~{;YdxKZxGzn
zr{Zm#f)H=m1x?PkTXH~RQ2N9~sPQ}a?g5W))%?DeUR9PxFM}Y!{w7A=_sjLVYJCs8
zeZ8ei+^-3oUp`|X1kt5^r>GJN_i26fQ`b4?)%4X`b3458QK(#IoYC@g9IvtLNyCP@
z2K#NK&FYaSA4`w~RpNi0dc>g&usRY?<Bu}SQx`ugZ^!M;l|XJDd_m+Woc!+``NKb|
zFBLno-}<nj31y^sDZ<??KLVSc7F;n!A1M@=$RszpupF{<)A5SK*I&^U@WO8Bu}^U#
zf8Gjj8_@6?xe{nZDJB^_YD~(^+@uak%ureqeW`~cqQ)~z$7Ai1+X;B6eW`q;2NiK)
zIDZVfmp`SB<7Oy2tT2^L=>(-Oq!D=$SH_=COJU(Pk>K%_TILsUFk%k7Y);EU_7~br
z=I?4F2V}9Y4D7r8&4T^Q<#%l_>YO($YTuYw%oYB7cKTN~b4+?ZcEDk++Q7_9Q9)vR
zu)1_XH^~lotA6EVK+zf?Nxab8cP!lvIPeLy8W$J=Kfc)kc%?px!XO$|jq{W>n5F%U
z2OGa1XIWq>{Tq^DzPL^!e>Xk@e?0{q=yPBn?B|UG_Df`C+IkEV<XWUi^g75I08WXV
zOALDDqt3s8NlWDO-)tBx0f0~P!M+EG)2Ge>)^Y&P#L=fkV#E7VA0Yuc?JZJO6!;CS
z<4WsIOoGg3B5R%LA<36MN}k;t*NekzKq>B%Rqfl$f_F2<#$0EW_#%vt!S!<Pl;6G*
z%#Rld8^=KE;bj<%+)CzDo8D~<djQ}D^t#tpucwE|uZ1)PpDDa_E75aD`Jimeua~bW
zT+WI~XTTd&W)}1wZ&n`@8fPxNK6%mK1l;u@DUXk2qL4MkdFlGABZP0g<Q9rm*s9c&
zz7M9`S2cquP|ff%m#vz(Rg4CjqoC>#<@Rm=YrfDKRzH8s)Esq}&EYM<2A4rHEO)zm
zB=Qqx0*9|Pi*Q=OKXL$TKICiZ@74~ubhen)DSu>YT+0qs>pyLryM7t^T!9cLC%?xL
zd}h1G3q5FU_m;57goP(s4%gl1S2F~8s$W0%aZCij3XIYG;e{_?f!qgd2H{tt69zk^
zuS_R1kAai@^*e*!SUHYX&`#~V`|`8>TI8R<Lq_CBeTugbyj)M>e|)GCz^%gJ;Xeyw
zFsDh9G{-&k-^}tC3_O%9E%I+}5Vqh1v8)Tw{fB`$=dhY1SYYQpi=1c{w9|p@^L7MW
z-A^{1kr?wpizw|Qrz;q}uzx*eFZq&uw@z(z?TIwM8bZreA(F@I&~4g^%T(CHKn5Xy
zE|HJed8JWX9AdOumk>RU4MdH#XjeN{on_YYkCfZWY+EiyI?rUkI?Hz!uC{%4*q{38
z4BX|Yzn1RBPn*-0?<K){HH%9GPdIZO@cO(4wrLE|p^q<`!|l<_#O)E9&8>(r!db5R
zMDk&6e@)duf1qp?`=G0damt<ukbLFFq&xTf7qb5hi1iXDOcwI>aD(hJvG5DfS6^`S
zLxR^tuV3RiMp@F}lKHKgDK=luryk3wYgJ)vWN*bWqjt-fP%UqUxv<L~5w7FnKE-TA
zMmbRP?CSB+UOfiX2S5ZnRodLfHPeWTC*Mwi0Ss}3Z~7rkb1|zjhNWqHFI|}uG)=zS
zOIw!3(!~0SyoRG5G5?%!{&|yrAvRy%tLRGEc8o+?gwi(MhAvS<OG4chaQwkM*9iG;
z`{`g&!RL0_42FeYKud`8OGn=uZ_vJT(FI?3942V!BUz9@n{^em<F$`vDD=~&Q*kQ1
zUhVJFCzp3f7teZFNIcnV{QV}OI?*q7hLYufX49YGq|d_*zqYHx`WH)lolC?6mb0a-
zJ?yE9Qp&-wjvrDU(0u^5TmHMOnn82p!L58-QGMqF$jp__PCutnlV1lyLR7r=<i?}@
z)B0vsUQC1Xe%bPcatk9Tce65tu_wn^CNX+8X>%s<prUT74leFc1ie_FWjTU|5JCj6
zb1+e3KL9C%9Qc%#HJU{s9BadaKg<T#2z_t@3SrGdJOudI2vL6%pn8<?vrS(yZbkMC
z*$;!qHWuOI>G&Xon|`YtD++cU-`WtKZgzC8aj-dFimyg1{0(YS>Xf|{82>G{SraPw
zP<Tul4~QJAo<owC<$2UuR6>KpFtiI@!QIz|($bmuao2cNe7!@B3VG3RIxIn&*s`IG
z1sE4q=`i@(PX-N<M)F2ECC3lSi<i}^@?5k*oa&Rn2Z&NQQGGmD?PYKZcD|5OL{`ax
z?3{o*vVoSh!Wri-3wY#9Z6AZgUkz6yj?HYi^YU*3RiL!-zYJfVYHwqelw{MqbvN%D
z-fs$RV<Dq2{`ErCT>u*Ihkt3CMI5Zv^U`BIwltB~V>Tgp4o$vKXP=b*cAqlt`6j|8
z%*<QodmJYZ^+73OJv+a-xN!?79m{Y?ncKCV^5b5zKtLclsNX^btWbKTJ3t_Q`{r!J
zo_8(p;q)%?I2Pa<FMIzEK>OzHj!gKamdH+oiK;l3{fPL=A$p8tk-XUrJnwa${mU)2
zgLU|oj73Zvx~Nh&;bQ9b`0>=h*ocGYZ?mL10B$!L{hKpBB{Em}lfxf$vRT4X#N*>P
z+Cs2sQyaF##bk*T6^ZP!ccYC~HbC?nI#5#WFOTL{1uV79dsRGKtWmwe2r>)L=+A@>
z=th-{6Y%wkAjBB+J%(%%UC*jp)<q3W@(58-%N5w?ntvbZNLpGw*ie?`<puwRVH7e;
z;J31SuPg?(gUPsPIHITDh}YUXsl6q!@`s~ojyCpt6Lj(L0S4f&x38;mMsB5+=#C&n
z!>i<4nY4fxq}GyxLo&zv5s6xj%;fLdY&%b)14#+?hey9Vwsn#_q^E<PGu&$RuA}${
z_welcw=3Fd(Vv#&*Afr?j^nNYat8oYKd_OExZf^mq)@%JxtbunoQq2Lxt`Sn6%yQa
ziGHi+z+%SBq&SeUI5o{nh3k4lsrolF5s)wCL8olcrZAy^3t@_=X{Q+Yf!|IU?Eq6}
z&O`km7v|SyJ3xTvnlH5A)>*}_1J2f}ERSYnSst|4-<us!zeEa|uv;He`1y_g)YFd4
z`yg2f#zX}JfXua1E-Tl+?ziQ*v3i}%w91*W+V7hnLW2~cwl2RI%-iSH&29Rvi_mdJ
zaWJF#q&QQL-nF}`EW40bst;p&wr8$?eaGHvSH%de8?|H|9gb@qz;am+-viVdwf@)l
z?YSY-f<IZctk;s#v8rnoex3rbyb%2b69d&sf@2}<;au@rY#oGy{5Qbtz)_YzcxJtn
z*lU{6x!2{i7|33jQ*Z7DX?<CryjXrLqU2>Vr?trA0w|^i&`9I=$Go@KHt)IO0l(XJ
zS?6yK#UMbhfvipCDfQECL2+3<u37xR1VWA58@X)1fmWOh-tcMrujexEE}ay!@8%=t
zvID=EK>r5Q8~}nCck$^v5th-KGGoG66#Usvzwcel-IahHpyJg`<`td_{4x9w;qD<f
zT>7scz=Z1xSn8cMwgo7GI841(7tUS?8AoI_xyQKG$<|D;KwrbNhL!Y>RpHmg%+*Ku
z!6FjlpPvle*9f@;j%W=Y_Oz3C@Mw^BI4&loupeE7CgW#QVCUeo!{6^lij(f~(C3o2
zqO)AzIh%AI5v(H=LVv|JK>Z)d@;;d+d8=lP#=V{zO~}uq3VOc6R+7JA_7W<<Bpzcw
z{?#r@I_QX2d0YSQ*@a*FtD6fZo?^#t!6!3BV*yQUVCuSidFXQCJ5fE~)fqrY6!o>A
z#dfh{h9bGEsCfvXeGN+`X*R@l%5b0%*=b+m6mR)gYC;`ej5Vc`k+);)ZuX-;7I(#4
zl%tSKc1*A$-+Fm{&GCVHVl^zW#>RQZxa>TV!DE(dvYka2NpajC+K~E69H~yg%p_yS
z*U%pAn`Bbf!i4XDFh5$F84(ra(0GWjdYEnRu3+H2dFEBw9lRe5H6%%He#EUbou8xk
z%f<XU04xz6{KPwn&JKz%*>||x1~FiBdU`n-R;QC3orlamFmOYhO>ky_8Lro5(|(1k
zSvWF=s3g7n`l-sXdR5FyZPI9BFGZUx&^D?~UQvEmNI~khT7Jy-k!E7p&&u<rqH4wx
zr{ga)nd_jgzM5)_pn7Z(k%(zT3^II+ul{Ts!>Q4cUNq=>r#OH#t+>`RMF1cm&)4Q*
zEC#<=*rDJu0|99rT6WjsjJ|ugA|c41{%b{Ck=crg7<#h=gn17^gOYEI4C&10NwIPm
zn{kBmS*)q4|6S+#>y2|r24v*ui+F-vA22`;2Z_%k@i)aU_FgYlIJO;{;|=1&85%Fw
z^L))g`(k_tP8yXGcO#4mS{dSyv4%Q<R0Q%DxV@V35P!qBfzbQ%ZprJsh)8HfO0^Dk
zS!^hphDh28m!@{R5{dn1QdQ!+o&cs7OKFuOJbuCb_e>sas7yCQkLh<Ix<L0FGtywb
z3Ge58#_#IKqpXTe_q96OU+OEbr=V2Fiqa{^^ir!6pj7m`#2fC{PF;^eiXMXm9?F>H
zQY%xf10ls?0Oyz}wu0)k=&6Tc8aa6CR_$D*XD_3z33@m?U4oUo4u_cHFtXaY?+CY_
zEVs`@5MKXU7@L6Sen-VaPj3615Jlq9-?f(+Y|o9qXG;dOi;0QkwGX)GImSjgVhLRz
zd=Z5@n}&<@_?)Xsqm2>lL$R_0MZt(}>4U|DfO)JdsD-;kD4bKDYg<)z{C>Yt@rigD
zir(NE$0^$a*VTYW+kr;VkPpiP0MY^@2ZcF?z<s+Fp+QJeH5wMe*VbxjH9~+iG$<d=
z%g-IDzaqzv(%=3<Mn!I&px#=D(9aOc?QcBJW<aZs%<Vx;Rw?)ZbV+O?wx4D{(Sp57
z)>uyQLh08;!4Pk*=|@W4<GB{M9o~FJ<j(hOdaYe^A7{QLOnFcpyEnZTWi<|bI;r-p
zqU3>1iHx?@vho{kCiQU^kB=P?lgh|K<Vte#^7+{Tu8LZ1noyPIR`Y?KFLE>`^ZHY0
znww(A2o@Rq6lw8V!qmw{gP9bAKInu<=y_>|lVENuFa4XPmJco?g*YIWy{-hM6TA>e
zdh7Z+#7#G-l|S!Pxrh1b@7-8Ud*xaokPXAZ(EZ9}k~Cugbw3}<ZS3Jw_7DQJx#9xX
zq21enzm_|g5G#h>W#9-3rbguW{o;~iPO8~oni%xDrvnT{?dSviUbo+r->;(Z@+3v+
zgR+KaP?Uij-=j>`R28t9!art=9OO{jXmS36GdD+9b}kINEQb<9;pL&fXPhhJZ&saU
zAs~n}RMg>LYes+*wjaJ8ymYR}QT!=*yB(Hp5&)1e!0!kgU<?v~L@c;gyP^#mliq+%
z#!PH~4mTG!MB=NLqYC`E=z%;oWxDd#er?Zzf99)}{`yU9WfBDJTOWRv^iutgtKT1=
z^cPAR;&<>Rd?M|Uh$wKtgR2k4nl~Itrs2oViH4`lp^WFz+Ow`S=dadE`pO8~12K14
z9`Qm-y5xYdH@YlfB5OjnXjbK=mL9o@LSTvVHWX|}j6n)aWT4rCPu4l~n#jBwe0i+f
zF+|6Ch!q0wRIUhaYzh9%i*3>P4~9%s;<0c8rmQ92Zv%BL_hEI@${(9jOhyTE#th%b
zAF|(5m#!B?J(XOB5IMXtzhBIME4Cm|B>pu}3kh*aU!q-GfDN1rumBKu6$5tYE`v=5
zEU=us+|5c3GYcodZW<CACPKWr4F6bv-8Ev(NCr!4YlOu496%3(Anr17kJk$#u>NvU
zc09qB?m?9t({!5q7XX&#tv+9%#1Jk82+A-ll1PywhLGbh3ywxja>I~gHvje904#U3
zp6FF+_*?^J-;9*9g}?g}ztUeH<m3Q8K;%G$<2!xPCzc$@Q$}f2RFNEiTI70s0fnR)
z4T1pc7rjeQm?!WehUiI2hafCS{Gi$9o3Y(&2CLzPs{`d3aopy&9X38{9(Ga?`lk^3
zzTo%e_&3{PR3HOpHqKReeuzixYauFF#PlL(ydu?wX-wJ8v~mymjAU(i>kl+StKWm0
zcSNmIXC1;Z7)=VmWveZJM}_jk4I+4dAoiH$eRvTnOAj>BBE)UKaaY6^qJRb~4`5T(
zz)J<Fq_^epfLcCQBrdD;z#|VIgt-{_#nGi5<0d2~Va*!W+lPO3r8FG-_jeu&EbBw%
zXUmQ{pXbTFG7yH)I;W9iB1)`T*MknZr^GdxMS~(d@fG<^bb<pcD>=Qtf@y>L15?2&
zV!!1rCPxHOVE`NiTY0CPOp%&$MTYNT&n^>gay3Shy!83}HO~M%h$^HECil@g^yGiN
z7O)3_O^SF%D_bLjGblml`n>lc_v<mt1$4-G98dH^zF(G;KHha*z<ApE7ZdmI2YX>2
z^ImQ@%d>Ygh41r2Y8;<!`M(*OX;{bMeec&&81~cD5&V&_c=c5Lr-%xLQOZs-djotg
zN~+o&y-}Wk-2&sqjCJzwpy>E>bu#x95<Qu5{oz1VL_ujuho&;tpcaiBxjI@l{G?W-
z<d7jV8JFatL8iKq>dJ<P$t4IN1OzLEH&(yI7=gp>pTkB{9Rq6dS*t7|Z<?<-!AnU<
zxQ2VmMA6=$L5lCeLTMrV;_!$!f6vS{JVPtyT~!Ku)*Zv%1hB!k>pn<9eoyGU@8}wp
zt#b2%7}2N)iR~^-OeYZFSLE+POVxn8!&=E*95ghv<R&A7lc3X+z_4LnhS+2<+DJ3F
zkn><5oC4<J;GnQ^XkYcg)c$Du1xUMzDXp@*=yDtIo_#T8PxA5=jp9R>QL&52&S8S1
z(l%c$+2;)D4&{a^o0N2-?a>z8M0A5(ni=_8d6bar#_`1DDSb}DiTmeNw+dQ4gwrX#
z8Ew_1WxLnlV&Q51-KB<=R`;thvoREHe*zb*uGtoGWk%2sj(cB>Fx<Dq1_TX<y&!Pu
zP*1i{$AdshfRkietYMpl%QNviPg6Kg@vUxU7)5BJ&c3o|Az~M8OYR;!v>zhb&Rncc
zVcDJ4n?XQ&7ZfP3N+-naQ(AN-jR2V^fRw!dY>RLWfbU!$cO6}<bwEy5A{+5{UlTL+
zeANw}a*X=&Y0P7tLYij+nK-nuSc5=FLfHk5S7ibG97l)rtxJTs>$P$q%<#+Xo}+sX
z2$Wx%j(O3|z&D8PChM4`ye^zp`TW%S{2NSv-M8%-&FPCSfRqTij-G7&tJu?L120#3
zH@F)mf46?!k*2cJ&eM?dUiyeTfZkOLNv}4zwsQUG@I%uq9rUhYUj1IOq~WHB2xJd}
zjU8Y`GCv{JC}KCh%(Ptkdqpdyk8`V3FWPfl>bAtAp>}mD4$`e>rA~LPAUATeah1O0
zqgcxd$THVNq&@2|5zh%Veprq#1vL2n<^hB%PA6QZV)*?>M|PI)C6l{;P@gU&AZ3&g
zrMv%r7C$Enx>kL<I=;aX$j>V5-|Hw7W(nM8O%WuS_S<{J>~X6}HCw2Zf=6^!PEOF$
zS)@<B(Ts35o?InB%!A+2Ge&NXw=mYwk5u`>-#ueaQJyr2ATp;v{4>D)Ttqh9g2lJF
z!U~+$C55F^Y+i?A8DK3;hl3cmju=<&@P#Bl9X7l+4aa{CXVa>RXq469uXzzN90G#r
zeg9zb<b-9#O(L@+Tg|5eK<2x{&G$DxdaR!}Go|op7h}0{g=#u2zi~A*-ejMU6FM=e
zoAbgMglD`3a>7g##VbS@Q$35YHY+dvVTUDHOPb(tabI$=z++nfL+6FvvJc}|B4SsX
zWctb_z)z=tZ&Fas)4sy_+}R{JMFg@_CZMmxZ*AUhr7egdGGR-#nHXDk^}TfI(Dn#9
z??&0L*|pA0Ty*888TENCIo@7dO&e~SVNo-jb2^;+k)bw6>y){^f_rn^;yvI_K1cwC
zSwCNjbZPna%qV2=0MPZ<qQ_ud>Dt>w02A8e!PAH<PtKY0y~q!Q<sdx|%mwpx(U7?U
zJos2E=s=DiE<k$~(U|*FtA;;`=Z>f*Ldp=T`34Y1JaF7ldlwi1sTCT=&|I*lzY<FB
zA(7fBP7%hTA#*l-?Uk&hNuX)%o3-BzE>;)WVXM0pfq9(uxbL&1>DqG(A;)^MNZK^>
z1Ff+LsDF{0;A1jkCfzZ;4*Td<_yDv-vue$2r8T00P*J9hDs*jeCs|oLn7`lirbXD#
z=NB^)!O(Q|{Dk(<1|5*s34Gp)Rm;V7zNs+wqKMXlJh~wiORF;4@;nqGzkmV+57LIE
zah<xhJ*fKBm{zRkBPG!v)V$2-%!TGkn(j=`B0whPt06@v#f0q;-n;211f|?9I`eGA
zJHw<|L?e6_)+{&rVjZz?L+Q~11}4NsV0CL6tvGbu=OeR?;WDvZhr_#_aDB8)pP5<W
z*B_H~S!-N1@A<J*Z<v})82K#5#xP1<J8+8fg1ZR-l`Ue9<yJI-6K=h+tZZVazk_Ki
zVi}gH+QB9!DyMu^6ADu(JhpON&wBVQRg|oHLVl$SV;!d>M_(nD`PGJ9u!DlLCW9>6
zy_iolx7A{NS2JWUrn6DHu-xlvbR_|Ra}Oq?L+V)S(6@YgII_{d{rY{S{T93v_??rj
zptmq(dP&9j`wMwnO8xL@(P<wzDSAa7Ol=cu0$XoiGZ?z?d@FJc$qa2Xi^cwI*A*>j
z>=J|4<)3mrSRc`J#aD9p>h(F&n9N8_v7TqluR0&nxv^+0YG-@9(_`hc^v&zB(pk~q
zsAv|&f5TAh>o-+2cX#DT&?Dcx0YW#gBW^mmsw9{;OCI?-9LPIS)Xkj?pR^+dj**Cn
zD%>~gH=%SuQ?(UZU*~dPb<(zl_^HbAM1(c{>o=_~TAo6Q^T!Uj!t%36%IWt!xay{D
z+Ie&0vyK6LvntCHO`6ufGx4&q6NCu{cn$Xa##|SC?#fQRr)f=LVN@|mfs3Qa!|%sD
zj<^C<gGn65upX=<tpL=t;|uyOnTqvn2Yn*0tL`Zv#yedqdKff*fb3m&d;ZW(Qvd0)
zh$AAJTN0SWA=5MyZV>_htSJgfbCPpFYwRye#umtgrz2KKh`z;pgvSRKD!8y{n{D=J
z%`Lct=iesU=4RW!wz=QEwY^@Oh+^G2l8-UIefgb=->_m@5kt&sSx}u+ou!!3sWz6X
z*3-5oe(epZA>M`4se0m(R}e2<dV?tp&p5QqaK9&ksyvg%9*{zO&0?)+Yjz5Yymn)D
zZR70o{AdMGZM@Ou^ioixx*NHlT=gQ|2FIR4gx+mh*vZh%brK7v*5tWhV<WDng4Ugi
z-x^1W=yu8m<=tAeU}Q@W1qUN`*b$IawhrNZ9j#W+wE5Dl>U<I%_@J6BDxm)}gIkpz
z0C^z1qffe!%7;*%7-qUaxH7P$z<i7PY7=TZ6pjQx)Pnzcdk2iW`wh9Z3)j`OJu_YX
zMq}^IyCmy8NucG)&&T#=yc|hNkmwESLzQvQaDn1IoC2YtN=~zq*3_D~eF#FcY&>$}
zU96lhhP@^gjKD&2N-GM2lc(F)c!+9Z3~yFM<7Ti|yxG!>n`5@Y2EVpZe&NjbMOs_c
zqZLeLSE_NdnsoL^Cs#Py*<(N6HhN_cAii^WnNNK)@Vm^@q8rBnR0u6{IK+0bEHDi+
zF^(%%QI#H#=lj@+hqhyICRi5(Y1?r^aU5T4-&qoHQ&~2YuAzbYe&)j<&jL$e@+4jo
z4)m^VIhmGue(7<pEzQ>mOF2J5I1`)$gq(sT3cW02!Yd?*%P7Uoyq4i-+;n(GDb5M^
zD23|I*Q&?-&|i%f{sWPtbV3fF%rUDL4ioVw)cK6uI`ctGX5A)daAXbMC$cQq^H*>s
zdCIe7s%vgHIhtY@US+4%79GC|{<OWR9Qx-2Y#FooD#Ndqr&b9K$E}>(K6)_^|MZA(
z4;B`-@<dx_0>E;{Qz>oj^dKFsi))cTec<3tJkWleC<C@mMZ+85(43$jwN{nx)q^&E
z<DzPfCkM}ggi+vFSF-5G5$I6Ga&xPlXRvX%DBHs40RT(*JGbTQ5?9$H^2R`(S{#Mh
z{S>_6b<-EAu|$+1rBmn8ZI;E5KO|H~0<h;052=KYPxERGP@9msDbv>8B8tsbpFwDK
z39v=^c2kwN8<t!1=}oa@T3=2J)tAXE=A_|*iz^GFn?<}f1zr^z@{}+(Ou5v4C5vZo
zja8Qso@wl1Z_zM7b@MmILC#s?KEGsAoRuceaz7K+b4!_%b@Zk0pFH|+tT(mucwHto
z9En`s+Lx6~-_c2pF*aL2d;}Xcxl}Q?gXilJOe*@_{dznIQ(@pI@BAdwS)-JoUkM%m
zO;K&p=u)QR!fynHP%n2t=@K`c39mq0DZBt;I*{yqcc5+V-hX+Wy#``4#$+H<wW;R8
z?Z6)ekcoJ$vDdI0vzyD(tiuO!(P5%#!I&PX$UNTYGxXDG^bpFzTTPE+eKnFBaj&NY
zn)&@cAdE;^mPIf=z9OEXt<(^xS$+2PGK?y5zQy8o1!p6h6a<v@-D2pE?9lM}0QN<2
z7{$@_S(FzvFh0Qvx{F>+g4p=aK_OmTObMnE<z7$$^<-3DZ2N@*#}q%LnA4o*w4AR9
zBAZIh**Q)LcE%y(JM?mf?new#hHp8DjjHmR*xNI&P2+r=`iOxFl&+wtU~b&zzI0f;
zM#&_=<b7%V8br-csS=!f(N`Ki_H5u*+@y1o?m~oGId;YSHmnhz?0sZSm{1cxPYTh!
zO}O})=j*Np#}XX2H*CAOl3~^4Zu(Qy<d&A&{k)33ydcGC^!6S_lZ+E`xfm{@z@4J}
zM_|S(L_YPzg0os4p8^R9fP$F6KBwNC&BP0q&o{pYom~H3AMkxzWM6hkLZ^W~*pb3Q
zE!1^bo(AL@*CacOg3oIZ+ZlGJrT4B<an$BVtpM%bwmVm|sLcA+zNJ(i<=?G|BuF*i
zj|;w{b`BQ-d&x%|K8z@*PC&mg+-`W28fynGv{=(`w1!A*EPlBQJA>+2oqFk6u6t~n
zO#6d3TnyF<ClWfHC?@b}0n4XrWQSd_igQ1fQJv)BoNAPfC*E6hz2;`i%ZKh@Z3nf0
z;WQ-&&Y|_p16KB>_C+=RR|qj;?}`qod&h6D1}kNkflV6A?(<ss4Ys>RVCV&lnCN2w
zg$kSO3cQxxo49#%$xa?v;zaHQ<vCi;0W+Rv>LJz*H%7ol8C(5&A2%%bHi7p|sdVm@
zJc5g4A>M!5{bMbWY2<GmnVi7E60RDo)##;mbTKIvStY;Kie{VTu?(WsqKEeG+a5o#
zh|;4#UiYpA@grf+jbW{@eh6g*B5;?2CIgO7r2yBJ+YK4UeWHp=u8%R-G_pER#2o&*
ziUd!H@E-kxl6FxiOwHdd19o|IWm}ptrl;s-wag35U)&Thtn6rjH8g<C(y4QmQ|+S>
z3x=$yu=I~*O`Xz*s^Ld&?M-HjN_uG=cix{2l>Cu?lbk_@Mc4>5;HOdx01y+YwOX{9
zzI0h;aywPL9@MZFp-%?$TNihSSr)Tho>0e@r<B93(Y>k?_+hb#d$z%_pT1}v@KgKS
z*E;6hzdsmNQquBS7tlaUt^Gn=zRp47op-$U`2zIU9V{X3*of4Ju017>wJ#?JaH&_|
z_XN~JN7@{Du_bIC%Qvki3KbNgDU6Zgu}Ha$bVwg>`?;zAje6@w*B>aZ$@Pj3)jHg}
z-t3y^CYpbNXhK%tfHF;g3oQeu+-i?$!`g1tASpV7ioxSAZqgHW{$To>nMRN8lLoKo
zhMYUnSE?mGrzYna8$pY>{^+>r>=wqmc&fL8>ucNi2;=lIX1n5g7Cqu$V@!(d_npYv
zxDbFDJ1Z!kex!w%lCwca)XeN4unidR8&jQ9*+`d(sY(tQ?NF|o^V6o?>qW|hQx6@Z
zkH8pS^y{f-130YEIUWK@L0M{dMKN@F%fV&CdrMHnj!`y|Q@QdT(vQ+k1pIlbzqOA7
zvef;)`awYuK>pb;(DRF6uFj3gk-9)CCq8w#?d3Goz6|SlHRm($EB=zF!*?l`wjtr6
zUzb?*^sbn6?2tZB`!-zQaED~6(jHYmuKNTwx)LSj&e~G9T@T9mI8_QJGhvF<C+Wi3
z=cg=r)U0kfWp3x~Pv@{IrZZ48uzm`woLH%}a3k@-Tl>YU=!EOGv<&=2#ECybU9N@o
zL355T*zriCBSL$Z{T6;p=Y5|YCB<22w4YvZ-tz?1S4NU&M2Is)i+{IbHgdwKu}UqZ
zC5b#)^&OwBW#(5TpbH(UY9MJPDeEH=DxYF;aumZT)lL!2Z&!&ZMdiX5)ii`Z1ul&M
z@nfmyL1(fSrmYs}l>&|=KBy=R#<WoHco2^f!;p!}nt~K^Xy_=wm)wZsrp-O6l|~Ml
zPa9^>;18hCa0)mGRgVqs-MnG^)C>MVQ`WHRk3;B>GrVsr@b3e2{7k>JJ^oay*2jzw
z(=Po2C%F5QpMNPhXxC49;D3Xj^)n-xiIZMsHnN-vN>W%eGXKR58#UbzCx)V}Qdpcw
zJ9*3QY>I)QGp7$~y&K19dL7iO0qlJJ8g@xRBY0hxTh+@EFk2`yTAjiJf8ZFXvS|z}
zJP4k_m~mY0aIb#9K5LQ5@uODEsgzTtHgY3cHq3p4%a_~GUM}a{BL@$7jo*mMR_Nu&
z^C7Gst2VarCl+kMPA|QBj5h%VT7n&a{Q6<dJL}74Fo9eT1W>~Hq0mSaif1Vr88)co
zXC|FL_i`TJh?w>PDp|@#eo4=Rbk~%Bp+iZl4eeU3!yhS0`q!jduQ?&3sO=${|5W=L
z!-*L5=eyTKiNSO#k!Vp7iMjwawyt&w>x<f$a!)KK!s8lrY8N8N4{)Y<GL&S2J#&Xh
zwKzT3G8&*(;<DsH%4Af82=Je-u~eBoF}jDtp|(MX`HIg1EQ0eoSjS1YrUQfd^x7Q1
zKflW5n6f*HM-8Kjp&4nR{aVoJM6!d6FF{>estXb%hgJ!Vn*^H?3Q71l9D1^*4dqsd
zD^(D2jG?M(;m@=xtJGBEET+>1aoiBq391%Wn$`QiULNV6*KFV8YAp+iS_C%nuaCbz
z;-&OI(w@>mPrs{XCr*&uzwc*SGu8c;K*oe{rPd8hHE3>)XPmEH9xh<WO<xXszLb6O
z5v6Y_2hzvUzoO*TAkJ`lQXShE!4vb0@$W$3VvN01+}0BKexWTMwikJ+V|Qea2z1bO
z-eo{PXu4<O$T!euzj81`$kaLx(3a3c^TpFX@$n=$B&W}3df2UX{qm152=GLuDY3m;
z-|FVc#USI3_w~{B>2yAeu>h9cC;r7Y5yi`I>sNU~qKe?(t!WBW*i-GBk+GCIte!jm
zr;mrKFsoW=Yl`}=fctvYX$wci<R&7+4%uK;Z+>o)O9+MThlP$io4IzHxT_?ik<a%m
zCAXXl%F2wC&Jlq;ae$Y!`&CQIO&5ISNZXThA!~upD117);<Y-uFB(X(*ru*nBoLT-
zE1dA#0RIOp_)i@rpx`$YHY)=(V{`Qvrvg)k%U_Aky{0s!=VP`H@DU{dJujfjxfT~J
zo*!Cbc|SjI2>9?#H>-AKap+fwH<6+!Oe^=lgr1-jnGKEc<(F4*@cM!S`ge=eWRS)=
zAz>(1Vjg{g*C-}#(1()02)x|g<C{Z(7mLx6EloBg%IW_x!=M7v9roGbw5+4)dXbns
zP4h^aM8@huu@#yR!KYGZc@p&@dBsQ(r`i0DbI_J7-eXH^5_^PLY<WVI+bQMgrV$wy
zukQ0JP3kX})^;e8?=Osh?!ftW3I%5v!e>t<INoB+oVLpuh4%p((Lg)Dzte^3rfmW*
zg|VX;xe<e(@}uSJ;r!KcJF9ZO2fI;*cAvhiN;@>-XI7y4MM%g(nzG@{usJJgqASkr
z@iQ6cOFt~jKM0*bMoQVzVTC_PjhWd2-~2NB$u4!|I8jKUn~5BA(gNJ;cfne9IvpH_
z_NcCeYO8zvcr$0T;h<Oi)Rg3L!T+9&D}u<B2-38)n;bdvBT4$;>C)eGs0w@t$Zu#-
zGBqm7nlH(+thh)vIIAgh^rX>h+6wEE@PF51)Y_RS&WB_-P@$p$jt4WP6;v&gtkiNo
zKDnGF$-Sw-yXjtA2lVt7!iiv_t9Wa`=rJ|@YQEev8MNQy3n<`+02s!W86CMob&m8=
z#mpHF(v+$6a)_-KO4m3_j2pIZeJXU`NqUSFQZBfD28n_}X?!D?q-oVQL|G>MCaHVg
z<rY3B7!fr^(e9FWy)m+23?gFO_~wMkQ)JGUd}mYRADb$|q!nNpArP;(%Ph8#$p-Wz
zfLu#s-?W?jc?ELRXS>vv4SPW|FO$QrBb1x<;;z4t+8uV+HW8n%>1noLOD;2FP-aGv
znSHA|y0L>IpkX`ALdKQCMm$or7Vu&Dd>mDZ&fUjt_23#T<8faagBI$@vihxdoV7(Z
zpX5*?grsNR3IF{yIeqRDcp<bHAbVS^JaOk<1r#b-n`XUrI%@~@^Ayim=j&AS{VNtt
z6S(_@VHk|Qe~3<5(q@RXei7llj)4y~TDh(p#)tiztx$~(U{i)9->(BsL=Uyh{P+T$
zwywv|oZYZ*<exTSST+eXsFuncLCkUM<)nS-Nedw%fAu6b+$Hz;#<8#g-;Sc~+`+D(
z;)^Q|{`K@IB9z&5U>DkTril%_D6^MdT1uE+G_&r|14D`f59X6S-1XM{Q*IC?+9W@7
z#}w3=LSi5Aw>0VdpMQ&z-iE!Kt1j-UczLb;(ix5CsI2I_zqxyEhUd0P7+&W%s|moe
zwBNxs=0&>S-1J)t=-WFHsf=$lwqwoat3aBrpqU2l5UMx5y3nqGk|rNWPX4BJywrPo
zV{wGHNXy)sk5wA_0ejP5=`=<ktA%`*(rO`G7y=S@9PiJ%`z@2_45;VQ2v1)94eC(2
z)u>PNp!%xbG}ltQG0H@6H9fXu*|aUr-di;h#fM=3u5thMb%{pRyBv+&RPEEx@!x|@
z<$#~d5Xxg;vD1|LVN+LgCc^x-AY41L!N^gEhe*sS4392Gsvyxhbbr6@L{s0)8}rj<
zX-~%~U0HTl{#Z5o>(5{7pn!PaAE4!g_By<|?AytB!jh;$n3%QY-ey(eFjD0BOLwX#
znXaRU$*<F>6IV+5&RoHx8XeS4eMoeku*GHz`3v<s{B+DLo(m07JYhZd&B||--o>|U
zAo%f+NzHnW5Nk;Ef=M_TIEh2-CA;i}@rS{-qI%GvN<RR5Tx&Pf<POy?AAOBC!W*tP
zH>15Yxzr!#EsiV%3uBFD2?T0q7hBA`!u?ROqL$%RTNQuT>Un`*^w5tnG1*bZ$?u~p
z6<GoQ&Kv)@1^>{k1Yj25(d0P+hORniz-4Tq9vR5oUDwgDQb(7p(N3**K%r0+fTV?|
z#IJTm7q{rPE%5{PgKj(BE2qUR;jJ=M=CuVZC+&se^`V_PH|5+PE3x)?g&ILd;{$^B
zSAL!kXN1RxJ4pawShpJ&f({!97>`1=NC>Jbx+ZnN{nL#hGa7zgozFTqI<P{YxF3H+
zGnaU1+A1^g03_`h2$sY|m=C`q1f<?qwog}Hqp>c=GL%wD1>%YEu{_Va#pr$nj2xW%
z+fiRoBwK0udQI`<k>W-@Y`ryI_y`pI@fa#tj1JHj%c)ek0igKBddyRY=%5D>o+i<g
z?cAUwd>fsyYKl4jg&*yT?^_?!v@7PM91EM9b8oz!wDw7puw~lgd-HVRR{5~_)g^p2
zBVm7jOsCJ4ERyFy4j75)N?$|sUN~{DqN4oy<ql7LLELC5NwS0~)8rTl%KszjJeC{R
zfhhVxS}=+fm&`c_k=!xoob~k&p64o!r)<lX$j0q+fkxw6ra1i;hxaJVT5H7C*6CNx
zSwO6?`ud>PW>(;8)0g|uU$winmHR^Fji7qJaig7w?`d@9p8md9<@PxI5H>=@+@vkh
zD-M(QB;)eh^j9y8)$<b}a@@HXowR9W7v&iKiX&(!M5v@WS2%x_E!kylUs8CZHj~23
zn_w6eN)rV5)(*Y$`U}3k+|eg9Nu#;>D>F;lyip4}kMzk(n-ZLJE)!uu6diz_^?sQT
zypz_hi5;Vm1Kd#lGN18&w1@fXh{Z5M%xCeEtGx3#Xye%L6MSq(k>Cpd#MR##D`ZjD
z*k19H4D(ChOK6fI2pTN`3jmhzXX9rTZ*l+|blTEQ`K$g)fy&q^lB2eZY}yS9f*YR+
zs4smCnhqP7FQXe`opa7j!zZqFWmfR7o|$j)+gknuhRTO*+a~ABLO*WY>ka-g)~(vc
z?KS?Yw>V?(K6H{NxtKS`x-3@OpX2Eg{*%{_{EnTL_Z_jw1s^+%jnv>P5$v^c+mwro
zgSVH0U8opZ@vQq+1%}wsxY;$M$;zkFM`<#wbGI|VJ+V;x=G0jRBHfWMW0SWF%~);T
zq<_a<T?i&)xl~HPlQci)b>GACGRMUSxsVs;A;r#xKH}7k#Mx5i#-VU$eyugQ>4D_f
zMyRo<uhW6wCO6-v^0N~zv<d0&kvOgzs~&?|_9RO<;R8*TcGA4?!jkRU#{VXy&9QxX
zNxJ6T3gzWXED$H)5DAIZ_A^z79>Vorqvup?Z@A(APDeU~>wqg1yf4mkZrEf{0)oQG
z7o4C*h<6@qUdzF1&6}3k0uGgH{3OT%-A{EZDFi{@A_>v&^`iqxNcq%DhGIBKq<s_D
zcOS=@m5X45C)nJk+&+VjpODL35wl6&4*#8>9IX%pC3g)MPl$Rno1wKitbfNoMBwW1
zT^u63Aa*jo!G-Jay*~6Gk#MiPj@k9=Trx|4kyO5zY;zX*vrH9z&;;~b6g``M)FMUt
z>p5c7oG`=`9+yTO+wY`r@j(tFchDO+r3k^LloSFZD|nN+DJk*D)&1s>%Ko6P0@pmT
ze+9I}mOo4ov6kjDMzEph?D+F!5<U5-<#m9me-FH!tRU$Es`StWeAqzYwU5PI<77AT
zW7fg4-31hFKjnV&$aM%1;PIJtHb*D(<H!G<n;3a=3^}r;URa3jxVZ*t`aEc15BsVj
z_M!xHT0pPwn!QEZe5O0z7vk6Pzy7oc|K$145B6PXew*bOLFIvE7aS)XW`=<O1;zEx
z_46J7*xcp{b9(>P!uV|E>&j^;W=EI)f%xV8H`l9R(a-;|{gSqOZyRm)6B5|ZbLDUl
z+e=E{`{K_Kx4e9-3S{EG`9kuS$<e{DdZzjry(6sZL!1xJe{;V6R$MhD(|fH(=Q7Mk
zKx_ehF~r+od)c;_C+hQ`i9EZb314|qy!CY<WFExGrHrFnF1)*RzG`>Zjuni@xmL!!
zc`B0cC=`P$?m!BlC1v&%k0*c(lZ3d1tjm`IgV}gj6q0NnRkO<J)fa1Sk81d}zI`t(
zj=zt#S&47jM)XafD*%hl7d(8IzpWbhUK=)8`gP94$kjJp|0Fv(1ABqM2nC;;#FJgW
zXEIadGP7-e1l!N?SK{gm$SGPzer{qZAzICI8W-JSoP?pT938<E*#x=`%MPl}VOpbn
z!ze;UH@*td%Fr@%WYX6BjnOw^DkwpcUJSfgP=8*jk!gJfNjfZ6Sot;f-|MI~jYN6Y
z(Fd9BW;Q|hwQPSQ^wR$t1>gh)#o;+oc1YDDu=Z7^vek4Ir!xgY5Om+J*Pyk5k=V!c
zS0FC5QX2rM-ht`|=Q@6VAU6$ODB6#hTgJDc?T$mZUf&KRbW|r0eHAy<+ljxxS+%rv
zW81ThEV%=ArD^)Qz8JS3OqDFHQ@a5T*GO;!@(tdjkfUKV*U6+@qI1{$RIS6S|8c2X
z{nc7|nB53GouoJ;i*`Kv_XhEs?2RD@{GeDEzw5-WH!X;7PhozDX47?ga`<VE_Tc0d
zxvSR)2w2)?O@tfaZUu^4V_&blJ(OP7h^^qPd>d9|G7hUU&(~$2ug%_=FeTrfDMOfY
zyIIZ5)mK4MaZb(Y1a+=?V!YG)4F(5BHbCNL7%x0I6`c<FEAghW{vE%^^SUN<@d)bS
zTj<1rFm-b01MMXHv;AahN)&^}1w}<9R{t)-Xcs$=78$sG4f}zW=evi(44S75(|`YZ
zxDhIG)Qbb~C(_YKrw%NwU&nDg<dhJWo#M45&q77)?o4x!7PJh~X{5ZkTMCsBt;X^-
zM7J)t>|c%M{0S)&S#R|BlhB2Be`xmGR3QSw+75m)c>{2D(~=x+<HCb12$m?+QHZza
zrX}w3OFq>ga`#K@CScFF@Wu4^Dajt5*J4LH**7>knt$Jc=ZoFuxs2z1Ni9wF?63aW
z6i_?(NnW3^Wh1Y~D~stdE20H<;mY<7mXO{*B<AU^_O2-#{Yo4Tep+lXyR|@iSP5hR
zRb$uPC=GvP)E98(w%{RJ^Lca=-3W9N^cOqKY?Jq4!G?6Q`bl*~hCSq?a(@iL$wK?F
z-H+>b$akvy&vvK%mH53S;pQ-ou#<-lNLcy8wepptTL0_ek60A}9U_9m0S}C8<@X`A
zT1`m(#yQyxIdV&UR-10|!)31QU7wSOc%En&tKn-osfO2^^c;$My-@T6m1$}RloV3J
z+0Ypc0k%UH9)P;))bMEsW(O^;n0o%zz~%^hrdq!Zbt?+AhyYlgmtHV73QX%Y=+v4(
zOo@K=z}JYj0Rwp8s*+4$E@<8B%YKNQc)>i$2T1OHx6w;JJC<o!dqSx4fOje|elzQO
z6Ew}RecEKxKWv9T4bNN&&~-jSBoWSeskm;pWQ-|M5k|b;u}c%A!^uic8yl@x0B@RC
zyilFn(d#hAd!X=+WqLPcXl|x-h^5MbClksP6wAgOAGu@YkA60kBr@*|!N2QuiOLs@
z!chbxSL|&k6-d{`g|{TXr^Re}2hO>)Oxq$I;@u08zZxPMP<B4Z&9pX+TWuQs13&e*
z(0iGfM3Sjj-+1Eza6+|Hdw!4JMpx|k<{LiZO~(?<+H!8FjLB`cY=xX9A(sUq%|s-N
zqCwj6tyrw;G=`@Xx3Db@rh*8#=t-SaE^<^Q++I~4l!WZZz4z){d1<5B1wtIRb~Jpz
zGo4lu0wfgL*-5_CXr2z>guNk?I8fhZE<t9fq>$7<-<Q+1GTUwuigCyw?y~O;O)4=A
zibA5MIrC+-M_yHjtIF>EZEJ9)yI|}gSy4EFs7y`7Q}LSP^6@{@+naLX<<%h1bz8W|
zyFXuPMWEg5nh&0}Yqbxq1A(s$u`z4N7QAGCUvjG69$_gRPs0ELkR?Sg?&q+LVwhN8
z3G`I+Nn80zdlej0VOWPAr8!21u1tnGgF83D!n^Rm^A8S1-#M)^UQ;_oVFQh1!t}u8
zuii3Pw4=c5U`2a7+D^TRUa!Vl1ixG?kA_?Zl)Trw6d-5)t4~20Nycm*^%?b7h_zf7
zYA93`oqq&Gyh?WVKJZY%y4;Pv>hMT>Oh?TJYrGmt4>UM1fIVCjv%O2)6OERBw2Oni
z6vQrMGt*zg^3p!|9;c^HWhDSx#R?yoaFcTmo~h9U1tSf0Ny3Hx)_RdV+Rr!L4{UxG
zquo@2cg=jnT1}@q`k?E)6&J~sW}CaRSzEEX@@-}hqfkReIT#@NFqAysA5bYZXjrut
zW(_IqNK@_YD{b^x%U>&zF@}wu+Ke?wv}2tJLb3^!u~m*~?8a*GchI~b;SJ|w+Tgmt
z{l#|^J-U=VhQRt2zqRp+OUL5HkP+i0eNO$ycGILf&=xO}3s?fT1=^7Etv<}oyx+Ow
zYUuc~nm1Hj!X>tF3T=YL@XGF*?Wx|=E(<-6NQG46>rMS!JPXJd@a<AY&uU`Y@l|n>
z?m3SXi&1jL`wLpg%rP9s$!J}-Md2*o<AF0f=i=i_uI#^4xi@jGNK&Fv<I?GnN519W
z<TksAsX_}K|2MJPpg4YIWZ26*{uIFYzkYo9Ztjvz1C7h_6gUhPcq=>#8H}OgUmzuf
zB%hu5u!PeTZeR0NS9O0UD)qDK%8fj;*(m>p_YnI5lC|3NI(y`o!sJcJD1qbQ`hm^@
za(sc2|Hba0w+e>8j{SUT^W-DC7jx>2ks(bC6^&ajl4b4V#Q-}%#J`GFcnemDmkbk}
zEfLa)j#JJZeisif7eI-C#ogWkdH(f&^0D}>Gu?n!<S)Hn3reTfop=#*`Sf2ph%eUs
zfZWo<)0v>{-1TwUejxo<chSh{YAzFb)$*4#`#Rm_n_*C2ncdi6l7XL93B?r^IMXsA
zp)W(9;nDLr_M4Y1DTEElzu|s&=y9mU7$%hXS7!n3ZhHjV$eO-8Ro_%+MZ0=+$F25k
zO11TY5N7-1uug`Pf%Wq|jCJ-~=6drpjO;t)>KDYdS=yFjTf^EGRQet)MlFN!(m!MY
zSxd)CipX6!>p>*yQ#JVhol+m>Z@z=RyV!jAZv&xft1iGBF+xgg<)xJ({KGUjCkts=
z?~sRi?ZIVj55I}%pIz-To9Vf<fxb&kYI${8H59*Rbh-siaAzJ6w$N?yt|sHT7OJA^
z&7hHpJPLSEmRKn@*{?20R$K-mHZHiC!Fw{;l!Y^f!Kkq+0l|Zj?D2Q$T}DT>32pt=
ziUT-(KMFz<-Vevc9uw%OX65obeLiGZ-B-Yc3{V-G_bz*E^Z3pD)s^_!;d%Y!JXO_B
zlZ<jl*BmbnLJAr~r5^g*Q$2Ue=GFL?sX;B31s5?zI8k&;_Gp4`D{-8wAH?5!elkg|
zeRU@IfSrPAQ5#)^3N3B>zU}|^6XRt$>A-_tv+2H|GLlbJIP#y%?pd$^=>a!R737(G
z)!mkV0vq1s<E_!!{ir`mL*&GB9FHrKc`56%Q2SOh^X#&$c4FdRQ@InI5<qnHCi1hP
zXFr(>uRG&^-9Uy{rHPU|3$|A%08I_h(LkmB#m0K*q-g8ujq_scFnY%fY??+;cS`aD
z28GVF2&t;-tr)8u&Jk%jqTUL}#7;&eM9Cqa5H@KCLch^{j)^)ON=^2+%U&A$3Zxtr
z&kw^<qU>}0d^Zj)!eucw1oaAG#~KP|XvLqac(;&wfAcgqj^`CjSC>-V(WfzlgHsM*
zJ{;ig^;+hb>kVis3&na$d?62SsCXBAFHe*}E3;8kX6?9q7gw>rN^tPYe#Re98j`o8
z@@ZWlmQdeDkYC<F<&T0aFG)Fj5$HZyDLdyZ3lm3Yoxa4fpKIi3iwaHU_GX{+W8iPW
zNdW#hCi2}d|GW>wIZ~1+!|kj>b=j0H9t-#T+(X=%ySw;}7B&;19`C`2*`EI7fmb|V
z_NPa<c+~j(&{Y4)m7+eV`zWn+mzuw#^CRlcw*=`)QipK<{<iLu(RZje+~8D8GcEL&
z>As^-CWNCUXIG3sTaP+Lvv&L2)8?6E=Y)0~O5gN&36A0kjNS4LW9YoH1-xDfyLMo&
z(n7)o<pfd01*5@MA{(1F#cXfSQ;W2UPOdYxa`mi?IXTvtNOLAQsf*E@AH7#>VBc+9
z_zRo^%g$|8A76;S%zEY=P*Qe9ik8}sFaAJKfu1ijO|7!c>vg|T)b#X_^~D?&l4_1k
zJu$?qa9rA5k!boiAAZY~V@l(rFjFexhD!mOneh)hwnP~u`}g{)x2+0xq$j$VwaR1n
zf9G7U2x>)}2n_Vsj*I~qkb%rlwLG<&Bi;e*sYdV(kU~nK_$5;AI{?NaHOo&9`Dy#T
zHBmv#2Y*CW)~RK9vqq@i$3lb5Zvod|!oKE5$a%jtqK2bjOAqqRKps7zVOCwX+JkWG
z2wC{--JFULr&Z9#&`e@*XJH-}@5!i9r=!52rq42U#j=;DizD;bWamqLxDnp89GJDS
zEDd4&>;PCCDR=Y^1{tO1RoP${Igh0+3QNukjL3X2X88%Zl)VdoSj}G|!0EN=I9j-C
zornBINc895I$@;g$>b;c(Tol;EqR8b$?p?tdo{_ds|N0f*0RRLfY>WuQA;t}`qrnI
zEdG3z()aOw$!zJ1<eh%@9mwa6{IVQOdGt-=E>akN&ir{5-w-x?c;Nb<QvYpha7mIR
z(!xiXdHS%Id7LLsVAwcm36*UBSQZjV41!G^Elmd?tkmm90dbY>-uY46=Lubp&>%@I
z!>RGoPypppW$ThIk)M|deL`EKda3#FHY8;pk>nHE`hw%vvdYq%6Y&+DabtDNL8R&?
zAiCB^1h_OTJ_;VOQ;d1f7Ty0?%0m%?iinyO|5&%M>7-f}yRzl2S|m5Vzw+=z0SvL<
zh9RxkVH68E%W7NsqJ-Mze7{%0Kd<h+g;6R8qRRUA7DZU|HH;4z!)Ej|)(Mz9KfRf=
zTE$P_27E2>Y=LR{?-SV*e`*{#KZq7`zJZ-)p5y)X1(-UA?V{z3Amw#dC|NrHieTDM
z52!;Qhc*$qVaj;V9BCZxGvA<&I)3YV`9`3>`NzK+E$4f08ViN#-#%jTeQ3vx9{7vg
z0rOO>kTmsvv>#VT;q-6+0EdShovsCk|C%Xa*X-|n<d?auE6L!Wuci;JuYJk<xTDTf
z;I?6b)9y_jUj>2^w+}_#_i>iNm)2QH!f>F|qU`;^fZ+glWYA|EON7|Jkr{%Kbz*A>
z`19Xq)B^t^(HTw%_#X_z=L402hM)X_?J!v&@F9@uZ=<9PlYck<DO$CC;qNZKO;J)j
z%Dz>BnQbGwjOsP<_URK;tIEgp+r*ou>5sBa)o5`~HVU=sf-8vQ6GamJAPqXwk26!`
z;vAUQOId~JCpib8St3)_7bijF-5ETL7v^=yHG+z~Pa{D@loHH2f9)p%`RVLRu=OIm
ztIg-HaTE&Nmn-$*Vwpa-IQ&w-SMY>49X7l#i!b8#6yDIKQIzABkk#NgFy`1lrqM0b
zt_yF>%4~!4$iH4%Z*vx%E+~*!F4Y-J|MXjb2K#B92_+(ck}m7A;qsEg1zey}e$f3)
z{eUXl_mYT**S}qU)8uQE(;)fh>tnz#aw|j&V3-l7RJWRJVNS$e@%*=#4Es6~uj*Z<
zF33KArsW$M-|Y+CPwdI*3=?HLpsyFmnAR2P(x+_O7TP|>c%rF#7iYR!2td~JQ426K
z3mk9_DqjC;{cQL8MlX$TVor&<HgvkZIYU-O>Fv8m$M71^X{@JZ&qMcW-(qL~Y0tJ(
zf(L^k9^CHlJA9B~KEB5NX<@uqV8o<9+j}tUrIJ0i?nrcLrw7vw)~CNJ9Fo(Eis5%f
zzB`YW8T_<+%zF<C8zb((HRc!4%U_*ZY~KTc6UDEJU%%TQD$0(8fW>j?8!4S{XVuUN
zHB4;HM^133)|*OX%+G`~$c>xtXDZx_f2FsMwOFEld^FyVPo3VmH|6Ag<&S{9{7pIb
zM_<)ze-7tr9h~?iLr?$hdu-%Nc6f*X7%wNMVmlurG-UBmVPpjpam?=x4}9C9|L$S*
zfuOn_e>1F^GLbML<T)e?!EYQ%63clkH>Nbw#L#2HFr<W&mwaDG?b8io)9eW2BT9`?
zW@3@9%(`OZnfd;{ricmlpxsFUhUassU;&`CZ$<E)hFkP@xV+cB*UzvOz6~C?VJhJ^
zDQflujZO`*n~m@oJ;K-Dq5OWO;QC(f9(0+@y>`NVEz6b`2d{mg4=1s)q-92li<ro$
zcBe|BpslZ{w&sYQe)>x$9b6{F=dUUNQ-ZU;=g%q{mX~o|XZHT7{dUZ`vxbvU`P2FA
z!7Z7}eU8cmM3=(m-`)){yoW)Diw{s2GhN2uJr^ta+90<_fgHvF-emRy{<xdflb9&i
zwOvt0#J|U3AjiM;i3Z-anA6^6OOb!4gy#nqQOy;V?ejdZJIVFor{L6!(2Dv!z0g)y
z$zWtZa-kJIxc2NzVIYRLiV%#&YS*%_E&ITp-{+eBe$m%^khS>bGWm_Ra9(avz9Z*K
z?&CMLcq2z@;{KgAQn;x9xOrdrhQKrS>_;eV&Zy~n4>KFK4+jRaz1k^ZY+vA5%fC>v
zXKMzCxs8z<CLiQPY&Jxpm|%TAkk#(JWJW^^f1fWc7`bE36~pQ%&vt>&PyD77Jjje~
zBwu><G@1Oh5-i3NYqhV-bZ9e-{keAGOMV4z<;wt8*&d8iA870`A!rW-#-h7fNLKCc
z-jrCngiV<En@tD&1o0Q^14lD|H5q^Vn*Y{cUZ$#P5A8M~!1FS%e)IMIYVr1sKXStb
z6e4<$Dt_06*lS}x-#5Ci3EcPV)^|i5=8ObFkP=U*n+s?Bl2}3G+z|A!Uu*7b7tD&Y
zrNIN(H0;n7Xfi`z)4lA$VYK{S<=Bqq)~kliBSs4G!<HlfVby^L^4n6MA9|$i+j8vr
zDS{0Lkf2bM;C6^$--|Jfy)HAXUHTVo{#3c0{@N@jTVkmz$r?CB-ONu|NfRXD0mpYf
zLnkCVE8#p}qjsx$HM!d-`h8Ou9m1!On?R;#LmBL3(PrNMcKa1ojI`XaA-PH9RQ@1^
z&{ZtoeqQ3{p03#CXSLd`*^y$@I8zX)2gud0W?SVaF^9{-93(F!K=!)KT@Vz`j2WSN
z3nJVtcuDMBL)t_zl+WM$hf(6+`UtX6B?tHiWZDc3&*HC77Q_6NCa_1C?gYR9AWRSc
zd>z*5A`yDGdAgOw8E#-~$lZJFfQk4`pL?QF?M<1`kerKFI^La!0gUIz6`3;0ZKA{t
z2DVAQgzs|K+q2`p5-RXD<81k;)qkr)r1ndv2+}5m3L>i6M?}M!tOg%c=)Nw|iVb>N
z^j&3tFm^vH;20%pk)Gxk!(CWjh+Y4?pr&F3mloMn>;FWk#}ToEX~)?}!5<XuVv@MX
zcS=8YO%G1B`9#BxQ&5%aF#Y0zKb7e1mv&i{;NqoDO3J-bsi>lxYrhLFxj4?++KR|A
z^O$u@RBzIL^5tpmYfL^tDU`4zVta09ljdRqk(=WbsB<9;>?T|G0iwH8hL}wPw<#p9
zhVm6|dy;B?3-Q`1S1ea#LI0hhzJ0;HYVPb{Xj%sZ5J>p&1zFCJ5MO4P>YXh?VSa<)
z&HB9zRE~8&pKV$JC~Fs~^bgejDCK&+_PT9RDcMEftI{z1JA#c~+;K+#`eq?77^}ht
zdkYo^JakTdJ{Jmq2lU)hn&SP(a8OvT$)gZr^ops^)PEm$lC&UD^mb3o5$-_d`u>D|
zDtyQ>Ef6aWTO+<&f8%jc<fdFwpQBzI1<b&5yFsV=6|bHEoF0_k)t+a23cBKcOr#TT
z<~cLf^F<al|3Un3y(C+j!Os7CF%<6PctdIq(hNDz<HDV%*V!!Sm+RPd@f&fya!{SS
z<d*JWmQ03cT7MR!v-TU8^pk0^oc1OX#Hk<tt;;3UU;Q@rMe|Yl$$-E3Sd7N{!b=SO
z@vNk0we|ayhUX(LziT)KjV6|Em!*O0D_JFkd+s~hj-vfBAV07b&^AlgQ!Yw_<&LT(
z8I<WNt(#1D6vBu?n#~Y_;l)wD+Ky`fpJnp-=&~kq^(Aw_VrhnkY&u7AR^tQh6}fm5
z=}V+>ys-TB3z9~BJNox70T9TFxg@XYjzfYDXfT?-Bp;nI`4r)Hb*nnf`N|b>s{`oy
ztBLq-_uuw;yDFCY>1~6z=XdHP)Josp2UR@p2kxPtr<oLQ5H69I2%pBj?SJQw*?lQ-
zhpgdv&d_Xk(-^(&g4emLCnHzK1bN2U{M}W&%NMRPPwYc1T()d43;p6AoW9q6no&aw
zMf;aev^9L(YXCSwL<7_Ex9-vJPz5)<Q>ZcoegVF)0r=Rt{LQNI1>Sf=HRk1clfc;D
zX<26W+fT`fO8MWsMc*K4y+SW4dEuWAPM(lK0=%MSon3<DxRTvp-lIWy^+%|T{WvZZ
z!@@Mp$%+t9R4r(mr2~j&2RG&6A1@>BHC>O>XlUiXC~f$@U1uhJE7zRMClJ(xL*&kR
z*0!hT8|xlt|4KKrS-z=hI8+f%)NWr9ZNvt;0)Hwusr|}bgWZ@-d9@+S58^oc;(GyX
z3NOicrr$OUNW30g-hsu3MPH7_GKFD(`_up-KXVIDH-{aelA_9duSFiQPlRo(5#A+?
z)jn478O`c->}$#)Mi_ibjFZ1Yorvpl?aS`WAj-&nCv1-X_jQoic_snF?36j=!fEC>
zAp|`w3`NNnc>9y2%Aib7d&Mi^Grt*^VHo{ykMo(<jj;y58TG!su5ME#x-My~>h3iz
z!+(*);ODr4#R~Nb{u=mq=T0A64^$u*4kI|cYk$V?m!)kv)Xmxz>><K{&sm2|;Afk~
zXI|c<IfFWU0IIdT_}c*R`gb5*+d)huXDr;{A;U;+r724h%G*)RlZ}|N6VqT68tC1d
zUZAH$Ksqsttd8s~=E5{T>}7;Bg^`gXdpsp2=r)mjYhwj`p{MI0b9jjKB2J53h0fS3
zZwOpAq<LbxFUm3qEQ_P*A2q?1M98Ip^I3ChaU;*4P{iiIU7GhYCC5f-A5E|;{wFOg
z@a|py!r+DWPy$zxrs$Mrr)Tzdsc<VkNXNKIvo_N^c;Z&;g8;J1?v+GFXW|#LM~?0B
zup#=pYoC7;!3yON4}poV!z6W+kfH6b-;Z@xVTeX>wB`nj<&{vSCnnsvu3Z$cTXmB&
zrI=o({5cF2i`SGMPd?$jg);A7_zk0!OEOd9S!dB58;^84%kM;dALQ=;-aMv+85$c~
zDBNx}tC<vSU*k>t^AI=jzd3?cSP-@X9>$`radhdjyFOK5?3Jq*%iE+jjd7L0Expd+
z8BS01x|#S~CzNJ<!=Ib{%a?=pwQSvr7CH8t*_~Xudu$r@kwqD}K;VH75max>WP_H|
z)=(_LGt_|YkX&NclbUvKD)D1b^ta!?L<kismUa`2IrB1a_;LA*e2ig`qhL$~#K}B)
z>NZXpZ#hfO1lda@GrFV0H@Q{&`(CO}2M{w&`HXGJVz$#|0)H`lqzIv90GhHz-=yWC
z92jy)A^n{@NonG8^rpJcDj5HMAc!2$d*Su5FsWh8)B^Urgo-)*f>aVmHT+wwlJ_Aj
zV9ua(NF6l~H#t9K90lxee}Z8H-nhS$nbM!eFIL1;6^961J?f>E%I+r0pRr9+FT2HG
z$5B?`0=PT`kN?Pwd6ha)ORjcuU!9O;iM|g_NN#Vqga^|zw{dY~FZ|TYih~9672?o<
zF2jA^uQP>co9^URctNW59*p(SJvZ2)#d>5<{rrqqu~u`gPC>_4CuG4%`^#Bitob<N
zPW-zx6QOes{weBQm~N8;@G@xonvW`rA6!R_-TN~QGy1PKflH9@L!G!UNLLOE@z?28
z_BxzlUR4a)-ljK12Kp(+@o%2$_xo{r4IhIDHT|nbGwg-HjWiB8!}$hOXVw`Ld9X0P
zUq#%3nIVq0fCG0wnf?l3#Ux0~7PZk?p9g)_ayxhDMTY79?!BMJbJ&B>v-X-u+N=_8
z@gKzO;aEYfrJ@pzNgq=RtOexO`1Hn%>+fUnMGE?1+PnD>KKuz*Ut$PlOAJZX;AafB
zsrLEyV>UG2Iz@w&OUpT&;Q2;mJxNZTF)DEgA+QM$Qa2xKR=YhqX`Sj-a?Rkyhlm(|
zbE02iO5BdIPL#|{M}~7d5Nv*-{G?~6P5i4de{{&YsrH_JH4-21BOM|W%Z~CSf8)z~
zzuzCL^KpyP4*9;e1u0_q5V_OL7n}h!s>|%1BmsK7T}gDmzj=Erb-DUchtKdMH>i<=
zTwPANunuWU*m(vC#+)pHc(I)4Xu#OZ&gWE!l(z!b>4C3PDCQHm#fTI`%9B#JA7m6s
zUswSKY_bI$<qoH(FRsb?G%F||cuZe|5a5IopL*{+-4$D5Ozi-r$J>abzlA1G)oHh&
zx)Ot}8iarkDEoI}SYv+TWjR(HJH%50Sx#-H<_6wX5S%JC#viHypDKL5ZS{AZe(w({
z{LPKl6yS(8tKn1RN?>8J_TwrpE;~Cvw5SJdNhgf1sziExzb+Gb095(nI(q7t`qM0s
zvGQp(qMzyDNsw}yPp@<qG*ks8v8s$jz&>$u1gGDmo|w3Q9qL+Q?&;7@v<BR?9Oft~
zmnm;zQe9sEDwGs*kUrYU%3IUx`~Al3pT4tpyZII?zGqb{r08Yk4QXI@y$#x{f#$D@
zd}A>lfMF%XN|(6x=^8SD#ziEKcFD|87xQ(?|MsJ=7cA&#0k~>X|E4oU5QB#Ky8Ir*
zn%4i`sHSvH__x>b1&g0tNO1I3V|T#|f~E5l+E%j(2i%;6@=?n*_C@wNi|UQZ<>btD
z$NBg}z|V}l_y#lW9oFd1VE{!`9EM*FxazV!<t!KJe85y}*FMwjDt67M`4<<KFygx_
zw~>VO3o(4g)80zSs#NI(uC2}*7h>G*OOZ|b14r0SXi==|i+F7eL!91wD&Et|xX=tZ
zlaF+krsEPp*A?R=J_A1yH0Mebz4Hwk`Tw?vj_@&5$6dlXcd-C5G9oi0U`gTh{-BiV
z!u$RCz*zJmvm<OtGR?V}H!JLxEdeO`$in7JTGHd)zguB}mvG{cXy;4>{r%uknUn4f
z^47^wnEdp3qz3XM?!$8WfCIXzb`~G|i4l=3lIgzr{GIDkVY(z~lrA3tG5np+=QkxA
z&*lAZ$=mJ+ZRKyvkGPAzxhc$vQ8GLo$!jnz=+0#zXUBkut&83Wz<ugL_*#POE)RT<
zd2cBnnG#nCA##%VRnLK{+`7Y~;00q_DkV?Z=6Q-1l{LIgr$W@)Ie8FYU%yY+u@|-n
zsE~D@mSHxM%}&P0@u0lUIJlM8GHpFD-WIM}Er@W!4Bq=!rvI&?IHuyLo<7W9;*+<`
zOQsf88{mMQdKi9u`DY@wATEZ#w8RThK5|a`!?HX)W#~k>#FHS3Jqt1&aVq#A5u2{;
zDq|1VwH%c-oz0`w2~PUCa(8~C-_2^pjdM)&&^i<LxE=_0)1!&ddx++hdt(_R0`$V!
zZ+>VM&N21%E^gwhFzTE#k@mNMDzPLM{w!a5zpUXx#b0CEm;)QuD-V!7#NTn6Zc_Ke
z*8SHrI85Ukr84*5cwu?B3GbIDC8U%UmV}po>pTq!LQ?s(VepH59e>>bQF?zHw+w_U
z#a}V-T2pL9_}_d<hgH+>=W2JRz^fXg=c78R&V8h95-J{1fiKiR5OH%7FUekMyYI2W
zXaHAHcrjn}9_zc*0G}Y=+kVCmxw}#m$YE{}RI+RYNozS+?l}_CPTJF>qH-H!hi3QU
zb?fJwCiMhZxY>ecUlMe8f<6)d_Q=XV83;^Ke=P2L-YJ?4$nN|dQD4h0Kd$lX%p_J0
z*mKAxAbINFnXZ){G*yNS7vzDQ!rLs%dXGb=BL45Jn^MkYg+F0bIz4sq2Gd6NRQ%i1
zK{tvcYd8KWIoJszrtkeCPfr{X96!5-=X(zi226xaBN`qrmFk*BX^Bur8?m6SNcKwx
z-frZu>=2$Pn}&TgZ#Qvw@cdy>Ntz`Z{*@cQHL<(M3K)1W=cRC9*NOaFr=%kBeA5Xg
z?XGqM?o}SE!rt?2ptIZGd2{+5XN&(qM^mY<SIN|63Bkzc)E?MqBbSRJ>h^cd#r{n^
zM1#_tkDHT2JtaJY=56fyy?m8ceYFfs3jKklU674>nUcFZ`+xJ7LW8DE|74hXe)bS8
zA)5r;TO^hKiHhg12Y&UJ7ys(k8$E0)!;k`J63~66ocr%+=o70DIq*{$M|4Fa^JUKI
zI7kTrJ#VM}n+h1{L;AAUFgols)M`&H=F#U9&q%Z7jzMQIvm*WWCAg<xl8>_4iK(?6
zdWLC^avdl4wgs;uI?P-lv)iJP3pN1PA>OX&r&KqMgX@K-+PjovypMyx55KUj)^p+u
z-@nF*02gTn#7{#KmXNW3dw@&{FtiNhDx1&Oyd=ZOfwY~~e=+s9Ph(LRV0V-K`x7pl
zXCBLLnF@PLfBn`3JO_b>*NW>4-~uZa+X?>a&s1?imgd`j=g?$m&w?``HsP9ZqPr-)
zjZX6Tt#NP0tn=9_xXCo|Wdh%N>3l?f{hJ)`fxTob_7!lW`Cf!YX|!udW~&y9&}_Sj
zeMP&IRt@9Sns(4zs!k}=Pb>DXrfw6eO9NtqU5P#&T0;sLiQt(PPQLQ@LOBU_B;%)(
z>a(>BcwZcU1Ah-B@Gz8r*WmM#cwO{VUb>+i-51pX?(F)~7cN22>wW?G>v_562Ty6}
z9-&^ZSm9F)B2nsdWrrg#g1!7bJO%vv0DRvKpz+^2Fz|FWz}>$Zo7Nb9W`!K7yDrxO
zy>$P4N!|=u<IfM?1$LVITCIdqig?I^oH_a`%`wkguL~lc>4^CB{P$`Op+Q&=HmejR
z=Q{3}C1#<Rot?NOO2y*`W4^`f5<jiwI^i3AO>M%MHEf<5IoWnoc~Kb9sLr=eq>1s<
z!%!}h;;k1RNK^}77|(^~S+<xZj}}o~5`EUv6@q<p{>l&A{I<5tgPg^Po&tYf7J*{)
z|MQ=(R}rOu`+_E7m>a;E2|6#=Dzx{HnP8TFd3jL&^+Rq&OKKbbZN^<mpak+ArFBhn
zb_ty3uTOwohGa+sYc^<C{ewQV5A=Qu0Yl{XbpdwJMV9fN_i2#?fwkbd<@IaN6W1F@
z{;{#ARPT(4tu|cyXAYx7;#*{S=gsw}G0d`mwFA?-5Q`{W&84$Zi{ExzWqEG<-yGyE
zsyFsVs!5YVZ5MmxQWpWw65U7pfT&rE3M*HDH8OH&H4dYg$M!{gX}vNvZfq*p7I?e6
z(2@%-Ebn^F@9rmN1p^gz-6~gS;KjvS_iQ)~$O7An8)VgG0`9GttS%y}gt1lTPs>jq
z5kQXTc#ggRCJ1>b0PQzrkt(3FLDb$`)M3W$F?4@32zP+25lYQQ{w%rV!kbbim<uaE
z<xEjXO4Bm`*Sq}m;GC0lsE6;A!atY<{Gd~P3XT@Jo6s>3_7vX8jm`osEa}X-zbn96
zV0=h!EsLVr#g=Ip4%{1_fpe*ByAFnM0z45a%lkd=C%z;gm#dNfwXVND>moJAXx`k>
zC-0BfyMl|CT)%XDF@hzO$~@2RV(d7R2_mVW!~x-YxFS5L_VJ467;JjKoAac8MGxY$
zD7yRz;PsZs4VXH?`cl3XeXtp>Si}Lwd9qb=xc_R<tfvfW*a|M1NnQ&U!cX^cD>zI<
zz}BA2U>ZI9t2W_KV+>mq9oqZ1l?*Y<aHQMXzdrGVA+~aCDZaqi6^D@2!P%2<ema&O
zlp}e<tmrGPd>MZYDHXg*y(lHuw&m73)5hO@J9$@p#J=9n{@NEL0Z9;>2!(%&W>G5{
zpieMx!77}eZ15lPZ~X&*@8?-bf9*`FjH^H6VBTMjX>PiGnL*}3(Hp-ujnyS@^63Vs
zPfXfT5wv5wpj4wt-%ZkLS{@itc9)=W>TUr3DlY%(IrLv{grOdD@-6uI(#P_4^tvV*
z$o>1>{5(}t9t>5^bOB-y0%<Jv?aP*?nvEw<^xxlo%$NMvpIxyB%N<@567yYWr^}KE
zh56KjX+fnQ7fzwgoXjxv8bqz?b_#$y<641Uqb%|TqN##w>dP$0Tu_4nzm$mme0&{o
zj59R_Ug$JiX1LbvuO&qo0*{#{C{WUPYrfS64ZRJ*%J}Q|(E$D_x!+$4fAN<e_g_u`
z_cZ=cdTj{PTc!fQn4CI?PtcODanzB&7@U85#QUEr2=+Klr1E}7t(Xw;LhfowZ7ay0
zG2hFgJ&M;j8?ILmhBG9~&oiMKUwn|`4#y$<swr%WY6Yh=o$k91y8kJ8==caU&o>iz
z(R($oKGV5Ew=mI^Ea~hPQiY4jkRnW>Quo^S`Oz1YWWzF-VZx=0zew+%-1_T>0Kdg(
zpqum;CELpWHk8b)|8q9FpT&YO=%-C!g{2#c*o<>OEHF+HA^qa}j*@?68}Gtx>`{4H
ze~g9aW@Ss`I?4HsVHo^Zp9`1dJ@%8<9x_J-8~=I33-D!vMLjP;C<S}N8eXmhbvb_)
z?un_FJ?Q|iyKm}>%H^xO^t_Z<Y@yCq+On4q3xodK9`@(>?J=EOe#Yf>2vv>be{~33
z{Ra8p@M*NEtom8%)5z~O<K@0rJ;$4NAfu{6KRU0#QDn6%UXIz{M&_9a<?vJjS9LDY
ze*W!^1Y-uMn(9_7AbsiIz8fn%QQQEU^HhKy%d^ckW`!x>=&o#q=by>^@W-cK)vUVw
z@B=@9Rrlez_Ok@h&Q|u{8u`auSCUZu#1L_xf?l-&jZpHD{?^%{ZhDjrA>uA4N+MhE
z{^k50I(=RihBuP0eP^x^F4Ka~4Nz0$xsPz8O08haB+cxiz(QW!O=zprcX~`wMD)&4
zXygY^mF*%EGwGCC_kiji(`b2qX=IN$xrFInN@fmz7yXT0xVkW(4BpP=M*Hr~G?e8i
z?&$*jF@8(HgaKZFTun777!xP`ycO~}Xnj<k7-+sH|Kl2<L;v<@;u*`(zrX%iw8~bi
zjqWq?4U7lmsogq~u3`%cGRzXH-S?4>@}pOBAy7FR(pgOq0Kn|w@4R)r;aeHkp%{4B
zEiBKldlG~0XkALTFW@$QhQ@z?F9%Ex-M_U-iS_H77lVrq6yA-lMYuNwW57~+;23o@
ziHiWId2|sobsA75xGYlh40p2dF~UDNC|0WQ*oO$}MSn3j(A2;FcMY2iR1b0Zmxa8J
z1B5Wy>t8Kst39Y*%p@TVN)?UVo2tj|<1>!v1hY@k8I7EiCgQ86y5z()&<tq!mX9{y
zeHsj&8aH)~yWXPRnM{iaz3W%%{nhXEC06jz?Soh7`T9lguT=m1xzy??E6ck5J9mj2
zTZCM@h5wk(?}uvU$o=JRMED|G`j1t9AkPe3x(~3;(oS@QavzRkFSvHE{1r9W!+Bb=
z`lrR4_=|OLW4s)qDC%V?Z|cMM%P!Q5!E_&ra-2UBzF-)}!cwx}+oFcCj+})@RcvQ6
ze2kt3UVt*8kl`3!eVALF%S7F3=!I7Af`#Aq3UaO4#hjfCy6u6NU^p(~-)4D(H|=rv
zm+=cS6{hn&om5eU8W||4uyp-9>^7`MG~T8{wl_s5QHi%L*Wt9q-WNGE()?}KEP|9_
z!^8=G|B(*wQ~hP+&F7k6(tma8e=7%n^SR}ZHvj6qvaBesUs+nZksnYYrQ9oDfiFi)
zu6Pk|=CAo=)ab45$(?K7X}+O9<$CiMcl|ia`a3Ho%D$@bZ>?MdnrPl-xuYZEeNglT
zaj6is2FSrTj1GV~v9SUSdB^YrecslDe9FobsAkJsZR?jYV(&RH2nHQv8?l~m4S?Jt
z>IQ)Y&SBsHKsVz5=G$<4$53N>HS&<NapW_xnrE9jv*=aJ(}F!!&hlDrc5*rCi`P79
zQh)Vsf^TS!>PAadZ<%>1*-o8X)@7f+HTKic<=_i#D(<jy>Ll9VBUZf*8e{Ws5yh*2
z@9Or|I<V|bGDS^`Q?4c`wuOrphQ9l`=Z87}9dft!D7i@|MlNT9Tk8vac=zSA^k32W
z6a)(r-Q#114<v>sbO|LiYT-lPNQht*e>S{b@i<qR@+?jWjvqcvS;?J~exh~ja_2Kb
zPcb7i?{92qG2_3wWe-|COqE`Dn)fA8X9-jNdrRL#awNCS4#d+<Xk_P$rherbpNg8-
z(5m*PVi{$*`M>97O3Nl?EN<6pL*`Dda4o`Hk4C4>WU?rfH+c|3<+45Ih;4l<uX=t3
zkeiLU6(B``jhv4}L<4-l-x}5U*LPm_I&yG}61-0w*#UD@Ad}`$PQsLSn$Xf8I<1u;
zKgveI4nvBb(*AY$|H%5XB}bJd+YjOa5c8v$2QiBI4KafdAjJ6fHzKRgvD?<QEz7KG
zmogzD+<mQZ_vIq~q8f7=*Jl*kas?>0|NCT-a1819`N4vxmp$EipS5;R)}oLm&cckQ
zSAAjX5-q&DQ6?ph{OXmwpX<2!X-wei=3NWH$J-xXFO<cpj~BWRPa4lKnFs+d(9Zlr
zF^1oDsFsR4Y+3C%yYmK7?)VWfCV+@ZO7MHq1l-{T99a*z!wJ5Z<ASqUoaSYEAR5aW
z__w*?U-J~s48Icocey<z5%w~#vr&;rsZ~A3qQl6lVM3Gb@G~lrS>=cR`ksCIaA`GM
zbPtI+!;Oky=?9q}DJIfYJrp@7k#lM8Fg3v3x7yX@JH%=)ZQFXE+@P#WzYLb~nAtlp
zy0df{cf>_eaGL~8%18x1Vd!!BPs5QzHZRoDTL}Pz1PCs!h!bWQsr^Z2>?gv?QCM8)
z25@G?j;LZosDPj=QbQIUZ3#`Kyxw?NR7Vc{GPxHvk<<`VvHU8tI^n%=>sPBRRYZ#)
zU3(pnjTe;|`idk>nckC`V1qEmNQp7}sReWP)*iwyX54;o=Zs?B$(OT-X(=+XwY*>o
zG9l+tkN%C5ZSY=MnA2k>aiOj_j^BA&%Bp9HWnG_~y}=t+_s!~`?iNjGS^WX)h5R`%
z(3s?QimR*j^_cGaREW<vo<_+BV8*kO3Xy~Cu~v&42sFE9eY4v~TyCPIHGzg%B20)q
z-mr&3xU<f|OgPQ(U;HFZ^&(kTdyA{!k2pBj{`JN^ELZ&@E0T_?UeOZ(@p=ff=|111
zz?^=V{p%mXH%>5%crpAa>)HBlw>WsbqYp+&^ExhX!Jg=Q7u|!^<GYyHZRNbI6Aw5(
zA;r9i_B}H0ZKKwhAW~TkzQcWVdq-|wXfXve@Z?_b2Z?D*?GTEXED&$T9PBn-)F93s
zlRE_$-yQX3e*7h#vgnOCq9`H|dx=>_a}86>_yqV`BdsbtzeH&L{@sanyC%6pvep?}
ztaRl3&gZO~kI4JI%7Ye|P@J0N7)UI8=l9_ujGULn(){Rebq1WTUDlyg@(L!VnD>?=
zP1S1pEApZtO^V;up+3EJW1Uzo^6~phx#m(MG8S8PVi){zM#pq6+oMm*xZ#w}!_nil
z(FlOa``=h9;K%MQB%rYQ_NWs2QsG>@CEkeF;Pt5@-s`(eLJdZ?0Q`F^<`~tS`*wSl
zkNwf(MIOjh*)5mp3xC+*{5W{`vR8UFsq^`p9&)))lh@*gWv(}SFPthwa5a2lZW$)C
zJ_p&c76LNzY0xr{`(AWj4|9?oRD5kbig$Ekyxn)jY{y=kjgfu?lo<N^p7U#y+)QgE
zUY_^vBp#{0wDWLrJZ5+o-hVH*%1M?pF$?yAEg$0?byHs)5VK9FZ_MZ3RaOAjY|eF_
zTnq53Ir!75u`mTdlqhoG06Voje{d|T8!Sh!+cr)I$--G-zL1D~P3DHYd9(XIx#~|x
z!Lc@|Ipr+qbg@pp)f=r>GO2m4kpOJ*Z!i2HG=1e*9@*a0x@*$5ZZv`L3-pW9wg9Do
z?MK3pB!;+ioiqZjKa>hGsw}YRbL2D?w{_8Xk@wdb#V(}>%Hjiport9v8bM43eVWbp
z+&NO)KF2pWClcnn4)?S4aqPcOx?>ilR-}$cKM4kNY{LWWFF|s@-xdIy;EgR*enK?O
z=OWsb{Ryl&8@~6<KIR>HW8@ETABxv>zQ(i0bL@sgQBf&Ngrp{;{3I-JCojA#=-#xP
z3f9KLK9!`|$-)IEi-%fKx0f~iqVI(qs)LRm6dpoU?gc_2ZUffSFmFyqy+`h<^%~1(
zPB?JSl<q(rs7(ZQpq3H&>}(h%vaGc9g>}LFPFg0@CtF{G<u<U`m>PA6+vE6qR1AU2
zuLu7cXvWJ#-z;Qa@?1Y@g6`L4n{q}iYQNL*X%cNKpf4Q2w^z-lv?rxX|DncEu|e=!
zy7KmcWzhg{-ZAwNrXxQ+?*3Q!g&>BC*v~tkcLDI~5Wid^&4zSGfQ@7#>>b%7{+=q&
zUc`s^J!S1^-0umSnQNxmmzRrgc9jzV8r`S+L{ib7C=O}ovMlSls!)<j!I{p(VM~hj
z_VO7NWhGT*`P%&JS8@EQCpwj?^i(>+Z(Jrf7Q`U-dJ)bA-k(!m%DxoqmDB|Q9yo%C
zgpguSwo|9gI(js_Uk9q{6<8+N``|TR?;c+fnU#J{sGB?e2oQ&TGaH97f177^tMR9w
z7J)3uX@Lt~EoWcdD+*%?rPj@b8Q@((aLd`?KHHhUzjcj0wA<4H>~1NS9oBj1(m3~<
zPVS6E@UmY7&%4`O1z3|_tRIe5VCdvyOtI|6z}h08i*xapb8x_MVGBnRu-WK!-gN;P
z#%<K1U4VK2<yp2bO;sCCf8~>sHWc<1Z0)-Q&*}u`b)!<2Enz*U$djycXA#5@oYKfp
zk#LyD+7gH1fWyKMAPgYrHP|)4nTLk1&)jC>3z1fWB*eyyMD4yJy;h8KH-9bkqN|Vw
zG+6bXbRdmX78~#5Zn@4IpEW~>63;YlISp8sN55q%5;n1OY-K#A#TBJ-kYf8e6~YHc
zlSa}yjUMfBk7st5=Y|d=K2)ZkHqy>Sy?Nv1_V=p@V&+p$@%?zq0)9g50>!-)kpfG`
z@u4t><N`eW)euZ`2|Md}_%FQ$anu-l6rW_=9V8->S6yNK+ws{#6tA1~udl3vd??&b
z+9pv^k}$45L2Oh+8SDW{e#H01>L5nkOW3j@z@DY{31aFhD9VkgH^f1l<@&8OUroOm
zi`pC1se-!A?KtZ@Yx8{e2s5}3r{bR76|2)-Az#(t!0^<^2zwt(;)AK)c5&(x-!@M3
z`CZKDi67O}*KSfMJPa!MZd}vV-s{@L3!V7I+bfENc_1S|qs(|{M>@|&s5~SjC{@q&
zyUb{lH9h7ol{lZ3={ahu#ic)93Q%iol9Zc0-aO_?QNWKTPnGe~YI*DE=8a#mpG-FD
zw?tlVYh>Kw`Dz-B%3E)-nyvaF4(|P&F9$WJ5jL*bIDd5oh$}S@?Htw(#Z!Bv`4aur
zFrwYQ@9a^b3_BD0ue+{OkmwRbEs@_D(s@uA9X^l^D@{dH02cM7gDtv~N`9*oM-lb;
z&?h*$5AuPu@c~Ot-6tKpXB{NK<`=+rU+Sg37$=qZBx=T16T~_fm!>zthIRexNh@8B
z=KGN<WwozmHJv6`0T=%<d)bxp&s#OL+xmXe?KGzt{ob-}ByYwq<G!z3D(T$omVoFu
zu<r92ylq?vMs~EqdC1)kaCkk_+UINod^hQ&A@`@8gtXRqw|O$2OR~vieLult@^{9Y
z&Gx<W7I3R-eNeL?H%ahU$A5ds9g^c|jQoUfpGxc_k*Y}dJ*9ZHhoXpCkvM}QP4Qb-
z<YvT2en)LB-dF+FYwa(NMPS`YZ?gEn-n5S7)apxpdL<^3h$#T8$Zo$0F+=C`@63(>
zD;$R|1aGpCfxnGyfCn4t-tE(ca>DCJFzjn5bJLR!N1O=*z`vV;{q(0ZMG@4%c`(<m
zYGmmo=kgUSlFj3f<mK^6?AyE{^6ecyn`ocE7)QNjWg96E5dZlRb?wxo^6A!fKV^wQ
zPaau6jJpuJud#QZxS*9!z2VUm2e8x8qIX{BxHz-8*!^iRf=8Z~hWw!12M@dy3a8Oh
zK*zvHWLiURbR^vnT!B4s|N0^3?3~MjLjW&jwso!lX==i}L)ZS!M?ru%yn}$`dM~Tp
z?=WJ!U!!<D;Sk+-8pSL_umAC%v6OQl_TMCUXPQ_yx~RIzCs<?ROuY|UDWy2>?>-66
z@N?9I1&ET7{xqwgWarMUz+z>0hQ0yzib1UyUC14%=I`9GJ7VJ7r?+UNsYukZFj!y3
zhKhjabF|`*VR)YDFRz%(L0XMB^g$U4SJkJo9>)?b9=-R#k*woOezb1XIAHeue73UU
zMO5}p(*PWJ@6Ph&Vc6Xx-!VPlH|GmNf;&ELQBP)*-C)Sujm<sU@%zc>ZK4=2T5|90
zA&(dt81tiO|8i0=B{3RCTW>k+PWTB&Z}Oje-cVU2|9n`hny<j+6y*qOvaAnfFgLxY
zWb0Thz)9>evb&l>dN;enyj@~{o>SOzWf!k2*pZnsqH^n+21Ib3Vr$38isu|XQ4E&=
zq8G+cyl3CA#j`1l9tUZ{*-hm9Xi;@pSWcKYtHCl|MpcJlFM(i49eMgkyLdH0#IE1e
z*b8ix+Odx&S45$?e@OB`(bhs)sw)%omfLa*+@B8Yt{#r%rNF$QOhlCWim)GSc+E>D
zw*$bTP4I%I4si>Fa{x_Wcamh$W&wC*zur_CYCg&ebUFOhJh;NWPK#{$#C#C)-sSow
z%oDI%@m`XaE^)1uUBi6N5``MuTnFze&<1U%^^XK~0MGI_WjFhy<&H2bGXB$xEIQU#
zb$7z#*`1>`l_1hKx3Z2;Y3Sy0vL=8tn$|7dEYDd%DR*9W3QkLHB3)eTF>xvLp)noS
z@xzjU@pa?WIK&EwWqW;nomcUUXJAuS$=`+<JR<h%{9<-uf0T4MGgw1WTXI$hMG%_H
z9;LTc=<>Qd&*v*f_uVa$?Xy#!pn1#JzF6pcXoXt6_pltFI3`%m0miu?sAWE?t%llO
zn)o@s-}n2y{NW$eA-0MvOnr1-OrA9^S?&-IIS%+7(bct^?<JZp5BVgehxNIz)b#)5
z$l(kH@(GUXco!S8lv#kVN_B+&AvKFSyjVKmtl@kSCyq5-MF+SMri$HerEF{JZ}Yl$
zQYvca$JH^rx%s6Euw!bGg*X;}^@g?Wm%<*IjJZn9N7wuI&UH5?5_&w%C0~uO=5WoR
z3`HA*^};uH#MFLDZ-cX7_lv!nkh;vQi(KhR+|=w7^wF~fK&rp*^7pgedQEm@;CG9Q
zV(Di2YEMAnr%BTG$Z_)o(8Z7|zmM6EX<CkE^q0$sMuKg3K3MwA=*6KUZ%Efi6x~qy
zc_LiH2jB30h4;@{r|(mCM+NxDaVFId{a>58cA<6!KyYxumv*z-O}z<pbLiZEdCKOu
zZJGk&z_~=g93BkHnjhx2P-rtvzjYrqSs=vg@+<KL{!2DB;7j0~-~1~gx0W0<z&1z3
z$@st+q*JL>fE}u?cB|FHEK$4CjTj#oClTyx!75snv=_iabX{0#W(Nf>d&-)&uP%EH
zNqD`3NuNIUNOn=UHKumc7ESjk7x>y<3iZiNz6;C;Jo%+<yM2-CpYF&WXIf(GyL|>r
z@Qf(>j6Zqz+-H`3V88W5+8QNR9}<BzzmMZHahewxJundQ3FoOc`S<guPYQLwKH@=1
zBmcqZ80>`_W;J*_Rmz(S)+q`TVA=5ch2>PDJ?{MyJ?{4lj`HLw@SD1A<@X!)C8~Sm
zz18q{yTd_?>J$4J@RLf2Qxp%U^@c6+YKXF2m)}>0Y455m1!uS@#93qKvk&eGJo#-$
z!gGAlh}s3X<-<Ge7EZyfgzOF0yv3E@K@iuCWEhIUtZ&xN`0IzL*Tvbe7Qt5OAo~UD
zkhM<Gk!r?;GH1X2OFM(ZnwDRt5Ee@;3ntMOK>C1Y4PpG%lZQ~(X*0Q5pw26~+P?`<
z{p{mB-F~@0zLfP77S*2dI!LjAD|1yxTN5F(yP+kAX&tHw@M5xNLo)-s5P5WdJerbw
z{+;XZK&?@;yd*D+nhA9PoGje$MJ<FVVJur`Wd*{sWdB%^Q?^#{K+Nz2SeGfxveK~@
za8FJ8xu%O>Kk=8fz}h3K=N+j0Qvf1T#l~IE7eF^3Wku~7z$p0*Ab}@5j%s(@8IN2#
ze3A*tyq3HuxYLI9^_3Hc#r*udSmX98e)<rHu}mzgpAGqJ6`qan03POWeuDewSIiK2
z-_l2YFGwYA`n^Cr27ZN7wN!C&kKKTI4hBs6y)(}qFS5^QJ`cTWUHI4IIYyIe786g~
z4evN)tBy?9>t)<9GrhJy#qJ32%}j12*9p5h7u0xQFq2MMI^SOh#iF9??q~yJu0W|a
zxBD^g$XEk4mj3DkgcpJC3dDT(1;lN#z-jK)j3kTfs||i61^qw+?~ewNL!Evfq<vTJ
z9EkJB_)>7$56Hjy#Bi|h&KqGg9}@7r)a!-cr0B*Kjmg;l;Ps5=J(UFbpo>Wi1eeyp
z^Lr4!6g9NxtyKFjz<}<JR(v~qdiQcTs++%2?N%V|2=HR2)vdeEZ27&FUnTUgbW448
zeFur5oKhV={VPEB<Qeqt<lEi7@t(COyk;u=)}42<Ez#DPi^sy-D^7bQtdBni4pUw^
zEa5+?oRL{1HdxNmA6oIC)LE{$P0o$FmhP?l)=Tv-4<a@!(!u6V^Q@c${o*q&LXC}d
zxn)fZY}Cy|*^Axm8zjI=$*I4+j^8g!A#&vqq=NVMoj=pa))e0jVAK=4wXpH&ybOUv
z8WICb=TPkDM=@7wBtfc=^INdg*lz0AZCuuDy?@=n^W^8`eg;^Bl9{wI%*|8R=?fEv
zkw_SXu(RvsG8P|ke5D)X>A&mnoD5$xDJ}UG+c#Q?iT<hYuYL#4xVjmI`W2!h&#Y(+
z2%??v=z9R)UTLu3rUtIe6xgz|_so)7050blFW<QzNiCZ@)Xcu&LiM_E|I5GDupNv)
za$kua@0;-m*IQyfHR;tM$hsco7S3;gMxd@zVt4MC*0+~8DZq$jh__)~aKa*`Q+2~|
zV{5=ey?)Y!CNTKuWv%-g@TVpZ<TdSRF4=$;PSTfK7s^W~Eb9{QwY-Dzo$o5fIrJ`H
z&CF&_@B-d^$};vWz0(ec`fUk(*(0#$vV38`hl!er?tN~jp-dLP<FUl)Jzy%2FzKa9
z-4v`Fz~Na2;`?(xpJ3i!7v6WYfxI#ACO29(e`i81z^?|@x<?PbzK7WskA!mcY4QzU
zEP<k&ioEPkvJu2*b>zoQ!XD^epGwIzz?8IBZ*v9eTpN&&jK;Z$B8spHa%5b-c09=`
zZySyn`hFS21}B(>b!32Vd`4!V6j)3i3R7rzu!RaitKR{ZPX_@a*zNFycXmnj#j?2j
zetoueKv*x<i-i4mo2JE2zBXT?^~{>;vGlv@h`$>?YcF}pN(8t^;FiPN?937OY!yCw
z>+8?Miy+o7BBFQ8dOR=^V4p|hk+jD};e8rJ{`37EIh9H7EN8}r$&pMRr%XPxl3I)5
z<Nb^(2%DsR7^gYzg-xaLjf-J={Qbr`B^$=s!D0-Yo$cUeJlib*DV)(k8(!);Lb$sE
za885c_^!)#+9~lcZSu$e{^q9G4&Vc&BzV@&aX0~pEsAzZ?za^<bL(GDf!*UYM=CqX
z!MTI_we=Gq<ZlgdARMuD<fSITn#-B(EGG#$1VreoTjOLE@AsJA>hy~}lm5=B-<y5+
zjVN4yUF*L$*`M3~TLqE%fO@(^UIx!Klzm`7jCzOq;*_0z=s{*2;HJRm^Wesx!N;TD
z7Wnh0B43JVN?prTZzEPDQzD`(A*`FT+#YHraN6`}nc)?$tU>|&HGK2R0a#a@aARW-
zj^RXu_gZ)-SvucoVq}K9(I=DLH$h2h!z_;I5zaEyEk0amVCJAH`G-F%3O~OXW^R1U
z?1yC*_ffjr6J~Q9hzCr%63N#%`|saS8bA$x0CX*o>sIhG1%EY^Iry+VZ8vy8op?CM
z+Eg#F5rA63K0d0?A0eJb>`&F;eF<AW{SI;ZGcsYZ{=M3wZ+h`?UL8_p;q$l6W<OB=
zvwa$Gu;0I5k&VX7Z*Rmo@fibR!Hoqt9{k~X*3nFcLfZi1#(nZH*u%}9g6NcMOcLHM
zolg=*@nwevsYZx1E)2-6dN8gyLf14J?Igf+=bst=dqsaeaK}hO^}wn^k+WDy)w~Fd
zD~jsC0ai{zV9&kkkz`)y?|z5(m;`o9f7Q%c{G*P3HXdgaX2oHXq8y{-qak$nIRvgi
zyeEtLxzgcEmb-L;7%uIRc(3c=@rPHSO&kflUz2uC5}^)f_xolMoD;P^pu2Q4@yYt~
zGQXoofAV0R^+AwviWEO@Dn(TaF!Ddn&R+9~^I2%j`mN$Xl)Tc{Aj?7`7xV9nnVdhs
zMgT)VyuY8Ma0$m0;~QX*&-1N3(-D1H>2ja#4Zq!WFFDo3cul}Eka2oH-$6gjWTpk_
z=CcCflF?6$^yLKzq`9>?noU9azxpy!6w8!m+$)q~MX<#(4^EY=-u0iewLQR-*I@6+
zH=I!w5L@&hcfcS4pM&=+mGjVbv`a67y7>X?Y@Vxm{%$@6_bKu$qTX{yU7od@*mW=u
z`^)Ojue=f>#L02Tfj#r$@Me{jGbB~FlU4VA5U4Kf>=PX3Bgr+%*GX3KW{aPq@Ld2r
zejtDMWl%fC>2wXiZ8JuhGm9^lO)Bl`XoWzD^>@_7W5HFq9|3lMN@Sc}@^zovS=U<+
zn}j43@>cl-pJz~so14nAVFcB$t!*j}ozB=FVJ_4HK77;uw(wECd$f8h@E=`;ho*dX
z21Uo~WIsj@&ZG_VGGvM9(+t?K-0t@~h{9EeVHm0tU;ojhjPH`G(Y^r(F0o4q-J!p!
zG-rR<)Z)Ko{2ix2&`Q2`+W<K2EQ(Qq49HS#RvXIgiPJ<OE%^RQg)-NN1AJwCyj~1j
zocTvDZ9~@?ej_eQ(|Ha2aKB!`ubpzI0Omzy$h|RmcI#7@Iz#9u(%r1MaeOEK-L#h7
z_#48q-Z=OaC7p9LIgMc~LaUoqEKYrQe~FoQ#P#e2xp$XB18_2Sd|N0kctI^uQxHdQ
z_ko*rs28%@t8;_Pt@^EI^g9}&OIT>da1teZZv0mpiDj0`Qpg4SMcO0z)jxSW92DU$
z?%atdMJgOUixr+-KHZK6?e7`)o&gA~XDJwn3dXVfKTIU>F8DaN{>=>f$_T1{fPe5y
z$m@n{x;<b&MN-UI2BKSwS$WK#^!l9u11DHi-N$$E1zvCYuZH?kK0eVyZ7Fzpod<DD
zocwj6RpSthh}H}Cb6c2$kKS8qd8fhOH9TRoh;YO`cXWEz$LIS=ULdaY^W6n&R$BVb
zLb*G=^XTyP%=8AE-`Ok7%=c)#6@8xJASgPxJmj(5UJe|A*G_0R7mxY7jO`W3Z$QLP
z*3tITNvCSIw(RzWI)KIqpazITB4Bdi^0kM?RoKT@xeql?KK^1ypn2CBNultSA)f3U
zus#PDhG7gChUI8_Xt1RqinqtTzN;jXbLh1KdU&&7Wz-T$fUDKmVfr#49hYQr99zTw
zAKKU#UEH4jJrm=ut}B2mW0Mx@4MZ54DJ15V*Y~^09=a#V0do^?j67)FH`xo+J%{AT
zZR1loQXs(Iw;}jt567?V$H>2VTn<Xj$XfDwe{{vme*Z>$ePd(Bhe{vNZb8TNNa1vg
z!=Xv##c8Qvm`Yj-5KAQJMY0fs3H9$$#{LF1nX)H_U~|2G#|)PEDI$ouI%;GCw;h!B
zex8E&)P?f%VM1iQu^46%aL_b}F~JRaxF%st-;8*Vw77!*mtJV!Xqd~s_a17o{@s0|
z8$)cg-H!F+3&@-bh-R;T2rPKIgT6ix1RPHp=h%B%0lwXhneiN^;Q@TXTYE~)9qJnY
zaU2EwQ}+cpG%iN?_A2vS>d4RJ9UNDSC|deqS*|@Xh#T>KljvnPqrli7H;Y;(9LHeR
zqF5PY4+RXx_dMNtdk5XnEr^R+Q_S?&B4z9z&Bm*6b?Os}Zt%QQ=3Lzs&qX&bYy+aT
zL>cg}Km4HG`TGSpYwaRT_=7dQ8{lKvU#@-txI0Fw`1t|O-K}*fXNZ+H<sgwYE!LCD
z*QVHh$NI8{6L~~LQuF#)4pW;5x}#H~nc@mfBnVn=)zM?hk1E&p?FwC3)WE%r{hqLi
z`PX+w|Kcx_euRyfLxvOJ+>&%b%FYcQfF$1-3y@?M17C1f$!+|CJ%D%0+eX|Xw&~3e
zebTU)j#2{a-hw!f2(BQGX=KdU>;6foucZ%Z<qQ0CoHcMz3e$Gi#22zN>_geb{jB{w
ze*Dl1Q_uucXn4GIZvtVqf_5-G!N`7sM|0BoT;Asdb@x8#3%_Q1p6Q<$gpvpKd|&Jd
zYXr6kpFxmHB3MhbFRiDcZ~9Nyh)RAD`GT5k3&Aj4zr}BkkN9cKfxj`9_|ZSV%ykNr
z0Y#*Ox8}w1r<apRZlFFJ2o!lngfwl0_f~CJ6L>@EnL3~G()+XOIs#=isGUUMgRtCk
z+cQDvy6!MXn}|jVze=I{0nYc7c{n@7@OB%RAFv}nRlNR%o4!;1pz0O+$%}2f&J(Au
zIO~*PoP&EmOmi?4vLn0XDBp!E4kKm6hBxn$DrZc%mb%re3A7A&{#CAI)KD#Nu_mQz
zjxQ(i_z!B;E0s+K^CA1_Xs7EFhqG&r2!1_|A&omL-|(*OAohyCYB_vo(gw?yKBc!#
zR-47B3B!DWX~MY~r`c(w%|1?&xc8XDC;aF0=@ocJ4Ln<1+43boQdJIlJPb6XGbR38
zykvBRF-WW%nI9weYVe|}yx`+gjP!TEWdbhKNB}5ZchRqa%lkWvEAjY{q-Hw3Zu>O{
zK67Ag@3sKT24u0G$wiz#tb0EJC%p6#mlzA6PhTW+@Y#6vJ`-(U0OF4i8o7I#u4f@Y
z<w$x(+29gxZTMm6)9N7aVKxgrqbhT!Hhuc^G)aF6b;~dJZ1^Ub4}$q!x&u<WWUr?D
zo~5p1#^N3pYaJiHdt7U`GDQE|eqR532shy7DCITmtGXjn=YN|ddO0yQyrh<wStq}m
z+!j>_1r&1m8jI?Du2Gn-WwjE^upmbP4Dq+a8cwQn)-d}tIB7Im`}tt^QC0w6wxq;~
zM=bs@RGRKc<$b^SOo%IRd+iBm<6VPy<BsEK8q8}rjC{bF$xNAMx5q8fM=i|XYz<hc
z&=@-Zum&RW(&feoA3)U=VDKsnxVKyE%=_eHZ20(QGU%{oa=vulQayQkf(60vvl%7X
zH|v8IpNr=+m1m#Mq4v@3BR#XYG2~K!TA=w4!0Z6f5dfm2PIl|pty|(M>(g)+c6bNM
zdqJqcnJfZnDo{-<3&P*4rHrSv`aLDwXJee4(~ZB)PjoR&_-|iCrKupG`7O*78#%n2
z-Jm{}`hE;*u3)t%UYv9Xrf=G+$X2i%){EuSgv}^$-V0N-RDM<fPFohl%|psguvUI7
z!nyQ}`J3Ug-;*}fFWrbO%)ar5#xCEC9HkI1f-pF+zTi0=hSG;C<L<F>b~{5SKYS|E
zxd^USC|%Z-2!E2bXZp2M_0Cz78%>S>aQny0_P=SZ`2f01<tHQxw|EJOqJ9U-iqw%3
z)R7)&i<6Z8Ha_?oyo)ryr5=1ijf>H@(%$;Lo-m&~yKk!cn2cbhp8tXkR?=D6iP^eZ
zymt%iV;jfNApT}OL*c{EC}?}5EUH#Mri19#wFLWa)rTsA&F8ZRpz;x1FRt8T62N!#
ziGcVyPQG66b;)+^NZSpZj}hyq`IkcA{eW~}9~Aisn6VJ&a{A{(tzm3{4}G<ecmDOs
zcj@X&MTB?i@GFEBSN8XtdoTL1w4pZJ!5n&)E2O@Z+~`n}vP&GFrO~va?$&4ZUV7e2
z?%{oyu;HNNdt8`|6F;Zc$UlHH%jD{GlE+rW?N<-@zEW5}0#EjYc6Q~2^*8%kH~jvl
z9Hq6#P@DD-b9g&l+*_tV*dg|1VRaH$14N=z;I+)lajHDuShx{@GqkUE&dPG1EXNr?
zfZON*Q{H*yN|)W>P&8Ui)n6l>Rsc$Qj(9YhYPTof40bHvew4T9Ts(3gdWqW$L*l_v
zyE*{z<V?HD$NT`GXVSe=;z4E1I|*;|tT+02Z@c#)?RbEXi`=*&5?1*ADd=8S`E}i7
zPqk>y^$L@nG5k4@v$gF7af+P1zB$~7pG77r1yUhK`G*y%=d4cO9T>yUvfIK%0%m5x
zVH>8xy37aWHhur1^}jj;SaVoiW6$%5{b=UOzy4|%q{j3$fY1K0uYFY;%FS^wqfJ16
z5`<acEbnBnI<{!K4wbG3U|r^77UI$SBUU;G?DI!eMY*vxys9>)z<>=fgLnXd1^#U}
zOAT3efN;1a3P5wEb_a3Ge-BKV`qEMRG{PH&1rK#8Vt+Qp`3o5A1~9U5d86?7(g!Xs
z*1Hakce}fb%0A2Q&HmX+qkaA4#@A;Yq;dkdbMyAI%=3|vj308P>?9w2U?0)_XMcRQ
zyx(2Rjd9iiBtnDtm;{`UUUl(?(lV?mRG@wVSOu{6Zm;vZm$66V(EN;P?1vz3N|>#&
zIehvV*1eBZj=-96?^hj~pzPpiDcPkwf6><z!1n+lJsfly{F#J$QVg)ub=e`;-<*eG
zT(D1M|AU*k&EKo(6o1r@V>p_F63s5aU;GOh0lxfK*P-12r{!vjWqwtUoA(#kBYbiJ
zpSyLxqc<lBm!99ZS45q72Z+YMM%uXdS9zvxeJ@5gIC(lid|EujLH{sk`dC6&dMD|c
zesB3A&p%tOR#gWWtAq93C-CZ$5Y1ThVy=V#QDEOOU^{6GXJ=>ya;j&$3Y)@mMf&>7
z*Q4tF4xSOluIPc&R-|_c@!_g_9g8<~J6sdI#~o_yKjE!$3GY=1^`ziHP+$A2@jQZM
z+ma{jcW)oUX)?F0vY;|7KU%PMdx_A>8N4B#;nm1h9nXBwH+UJrAV|aR#jyWr7~fpp
zz@N$Z4$Ip8STY~3q1Ojd9lg-Nyft;6+5rG9u1s~foqNLC4*<7D#FFF9vR3I}H{T4i
zpuPj(Dw?YvEC5Rm{c&liH}kS+R;d6MU@KK65EJ&bG1f{j^i*Vf6Z3ePgSWZaf4Gxa
z_FArCPm}iA_UC>=9c-u_`#!0ngY%eSZ#g*K+othQ<Ec5C-*y;{H=-iTvS<hUqG2Ba
ze3sqm4)Skqvk!dr6oh!up(w-I>Z2E=>G4E+tY^b^&yLhW6k;PV4{Dno6QBkonVR&A
z`M!Sc=BGh6&PG%3${irgK+(YQm4-g(G>gAN;*iHse1*!*#gwHVeZgyS#$-vFVm35m
zp2mO*G(f2TbV*~GEnXMwO}r|AX~2O1Sh3d?uTH_wZQj7vf<Oc$s@7&hfSRKy{frkI
zsj6j%z44K-L#;&t#%1ba)c;#U&g#C4aNDD6NeC1_GZ_oaGw4p~BpvOPx*R4$RvVZa
z?0Mc)c%R>*)fXScAMt?VS{)BC{0=xp?cz92s2P{B-8A7G2!Q~BE;!6(+(~f)$l9yn
zt-G+Zw)YlYO}viXImS%+g0(+V7X9=zw_a(>+;=`4UZb_!fR)2plYNHK!Tb1z$^oE3
zARoE=xoj!0`O)UT(%Ykhw!?zDoNmWgYHwl^p<h3m;`K|4<%6!E(Eee*lw`TzFRB4i
z-uYKo7X!dYA+Q;NhkD7#_Zsr18GhfANVw-1RNc{m^LQjnj1Yv~5e%jg*S@<I3z+oc
zWq_c1dQ~}+40|618jk=5ttwsz=Z=zL>))w<YH1bbxfs{ut+B9=17bn|^iN(|qlYA`
z-d^5b9Af{&7_Zl>w~~nO0NGsC#$Dp%XY|jcwYnf&Uc!+@_`kdmv>m8z4s(<&I3WAt
zh^6QF2tqUbiTxf>x8ST0jzJ-XNw91gRkr4CL)v+l7o6>K27Mewb3H!k%I|Ye>;tnl
z*_8%P+33jc>KNSHK-uRNn7l(i#93JLY~4m$;)k?N7I|D8`gH-W^dm_UBNl~tS#Odm
zUp?4WG6$^jYKYVJg|utmKLOq=IW$Gi{q2KcQZG$PM7DAsB~L&=)n*@K60vP32*a?6
zQI<TA{f68~_)dVK1dR;-uBk|JT(;a?em_JI#f!PWg|~021YMZE{3l@P4X|-afO8Fk
z5V#0q3x$#CB)(7EJbJv?IQvx`{|um{-gms8N4aVBM|?S{uWNTe*uCFV-adQ%zy;l&
zN+}TPc*-Q6pEw7sE5p{|!#K<EG$-ve92`XPXfTfIe`X}41FZE(3P4A^yT(I1SP>Mx
zD6k(}l>pCsr8)bl(t?ceMD-8S<SCYwlu8gs%&GhnyrkdZ?tH*~{PTNKt$~e9`KlC8
zAwCK9@px4=@K+m(^I@2Tu#u*M_3P1t0+t5ss};QGgNJz|l8C6}!Dpu8+lq=5^)H;b
zqZ_c_HxtOKfvKIEE%g_y1Iuu*G@}U1xTGJ4-wfQGAAm32drxGvD9hSCY}vTiR_a{R
zU!UBJ_5@DYd!Br#yn_yh!zcZ819TB_5H>u&VfuB_-0{bt?C=ui<}0OVIayT^m7*w4
zEk7fz_efbu(W-}?2@|DomU{Kq=S8zfnZ5q}vO<%jn<Cor%+$}9%ER#a3V>^OeSqKd
zax$WKQa+@%>HycIc~~clI@iZx*zA3n!u<fePXc^siJ*?+ex5giGyoTW_P19tOEG%2
zGQ(%zS4UCPdgQh&5Ng+T6@Woh^*9plvehqU7~a!}&_X);RCvAf?)$!8teUT2Po}ge
zDG4`!w<|sSoT}3^nPasM6>IXP9UFqVYrd`wa9!_M0O(EQ-@Wj`JK9uyLgvd&TrgrC
z0p&+vOfW&XWB`QeSvtOGIx9$I1^6kYOJdoY)dyIiFy5$&I1p>VIy5-v=YaP?g!uiw
z@-sg2na6iJ=HoVcO_%}C$0oiAl#GD6g@5(-kH6d?i8$>y_xnatI~))5qbR3fbGCIo
z0LIp9JUd<pAe<-(=K$d#EOa+O4wBRYxS5o46lo+hV4Lx8%BA^u=d*Gwo&;0bi2s|E
z@sMF%<8$_&7x4ZPWAzsq8`J`J{GL5OFHGm%r{b58#b-S`(pm#f&_k*be4v9Yac%3I
zlczw+WyX{jMoD)}e*93hdv~9fo&NPz^nk=6Zb*aY!=vx})KQe!DyBP*X4&W~%#EqD
z(#2PgKkZE9&Y-@_yk!S!co@R(YGX0{+yM>+OGB=DTc{zf`Q{~Y_Tay^o?+w}&!%!&
zJ}VzYHVGI6{+xiFB_P^<|1@x5Z{{1_>22YFAG;B3RiY?|tLM{vwm$zpo9Ew*TSM3v
zu+4=HH8Zp}jz6O=0QCHKFXscUF51|SDa0>VU7zw2oBAf+5JG7^^Rp-b%S}6#1A;HQ
zfb4NMwk<!e7lY{6#Z?`7ny<JcNiRS&GUxrvldLR!Qj$bDQlVf&HsI>-Dd8+1wGEuf
zpyS|8{VMd*uZtrQa^haSs;G<=anKm&@&Iwu`|DkmSeh<BQ)z<_q9UvfmL4`k=ojEn
zh5)f8(e6J>WC(Tz^grI&%4rUmM_@PPT3!y5&@_T}P@@OdgFB|(H9K{m96<H@E8Sna
zUi}*PIfwn)%aC)>G|h-J@TcAPWH%k~v^)QoKU5Il2ND47j6F4bVE0>vV(H_#udpvf
z5xrH(3VZm|-f;Py{<#yxn&Q<{cGhlRvU)K|>Ke9d`KopKH+3W4IEgx{YAXCa>BUzi
zeLe3N8uzh(8Y)X<Uzc$8RRoWRVWWIn4_?x%hKq$gbhC(a3{oaKl7$+JWNxcqvlXac
z&YE{oM1-!p7y;^OJ=h<^@9P&&z5tY>9RjHET@%`|)p9_Bb9lP|xkYKu(?kGnDoFqh
z72QRV+#nX43h=b*0ei3gdqI51Yr>ekyb`lGIF7qD@Lp27Kh|eWr5mfmAzz`hp)9as
zg}Ku<c@vK4!Jky{W!b4jd0R|RZ?L@Yb-N84dCNJZ7^98*jlw~wuyy;dPH$1w&ii-v
z0O-5!`xpQYT&=Ov0;3}b%)0W<`exD3kMQL&6^=GcZ}P*GjCT5i#gz-8i8v>L6H^r!
z3+L?6{^`QLhFdXwP@aC7iX?~)Mjz_&^CVXau=@^k;*7<iyUiX$uqzGg@cM%Ya8c<E
zqDh9kR;U%-4SncWqj7tw(RL8AXM7KoQq{qJvQhlgba6-3mY2FxjT<;GJg=&vK&%Qy
z$M~-=q2G}0L&#A30&E11qXmsVfITiwg>DJ)SKDlswi<vJy&N;`>~%va`mgu%qJ{~$
z@K4+UpIsg2v#eOl5()S#6&irr1q;NkKVH~sopvhz>GOd8wSV&+{`Bzf<3sqTZTC0h
z9_BMpWr-egeTOqbp`H~hOeF%qakpB3Jq>^P%;s;lhc2D@p5|av;Bz_vcO<|!+Ma&e
zYafS}e`mJh8o7%#zx#TcgtY@2@f{<0hvO-7BL$faLb2X+0|-}wo|WI=ELs%3t$(vR
z0N=r(7M8679Ox<N!CZt=Z{0BxV*hlI__o{z?DJ_3wBnRCP|J5gUXm5s#%Bibd>pBJ
z(GmP^|Np(i{RDV7uuYm%ur&r`70#o3K#dF?_gL|i#@Mm}3sbuTvHxr+#5u0{hv~=f
z%qWvI_!#hpyOj%WO&afm1z=1BG4xGxzxO9EeN8I;H&v>`a6^^bH~gA$w<pdudKW7E
z-6@lRUp4H9iNVilrR8zo|7IsHH-Ka&z`wG2Hoi<bf{lRqGgPkEua47OUhO@FvWoJa
z5)@mjet!4ksmynI(;KIVvFyF?8kL6j<buuM=EX0ZVT<y>ww!mOeh7wn<>R9zhgXsS
zrnB4s=5A#^?At^)g2{70(GVUS!pUz{PoQ~wrQ@C@+%<>Uok464txjxJs~rbDUGA0`
z_Or<&w}$PD32>R<?=i45-`Pl?;k%NqCT8#%XPd|KW_`{+fK(m&EjKZhJ(}@x&ITUp
z!Nb{&rR>L;t%$Z<jC*b>+Fezdy`st(aBC39*UvOSKV_(w6BGkwM@L2!ftZx%%~kGg
zJ<VRty~Mvc3eAN{{3`I6g)X?uc^Tdzp$GdN{@d4)Jk<tujC~V#RuhT!=S;^#?hcrL
z6+zq;+OoKlrK8pFC-tg-MN#e;hp?05zRpZ?fa~u*4Xt%Ms|w(J<(+dORrq>JYLhK0
zoZSUAVE=kKKVX6TZ~{=|4^#fl*o7Adxq)ScvmY0VNY#fzVDBAU-D}r8@=}*zFYi9g
zxZBdPcIAXj0TTGEw+B*K_F%OMc=mng8U#(YK1He)@KE}Rn;)_DZl&2t_r{GEa=0s#
zXQglR;ztw4mZ&`j>>J(B@$pFA5ev6rv*UOpQ&mr4-C-cZ`|r*BA%FQ*1UwtmBx9>z
z`IySbo0SQjx^*52o6#R~>3rS*EV}NF$WNgJYh(Yd%{Z@L;a1rnK%3^!_6EJydUlXH
zZ8x_i?O?q`fdHoJys`|hsON_x!C{hM{n%f>1|zqJ`wego_G@Go%u(D4hFF1Vp8CD{
ztE==!+TO&!c`E$QmY$-w8r0Q=`6FEZk0!*3M>FzkmH52<rw1Vy?<&LG@HpAj{(=2W
zBB`p?@eeP09>da=+Vd^JIr66!tmy<BDmR@o;6#d8nsTe6^)rn`l9RMe1~e|T1(q<*
zRcF3%<_hP{mfzYt1JBgm6+|95pBDK37u4GPpPm4MP<e{uEXk!4Zx3GWaJb>$eGCQM
zZNs#rZ9#b;o!HQ&;8vz+A;vKQ#zbr!#{q1ifnTXv1iACDuZILqAYPQpQQ?d~H#EPb
z2mCdEs8Hu~63Wj)sm{$&I#UIoM;v%3fXwaJ?iQwu!yL|bg7b@Cw@0>+0Ej^?Ri;>7
z;!Ep4sPzDAez<qsTc&@%eCdN4Z>cA9P5co@P^t@s{Zf)GeFH&%GdkXt+9N@rAoloW
zRIG<2TlLZ6V93p6q6r<=kyGH=wr;zo-}>(B{%>9mXUqTc(HKFHm#PwM4tpqGT7$XY
z2KZ~!^NBZQmo&>_3_K%$Shjx;o6Bm~b?xH7-V}JxI~wrKVeMyiV~U?RS+)a5FGze4
zHZS8e;d=>pn3vrIV)&I!vP7C73xF)c_}FUe!^MwWmC+Zx4|HP+aVF2uUq~my=H#2#
z>o(2i=V#qibAq!Lmxy?U7|b_3w{7|Et^e$U_A@DLaWG~WPn`Ws=R7|U@(ZVqPli0b
zP0du$6WwOi8Zo1h06vqUhSg}QBKz`2tnzL}ufu*^i=)UpnL8?*1xD!nX@4eWWXMnT
zNhb>6+N0J1zhVpH*C4Q<(U$murGR492(q@_Of)#^IdNgS{{D^rc<rAy6tcx%w$!Aj
zLmo698UN}#aT?eltnI{<8AqkF$xBCJ%f4AT!j`%Er8E;OtUKqO2UdLGT{K<X9`&Jy
z9J0E2_D!?E1;@g1ziLOJdwIKnrMrRLBu9*Gxa?x7S^w#&nK(xQ{yYb%(^sVf0O!w)
z@j#r5G}><nAQDw*zFES)mh3N%zl!xXzLZ0Py8P^`J(A_GFS#~vtaJEqE(si<#<Jks
z9=i5^?mS72lnnKOZcO^CKC4l!9qA_h<6FCe@3ZDHCm+ipT$upj3C5>NYSdixarFZZ
zVbv`xi?|qWi3J5{7=~G0`sWM(I1C^yZ2wsZhOOLLa$!zr(ybfRHM2FQ^Mk9ZP`3K3
z_2;55!Ri20W8$~S(C4#zFUL#6l6w{zMT8+)U37q%)QXdl@^fbrC0QgUrU$5@3l)sr
zCltNEKQ#dP?ohibw+ax;|9oy@4Oj+s#GM3C7%~Z9?1l|le|l*X%I5%FUIgn(hvPpm
z{E6(AaHzIULcs--WEiyO)bX$`b`A|jK1eKEU`mSL$-K70`6x~*N8}SpD_DkoUjtH9
zd*p)kZY0!V=}K5Xy>kqTst~(|P<MI&h~lx+hV1}vuoCW_?b1I@b%C=#z8Q<PtAgFJ
zMW|cGg)#-Wy$kinIN}3*rssyA9AMA#O|quSlttK$e9yhbGKYGn2sw|}xwwMGCv=GJ
zk`XzyYG#*>-$?E`1xN>i2Cwrw524N9oz0(~Zroj$pC8~Lx&Ru)8|%Z;q669d=}A#5
za#7o@f%j@M*ju`IvjxhUl8S2GPjb$?fGE(@6M1PV=!O=ruK1YKKsxBvi0IKl_19Pd
zzQU=1KSuy=ZSCwvtyBxP@KxNH@QeIum8A#Zj8E8KbUQMJi$=A0ttGJA@yjfdsv@q*
z*Y*d*Gz#8jcHFurt`py^PW!z|B1ecH6CU5}{KcW{OR7(?gS7&mY!gre?$IvamR`r%
z7M8HxP!NA_#Z3RcfPS1-$D<W^cO-3-Mk8Gt1SzUMvi#^=va}PP6c72xZl7*ga(@KN
zWA%Xap|7e%I+Ti)wXT4<zx^LZ^FrLGDi8J9*aWGZc#WReVN!p0ld4U{deOho5P-xN
z>`y95>a`IR_vKg{aKc<gnVrYzDO6z{8~TBLrE3;G-h@6Z)cgC2i1!Cx#-T{wlC(_$
z#$$e4s13Tp9svr=EM*C(PtH85?FMY+lN&U`?n5}FA6*#J`xjtSj<Hdy3L>o($gbQd
zQm9A6zVmtb&Y}y2{dTBB#M`!cmzozB?5C&h^3f%<<K$RotLBHJx)NQ>E3O1WBxAt5
ziPw*OXG>(taBli)cE&SeU`<q&rWAMl%_&>FXDnZ4Rc*f?cSetJCBNZH<S_rb#>TnK
z<nNo^;&CI0FTt!@UY1jR4L6Gw1dX;wN>>|m@C8NJPr$7lC-F;bO^%1d5)~U$oc3@2
z)c+&zy?R{-wluN#`4x@(N{^Y7;W5l0krXNBYz!`#C5kzV#{72|b?&|0ZBM%~7{K%3
z188p@ZIP_7YOU|9TH%oFJ~9P6^X~G66S`j==N$2ZRE7z&rITx2g$^;OQA0z9B(HvZ
z#tn|K@C+%WJ+6eJ{7onB%m+ZU)ubp2mO~h(eDd-?S2c~MxNwAJ1YzJhb8ohAl-p}h
zb&R^5!Ie`6mKj49p8=le8ih3vEU!bHW>@)&7-v3b#EC$$a3WBTf_V|nAEw(?7GkYK
zsz3WHIbZKNdXcVRIUituHdmDj=TvX{&Rx1SGXT9$9b}P2Am|b!jVrdi5}-5`?dLaz
z1B{G9ENn{ay&wPK4_!C?Km4H$W1P%Xqo!$Ff9Jg=4Rj>@ew;A*4SaZmnA4i=^B!`C
z4!EWXFfVb{W^j3wYMeQokmOp%m#f$BeDV(D-Sd7v(bqlq4u&BV`t84stpC2wWm_>`
zqy^?n7+hRj$$Npd^E>4`{~YU_E64vun}voX2=@aFf5lxf273!Q$$5><Ij|+=MaX?l
zxpOFZu8ovA(AD&+dGYu9s?za^N@Q#|VB?vheEw<#O!xMDw0ur`(;K4s!J``Q7ju7^
zl<Cs+ng(}t8552|?)_VOtOdP1%^+hQME(%2xDwc`kHRo?9l!i*|7QD$%s7G-0F&hQ
z;@qs<wgq~!Fx(qK^GbgH8xo++9+>=B-pqCj6c}Q?Z>4rJ<S)%b(!M}f#K*@G9}twS
zKyby13+zs2OdxL%K#I=6-9(Jt9Y;-P3RXZ5ss~s<-Y@2%xc1?g@`^urHO$Nx+Bsg%
z-W9kAFhtiq=@)OMtXQHfg2uid1vEWP)2Dt5Au}ttjPY%`NaZ)gfVnQdQSzdqD+f8i
zX8;S1Vcj%-zC)WmlqOimM+HFo30-?$3Lv6fdgTiL6SDvt84OswuCv6C2VFU?l`pc0
zp-ReE?yADb7j>ORxKrXx;JC1UzvD0h8X;u1$Cr6lwTQ{iptKByJn-V#a(tc;3Bk30
z;zFUaW~U_hTkI5mIh|g`A$xCc8JxIskUPhihHo4JolUPAufII2D1gPQ{CXV_G#M<a
zCBRzgS}3STpfcCWEa43=soqNfNJ5Sf|62~$@`jlKKyW{s{^4+_l`p>psYfLD#8F?W
zDZ&qcN#r@_)2m+daAs-p)r*@1G7D`!an-@`{D)JmojX8gwMQmHh@<b!9-ZW6fR5@u
z^Bifoot22zF7>!Y!2vLsKsck0w|1D7Ifi9r{R(}p-d_mXjiO8$4T7z*%BHT$H2|5<
z5#<6*Pw%>O-~Kty9)J^7J~N(^&?WT&gcD`Z%P^QwxJ>bK+{0?h7YM;a05vUcP4%HD
zVI2M91A8&5%NKBOFBwlipphEX&>{EHZW+-Wtnsotgl--r!0J8UL93ML!79vabAd)&
zu@f!3bU$pmB3sNsu5ZGGz&7{WQ@QZ)#jz#d_k6qq&?E%#f7O7@!uJotKyR;gAFT{z
ztBGcb<FDBE=GHe?wzv0X)2}_!QAHNs>0A<$?9qHp;d<3_cmi!wl;*W*Q&$}I-cm*Y
z_GjBK7g0q3_~6VAI-))+?^G`t%kdZ+R>}Z#A^1(~D-N>NPExR&jcU#N%U^!|B+0_=
z1{R0aFx{CiM;6{2IAqXc5Sse)0`TzD4r}^5d(~i;4xrx=H78f^cdh}mM779M68ZBN
zq*JW#Y}I;d({O+VO<w9$3}BSE`feYFP@roxjP@KoL*@G|;EGS`abp0n0&35ph&88C
z_o)i|Vh7ErE}DhlZ%v6O{q>EN=E@Ha0TrUb>)rg`(7BuRwhk+UBet!yoF8TmX_s9J
z7+yjdaTH|UCc3i4BUH?2!I%>7>RJqbJ}=`~^}x>2h?jrnkfs<EtG8c%K2~^H@CoO*
zj}l4Sb+g)aI6X4EVZ4L8R)mal1wd8zbOI}^KX3^Uw)1nGe{|^O!+t!~yFlNo-BJJ%
zd|Qt_*gklyyMR{(O>aqd_xPZq`F-l+QmE5JN3|Iu?xID&-qTBoeuZ<?1PIAW7H{WO
ztD<Xeesu+J%zEL{)ie#`7t^C&IU>|gEFq@HD2jiKFQx9J*$G3OdQ3D7Nh8pE{*UgI
z#Pz<Ek7jtNL(ccw_O{K^wJaFut}nF5Gm>2SvP`r4e6U|Ue;c<^Pukh-%DHf<sNcB(
zcE!9&bPmDNN4SdxuO!dbQe5Pbhd#<YE)dB%jW@Su1`F+xe)s$w?WLSEu_f5*`;3d=
zwQUZENRK_K-3&7s5iXJDAy~gXZ(x_+z5gKkZ$RM$z|AxQ^u6t4v|iZ=7>A3#@W{1x
zQBmPV;t|s=xyD7<yb54v5bMf23K^!!q<};Kt@H@|=JKV;fWGkOqkz*{#l;5Q38Mb!
zb@VkI<jS#-J*D5C-wuS^5M{#xW_LKk1#fd;^v7foBkW4w&%H}84|5_F=*)a@N=nCB
zm6qiY$bDYkiM)du_{%z<MZ5eEDljI#NWC++%2oq{Ae8rf#l9-h9}1mW)>LN#FPpkW
z1Wb5BP*GgRUe?G4k=Y?sxxqBf=+%?sIB-$&vX^b+CD3pLGN6auBY)!l3!`lsibf9l
z{pb8e0M7!g)7z8#?UP?IBoFFl_e^odpm&hGOGQz6LQObA_1>54i5mX5r=;;7MUkFO
z+81v5A{bE#=tbVlMDhG`-DA(LJ^B`A)7K#isK+a48HvYZCo`J=d~NM^C0)AeMf~y=
zw7;|aPu#}BW6*QfqW9!L$Hkri-g}z#)OGUYpv$!vU8F#qjO#dvWT5z$J4h0N)w_I~
zzTib3#siur>X*;psvWK=WT--q(RN0MbA&)ryyS|hd2}a9-hVNnXTLW4{PVg0<s%JB
zvwMldOBVf`qZaa4U?}&={m#O5AV4p!lnG`D=(IwcWs6f{jrHZElDnr)cZBj4z^!}l
zqQ000@F1IPA;Dg7<)yq;!Dn*46D#{MJRjFf8#3+U5tr}l&j<M8k-$W97l!f%)#>)P
ze8u>90Pfq4EFQ2#FBlDZ>GO6|iMFb2cdzz;<Q3}(h|?K^F-Y6RfIZAAmT;A~ChX6J
zB`Fo7Sk{jb0L<QiX^B6-Tpq=7P8$5@AX~$;bBWYW6!&^*r1t=8z);`BX5;$)e0z>?
z)pEGvpSct858n8l^IstcJicMH+41V}5Gj#Sf+D$9Kr`}#<2TuT22!eEWs2}j-DFqZ
zj-4ql`*r1OVG2o>5v96a2?SR!GGwm$)zB^g31iGAYvn6%2!UOt3l^!izt84j`Pb0`
zK`1vF0CTIlF)$okW%r5&!9?y#2zYB$uX4d(H8A-AgMgd^JAV*KZAIXffO*FSVh*&(
zO;XQ4vRW#@I48}Jcti$8PaN6~<n}aw{yF~pj4Qn4a@s<8!SPVGF&?P#J1>T|V9HEj
z7a-%DNh1dWK$x;DGbOO~jK2E2v9POt*;jd4vDDMAoG1XajrVCJ)?d8mwf-@Z)9C72
z_w#ytoF$?X)$(SGGn0G0fPZ@h(01*80CG3oue^`$TeUO!eq_IMT|7+C@qGqqEqC1q
z0P`9NIrSB(se$KfqCVaxqEleGcMY?WSKMrtO2-@@>QJbGcJBnuACb5CjKuq4xD_pD
z_St1qOI$g?G7W~|0@}WEz(R(qZ3V&htgOg*LF4%s;CWiP>J_+eD$K5pAm}P+F`#xr
zESJCU&6IApr-t9O1*f6(^8X`$J{ZR-7g^n0@ea7s`|A0Q-Dk|gWf=Mpo`l_b*a1y2
z#yz{R6ih+bGDNUE?+SGYYZ^JqgK)K~$$>cf+J$W{b!=#8aemQgRz&U0aJ2A<-C$wk
z{LlbIWyK}xnw<rJaRCV~OhDMDl~l^Xzv5&Q38U@d!?LwDl#|dvx`tjn&|j~d5M|HY
zpNvAiq`6eWJ1;!4`_B(MdzvP3T<(~!YmK>M<^m$DTirq%FqEMvkbwYVSvv)5C(D1a
z1w!HqSB=Dvod(AScMos!F%8Hq3b;eGTsOOX*4|TdlCUPC9o1j?Hm`I3ZeeS<O_@;Y
zJ|t9%(R8bxfV$`Gaqv5^oBQpiU+v@>ZmQGsRf?hou(D<q97Zp=#^lFdpbRjSsS!1|
zeMIw>jA8fU%}(YCQv)<koMRSaS-{S%oi|-6<c*cS(o1FbCz5ph^0gy-UDi;b&whP8
zExA(P{aD`V^NL@}06aU>LG_PQXtLDDkMYhZI_Ds>#sO?NJmt9*pXc++cP)R5h`vWp
zNxQvuab0<~K8KzBaaxy=V`dFBORNau1w9>Ow&)jj6V&1+5VWDtfAR}CjXP|@>CtCk
zoTz;33Y@f>m__&WN&{yjgDPx*rxMR3vT<RF7>kMQ9V=x;A>iuDc>tNN>*6yQk9VG8
zFB~>e!AG<3Y70l3F)f+`R&ASLELH|9CjXV+LLq&L7g(#D_wyeE8VrZfH^yt`Ne6Vk
z<AVY8lX>y0yP013ivRd@bbEC9)=B7)2Dp4}@9<YX9);S$ExyXdv7@s4k}gqCH-lhb
zw|DpAR^fab``5TaoOGbiE0iMhEBKuiKgIbZ0LsKq*t5yP?bfS4=apZCVB<6;d{3Q&
z7vT86Ee=ku+cqfnZ1vS&uBsNO!K+66Qv|cU(MMS?z~nrwAtDuj4}RYnSTNAtg^>V)
zJ)h=5#8TFpc}FixUhdSmZbT2(!-ofi;Q{2`^Z(ci!0R1(>R!CCDv_-Wgr!wWq{o$M
zZWZ?>vyF#@$GagZ$_W5DB<UYd+b&m_D~Au|-@hDZNmq;`pki&qF!QII^=4j8S(0FR
zT_FYlyA*S}FR+zhN?qlOe+oHc8mU15boL?3IO6^CdU0ZP?Q8vVZPf9GuX}BS_50#M
z`}AHx!}rQveu~>!!Z1?$BbvODD>vZ-;B^f=3zpt5Zz?z8!$9LSVOqAzcS{|-%ON6K
zW$ty=ek>o<S(?rF^2P3O#(jLwz3|A;KXQnPmeNv7S8;bn24MR{a-g4E9~P<?z$3cC
zyGMA_iED3f4oq3>cVI&apk7bz@>ec5E`UUsLLzoQ4it~{FOh{D)rD6aQ}HV?^`}lJ
zxW6LE1sKm{6M6oC_leZ6l2WG%34<QuSFNvT#v*;W_e<BEU&pmDy^lxNk!~4(yY^I2
z{;}z=*R8fkKsLEUt`GWt<pr4FsA1jBL-UZo@|It57r(u+iZdD4!ga_z&lAQWatxYR
z+Oy%nT>ezBUhm&|P=CJJ>y<F1VhcF&*KG&(uxf9&5e>a3P-w^PsylndCpn)%owl@L
zZyT~0^byTh&KK@_>{SO2m^YqB^)z7STtI6Cj3Yk)OrG2UHXR~4Pv<<(S?oS|YZ%RM
zOG#@O-d4K<5Gk45`L(ed4U<B<?gHRCFv9FGC0J*BR}7{2n9-|HpDyR^2)Fm6AgJ28
z+YOk;zENJrOE|1~5lUasME-p%?mB6`1t)s0&zJRHH&F-_OZ&Xy@rfC^HflU#3_yKi
zC0ZVAB$g(F^H{$5HHm%U89h)DKev0md`Ye{UW74>PLl-aI!q(oLIAoBYSNC=Ajc1H
zDEP<i(yj8zLRX&j7jpu$5KHz|W7N3v32jHW^d*7hXwAY~O?OZPf1W=llPiDEYd5aF
zThkD)T(hw3!M^DzQ%?mLZ-^(9z9`liL<=#m^EogTN+i7|frd*LWwVfmI`$Tl0iGJ!
zrU9Ab2>IGzsnmhC?@3y{GybZb#1x@+|Mq}^YvHwTf7OW9MGrl~d&`ssO$~H&0<*vv
zsV>3Vm+1vG%yAcE0Xq(EugkZ!c_aa|g5`w2OvhHa>XSLx2=qVwLa8IcQ<iDf@2Ua8
zP=MY1fVPNFF~b3<J)Z~|xiv&7w!EtG0xj_3(w11SgClODL->mQlEHY%pTflHCuCN{
zRlD~6An*@WuejEV7=*P$65N^ceq3k#4#3`8bmtVEbU!qdA699;{YnkY7$ulUkBI#M
zB!qo#8&01^s$&dx9b^roQ0=-KqU6FUJa@WvmFZW0$TI>X_i0TR&#yeoTKH*^*a;hQ
z1K=%*k`q{Dkqb4HdLqRB@roC03hMVTw72s5#8UnR7_y{J3$897d>7b<rwG{GT*lv=
zH5?3i&$COj5Fm|$3a-5evFdrIpafL0fjM_Rzx6(&?Uj@Nd8KBW(5(iB8mMZ3JAic=
zNaMn08VW%*--*;r5ly@U%B|4Ci?H7qARE7&vNULO6iLTguhW=RduH0R(af~rURZc)
zAo!dB7NW(J&Rq``Iodepe1}l%33ONeEbG01@h1RuHj3tQd{^Ro*j@Wl4*vKuZ`OSC
zems}2^%=EuYR`CDTOzlcEyWhw(NcIzP)5DJ*;nM<KO~l?<wQdSavZ%aD6!#uT7{86
zFw&;^hLhuG5ZoH*sjv)aV7P*IOg;m-OaR+%D6wng2|K#|wG3srDRK|VP}z{(jkppS
zxIBObtw<49{%!R=Pd$$AepgDJyWn*%@thUOJl>(y%LgJsG&imW%JxlAE7K&zJZ6YB
zvxav6@!KmgCT6#BtuW^EyN2od-cvb?H_F_bVlp7Zkljr>pZn9N$Sev6s$I2r^dg{A
zsYSxCQI=FuJG<4<C<CF%fKs^gD(}AW38hiJ41qa73MWXR68^NY|6Tnr5vnvC2S>cp
zuJ>rwmuSz}FScWz)NlLRQmn-31<e4M(N`8RnCGUKaws{;!(x>B_HiZYBpKL4U(s7f
z*BWZY06nr8@FZRD<%NuB;_DoV+USR%hFXKYue3<lS=zIn={IxDd3h3m?*u8}`~jFl
zIsrCmRNwCk=ni$6uFY`nYse>K9C9iF?1jAJZzey+v^@+6EDWb69`Ye*8$RLnh40)O
zYhLs3dd)-dsjVRa=&!gn)LxvypAs1Yz?nVeD;8<L>b5Yo3RIPW<amCT6H1-URe$Q0
zJzgvX#|Hz&`e!g)0uBz_B+xt!9)N~4%QFLfL=C)6xM)dp7x%Z)Dgz%u%KQFOcjx(5
zhS*`Qzy4Ww@96!x*Th>1ZWFJ3!9|Vs3u+u}Fr@FtdkkRKpCz&vs_w>J|M-XPk+<pd
zsH*Be{inbDPygYc{_*cGOK~jl&?N8fFaOIw{pEkXzpHgB{%L-n#XnI%@CgR_r~SRW
z{t5jj?kMK}?Jxg)?SJ_f_xVd(EJ>a$3AoAs`LF)augkD5e_g&qaXlb^&){L-zy7}a
zkFWigzrXv>|KVSK@b^3Y1<evHq0^L25tK*@G^Lr8#z`W@7>Xtf^m^=n_<K|OylDOk
zey+{$k^g(W4&SAi{^S16t74hqtnZeoZ{~jt#J{@auUj$A@BTL&*#C_D&&dD%YhBX*
z?&~z~yqKKj+Z5015C8nVc}bSyUo;7HyO^`-JuKk9e+A80Ue^u&@^5xF#VCZ#Qx;8#
z40JZhNVFtb3Mt5>%-H`ComIN!Pk;a2uBOE++1~y1o9!v7{^ODi|15HU0h13z;&)3k
z`s>pWZ`xlI48a)&!%>W-2^9P!@yiQ3AyKAeQ9At>m$%6Qu0>h)pFf(f8Ti*X#Ipo1
zk{mBtHYLauOG`4L*&Hbm49l}J`4>0bl4dRb-16U=j*_Hllqkpy!3Z2Hk|Zs10xb|4
zLs%5S|3^%R&-cf_I}?A+`}VI{lgx85gFpNq|5$E+`O}*J`0hZ{l5F|MLj2GFJTBSm
z-Q-iz{p$<=d5B4xA_x}6^OB_qoWNNy!Z}NVsml_UD)N7!W&Y(=1$#~P^@W_s6C_EK
zlq{1x2a=AWIPza>$$w2^Qi9D8yrgNIN(j0jS%xmt3<Hvb&>2z||JKq1f|esJS>|bx
z5eb8^Ny(HYmgL}82~(#3O>>zhbMfCfkJ_(q|JF?YKUz;vDMe>VLFEWRAP7TJWr~6i
zkp#>}{@*5v|KGQs&OpPdjHVHqNRR@^4S~{Fk)?TtWmxjx)cQYW<=<~V`v2B`<9CyP
zcOCuL1Q4Nd8l|YBpmB^KF)Rh<2*@+gI0;kGH1jVs%%7(I>lOHqn}fgq-E98zNB{Jf
zcbilNJapCd)VI$Y_Kv7h)nC?Jcf8lltH8U@^<N1SxCs0f!qsiJ>k}ii?}2<}HUVrE
zyMJSg*Q3zhQ;9`Vsd+1M++>|Tq!@8(b+$g8y-MV(6yB54zU=ZZzpJ(EH~zv`x*wVQ
zJ%v|-@H$pvU*LxsSyFFO`2gPI1Jc|q-zGW(&x^3~ND{{&dPSE!UT^wn-$X@uO36_N
zD0f4nlv`--VU*GAGi56{hHO2%O|a|g)tax^;F?p~KHqyg&qqazH}P>8V!kVebK|@e
zu(kNf&Gwt)Z<X>I(*RrQ0T#qiiCz*i7(-CHaEQhQ)s6iMm(Iu4S&|w*V~gFQ*EN2^
z{@IOPxcaredj5J7aKwM#Z-q8_RcIWtRO3k>@aZ7CIu)M}CvKA#5C-S+su(V(8f*gW
z8gK4gC2;9{>$pYy5eJBc;czx2G1z=~(=-j+;<@#ct^1PsN@ru_-1r-o=(mr5x4qW4
zfLv(3i0rx*2SFou+x#r?mx#0074&5mm=qQ7%c<P$KY^x8rX+I6756szBkJT~fchg_
zq=9zlIFZBmAPzI}+M7nN_#-L?25`A;CERE(z7&8vsPDc<it_Ps$t_Qp0>Bi*10=q_
zl0!3-MrZVvXVaE<YtRnwBscLZY<)sMfGAS*4)fQ+BwvfqyKQ@k1jfa>^Rmkn3N~;-
zeI3|SuxXl02smz?PFKd#$E`b<Qd+RptO-1PAIfK<J99urFgEh*IF3jKVE1_)p!QcZ
zB}bPN_TfkMisymJuLmKQ1LrGBq_C6dl%Nwyi4QcEvddXM*=T^%>E?3CVT;bSckj-J
z3L)!6C<1vg23#ZkhwAhrXpTa~CDihXn6G#-t=cP6kmSi|7OL0rcsW!D6UnR=ksEJk
zC>*PQy0SeZfZc>r>Lqs#D^Lt8a7<qj<8?(Qast;u?Myjq>qaVc9qKgknvOI|v-nV4
z8~3jR%!Mc~c)El-Kp&q&ac+}6Am7xCp=$%v$-Cr7c+PJH^n#9YiKBBKkQAwYd>nPf
zuEYXtG5KHi30+AbG{61YMmJF2V7hGKJiOVHU(|Xf14Nat!&yAIjeHgS3K?cUPwL$c
zpV%~E47m=h^($MPglDTJyJvNIH}TWVw^9_pa$Cv)Q9Ql|m?fZFI`PsPGWDKm2zFD(
zR=~Jg_pIhPKvkae>%Z^!dbpf8k{_74)-=l8zFbksDRer0qNp=7UmruesPL3#)+8Qo
zDIE<AjkD?qtvWqtpzW11&$s^8iUjLMvGLYB!$=qj(5h`cOVPtJzrPgVG{3sMl-1`K
z3LFG#ydrE#cEAP%(r^}9lq~T+iTB!GM+6tjA`Q1B4FwOZ)!G|!xD@-M-r;;3E%B3y
zFArzmp9Ll%YlFKFV~nGOSq~9K0t{wLqpuEk5!{3bKpPca5VkP+h$k8VQDb2vanN-i
zKGOYhb5ya#2W&0jue?o)%*R9Yv^Y-Tc#`t_9J={@>uM!VF)S1W&Y(GwVB#7aJ<-VL
zvpbqy>nOP?0)svXBbEB^BGIPmfNlwEKH|3ac}K>3F<@L|qcV8D*XaSqj;pvq45u*@
zRcxA;@I1W|?{N6x;aJr_M4mH`w>#7y7kY1kyx8}<bq%FzH5m2b!14>I?oJ=Dh0c2S
z@VY~s)?zF3)^sbzag%g%O^v_$Qt>41MKmIEPq_4}*{2CY5x*yzYoC===%jn{7;JxZ
z+Bn~R2$a3T85WwJ>%L5+4bxYhwHcRDUoR7V*4Kv4;m|(6k?G6!%@J}>yiCN6FQ~CH
zG~v4;xoU39gAU1W@DLlJf?fA(nJD(GAfXzOlfzKX68l?aRT}OiJWf*6&55u6?4BAv
zq{gxarzjzy;R-tZLJP|Q^ArF1zQmsqCixQ^q-24IFD16KVv?tFzFBMm!8)}d^>ouA
ze&;y<6LC!Q=<=2y{1^*Tcbu1#VS6VQg$gkc-K-&Kkt2+C5|PJ0d&Cj9$gZ^0!)&B?
z%EfH3?I?D@iAwqWjE+Z%BFo^IsE5sNK1!Y2!ISnE7p|kq2^JcjDGX1fpq1U;D?_%#
z>gQQ}j$)(uz39t3>kr$Jag{-Vv38oN8aOSPCTVl2W`t3Q!eubp(Ey~Y#p0ILeUtvQ
zp>jF|U<EL+JvnE|ii09~bssZT?HuhSh^vfzH{3pl=SbA!Gk|f=G4ko(p8Rmh_0&fk
zDFi3i2-<Wr@5L&!+&N$q=#(ygn-@vKk;bnyYn)$f=D8<dUa}p_5eL3Pz1|7?i47p9
zCprpKE`oj~Y1Ss0<XPVIo;v`v^uFTc?f^ePz`t?dAJ!Xtgi}eP#8(FVA%94Awze>A
zw~q}WwHIVcNWm$*c0Gf<&HVTb!hxC4y~<?v-V_WLo{UA&-PU2spY`4H`;F_LGz`}%
zs`%06cw)_xERr%uTrXXokVFR5DJu&0I+KnyJ#IHts{OH1K7LN@uPsIsh|=v~lOx(2
zAL8<i8+3-@{28_zP2sdV?GpwRCC`!P9p#Oh1^>cG5-MmbHw|fk(Hi}*>zaFk$1_sk
zxU6bd@r&U)gl_BRI|Ri^IJcKjQN}do8}kfpf?IumD@QT^*6l`;{dQImkv8MIbdUDa
z7_a?9&0wW+SyRvV`wPh@KQ9W;gQ4fm)TJ%ZE{Ch2W1-E%H<2wxgj>!gA(r5Dl?0Ci
zM-)FdRp2%kXl7ug<O8-{1r~t5e&#rJ*WZown$smnb*b@vKj;ujmkM_L&e}7)A3=8&
z5~hg$)A{!!EA^1QlH#n_KIWT+Z~W4rtP=0A`@+RrQu@ygbv=Yi^K@I1Tgl)KOc#@N
zLv?fTU9isggi1^Rwp+5Du4i3I5dEvD>V>7IE2zLPoJ9sr`uLLl?or+UIi^sT^Af6y
zR<C1p&MfPKvRHWqfchg-$Wod&Ov$CA7uj`^8^W{PLfeXwevG3J9%~;&Hi6nr`W7GK
zkViP~fo&Mc2qU#l9!^5rwfVZaoe8sX37@r01^^S_e6<6xktX|m7ltuu5-_d$uaIlr
zv1<;-0=!OI`y0j?N<QHNx{swTZcb~0;}W3zCBx5(iVP<gh0!f0_xne7*O6UiLV$i)
zv60|%!;zJRS$fhYgaxo7djj~#Y4`WhqcF|H7Hy%i?X3Xfnsqy)G2D(!Ygv^dvI<;M
z<4oS*etNHk##sWTWZRPqhL?0prdxbyP3(9-T&J{;w~uB`+E8{rp<k#0(sMVDc6b*3
zIZDHZtk40(QrLoW+D=&Wzvd25hp@h>4^Qb$*RjDBkb}S`KvzZDCX4j8GcbnBqpnY^
zy$&DY;^<7)EMb_$WtWA*UyZ@(DqQB>4x<KFQs3wI>$=Zf@dmJ(m=!LH*}!erRb0c*
z<AHEja$SLjCGC@aoH1$LI6};y0EAH2;Y+cd$AS7$AiRO_Hm{wChn<K37Pf~g-)%BD
zX-mxjksodhmW%T_o~U9yZnTZj{s5>z5C>^8q+*gjDoRDk8VNKUWe=UAV^f62vA22{
zVtgHd;O`bg5E}%a;}#^LU<sTH8>HcJ`Q&a_vbzKsdkQYc&4%5ee(7T>DxNIW?xcL7
zwtgOAM(kvj0i*tPNhjuW+Fj+IPh<gG5rKhC^*viy);RgiR?4aT>}g-%MXL(6MN%;Z
zaOLiU8Q0Jckc=?O##gk#6R<5r;3K2M&$dhr@Fr2;gTo&BRP9`4M)jqKlj^Q~);?`v
zx9lK)!je=}$8~MKwl4EdXP0F@$<*<2z!KR-Zm}h9liWLC&+kneiVdcxTZ)q`q>l;c
z*Ig1_g3?_!HfV(PYV+yN43LslP=wE;m}P}eN*Tkv&kP&m%M|MfwkcFDG!bG?L}ZOx
zF{`010TSK04A|M@#%V*3k<tmRp3LK6?<(GB^x65vr+H34TT%JCXAqsM3;3Hryg9jj
zaJrpXnBk%;F(T@miqOLNG4i1j3Q0_qq26MSk45**JpjsuC%`lf;Ehd_mmURsi%ol9
zlCFW=_n_-f`GD3~wM^e+C`u>$8)sG$HwYoXHKC8bik{6dIhV>Dy#2<Ukm?WI{@N2>
zBVwal^$ASoMQd$K{N5_5FC#EFP~C`8fiM{tJN`rQ6#hzS?IVy$XPFmqs;J!}fw4J(
zGADpDjIj}Yc$n$)!Wlgxh(LeuFdXPoJ3j>OgRNr4SNBU64vCuv_9Z=gD!)ftTE5iq
z@BsF>1%UWW4?HswlV$BwHBm4>x!8mG$rMX0);a5}6<<s$5A+uvjMFV~^1J?g$uves
zQUZ7w??6CaADHwTw?V{l4%3Tnk+&h<jAA5nnIz`ssSVZP*c%i5?3QfHfZT7lh@;$(
zzicJ7YaR>Za{NTYK>v)^LAm$jDFxPRv$3|>b57-G#p21gC3;Lo2CL>X%pooC`zYB6
z*Ix`I?xcwz%m<8fKkchK{saH)PIV4?>5XWpAGmY%$svL5YY!@ytn!SpXj-a%WjY_&
zAx8T9HCx$?p~}LKT*SJGm;`Gu1=})@<NS~W=u6TglHiW}lY@lkpK-e*9SJRG(RQK|
zqP8c*k9SWfNW4GbGK@x%`ttbA1byKkFgM%H;sBVFqM#NV#HUCHl5^t#i`*L4poqv1
zlk`%HvrSxakJ146cC7)wd047-B^qmCr^B5R#omRSXKB;CE#2vB=ZQY0WY##tAYOn6
z6KVxG0l=Q*I1UMGrAAhu%DVQU=7I5cXy_A9dv5d6ASVcPjhz6!t3S_4zi&W340Tdr
z)Sk&>wb$fvYh8XWr#4^!z8{$8d5s;<h`+J3Dja=8;b?|HaO@5TZ=bEjwWpIK*(YHM
zmLpwHVa}gUFna~yO;7kp3>7rrmk*O)M+Wv0Nt`>cc>Vnomt|1TZZ<rI2Q6?ChuVL}
zj%k6ZC(H4OAQ)+LlKlFQJ_979JwD?=WCdxyW%btjdj{ar%ztn5P0`s-Qj)JY;C@0f
z8T!h)@7F`?y<*E-p?0sSbZLatt%z$rPmXyh{8wh8*C;JELk~DiQnt1j&21RV>68F?
zHqqtjLYtI5Edf~XKVuEg*)Ezm8z^m%p48Z>tOmx7=iFGANa{0uOT>pE!g)L=p5qby
zZ*v5<IQ}k8YGF{h34<PTn_3?hgl75M8H2$jo(`llE~oX=AKfG7J59N9IpU{RpcK#}
zF1vpAQl`pp(I(jYi!d%=2|`}|WanYAxVj^1*aQSU_Us`n_Ln5~Qc70(mK($@T4FA6
zf7SuLHhmWP1rDnyzTxkMAJeviU$soJx}3k)PnzGK*m+bUcm7?b7t(0%?!Y=|Nik5_
zp|1FHcqC?_;%Dmu(~b6*z!^e!aYDd9<DKc8<boGu9nkN?0^b1wl1KyWS~%BT@iw|C
z11?}5dW^F$kGq6C!s6u+rb}n^yl8(7URPFMzb^q_KVljMx^H@(ciZs>P1t7zDYt{T
zq9<_1QHf-A3L>5EtRW}*DhTDoFRbDLdtPb#q_WQ^o<kh~dS__U?LBFy5p6ytCv&;W
zq1>;a%O>CNv=6`%y<n5CUCFOe%^r|*f00lShHUbUvlY1<(&+q4di&=g#66P4%Ba4l
zr^e5arW5wKma9yii||dyF$C0xzd55~+_f5K*|kVueF&zUJ)H^(Z9tzmJ#8|o<Sr+1
zHtVMes%adCpwFN>x&#-dfJXC8a7a0!?>19TB;W|2#x%F)v%;yYy8NV4*oZJ=MxYb9
zoQIE!vGUm_Ojt_y22WF;FO+)L7HTr)WmKz{WQFx`>Il<=D-I|b$Fa64R;n+DjbT(@
z%H_Duwnx3NGny_tK^E?(y;lQ#>&!PV0^(zHCA^WgiMz{Qj4}S+>mm0jvV*atJSNN?
zHay8b+WJC@{R{L;ewr57Jl1q%YQ@pJC9iQ5z3a(>QTgSAHmT}c`7}-`AIu2hH32<Y
z>PyRXm}+FGqD3Vchy<R!@FjNSPgDb#zj-`|JJx*x-vFQjM)h~NKoz_|#W3_l1=eH`
zg*_+Luf4w<NRv4?@U*{@(9A(<bm~>Wog~l>J}JO*o+{7_8SD(+)&M)oPNd^CH)@hg
zqT658M<(!PfDrBRuFopFtC`}C^>bbBfRp#)ZA;k{Pz^R{(v7D@1=v;mNkS2aho)%)
z1~idO004glxBx|!;4?N~78Y*<mtC;hMJfF*UWxqI_3ZF~!f}bhW43Fu_osP89%*US
zoFhgJPbb~nY10@-cW?t|;OW;6<ldy*0cN^h#qwx=etfRy&>)Bagx$oaVPh*91kHE_
zsM<iz-N#G;g7l%UR0Zny`6h_9T=Hq_=4}k_IM=WvfU@rRt?86WwWELvVjnX9HmYAL
z1pLMr58HvM(Jq#6URF>4Km<$9+}Mb=5>Dgz^sgY{28eUtj}IYXliBm*ps4|a7KHRn
z;wwO9xPsK24{Q4PK&?YG2g%P1j=hq1#6zN|?}~WdL>N7gq3!PUT+>mG_R~Dk02h0H
zv2AXt;cSu;UuX-R6X5Z6E!%?gr0lNWIg`hSDyg1WX;4?N0h(W1-kCcVS7N*Na?(k3
z72rel6O$xq|B7Z!SF%VS4A^)%jV7xp)e%_kwR)zqU02o(bJG=F4kGJDD?b==@-y;C
z-NPCl-_0T2GmjdI-RnO%I(z48(c1vhVk_Vl5@eql!BNtd@zs<YO@4*GCmHgXOs4UZ
z&|x1l5VFJ^m(BIgo?@g2e$P0MmkG3~!neZpi3yAzAS5Z)u^xZ~HqvkMi+-gWWw%>k
z!mdvO$SbUx1h9amSTF9+b<g-U-tz}C{qR6qzQ2xwgk3EK6nFaYG5MuD&OYVlq|o!b
z#{9wWw@0VG#|_QbvRlN_g>~O+yw0)uhp=z}zbS}H8Qbd}(QZOmoVmMP_R@HPNB9t|
zsFTio>g5|*i2{W5b>VF(!=aA>JaBEy86RBb_6%>y^WUErVx(S<jYl4^|4K)Bl*kQc
zh*6u@&HjWqLOm<!-Onmer2?2|_75)Qt7cWzV8j5rg<kU!>iIV_#mOD;QF^pPX!~@D
z{=kYQR_p#}T=w8VMGvQ-=hh;a0dPr9Vtv*b=QaNDDv?oNph8txo=|bjAAZ8w<)>S}
zp#*<qy`)3(2*SW{AHt`7e%x}UR#Seh@mN{i00@F5C|nUC9Dip$Z|#D1K<?1U<PX%2
z!uRqJs&S|CMZDG4bUo8CfXox9oL0iF{S99*lBd@mo)m`g#J4)lLKK6wZ&!xG+oGR9
z_$NLfpPn?I!_yK2YrnY4O@UX9OX55LbUTD5tRp3|H)}k2o<}6IaBRcu<nv6!?mNDE
z3P*|kwPj~l2ERGuHZF1;Ryj>Udz%Apc@;UDk@1a$!vF=O+KRW<dw$R8l9^t9{+UBX
zg_Cywvd@lxqNAUoI~kHWfqe{ttL-Ctd;vI))7zfjv&xGriF*9F$V;Fq071}jz-g>y
zSGe%R0UB7%qOD&4VX5ExLz32Z=BiS<3s1>^!&ALmog(s-1!2NymUIg|ToOAWlan59
zF;x}vgZfZuiJ~+1kd2vx`M+UH*$!(Dlgt^JkaPhIeyz2A@x6Sj0yo>u&*Y|`%~|dX
zJ>rG=<c*0}xb*L1>^FRhQ-J3)ezHLYqIaxMYu%%NyE*FS34)Ot(xKw*52wDVl~lpj
z-{o&oM`%NtxVQ%sj5i{!8x$14j4E;%pt~n;AQ-$%>9W<U30W1-NYx*_9^9K(5#a@f
zF9`(~1v=k_hRRq3*e%t2I=YDm_-o21G80;N*Y{^;{pN>L6WJL@#2i_G(+Yes3TR&*
zUi0;ES0|w%`tSr?aR%r9!Fe1%xgILz1KKz4#FDi0f@jtDNtZ^uP&;Gc*T&%DJV_ZY
z2PySD`S)vmGz}5exyFaeA$BN3ZLfjmk{=49OhGp+P%@aS^l&~@HUH)`_@hIFs&s~t
zqQlqst6uVeWD@}mRHVVDa^v#~$v?t8ELbvJ>0=Ko*jIZ1+}8XfPy7yN6p?Hpbf*fm
zTp94}ZX{NBU>-bImTSP@kV00WCtTl{&wg;j_XgJLhvVhCOJu3R7nF9^4euI_hazy{
z{uEPfWZfOor9+r9%Y5gz6~Mdv;EZbjql<u;x3}n3)27CHGPI9=S-$6bz?NhRARlp*
zV{`#_J-I+ZA2sSf2Oax3)g9sYKm5OXl6Iz%2^N)RvTm;#o>C+P*1uimB_#WlDkU+h
zeT<Wibwo{Z_hf!}d8)<3Hupy^Dfy3XyBZPfQ0bTHYX&opE&f=>7VDU>wc!nt7+)@U
zkS4zh$=~NJOdz6f(o`H+Kue?(>(bA38z%}~7nguERIm8i?s4TF<AWET0Y`ADE&O-{
zH=jNxx&0Rf;CUi;W3sx9wa<5od|p-r`fcl*Yhk9J*8H4~!%!*oC(<iU{Aj>p5%=x4
zCKd`d)pD`2FE?gOfCU4bJ)u)*g5dbBRoNpi`U7YpS95=}IU<)It<-0Fr`G8CI%y58
zCF<xGyx$3RmYQ4g0rSRI*_(?xX57EK&;$NYyg5#WdU{+fcQqQPrjdKInBl`HiaZIi
zzLc;q#7sM?ZN%zNd6?brn}cfU@8bop%gu@XE*I*KIv#$AtHYKdt>|rQA6+??Eapo0
z@pUne<c{XW)%~OTqXW1c6IbePuLuN)J=B_=9fXJPFM8WvvU1s0JvneN4oR~f-X@sd
z3oNignSUJorgLl;%KjfY>6s06X?I8`?=Ib?VM^fc8QekpXUXYaTfB-NTP*6?ml!`E
zt2;1?h=}NF<G`U|KyZI0-Se7PbZyQ(H`j5#>_9vPzH8C;j7NY}mS8ET><VaE0u!v1
zlocxlFmDWHBb*w?m#`+K+Jx)ZH38>df9Jr7b{Ohyz+Mv2W|;kbe!8VkB&K7C4=1z6
z!m+}Y><#$}hDlw?xlmiQi04(e_k-(4CcCfQ;;+1sY689+KQW*WR$o1#T(CZhC);>F
zEi4c8+dNXq>RFi@W*AT19Wwhs0R`2u)8K1J<DagT7MmEIPF5v`w&`8?=5Pr_u0pV@
zL>M9sB$<u=yI(Z~qVpAqG<|=WD~ql^@(`@12zf>{Uy%o7${t+;Rp_D_MqI%YlN}m3
z$u(`>gT`4Ss2FoiMeKL3C9rL$!@a|3027C;yKO!Yi}%-~vyWk0zVogGqhDT<0E};*
z#SOa20O3!l4mTd2Me3K?8p^`@bBP1LRo}$o)(64r5}g_5uVCMmbSaC=@+!XG<kQT4
z0d%KmE#*?7739^TKcj{==x~RjJj=s?VrDH$Ud<rXaH$1Gb2>1-!S6+NTa|&G=>16C
zRD~W{`(k*ZgvQKc#8!%u+QAd<)TTlWQ;z}`VtRfl{G48+AD*umS<=um&n*)YTo3YK
zFilrcF!5%(!v}Q}fP|J7Psz3^0a06&_p@%|F&U>XV_s>0WqnMf+PZ?e<FvrL>>agn
zJ6uI37Od;;{F|fDdl2RsV=b0b->85>?bwaCg=-H7reBI!;JJn9l)+l~<D(2_W_Y-0
zWHEX2K%GreeY}QuXx;Bjk_lr{q9i2|%S73qVlwK=Zc&I`=+&^w-n#-X*hH3bss|E*
ztLFz$y(zuhQJ@0;;0GI^*V0pR&1BNxOt|x^Q}w){h@tbI^80SuuNW@Nhbs@@3i>v!
zQj&PxD(fa?ie>@1MGvTi0EB>=<>|vNWnvosWZha~t@USE3gYb3eT>oPbJTD3Q8(h<
zfWB(I4}SREXyJtG{-gL3=7)*QS1d`0sHCm9)=)H!<BJ?l=(tKU(x~q3@RD{MuLR=R
z(xE_J*!iuCoFObBAlbFeL<4*iHIfoEJoVKr_n5u5D^CrDnG7k+9%^UGMWAemJdK5^
z#K=d1Vt&E7-mt%fk&NlL)02x_-<9>Hx?tVi)m({&ry``rsMV5^yvAve8sDLO|KSg$
zrWymbW$TiWS%^P;A3ZIp>l?5X0J6ZloN!dm0n1ip2q*TQ{vC^F(QWKAAWxBQjP8wK
z%OP^lGe&6t3O@Jsz#p!xS?UVKt@C*){++*kk$?sN_P0u1wTy7b^i%ZoM3DGm2G2o0
zW2x1zevTA?H=7Cl{{I=L>zsGc&1P|jJRCQ(p2|E$1<s8=tTlwrlRkanu4yOxQr2Bj
zoJSmnc~O1lo@#tM7e%uhp)s)->dp?zxG-dhu1)60Xjgtv8jGHS*3*Uoprwra$6=(-
zY#65a1syA{qv(9Pe3ve#ko@rcdlCRO1w@WKjDgXFy|LpU>7M89V99eUz2Ncgd!jTc
zvg>d(01)&j*7xhh?6YhM>sLz7(aVXqJl<Z|OG&XJWuy2--H)d8sK6iBYEe^?guAx;
z0v(1s<8q79+CxU;4%OB6L_eP?p@rv1y@?MqQ?J9GwG9m~n;XUJ?3<u4cg8a=`=Ccj
z@^#m2<sXGJeik`>Orq;;)|fQgRcrd*0>LeMUrHXu&5_4@(1iKTQHoC>sY3FGQl!If
z&i(tk1*n9X3Tk%T9UDBfSVOh>9n}wGEL{PeC`qsdYJ)zcx8r8(t;q8mT;Da)aXvsE
zaOTbe+(EQd)LK{ungB?DgM2>?;AY(xOXpF5#r5$-$<99kP&plFk<%j*M_Rp+G>DNl
zl%AB!C~6Z0&m!@CD3v{|n}teFKaM2t7o_B;ed^2M%P*SMyZd?do$@-tQ=A713h3a1
zdFW&qJ_qb$-(F7DO3<y1;~invvy`P=BQa?mhP8Ce+jRN7E@F;~88#+wW~o0`Xjh~<
zRUhqv4Wow7r%i1y25Idm&cs_{_X&W4!)C=AOyHgTU}uTn>dwYa?uq7rL}aS+0FYBj
zz6j`yglTP|lHc{=))x96_fQ<JxaqiGD+OXayJafNj;vcgFShhqo>dib%bne$n|K0^
zY!ki;FYA_z5dzlrSR?B|`MDd6l!_6VI)y{Hl3<m)@OEE@w1Gac_<G;{l?Q?hbHfI!
ze!67NwWmAkeD#X*Y!d=5^4?OdY@4<>lU70{u8a5lV@i*LO|dsj!a`7P<r`vC+M_l@
zO4dHjBa~nG*^wmPwQuiASyBEy)qBzrW%2BQ&SXUZtFtJ(g*LXot;23;n(Df6e{fdC
zt*?gmRDON;7}IA=0@{gN<g*hs@75y&zWLwqr8+8B#Xedm{obIk;`6z1e}+p7EEf6z
z{LoE`Eknz3AyY9Ll+_k24wzgA3k8=0EN$MV7S7{}Q5EeZ1b~CNrzpk~pa$a0>NAN4
z&!-rFRj+w3vWN9bmqNF5<L2W}zE0y5=$w8=+ZA$HRMWh9!aI@(%`lzvBlH&*hmNfb
zApnI_8-<0cGGd^^?aOJ`QZh}f4(lW;i;Z^Wna&=eJ(vuSlFL`-@dY>)K>IJ?NB_V0
zecn(`K=ZY+aU7_<E0*pm(mOy`BDc-zJ!4tw+ta#yR<2|;%_9mPHGmV)b~%2u{}+32
zwk$2uY>7P(7tGToNivVgoZK-cB=el`^d0Q_t^0J#B%PM2)h+3i?fvmpRgys9zI?3+
z4|nwS<GAPWY!35f_AwR@Y(ay#ZPt|s5DE~R>J=NkcNgUYx}hWUvTS?3t#OapBK^+!
z^=iLSrLQ{*AV_PUV~M~!u%33R#FZqyBc!++nOlDx@J@LB4MeUn#?h*-Kg#_@cKze?
z30+k$)4BW-g^nXgvr>04fSGRXmRZ`71tDWsPs=&2YbU(>T|c1jLPO9;g8LVLLQG~x
zC=4q*jH}Pzy|EVA+<W~(^;@!tntMIOy*CWn`TnM(#FVbw`fKEJpd2v06kI%AARyU7
zY7jphhsb#DbB|=j$b5n#3hHO@MPLy5O1Yb+ZIr;pk6I!ZsGKpDrO+iYI#*G(ZkUAH
z6(4t_&N+qbis-%SN6b2XH|d$2_a60EzW*4G6TkBF6@Km}l&jQUTX5dR=|Z`mhrwB<
z*q|~ip8)xUu#|<1c*M=P+tBn;Nge$T`Cqo7_C+%29<;IMW{rVzFP@{P{;4(sEprsh
z7>ZtO6iEVRwcvJttpQEbSg!{grakYilUC8F+=nXe{D8eCHU%3HWu@f=oKMQrFXK3a
zZ!Hk|mU~nA!Z7{*KAwVkkpRIh2x0~XOU-jxLC_7L*+oqL&n5tW#)@^GD60$l_*}jU
z;E&W_u5*08sFEvpE5&IiF+aa&^$x{i+t&4R+H-U;8Y_Vvw#gn%=wD&fJ25(HrDFUS
zf9Tu`^PC<39&4DY!riduo~uXi2JXLCAx|XWz&PSGgM6<qE!qCruNK4y?lqX-cPL<)
zB?`KDlJ__J5Kfa~k^b&x0sj1#x97_marbIma2Vh6b6E8}QX1Dr?;=L%*L0wEBAyR|
z<80W&fHJdtzZ?vbyEAwXn?=|?!>>bmg6oH`gX90>_+O51Y~ZkYM5iA~5S#$uAX4vr
z7`JZ$ceJ~2pqt~iqT%jOqTGqxa_^lmeE?NK5C+wUDQAE|Ez177v-QTQJ{I$N-D@*n
zdOBXW4?hsGD|`JeVn5x*1W*!{=sll@J1>%&z>RRBBHPy?Yv(coO?qaJ&+#7kq9}lA
z{IVdzb9x0~ug&Iwx-mC0rk-P;{uJ0KyRLh37bgaC1q})`gL2D@55f;A93rOj&);KU
zuTT**qwZGDovQqR-%rChE}rIv?!?01-&*6?+`S%ymH#aIpT7JCGui>HesmF@rE5NC
zn#)s>d)}+C!>*I%lPJE!@)3Z`=f^*}`&iE2Q&NDBP-OV-ZowzMax2oCdcAQkjp_2e
z&D;QN_LKG(A+il}L-E}e<poZtvBU?X!ol%2D83Z5<C`e#VvMh4*AbRti=Us%2|iF#
z)y7>qSu9L`E5#G==x(aOLeP2DL#HCXVcVfoqhQPq6UdU`aTm*KdB^Aq6<nHRb~hf#
zjEe6<G}S$KvX_0=ox`l5X8oR&&Qt5p8t&0ugy@|9wZ8%4u7=`h7t8J817ghs+wVOJ
za5z{XDsnF&`~3U%ApHO4_%mOR6;H?Dd0ofnZen|5XX-$3Ifm4MKYc0gMqpJ<^$Nu)
z{Siz)-%V4=>ZJo;rJjND1bQH7-)~!{=({m%neX^r{CA17EllpBM)?HZWp?*qMUq@;
zg1`ZWBDLWBk99OBL*{@ijKN(5X)g}yxSj~sZF`bSwG$7&H}P(gJe-2}WPjOmLX#aO
zRnyM9aJ;`mg5}uqAOCeM4^eDG@w>>D=QXq?dT@WwCuK8;8^G>3o^F>z8vb$zs#htq
z&}4fAgwOVtjqfdTryhY?a!lMNm!|yQQw77-!bxMbux+9{n}j6k>VFmhG!9v$eIEpm
z7h*Oocjp&j_9Sck?E2vQ%@-q#?z^+9Q9p?-{TfrwcQo!&G{BINeF=A*XqVIE?t&+`
zz(=$g1e)J^SJylj+6tOjs)jDOai+w|i5DMjoP?JA#iuZ%^^>)WJz4_U!B)G+sl=q1
zBACut`77WQ^dq&Y{uXM_gNYOdf~Hyx?tL3F+b5rAvW8ovHs_lVyTZmHNR|5TQd{b7
z^vN3k2m6IY@vf!awE(;U20#Ax<*lul^GS4`cLMj_C|n@{-?+{LJg0@f{^H?xk#CG0
zbmN9&?qm7?ar`?*M9w|6%Q*cjjAzy#75B;0z}Yy$DtHhYK4Awqn-jA)5AL^!1H<Y~
z_t=`)<2s7Zpm86kM}Uj-GPAYbTU8O#_&9e58qGyk@69mGP~XkAySxEn+<4kh`BD(0
zb`&`3I*gqTg?m^%2(>azo+vXZr}<Y^D7dSvxHK)LWvYW;I%qKvU-H1cxen)<i*Y=4
zOHVXtn(DvCBzHxq>uaUJEa5oyl*^z4;@%`k7g0;zd-GH@zxR+)9JjT|YK^q*?K8{5
zmG>V1`erx?C363YRSR&q>UAgK_ig@o`9c(Yz{&Rc@JNP-&IHG(zoy^Q-5e%hFA4B>
z9q@Sk9r*XNmXLivD+{q-vyHL4+9?a}ji#oQrtt#S$VeT@<&5JolYrkdodDUKiU5Do
z?+&|oZqb>QMbfXEZ~l?oz0dvD^e&e$!RHAhW~`UAhx1dS?>&+Thm$Pd8~}7cfVy8Y
z_m|`MAIE=l+>Gch!iJ)3bSM108uMv}y1+|#x-R(AfX{p$@CChiB;U~FiWl6wt9#~J
zVMhxRFUQ-95h}PFb%jZEx6*@E&osE}N%PtkZ=TYmz^K*@eJ{S|vAb!q&~g`fPoUl%
z^OD((y=_)|4CI#FoWpXkBILpMSWVTJI3wrfr?AjR9>pj|v((zdFhf#!q9RZ+t7q05
zEA-n??1WIPAXEJW`qYdv@W!9V^TbPxL{M+DJ@A~_7MW8j{rtb&F*qe4`2(azkOQ04
z+Y>klcr=W5`%!ZccL2VuJ+GULomPwFdj*x=z^&;sPBkoiX6AsfaeWs9?(S+|T|v&;
z&$tVqp9^f$<jYzgT69w3-3c=gAK>9uL1!gf9$bcg_IPX*U-{dbMKlqBYz~9<ohTnp
zcjOQTwT`9FTY98^OyBEC7;$Le+9?eXfDZAb_lf?28S-7|n3a5ac>MF7S@G4sjR5E4
z$$bopjFzpR4@Ku+y>mBVTqO|o+jIqjYW45<*0le`H}G@{!n>vnL*)|$Bg+DDh@k)W
zPl4dX(ri@rKz85F>{3(b4sgyg-`x8NSpL!g$lS{(&!5Aho9;{TZ3OYNQuBOt4X|=$
z_qEt*k~~>D{9I85<ga8q-ybFH)<LqECl5b@_OJ*a88~~~_DM+}02`Td^9|#7M=qWt
zo&V+-c{68w6h$$!?xN<9NR{*j1Xhn%42v<>BX;95y+7^ZE|ro=7yjjpIE(?iZbtVm
z*6$2J=3KzO*!{hP(EFbM|J$Qd_^tYCItJ_RUDzu+m;Fp$8;d0tUTk**3h^O0!z(LG
zk?TE@UXB^&OS7DQ_p;~glTK5Z(i%(>JpG^)04ht8f7`&TS0qv;kV55*XyS8D)2frs
zlHFhJ4~yu#8072T%U;@<ChG`g%GBMs+b%Ym8NbW=5eLBEfh5WIzIw0W^kNG*9&Y^Y
zzCg#_g*X{xyNWW;mSxp|9Aow0nc)UYp(F%_{u<J;aaS8d?}i3s_-eEVpd-mROgjHl
z07XLo8;;qdG}O_>F1LRg35dmbfB;rd+qtwlj^hw~?<L!y*)~iJg<8oSn=?kX;SCo+
z2cpwD{-E}*K6b?f8{S3MOuqBt-A7FRa~F)BsA)Q9!~9_$y=vL6zG<CpD$84wyP3)m
zr7M=?#TLZ_ktN!FZpV9VUNlF7=T4rpXlvV%?*oi@e2^rzFNVArd~$V|xufE5e^v(s
z)B4nn_4}*1@}sb2QM}M~O+&N-SY+BXi^C9GpEL3#H6t(fu!z$X!Sgl_11XdFW4ZUs
zEev*RS>vPd+;H5*LXoh*AX44g<WWmTWOtrqC#%#(Fn6(q+yf08N-A&A7P}lzg;Z1g
zyz~Qm60DNm^G@K}#P4D;$dhB;FF0zOr&ZqZw808nZvzPO)P@Yb1~c8Dq`&ui`dzfq
zZ^xvoNRoUAxdosFSa#G>1yE{g2!|7nUBTTzfMT6FLGXgkAvP={l$|i_E;M*|8hb%|
zmfl<7{^l%?yBSEWswDZk!*2Y;@B6=Ve_c}U4%H}|Z@G36oqjg`fc`gm!q#WA&xDR&
z9F;><cH0GZ9ft|{{=Q((0I1gc-q|8aQ)t*rxYOaCmu(8%vhax|2j~j7|FMs|00Iu~
zIR~WI*Z5cK+_f2I`eTk->y6O7t}Gnh%>misE)+WV*9iPmmg+k%R<-9}cISBA^Kx*w
zrZ}p<h_}&XuV0ZE8%k#G4~o#cFKZAw&1n6wjU*{Ry@7w^)?G}G-qkO%Wo1<eX2;-R
zvNp%}8Lx?iPpH-vEMm#eH5vd=1~baQcX5dGYgJ#IVl%IFbJ*FFgMnfF*~2kcy>L&K
zqiis}AdqpI7{b)(WEq%XN6JuXbcuNvKN}%9UDG`Nc>pLh*#E<Yr*jZKum`#g0EG3>
z-9ROQ!1>v1U3;?76aa^Ivp6FXe*EV!^oJ?c$EJ6br^_OGccGWQBQhyOW)&JK4L@j)
z=#@&hyCF@0=Ha;N9#XH{XTBR2X<;{R^WAjJrHp*<zAHYjBuxW<!BSPc^WytHvCd+}
z$CP4Zh1RuWQTafI;T=Wq!l{V`V!bm!rCvdBv6ea9{4f`J`aqo4LSjgo2y|D1CMyIS
z);Nu?YD~)j-}@?M???FeUPXVr;hhH{HJ1}MPpFCIU+~I5IJo!4QIPjwJ!=B>5&-BC
z#VpGX3~$!>X7qjW@o^MSI3wqKBF4e;nHAZ{-5@Zz8}{Dc4U}u&StpzTc1@PgEN`Kz
z15XphIP8h!hqSOVr|$V+gRmYS;({UKf{eR}w{(ApXWW(MjJuy-hhm8b@1uva)7?~7
z$_l{yO@MV(g@a*%{rK+h(&K-{ucIdwy%I2>*LRfC4qF)--%H~M?)Si=6AMnVNalMk
z|1O&Mh5!p=idW4407tvt3xI{J0Gur|4s6Zwy9jctN?9-c{tEd1wxR?i$mpM6=dTvL
zDZdcu8TM?{&TC@dO7hpRFw`1%M?d*AcHN-k1q(F;=-h<5ZyUymrw2pKn=wb$9RHr_
z4FYFOMt2RA__tYSnUF!to)HizcZ2G0f~M<l1d^ebc0lz13c=@Z0F<A@?C30cR1*55
zJluP8cfkwTPVoH-TpzW}M&(`voTe$pqNl5DG$hIL^>&4yW!_`2oXvQ~pWmBEekII8
z7kp!R`h|+3H1E0|pOeNz%8<Q1y#3lt#Tuu@_WZ^7dS-O*8NK;i#KHk;zTO$|A0yGe
z1A!gO^ZAAMeK%ncKM|ZrnBTQV)G|*5rZ!NK-U$HJ{5UdEx(kke?*{60Ix6t&Y|>G>
zUp1UtfI#o~yY#@Q;w)<+9ES@Q#$k(<A4{6Be+|P6Ml#+}v>F(|CqpCm>n1%04}*YB
z0!qelV*b46t~oXSzu~BV0){H=<o5H|8m78{!09-W%%t*;AYJ)p>cYv{ln@ibgLy7x
zS-Q?W4?2%$CUZz)3N?;LNlMTAZqGP|b!*oiDd*kX%&uE3HG7IQZF`kK9HvH{rimB8
z3%Yd%FuZa6k`LjY36`n9we}l_|9tZf>Qhi1L=s1i!r6=hNZ$jZ^7{9_Mi!b~z^X@t
zSYGPFEDu7;-rP(7<agbc-ixBB9Pj24X!3Y`XlKDZ9f*m0;)*V4Q{f=4;RTL|83cw|
z0j7Y4AZ7e6%3Nq)<?<`8@x+H8j4uX)jOT)Uo&@hx53c0qFlggq!%!6V!VrU1BH{*x
ze{d-c{A`YQoFW1ZP2Trrewz^#0lc>5@smFPu6c+5tH+3ekyQz}@yG1YUo|UEXhpAa
zw^zsW|8Fc*iLnWwt0h@bc|qVL&5|jJlmwMfRKgP2zb!2Ge_rJ5|M?PaY?7BLnPz!`
z5onn)1;a7~AlgX^?mZ#@7r*-qD{=-UQ!xGnnXoLu00Nw$X-1@EnV0`vcmMyHLX8wt
zrfkAuIDr6*Byxr<(=221f}%5&rT@#F|5s-bbc!Y<o#knf5(x?n02l*{0xQmnJZ1mg
zg&HZG#uEZdQ#4PB5`0yHW+hdYNs^%mP5$o}YRpUIE`dsxNKUYMo`7E@BMPcuNhTwh
z{~7P{e^|j+tVCEMWl9nZ43T7bic)!!<s}0w7(6=l-}SKnvnwM~6opf1o)aXQ5jjaD
z7?x33iX$jXmU#JZi@E-ftBe>E;19|9r!wLr(AFrqKkz@NGNN!twSQGc1nN0DnjFXb
z?*+}!Mus`Gg-$i(8TQ?lu$0~m`~J}F`j#_~`_{+j9loxF@}B<2(a%zChKPA{P4jxb
z-@GNI^g}WB)BD6hBMYDU$A{13QKoNXJ(91V;(8h+rNg474G&XHZ$X=*xxakRBrd*0
zRw@D-0QNgmuuTEFxTD}lY@HxT#n16pME>{2_(BbFg1i5|g!Y&GG(L0pu3Dr=<zs^L
zJ^Z_}%NrA&_fN7PpAY!=?>i885q#$P_zZzr`Tudw{~G6*l}qsx)u!d&x$|3LCk*0V
z3ml=3pbZbqJ*VL4lIxw8>5{h#CLP#Akl)n0U2j9?)#mY<6RZbc&JT6fENI(=ZjyT+
zgH)QKYbei4a`1`zsF&_pk;fwh_gb}$83dsd$DPwWw9<2<m9{8lP==wNrosLCaU23>
zHzd*{e@=k&*5H4A^K>qhQ_+C*;TB>R50{c!v~yy$(o{lD=q|3`Z+WD;hWoq(^U2Z5
z!eKm)p<-Z`Y-x>1*Dwti3Qlums?LkabY;r=IWPS#q$LW$Llh#b_f}bbsE?+0?!+HO
zeQ3+99j`BwIZiBD-w%;U)ieNSkpY9|#E0Yz^@oGrUxkRC4TZS1CXPZ3#;87=@E+@f
zk|u3b8pUs1@Qig`>s6-KV)Y6#y#h#pBY49bub0EWfjX#@ZqS0jzh{oB#{Yg;cpGo$
z6i6YYoR{mnQ*gGdtepC4DVuV?{C(z?AEQaHR`6A!*G7gBUg4vO70*F(f$6+DzxqRa
zM#^Xo<?|?M7CJ;_WUasFdk$GFS47wP)2g`2iYKw`h(i;D=X<>N^!ZDFq4{|wT6d(+
zL<i5Id>W4Gi!|FJ>ux&=#%>nxRt8uWl!D^cdqqVj641r9uXKTMBe)z8Az>)C@jI-B
zT7FS|!q{kDM#6Cb70usc845vnECN~yZ%E7&<5*t_Sw-aC6X2fu^00N*YRBmBHlN8+
zNw3rAGkwqRHjJMiLgyd;<?-p|JYTehEM0R7@2B`~hW<r)_t@3@r1RSOmVo6yfKf(a
zwLEh<r0YG>dmbohzdD$5oUHEvRfO%Ly6Ftjmnoh<$f^d)_~J*=2)T@~PuEqgP@OcX
z;!?Q$GH7?wkfm;L2n}r)ckz&7uuQ>Gr<~RbcOLN1(5w*PpWVc-eWf>}6V2eQ@^`z3
zLmp@dmPyzMde>06VX9}bf3dDo89xw65;&?^AY@bP0<ax0*hIGXBut(4z61D)@|~z{
zIxq+)*-JQ$Mt!~z3#k36CI5W!Q4tvDe2H-K^E&0|rs&8nmRvI58Yc>Vz%VxSDVk-%
zJ>ITo3H3e-`c`uaBp*=uBuWb}H%ANtVi$>i_)0$}cLLAf1F0Gk;Q{>n0B}Lcz#ttr
zRt0n112s`knt^y=OWog?C(}pcrr6`(C7IRdr3HG6R#{|uAi!A2s(VA<Ek2f?Q~p&S
zf>z)8e%m}y+gy`=;QC<=h3XxfMTM^hS4ui^9TVxx-DBtY4&`VbDg-U?MUl@_;2(rC
zCR&4fso&ML=D3RYID9!vzj=R+*MpAUX|$M1q(9;^J9))=;^0-#aOB`QWeohl!0@+1
z^T=QHlevtq#$REo^FJS8!h94nMme0<MvlKIv-){COvnWFP@6iqAg6p4$iCZ@To#>g
zY{wRKG3H{oPIH{{K5n9GAJ=&~JAvTe?LzLBb2?9K*@h=(@xzLr;1u3jn7->@;oGDm
z<nKC!`@S*pQya?Q02^7>W+54<RDYA1?Rw)n08N`;c@ouU9oDNkYwd35;iGK%B%gRE
zuD4S{<w(r|1=sm=js#VdbR}XvfMqII@q#0c)3?#Zo-E!Dcz>z>LYgkpQK-9L%y%HH
z*Cf11hRO$;g8Hx7Uz^9G#;>+0FJUz>mhGH)uK5n*IF17J4+*-siGkHfnciklXn=7X
z?~F4MWkW?%ZIzT(L8^pc+HT%ak)J!RtuYs#pTKb?$F&}ZrB`=1zV92e7o3Jla6emD
zr5f!YOx#Hq2HZQ<+~48|oEz&Wzy;FEy1PR20X$lCEC;c6yKjGrbJ+T6bm*F<Ri-a1
zi7~qUaIboaA2N|>!;}MO3xoRo(b6kR?^UlK1mkl#pzf}IqA=ZauQfdZK~2x+t=a%s
zFH(Tk%e507P(;dh1V%GX%~)@Ny~rqQ$4V2XmZICg?BJDxN1h};o*+K>q4>MMAIq%X
zpKus0H9F?K8IN!5GoKlbuvhl9Tm=k7jpU+3>;iFT{S>Y?P1LUURL<_>*x=5j#gNqU
z!%FB6FUIdMq$xwBw`T=Fs*6r4(Xoa*Au|v+G<$xsyDcthZ>cf1MnBYu;BegC3u&aK
zpW!h)*HP}`2ZGp=)1rKP^7n0139cEhetrl`8JY?%FX#*KGIc;iKm6JSCkhV{&`gXC
z7BYHYW{z7UhOBeyV(Xy2o<~7a84SCft3E))F`sU>4hqkII;C5viSQ%iylTj6#Vw~Y
zs%S^Og&<GPaT5myT{eY?;U|et)tO3Vu?-_Fzv-rS9e0X=kD>}-&Vy(Sv<pMbOEe^U
zy#aSOgVj)KS^XXpKF*H>``2{@%C9Cj)`-Fu>LK8jduE)37H^To(EvEezXN{Os0~@m
z=y$I`5^{#<WsC*=-GYfI?dHzL#J;JGT!?**{@ZB%n7et0k2sAN7U-gac$a|~@6SC6
z-py&vlQvk-4_>p;LS<H9`yWcl2P6<z7ua5;SH~yd2j>CpB%E(}*>|X(r{7|o6BLZ{
z^}<=UT+PRHt(sVk<c(YV<cF6qHR<>L$2ItN3s2?b7b-cz^=mA|-jJ_EG{VJxV~=k%
zx9Im?rJ~IVJy{1qq`~>)3Xik7{eGVbDDLw9{87E-TK@O@8O+l2doDyOz}nc5R))C`
zh);60jfH*{elS%u@Evc-ze@plRjquslmm7dZOUMh3e_;}0q;NZ&z4z|j9H=>tKT%2
z(lCv;l1FKl)l-bw7hsA3z|XT9X(!P=#bNL&d%VyDeV^KjZXpL(s0S_zFyRTfQB73J
za>x@^biZ*n6YK%_ux+@`w|N{T@cpf{`o#Jzu?)dGrLEsQ5wHeDl+P*+NGRkh<@u`U
zyRUybhHd>yyZGtHThVW+*18*khh&Zt&-JUIZ_L=tk5YkC1J+TLk7)NslG)U1J1G@;
zVYaJlO?;O5k%dh96a0Ki2MCzM`R*+FdnhWF_r-d)X8JsrK?8pEd~n*sjL1!5Q7+u-
z@7nKp+TzhiP->(foAtA9@q4uI{N2wBgk0%i{=^T#HHz2qFSkxXD0+J8?u9v;snR=I
z*vd)6Z=|tS);7%|KVE>NlN&|T3<;cRdxVAR1aag5^8>Ur9Vlq~j({Q4N;U6!`I={`
zcqEr^COi^)Rt$dV_yK@@PRv~1?xyd2{g9O}!M&xM`VH_!>$crh!^007YC-^x)bm3b
zsYno=Ky@_rpEhj3uYo==z6^X3K&$-0$rrEN*VDMdB9g{c5ULYJQJi!#Y+=hpvy{;Z
zyDR=qxmvw60RHE3XLK`dV|?7_5&g7t+tG9$k>Xs%XFR?RXh;2)Ej=Wcor^>*FT;cD
z#lLFni&Vl3?VXUPBksOGUiXS#{4Brq3n(OTtKg(^r6-{Xys~G@7x+qhd9enTp;o?{
z?a^crOqp9ElJn}TmxG#K*y3(ikNr*xj5_o6&&rHiG>;=d!nO6T#p9?QEbSqR=Gv2$
zfogk6A9Mvn2&@@^hVNg9GU}E}Hi>nZNd6D+0=frKWY5Da9E19uW&kD49i~iCzoVup
z(pd-)#k$vbde5r`M6~SZeu!ywF^swLk`j<21j56z<?m@Iua<C35Lw$A7E;<lw%;Sw
z3p=DIIfJMXeF(2n2zoDcG5@HwLc9du@g;ZU^#I%ST3Oqr-RLdd(*;ZIt)ho4On^4b
zs8Yrp01PSnxGwG+F%i-Rr3)`?Y9V!`4T}GB#gP9=+QR`VKusZxVJnfQuyz5)C>pqL
zt;+e-fETUi&$E?DD`oU6FsCYPIg#D5p8oK)X6g}2XVr`bNsG2c)Wrn!ykw95{-E$^
zf7E+MyAGqSvq1L6bv$Y3EudNaz-jH@R^l<XZhC__nU_r18h8s21R%6G-!`;A?B1uV
zbhnO!Q!MXR12UM$Kkr5M+2;MK^n?DG@J=$WD*W{nHBz=8ldqruOXk(Bx-~F?2>$t#
zluxY!ZPV*I^Gvlo2zB3abZvxNVWCAp1KeL8+u?}}ni8hwi|roGgD6Y-#x|ch+J@;F
z_=JpFcRCc&en%U_QI&>I0$?nNeYAl)NaaN{3ir?+&Bd#|v@ziQ_+^I3A-sGZP&AUJ
zyBuMWPi9%4u1ANtz>j27NMdcQX$~fT91$&t@171!FAq%QrkVcxt&7PX6H{-!wmMUy
z`Cmo%;0XT2t-qV0?;*(W5N)2hxBi%C9>mvZ8e+4(O>|0R1(p2V7uFx66Lt_@Gorti
z^n()@U5K=ynfNN6)HxQ0xju+mkLQfq3pgyxPd2x=*0O=O>kjf1-d~|^!05YxUG#c^
z7Kf(^qkz`XSA2l6SiimYO`IZZ=Nh*A>*iA#Kp7?h>djDjy1zBb3}PViZAiS1%aT~k
z)r4k0=DA;SX&sid5_LWjK!jl9;vcH8h#x_P?UfRoq{iRVnr$*CIUXO6X-7*$#QCM4
zi17na9>(B;;GeUZFV}dD8L2C~!+Hi{&?Zu?oLQ?rD}-{SyeG-=GA-2+wWvb{VrmPW
zfnFk&GyQ^zQl3q#`_l|?HSw?{cwE+STo?4+39~F=^@e;Foo9f~5?F{CjrwkFdC~dE
zLortC^G9vl$T}2$wz@^X;`dKC%pr+F(+m?p6C2^vNRK1GW5693nJqNNRVgNP>Z+R9
z^e?zulBpeQ8`7yR_+D2{5Ts9j2Abg{4)ZFa2<DMbkJL@}Y_l0}L?Y$`sO1y`&_$ld
zah#^54}|(#kIm(ntsncBsLT9JL*rxesS`S8%%aeuRDDN@S<<0cKE`*(qXVL(3hy}m
zESD^4FjRZbJY#dm@>QSkuh~Bx_naz*i;)*I1urd(6V;iln^$WcgM}+BmXY{tGMRgg
ztf>Mm@vTv+P9JG9Osu-%D^=`Dk<`nqF_(P-A4IXby!;r_*X>d0FS7;8I{CPQ8KY>y
zaCP5d0y4_}QvWWX##*s@hnt0A7_3hU4~BQnCuJlXW9doe0NQ1;U-(FRbJ9*?8;Z%u
zKK8&%ar4M-J@<g_-9aWv;kdcVDw3<Nry`JhhMwk*uT=VNI;jIj5x=%vo#e0w+9F*s
z+MUjM6(Es<qwx1~x>(#OOrQk?j@9;Uu5XGnc%`1hj#$$uP$o6~s%7EBN9{=M{=LPr
zW;-S49Cv2(^hvV7HyHj{z<VbPLZLkSGnTLF;RmMwh_#i}j=FZ9N&MSngU*0f3&kN(
z0A&dKyJfW8x@#l|!S5>3absAwjua9~FpOdg|Lts#IT`jY>hssOC3iO2EcO0=_h0P;
zH1{Ky4hLmxHDqy`!Ak)Lr;V?|O{)8}MD+a`<bl2D^&q1?Ia?^)lQ*L7S9sJ?q5IzC
zh7~8M^}E~T8P)El<)Lo(Uo<FL*?dYs_9`LJ!VI6WS56~7z-2y2K1F41%ELE<Oh=fr
z3!TrKf0XT^5qG6bEV8xTFXRK2{RgRPW2tY*I8RebL3YCmw=UC}Q5^D-*4JW4eD76-
z(*X>96Eaq6M!4X)%0xtQ0wY#NBomQ9hkg4437(%0S7&SMrN3twWNf_oR~Y;<(tcJ4
z=3b#oW}Cn@!X{Z3L@V88hBdA@jw`tJ>lNvr^UNt$OUOmv-|<UyHq;iix{-iozW<q9
z1JuR(ybSqnm#qT*jmyDqo6a0f3?JUxSpogBc5NCNC4&JMOH_$IG-Nv^#y4x-%>d_G
z^$<n!G<<B1J3`{oi5!qkUar>{FP`*?5h9WHksr7uJ2{dQ4`Q>jt0OAWU6~OG%le}|
z!+v~M-V{4PpKqMw{ZhbhA1^OSFBkgU^9;(5QxFp_cfge{KN;7(CyOkV^j<%`irE4x
zKq3jT5ks%lN4D#cOfZr_S>H*cn;mcc!|M5k*;mguev>JDCXx9><g13z-;zqHw@3wL
zL|TJU^BaXV(S3UU&zSk1574#Toajx<%U~XAopcl6nbL1+Vy;yP6-Cvn^2jTM@i=XA
zfTy;qJy11G?brnzynmu}+v7C50^yqCn~qInpl-D$o@Dk3)3T7HWJ0hl^<!7o7+Q0@
z0jKhB^tHoo6fstu@|eF(nDGTsw=pCdGHsn}Ebs|ie9uztiV}c1GT)F`cK}5|y1xNp
zJMS@#!UAZ~izuITmVUF|BdMi$-I#?3vYtX`xsacjUat($Oke};YW3dFP#({;S^eSL
zH?R6A`-_9F^l@S<G<B$%7vsw(%tbbPgVKn6{$Zn^I^W<FQV%?S@OT*1VN||OTEiCr
z8`Roqrge1l;@=wg&m>#f*D!C}FhN8U6y0rdtD*SI3U^+BQ)F5gP7fAtH&%I+VV8|0
z6ShJuzlG`<=D|JJ79RY$N8R6?8DPG}OM7t21Tg$NCMJOQRU<bKX!4ppNfNxFR-ILc
zZ@QK)<7Er!A{<3q&dwEur%-I)LBXg(V?4RvQU{M}!Z3cdYGR@Q?lHNSZ_|K5XtA(%
z=}L8Z1n>Q503v|V^>ahvB_ONu_WhGB{ZH3X!}On9?>0axY$CS7Hmf^}IKRr_&e{j)
zr30UfY@h1)F*NONUPwo{CMo2{V2hJ!2`lG~-SZIp%|V~j5@`Rl1%CT>d4hnS!*hZo
z8eQS4=P-*|u)ES~A?D`u<OI210zKEy${}+EaA*D)XS;hpWLx(&5+8qrZP0f-<`wf<
z;shK~r=LALmgt(?5rtT)zCdpY!L`tK7p4AZ(rRrlX2tn&=c#G}pfnF;0j!t`qV8|5
z8e{F4g^<dzGu*r!UlG$x&L<IvgC=9f%<<|~ty03j^69qM_u08e0;A7C6YqL77plxl
zQ8K0*C$e*6WEA9zt^`6W9NiWH{(ZO0X38;_G#tC97TwmxX8iqj?&o@p=|OXM>*G89
zdziMl24sWXLO4^y=3;|7?%vXN;p*w_GhdB-LaZ4ldcnu%(H{r&ET`Fa@H`<3)mIR1
zh;WM<mYi5uTu~Y-ss(jZtx(3Fs`+Fh4hOPDG-;@#F*Y3`bAzN+qW(VUB*2WSP$t6>
z#A1th$vX>Y{wg<5c9vhJ^Bkbu@?9<Vo*?RbJ!EN~I~eBB_Yy7$b4#JMYJ5f_s#Bpl
zv^C3<`Rekw!u1MzC+08`+5V<l{6W8Vw`2mDfVmGpX@fWMa;~l}#{E1!wDM&{oz!$c
zePD87lK|Zb#Xar3uvDT^dPSD04hz3>Ewct>Swn`in&B1bsiJON?`$=j$^mm2axRfZ
z{<Gi)I+#@A^ELj#c+KZQG<wzG=gAS)y<R|B@UByfg?#|4$buRKrQ^`Vr&&$uITc)B
z2Aid;oJ{*{t$`c9&K5>tx=41<>tbi_#Ot0n23J7hSzJ@;KxA1u&<sndGb~=CbG1CV
zGHb*j^j%+t-0eN2(Cqa+VXgBNfJTyRcFGSJK9%)?69fTC5HG(2C_Vt+{&xN~S*w;F
z4h%C6d_8dZc+l5g7V!6YW#vOwVTfQMR<jv2fLYN6oRB=I{5|ZYCFt^#WH9@Y;PBO%
zaDP-6Y@EhNDd2P=3ZsOtYA;qRo#vsu$BENI)_Ohe#Ph$Yemq_A1>eB|likY5P<>82
z5bWbF?f5CT&_X<<3PAje_0!}vNROu-FZF2tthPozj0_|+^m}Py>MF@|Zz->E3t_5I
z$ep)XoY!vv?H2??65YnQF)Kgf+dg#co?p7d&!B~EmBRE!!`}pqy)?CcJ>1W0Wi}2K
z0gX>Vd=OctAg)IPJ^Qb5NXtBLcZa@Ubn@X}jKf%bT?iuB3q}_J+o!J$=|ustK;L|n
zon=e59l?J`kQCp6bo;)47cF%xji`S+0OSH%6P#IIo`*jtl<z$n?#1Q>zsHpm9%^f-
z4MSn!8ImLm_q+Vde5$a;-bpC*$ixM0cvsD!Omgq~Gv&CYN92BjG3QlXEd;#hL!ERJ
zhiWo3r13Y-uVam|czzWajxz+yvey$yOqq!$_A+RTS&r+1pT3W<KQK}Oxt0AHCNs<E
zscZf;qV7a=^8n)QI#by4R)Bx5ih<-uF=--ej@cez@s`%q&aT6fKB8Z%FLuS)k84C|
zsC0Xq!Qa@Uf_9Rn>A92dj*3mc?|Yo%`)=jqL<BVx5Wj0LjuK{in7L?H;WqHjJ_iGx
zGEAp1WSTTgUVyS^gA44^pVfz=!W+HA4UHEc27>q}j`zzh!`J6=wFkj*C2VnWk)d-m
zTK2G9eBD=*qxVG*INVQfFOsVF`OfV3tZuf(S&7NPG-k0rjLhoJe#xa}n<nfuf^Iqy
zO~|5?r$)(EMWq5b@CwcEo2I@H<rAOOc}?77CbRAraz96WG=;oScDdF@u0Yb|x`p4>
zn3+#k21NH19k!pysiR5C`@+BSIX>DgNb&kNvtL5n53AN5idDg#iNhb0-RQjg6?A8a
zG`<@JyoWHn77ROwJNbqoN`cS)$K-MtZ0P{(cwTn++M<*3=V%wSza3%`{WWpwOWR>l
z?&E0h{NwraSh^4Qf<#4I-5%MDkOyNw@AbV5dU9NpZn)G_uY{5c@s`XW-p?JW_*6cF
zS8WJP_i6c*CuChs_z8`QpvF`wKc5+Cy&B<Xc-G^zc5av&rg;IbF(v>2PX7gy0XG58
zR`hqm!$(z{>XS&dmU~+sya9lG!^N<@EC~m6)GqeA((u!Z8yD=^Kr6_oYMQB9{VME|
zFANO!5(Q7hs=7sH0$L0B+HKorpzFFQnq1+I+}<412Y`;FYx+LzFZfV~k=wi-B(_J!
zJ?E#j&v!=|fg@U@s94VrQoBDu8%I3227EZ&>vUCF{t=&m$&)R!T1-dLan&63;R{_G
znAfHaz1%jkCRU|of<W5Gczf@}-%Nbl1$BufSGd==eoHB%tn-YvQ6S|PWkvTKIp=BJ
z7ae@9`s^_&aZQjcVp#uHu4IH=ey<MpSUs(2H$c&|l^l=lr`onk>N#3`lX1&>%VBAJ
zDZdv@O_JaT@PwPN$xc?7`R!MD|3EMrABOsEak@Hj94F|Z{+#v&+kc%yC3YvF=i_rl
z``#T`cgjD9R~)@1GQz6X=l(;#uZo|oITE;+8aV!|vSvV)I>Wu^lLYZj?D#?w`R05d
zgv__}02=j^uiHkToFZ^o#~@J<=6wuXn4b6+!cG9IzVAX<Jw4bS$nMs6e!@Z<*L=+0
z^NFGFFcA&xg}tWwkl$Z<7R2Elvc}-P$lIlD4>NUR6_E~uaTE>;c3Fa8Ls?2{-_%Zq
zB*PYf&s48y+bqi(wjF|u3?>&Ch7IN}E5K)!Y<w$(W|nNx`E#kmkA~!QvDXPTMUG_!
zU%@{larZh`)um%mxW)}mIv?;D3+_4d&P{*XEJl-?v_a6tXBNxyDD@={(a%)O69DaR
zo_z0+Gd>%vdUsw*u%;J@K=DRciqhua5_D>|>)@Z@+W4eP7kJr*OBTCY*{cUA@|yZ;
z%H%_u5$)GTP-*yJpCi8f+*F`^s-uP$1ZI6qa;q907!zcT0!MLFU`hp&Fz(9*6yb~K
z1w(#=c?N8Y&U5Gs^zw6m0$_z{a3k#BJaBb)X_YMbVl2|0JsE&>=F#No!&9`E+Xlhi
zl4XTP&6jP@!vMFBFBVtAn|Zh$y02Vx#TSUZQ39Zcr5BX)l^>}#b9E5jVSYV%+m_Aq
zC_D(K<uS)aUu?=R3FDlcU;Z7(-!cjHn=OA?K)bawwNIkg>uSYK$JG<@RU2ERleQUu
z8tH?#`%?Pv0;78*&k}yezk^s0{`13c>_eU%<(FQ0M2VxLt!M~H6VB>^gh~{?K{cDA
z<sY9591BncxW9MAIVpTW(Sd;X)Rr&|u^_s6_*DzAhqAdGp-k4>z_|e}+*2H;G1%^R
zYt3m&yB5-b;mv>_+vCqKbsQ#7xNp=8RwWiDoS8=F5dPh}QTh|aSWTN)?Bje7LMw0!
zA+~*?`GfO()Rdpq@ir`I)FNS_C+Y-`{rR2j<u^xY4}Cbm%(|rX9Eo{1BDw0!rjWX!
z+SYcj4+t8oifZd<qu<N9DkOzyRd~_|9YVNQpoHz)!Hgf;Ylr}@iVLeKJ1;0uvC%if
zq-i4H2QPvO!hbU9TW1_cn!!VtB5n@&Ozb&K+p(^yIt)k%6r|^aWld48LCm{jffKW8
zi8F8n!xReluj--&z$uw`nJ!pnKc5$y1uw=94flF%5y0%12L1B8LEJ;&?mV^uE1wiI
z)b%hev+(0QeE?vML%5jM5dH!JexjNnZ`YMatpi`8ZFdXZt~awVhBaRUOEG<^mwL0#
zXWk!c32DAV(5%0N2_&Z-t&z5r&REgomu>6wZc4wrE-cMnRJZKW<25|f!E<<_)UctQ
zz1EpTADs~A!UuTx!7L@@qJ3=qA!HC!2@nG)L-!<P!Uk~}Dj^7BOO!_6Khfguczbs`
z{6|yR<gF>lGlQY5lQyK&hvw5Y*uCHxCf#OdMN;(KEc?N<jcZ)W(Pm#L>op-_znn_8
ziz=<M9XYE&%`QKPUBnPSj0j9(6GJFVd}%BNAYOPS;BW2P12(4{TjNj7TK{-lS(U*n
z%x*!u;?6e!B6)G!1z3rJCz!fgL6pw#idZWpWb%`{^CgY3t1Ikr&*3_aBV+W6>NjaD
z2kqlDM+)HRJD?d+E~>7GPtrrxd3KYaZcW|I=5gd>JYmHU|Hi#R9y%?@G?D^_@QM7(
z_!-eh4luKRuasBv-4#;5H_!u~k3fLae2vREYwcJ~+a@tv&_gBBO$-L6%T_bs<z<1l
z^qohhjpmw^q~GCrV!S0NScGu@?WTJy49kQ-b7ZI!4hwX1SLf6m;;vlHT>G%eU89F)
zvEe@^l9>Jb>b<=>EaTW-v(Jt^8F@)wEk~~`!`BR2Tu{y7)FdC822@$^Wv@Q}Tt2(r
z3w9o#KB3a?lW?5Qsq7*>fWl|+(NHxHzo@|=41ISaj~Z#9%Mb1%5+T1{7S^MH*@*~<
zdllBIS91~>O!Lk+rQ3TgxA__<tR9|6_dd4&=k@<_diUQS0quOk%xr$X9Wa8{J*i1*
zG`)id<F`IsE1;Oh`k8^N0N@@PWs!|?-sv{o&~RM4@ii&W2?(j~bc=G-wz<X*?1VkU
zyqAR;GF`#V55X41YdgJBXBALx3ixlvIHiT<LOlQ@Nc8;a2hh9}bM8<rVv(Xkg3+ko
zjT(qiz6fcV_3BjPRiV^XU*I-MwYQ$VOKfqUKF0DmWeDjf|47l1Kfi;fmvo<D(pF68
zJu&@*Pu$6FRwrqfcg#0x%V))K32JvV>obYemfO~F_Qoa$pAOdQP20iyCu@5|ji32(
zu!@Btk63GHv`86zf78qBN!ID79fs8G$PCM!yMU-@=@eT4zOm<%?A1$PuDW0al3y2|
zd*?r*f?uUT>#XaM(^63je`}<&L$uP5u4x?2(FY)tTR)Pi9*DseY?rY2O!Z+)aRVYX
ze<f?+UQ5y~QhV9&eG3-TC=<Zr1bJ?PHUVaP1||nJ*d*}lR{bV}Md+{*m<5Hp>5E*x
z{G3WJ^c}$&S(|!&x8nILNd98|<!Oth<bS6-LqZ1prP-qSr`$UP?g}?E{1qoWIKq=c
z&84>Fd%dH~ICn$6SGZ6PVy;iTUR(Z|pg-LXrZSnDaQyoC=si05K*ffl>=;(}N3d*h
zg7+*^5pfu&m%pbY6?Pzcb^H%9#;~i+ikn&<Lc>AkIRYP@w09};TUVt=iLW~mZ=Y%!
zImti-RE8}m8e3?hDENXK*OYdTsFnOuEZJM*deLH{i8}EhUOhQ1C*Y52;sI*X>}&N2
zQG9vrZ*E<*D8ss)r`LzWLR@}Q#LCJIL^@H9=3ZES<`JO+J)l1zyu6Xm-l#Ii*WprS
zn)sSpS_#YAi{ZH5s`<6yL=S{8+n-4=zNxFO>Q{l#$X>mKUU9r5C1U>UOCaP)5`d@r
z){T@qxW^rHhKVJNX=n-H2kpI<{j=;ZtHQr_Y}bV#L^le!XXbbbjw*ht`|nQpbl?Km
zllt?|ZK{S8*nrP}ce&+=$GrQSt&5T^`md?;qYR#0do|X<no`gD&b?*{ztM^46??up
zT|B8{nN{8zvCYjR?B}vj1AdwJW_;hsBeTE9yQGgN482VHs-EvB<ZP_h!-K!yVjSHu
z{6|t0FaB}KG{g6XX&cl-KRVXe+C6vEt7kJwl@g6~!FE@Sz`+)Vm*6vZ{xt*n0+nOw
zyJQ|uD0Bk)1*P?bVGEo6S}F@$J3aSD<)wMVQIY4OYb@PzZm&NjKSZbCh_Be%E;Rob
zM7{QT;10ZMw$hzz%-9vCYe^V({t`C>Y><snfjDO=Dq!3c)6ni6i|@ISd;O%a!#QHG
zJZH(+@O8k>jlP7HzGU>f!q@|tZL}{6pnH`R_2268B1(HaahTN)4~7vBzNi^ys1)z@
z@Hltr_yD)0L#YGWTP9UufTn4>_ZH}*$x*U$K`ylEVoi9@w@+o3Bu)*0$4-<`-DP&;
z`Z4`x^tfFy&b<96uC8NQPH0Jf5DUCpHr_+yVTWzJhX%fW=&Sc8CPpDC6gPAYhpMd1
zQ*J~yf7%kz-ts`oI&CF3gEWRU*a~}_=S77!*>RvvdzdQgpgfxdf?fV%LfIF6rk>oL
zq+ELB_oH;aQyOjJiEM&k@?}a<6y0p}aT~5lqCW2F^z)79WgFFt>&c-1)yRVD1_BOE
zVK2SJlt&}%(w`PUweBvh<Q{<VJ$gC?9!*niC0_X;RwZg_f#lhMmY|`8{oB}8t&eOX
z=o7ZUV0!}G{E#DcNPnYuvC!k+@Q#YyMKjnYI0;}i*!A7CQ2I@4_*d)C+&l^9_g_AD
zoWTctoGt0+Vl|66(f}RCc_{o;p$8bh9t+4|-e6=p^B0Vh!NiwZq!ny*9>$SO;L&3Z
zj~Y-m3aa|V&UWz$;(Z6{P1mTMNOrDmRw^d)$bY^f`%buDJs}JA&R_m@66BbNHd{QB
z!w59YPX^#Kku^7xCY^a$O_#@bhs1@>b2|FC_RX0W{`KJc19}kuc3wpTn$J000ss&s
z2mR8`Q!*cOf`W}`V2y<Rb*jS)IKV(Tkw<A}<nK-_Bsy&IKWjJBo78MbBhxe~TKM{2
ze2n!4OAcuB(O{C_2YX1;=JuE|QT)mtizfuZ7UCo;#7_?w^l*x@pbgrxg8hX3ya}2|
zKA1|mGb3W1oEu4)CGBvqZ;c;MF(a$wLY(V&_r>s9vn<Q@-Tm*cuj1;Ta5#An$E^FJ
z1WCNq1VV+syipm*ej*2q?ekoHfl{fU2YbTQ2dIJ(ly;mGzNdtTX~LApoUq_0I<@sH
z*s%wf0{g}i@vLV;8eOm-6A}>~(<4-6Y^uXOF4^KCS-?-9Qhn!5whxz*j8W8g7PyLz
zG8zw#@)dw61w1}{_FrJl%_sK!wqMt(AvLF}*jBSX+EwdaV-T5dHmSes<~MnpeD`+m
zt{9A8{k~JjKMWt9=U!!I)KjWkew?hEoad<B!>Zk#Dm1h|$cvSYEGr+HzPVJZ9#Jww
zJ3KrX7)KQ^FZcKRS>?~l?qPa-0T6!pbw`==ye}U@`cmTa@m-y?KB*zLx<F?`lx~kh
zSP9U_HoL-JA_}2f@m_5~Se=jX7-K(d`-5lipo~gx^^$Q^gxgF6cJmGC&TlTBWry+|
z?l<vTzhB=s_sQ_-C_y#>fq4h7-Lx!{5X<MU1q70uyc@|5K$pm$Gfsa4`te6gWM*b6
z{8eJV2`D#^JvzC6I3q0lavz7=v+^&YsW)$k`A<%c1gg9)1jEJ!Fa6cN&+*N<bbMcO
z^nu|1oEwg6yx6$nFA(j9C1HA1?4hWkPuThm#_^OlzO7EPe)5_w(6X>S#;pUirL=N;
zaVV>w3#oJZ{iV4#&k)x1e7zM<4<L*_Lq8^tzS|igHm{EJEW{3Gjmc}TyoKZz_Kcfy
zGZh%;dCuL9V;t;O{6TmL#5)v-Eg%{!uvOlW!CBVx?qI(RPg@|D`*z1fs)!Y!Az%CR
zy?o*RH*flI|N2);xTihdq*(;*S|O>^_7;eu_mcob<fw<I6@H!{5<b!!8Mj0T)G&gc
zhdm=IACq9He$zD;Xfng%Q+w*@Kv)7MjtfOCs`Y*wIo~cOaPL>Uxtt9K8BOG{FI(3V
zH~oawEV#ADU(<+<D2s16o1D)pg9_Xc^~F>1hiirYxC`s%$!=(ewF83$Ka^SaE>IN3
zNjJ|@k!e1JAvS&tl4I=@(1vAin~@dfUp3V3ba-38fA@1VmQY(=tCKI!%qJ-@jCflO
zl=Gf{d*MvSHZ`yCC-s8Ohm2^f_GL<+uzk(324Cu+&6$J9HG;Ou2R{9LCuKAEG!qCm
zmpbn5@`mCf`Pn)b)ks~f<c@Bn137AY8g3B?>>kvou=-R|&!3u&4g|wvWd0DHn@Zr#
zNFXa3<i#vAwvQV>{^y>;Zcvh^$=?i^@A&{3pQ3jof|mt?Ja~0Plbbhe-yq?6L}|6~
zV*|jiC&wxa{N`R?oszwyRK>Z#^iX~{H@!!Xk8?j)3pE&Te>EVa0f5q@8EP+i(A(bc
z<EAWG_|)5W&}Yy-H0Q=tV%R#a8SBM!CKVov96}w3Xu|id^UL#E4Uetz@<`pxuK`K~
zB_dslf2A(ce#PAso0e?==l9p=bD1Exy}1j$=6&<j`WsU~aR_W>@Y9-zpU;Dv8(`+2
z74sA=cq_&dMArQ4xPR!uJT^c%;6+a2_mExYy=gkrwA;4r*mF|ANuubm9pF?yK!QGE
zeNh+iRu|l%?R|&{^o89o-Lihg(ag<63is$#@WxIM?6qUx=l$=z_~*PtsNJqx{f)A&
zvrx1V1ON}O*+$nV(#_#I@7tRp4SWo|=p)?JfVF9q^&Pw@96l1j=R6KJHQSF@4?&_s
zna>pW?{C!J8v35>_XE{&A(`QM+zTIwvv1D<-T3J%#k=?DZ>IR_cc2*Sx`lwghTZ^-
zPNi{-uKR@FFMH$WF~s!4+2LYdd%UJ;!dv|Y9X_9Tj$tw{<<_I<9y^I|@)lk4?laoU
zZJH<q{s|>R+9Mz6TDjLtB+&jghI>BkSggQ9hCag>2uwm);m(>SdU+Y0#{$}~7XobC
z<ix71&gNVxO^0xzuJkvqC@64Rki22Wptc3)Pv#T%jr&V1M_i;=sFLLcU);-MYf00`
zjvw1kyiL78&(KUVnaR+Ow@N;oC)c_>BFY$}56g$J9GVU1yUzjl*<JPRqM#iTRz3~e
zyP_*vYDd=bs^tl_cW&h{fNQufWv%Ffq`!P{2SQgOQIr!ab6QpYzxp(wo)-(E(c`y$
zX^}@Tfgh7MB4M5lX<6*(tXSryFwTS6{&Ybn+vLjCdzbi|@ZUeSpSlk6UgKP3x)~jf
zU(WHZ>TZj(_KSOOJDGpX=oCCZ3%hK49xV1lJ{WiW^&`Mvivw~=#GPLK?)zue@hUUV
z7tcUUter$Ze{nCW55w-M?1d;3$)eT0)%ak<O$UO*3HT~#H?L)D;BwKL*>)rj09l5l
zi5c3`^>k-stM2bd>dG$=OgJS@;bw#@?Z->ef(jRdsa7Xd6&=U5PU=zBv=H?8;zmmD
zezJs$fQnZuP}Y`g=~ZF7VN(LUFB+Y!1GNXFhV?IR)TU;zEY~y}>`SE&aark31I2IW
zJW@j?_W9E~UeKRW$44FNx>~kub$F`s%qn~*%xU0vw)dku3Nt?M1k6LwlC{tH8tbF)
zp?>`Saz%vk5!{JbzW}nk!o55Ynx<NS^X5D8#5IjmG(OxfQUK2pxbQ0g9wjlniQm1K
zI_<%4m6g+B#+D27o<N9Q!-gH_Zq*Owt9W=md{G6*gFh}q`@<2Fd|vdQ`AP=Obf%F`
zM7s@mQ#$!4)a)TdN}A_C@9H3c$(Ae!l?YY*-q<EBciR2GzB+7&fU_i1`)&IomhGNu
zY%3ds6U_=9RH^ekUh$;UwrO#LXRI^fZ|?^+(o%diXf&{cF`EH|Pf?H02|OVILM?f!
z`r{W#ZYX!Xjw}5;cwcc0aY+l?eq&rfm(;<blA_C_*q|<mcrMA^9-!!`t{%HxNq@{x
zWNi0Bc{M-`?4i*7+?i6jOG>9#zZy2U%xxhwAT7?49(f%D`bPG-E;c_Q-=JAkNfENN
z#U*q+UJUEGI$Wn8IL<djuIgK55FrezPQNkWuO2qXFA)*C74AoWxSO1N%(wZBuJB0f
zF`EyUpaA)yAk6F9jhm}Q4R3N#nD8`S6Ttq}D_9E<L%He~LvVX5g*ou~Wnn4m3A4M*
zbim2(i@lXC4bbfQl^bsR?%AN&(-uGLY|qMze>5P9;SWUDyiCBooLtT(emvWBIwVhk
zY5u4;N}}@mXzTp`m^o>oMv`9}%sSZ6pS+;r-n-N;YFifZg6!-e5UJ%?WeCq4t_^Qp
zJ#SLKGx+>%-5M*&dYBj>2veRq!JIqTyE5MfR6h=i^PPxoE*nNAQK&@$;IaNCIU;ld
zDbDr_)gGc)`h|ech@jQKMoO2BIdejPQ<ew8P5xq4+$Z7}%d8c#q-L6r5bLm582W4S
z7L&O&+RDjy=rNC}6*Cf{FC&@UdHrpf;rU0ad4hK|*OK<-b=Q{z7?fRol+MOBD#Z?p
zSh0^}(gRpO_(_7!sU_eE%L^+nPS9-+!&m9z@Mo{<cB?Le?b}93t3)Y4Fto5O5ktXo
zFt65Oe;TP1bqtj)@x~sF(Cj*d3Ocd^9i<XM(3QTExN10>N#n_AK}Pzn*~Osu%2mXD
zJXFha>~cj|`u)LbwpMAYL>KfhcSbr-(>U*mDlz@Vv_%qx;$-|tUa|1Illt!!*I%%)
zX!5t2&ClEB8rGgCqvmFUCci~{!iie$z-_wiXyTGpq0O$~^suJH?^1v-G}av)bc3}F
zhEc{szGmk}voI&sm8AXF9Lhe0217*EaQiJGyq4~~G5+<DKKMr^{ls3oq2e<;2my2w
z-WgcuCK0=nZ*OrJ-0xXnrx_~I4)0?Spw(hs=7(A4f(?iJWLPPI7BoQPOKko|DHrOa
z6|nO#A0`BLhIQN(ck7qF{-!h^*e~yVPe(zk$xOB=*Hx?~?A;h8-g<$3fBf|sEx$#V
zEkitD_E1F~I*qVMb`SNi;q4>ZzB$DVOWusUow~=+JOFX%+q*N=RsKw)>+N;6#;IFb
z&=>0EQpYyE?LKxIntA`_F*cZ9d%@k-O?<&ic=gwgFB9nJgDGj{MJ6<gkM^e7*{_)S
zA)IqQB*B>QRmw%FGy>9;cpb4Hi$UMsR>=r-tHbZwR~mnf1+--{cR@9s9(T%SbgR50
zmi-80D5^gq&Z>n|*Q=b7){R;t#PYwG6N~53^g&Tv8L$*Pyo8TGhlig0^78TVLFd~=
z#GQi|l%hkBygJYt9ulEgAPPa`{b0<m_zEONktQH~!*E5A3Uf<Q>LF|Q&CI^}ATKF-
z{a2xa3YJ&|lp;{t!v#(@k||W<?KIb=J@7#FVMg}hP9DV$ywz!bh>v>_Y$mYF0Jpt&
z9;c}wYjmIN^4<w>+^2bM9P9dC6x|Ma1jLT)ob{zjF9cq|6{?WE;cj|h`1ov`m;^zo
zi0Qh+(hW4)@;Ii_dZE>F6vbxugZA6_lI;@9q+F`~`api%6rznQ0775+JccuRzr3_y
zm1X9k>6NG=5BiCd&4GL(zoza!c~9wY5YRq!ka#n{s~|f*_XDP;=V;|LJj@6N_4xo_
zqs09-wGq2kf_+#5!U2Nu^RtM8@VyQ%7*?ZrBd<KrSBd<7-vv(7I0+Ol$@(@g<_591
zjX%%C7p288$C1Db9Kur1YY*{eWrkI3?bitO1lU3AZ>2R*fcN;8T7}(WtM?Pn7uSY`
z>$grXO{h+p`?Yz{C21mt1@Hr&%oSnAsf_{EV&H*>q6e#rJc#LGNhoE}KnlIs&m~;S
zjS6B}WA01_<P1@qg|`hwTA+16mEAQ5om*~sRw#OW2@9lx6htFTl0MWhob)U?NF%0k
zRv&)WZ5uyNoAr7Atp>0@BHjxVUPsLw`F?Rh@o^h$;q=Jj%&=@?)L72f3J#xOoJYa)
zY}@mFsF`Sj%r5{0;vKxo$Nx!U_DF+>2pXhSy@c{5aelon35}i3Kb%OLCZ^4P7=VbA
z!0H7R^z(U-TNEtE!7*%|Gtx-E*%bx;>(Bnpw1}nYAwdZb+so<l^n=O99eePcI%r_f
zYu{y)lfa$o=jBPM2lB8k)5qxRJud4!8Vd<NDyQgtv^0DF(fUjo3i5hPCVRvRTh1mL
zShW*5qyi(@0Jf5Df%x@x>BgOZ)zaXKYDfuQJ2Dlv_MlX!VGjU1+4viOfT%AmNeas)
zYJOVctZVfaR6W>mRe5q0V?|7m-6YKgzG=vhfC9NagKDM^%6L8E&a7V611bWOpATzm
z+g+JpCX1|y7Dt3GS3O17*YVqQ2GN%L1)5Q1K!B2SoKCj#&igw?!w^e*+<eZvZgejV
z;O*8?qjM2}UlP5LzJP?5Md9S;gqunobt(OMK$rquC=tHEPCSR{JBv;!FF~DhA!wHG
zehw>~l9|;e<NbA3LJMO#2C^6UncaI2+bn)5ySW$5J{8%;r(f1h5qNJk7RS@RP_Xh{
zAR=fO78gkX>`9#Ne+X@(z|$yY+V>kEe{)n00Hp`zbg<XPsdv^<bg(HW@8huNwEOj%
z^>UY43}!tT{c8c|RK~88pjX;hv_bualBGGGTP(HcJA~1XH>kKxTJaZbiievwYQj3T
zLDQBx36Eg1dC0%-#O!F8od=_uNH9&%!+}BcR~vIzI90!&lZL6^mQpN(k8-hg!`ngS
zQDJ2Njj7+#)?ZKI{s2(t`v&-Bu3t~2Btf&h2XH-8lm8A`%~$5pV$7PcA+kdNIHEvv
zPcOop<<C*}Vz_H4Fc*aD5WMNf%2%8$gDRA{`PvYczv5mg9^s7`THy$+>3!SpQt@q$
z34)!9fpu3Q$^><6J@LC-wlF^tlE#fU8J@$er*BucySe+&lxpAjDC3lN6ruje736)=
zHXR|UL1n=6uux|`Kuqk53Np4%Mp&@#g=`vENEv;NhuM4@wkzn0Lt4)n@{iAj+wxeS
zihs{;*y-WLHr?Jg@fsHiU7yi6d%i3p%EbLEp9pO(dvxixj5T{BmMnTToUaTP5}x|2
zeSv7szB9<o9`+R`je%|PHjF!6q;GkL>FC`MiYFnE@)@rzZ!};n3fXFqz63*4wh}=U
zRiqRh-w#~V1|r=<)=Kfbb|`G*bGkW@eX^ZI4B)lQ_7FcZxHLFgzo6Ezs1-UaSsl<3
zY#gqTQ1p9PS!VhJ(e#*|7~QvMuKXaizSxWtsih_Wz`3*fzd1R_6GLH>9Ye{E>;~tA
zN1KV8ist1L7Nn%oEyW0H0KUCL)RRJ<l&m(0U7rjvPQIXa>C?jmv50QbvMk-gvdTE}
zVs!XzH<;32TW3llp;kj-6pJ@+*|FSe9YMX>*Bi_2DaBxQ0mBvS=Yx0q{M|zBOAChk
z^=9;{pOrm-$Qp@BH>9m2+bof^mXcU<AGI}s?Q|m_UPv*kQ!~>OatP&ihfH39_H`p6
zb)VVAs)!8tazL3aOA1${?;mZw>sC1|7AL}=UI!VtoE(D>rV~Q%Ue%X<Db^Gjn*<sb
zC;RncauI<IGBKnMyya2=Pf^JVpAq@6Dyk*$O)>oiC|3x19v$ONhJ!Bk+N*J*UFv;B
zytxN5j`Q*&R!@v+R{K)|StS+v!-rPYl-xD?@huJ{KO9o+X-&?T)8++;05pkM9SKr+
zcwa3JwoO1&G7S>&QexmyfcI%wmLT~@FhpJ#r1U}|JpuIs(6PUIQRWkg6!#H;me^xL
ztBdL@cg#v_OF#>7kI2{z55i8aI#*Gmj95uM^UNV<7L0<Ignqwh)MGk^oZEY?)M>Y0
zaYrHV{L#sLda+FiiFAD3nA7bXaKE%Ewpzz+ImL<tJ%oA~@*Xi<&U89Gg3}hGggL-9
zq(6RAcqz@TOJNKNE$11zDZNH{3FtTeWM)X8%-eT{4Z3>kjPv+=Vnr}F7TlZXcq~0V
zIoPUn(!YRW)t%tr%BEZ@>lL;y%=)K=#bM8T!ls7#(FDoPe-Qy8jfVNlZB{q{nBwz!
z<b;?901m`su)(9|c&m&)RtYv7Y4mr6Wo5b4y;NbZcMjEN1orng{eDjnXn!*eeuIx-
z5YGKyUG{(T>gk58;XLWr1VF0q(hfa*it4OJ>!VH>ue-_J0)wPA862B3T@`Cw!f$~C
z>RF&cDCUg0KEX6j@#VgTl0bU1vz4<$kMoqiasu<0_uT{=y2Z+h2;cY;#<>QQhzZIt
z>^$EZN};ww+!n*TmZO(8qt;4Q!GM0pYW|K#C6+4RWn+)H0Y?*VnV%0K+MdXbY{0!N
zXXI%DsKWJ%yykhq+c!{oa^u7PZ^qnjln;_ZHSN~h5C=g##CLaMtJ5DrRK-HqEAA~m
zTH(>xx5(jay|YVDFt&gT6kHPJ_^<#B7cxB4)CF6hzso<}m6+eAi%)*`#V<$he0Ob6
za|y;~#8NyFb_cnG<lpR^%;eeMJgb4L&d;3m%0i;FWXWrVq)Q&j$$(tAF#7R_Q{q<=
z?%;f9p!o`wMzQb=-vQb7*2U~{nwHGaS$FL0Gn|lKn|-RMo;N`Zp7!>(LG$io&lgXV
zAy?5J>{2JLHt?3m3WvcN9423iG9U66jn_*yI@~8uC}4&>-5I!mRa^0bV6(aTcfDiB
z0K^ne^`=uwwUmj81PWP1fPjl<VQ)!zFrP>+_>sTte>Gm3c|ZJs2xBKmkZK&&ej?%s
zT>}!<7(&t^CG^RrE~qb@_&IQN+PM{=u&8#@&TrW3mzVw-a))t&v4D|+4yJ7jeg9V*
z1qzsDxhM^kFphOm-@Bgc!}L;S-QsP|;SwXv-IYfMY0+@O_o(Qp%2&<;h7yt$0<uq`
z7$1E$XPc_k$*Xma`&R0H9MrmRz0a}IP1t(Kz^#s-SQ3fAO*o<J5qH6Z7i79j8|`FM
zQXvnNGGIV2LG18>Enr^tI*@~W_l_C9{krlAQUYQhFhDB<{KY~-eOO~SYI2g?w}C{u
z2EY{+5$D6GUtsaARp<d{(L7lJ@YU!`%%`8sM1Lc;eVK)C#;?VMA%mlk4-BdO6Bgi=
zU|8Ze0}L{o(l`71rc_n?>$wP&`ZI6gLMkMU;6J*O)8=cC>yBl?B&nSem0RrnJjw1K
z8;cF<5noJ}zJX(C7{+&`3%cwE1fUa)P1<b~*j){xS<HoT0$Uy+8m5L^=0A}6Vk8~r
zr`xZfHul%HK>&N7Hrxij4XfO`t4Y!uCEA>MtSi><s&?)v9A6V!6vr1SBi~LE@Ey#J
zJl_&B2*_(iL5rvRU$KS#E|KYdo+JTmQ=)<e)%QzsUBUtbV^?qb^_(TwIPhR3)SeR%
zY9#vMC#MO-U$ZaXaj54gnvlD{jIiD$5v(dmtrh`$A<LRZWb_0J_o2ThX&~2_af2mE
zVcFubDb#%F+%g#x1|9+zURgzd(Rs5Y;+gV6u%Qt$)guyvXpm1)CgmCJ^!xgGUP4xz
zZGqi`_Xd{45a%8=z(A%KW#;4~r7__v*jM*kd-wz@(uxo)P2<4B23GXkYVT1j|2U0@
z9Xky#$CpafvGvz^VXNH3-=xI8>q&gC-Su$fBpFI9ktr4>K@nBW5_h+mwZMG{9gwaG
z6MSqT8uGP<a$SI)NVTcZpeDhE!K74+zj;Ml%8aS_ZTVN{9qqK2NoSm<ntx5^5uW0W
zY#EdrVB^8cQci`|%Q)%C;p;fvcbY1O*W<mcoL}>Im*)uZ!#o~LG^7piI^M(1;+C}8
z8qjj|W_jV0DJ5#Z=;zQkj?H<P5PS!gjWc^LKDgO<I9_lBdBX}etAG&2!F>u4Fz9b4
zy`-Y8GSM(;ySn^2tYz~%%5jnn7mvO23*YG7y+l=hjMFoTjvV?*tsc>2IoA#P5AEwi
zT|j%VTa`;`NtdC*g-*;N;X-Z6i&Ya>T)>x41IajTz2Fk~v|I_ckq2V}jUconk=hZy
zb95>DK}7-`E^lBDy=<EFz&kV{9i^Thv@{@QH<KoDHFgbm!JazbJ%1_T0Pjl>df?;l
zL+j|)emrN%q?WVPey^mdUg)^t%=53QY9+rE$B;BYbQ@WQ)C;g{HNipgo6QQ0Njyfz
zEA(<mzCdso7DHmc0M26*TXCaRKY*<C5}DW>#g+}o*7<9zL+rS><RcgDs_4?f=feR*
zv=&C~mMzM|4)K(%*Tip(>=ApsoHr339IrIgzbm(J&f8#v4C;ID5IAWU>|L))DH==!
zB@SEVW>U{)@la4`ofN^ZGRg0`v=zvJV8w#PnIb8{4#;w1ZwVTK4)cq++YJ`W%@EDu
z80WIcDej2p?+#_{Jv!+dWS;g=nf46Uwyej(-%v<L?~c2OktRJ$wV%IAP-+Q@gV}Ud
zW>FMhf<yxhqgye+6Ioe)`Kt}OuQXb=$;LLdcaiogyuRXEN3~ftw}#oN-XVa_4qrH~
zaFrk2xBRntT^)9K`22XZx~QAzYX_GX@N5ae$)kAPM*|3ctUN*-RC2=4*#uqseW;Al
zvu!)O;xzaNMVj$G4&Cq^5%>1}BE;dMg)2cmOiSmV(^4|FCq8oXin&;wNO*VO*5tB}
z`-_a6?!P;$E`_l>^cV7QknL@FGk7L%9m87xi&e9_^y-IaOG#!rOjtwF>cJOwr@u)d
zhvjBDzL>zhqp?_!o-Ky*>%%|4*-yqM#Di2xIv7ssE5E$WFV{p|AaN&}FX6d~)P1-=
z63zgnt0O5Y1@@*1(Jv65!qyO%#^kY-`Sn8(TUwAJyAmyUGn**zyT=Ha_irYFh0<V>
zZaJgbh9&u&rnD!3W0cp=@TEJKXnTWB&SBU4WOh@_#XACCoN&3nzaS5vRAb~xqi`>h
zD_RVlgZ-YFKEEOCMdCuP=!6w*243UBTF;$#a;(~WGta*rdq1b0Zi6*eOkIKFR~6vT
zk(iUi6MlTKc@f|bpmL|oc7qsUn}};>J&k?e_QBxnE#^(o=Z&KunQaj6Fw)e#r5n`0
z^k7+(W*x`a>Nh5UCra)XvZVyuP2@baWLQ5yML2U|5zmvY+puam>a&p6SJlBFbyfJq
zS5~SSx!puquFGq%$*H~DMqb%CH1mArkC=B~8Mj+-(QmUfAZH}3?}mnV1s`<Vu77wz
znCl{6uZk{16rwHLqXUkY$xfC}-e%3ul6{f0YzMd);_v2AY`(0L&d`(dZY7xnZ&Mwr
z9zu$HLJfpDs7vEpq7-nw`4tjG4J$1sgsCqY`W$s>Hv3F9fN){vG#U-w=@r8Zt!H%M
zD}ox)4wBFyW=#*L>yt<fmVB0u_%8a=-fz70FH_sNnWN>Z7+0QgTKu}5sjgLaSMKVG
zVgPPUbE@z;T5~x%JZu@pWEa)j2b(#YX5S7i8Tf2==g0lF-##e8Qy99kRvx}egpD!S
zH+kmeCpW0XDc~NC8+9rIh<}&AIn=+A%xaQ$v;3}<(8McSlc>0@Y$>nw$r!ye5N8c#
z`c1k5MSw-vkFfk9WheK=O#XxPfLDS$UjhbNg8pxXSp8DvQRm*snbH*Cq0}&vQuyoB
z=1_Eeqc^(K;9tEqBO6TkyYT+i2tR+S-Gn7{8Rd}NU=-i(0&uUuHFQEn>|`?dGjH{3
z_?y#hF~8!$U;eD|wClmkuy3q|rxe=PEu9UVWC?SE#4RMhT$4)*kYc97sV@Gz;rUmz
zWx<P2*198sEYH$j{b5xi_!~`-6r(#QCp?xn4!bC?WY{7aU$t4%5TI%T-W%&jL-!^F
zdQGRi*USl!uL7a+Eak^^vzn81Vgzk%=eMsR3O_abJ&EVd*tMeh)<J8W_GWpMSI8<-
z8Q-U0pZPn7?YfK3az)Q4Q@n#YK2m>C_k|61YqTJ_lz>#fZ@T(Up^&Au_98(j8Isa^
zkP;2%4{bABUeQM6kNa<Sc($}MGnz!=_P_p4*ovl_Q%W-U1pb`2%3;Pu0od7Y-bZ`I
zUTPE1vHoV*=Am%q<{)z6(xKGpKZh5T*06^Nf&jyo20l!Z$X4F?00MXv*`r~_#IGjH
zvOtPLZ|u?B{cn?fj6B#^79a?s6jp<Pyi)W8(DJK#$qe)BUtS0_97P@>v|7*mhkB?}
z*j$gEnik?W#1H^yy$ZNOMr*O`i&4odWIOV1EB8l!q2vI&p175IF{>3r<Z>{%ARK`g
zd(^~jeZuu>_<2WqPa;joFok3GY-Q@iZ=gJeo(Hf<-`WoPaI5UG-5v{0c@wRlb0r%7
z+n*k3NVMZgEf8h6acF;yjnkdrO2<qw0!77Je_~v*OfhlbLs-flJSt=IJ<Ro|(P8Q9
zWMg6na@{bS<dp2B1`}_1sQah0LXMoJbT}whirFG(FS7(Vj2@&*^GG$t@iae?3!uB6
z(NcF^o3KWZ+JOuf37t6%3{40|JaW@y$3oV?ry?byP{WW-*W!>qwvm=7WWFE&qe#&^
zezjth4Nkwlq`#Vbbf{}5$B6l%atn_BeD!#2?V#|cIYSf=QGmk1KVSQ83jOT(UIy#<
zw%J*n{G9bS(^BVoT`tOf;0P-?=JT7}Ntcu?x-P$UP`dHuo^ovO(~*nkF!`n%W7?t<
zuQ}R-86%Qs1Rtms+t*U0W%{h~{f$*!7M#156f%WuvW{#RH$+YPeH4pS^pZIYpS9BL
zV5!nm%7MU3-SL9uuTH^(oiRe`>V@L${Z*+-rD(A}(%T^Fo?eL=j)~NR9evg+QKz-x
z;CNN+jT2uYrd761=LnafbqV!Q8_#$SC~<nxCS4of;&6K*`#o^4<)rN`-{@OD4T!|&
z7?@HV?H$HwX{~gN{LZCt04%Jy;&=a*u(}<lM~k7M4dv?j(9F)h=x)94Dvz#2u!9IK
zg2+olZdU+bFoNE_KS8I=(pe}MvNaJUeZarD4Zj@XLJp~xR>hu5VdYnO=y~r-9)Ug;
zB8>w{!l=&(z1Qdj8^DqpKZh+jO}v6rV~zzV>ZP8+>#`o{w~vss9UtRM1cmlBBQN2P
zDt}GF;YxnQ!B?tFpI0pWpZbCrYN%mf^bCk$&ibiol&`ld7E`qrq~L3s@UXN#v)E~q
z>&F#tzlnFXL!jWk>q?i&h;ZYb(BhnWo0-P$u*<NfO_!KZ(SX}F+O+3kj*C@K>Ak<n
zC;YJ$<JT*@QB7GLlSKs3AYR-md{e800ZwLi{GnDyM(*6Al>?=vqea+GXusjv-Ua2M
zdZcYXUtZ)<CIpH13WJyerAy3A7HO8>9>%#7B=da+U@5AHcDe|iMMH$%mRU&`qEgP{
zQhPW#pFc+5tb0o)j%)5R+rs#UKc6FXK?>!~G9H^cmGuFF0Z1JQdf@QuZGa@Dv&`#n
zHj18E;p{oA%l`VkgN(?`%=%y~^Y9ngM^AdyOCj4sS@_KeX&pn_rRKzz`RK4F_f<SA
z#RR}tue^0QfNu&l2;>1M!@R7}hXtmDmSH&mN*Z#Sy@QRyasE@jO$@}cGYC02?`!93
zV!-y_g2Y9a^WCtWTx=~;6tM_aCSO_c&b7Q6-pf0g<h*2g`aZ>1J;&m`$w{X6sFKNS
zCd|TE8QKE|+oK4dmv1}qPsdY48<oqhjSxwzW||T8N#_}iJz6*Rl<uvM%fp*SwB&&W
zao!q{HdTR5gEu&Qn!Z893!y72v7`Dn`)XLgwVPRS8Z@AtD16J?=Qw@A1l1S_0xDgC
z>;3Lty%ZPAqCz<}*K;DaLQOA?uav*(6O-3tajKVb^1hQ4&p`k|0d1_CzgSll66{VC
za2JC+fjT(c-Cb4s;2s=)qd;+^=p)0zQbN8b^_#I$ze}eFd0DG?+>F@)LbceCYi%et
z7)FLkn|cT$H&j^6n~89VsxN2%ka7?K0O10vi-kc#aWH8EB}OzO)_EFFBKtz5pKv=E
ze295|r1BFsT=6AIEX+va69Pm`qN1ZQRre}!^YJ^79*0xy(k_sTpbPRfvYq;NDs}jX
z1RquTrkLKE-!_CTJYKV7{G%i@J3$4eLuROJ-=0~A*<|t#W-n*Fgi90s=2{TjzUQQ>
zZd!o!DRT(dj3WO%qjn^GY=V@|gaL2sMd_B6ZDKn1c*uYofE6Kx4j#E$!L%I#b!<;a
zS~9ez5gUMT+>(Nb$Rv%<Hot6eAC9`uyMIF_5rYlWyPn|tFkbWUwn!c_thxKVuLM3y
zXKzNrqOey6>hcpJTi&w^f}$Xj^YY$b)sP?29!j(K$7CyWdrP{Tg(Ko`=}?q{s<r`R
z`QoJb%(Z<Y;GpOa_`W|#Y6=a_>Ya%Uv&CcttI@`X+9nrRR+x;LC#C=<UaOhD&ivRc
zk%+C-^FIu6pL=sodF&nKDuto4LYLf%OtQI{6RT=&RD4#;KGSjT*)2mq#OEu$dITG+
zk;LdnqCB2LkzQ~6Ufk5s*<#BZpC`_*d_F1=IBMtM;q;MbKuC+tpLrfD;(be9U%{{~
zK!jW<FJiqVOGUBVvD1%{HTro&OXM!CTU|qrX~z!sq0j@S^kMXWd2uqoFl-UxMFkjN
zm!^Fr^K!7<*vOX$(ix-Pqios&KeXU=6E&b(QJrX!v@mk<;61J{79sMR<qjRu#tMAQ
zK#&y-H}^CT{@uqipO0!t37m)N(qk`4<|j@9irLAj;B!)r%My6UU(MLT{>u5O*Vw)z
zf}qhjoY~R!3vKf*ZYXmcW*sh>QD!7Ap^687B!M|_tYMZf)_-JF3!O`!$xf8E-FomO
zNIzNswf)~6wFSv>U6T%ZM6O_YA$pdqetxf(>r*cYIw9&SK+!7Q=cg)B=R=io|E86>
zQn=P_ueH4-<<6FbjpA?NBfjH!@7+&K|Luq^Ybr9j8)pvR358EvSdDN9f8VquK3eof
z>)x%o)N9Ky0mynAz+0`pdj_E?0ZH3UUi@_<?CmF4;;Oh8-4eDu60NNSBh8e<YV=@U
zGp^`bq4jOv3+d!)QKLsXBgW?*dA@arYwhaNG!0r5MS=I<cHiIN-{+?$+tu!W^Otbt
zK;4!0G7#tlbGUIMgsJk^qw$Ap->=SDte~M+H4p1@YSBm9QLgKKJj|Ti5a`TQsMJBF
zZ)_p~4{X=$lM-vfklBh`1Oat?8G3mrC$0oA_i<kHZwC59QHaLg0qu=4HcM-h8Y+Wh
zWd*+4ZQnZ)I8Q(o=qN+3FVjj`bGcr(AdH<t__v3xNcWBLM*zg5r%^Tp-G*}c!)}ka
zGC960tDP%rDfsvjNDQqy%O8OeRhxW;b|6_xd)2QQHH+nv<6s5j&mhb!)~c@B2*t$e
z&S1on=0h*WZ_)B_9^dU=c3DKz9fD)!A((>Ge8DYX7cSFb5)26r)4PTGvDL#(Y!hhl
zkf~3@7n`S~?uHlocI?@iDN3t=;48J4UN+E`UrsE)8CC*=q@JDTTP*id>-I!iZiJl6
zqm=^a^{d_U2e;r*5PQQUesvj}P<c^NMkNi+=T)RV{`rWX^9z>Kw*<jPLZvVa{V*3H
z=14E_cs@vOB*6$G<}}wsoyzdQ^}GzP+cY244FJKX2~Z-CPresG0vho?u#@bk05Xr`
z!^O>DPeDqJK5R3g#;LqyM7dh!jIT0j0R!$WG_8x3(Cvq;ezDwy_Y<B}PwBk|sHy5+
zmBz0lmFF7%E#zA;0j}e}N#{HOvi~eZJ#lT>&r*Ro(G*jw;}ZTfPHdVolX|}4#i~pt
z<FP947_Rr-nlT?kFC(-HKb56h+c(0gtKPSVubbM$zE|>%m7z@%*Xq<A!F!+D@LpJA
zatOb+eT~F!r3a?MKhZ>>(E|H;dnDzjBWVl^?G$CzTw{dcdO8pk-n}uBC3r6n-wX(t
z_=<2m^K7flzk91-)RZYp4LEcFNkF#0je5*m(`&mtoxRQ0HSshGb;3?XAsygDdQ-oU
z&{P1EwH-%_(9<Wfz`c^J>ruJxBl_M~31sImFSF%rpMa034{NSTiJ~Xg{_XlO=m34u
z<pqXiGrc+nhmU@HCuz^Wv%P~kfA^N)n^)3(Ds-{mq6Ryc2W{h*WP}6D_25M2$z(ET
zuLv2hCct`UgyZ9}tw7966^8yKJP~4}bPuhf;^X4&g`AkS6X?rCtA0to^A~+GN5j}&
z-9xnvd#!@L_6bX)t(CJIb**U;--i>fRzkVI<*+9R_9EBjP|56uZx7GM`vNJ^3;X!m
zUGwGGZSkGcNFlkX?R<GS3;pwbcb$BCpBaf}9@^P`q>3s8c0v;R4+8JyK-vjc1AKgc
zl0-Lm<k32><8G8J0m}$K^{A&N49-)a87>VvX1M)$JTklX>o-@7+h@D-KlQsHquGX%
znf>4r9(e>mPn4^AgiG`_7fj)nLea`1GJ}k1c_M~gwUMZEkL<I4V|m~cr6by;x%)zD
zRqM_d>3^cj^<lT*{lVCk-W~w01jMX+$;wN898A}0OJ*Mj!^~+q?G%y|l)w19&o<K+
z9}eVY?3sUa<%9B4+$m7BAl9Zf4sXcA5OusL=i^9iXLjbhKsj|HzCV_1uIg3^ZNLR~
z%IHI2fActfcs7DDff-YzL~#38gm#3X)Vrb$)6*n=6O-{f*5VMdD`Z?y3w;xbA;A2T
zp_9Qn9u)p&HNrvz7p2GI!tdQ0`^#<KL+7ZBVW5yg2`4u1Cz*{MLhpjKS80PXG+h<;
z0OHbQ&L0xW^6fysWttwa2{2mZroJ+cc4%Vun-s0U5nppNL14bC4Ql#^oo#1vJ}h0)
zln5>t+{R+z2^8L$keh>wn=e|1<wEe^{*B+v8id>sO@1}JO!?(wslJm%LTQmnF?62c
zTX!Od8SutklQ=G%9*rCJ{aPd5QR$-KD!w$9y=Az1%vA88T}KxeU6(Sz_HKIfea8>q
zwcC!UT0cG=3*Q>*LfX=jW_j~`BN&jC!0i|1Gr2@FU<`dTOmXo8qgZ6w<{Jw&WxnR-
z<%CyK$CjvZ!%TDUi;u4*urKnr10_W%o2%xxd)03_w&iTj^?|+7E~v%0S)JhF<PUSb
zoIY@5t)*x;A?xp<`T(QkOUnwZ7$hSmAgI?bBTtQD{cxZBo)?opRd>)b>5E&$T+8p4
zGQ9z-OHeS~PE5t(B_$Mbl{|WUlF%pVPvWG0yqFs%IflQJivEynojY!)3%A}J9>rBa
z;E)$@(zD&`3J|E;D|OmTi1!`?9tRbn>R=vPUfVg;ouJwaget<y<HU}M*VAf#o>`?d
z)4Jg^y=qm}H9<d5WcybBWSx5Rdiei#OECNygJak{a9VK#uDt|CjYOngJ<rkPct?G`
zR0KkD_~CsP&sAK9tcd^@Yc}|5UXCuiwGx;2Jx0fcBv?B}n{d9gIR+&(u9I@~H2E^(
z^@G>&4Ly4FEq%o5`dm9VX$@Hvc3+;ag-BdibnAiB-+X||a~`=)p`G0ozUNgV-C$%P
zXko)IQW3&MmY1=649-XD^74FN^!D|abM=t?#*>TVSoxmSbBBoJ6e~durXTOe5^e=u
zu^Y6~O={U-7W&pfp_a(brY|4>ida|e$3md?Yk~l~AcHp3gw`LOINwMdfA=*t(l=*p
z4Kc<Ot!2;~v3w^U^zYjRq=A>gL4VwOi|S!Y0s+Z~n6$04=X>}J<nvdD_S-QwaNQk0
zqCJ`WOzfFcZQ<de21S}^pQ(<*SHR@h$H_AwfIc*DS)N4|C7gHLJ=<74WDdEYWKN<G
zc6rz##40~ddf8JqO*8<)Eb=|(u^>+jr<x3nH2_v;A+HMxn$Ilvv4StfH2d<E<<VDO
z-|3fMkzpxNp8&|90{r-CmkU@e-)S{9I#y{L@^TqnfndJd`_nEy8zd7m^=Lk_^wp?j
zV7oP$ZTgzW8|8!in5;>?{K#XZ#}|LRVd$zno;k2fdidpPGr|+-OF(v!LO`#dzend|
zSL#>FSs5B$J8V<AiW()t_wJ!hXa(2z<oDTi4U?i}-y>g3Z3&F$6PkKeR%`*{<U~W`
zP~_DkAT7+Cuk0%7irT~d4JIRr;wx%VM9RYf*yRjl)g)EAJ6b@{jS2f%Ms^v3oq3{X
z+*-PgeCMqMgRv;~x*|QDdVsk=9=)V>7xw<|ZnPi(7u7SS7vp|W(L9243Dwy+41FHR
z195Pm*idV;a#{#B>9}=rUG(e}A@Qw(^(L0#P`|X|eM2qNMrzuAo;Z9;VX!tyZ7Xp@
z@G(LUxclG=KI)EBBvtz1hyUU0JeFexk|_E?EbwmGc<=p=#(Pf#Uq9&0tVa=2DAb{*
zp(<~l3ssp8NgMjC>yygf4bK@s=@fEB9N1=VUPJJ<Uy~62IyCen$8RVemOdi}^pet?
z*M9T@J!1S4cq;N}Ub{VH#XRskb#*6w_N~lM#gX7=NcRE6njZ*0a^z=N3M;(>`@wmM
zC#1=#Ytu1az~7KuHw(`X?7(Pe*rb~g_dS#Mzoh>P-kICE!kZq%MxC+cRvixsGU87Y
z4dBT)uSZ}l0LH5xISHVgM3`XEke34HF<s|2ozP2AnJicF^U*nIK)2^nk!WA_E6TgY
z)?2lm2qQbC%K58*Y{-2e=;6J1Y59;vzt$@HsX+?+6nJ@}1l<iV;rmpxD1U`~gTGdN
z)Tqz2@|n7qM@)wjX(=C-1HYxTIO1O(W-77Rhda928>xszT=f3(6Ab*_@7sR{>XG|J
zeL=G#%{{i^gjE+czI(A~2Jy^A>mak-`AAmf;x7L?CME0;2i>@ZX-qGu<qAIdd@|_Y
zH}csAMp{IQ&U!d^_DF>Ciwz?y?~5|UL8|H(oc}@^-ICSd;?|RYdlGyrI|AGnS)p;F
zD!j%%DwLJ*AM<T}YbbMvQew2yALqxiilX=jiBMp0ajKImO4wuIQFZn1`(3SKOT7$K
zw|937K?mo9l$Ch{VT*LmUj%nrRz);F31kuR^!xEg>lq7>vJ+LTBz=&dYV#m)N~gtv
z);4dvKq5_aCWY^i9PnK>Bo;mh3&2qJligdcJ2-C!CYS&AtGVu9-Q9PVz5eUM1wX8(
zRIk4bGJ?w`S?&*EZ23J5ier%<%A6nK4O=*_#pyal+1ymlBtW4G15MuZi^jVHWlE>u
z*79URf8nUY1&9g0`a?aaz(Ku4e^=QUs}&xlb!%<WwQ-ZUo{AhUDffE01qQDs23R^h
zDb}L?8cjEFa|aUk;>g#(XC%`0)v>=qqpn#P_8FCtn0gLti`>2-4;J>sXuroA`y+{`
zwu+J*nuVY)O4h%wpD{Z@W+Fd;toB1T`Oyr1lZ<FkG!z^}J>$I`sT*~iQZy`m74t>G
zmtt?z6?PDR&ZcF~11rs%-Yaphilq~|Vf?pF$=Gjo)K4CH-BhjYWWijKn+cTWS&W(5
zjLjnzEb79oKbpny&!-z>DfoNlHk_=#*^w$;W{yEk^?a+^Xdgi;!~AGNDpruF0LhB1
zG`A`mC=1P@p0DcnVusP1v^BlnTZx(w|J@Fv%_1=&J#`9y{@auuOlN5l$u=x2Wd0Yj
zcE~>BU!5rLL194y@qq*t4kdpdOk-lfcb=;N0X{g6H~LQHMA4`$9}lFV2kb%k1x}B=
zyBM^gTx2f5s{1!B%x?eS0}W94mYJh1{~dqwO{sWQ#etr(y9mTGg3y#hNH>)v6x!;q
zW>hXY5YCsMpi>*~<t}WS79_pZA1tmQJnmfOveO$w@|)f{S2vlDKjVW2aVXAWivr*z
z=o4L`&k?_gx$^++syyu7URG#P&a=s5Kyz)lpUCFZWa^2*&T9o)cS%T@n1m86cI(uE
z<z(2ppLK4c@ue@U68suvM!{NvN$lXsL5<HAC~4e@dN4HCX}l)wo^MZM-}EbVzOX&x
zY`<XUd`vrY#{8O8?r&}Bi!w2GWLsvd(R^~5<gt5Rxlf7_LyHm+nw@{QQ>iL>1rARm
z4u9=|_@cz|i>Y1Pk2gTa1Q$VB10kks8v}k5>->WjFCxTy;YA=W@#WP}8{|^L8nN+-
z3(dfDm~+1#&c5+atc|U)$&k{mcXmkG1!XRna(2k9?QlN;{Ogi|yNlzpvgvs#4PsYY
z#G~?bu-bd5RF-9ap(u)E)`+H?E)}V@PFQA2K<<v#7M5T>lvK`e94VaWL;lq!2O8<G
z=6g|3u8`CD<9QEgAn#N(S`yh}@S59#Zv3n$Vi!HnaJMXp=l}W;WUF7?lw^C6caM|S
zW&L}B!(f4nv)ka|U(IZxIHMt0(rM-DAMnIj0Z>b2Z_D$$Cc^411U*Ug4(B;d!8bOk
zAx$A5SyNJFWGlD<#f5IImB4MDw!)BP!WsK3<Iy`=iUQ-t&^ue@P0#m<TCC#v-kf%J
z7Sb|!4H5^@1rB$b^xdogjn`$X%`&3CM|K-}J=*7Vk7g^c;0<)VN_SlWoDgS|qYn#i
zGk7scXbFnC7+q{>c%X8EX17=Yj^8*4lkBq~Vh1q96nwva6?pwBQ>#-3?9Zx#YZstr
z&3!h_Q?*q*;t^K73&DmCdYP@NM;`vYQ8sel?+v9+VI#j<;iI7xJrnxa@I=*F<6`mg
z*IhmO64nk|lUe|PRjguhF&T<q+wpM8Zk=3u5~kXj1B`$M^qLb8)bcO+Bqho;^$cJh
zP+)rr_!3|vM4<H`gIVU2_TdqO#~hv1T7o)SQVIw_DA@e%)xp1#Bpv2F<9PGen^g#a
zm6zXX5j_Nig98eJWC_ud^DF<|{{u?21X1V%9Ub(yXRowg7YNvB`TE;?Cc%9z=+>_~
zzqawSB;l2K=UgnFWdW~24r}r^rm$V8HhPd>y`o4l18qF%$(1C@WqwC0>|kaJaae|V
ziYB6TrlZ*`e6FaLngJ|*<u7dc#v#OL6p=qEyC`ZFx^|vjr=Rth0d-fVpN69w?>U@a
zomPu`68DaNKQN3~XhE&`-gOTFG`EXlqeuFwp2V-le8vz?_;|>I&{n23^jmd^C!^<x
z7bzKNo_#*rg~K$XCmUU6Oo(c7=RJ@~2S2~<nMk5~KPHZ?B%dhm_q^FIM$K4q&EG?|
zx2fV3V~=p%C#t%tEOCnC=mW#gNP?&q{%);^5b%1s#(X^;y6xxtR}<<2KhU~p;QVe>
z!vdEoD(O1hcU#kI>c#bzuXiUrc-px|(DP`$Q(x~OYN4|+eUFTNoo(AoNz+MSl4Ogc
zFMThD_k>yO+7b~x!y^a9BPWqHZLI)0hQD$}?caXPET?H22(9efXQwF#E5N>Ug>;pK
z7)O*yIrOPMPzV+@x<*^UaSuKLJ*mdop*Sxn&VfAt^{OMxXTwd7sfe#cBhwVnprdm|
zf$PjpAS1tw{7<|;DJkGu=VS9D;q_od=eonpdv5&gZ{8wd=--+q5A`ZbTQpKqc~ZY_
z=qn+8!!{6x5$E?A%zC}A2;l0D9+SsV&B2h(g(!l>3mhG@ysAk0cFtV8hxJ(24<V}_
zcWG2k&8wF$KJ1i7L;WN8H$LF+hzMuYvjv;gbvzb=J$;bzmo*$tSsp5+^<8S)U3(H2
zIP;ibpN;5b&`0Qmd6Uj78UE{17wVLrdY|>yI1o);bm3ETVI&?mvb&#45PqoF0e%O2
zXi<-sKPaC&5}I5_V2_BT8NA?dgSrs<^<1A{x7i84w_4@IW4%PIEuxne_Gx?t{VN1a
zo{*7u&=w`+=j*<1it7hdZ-c^Y7LH(c#XYY3nblVeO7|U4jGa_u2So6%l&1(-4Mv`S
zwZFgWxR`jj7pmrF#lPaYH9i#Ml&*BC{jDEJ*V#1P0j{^<wRcQBi0sQ&#WO_3+`mv)
z@2`Fo&Q-?Z2WFB_t0q594ef?C47^uL`h}OahK)Cf^<{Zc052Tj3{Q+6&<=HG4gzQ0
zE(rIHBXLhCOMZX1QA^}fAz8OH(}``G6NULLs=Z{9vuJjR7hbSYlj~?o@VAcYl+y2k
zBhQ^hrlU;I9kOYi;1lKJ5lr0&kBi-RNF$v9`)waITp=DJZ2sy*E2h2WaANNiG^?3K
z>V<x+?pU>~s`+ffn96o5^1+X4q~ICkLE&%tb-$(Q4rnV+5k(BabIeHJV&^q;!SK#;
zx)b~M>@c7dqZqYT4U&{E6F>1V;awKJP6rF;H_RrQ+${Y!p@8hXqRDC*ChVST5gk;*
z!Dk8D&(o+tnB8-IWBnM5?B{Ro2fD)KkO1Y1-YmCGaEmNh*^{M{ciDGAI<xJD%!I)5
zbx2D@Z}YMh7icf`+^4PMs`3;zg$y3@*u!j}M=YU^W6|=O_6@KN=;I2o^67FOKeH)@
zoDDB#1)rP0n|!S`4a@eNwG>;3cp}n1F<n31<gQ-8M+K^qcaAQWJc{E2e-V91cqwy7
zE@hSO&}(V-T<?xpVLg!yrzfXE-O42$hXk2l0=<H;B{fC%*X+2&Sq2}idC@;mMSaMg
zWMNX9D4frLD{dkLif%<ick@|3ZjKjTk{udL{eF(6)OfI6KWJr~?LN%LI2V|f(WyZ4
z<|7_xgCg)nSlVlW_rwE&s$Y<g7q}DsAZhT$P7iO)J6+NAuMd?MDa%<5ZP>%(cOZ^M
zB!It7ZOS6gj<k~izE1Nl<H^ePmu8I5^{-#vs@|vmD2?aM2`4WqSX?yW^<Y>4dyQ+^
zz+3Amq%i=777YPVLj*CnZo?031@lcZv=ns>B+cVj=3-JWb98dEr;!O#kB#xdMsgv;
zyF+RzOJF$*dI$NLF{f8jDw!3b<G<JLQS)ZZNYlba#L02Ht>Hd68T>0F-{}#i^<dbG
zS}gZHeVaq|y*BVJXsJ_kLpRHP-__4eJhYuGsh}<0{91;L1TM5`V>8vgS1|*qRgX(?
zZZ>6Vx@CiK(M*!y#CYbWl)HrAA@(S-6mK|(Q5r?BGl*?pX_D;kb(EhF`CH<Z@}}|_
zD10-6iep!R_Lp&QNLK_Z5dc%M8d*2r0~kS*uy9gNE{4Ai_T%+STd_9__1T#CQ3eN>
zJi7@Um}<m+1&N&nOAT7yQ5A-Pa-bKFFl;>sEq9~~$l^IHtBm6dqe=$V*mcXw62GkS
zRK4RU|Gsj|`o=L7z+?Bm_D&b@#9=fqLLQ=iqJBT63%9&y$8c1$`rUV7<_rr2RU7x>
z%@S=~w>YH#(1;&|=Te-Fz;oZhmAJgn%YD_+`ugPD{<=!+lzTRu2Ak(|p;oR?#dZSa
zA>Vg-Y>(wL2lZdJmO;fseKF<=sACX7eu(iMhDk)dcIS3`2E!nwhl(M~-1bu`XPJ=z
z0N5;bApIb$egXT;go;ZG`0waCsf-LE*;)dJiXSY+FrsL?)Nw%AbkeI&FqSqA@IY{G
zZEz2M`bSs36?pta8pZ8z={SY5z+FlfB!y|anhm2&=io-QajczkB#$Nz)(1E2Z9sn}
zdK_m?2@w3+nW4YI6KL3#ZRtc@LU>BVB$1u`+|s*g*DK1Qj5I-~Okj3-gJ`0H4%n^_
z9CUK(1$#3#VZG#&6)?%dG0@+pk!YILi!~Hzomy$J<_VK4$|BJdr>)YIJ=%(3C@-Vy
z&H&0DsHmY|_C3E8olP$-66g6cE?$738Bo-0mbeU`C2N&`{l$R4_o1lQUtP|tZ$Z5M
zage^p7q506Bkx57L>W^?z~8PqaAEdeJVo%s+<_q34@g&_?3uOn8ouv`72V%}+Xt$h
zh%X?re+}-dMyiyelk7A=GFwEIUdV@$oXa%lid{bD=$MH+{apM^E`4*dW}ww@Ldy8_
z?7mMdGw{WX5rqgJ3dU}=@HO%g5h=!-z$Q6T<=hQ;9Nk&v0+Pz8gI=j4M$6X(Lr%Ud
zOe!OehgA3VIq5e<&2_u(Ne2kTc=Y|9OO#DJl`K@4gr8%jQaDPruQi4RC^v3pBXKwy
zSgtKp+gsP6R{9b~p2@2k>jCAT@VYx0FvmI1WIG9y=anGkAiW(n?r+*Gqk~ti^9}+F
z>=*z<&-J+$u3Q-|nH|pzMvIq$R(IJ&7+OK{4FWoB!V^$DLsG-A?;r?Y-t?)>Hr03R
ze=JC&2k1O%f@?WIka-*iWBuo~|Mk*=eA-eY&jJ5dj*kRPf@b}YknFv4*#@43q6%pw
zF)VsXLjNGLLb7V=txeSE*T?_dppk%92#a301+cou+dlS%@g{kargxePPT(c>GQ{xT
z98sWyacJrSTEnm{LEj#1h~gW4+Ky$TshP&a&Mc+N<dhXMj(i|?R*TSQWmGAcf#|e^
z?BdM7kEuS3Ouy`ai?O7!R|s}`^sAJ_WWqmy?l1dU^1ks8=SUKFD<_J~(r&_Lw$#O2
zxnbg}X86a5*nLpj;G>;o+yflDk4lKC<Pe1ABXYH{M_#6vXqoj=hN6~<QbAB~3@*ZF
z1YpX7&Owf{er1vLS8`6mvP*987`4Ydez!TCtwH?bxohg!klEsM@WEQCuv!Xo-{74r
z_8dS!h4noxnyO`*!r3=z;f^W&LhP?a(ouo{KpaF5t*_<KoLI9GpK<$iMTmNDmdwYI
zytx<>B;ingqBlp0pVv=?<r;okvn-(%RSkdW#15wW*J6L^`e}!u#2)U|jZ>j|4QLgG
zbecU_EZ%=gFOSvFLT*7wLe?+rMsUA><PiA2&+TbzhkRb|h4tMH^`|9H7`s)4)}NS=
z2_dNMEr^s#uw8b&wYyRBV$^3-)s;iVm^ddb9{$_A`h`iU`n2~rYyrL}el|s>ONi?!
z<2i43{wdiAZceBRbXZU58o)ruZ|^%Kam!h+vzx#}Nrr#cpimExT7#EEES%HE_{!L2
zLQ-}(o#w{B_3NRWF)5lo*SXQT8y+U48m*Log@GOPDGlJp@d0xDGr{h6S!SHRVx#fB
zM)5Lta=33jRuBMy?%_BCFN2c!MF#Y)6kU2}^^Tki2w8*Qt%rW?@Sc3!tk=Pq(pHO{
zh6B6OjpY)?_&vokKE-8xeD}O@#wKMLa1`)MDb1HlDB>cj#cy4wK}k^{KSJr&hBY|K
z^$xv_p<~*a_l3PlXUZ3wTaby#$u}eZ%0WpQe)%mB2J+QBcAK{~i@2G}rED{+WW-Yq
z9~_lUTJIF~u^6DZ4he-0G6ZjYy4$dYvAOe!pB!dJJN0Tx*t1J0jh}Ra5_r|{gXH0A
zA@rI!ZP^rF*%a2|Rr*IkM|A6R7|PTZY7?fSFy&NmnanfCBdfldmy;P}U+)`fE#85Q
zaY0&u(uL2U=-R;NgB}iPVZNj5(3P5u0!*wR8ZdqB10a1%0LB8~RsZ$Y$v33GLuEGI
zPV|KVL3d<H`l3zP_khhWi9HVy7cNpjhSkBT*Yt;?AMm{JPDTYF$V>Jk{<TtSDBC{x
zTfo$>QZsZ3P-tNXt$}f)%dzIDD2X>cfg7R>{t0=sY0P%40)))(&%P$=n~k#}Kxpzi
zao;wQUQ5Ppsc#gm(;=m}awzF2bEzzn@NFBJS@?@5MCiqoV&WB2Wo(_rx2x+1H>TGS
z&{30-h6%WT2)9F@^dKD%9x!&~2Vt9rYEvn!OC<{@zP9jFzUyl)H3t-B?)<(-<y|tn
zJGrTX7w?|MZti7QT1?H55nJ5gaKFtO-;n9K#}6eUUvayx8iLeCwqMtv8TLWFTon0-
z5AfP>P*KSjWf4Xo>1@m~Gq_QQbecc=*fm$*GCLQLhVomM%Wk=Ea+K9b6WmHz7)gX_
zq}q(4=z4Dty~haFo1&SS?C*{kph4G)7lG+F3EmPoSS9u9OOuS<G0XxrngdE(LuiK{
zjiv?>J1zNrGjtdf+ylJy4TMv*D;H)|4ZG>~1XqhZaUaUkpANqhzID*b#UL_mAmDrm
zpAbLqM=X8AHgERQ+Y|g)@{zz4wJpZN|NP7fp=oS#N6{6O(O00y7t~_h<N29RYas3E
zx(6pKvz-=9`N_z}hYf8Ean1S-yiU(5ZcIo5ffaGv^^}mvFEd@E{(@SI8Y2ImmE30F
zC_-fZT1mO3kaj*Dk27(4Og&LpUI%ChWvf3PMnGsFRmPQkr_9<6G6W8XDPzpVk>emC
z#vCZy!4)&xwA=RY+p%fpSdbJH`k{Wr(p}oy@mXUo>LjD%xC+ZB94Eyq9M&|@;`jUN
zY2hwUz2_bF*TMv4XlhR`nI}aY0j@c|b=%=B<;~`MO;%|lwr|>7oMvVsg|bYC9w!`V
zvhzm=wz4k2p#UTbuOa!JPyUjoo)HF|QdLs>w{76BpeT%%^Vb6N*EK{`^tF6@@Uqk5
zS5YTdJ|?ZCIhHio+^6wAtIjvQU;RvO){Nvdi*J|Q>BI%EZ@#~J{^u+307JNzSX7Ps
zQTH3(pg7{6%MED#cMoA)l6xobQ%sBuY$&R64FZCz-t|K)?m(cisXG3dVU#Zj?wc8P
zTCVID^7!H5mB2Rf`PUA>Xk}}kq^+xOxR9LHW?Bb9c_G1Ok1^!3xe;8Hy5d~@6dJj(
zW<R*=FpCFE$K#8zU<PSeIGBvFYHb(U85bfqD}d^aTjVUp?t<Ort*1zTMz7t4hCoxI
zpvhx26T*vnvZGre+kY`cqNWqO@Nz!)zcK`sh0Iw+rEY|dQTZi3FNQB|IF*(6L+OJ+
zcGDWK=ckTOE~t`~KbJy)AF@F~v<uIp2*hV=uyFf1EiU*c!wl(PjRz@t6e@f`wRp#C
zI!gkKtxJgTsH1DY>hG4a@NCk82_1#a(siw7YhJFIDwF=|En^c#l3N?q&E$9h5z~IN
zJQ<q%oNQh#Nl1n;(&Cn;JIj6FT!=31c(bnpHV2-xUZ5S?OhDf6Xg+I4)|0Pp3b1}q
zK!%j7IQcWR5{jvwWD(WZx*wEtsH|W!jCL3R51b#9nHH*akco9&MNh|{p?to(JU7s%
z2cz+`b<6YVksqbPV!3_)_6+oWW)N3km;E|<9rYv0A?!3W^KOKZS2OjB&VA_jowPja
zIHtVQ#}4Sca}}Gzg3e@u$(Zv#>b4UqCRJ3V>UAX45h1$6I%!%R<Yjog8xiTa)}jSb
z9|wV4E-h!M;x;g=fH!B==az}t`x`A$<#&Gbc{nw`|M&rwRQYm;J}Oa2cL-4l^et$D
z(g^p@mw$;k`$gpp61Pv`ya}4#MZ+l2qG}&P$=67rV}Km*{xYd4J8%$O+gCiK|Mh<-
zigh6ldDmA1YewN-uS^HUxC@-IKOp@Cin4RQu!%1{U9m{UDC9EUves4V(zu?K>{2wL
zEn<lB^bE4Z1CBJGn)7Q8vj27|r=jKpK>#GU+@~PTU|ns;)(1%K%_c+o%aT?JYg3r`
z`35HsGh}r*WPNUy7{8U3vkErqO+<gXL-zUU^Bgo#Z}tmTs2Yq-Iy?@-jLD@rwi|>P
z-=p%GzXm9bZ$6A`o-)>qRw5X?<(ITaZhM17hQ*|_6oIGmlVJ-iY^tw~GD5PjV~-@i
zMoL9}=TpJXlfdL`tm}^!W`0!F058gs=LG__z=P3gDyxb;<uW@NJSw)l<HuA@TbcPo
zcHY)L*v)u=bPnDcrAN(7l9ECRd)*W3^s!!!psX=_^heh@8>)?RoxkG6f6qLsz3UQH
zoG#2hGOfg@4f&HpsrRJcfBQl#>B|1?+aZX9JR@2fdC#}04Y2|^Y{TiiO)v0kYP{3?
z<&#TcAgDdp&82xha%2YL=C8}sM^dfC$4U@~RVc#jR*Gtl(WH$PBVXncUOrfX2}#My
z$a%hJLk+AU8jTv~vbqF%2F6SMDdYH1NI(?9k5LzL)?%s!bvz_K9P3Hs@VPi%SwA}9
zMD>%eQTK&|PujKGX6VhWy)vkYQB!Zxj{A4Eys1epMm|W#W;a-@7y0Q}Tk#-JEu^TN
z_BNalslLe`Z;Axo4nKA98kxJ9ZVhvd>x$%M(-IMI`b72!R9-KE2R;k5@EGXlLVlz3
z(}(Cg5<dsZaxQZ5Gk*Hu>5uZ`_qVS7-52^>NAda;NL-2s-M`A6Q)CQP#K%zF#NJXa
zT*F8MvQcq<#yn`Ic^iF9dx;yBChnxJ#fmWa175{VSaN!PX&PPKP3I?8ywi@%548E~
z*L<2+uOU{n_OSdiyALyeMORd&vPA&c!;?Dh=lLmqP*^zjfItlV+pk5HEwHaCN<j@s
z^PRz6DK@=4<bwt1jUWM$qhJ25ZQG8b^VbmR5BImmt@K@s^Y!fw<ktWC$ZyT#p)_rk
z5lkbIWz5DbY6NL%f)l_1kp_Iwk<IS47I|2}hKAg{%~Hl^CxjQRZyZ1P`aWlasOn+!
zjFQyMCZEE%-l`OnH4*j#y5q{O3dDT+If@t4SX44YCXEwj<~$q2!OVBfh^wAT%52~R
zF1#3ChRRLShjKEC5Ux|Ar=7+pa&&FAsj)0JvKI!bzeR4|1P(azm+2g}_PPN7_}H!C
z9y_xEKYi6b3n7#bUtLqxm9dR&Nah|lVX1V91#jhA8ji%D*Cycpo@EV+H-zJpyvpuo
zbE1X4+gHS|$!_dUv4x_iQB2cy43_tTBm7<zD8z7ma^fae1+n-eb<FXOHl6MyP{z@z
zyngi#42*e_6KJi16+z&2f!|F#@*FAY<vS(j%lMkMqp_NzrtN7h!AV&yj;f9~7%fnM
zU%Kel_j8vvA{rMU{2*gZ?@i<wdZ3G^_**wM%uNb_1$<Hf2%uk(Bct#0`{)*BaU4gQ
z)Ytg5`OkdE9m7a;v<kExhA_uSO_Dm+RsMQ`wP;J>Tk_;%iVzwAg2w?m^@m4KHQcYd
zFt3lia%1!jKU!iZ-*K4MR=89jK|P2zvSW0Wf8_zg(vo)gpnIFD5RF}d@y>q7`_31u
z`m_{~nhxfC)z}gpC~-=&taiO~>W|sT4}TKjNu-{6J(KyYg)pps;<zz&$_lf_q>cik
zbbNUMGULi<kH(wie(-wBgy#CU73mOSqSNRsePC#~&{pLKAE8P;=?Bg1)eWiB2ZHdi
z#Q-Ujh!B6}gFNnXdMVsM24LdGjAwtvb-6s~peNJyaaSL%AkQ+uAF`YS*-dbEM(ogj
z!+|D;%Wo7!G)0UIyk>G^khd>P5pgzn$2Re^!sD*8Zmv+cAA)}ERNlfATprW*&B`(~
zXo~>I(t*|Asob=1q$({9KOn<oW&_d+>SXo!jcD2onVeWJ{?ltYWm^17Y9}q)ms`A9
zBfl=%IuV-)E7tqI<7Qry=TU%CBM3ev+Ad3)W7l&Qc4Ry{4q_LZV*q`Y&sYG|1s5Q=
zMg&Zf1r3tXE?NI-pCkSLEusziniOchxQHqyghd#<7QmJ61?|p%_2Txz09aZ5;W>%M
z*`YE6WmUW2el>m1jz|^$`Y`;h5p%jj12@cX`K%F4E$dKoB4#m7fXxq@)}x;Eut3H-
z3S5%>imdiJ<kuCJKFs)q_hYw0tejUBih6DxE_<Q)0Y7IdnPW$ilI$hGPWZd6^JbiS
zIk+_^B&(>NubKD}_vP`0y*AR*s%VdnN174drvP%-m%>(SJ7t$cQ51uj<l;c|`;j(d
zf4WD4>AoL-u%5AK(&%8@a+5QfPW7XQkQ9}E^kB&QPDcAM-uJrXn%E(L9KABqS@<{N
z-$~~4YCZ&yxdJ5w_^={1!fRanv9tEe{;iWQ+fn#JGE041S40QWF9}PI<U7pa(H2J`
zXrXqME~3Q<BG;7r`$O&ErH*;e41T(cSb0Y^?XY;~SomR10Q3vY=&dYAzLg+{=j{ve
zi69574t(3Yq$B()*HPeil2Al%me_8VVCy~`X#_C3hXHCOb@mmhDkUh;dj9$Vq5!`}
zV6R@`Da5Tn6ystiN#9-=d2KOGYbO1R+yh}sVftGW|JvWVJXh~UNBMK2G#FJ>Zy)X(
zpbk5WdNT99i6+uFQQkLVoFJ%abCa-|q|ZXUiRB_ASY0nvIl0rdS337If>naWp$G3*
zBtQ~UeA=Y1X*6)CRzJ*-e6JPqn)^;Crvn~1Gt6HV;W^0U`vMAz{;!@{d&D2teoe{2
zAhAhL_F5mZ{EB^9qxqKu@5aL{wP|d<>9=_{V|nih>l>mli#|@ZU^=rwU*aycBlA&x
z{#(C7lstklrj}x=P?v~iAfEZDlmqgUH?h={UQ42y&od8(<tIhZYpE}|yV{grg2TZ}
zeY%%kW(~3fGbgtgl>fVT{K09*e8u3m8-WZ}G<?G2X+-L4$~xRzg5@qGqKMGdn(5T$
zy3f5hpo2)yAVQ6S8(trM4v3TKH)VI$vaGlHSGS3Lw!{TJDShz2HI>X4EFb(VLGjC_
z7ldVhYjMX#o}j|wr=ADQYqY2%(UB~cn7dp5y5*kRa%pihjyCZWS`&{XwFl!m@{>5l
zzN|qT1YZ@rOe;?+`50Pjnt_vKhDbM{k4T}`ChsJTemlQsaGf^7kNGw10yE1?>m69W
z`8RsU>%+3PG~apwRI#2U;jmtR=^#<lFqc8a^VPtW!58wD9g4wfYxJa($!%|RzD#YE
z<#9V;77voE=oBzFst<2*>f*r7Ze-yvqf?Xq{!a{2_xmBVPfDtMjEP8vDg+k&3_e?F
zCNvV(+UOnHkmgwKzHaKIsxaKCau{l1M6Zz@hMCXZET_b?BQe%+N}k6PdZIP`HE`sN
z{wK_m{}sz}rof6Mi6k0zXn@T*h>R_7`hFN||0Ku3T);2#NoxA|K?*?9-(VtcB6~65
z3r!%fZ5EMO%my<rT9hDZfq4Jm6qd9Ni4i0Sq%ZonWA3j;m{}u|{%fF!Qa}d8x&jdy
zX1%fg+$BIiW4e;k*Vn1v3kw?i+xX8<G@}R0glJR-Z4k+BSf^nAF2KvA_{VD(3>-I5
zj)d82=qsAx@1^nnjg%EEP3JZ-m*tkzkH+of<>qQDl!a10FEApOwWH#zgP(3bGgw&G
ztkMI<wZoq!+g@4J^6kSKeL65D5vPwQvXKt!ady<>%iZcuk_gRsu&MHtLQRJKt+n5m
zTen1NLw`6CMa`I`&1%1@tZ`G<H|h$r8<MXTS7ZQO{o<zDUt@ZNYIn@fLYiU+jm)W>
z&lYmm>tr)s3%_*g{c+x}x#hNTxO{9FBXK5@`XK{zhTG=bfBXD;glSUw{!Y|UY5eRI
z9F~EFouGD+gGM4KMH>n#QXQome`gifun@ZTry@V+QbJ|r#q@KnG%lG6UeOrOB{7hU
z3H)+m=<D-A!lms_4804RJi$eBqu)mgx4ig}4|*10kI*1sv>-smU~+sdDhK)h+b@!i
z5$*{&t?~09NN^Awhu04@^!bH4eh;*9Lm^6RWUYTyzBfF1GeO#>CIgM%i`dzJ-`psB
zW&)8RRuA1@bx7>{Wblt({l;O$jw>I1CUmLIigLtfhdcYE?e+COY9{@(>@Z?X_{pU9
z#|>1a+eYOp(mE5qq@3DP$g11`t)`)<%L0lESfV`1T=X61<&(}%UKCR3jP_kAU<UL1
zE^5Qf+w%Y(Mi(TL?}uq54Z_L%emYJm@{vBBPvgmS*?7k<sFrSA?DmhUD?$9X?`FM)
zTh#(rUwS+qQzGWqJA1l;GD6MOq|g1WcUIqwBf9iR2K4|!AupS*VWwz1<-{=5g)_e<
z*GCs{0L-$eLh~3@cX8v}_vJ+YYd+#Xub(oeyd8ue=K5hD_@jvS6M@#`@0|oU4OF~M
z&@k!^yP(P0c1sRK4oaVxC_R>g@1Dr`X3g@o^s2HndJzNx{?{?`zF)4_RjWMh_Vt!7
zdA}xbe))`nQB;@qou&&o+^6-?f4a^&ucoion%Ut^j6&ry<BS!+dA`Q7rwkk68vNKO
zo7E#vK9?W~s>CmydL-a4Xmu2k#(*-*Qx`ugZ^!M;6<}tbd`@N<lKk%;`NKb|FXcPB
z-}<m&32mfAAtK!^KLVTnETm%cK2m5XktuF+5jkW(O~)$^UzegQ5V_ra#y%y;?0GZ1
zZNS58<O;A6rI=!fs4;2t>n3$b;fB&u*h@V$88x0+I38;k+)g4x?MuZYJ(x%c!|!0Q
zy*QLQj+-Ix@Z3~3r4y7smqzqOT$y+}Ek%UaL_%jNwagK42x<<yY);EU^%vGm=5e)=
z1F?81gZplm-(WAf?5^!aowJ6;>>Ky;xgw5d{~Sd#$CT&eClc1G4bHq2<rKaLtNY16
zO|paDs$Uru&>szyBwpz4JC^PS8u$cWjSGsvgKu^aS!p0q7*wOHah|>nZfS?{;A06m
z%YxA9Uy}^;#q|&Rx9}PKt10Nfz=;F+;f(`+B(gGXJ&p@<Ez%Trom35iKZ%+P9De1a
z&PveyNYwM+-Y|Fqf<OY`<p~j=pU#2Sa)QsqeSQ{&5ARETga+8Ow`f(-P#IX~mDZb>
z1Ye(ttabhjNw)M+^6cKYUK~+_N`C)X)xN!N@D9e<nCq;PCCd0XQZK)q_S;v2`SGF<
z;~XeGybObpTgjYi)4Ppf4?x0zU-#PT_4JV0wNR$uGr5;;1@_x9J}BCv^s+TYidiu~
zU+|q&<~Qg)-mCx<9%nARfGqEC66yMolE+6fG1!{otZ@C+5yCfLatqBWY*lDV-v`s}
ztC~UPm}Yoim#vz(Rg4CnqoC?g<@RmAG+*cptHa;EYKFPX=J1waL(3o;mb=|O8u<w`
zK|^WHB9d0fK@CvNhkPylE$u)GXNy^#_D7~BwC|~EJ<!IP>ldNV<tX{%<o7%RV76-_
z*Mrt}ZwY@)M0ld*blrV^HA9f6`t@^wW1=9Q<BaAHFMNRu>^@L42uFcUIO0&gGX0o&
z44m&@y)*coE9cn?+E4r4eF1Doi~jR>=!hOPkiUuG<$8+v<3p7MZxsno|5+G=`I!{;
z;kf7X*R%Wu0}rDLi~8#ugf9e1F6#nz|HZ(Jb6Cw0EU5FIMNTve-amou^L7MY-65OK
zNRC;cMYIOU=?X<J>|amOOTHxEty3Fa`$L<fhOuH*$mH=lY@4?HG8HyA&_T$aOXMSV
zUO$*E4l!1(ONgE424TjUx2qki&N6EmAZ4~P+m?${&NJDs&hni_sBQl}ZJ>TSgK#<e
zucUi^Xmi@~y(Cz#W^sw&3BODSy*{hKZ5jh?=;Q0d5%%bP#qANA&8^5WB3P~hBKfqo
zzoKf8KhU;{1K4WfoU$hZEMJ*1>CXNBK=;FdSub(IWT9RUH^?p%3rB#x`a)m;1zpo;
zEsf_KWl2K{=2$gTY)a0jAIqp~Rbgy&Z^iLT@0KxPTGkA6ZWlc&T<66B`D{c+G0^ku
z>halLJr33<NCrDy*xbf7(@2OvzMTRC9O8)B^i!JVd{$)~Pt*2Zx*{b%AL<?6k7Zfx
zhg^ZkYdHE5GvJ40z#H@nx%v8DMOVtUV<dh=IBnBy=n^%wB+Okw#~;k!8lmO3{~SEZ
z`OGew!LW!6Y)Nr`>8QMk2J1T)TZnZh5b^^9k_8JNv#x@6y!NpOg?`#}I!=YxtNlIt
z<gyO!;#m)KiKlvvzuzEKr_YO>p=9~MZ2A+D^jWwO*LHPy|6+-+bBTB&@^>j}4}Yq>
zkTNK&<A;(5Y#+ewmj52Be&M<CkXF8}sJ^oSV&+O`r^9K~<mez+i1OE-+(fhkt#5vd
zi)k?4FIqlVZeir)ZdQgc_T(7<N{s%UwD~LWkfLs?4lVAG2fbMTieiKeA%sa@=Mb{S
z4-hSa3<QeG8qGWx&b8s81Gk|y!XAQzLqzjX4+Q}mCF?Q)t4A4uZ7RjM71>|N0t^w`
zctngp$A@6T^jqazF{tbK)`p36v!mY{2b<%i#A>v{U!x|aPT5OAh-0zMnpB~OCSuBX
zAoN`I43@lamPMUKCm(1ShIaW>NLRXWS~wFw?i#O(uXm_1A<G+1M<iGiTQ;=u0Oz7A
z9R^=JWXKRdXx1n{$?=2Y;$^j}JQr(Frveh>gfN;QE5LKrUWTS%=W{7VWtAGJ&I!2l
zJA7m<cgDH<20U8Q8(>hxtKn+Iv0oeMysS*%3X(Sd_!7%g?QN`5l5Co{?q+?%`%SKG
zENt}ozgmd83&P|5@Got%sDrn9R(Pz(7AE?7%qE0>LzC^(uTKhpyMHp_`6kLG%*<QA
z_dI?)+y{k-_w4+};>InUbS}dweci70l!JT80)@cjq>qITSfTI=cYq<{_RZNwJnvfG
z)9GFEaV*d^UiLmtP%E=`M<?P^3v?&LL{%KienevBP(4P!k-XUrGVgWv{TEwmhv>*F
z8H<=UpS()lgp29d<Hu8j;3EP3j?I$h0KDC3^l#1p3UscrCqn>ivRTqn#1rrvZ6R5#
zsSR7=VyZy%ib8kUyRk+q8ZbJB4w6*6<gv`Ez@?UXuZo9@HL7<qLd?Q5`ZHkzw$TOS
z1bqENQF4s=9!Iz6Q_ref)Oig~@(9y#%jGz5%?BWzN&8VxHk4&~dBJ~S7=`*K$eY={
zR~7@?!DT`;9MRKn)NAdX(%zI<`NP>XXB+#y3Asf0fCKnf+t*b&BePOVbVmsOAgknB
zUul6ZSgj?6fMt&NBMP$`naSR3v+X>E4HPZd0FRYBzIBp2q(2Ay%}A@&yN(eX(j&9$
z->zt<dH=H{zm|CTIM2HVsT~AO{lrHq;*MR?D4}|Db2Y(4G3S-;b3LmEDlE9`5*@4O
zAmW#oDRH0>acY{E3fJ|9Q}wTBA}C+VgH7K-o5F+!FO<onrk!H&fXYr8?EqJ2&cpm5
z6Xw@uJ77R$nlH4_)>-+kgU;5fERTJuqBuWZe{Xg`ABhw)VYfb%aQKb>)YFd6`yg2f
z&O|u_Ld><(E-TkZcWfD9tX?NGt@8V_+EFH`(4cv!t;-QZS^K=YxlPBq2pyN_Co`H)
zN-*{4UAwEwvI~2K`Y@(vd*=FAckIn}Rg8Xgqn50*BM7YnS?=2-_W-v>t^d`1dv4gY
z5a3%a>$RkxSk<+P`27TMc_F%l5(Co;l4D`~;au@rY#l;^>=+Ps;AqPqJhNU3{58$k
z-0O0h4^%JAsW*3nw7#rQT`WK5QSvgG(^}MdfizQtSfug$W8T|qoA*rdz~i=E*7@s0
zF$nN$AZt^33jJrdkhrWK*DQWuf}zIkja;;4pyfY?X!x}KS96(gmrjb=ckt2QvV%uV
zVt<WkP7p<nI|uqsL}aX{&6qS6g?P4~-}f%=?n=N8aQ<p0^9oM|9Snb<+&yH5`}wN}
zFcG=}6?$ilZ4OBgfzYqjMZPbDj3c_5++*D8WNRjrW3S;^!%F(cs>thN<_ZuFL_}i(
zIArj?M%X0@RBMQ^|2SEPj0R<g<6_bZ3+N&|8HY_nokPqHf4>7MPP)g#z$I;YXSu%f
zYtnf{@s3nT{T15)^AC#UeJV||R{b^__j+n9p@2sf^lU|}BzvdXOQ;}|c#Qq{SGy?b
zprcylZT-K!3rBj?&4rLpzT>yxQ(shLK}~EB`nr30=rW<4=$`NDFGxx>UE0rLyZAZ7
zk=#}EJcRJRhJ}(e8|pemIMAr<v@darw|o?uP=^;|P3dH0?HIe8{pgRyUGWxW80=CV
z6Rc=iFR!mT0k|hu!xC$JoM)W-{?26ZnB|&mXVFDU9QWsANPQ)abSL0u@@2=@(4OrZ
zWYV`qNZ)}FezY_*A}iSW5FyIy;dgsS1&8L%Gq1|-ko{!nAxSb55Vyi~4oB~oi#a+F
zDo`E*;+?`~2P2kmIoxf78i+YPy_^iI(@Bob!)6~Cgdxr*G&A6g)a$ZoNA7ACfsP?2
zN$<D<RWVktidm^m8BOe^SaSv1Mz_f;%I_6Y(7LUbgV_LSCWrl3dES&)%~%khxP&Kj
z9n{rVQ*9AckIf?rHI0ZthcYkqXWJM~jn4G?K(6-_2k7%rT<e)45ERg-w0Q)Np%M=}
z3|eL|psZ8--nBSm?-;IV_#c+eW65zHiJ~8*1-)C+d+)iU6TSEP`eF4vMJTGPB&tOq
z^X9oA2!Q<MzgEN*nXQ<Jp*KrFnD-DgDEYz2kj{Lb6f1|Z8ArH&i#0X%zw11IYvY`f
z0U0^^BA#H^Ck&9oN#gTJ{O#fwd#{%&9NP}f@d5GS3XPZRdA{bLeKEcRCyh#pyAj3&
ztqgI<SVNsaDgt=~Zm(uM#6R$3AoRYxUGh3FA`)7WQms>678{DDA(D2&rK#PnL}EWo
zs!Dv<6TtLlDXnsZpI>nQzb6kiRHmDupXqlYx<JnyGtywb3Ge58#_#IKqpXTe_q96P
zBlVTnQ&6g7Md_4dda2b3P%8RU;thASQ`e)AqQ@YChcYI))XG%rKuEC|z&R$0t)MzB
zdg)=9Mh>33RXZ2y)yrsWf*#IJw_qi&!y%?PjI4I<JHqWJ%k47}gx9|%j7`9EzoX)z
z7q@*bh$3<5@7l`@w%5i#vn2!C&BR3V+6Ub89Al##v4rjqzKBAdO~Xxke9l#+(Z&e&
zp;+00qF_X~^oPZSfO)JdsD-;kD4bKDds|g@{C>Yt@rigDir(NE$0^$a*VTZZwgZiz
zAs?0p0Hg&*4hnM&f%|qVLW7W`YBVf_udUV6YJ>o3Xiz?!mtQ+le?^WTrN91#jEdYk
zL4C9kp?^atx5s#1&45-NncIVytWxj+=#tn(Y`@HYq6K@Etg)Qph0^bdf+5~q(~p$8
z=kH$Jc6jp@kvreB>9uyveVqB0Fy%pY?B4WVl+`%!*GaW+6(tXBN@TRHmX+UVGpUcW
zczo=Dm{dj<B3F`=m%qafa8=Z5(}b!tx0(;^e37#$nb)5})7%s@MzF}>r$~#}5~fZr
z8qA~^^g$;?LeEPxoCI@QdFkI?YWd(YQiua`+3QMBI>8Hpq_?iGL)>(OTKVfqm1mfL
z{j(dZX|G%>1hQc`7`oq?Op;~{pzh~Gxs5%1${s?1HdkEWKDB2X@Yiw&6Jo{C+YB5*
z!PJPH#}Sttb5YIy(!`+GJsn^uYDXX7c-?+ee!q&s%aatPKa@2*gQ5)N{GMg1rmBF=
z6#g+|<RpjMMvLnRuG}15*|{<7wj4?fg_no^?s2Y+zrE@#3jsl-p`s4|S~CJ%u>Irf
z!As|g9K}Py+wHV;lK_B(0gf|pfH6n_60zV~?TR*NOnL)488fl{ce=T_ArfD`997`w
zO%LR`Dbt;|_G^1i{4?LR^tax`RwhBfzV+d#q?hUsu6_@n^cPAR;yC#dzL54zL=-sT
z!PSRi%^Qv+)9_>GM8i|&P{#9U?O9iv^H*ynePx902Qg1rp7BCTy5xYdH@YlfB5Ojn
zXjbK=mY%tZLSTvVHWX}Uj6n)aWT4rCzpQiUHIaEW`0`k{V~CFP5Gw@UrQ8wR*b@Ai
z7u%xo1BOgg;<0c8rmQ92w}HBr`>?uc<-w*DlTm`4F~j%g583gnOV<mco=R>*h#cOS
z-#_NZiY*8fiGK^Ig@m}IFVU_ozy{6@SOAE-iUB)xm%%0j7FbT+?q(&YnT3;JHw_65
z6CvJRhJUQT)iq+xNCr!4YlOu496(QkAf7UC&({kgu>NvUcK(7b-GeGQr|B~HF90mf
zTYbJji6LAH5R_q9B#|O#3?b)f795S5<c1;VZ2ntw1F+oD`bDow!`B)p`(~t+E&R<(
z{7Qf8ASWmA0U`$~9N+1SKC$FLo-#_KqKf4B%OcnF3n(PbXb=QgNAxy5VP3$C7@{X7
z9fGhRaX_=pH)Ffm3|7MnR|m>(#BrP7cG&o+dDuxo=wCwU`-0z><KNyEqXHQ)vvID%
z^FushUkg#eBBmEP;}xkcOk>I(rj>ihXC!OGTYsPtTK%5fyd!FzI_nUQ!DvzdE&xkF
zw7*+zd7Kr>4-bgo{fXFPmiOUJs4P9uM2irQ{l;ApTZjT0tUQ2CRRb>-ppxE}!w=N*
zu_AF<r3W7Q@j;l2fnS_m+A(fIViMM@VZD9$S652Iv5&uTD6p(gm7gs;>U^Fj_sT#R
zLhGDHj)^F-W?c_D<e3uJWEKsI@WfZ-H_-_Wu&m_r{tBiI>OYtYRuMavx0sv}M1=ux
z5^UvNaxz6~$`u*DhdsMYxXINRN%GR?^S5{g;6YR&WiYvq)~P4|t+jyt5ZI)M-)LoP
zWN-#0=v<%oKIDEqhPi<b8PD?<9mw~~a?;1U?;98|JO5(h{{3Jt%wyim?PhuPZl>^k
zeoBqwvn~I(hh`eqariv@y%dK1Yw8I8$alPYDt;)ULSdA$lg!=#-<y)Ec1ItSCt$b0
zcrjz0{5vQ*{<}Mw`xO#BnQ{H$KvYCQX-S8sGS;9LjU2f<S~mQoR;1*VAu}15<VS-{
z^&r)q4L>HAAb=1MtQ6i@{SspY4v&8g8%cExsKr;UvV^>8zTyNgB_ZJ&?kN*RdxHik
zz6T4Xh472RBi{VoGuQA8t(Z?$DeP5u4Eqqk20yO*LkjYHLD%y{_o!@@n-|20Mm<Pu
zPhny@fdEI5zYQ%_1MUuMC3kVq(9n{bj0{eKPEP{EhItuclfh^s&EP`LgMn}fn2Uph
z!p5O}*C$i^qwN<U?IxzQ%I>1eZNPi>&6GXK%Xc)2Ke~*HT|{;c6C9Pc`D)2NS4ej#
zH%!^2q!VqAw%{hB8|2c=$oI;lgj_d{Cnmqr=OmnX4ySrl(CQ(aPU+2Pt0pbmy#^Nx
zPwVe4HLSF{UyYfKp=kRHxM6k8wumb;g8t#S_r(aqeM@XW&~Vrb0+$Z;WD9jX2&4o!
zNv6dbwpqA56UTL#!gYynbt}UtLKAiNl|2g)yJ%Z-_t>HR5XpAsVs#12?yTMn0@B-{
zKzUa>A#R`2qAO_x$UFh0<o&fR!ZiTCb9p{>bhFk8Ia!Hp#NWIoX6pH>8$9J4_2tu;
z=Q@Qn&jd1YYGbhmfsll<3!JaY0{AtK4(VIB2yypo<v^I>m)X5W_Zko=zcn56qKAPW
z5Zg`GF-v(}IIZ&esrC6cnEqDZwr4b_Z@K_dBIG)Hvh}ZGPoE9EUFGfIZj}7pI=VAW
zWu={`A?LmHC+-0HR4pXE+ThyCebC{Drdc}ZUBkTly<|zlO%V~ueh4;pfECI7gjA!5
zJ@_)ya_R3Ct&~2_tx~;czw=hNB_0j6t5b219z82{x@!fwk(-UH^d%p~T2?@oxhEp+
zS$~OmPN?zIa(pSE!S|B~5UMzxaG8qX_k)h?EZ<8ecm1HgTu4C5C?QIBKMsqZ69rwX
zK3yH(;0WZf3j25+Wx_0h+pH;qB-8$QKQa5c)ufs&R7$~5bX87H(9&6?PrcEMa5bJ>
zB|yxB-_bKhZjQGw*3ges`NH3vF{dam8blD8(|`PLfcv?KY`6uBZ*zwgIIT+xOPAQZ
z4#hIST9{4;F&-T;?%d%EN&a=%@Y*ySKN`-aRTa@FtHEFMB4juO1k?Nd!Qz(_mK8UN
z%#Lg|UkU)3Zx1)$WBlo{em%^T!k1l)<;oSR>9qXD)zJ8meL_y?#H4P{3s(?c@fOGl
zGffn)5MfO9EW+BXy!59XmS8Pug2Tmq$;ASXY5jrD3%g|>#;-)gt~AN?m0N&+o&J4D
zLAfsb4(DrUli(5&$WEDnz7xN-dB2smAcn|<E!AdXY}wWK(xpS&BjmgrWxr<EIx}(6
zm78YN=egu~du=sscxZ-2&2Y}?aPCKj+8nJ@=K2nv&2fwOggf~p0TgEad@0hU<=ZQx
zkii2$*I$bsgK?#69}@vgXp;v|Bknx8X3F;>KM<Ca^gJ*Z%-2Oj<_hrO&ssqTa{O=s
z+PjFx+@D%CJS3hwqnZdQL#XBlKp64FaYOB0U<9OAXc$9t!J7U`D7lA3YNI$s7^jBJ
z+3>YjvX&-+rnPU@elxgOU1W!??okBh=d9=RTqRA{o?8ex){{ljrkNjTjYUBHi`)bs
zlMyrNj_GySN4LTsKua{M*1T3)BPs|LW!k7h*A{n?m9>NU`<^!~!hXKKn2`vErmNQ{
zw1+n6fV@uN>rt#)F7E41g|Qb!v=-#i4WU?CmC=^xp%D266d-tzHY|<n)V1wF)u+a^
zVm%)ziT<GGZAMovG<VW;S9%ozGAUmTDLN@8Y=`jPPQM^1<sQ+QXCvMjCe0!m;j^%2
zxzQKvh=m(Uj}|a6Aua-|N7HD<q3b>$nQaW0iS0TZ-tC0zqh<Qc%o4x;n54^E<EnYj
z&!u|9)MUcQXE8R0QR?1-OOzMfO#rBD5pyiJq6wUE>y2e)6GJ^trm2W!Sf*+Ro0zDa
z@>NYJOrh}H%5lBw;j>gxvg!%>m2Ql6oQ@oQm00Fi8+O4C3eK7gvS{~WzR=uOi}7vE
zkiD7CM(M(G@4L~J1OTo*n2ZjoW2r;m^6BBoMj!iqe5L&nybCz4$yU%um@>VjV*LF;
z-j-57{I%$`51bUeA`hmvi8X<(x33utU3h*JIfi70wwc9Z58HJ`3mUt`pmq6B?jP1i
zG+ptP9KL#ejWi}R5>u?#74xgkhjeZ%8jIT5-tP2R`7HhLdaQI-G&m}nMe*NeDE56!
z70o?eITG~9H*bK@&FhGpPOd5mrp=N^4u=DICyKhcli`bYq`)x}5mANbVf`kQPH3vO
zLhI{X?yFAPwh+HmIi85HrjLHp>Z0W-l(-Idz!jFCJyK4;*U426ZPU)16Q6Yq;D=RN
zmT1znKCZ;e#!e6>7~nP7^BZ$r@VP5H^_iwMg@sYYBn2+cA`ibG^E~4UR1GF^7{mHu
z9ccxirk!8Vcga+&XFKQ<ab0y!0Wsd`QqjYp@dIRUyW8`JZj$;>mqi>A(cF^2Bo3LT
znQ)5;_}`kMkTfSb2eiiivSe(5On5nBg@ou^yhnKa!9oQW7HzZ59<8|rckp~{qHS)r
zeYDN<_O0#p+C&uV&XIhK@$Jj+RQ!e&(~1~kR?C9wr0Oiij83(&RJESAHF2~Lq=tAG
zPM7M5XI??Pbn6YKFg)YXGQ%Ce1gi2(8hbzr@imLJqOI8}Eb`io*|m+c&+niWK(+Bk
zo6}oCjp}LSesa~DbQ>J|6(aO@)51=MZmyG9FtsMn1sfZ2H5Ih(RQ%RBN<_C)HYjh`
zq6H&cf+#o`vBQplq_TAi*XwAtdZx{nZdK=#=)ecnWKjYA!weo(`T@uf!aMq+3#t4O
z$}fhQE)ebvEGaPGqQ2UM+75*?!B4f|4{z^)ad*EVw|3#Wnzm=AtKVqsvw62<T^9+o
zJo)+9-i((cNeL3YL4Bw)?iDUjyoXaDG*roHR??bU6SqHt&@3B|oOl;2=Zj&lNd+UY
zket$rg5cum_B9@&ni#{I716jE>>Y2mG~?!&ZLq<wZIs_Q^L>%lR`qBFQ`wbj+^i;@
zJ=4h*&UW_LkGG9p83c&$oL=Tr-wgaN^R(#3c>)zeiyRKIT`UVsgG`L$id9sl=g;$f
z?7~CaF*p;fi-EN5IH5R>FShS23Am{&8%o#EKz%>+X^>ZeB`|prF9`>F*S4HY%RImI
zIM<fuYlNkopCFtGt^q<WK@x>tmNDTK62xVc;$dFPa2O9AUQvp3!ZS*ty7RT_F$a3o
zXyN}La+EH};gdOL)xu#S{(?H6ky~dzY00eH<O<HL!TUs(1$+Jqt|U)+mP~cc?IuT4
z?82+;wA!NMSHYjQH<d#lKEReSi?1^LYI$mv&~QG=we6!9^YEcZgnP2Eu$33uIuihv
zGoDImYo{maa9v!B{N)2DZ{mS=aH0&@Iu#9XfJ1YFe$-l3x>pa{_>GIIHGVmG4J3>L
z=em+bKaN0$DwdmD?L32xyG7X+{(b;p34dc-zAkZ<JtA)m<f+9`nB7mo8(t56lNw7z
z8B#iR9zAAR4Ec|Q>PP_g9O5CB@bPJ0tpREiGB;(~+FL}ix#}|rtu6t!C_iqh@^-^=
zYd*axmQ3r*X`%WunZ;Z*TySw^L3Fc-_ol$BLPMSs#)c`E+EKE2_SRT+8R416e(WO}
z2B>cS#yH3|OWfy3CdFB4@+$W$VLi8$Iax<v`aa~*e`CF=ouAibV#ATh?X7)T$@CLl
z)EHy4b>Jh|sL8F0xgGqz9>Jud-#xF#gD@2a4teJ%na&!e1pP|r_-~48i$<3+9T$Eh
zD1>^u14@^;=}dS9;!5EK5YvHV=eq-KbI*R{b@m#F%@~t`Ox32E2e$(c3Lq2lUSqFe
zH)c1NrCEm$;-bSu(}FSmpd#~lqtDP!r_n<w3vV?&&-K+vZp6Kw5@_Z)J|K)pS(ZgG
zKE5KJp{>*qs9AmX^)`$ualXakbp>Z5n-m0;_1$9VkL=L!_W|si;4q4#>8mJjXkdJT
z6Lc57nFO)%!$BclTuce366IM?0rg~5UTph?0>>0Tq?ps3=Cquz2qK$G&DA+h33kRQ
z<U90ohVDlUQig9ih>fc9n%LVjuTA58ocf4?3Y4y(s9+x4=Du`Tyhh0+z~p^t{Tf8g
zPpJ}Id(l@KKK5+jR@|g>lI}u;S~+&b`!=i*p6q>OO_)#<zb*>Vy-m3Jn&<1T2FDT{
zwl{3MxRPPj<R1D{)Z~_y+VguAdwD^M)9CFzizXQ-<aRM!M1dzo`H#SiRfv4*i3Ml1
zJU;~z5&#7;f9srjb2bw%SpL5GJ?P~6_xgbE(<1w_OA<N_^udl47HXlc!}2sB&$uSp
zSrmL;gV@fnJ1xC;mx`k{2eksU``GSW&7v~vcl(x7d6bVw6G@P2z8@ESMeQ1H0``)R
zHhdUSPMv^$W4PV$CN<U$TxhYT-)Iey*jW5>7j_2Ku{!nAt6cZkG@15*H(U(X3MUde
zohT;oX#vZpdt`@Qu!?Ixmr<SM;hJicjVIn)biL+g%gcxEWNinvfZ;MF2hO4O$^%yR
zrS?TN{wRbPv3Es>)V<@kSA&(Z%fKd$W%u`5_zkwZMqua#i<szR0EG&h><YY=-J7_1
zbIDE~SmHvS1m!te&H*!?X6i?*8*Yq%jWV|S^*(M`?rj3^n^NiAD|rML$wIsz+H<g$
z$Tae|j!aJAU<p?Z)@t-pJG+>aimZ~~YDKfn^0N%0)uJEmJ&!$pU=gK9fxMqx3*w)I
z{T>W!h4n)yBM^bR6f_xdekujH@7!+4FzypoRC0Zcxu%iTc_QZU=qeJtAj13UAC$C<
zI$>)5X&JD~qdVKuj4?e$FRNu<VE*Q&fMI1v1FWF|WR^~yyPRqtjaV>bMTMmgmNj)s
zAF75QxwSW$Eh_1yaol<TWuWAb^qb@iGAzPIpaDOXS^$8UNUhbP&GfCyGLze>;`N}0
zwFrGNnBTg%JIu0}?ec^=wmhXAZjJ6;mB4|;BJSA+!+!drb-+*UZ(r-2bN~5ZR7pw8
zXI(%8Ew%Owarrt2iFZBm+UE<<-%qfFv|}SuAG-FG{H%SsIDkvN0)Hl;7CO@A$eS%;
z^IX1ZHBqRb2u)#(6puy9ZKOl`^R~lH{cqG;54s+pxF+{2I#la$Z+o+Ao||a?1)>RA
zffLF!{VlW%oN}u@rVVSmQG=xD3@QeXzqm<H*mc14H#3bM+b0cP(G9tFq_0#<{9T%y
zXKVy5;(E|=)7dSIckxtj1=rWM@e#)9W6XBN^(=bEM`KKi?Dw6>+PDya89OT|pMIo;
zn3AhON7T&hAg~P>?;BH{QrSqCiK$8s80}E5n(Nc1-Rnilgi}u)qtCz?Ui9m!-v)44
zp>sS0l7h0-?uugQ@|J_!hWD1Bh#jMBBByfYJER|_oe22ztNz+P3dmCT`|5y#Ab|X<
zU!dO+!CajilOuJ3R8D;Aa@)&ksC^sO`D)H*-dFr3PlxYPENw%=L%%Mu>giK4>DVEC
zp7w3Hz~K(bQl<S={k)$G*yu`>lqYLT-F7`F<Kt8*n9PJJQlF$7XMcyX<WaM_<&?Rd
zxBohaRWY4`nt}CGSmne@rG*EHPu|*ZUPUKdx20v^Cn8S#5$bX+tWTPAe8G-K8XXbZ
zyY08|TRQLi>?kSDLZkikg7cmypuRGaJR?G!AzFMqirL5sqsA(=kd`F!WYu?kww9S+
zk$^6AsH%aam87hXNT_^?#l=w!qf|RZFvqSEQHsiiFREz>e+pb00peh(-w&P1T9~$4
zpjQewllY{fFc{N9ed0kpM+`$IDr*W-$f2R50AF$=j+-|3qE;F?X+CY3J%c}hLc=NG
zAXGgzxcBgeai}-^fu^is)q_Lmk2AbqEAXEabNo!dwLSh+tJcSi57RFF0w=iplb?Sn
zIB3^TdE$Q?J?mFSG7~4g%4}pg6O^Q|W@LWE4I4GxffGZ~Rw*n_q@BEFcQ(bq(3#5z
zwcd?mG`&yi)c|(BkA_`R&<I}F<yQ4_2Fw=9j8>=cz@In<s%#p=3J-!;FlHQ=JKU?^
zug_X!a{Q<jb1CIisg2x-mJM^?;P&M<w3pkt_Q=5lUgI~SvK4wccs_*nbJfN+{=|YU
z*y*iTKjTe6ftFy$AHRNB^UnIR8B8Ge4+1FR`cP;j3dL_J8W}dI<S>)YpL;ovA4E+1
z0F^9dBfq5QLAq<oN9a(}YD2qL>+nZPlKwTR)@x44C~A91=0DZG#&9AA{q^?sP+~Bh
zN+eoTM4~Q0jjgL)!up~%rrZ;YiSW1vUD}NZ@(;LDJQ+%|z<zUwNVPcq?qxJUt;A)?
zgOtgr2oc~vU1O;-dtr1BheK_H4)Ya%3$O^z>tG!x;hGK%=F4ky{P`S}%Q0nl7C$wN
zDu!mHh4yPfrxVEzZoUL{X{l~VkQ`biG;R`XMkplV<8bK3nl_YMA+A(G#4(1ds)aw(
zs;p8|jkB0e7sUBMR41rfSZP-8AH6)%hu3W1^KLB*iCP3U@vo1+KH{bHKhmDkK~KM{
zW+zUNJjeGlt(oe6OCV!HxKir|rW!Q2#w*U(E)N$l<fbo&{l1ia^AV+QDF@Q$*}tOX
z)gaDrdQzR+7{L?s8{^|d;9`uuRNU4Q_<o@+9<~>GsdIN^j|g<ob>3z`KWMsV;>b79
zXTNhWL&(%RPtcaoQ}e~kzVPuPI3%a9-}Ga**7eIjz97I0m8Qh@YJIDlUoHk2cfPNW
zu1}})Rg49&>^|`?wuvZSj;&wi35hC#f4inBP+?ECZ$`#a>acq5_@6!=s=};lrL8II
zy8`a(Ri`Z+6_cBY3_E3mRlWK5kX%A2bU!R~+}X^%)5KFH8I63tS1GyWTu@eKq;!r5
z<b?ygq&=@%Qf|87D@WR%oC{eCd`98Z(G{=N(R0&4ip4f{$0C8i)LY?%V*~sHSnxv~
zC7|Fp6gDdZG-Gr17pDSKhRa`x&b_8IrQgSFf51nS0Q9<nD(6~Uuy}rGiRJzG^+3Rf
zZ@O8vD~m(FLcEC-MPXXG|0VPUrO0e(j4!{uf`j)L9MHchQj<X%*Mx+jSc!S`1zw|=
zxIrIE{vz;l_l$220bVRdXSOuikSLe`#|(oCNKe>jr_-{Irt3vw@-)pOX%ZQ$3&mDw
z{s=ymI?I!&56LS=ia5>YcbtQ^WbvL`T9epMh{cvCM7f<(o^BeEVe#s@zS5)~v9z{B
zk$jIZKHP!x?Gy^GFodt3N^rczm^p2iD+-?zG@^laj=$l;bkjD0m%`XljNFL9Px;aE
z^>qH~xSdrw--F#KL%UDkR;8U9ahMgTei0I~kfv-nGi<Jkn&^sid;Chq`PNU%@=ro1
zkdachbXegJQe$Rz!Vka9ezHp)IZhN(=w>3voU{PX`dzSAoh}E5p*^ZAq1x&mKi|w5
zZ8+!^KQ$$JT=2g;<BA|MC4w|9?IA~w{78~Mc)Ij=AF2YM0&)y3N~T6dS@SJfmK7Jt
z24^*8j-E7HO<Q4I68?8RMy;KR;(SPU0~IP7;QV2xw1TQ-l9gJ{=O>r5BzZO!cst!|
z>wuo#LO2mjbQf<87(J$@U(J_$CWH28d;tag5CFs2GNU7RsLqi-s+c*$L7Fm^UJkL<
zLg^YuiSfYpqfdp-J4ug`LdpgAVUQ>ol*TuLNt#w|LzHF0Z<4y_U2frHf)P<u6zwi~
z+Z!Vb#vmfbjUP^!JVoYw$#*t2KG;+dCanO=2!VLLU1qU`Og5l@0?4&A_D#FVpI0D9
zeYQ(&*{~Nh^D;T?Izo9^FYfvqsoi0BZ4>eNnx1A0w&XG+24!Xxnc26hqZ>OY0vfi%
zEM#0MY{WBFYXKjY&&N@v=-PeUR!^?MG9LG(F=(NVEURO+<E$;R`67oBAtXKfPWbV+
z$m#DXffquH0kXHn$`g0)RY0MVwQ1Hzr?YlYKfmHP*7-WseE*6?(**8*V;Bab?}O-+
zC2fXC>lYE;>lpY@qm}ErVSL!Xy%nml0c^^U<mYw3iRhu0nV(;v)7JGo%-Ie5Mn1F&
z!?H=BLA6xo2x87hFDLCwPg)2G`Ku?f;V!wyH;#o3_;wa;=MHuS6<=I&@UN#w5uwbc
z1G~_!GfiyZMVY<y(o(|oqM7xC9vD&_cru^t$K7wuzvKo{qD}HMcT7Q@DJ1p>9!rzH
z|M|Bl>227%x$5GsikH{gFP+hNj>?L@d(7SMVR&wvgyD6Lvzh=bOZy#MV_u~D%|pMX
zfPTCSk;?c%V>{Mtz6zx24w`A;PN90!s|)Q4C~5Ks$;sa?9WV7>-dLRBBhoUr=3|wH
ze!xETSGtVR$7&(prL<ZI7lwd@9mnUh?taVUIRomsG{Tcte}g(y9yRLIJgB~^H_f%w
zZj3S!TuqNHSvGBpv(HvdMDZcmziZro>$*gv>fMe;ZmRa_=lJi&rgFfqWeDZ5uh?ly
z{jjO4ITK-iTM(`t*<j?T(?cX?6^5TKMyepuIrMzL?nG1H%p3E|W@%5yDP381SN>Qv
zdi2-PIw&AM&j)BZp}kLUF8g*eeql*eAxzBL@@%szaTqCb{H;6HFPZMMhsm$gs1sL8
z`p(?JPc=HIoBELGJYkE?7V;PBIQ?|YES?JuP`qG0_RY#~l-|X+Y#{jYlu6C{ogvnc
z=na!_GH?=y*h_ZX3*!%iZAJB<L6v?2_PEw=sL36w-9GvnZ-h5oZ*E3=X>zGQ%|{$r
z2o}Z~%@PRIt}eEiw}tzmVnr>(tF|isuGRAbzv!VKV`8$SjFUfSS1Pgs{*4<S+=74T
zRst}K?`ZOx07F-uE8sG=P|plxp04X?SgE61)@Y~JJD^Y~3P94rQ{q><qMKWE+m`qN
zJD|r-_sVH;OL(gcm3eIe%Sn5qcztSD&P_S@$4aa{-l0a2(f9*F`z!x`AI=ER4|kCO
zz_4yNE(9Gm5HOyFYLO6BRdh}2fcvK#LuNGmygHwCZggOUK5;)DL^GFoXxb_>@c<<4
z83>ldM3_H*MF>cJ?rfj#yhdYPjAbaLk_yBV<70WA_lVK+6EJdco^MBeL6K~w<?A)Y
zFOL*A>S61x>B2{#;E%^p!D4iPzF1DB$_)U;FV<t8Iz%TufbcYlo^0m^CE?rXj8#+2
z@ezKsJANL0Ow+EIlX5I<ZqB{&{-w1~nuIOW9^adn3%AOL#qTcRs~HLV>ti~7u4Ius
z2XeqjOjr6En)kwmdlePszaw{e;tS$NOG%O?OqnLfNKjtOlw@Ifc#p!YwT5qPorP+_
zzQhWu9}>PcvwB;bzTAfn)$Z0-E(E?e1nd3Ajdl@X)9A`Q9b&6;dmMTQ8!jSl+J50H
ziBfEmQF(3ps~5)V`H28A?py*-+BC9@atwcyBWNIksI)m(u=spiqRZR<OQDV0ObRb=
zf?-fFjpOf2JMby$@csL8$7F62MsxF5ZhmR=hArScvM2xAl;E86Hx&j*(O<B$u#fqG
zJ7Mjb*f9z*fDPp@^O@{NdzhaNUkoEcd=~w3m3JNoZ5;c3zK`uFQ&i!fr24zY3Rsji
zwpX&G!~D_rFEGgf0F0J^1TU8GXXED;Z*ng-=(MGqa;W~k0+q8<EXQpZ+q4^$I5$4i
ztG@IxXgX*hz6@`Wb<PDh4P;X5%B-NFo|~8$wwC|AsX`KM+Z6n_)Q=nWdV{}=b*r{<
z`;5N|6K4eLBPV^*i@^}qWs$E<9#5C@WKlmdmN+f%J7QS~K5`fvp@CN_*lXps8JCm?
zZ!aagPzkW2c^6hC0@?An*)^ld3R&r+G#S>p+xg2qiBS9I)L8~3-LWqtleY`aSZ&^<
zhvTj;IFqwnCZ+E|nqTm`?;*vvK*a~Tpbz3f<<3Pu<kXGC*;3^uk#OgJtu?6Wy~VMO
zVPjE0rvqXpH{Yi6vr{gzap~`wI<A_i9s^tUBugmnznUuTgn6N*CEK-){tZZ*WBc*a
zY%RDID83)Dgq(nbBq&i^a;gqJ0_(ko&#Bxnu;Kr9M>>S-04w-CFV1sr&}3j70HW9z
zoS=qqtVlGk<v_LOO-pQF4wY;4#EBB#Pj&lJ5CmZ&0npe=>aQeZeCDM?IUEGkV)zyA
z<2bW&8EoJLn%h*^XVCEzbeSt;HYw)t;rtYE1wk;eYp8ev)T7x9t<6#WJN6-dTZiwG
z2;v2?lhF+<U5D@Wp(jP$y^1<v*U-6SmJXpzzL<P-7MWb8iaux@_$`W_Pd{prV*T?R
z32aUXWD1W<LyqltQdpAEVH6I0zfLKJP$?sXz{pG9WNu1IJz{mk0#Ml>&{c1nr}nP|
zmc;Uh3BcE{`HV4W=mk6eJehz`K5lva#niti+D=xGb^-PE;N^YTufl7j#a!cLH}YfF
z!Lr>Y5N|)_#(3yD1mNZInRPZtCyL|8|LvO?dvXFevZY=~gzTuf23htzaA^<wszUan
z1anpbpK#4Fkv5;{PWA==b^NbCE!;nOp8SEn3(T1L9b@2oAo&F*DTkQR%m0Gn`sYf9
z;~$&bTxm|&-&`1<t$bZM4aMx}uYW-Pcm5meRgn1SlWf0a?cUo)oBxCq^ov3{9LV<4
zukVHEGbAl9->L$bsBeCt;$w1j@T;Dwen#(zs`?P;gYz-Y*D=LaGa|d!YIH8cd<4iA
z;17di2HVTF#XNCe{7mTC9Zd-3N%7Xt1rbG%K$kL(?swtcrSnz0yLO~xJkGUp2IHw%
zzT-#?uB3ZQ04*uAuXsHE$}oY8Tg1BjS6~nu?aES;&7*2oIlKCDE$mT^LM!ZhX>t60
zw9QJyXdBWufv#RyY{K{HyZmj{ukW=%gQY*`jE`J>)AdiX(=)Ia;LXtYXOnue>-S7<
zid=5C?GI=BISD1MzFs+nzp-DKNQR46^PI*-w+JU8@TY*s_dqrUZo{&Js&kmu_+lUo
zQSptgLcB7x%pAG2HGesZL8b!Z1mPvG7Yl0glNq_z=YXVxVugG|WB+}QTGI%aXB~Zz
z*=}Z2cwfKmZv;O2-$DT>P60`DPLv%{_4r!*Dp%QRy2{g;0wD;xu<JEoZ9pjT(c%+`
z3$4_~3shL3`oX!5<nOIbgBOYRBNmnsHniPw5ZCM50Y#4L1fs8^hI%_m_&TeWwr*s5
zwvi?FmtAR^zOE4A_JgU?rFCjIpurjn?w5Q6Y!nJOisw3=luLB(nxCq5`1C(6bF06(
zRvuzE0#BzI%E+RfjQ+g={3d&2#Jzq{ERElFq8COBBIYT~57KP9&Q1<J&Cwp5q9S(n
zB3}W^+PsNTBigM%acd;>zPAU{%Nny4n13<DicQ90Rptp@_6cqFMuaI1d*&N~l-tc}
zZmz!i78U2zoK8^Zn#adGyRkPp5Tbb{ZU)iPlQYrjUVkOtG}2=UHlEit!Hb7e58nbO
z`U+DgcmAuLM1Qtqu4Z^SXk1WMcxv@n8O6KUd9=uY?Pu5z<a=U05aqx;<%s_Kw}u<8
z;zzwWFaE?j9P8A9WcBAbj)$01+_E#YmgHHe@ZFth?$LslfjW(l7kA5mFF>n_d=2rf
z%PspiM{_14%7oS%{{19)q1_*x|29>KUtw(rKb^ecb#>E{9&Y1;gDeP^DAaL;w&$j$
z?($2?Y7n{mBX-kk&$#Hr^!F*r9$M65M>u&H939PLci{PAw|Oq(c_E=?nV$d6e>Mf!
z4t|o?=j^wUSL2f>^q80N0=i&jdk2e4*bhp0x~siw%16Hvhl8IMTg-1QkRDcgD}bu8
z>u!7ve`M6p>&$JzgS3WxbQ9iicoOsvJIriT^ij!1bh`R!b;X7~6r*yJhT!Cp{n#$)
zx*Zfwbx&@0)?caLTM}vx;|MxM<h%u|Sh!Zc3RvrZJxGdG8PE|VINa-jQSBQ(gjTC5
zq2DMcn-NEBsn2TDEs|XB%HBnuJizmK!&nVp%V{-yFv4>v>hpnN68L7B9Z*t431>s+
zH1M(=wD2#et4<A`c3^hE(u$eqUkzxEpl7NzW~f_P!e#t|<$38PW5cg$y#}3HQ-Jxx
zp&s}e-ZpOn4_x&nGLQ>e_X=4OFYph@6MO&_Ubu~3O72LmA?*pk%JZJ7!1&Fq>rK!!
z!$!90rju-kJ`K-Y>8tB}3`rtb@KSl*?w2v9RD~Gv!V;Ip35S!Ff;Ki<uU@=qKFLCL
zZbz@fnCyYVJC^C)fT6j$(m|Fg2cC>8Q&27&bC7b!%A|falq51(4x!<CU7`}cSvZPs
z=8C=TWCG#3sDMc_HZ5k$J7B?O->faOA=$kM`kO;Uzm#1Jax<+><5rtS|K4}~UFf|`
zL?VdHt8cXNUT}i7Q+s}o-o{tr_$CG($)+PIVr>OCRL11CTfPF$k`l`T5oRh9W!XUO
zh$$AUI*s8e<t=PWgQ#x=T=b+)Di=Gd5^bNV2)?-NC%yOSTX|{Y*?omLY3+C*-y@w?
z5dtU@+Sy4%YBW#h<%GQ<(j-u^Zy^C@q-229KjFveTA6LP7)Cf~5O>*kh9;9328IDq
z)13J-+M}qd!&PPX4%_-|=`I+1Kvon^z$;S|(M-JN<oo#Kgn3gTe7yRtbKMp#^6t-9
zR^f2>x#ojs?ON@F>wv&3hit?e@&)~}zmS+J%)>3E<7x1P0BFhJi~BijqZlUAR{}lN
zeA-ri+Fm8cR0z_+$JZQVLsurloZp_CKmjYg_xOW@VXUB4#%pS)EbUh#nJ7CDIn-MQ
ziFf$*I!M{xj<!=6-s{y^i|>bv-=iUx0VeMC{tAGz{>@K;8A(QL9`+gaSBkY<mue(b
z6kU)4Bwk;3_DFE3Kwa)eUv+pWIi{oLgEd(VrGGUzFkXAOre=G8QBO2l`q3^9^s+a0
z0h^ir7A*hT2j8Rg)TylW!dAJ02O`|WT)anWG){p~LtT<^!N0X$B#-usP4@$vpT&4L
z)z`b`K4h(?QyqQKb>51K#7eWxUD>RySlt&h^M_HWA*USVCHg3mJl`K+DKltLwH9WL
zDCEd84fB;YeyrthDUmS&jh)(zHAuB%op4;Tah0)Ej%n=1YEdj`K7fFM#h5jyE^vSG
z-NcVB<&Pn-e#LKXa-!0)cnM%6=$AgHp0wR8tq!<F%k+9Jf!n^?knycP%+9>uh2v`Q
z_^}!cC@<j>TQCDQ!D4u2cg^-x?`fBXo`<ATs?qhPelD5^#OL+xQcllmYTC(Fagy#i
zkCcdUdL{b@Scu#)9LC9MUAINyEV1!GnVoad@grCE->%%7xK;!q(Xespbi_m9cW(-t
zUBpbGg^vFlSZ!bwy>cSzWgdOX*Z6;ae1tXkm(2o=%Zu!F80_n<&^TfchDv^cl;V<n
zcH+b0PE)#l%~xI3{q3mK&#Ego^33L={2Q<#@dGGtwdZs8&@Tgt8<$}mMWdAj&Ju8Z
zfsy~k?x42{f_{$u{Aly!L%Nr6>WmN(jSm%#S|5UC?c>9WRdfqhgnk(&I9oiTAswZh
zI|>&M{Vp#hzAWzc&Rgd{*i($<Z=LDp{YL)M`?a8SYTbz!K7XG+q=V#QP4cZRJvf~y
z+|FH}d|MLGe{~m+oURr!UQ{iANwcrhU9lMk70T?!29x~ySru1YQ2}!;7gG8%^cfsI
zk7L8)%MwD=5IhF<yF-sdEhZqYB)>WjXm{IV(1z9w>r{PHofYot)g8Cmvnkcq2V9tK
z(qWw(B?9Z`c?j$5x6Jh>IgBh8arFn_+B|E&Vq1gS7F7BkEJiKA`O-f`30O<VN{Yx`
zDC+?P>{Ipo`khfE^Eci>-(6xpeAoc6+N#UzjTj-rx9_EWMev7cU_q49vfdF7^4f#S
z+8%|e=$~EfGMnkSv;kvZO=@{{Sv45FXLz~=O>k%aC2XPFl3h*5b1hXx)tf;hAbAwf
zp7<hPsmXtJNwDHF;E8d8&HSE|!DcL&GYmqF)%PX%H<La7{(6_uQEf_Fe{;oOIK>_X
zqH*tsqGFE-bX>FYH=Ib4h^qSvxQKaGhUUG?9@`?pn7?@?etvjfKRHiTwbLZS+|f11
zhXbIJMqsH2{_d%sJ7x1~bj#JCmcAtyGi5YUbVl@W3U4cZoU0!sVLd;&q}IMV<9xtQ
z!L+E2E&`>NwSC|AfA<rk-|wWq9`u?`_XB)m`Gkd|__^$!2g@rxZ^x;EJQJU~+X^zU
z!A(9ejn?i*{ZSeur=H_@T$#?xxBixD-)d%&UzXKQO!8|gcLFo~6&<~a{e0+IGIzms
zXZ+9&WN=lQIKA^=`$WR4sR2A1u(W^JM30;dZauwmK8zj3Si*p&X#{nrq`%jo(76^v
zRaIe%vC7dL6P6?Dt#C~2WW++89`XqwlXgHf2Jdr%*ZJ_(WPiKtrLnI-Dq!&>8IBTV
zpX2AdacB|zmSclcp9plUp=5?u{JDyE3%U0<PIIGZQGs-IDb*d5jUgPIa=hlldELEU
z%N%oIFHPl<SWl@h6wwWoSjqSDL<zJq8#QItj>~sRmH4X!2EY7g{PCnAc{?nh*7e2`
z?As9ZD;nVYqX5fGGtOQFx=&ZiE;!3V#L-!&5MTCljU8=Kf$6(p>~oR^iV05o;*VoO
z;fDC<eHhM>5%@RS&MH!uP1%yMbi?N!lFr=S#c#BznQ-;M1|MX5nk)jZd_wl8$EbMJ
z=={)BPZmm9AJlz(t!$T?ze(pu+?|*N=xJI<V1b3L`{eW;sSP(c)zVB09Wq@w3f~lW
zwDj!C@zvI&&fvV={_bh>OrmolJBg$)J3fM=cmiX$e8U(zuWSLYSHi9x$meT8(E@XV
zD58SVAS<4aO`9RMw-=d3SY;>Ixmvk;{!KVJ(U@3sCNQnb(VHK=SM1lm+qUo*I0urS
z+p0dkkc7;77Tl|(><X1FwI3n+06+<!A2Z9WZ(G#se#5Zo=@ILT1uUf1oS1rQh*#;j
zw7Wv_^lv=;mMh1U#z$eMOhgTrdTC}xNp@`UZ;<Zc6{@$b3U;ig`u}*kt|dp2CHg@;
zU<3#r@!oshKp>nDAUt2cMNizj8#A-9)9RL}%wwuDv!qw6p3djK=lX|Yb}~!AKu1nu
z_P~Jj&lje>H@)UbB1C-645JV&<s42SiS~#P7>nF`Qw1F4ZFK08idrXrN}6KOQ%`Va
ztR3sb0Oq%W>whDG9wg{?5IR{SNjT^0lVD+=8L;?O?T+>V;ntCgNG;u%OE9lj@XRu7
zX7XEUt-IhWm|5pvk;SZlW9y3JcHfY`>^)>BqAC81%z6RL+V}l7#V@r0!Q#q=Yjg-;
zlv>aflbe(xmFFaW^LA(^*7;zkODyCUQ3n0bx-t>T_u0U)()-m#EbOGrP=DuyiEd;=
zkQr<9b;)5WUKo~LRID%6pm3fRdS9$obT$Qwy%JRIEhY1(4QTe2Qjz)&0(_ZXjvS#y
zXKbGi@Oh&^w);>|W7hfoDfX8;QcxMii1k5w{&T7I-PYhepHDI`1B@L9ircMq+i>#n
z_zrqTXY-$yg{9{MMl1t+TP~2W^2absn6Dh~DAwB9Hh4e92F+>($xTSdfGC$M$B+&A
zNkJA&#g0yY<c1O)Sbq6rRt(QJ5Z$0wG>)0wM5ve-|E<<BOf<s+imnY%5qX=okc6ky
zsph!6CL^G1^`uErLnYl#FU~6+CaZp`Q#s09O|q9Bk<y<@h`?ObuunU6S=9#4vYLNF
z`G(tRBZ!|EY<ow{agr;cq;Y{WC&{CUOq1eM#7ZvnHvn@N<OjP|KZ*LZp-_tgS3dOO
zq7r8iHl2TtC#uJMU_LghDDcl70hv0+?W7m1C>QmsRA2dcmEkaBK0t?08arg{#X0Mr
zW1{nTz(!%6bi&+ylmmtD{l~jT%Z-j%=ioTM`-mlC)z<@Cap<`K%~Nq=*3`?|Ql5b!
z`Q1Oj<1x?VzmmtVW(c|8>%JcuvZmkf$>LO`8+{w-(X&{Or1MpzZ8+exKbC?2M3R<f
zil&ca-QHou7@RCWaDda2;$I+Pc%VC8F!lYuQF4hAD+ZahJ$^CJpMQU1HuxP)ws=6n
ze<296o$x!<@l9AC3-T;cWEG#<HPiCzp<D+}m95r7IMJntCCRE!JBKE+qhlt!SwVx~
zYynBPnz9bpEFBEPQ0hEXUz<N)U$NFa@C0#upr7QYmwN;Kd`Gq{q%pL1Nd1Y)CA%w7
zv*b(DAYO)_M`sEMURwLA)F>ti0fUAK`IZshy~j_4%Go)U=on>uRC6Hg->+EWfl_HF
zpDN5Yr*TAIP<X}%6E{MjNDz7Ws$d%OS5nfJRJ3qiAMCnNmf218Vu-}UemN%ZKkr#u
zgf&WT7nUeg$n}e3F5@uH-Z@)$z{mthNssfmc!K130uSh`oY=DEK}f$_V#=h|{}7%q
z>&pIB@-X}J^(oLVN-HK4&@f+|*1T$P#4(dTsvi(i)-S&=301^9_W=9crX@<uXpZ3H
zOnoIE5%S&k7z6>vwD-i2sdwA9@JyNC4a>Eo-147|0?E3aS_v|<#DT8Cr2Vhf&++ys
zfpnosc{SzR*zJ~Pi#ZKr=4eUQ9_q2-TMyGx#NOT#Qs>;*GcUC0BOt}Y!@HuMLi=%z
z%!6tX{G%eM#ZWWRTlG{aK38{7Y-)$|VVGRNL>dx52Z&A)qIwdY&nPUuIiH75^eUI4
zUe7mH1k}r2r<OWLPvT^GRVj2GL0{2MB8D7}%Tc0sf%B^RPOK4fZYU+g-P&j>iM6N!
zXVC+<h;t~tU4Zh#c(jj9qXH~lR;tdA!XJv~u@|TKfPz_Fm(%!Z`*N=C-nuwRW&MY_
z`yLymQe43mC=+rEI(3R~g2fyjtE{3vB>WM4OdtHU%iL?2P%vD#-)ls4OCd8hhJE*m
z!3cq)S!TPZ?WMH-v>w<xJRay9$spy}*E(Pt)?v6Wf`2jko4l+?VyL5`I{3>XB4|k1
za0%PxDI&<YO%);nDIM4evgGlc5H4SQ3?I5oM-|%e^cuDj4~wS9Ak>-Ml)BN3*RM|o
z1`#U+l!NEHdrR28JRVv|51OVqFIPdQV2YQyRMubS8<!put2vz}OQQaRlG+{<X1EMU
zdAhhlO6Oe_@KD38K1S*%nYRDpyUzLqn|>`1_jonDj44zXa4SE(G@e>33n;oAvF_dt
zkluZ7ASDIR#mc8|NQ~w03C*zg!2lelK)fm34*YR9Y8yGwp67Uyf=c(V)kN37^N9vo
z^pw|$cS}F-Tf&R=k<iVayxa3Up(87d{!(!oBK5K+1_)~n?HPVKN-6a+0MDL-R2F6h
zyNp3DR*U|M93=qu{Mdf4>q;X3M1SQ~D9<RF<8eA9<w)E;JJxGx@kU9s%)9RzDLpJW
zz2Z{_rYNw^7$g{DjhN;6Cp(%>fP^MGL+y~UP9XA}9qici!__PRbLa7#AIkb1$k~Bu
z>>=6|1>5cNk*%a}k?4#V(JWkhtXR&#1g;AMVGw4u6aX`}iLx8j*}Rm<&K~I_vwzOM
zTP|b8X)x9vvMW&NRe=J;D)#|d8UT!42Ne4NfU%iw6tkaxbObHEJ<=g9oZ#{v-$4AO
zM$a?sU6XP5HQ(nikfrJR$#_i+<oUa(u5l+KJ)NVJQW`#_QOQ3wDf&(1Qk&yO9N6;9
zkk98ge>$>`3swdpNJ|^sjivjIo{y5j`9A!lL9KhxB3c#i$h{9_Q@_A_s4Fb95685G
ztJw-mRXi4~u%Q~U))XxzihDnS5Y}9ze?~1$UD%qpgzY-xS%xzXM1o4wqSv9Kb4+Ic
z{TK?%IqzU+tV>hc;U2S`&6%zJo}7up^ub=@?`Z)N?s0q(Uf6)Xwo2SK=&K)^Q4QWq
zC0CStSRbFI(u4{#nriQ4lRgSg)Gd2bvGQ~vrtD>jTLrxw!+SYJpK(f?W7tzq7`1A#
zM^{cUbIU=Xu7IndX8tK>X7#)MaM7ZafwDIgeuv?BWUT}<S`gu0Dacainer@wRNgM)
zdeG8+K7vm4n+N&_FzpMAxALBo#j<y40=LHbLIN28faw&@$mQHFkzk@N^7&nE@eFc9
z>4<L!OvE)%$G~7ZL0fR2ZIk|X{iBFO1TWS-v6Lr2OETY^k68|6d{MfOGr9qk(P5yQ
zTPq~3as6B}cOZi%pAIQjFj<WODw*zJH+ZkX$G%H;YBIxQEE;zqkK_CS9it{K`eB60
z^d?RaQ!j`n%u>y8*As_sgG+)xI4X4r<GS-x40=`H*(@!Kg*MhjH^NP8sH9(T8m@8!
zVITqcQ<<5syn7`XF74W&<~)?kWtAL!8%?<E;W+2$KU7KC)2dstBA(7!OlRxt-;4_1
z;v12r$5J@2LH8aaSy<m8)W%W~xmmHD6-0NZ_9>TzUQ^0^4HrM8{XFUBnn-A&J?Z^J
zC+zPI^*I7-)f}&tWf%h}fKbN!2(X+fqk+P*74e$F(u%^6;DV0=P>%B`Y94+-DC_%E
z{hV-n(drICOWn4ZoGlXYRe2oWSFkaY_Z_i&ZWan5k1B2+glO}?Ll-nf?HCgE*f!@3
zEd;0OVu(^d*HTQeJ*BDP6P?~5>tU!G?UGqvqyx+qUE*gb1K71}5GxH=qk&dO>333<
z<~`*BPeU^e%)oSbVW$O^plv`nofxxdAA$SO@Sc9YnY<y*IKC`xgPvtAP-qa<Q#R)>
z#QoQcq4FCqm~yi|t(f<HK3)XoH(DhFd9G8J*B3V`7c=->X_*e;o>_kmzsqI~&LMEw
z*x2?_F#hlaaT>(;xm-ry_1ljKE57Qb0R1JTQu3{L{QbZ#fs>6_ZC}*e^aIor79D@U
zU+a<2yRC!gE8A}v_dOz+*Rs7>zz<vnu+27%oKNy_I+7~OdUe>}_VLUY41SQMJX$e|
zAd{;``hw~I?lPe$L(wI^-W48LEZx-6+2Cp3ZUTV45}(czvr7z)mv-=r0BNL$YedHz
z2m(d5rVJX6G$xsl0ofEig=9;gXBp3X_tS>4`0-`h8bI{iH4)K#-0kyDRZjK!aZJG(
ziQLWTA9MH=ruzN`)-WjYmz>TpE<bk(+012L?)%4_&s*kKMaS`iWw`EO9?ZOme&_vs
z1>HL~EMB}L99<=NLg}gFz@6m8zor?ou?Y8(ocJxnh?#mUIae_-c29YG599=y^lU2}
zhR+bO1{S<i>30nL0<u4P;A6-4HEL!Ayzz|bEadxx$U4z5O(Pe5hHS&+;@-FTG-zJ`
zV2I8joTBjO2AfYHuNcMPrZ8LgYzZdfYm$CViIusm>yAAhah?~?ij+1?D;bAlLYU!t
zFBgzYP*86l_S0>2tO_7n?<2x<$7f&{y1NG?idjgE9)-X;&TvMl;q%V*_FfJrG&O_7
z8p=!h5vY=bIsjJ?s`9crsJvgen4_iq9M}%RG<`+*QUaSI$O`^44hI2ByzV{0MWmC%
zAXn$u(sZIvZi0{>`AJ}!)k!c})fC~QCqB6hq+|XPyvta-J?)bES{1Y|znn+SIHcYW
zUWvpylYY~_Op7~$D0?mo>F~_o{|Ce_uo+0RP2tfUXV`UvQEamx81`&|x8I)hJACJx
z^TR8V8VS~8S=P9FoVUDg%wKqom>+!%Z5|TI^Pc8UTl~gjg$T_|VN5GTsxZG4_Ff=5
zZ=f6_)Bs$#tmq1!Lw%!&V;m(mtlATuK6wD2^Xp%tFghGQ3d$^xFSx^dfLaqI93~L2
z_l0zA2eXOt;*bW9SyuKcU7gBUnb&F@9Mn?WlmS_2V#mkwLn9}{r<-!<&sE&Xn%L%g
zKxWL)k7wd4zCg<vHV;psbsi<MW1HuqW4ubtBn^{N#qRf`5-@mdXmh5_r+mM|(6)Jo
zx#$6@WKwyHxbSK=J#CbcilxUGdQ(G8L$=PePU)gk370%^z`J(^^gt%Y$4Fd5o3c}z
zg&DcSqvN@x(2n)8=GP2Fc&4rX2}9U^cTkp?orUl0lDLj9Af^;7p0nK>!7A;NC;5<|
z)p{Bhslf9+@5kP%IK~nr`4uMjC@Qhaw}*HXhQ8ClZq-e}zNLJ(6lyiKNBYZ|?<Qn|
zKhf54#ZjE(eD<<rfpaIrb@0SsUd53~#QI!<ix3`a{K8Umj>W^PM(rghb7T@sF!pJa
z{_PR`#0ljp;9+dW{(e2?-R)ErnoH#w<wRKYth1gPdT+mT1(r85qizPFFi5re5(srX
zZ@%pH$aV}nnUpkWMsM(x?sOO|Kqs~5Ls0-eMAZEGrI?J8x29@~zNv*whZZvX+vs8O
zhc~|VszC%FNP;o3;utS`uv_si8sR(Lk^f*>bS+s61#vPCzBYe{mteb7!G<qLdcK&B
ziHYZ2EyOWZodHD5Fcjls&L*oJb_@86o{|%kQGn1?Z02~{KE{KTLreL-caqknY5iE*
zGHM|IgHV)sfcGLq*$=s4t=tCo{0*05904jxlNz}u`z-|UBV@O*bDsugtzNcK&ol|S
zYdOPy2HyB{WFu{yO;G+&UsGK&^o-;q|LE7zB*pn{v)q3j($(>_9eO}quA(nc3Ty3e
z1E3{eyG5W4=rkqK$&j-5F+I{pn313PG;t<j_$aFT2$em?;U1g%V>_TNhZ%?Ilvadb
z%_e&Dw;H||F7RZZimy?Z36;NUEVLo)gldCrBx|pN1IAiN6Mn;^sToLvcX6t$3voCs
z9*CD-Uw*|`<M5U5$ZtnbLqB4FwF!KNMkl@Dfhg|<BBqhsY23cL{rJ-!=uB9CpO_d`
ze!urV)pcFGQ6p<F!OaJ%vDX7akw*UZILiknT)*rsC5v!kgP=<I^<l+0)&d>41le#G
zz)D$|SuN&ZqcQfzPcNLp8z%)}mgD1Jy1+k9lo@qscrsR%@l$Z3)(1&d%$_Pb)7kvA
z<j|e~x2Bu_ees`TodSu5uZK=F6d52?_zPr~ROif;H61y>;XKrV&{9^z;H_IW=zD5;
zmlyrOOzbl&=q<%$9wkLC13>B(-<s18pUGOcg5G@7`{^p7=DjBxi9_afti55+m*px*
z;e?_iOmvWaxM7y=8uQbD?SpQQ;i}PeCDy!8tjBA8Z_n!s*#tpQb{F6_t*^?l&l6gv
z$SU!hRZKVw)Tp6wN0x=yN_ev5Mb|hJYW@BNNr#WfsWg~b0Iq%yh4}09mUN02ESh6B
zh0@OPzN-Ucuej8vlDS}qocjU3PNi8Y^vW+<_POwsyJdYQi5wv+Fkpit;uycWA7<y9
zLdahw4FHe*)F1?S@r@53f7`s@<A*%74yg2W{^Hm*G0#nN+c~WE%;c&DC6N_={oNSW
zSX4Sq>kogd(k26z)0&|<fOi!|x5~}$h3UYjiU46ip1)MoR`+wd2<j=`d!scCbj0sf
zBb&s(frWjvl&5;Q;x0npVm>@)o%r=MH8Iiy+AZ`1qAHMnUtf#p8?yjo6~oU=F3ZKU
zFz5Av`7y7sp({8`HT6q|+?i%;xCKq_OPP01sB6jb!^BReH(=2Ugs0^~q5Xl)4dr)N
zD5=k0ru2<d=H_E82k~$&W8s{34s1>$Moll}1hR|fX+E5K?scev$4En?R7!hbSV^fe
zWd3({%`=0)lSHoV^s-_@Dt>cu_oM%IL^QAx=&C`xw=*OVgQf-T!3V^e{<#QDSGy*@
zdmSM}q6#s?F{pkVr67v7Aq-esjTRE}<11FyTB#oqx{R-+p4mdlw!&~-D(FLDWR)o}
z*<tA(jp42)Kt$DLg`bI3-D}Bt+e5nmXezF2&*AV?rxx-e!o?|0gl;b!G<yc66rbPC
zncuQqX)*+!t-+Z)Y91b>Di%W_$zvh)BsGjl+Gmy}H=h_vV)(HhJOZ65BnHPY=^Mp<
zzXvZ1FYpy%v;D~O<3?el{2Pntij=9j-V~38_Xtt*MZT;ASW+ZED2&!TWH~4bc_h&D
zwZ`r9nHT&hSk>cDY!M*&mqRQ_p7NFW5Un^NQ#|l!vhWs)T^I6I$E+g&Z*4sNP|gpY
zXrXdSOFwM^&;i|0yHoJEq=d{S+42aXAPPe+E${g>-<}WxFub;tx`u2P_~LU-McZBQ
z{J!R5O}iv2EOE@tH!CoS@(YIvTlg2?>=Y<sduL`6=ss;F13g0*PXNBhI_6wRESayw
z7~P)uUXP)s9)>Gm;0-_KT+YsSTNF7~R(4NVZiQ;Ky9pq^qTrMNz8`Tu0SejMW}8+c
zJKSJWt`8UWi$_}d_s&}%<lDqoKN}|9_=PMV=w;leD6XZtns4-DL{de|LJB=;dXI$M
z@IjC>P%aB~L}@aEsU;y)rIdmR`e`}^+BC>`N(WJrJ{({=a#QhMCTBxkG}h_&eOfDf
z*qT$XGyEA8>d^&_aWp?WZQONW`qmvDr{{xUw|s_-{gZ5<!vDTgRD>a%i;7jRaGtGq
zqCCh*WwkM96a79wmAU65zU)9IAiLi&>1r(J;UcCD6(L&0IFaW0EO%#WANS1QI8P6Z
zetCcS!U<jzACNC+Px)2aGXB2Ld738(NtJ5j@Ja#$hYlc7KEeE*Um#p*VNZeA8d5XC
z@BNbQQ4QDS>Bmb&ep-rcr{-z~Ps#HjRsyO4U#Np1;>RqVvZd0Oz~{uT30y_#r$YJh
zxxk})WCMKf1TUd4ydOOP4)emWQWP`HTHAdTzAKaMpr0R1QV;XnVXtHIyB`(hSv>$P
z+{|IKOc}Pg;U|;s9$Dp50Kk+rW%K(<<XG0Di+f*DUn`#Q{iV?Mk~t;hw*EB$$kXmS
zT`MDOsu$Ytun#yza5#?hPnXFh{O_)tw^AsoupyYd`P$_7mV++2boX>Hjp{1;fm3fD
zal?fDe1fvbHyjn+;B|;+boA!~m<WeKbv&Ia&9ln4Ex{dQrlR&kUsu)(PNT%{4i(6E
z({NBjc$v3=*Y}h5WH_=Bpu)U<nbRe9$RfQpPNj=@ZW0^@Eti=eSZ+AzN41#9M-v`Z
z{PBGU;Ou<gH)kB_YYHgrYpL}Pz1jNxh7pw7^b;}L#N(5MK7vK}9)BATNv}5B=@rku
z9x{Q&iZ=CvkFvk*dT&|eDSp;R-i5EP@y?%%HwO3qrPyFO`#E0^YonGJd&ABX=-x7`
z3@Rzldj@`W^Wt5%-WYLHnWh}NgNQ9Z+CA>8p|?kcDq)Z#IBKZ+vzW$$NyD5JvF&i{
zdn=%4RypGK{_Ao>Uuz$Fver*A2&_EX-Z$(_c2wnSnZjcT2W5RX3puoo%Zv!a)1K=V
z{ygDT!o)96d^v5|C?ywy=a9~Oa;eq9;NW@TxlX*56#t}Q7{n3cX!V!{VssBq1agsK
zLHsmN(iUIb-2-IFKtn44u3qB?jZ@Ztc|hB*`i`l)Ph-+1V0W`6y2Kq9*wc1ewt5iq
zJ#S6K3lL~{t$Kk79<XY2of!OrkuG=G)&nQ#T;>@&qv-aiLwXjH86L*WUpG60);wl&
zG=$er^s=EB-WhTjZ<msU-@Q5h0rrx$IVj}67BPvF+UR?qjdm@SvDJ112PKP}R}Jgd
zy1p`Vt_>Lb8Getynz~u6b{&AtW6z9X)tjgIc%t~rj)y?K-zYC*u54b$Q#<FD1)qx-
z4&d(r1g@s~_Y5dV77WSP1o?mqY?(9{xU)TCc3g&G=zswHeFUWzdS7jr4@yH&stWl7
zequDWzgAb7L}$8x`6~GKA^3YQguj31z`)bhK<?f(Hm%uTR)wy)_nY<=hKyi?WPgP1
z?-hhZ`Pi)GSN%x!E#WZ-IP)8549}i~QI}*oG6_k2glKP8u|YW>v8o(<j&=H(rj&zI
zZgkT(`Br_QH^)QTcZq6k&y5KT8rqDtYQ);~=ioR^<tK5-V204Ti7ut*2Z0OaDIG@X
z1EQLQ(mZ#pc)cd;EnsC*zsb+5Wh(R$6~bPujuo|zA^^@}C0|7-$R@D|^KbtXg32Vn
z`+^3t9~+=EGi;pppV%H3J0Khb`9=7?=OMR}Ew_z8SZVhrF%pfw^6!@y+!VUaJtx3<
z$IqAn)~wg}`hqDY0C+#gKtmMAz60%GNF3{*#AZK9^3j6VzW1x$Hr!}j<>FFbt%w(y
z+HL&%oMW7<ve2RvQ8fFFG3>NN`ufnj_>s`KR>)hUmDhaO@Aoz@_a5XSX~%;=t3j7z
zeUU!uu1zBT%8UT}gk;UxbX<8NqCXRt(b70cg~u}Kkp5AJ#!D^rF^B%*O^ob;2P=4f
za~+?7{eeWqJg+LW5qNQ_Hhc%k!)N)J%LB0LGywNj4tAG3tBiFt_QvupKt;guyudR%
zkO^WDivasAMWRdi-JsgXpR|6&op0=2BM5gOSrd#N&ElL2*+XXaojp86z0@toU^&m<
z#oz4m%|{AeDc}!s<TOq_WZ(zgiYj?V;t$ezfUu|WMrjNVVBwp2xkvN^vKAPhC;xkw
zWwS^v+ps)X8-Ya%`Q3IM0^=ljA^d(H#JFtulmRZ+5+kzrd(OH<e^abzj)W>cD@0UC
z2`M#X;FB3nvHUKI*HL~u-eSW<E@`Pp`43W&K3oTQCGhNHAc$t$=&SsI_$<q=SVQD@
z$j=#=I?;~kz)q;gh*TWv0^>Y5n$;h74Vrzv!y2)}onbR*dc?@tQC@|_nFO@8@39Y^
z8H1lb;BaI1bCRq&am{a*92F!n9Q|)jJZVa;lG<t@vQEXLPkQB@A+V^9V|sPX&iGY+
zD*X+a_drS&uW~=hpTD-{fAvfMUdQ1UT}erwdfq<!GNBnD!N)+V!dW(xRw+RGggqbr
z#Ep9O!71J6A2_jWTP5G)OsW@OQ{Ub?BA#syriHBV<--Yq@3YPsvOfe&1JEaZI!PI}
z-*&?2Mwg>m)@w%TSxNDxuyO0I2mUI3-}M~ERhV&Xq`Y#70X}_FWnMpqE}7_YU579Z
z)lh_eRj^%%I=%QbC+7$hTi2|{R|e+(xu*pw_k4EM>20rv1~e7A&dH}K6HDu?d&`F3
zL0Y<{KJp67GQTisHLp{FxHI=3z-x>{BLJEjc&35E@$3#a58#(F=`*g8D}B?KmIE)e
zSuNY|zxf_X5y!w|<{1W%G@YBMn&JNAfUq*}c^?hXKX3lJNBB!uu^u-kfHh4i+Ne!&
zAQU<T8k5(?_zc@8^!*y>9fRYwBtk${VYsAuCclsKtCs^R?dVZWxnqZ~^II(MvRzB)
zJDQ$f_omxt)8$)mjZXpKxYc#ZplV8ord!eNEVqk(y%A7v0bVJQ5rk#{Z+fZ5U%+;r
z*iCFQWK%wRrCi}s*5@c&YV`4IKgIefY1u&({`C-dL%I^9I}7`shky`L(lbqdCE5Jr
zt{Hp2?0=k%En7LEEJn2%qH;__le4)ks}1rL74ryR7VLSKZ4jl`IA0aAZ;gc)R^`aw
z-=Gx7<MBZ5`dsAwJiebnZ&!t<!&#sRWCFfSwCNKP#kc6pk48``QJc2Q#(gRGUuWJU
zza_8?RpX1FH+=*-v$;|m_q^ry01<oRnosU>gLWOZx!BV8zKT_i7Iz)OToZu*&49t0
z%C66;-pt}?UxM=aXuj(Y3xH8gWllp-ktDI(AO8Nn?ndU3jFos(Lr-&e$vOXeBSFpp
zRMWib2b8}2*LP#b8-|+zbIuB=$M@F0X7-2Bz|rlmA2MDRd*Nq5L)EBxLVtlTcvQ#g
zdd@k8$--66eMU}Mzu%M8g3OfgfQF&kguie`$@e)s+zqEXqh#6@<ePj=_y=;YlgUrW
ze&CH9=+VfR;%?c<HUrg^_}(cVm|ClkX^=;5QW3Ezk0y4sAsS9gl2D^_RR+C~p>jNQ
zU<ZTN>JLzLr)9Q+Fg1!#ZhXdekovOvpiA!DMXLP~JVV0Wy<}PZk%3<YhWmzyQ06s-
zY#ibx;A*<TKu&DTNvO|rWsI+SrU3JO<xkfD9Qy0g#9tiCT=#q|M&qiVgDoQ&h2{x(
zYO&X>tGJSeP3sNU9<k<M<uod#6zPJCnO9AcK!7>@ec!s#2(5w}a0)!^9KW}?J2R8%
z7(>qI2<SFpguj13uK=1HKCWMrlfNjib{3ahI6fLfPjG(-zad8(p=;L3AWb5Y7s*bJ
z^k%}9=y7N*u>8g$>le9{u>8@b&z)pgPX@#u08{VzcMX^I^atkgh=cu(2MS?ues?Ws
ztDl%rj!#nV)hhY&1YLhSDqvm74ab0HUJSYox`h99&3g`f1CKxrAIjPmOTd8Ssd3BD
z`JIrQ&SG0s{CGj79g%V5kW?XkxAcB#6u$^NBDubT@vYa%>;10V``#t~+oI23Hwlz=
zUKgfYU;gH9RE*F$|I;cL;F+G!mmYCA#!c2(`NZGvNA#SJdKWb~{kGYPc4P4@U8w;U
z#xG!+rXgD;XiE4@i&#%4+fg*_y0;SE5d?X}Z`no;o9@4L;!XmlJr?$bf0MI8CV)&B
zY`Ugjuhv`_3R$;0wqq4hatPu40M}Yw$~#$aI6im_rt6`>VZ9IVp?&^{*r0so;;<3J
zMweBrKSLE0r|v_<-TbIgU2y1_`&g2jX(Zt&bv(?eAEB%Mw6576B|sStLT=#uuX#^w
z+Vy%KLZOQmbJwZgCkOX_?)ze_yWZ>dD$D(Pziq=TR=AXN9x8som!lS6LL|Z7!zYu*
zXboTKJnP7d8N1Y-5O#jQc-y}3ib-CPCjOn3>i`q2<NaQ+FX~em2ElwTCanoL_&~58
zXwJvC0vhs2krSo}dqAmo<%@JP7p*>jrf<R>V`!2r_DvnsKBF24a+|Ch6cKrsMM5CD
z(cl^n)BCulmNGxHh<OJ`se#jd$1>Q-s9J#$ouP6kXgavT<K+mig{MW|^=@Kd>aOM`
zQ&rC|Ygb<jz0I%gMcrrYn`tOv1kW1oa!T%I`u!`_{0{!6)_sWL*B4P8fmVmMGs~8w
z>uJu{B+a!**&=YXY)i3P<9*59?}I&Od3!vkEyL{}1pe`lJ>ZzT=zIvn2~CdgX~icj
z#T&efZ}_Xn=kq{g^g#<-BRG|S^OdEH(tzUl8Zfk-9mO-q^zJtu#fUOP$|@`orKX;;
z0n|-P*cx%JehjxEc9GuR2>l`EoanPPI~=Yj&u+jHr<imtQfhoCYeC1V+8@g4t0>LC
znU^`EShP8L-AC_V-r$M*BoapQb=#NnEK8MmuB2Fb+~?s+ZGEUvJwhSuy}pGVqGkB_
z@&THV4e$Z?8P)fmJFocNv-iq3_?$Sp0L@VWCN1FNiO~9H!P93o82t_SQ87!d?{jRE
zm&g@(G$(3f99Az1E%6O3wZD9`h&%f9=Y5gDb2HDG_DN~>WGxC|q)kMtJK5*PHc>*x
zi83Lv#k`YV-BiW(qC5jfH5erXFK-sKnhBGZ^&H-Nk3=&>e1yOkDCg@-JT<><VI}3&
zyJfYdt=8>%v1JF~n1CY23C{0u19*oV09gmT!wJ5Z?SR-UPUA9Mz{a8izV@a0*EELH
zlU*PFZ^m?izk8Y2Nqgf-sk}Rcg8PAz!-T|}e$n3ia}{+p|D9c`JER=Wstd)m=0rs>
zcfCjs#4}Q5HRNeK5nsa8B65H@AGxjYPl!}*+BDTZIzd^Lei_WeF;NUiy0dhi&Vcef
z=hO+Dl#vWDq3=-fZ-yfcZEmQfSP2A!01PfF@gt&Xsr5}JWa011(Yv_N3GO>1c1Y&y
zhYSq5B-D7(k|tNbrTl}2#rt>xT*mjpdL-4YsVH_8DfQvzsJT=!MHJEON7r5jc<n|d
z0_Tx{NaJTT5~Syb7%GvcdMd$`eH5Kr;-}N~&Xf_)Px7O!ew>SpZ%j8BgN%EzuuCq(
zXlbll7RIPgILcLTnr3&F6tcHhB3audXQ#26+5WO>QJta=O|v`hdLe%bG&siTouI4t
zn(HI8j|K02&@@WEKr^0iq2TG;Jyvpo0ixLz^Os>?e#Uq~sRIQu`TIaj|J*$c97Ea1
zb41A}`$JFMkT0B~ln=jh{(yqG_OB1>A}`tRvm$AUcOH2_h*y1}jLgJDfiW(KwRAf7
zixb3r<WF`G)olGVTO8=0=!+1-v<~x!vqq9>BPLi~wv8XVC7qXfq5;h&IR7f5eUCJz
zspSgccp|I7cVGsmv&A}xi!mSplDom5BqmL{g^0&!0=^kuV71Aj0z7w&&KO*5dsLV4
z_2+oZq7P*AJP+O4i_bEWuAjw(j=-<g!YbeK`v}eD-=0{zD}uu%Yn4&ON=Ei_dXsAC
zk-OyOL2}QKAM51kaU}b^m|o`w+Rb8N(mSlm0Qg#E6$&LQA$*FsA2Cv7r6PYk%WJ|Y
z`E3=d<44ujk)k6XWmdv5<_Z##*sKz(V2?98#&h2EE-mAlmRc8uk9;E`Ad~mMYpDQ^
zG0km2@8;X%osgG&--|cL+avGYE|qwuVnqC&!AKRre{aPU!-~ypm{;n%-l4@S5Q(y#
zFT>~lw8Qze(KfeMay5w4TSi?h_i=O^R5Ohgv-ZM%hY%`<9^#Z?GO1IL9c#fs1DgiT
zQ)l*~b-Vjavb`t1)-J)?>SMr|T{4=XQzmU7^?=|*f8Ss1S|^xc4v*Y*Kdrz*?;mOF
z4vNN4*17k;XY6e!^O+b0r6coKI|tQJXB%*~anCnqU+z`Dfvnl=>pbZO=vAZl$5Wy1
zBY;N<Lk9}9Q^T?cO;M^w(d4>q!+7A-eOH*zB|KZ<FHPLs$@!f0`)`hdZEp9>DSL*;
zi?Ux^wUO#u#1+@k5}+;qt%V<ihA$nnp6wl}ItFQ}S{-mppk9Qs1uy|}KjQi%(fFNi
zg#mc|zLcOrra(rY1FguYrSiT5eSY@9w<*~ZCL27c@i7;D&GAXEj+613T3cuuZ}@;X
z5fI<8>BUrsq5FAc`<$gp5?U7iCdhrp*6Uz>A2_`%TL5x`)wWPtxM-ZtnYZ57H!!EH
z|1p_$Ogr>J@CA4uf>l(uLbKYnt(t~mUMfonCq}LOCKP~^94!m7Gfew^*T&v`DoMTL
zg##jsy=O&Xx!Et#?}855h6nc^JOs&f4yX{dfa|HBA6kT6{pHBj8jI)aVc%;ewFhM1
zvx)9GQ1bwNcPfk$QIs0;LfT;ZB+WBZM@wCU8S5!zNVO_NtzlU7_wxaZxz6T2`E)bh
zHwuvzT*pu9pk3N*lg_Attxr05#-nLCI7fke%PTe|T_KgaFENCY1;}e|OYD1>MFYLb
zAhI5&13T)B|KpYra43%~?&&cc@YNxDIgd2!(;WgilJR%%$R4pwDtR4`_VH)Tnn7cj
zgvyLHQ>@E<@gHgx6CfHL&+(v?w?=}7nyD<yYI?t6oJc`Tzrub?iWSTKCk#`9EK_V{
z{PnBY{@6WQnRu(IaD>0OOfU*?5Ow7b`vRYzmU3yIi}gyX0tgQjg7^oQA|BPs<7OTm
zoH5q{%jz3Ern~pSt=-N!empcu-INfRGcFIn!@iLX{qXu2XNFa%=ch#=3SwHIoLh<6
zPj!nzn?s>-UfcxqF2_0Lq|x8)e0_dZh3E?AnZVu6<-Ff@9;z@*-KOIEQ+TkVUj!cG
zbY=mbNyk^ZZ59YT`pC1G_oAmPo_+CC@ptB6gK(h=Ti}pM>r~cpfEh+D*d!gGdH<cW
zY(J8CZz%Z_PeRz>yRTqtJ|%dsc3@l>ky2E7*K_hLPDu;}K^kY5S_bnE`>C(Z<Irpn
zENl;G0D`aHs({Ws6nOPs)-%2!VSV5azBVFWVOFS9ieYM}p9x>&J0yV(mR*kwgn`In
z?Q<}uV}H;|(YPpa4Gnvdz;(IgM<gO{<6GO3hGU!^UKn~Iw!E?6z9^j3g3>DFU=4db
zQM)+RWEiobG%m_O+9UB{wcP2Ls|e!fw;W^U_=p^O-rD6J?j`XAcw{sia#M)U0O7Ct
z@vJXyr)(EpQY?t0THB-e#N+nBAs)Y~H`0A<pDK9%!i0Z)W$)V$h1*G5ILr$ILRTl?
zMu``}8o>CM|6G&`ID#qfmJROiS!z7MsVgT**t6Oo8?xtXSxNRiE)x<p*gdD}p4;3E
zle$wD%Vv6*-Rp2l&e>kEJTelVzkB<pr!IylW+)$DM0U4}mOXUaXvJrDJ|jnVkW*j5
zgpkuUBKU1|-BxaXZTtm~?CkDug1XOvv;dAWO;?U|nzT^T1t=(G*YMj+YmzlRrZyF5
zpAyL_s^7Cie%%zP*4V%aC(}PH;s{Z|4hBn<@!Tk{##RlCU6Dn^Yx!3~`NtfdPT}Qs
zjS#QKoy~fCFOZG8i~XbTnbQyzS5*AU+XC=P#ol>-*A2yEbEL01`m14t+kM}u;|)Kl
z>7g#|b)B3*mVmW*c7NiwP9S8cLmN^Wk|F^u>I(-|v?q})s~txX@%@q~2wff5p(Z}=
zl2gYcW9O`b1mye-+-@#kO8&G{flZ=%XcUgGUi@5l23WAR%RN$RU+`-`QmK6JYxy2e
zgMI^u{~Dd>2(Rx)))Z|0cw{q9DMEg>tQ~MnTQd5WW2vChIhFu+>?z0df{%rA!9WdW
zIQ1{51s-0_l*XGZpzlT%*Tn7=laN$e7n?@So0Cn%E9L}mlVzUnWHg_ZH36*3)j>?0
zSSP_>9Y3avE%ZXu7+Sb+A4}vb;4)8k9U-}u3&W7{#?dDX)y1-|5T?b)i-9dA-YD*_
z*V=QMg6_JL&Y;kq!ju-L<@b;Hc2fLEqGthIMTRXSWQ6wjU(60bD;$T)1s}W+0p7+I
z(1W$WwEK9$G?y=rCzbE`%W#Fm=BI}S<R7LXi|W~96x}m$^yjt93SQdDIsZ5lr(W?_
za9{EH*tcneMC=oKb+k`EgeE?sv<-v{jQ^xZZ8O%Xcsf<pjaj0Rql;I%#&DsN51r$o
zoKkvf&B7@PWT&k}pI7xl`H4dL_HPCwc+2Bl<6oHmqJf*<gVRVMAY+guBB?+a83`DK
zN_P+3zkY}*JEyXsA>d1&+qzc&W@_H&4sElXdhq}}yaPgV+}vz-=4Nc?rxm()U!wa-
zqnLV<>;LdG7G5;qeoVOcOcN6$i+4Nv4@w(pL+ye_NC}$$+fTah@U!KE0*dk}{LQSo
zM|SS?3Nlu7rW+gXUa@;tjLN<2dz!z^APi)n+qW}GsD9(HZ6bGl6%|Sx`kJB@)%)H%
z)8+MkUN+Pytfux-UpTTlmenwnaG`gujzU?>mh50+#Ly!ab9#*^xe<~5(lh`8?=loy
z9-7tauN_eXcC&wg5}ZNDq7KhSt45%Y6B~Q9qs;kKn?%xbQgE2&5C;Sgv`H_TzcZ=(
zNMg{mrrKV2cf!IQoxy&YS50J*xcGOi>T3m%Q<TG9lVyGh?TM)!A)3c(0#9NMk=0fN
z)HxY*pW7wY*BirzF57rr!HP_T7L{9D*MPxQf~ssEDZDB2U<4I_qUVN?XR=?|pxGEk
z`hgqw-A(wUH?Ta<6wQsaStFS$!m|COF7ENfRmk&?W_GK`BX<0{LUOQFa!cv;OX9hj
z`QrEi!;J}3L|Y~X_OiqVz@G~8uIi6Dm+o^z@evVn9wE!!@cJsBFDn2Z+5jKWP;cFG
z%Q>K?F9ydcxSoMt*{=^#hKdhU99i~%H4hHQRB4gT-<S<T*1a6Ryw3@!t@zAILzbx0
zh>m7>lR&`QHdVpr9VorBlj>Kv=K!ANGG>_dRbDnXNg}$aMHU@v{$}hj@!E4R#}Y7Y
zjg?h=3Vk~bqd5YdQ8!NMWUm*+N#)Lpc0ntt^+;#O)JHmfen~{V>-g`IfFZ|dIS!HH
z*0P<t=I2#-@dR?pELp6dz*|I?)-NVI_6I?|?+jL8*b?m3h9QWgGre@TH$3Nz?Rj|&
z@4HhZ+jl2iPI2d-bx}9=kP@-FpME~Rar~fY8zkop!KR_Vx9XnlrSRY5_xpT4^Pm2K
z?Z@`U3qu|3{Q1gi2QT+q57{<&-J`84=e3t`I_u(z3%dEekks)1osr*nDBvCl*MZ?{
zyc8**uu6Hj`$H-UwpqTkL9C%{5hu3UUquVN5hC;LZl+XYs2}5ES|R0?^XsUHRbzfB
z1MQfac)<_FU%g>v`6ahU#?x4Z`m3s4!_Y1EjJOU>UxF`3NPRd)P=>sP-1Wj3H6U^~
zrdV&!2y;<a9TJz3wUHxu4@}O!K^J)?5K<kpi@)!Rb&6<<0C$UvpvZduDIT!!<0vS5
zWIL|}*u{`8fBNLdBq>G{yu3t6!NIcIUnKoy<ZP3X+o!7@MHno4Cq&n5@C!dz$b8Q#
z{hXpRNB|#)375a*|8wTrxys>y!9h7+*p2sYsCA$kee3)?r>vK4QzXCx=Ny4_(4R16
ze4p4%!1XvT>pmzV_u#L~fAcx`H`(NXEde-x*gV3w2JaQ%HV4Sg*g)%rQ+mrlJG|S<
zd9N;F^2(KNk3mOh;X&my@+M_L$$=IktHP8sD=1LWmDaS$+br*s@cIO!I)1GIZ=-Ol
z4FywXMRf@WU~MOa>gXiD`92Tu*tu!ieHN=lwMCaUOuq4*F1t(cv?%%xi@3Xvmu26(
z-+II?h2Y;`9J*_M_2WCziW_JhND$t;?^CT`zwh6C(t8frmp=$$V7~|%gSC*utOB1-
z7GCvr*C}!%aM}0v3q{M1=3u%x(i!HuukvIG@SD7C<?k1DC9JwQ(<tbt+3$-MWe-`j
z`;}6N5(InS)*CjDyndABIxj!*KK6c>C1>{+0oiM8fA`)w0g_`o6rMv)LUJ3Rrho5g
zH}@^LZ!Y_QXWpRFay%XvhCiRg6ES~TGokqc$=5|&cP)Y?lR>rwYo9fC(Bg7Nhazo#
z{7X55!yM-&lO87Zm}f*F-$3aDo7IQ$Pfc{Ls?vINvOu0ze6^MlSpDp4drmhq`j0Rd
zZkDYHt%4K@=<+42aAQDt#%M}%80H}xKrbe1*4Goz3z18{4!tgE?=P-@J+VghoC|Ii
z)gx>JIaxTri<lq0fKXJGm2W`Lg0)aQEo}|w0?u%`yDpQPM5(1r08e%Ly~c}OzwwVU
z!Lx^C*F9iyk$@tS`P!M!9H^VGw8GW|WR&;;lECHk<GtI?ghmb-dU%3A^Z8X2^l9Do
z^=~^4i^==ul!oQSqV{nZi;r3Mv;H-ig=?WZkcY4P{siX_SBwy#Z|TFn8>E6VE;-<1
zfGdQoq>_WW)CSVC*X~2VPv%;~g?AarzC!oC&TOuGLo~`pF|wppv$l;l^6+dswT$cM
zM6S&uS?$C9JVz%ItAyI@>z?uOL<};e$k(191O@Ysv%~exxf~%|^zO&3Eh6<jW9hFx
zfXg57F5Q}snE`L(1xnI+J>V3yuNL@`#Ek>>y?@m6G;DW!FYLR-(17QUA(v3m5AeVH
ziSLVjcUB9d=@0<+5_yhdLWI#pZ9FZ%ce|(JdQt)~=z1m^gbHim`W>JzNe-=PE9LG7
zG@yf#l5b_6%ar}`#{7-=kF4)%c9cuD{6Rbb!aw2!2!s<>Z-DT^3;XNu-lzKZ%*0fL
zBD%gVodersu9aqGy?u~+0C+Lc%Gy~cHlJ_#tOPFh-rk<Ne*IWiPPq(T-sK~E{PJ68
z^sI)j+*j#}=|lx{*|;ZL6LpC>cqD$^&uOiM*?WU;Gx?Rl68@9Qm^+I^I?I_4L;Dz%
zI^7FyyJvb?%6#p7AG!LM2azfkX<&2b^DOKGo$(2mpvJ~~xg}Ku?x>RmcQ<m9*^j|3
zCCB!b9=~7mhRBsekOIc-8*ieKt@_Lxz^Es7t6}5QdFdjFR3rwL&ZgM@M={r1kNx*!
zn7*Q^Mpjj(w_#b6m7g8ob?>jy={s11l00d>o2u92L0_2I4MfZ!gq2*W!<a(I3B^Mn
zPVZX==cs$ylhWefXPd*780nw-ogX|f#>GwlsIwRzSz?BRPZ0Hphw}k!d!fO8n-Z9^
zr^x1owI`-r18_M_c>c}2P_Eg`rY80a7pi@T{9pdHgzaF$k$FmJd~doDthf02(&V&3
zkaa!sEttLljX+(c*lL{NUEWf6RKO*^L%a>^f@2oR?V{<r8(RV%>b9dMR=zHTsk!c7
zz@Mtjzpw9x=Hd<9!cm^Nb)nq%h$T(zrpwnKzS*u~oK5fdtD4xv_ETWZ$0T9T+&wM7
zE5D{F<ShbwF7p)o8Bg>XKivLy>dI&eJ08j0qXkUG2;x>A)lI>g4ji7PBj%so_x`k}
z7v46sj(joqcCWN#nkPd2fIk(ibq@`p<b!0320}U7cRU9vOQ0yHBB|BK8$tA|eK&40
zW}tg{DmhbutEAPBI#Zy|wGR2npr4B*p$HozN5W-mBaoc(wcv=Md1ep`oM0B#kpaHZ
z4@^fXu$Vj$$G~b}3l)MEzXL4a12_nOw}KPK?BZg^lBk(ykF9Os)<5e-!v4EW)1sG9
zK2ynjB~@W8?XKF=?}krWdS8+p0p<~y<={5iQ^>t)MF_u-_2=RrKYCn5Nbja;7#In#
zk5RcK?Q&tjkDVm+^Y6&0M0TcoqF>lOypzXyCtpcUt)H%Ue|q5uRa_hT`5g9-MZKdN
z7s2%S_lt8%(hZZ1MHo0c+rdqEvYP->*n^E$g4}Y1$U7o1PMvLgj>9(EDGM-d^2h)F
z=B8LS-~+iVy5`PtI01+)iZ)8-)de_n>t9ZR-J^Gg6jq#pa|iWn%NIb%a|v)D9I<p{
zxhBJ!%ZY7FI}SJmc<8HHqj;5gKBBksJ!7x9<vDe}S-hu*!TM`z@4MZ-scz@O51$6q
z)9td{f33mY1NVnfd8jW=SxHZKcg6;03Vc8FZ^G&KF8wvZ-}{1073nEAHB)@`NRgj1
z5neH2-t6UOsD;RBqfs+m8m+8C0sPg?Sz!aLD~-6mF$l+Sk}kM4j7jG9JdVtr;coQF
zB>W~SZ(4tTj?f6EJJc;c9C*Q=ou*{Ha26DP&KUOGgoxP>^ZDTinYTvF;yB<BnD<J=
zvwpVo-%uJr4SoQ0Es*OLFqnd;74_^qSe~})0-#O;oMZh|FR&4STERX(s?Cf5e~0W(
z)nL4Y&0k)F*zFlUVX;16Y~lRA1URn_DU#sz+oosRQQoV5>0hwlzuzYr^wg_w#5oEH
z1AM`a1vno3<#m?fL<VAA0piB>*$nn@vqnEW?<FRSUx&^{8KZ=}!Th&INE0r0$gMCK
zM;f4M8uWS;;kon91plSsUk}_dkWf9aC{X15tfcz92#ouDiUS8&IS#;mZdI2gvoia(
zJB(uz*zNr*Ce9R$GW=P1l#G}e1=Snn7$qBYvEioxm;#B97q!3M-4!pqd;uRW@1ew(
zrEmP<6?i9(7{=G+U6UoK!`b}iB!qLKRs)(#Cy`#PcVDJ&XtbvQ*7?zicbp=n{!6`4
zl>&_XkF&GaG~hxK=+om?aKKAm@3gz$#rXc2elzyuybd<{#2<&SpHg%K4Dxk;mDhVf
zQ}ey>leOVD{^7=_8tdr@ZU!=p-`Ce~yNOIR|GjyvNH}EplfuW60s{HmY8*{Q|NZ~;
zWuhpSDAlkRD8))(i|+zBRd<zt{Oql60iL`%Ye(i_LRCO)(SzIpg9LmI##aj4cs$VN
zeG$~n^I3ay9nJOj=Sy^6lE5M=pV{j2DxKIW{i)kivpwhgN=OhVM-2z|%#DJZnHP2!
z7tKx<&DS8%hq$vZaF~xc(`4^KvWh#I!WahM55VIG@)s|I+9`JP&;Z<iMksS8(Z#ZH
zp<NBF5Gb+!j*>7IT)npg!0s=ZjFRhq@l!oL9<_^&VjPHBt@M8X@(XEm-uJt%`^B#=
zEh-A^M&FGf6H5{A=68Ergs|LQTD^VnA6*28rt~|5qQiBvy`F(HX~Db<nIn&J0&MtR
z?>rB@aM55GhCYbdGpaY^IpnI>U%-KL>{0@!Yi}yeSv~tUg*lJrVe~~U7fPr0fzeLF
z2o*`6%++eOpxmA`jucXZpRW`sbM+kHD}#}y4Es5={*hby<G~0UaZ%bs(7-SE$`$<C
zDQEOyUi1#RHwMpcc|PPu7u%6^HZ!Vh&yIdKt!6jjhOn$VbRI>?=M;{1rR$4WKb}P-
zjcvoHQsN#_Ik|r3@^YX9PR0&j6U9Z>FJ)@<qwwn(__GWipS#+sQ-$AabuK1!9(2he
zOtfG)nYz19^j8~+C8o+!$OZdF>LdP@zx#05D8gObxf3snR5*H)3Ou<yx*l}e+Y|0P
z0T5VDvfmK}^ke)#Oe6{p_&T@#%?z6F2&(qLK6p9gb=@`I4A@T*e<mye-mS*WED}z7
zokzgH2^LlN;p@-9>Mj4(P+xMR4-K`ZVDLKgqlh?#>q3jlCKw4V7wqTMFb5xgx3}q@
zy1;9A%xEEDOM7NN=;<-MzAy3uex;pw2dr6cK6Vz$-8~wY4$@chsIcjqq(Soh4*FMl
zOcNXgMf;bF7|SiS;Rw8XM4RbjO!G3-mw*2PB7U;Aw&(VHEGBbHZZp&Y)CT}HfFF_o
zlM9yF>MBQJjalKl5+{v6-{EWSb%t^v&Uc6>8yl?8!39AO0fu4P+9S}}T$H4n!I!*B
zA{mEXE1-ur6IMnop$xcMi5*Yx4oJr(n;gfMu>XhF_vImNFON^8s42?=;L7Mpi{%D9
z49$FGCe2Eof3nBJmG3@tlWxqt)0#QnKd5td@sU}2|FLCXguQQ_|4R(pD=lLXz5;&t
zb4^cb^2Hm?C$+x6!CJrAkO+a&`n2<*BYL24y2jzqr2OKvx2QjrcP>IK5u+E$LJTIB
zKO>L44QetaFATw^a-D|+miQ?W@VO6EPdaWpDDC??Mfdd(^S);SWVo>yW)g7FH1IM0
z4KbW2p^tMyd<R-u!T<NZ(6-VrhyCs?)MEXMeWDvfY_wGmr7;6Crvjqcsy%`EFQ<E~
z27-X&dB-`He;0snH$$Soy0J5WE%<6Lx#FR&@gK)gz&~|Tz@c#|#J4ohGPxo9(LFe>
zlu$JHf;?YaqLVh_`z6uKss@p<dM62MCKv{P(!xj?A{PY=#dF<<`E?JvqHEw6wdym`
zvq|1DKAiOQ<2<N7kR1QTQ_rd371u#GE~tH?Hl;h@Uw`;P;|2Z#oV9ciCiuac-VN}v
z<S$p>0o)xSMfB={ad*lGlrzL~i?Wf>92fINWoz}>e#e@c-H8|>5tqVa$h)zQ#fSZ%
zq~{w~Xd*_?d@GI?Q+`yw)?Y_#f=>y|%h2vI8$bX0&gfq>Bkx|^h$&z=5zZ}nFG$`v
zz5z(`jWGd9W-;)Avr2Bm4E6xVl(&tzg>2P6d-|kdF&(A&CSL<TkBE*a4ewB&u$1p(
zYBnF;yYNKeHB1^fD4(b0tg$C1XV3<B2ltY?H-17_i=$upW1zc&%vZiRnSR~ruBazJ
z(WN>0d@bK|gt~h@n&Q_)PZRx<{6Kc0o^Q&Yuts1D@d-GoIE1xC`%=3a`lbJLji~q+
zk}1?=TL^~X+AaEWLMV(w2JDT#L`M6Xnd=ls9g0Z#U(Jo8zP-ocy@L8|z)@rg5zw?A
z@U>d6Phbt@*W2!g>(QP?(-0`DLG2_0@5JSnS?&|Ku8W5`+E~)x@RN(h4{*NMU4XMg
zba%JF^#k`vcq?w3;!n>meo*xa?X%CeUFV5YSCll0KTJN~cH`uCpSyi`$l=b5R}_TG
zfOTKNAyrNvaqaCCY2|APu>9-2xTCsix{Em~MRm-aEZ{$=Rj(8l=}*VqLkH`<zHm6Z
z<_O`(IJ$S#nAwImbpx?iG^=?xPoxEw@BNa$53<-yMvWO}23Hf#%{ZTpMp~?Kk_6vk
zwh#+_-?s`pqdJ}}&fWB6KvGo>F$^6I=tPPB7B3zgaqwgFMrOx=r4{}u3fJ#Fijn`~
zTTj4cDj5K!i<i6tn7qHUxDrNBlG@X5AC^~g;5!Faw@wYPtWSQ{Grow^gLUsG;Dpy>
zz-7h+=+l$P4170Q-F~F43qbtApb_5H9*-mds2q7;VbVE-Q|ew2c(mHx_aK?XmQj_d
zQLFa-ay9vpie)V<eA3Nv;sIyQ%RC^ZOOjUkeCCe_rZ3K6vgXkXjd88b$`I{u`?>AU
z5O2WDQA*nFtGXj{<IPnZrglVisay+p*3Pafvn16<0fk&<eNpZH8pQEhRx>tr6LJ*5
z5Pv(Y;iMXS4U)dXNxjnQzQ_3Ct^mAj%CQ{{SkyDr`@JKDJJ0w;NGmXV^$BPruff>3
zZQGg#^BOjDKVZ#dqKuQ%;-=)GCgyFH25zZX=?}p$J0f=9%Z(9xK-Cp+;Z+uJZ|Ac!
z-&2UNuJ@jC_kcB%)AbNc)xD1|upl@;J;OMelh&{C>GOKM?~_MoQ2XfC%daG=^m{Hs
zEzs--V73qF2msMxb9c)0)+|wxwC`XNcNhZ|Tt86YOcs%RDo{-<@q=GlQ~FC@y_ORB
zNgqc0bfUTXNe-ro|Luz?G!-~BuZDSIJ%h2?4eDd5U!zkq1uI?Y;$$9N{imf$Yyrz*
z-ROQkVKWMx_riQ?Dmx1Rr%e;$=I+gouvUKf1XJ$n)12UUuO%(0U%C-nkjzm}W0&^~
zZRI0f1fg?aeZh0s4E5-)gySRqY<7l@fB5)$PaprP#oS>XnefKD_Il6OTje=(bi%Rn
z45u|x%bVY&<^kw3=6yhXoKGsoiaK|)8L9&%ssr88CMPTHZ7_rqyo)@2<raLP#>L>7
z@7DaKFPP7roG(@MPewG~u9w0FEBX9b@w0ZcXm1wS$2JUsPW;V!hQf#aAZmN1EUK0p
z<3Tj*nuC2e%R`mG<_n1dsC)?5i_5o&1n?bwA;5nQqxUHHGH085psfnd$A}*1^Dl)U
zcs^;vJ}9#Hnc*W%`S{O<n%z(V8=BUTcmDOsH}BPxKOx?z-R~o=xUzr0+;@3&OC4yF
z<xhcYI^x@t;~O2wa&k$-E7z-9dN}1-e3w=*V?N-!5$g^*;-k-#v7^^m>sb#t^PODn
zMt0ePxc$lw-&YE22Vluw@Sa^6VgAj&e&}9%Q;yu+BdAULhdJDx{_r*PLD(+x?&504
zjs}QCqrk9CYTHGYZ7kdfz!~bao{~J@N7J^49&nonz?8h8T<>MqITQ`or|PZYgH`}a
zc@20tJk@58=LB{v-+q+4Jh*7!dU}cK3qzvLR-4iX{^Wc&g@<`QK+mLey$OR#m~R~1
zrs+{V2EJ~-hrHuHJ}mdj36P+``Iq=`lfo;@DtW1&>RhiN-WlDS{Cl$2ttgG5y_Ywe
z>xD^T!dxU3Vz~dXkLud1-8Kit2-DrE;Ua-+X2M|`Pla`u9_BVZ@1h@nbq28Ju(*a+
z5D?3#roy}aY8d3|>1hC;{b670DmIjxB7Z_FpYCIXS>P=1xHB8}Q#B1LUlqW*%*8B(
z(Ru@x+Xw9PM^#0+u_X*u>!Yv32AEDd0KfwOwwdIL%o{*BoE!z9xlo&fxMe>BQ^q#8
z)%G3YmBNCDx)iBBtIzrK8SDlyvVOUPXw3A1ON;p}1N~d?&Z4rfe7;#fOR2Qki*G`C
zM*jOA1MXaXy(DoxWFRBsUMM>$_&w|+;(u1}u{qB>rW4_;4M>Cr<Cp}Tk6tv<hSGOf
zQ>Z}w0<a2T@16D`>~6vyl}!s1rm;Oi+>{_$qi5H*6Rdk5s0@KM<L<9GG*Q{X(NdC2
zdHurqDT1E?Tzb$w?%?kv)RSVsJzbX_a{bLVbp3*TBKsfQ%q)Q~##8!HKaSyO4oWmT
z0DlQ7G5~z}udYM80Zz-66wCaI7Ju?7*du&&0H3=xzoUJQGA_U7ulorbi3f<ry9Qe4
z+bcicPRV};$3F$yM?6|Or0&r(=i68UNB+j|^*!IR<v#r^wOG{$z*r5e?>>Q5m&I_x
z!j!oV;YWde$H3ir*Kl@*_CZedtXFYUSnl&q|MK;y%JbkEq3;R}oHoNp6B9jG@MR?3
z(Cu)Z;5~S#vHyZm;~d6S2=%1kKu}NntMNSiW!vHx?02sX@q9A3q%ff}tT33cc6$lY
z!tUJeJ;Bh(RUEIZdu%Wm!5~P*?w@Y|(=fg{f{wr9;Tz<o)0=l8SOd59!!k@!|9Pv*
z>}~k~v^aOF!L7^{*R}(=H6)e{ua>oVcUCngm<jbA09Vl*^<V*5vgzKTq25et(yUSd
zEWj43N+3_z*T$GD!O-I;*{evv^9;Pr&HBTg#Il$7681D{>9)W26Y5|??bz>0eHu8A
z8TOWg)4gq)05zVfqxx-!UbzD*u`G)=urC_+5x{5J?dBl=<~Do4R*!ywe;O2JI7>BJ
zQ67yK+F~sm)O&KgO++C!0&}6Z*)alYFp%#joicO!b2jhoC&Q#y<*x7mVfu;&j<4Lc
zexsSf6%faL2&6PnZVsj_?cj-SjWbV{q$y@Y6XvCNs7M2Z`cIcMy0f43g1w1X0Wb|X
z5CAK-55+Ct;P+NvaMyfa0wk)`CS8P@qbU7~77HngWrw}-p}0e>MG^XC>SEOYzlNNB
zcn-pCMpKgzDE1Q>iOkDyPWdEl?Ub7gCPP*WTs7G9ys0prU!%p0chZkAptx2e01Uqa
zPEk5IjuUFaC2TW}I0sxHK%ff_a~V7-jR0A@C5*a@J8QXL$<d_i*zIFTlo_o3@n+G!
zrMdNb*9^Z4L6;8ZZUI&fXHB*VM*H7m4wM5x1OI+xPJdalZwZ4X%<|Wz{kp;YG9Pcp
zEY~+F4$;{Q$7r2NDL3c>3hf`yREZa!zo-g$dHY{oT?7Chg}`P60qP|q^VMZl)&1t2
zh`HC`7tPUt^LWHdgb;+)5Dcaf*S<Ri3z+ocCV-&2kD{>UJM4WFX*>iNv?zoJICs<?
zw*H-JU&^aEO`l;sz8VYrI3OkjK>rlvH8kYA>hAe1<q+#1#z@n&HRDid0NGsC%2}fL
zr?;=THXA=!Qt?Pa{9j%O-W{lI4s(<&I3W9COSx-%2tqT$iTw<yTW}T#$DokH#8|Qn
zDqC{5?%lYT>!0;<`fU`3Q#rio!fP{EYW-*VWLFv(WxXNi)z-PMj<T=Ie+o8fNRzl`
z$+``+EOhTWUhczU)9D4c(vKubj93&RHNPa4r!Cl3G6Ssfs)*C_#CKDFe<F-4*)&B?
z?XAZ!xs^vHB<p(?#xFoX)oLFi60t1X4}zeIP?kK9{f68~_)dVK_|+Z!x2hn?VcD|h
z^7|p8BwY;u6~Eq7CFsx7yZ;GTx*cqs65(6}KL92|-vV)98d+%Hbru>a8zsMj6J9=)
z)SCzXJn~H|dnvWw-b3R7VRwJ8`_}KJfr}4o%w=CJqcM>MVdQMEt_)iShJNP3`5d)V
zw{hUb!%jbn|IA2ucd*tY{s21S@|pne!HS^hMS=a;iWpel>z%QE@&1q@9;@C#J_U+p
zWu*|M0kaG51TX0|xHBDaAOGy0Txwt=-$Ic~rx=}tY8Yuz0(-TgxDW(!02^rvSic?`
z6u4>Ne$}G;G6a}6B8iZS4Iz0do~5YBr~CyYcQhULn-h_|Dwx_S+5C~hI<N!>OEXBY
zj7$D;_)W*3lL7b=-?|c`g-KHHLCr?3wo>Qv{<ZN<uTNlv-Pb7u%GYmjIDFE3Z-6c$
zHo^wy9K2`yo!Q>t=MA32+<c+5EO%E`M5QQ-Q}ceHA1#s>a=1Q%<_Qy}aF%-U*XKpE
zNS>sBc3GiG(s?7=@k-Qwrm`S-r9Lq2jtB62mXCV)jdMe;iw1B_T7Y%3sD1S|!zSP3
zDe?#4eKO!fO9*uo_w&3Fqz<_FtG%V4NsiE~zB58Hrwv7o>ycS^kx-kaDF6(j3gd{m
z%Ti}d*WH&Mq96Ha-(vdBn)!RBteUN0PsaBrr)2#3yIt?I&8YHy##5x0fntuHykng|
zHP!6g0j_Ip69Bz&_=^i4f~}38K44~U<op3^2q-@SeZmvCO9nugmZhVMrjrketN=f~
z>6}=$YV`nC_~>6$MQn&QU>zEq^K-y>5FyQTnw`;+O#;5tkr35kI$}CJADfgCC>et5
z7W~!Q8-KY$60z$!^V&*Q8ypX^<CBm6W^e0y0F3=8@#IJmKsZqn&H=)KTWD^89K>%E
z;AT?JP^6MkpRI<!DVI;<n@!5GxH3#-Bi?URhT{(F8efz9x`6eU8MD2}NT(LC<9zb!
zQ|uu)FU89ti%(j1ptTB|AVV$@yrcajb}aLp;+II?^MuJSjFNfmZv0TR`8Ivcj{o{9
zT0r6uC!oRe;o<x}A1F#}1=AcywQTeiWct{c@5NJ(KkZC}XHd^!zIPjHc<AEqsv{}r
zd4NN~(va(;{-^=2dCyDctj<ffmSOG_o{agj^sC^976}*x{u;qOi-EVD|1@x5Z{`=>
z>22YF9lH^1k)tSwtLN+asy*R*R<FMqx4O75V4FV{)XdQ8DC&oY2+;FiT+RbrU9zwr
z^O0t*xcdB(s`4h?5JIWlXTK-_%Z)pg0fH|%fb4NMw$A%BWst{paYaL(&opXC()AII
z%mnXpWitt0lq^%W{86wj>2US;l5tiD>k7_fc;Mhoy&`bmvx6fca^h~es^}g2M1G~8
zivj$m``5cFvoxLeV{U;jq7tkPmJN#`9v9$Hx(Kl)QSU!fVhDBx^gr6!!mbXOM_@PP
zT2h;dX&ONrsL=!K!R@EjR6E6wHlTX#_1@F{QT!_BH3jY3-XZ6pX_}EHU{9O*WVZ+4
zX}s{4KU5H42Vwy2^!@#8!M)!K6nh)5eT97?isY_J^0B%<?F~oR>7O$~tSMbBWhM1C
zlSRtJZ%4Nr(^JjMyQv%T#Yxmw)u$rxaVw>TJiG2M(D|W#=_*SkvqLzKRRWKPVZ;42
z4MBbs6&Hzn;3Oeu>*SqiNET`=l9{D~%~qg(Is4=#2@#v-VnnE?Ww1X+*w-14X8=mk
z1_4x<*Tj0LwG5Ep3`Q3qx5%w&90|ZpWf`EMPjgWu*GZpE1$bI@!F?}1{zJ^eHDXMb
zU-9#Ea2$85U|dq>jrCPh?~Q%HAzy*Lp)9z?3d7SDc@vM&5KhXUS$51(!IIvm+nMfs
z-EQ4R-ZBpP4B^K82Js+N*t-2!r?;qT<NiB)0Q6n_KKOtG7i*-{;L?#DW?ori&Pn+5
zLVPjCkF9m%m+YCG(N3>3xqKls3Fl;RVu}yO!Z|y%cRH}I;r8izRG`zRB8yUm(T95c
zT-lL*jNf5SoH03cx7efecco%&;b9OyE-9@}RB^{^AGM&Ht_{3m&~K?4ZU+&$`h1|2
zs&>|k4Wpm-kakq91-Z%9sDkstv!eKX5VJthA^Ph8H9*S0OK3M_>xnzmz5pA6<LHM*
z4R9Y9yFj;?_^WMx=9cP%7rpG~yRp^{rRcxj&x`6tV8Z*T0XDlh&R1TrrYRBd&s(ej
zY8Or5yZ(4#tu@-Ic&8@-`d9zWclgu8;|D|hr)~E);~wTSP-O{?d&$EYp-|6?6~`O_
z;J8`Mzn+G_d}j4G+v6dh+5XPJroiX40q%%_ZM59SX{~J(m>$n;pKIVQ_BrqC`6SF8
z(1>{mVGPGr?v?B(7I4Lnmg|7K5+6xE`{$=d(cAhrs{`;I9BN@%D!_rRf*#C8DCO21
z10l698;Neqt;71hI?#esR$tA(AM%pTz|#8(!1H0C_)kL!yY+wf4!0xV-QaH0oPw<p
zAggd5odGp69=OX&r#wWa1z4Ec9EkOIhXS1As(+Y%m?uUV<<7%^HQdcibV^eH9xMQ3
z67Zp4lKXx8EcY}y_r6rFcHIqCZgVg{qh^ooYj7`A{EI1*fL~Q?&qUz&)be8R``_%u
z<pz+<2>4erP5R8_1K0?NKLh1Te`WN(WyRi7D61&nF-EbqXs2&GoXW)Cw?}1vA}smt
zyGFeOYjnV7aMR*_>~0G)-!koQto8)Mq}gE9WS7P<U^=_?Z|+v&!M;s&BbY1$6b%u;
zAsoG0bwygRRyt}~!dWwz-RY$2(8}0SwbHiH)8THhZoR53bV}I17z2|D{yPSCW}fu-
zEBF@jRYeRw;cR8RZf1YBKBVf<ZaMK&*~1ARrlb>~9z2}gnBTn!vlPj?e}+AKDjKh<
z%wAA=1h_Tu<7+>5&`#;<W&59wvce-FKE4#^=gm?0x*R9B<WlKxjzV=|vapH*W}*x3
zaBhM(NZ`VLhyV6<#4oi%ZGGRQoz)~_{n_JT+?xaDUnSso#XA4+WNvHa_eG`U@AJub
zj6>MbcG5GEZD9JFzM{2eXH^lLudJ~zqzKZNtX9dQ!r5I=1NN_%vj+>@1|xtXf0*)b
z#x4vTWIC37?ESb<L@s&?fxUNZ!I#eS$nu8_dwKV6!kwCqv@0X-6d-}Gax;*RX?12D
zgJ<7&u0qgwYu`vw10G7h@Mka8?k#^dGG95-LUz0|y5{@)yoBKieM?v$9X5yjIT*&<
z8L(jMHY<uY@~uAJu<p>m!}#~+{*b@?DgvGjYLc<VFE_^A__BB6LERdcgw5#2J-7QW
z0E>>ZBlnk>gSD~#)@GR2S-cfi4`|aASZ?<ywU+JVM%$m;@@`<g#0LRP)lQQHFQ`|~
zk>D`Nuzu{XUxT^Vhco*)2m3V=6Xqy*f+1FLHO~iM{nb@^18r^6-#iszXLDD1)Ed;)
zh4~}={=b?K10GJuuU4Y-_P;#{nZ&CMbHk%}Q(FW3J&Cv|R@*z=@O5-clWVW94Clz7
zroX;N*igAWI2}%;h~zOd3;J=sLy6>MZMy>+7g!=o=;!)iW;k<&b0^cQt(}2qig!dw
z0LG^Vwm*ehoB!zvAP7~UIL?$EI(BzIt-Hes{^BtdFt-&`la>kPfgZ$$E+1}XJ~hNR
zPk=EI3&(K)TWDZcN)|zQ0rvHfzz9T(QrIe-@#h53nRJ1@77i8ae2!w?FO+KEY^8as
z;QNRTV*<!j&sMWAc@$)DwiBFRoZgINApsDBTB^)vb%>dM{GiqYtoh--QENUu{_^A=
z)xUB}W}5UP4nJ2H3j4iDHurP{{Y~h=E2T>UM?vgSsu!$_#9Ps8k>6#{c%+F3tRttu
zvu(|GjlcEVmhIoX9L~D`%SU4bL0+m#uo>*3NVN)c<_g&Br|S`4%F1b$#Ta--{;+KO
z?KX$iuIt*Rj=d=`&O7Mv&0+0labrF|X*4Yxj$V)jKd4gue8Tq<d6<{oM56oURlJ0n
zcozX#hW@eER>Q%MOueHij0ZXqh1jF3KT@QTU~}@#Z66lRW@o={>T`s%7MGAn0}SRH
zUfZ_Jd+ohizwSqc{T$3Qh(^wOy{9ZY5ORi7$4C7>exKS?K~Hp>P;<caN(T7s4mGTX
zrz)|jJ79%-`?L?(k85%i$&;C_vWc$;_Mi4={0#N`OMTI?0=V{|HNdV|;xOw3=2zMh
z8Q2?8tP(-ix|xUyM_oJmJRNVJ!#`g8rwxT{(ah$W{Ibb|#zXyIeJ4(XI|yq#F=fJ0
z`K+?sR@l6)R*talT$w7>$cpREx#xj>dKinQKR2U1)PO@)2T$gA;yd72*v_mr6uRfP
z3*2<azgO`QVH<vTu=lh4(^Grm90mCE<iG8<$ZY^Pf6oZ_rRnny_ZtF;L=il{EMZ+s
z^5@6X&w3kD<&dE+KbzJ^y!`bgm(Lq(A0C`b0tcwEEcmg<L;JpVfusiN4)uX<%==gL
zt6r=P>BOxumyYOp?DLr7-n0qlP5}1={Zk=VY9@KO+Ji$_Gz-fj4u+f3hXOPV!_4OW
zXAA#03?MCR+b;ye7S1F)FefxV%p24-voxmh{HrKXw)m^{=fas_9{^Kh()>x#*Q@z1
zN2*~lpM?4+#E_)?G=Q0uik*=6*UrRByvR&McThtYDi}L2D0<JoGywT{s9lwrAK=UX
zY;J6JSORs#?HEuPGWMbGh7DPNdTApnWB^=V1nbC$?HL&ULUvO;RO>-P!G$NuFlfoC
z!(m?R6zI(TAhBeDDJfwmv(gNv<8x9OazBxG0n4!Y)h8vjMJ`zHMnWx?CWrOYJIA1?
z3bAVdb*DRkD2$!fEgM*am2h~rdH-pui=5Sa&qyjA73_{BLESPgxKn`JJ5Ya&BYI#n
zT_@->fIags$v#yk{{+n-wA@$9GpKipkkfFTizAvsOb6&L>!D4n&*ZZ38_B&!A8CNo
z5FWxVKxp$9v-#80jhgH7vI87M2S9^pV?9_}bRe5Iz9?!%E^50~Fs^n7drN=5><49^
zvWjZWPqt59L=<T0i7Yo2bVEOB^XZ>sN80FBN$Al)_18!Nw!$ueJx2g;t*zuntyB%R
zF#X(^U`GD5%H9Xyj4#+<bUPA;3kUU+t~t23!^|wQsv^!)D6Jm&Gz!Kt8*bfW$Bu4h
zqy5sH$PnVk1jn45zbLqSvg%Q6XRg2|TLjdAGwNlo>2;VaaS7@T1^)N;ndsjP=*MX`
z0$PA~N8WW@X{2KTCq<P<k{yjh=2k3_(s4hMTi<j`<_%zZ%odP7G%aeRL8(Yt%K}{Y
zulK`fL5$kBDnNZUHbx3NTEiE1JgL9fq-s&o<I|>S06=02`;&5#N;iVyW{$N0C(Klo
z*#(Rq0~OY>p*`#?U6a805|3`7zH=H9-yR0zP$a8K+M)pCdCoP|23=u~0EH!{viMY=
zF-Ec7z+LGxokrNb3%Ymz5QjHE18mAM7D^R<sO2Kr<Qqkb<)B-<kOki)yinM0huTE6
zZJT?k+2?}&^b~(TnwYlj3`;Ea*>hBrqicReg-A$b1eiCG{>X2#gwH#io4!69{S`8>
zCaQS9Dem~2Q?|IT=zcwmV*CBLGc<ygoP(9fVE%QD^mCcW-<;f{VIzo{U{)>5^Rc|T
zo5_lzMq2~*P^)L>iOS<~0&Zp7v6q``d>A%M6l_Fs+Q0czhvE*gExMV1S0PU5|K>P<
zFh5LHl(ai0f%htUk)s}e8N^c5HR!JQm$-50f@qXGt)!;?$0qJ<3n1ER(=?5$5sK0Q
z1?$gs!(eDWnot$PShUGJ*%gmstM=5q(ef2SO&L^WEmeAkL}D8B?fbZWnuuVyRfQen
zY<tDL1Plu=0rM!@kZ}HCx?SfG&N-B(-K*rP>LsoyPjp@_@IRZUEBWivWpn4DZOtq|
z@6#9dQzUTE6;_$n+pkK1(a?;)x+wx+WE|m8TUqbJ^xt~u<~#hi9@?^|*-j05p11Wc
z-&-)iMxyoOLa8$h&<$ZPXK}B4#2+T$nl`|^B%ICQ2{`?IEzyi6@EXHXufP1{9h`UH
z|Er0HKXdO<6v2_d_}jz<HO$L)()*|UP@zD<mvboI3%p&>Yv=M;SoeY&|ByC|Uy3BX
z7C8Qrhdl;+2RO+E*XA0zg7#zVzNGv$<^tcv+7g<23TIyY?|fC|XyXE#x()bvHZPuk
zGXmy&cRf1c!}xQJFv955U;nS?9=ennT6)7kd!~4kFOAxVT6wHF^LyH1#y-f;Lxg=L
zsNEd7Wtk=c>udkx`^d~X!W96MM6P%*E4J;2JUJ8{tngbUfAt#*pv^wm{Oa>v+zuEp
z%&FzVxLE2><{{}S@G8=yeMt`l$yRW1rIHWbUS(}?-VlHkUk5KsH*SBu^mL(74ZK15
z0QblL>v_mw9F8qu|3UR-7a=#U2^M>o;7foZdfvrUf|GJmfpZxC4uUvjn0cPtrWPZ1
z(d3K`Ts2SC8ezd+=VzQ$bPP4f0X_p*aEhAmH~8$x=8lC8?(tCqkbWUB=A{85%BN5(
z{9n%kYGo*3@uta<e>@0kTx%!xlOml`p>|bneSZ2nPiU{bGm+<`rmo*n3@k##ZjY0F
zmW^~%U!&HsH1;6!XU7YlgiJ`j`_~tW6b&~g;eUFk2v~FqheHnj-mwG;HOODbltwjy
zftO9;jMqP%RUE+LRjsN6L1v4?jRbfr(}+a<2z3_T%mUqrf*$+?fF$gQi2rD?7V^yw
z0fPJU=`BwnoeJv`lmSz`i@*b=p~)ZwE>YlL?V$VL$7@mMK!@BUR5@e|NH_<_4<4^_
z?Y$AP%RRPPQksI-;xoyo2=PhZ7lEfNuXhs3*_DBCXfy;46CBRC7n~jCRG#HH)r76D
zWql&ZZskSF8VKqXWj6Qa#{iJ|ns7e6nd#kp-M9bKXAi)Mu3nkIEBG%B0EClN@Rm_H
z<7kl*#k5D|{P`gm5do;_@M~(0d4Ur6NsJt1RInCs@8B6vTkwzu@?|2vHRO!^9-LLV
zJ;r<=6u|0(&?BponBgie>lcDXLUR)%gSH>FJ&DVg@MCV`jG-?77gK?F7;<bS2>gKP
z0W^sK{9g@lX3=|#u}JNA-lJ2&+4{zd!V9ps{VNY&sP<MvpAKWBlaBp_SMO1X;!buo
zM=PA=@C4Q*FKigJX-b~1x0Dru|Jim}BC3f1A6(hN#B{p~ud-5aAL4x*SK0!5AqL-f
zpuMoIc_lfwxw!GIPXX5TQxu1K8@L?Km+i05@5rM27mZl_7{zbXRsbHh-MFTIxmN?_
zm=O6(QS)k9*B=A8CA!0&iX>crO*;8nXR9&Ln?V39XbVcO-vCCb^}2glVveuzIJryw
zjI{I2(Naj7X=4Gg0%q?;lk11Uy{9hjKR5hN`p<AMqBgYmY*y!6`$Bzi1eg#5UGMfO
z<4ZrAT@#fSPi|Y`y#6qA#CY5<N6}xTVlNF_wwWni>4-Et{@vJu=$l3g|7u>QsT_cx
zV=({IE)hes_^sLg^!Yfka?lI?5CKjmUEeQy-xJKl?v_=DcO#Ej4K_fP_jCp~Y&Zx7
z5Vos5u75TZ*03K>{Vp>1a(6U91Z(H9hg(a$O%L#@@H;q)+do=dvd^bE{c?StnYghd
z%=;NJ@b}EGz)$g-3=zSyf+M<RHOd(7&EH%>nOz|+U2WU4{(5?Js1c#JZw0e`R?~uG
zs<ft8mRA%J^kZgFM45oy3;yU%LBjuCsK<AF=;KEijIDO<!gCxH*sc@V-wT#Ny)4`A
z+xGU?&)>bfc%a-&hMEh|ME&IrZm{P~VLk||wBlXL1uc1Yj^<&HPZZ$n1A<8Y_4Sv|
z&QP&C(sTb@llv={OzKFkJfH78thVjNW6EPs8ZW!qtb`WW_aQoeF>m0P>LGZL!x_>9
z32-xm0ekNTH^wYo46FmBF9HVdE-q<;L_Xe3N3HKX`c^scGnfN)M-j`m*%XinV3i(W
z@P)M$8L$_@a^z^b=!Epecam&cvx!gpg+Yyl?5X_4{C04-ElIT;;C9C&`Vrj+IQ=R4
zN%0NJ_w#k(f1(eWicDrdcr9h#S(z5a7^=gkxRakAWzmy+wLb&aA(UWE0*S6Ougq2p
zK@eQ<1I>k#=nsv_9A|DaQBZBuAwxF05G2oG+RK@^Ft&S)E;f`QShIZcJP*E<RPJxv
z1O+@ehFHkM9k73W|GCwDzchm#O#LtaB7)xqp3dwp{x41rdq^I%><(;xy}{cd>aOH@
z>5C2d63cr3Wl!7+&Vg2@dmP7RHXA3}33)i-3b2cUok`Ml^8I7aV2r*)xwJYY5%&cR
zFJkF<>{P}G?dcja6kUSzBL4IWy1(3g`|jT2V>CaU!|cg{Pd|4Cc<*U5bKk4;3;)4b
zbe@9aWWjV0#Uk%N?I1-0UJuqbo!~<q)&rSm`cKaQ&JH&;D$<e1<i4gC{}Mw*^Ap%p
z^XM;%y8rcrUc>s`m%p0(KRwd0u=`3HD^&{Qm!7Mq$kN`E|I3A&-~d&8p_1$`WYQA<
z{<e2Yu5a^q(aGJ{=Q~CR8sOH052^3X0C<o~wus~)T&c8L7X$WV_EPCS#^(cmj4?AH
zkAStWe>K36M*<hgLk#7Q`m5h-754b}0PedlRXR|G`P~@APoJ`^lU-T5-d^ti)fMYW
zgg04>wJ6uS0e_g49O-GbA@0u~N74F?=D6UE0bo`GrX~H=<q9}K@X8oGN7Wghy+@{Q
zqIvLRQ2qnl0ZXsR%_YqJS^F;$&T@eL&-?}WhhY8X`C-d}Kx{Y0?gjmLNVLRiVV=k(
zu#Cd^3clHW0jE^E6)7gL%{PO(9Xne<{{{70*j!OnOe<w5Ah`OmrSj$94DB3{FxLKN
zoeFhB$QvA8@KYN1e10EJ08<MjsmUq;=1wWIDEfAazIuzIjoq~f@Yc9l)m(rxFop1j
zfO8J~{6Qv-6N66z_MH&PB{X6$N&Vo+8YKtooP5W`Co?2|63BL7^3(pS&k5@5T@nTV
zVH`{lUp~%#tp{%X<%^LmoHHBv1;n}*%KCr<K-#LRvIX$<thole_2X6(`d9V0-csL$
znkWFYP4{^s*S~&Gc>iw{Z!jgi_sc3jt^(7^@>g^Dm8pZ7qkpjiWP`B}K<?%{)P3}7
z-Obedk^SX$i73IR`U=xV?fVu0^9GA}y^8hJB0g)PKWZB@X>i^9FS}B(Z#GMnV|gF?
znCqc&??oe+uv&V?(*3Z!l2J4F>a)2cp$1rHpeULn+o^^eV(G?~lia|mno8sh@i_sW
zXEZpkz^myfgMlCf4zw6?Hz9wp-dDC2S$-OXZ2SlYNn!mT^;d&&Txy;*U)b+JXhWc1
z_1k;CIkbqP03nj7zYaHKNY=V%5KEyna{G-jsxG@mAL5$EFYQ5kM*01K;}{qa+dy+{
z8F+r3c)Vzmab*Oa`{ZtMsCBgr08v>EkGkPzAz)nK1m`v&?DI-##TdXo*+jW9?$~l%
zV~oWtei75aArA~zs0mRF?ET4VbfqkX7TpE$k=_65u(PLalLsuvtl%B<rpyCG*mU|I
zW1&cf<KPU02*<f8xI5YBueU%<JQ2=FY~3_GHne~Eb8s`jxy1o@h=1^h!J4&t{$3Pn
zNO(^VP;V3F`THN&pk2yFO5ajQA;q&?J^^+AaK|C+z;EudY{KUhSblEOt12YP0a)2^
za{k8r2!s6`dyccfQKnY>mG=q%tkfIzAa8zUzBqq@#d&{j4(m9;&#k>bLkW3nWuUxN
z=C-k760p{e8cfx|fj#?s$IDSmy&k6G&Rnp6DFg8AN=H37F7cbC0dY)sRx|k*wirCX
zhT~IR3h8-0q29H6<}q`RpNb*ZrnIgC*IeUH{c&24Rp0Cy8je(wWQ9Cm*5WYLO&0ZB
z7D>j^n1A|0udg?5;^i|}XkEA}_c=j1-#3TvDU^Y8u~8Q{z*EU*61#->i&=+_-ThXm
znnt1})I30J&+~`{tVjJxZxw;sxESDB1fPXx>^CFX;;q~^(fT<Vs@cM+)?%)lWCiXj
z@Bh`00SiVTczqKL`(i@ovlF8Q?2`@o)!j~^Uh%)0j((3}ZJmOTX-KFrydyw89*y3?
zk2p2RvE!mYDUWPs*&?}0uKS8##jCdV(}FEdCa~uvPE#M){LV>jemzNmGKmZIT`Kqb
z70%~``XVIvPE#`Q^(CwT$Nvj)@M_a_VZLW;p#N!Ab-)b58SzgE?DobSMe_qL=jn_w
zr3HKV_isiHEOZYs5<sxm(>}<zl6Cf{XMVp=vD4GKkps97tpEta1Dtn1_~$DCuYaj?
zUkT!>#jZAzj#2(%^Ih8ZR`Ms6Z2}@b>MuppuMm(!iuvPd8!Ux^8a{MzKY89!V2>l9
zV%?Wzm$qNb@3PveqM+)!A}j!Q>Fw2@z*mAT^)%T36!F$P(W40H>_b%v%>UE%;-wPC
zwf?j=n)gPmd*g!pTM6L#%t6DWdgWoA;&v4%iWR|xCshKq2_FEj8{l`LN?rMLv575<
zO!Is*vQ@o1`sl-gh<H``3eJ8k9`se%-xJni_XO)b+H22!DhiGd!p6VC(F;%Wc2)&o
z`@%lJK6e2smKDGwrY3ktB%36R?Jc3LO2ZC(C<)B##lw2#V&g+ZLTN1K_T#{b*gVNB
z;^{tueN6e^h^c>bI>FD^L^TKNnQW3E9Oyn%CLAes>4-R*5dmj?#mg-=fA`_n_t*LI
zoSQkkC-0@mnIOZM3NAc0v#R9AodDV754Aa%JJbc3(fG@Gn~#4Y0qT~+zKg%uSjpS0
z=MW}hU)O~a2sMS@Djm3JWMMrOYBu}1jQU?~_6h|<N-jr}VBL1$56e!LCp_|>z@Qy6
zoI4BqlV0tp&s+NC<PG~-%n>h8^M!}M7S4eK?oAMIGY#40BjODP)=?M%CQt4Fn~t&i
zNte&(!`<$qzee#=J6hVH=(f5&fJn*gE!D<t3`&XJx{HA8pcuQOwCG&jU9+^jwc{$+
zpC0e;7{3pbDC)+wyI-)4!&j@UN<5t9Cl-NdNJ1^=caw5z@fAPUXXVuECW)cu7;W{Q
zo;T}bOoo72BQT%00xu3OmI|9CgxhBe8tQhU3x41dac%eJcT#+5RirgeuWu6K>o`wL
zhXCk0>Pa`vqxydMV=g>oXj|2bL!eH2#a_TIycHMD7`33D(025{p&+pj-f-yFFg+5Z
z?enk51nT!xy9Hynwk1KWSyc7Wz<z1-K!-QMk}f2zXzn#i4rasr9M}piR;pQK(89yH
zEMkzJlOrl5QY+gGaOQYYg#ngQ9~t+aq-C86aCQ=#N5=ge00TE77`KNrVok}%kLcd9
zMb6M8^SyvuV6D_tP~&6=5syBEcjEv%4&@5gwtgQ;$gbcz5taRNb-rw~*KGp!pQ&*A
zNQjhUJN;Y@a4<CBH(T&5(o@O^0BWx%23Bs3aGERNG+tl@Dn9MV6()}OnTb%?`=x^Q
zQrp}nm?vVFB%EDaKS-jbo0Tv+>4x08F$wQ%aX(;={{^tO5#M>uq`a0vK8I7-bx`V|
z{l-Z)He+%>014rq+eR=~o|-rI1`}E1B$m7BML6~2HG#jprp!#J4|&C4<=W2nh!50R
zHlnt}-mmCOZ2-I_adH8VEb)<n(@%`tTR*Q*Th!0PGHR`A-^%9%7_y)*2Q6U@z6bon
zQvz&mDc<LYvtBo>UKWqx5I`D59enp5zIETXMJ=TB4ea@={k!iA-a$?NCzNKI@vQ-l
z8klN;JAii?DGOpV14ocX=p}lg$?tmylv`uOigfE6ARB+0vJ80UI986eS?4J!_sn(|
z>$@<P2eI({MbK*oScs8Q=HvOe#52~he0BuCJ%R0No<+0gDDeb<&c*SM`o3%Ld(^|Y
z)QfnWY|YuV5WJV7TAy*Zr0znbjU(~9-O*gW9UV<{ByBZo%~i2~Z>ifSEoKHGvEvwA
zQF~jjw$oU(MX@gZYy>s6qv$ojPDMq?0LK+}Q__yqZwA<Q!^z#CF7#!(r(<cOtf>Q{
zBE^^LWfBS*cmjY0okWvRe_OAYc_8pT=nJLyenc}U0`J7CK=e3W1>i`KUzu-!v8_pZ
zWxolzOc~}ZoMqhq_$?I1yt&=G(OCO=u2H(yd#Yydjkfo1K3j-osoths&;1$DR2D}g
z-K|C)S0qwsjYI|w&QUt<W^xlxDmXM5Fba1;7rdI7aRxVw2)F|*e}yShpl$aK&NVp6
zNN3P@c)VA}^B<jFN$zs{>+M)({p_kOy%hxW!!rP8%$36|_PLpb8Y!>j;jmgGx1OS0
z6pQ{3dvDhBI<KXP-Pf-;IJZh#^Ax0mXtHE$wlxRAfo5BlHCc1e|2?F?uTE8UCtWF2
zAs0b5u(#jsSE4AAYpv%Y*WlyN_+{ZsgM8!=-}40UB+KfxnT}cNc<ia(TDzo2MoYY4
zS|oUuW;S2;#lbnRP73gyFaw-F1aruyz$T6Q>s15Yq0bZC3>OYtJ2`vTG8JGi?3En3
zb{n(LZX-Z29u0NVcF9=DiEJRg^Az5J^Y8iXO$wN`r2*)#g(Whcf-RmZ9Ra|Zn;MKo
z+F;!luF-+2vay0J&T7J$vxW7ip84&`BWSX7NMgMQ+oRBMzdICOWZ@0akajk6z(@4Z
zUnNLO+KarsuAl25#>n+`dFtE4d|ij+!NK4DA$PC%^}aOJ>l!MPcs;;Pt?>(L9PVI9
zU$@s7qI~dG>0YWkMSy?A+uf&?>3yr~`al2Yzy1&Z@Rz^;`RiQnGdi^CtNZK!^q0T>
z&zD!dOyys`ue1CM0~S8TVSm|P^YbtGUxdB<{x5(1r+fd)KWpc&pK?x%bWTAd|Hr@h
zMZe6$GXHHph7vxYczwacj=%k`{rhGA<sX0g-~ZuXeDRMh{guRUA}{iks7iw3`GQMn
z3@|#1qbr6Wa27uHAO5i`eNnc51OG1V?~(s&vkb>vPXFWfD(Z6nqFMSa|2_!+;_|<(
z<@9~^zo8)h6ZW65|N62n{ruWA(gVDh3BUWNOTKeDm%jn{uX|5qctw&aPSXs<uxXm5
zELUM^MHUraQpLZi_j%vVQ{R67op11HUqv}R=A$kD?_T2{C*`k2`OT--FoSmg2D&jn
zVFUj-d;iVL(ip}QR7F!1PT^(6VJwys6wQz%Td>5xZL0oQJ^%Wv;{Ux@wSSHLt8dx<
z<`mv=b>hF7wyYR`D=Cb_a|YvaK#Mqz<Z_l^s){Q)CQlhG`zKlYbD@91{r}tF*Y)2U
zhlBX1bo_JSdwtTnM2D`1PkjZVecv!$t$Qf679d87UxT0C@V_b{2{HJTqQ(2H@Ebe2
zUqTHgFaV&GxEzTqT5)vWGL^?NwS8T+q|G~P$O!5*ntU-ITb*jK;+4r52S5MwYmE<o
zBnJw!dT7G$DdIJZ;O;U11phd(tM(344B%&aQd-3g?o?-k<r_VGIw3WbL*HqlyNM(U
z-MhY0{(Dk<PjZ=CI0#=f41>$uE+c-m*(ohT&d76S?I$`s4Cg`a<(2u8xg9zw8P4}q
zUzmkppYc5s+)7X|_om-2?bTHt!b?e{_!d{!4PX){QDRT1AMq*sCy&nfIh+kC+X+%;
zhx5v-X`R`KuH^4)H-3Zqyfq6P)2rxSH$fBxIlH?5zE3In3c+Pa^}dq(yFUf>!w!?Q
zwZb*j0jIuW?d_5De96YZ1`qG)4LTqS0Z`gPn}h*Vlqfp+ACG2p27P+oNwh_|hCn?4
z9NkYkZiT^+!CYe#y(Ax(_9f8&K9)CO&K_85ejc}KvNDos;@nonn9kZU=(?^|N5D++
z@pgIP_c+w+C<4Tq=9mJ;KYzA8l;KdcM9#Q6^ilaN2%yy@iU%apb|}ixl-9sL!o66G
z-Dz$!v`%5VY(n{BA<H#b0q<o=1Tdh9&nNIVD{b~fB9CA%Z%aGrT<(j8)2O=uvjN<a
z7Fb<6^Z??I$D35qTvI5*409uPBt^yf2=F*d86mSY!_EIBpJYTE_+fY1mr#84%RaC`
z;W*B}Z_?%qf|9|!P`w3kA9Ld;z}W);uX+tdca05Z;*8tdD=B#m=Mw_^9_;k?OlAzy
z1<RL6-!z*f81mj@<ur_m3V8#LQxxcLT!@TwhkFwKV0m}KKhHd@VZ9%wVqn4K&l%6T
zeoP}w0fhofH1gF1Hw>_K?CMTGzm&b|C9<xJ6sGE$H)8?+UiRGq9IOGI7Zg=dN0PjR
zqJvp1yUP$P+l^4Wws^-c_jeM1!}KbP8{NaRCYTckTR|T-6UBJ8gnog=_<0ZJ-6vcy
zpF$shwu=rBascx+O@t*s>+=q~C2&PFU0%;QT%+`>D^k*LacqR3jfuAJZ!&_pOA;MM
zllZwoMWGaNYtuB$GEY9?IF5c*pWn=ioR0@^-uxi}1&0m|BAZ`cVUoO;xDjbbWavm@
zXfmW3C~hxNlF_Ql5JkU2IqZF)%fK(@xA`CQ`LQ!Wdk}lLFhD2;@M2$ulJ)U9SnUSB
zFm)w!4VV1(Dt7pAkhU1eEw5;8SePx)c!H^_u#GR3?6x(9i2+Z~uC7RIZv7}GUQ8+x
zUdMuV)W6>&t%7r>>*F-c7E{5Kwo{HpU8ab87XmZUa~Lr)7r2;i&sms7t9;NmUQl2+
zGclDCF$Z_LIe=>N_i~k0c`)B>^?A7-RaHJzTCXH?Z!VR-o{u+k4N9AqSE8Nf7PG;8
zZ<3t-9w;`JuDqgM^*7ko*~H@Gc3V`hkd&STSITjhVv_Hu6#LG4p5lm6cZ`IsQ!sz^
zYs4f>Ad~byrkak1{EI3an<63?h=MFDL9O(+Z~CMrt@vUh%LpbI0Ex)NP`K&syVE%S
z>Wt8OY&!qF^tN8!m*$8mj3N0;yNJN9sgeZ8Z@FFM_SSs@ZRxz7E7S8{$S{|mDH1{s
zaI^kW2n39gA>hR3*G#@<RDm?g9kg*-fUT1c3%gd1O^3kr*c<Qvbh^2Z0u;&~VEEhd
zoeduc^!q&;FE)g+gId?{o10gy={y-HjG>OUB7S8j@lCtD6AYE(w_QMlE8@U)borR#
z_^VgWBjv->U)&l1eXzhY#}r8G)M{`)K$^}D`e_Hy*QAv8BwxZ_JIHF!`ZY%fVFL?J
zWnZ4g(lF<1*^ub|;E~?NGV9X--a(|63iP<y4F&Y;K2|^nu_Nm}gi{o&DSpPwB^(##
z*}_wJ?i3Dl76f}9X*KeT2MzD<RJ|!jHTH2{`W?=r4<Fr;6+aed=d}q-@XUG5QiXQ|
z1_YWf4GzlVwd7*iSAxqkxIO&kj@fIpZ5ukl`k}ask)$NvKEKVNWFhssu*s}v(y|KL
zHu=D@c-SjWuJ;p;c@i14+jDSV6Y0q6xIDV)JDcspo8x;7o+oB`@Y5CF-XQo0zEC)f
z>1;s1uP>~{6Tp)McT{>Efw`rEs$&rAgO-yL8kaR<OTfuyyb!pq=6>}h`E?FpUZoKw
zomD}fsK=FfkeZ#1Rh_mrxyJ8MRxZ(5$~)k$04}VUEiUHi!hEXt9<8QBfAxbOwy-vr
z{b6pvE~_ERLVxr&fwdiNcqW78{Amw_xNsBKQ0s0`4N%SyB_%IMkntqw!ux~YEziY9
zJ^kG0E+Kr4o`$x;_NaMZnKBK+c{#AY+ul$&RhTPdu!c=&BOFID<2Vk!AE-|}oud?~
z>@FCgYYQ+<6Go`ElfoR<DY$Gl?9N;8*i@wEUhnQ&l_kNuYs1ZEK#_FK1UH-f6de#Q
z^^_Tv++gelR+~VT%PG;0Ku^<F*X#+51;L@uH_XdDruwU%c(yB1xL5IJfhi*+O^d1?
z#;p4vIA7wZi@;=vXke)w5D^k^u@CK5a}I6&+HYzPkAV^9H64IRmmlaK7xUuq(@83s
zAbo*X9e{RWbfvVbgLH6?^kZW-MW4ft-e}iV87t+<Hn5WI{OKa020FQ{hwDA|?ie53
zbnL^EPr;QovG{6N<-;V=NwSrIxj=`<0;gOxf;P*s>^Jg2;$xBExGOqPRreuZX!rK0
z6y~!}%f?h`ll*j%s=CTmdEatRP5nez9?=9u`KRBmMg6F?UNd6#Fa%c=aLE+-N?s*2
zLFk~xi}h^=8^q5stm>`FMLXoL=rVFqHpXU0>KV8Xya`pqdq4ZAy}rSw3Y#p*^;3v&
z<yf1q@CASuDBpVn*2kryklxY9`#`RYe9L7Qs?!a~2p3zVel=UY;JS?A)eGJu?E&r+
zu96~DaU@fvNR-gv0O`Y(;&uWxWL)d3pvc&@mT@ZKL}YnU;X#((*9o9)gV2h3S!8J3
z)Zr+ngD8i|(Z5Ut8ZiZMGq{gVO9D}88H}>4xi7&9o5d~&#KL}KuiX5r>yX>DHT)yR
zwI(I!=lF%VS-jWsxN}c`U|7Su`ES<ibOXwfrK*DF-uKdpFQAQDeO?5kzoH1aEhpcJ
zbq&9h1!KH^LR$l`|I|Fv8{2{W{N7sx)>RdZuO3`<F1xeu_xAy9vwVNnA|_QVuq9|?
zKEWhk)C+jl4Xyn<505v7q*YT&{XvLL>y>^wu-&g1UcB+-yGYMxw>&rah_|SV#zPse
zc;Vf*<9=gFg@rc5k4>QvKjc?}&lK;^O~llP&sV<4uEfhdvAlx&G8lkBh1hy|4=}Gs
zhcXx&yE{f;aA~;6CE+QwwBlYEGZD+rV}Y?}iiCmDw`z^g8u`yL7Qq+`mW$2i6|LC&
z7n#1?^Rqw<7fDMagbmCAkUH82W_x+SJ@EnV{Y@mS)ga;rX<$Q-r}V>nGdA4Q1o{Ba
zes-<<6c+M$ABpczM6wRYU@wY;pkVD?jn}_o8{eIx>AyU9aKFx5)@Z_uBuqX4!d|fg
zp>xYCwfXs`Er2V+(D~WP>jh97Ux4{ST>wY%h*)3y^^@9~`l?pdh>p6w`2ou#OppXE
zLl12?YZIQnfVNa#&}o&SVm~Tu7BEUOou%$QC$WOp_DkNt+EMDrYH$J81t+GR{=#!r
zJjf&cgt_j)x4}Sy@9Qdux%mp{+e}P2TX4<9A)FDkY%n@z5j`}t0%NSmrz+s$<sJtQ
zzct>4JmH*aIt(8~5$^+?cfg#$%p<q~8k4R(QGAj*DH#fl07}*<q{F3avR`o%GiQIu
zn8HDrC979Gfif)HrpOr6G|jdsY$XQcD$!EV9A175KCtbNvJx*eX^RI>e)t5hBW)c4
zBe}Rsd#u}Gu7-q-h1};&E`Pa}1FP@){O+~ox^G?Ddk&a3{dFC}u>DMWD|HP0;L$NX
zz6Q{xv5|J`#3FV3dBTDy=@8{vSJi%Cc?x?^iF<AeSNX?B`7lV@X)mX(*CpuRlSXha
zS&KgNn(^flWwQ?~!GR?_32i8WOngHK13SD$WPE)d53)Q*kvG7&N;*cpaTNL4MR@Ls
z7iBas>4#qMva&ubuvI?3kl6tATOsL}$ASS1mU>COxpx2nEjgXTCFlSUgo%+!?8TQQ
z_}_bW{4beULlAVcU*JR@k1o*Fmo4jo%;S3Nm5U^b_&p1cB|4bs_CAUU#>jn|nVeqU
zz~y-r0I2ubX_^)l+-j1M{vHW2CG!Wrc|Ju3mAOz#F>v!cW!DqvD?mD~%9S?E<?zIO
z|Hxa};M>yj`%>V-@<hpD6FQzkV)-*Xya66L0#?=gP~yet>+lG_2ZZCx&vWK9Uir*-
zikR6rouDlVD4=(){^37O-1MwV`-)~Kp9;8ZbeFCYcJX^EN}vIKsla;aYrWPisntDP
z#O@n#li(u<#G+nvY}ULf9RR2;eztG{mJr_X=!b}UyrP@hIewTzJ_J2A>T!QivJ=xk
zzM{A(Y>QhsV_r%_d`GnZ?&0?Z{9b?dr{}1<Jm7uWIye#8pJM}S@&YWB_6Xij=Vi&k
z`jOnF-XK4IUtO!L6Ky9oUR<(1*91v=DOYK6-IjNM@8?RG98!9S^zY@?;Dww{U%UIf
ziAaFz8oXm6U=QkZ#ny*dyr%~M!aq~43T2(P@p<x_a{q&?x=OFEZyA$UjlkW6uACew
zBtZo_S&^gk0wcISw>+GPVwsxv&U!So<$_WR7os7=mzMNo`@>w)^#+FLDs;GDDOVZT
zjk~0Xfby*ryN1FsPWCacNs|3I*k-%nV)0eI)9YRLY1$^qG~)61&*o@CBI-h&%XJ>H
zZ}a}-z*FUCQw#phD9z-={@(qEbF%f5=+i)-X5QK?a3yuQUR_0fv^4W2)ys`p?+G%>
zpa*|oh1*>c>g5$q$Yujk7Pe<D>er{fPiB1uEx*A+x+vbodCZb_PJ<5^NAV|CcpZu$
z1{XC1COOf)>vw$c!0wu2EeeZt1;1-+=OO?00;J1V=_O%eKOY79N-3`L_wTf3&gH(s
z_OcDTO3y7Evq9f_5x|_|a^ASdWafVN${Ns+c@2cHb}Qq(su~VkR<4`jUZpxAc}$y~
z#Sq(1_{Z4F?q$35in3KEw(q9P6sbCRe9@l67vd3-2TELkxl=w3%`YvG;XnA)McS(o
z?wzc~AO1?m0t}uunV%*yeAAcT^yUuCr+H%2>o@17e#gLagtdHNT_jIiNp_B)uS@_`
z{{VgKMwmFLsDO<;Pj3czyN*j3LuLlvzBw)VJOG4t1-DvmX0>+V6wIs>q0rAacqi(!
zs#bz2=L#jKda;}#xWG-i##oNHrKoIbQJ%bO3t~%-@m=nltsIdE7T@kP9{RLpWNn|g
z>%5EU+dj%}U^2pHd7w{s(0bBSd3ptQyN0Q#qX>1+^}?)<NIMgi-z*9%$FE1JH^8ln
zq8sqhgro0D_oG8r_XL*G9Ggn<V(~Dp-zk8pVgN50zc6)?yhDcsK<Cu67-3$^a-D_&
z4?zE8I!CfAgGK~$LMNl&8KZc|=`tFh$TMK_JX2F=jM>9b%HP=*TMaca;&b&?d2f|&
zwJ=94okRZwTtpG>T9o^quhDpbu^x<P9A3f+Ajp75(J0_yeh*}|E0jN1n%PreewX=N
zHy8^p`4Npi`dfCLMQw)<bMEBQc@=Ujn&Yiz(aW?`^*x1-Foy)j&+E#NIce<%Ae^j?
zuQXD<nS8llSB7IdpMvp<qVCu_axaw1;rsd=+3GqPa<Xs|;1QuUJp6R_w2@Z_KuS$L
z-x`O$%&*;m2kL;xud99q{5$P?U9P_k>S2~te}+Cy!lHXJvXtT`b&Qd}%Qaq}GtTIb
zBzn2fpk5$e;%B0Hj~<)!TZ!A;q4v^m@0UbTgy%;rO{@ptd_jPh9mFj&SgViZ_Wz7~
zGUyGf^Y<Tk&Sn!z1DuNkhEFug2|Xs6La5;Ks;(z8eV$uMzASMBi2uy4Y?Ms!JoWgp
zw%qKn{y+;b(>K$>bi4)(=2S>+LwN-wQ|RxHHyl08v#ZNKj)&eLASo&vsm4QtXT07C
zj}F~R(gZ!9tw+7%Ktd0qb}&044(LNYU$cze?)|4%_XFb*N)LjB0Fq`I=k$!X-3KBg
zBF#WASh7^bi$6IY&!odkXo=ZU*?(R!zww_pYz4LkEduMOOC;foRw>Um3yLnoq~3eh
z{6y|bae`$6_1%{`agQN6Gt$pK<0QJ;2Yo{pW{xrE=ztASjJm~yLb;w`-ZZeh9V9-x
zin644=VgvMv?wA{fWL~a^y4mgPL4&CrGMx;>B*Mo<3PVQn7DFz5#NWF*|aHKgd5HH
z@6__{x6Y%D1VA7!$z=dyW8{W7X%{j?x_oEF<N26)hKTLJXUKga&(zud^qaxz-|-Zt
zk~bb)++QCw_KjWPBI#n4Ydys9?!_P@(8)2J!~Cs(*(dsL6O_Hy(&eFDoGbcxzIO`m
z!Y>&Km>}30J+mYgv}zfd-F~g`MQ8yk*5fwqcJ&3;KhZ5dwAr<R6?PGRySQ);M0L@X
z3C$lCzqyhak*u%~{PFzZf)X{?N^aKY`)uW%djL$*3D?MNuEsLE1f^`75UT}Huseg~
zrU&F=CGTnabpPlp=D0iQYCVRJ&gaXMs{Z4KXEmYZ$LiTC86OsYzaY77;y@uuqw)<H
z<G=>z{bgL|hmBQHrq2cNa>LpBs#;jTPK0m8zkNY!G}O3=$?dndEE61)%QxP0iIKj$
zw27^!Y=k1F^rB#h(jWHInr)s_FC>TB@+~y|3-Mi^Pf2jU8=xbsZ<$?2gdwGZi``EZ
zB}{=227S?UiZT-Bp0I8R$F{kD>AT&^%Hqwu-8IUeI7X2TXDz-w!dg^0un*;Jv*39Z
zz#eXX)_EP%q|uwAV4p98^vgAJ-VMNvWKyD@1YXw{8VlfwY(01fHH|MFM&0KC{n1^e
zu-MDn1yDBbJB~YkbAPobva`zSoPY|Ep9R59=4H36O?QRF0%Pg=+A)(MRob{w#zvh3
z4yWPNOgGH(IxGoCKPpvbA)u@*1-Njg>|D}=-#y<;Eeo}%%xp#&D~<ruU}#iq2!rsP
zgj^8}Np4S$o4(1Z<%8kzI`=5!&{+;cP#;%klY-#%)2Via+SHyL-Z5E@fTarP{3yq&
z>}1jU&;-@H;?_mJ+}8%Xem)k&wvF|}&TdtORMZzvVUM`!QdPJxMC?1raRs*-ikenZ
zC*N<RKskVy*=V~~EY0oVtFvv>33w$I%<*-FYu~+j4063^B}D<fm#F~YJ-?3lj5fEf
ziI)QKmZGBwaUrYXqZ4`Wf7FqEyF&h|`$j9$<H8l=aPi72l>;dE;)WZY!;l<ezuFtp
z0=lQ2F^r<@MP=}MAZxz+C@3)Bx}izrGUE2<v~;tM66<`@{W9R3ay9J_jTX7stZL$c
ze%kkmkCHLo>!q^lNXY9AW$Bs}-l}k|Rg@*yMLs+G3_hiyBU~1k7!u?cLA!p%H{TRO
zaO1asIycbivgOc6#-mf#u?Rbo&$;^Jy*Jc&yy?fCY42Lg__E~_KR!X}Baf8tK?}ds
z4KE(6Llfc14*83@fw_%0M62N*&{gU=oOL!T(UYDIbLB!A8k)40AO-D^jK3TaZ(tC8
z0KA^@66uZn+)%RY`4)hdGwJao?|vb$Zz8ig2F3+a@u)pdk7MWcd2sAL;NU^>mA_o9
z_sR73xKe~8=7=GzJ;0^VH#?k?@2AQZGF<^@E~hVRc^r~~*O{jj5qRhq-dcdtG8NA7
z<uvKL33FxtIO#BEpA8SS_C(ZFaGEn54<b*dItHX=B{LJ1p4;-FrTR3A%Vs4-S7`JI
zIqjOjA}i;4e48s~&^&^A_(TF^{E3E7Se95h1tS~u*y9Fl`xoF3n0#%Yi3zM(h#4@#
z*CG$-8Gpd<pDy_zoimd7s7d}o-fs}86Hq2T#4z3>pRBfAN~uwBNFa4UB<(MX<gGJ}
zeLVBu`QZ-^OH+5a{}5d8qAN4&vlmpuI|FVLB+0PFLRO?oNnA7{T=YTfC9j$#9a8u8
zCiYRyII0+MqU?Y{$6G+mz?$m~fZKd{zVrQ1R5JR?4zq27ei$Ufj0@j&1y<;<<J;c$
zJW^7NVDrHB>x0!X==)Aa(=<K$uW@tVFqirxxgI9DtXEn}K55(R6pR0fTN$c<chlOi
zUNYa`BG5@1k3NXUI{~~3+7U)T*8uzKB!R6+X8|4q$vzfojzu}z1Z%G2EK8D6>py?E
zk5gq4jg|%BOYSzwSoAG~94M)#`GAQC^byaO>=s24ELmR!{!s_WeR+<1zarHa;uss9
z9B#Rdd<XDI-akJcw{20*2x5xe>=!nB9?B9qik&FRop{B4DGou#XIUZ`zE)8fa+8Hd
zMp470o=RJtwMYN>0e}LuU0^ocKbo^iaX%kgzytSlm|jz`zfIF0$CRkaq?V2b%on=t
zv85gOTWpYL9N_XQeC9E&Cya9s1>n?l?G8HXy7p3%@z*ymVn%dl{V(^Gnkgh_VvVL2
z8}-Ng7S81JDl16PRG*^dNF$wJ&I9Npr^)y))CK$(W94@#0s549Lq4+CAiyMqFHjU<
z`12qQ|AWs{0ONV0qAbfoK$#q#=fQlSUNw0g%DjKIR+R(b54h*20|UTlFfOgnf(a)k
z=_!0tQ&lAxgFhnPJF##SZe{x95PweU6IF|CrQ??w0S<mOoWXygJ)JFt%iD*`o6=mp
zDs_L33vIS}P&;fJp-hXTcKi`vmL|6kSoaD~hhW??&c1(%>?XX=gyI*z+F?9d1apV!
z!keiyO@khX^!HaU)$(Eh@iOyMj6{|Ial`F(SRb1;TJ^`F`4+#Id#nS@E^qS!3^kfW
z*71H??+h?<ii~n9SeRZ2E-m1S?m9E4VW3l&%P$PZ1W&=|yuF%A%>gO)nP@wdpY6jq
zylng(|GcOh-~)(L6$_7?&Nja3<6T=Q1#BX5UB9yYdh~2mBwb<RYx_GZH*fw4xH_>8
zd%>?dzz9XkzS0ph0fw?JG0Sk;of2wI#t1YY>CAo;M`~hPki3h}!>t9~<Q<K-Hxp)N
zhe!8I@n!fM-&%?OW_c|9041r^O3ymAjOnVEO#x+ZcqDA1kb#K~(gk1ruV>;8#=Gyv
zyA>zyK85&^bm{G;%0BTpX@dwzGm(EwZe%KFba<wJ7Y_j0%ny43IBlCHvmRI@z6H5h
zo5J(T&6mt)7>`*Mu!fOg$@2FR<rsE#RrPxR)PidO0IaM4mo2<(Qu3Ee6w=hS>aPCU
z>l&s;z0gV*6#JcDT;-*r-O8~6Ha=*Tq~AEvxin5~!sVK&jep)T`%ZNwP=SSft4m}S
z0aS{$50UVTarde&?VdU<q5fkNbQdUm`5CqO`Q^aaalwrq@G5aU?DJT=bpp`#@;eey
z05s4AM*{D!4KzC8dUz}Fo%CPUNj2s_;_5NgOJ|giaRMUrV9;dmAr5>p!NH>A$}N&N
z^zO5S_7Py!SpV+3?kUK<Cp&xfF3dgqVbx5XJdp>45NRGbYj}aYFALB$bsq~CJ$_K1
z8|L%0`}m!$NikNi1GX*fcmUhQF8EcyMn9}4dTKHWs|s*y?{Iv1(L3itw}U+5u`;}&
zj=F40--!NikMP;P!Xd0GCSa*t?QW_RDfggwzjU^`eW$#WdDC>+p;YZGo$>j{3$5nb
zji!Z+Uf44p6-q>+R&R(kE`l&L5TASbus_o4Z~Ve9ik}Y6<@mTfUvUSx#|IJMdSf<Y
zud^QVti?N#XU3B_I?|DNtw_{REvE%<A^AWEp}&Npjz2oeFL{O&#mJhqzwy2)1HSZe
zOwxUF2>v+9#bsq2jA=iU3ErjrY9cT(sYr#rDuZ`Fuee#HL%oY)(oT={)4po~v_eb`
z`7w^dnK9}ZeRx*&IrcXO_`=oHFcYD!fZJph5>v~X$=wIcZOIlFocm+_Uf*I3badLg
zicljjyusMfyUr1j(h6FI7LjI#8n{X?G<8O~NNF82x8ud{98qzbgS|>KOQE5BQ@KpL
zYj^d9uq6<ePJW;MYfn4E7&u!4Kmu|H<r<Y}b(r$Nk3n~nCWGRyX#WT17hMtR^5p4J
z2qjVQTvIaGimyBbwFoRSJ`bwKBNMH!uBg8B8;ZmAP%}<QrWuN$5C3L=M5;SwJa$##
z@stpizmS(I7$v6q?L{gAMpV1lL`P^D07sYR>A#6c*{|RopL-Rgqd)9>x+VnEiN*Ji
zGtGNHI^Z?%76<z3mN{Ru`Zj<XyzcG(ZS>UEUgPZ`KwoT`UNLkk@~Ocq;VEUq=?~ce
zc(@9h5eX4+Qc?V>Ji0<Gjjt|u%e~~bXEA-2mhcWL$(O?WopS|SPJ<gh;NGmA-{$$Y
z8FEX>HNt%1^%A}N#s`(Y%fq>sc(TtX+^>~n2`yEbotcU_fQ`S<%y+qrZvPc7it?Zc
z3#X1(bdwlaaHZv}J~rTHT^VEVG;dAhbWvn~Tds<rXcmXY<yFJ{0RS;T&cF73v(ZX*
zD&)iw7(4iSX}^uwa19OFxjg%B_}Pl<t!B6aPn$F9!#(O3hRQ}@>)(c*3gVcBWB}_x
z%o@uh{esXO#j^N)2H)4;Ff!Vw7^)iNk&+NQ0_pG^8MEH2?;!1Gl}~jZa0@d<Sq@1G
z4&u__l7>~t8VkJ-NP%Z@x9>~qTSh=x9;pES2tcUXA^uX_!ys(pkC}(f#-F51-}^gH
zTML~tIZP{s!ThklJR8ioPAvLHSiGFht@IdPv&1)XQxsr>%=e>=G_{8INxI%|YsnHc
z(ya^bsp02#AD6v9Hu){X@QMiL$C_bmU_<h}Wsdr>daxEF?F5X0_9xu;&Zjo7{i2Lk
zw<S1v=Ki!#(X9<LrYMn0Qf~H}wc3eZQUtUu8J7bMqo^u|+>qQC9)A^ST~UT{*7a+m
zBz=+y!kEZ61Q0cwa+cFy!|1lpJ=H{b?o{h5PQ3FDFO3<$HP7SGCl<eBb{@y9t1>?H
zoyjNX<jXr4nFV<=9d>*=lbzUj%*gC|GMxW$&M6@E=KbtfiWGoW`aX7J<<X3+b`GG~
z`>StvRcEiAA(cWoPJMd$<*tK!jaEzOerl_?SEsdUy>v{(<9~9<`}HO7JjN83-aL&u
zt|BYtjqn-?pGHVu?cn>G{5;*-HMN`a0c^}?a$6FhzbsxDfGy;JK<z;H?)M-FgJNOx
z@mEW<QC_0T!1z@!iHpm6obCnMD8Xzsl%T<q{n9>iGXYl%<3#pl7+;jyT{sSJxc%9t
zfQYv6=W#$eS}OG>#)G>bUVgbT-b8L+E=GH>!G3*vb67dr7=DJK|Jujq|NIS&T4Fo1
zKn6s<9l`BEWNFGHEBbuS+VJK}G;S?4;9$KLFlAQaD5Tr*)TF$N$YU=ADcto<7B+)8
zP`0rP^odmg;QR_k+laj;{Ud$flvjZ3909NpZ+184GELC7MYp6)L&qT+-bi{T+z73r
zKRF6)y#nWI)a!1GAdV6@z2u{AjynE<>t5dk+xP+4EB7w-Q&8d^&|RQLoM%@d44o$T
zhk}?^u$!d>rZ0ns1<y~-jg$I7lZW8SUxs{~0scj&Ay7Efil7b+ZKZGN9T4iF&x-19
zGJnkfQwNjLmQC}b4IkCjv4fn}rQ_HXE~ffBk9aqQudItCxWYm^R#L~fvvSVYJ2+^w
zx^*WJ;paCb@~k`@;Wy6+`Vp#n$=;AMHeTgdxeBk&;O@(Gj94VJ03UB(^0GpFOk%7N
z1i((&mvO7VqHY=mn9M$Y?hkl=WiLLRu{|(sQfynDKRf|Tcm%hwxt=5`;8dIo7yAOn
z#lh!t!yW}Z-;*h9iJfr?&*9QG*y$rzF2HP{`G5_)4C_jYsd-m{h>qzWb_d|(7|q@>
z=$#K<wnku>!p%Tf-txu|N~G_*Uaw5`2!Q?HS_9bsp1N=@SC~w5o}Inz@GN#?tDHY`
zw9>zW=RS9oSyy>f9%5tM73hQ6eu5i9QM&|SdeJ8I&_-+3(W=}R7`dGxI>A0jK6l|%
zoykET#V_k}RbisYd7~)5>xLsvCn*5qFE!6~+r!}dHWfjR@jq-$Wap$KV2bd18gRcv
z-s$ztmfLSXa=Utw!_Wc6zHK_IA4Oi_D!?F82+t^=cT?4`_tAZi2I&pd)MT^M!aWX7
zN4d&EOe`L){Qg>Q({`_QUD=R}>wCa%Znh9rM0<|T5mSWTM3<hcTn<A*#c^-$#nD!Y
zOLa^DcnD>aj(n4e)HlEVno@Ou?Y^K_u=s+Yqbn=<;h*bWAKAj25DLBe9do{pwA)Gv
zUYmWNwoig}1NYg`AgMBEfc3JkmEH+Q6;KNf*mwQZpA<`KF0I50u+Pye{#Y0gSd^{A
zpZ>R50jSfpa*pJ-bf}t|k&DV(4d-`b=~_^QRoihA`bagq@rqZ^N;9wqsCNvnQSjRR
zmgCpBevvEmotw~#I7v1~ON+So#81a1DiHO1JM>gJOm+Murh+EJ*O&u9;eypxx(Lo_
zC{n)OH-NVdC*zkVz)RB0Yei|=T4nijUEkTocN%VmZZvq9enhPWC{+NLuJ5%50<nGs
zK`}yvSPw3_qzJ%!X~%Gi@Thgb?l?htpsQawOuu@QKiDrTl0M|kY<Fvy6!8vqlOPg9
zhF_YLU7sl!)0$IIgta#2^=fb5IGbMCp<Jbx?~JZ^C7s7jdAIjJe9nNa_RfIe^Aya_
zTBQ#AJm5I-Wx)Jw044SujkZ=f_22I9k+Uo`4}>yn&_O3?ucs?Yg7kVMm4gB7&R8tf
zY6LnxDZsxbI-vx_SuSBnE)l@)U}b6t|0%m7J9ZC1gFGA9d;)mzbqxVN)oB;#wl+!o
zX5ia3i!it^ZfO#Up4=I>^rJr<pinJZzNWSH%ZWUPhA6;#HF;C#$YNF~-vGS19J88P
z>Jq(asUCFy18eq#y>Dx$=w>m%Z%-zU5EapG8_+VcOJT+1qeaNja-M$jmHyx0GqBPt
zWE=+ezL4HHM=W0^VbK0!Am*R1YEFvh>+y2D0L?Fet1Iglm?3lS9(m9_i8Vh&&!hbZ
zX5TD;+EAo2iOONo3O`N*gLNLkppJMk!MsuL(f!59z<3j4x({!bg?VkX@BFyZHYX#i
z825jk+0t>}fweL=FQ&4FDtM>{aoZb-fAOy*3|nTIMoUG@)fD!Dw+Dhi&?uWpmSy{s
z`~ai&=DL=07PenZJRG2VXjY<+fsM>heGzWjdcJX!A<Hv(iI0w+2{*~c{3VtIz#hxg
zE#knP=6PW?6MP5^iVrY0Mq(lzm9Gc)&2V{=L;o;cETWyPlJos-0z#9r<dSxK;hcCN
zMOK3VZWhNLB2`{Nevfl{KNn;Iqw@GLq>W1bn7$KMG-P5ZEez;>;rjIN7(y}z>8Qwk
zdss+$F5w!>aw?GS5C$Dk)-zs2k$$f9(ZvpftUa*xA#yA&2LH+cuD?qiOysRHnoSZ+
z-K!8ywi(v&|Ktq)+lkLw2ri=A>&I+BCklDrr;I=&821ufZjX49jzhlEI1?(1_$mOD
zje^{yF~k=HopmAaL;-xIXuz91J3-xd*q@eQJg^yAVLEx|m*1x-WkE>8ZXi~Su`cO1
z)PME*#_jFhK8^Gg0Olgo8OHGzV8!$M^0lWcMG-gLM`*VSL_GL}K?2n(5GEMr6%e9v
zPl@#Gf*uFV>ddHR11j9ltzMA&)!_4@;J15e&<E`gH*D712kKWSs#N8A?)%RdJJGbR
zRhpQvK23WLQ!*1w=Hr*Uck|14-)QnuTP_~7e98{|hr5bb@itcmASiReo4_)tn3=h(
z5X-&<Ytn~F@CK-zeCBEc+6>Y!kyy-i)ZN)MurVwmR;aJFsC*QDa*BbRE|=YOX?~=h
z=q4l{;l#o<dM;Xno4_vncqH0<PX2M0EY>y3(iL|kt^P7+fM;+l_Ju^SmqB|L9qoT!
z5h)6i_?WdCNc5=P;C>AKNiz18GKwjD>kb8ax(c)_+)I0H31@c~aVqIbZJw_e)oC(#
zmRGn>!CEer%ru+|m_1lSMG|xjTCfYfRBS@gA2};v?axDsI00E6?>k5SiA5v|m<HUd
zMhqWquy&q2+-m{S^HOT<dYf+f3!VwmhVx#N$fDnixQUwtn(f#xASQF4_r^0Fubz-U
z)phD;5#S|94vUnpP_5a9M=(enYS&j+PF^wx9nvkq)+UH^4r?7SzC19}I~iRC_OeZZ
zV$V3Ytc5f9r@cH&ijv?X&Jhw~&c=-bc<1J}(4y4J*vEy3x38zQ{MNfO#W{Nyp=_q_
zr!<L)t%V`e=}%QKuJ<Qr1CDeqd@SpXYf7~N7$I6rRB^vQIwd7jY-GTtnVP6VOuB+7
z+03vy3`IE1;oVUH$3;oXbU@}`R^4|9`cipC0tR(jxzQPUt4o31>a+fN<ACiB0B%v;
z^GzC$R&=Y8NlvYrxZ=A0u*iEFxVFjg$e~{(gSuBiPCO0nXJiC<$!=@~Y_&)eRgkU<
zhR@K4o?+M<+!Ok`zVsHb3txu~^y}TehT08b1+?ZIP~H9o81U=n;2NAK+@?s4`T>x@
zzIRTVXU`JYUUk^Od<=p`CN3Em${#+7vwa&HxW6a~Q%EAcl7_b=G*yP)uefElgqgv4
zQWxFy3C+>m<cE{;bA*N<4_@{y<axPq#kY?|Uulbl{X?QOP(EP2<K`R=Wnvy)QZ)Lp
zooV2BJL64DluvV|@yu7&`wf`wJ&x$d8)=)*%~y3SO9zV7#CB*}s|DO-ZgMcbw2{mj
zr>T=ESRY?M+LA?SG)L|ObBcvj%W?P~UfpfqNvAK<+O1Vs@Vn5qi<<s?4z>fvi;1<p
z0loeo`AH~6Z2>j<uz&kBuqaiM^<U^JM&&oe<nOS~`EYtwCCi7?gpn43U*;+)IkkM*
zbAM-G48`?2P7)$M3jKb?O8-sUP2FFms#-IWhqW^bFdopq>6V88zMaWN`z*?mCHLD)
zfqCX04T>T;ANW8c!Q9np)ofHnB8^o|ZBb3Kcao)i04$tCKh^7#2$FVrzr=CG=OBVL
zsyvF~0B7{40L|F02_}4b-EM%WQ$~}qL6U~^P`4Wd*oHu%+Ley37BQpi*WeVs4Sq40
zjaQYUWNAQ+V@^7UQ(|PSOL6H3Zi@gy3-Gb1UU(_p)`>4C??m~)sET5qFC=1N_5wKC
z+lnvXbzk!R>A21xK3PS%MCtgQELZ>#0RzLHAM{2!7w9Y14bU^x6<mYaKQ%1X!GNpS
z*-lI%$Dn^2Jj8yGE6KJ2QcdhXUB5{f^tJvoX0pFnX|zFCIABU33=pi^{{KJ!`RCKV
z10oTj<QN=%uV2JhJnA1WSw00%)B7Li;dR{yyr50Pkd#>b_4Ntxfe_~W;lWJv#4l&l
z$c_xr-C@jq?Kbc4!2+g4Dg%J8Hf~}h$!wN-#!AzXbBd!Ltfv<QLt4(CiYIFh?&syx
zTELvLDz`sioYGr32@*l5UgKYY1HrS?YVAmv8w|nim0Gp#oT0yJN2B}lb2r4rfnmvz
zzLBm8`~Ip?bmc#?g;950kcX4*4+wSrPtqj}`TQhfHi9o0H0d5#d*!*@^)CDAKs?%t
zy$H_?((u{C+S<}Ob<fThxXz?BgD68f!8cDu10Wk|8R@XXndjry@kO103~)Xb%>IT`
zj`+*BGr(Mo2h~NjrkL6{K1#7MfW^#fu9}O_569^q##OD!Im{-2v39R}o~cnI0|3QW
z6{mjRH`HSi&ttN)UO=Cyk88fC2WFY^A&HGfsmiye%3T&%)r_96xX!w2B(}Bwey@*<
z2xI9nG@A+XTaYZxFW8_z>K#@S7OpKGpPP8YzGI-HK)Y=Stp0t4Ihv6*Tq}kgnNQE7
zjw}!FFAT@O>&qr%wsCp!k&Ee4g_e6aj>H^<muH_PUm`U))Y(KdJ3XejI~6*4)eAAG
zyx-cdCfY*m#QU3T)L=8OtZ4GjMy;|5#+rlXv(WkZ77MZvOYoboi2cjY8_~;e2}R~`
z{Q+;7G*Tfl>rJk!W7|w(NF<CG0=VDSdLE|w5k@|1M;}l5xW65R_V8N(nQ?Zmslxs|
zHVUA2exBEqQzbE<ZbzcYR3QMI+i20qIf;F6;1ecUz5jek-?l1ST7{Zq#lYI@hsGKC
z!IH4XkuAv=`e<P8OlI}VeY&tABM%sp1N9dK>K#~`>ACeTRXOuHImzJ(r|o{r2dCX?
zm<zFoIl=1K2S9Q$_-dM_4WNI-r`60C89j`mS^ve8lxr};#MKcCbnvi#P8wO6Wf(Cg
zysR)s`}iT|CW8*Dy=0sOezAZqCYT}^(P|=Loew~*!*+>)JWn5*2;~cvs=%fM-ta!}
zup|>g;`~*$p_7BYR?|50U?4K5gk?Nneg_5+A{I}g05AKhCL5zE?RV#OT~rbFyCgHK
zdoX0A`o)N+Kq#Ou?;5RSx~_k^5k0`bIzE7_X(^x`Z3<>0ZSDD8L|DcVPb|k7yMycW
zprwlm=CFi`0n6?ByfI!kh+&(255Nyejx%k(X>k;-qVQMe95aJ^oL1=i=<vZEe01Q?
zvO1w(5<tP8cTxa=W-##Dprc#zt3kapFX?5=H+u~NoU<Gey%I9?IPP|?(n44tO+Yw0
zFLmW|H@%o3i=_$Pb6k4sV)bE?;)UHl7@B6;sq4>Eve9%|CpLeFKn&UJ`hAhk5w33W
z;MUh_Y~e=5)|aMve*U-}ZQX6x@yVH4pdWo&Fkrk18zvI=SisNE#1Be<5|+m`?{3FW
z22>tJ_%BngkN&2AppOvXwjsaI(NNeEK@fZwNqht6G2=O;i0&A#4Gs*blWG7=3-BG>
z`;QM(R^Z;e;yBgAWk9zDhTEGJ2cVpIT&!pO?wkXx>*8^u_HnEpUWDzLe94jhMX6o(
zhl1W1^AK(ronuK61z42bUg;-k=`Bx3MkPPztz*cNM~1U1OXZhc7RYiD4YdAH8XvO+
zPi;Dt&ucSTfSs{l{`;mj@mE!%%0=G4^DV?tn_}E!sw}H@7+@ZdG-q<Vx-n~Vjdzre
z+c6Auyc%K7>z{slc=nO50f|5L?p8!F4VMdRbVgUEizbSSD;(zjWcoPE>V~%O9T5_j
zT%sx&D;FB_QcbZ|4s<|9Px6PCY~vO8SOyFZ&_ANo>#CDyI1`)}(Ww0T+VfRjcQOvu
z=L<Zry#WYw{_tK3Q$pV()IJxRg84OJ{d6DZQ%0!EL|*J@_!!M2>gZeqJRHaEPOfWM
zPjB^(<KQP)D;w7P3=kRjZ-nQ2Z`o1}MKU9GZy8qv^T!<gwVhtr)wfl~1n<Q^;8~Sa
zQ05N6<pS131a$zvCIs}oiB^|iE+SD(*}<U}PMh`p5${d(f8lR+x>!!r2bVwd>_F))
zYU%vH7qh2Ux6^#}vaj5vdQ7Yj0|lZY?TO|ABMjP`8;`I4C^H=B7l1#w3C6aIZmb^P
z>BcnS%$6{bcrjg;3#+<ddBA<JSC2R>8kWR7q*Zn9J9Vx%57updeTH|I5XA>(07ap%
z931DhGIX7XYbV#GdSKR^qU}hERBlD`3uSj|kZ|3|_a4_x>}{}-eI}<ffzO$tTsPeW
z>tK8Xz#mk_f_}0i_+z$s8anG!Cix!5|6%9A@cIjfF_8?+`_Cp1A2($R&E9W}PmQ56
z$|Vc}=790+)4Hz97sj$5gtHSim9I98C!Eo0B|}&&73z?34X4Z@Se{=sZzfJd|JE^C
zY#WDWcJ!g!0W|aZ@Gv(y4)D+S*oXI##9crX!^F(KvG|J<lh*!4D@k+MJ7|jrDnALs
z55n_F5&$XwHuoNXb=sHOaum60Z9aXzF!x_Lh4>t68nhY0f<8O(hz|;DX(SThp4<UO
zjLpg!=0s%>S*-aKV1ONP$@sI+KcB8POcfsJ2tv4g!lWXz6(us5!XP_<oL_2^B=>W|
zzaf^Pm)BloMA0Qs{jRsrdlP`6PTtk-yxzA(yyN%|tsb4jhA?jTJMh*}Rpb-_bq36y
z89X<H?54@^*M}G*?Sn4Twh6ayI8P~ShX&3s0F`zj%!5>9K+bqD7Dc3@&-pYu-@Z|7
z!7-^tAf*)<?}zjSi-1a<XvF5o16*WPUz&;`Ph1A~pXbR{f7mfG&t4mCY}KNn>{Hur
zXp5D$rnWq_ua$Ilt7DsHyZmg1xiH`6-N0D2Lj;T)#wiL?1R%QvJ_&dG_kSvvi`|{f
zJn67-0Kr<F4CcS80u0C^+_NLn&8(&S(;xv9d*m=SEVVW1S&V$imcLriUV<?}1Pp&t
z{_^Kzj4!@KxUnVN)8ca^5eyj1@v0iIs`Bpl<Ch-_a13Mk)}kT_SGT@4K0c?P?R%5(
z!t+N1V5^(id1q26J-mPe*F3Rb4I6K#{f4PL4vd>;6*Bn!wr#Kt586l711dyMvurkC
zP0<zRrGlv;+yRC%Cx);KPY4>XUkXJF6J;`>cUct2{Jhcu2)svCp2r1{Ne5q{@n`<H
zXAxZWsvBR@Xgx5YXY;G06~g@b!|j!*2Fp_Y4D2<I&x9e1h4vP%wF{$RgiT9h!385?
zB)^#2|M<`BL^t!UglrXTOZxcn-Tx2dP-KaMNGYC4>55_qnlCaOOKBF*01pE8^xu@2
z@BjTAia<wUWL}U2ms31V@C8R?90tCmQ$GDa$$PI|hmkHj_+5NU7|iLCNemK`7(@y9
zVK9qg5Hl%0y{mM3rhEK%&o^!Nd_Axapd+0?vf|onSM6Gx$Nr0#K8?vd&d7r26N*lV
zq@ZKq>th8*5LsHpf2#EV<rN^a0(1_a(+o#Y8NqQB4SS2B*c<}{68}?`{pWX8!DeyH
z(p-|!6qjd7PVh<0acPDn9PohtRO$bst_sEX{tx@;e`N3Wf22)3P5Hl7q5N+@rTOnw
z2Z|P_^S@%o|M#nUW%{g|Y|OiVd*QD_m^@#QEKT8Y3dK{BB2I~d;`kJJoC!wK<Zl4+
zH&@YQky1>Wv2+UBGL1PbEeMW^Q<^1mhU9;*B)=!anNduZkQhl2DMm2~8IuWx<rvHH
zWX|PS@kb+(!oVm5{&>n|IK^{uOtN{B(>%kF83VkhKh>B2^pQwm2~P6`4%&*N$Q(;@
z47_-PNMe>?vj5_cM`2l(q&&qIJV7xms7uQ6G{&ZR%7em_|J6$micMk|Sug~Z<5Ut8
zF$4VI0tbjd5&zXk4xZ)!vlxzx6DrNQgvE;tgEb)Hgh;7BRr<dO!yGWN{~?C`#?HWN
zraA9_MV8-%29C`bJSBiRWl{>y@faAI9Lw<}&EkT=+235=#yhwckjh_wH9_n5Z*K_Z
zT0#>{8sl+J<rvOWB!L5xL6Hf^<|+Q08?JG)z^ifomtXz=`hmb=5}+ml@dw<K$7zbB
zvxMWpT&B1`N4fr@ez;U!{SW(LdM{%NfAzb@AR!shB2-c&MMlLj&XYV#=Ltn}1&d`2
z_giD|(?<XD^KWo|jz>_fKYB!*q%_H31e^1KtY&G<b7Vr&H~~0CLM6<<^N2s}3mOc5
zCP_#F^eY+1Szg2po3lg;?#=!!b3*=gxc?{cFp7+`G-Yx?K68p>NDk+5s))G+FIYUw
ziNB-9e?OBcij2URm?$#fV`eeK17ixPM9yOvMS<D*`%ES-I3`Z{1h^bHm4Z>2ax_i?
zHk;=Z58U_vD3f917*LoDC)pJ6AS&a5_rlVEB@r~mV?6VReaR+(YOyJxqX`w`IG7(?
z&f^Ry6fj7C(*60nRn>7e#&VLy>4e3oxS$g{0XCJyGAsxEf&IUzs=inCud3=faRgby
zqFh#BR)u4Bd3$!Zw&OK7%r2oDMZ%RTqlZhP#CSf=-Fl?i%`A;WWy)8pkT>)8@tfO(
zEf$h?qQcRiqhTxej?_k5oG1i&gL?Nd{vtxWI!BR9vzODkeB96T%bMdjCl3U1%-O!p
zjU2Z{XCF>Md(vZHJBMD^)i5px7m1{*O0Ygc;w35rKa{8Pt7<J+)ARrAeKFci48kyI
zVAK+yuhEm?9(VluxW%nhmImCA=!wK=?2hFYEj&TZ#9kC4A+CtIiBZH1)>)Os@~K4;
z2{Q$fkExE5xyAkDM$C@LINwvdMM7lnX@EPnpH%(`mVd=!r9f>#LzZAInEGK7u`=%S
zYu2JMY{__5+HZhld~5q`IqvWK6kUk1J9_LEmK$6!%Gx<NjVFQ)XB6Sb0&hr^ZqTv!
zNiJSz*2T_pOSf^@(784qZRXGTaU2+vJ5s52D98CKdf7|!{4C99&pEPiyaxtBur7)s
zFW0tR<sBILqIjkmBs1`@hqLr_y?U$>Vw&VY4)H8vwjD*@))*6wx>|lpdh`YEJZO=L
zItQPEw%K;J%Wh#9^>E{_B0f*JKdih7>s4InLe$V`nxsIrUT>5o5|qEejJUz=(bD5<
zUDzYqpU-1|FzM?$k?~}!a;|m7$QLP+n86KPM;f1Wc;q%1Bh{rB^s`jGt1}&)nRjvF
z8zFz`wPy|St-HcVhK(;61f6lp6vQN32;a->&JZv{bZR~tWtM3A_}Yc%!%H!w4KSom
zGau^=Dixs8Rr&62yck`K`h+t0T0k{q0Br*^ot^7_x-sr|)g4AEU~|m#{uL^{uOwUI
zXg}oL^?*B)FnXp5AFc_8*0sF3hzn1A!ywU0UHu+IqYQkVSOzIpoJj!pxkXNQ%u%{T
z_E)9Qe@ujb=Q!?NhQ`l*o`^SWXR-s}U4(FV&!BlO7>F4RC@#Nf1Z&m)TtLlmv6MIZ
z^}47`rIu$=Fg^=Ueh`#2;R>j(oD_uT*UynjP&l=cgWuoL|KENm6HyY;kU>G&!Q7Ug
zPcSF3c_Av?`$hy&P(?jE$1{PvJt&LXT|`Sz`+;H4zbLV1P>KEhU9pt_-UhPy^H~F*
zMI?u?44MVmyfR$wP)1B}le^*S+Tx5MIqfNUva|)R<n^*WiQu1wi}4WTkw3X`VO+jn
zTnV3^y7~PKuvCPYE_sO<%l;_1Fsh>ZVv4wYLRYLLC<&;PgoKGjR>W_Ue|FgwDlv=I
zTsFcu?SWUof&dG#-O6&_`+9JX<EwZs6N%^vW_8<7P!;SVhJrbGhJm-=`&!H4Z{p`k
z4#Kw)ttu<ri`)B+AW8z1>`jEzm5N=;tr^f@y3`1_7t1erJi*|I&iFKj?Y}?arCBPT
z=c&ue((Q45)0$3QU&p#Es^#(9XbJvUDB%?lV_sp(6!b^kAL)=F<c6$;EJ^J6d_Jez
z^Jg%o1el4rd}F!8^p7Ozm70u-qKL+(2@9#?I{jn3f;EG)xF`Cdei7%wA47uCJ)UJc
z4vt6NGw$jeW+A0$3LWhN4US|c&<IBPZ>6R)k$<MplZk|s{lsiU4Lc?vZT1-5@5$-u
zVpA>Ledm87DYEE6#8c}T00Lp^xe%xGZb_^b$`*9938S<_^poFZ=?!{hqn;;EJ-yEd
zP7AQV+a(Z(3xh=Pq~Omkb5(iySACC+0GvL~b@hIq*MemjejpQ?|0;_?L4>cwg!@)Y
z#6luG44Z6UGW2;3Pi|057^&}`&<dpm`Y5yS+rCe435w-q_86R@f?r;fE81GcdK)9A
zZTsq;mhZ<Hx4oA}>JCo<&NnctUq3khDxZ28h{81pPu#ll`QR+8#uDsMFn-gD=+dz>
z7R|{9hV{wxCBd(=acy{X32WN)xf~%gfpIOl>TTaO@>#8}@i32B^i@tTP|%}0iAMt(
z4alXs_ZUo~m$IY@+6A=D%|^mkCF?%yN<ni8DKfd(w7DxFwfYI}PQ!>Ve;HWS)nzz|
zb{`kMJ2Vp9S_dUR`vl)TLI7MNin2UZ#+{EhV>i$)cWbfcEZo`sM%JT|X>$A<ANEJS
zRL|$<fjc~6ZW&SD_(7J|1pm<OO`U2~1XITlo)>|a=oBe1=4?B|02=bfkZ>>YV#y1c
zEI5pkfr9Zv0{VPF5U39ikQ3O1{;Qb6yfKpO<qQ271N8PVJpi!zFfjQ#<MV(gMq;;D
zv|I%+7^_tF1jipElxIjQ|4icrLjk$DqF3ad5MX*eFh=votE&Sf5QtNh9pzb{EdkL@
zsG@rjRs!IITRp(Y6w90iP;^!eO!}O}O%~R6yO$DWl}U6JfSoQ+<l|BbR_A8wHwDF+
zo=%h~xrA($Hx}mw{QgzMy8L8G812opGs}DEN5I+$@l^p;1rcUMcyf-|-oE&fvhLZn
zw5?GcXkDdErziETOuT#E6sRcPwA-W9AGh+QC?eoUT2_Aqr@PBP*%Xf072-~Cl>Fy@
zzVABjUEtl65tE`IC(#9Ex5&F$%GS}{2mJ_7sB5WyzMY`l9h;RO;e4xQ8$0brQ^I-q
z`e1TxdJo9138R?>T5`x(fEgWTVoS^Lt&5;8=v?B$^OyT1SxpFf<Osz4`eNy2f#@Hz
z!fA+?`G!)`{#An##S6SHk7*NT<i_Q!%p_Kb>Tmgt#I@Y`-OHl)(+{BjNqN3L&zyP}
zVLzP7yIo2r3v;;YNx||?yLA`Om(6=g3M6mSp5MjFaemqppR~7fwm0yX&3H`OU6h<a
z><IRaZ>Jv|dJdqzQrZPf-OFo)$;j*S8szY+3@cW9=89(zBd*3L^Oec^wow&>Yh)Lb
z&BqzCXcm~T{bW$z=c9LVFoYZ+fsmMmCtR*PLf-%N<ke^D4D6vd9_r^gf}EnGP>0L;
z6O_S8Ovm$QK7StRjG@kJudJlJe`*fyRNskO;MRuA7xi=^eTq|+%<1;~S7m539S7Xr
z_Q1S4p9z4%735w+5)<JQ@S_hvvy;f?<XXqAa9n>a8<hCu@et)3sMf?}G>0Vp<3QOq
z`DPAy14i+<vsawKA7ACD0gvaPZTcZfCgQAKP9J`NnTeEm6`NzCMC574bZ*`~?%O}Q
z%C>?Nkvy|7OEYBM1OJ*0_4$r*>qtijaN1R5VRoYL3Fs%lK3S}I^hTL<RMon{vqGQ<
zx|sE+CUZ5w2fvwhE(_bz&4b8BsKT|ZUE6Zz(>OS^;Cz<*Qsf|tsDmxiQyG|A85n{A
zxLCAmyh<!$?y3b(`lC+_0T&|o0DZn8nCTar69K@hDjr55lgZDG?VktAy~B8o2HbJh
zx<)Uf46OQIw2nEbs~m!_PmUAMoj(DzjmEnge&>+BHiB2abj&14O_EO)9{1;AIQO@(
z$-Ab(k=u^gS3?d+i{hyQn=c>cnZI*|NapRm@?25C1d<Jdi|btiWKM{x&2f$N*sJm`
zpNG0v-28=QERRsu$|pX?*m3)O&r#B2q{*>e%5Kv-x)d>};rqOwM3@<7*)oB3O-OMm
z=zaj>7PtHg!*#PLUP%Pa7Bs)y3;7Mm22QL8JrS`@<_kSB*}#EeMy&CyHVkc?G`;Dy
zyGP4Eb#9?w0JyZp@YYF#(G13=NXDNN^f0sJ_mq}lcYROuw-C>xZ&qUH+_mFQO;J1%
zxf4lrbhYR5iz(W?w~}9=(%qHJ*PKnj5K|nhISGvf)Qo^J3mnUQsF57S`KVJ}3(T7;
z`CQPV=1-)FiPKvrGg9tzJX=?m9oUQdRa;b4OwpCjo=<*5A7x{@n+jk)11xosQcR|5
zh#-=uZQ8pAO?dy>385ses&HA=U4`)tmj}SeckKw*uZ_^{`dUit(}673{>Xyn8<;5H
zuU<ss^*8c77xK!(B>#Q%G=d~EbNOa45ETVJXF9OZB+rlPXC8rX*x`szh&T0R(_Pct
zzFBoN_$N~S!B8+bZq*$F*!JbDhMoww@=h|h@NR4xRCP`(Q;<`$j=#922$r(HmF~)B
zJD6s!BGe`@nx<ubu$O<>^`m~3z6>z_q1=U~Jih&F$ee`1W+*wqb@Z2TBHG#rzpFD2
zuz!y`Fv6{_|6CV<>-OJXCwYkS5K2?fHP}X!-<D30ji-pser%R2>y>aK)#lMIq}uiM
zQl5a_FK?h}_otXk>HVAjrhe*TEbQhJ_zn66+{;Xa04kmS)Z0w-yDli=N8co?^ptNO
zs@v%;D;6jZ4EvWn#RWf~HA}gm18Zrg?!{aNsA_JUfW;nU`!i?bv|*n2)8{HI!=!)#
zA_$-RBv?A@dgCwtiX`_paS&j{Tjs3u3;;W=>h*$g05hu6?>EZKbw1|fsZO1z>Zla>
zV&4s$V9I;rOI-r@c))wWlO?m3%(o{7!1W2{HXTMdQoyV^I6zT5H-L|UlN~+8E%1#q
z@RNlM_;hu1L6__1mNZ9HtmKQV5D%&kpSe}uGCML9_`exiG0^`8*ki;u;whN!cTC(D
zbY5Q86)hMF^h?d7Q{(wocRcsKC{P4V$IFMeVPx|61PgHdn@4u6k`T*M=}P*}_?rg@
zrZi!hNxszrWk1<<4T==_q_39@9P6{dvh40d^%5$d!qXLasznq5rcgK|iDC5u*dZBm
zOLRGbxwr#AVi?}Tl93B{w%>#L^!WRgDNULbttcZ7q-Qrc{)@%uFp)3r*3}8}res7J
z7(&wTd6<zLS*q6yd!z;WdIBDXMqwWh_3d&RT537HzEScp6TFr8tktsVAYh60_6m4-
z&btR?hR00b=JhbzT|^Y|()m1V?;~0QJk{ixd5+1uW1K~J3O}lk-&5C_t%-uuqieOG
zcs^p^tX7|g+3n<!LBERuD7SdAwtckXrPfRu(^-#C&~+DfWz2vbf0LZ!={{(`uaaa6
zBLRH`P38b=j87P#DWXZD9}w0wj(iaFPM<*7baV375sZPz*d${Xs2m!71G<Q@IeM7I
zfF6<-p2j|ZmT^*zeaAAb821;6Oe9JIziI>)0>KNEM}8E+t@g+a;FDqjU%byZw^qR%
zGZ7CZn9*Eq21WL&{aAuHlPsOVwWJSypKBhT)<W~#HZ3nShIkkU1_9JXFrC<9xI7&A
ze2m)Tv2@?(l4m+Psq2d+AeYm}JL=3z>s9Tey%qt|0IFe5kCZEJ(<ps-P$$-m`*uF7
z4JUj=cnnHnG#V<|lJfh$7prpk7b+KBMn*Q1rWCl`<nJHWLg{Wzu>yDCN&T&~$_I84
z#b~;JAofbt=UVzvX%shr+tYNI%(XjvH4+*IJ~M3mwITJqJm!kYSmb%V0S+6XMSFF^
zTs#XSRQ~_L2T^rL426F?JC-M69tN`^l;ckwUpG4vW@)}A&2`;Vk&*fzj8#8M4p2%`
z<lC9svPc*m4=U-O&)rD!0)HzwfRSQVPG$)(T+y)Z7;obOyiSN+#f`l2=U4ICMC|1L
zv`vwwu}IG72e{H+-RxHfN5r!<o`qu-GjHxjO01Z#DmIP#H^S>L=V~~!C<dT6FNa5)
zvUIRtu)B0^*MGrn50q0}E|2%MMyG3erYi*4qVM{PB!BF;!6OTD%jymj%v*>7pQFcX
z1KOos!?~p<RoS807Aejzv*x8h@J-Df92iKci@Lgx$mdNy9Jdh^PV{on1n;W2DU8s7
zc2f|!bfC={^bQx*$`EAt`Q?s^h*{3U;@9IHw!_(FZYRvg#Nt&-nBXaNDc~YIhB(LP
zaL!$o@r|B&8u4iBgH;zI!VFh5H=AGjm*ob$%iS%vxJ%!xG*vIroS?BQ?d-rFDTWt3
zx8Wn=X)~o?J5fjGr0L@4PWFW`3(7ATtus$<L)ItOe!L!ZXV78iL{D@N*5Tt+#pPH7
zBD2@{+V*X~cGc2;+hqUxE}|07L~qrdhbm_>Xsu0H_YI6UgPZXB>_f-=6l6q4G5nog
zd=<5T?JLXv5Rp{qa)pCjLa#1?KziflC|dq=7yM9sOZGn9=z<Zc;{=uEYO4Z%c#l)_
zQA&jj`))^#{Z}7OXLxA*TSG^?^)?n96yr<#@t8(>O*=uszkVHA&#d4pCR8lMbx&Qn
z_oO<E2eWhRMw$@iqBqc&RX(TYYL^D!5|&%9&jLAX6&&x0^eH=6DYbX|yyj9Ze8;<~
zHN_0jxgYS0{7x})FA|dzC3xS`Hlf|WFSASoU&}oD`)Klnr<P9vr{wG{C_;PbU+<zu
zO`k<$P(@4*bl~d~aNR*bppPpHy>-o)Qa$so`rdX`7~fjd#a(dHGX^OO>=6_$)9G-1
zk`gwv1w61NcBX`Oi;RG|ivXUPU)u?=lX)wj%zkN=V+Ju)pZc!<hcHoGg(v;uXfJ&B
z5>TV+wb3P*USCdXN_fn^+#wKw-QW9jGF}ya@+mz(tZ(+z>zmC697cfG4pbywkoCpD
zeTs2n%>y;4C?fYO%vgaXz@Picl;iA-8J_X@y(VN<_wUPt6y9fuX?rxFkEUQw4`%3s
z-7txdjjb^}rBvBDu$PcjTtH2HUCD63DzMMqzD9f?fnU)2(3ToO2e`hiajSF8k<<CW
zupqX%k9<w)*ouynBEa^2n7)jPd|!jUMc}~|<T9eD;GhQp!F5O0&$Wk{dg{SbpXD96
zj`_G=HVze;4r7{cMn{-ELX%BFyjvo8$sB1)Wh&M2vvxd~mC~rV+<2inhJ6GZl<~GI
z9M9$vJXs@^^Ccib`=ER;oLw`x1Bdu<yQs*A?BWG=<E5m17*dToB&y`VzvR&9bixr6
z@p0(>G0=Y<*A7vT=<@I_xQg7q*@cW~4wIvYX{fGXcO%A}pCepPggg)nfbZ^my*op@
zo;wao-!&3&p!gMO0;^Sap|&S2a(^;7TIvy-!+H5~AnQ(?)-SQHQlFkAX2Hm%rJ3vc
zDgtI!66bM+Cz-kqMe>5=NfhO+2qlI%&#@V1y}-cpcGu~-wXnz+7nCtm)@PVWSIvU)
zWE)T&*sl+#QiApgSoJZ6*ys6UuVC={bHmYBcJmdl_PU78@%bKgT<}rMAc5n+ZwUk$
zB9i4{rd!ol7?@G8Fet|w*o;7_Tg^K!q95Y%3W)Am$0KZZY}&N1yEm!4Kp(&_I@cn=
ze<hQ4+o;7$y>Al2WGFJE*Mq`#$d$1caNIZn<6vGl;0?lzQr}EdD6sA**Eif0vP-is
z{P%R9w;`GfPw~xBcK}A3*?4x)92>$@Y}Sp8Et&j$B-=kn<k_5cmEVkk>xwZ0Ug8nm
z=}TP8uuQ?8b_ydko*S11dT7Od?2Z&P*9358J^?de!PDGPr3iKSg-pPFxHJ`(qy-U%
zID2hh;b<rg=m!E@043sW&-WR4dj0lQ>FZuNOKZksCR;DTl3VY}L7%PdagipdQm@qE
z_@FpsJp`&?6SE=a*?jc1p!V-rf9Z#pex6(cGqZlC<_xjsy4=$GWIx&=jOQ;eQ6<SO
z^Rj5kTXt!?TVzV8CZ(c(H(Y={(^Ut~nq*W)YAK4TyM`mAa97~;NpcH-@ZA+Gp?$9I
zYQvo!;ZhFwZR1_DDG^P%e{HZSg;vCdeHLHVwAcMii`MKu-=BjG?6eVed25{8amM)~
zOY{g%o{&6aQ+V@u=O$@#=LZ$BJf4CWi~0w{?GV^DRKsIQaK-Hb`3xYYYlYj-k*fh8
zsF6ph%b<GCFLo=#nKY8ftX*J(>r<i!S_!xUGR_(=6!5@fsUyX4Hw{of<%eIfi;uzc
z6m?R|(-=kkPWs;X+3J^|V4e%7!D-LPILO}ST2X>eQSMWyaqsTI6DGDeFf{{y8VdO;
z%90}aC+mG-lr70OfJd^FV`5XzTyp*4E7$%FJk(b!73hiJPt7;O2PZ{7$#e+98bY9b
z3PHwFp&fjaKl#>YV%#0doeJV>@X@(BP9BzSQ}ih2`7)#mC{KV36sy3r$ifyhBqdlr
zbt|acEv2}G>lyZsjic{$-j-rUzn2y9IZwDf&&78wS}c9ja>@%o`vcR=_s<C?W};He
zwOv3Xbm4leU_K|*Yq+?<lc4&ykiLhay2JJJ&8X}sANeKi#-M#Lg|P_^peiviGp%dF
zv2k}NtKgD^bG~Eg_9SCDS@`+_h$Gyryp?ts-=>U`6cH4Kc=Ubei)boQjR?;KseBPQ
zgTr7E;9zI9wmP>{O_)m2_#WbxqlDx?UEDIo_#nbKGCy|-6TMw2fm3gsqz&gTg~~L&
z={tbq$jV)6W3@c40^CE8Jxmz3TqKbi@P>ec60v|gaS{7Vzcp~*0m?Un{u*Q_=~pPu
z`_To%j|v|EC;WHNKQEk;uG0K@06*S<{gYl*p|46zv>wD1rrGBItUqk0;feTslV%62
z1HREupRo04G92Ia&pLr{rB@zQR?<05sbN*?_dP4YRP#DoK6Bc4@0PG~+P&m4YT@TJ
zcpVbrtfKRRr+==S0`*EHHSf@tP9}_eG;QLaBG;A9!ne$#{t__P-JXIH%6c+G*!N9T
z1Wck7F}TP7^$FqHHOvI7jpLYP>U#NK_B~BIz7Jekh}3u4<$f|{0lODFS{s~cJ=C|r
z*vA|K{?o#B>sPVl2*R*FhQmaY+JYd6%9&^5bH_yFDFM7&_)!2DAq&OIcAt&LMP~^b
zKvR~e+jIBArAA^0XF$GA;^~?O;g1SOwCAc3V7W(4{G~~UxOcLuGZ{Ps{Cb^0+k!e*
z=a<h}8QO(SKcFVERmF7X5wsZD59gS`K46IB6!9INdm7gl^6MU_a-pI|_+qN{bl>eq
zP{j+3YpLG#`Kz!BZ9q?Fd0w~poP^)4%yQDo#X$OD7(4>OY=;`oRcm-LQQluV%&jZ1
zb{8{#c&R{tQxO<QFjM6dMcDar4XXV<2i<9(GMc7$;=6TunEXUuo>vuEH%aCkU_f^%
zP^PDw3dAWS6Bb2q(MJtVa85k%H8mq2@dB#1FnMvQ7n|Sh9{<=qwvX!DJ;Qx7?SZ4`
zy(nBuop9XFGjh*2(AJv5i&{)ed%6r4bq_*j#gX2-uIhKMeLKf?2LQ{mUMxil)F|O?
zSsk;Gk8j2TSce`R=h%SPCEqNbkmr3Bv#R%aMx%@+=_nfbs3TEid4M`TJE(qjkq;89
z^)P%f*w!3S%u!_R{vjYJqQEsY`N<)pwyvvRaE^Q>A80h-*?<(u`dxc~Cz_!`gAd9Z
zqTei7-}Q+lJocH}I9#x>wX)yrOe2pt?rzO?1ruNovf_RQL&Z`xV9N>Lyd^1MzbJ}g
z_wZ%nOXhf%kG;YN#-sk|<3lt)xB@j`5tSo+-hn4EqC-8I`yyoSyRP1LAn%8L+EVF$
z7fg|Gr?nVqBpV-xnW@WVaqr4oD9@}LeQi^DB7^Ah7NR`4%!y~mUu9>Rfcbq11<zvP
zf`K71N^GM-Mep;pH*i7dE~2U`Vi)ax5@lNCpZ7wr1%TnIAa^)Ioi#oh55RXj&$m$e
z7N0mn@G9wxZPwF>oraAA)yAGq32{Uj*4P%aSd8wAa`Lv3N2?fMQFW$YuUN4ZHM>V<
zi|d<s!nDXYY4738Rqfx%?8m-|n3iA|%H-2o(+G5{0odH!4N>%Cvnu`N3c69B5Ol<u
ztQ8EqCi1ti&Enb21E`wq<8f%S`TEu@&0?PKzI`-JcDw>$qr-bF>DYJdn)Nh0AO5g2
zyA_@C`7wp-_4!?wwwdz67KmS(Rsk~!P-Xvs>n@XidP)8!-YQ_=!kv=zE!SZR;ngTu
zE9~fFYP=-9(P5t)l6x&BeLCq<Eb!#OT$k;;=PBuHCS14(-$*~{d~?|5N3ZLys1PyR
z`|1tQ;+N=6H1hSKKez0S*2vOFp$RiWZjIq-&iT|#XVP>zU{FNvxg;ok>f;@E-STXd
zu#Oze4{CNNRWTjKOj>;d1vM@Kliimne@#I&3@(n6bo0!P0hINum$R6<zqCz@JM%Fe
znbziQk3a8+=t9*>={tXQr3;Nz<20%kPGTt2l=j^h_as)UTN!y_t^lU0tDK(4`!w_D
zcVAf4Ww<!SyitnI6nU4`+Ri@b7a6__N_-=C;md)Hi(KUoLM$e=F>GMhFJs@#+0nzg
z>7|k0p29nUnI4VD`r<m;3wC+>uH6L2bu(ZlAgiuF=vGv&5LgMDZUBRM7%5>GClg{Y
zl<DmashPkSHVi!{^A%n9=E?X<w+S<_^_B736uiDW3KRv+ZUsLr_boz;M;oxCM|U4+
z_pe4QO&qlSrJ8wJ(%XS{!M@oi;@Xh!YLP6ni{7Qr0{82OxMpDrzU7SxPiZx>qYaw{
zP-;rNddK|TZ&BuHhvQkfwf(ucw2!*4pqzAVRWW+PnA27c7H9*kJd=1Hf(BFG)jP38
z)ofrn()&$a3D(R$^{A64Fewoms>r_Yo%^%@@vPr&=gu5!K%DR{Iwk<qohrf@GIZbu
z>Q^}*o&+DS>Z%e}a0}ZWDs@4{&hP1EzemtZiSGd;C0n8aiY6!x@&>l}7BNhd1s-r<
z)i=z11h0YFbP2iw_U=_x{P20)7XsMz7OD{B{+5qnwYv*Bv%b1yntuLrNJB1>GBXjt
zp&#~J^hW1HfA=JT4HsXBb+gU6WwQb1YHGW1Xl`CFVr*8GsDpEChOhxt`ht?5#wXxJ
z^U+p-B#GMX(}!4;qi-Cba)@)NJ&!|L=^Y>lf+f57khJtIj~W^=MxV)Cp65TWa!Z}p
zy3qe>+gmlH+`N*%yh8vaCa~QTS$^<vD0^T;@go%n7#I2gE*_1b@7IVF9ZhA08Z=>O
zBt@b{RB*b6r#YoYE-8;DKf4gOcs10pi_SowdUOPFP-+a7qEqS$=hT0yeT~14^K;w?
zGF?t5;On7WtnSlGiwz3v9si+4hrgA8dsag`rJck3P3`*cb3n<pkiP)oxvmj0Up(w(
zze9Cm`%HRw22m&*Hh$M`y^{;tsK?%2vz@1A<^}n5tsA2P{q;hVg}g2ZK0E%K9%8k^
zvt{<B&p=t<brroEUPLOXFUf;(5{TbE!antbN4yBj`tR6yt9#Ay8Zju`R2bR$Lw~bk
zy&fw$>^;ULeI2Cvl*mK8+qq=oXA{PV4$TN0>6(1JYntQ$bFKxuJE+NKK;N+&w_%A@
zSKiN-0?N)L>SGv(jxn=bUL;K$)>o~Tnr@e`!ur^xmtj7yZG8IThIk34Oy;!Ba32z$
z%=MwZE*wV!`}~d7fP43eGM*<x0vNW7py_K+`7<YZCTKVI`Y9jsiMueu`1E0xM8ojN
zg*?V9{>fFBUKfwretg9sf8Y<Ud%`#e;TQ|-X5luNU%v8uBkG)Y_4@GZNqe2oP#wB~
z_Ttl}*3s|X7bm2rWMg2kcwxa(ydvmt;~S$RUM$S{6u|u6lqyi(;<Ge>&#oJaDT`00
zlttX7r>9v0IMbhKN0V!)Et^kw{W*E>4yh8|Sl<A5xJwdoaxl~R8TX#LBKK(NZve6O
ztL}H`@G6h&7jCaOh;0-a;(QeF%<^75srwh_Z6lj%M1W#>W(eBR&ELRdEXHfbUVbv)
z>{(F|3~#sF)hTN-kY)wimG0~3X0N(2uSzV4a`EapYfw=kKE;H2d`|jaUrY6(?6^S*
z3UFwQ5!jqWrV@#0rLq#tK>yk~y)Ijq7qmMioFohQNXi}VL+@w))$>#B-2z2dTnYO1
zr3MVuEqB(j+z=TZB=SQ8yXZfFT~uwjb}kC5u;OU9&wS_66MqKND>(zdYTp_fJWHfP
zG9LhE{~RcCg})EzlC_1F(fP6~_Uw!QR1I*HDut*1GCuVygt22@y2(N*D;i;&mpdy+
z@Zzi3l_mK9`PPpgX5eq<)tn74Gt6#B`p>&!EkI+YUCv(Zo5}cPF^Yq)G7q>k`q4LU
zJ$=M(Q=q)gt;i|Oy<8>IvGR)$7}vTirs#BfW^R4B;9)XK&ez)O&rUw}Dl0KCsu|#c
z<KZX!(dlckaiAk__s{2!Ucld|XY=J!n|A*O-Tig%NoAKJ@C}nQ6-j2Um7F%L7vZ~m
z&n_}%^Yr79@TQ_^lvlt+^S7q7pzkVnN>N$>^p+P6V}g}y6uE@tWzMDcu0e1*S9P!W
z1;Vo=Z#7+qH<<$N>uKUnx;B<Or|PThMZd{}W?|Ocu0vU@$6<VVYikFxFbu;c)8U9Z
zTyu6r&apt(OJfT9%GHfcRc#XwLNipeu4fn&?cO|E_&za;&y9YqFk2q3IgaBO!!pC{
za<uJ_*UL8s`wDJlUx|fr2$n2TnNlo^B$*5<VdGrq(^SeI0P6@QAQ8@S_ICp8_qX9Z
z;kr96xb`M&gTkR`cqPdwivEpXCqRDc#fwde$f`O8^MP?gxF!2<o<&g@dpn|h4A-g$
zJYVM#5E(&oH~Y+pfb}t%!=P)9j;PZe1YjXn%fNVs%znB0HHc35oWZ?OPZf9VE)4^-
z%ooru;F-@wq`qN2)gP(Z{lETh5DNGJe9F!N?7@3ahv`c=u>TT@=J+~#6jXHpK0v|0
ztfx!qxGKVN_vAL>$O_LbF!}5HW&xiY=O75xCvXDnTZqMQP6Wa)=Mtp(v1--6uBw#~
zFpiyk#yE;1bAiKb=`e<c8HPgMTnVaC!nkJ`yI9@gA7#to0%lDX?-y<_!N|@#zy63C
zPfIDPMk>Ev_HQ<C%`uPdCb}CKhp2U|JT}D%oMeV@cUOM7GD~3$l#GEPMDtNWGAL9@
zyy9?w1;!=FNBaN;8CE|{ImB8TItWECRN?$`uIZwQBFs=j&0K<S%6kVk`lUUWm)PK!
zn-3LW<4HZqh}I-GdO26rj5D*>53*NwE?{=oZ`|8HJ+$X8wWa3S+Wg*9;-!CLv(UL>
z<-a_oP3%r=LzY5ELB5W7^=bMcwwVR*<6Hf}y(yqNm!Tt<x#Bpv@Fb^7W^H_Oct3%7
zoxuH8{S7EsNycVpcmZ=hqH3ALyI4QeaG=t&MzAx+QtOzn(ehQxtC%-bDl#qu&6d)&
zhl+Ul>R+$l%%1vuOAH0@?9+wx2VAPZs-1v)!R1LWv^EXEeo-`KbZHKk;{XQ&_-H`&
zv1NpcPGK5p`%`AuOdfIe;yABYJw4l5zF~Kjy_WQ>Mm1){SJ$6afAkY`Vae|~5WT_{
zgOa~EC1BrW|GPZ>FYmLV-9-dl?P6fO`f9X~_FK;rg79l`YjBS|FVkrF-&jfxU^|uN
zmI)PcPuE}6&CZa_eKem(Nb`KAxLg#r{F~YHbajId=x^pskmPgRk=l<h&(dUuw(I8e
zbW2R^tGJY>0N^#iC$krF%I+*N&Wj4%h(<**AD+u_l$>~J+sy`J3FR}$2N#%<vlGP~
z4XUfzUB{0`BEI6E-5CjS`*5H_TUc)Q%XaNgm!>+dIjGf%r1)k;jb6Zoggy4>m*4V$
z-zGg{sjmfo;n!;rpZp%9A5l1_3v#>Nct60!D}q}^^u&3VOM_^>MVC`c0{%(ha}s@W
zdH=>u67!l|;*D~;E0GPLt&}5~TP)$wn=xA?!{-YQ&rv|NE{3rkr!llERV*vYBYaVi
zJ2E<xb%aEtdMwmddxCcOo+&95hV@?I$@1T92;gLN-+>b^z+XnzkqJ-Vjb!^+MHW#&
z8z_DpECy*`6{N!eLO7E2U2`*SO(s^FTSA7?6>Y1Ot{-`$W;_Hc8n#uQ=YX%xk9k?9
zj)Ryn#Z|RC@-%Ts43$aEkV{mt1Oph=R!5d3<TR2Qne7WsKvC|7M2z5m0|fo@m~V50
zIE_LK%si$<4bUio(zcwo+MV3IV2a<vX0wH`Zu#+{SCO#HTLN$(YD+iGRVO`W+xf2N
zzN9M@u6@011=Q;n%}lVP64TwM*i`dJw4!}@Xo&A+wTxT9ANp9@YpA$YI~2aSd{P*{
zY)RGdyl61SD-1>VZJa%&BiEcq{Rhp1hG>8j^>kCxIV$ae+daY1G|k3VKDNp$(fsCf
zy%7BBIXM^<?i+BJU>->mDh=aV9`)=uPHNw2)|asPl50_H<~vg0i08hGi`lH{sxJvQ
zxkX<@{fM9u4~0m-s-m6|%oW<t=BE@fblqt<CSJ#TvwRLMcwZcz&z{RKCjdfWh(-v4
zpku?LT>k*BG8<w{Xk?2fJV`Ca81|NU*7ObK)<2eP5{U`glds{qlhp_Gh##T4Zoafl
z1LF;twfWHLr~=mg26wo>kL$C<lFZJtj2W=`<a#UD8R{_2M#Mxob4J#NeGpj#I1B#G
z&^xPZbeVAgXV{Knq>6^hJwQ&It=u__i_PU7U(eNh*jA1&P@21h?dNI%?}EhvM=7t}
zENTnJ<_~MI`6t;^_q32#o`h#Yzwy~nxpE|r;{`Y6$8a%_BR!Vo2AGXTqTJ-O40E=w
zBdR8=oV;f5hJL6P%-MSa=UmUmgtd~b#iCaR-XOGm1>iymalzh1xaZq6h96*gvpwQl
z(`bg$qy)q&n0h7pWKLIpR&lVhk;fHcVqaWbbv>5PV@$r*GJioO$kR2A7{oVf+Ia8W
z#PiwJ&)0RH(dhZy(KC(OrxCT2RRd+r!#i>!?90b|xkr(vx_P^VLk;6o;DKBwzeN$n
z(#fF%=n~cI`+mDLpEr#4c#RbTl^QQ0!Qkifpfu*DT3*+Y)Bx4a>t6SA|C1{@8DqTt
zYWsIgtifQ+1_Ad3Lak?z_lvaT0B7zzib~F$Zvn7LyL%_>*Lq@B!+P(#SiPW99g|`t
z$$Lmq0RGbGAF2zHdbh|qxu+6~UMk;F&thrrD@EFAV-TdeF5?*Y=e%owI7|ywC`~Yc
z$D;r^%aPx`gY4GqNl>8qQ+uo^g68pY9MtjLsLWge{;~YNgvT@M*5~t@n*@Rp3Cq&`
z(5~P<1&Xrd3%IP-{UmJm<veCZPPUA#z3}1nr1-e<9#9>yJp)Xj-vC%&k}BK#+^z6z
zn|UDVp^?W{7M-l2blFsVkwCDk_adVCu)q^Dit7x_{N%U;td^{Uvqcf(W%n+#9H-dF
z!>qjkIHI0B=kz;8(er6vc)W#Yx<EPmbMc{|--5^_XH-QSx1_<6mkP$S#sZbvssNy8
zH20lH69ew0w0_+i6~7#hJM}Tx8~2G_+cndK;|>&^KJ{{W-5=_;YgHbl_BSZ@{z|^8
znwLEvvBvR_^d!1r3$q&2>uaYFEfTl8dH_D*v=gVjq0d3K(AHRMg!9+OO_MnUbwpVw
zy5J7?WzzUwC1D270^E{p=^izmGKuk--XEUl(e-F>rgu*Th2!Jw*{2VmTQ;!Kw*;QM
zZ5^M?4x>JHW(U3A2P&`Hk7)xY?h1^}Ed;iJ@&neyv%w>gNI_GwK*6L0p8;delY}J4
z8=`G@Y@Z6+v_V_Y^Nac_Pwqw>q;P#*kd~iA?&9>^{?Fg_^NB;iyyLo(BgUOh(O1lp
zfZh`!AcQZcd%-j5_p*+Jo2p9+2bEHh@ykiJyQyWFWm!l|5CrSbEXpT0GF#?oz)GS1
zQIzyB7za}nvM916&(AXs@Nb7_D9<nRz>whs+&Nu%O2X6fLp+Y4@;k78$-n^<ejCNI
z%z{P;%JL8tsWt>)3$~;4alm{`SwP3C`XIms$%JxHG)a*q;0W}XpQA`XX8E!J1K+kS
zdu={@65>2e35gcWtONRAN(!tKnV~#cFfSCP<Q-$P`hcpm-wca%bf)<eit-_UYqopo
z`hp@>(v!7-J;N73jKXnbi56xV?PITIF2KQ^Elned8s?h6;aFY@S5f|+_Z715nPpv`
zzvT2k;T_eGYZ^16`z!`{Vnq1AKz)+R(v;wnG|Lm7B3Lp`6N~~Qj%GNl06xy25-|CT
z#Ax(x{t-d^hbksX{*2e^J$@TtjLZK%$Nxx}3a4@?DUIa?lL4&BlMFAI7#Jj+#Zrv<
zjn2$3!c;i*?+a7KY|6zL!B7PO#iY2Th>MiuQYr;aNYmNx2~$yjs7#e-1W9EapJy?Z
zQ=mIIo@cXyBiJI1iR4dp$3I`+te`m}Pjk?sDU}pOLb7Q}LLHvGpfcib(Q^6=bhYv%
zrzjpPVwR36oF|ePqi~v_F)q%4O{e|>U9E&o=!{EQo@H|Is4T&$m?=mMkGYHnJ^$x*
zwP=jNf%(U2o{A|VXJatdGcw6iaPN$!vOm=q|MZbW<2Xrj9K$kfN<ocCBI7CW84Rj8
z!|*?+Qur5*q`zMyEB+3Sf{%F`qZp3ja+W0up29iMx!{k#uaU)NP$Q4W$P7;@nj+#9
z&nTXxC_D$)g8zp#vKWSA$Q)-<U@RyiV|XSfu(+UEwjc_QB>qSvi^gFmrhxQQ9K|LS
zAapsykTe#9aY*KWZY2Iiefbxl0>c#v=m`MV7yxR3*>sVlDVOD-wm8pXzwM0wT~xqQ
zCZ`jOC0L3|5-yIvx_&93wE&aw{NH)RANB=XU{u266i!kJlf-n2@iCRgF^01M9R5^a
z{0*p(a}>p7IiD01fJmN58Iol&FefmMi1|NN`oCx-{U_;X{zIYDUoZcKru+l_OrF6L
z&}vx@dYa<tl*bY>=8~Mls5A%Q@q09d|09}06I7h$3769xL**%!0HOoHno4PgPB`qh
zmH(%8#NQ9k|4`ob_u&~D=s4rk0x<8C!;%bRVvgeRm`}(Qr~aexoMRN3Wf{g5fSyob
zLSS^x65!_yP}79|V|e~YV$gr4FaK@{!y>1%ge{6913&?2G)IEpkOh{<F$Js-|C>?%
zpD1An&+5y=FA|1C!=Ezv4}Xt@q1Zo^e~~aG_#zR~knB42Ai9Mpu=~<f9C=<(7o?OU
zJxw%;dv?#+Gxy8IHp+W#gu47Z`4)Q~)opd#ebTghRDE<WZHLp$KT4`{!<=uo{;6-?
z=eE`1MNG#dzR34`svNibwK!$(*XnPcGFJP=<SqVK5C>xlmbaS&X~UMCj&wjWSxs@Q
zL%QB3^Oh!U^x*BTeO$e=67-+fOXyil78S*XuW5T4O8xWsDcGK&>!k!=LRx$7Ra6A{
zqV>A0BwYY6@#7lspRa=A`eo^P`p<nk5p<jTy^m<Cf&s4h-pABM?`r(qNB86*7(I96
z_~#|(Xpg+FT79UhL!owxMtHgQsXxy=V#CBxcZ7`R=#?=zqZu?!y<bv`BkPmy=XHP2
zIWL{3h~;tzMGuGKQPj-P&K8|-*{-q@x86{9ezgltS~%Kiv6p3`kCA0xFL^nVdE-ek
z3L>rRYQ@{8iw(EnSqa=xn+}D|mO~IWjw_vYU3boL&~59wb+N<!IQ&qr+pFhnkDt1o
zC)cW`Xi;w_byqZP5)%^bZ-UgH;L?>zCKI8bl7z*=QW-3IDY_{t)@a_hZNsQ++3wML
zR42spJM<lpt7>PPAfQWIpk>!}nrW}=3k);EO32ZlH7fn-Pw{5kDwc6F_>HYiNkvsE
znapi;S!Qe*$K&HYHzpHGlGFrwUB_@F^i36gHL(~@y#mM+6<hPix{0s(2n^gv7ugBB
zl;VL>Lda6vGndTd!8!Xc<3Y7#@7=w2ihprPVo}<`?TPwmV*j)Ufv`CTSEw3|Ivdw@
z<1pNIv*)3#Q=Z?h!%IW>>YxGnxP&84zsOdC^^o+qkWG_AOSsLdtuyh!W6#p!kIvjC
zKU#-<-U)&r?@MHL*^1sL(9}G?ADoMTuF+cR$=*|r6R#8}dK@QvpY&ODrFS1%hc=!9
z3O8~wPoZgar7le_awx8UHcNkfqNnqGc7$1$fxF3)yD4^q)~!++sxIz=e)lBd77X~s
z5FXOKl*IB1M)yP11y?n|$X7x+!0vAC8HV6ir`i<miXvc7eOEU@cXM|i4Mkor5e)Y|
z)5;E43sLOdV;!eGi?zL7ZX9WG&8S9_YH+CEd$;8w+4~VUOk{$2r3G8|+Q6KA9SLo-
zc~QQmY(Krqy!mh!Y|8Hhp-<=P@ClAo_4>8;hyxxYNWzwNN}xX;=|tIz{wUwd%Y_ke
zFbLO>k<U?5s{Ec@v%KpQbv56yE9{B}KD%N*5Vw-wKAM{;vQko_G1?bl_c~FnRcQg%
zk~vBt!O?ij8m#D|z_8owEQ*uN>3BBDP9%tHB#>4I-ks9=Py!g5Vpw?qDtQ(m?=bw}
z&FARFHvu?I7iklN+j#9U<}o1;<#lBZEWVwdLV+V11}0}k)LxL=nyG{#emu!2CJF3D
z5+7_P+2>R9@09@1U$N_Graf19N}j$e`@IzTeO5!kf5UvcPy4kiwqClEEAX2y>W0@6
zk8{1IO&y=qtMMNA#&dgJO0Qn8ylam?2f7lcV|f!)Sy3=bua%1>8g;|?!euOmP?4{4
zpFLtlvaOxdw|zz;$p|qda?ZHYR6T-WZp{geSS@0|u9jvPFXdGc)UIPkby?L5X&cyS
zXs_==m&W{HJe|gM#R!6@P`aPveAS&WU9P2acc(;DMPYxv%OexcY9-rBC!MO{`e~-w
ze_s9iyab2losXyRoT}GY>x3ws?6WyeDs5F-G>ZN^u~Yp}^|PgCuT&icE2fkKFXa*6
zgw>P6emi=BTRr^tpl|J?;d_F8Ol1K2X#$WVfSLpREJb1EQ4KD;e{rpph5nJ{RaKo+
zTNZ@m;Mp4o5a?jR{H6#N<!}5BzK9p=$}d691XYkSK{_hxgxN*?29V$~oqOFi)hzAH
zTio~7yMN?BC4#aw^hSKUUM0TdQn0S=lf}ird>g<*$)^{yFGk!vOQlr&Ei|NB5Af$w
z0W3V3nt7kDUUd`ZXDPborXF2ji0|rtV|45`+_B43^OW|6PT9M5D(b3k;kn%^NtJ>o
zZI#O*%T97b<#WL4qpVqmPzvs|rgu_(7+4^9tx@;&tvv}hbGU`6lNkAHxcaYg?3Z3J
zMq%<sq4u(~c_)MaNz-{OIm#?i_<>m9-4YPq32$~7;k}2azx4cZCt{{!)ZG#knJ2#k
zRau1YHo3_2!^w$E&bAgCu+B&Vdg&RU!Xs}D`!}@*tU!<~K>WzR=!5AR3D61HEZWyR
zm$yEQYi^=(Ndsh#XcMfG@s37IzN2}ArW3rI1VOy@Btwk{`1%Ei1{4UQ$8~N6z^hrF
z$1$K4AiaULkkA+#l6{Qg{jNZ&b@&>`d|?jjxb+?0s=C*cVn{}&+Op$H2<tCp7iIp$
zD$$B63!=~UYlH9U%PjxZOP(8livGd)vyS+=X5KO7RPGxpam{2EBUb_=_a2$V@*8g7
zo1b&1y?s;TV`&+~bK<wz6~vnSdWq(HJ>Aq{qV*@9tcD-8{vW1z@XbMGoW{rVjR^nK
zOdZBdmhiC8&=Q|@wY4%B**0KHmsstI<62eZzYHAa@%<4UiT5+PmmPwVql9|1{Qc_1
z*2_UY=3@%Xu+hDK7(-JvXve#U&H=tx-}oq&aYUQf90JAb9%yUJi{e4|qsV`#q-mO4
z;Z*G)>B}^KElRQFeQo^$V6kdj_WKsUtKoFrdSQV?Q0d0`o}wc7xHJ?+$F&p<9x*){
zl&z=ysHbZwgnl}*h)$vm*R~vu_-+&a8-nNO%njbr2gmv_x~Ln>I-k3Fv5fn$yen!<
z83`q4=qSW-uHrDZ+6Fr7>$E+dl@sJk!c7MA<_c5GB@=b}D6>TEt6vS9O$V=`Kxx}-
z<m9CYfI}s>UE>Orih|AW8zQ5Xmx1!`yjMkdb9nylG3g6jRtpm{rihC{9mg<lp%F36
zSP_?XE{5Sl5jh(B6kMjWJDHra+E=8QDEYI3%F?dhLLzdRx;vAAb(jI0?-9bvcO(%r
zS9n<N#JC@3ds-I<s<a+Ai>D-t_0<*4-zBvE{XS9l`|#@D->hnsTMT~{Geos3v8L>v
zCW|+dKA3w0Tg?*^fX2(Z%~0PHoW1GD{8^<yZ&7?rfnHm(`j*mGa<zG6-c794<dl=I
zZ*6#EhGBZhS3|Dj2$W6c^Wo>p_$FbIo!R6@q?3&Hpf1}+d0kSzLCYg2n|PaRg_hzk
z8ReJTcOf?bvPRud*Hr0tTqng@0@HdD685yS$CF>NKx6N%NV4}!gi@@!T9qW(*UOKo
z7@o*&zNqWuL@z@7oXP?-kUem+`&YJhMp%n7Mr|hE(ixp?V?ICd41CZR_X3UjWj$s(
z@1U%&3uo82#%5o!vDXx|$wYshhvS={j4I2*-ebp?Jx1JKP2d^gY)-~zbmg<W$0wh;
zDf6$y%Dw&o91+fd33Trmh*gcFG`A^}OxvJ0bE+jeN%ES7kF8jJs7|ss8DIQ{%--!7
zF4BCq3KCBLAbDNK@^5~UsCiFpcB(Krm!%(P%b`9q!B=3?`*nR?e=Ht$7^gGvR?i2c
z_+~jiXJC@?r0@c(m!#4O&U?_>JeXc}0IDThDip1Sbq%U`tNG>!<BnOnBRErn-TJf+
zuTIa(w>`Yd4p*V_@`d0_XZGPLtew>BA;-b>FI8ENsL7sw=xYT)8myEMf4&+iQl7=g
za%*u+`{OjWvTO|{BlgC3f&gc~Vk~D)Tv_o>x#wrc<UR~EIZ7AKF(baI%2e=i8hb5>
zzQu^W{pMm^n~;}}OQQ~xj>@#M0sWRh)g<<CROb|{3E8fZybI?UwQHZQS_ZnhkN0TB
zQ2ddCHx2YV4!G%En{yV>V{OqIHzt3CIx!^GABJ2)$ocZ%X~jq8MU=mFosATkcC@SM
zmndH5U_$q|mVvLya9l(Cjv=HW4m1>83^4?gmy#s~Oi?l%t1GXmw8~mAVT0Nl{#6S>
zodtRGnyS*gJ8f0lbZfTz$eO1+e|@lAhJ8!tTPa%C>s!v3I<vlfOQ<WxiEVBCIKqy_
zR_|ECehw~<RKepR^V71+n;>Xm6Mw!nReHs(ylw0o{EG=?5N!MNAS7DbEZQ)GQw6az
znHcI|+pYSV|2ZIPtFEhB7wG11>+BrI?E5G0ogZXJ*UDg0a2ZLqx;F`UiZv;11Y+F&
zX$^~M0vA?dY-e*WZ^M>Tj22PZw9ZB8h1RnFGP`T|+$yMwTay0ki4F9({$|u2YTcXk
zKGgfJVh;Js&??0F_X`;@BZsu<VfdQn!X&7Sqq;$_az7+gx;GrDm_5a?lo7X*9aR=0
zT07cEAXDBq#q_B2bCFn85R0JyYRwF}GRmg_BHSu%e)DLy_a1zcZ(k#e5TR>(B`{ZO
zL5`HOF1HnLC$F!eJ+b{kS5WG-h1zjnyK~#KCyek1g+b=dX4jp3^#WQOVYr)>Z-lTN
zor@|JGk0I@${$+}qJKD_&F7}xk)zIQ-xThJJG$%M73zp_v_`*5LEIh09lx%W)U0K3
zxXm!r)XAOJyp{C2ti8v`i>6uC9qYML_|on2EL#{SQFH_e6c?S+M$glQZ%R=Q^nz$@
zIZaJ$amR_-7eN(Y6bQRX``Ke>6T;{*)+{8xEI6AA_p0!bOQ`=rq5~bS0#?%iM0f0F
zugQC<g+CpMs=&etFVQGn%hLIUf#sjglv0Mvf|VP#qI8peY8Br~?}abjia&X;^6gPB
zlBqX+FL9V;x1IMhnIR68vJMQj1u)W~aeZ^&D{rZMYv<Z^jF$jJOql>ypM+u=n*D7h
zXw8~@P~tu>lHJ2an3A1Uc$?6*><9sjyZXSrr3ibQD}(8b2b52<%zMD!s>CIKlT7(Q
z>duvlS8)@|bz19=R7zLo{8VwGis?3fmD$>qc7&%1oe&p93z<nY=9RZ`TGTfSwKwWo
zIWYa#$%u+3?2}*|>!(pRq#vA}$v&!TscS&+{>t%=<=p<LcnE{pdHQ{8<%3(@sB|Bk
zUdN*^(8^efR~Y>Fo2Ro?>cm4oE)Wqc7P$^<786Js@)cgCeYSk9=up}zSGE{|@ip-7
zZ~U!?bd$vOq>$QhVZzlTxm5c7&w)I(ZLBAs0u5FJd2ba(hwlJgkY7P?tT_ILAmA0f
z6L@u+7)^<qt8>SB71KKL=9B|ila_DZHn@z%z;bo3DJM@RBp4>1H1{aM4(t3-ac7^)
z(6VsM*h;v{EMu-v#YJ-CV(|)Z|1o?)u#!JdSf>@;bwKId-rRf6+n5bvk^(iL&&^ve
zvNOqppo2XpJ#l6;h!Ac@2v?G}4qe5Sixqe6_J&`p%6=?Y#$%u%$_EP^<funFn%k8q
z<Rp63R9ECnmMgEWoVALl+yr3Z?$ao&bYFw~y332UGUWEnM<W0HXl;2dj9*)pB#XKl
z1FOq_nmgb&TV2_c;l3;zkE?^fVSX}_6u>Mr0KLlNzOB%Xekq=<a~J>Np%0(yllKZd
zL%bnDC_8SkVaFw9FpIa2QQt!y3t#bk*zv!W8L!{47(7Wp(?i5~-I`z}`MQmtIKHs$
z+4G2SR&6hk88*|L6Lc|J>oLjdjpSR4;9*qQrg2B?qgjK2@TS`tHrXm}Dz>h_#H6v<
z;FQc+x+1e=H<0Zz`f1^n#S}g^?!R_o^7n$PzOue`T6tliQ={{>c^U5hmf77*lp-=b
z=^d8W`QF0<!hYQYqv~sS#l6gCZF@_r6{@hZ&SkD*Wr=Nm=66SxA*lB{V2BNW9q1rz
z<F1kLd-BjA;_u<g3G)16n2C=iz4=Y+!gRLfYE(+I&sQjas5eIj!QpaAYj_oUu=eY~
z%*A*_X>pSFu?PK((Vv4@n8Nei$^Ryok~e~Mr)o#?SHA0sX@jgRS@Rnx4#_cW87XN7
z^Kospnqa+ZM4XPpujL~uo>dS53<4H>^#&d|v0`@bkjR|%!Kia_dASaM)N2hGxF}8h
zQtL|{B<Db@=?z~l2j{>0$f^wk&!qf}7G!^TQW-|pdkfO26$l~t%dD~<YhlsN-cs?`
znw?|sf}fuSoHr^dkp7kr>QEqXyPT@faCG9We7=!&bqurN_}L>_Yl6hzrQ3E7pBUHI
z`9w_3;Yf%WyhcMb9dME{zI|cs(|%B8Z80W&%b-pju1eKczT7?V5qz%q8Jt(Vm*#%i
zU})a;q6N;3Mf)0VLH`AsPtC6VUUVlwzEJ4z7FP##Uz(DcJHdkRQAgi;-g`q?vway#
z8a$VsX%u@U6T&v#aO((9pTpQUIwK;aKHBny)DM$vKH3>sVn0#H|2SNpyDohaBA>i6
zpJ}&O7s>weovW0$6~>znq6*}?wz8J-{({o%M&rxk*t}6KHUw*3q@{Nia>~ec8%UV8
z^Pj?b&+N=Kt#Lo6ugJB`A-L}SzTVQd6Ge1UKd6%)vB_)1ljY$AHri|;NiWzlAbLms
zW~O&Dguoxf!{w-~)kMcSX5T}pa%Llg-6y2S*+2mQ%>ZoGF~W)mz<xE_ksnkP>Mt#F
zu#^u=tIptcnj=_mcBuYVMiV$L7D!uecl*)4NuXdqA;Z@Z?VV`^2uMT{`S7G`cAPby
zN!gC^ezHw2{;-|%)*GIhTs-ILQL=D1o5X0I`0?iv^K|ez8}+=}|8OBv+KIzAnO;6u
z_an&e7HYq7&0x=5^-_|0Zi>q3X(3w>la)jQn&Zrfb|`tdvb|%JLKF9>9q^-c!(ZQ_
zSbVM4hv#4x#FoR6Gq@cWdZ2AGdMgBLw4qJJYAnC{LX{sOgn9?AUUsrCrdCN^84JQ^
z_C_LHHJ+e8XXH}o6^p6#sRUrI+f$s#&U!Rsl{t7?aj$ubqrQW0(kIc^tjcZlCO35c
z?bhOc+X<e3j1e}IBAN}U2a<2{1+SF!E%}mrs>s#55%et3=Qi6~c>R)jNfIzOst(?%
zXXKdjYH!wA0Cx9}D-sAQw^cn|SD_^lH)mpbd6i+#m72b|fOQmk_d5ngqcGc+h_ZZF
zj5pf;qR|sonV<F7&x%9}LKxH5R!UI;n&N9`fUwrc0dckGP|CNEv>$hHgGv1e^x#@%
zFTpBMDP4TD8^<_KrEV?|1w^Fc46rz&ZVn4S4csK{@%CY-$4n1%XgQ3vMjkf%b%&xk
zw(zCwkae>IjjK1=s%k+`?Cj%h8$ECg*$m}i8X4hp_#kf<7WQeaPx|^p1;>On<=4o1
zov!ekn{ifB4jzu1TLC{`%7uQ5=qLEz%rl9lT9%HbX#ItI75eIax53QZV=tCEiQsj}
zjtkEEmWjoeTZP?t7h_?DHojsyZ{ORwK`xV+UUs|>cd}>8LHwNZ&Qvn6#h75)tgiNh
zLZae^!zNBPd6OoB?4+HW^*Hv3s+R?;C~&&+yt<8YGOh?KYjbG$u~Q(CMACu+jJiMe
zEXCVedTq<8WHstWrB$l0%)At!)&1)SC5_*cb6s#R*?1%1YbOXNYTHj+iN5gCZ97xP
zV9dUC1n}Nk#LN{iy|HOp{qy-|(3G8yZFWW?sGY(vn8MO|1fim{eL7UcU8-FVtmg&9
zQY<dkfe~J~%Fx_=^`_PyPp8+s&cLH7X%SZG_-d<hC7Ruk*Zf>(eF+M>Cd0==jx780
znV`*>4*%-tHv8m=c_Cx$?OR@Wh0#qNZ67mv)x^L!b!(T*ZT^(ZT({*ph(;GdM|&?^
zOtdBCUINs4$#ob`aFt$9CXa+XxOWH6#HHh#^S?=>FcpGS#V=d`HJIF6c-S~jI`e*E
z85wYH2PuaO-xCvZrel=$Rxr773er2B?8Ujjc{8pobP~};T&?V^`{6Ai3R0Skn>n6~
zy2>x<W!@K0{Mj5IIkRjA!4T}1Q@znV%cMrcrji97XH_OuO}atbL=5qxXVcE!Q@pP9
z&qF*U2LYR(WylQGoa}+#F|dAV7=Nl5nMmb!#rS=DU+%9@XYj-K<RFf=6UgQV@tzx_
z>aiX)J=D_PXr|&_hGB=mt+Vn!v;)u4I>raiv~J1Y`%j2#??lVKwY(cO82xp<s4iEH
z==)ypJAQ`WcSel@ndR}-?SYzr>}g#l@jzdAqpaO*mg*U`CHHTfr>A#J)&ZI(zQ#p!
zAcOIN0ws&)&{vzPmNxPUe1-K^GHUElGg{ZJ!rC%kJ~2dfbb`BNcuRS8ifo)%w>Xj+
zJxL$v*vLAiW+bM8@sd{yZ@k&nW`eK;+~}`|UH9_J?xqKeaPc=k2+LJ!t{4Rg)%$+N
zx&CTz!5dOk<aWc-({x@PBI#6S(jED=v+m279L}o6ls$nhQ_N-o@f~34z5emv-;xR0
zzx!?M-;A0hbLdH4!8JQ*7oI1-kzov05^|lINQ=k-u-?wJg}7erh&A_-m7w2DNA#6P
z*J%{0g!+0FyC4W=bXul&8Z`)Fz!`?hsh5Xh=jJtu4&$&j_Zl?lEmdpy7yri|mZmJ(
z`fd|HdH>~FEl3i*Ycj)SMN!_w#B8JHDiE{><rBTqCU|1@tsnH@FJtm5S9uU2O%FA-
zL&f_N7}aRcR>PvDNneg<19yE-5Rv(jW2Jq$ditVZVYXl|lxpWiUSm@fMG9s^6#8J&
zYEw`DJ^TNHWb>u|9%Rc%n$LVrf+Sj0C<u^68Gh->A+CShVEt<gP!Tj&?)yuM#rJ6>
z>L&;=8G+@ng%FGQ(~A#V)@@HYO;E>pvBRqkJ9&}nG0M*>66yEanqWHLN>&|=HF+zM
z%&{Q#pY4kJ{W_(QvvqNb@gb`Z7)e^E#$O<uIunDTT25mY_M^{|d;U*Ko~0i7dURA-
ziGJR-l<i!g-|BQc(9fsJo%QjKISK`^zqUX8<m5hWx6E$uGxCV|Vp>{BHoz^C4lGOI
zjqf)nE8YFa5AV2o@#|t3(_PVY4F~XP6;vwTKh;^T$EBLz?>H4;?iW}7WRgLW=#g=Z
zNnqGXt_YcZ|CWus5(a|kMd6%YoW381kv9zJ>HM|A6ThTldcQyv18^1`HD`2`Z+}V0
z&ZkfZ?TV@c4970$O$@xT8|@6!O4IGQURm8aLD^inwKK;BbS>vpKTpfmfniZ%a`)I8
z3Z!WF@%2NOK1(iH2jUCWKR>6G(`OgyqS}Txkn#mQw7Jtb_|6*EBtAs2?EBM;wo!$)
zDZ2-a+$APc4<2SjloYf$LdRY5sI(nCW8{fJPi!djfQ2Bq6o8Z@1Ss@0NX6xcabS?}
zjvEERw<4N#)0~Q>=4zhPgz`bjvqYN|p)rxsn&UXu^ZNi_7X=B3Y^ti-L=+nsf<K%&
zmJiob)tFS{@g>H=rK*RB<o5HYD>DJ=iFIGH=Cgz8DnBOPJq!#aD|S0NKn$Q(7P-aR
z$(v?kLlA9_XchGJWpES6VY#JoCM6IDtQlKi9`X9<QM}uJorSSQttp-53KKPjE+bl<
z;jy%Ugv;|w*ZEKr?ez>6HbGhM{@_YSL?A%Uc>oQbcG~<0&`XH@Ei0~5@J%aF`fDlO
zAT)(t8wQx7l>L5re#-w^1U7mo*uj&&xlOuSkzVl|Gh_FuP8?T~AtVSXB#;p8@Fb{9
z9rJI|@q*d4ET*@$akpITV}LLHXUgB2`}R=pKxIR-5cT?S>$sG!&L0T3_FWit?HFoR
zZ-NdWo9<ZaJ+K)B3R=;^62z!qYnKbZ(2DQfm(8~+%hzw6$>mfcsTEA=Th)Vs>lrqb
zd}_0ZFfHBbNIK&SrEgu9p8y$`f3+ink@AV@G}vJH#+4CG>^@4oo}lwM&3;d$``39|
zp8PsxrQKPy*mIQ9arCHkX4PtpW4LI*spBi+KvCh}ZxMJoxsmk#uuF%K{SL@o9XvRj
z3|?bdfJ5b7U0tsf?*bQ&4&I%892RS5O_nxhc<4-XbxVgtDYufbBh|b0k2+3b;ccFd
zAvrq1m^*0Z$obN_vc7vFe{~1oX%Wza(qd2c=x2?=i5qwpURF6yP$cM<`j*skyJ@ot
zTFGglfME53f}z_c1vRA-pylYNFU;r}C;<c$5ENn%pw;}sA}_@DtpJ}1A&r{-o0o-w
z%d$|QsQ=bnQ@vGlO`J^Abd|otvp)c|$<EUZ!(hrtS+P3(H9W`3<#=s3yAg~Ri(c@v
z85S5IhUp>+#ci(R#{+1m&F{xb??Y`F)XY_?AcHgdVc1{L?!igC#IDQPHB?q8<{VB@
zKpZdCIOMZ$3%u??;xCQx*v$7M{NZs7!PXmsvl!nPSBqu`PobQ6Y}6diO`-|Q?$B)I
z?9vK}HVp^%eYCO#^Y{Sm2%u#Cizzuk#2Le=G<G@12@A$I%7EWDZ2(~3ul29DkI}~|
zJ~lQ+cu*a<>GIRkrC7r1Z(`k*-mv}3fz+~->rUM1Y`m?YXTd~eB+tLMAXV~O*k)Y3
znhMs5zxtM&bwTR@{vC3YoE4-fK}iP7^bZt1vn}T-2}3k`gq5)d6FGmX-+Hbt)kO;C
z@s{f}L@HE5RrMjU{vvAsUdInTwyqr<U=e0*J?2a?;ca;H!qcbdps3znUX$QXET!6t
zmFi?b*zdLSKkc73JP--Pr_C~)<cWx@bu}CXLc^4nE@gV#btl6B2Lya7jH)%5q%i_u
zfGAG;RM8@fbbpJ~c+M2WlyjffTf$q4@D<;*NZGrSQsr@m$_!7{w|EQP2`tZ#%Efk-
z<yfUovxzU=x93a;!2@U%bD76N<>+ym>CKmkFExVEAJ4mTpamPcU7<#-ua)$IPxk7M
zGQeeGxvAfvH=Yqvd=ri4wucjJ<S87WP9B)?w?%O%z&Iw`I7xn_fA#VJ<K;MGrpvp3
z@sFk(8UaVJ<Ta5y8$!~A@wX%!OW&NRj<35lkHUrG_P1qhoeG{tpPFkU4J>P3wgmQh
zTWcp0IJZbl+Cq%yU-uT_xZdeQVPPh3ONzOCq9z;svh#oTfh+VI4eQsMBw(7;(q=WD
z5YzN~^H~}sbEG9+X$irXdSl(el8m@60})4wmd3@fv|D(+I1!f@r^vX5D|T4#9x}&}
zV=LuVhtn4X2N1j7LI8r_G(J!adt(_d|K|4XrYMRaQ-G@h-g=s4>$;iJa4XvTb2x4&
zO9z4=Y2$6FTEwS#0C0JIQX7*ktG?W%=hiYO84rn?XHOPk`8dGS^5j6MGbLxnz8;W=
znLv3t*(D>a{~3C!NNP9i{N1{mkbi*p|4w%CycONHIto+W(oo+JVd%)qBCe&)1(m*l
zQ}_#@T<W@{blW@T-?-mwb53ko9M(Q{Hvml<dUS-^>lFNiHqC*nw8viFY<@T?U5)0=
zS~N8)FBDIdc?z%;3X>8H$+W6N9^%i0RHly~0`SCd0q2ZF6w?Jj=c@Ek1^rS?XVf>r
zK)}~0*uCxBtzoJ9cCOlqqFkkRvOv$&%D4-f&{h3{>xcHh@sog*(`~t|>NjVFVVYEz
z{th(L*{>Q1wX60&yG0Cdkz#$ziTB)IfNBq)7#xvja#ex8I@LN}Z1*+sVt^dyxt2z5
z3=l>8dz$4DtCP&jGc^zrI`HbFZ-xRbFTxMZgB3lDDA(j2@o_@7qM>H%l-#XXH*@Ws
zQ*@N^z;ZA18@>)$FSC^NR`Z*7rWZ@aKut|OerS>OOu8mF{>J^fiH!=6pt3gl#%Ys)
zbbAS4<4ta8xIx}JU?dnkcQ5unrzp_48-bVN)xG@boXJq))HjK=+L*R;zDQDSBjC%?
z6F)tndQsFlrF12X!?=pW<!bqnQQW!yHc;iJKL5no_Mo#5YhYhNg~tE(Hl>IFE1fbE
zcr!qp<nAownha|WQD{MR`g*ES?kV1iFQ8GsE4(}3LtO^Snj+`Tpat1uu^P}I;C$44
zZgFF?R@0VOQjbb$Yu6T?NsZ5Df4aI8%oemF%w{^-g@?lu_iybnUHW<<K_pnEx?{yH
zf^l{oPiRTam3I?b4%o|iWt1UF9vpm}dq<a}WzvbJvM!RTVb2Dfkx~Mwk5w0gt=*;u
zm9i1I3i#T1ek2LV57IjmqXNj!L;Qz(8DD1#d#*5ub8>Y=#Lj8Vq-M1;-A5s-hB}c-
z-}-tRqGm*>_3sd}-EZI@J*<DEm9L)KQ?t(rTxv~4?!wmisOE9YO4(KTN6-O^)=JY<
zodLay;;Re3{5+g5B9ZKRx9}XqL){(h{Y{FiKbgt%b>d8tP(5qC*;dCG<Iiz$7b<+y
zGiMQ&baQa7nLcI@W8%o`e<qVnN?Wkab|Ilxu;hyClho2$W~(1D8|6s4kF~+|`7C(g
zsxzQpmph<L{`H|#Gn!U_==mIr*OSHfBm$|m*<vf4Q@aJ{lBW{@Nc^&`;%i!PC<Pc(
zj(JXwu#}pRF25m`@mVi+p{z5#Qk6%d*ke@~G}pP}xkW-lOy5)h7Hc}00GnqvOG#7F
zlQ}8rQm`l-cA_?~3t4XLL^{?v2`b9)wHDpz<c+U1)px_yq+XKw{kwnZuhzK=(|`Ea
z(*Lj}Irhj^6-$GrUQ^nLK40rKvSBxVh+J<YhG2h#eqTx`sqowk)L1JThRo6B+Eg}2
zA7}zNQ-h*NQ+)AIsI~fz0PH)85Z3I~h(!Ln&xL90FwFBtC!ac$#W1B+Th`CN*(SX^
zXL$a}Zv{?IqvO3v`ca-z1Wc$nw?TTHLyleysIHQHAoz4vLmkd2ndBb1qRu3W92+;d
zohWD4TyOceZlHHZv<1}KpVN6dmA$uR;-Zg9RNSEKzjKt$?y&<g!yGr~8^0`#(_|`N
zsd(LYYuRzE8E1TIEzbpHZy%?7@l5m}Ow=Mn<g|McSNg{gFX(ogEMmy?CC{$T(hHpQ
zNoITaY^U!sL$Nt^MkJSRcZlBKgKZb=ilhvrJwr$Z>(Hy4k)M&?6aUkRvozekaf_^R
zt-o|jWtp+H#W1JW{~GG#4v(hBXkxVWBzu5glcT+kuN5+0&kwsJeHqgD=^B@PiJu7u
zo|C>xi$QZW_vPd7^anQO(vH6}f7<p%mIvC$?yI?Rx;X}Q`@t*jvXTAG1dzJ6TYOVH
zKu#=oM-2+qsfwz0(;T1ltcfq$De<oN-|Xu+tFb~Q;WD-F*5Dlrbq#!}r%R{O4-TT0
zK^=ij!<>-IX|hf_eJzjx8UjTbe9%#42p2`H5vHUKB|A3mAppo`{RNX+?y)`j&0!Jy
z%aIgYy%%Nq7e7a*q%EFAx@S5*??uca`ZDV!iy(Ru!BAshrJl3Esv{hvk$%~<A-nEr
z3gcB)2R8F*FekNr$<WbUO-)j1cOJ81dxw)%*J#~KWq{pKL*GCLo5P1$hswbGw9|A9
z9BjH)paf^{9wF@>Q@wGx+8R@-v^`lG>vZa6<?&=jFD>DfqVmZJiHdhc9@K^C8rzuk
z-c0(<<nF$6pQO3VH~JWxeYm-iHZXCzPmaMTiQ#(vIIp&UKvCcvauA}*F|ZeJKVI{=
z)odAZJ6z-JwG++x{=~O}=gR5sY{Kmd0wa8Oht$Y6Sl;tz^<IDIB{5WQbXL&*gidGW
z?+07#M_d|3t|O~d*16N_@JTbdw}G$<oeV+I{RE+-NV!SHHQyASQAUp+^=W6Te^0A&
z1Fm&`J>e=AGvaQ~J03Hoy=Q2GRP|R3t#tFP)56NKFZ@xawePLhN_SrBdtGt<t<~sl
z6)g?*t%6Dz7&ue=fK~&Tfs3D(yGt~|kA(?(GV5j>9u~>1YI_p+t6Dd`%TT0K*?!`2
zPHO?&XV!V@e4<B@8YpHrY8@?h;%{O}gFb%^w^4=6Sd@{sY_?H!n<pGSa-8wCV2PuM
zbm~*j*6+0D75&;wtlp`8TeI)@)`B-3@%Dk)(ovLoHAeJE0#sd`>66s4QWT{oufFRK
z2ob<gcc~UMxr7_MX^KR@N&maA;9narLSGjP9KSu!+D_mrKX8#owdc;Sjink%A#u5q
zz3%qHeBwJ0e{A*Fde)n2v36|EkT`%dgcv?0UB5qZ<0J~S$J)R3R`Gb*4MH0{(a#ac
zpWf~!<ig(U#|kHPynBey3N=8~xX2wvO|VKHe0+qoPI8d5NN!lI(!ZX%<bpFfHz4`%
zrR?X*Ev5THv`ZRaz^B+k{9C)jnLeh>zu6CAN%Dua=zqy|-7$wBD%6<2n4u;&EuPnN
zzn?X)I({<G{iO8D85V9cZ4xReY8JhTLp2)$z1h2hS3q^d#eqpLy}8g4pat=~)Ng*u
zi-8;;CdS8|A~Ntb&E}OvwA1+<+&RXBrX1%hS^Zc{>tx^hH3b~DTnfHa!B{%Fji>rc
zWbpa@I5BIYj*PE_-|WX(tz2+u8Vm4TBu9<c_I!_g6%Tf3QS9z-h$(~2`)V%X$5ipN
zGvgN5>$!o@o9+I9#IMAoCxbiJ+$}&dq+Fe5A}s|7UUq)5t8;zdfq5q(MI;7*x_O-h
z{E>X+x$HW4YlUA98sHU<$<8QKP}kCT?>PMBKLI8vn$HEnn2<M<MFDw45O;)o6vvO;
zzhMx7VyB^yqCmj!`VPZ@Q6Q-6;H3s(SdL69DD}T>yUpM4hkhVJ5VCyhI^f$#UkuYU
z@;brK?oOU+w$rM;7u?<)WKbCiUVHod0XRnq4LWoI$NcMt;cW@W({7#2jbZ*=#_?#D
z7xWU9U<V_bpS_J*8|-WJkT7_(_bctn`wFs<?{C`#Y2M@gdx<SFUvCK3MndBspZsej
z*8JU1<va3jr=kQw1O%}xJWNJF;*unn^7FS1>q-92XFpz#O%)P2$Ts@7BY08W&ab%S
z$Pn=uWl5xta5pc$u;NFQgle)UV$=uJ<aQ~ru}LV(?}7w+><Q8FUx!5nxQtN3c}NQX
z6v=xP!cXg%yv?Wpm;|4I4d^s#gb%eX5VOnQynGsGAm+Qj8-@2=b>%Ph7rt;<0T`nf
z=NF^~ka7zU4GRFyG$Q2xwme&duk_h2f*>HK6o})mA^7k2<olJOsKkCoAdiD?;ZWnu
zis1u2BzuK^w!xZOvmO^BwAKZ&+FnTTMAy!Z>n{rNC&s8l3r$@Gh|kre-;nYA>ZO1%
zO~CzJyiE~5-Z3-8to4a3SJz6PQyy<Y`I!}o4|Gxz3_L4;#Kp8R-fwd^q}^>_!@5~>
znk$-5C*~+V&vJ?vhUF)f7$UTS*xcyvccIFmDJGx^2tUr61hM+5Fp6UVoX-K)*wK{A
z4{(nUresX%A@nQrh1A#)E!^~tK7`KCf3;^ypC$+<{@*iF5*Lz~ZNkyLN2<cTz)yVD
zk`R#ZK7adycCO5knphm;xrg8PjW}dneBZw1v#OEtNkF<p++ZcXmsSe(Hw3t(+miW8
zUv$|VYPaH%jl0=74l^f#&%Oho_)HK<<vR%G2X=Qqpd7#_1u^4q4P>$VVNnKJjjc@i
z9dIDin!ojzRBpR2`j#EwfFbjM*W+&kfTOb#yeH<^dy=kQxE0Q(qoJjQ8S6U+U?nWe
zFLjn~3+?XW28(lu=w4$$PvpjJ`0J4qioomcs#Az-W>ICe2#WZQUYe3Cqvq=1pX9q!
zx=#PCw{@8rCSi4deuup>|L&y$oTA_)^G0CN_#oc-pmH@rQ1FJLdWYtI(-nz~e1FTV
z4=4HUC$AqD=e~-Vgkx3sXjETse+fZ`8;``Kp0@yOJw)Ovs{~0HupFcN&0lqn1mL@l
z$m~{KMyJ<$G4s-KVjW1`piRkE%nqB=&fsVt&29hI<lPAcn(sl}4@ub|n1v6r;*`K}
z=f7K_LY0MUFt}6y=&fT&&fYtB@G?o1<R+T;H2w>^;bXqC2B8b>+!@lQW4bHzKdpY_
z#Ba7|_@PX0@Q8Rz$k(waT<?#_c>={%9>3=)x9xSmu>@00t$YL;6BQhzG(P=|XtCQe
zOPYr9g}j$<v-n4A`{S3v3-z~k;FSbmffnF{nkGO|jLrp`zrP31G0d5nn4)NZEx76L
zMoXUy<D~;74}X7SeH*u9`z&<h=Q%RJ7r&5T>FD8b@@A$$ur4DXQGp%=oEDe!U0aca
zTlWaNZ>$AKScBJXOcXOPR<@>Y0exQ5hR1N5O@`V1qy@M+n+Bi_&H5cMY}WY}3;Myc
zEc1LsgGqxX0eUGK6$Wu`Cvf~Cvy7r>MsWTfSeQ~?)4%73q_34<{2h&sVn_WNO)KQh
z5rUw8w1vQGHe*9tqQ+dB7am~sTi_ntR5@B>ePsJvB{O-wK<K|pjQ#Zw_CBO*?tMer
zbnN?zw^7J!h>2cyZd$<>iqpJ4dC~rtli`8RK47x!MKWnx<W)(7fc}lv-qXnCdEDc<
zHITlIJqZGYWdB;gu7BHK_UC;U@7EgyCB8-cU+=g+8b4`3M=wW-GPU+aoxGU}nGUo1
zV6Q&I*>IxjG|G4zmsl$+=o>G8R`q_sg;yDQdt7L=C^(lz9XPo<;2K=3Qn$T@0+8@$
z&*UW5o*!Z0JLbY+A(Ogq)YX4a)b(=DQta8&`x#+RM)S>1lHL7eE6mV5uRCp!V9xJa
zr+M4I#@yTS>b?%)XBAxMxP^(X7pM&NR|$FWQFI7PW3>^sb$(*7HQ{}8lgXp~hW^Ru
z5+hS;9|jHZKYv07n8C%2&s-=-2D%jgQ0d#^7c4g8=b~8v9y2M<QeAa&8JpwfxQ!r%
zRd<cww}S|mVi(6%a{2*m;z*p)_N||WdvkHEg8Fq!m;LZ@Re4qWq*5PBN*iqH$8x4T
zdbx6rO5d^HLmnG1m^e6aqSW50!gZ(k<%cxZvA^~823t$K(nCXE-J%stOoof3EnIZ{
zHBP157`}VQ=Nfh~d=v*l(|E^?%#_;=`{_a#>vKzruT=7ub){>xSuQE6UJfJIfndw<
zF?t;x*nCnv&hhnNEWE7gj2B12Ft0Xrh&*3OFJsi8gQ1S}**<;L`iy;<gEFbkz-6XK
zPMdr+90yBW?I@=05ta{+6yI`=F`zt>e~P%6(6X1$+Bs&t3?mSIn&EY8Lf}r;Q_5|V
ztm$u|zXL1~V!W!C_L;o+yZJb3Y~7=epZagGl9R9%H{15}%NS@80m(M1<8S-8!SCzZ
zB*E8#Ou4GbKTqQ5GR6jdw9;*lqzrBQW1;3CO%6pfM%gbIaXJWl{YDoljJMtF<6zXj
z5+^Is9Jwsc1WM1=TX7#!bAi&<qv_i2O!57ZD2$lk|NAmb<-9oIwBjKBLL-U(z<QeA
zW1K+hj=^$rXj)AO0O%Krh(SQLlFu1xs|@|u6XMdXSlwt6v$mrC{s5YUF;bHxN(qjF
z@m_%%G)l$M!`f2=0mZ+qBEG{zBJ`^^DCYdvXF||BMN~(f0)YELNE-Np#evFa$$`f6
z1?~IyGiBxYJ};~l()UQN><2af@8fWZ?dC*ZmQmjE5%cSD!w}P6lw8dM)cXRHUVD21
zzoLlaf72oI8Y~_Ppp)*4WqJV~>`ij?f4vL-_DGSC9i3yNzd8Q=90lOv6z*)r>4DV6
z1KzbflN*3<(2!@@NGm#?&vNt@GGW|-Kac*e|Ha3s<L@;XP|qr8WsD~D%HO~BoPh2Z
zARnwj`V~ze{p)GK|Mh0D>G^`LSS#7Z*iFP)xY?e!srL{*wR3w6{|u85xl8{|bW?2`
zVl!g3Q=duWzwpm-sB{23K*YaIUC%ZKQwNH&4Lko)(hzWR5?+REyHH}4rijFY{w{JL
z@_zo<EA%FefgHaszBa<|#^t)?1zEo?j>!j8TwYqc2SpyPB1F3WYml`wX}Ac*U!*`{
zf%?KtCR%E)+?*k=_r)upH#W3w{E2r|`NfPOLJ~0A%jP2NN?@L6y{_G9qgGuIJ&*XY
zc862ccFX)LxfJbQ`;hIXuoGqn$r^jt9hv=m_Te=aj*gc$=~siNjWY#;J0;TwtG?oT
z)2>2}Sg23-^}((a)Hd?XEwXH-meQ|q7Y*-NQ+-hHMV55_h_0l1q&ZDrY@M2n_L0z_
z1Pi?nL!HjeAbJ_8PL|c&@;$gLPyx(~#w|j+M@usz7f)}nh+C&ty65eSyRUvG!$9)&
z1lOs}>%+NIyKN89eR;2ft+ftr2Ibwi-YW+uspy}4Hu%}D*r1EdU?Haz%;eT`tcqEB
zcmO{#xYQ^fmBEtGA4Jt;sB}go*(Ipkt}y5z$AM)>_0<HCkY28O^q>YwgI;V%1Z(OK
z@1wN5HC_4EK*PsTd>Vb#X-H;gnny9kskQM<?`qool<(JSKC5GW|Jnh6uB!Tbo@r~b
z;b2Fard09QGX45%hkKa#3ro7|KIa9*=+os>W^ny$oF;i+$*qUJN(X;@I4e?kca5}I
zfB+%*=?jiua5?fXeV9Ra59&(7CH#bvZ|CTVI<Z#gSV0Fyfx6rG(2N`a(nRZ5wi1iE
z>=&h0%>M6&C;Kgmtb~66^#%bR7FlK$2$}EFAIESQMNwrL2vvN-z8_-6UrXh0QKyL!
zYnXRuQp9FG`h_6ytIUWSEsdaZekL(3Cn}xJ98wF5?Hz`c^b5XGY|cgrhJZHyg2AAA
zWO;E{uJ89PzVAmDM;{hf4}#zhHW*Fe+&9kZw)@93!*iAw$Rjj~80ClgQ=fm{FnnH5
z1&SZH$kxwEzJU<WGpQRr&We3p^mzKUC$WSe_&2MzJgCGv)$ukO{Z*4jk02w7B{rUF
zsg{w%-Ou!KJH*iV6`<bmV}v4_7OENDT(-=~%JDt%*Iu3aMd)$0Aob{=hjZ<TW#0%D
zE<WFpG~0tb-SSWxy3Va2!uZ^duc$%^26seilK}N$?aLUhHc{q`q+L)Z6Ug{mO8h2S
zaQB<pM=bJ5-(!DI)jRNL=k2)dXnBPltt!L(9dAI0=-|e4b<ED+Jr9y3sUifA1b!o4
z#sCklp<OFw=Ffw1)bSd!;`*Cc@k@)C07Hv-4+r>rJPQu0_lx^XL+~&|lQdD(msOK^
zQ>aA*z*lo3!|lh9V{j{)oP((5ucpg!pyJvDUF28NlsASVqSA(a;S;~AsM#apd1=LY
zM`NniDeQjDTf84GnSa`?zS*86w{0cgLDT=j4E(EkFG`~{h`;C{Iy*2YjyDBf{{z$Y
zOz?as=Auw6BJm76E28QXuRk~rr*|BLS%&n+GdV{%|2^JyZ2Z%&cpbiAr3n7@d_3W<
zb0&>kMNrwwyMs{GUa_Mf%;iUXrJ!m6K?(<X?Rd|alTS37<TjFTHp8%g^Y%3Kh;NXC
z7Zfr&__`f8?U8;zE^GTyjF#mzO+PzAw6py@O)Gt$hKT7JTjn(&n%}pWzx<Ue$(*~r
zBlowUx0QbDir4uB{+*bu5*ww{JYSCbU&;_@IA?#}QG#Hy=9A9N7Jt&70qMa4gD>}^
zR81PR7fcUi8j(JRU0sl<ZFdETkj`kE6Cph;c?-V;+|9rySzL_6_$R`06H5&7`31#l
z+x@R?i3mOlPXE1z?K&6bzqyT;7ltzXua^=Cyst6qYu}#ol=;u=8ejm0vaeKHKd{*8
zfO!2qQX>Gg6C@tej^J~fis5>NDx;+h2&-FTET{i`PTH6y>ECgB1ZM9jG<a<=gXmzK
ze$iiA>FqvP;u}!d?A5+BPVO;Km8&kt8jk?#AY>fT-#+yrZjcz&$W3Pxr4QR(5ab0y
z{MT-u%Crz{xb)kblDnTjF#iK5LU{dJx`yvR`;~4G5lTg#$KTX@84XsE#Z}*d-qINt
z>nz%Av6?IVFV<ntapS+a#u*UI$<)lm@x4g@n`cVfY(>FSXJt!Xw=+qNi%%;JMVxxd
zaI6TVe8Q@GE7+O!u0jelfJWIj9K8;P5wS=Q6r<j25v>Sn1jFWuoxZJp@VnvvG54lD
z(*jwR*!TGrt@?^>_RaEG1`<fNWM3_-#lEizB&0R}-H~rqbys^lZjWqPlX})n2x7VS
zo^t}?hCR3lO?06vnfBwoq^<h!Y)0-cC3jc*XXl}Mgjnu;b)%6NGoTU(H3RGH`};*f
zI_BR=-iOKpG+jElKKgX2hlGiE5y)LIB-=ctf%5+A^BJ^>la{~m%p$W;{b2gZHBEm;
z<ssGkJ_Xv(M(~DzKB;#Aw8l4VvXu1@te2zLj>5?e(aC7NnEc~Vj6;}g^ga*q`wWr}
z1f7c1SkSyIc*#*AZ8+fZ$Tnu1I-yDt>;7&+^XlBF8!tJxzx;YmgNgOu`r;g-?<PQ`
zswtI_`*3E=Z~}=b<%<`6N!FwNBuDZfF<Kyh`jxHj!k<X-@GCjQ*GbEh-~E5!%R%`h
z^2d1U&`U4-*jc0}XqStu=JLP}`(Z&d-{ya~A-+QW7hhBS7NfdXsg=ZewWAIsIiROY
zZpQT?I+vzTVR#W#@2Rh-0{S@0fA<aiuEP5?x7N(BJO3~N{<Ozz#pd$}sZ|)W_;)YD
z$MS0l2!DYya~AK$&T<$^-QmSoed?=0xuQbi<Sn4#?X^VTW#ASLP{`)D1!;sTpB0Rc
z3&y8kMM}K75h(Gq72S+fxmHL;Yd$<WMPB=cWKE%>+#!ea=9Q+sIKW0V`|y(Ge)p~$
zD8)58`gpu;#eZS}fr-)@gD#B+N4)!VnPmFTrFIgv@7Su;FBckrqW$?m{kPld1A*$9
zI1~LUH;X)oVK}#LoxYIOPU;(Uv%2=b>`Gn_eCxUcd1JDrcV48ne$H9sI)8X4qP~c}
zX#2OqO1fHm5?m8-*S!m`rXNd*B9|RH+;~A|c1xO34)T3<^%;fQ=w_5VvLj>pa-;Oa
zTCWhpHx3B&Ws(6}n7;=n^2eR3KX^#2>0mxr>s`Nixqj!p@h2~zL2y2SjDak#5U!Mt
zCLL+@M3u8kU$o`W7i6u8JotXRHQw?XRjF^?N^Q<S{@usfs<pT7?AnC|L@6~@eFTI1
z@L-Sdllz0+sRSaX{4LmDRQd5{VG4(LohShhdui)y>w`JW9vXJmXl>&AZe5490=Z$G
z#v3?(kYx0i<E6q$apaPA{nh#rzrk2~DwfvlCIHpY7cY0rQE<J@j*)ana{md4v7l(N
znrF_8+FiK$t`t3<Mn>^3H8dA^p+5=dgk)yqQC9h*$aD{4I9&u0?}#gH45!T!{o-22
z@WY{sLvTsSV;}nTX5yaST`<^>g!KGog!7CFgBP?Y=_1;Lmd@_*kbPph6n7?+dZ?SX
zEW3-Fwm~Kp0Xv?<gH8Y`iGE93>^T;(f@!vm7(z0=18y1`K;Q<;#iFoeu&{Rx-WY)4
z^yUi8TRypdbO_titI;&=nT{7fIbiqLv|L7pgj8Kes%j<fJa8Gt!0)I7`fbVkEv#@P
zl!(D+lFo%R-vnB*%8N84V=e)hv|_M2tUfl^fP>UYZ9j$=@@DtpgH48IV8Ce}lm2?E
zxJWv-o+p`t)w_!=atuu{Vaw(#6G-U^$o8-h)4P)fHxa+CeSy)>F-yFGU8J?#?WrvE
zlisaw6wpS0brxPDqdfxyXBDIqujd*P>SLC^!`>~9c3wug>`j=g;{bFmz!oV87yS;D
z9&jwwx80?4zCjyEy5?@Gui{Lgbk@zQ56cIJ?tg47WItbdDtgj6ksFk?5{!L>-Wn^+
zkuQW)YW`4m$o|IMNF2pq6}Fd_;{{)6$o5%~fr?P<n<0z>yudTL%-$TTlj)=YA__Zu
z&8{r;NuCI%0+24<L~dLM7^0Xuu^@};op^CNd+}T^Zy5Q05=(Qa30oa&j2+VP_b|gv
zTM`}3oYvO}2tcqZU-3@P<M5V{S*T&Xd_Xb%+FW`~>G{SS2t@g21`-vj-@k?5A_+v&
zHtWEiQiRIq)ZY(LP6bwsMtPzAVO6|M*Ldcup`TyiDf)b0`87h;;t5!YZv^?_>ksO1
zmP=c_?TcxUq<Kg@u-cHRpKxTmScUiZPI>Wyxg`{)x;P326Q;eJCd!|CtuEy{pi}JM
z(mh2HgWwht=@!t3jT%cDTuXB@T_TW=?YsFiq4mxbNU|fuy=gm-E+L&x_#CoyUs+qP
z0-4xbK@BFm`h))@uY8GCW0G%l3Ba`q2OqS&$kTLk+vHIoke@6Uz$6)v_1d48elzw1
z`hd_Vhz-UJ&g8U-zdJ&!Y#aPwp`p4F^Q_-Csr1@)hYHsT4ToP3x7l=r%$T6tAgLZA
zD-Z(z?!tNZv<`WbMtDa?ttZSLEXXc@NtIldx5*`|BA(8zA*d^VAK{g7N)YorbGy6o
zbdxM__;#^Y=lHB<q3aK!PlLJ1#lc<x!AfL5h)E!4ezTX2GQA&gPP|4}?*w$<OZnc%
zzRXeN4idMcrRPw@T;mZju@qWAQNeW_KzaG5&+&G83|Px+&G7lOR{G68Nv!m%jmjT9
zTe?Ta>3(|{Y-8k^BBe#=yXH3JW8G+TV<(B~zf-Egjruy7LR|rmmDLnOh8GUY+HW#2
zyVtcuFMA!3??TZ2;>+a4^&dcijY(>?NDUw=F$Nbsn!;6?d>(DAc<hpp&W(xfp6yAm
ze86gyNlWJ0CyF?(pPQP-q<dk*sBVf_r(Q3(vx0aspvE!vp=(3JDpB*pA&2~O@0&-(
zg|9dd#zpnaM1MhjVY^p2K6&=}wi<SPtb<n2Y%{r}MAEt^0q*gq&Lmj~(%VzL1!Y>t
z&_`D?R^KI&HryobmonPX!%FR2NrAJ9!(3c}{6c@0Y|;0}%BO;3+#g5v>&SFn?<I+2
zm!#uMQAcpnpx8AP$Vb>VrpmtfyoCsZ?W_+XCf9Xy_TYTn%Ut+&KPdw6%@s`xwcBE;
zL_UpP>1Tr+W1>UMc7G6m&C@&wEpfsTd$p5vjBZG}TzrnZvv{@nvR)^k+k<qgsxdw%
z=ezjJo4wZiwKslm6R}ozj*+(BjgdWYre(VV{FSxUK~_nZJ?|SqlKOgRy?#4?@`4gc
z*oeW*AA%$omHs@W1KFh;^ba!FCH;Kgyfra*wfR&&2q569J{ajw=k~&HEpF!?iO-#>
zl#PbJ9g*BOty^68`L&b_AvGjnn6fg--~Qw<<iRkH0Uh)9g8;qx-}Yz3yMSn;yp2HB
z=og@eaFypD$b5E~cHb2J;9(dt{<@Z=8`)<ji+4#r4M`h!fL49_>inAr900phL6Z2H
z|F%S9TH1S9wENwT#Vy8>oxBJ&K0TL;UPlbID%tb!+}G(63h@U$U)v|rRVhFF3!t;0
z4%ReoQd?FarX@w(KCPwB6h|8?@?}USe^7cL3hk!#SK4&6{Bb!dj`!rN=aMsqivsF@
zD>4Q#V#-2n`gX3b2tkHu#ruI}RTu6wC9y!$ai7O=n1)He4*UUEWqHG<1+z?L+TD|p
zKtExUO0taDys?b$jy6X}LwjE%06a%bwFT%Z;u88$awlhqNzcv3_YOLV2WtI-U|sK}
z1g(=XwLe{~#qU4?QRDJWi6JYx_b;J2s`Y9gB0&;_^bv+M@Z~YlfZ%`eT9r;u7sKL4
z5u|MSJ$1y5s5fV8gh3T>5THj!_dJE&TT=0(dsM#w;s+Hcb+9ar@5JrzWj!0u2c%6E
zyiQ8`|MZy%<oM5@u@AV7Dj+w0K~v)l_a~Fz6ICiTB9n#1G?&}QfEd7`Y~Nuc1k$(k
zrtf;mNj$rp^IN}<)t@a7Lcn$+{aQ+SjF}6$<u57~N|ypScJ2-$-|>r0meSw6CD-nr
zAEv95(f+#x$cAc@Hhyu~VJByn?1DD765cSNS+c2Y3;y#o8>yewQn~=T6kD$63N?`U
zo1mC$%gt|Wgx~ylJ?XLrkxD4k*DqI|ZE({w3PW4q{_VWmDHr-b%)3c^=ek=xPE3=P
z0?<3pR2UR^P13GeM+dHV9(V>)H;+U-T<=Lj%uAKiJZ`N)a4cSw4T;Hef49a_4z<2y
zuSt9>zE3_YNgGJNo&qdh6E|@>_0-o3#Q7uB$L!&%h4_vNZK5Bio*{_4_(WRfky4Vn
z`w~X_t4xP`sVy---F6Xs%?&Vmzg3i`u|4bNd46-8a_H?x;Gk+EKYK?)QP2FgR>Vgf
zEjt`3H~bCny6caFQH*J}O;DQOkEJ3aWu&8x2R`@$G;-%}a@-y-)Tn*s7J_APIrgD8
zcu?v1L+$k~hfx_FR&8Wd*_hW9%b)5mecU+u4(oA*$|>^jvFGLUeck(|O-!g3cA8A>
zFLmVfP)K0}fq1tT|9Bcl@u&{Q5p0eSN7Wmc;h5ri=6uo-%MNbKpx@ynA6j=Mu?ST~
z%#+-g`g*aLnBnwy#5;nB3!Nf6lwJ~dSki=kjbEPLF*@8J@-_7x)Snn~JGK6aZa~JD
zPx`vC<JOULcxgfo_?~#HY5VHczUm(PgBq-Ix`C>3a<P+BMZtkHD7C;d{F5d~QzVI*
zspxZ61n1KqZa%BQov7FOOg-&s5cGqL9y<FRtz6VHvA>Drb2z{V1arWpbenf+YByA5
z8oTZTes{a2V!*(=h4M^t!mDCqzx>Aas;YXJ5Tp1fp~=tZTTc=aD)fMjLr$p0H2^J5
zhMQn=6U6xe0Tc#8F#2_q27Ua7Tg(}PR4=w(ko4n@I2C<glKgge-tSG;LKrJi9#Keo
z9%fF?7?WTBHoV8veSXNwJX|V^S6lZOh^l1OU2v{@st5P(9l$sBFEEWS@Ou}*OrIuq
zh@kL&aF)?iJS{L?>Tp%VKVn}0F8zR+2-LgKz&#6r;2B++m#jcTpJ35O8Su2|!9gm~
zLS$OGaT2DZ>JM6*?C06^mSu6=bNYVl@SD8X@Ke2yP!F0oGz6ae6rbA-BaVAeut)sC
zh#v-)Tb0pK=Fm}^(Z1K3uh*-+WZOk0z@O&8WcF=t%ex;o57_(UOwrPdhw|m15w@Rr
zRr19X7Dt{avD0^6-ufPXbF42AGkMIi-_tWg*`sI5F`}<#bxD6Q**;c?;J%YrvLAq=
z&5r6`T*N&rYM{TvA@RGdMl~-8@rkfNkTmX7;(Rs0cqAO%Va;n>d-gogE=cVrzqPM_
zy@xPZ)wRKJ2EzsRjo-p^vwvILGFG~WCodc3zdv`G8tmcq5g;m(zZ`{9kBNXPaIw(5
zdPa<x(f3&M;`yCXu@2N5@D8apBT)!TWH}*Qoh#2eK_{O!piq-H)}pKOvXV+;5vl_J
z2r6dHGme$Y;n_*N&-!6XF*tzIY)7r9JVq<yjBMW}#M_nt|I_aCbA?N{-jhV(2in$n
zd3nUR3-SAfSIe!Tt52M_VMfCE+UX{(I*uW=3`=t4la220`4)Pk>8yTm6iVaATfZ%M
z?JP#4aTq-~gWGrZ7W%ue;`7AlV(9zdmc$o(bgR3%uJwW_!oPv<vCZ(V0&(4-3Hjyn
zGP`iq)?#rz4Mf3O){?<%#jlgwqjThU_$132lHJK2x3qf8y5w@AD&S%|`X8b!G9gef
zk>k%JVFQb-KCbHM+wtw*OS~}Xsap!UmFeuNH^8;5RCBUN>n>j|V&wfe+g!OKy@b*N
z-@pkz9+V=$lTW#}!MXZ^u5iT0rP5mc=2|ptEf>>o$Gci!_?^F2vf^NmPG_oz>&MI%
zUhY~LKi0=$G2P^p+jDIS6~>Mbvlca}ASVh4ucnk7O(HLQhyds3K8X-&QS;~?Nvgc-
z^Nq`D?Xxr1cVgbx&YwvNbsI!o#E`?Gt3Age*?N&i?`x4s4sHI8J$2)vh5T@Sd?P#3
z2}5J_``40=>APh5J;}T$?x(ojojVECk?ayxT|fjyO{nA%iCQaf4Y|9ZoM($b?6GoO
zE$3n;Pio5ile`|zBBwIdd$u1J^UL7pxdX;A6M1@>FkPMqmbN6~-#+Ccv=mRSu2loj
zB9pN=#j+3i-~|b4gBTD~q^dLu&>T5AhQd;QI_WSI<8;S69mNK;SF~)kLG+Q#!cCUn
z^V=OKmKkh4o{u~>ou~Yc#xmqKpBYP^c@xf5b&MGCfXB_h-3oj%ifL~r@xj!jl9MpO
zU_hKRPHzowQEa0E;Sg?0g;;xr_Q2xC%jn;SkElR|u6@^95OcXBi|LDXn3*W1szE~v
zJ6QnN)&~MYr>EBVq@|^kq;cK&%2bce8v76T^|1QqEyS#zPagq+vvbEgO>nru=j`i1
z?)LR4=h1x6+w+2gNj&i^E4y}R!y&PCWKa7#lbN?Y3w4laDV1CDK*s$g*eb4Ggk+4y
z4Th0^0%Xl$e@{%8;7h3(Nv|sXB6KSa;CuL;`AK!!Wmq`_f?U#MUdUkaUtapni^pB^
zHc_QF{ch#+X|}$)p8issr*2#_`$7)GyfigWZA7S`AZ80JAbl))(;l<)VmYubqR~G3
z9A@>lQGR<8vQ1_7>uqVni8H4W9g?awf#GV%J2c>LSs^61j``th{)$<zo(;5^$@A7V
z)agY?tN7J=nYM_53<Fa3sR&107}qM%9EZn?0B*?(-KGG8Y>Xlh>`QzapJ#8$z>WtX
ze?X{Ym;CLzi_}m#6)13ZLmFt`U^Hz_$HzttB|aVgL$Ys)gM=H5UsYS%i#8LP8)u9d
z`n??O=ty0qLa(%)S$!LlZqTx6J`9Cx+UVg1TP7UXZmuL4exNgT%G09E8V7A*Y4@@9
zuGhLMCJ$aMd!zSQ=<D)EKp@}m{)%#~=Y4JPDAleG!x;oYayH19T7NN65bV^*Q-!Cl
zdSxVvc&$H5(5@1CvtQ##c%+@2bvBmw+wF`xwI$apW{S1ws0>jRNFCq#e(i30(VgYS
zs~f&!CFcB9^u+N_>`rO&juDJ1ETx@^UV5i*AsI0QW;Y()-AHHKz{ist>ZG-lzfBq#
z)^B|XnE;_Y)T^b1g4r*-zBX!?uP*1>A2(SY$6d($PRzor`!UBvSFB~c5&B?pmquH>
zrn8hxF?QBH9>D8aWe_^F$1hV&kP&l3T$A*#n)`WZ(Vvy$f4NuBs&$IAHVs~wOp$UR
zzw0C%``UXQsrm{_zx>Bo=?ovDag?E7o{=)xfC~al(aEHeH9vW%;;_5pd-FpoJkjHK
zKMCsLs|N~)+*U$8)sH4QMeh}*T$@ol#4zBl8)>v?=uUSmw*J<otEb+{7m!cMO{&EM
zsO^C;EhMJD?uyg&V-qm_aekhX)kY=hE}#Q^Rmowh+zdqXr<)(C8kP{o_FK0y0qdHA
z_O~Weq78JUgU)x99!~|p@n8fCcdT?#)p2|0shG(2NZ+zJ5&bRUIQqP-f%7L+0?Zff
z<HYM*Aw7S#iGzkv&%|bsB2xnVeyT7cN-v6A&B!&3;xoG15Y5Lh_ik^jUM7&%y5B=1
z_OTFHwy)N$m0(=&&OBLZ89f;5YqB>#*A`j%d|j39(?n4ac0@n8`iU!o=0JP2QNW(+
z7(Klw)rSr>Zg4TnKn~Nu!EiCR#kGDCIpEZIoSY`A`za?jyVt!uitPXkb?@aOo$HQq
zTppPnS@~<&Pi3}S!QcnH9K#5gb==?{P~WhfQ%%}F_QuWx+8s0D6MH2tKD7_7?Z1k>
zWWr$7+JY4?UAM{3<L?&vYBi+h{7NZ_qGO{gtNF)p4pM}D?tL>$>wy+DyV}<~J&Z_w
zer{C)IMLp2pYC3$CF-O9&HKBK12cg-HS~fZd;;9;Hap3s*i-LyPd;W)khhy*x)5n%
zgw^L^*ei?KYa)q{7jMY)Lv}RaS&i1#Ty1b!rX}8XeTJk=j$dADcZmaSD1JE`8SbMF
z*|dAGOW679JO;}rptw}tI)g5;quDO!JY=q}AB(8WA@OJ`H4~p31%#KJHN9pSiT}zI
zqlcY0Zmo0x=R@ktsjmW|JG!p$^n<wN0;RQ5<7QZ(pp^yE8KX5GRQZ98_r4unPj}r!
z<#x?0A|(W>8$(;!$b1wngwi);-dK6;Kgqm1MDH2xj<3%#$wth;w!OnY#8iXCTZ`hV
zU(W`+0~%Wc!!9%-$=3i1xIK8zunQ}FRcZacx+0*(Lc;?DYQb@1HoV#)QJa^`jZ&=Z
z5D6{r-5eAY=r5P*++{-PcQ6#6!kAuzrVwM$#*V7?A4k^-0#9}oS^Rx{>(MOC1N{Dj
zcX;yM4+3r*!{p)w8e1)?{A34#pNPh%-V1$<c^e>O^R!EZH^3Z1fkJvlGt8cK?Hbki
z-&4^gKRfc~(JvI4KujFM$g-*(3p3t0N?mE(tu`Cf#Vkd%1s~Ob?}@FB-m)wS!Q%=0
zG_@t7GR=!OJpz;?c%@Y5nT${kI!gPOk5~KZGlM%?Ejq>AJ1~qSjx|&b52TGE4!{kd
zj~?S$F>k(yACBLPH$*_|J?@t{dTQ@e7HcBo;yGR?f0lmJa$)H!8$IOR_!8x!r6A;7
zv9s@KV9NPd)E963#mjN4Pi=pT?-h-jyd9%ipC<RKo+Ny17!D)laFk!O3dn5aT<;-^
zx|)xYYxO7;M-S9!Lnj#*SAq3Z`9L2mw&IyA43Ux<MLK50P4MPA-6ZSBR^B=^QO!a~
zV0uEd-~I3;?RPkgeP7FPzvWX9XtgwZ6Qv-LN{8vH;c$kPi!UZ0vu#4#Me`Nk*xR)r
zDXS5Mdo1b0jnq;y=x9k~HOoV?Q#Ja-{JGyee{~JbWud9_W<YL|HxTrD+M^!)c158n
z{Ob<y(pEKY_G?lb>+YeRkMAT2@zPb%dLWXp$3<V)u6)bg`g-rD-3emv%!4?`b)Rm`
zRr>^wwlmT?;?;li+*XlJ<Jxz>ocHGfc=zsuvBVM&#QnA3f9b;A<w@O~r&`nbLX&G>
zko<9bob4`|VX*RgiH+Vn>$ZpvC&bmZKiRC=Y~_~*0g%U1--m1IPi$0TbeBXu@$Bq{
zfcByaz2Y$t>HD`%%?dd~L_hlb@<)Bh1|wtpP?L_569T(-X?*~m#Qq*z0;0lGm9HW6
zd~P_dGHNTcNJ`UpfLy2twPkunaF>_!+$*wlTU0Tmah6^Y3VEo99n$pAq7urOfBM@?
zMkQIJMd|e{7*MSBsOSQkYwQ<%wTX$kPB}BH)Xm=Tp}I36*G&a}Np=t7ODEo!kq62d
zJawh^h!Wr??CWWwfBIj$PjA@6M10|l)(!hQKZ(9>rRNo;$1V7{o;eTqP+R5G2GbY#
zf)aF;0s=M_VIMwULlxoFK;^aGhvGtFy=aLyfiy+OsKpN_E~Od+E<3sd_YpMJt3WVJ
zj>bb&zKvoY4*&xec%^<Qs?I4QkmqnvL4v}5Ze(~nD?ZdR;B^r76=Df7k1b-g#dam>
zURD%<RkqQ02#^ubWk=~?kJY-T>(?%ExsAFJQ|HdXTh7;LKq5`zsfgA)Zz(lmIcV?o
zly1e%?)~#;kG{hCDX4zDc&ekycmw3J%*}k?uUbTRE>zys*TJrMUcUG6E#7>5MZzGm
zMkH+dk}JM@^X*d^{Z_Bvi@y%bNHoIX<DAma_JG8%uMSL=5DHEYJ~C<%_1))pfUYP!
z8@}u&y#A!TqniXC;MXv=i;bnwd(5(fLED(6))42fpbb<%l=4_TKW*}4AZ8OP&!{Hs
zCD6`0jeZkkFJwV5F5un{ac9517MqsuAEDW@JRiJ56Te0})ax<z>7`eDfmL6u{E;MO
z6=xxF3;U-I08R8hFI?bNaq<r8mv2glL><;KTM$B1idw&s9rbuc;gsLA+Q;0JdrO>M
zUp@A=_m7~Usx7pN2zl?V*Sd5d)nC4}8Daa>Ii8K-8jZ9T$8Uyno?6J8Swu1TUR<nn
zTP;9a7Qhc>uB``_Isn*Jk~U@UPI<k1P`kGAN^zOi@7Q0he*(r>q=`kT#{2Cg4kzZ`
znxu|@8_BhD?Rpt~O0!4w(Lq3!?UKqDsyiJ6BYRPchgBN{J~4T_O<vl_dR<lMz4qQ!
zeJ~PxiB~7Mg!`$TeZK~QWa8f9a|%x=ye4uqa(p;ha2oUO6M9U3+~?WQ(v7ks&~yEf
z2^04chJB*k?@H~R;TV0jv7%PBZ<Q;LoXlm+Rr@3!hWF@b+cW?>t_Pq@-w@x&m$<UR
zF}&yq!8EmVi9nB+TNRg;9sM#GW-s_gs4jAjqb~fT;t)*Io^F1Nv+ll`pqoWcP4VsH
zZwddg55EqendUmt)6{_1rd~Uew_%o&oUVg1>i);2W*F}^)7Cn99<wQ^qH<jXb`xt`
zn8f$zIh)eDNEus4{hBp#-WWHGQl+N_uQN}*l9~f&(J|$YWU69XtMuWaZ%pnzsA&2v
z=ub62d>!FOd1K|e4m^}nq)>bDJQvZtrrA0ZFOD*%*w+Dt*Wt&x-=+4M5Oirjq#8=M
zAa1#>kbO&9cuXpF-3np-Ng$DqZLLUZV}9EG8VaixJ_E8K#zdDsk+vAUyDAcIFK{q*
z-@?^Yzjt$2(45|N%|Zg&$OxCt|57C;;!hOzRM2WWiRTPCh)-km%SRido4scVc6eUl
zIm1-6vQg?j6kNUtRQ8hxvg4N#hSgdvjBfE}9-8<mHM^2Y^|_FKfxO|Qo?lw$W25#G
zTN-{Hy@Rbr*%_!8?{5ugsa5Nh)SfiDdEfDTm@c-wOGgZd#Y7IB=VU@!UFI`ZvH19t
zH^uFqFL<bNSPRrv>jmfQ*>KL~zbB}wq%g)99<KPU2U$)%CRf}8aaJ2cyj6YVc<UZL
z)OZ6_(57>qZGH|tQyi{fZERWi*{m$iJ$L#2>UpXN09u^<f>unuvpsDae{@peY)?_X
z=)O_8OdTrCef`s)RClTr*tHJZd;1O4k6hHKgo_>OCQ=sPD{Jg5LZ<_XRXp@@9&OE+
zQg`zZKwmn60L;nQK+tSPyVF)l_kYP(pUT_?9tBIGS}D6GFE1{9!;gFX%6;;ti-{hX
zF%<4d>+n)q+g4G1shy366OGyAo3D$$g1d39)^+yBCFRdNU{$ZFKzm>I#Bs65?nF;}
z>Wc!Hg|eT)Ha0a%<d9BY9Dj8$dE`=bLjBHFzw{+k--CvUW14U*3@(C*LxN!lnh6Y;
z4Xj7T0y64~4TP_yD!in&8>p%XpM@}+fvWrO%^gXxT@y!B{NF7u#23W6cehVRs$!=*
z837F+G|Qz=>yw-px(NM^g9WNc!4=$qw!5|vr23oDEjDKQ_a$ZI3wlORPG(m3dQ{Pn
zz1Q4j6YaA&hfX?<n{Eh!4{5p{t|kx(SG$X5iSOQBR3GqoRp|qNP5DHrMe%8>oSnDd
z{n3bxgb$EFO@bVXwK0m~DDNRh3~Bwv?exI`TM@Nn>5p1{Km2@C87^`Uf-}4K-X#p#
znbqg_Y&R^Z9{v$Fe0rrYPoHo>AJ(?6u)JqDqLU;^XWQ{oBkA(yxIgVn-6W+i94Q-I
z9fhd*>Dni7gT8WOLbg|}+QmcL`FhaBH1Fmnp;f<D_`K0w+<nT2+V%T8Q--UJ%UN{w
zgg9>W7!ijKr!UkP+k?%J-3o$l*ILil?QrKfmoQpjpCt}oO*Ig;q#FxhSZPP=#Nek%
zKRODqCC+#XqM-W7?4kx2wB3u#+g@{2ZBP}&C>IWnL|8P?K}$qKajaS8ROcxuxuAHz
z+zXaHWgdUfvH3DzKy%133qe)Yp%KiYu#ucF7juL`&@|&zun|;*NrAu9(uxilrv($L
zW|b6#!g^}<f;87>7qdp|Yu;-UUa(Xo<)!d&-MMxj?30ps;R)C8Z$ttH)#SM^vUvpP
zbxuE}-EZEDgB%tw1maJ}2_fX0DvoTU{0=kCSJ7Rb7h4;mLEPO)8(NBu<|6>$5Q?*}
zJopbkkIT}pS3LH|kmg*hyr+P@E+8Ir9@&-DMfMAxs3CmvNEvgpG`EB;RAbBK{AZR^
zlbG<uTf0gXxJRfO@to}A<)7|v-&Yi7siC@Rn`LI5XD~Y1&8Ii}*87zXRv@C)lF|{{
zBs23~%E<+oD;m%QlVEVVPn1)6u6pWuH<VHcDIcg#t9Y^v?70!SL!J6t?pIY@_cx%e
zzRFFC^KJvBqoecq{N^z<Y_ghu@zGmJ3bhn!_V@f|2L&1$bPs=_N!UuOVN3HoEyOUa
zgtx~7?pp3kK0-8U%=}CcgX^*t-z?NTa~wo@OQ?Q}+X*_<QtFVPM!4i$-??g~-I4?O
zxVnO9{$=%x%5qMUky%W*zvX%p8J>d2GG7=rNTvT&|GMY$Zw>ww!wVa2Gh3+|qf6cO
z;kb)n3jQ)KOcw#?Q&d79yk2}yN(>eDq%yVDijE1~bucD5A!s?&7U1`!9p8iesImT0
zI}et_zeB6*UY|;)qv%(uEWT5zO$Xr75?99_T=fEcUg|g*IIp`pci{SBYv13|ky=82
z_X4+Dw@#zz6-nHWtF_+JZCwTv(I-+>1X+62a6t_>_r)V*6xOQ~Z!1a=bTk~%_cd8*
zOglE<%1gvn=8D`Gt+|fkE1}jR4HDG9hr!f%{0f?Eyz73>!d?>v&R*M3r1*BvO-@{^
z+~ugBE)fAE-W=dXn@@W}@d7*=#5}Jn@WPgGEfF~HEBF^Q==H#J1os)K_VpaN_Bj!X
z<PT`jJh=K%KPBbaEA3~{DTY~wW6q{_$@@oUj%pIP!;&oQ@l9$Jql+aBC%n2I`Eh4I
zZ6ds1$4DZ5Bty@|SvnFvD;TCn^~hv+#{&A(pJgNIh+^|v<WolLC{%#Bk(Fgx(U1&P
zU=>oqr||rf*Z_VY2*R8<u`}i-1NZyu+Mh3YJs!z{Ke`<c#tSjugmtv&lZTOTCZ1)3
zKQ9{C3;sBcvTA?(%Z5v~Z+N3plT96#=eqc_{%}v`)546sWz28g&0%F}N@5ljr8M=-
zbcWolZ;m@Mo*3EdCi;NZ4PQ73xUErKWf1vIK92@m7s_=6KCyU>RPGTUkul+CcodKn
zZ1^1L8_eYU1!|2F&@oO-LgS}gr3VuKb$v3o3<1Dolclf6^o1c7el}m2iM`)G!zMv#
zn$8&hSvAjTimGydmajki*ei8#udDsL<~bqsKEjo?JKe#8Ab7gX<2&fNXw#JL=MUJX
zx|*f*Jb#`^*3|+1WU^<z-Jy5mQTY`AwpN;3WpX8^Kl|P*>c>`9@z0uL&TDGHRsUR<
z>jcjKZHe?-+YBI|eU*Jj18Kw7HyQ7t{u&=H#j=vlumKFSnS-ZgO2SnJ%%t96z5KjY
zVINSvW%vEOpzJl$5=I9rLr>xPxn7p_cuH16yq?oGD;a1=2=l+^wLVVwAVItUJx-}B
zn{90M_<8_w_>!f>AU<(|txkHXE*gdu7&Z;Lio0|!Z@hv_5(oOMgQ2B@(^HV2^NzY<
z`X}E5W<8o3{p)jLTM4l#N-*z!5-@A7iqTM4W;k6a%d4s=AQO!1HN5s|B$J}*T9&2!
zGXXpiQW17@tIbHh)Z^*x7@-&yEO2EBeJ=RrSg_+B=eewwg(C=Sm3uNxfAZezmSrs`
z%femPVbw-&UH3S?+5Ta1Jn|zj^1bMO-nuEQD@6-TX+0OZdm>OJwvI_arl#iwczvhn
zg-=CseB;{A%aVKGIL^S&i6($O;rP=e$Yt4j!JSYdI4P9WIjc)17*9UaiL@xNyHR9;
zjc~txu=CP<y&&~Z{+vI1VCT-&$#}LOPjFo;k)KQTS}isGOg2O-YC^K?tD`9-hFiqX
zt1JEG^Pln46kmV*>uWgU(a->EWY`4#u{z8bKT98Nu#fFWH^(vr_wumS3_fuVv4TW0
zxgVKqt}3M`d}f`Y#2g-5gf7YzQ1v70NthvpeA<=r`}jP_4`*13RsQx}0|p>kiQ`Dj
z`CGyX%YSkUkYS#~Jq*7qczm_c_u8=Z9*5yoR27Xe?7nPg3^gdLzkc~&RE{SZljk)z
zWObzCs}>s;s~R-*BFSaCA23}%?hKl`YwsxsItl2k&Tzx@WDl_?`O9mNo1Hzo(~jm_
zgRwC5>XH+mKYK`L^?=jM01E|;f1cd)K`^rTOU)iedvWZ<d)w&SjrLp{x9f;tV5?s-
zesD|o0zlg-@8g)8GW_J0b=GxsYVH6%7!W+483?@@qyzl25_6h&-1(C~mwV5Lgq-_b
zn%~Ipt@Fm?-i`G?Yg|=?%0FfpML-|0kh5sW1i%@FJHb(n2LnfF4gK~KxbjHSN<6p^
z;l6MBQNjHQe*&0s3b-y{7%t!^aR36ab*=E%m}W)YPDRD(kk23k^jKV2iyy<Xq#X32
zX@AY%@XN<zRP?&Rga*SR4EH(1yz8zsj0~Uoa{H8A)W1Q!w>Pf$-iG6Qia#C4$@v+K
z$y;wqmw1!|h7z##eCBzaB-A6LONFKJ-g-`5&1GMPbfF4*?l&6TVItLWOhoig&={+(
zpg~bh1qxj*hz0rkJg*N7tp?nl=W*QZX0KjUc&%I(_`JKnOdBPm&^wFxenbQzfVk+d
z@MVn^{GCd6OYzcSadU&h7mFeyO_SdcZizUr^cCw^%%>~uuknS!fc6?K0@_QsYhZ{`
zDnMd#xP?I2xQOTDq7Af%S1X!QwFhvz%fGo4{&rXE`50VdaNF^WHWV^IjH;#c#P<v<
zrlWXn*i4KYdkUXgr(lmVpB=tFeUrd4XAyz!qrVpev1i5i!nx%5>%~Hbj(-~g?(Ttx
zj5otTCc2w6b7GK0>Jsci?8{mTO8}oE#)fafO7qkABJ;|6N)Q-6%41*f10}J3aew2z
zBt_ZQ#`Dp*;q%*kIH}0<JoMRd8Ia>dnP&mBcopw*@9iVt8FL7zpuS-TjOW#(wxgxc
zu<kwvl%mp5nb-P5?!z=OQ3W4(g^YXlflC<15#R%#FQ$XGeRxXu0@vLyz$b75H*=_=
zVQQseVQA4zIL-yc`25%_m(P%Myv@PU;An&|I)67ZgGM}DRh3Q|b3egEgER99hkM5K
zg^6d%@A>H)|Gf{z>`K30CJP+k9O@4PY5LCsVC96z>?EI2^fX`iZ|h_@rK-y9o@4+h
zhIQv8Oi#}*!{pTfPA9!>_~of0cil!v53BSy2>4`aSydWW=6zka%^e}Y`*Q-e3#$uB
zQf|K`^fRD;@l*k01z}%uz+rNL)h&XLwEFo_%bn-hv@!_I`;&UF!2=B&0<MM|0-bga
zza$@t2J8$9BbdGiC>jQoIV#9`R<i?qYyY#i!k*mONE#sKv~^`=NkUujG{F!QevF?T
z`&E%5=W&}Ez{_Q4C=C#M6AU}#<0m}4pg(!e4mZDPoMxGGNxttA){vpKm!<j=*OxiI
z-}AIy(^8l&467CVo&-ugp5wD*iH5zAG%>+|GzY$2$$6lAMgrboN#Z^bisHe@Y{P03
z`w~{780iBZBEtH0v2dj<w8ifXl<(D0^BRnzFkA)hJ*FqdjGhVw!1j^;``tEO9{?{|
z$X~veTPv$-nl+0-ku{q435TIF8+PoQkwjC%p_qUm$*?SX0j?8814>LKzzXK;i;4x$
z9ZbwJ0^%)}0k-fnw6D3rc)DRxb>A$+#OENhFmd&_y{Mo+NLAIskfxQs{=>&)9nIMd
zQ~%^{0o*Ha_`bLQ@HXC*IrZ<y84B+@>R)rkDE6cO<z)H8+v?|^8)ScY8)yDW-1*C|
z1H@}D*v?<`+=zrC_U(U>|0zvy{qhNXk+&{fH4D)Nmg#?<vwVHm;&Emt{)Hv$m-o93
zcoZW#K~@9i{o}9F3D|3vmz}Nr*_R|FKofPw{N;NXaD1AkKin4ZTCV@`OJN(D{XBUI
zhLQqqgA#`Jh`72Es(rw1Y-dB)J7Gt{;dM#)Q*T)h@>B2K;J02q09<F7{_KwfX&@ec
z2T=a6)dBx!!Jd1i=VTT%_4us`s0hX8dN6*4ixfm&x4bW_zr)f?`|S%+oeJQU3cxr6
zu5Ez3+=FI;3Lyvv?tUpC!s(R3;o8Uj)3rex!fbHBjR&&`=#v)>_<eF+S2GZBxmVo>
z$zI39f{(AYZ0N>|@>|rp+-V--dRRPv!Qzka176KigB1hH)tP2Rpc;r@06VIt!GAB%
zChJe1wSoG#F|;3TqyCcI{>D8Q1=r#KjJZg}959DJW3GH^>5n=5j&J^E4u8fSn1lN>
zhd<*Eg!$jfQTW^b7u)md+WmWerithNeLHj?@CDyBd9ZE!u+N$UFJ5(gQrvpAuIvB!
zAOG^-{fB@0m)BqR^4j5LNZaWz|KmUX<$sde`q;{Udbi*5pC|&k2nPA5PrEn&g#HtE
zmGA%gFaLV(fBJ`V{xX((TBLgl3i;pv%?I<bFUS7R`@NLE3l!}eT<remKga&dVgKpx
zfBkR&;orRR_mciXk{CwO42{xgPS7NlrZ|=|;ESO%CS#f3W&gw9t1=hm@Xz4qG5opY
z|I!`Hy_eg6|7nZ5+~07PzRQ2<gnx7RKcD6HZs$K;f&CB2|A73T51Z2QPnmjpgN7Nu
z_x|;e_nz+MpAPuXYEM&nMllqTV+56v8Jd+Cj+Pm~rivoS|Hf-iQv|`Hcu}zw0brda
zQ@UVDmc;XvrOM*Js`mLj?b|%O|6jJi0ygwts{h|@=`Th3&bM~i|5o68FPDF{{l5%<
zI^p+$V#WV#m=96^=M<-_f+oluLrJ2<>6E~b97n*vWmV!i`wyp&=>^V3S(g3R_ul*c
z*Jl4ii9hqq2?S#ahM)?T!2mZxG8(~|498LQA4)va;rN|Rv)F&h3sM575fY(j0wVy}
zvH)=rh9vM5Pid?|{;Njf|9?BmfE33O(7!1H9HC&!A}>*jObe_+kt+Ldy!Hi&<vEoB
zza<EqDN?Fr8Q>5!l2TYoq5qB7zGQ*LF+X=L2tXOrEX~L&EebRxP!#{Kvz)(%^nbtp
z=>J{)%|C_wyFUDX<)t8qvKgLb7~qKnL1bB0=2TSxYK|i;hBE))Q-7`M8=U{Y{{6jw
zE&LZE{svk9`qn@Fr5)3{gqNxQT@`RE)A=BpT+crweYt)k`ae+Zd+_723S10+3)sL)
z#qR(!a-{I-co~);1t#5z&A;Nv`D8MSWb)7|&t%A_*OFnxSMTz}a6fhWbddaMQ2Nd8
z|9GrEvUhUBnNYXSU)e&$D`8}Szt{%+uwq-DEvi_+C&h>iKcY%ZCRS7#H#qoIP9#CH
zD77bYzcZP<J$zkx+qKNNk{$w)Fx21BtevLSmiI$(6;t)y-sRrPJDychvKf0`l2q)4
zR<k9eCfc^nZc21B@qN@pqbW(!bH3Ia0^uv+YtQ1Zw9Sv;tSY0h=$T4JykuzzXwEN9
z54wdOIJ?}*bWo)ky~gS&NE{*@zhBi&yWfBP{=97_z>1sum$%Yu3>2Wc{{DZ9%JT9L
z$2-mFzW?P@B~JYAUp~D@&Hw-GTvo>HU5U<<lTI^6H%5l4>RmU+<9C1Zl*?ln^llu-
z;{!Me^k;$dRTKp;mgP}5GxMdOZY$w4#R<SPD|a!?qwiru`Q__^h!%$8`oxv?Zxw)c
z0@V`%Ie$VMV}1+nE)l`;+&xa1rYQXRcz9L)CrRh_OPYSLC0w<{{64P+h_sg+n$e@?
zWD16(EHCzbKdkdOV40<H#QG%w6Vi3X)~&dWzcsU)O*P2|E-M7#bwLn>5_q|nJR*>;
zbz*dG^4zETq%@4BAHh#)=g&k$!J_D4eeWB8_BSswbU0X_JBJ~EWZ*MA`OkwPe<`?f
z;IW^JVK=k7a-iQ0_Cz7FPr_jMebdq7wQui--hpss7(`*#HhaJoev?^<o{z>U%JvD`
zV3$#Z6C}L>O*vji)+_@M30Z?%rfFBd30O-c^$=yt>)hz_T;WZgU_fJ_*Yf=in!^ja
zOilkX_HF77yb6S^DE=vj(qgM?v0dd6>cusjA^dKp8e|0ez!1Cc`*nw5D55-E7Lrai
z%EU?B+xMbs;gW@6#%8~NFMOX(tJ>xn?_`4{t};V)0U6SLGrGmTDJvE405FMHN>S9h
zVQ?aL4*W2ZFX6#(p8a-~GCuNk*3>&gIHt5OAe&wU(+_oJTQSBt(3_Lr*+<`Urs+oV
z@#lBWdfTg9I&o6GRXA$Ac5DH4Gj8&C-(d8>GK9eOKO3_7LoP7-AgOgU1hH-${>v8_
zdf`;tU&B-gKXOvooHi@!Hc%s5a+e}7=vwoj(^#*JYypuH>y>gn!1(f=a#Q%-7RB9d
zZ+rzDPO(ov@T%u~(O*T6)<Lb!Y0nGxdp){ly~CRs(!TS*6~u)r)E&5q?gMt*sN2@F
zBjV}3UHZjt6&zt`7_U$uY!qwX2-bC?7YrJf=9HxeDFBt4x9@Clyj9bk_c3N?NF@Wj
znf3p{(s^vR%4|XSff$I47?N|&%*Z)sJ^jV!{sXUN$u@@Wy{o=L&<NGq_1M7k`%!@u
z#KFXRhHydn8`2*Gd@P|~_<2|Q*Js98HPtKx#xCu-`C9})no3ZRQI8(~T3TE#;L7dD
z^Qj$ffZ$u!L;&jRAWH$F@@{WMhSQ~CEk@5=S?#NV*2kaypG&O3>BSaPrFtay1_bag
z9o9K!@E!8DfB`4Q>E?0#K)YvFzPjjDpv>c!p@VoAQRiNVw&+21chf9O=6=E(xPqz^
znm@4*;dx<Q)Q?K^Ex^AN(>0#ekm2V#rZloBrV)MefXmeUo-|9jd1~x7)yY)A^q#f{
zO+7K(YBYA=ODk<b@et@<*J@2Q^NP!@3g+}SJFH%IFTCV)ha=U_)Hl3S50zZecY-p}
z0>7Kv>U@EyRfDO}IVrfBuj}utUaq}bwzZPRv0|{JO1I=hKamBA(6fE<?_FM7H;(Ad
zCqh>z#iuwe#tRS^$CCniu5W4X5AGl*LTsUMS5Z-Z?)w5kyfmvTJXfdxt!vot=|!$d
zFnln@DawY|0|%{JIi(Y8xq?f%D8HJk+={Z|mL_IkdRj=*j`QAOPN}E*LFBV~wgqA|
zU<sb`T|8O((cbKP33V{v-$)m860zv1C11rC1NxUp?5x4KCsQn#{tip%4#B4u+KqIN
zRwDiLNhigw?Mq&SYgTM4`{bqmf%1ni_{OO{+s8jX8R+UM<t)Qhv}aYKtx~m`Y@ou6
zwKr8<Lv`2B6KKccrBDwh-L9O-X{`(5?@QT!{#GSIuEKp_oK!P0Z;N_wzg^T~_mi@<
z#MWOoUPY3@h9qcu{?E^DHpYhb2tZRGi)1z4jy8MzSj$=01pBP21Y)S-VJzF(oN!Ur
z29+|U#?T+T=4Ev85>Ms`E0wG$?sN63Yh4iLt5LNSMI1U$hb@zZE<=5w@KmDtmRwi1
zNuH=zO&c@zt1+BajgyFV^9=6u73_d7B5d578F&d-=n3;e&{G{Y%9w<!7mAd4QNb}A
ztXA7n#>o;?N)|Md6KC41-+?PSKGG~@wwP(~w@$YC3as8b9rbLES%*t3d6s!*r#wr3
z>$eSP&64S8a+#^ll`kc0XybEjJ-a#dgP?@w-mlQfz?ICZ90RFU2B{;Bgi)lJjm6IP
z=o@bc0)AFsU*9%DhY21ji^3^i{m(N>W8ZpBkK@>me>Xl`4E1**82e`u#Oo;Sc{{`h
zbS{RvZ;W91zYAIN`|l(t3j^8R2I@3!XLBT50?@PHvD({a7@Km7WW)@YSsF)6lfOH9
z_y#S=^GSN30QJYDuv^4a1Gi|<^oz>JJb-*OSR?>EK*PV$2Ia6d<eY`C91+xG^Z3;4
ze9x2xKS8pj`#^OlLtXT5DU*TllA7!!_~%mxy`6pUwf@mNP2vv=9lTn@=@7m!zz<nb
z>qSkAes_(Z<G|xog&Ivy;hDB#P{g`AFyo!7Q;ta>oB5_MzNsRhsgelVT|I>HB~N5Q
z@+Nkm9EGpxL813)XhUjd(YK@_eN5CXWTM-8!jZ82@Tr#GQ>fibbEK#s!>X-4mE9?<
zOFkGiIACcnCl4sMr0EV;H|&ifq_WA<xs;8(EDFfe--S)PMBzNe``5c4`j{Bq4@Ml1
zJ{j#U;1U`2Aqss(!f-3u6vn%h)*vQjGokpMSc)4Cy@n2jk)UH>rGEL~b`oPjP0EFq
z^nP_eBVWxrx!z#;c4kg{U)nxEq^=tSViAZ^8U%T$r0X;JX`hIjIa%sCiS{V5cd3r<
zxnPHzsjFq$uxRPGn1{A+hBD8_51Ua!A^j2#f5LVvmlafMHZ=$zD}RgAp6Ea3`lRIb
z{d`ykAQkUKQ`dDj?Kgh<zfX)ViporJbN?1~(EmP+60X13jx1xi^mlT#ee3q`;kM}g
zAtwajaspYyuvI(^XFw4B`;>AUKj6<aKiKb;>rehO+v3PR8v{N^#4h0E56`4DZ%IHx
z4obNrvKDR0uMfh$ZR_IgFC*=GPBYrJ<;=-#JE-t14Bs=kkTt63(GA1D`Z~BA#n49d
z`dV)@DCb)$7=~r7!)db+)C;Ihi`cil@FX7{^%5veD=w|eNcR%#)YcEz!O@C~@53A^
z4R0lBA)R%0Masb4wIf>#Ue&{oT7)O~X73a{;MV)E3*Og7IT5&L6es93S6Lm!fXKqg
z&Mx6WrqKG7tYdsxUt0c503TysfS-GE=@vYuET@FQYOiMjY;^KNPG;?oV<D~)Qt${c
z*v;vD>LF#)36JDklg#<De>FaR5#qxov*fu&5~Y46*G`ZrYJ%ZAFOuo!DAZhBONv)6
zrfw(kv=azy?R;D_m#$e%M)+HR7X8?JQNd5WL=`v7K4bkoi;c6{H1OPXK6Ryb_*=Mx
z>1q51a*jnj6wa6cMM(7z9=!gJc%^Ta)^*y0t#-&X#a}>gDQ`?hHS)UyCx{>MCA1Ha
zntOp=eg5yERGKxK6OWvqGdIL^6BHaptLe=MZF?9D!yvDNgjuv@nOPP!J7~}VD1Hev
zUS=SX_V?j}@)7=B92&<X(4d&lfbs7Onr?}2ZxO)sG9{UAxz0$nxP)JbY<3BL?O)19
zz`zrFxM}@1On&M-xyOVGvK<;)$IH4w{rX$-Yf-slGgBu_&3P~pk?$nzL&TN5E4d~l
zsDD}+2`0hGkGD`8&(MBu<w9TFm1AjMop{W0d<T^qwSh>JjJH_l2BUAra)-CUn$o`^
z=kC23XtH^tcER_<Bu#0xrJ0Pb3QE;RC963-3^+t_sGj9}S5yo#=dgB-Ne|RiNL$S0
z3eF!;XAMea1F}|al-3dj3cO6BnLaGTuatec2Rh7Nk*5hrdxwxhk2d-ZoMr#UAH4n=
zw$T#+C@)Kn+-T~}l+v%EqpTkRC?<umIms71*1mk)R4l)qrJxsvs%bsTmi1Um(EX=4
z+ud8gv7UmN3E~;=h}^X&u(<yg{`i<d?czr^n?4koklZk3SY?pjr!F~j>)=;omVE-`
ztVRsuuRe3XSPea=WModZ7y=^OdD$!O!yuy@63)rdxlz7NTPaT#3!N=42DdKR8`T02
z_WWJ9EW4JFpKmNr7~v<_lp;Haub~`VH*WO64hks1Z$1GI#3m_K&txQC17R%`sCqiW
zpWlRMVGcgWKK$qiQo5h^KqYA?lM?_1dzDu%^=I5!r;=jgOiJfsB-0#vI3#MivBD}!
z(HK#If@C^<JZJp3whH4#EzEX!lL~?<H&052;*7C8s;t!(w|;cD-)GD1{hmQI_k0V~
z4%Rd(IB@r_=mUOv8wN2OuJzR;e=U4dO68T|ZcsZTQJSN2b0x|@&Rn=PP^}lcxLO~$
z=g6DK4V<ZR<Bd&Lv;W-LEe8F$e`hg(CJO3PYWH8h*<CLyL&=>n2xlTRGa}h_+m83(
zea<ii4hv7q`k3~4|F^gP?Tw4AP>W=(R;`m9?s#e}G1lj?b9nn0uJOvw;r<jk>h#n0
zELgHR)$#{wK+rVtr*2*4d0kU@8Xa|Zgy9#5ODOp9KFv`lU%TxH9O>bXrnV~U%SeNb
zOi?p$^3lh`I_gZm_f6v@rrT(g(tj3Lq3!?@7E5w6ylmI$Qc2p<;`ynm-qiJ6evqVu
zcaugzi8eVaj@*7Q@Qk>l5!2#|3H+zbXPK!qeQwUD<Ei@Dvq8l7-_hyQz)tOUPEOUR
zaesgTC3wm2!QV;x*aXu>6ko++rGH7V%O-lJgPfbpkJ*dQ+SXLkYZPObVl9b|3SPk@
zBys%mrIaRw_;jkZtVe9sPn-gkk^VlTM5tHqbI)hz*48fwyVij^BDf2a;E*s2f=T;;
z569P%BHGy@m<}B7UQzGGo5TtvURf4Axdl9#f9|Re;;$E4bd8hiQZn@_MlP*<Bd48A
zh@_P1_IFOO@s|ZweaPUnW~(Tb13HyLm?|_=RL9!#wGnzAi1YGWE1F@9dtzc1BcoEO
zSJa%wYW1{<j^&J{cz(9biu?)~8GvJA{kXe`<|AXqumEQH@oxjLw532YO}F<Bh#WXS
z(QBwF5xu9vJ~WE1SrXPW31`YyK@#D@#O1)jTeuV(UI})loiF-Dt-q^4E`^%SZK(Mv
z;Dg9*UB0UG?n<7swO|N7ID`d%5#^yt*BO^tpIc?Wh@QuKPz5r}Cm<q6^P2|P;BC%a
zN5?dedd333tg{4@7jdF&yVNP*K>T{E%D-q(H+A7H>FWVXD8B)j+_)9rxXQur0eu*p
zbSbE-BXBD);TFRjE2oF8{qy)9R7l}3!+gH>K|!$Z6mZRSzZsXg@664=gve(WLbK6;
z-7%X1sythR_Jt+=+H|xhBPDw~yVBbn(E_76gEuTq?o~Bt3_eR(A5|1m;xdqxd?cGb
zq>{qz&?_amSQCMcg$e&cl+O2SV{bv7Lv3l}Mz8Fl8!>I~V1E)sgH4Z`hN&~muIoE8
zF@9_@%X{QDbAVeiR8<AKOlro<t}wpkP`*GdP+f5{<ZBmqbF1Cf%9{*>!6rHyagpHH
zev+tXmCmr-k4tYk*!Qc`g-e{~ikc@S!FKeA9D=>x!#3RC?5081;yIfJ;T<i@RyGH{
zc(lM=s(B!vR~JpZt%Bb5X6*9j9&i%U?aXQ1#+`}QxCF#)Cd+590;VzdzJlYP3tV~q
zM;on#N(zEjtqQWTA&j=TpER)Yx?H@Cq+%V!N&T||ztp%qRv6}>TV^s&(Mp<q$8^*&
zPsQy_Sxv0-7L1bZOITCHQ7zcPc}mJ%U#a#%y>b>57PCd^yt=eK^#8635N(Pw?a)re
zyNPksf!2x?MY@^urC=q<H${|4j><j7V>p)zu>98UXj=huTY(vj9_rwtov1AQdAf#!
z%eatrA~(W^4T8JyuJr?KgoJ}9wWotKFSS?7(}9!BPIGu0c~XR={M_52o3xTk48pA0
z`vdYQTE6NXo(9M@c$2j@`bcO2Rh*_#^llm5V*?Zg^tkzeK9#bR%T4KvnUSpYbMb*2
z79krzQm)Cb_plD;bfCE?M+f8-vP1H(qe`}$vGoa=kP<$JS6vtEzWOM>zJ-<ItR1s?
zvK22nX(baaZL*iG2}~YiQ)s_K7uM9W9~W=sZ#4R}>?F9XKh5xitM(Me+!{lbN2WcH
zM|US%K2&^4s*y^8`yB|$PEiYA7v2uV#%(a3CAf>57MLxe{7pD$$B@FzMHm30FDU68
zm)cqN8ezJD(urS&Ggil}sx!2aQXVhHFB!F?tMH$YM@g9=zb;~jvOCX*j84FTta@=Q
zk}A56C}_2LweO77Pfo8>f%%*_X4tFJx&vq%zl)|tzk!-}`ifqxoz4$`3Y7ly(%k~F
zOb&vd!D~6~Wk<HlF#kQ29O^^6(b1p}+9(`B3C`(2nA1pglRP78RSzxcH3c?)Ra0F;
zKMyoKykQ4*Id;|6u%}3-%NOn)5$a8z?|&&)JaxC<nO<YC<m=dIuV;mOhI3^9yb`|-
zGyO0yw=jcSSLWs6=O?04EXFJE89W7a`4;~D4p7fZSE#jzGMb_J)RSbFHlpa3j2en$
z&Dsi1Str`~oV`Wf;io{@Ka2{RE&-&Dl1(q_EZp+hF|H3tnTnWEraj3lLbd>DXj7L>
zIWBzJ`~4<($!RrIhv4*mOG<69Zmv<V<D|S`kEzp8N|_!W4knzWN-S#XGQUWtI)}ke
zFUPJi#|+2EL%<il-}t)|=|nH*g>fvJz4l3i2o|sC3QueR{?;#Iv2k;7`=YYPcd?S{
zgEzAsC^D2kW{nQ?47GKk)0T)h@NOAzgNJnG9UsA}4U6sY*8nCOw<um?a1Ze!YOW~6
zqkEEr6EyX01I*J;M?ah7_WCQ}G{RsO1fyR@9TQd)tl)?QY4;03TDM}YE}^A#ffBE)
z7Dr(h9+AFiVN}1F;x2k2OfZ@5;?k21rFCg#rL<$WJiU2e?MaT9R=~n*dQVz3TFpbQ
zQn20WI?tD{0WV?!Bqt&b?L?{d5xH6uATp3%6m7yB@0iF+d)ot>C~Pv}>cMu`vNPFG
z_%L&HoPJHjViY*wf62^A(VLz~9x%$)rL}f=o;mdtxmGudn=@$w?++Hgu>lXS(Z_Me
zv{WOL0}5#>w6rQLP?q$g>@YcC)Md-nDsA#@@e`7Gb0u}=gZIdiGhN$piJ^?RkdzVy
zQ55~NzP9S`wZJI*`@YB)U-J&0m-!k=%L7K7DE(7gvqxDVmDN79WrR6Uj9eMb(LMuD
zC2L3uc(>_GG4{Ih3=r90voSR%w(%^O??zm|uMdQZ#<!`6fNtE9QR73}>ci_Q#Ss_G
z-Q!?mY@6fr+3(|h%qJ{qig!Y=0te54d;<z$72D*EY34>(>VO`cEf&VBzbk8FSA+eS
zdwgX4;Ts$+6mxd`p$$U$4K@Agjsedk%%;|a8R>C$soT|YN<Y}f)17hk29)JO{p-!)
z*$v?O5R>85bw{2u@CKWJ%f^N)E<00gKkJQJxYE9QvO458i%gE`9NI*z4TVDAT#LCJ
zec_CZwE+ZQA;lE!`(^`d7sZpBjHLdTiQL2*Q1C><c|f9ve2ogncxlT87>X8FnD4d%
zt=B-Pm(t!cIF*x>T#6ewri158Xm)o^GFl?DO}DXoo%Lcq4z+glkgdtTN7#;t^YZ<_
zF;DQ*`Nl9sDw}6`=-aX(mSKHXArOQFht8OhP49_y@5A@;*8&1NVOU)QCw^T}FAT|$
zDv=d|D|L5N1Ch9JZ>kvl5$ky5B@|h^>fa$B*dQOzlXwB7OKZ6_zYe0<vT-w@jwQvp
zs0*5DR+qpU_4tK0ypU>os@A@k51#yL`UXNci*H++Mfue;Ul$cjrBXFPb&ym{%(BF2
z9$lfloaSeKXgS5*l;~EBgIeQ7VRrKCbT7EStOu{9)zSRxhoQQUR_tubRYemW$W8wa
zU23&oLEpxTX5WAzQpAPN=H!mPJTZTDJp~jeu}e4aWr~9;3;1Dd)(`aDW+p+<shHnM
zrwWI`*zJg!HxdxA!^U=?nWPi9x?Z>?{;0MmZ@|G?<zq$t(m-JUlR7wFb>p?`_*p*;
zLtDOFV}I*PsKyL46H^U<6TLoiKvXA98f1F)5lbWnN^5@J^d>s(j5sbL)Ku0-=tL3a
zO3_S^*BXpD=Mr1H?N2MyrC3p80&4WbRS9o#dLaDft(2;mNTEZ~n&lL|xN#q@p4yL%
zI}GmSIL*7H@>=Bk@cE4v$@%wMHG&vDlj{3=p&6){7R-r+rfoXC@Nj`r7?h_StyqZy
z9Kk?2dK(4~(4~S-dwC8d1j*6QOn3<LGLPtfi2(juuNZ-%S2Y&S-;&OYskn`T{AT<o
zUtTx|wg$HmM6AofIB=H8iPMAX{kmnvl>p5+S>;>lH=?+{gxV~d%Z8VeI^IpgC#MGN
z!^xrg4zPuz9XMvYW~UEkfulA99wR$IQ|K^vUIf{6>%9BdI9VgjQ{V)FEK%4-wo*lf
zy?rAY3a#sg%w+bpSz)H9WzoDm+)`99<h!g4I^AKdGIt9i-TC*>FDFaieq6m0ys}L6
zUZ(XTHf<C2F?#KgEj4)2PRiLvuVMfWv(I$I)fM==Idvv?CdC!uU-R%n7{9B_JCWeh
zjIH@z$h4pQH494xU*|E9z{4UA7C;pEwmCp}lBFv)#TQLp?b5XEY*LA`v&Vysq8u=N
zOYjBNFtOq)(PO4O?hvq80>Vx-)A!1{<tQIPXW}L7@n>eI>irv$)2R)Q1<${ep$61W
zK(|viY0Qi_a6I6-$cPkLqig2a7WIP4ravrn0+{0a8qCIAJ8PA?Zi$LOC;Ros6D6H~
zC;U2I+Ax-E-p17LZ}H>#_9rZ&>gbWx1-o;94w35CEEXj9(z@T_79?uFs@e8fUyTQd
zhZ4`Ix8-MnHk}dFhKiQ-;?K)cf+16n9+aBLbg%KzT@ISiw*n`M6mk*L90^KOAj^g~
zUt917i$=d&ph@I8e0=HYG9CJE@(E<Yj`f<a+1Tf!f>*e>5Cw4_^Ap4m5uvU}$(j!i
z9|Vkh$B?`7X&1t1!YS6ZexJx?-H22^@6|*@O*CACE#~@YcqDDVvb?@BX}AfaB2vf9
zHG6*NE#MK9HT+!etA;~K)9`iXXKVcJZsu@~MBd5B=#utJ>qVN>!sogqYmk+a_^G|N
zw8X=QZ<-<A99zoE@I$9NlU$TarhP!)e8nj<MRAcgtu!CNgna(|7Q$nx84CWE8F2wi
zlXd%%L#>T^$59DjkLCKPlc#(*4X0v^hN-c@q#OZS*VClAFwhgeQ#5t@C~sImVpMiD
zlS$x}z^&H@8-BJ7_35M^)=|@XD=DI5jyj8Zae(DcL-||oE#}q+N|bWCP`9kEU6E}Y
zId;}K;@ra#6|xK#!uUS>ecX*6UCeRU?LNE_^xR|d_}O-9Ad|w<n5f(GMibIu9zmQO
z@4boU%3ohjPOQIt8F@YFlZc!uFYc8#;O(FgdxAW%gQoWH$mf&0`uhQ9gF%l!T@46?
zBJKZ=V>DSD=e^@O?+s|WZ&u(IZn2lK(qq4=oTL*B>VC$vq7jPi<VbyOv04PMy_~Rl
z@V_gdC{e;0cKYk>!>@Z@qrl-w87{{IZ=T$^NTu}|$N@|&LmnVDWl|~JYO(_*B|sew
zGMHOVG*I64v++u|aW-iD@W0V=nFfQ6ov9nA40UJeh<wH2q$WNtXS(v!VJq^Yp{{N6
zVKJYL-)56qB6jvwNq*CqS-$+Hk?(;ZbRM5Xqzzg8?Tzn%=Mx_5ev-*P4>pGS!yMAC
zr?%JBIhW5;r)-zq_=-0yO8Vk9fqkc6CQ%_OI>W(2Zy6fF{(uWNzIp(+QJ|&LPO(Q;
zSF#1e5hID>!SNYPM-3V~{qb*{zErOEX8#HN29+8CDy`>@Yky_7!w3L2%<-M~{i^ef
zYN@CjmRkQ}ELh7N$f5)8ypgeG#LsIZvMI1I<yc3zVdB;aQid6DKo5@9ygbvKvU{rj
zH1@J_I79lQ@G3oK`}h8S<t7|D|2on^r-#_&M$m37_7uIvI=BY9ITGZ|AGNAhcK7AW
zr=l^xk}GX@sr^^$gt|_KTQgq)BH_5M3mW8Y;iCDbHZ%^k$u*ZsSbqF(Gknri9{fz5
zH8NVzaIB1%6|+nKO`&N9?h|MbyIAO)(S9pMUt3I8K9X{`(`ZGt0DekvEa)v>)<a0a
zREp6Pxk)m6+jeRqz+-Q%VMKR$@UDIdI}s5~A>?RogsRnoq_w@eGX@Tmv8a2dKc5(b
zI*Ua%@k5@2YnT>f>3mNJm{%)a@Vi_1u?gMQot#opo|u3Icww9pAW826H<KyOX4O+4
z-Vz>TptGGKWhKEWR$HcDH9o~&p~SV;k(Jio+Vb=>U1zy)hjQC{uz$6!hrk9+=WiTP
zQrPS|X>DY#ZL1yE3jKsm3~V3a`<r!3r}wE1`P2YT3BuS?;c8H&UEO&Dwv~RZAr!8f
z4()H%Q|C$yz)N}V6}>ioaDINM^l#pJ1G9;Fb56`w8rHs1B&rNov2eN8E7s8H^Nm*g
z(^(VUJrB>gXi^Uq;7#+obANQ5bXqQ9&Z-{f$t*`0PMo|0tEca&hdZ9wfpE_=G4xTY
z3LvIDaz~S|_22ecf;tyknA0uXBPCy{vHHv8AT{E7ci=G_GVhdkOSEyecrAT@!Su_)
z2Q3^l(u37~TIZHE+D8BCTz&(s>+=VPC-h9Tc&<Re{v9AFW@I@mn!2rX>*A)J1w|tz
zaIe3bH5s$%FI9N2#Y^`}Q$N#i)g=KAJx9M2qYJRYx)|1y%L8kuMEiSzKvZ@_HRBRm
zy+mcMRUc68->k+rq2j`q&cu6^QEuC@O{es|;mWdDT#i=jyrP7c0BLGBX0o6K#D)mq
zWOIJGiw7xO0|uA31fk6(^xayKl>GcMe20j0@F*G&qPIRux1JdakLWo~PA1SY`8E0i
z^5`;^^fg-PmZHm`Vt#L8-<_ASX|-x>sOBNQbafD5BV!#CudZl|ndBP3zc0lSqbXam
z_JSYWUR?XD-Z)OwPa9O2un93UVc_XR+S_3hf*tjqpjm5pN!z<QYPtIq(cWHte4^5w
zDD`aNz|NoY=;yR^BPj+%@(8m-gbST7+sCkTU4h@!3&H}Jelh8hCExq)Z*UPw3#g1O
zAzT^$S*PRVhmO3_W`d2!@p_?nW14_FmC%mvsPIV9fRyZc_J}&3pdG+t7S_UaBK*ea
z#;fuc?Mtf$O_Ty(W+9VkOHu%uDbjk(=b|qX>=}*9W-ocOhn~rMebp(O-Wn(nbGXv=
zMU8Z0WliE1Kbt=UGUhFf*bkLS*`IZ*R?dJrb#x~O#ad$bI`lm~J&#^&9n3eIdIa+F
z>RUVRt_OG)F<t0bMrT}?fU=XuZ$##}qttPye3h=d*GCV3OF*$E3zJ!|wk$j6%F9k1
zb{(Mh8SIo&5Y2v>%x@yN^OunEWV=8iT5#M6c0}awV$7z~57cvx5Uys~_>x)BX2`aA
z!W`DNfe#QUYRnxnCChd#zf+oW&H6k)i-S8Lg^U)RWt4|#`nVn{7GvdpcsG#w=01OQ
zoA^=7sK`~EX<SOt8ewH7lWMOXD~S=%6$5k>*GgJ*eC|k7<UWF~){hEIyg~=%no|U(
zf(kkr-r;vlSdXeH)=~OeUwt;rKk4V*!leK~z@l*`KPbk_VRM%9qOTa$4V7P!|31?G
z`8wnU_5B#VSQVDdEq=DUG$>XCY5n4Sr3sGXu+o1w5UxE;WIE6DfKb;rnn1`)&%u<8
zvo~n5ey#^?2%PFoHJdX@;-aoo^BBS>HcdL8e&PVg>r*LT5~hzfAi%QuI|LDb<O0G(
zrBmoYz~^8X_~ZsRz=|qRchPV;-!F3?*EBJhQu_g{(#sn_hw{@?vu&5E|NfkEcy7mj
z821G~f*7cLt3o5T;1*qzN@s^qzZKB@y*?l3hn+9y_{2$n;B+cpVJgflL7^CIkqsn#
z<AeDRe_kq-y$q0iKH&7>d992{sDGSGxUic>)-%Kt3^<{4%oGp+n2$w7BRU?(*Yh#r
z7(aNyoT~Zhi4{k0<Jr^W4cEi|_W$`U^<zyBVqZD{w#)Tn?-z56>w_%7oZ;05ijKM9
z!lg^Vyq4swQC$lsYYIY~+d60(2KK8p{I|b4xvoFNT&wQs-Q6I<a$Er{aA6$b{H?Q5
z|9gnKfnsr-e%0S-S|0=nv+{FrpN~{VXSgBADH!=hQS15viv7N>3qfxt1F9hV0OW{5
zpAQ}aX45<$0U|y?9^c>ZHqLDn0X(}hZD_>ICWwgigSr`fS&rV*S>|{oW|1h&DMcI>
zlvUhZ8ciG7?<ss8h(94-SYor_ciX@y*ZkTw*i$;!A{PZL>AAKDG3Ij!zV7t&or`c2
zg{2njj4#md_n>&s$A8lx*tiyBv%Lna+?$i`mK&8s5|0m2iADD2I_T;sYwZnS6RF8n
zW+{o4pJYPBVCf7o@GV$Ot~3#}Y2{L%5sHV}k@)?9_0@(*A4+XZhOyi)jv4qm1eb}N
zBMqcFUo0pK8qm#%b`t1EVT!OpHT9y0!@EV&h9Ep(!G@H$1bq<iwKzKeDzJG_o6e4d
z{m9RY;h62u@22PS1MD9(4bIYmicc|z)WsBJa*t^G0iX|{002&~DE)K+{{4E%_wRbN
zI|;(DnyAAFg5ckx21HgI$NukL0=(Qi3ea+%aPIm?dI3Rp^buY<GRR*}Iqz^`z{EX_
zF>_MFP8;3=dve5_1hdy?CY@_~ib%cDR~Qd}v8eu)xq%2C%-$33@8)_|wmPmOPFWtn
z&rI_Mp>4+P`%q2@!<W^9L89kL>DQScHD?<O*~k~Y!OqgxDPApgPHH2^o|KByYDd^M
zRv7f!QGK~50fnyUETp@3S$+^UrXI&WSIie?<GlR7#O%y~4d^1~WlQ^XbmZC%ldC!Q
zVGg#iyhnx6X#aFXMNfgLaPZn%LTkGF!tdD}1VFb!-?{jR^ap!hi-?gA93w5fVSuh8
z?|Vc`5bJ)UD2PxMRg`C4i|h<C=7|t6fCT=YUa0rdTK)dsC^Fu-;=mq-5P2f^mn?R-
z>=GsRMAaRt#vG77MaXb}=OG)p4y^p$q#>4lxUoSPi)hkgId=ZoT3I}Zo?2oRjB4$t
zM^xHVEE00_B8D^OOf<1ntW8dP=WGTyd$Ypf)EDp;O2AUjn00DVPJaMpD)sK7t+WA3
z(Q+7O5PYG=Ps`MZ7@m4cig4%IwRqe7UJ2FBtdupAbO{n68mH=RPIKIQw6PL0#M3zo
z%l$VITY=d>6!o^V?FbzjpoiI)#T_qQ-r<b(s(t*W5i>@oCng$dnG!jCAp@!+oCk-`
z{Pu?#H)Jg!WO?tU{7#LUq4jqPV_Y@!y{lE$8$RT4eCkFQ+k?V>NM}5&%=vzZ{w>y&
zr@xvFz7$1Yc>Ye#CX}W)7=#&~Fe>w+IEq05zz_teZ<~;x@*8M|ee+dLxGZ87V3lB2
z@n*4#0VTJnL_~FwizSKx1GB9kJOCV&Y_`H*U2?Akr)*~Q$`t7AgvevOP<#Ne;N%#a
z8_<tOrDm<`>qe&JRk3rbedT@eK;84H=D_jD?I+5f+y>IZA!fTDoG(*ZHgq#Z-OOW>
zI<C%8F?GtF{w)T{PY-P7u_@_rXh|WXJlVD%ner574Rx09+8=MPb7KiTSW;j<oRPvy
zAGlbj9csz7C(_iVY#Hi2c405U5w~Et;ERF<dtcFw%QX`?Y$}aE#k)x~;~9uHYvp>8
z30ypqWY!N95C9**0Lf>6N@HHL^S*Co#tS|`S?(7c1mRwUTZ1NEsp0~(`(cQ}>$)yW
z8Gb;V7qY*FZL%0~SVDn%GSsyidZ^zVO$~>n8{T1Kf23)nA6z#L<6eR>ARpMIMgZC=
zfxsc54REu++6NkW#>#~7P|YHlzlrp-<X5LbxlBagwC^2hH8-hZ(arZ^PP>-Cr%$%>
zIwF!{!RoaYo1JqG?6YlNj?NLID@`wdgVA;BGs8Q4Z_ZOMGXqh7E$o9vFZWU$O~Xst
znj__}E(Em`(}1NlMPQ!Yz~3C$7K+YAO3Zx0-wQdPdsUNfp1?CfHm1f)JIYCSDQBHj
z-N_e963pQe^ymJr%coLMEO=(;L<zt%B#_Zym?dEM%a0#?-=aS+=kxhCUzU=I&&Md+
z&dZ7`4PVVURdwC8;!_@U^741Cn<jze#L3pz4?>z?-ct)&6Zovzmx;aNyLcAOBd*{|
z6wS|<a#;fg{u=A9u#rN%OSHHT1j?^_m$QuUa2UU1-_3|*I%g*<Ob4AOn<APMALo#y
zDw{$OIoV8R>7?&WUat-x`IY>b|9DX($ZP^THaa+uT6WNKu3Y_Fqmzj$CjKQy7co79
zkd7RCfkAgJp<s;C)Wf2hK{JXhT?y8f!kvZM9Gw9u5tlOE+9YV!57UGKzqG^`+J8m>
zeE9_-^5_NT{0(+s5?6X93mZE|N9T9T*<3bAKhzBAQDHF=(xj)EE=C~CGVqnOa#AV7
z<A;E-Eh@$!h(FT<i8g{DF86PtRJEe32-euYd-Ql5f3<$)^MybxYyIW%5&9-q>mTsb
ze<@ukzybEgY?L?e>As9BW}L@=zf8e#@*AM&+4a<B4xL0&PjHykX1OQwqrJU3<kiX5
z0Q2fVaFnk~s*jlJ6U-48d$FPrAL60`%aabR?m@t-&=T{&m+GJqqnM{=40N2-L#v%b
z)7SJNRy;F_1(s1sLQCsWgbn6a!_nbO`4)2422JvUJ9KgvDIsZk1gQ-nZd8FGQe`vk
za76eD&5^`m^6X<NnE;pQgOCCwfc(y;QvFiS=TRX%!=Iz1gNWat|F@{BX&UkG>;A?w
z`<f<8QAAtU^?518=TR=!>w%Q2EDbG8s`|Y)o60vy?%luFZu`4!^>?=cknOGJLBk_9
zPJDv5QSB#ySOfkh4NTI%9U@0G5L2D#oW?SKenT-jvMpwH;~@j~@?<151=ofZq>Bzt
zK8LsG#r}o8O>v2vd4X9e3t-cizlBCg|9JFYW{mQEaKGg(K;25+179mEnnbu7Dp}!|
z?go7CzHjv^pQJWlD(aHs;MGD}U`-R05$7*bOxCe9b9E)fXa>9j4+(+7<Y@zUBFyJ+
zOJ!p(Roqpd&q@~wRHw5<ax7sDP#$>2)MkoB*exb9)=?rg{ZAMEmZ{u7ZTKP76761{
zeI4WamiLOiGs0q6T)sbpU$+W^qAUmmh1we>>ZUo4%P>q6MPJRRsGNLvpP;aAX(!FZ
z9(sT2Z<Ih09)3jk<xvX8zSfv&0qRgj;Zb55wb4wR^AV`O@65+;vM)BphHx#!#W<V$
zv>to)L{uXM4B_-9)%9yBx|-rD*d>ZVNa=d*9f(ltzSbB_)g;G?|MXA%ap?|6O-2Vc
z_%}e@#?a<W^zWoi?%pG7PTzE)7(d&lW^--VUnykXq|bN{C-mM4NKBT<7K%FmOqsnM
zJLFZmb=z#Ig=7{oU=0osRlJa-cKpqLCJyDFZh@%Rbj-dJZtBL;*s}H+AS<A5-@w%D
zFp&esd49BbROPqX+lVrzWSS>dz)nTZ*R0mt$P<gRNcGG)!_P@6i}R+zQ^C{p{pJHE
zeYa|ef(7EPh=2|G?5_#CkW%#zAv+youNIr?PrX<fNC(s^3HXtIk{+X+ijNu6fh^vW
z9j3P+%kMZ;S@BNck9)3`V1e3fD%FSSv+hN`c)0>KH-28$Y03v;eZXHMVKDh=0*}wU
ztsOUun5F8BvFR_UToC7V5*BOk@U}fzxb~hK9|A|+HxYb7_O<f<(sG8>w;o%;#Q{g)
zEqWpERtq?;5Zu&!s7m;h1EJj0pdEm{4L-0rPF>C*2<aQHjudG`{2mb10Mmg5i)Vtt
zpdZ~AnttO3f$nxpW9$=rToDRH=)P<{zbnIGB?8$y^J;x3CdI~5-Z8)&mOHvJv2q4;
zjO5U{0BWGaYZ~j{{aW;!U1mFi77l+a^J{CC1~jUlq%y>8FG)N8eA>x#;%~m<t3`Nx
z^J6*#-Oqcnuk#xozm4AqY04K~@$*(GtCDS9Q}xZDr@)~EX-k<AO5BXy53{6!*Y5K3
z#O=B`jmJ{lLYvIkB$NlblAHEC-bn56+X^-f<~LIx+(MnQ@!$DL9a$mn+2_UR^38{P
z*(PEMqcl)Iy*8frP1QVfiCyr`^P=tOzpx_}em9qJD8HDG@5yL%yVFf?+I$_6NAl3n
zUWrlQW%$ZHIvNRlm~3ry6bVAUhW^fZxoD;JMaHfKE_ib8`({}aeDLlDdr+!qwfg7~
zkgoLy+AP8oSmr^VuPd73dVF#mNhE5?_macdq>R5&r_?JZ8a5=Zt0}&dqF`3=ROM6F
z)KIb+*VL@nHFZt?95TOT%QT$Uc)1LCsbgqHilmUjVuh3IoXm&@DrniX8wlrxQ{%V?
zb~8_l8$w^F+p3mGS`{i;<HlTn(b}I*RKxtN1H(xW<g2qZRS%v6qOE|HUm$5&uF2A&
zS7@iq<jk-tEr5w@bnx=;95-|mqf)uL>txtyEPTa5FPaPtRSF_&?1Q2J<^=Q7LI8He
z*vXdrYY&*LS1fOx65ojJG8CY0i*}CRhoKp3FCIHxIfarbr^#k<d+QVYZgp|BF_}hX
zVs+++NZcK%a2v<Xs2E$NV{H!MZ`l~%6xDp+!vmJF^`760O9vKC@;W}<Gsh%H%hW|!
zRx}jC#2PpY_6pBM+ZO5z?3fk*0$B3d6w9FA>;a10KD}F7U6kuD86aMLRsif}5oIBD
zp?P53-l^})Q2~}JcchepK#no9_LTJTRUxe-oMyjvTYm}yuHU^}W)dC<<gR=nKR?Oy
zxbA#cD0u8H!WejYR8~pA`<S>nF=(n~#O!1Fs3px%7f8_4c}%NHWQEf@I7|xcWcFob
zr4WyQr<BMa#&U@pyM@<#BfWW~`T}e^%ft{Bg?0#tJaK97i_{hC@aOM=O-wf2mg>wt
zG!n9S@}bUZzbqp$FIpqnY1dA-yorh`<Ge<zfw-`&bPYl~^-8@8vTrVbi8cud@a{8G
zv)!;?gW$F(m!ooh8DD;;h>1i?xPnhHeX|3(z6GJga5JTwyT8g^>HOTS#aJtvZ|=2W
zsMNw|fRx(9T5W7s0fx_h8k?Y@xLl}M19)Gi@swj4;K%a=gG^HUw(L{I9-Ya!kVf|4
zOl>lekDL&^e0)y}Q99XLpjkg8uKl=A;iuXrX$am{)|hW?+R>xe;73RKbPu7!gmRT)
zbphtA#xFjM{`-ohq(fmbcDk(LjxcpS%@pgcyl^{U(fUzd@bN+6t7#68$}2myv43iS
zZad>cjznk8TIz$we2vpcB=xAg5KXB~dSLJ)T#DS!9&wi5n+!O{eoGLV+fh;AcIK<u
zT<$!iIf&e^S<df_bIbJSRaI`YR5Ir2vzdzT9hRuPduDZ`1*z2**<?h-D*#ynVH!m!
zooH6U5@$F*Bzc^IYbgtbT?>ufoaFuGQidH+>XMaJcM2vc&XmLs4zOPx?7EQ4A6!ks
z9PEVGs7;5Hq`nx=4cby6Pjb?cJJdnxC;9Sq@26Oo(bV`oUPJB`l6(JT&zlP2vsm}w
zm!BEA_CEKrBE(|M9PL6+34I_M)%IDTnE__IF9427<U$7b85Cp8V@r6)D@+tvUDB_h
z<r10kVZQ)j^_ad%7#oWc9&m`YZp|+%kZ*2Ra|mnd&*+q1e{~~r9bFB<+7I`Js8V-J
z_<Dewv<KYLC=TP4Vo6RfAe?>_aKI^>p0u3*Y1ty|oEB7Va-iDMYR6xTFc#@JLSEY&
z&+=3PEJtcqO=$Es{Kmcnngl1GX;2Ij!&?t^bTsaoRfbwT!BX36xDM~#qg;@mla?M<
zPGOz(p5>F^U$e*Y@LURYI%v7iQTGga@xfImPls%p8O>mlbz`RJDmw`hdP=5)RH^Pl
zH&RMkD2=XY_}ay#!|GKr*R*_@`q99mL!cO$Dg2yDaq9&=2%=w@*pyo5GGz#=R7fIy
z!&KKDB08kDu120kdTFdZvJyz;!~k4C!rwNve&EIcy+%`9`ucS6X4W^`3|LpY<Kjj|
zH&f;i4QYezPxtFQ1$#<+y%F8TWtX}x<9xvflH4+paR(o=sQ<g1n8QO9dio_`X25UL
zG<V17Qd}`sTU2V*1X9FKcl#_Jz<ZM1jwKxS^<kd3?oJMtEkqifdAHeA)*iq{Chge+
znN-7kOz4Ig37UaLJh~naI0$Ho#bV`OXFAQ+vqL|F;bOx>;WbM{{9Q&DjK!`?!mzi{
zGT6lbm^zQ;#(^z~eh?P$ZVB(b=MLTz-tp@P>NoRZ6wwNG$dIV2o0*3!+)4*W6oJcv
ztbWE;FEISdztsr(Bo{$op9*!P3&EG@)zHrcWOQCqP702=m)-&_=h)Bm;i=cmZ}aAZ
zH<t5O7%c=$CqMCJ_cMl3FGi%P{hkG0KwvoYahf9bW3x}x$}c_IMxmK$BQgSU+-;f6
z<3))|%a?kr>>MVz8z27d{SAL-fc)in2h?oB-V?{t$xNx7_v=e;^l;!XkM+zqT-x;o
ztqI(nTC=Z8icmn`F3fAB-+hFA=UYm%5UJ`2`lse1dz3E>2d%i4X@<-Ps?5Z1epvwM
zs^&q3vRS|@T)Cc&*L-Bvd+_PCfSWD%=f342qvQ(ks1**9N3O@v9zQ1>cK;^8DHL9&
zQsbY0ZV~2d>xo+m#i(}>gS%r~UW<IOoPF#<>>}dl6oSJ}!SP9DVdYr!%~;6YYcA;;
z?ROV|JLlgEw0?Y|Vk(1>^5_)&@di7LQn@8<XlFMla|?*2h>KIRQDw;Voy#KhTT&ZU
z1`Tvp1PHosQXxn2hg84RABfGh1{_*i`MC<r$sqr#pMPiGVQ+T5Bt@!PM}odJ`~E3@
zVT-T_JM|bZ>2-f7V>43l`~Z_YM=n^SA>I@_XefV+TS|D^<;R6?to_C64htmB<aeC~
zwUg36CR+HuBYfeo0^xX5TziDVfP%(K8wdWk7Mo{hZtgJA;IPcaD+obqrKrFjkbfdQ
zSLj*hXO<#g;*5c6Ar|~6ysN$F8pfOZ3u?k~d~uXGf<B5EVN!t$^{}6Vpk>8*b^Y*N
z@<IrX75}++#A;tzmC$=J)mT%$i~;NET)`Bsr)2p!5)S>ivM%F5>jko#3x@Tz=#w%Q
zge?W){*6PSANRjC0l&FpLd`H#VM^zE8{d-Gg@`xldfi}WBPZbJ2abFW^W(HalpD#B
zHO1=>=GH3zfO;{Q>LRIgCtoaIvyaYH6rdK#!BC|Dtt<5BmpUIuHYqDN=0`uY?3uPC
zd^yT|gg$vN8j~!T?+e6OnzaxnG7t4d<*6te&vRkKi!ur87l+mY?ac+#Y@zSuk~%T&
z*KeLV<g`?tY0MWPjP=`#65)-N@m^fwAK&|&w%!`7yO^m%>@Aqj{VjeNSTlSRD&C?5
z7Dkx$T}xMpJl;rYp&JStMU6}Io09bph<rY)e)Rh(@I5Ke5Rpa?CN9V|GCiCujvntk
z<{63u#&p!X6EL(+(5yVm<ImzTg3s)Ko#q|nfI126$6-8TuxuISoAKz@M{xD}{ZqB|
z@q5E#i$nu!jdBL|H<>>ctfBRkoR&+PIgo};It?@@ebk(r;Cce|(c6^{Wf-Y7UHvbA
zW3PWY5@@MnAa_=Y>w%v7&LW}?3+E~CGc{AlW?RoJUA+J#g|hMY{ul=ddSq%`j{q{4
z{cdMWC?u$MMd500=$iOlQ?Er%8|1G+@qHhA-?GB-YRz&GrX(`UDQt(Wql)DR==-sS
z&ui$S(@3VGp&?BXRLKcpC5LYb>3$BK+RLSm)b9<(*}Bjnp_}0oZJaT5{=D3I2{Mlj
z1p!1Z(|VfA0wzvtW6Qb4$nr;%u;`5mpYwpwe+)uqrB-_eacxL=vZ&_K$})=L@i!jJ
z_rh>73G$W8ZUsgl@*E`qj!Z)M<&>M{WbNStlXB4Xx93PefRt@(03@n4sOqMhw$R}O
z@*IBngT|84JYmWbu$;M@?d$Ho3?8~fXqJN}%DB$OcWo4ALj6jZ)K0uut8$9&fUU&u
z_#O)TxJ5Z3A&>cCZFBrbp@){yzB@<v-@5YMOmzJtXpn170C9bp6r~r&)bN1EJ(6Is
zXKjNI{VSDJt08!cG5_a!Uf5By1|9D;6M}kd8n23|wzAj_KsPJo7|r$2?@i|DVs6D$
zaylA`3<r#at3#CPcD;|E9uUBd#^nNwA)-o?8~xi+{UdP?LFja99Y(J1`KLGlSKxS_
z@S@j?8IL;$7E~RL(MI;M4*Q2;%#_OT;C*(RNkatF98=Teayf@P-i@=E%&++|@nv7g
zU55ukK=jcSm=@-pacDA65TO2D=Q`oN$U>~6M@n(d=~cPco`Sr1T!n=vBCjqo88f~y
zPnpY1Rfcsop?;igL5=0ChaO2-zq>>6gGxkPe-J0zhV{`sL-hrVwNWnJyIAP5{P<H8
zG630wb4X3iy~EI95to=pT)r2m?c4k7MBSk&GGWAA{1{j@N(M>znUhp$Myrx8n<q7A
zOY`<LPoXzH?^`J#`)VCD{xc9X`-B>svKyoIrq_x3)6?_*yb}J)t^%n)&W3>YRp6o1
z3aFj@tFHI)Uh>nmOqf`>zueDf$_mCfK8_D=;(SzZ0M(Wj{*^VuK=GiN=PywLjUfoY
zBfW_Q{Ta4ArWoG*cwC;rJfASUr@!{IA8HaEj&UO6V<SrEk1XnIdn;UdFSwTpuCW|T
zhw#b2K89__mJki;Qv1ewB3i5~?&461Aa}ky>Q_aUCAZ))OZzE)K6rz`-3tQ~Luv02
zjD!yAUHqF6TtFaP)&j!|Y_Sdvm(f^<>eA%o9LSMelP$RLrrt5EkGl9+hB?KVA1g!d
z?2uy`_Cb7~sd{>W>poTKj9=bgn7fE5%<u#YJJ+HN7sA(>!hVIFk$m>|0Pr;)5JASn
zHm`$i>@99`p{GBMXs&T?h<doIyT2|YZbS;2Ro%uuVX`P%Bp_vn><kJcGqPpg<>&9H
zM*1M_uekNj89(8n9GbgFzx`Sl$M8a10RpI3=zFt18VdU>8=r4BbvWX+G*h<*52~J)
z^TNx!HVV`SwQhf1Pd1_aw|}a|9b>{++a6Q~5>?XOtKW{v@>8>*d27Yc*Yf-!Xy4ZX
ziVjm?{vE;rkqdTEq-ED$O7h{($6DzOM^9LUa~h@aQ<z&icQDst25Mrnhi`*-i8aS+
zUM*(XIJbm-`D`TUbw8jMibwX=cfD>TSY8CEs!igDj4fYm#rM0~wk0yWKzb+=$}iu0
z3&a!=XIGPPC^a2;{*EEf8x2D_RF&n2HOC9>u_vJ8r=?;q8`XU{gc&0LdPFejE3tyC
z66&Em5S4QMJlcTDa7mppX{8g9$v?!}WgQjG<|qy9x7Am%F+i1QjlJI?d0?KR2Joko
z1V~LXkztt|Z6S5PvssF5G$#a;+@5ctkgGW;Y=1zF1ir?^zxrEMj!BahIhXGmf0R8`
zA~_)&YL-%5DJsPrb_lR3&wm{CBh;x1!jmuqLYOD;Rl~LHxm7&tsXL6L;oyJG3SaT|
z53q;vEyBHu^fDwXo3^<9+SM8VHkg|W;RRLi?akv}&rrHHba3IsLbCh_I@gXr9_`#K
zf9)3P6x@A?;Zpf1;%aSo&sAE#>02)8MjbEIR0LkYLvy|8beG=n(%s+EwdU0{ORv)Q
zkI1#*He)jx&RY}za4$0zB>bf{CfnJ*vqdzKhNb`jSi&a;fFPIw_P-vPes|xjeNRnE
zzw=vFC_u*jqNW6av**8FphukT*S`Z<Qc0HQWu!iiUGLgu2V+ED{{4*_L7T6)R>hW1
z;=3TFUmS(s$NyBfu1ym9cV^(7RkysGqw)2uy(DOKYqoOXAP>}~VlM82qu?SdKq+v$
zqj`norMTfoBgcJGcNiYDzUbHTd9c~lDM}B8=qCp<=mBqCR;ZM8#}9a9ATMXe1fnPd
zCol>7okD5-bBu&+Yn$_?P8cB94alt@Jw;GP!{6ci#S0`(1IMn4X@19eAeudeo+R`3
zd{$j&ye)&_{6V2aUp#8kO-YiN6~gN`(@Q82?B2m!wK$2wfz3b=AOZW|VLD)IqF`-;
zR%?S}li}yOu2gQC^uvq@L2y-7mJf)KJEFG_07wEwQMvcVtKnHBeYPoi6G*n&(IXuB
zAZ~J<O6seSJwf^DzG=X8zh}RS-67a|FniQD@0d8r;f4r#`G-B5#JoN7G$H9yaw_Hv
z7p73>erTT&?bvT7sHv7;s<NpozA;x83`y$|G{;??eSMSM<@QSY2?0u(b3-4!%3!6=
zs;N}81~WHPhaZ9OFnvZF!Q%b)NLY@`%%5a(uOxpoBeBhS$;};xVO0L#zObNWR2iPr
z1pKwrf!4KH?mE9}&yuF~=kKsHg}FEcMHPiE!K{Xd{k+R4j!D9)`hdpGGy+pLi&4Uh
zYYI#5m&2ep4tDh7^NNZ_>EwA3|FWrnm{-4k>Ykig5AVU&8NuCNb(+AclGK%(E8raT
z-B?Q}O2AYfAl&|YtJI^bB$+G$5Nk;)@97j8w;5dVf`rdk$(Y2t-(>z<exU@iX!j`^
z#osXbh2UwiuE#m-X?}&}Fh0S_Q$qpQUcZD-@626B0O<CEC=!$tT;CleT5(F%TBsu$
z>{~;0|B*b&7?azg#8i7hp|dK$`B^qdzhkGIV5^nj>3uQ!{{5&}w$Jn~PL$_=fZ_bL
z^QpkM&XH%&0{9);rpdbR_j@4oY)ie7xOv#cFM8%&Y`&iLv&*UQ90WILaMjDEWXLtd
zv5E)lW^G>`Z+4;s%<V9^hs<P>sK{w2Elz?p<ltu-5Sg=fWP>4@2aB1QlRw!4+<red
zRS+u_K1-!RWl1d2-FL8zh;Ro3cYpHHdjRzrsh{exFpP14C2*;+T@mpGj27|q14?iH
zi(DZxS4YTZKRE?9^$mGwXAv+TTu&LdkZ;eZPFA01XcqUZPAfa??>M3|f<#rvgW$!3
za<r3J2!dV(4mO34AfVQK4QV3JD9pRYk^}+J&qfr*jSO_<!g6<GFt~mMJ6#a|OV^qf
zRkV%ND`XzUfP0;!^4aiv6c2q<d%}XkSHZo{T?SioS7eI|yqf*pQat<9)V@)PVr-9u
z2YIMD@MUqJ=}we+SamhdtZ6=?Q18=*2H4H;b1K`Zcje5R7gBgrJ)OXNNdf1*zL2|)
z7jGl&Q6R(YT{jj;&n!>f1%GI2NQ1z#(}0ufv7BVpcK=d~Sidp=lvRfr(tEw^@ArdZ
z{)a+>L;ygPQ8oIG5j{VsdL8F<e)gg$+rNXKKtv}phn`Z04qvDIOk09QnL@c2s{3#y
z99a}He7Lc@=53v+_XXNyge8^ZczdYd&Tt<r3@D*h=Kf%l8S*pMBq&b>G?9N8AF*8B
zU&*g2IS5d#Ib<+>3|lYT&MZ3{KT%V6E9S=v0R0e1NP9JIt&!LVdj(jLBPb}Kk{Fkb
zvIcjaaYF{Z%kN(hx6d*?phxL6{gsY$^fi>>TDW)l#r{B&;Uh_VA@FA{E5W?1@%zQd
zuYH#Iy=oPpjMb%=0PR7{WfF9GNi}{?h5dan{K4HgMq$`*9$e^18fd!?BUi$70$Da*
zgyH-gds*i6;vrQ>>dXiSCbOfpbJhODn_-&UW*$l!TBcPIs*zycnGoxYI1}LS5u`pl
zfs>uS3B0ghdxJ#%NAC2ZOu!}2*Sm`!wLnE?SN6v4m+wI`!U*~X%oE3yewSZCd-A57
z;s7|+C)gtCwNOfB;YA`~2kO#m0@zV&QP?bpK}WaGd6MvYpZee7IbeOiTG5Y;#cdl!
za_9<^d07?(nXTq8L2|Pw3P5^)51F@D!FNB(^KF{%0eJ57;kvvjlJQ&U!wX72&RP$k
zzCQY}Oo9fJ<!irE&1T9A$8$}O?IwWK`bakr?3ImM_{Mq7jm8?z>ZJd1<|N&Bo8{6@
z#t4us)Bp^6S{?10lX*S}?#VBz3PDM>wp@=mb99%G&0=5M7D299X#o5MY->{hIzYw0
z?5Hj_ETI!mLhv_cfj~za@P*!v01vhJcn+<QC^%S^E$K1kv-MToI0^#qOu+DP-ca%i
zomiBm7cieJs4V$!TPIcC*6ULk@$Znr(%3U}Qhfh+xf%NFB%(S4>GGlyJj^G>_4wlE
zFs;V962N|Lr@Xg=c66>>7RT48w3!Zn$am6V+-fgo2=Q$`f*Fxun-w}HAHFM{pSL*&
zabRCgG-F)%A}H(+2HUTcS)ecj$~ig+L^qU5n^&;r7p-+fnHUdyM|ASjXZ0gwIfPPN
zquHU=sYp1IeqaUtdkvDFSLeP1_OcM5#Qw;O`P}dIj~JCF8I>mJnZA(<z|r$QUuQvi
zF)Z>r&#UUb;#g+be}`?(|MuQzh;1lClpXzv)DdKIid`$nTUcXO>f3i0+7E0G+UijS
zpMe8UWNia#x$ZM%n@@u`;B6uTG_+x;mSkEys;K;a1NZXT%@H!rL{RqGsw3d&_-obQ
zx}YR~&Z%6Eh+G+hzn0pC7jbGO8z1efOW3OhiYW&cql1I+X^Ppy|C(6ko`_60ag-L_
z%I`cNJxNT3MJWD?!;?V{_=CV(ucT$NNS;gpojcJjUH&Qn=#J|0`tMqcA)EicjtKEZ
zijJ-{mlN9W_}2{Ag<#7f+yY#D%I`4`+n)YDX7B*%$#xk`zihqgYrJqlUpmmNl-0tc
z)-0^Ws_EP^A|(bVTwVazfK!mUvZ-T+Y)pKqxrwKpjhsE;3ouw_I1FLN{JYazdzX=@
zg)mI}pm(8_Ywe$xnBmk^3srq|C+L5?PV9+0^<)KeVdn#X@0tDWxB4DM)AVL7LUddp
zkRDrEHV+oIXS&AuZszqA#O?s;brlLF7)*}HinnLF-3VEwWs3YJs@cepj+})WgG={{
zsBx0l&l*mt?Unqd-uw7_028AGZ~CmRj}9z4{@6IXy5X8M0D{p~fMtC7T?2NfshTO^
z;PXX_q(d-&a)iasH0zhimi@O!4bUV+RCR$D-|v=rFD7iF7i$9oQ0^s&h@>eeGHRlQ
z5w^PQBAD71azze(+|Sn!NI1P#R_7jQ{8fW^e3pv-sy^#qq(5Y47MRhgKc6Vf<}(b7
z=!-bFe4@GW-yVv-vK3xhf2zyfJ9CHum>NcPlf%bt1$tY$5k>UjubCgq5pL0}<k)PZ
zWb!F%fnod>Dk_Xn6$!tjE6(y9zW9FFDZK<*BdGf1vNl2{i9F#M-IrdfpnFD5x75sO
z3Lb>3@ICaX`K%GZq4>L`MMip>Gs*q31Sey0)=|MTgVU2i!7t0Hl%OoWdoM|QvTz*>
z6<-IhJ8S9t9U)%YPOW@8LJgBLtqV{sTX#YPtt4c%%meyBzz1K)y;W43r$`^iG+%A5
zX?e7B1z`zCSzUzZG7q-D$`UMDgdx(LbuO52ARo>ik9oyMlr%h1=6VtJ^7})U`cWlh
zNP0qf*uj{P9t^&VFrqenaWq8egJ`%*I`K#tvsDQ*CoTMK0L<iU|Aw35)hq^aYT6!b
zS}sU1fvi%qb1Lqs@%Orp5fEGG`rX+4nqrxPQ*)hZHC=2ubyVyn8bZp0u-bgv4`1oK
zLPS1*YD4l*`<Z*D6`=UMc0PM+bWLDk_F+bPiFppakr}|S<ObKGBtwQyiY>{`%}i9~
z=kv{XfA>+ij6D05&oEW9efc<=zl}!)c(iJF7hRf;jo#!b{aS}R8@_Q(kbaOp1bQQ<
zZ|?a*x}GOUJgE8-M>aAoD>IyeE*{YAHv3(hOd5)~$YJ^9dLWTSy$lr`)Vz=V)&nvq
zBW#ofiXR3_0nnoN&-Q{?NM@p`s>n|s+;)?`lk%m}7e{3sA-<hEGBjO>*&qoU;#MAK
z$R03r;$v4{1ko)ubNvB`7Vdf2t{s=eTj$zuRAFKx!r|PQtJ3%gL7ERQaSipRee){}
zw~t*az`e+o^iaZFJZ(4I*Nbg`^AC%Su5=GY+$kj$i$<^&lty!Q&e0JdH*0PIFlW2g
zI??cnwRnej{z6*+>%QW`=dkGQL2Co){Gpo>K{zJkc4_aC#WC=?v=23*64En9^rx2;
z?xEP#l)$F6fUW@1ZGZH(0;S8K92%*~Y;?1{a#3U`uo(={6rT3`4%IX}j|$#t-Cewi
zM+ZeU#pZIm&wg6c$rmM{sVd2WAWFREn0+j{yA++I$%s0qf&RavP(D#{EFYmGXe|f3
z=#B66jv@3}HaiHA1t@Je3G4cA2~&_G!JkDU><<D(<Nuvtv&rd))eqeNo=R|9MnO`{
z%YqMMgQIU#k`02bjZyGfb+3dJhg^{4?^|_}Nn&^51OGk3WLrPM1nEWhLlMa$UREdb
z_oL8^?FFam1P6$sO_nb${P)GSf4!UEqQC$9RFG32oLe37BLi&jYh&+IUwh$$<GA`I
z$sMIK68(Lx7km>8Y=&V!E*E||U$m=J^8tgA?Uhr&@iYA20A<POQS@%xAPm8BWSZo!
z`D?vogS~%RjriI|2vlPQqF;(oK!9NU0(r8qy}#DCo$w9-<XGh5=JyM$^ocN_J_r1B
z`lq+8p=aXmw+Xj%mr7y8i&yisqaSU@RkhIz+M8;`J&KIcp*6v-oE8L>18iB-vJCNq
z@2>At@jKQOwT!mBmXr9kJvS7^IBB#5Tb2ozlmkmPEEX7|Fn%gKTI8-ZG_}Wjx+>b2
zq3)SF9I)suz{E8EU2p_opkntd<4mnyqP-8RM8)vSZe-o)ogl{2po@6(uI_-oWD;xj
zc~N?JQQ9TWd>Hrh#V1{e0F+~8O`+-#uNLH+-N3II_q;atwSKCmcKE?JgV1!!j-Myg
z%yFW=33eJp6L}Qo-&oS;^XyV89UprFUZXdL!1y?hGQSS`>Hzy79U*o{7+5K_;BbWa
z)mt*temcMGdlGV{9Li^Rz@0yTRVh=+Y?1oJfv<lJeU4hDZ$tvQ_CN0NY8jostJnK{
zFvO^Tn+Nh?PAYpwg%1pLba*qBbfVyihHBu;rP>lbW8eD?Qj_qWCbZ9`D#PbDX2`s=
zPm9|_5$~B)O(DGfZ1`y#Dnc3RgMvl16NddGR8Z4rK$P`ZF$nQ{>D)&{4(dNzIGUb|
z<t_c4`be62IVEcvu8+^4hkX1XrH-t$LHIfyyE`$J34$T`MCxkeXXyh_za77QIIYp0
zq&>zo-6D^AH`fg%VwVSnH`5!hLO|~%0C6X^cGaFUfW&i2`weXUviW6g6HVAJ0XRyh
zKk;n&s@#HFufO;-<nE_bEvFlA+U+^D#9IM0#hERuDIW9y{xSE~!5kWCG35c)Bx2$-
zhzV#pP0f3vxby^RPsN;wgOa`$5<WeVFkmazW*OO1waMdKsAD^!*$m+4l5>4HR;{er
zFOYOTSXbN1X3gRi3loS$5uNcNQ~mZ~g7Ow?OtI0=F;_$hnceBHq>OtUf$OK&jMVC+
z5TLcB7uLKV+2IUX(z60MOW17cPPpS0^VXWwH!P0H?u3vI5i6v6+oW^jnrrfqnuD14
zk7)|5g+;#jeT7HFw8ZFS>GG4+q19k(sVU6=_Qn|I)mGs&Wdu!cZr~OWc<9S{j$c%A
z=}#39)(xuuz9428O}{vDI~oB;5iAT3^I#nB_d2F((dR1^**?Xa++9{VGx~57(h=3E
z{XXA8QX=aB=-+~@fN@j2*9xeXek^|>&%j#IA&F*uJ;$ftH6TZ4Z^z1fT~o?1f#Idz
zHk}SdigVMSLnst93z%+`$<bv&_nPPp&ymz6ZTeXVW*ik!&Fe$Y81NjB5=+2J3%tO4
z5Fa&y{WlFbA1m*=Fy3_9I6jyZNH<p+nxp|_JfXv9|GTH=D?W_L1Uc_W-Pd6S&7E|g
zlf^@rfXG^44#e}((SnKxyypAZyYZnuh}EyZ;8y&y;}MT81BeHH%ji!$Xqz!yIa|K#
zW3Fi;34D;Ymy<vhVUo-O$2oYWcHTeJ_QSe<N9p)w`}JDgfpV@}6pfOX<=Bx{)2{@z
z4s%sb3sG|ln*Ba+YFtgj2e#CBmF51XC1#UzuJUJKZXYpkzoUrq%L+h_qJJ6Hi5%z4
z3v_zMXx+)Fu!aJ7n~NtiB4edS&ZSJhGJpFCQ+i8WG}TA~-PIa#OCQlsj7;rE?cB8!
z<8SH1f+OSn)hLbl6M}mF63XzzXli^|h$K-ITZ{_ynvznKSTc_D1o3~zxA9pw&+~r$
z{Y-Lz<(YLDHl6nyWo+LB)TbAk{X3(lE5(@Gp_(odc6EWpn?3%$kMm&jX=TZ;i{2dF
za5U^3Q1fQKR$}hADtr0T(Bvl{!l&E4j)`1{>KtJluvEhI#2<`QLNjm7XERs)D)S=^
zonxqfi1;2?3d!@c`x-u!;s|kX2Hs|jG{3<w04fF;RCoWLf~6S+6MU<`14bzA^%AFl
zzwYGRTIQL|^!elc=QV<YM9-#-<L@;8y6;yu@8@~mjOEZkE$-(TNB7sAd|v<9teK<6
z>(SY_MvsF~oY#(wYEafwnWrpiqRG=uIZCp0aWnCn!yozAlP=|&=lyK$x%?nU1I+j1
zLaSufOHs;w$^=M@MT4m2;er*3e(A4dB|W=`nbDZKyCLab4?}RImZ9wU<VECc?cx>P
zKB)#KvZ_00)I>h5E9I>*2rr=dv%$}EgO()ARN6RLc~u|?6#F+tn&~)gmP2LRw!<^N
z((k<ES@TxQ!mGGqv|h1G5FcPDu=P{aS;kV1aeCCHm44sctP3gv&qY}*2*E)*=&B~4
znI`73FHG0W^T|%U!$g@uRijuI%FJ6+&#EmimW=HzHdyX5m}x?l{J+hx<h6jYPUS?K
ziRzaptNHo6cea_aTtA9$+z3;2MrK@N`4~A{S7uvj6+rP8GCMquu+O1ZeX}e)4g^6+
z{tJ@x7tqTR0Qc43A%bO?!~jY=&z}E(AM=qBKzGJ4U1c<snz9N^JFv06N{}BF9?nMK
zYgN7V3?#g7=Fl%R9e?d*ovs1hBpeY38?5Xk1Zozeub1df>Lg!Hby@*Y$p-INlYE{G
z%RiMyC<iD1zOD`n_f?qw5km&(YH)|xGofUqALb|>6^s2-b(;Df%@40gtE7pNoYJ)+
zv}bVp30Fpg))yiy&hK7IAuR8Nt!s2&u;g|)GAw^CU3vr8!m*xnzv(tMO-pwIO-WE9
zF7%x^=>mYc&LTfh1^?{4w4$5>>IIm%PbmGKJA)^Y{wxKF`@@8<k2p5f*wEGssMF$Q
zqQh$j`dF0KMwNQl=fCp<Ws4?Q6kK)`Q~;fNd0yz}(=Dl#0BCXDQ4)DcpnE@zFF~>)
zsthuYYIbVVOU-)b5#Sp1{VX=CT>72{{lEQ}o)BwcOjx4GP&L)eU$h@Cid8Kl25y$2
zrZ@^}VaDHFa0sD)2&VTOd=-jw5D{Nli9N#s2=9Tv&mZ;sY|I?NJmYyzdaJYH*Mb(o
z2MBcu_o5GYA-MOnHJY^(1K`s-#@cP1ny1Vb`tjiIdz$^(gY*>vK^&4`sr3y}kt9h~
z&4m^B-vRcCpJspmu#_OlO#=b60{PYcta9Y+n$;IocVQobbmbU^!>W5!p(6{R>wXw<
zs&=3yt7!&{JD8+!L~RCh0x2V-7O49kl6$U-6B^<vzYbiYmrgt9gt`k2Gp#x=Y2-Do
zvdQpG`%Qn0@8?mcd>AN9SV;8JX{BD>86Z?fD%ABZkufz|f8Z;owLsQkF6l_DFzFeD
z8xyB<Frih9#hzzF4&-@xcrkG=6=|*w&*cpx_~ja9aH~48w%*KjD#Z7R){E)#j>{)H
zD=sK2n`J9&&|_qM=N|+s{Wtp&$PFY3snsv(Kq#RPvS@$jdFpoY8O@GCtD<mU9No3p
zI`-o4d`&Ga^W=O6&$#4D=9*1CSM8|$`Vh%CBJQzzf$HBqv`-KR^;OSh(!8AO{A?0^
zXj2TRzZctujAmV@(C;~Toq-`{|C&`-2iI?zEUU=|lmC$_QG0b-wF&$2@zxWI;1d5{
zMjg5^DRMO%>tq)risCv&m3j*Pj9NSV`knwv&(CuV$L~(}yLDFi-=GEbJlqtPGmOmN
zq<}<a)n%{lHrv1dw_aJcd<jqq>KAPm@~8LLRMAzf5(WWBQzg`|I6tNgI`O=L5NS1~
zzu=wg$vt58o68G+f${W9LKNHwn&t;~nr-akb!W|));bsyD<r`D!L<P6ovptRDW97+
zf1VZeEBoh=J!LC-0=L)w8e$6fe4X%It~(zU`I=&6L32l`;sSm@N8i1fjOkUS-_GE7
zQ)!Ry!Q*JdW^0Bg!>KlgGM&bIi5k1UIox?Ou)+xqshC?~+^I@HzX|_Hz#xJpxR%cl
zrcMjNs`2K#l74X#D=aMecMop&0|ASBnV!-AF}-Df|9aFT3Q2t23}qA$Jv%?kz2aO3
zEY7SWe){lf%%05kJAt*`tF~7HnR1DTkO;9>`4o=BXm8!zMR)HOGBeUhVo~QNydyL(
zS5%`CA~03?`e+GPVbfpvI~l#~bK~WjM@xn-EaMJSz#3{V6#Sa~1O9CrRmSMAH(J1I
zC?Bkdk(w&1EtM#f(>c}A$4cQ#`%NTamvM`93gZTbAT3LM)Qe{G_BYr=v*#9V8!K{&
z$VzYol@nPjWg<BYp^foOT06tVI`3$bO;Sf{GoqLwQPbUl175974Pf9h(6f5L|H!`e
zXM*M$gro`c1WD_I@~>#`Oz6lz%jYT$+fQ_TPP}J!#ZM5}?5QuY!-ey*=N^OixT%>$
zEN^NEX%q}sb9d-q3>T-^LJLwC9^Q|zM?VG2_TSW#+Rl6DB7gW#1+B>`zlwg|h>{9z
ztIyiMz72#&0mVn?-Pff&)Tv*J;kj{UAtV4qq@NTe<T4&-@=b8btfc*B9-xC!2*&ih
zPD6AGROXvW<`6^X+G{x%re^pT1B9p*smOJMJ%xw5{NP}JAr_IqWU@4DIc{>%nL)P7
zrG>2cppN8;Mq(UrNpve~hqir$zp2=ZNb$yq(TCv=lBF~9Afl;eE9iAjols2F*IqCA
znKZ@DgSc7z2z?_kx|f7b<@KtnjN_Lj2en@5XoNG7RYk=Uv?X6&OQKyzf3Jr1mQ}6U
zY2amddD_S+m0;;W?vf2w@PG3?I~Afvj6K_&7$UplX`jQ-p5-DF-Sp~0+A=fUO>5H<
zIU1I%z~i(daBE%y^b_izcUG)ud(;0)%xCj1ISb2NU#BEjfl4nxigvfGV&>pjv!3Wp
zT5j$P*V!Ddj%6F8IStlmNKq7C%=s|#qJNb`nBj>GafUzX5@vI~M-|C3ZXM(V5T>`B
z`{20({_{raZ2*=fM%2p<*TZh*13$Bo<pZi2@@_C3`qh~%FY47S)DW??%l{TrW4O>4
zz0maa`7~HWoy%SpU7VD;d&DEmt1n_CxKHsjs2k+T;ZN5GDXn{)r92Iz+=d`dGj+IW
zsi#RgpCr7NY504^A3=9l9}dOD99jRqN?IyMKmqQLcu85o5Bz&5ySN`7DdL<q{1%K>
zja%BChf$3lL5&*LhAASrVnnVH0ZxB{J&UxTIle|}iu^XHrQ2569@Z1S2ho&h4m>7#
z!KmC6_~F|6*V{d}5riOP+Xqi-FZZj9i4OPXHSc4q_2bo4E0_L4yqUH{xkmh&p9`77
zD-ZVW@-hh&Ze>q-`*X%WGqS!6zze>2&mF3FbFJ2RzT-oFsm>Ry0U}{rVYKkzQL+zK
zCi3^riZKL6+3T^0`pgz$`QN7xUfmGVyrmoyxT;)lUZJK%0-<yF;^mRavWyLyLh`9R
zaA3F_)Lfy#cM6id?Fmap2TSiZ>`t;Sw$BFn5&39BA!h}TR1IRk0Dg`a`ES;W_42T<
z7p5#;uHwrSNIYmtP^dfgn$CBw8o>DmRX)!v0K6Hm$%eP^APk07(}ZiSmF%}ZV}mgu
z_G)^n)~Ru8t!MZ_(nHWSYxamVv$d&&-%jtTTrEoIu@mIOe#u<W;~$m1fznBG@6Gec
z(ccx!O)HpK8{@KqM#Q+7j{=G^kry}ABY(6DrMKwlfsI7-;_nbTM`mQY!&6%AM6F2;
zM`FU?aDDO-f7i351jv*-t`TzqQX}NvUNTeY#TS9JUSeuH)mM*dkIyz1TgmjtlKD(B
zL>nf}Uhf^@-(Fi5X2#^5<T+-vhMYh$p#1cdoj|ZI8x2*((`J!uIs*G~aqrtcmz(6@
z(QrsjzhDFiOMRmo%0}*{hxI3DpCMZHP8Vdk#666Zo*wF!#zISKlB~Wx19!Gygw)LT
z_OkZphNFaT9-qY;pH@{#9VUIz+$Or5@-U@YOdRWr&9=8D6DVGhWT;HsCvojSl~pXv
zBgOD0DXJ;9<9N_CaCB4rjj<KQ8sRP2ZyAw>^*kWXWJG75*g2*;o9(3m`Y{e+g>e?8
zE}VG^jCXAkU(=8Dd}gL}8hz4Kq9lk&gz&nR9q`>g<flIxc8B9o+xpb7B*p6AdUdT1
zwiRD{nV@}TIbFm(WrtW+i?zn?Wg@f=nXXZVy2LydA5CgRFQFFkZ4KVlr#5-ElPE~S
zP}sj<W#Ge(Q3indK8KT0K$xWR1QWQ+H>t=rCgv(;or**Ap_BV>971De)IjqS#(YPY
zRdT+s+qe)3?9l5g#-53l86J+k=&<WqEB9S>qHnv2JE{v1+Ezq@znWJf3-{&~?eND6
zd(y0gW%kRuKFH6H?@E`SFODhrr56>i&q4%dl<sb#x_eJadhDqAz|DwSZXuTV3>QB^
zh`+9)hv>(lRDIngfp4$01b<ASB#`-ccgF-pOmM8k5Zj<stIVmau(3^*fPhL--yTDC
zundcs4Vcd>4BV3h!=8f4fOACXex8-J8$Rcg392UOMIHcw7})mOnNlaS&;lkZv5YJ}
zFMRO(LUPgK<DLl()&3N}9%++MQOqMBQfIr^Ri2b;!1y=Dq0vU8u3(OC-CDKEm4T_C
zTj?Nvw|tanGztxKO>8wwEy;X(_1u!pL}}6czr%0ZI)R+ym%5e0uhxLKqG`I7H`uR#
zLFyV%wi`+eBu<M|o2<p8Omdfx&JnK1aBHug->AEyQIso{g|;JvhEu#Pj>F>084RIg
z-a#lqALpt$U!#Cgf;#V!fr5$~2o8TyF#AY{fo3gX{8YWSV+daptn5!_t(#!Jp2;Fc
zlB!mcI_^JX`@q)4sY_%Ui-Z_0;-ab_eoCY+g`Im-iigD2L1Zms_M-lxRVPn7L;P6e
zeeSM!y~vZWekW`p2f4Mge2YZWFy(!Ic-IG;qaf_u2MlzxNxlwRxgLqYUZR>!1?$Cy
z-4uXyy~KJd{hTv-KDa<ID4t0;urpGrN%hR6c+QC5I_{_J%X#KaSl*7J-iBZ&F;pNU
zg$nm3c4tHVRx`?MJd<Ai>7rWNvs8V^7Wvgd|3(Nti<HRQqcQQbUD=JIqj2^e_c54w
zXgsZin?>gpN%j25z$U--#s@*82$MJkG4ms|W4a|fM7HpNsoXaLPJB_4GjhAj68cJk
zF6+-MY@KV)wO8aQX&6;5XT1QnSBPSd3rxBG_QIPWxeQn-vga4IgeG)JajDrK1Lw{W
ztC!>{_B3X7ROqSc_&hXHe?9+&^?@Kw@RHYClA|0P6l-@!<~IEFctOrjhZgZ<By0LC
zL$bBwv#Dn0!tpcMB4423pp@qyrw{_?<&b*Lrkl{3twLLc+o4K&6l@}KN#<K}403}J
zf~vpkZHESlbl*bQyTtec>y`>AIX_^<WoJ)L62k0Q&!`N4wtiKa1J&+M@cpX5U~9LF
z1mN~+!<4-`i<v}EFI^1kdO7vtZoJk^qMgiT`4}qE;O1?(@5J_@)=bY+J55jb*Bf2_
zvZEs+nJ)-I!vY<bDH}6uA`gm42P5jQBT{a9zFZppo}yN^&WT!)tyAva-w`oCA(L+N
zz@fpzY1d#ZmOj>L(&@7S^8MdEj-VuBTgE{H8*3l$8}enLe^vxPT3%=wSw)pB3F?v5
zQlxVLvin3E>_?C)2_WJ!b><~OUZ3NO?cPqt&?e)HCH-zg1}dZV%)W%IFt{h(arthH
zXh<AQv{Q~G-WQST%U}MkA2yrZ)w&^Iu^G-UZkA=nU7=rG!MI6u)B3eS!kAG_Xn5UF
zC}l8<tDep2aku)-O<Kr^cK*2)&FApBjk%OQ845%l-HILEFw830cs~e}NmTulnkSSP
zKeaT-&gAz;YtzgAK-6;~IJBEvkPQkRfWcBwje)5j^AR8}^Bb$7pZAht_=^2Er3uS?
zpTR`;lmnvT3wvcgoMs(qFqaRz?cakZOs@FTyW0vHBHfrCqlE?}QFo0)f`{cBFRyQ^
zCx*CZ@TxJjM;dNZtRgo2(!njzSUnb<K7J3`F@ytvYIl-V1o=M_O-1n<m{}@zGzSRc
z6@w|3j0kgn;=6u5X0Ekd^F2hr@BVf#UwWgspQlW4O;BDKCc@zUBf=i|>C55u++ZlZ
z0*|mCnkkQ7&M$9EXu@BrY7!@r27{)5Nu5zqJs=9mKXIJ_e6zGG7<`KDQcQTyK<+_#
zp}*U6a1PcKuUkXU$k!lZ>uBOaw5wD-y0P+)%pJ5RBH?SX>-zNkgn2Hw$oJk#_gs2t
z^sh5Xvayrbwy89wW4-XZd<K!U1=4N7E7v!#{Y<>y$qp`CpG>K>BRCeDoa|R{yhn^4
z2W9TH(TkaY1l3~>`x+0=OTPJRLqiIin36Ew8f|{bj8-u1x;3nn_#hhspo*U#IyPoy
zu>-d7HDckL&CIRJ^;nsul_}S7L2}&5OstH*bQQ?d{J6;mMKTzNw%?eegtyX+7X}N>
zJf#45JX=r+l$^5m|3bj)8?N(aJcD<n`s0!VzMZIK&Zk7+-iuj+Pmpw0%L1_)_BcE$
z#wYbVF+TeuZs~5pEMk?e^#J6P%Dlr^NcC}5+gKyv4DS7f#8pc9gu$w-&uMJf^ThO~
z2KrjFMr#RA7@~{12uk->_j}z>MDicbW}1ggq@wP{U_*V@AR6^Uz%1Dxu`~KPS;@q@
z{&IJ0Hudd*^t`<4kz_mV!B4*htLczBt2nM=_=93pgS?cun~u${bxq2$-OW?kpx+Nb
zP<>#?4%JC`#!8ntdOA~NKlxJ4$33)$D{In^EN1Z%`7ZNg&R>5-0)~Z7LZZ+ihT^Xl
zK!(>j;Pbga?ekQ)XzX{)pi2&c>7MwBH4VAEbJ<Q%Dt8JnGOP0?CTD}~HQD05Sz|81
z30Vm`VTXB0fTs^S|CHa5&umhQhtn=4rZYI7+A~9`^2vE@UeDfV4j?8q&}n}$KIJh&
zYD|CXB4v{V=uMDV{bqWHWMGh&u8qKIWWbXCGya`v<Vm9^UpS+D`FVz-NBXADbsfbs
zh+^9U!HjSUd2H9<fq9vZJUh@0oygqFVA?fy_UNmI{!_`AmRS+eNVofByNb#VgY?KF
ztnICxS7X9-*|#(vLDb}Bk*UzwqcV^?AZ8Gi0&3lWicp{TdHpU4djv8Q4rpes5ddxl
z`osyNczQ;KHS4eP7BfP@vz(RZyfe=E$4ri$kT0$l+u_F;ZYl-cFls0NS=XzNf2236
z;<2T6?(7B+SiDNklsz5~Vrj+9^SpSmYCYEXE;*_W^x<~Sx*b-Uh(1nEJv|H%+?Nw-
zQ7ue1J=ei2Jt+fU$L*H^`1$*r9mHKdgK*r2+}P4MZ%wP8p#Nd+y?R{<vhJ{V{ffc7
zwyn;|FbsDhJLe{wG=xFtoO2uc?=IfK%zTm{8G;2^#69QoFjdvAz4uzHSyh`ffU?b{
zl$zMQDOuzBRRsayYeJfGvWh-n9`;wsqgip+jQFlk@>_+G6NmvGtV2%uN2|#E?Xow?
z83mwWvx7Yp61>JbKdL`TbGr?lSw<#5tQ{isz7!!?TBDD?VcaQ7Fb|JHc#}ncWIHWU
z*R}Nuse4=pUvV>la}F^dkeZMI2iJSmA&}~qvg3Q75$iwY1I%;uj61RsRXfwx<8Gkl
zyZY2-YO$EBeS2N>$6&cTH3{=mn$WjcD=?qeZ@mK5DeV18`S{z+mSZL-d7aq~^0I1_
zq)LqAw<8VH-D4*|$0<VG9<vB`WU$CKRjf%qUBm);KyVG>B+Z;5fE(8M#ijDr!%w!d
zi^zNwEvG&{NQ9i}os<MG?VblewDj$~Y0AMhZ*1rfy1#A^ohTs7<^=Rv&<sO8#3gGz
zw89HM*S#2(+q3-O^4^OH@egw(AHxHpR53|h!JVv4-cS4;b(O3~@hD^=3V^IHNNz(q
z_8HebQd}ewP$VGASlBA75Z<pad+Db3Xv)bA0>7#hc3*%5ckEHugJ@7?;Z1n5uj~|7
ze&XoUypOczie0h#wBm8ztUsi6ye%*r^-C0|71^)~kQ{1DST<uQAh8gwZ)m3bzz_MF
z<g7S?@9Wu#Efn6abNUx{0zQ(wg_;btM`)3%pw3UuG@KM^!}AlCK?mmcZQ-%Kh>XdM
z&mQDJq5j@@r9X4I<F0r9)omMUN%v9fs-G$<&MV%e1a4BB9nMCVgMl%RdS*G%8!MW2
zMP<Es4^|lN>l)T)g+fMyFwiq#VQ96_ZOvG*g~9#IG+I>)<zHF!3Xe|~qtoe8T@)p7
z49l7#aaN7-`cg91>kes@a#j3Jqbz<qf}XCgYwwEkysP8B3fmAwOvPtVc(H1+>1zuy
zw&p;;=4pP(Sm>nf{yhSx?QY6XT3rJ%v7xNJQt$oMLR22lnP^}=<E0wZYBS6l(6(W?
zJxvKMG6$Ro7hzLGwlN?#Z+xC%B(LuHmjQ2o=Hw!#c#c`dmm2mxfkKOe(;gQg*xAD`
zn~L|Y%_dFoX$~i;IkPtVE2xaa9W;GcILM#@#b~l%#@&HV^k6AEl4o*O@4ed;bZ@to
zvdG`owNQkbSc<Wx7lwF-LYVCXC3^1rM_*hRmLrH|W@W?f*PM%#PZ<#ktJZphN$<D%
zsIB^W_STXUSRFoT=G{S=u`WzJdZ|S#%%g?nLZh?C@66Qgcf-ZDedSe!!i=&}41>@H
ziQ5ZKGdT{Xk!6<)MOoN>Qv~6}U~s0n*?E@H51dBHB)8>9W@)NQ#cORr;;1ln^5Go_
zX9n~ck)Aw2stGCPx<0A`yO(%ZbFNJb&DTdx@b*R=E8>C>s}7+`sWF;HbW}$Ya|lhM
z-#%*@+ofQ!+$;9FHn|^2n9HNjJ=-vk&#mL+aXU6`Q`cB1#cv)Iyb>Xepcaa=mHon_
z@SefyWn-HC`PQ5<qT*az5Bif)@Bt)4iPx)r_c*bKBC}9(x_E7MvBZ;Zw;G4v7)8@}
zrdQ;{;Y%y!j$zFaPDJKs7L+g{jTil<Igq<FPPu7!%&@^*fV22|7N$oXdJbKt4M-oG
zh>g9dR!`2~?SVsiyQ(X9;&xA3(s<uQ8!kiw#$_8OPus>vpUGL4h3p>gzCG~_q#D>=
zu(RJ<7-Cg*{RlW*)^$Ct?(e~Fd;WTdGEI`7eePwvB(<VeQ~#|#e`|Eg6#&O$SO5*U
zGLzIP3DC13t_<4YCqIY0_$ewKOO>fv3rjnWGs#Uo^4;n@oj-$vZ>Fx5MZWRma@wDP
z7uUqtV`#l&KAX@huuS7Shzs*bHMhH;u)O3**t{ilc60$cyCD8j+6P}sOpk~~Mdp{0
zJ<zNsqfg##@;F%&V|&iK5YYhrjwV)SR+N{uU9tAuaqj*)YfIE$YD`fcU06o^=9V7W
z;Y&|9AQa>L{e0l_44AbsppN(}=a%&(m47AX(t-~DYIs%b(>LzDrn?y2OCyW7$mraX
z_Lq11#mo4HgLe#xSJQL8zY8ax!4;-ySqH)~HeeKx?F@na*>M)Q#&?Y!Bn<nar02fx
z_owp}*XQnSTpB$whI}Z`7c|7q5PIQzhlp1ZAw?EcLxFsn$|1NwLaCceYNE~Fyn<OI
zACw~TE{vxg#tdP*flz9Eq@9ZBNHYIXP1GE(nw$t}AYY5ZTaQuXlHuX6R~7J-hb=S|
zWbda=kE~5(Dt~>g5B5;WYen(9|FUhcrwlfq%F{ayz%?CJvr1UygQ38FXX%ugN?g&m
zSKqJZyGW*;y&qj6Y(e*6g!C}sy}YG$67Ok=-?bdwWsj$XK)a>Vw0bp7+jcB#4)<D;
zFa)5VyjUIt&)M;Uy{!O`&0ai7lH?zKnC&x#mU)Q5xqPFPsS~vwtWNPeQ!ujg?ZL-4
z887B<z0yO`(B|c_Ik!pc>kY!~18e4o#fm|er5X*--&%<0G?82HY=+bFO^mHO&5lp>
zi#**Y;CEc<Ts*>go&Bo$RkLd1bi^PSj7SKuK1~B-YfwyW(qg+U+#qQOl`L0bH+oW7
zrtdQ+<$|S%9jVi;UW!L(KE;mhN`p%StF3R{b)x6@$&p$%>#8KwF2Uj!Y9U|Riya_<
zQT@dkfY(lIa%BckNztw4O=nD;=)91x%Rp?q;&NJ6K*s%Snyq_`57D0g7FpRl$k+S4
zs_#{e!bOiPie1N<$!UD2A^1}h^5@Y~wBR{u%C=pbvlcaB^5flS+XgfnJ}GnCp=kW7
z((eQ5Buowst4urNa|d3d7m2ElFsh+5+da7Ki2}<Yk9w|vdQ9aH^B4r6m4%;H*0>T;
zjc8uiQ7b-4Ll#R#_6UAnUXRogzB}K98@T|(9?3pC4=(CDSx9t$nC{`zqOY%CqBM7?
zigkp~t(iO5atsWp5ytKEK^z|5coW0q(TEeZ3lN|}J5on?d|D+NF}iZfueh{@P_)z)
zkMFo#O{C)yLU5iquEZ}Km!qKVoNwVGqK5%`lJ<9JkTCzC>4W$0`kAmp3&H7jW?VA5
zmJQ=by7#|zKr~(IFZ7k>bp$YS8rdB7hv0jjXW4IJ&%yE`qRQ*@3d!Hvh1Tg1@){@!
z69Z1FHAkW@Z6x<y#ip71IM5DYpcp@KILQl$`RP|!nxbgEthj9)v(NYZ=<eeoHqSDA
zUd~Gl5ZRHef()DISeWpdyb<482%*gLyPF<Iz7UBm_F~!|FL)^<Nu3SEyo5sPdls)c
zkrIxU*M#WKuT7dQM%`W`>#qgo{uZv&dwH~azLRl>!nVdqO1jblF?BP8NDVY(2w6aF
zGy=6JwB|D|;}xsl8}=)U8<~>2(J^KTaX+%I_vY+ZCh(OdwHV%1nI8-9_B3~p1L7p#
z_Z0&0Y7@|X*R%eX;rIKUmNZMTn{8VbE^k|w2%PxAKxPQTFfV_!Bw-_ZoulU(ztK^r
z6zF^6?MLifLENMTZ%B~b!Hi4N9P#4l4t@(jASe-{DZ^!t9O%mj4|wBT!yL_uN0r!t
z6uTE9c%)@($)Jo=3{Dz(Df`u`NTS<$*2Y&rUPZyIXyV*?-|;&nS;Balkr|jk5QZ9N
z*oD5mtZjfgVMOb&a`0FEd3Hs@O9w8Ui{W>A)=ZR75>5|>6>Qyfxd1jZKCx>vAAMDN
za1$c4i02$bl*-JgP1tu+o>>Vfa}$WKIEqopmut@5p1nHvAo-R)FUDKMzoubIb3UP0
z3A2J#|7}_b`=*U&9DVH<plorT*t)9H3F+x8pmEU_#!FEe0?!@k!B{*GxB-UwHBIa0
z`S-u;stW7+$uh)j%1+4Lx7S%Xz-r*h*WhPKVYwP+x!D-Hse-QG(wwkTLcW$5RKFS%
zMs_<5eHD+oKgu=gxrl!_tu<KNn;X)HW$#&I7hk%*8zf4&vpR(N*@r6M@>V8mPg)YM
z))|etcx^B5;JUNLJ(S*pU3jO<4M3J?EvIf8*odrLH#slD{npnCQxsh6py>7`;?hN_
z9YP#as5zOKs3E7}jfu&h5^COkbeI~eSTW}@H?VRnK9Tkd@{2r@<GTOKDW&G)aqgO(
z!*~5>Pj#Vinf>3c6#x<r1Z93HCaLwF0ytJD8z7z-Cr>H<KsvARCOUm@<#(RN{IR7E
zFNL1RMhtg2x_;M0B%$cwG^H{orvJt>ijLKs*EU9<!slUJ!N+$Vj{qPw#eEVE;l(0K
zAivZ|;q=6#JKaR+*%ljeR|`1_N~rn+^!4|<R+l445VLi$*wB-`^ul{=@7D_p5sMV|
zN4dgCvaYXT5`!=_*MQTS<aK>zEl>hes|oZ1dN2Uk_0ds>p({W*gd8KJ?p01-%mulz
zp-~KI<dRkVjK%HXu&O35go#V`^|=-gU2K~3z@mqw*IoBJTG0<fA2?4V2aNt~$B5G%
zfeyZl=7kfzk-r*+J^SqN$c>(o4Q)Ob7ku>Q#KK=+ro7Be_F5LUWRT~m$))*C>6TOF
ztVgxIl)_*$3-x>(!Nd(`^}YtLc$Mv~gLob>eupKqAp1t$9$#l}1sxskqbhlh@EbcK
zH-22`CJolkY7W#i-##3;HPXrw*WfBD3lheUB}2DrfVY}Ynnx_A`Bt*8oNG1=1bsAo
zLO}Tg%_~GRxK-YZkeEjXD*nj2e@)s}VDy~~8_h@lDc}L|@rI5u6+H4P%cD#q5uUg(
zyFTE-45=VdI@GxS{dxzgden2eg3wdq_-#ewOH{*7p<5yLu_|7{IEbxj>xT$0y@Bn%
ztKbgO{mzkg-VUuE#gpU^nUfghcV6w6rAcF8je#Gzx`?Q9H2EMJ1Ktr`p*cv!audB+
zMG+RA4wp;9Y$Ag{EAE+SYI&_b;`RMpsP^K=`<#r;tlb4Bm^{JJvi8lMK-<L{6+W<<
zkKfM5x;mp!oa!4AiiolE$j19+c|uDYrA1gR#~lg_S5DM8YbY7<LzoIbUdA2@URP1L
ze2PiOJ3j?1mSZ_pMI<d$nVVgthER&Qb0a^!QAAd6vWirb+PeB-!`%de&;Py?_<&%d
zRDcJ|uO{!W0=#0%y`VST^(Dk#DFyjO#MDVY4)qb~gL#m$Wp1(<{rx-TfoP<TSNzoR
z9g}kivCkB*dG_zbz}&eQg;=26X-OK075zsZ>-?3G>-9t~SArjv&L;w*cweCJ7xWG{
z!95%xky+>n-VenY0h~1R93SY>hUD)o-;n!N$dZL>ghQuKrcA;e4gxXwz8bU|533N;
z^H-yYCZ%txsu(i|8KEZ<!ttGVHUsU6e!!R27Q{<N3F$)N#g=~oVTz8lE3IE0@w3p}
zbbOTDGFsS&$cc?nXF#fJEt3Y+e^r1OVWp>Ym883pnk#wDyhP<C#_y-|bQJo8EvYF3
ze<_BMpU7!(rKcg}h^3oVMywU_Y_5nO6kh}qw8K6LnLPpLON-U=9W5ffNn*x$BH{8Y
zWZTyh2Gfh46X*0%p>k?zlDJgI6PS0rkAPT1;!^q5DD7)QE%?V(p^tQ;N-GFNWp?qc
z@ublW-KIOx$Gi3ebiQ}>efggp!YaxaV{>4aEtP-(T^uge_wli49}f9)PAo?7mu{sn
zX;!?ZqMrf6N+g1{TJo~eQ~N?Rw|a(}@hQDQDoqr)JH?gD!z>NFi$Rw?4e8sG;a@(}
zlq*saLOoh-_IP8SL<tRY9#2mq-LiOY!v+QF8N^&5fAo7pCdk%82WZ((z-y242}|8g
zVsS`#M<?M{Y2tvyne2)*@uA^zsLf{Jz7FBIVD0ON^q2cxgPx`rTvuLHGu{JR3iXIb
zWqBOUAufH>El77z_vQd!YXU@h1ee}C;yE+;$eHm-eH;L@BR^~2V?0W5u8#94%<!Y&
zo`piMehJB*8=L9Z<)5)aZk{-uyt28+*dBYE4(OsXg@HwH%FlgcH2A=A2OGXaq1b%6
zI#9#zQ*{HQ?K$ZETT4%VjJBt?Mj%t6QMrV^##hjwkB^m%r{^Lkp?c;$S^O1HM1%J#
z{wU2uTsfRar8xmGDJy=UmVQO6YA=XF+`55dRG&?Jzp4_z4{U8;anidUBu%3H?s}G}
z^0W_oBhVJ94)_AXkZ`oIu_}JFIGrjiU$+s!?$E1TJxRq}&k7b%(X50YuE*A74?%S_
z_uWNVc^=02(VaKPYvmV-UUBIR)kHp}Y<fH!tN9gnwbxWt?sxTh&Wb0zxRzsp{EgpR
zR_-4}wZFJ;8e<!^*n92>(<vq*m75vJrMSHkp`Fii<Gw&X9<3Q=?t3EgMp|*>ewP_)
zO<t6WgYJG2TxA0=wf4=bC5sQLYE$M?J@DKMxF@;=1BxY09}FYR`7Y}_jk#GBthOWZ
z{P5dLNtzbu&xJF~eqDRgv#rQaE3AakTOXC*x_%jW5c2UqCde&@SqH_LIXUuT<%cRh
z%k}FKUfn#GH`jP`jv5_@L|UnFt|Z%DQ;eKlJayodFJdgT@0^@vx9liBYv;%3+52hm
zGatPk)HzKeO?{L>oW7pZ7pR>(WhE^^ec*oZ1-#D-KQ&3!I%-FJt@=0jHE!9=xu94B
z35WsQba>UBKT=R?H1MWoyIXC3k>0HE3X%%x5j>*rhCVq|TV0QZ1t6Ix+fH}OOshp_
zWz7%7_Z?#k?xhH_74C*7DTxP%I6S-AdhsurtRumD<Br>TpYBb2_2-~oT)d|iUIn6g
z$33<oCDv(ZcXW4>*szJ!c#t0>_bkWkd5%$aVDtHjgWg&ILb=-rQ??k%E_%AxStu@#
zSfgTj;=qf{$cgq_t6TvWvU91o`Yec=Se^@CI+Y{MGIEo$(8R-2FM)R^ky=^p{1PJy
zaC+f5))xapis*@^#`IO@n~@YiD6yRKZpUSG1cm6*bt$a}>zQQMzogzh%B16jfGSDt
z`8zgyfLnE6ADhD>&4(eH)<mdj|9s=d$MUd(Ah~}Vl?%GZC{c|&o~Q5$PBeP=jPVr_
z^;R`H0Sijn85~(RbI8$Wq?3rC$U~4p?oatKDhY-5$C2=!|Aib;p#*Wbx-wEq@e4p(
zD{4{!O4re4$2i<g+cME0zhBs=LgAbG`S%2&wrnVkZ~-R!!b{mIS>aKECxpRIYY`;=
z@ABz(gO`{R-^cvWBh+~wrd}x87|%qDeRxYIV~t!5|2ck}2cgZ#w*W+h1KoPDeQI}t
zn?en$^F5D3;Jq52vuVC+j8;ptb{TLLZWze7GzcQ~Q9gd>l3Ilp)d-hoN%zFJm43hD
z<W`lJQ~)!NpYM_a?2cKdi><Xy&cD||JGvukBwd94prAY%st%<=VG$C?`d7259KcV)
zyH_2aq}y6z<80bk2-S<{FXzQ6d8ZZMt8P5KP2%<O0UVsDR7c<H5mOSuoAi?-Lu&|m
z@xi?u!#4Zkv_4dm+i9wD)JQcr2<8HiQ@&xy(x^n84{lEY@$}KUIaC#=>-$@;9<<_D
zY)wfH{_xB7be(R^hdY^8mg&Nta$xg2<)dM4PVM?!>6<l9<sIeq+`&;M(#bf-`OUM?
z1We2_D0u}>BHcPyS(<R&h>1Zb3GHLY?D!85S>X!?W?`rFdB>}Q#uu>F%>o(|HQGe=
zL=N!B5(?4V(QFMIWl(2a-Wmt8(5G}c81QvzFsCGJo;lF0(l9)WRSJj)hy`9?L_<mj
zS{6K)ZdL?38)C7%EHB;dIvTMpsxEvo0sj&XM*Tc|rS?dtH=@p*qpzBaBxiKic>=OM
zHWD^_gD=~aUT2Y5ctvZYr*a7dl7o4V^Z3DeTw9bDbMejWB&r|GCe42zXfaZI&5Ux#
zC+!D^Vk0w&2AUc_7vO*&|9n?Da0UknauR;|?xj@iGj1hx6M94N+SjUfcZerFw*@uw
ze50#gD*ku1I8%eEEGVKz{GxTKP%74eJb!WPql-Z|&H`XchjY?qm@~Wb5CufQ<*yg%
z-Vc&rR^b<vnsz#d#|Oe7)t`6%Fomx%XG60tep~Gi##kFSlX`Q2#=<+oj}oNXNp&Gm
zrs5<JxlqJ?t8<ZeAcK<{zEoQra!@(dqU}*EQ?66TYV*OulFCAPBKc($zvO^GVTJdL
zfehr~4MBh@9yECii0?2n`P+4$gjr_@b*NqbdL#l6*g<#btydc8@FqPxzdtJY|B359
zphy|%f9CC2Xg{U07npdcAUDP5TTj+T$Q7h?j3b`SHM{m*KpH*|q{l+fNx$Q63s{mN
z)tA)AEuC}}C{lAw2o8x4QR9&+-dak|C>L)X#Vb9F3g=bc=c^t<4mriQCPpE7Jd5R_
zAP=RWo<Soj{LP#MZ|L^ZEWTwcCbDVwziS1vD=?3M9JKF?m+lk(E;e7)aTWj}hn533
z8VU`PiCXzG$J;=qM{jI=oMy?B&3vwJ5kR9)=2bjudgLf6T&}@2TivJGigafa^X%%$
zsYGeeE`5~fzD+-m_+YNwB(GPu97EJfzH5uxOiv$4P*`NS$|D>%&eRib@-8~V2$Vi-
zzZe1d20_qjE>=G$WQf1OZe8xGk?z`-L+;kq5?RCjE>BCjX83B4pkFI+QUzKV*?XW_
zQ*O>@)Na!~__1Gtj`Y`JvObME>!v%;Px(=poTq6#e-g3cNM^?oy(WgLSoYPYFf|2e
z*i$^LFOhkd+S)i<@n{t@W{CWD9;;zEhZ@(Kn@JQ;4Xu}VFX;}dZuk{y-?Gqre=oNS
z`>m9{AHl1b1gvi~sHOJ<dOH%YhEAT&rQQnReqGKW1k3PD_o*;>LtxOk^~0cCd&+A1
z$jFsG(dtCq^Ukl@2?U?I$7yXQqtSfDMNb*l99E%miHnx|3;(SRKcxy0(w?H5V=L9L
zmFpLtuALBkJl*BV%0q!BsHtXZzd01PuVGn8qsgx5RYejaMzb6!cY!J${$k)(#`_YE
z=0jE=uSxe3AeW=xKK1D_P(2@UM<9kzITm=0^PW9&dR%{sgs41|ta$o1t~sEmf-f?m
zcS@v5>e=H=n;<GR-kW;u3TZD*7)R}Y-^W-}$xisy5H$dbA`yeTQ%z|m)4{J-y?>UL
zH7rQ_IPA8%8hVd01Zev(j%UCVf;q8v41X_6D-+E_Ez>{}D(P?zMDx0m^8(ZD$TJ&|
zZlJ65qTr($j4u;*95%7r@r062cp*7?#csoIN{6_3C%Gu8T!hzdjR=%06>nJk6oD=r
zd1ELDLQqx5Ajt>SO#<t_Z1fRxq^e=!$6o>dzP?WmOb;ItD)vpDAgJGAcK8VQ>2(X%
zf5m#Gv@KS3a^A^+dWTZz1A;u<z)lo*eg9UezU@-wzQ28o-$~-<2yF#!TI#0NT6E*M
znV+g;0O^J^0~?2X9vIusp@9%T?~X`>CK<~m1(fRa19><zZ9?ARe3(i?15j$c^wn!P
z`9Rt<!Z%r1^PtYck@Bx5y^2w!&S6AVS<<S4pPS(zNAhxb{8Qji#V0^=hy43<NOX&0
z3VJt`LrLkmNvi-v=-2^?z#<XEb@kz(B+v~aoi|g%8<j`8&+esmpjWyo#2LO|<4SdJ
zH&uDGo36Eez2bZ5-!3Ip*wjB?oBCL?rGn*c+PR>ieeqMoX$(p4D`ww%GF*M383D?z
zo{1N)XJ~1tNL*bpsX<B=FgFl7lDuVHz7Ofp^0!ocx!Rzk*^N(|di>V={x0lU&z`FW
zX?{{=qG$krJQ@IJvAv#eu|D4rMX%O()rcE^Xr=dMNwF-DrO#!NN2$|Co)+bil6l6O
ziYwLiXy!c*LaxHw&_gjN%?pblX?jen*ZUCRy?&3K?TVqi%kR2BYk6>Hfqg#l_km9-
z>9B4xQx+xm>MDhYY09mBFOQvmzUf#}biI+Bc6MNnp8{;7D_#-yz^&P1OP_@Iz4Q~n
zH`UIql67v(PtMPdX2q)mFk&|tL04E~)Ac}()roS9GAA~R#K^8><_eDhua)r7bU|YF
zxQHn3uVJ}YaTiWf0N(Q~1&YWy|Ap*i+s*+L;B|;20w-W961ak%eot}`^?bhxjT=dj
zeoLw#GF?qaim(7lK(@ckyK0@$UX8L*2?NEk;?r#fA+_zj1s!x<TO73<sehzgpu($t
zPAb~we(irE!Yh?2o4+0_Wl$UdUOoCONu%!l@fYVMr?|jqteLJaU}xaTuQ(o6^mUN|
zkhixz`XF*PslZ4o$O6wsqaGDIK}^amN)x^Ld>cRtX9v=`Qu2RgiLor=aI2!d$MvZ{
zWV4(M`6(<fY6r2tIqvck85mRQ0G)i;newCq?D2>DOpj17K$d)zzeVFF?~}~XR)bJC
z;_xaWZcv!zVGHu<DbF1FART5H{(CL^FUfk&`}OW^XS3KvQQyjw>>dNB^hnCJPo%#d
z#Ah)vUZsu1L>WnRPrWo`-yHw!yIkk3DL#Ft&wVn+&*Q}{bBOd$@|s5}<mS?Mxyj`x
zs*LkXOxX6+Ql;S#_%ImF>ftSFc(Ynj*2*WKp}9`){0`)^Rb3jBT#t^XTndCQ5O>XX
zJ~lem*4_UC?VvyG#C_`&Gpzw7V*~eY1@EDHvGM8{ZYj0FoR{N?;BT~(Fl+U5zH&Ex
zay||>w2`$BALXRc$DE0Ku80%*JO1aK0p0!>Aa}Tv@oCInuZl|%X5ksDJIJ}l7-)__
z@Zg^zii0i0=7Nx{)Cl_}>7L%bGR@MU#d?3l$MFrqsk~|oRm!SR0v=(pxm1gzHFO`$
zRKu_>vjwLWnAh3d`6o<A0kC+UwpIVstx$MvJm5ciIv;O1`LaO<ZLUVG-h#TU)Fo%?
zDE@#dT4DPdHF6(s*xygQAGhYFA203^nA=Ml-vHBAi?Xl!v#d?=ZQ5%hyU9{{#3y|!
z+3K$lCyyrfcEjx0s|mf&98LP9cTOyE*AYa>;QP5~PVxM<C63jSL%DT3RpnB)>~V<d
z$1j$HZ<3Gl`j{GMOCCcdt<vEA%Lj#;(p27^yaS;83oGXzpQ+L*KCbz~xhEtoH=LbJ
z@C?P)Bqlymh(gwR>C7ktdW=8?ngutzNeW<1+#PW#v=Ry<Tl>6gB_aXi{)~p@*-7Gw
z$-{k7?NklltNn=EHVui|r$TyRFAfTXF+h}=6Bk(;FwN?K?fgZl9?9<--VXZz*znL9
z$8x1LGH0VppgS}RT9es7*d2e&uLP(hg^Vtu+e?QueGoJeybG~0xkQ!<OYt1lK>$f-
z4y>TqoacDA2FQGUl!Tgu9u|_V*`g{EV!DVeL{VFsAOi>_WTv0an4F^Og$Mo2cVj&q
zg#iFuw1#j#u;wg4u!|~w1*Drwy<|zbDx^zHgi1C6d%bv7GMu0P8G9-L$$T=%<WsNR
z|Impw(7t;d$y*{V_z}16zUc!ds&0AfPXHiZ8m$!J-G&P+&`@tWiLQ6tX>a^J6^Q!b
z0A5)Q1N7j_QFCYZk@a`goAAFK;6>QUFMe7WBr!dK&*t-c97>bK!mp6-G5xfjNKG+H
z0@pHp$1q{a{k|Cfy=Mt5)_$H<DhyFyCJS*X4o928(feD5+D(rdYNEjw%!q0(=lgcn
zpndVTj0TMpFWXQ6I$rP!TbWNy;7=&XN?b5B_Yik^!1#gXlr=4nu5nmPIk1N^R)tVM
zpV?@>+Kx`Br;z%seEc{D>U~`)8I|6_-G@PXh?Oc#L%0~0_Ulojc$k+HMT{0=rexR2
z&gdzhLfB>+=ZrykzTly*i1}3J(vl_8uPMB8b{hj+X{|#snJA|hnB;Zr>eeg|swzLz
z^txiP{2-<21!D#zWmkmJD{8hz0NkdNKiaJN{7&_H3+6(w0TokAXF!tdQ%ZvBm(rmg
z5Tv_f@hn}eI~oP^UdQv2@HZZ&_cuTQ13nP~GSOb*y)R6mT6z!$$LDq}%1o?>`{#m<
z9EN!KoZ5^PTA0Sx{J5V9l%Q4H71t1nK=aOT_Z@%h13NK!RICLBDVFn`P&5Y&d;s<l
zkax1HPPc59teG#_=B4m$eimLqQ=CU$0$wRr^%8iGe9u_=Ic8K{!^m?a=*?ApUslRH
zN!BOGiAeXfU6AV$NT<n)9E|I!mm6Z~<*ypAsuv`FZ4ZTt>3Nwy`s1VY_=m-^-=c}R
zHKzu-w1zgUuB;B+NDZxr*caBlo`RsVZCpZ1bL&U@B%^{v$LXWBQ#}<{oi(Z!?sm!B
z(ks^_;u$@l(Iadjc)fSK*WRsD6&)MAglT-aKDQJC{VtGU?UrCPjkVdQvwZm~Ik@S%
z4az&KWLyz-(W<!hTSP!qCBK4Kxp%6o@_3*Z*Tc8kGrnoEaH8*<+QWsqTO>L&7K)-o
zjN9~p0By8~3l8tIGvcxalEO*z)v*`Uxfe7;{O(UO1pJh%Cq$&koomR=Iqy%|lZV)y
z;iO`FfKzaUyiaue9*y-%wxAC7;E_B!A`LjQ48P8*DS=p(dwUn6gYDKwpF;__5yQKe
z3>0c)p!Q(Zt)40iF?#)54J9s+PI@lWmQvyiN%%o_OrXv<mXM9kD^uq^e@iEPun@xy
zWLVMowFcn}$5~jjzA25T^N7Q)^;AJf^9_pS=_n2+=SNYhqsZo-@^|*Xp_^LO)k`$I
zHtMmxZXYfzy4<iyjnouf@JUbWMf33aO%EFMz$U2+slB0}55zWR?UkwadcMmH=+VdF
z&($KOksLr|bM!FMU3T=~9x<{4O;;uSNBjEvsAp*v&tG?%k5GGNVAh2gEAy5JsT}>j
zH6@h1_ILT|MTN)|Ea%+L(%1DyXV!LT0I&=M_QZV}l<OZtfjwSAFLI(kmOKb-&U^11
zRh*yq@v^Yuz06Y`s?^ET^}xTyg-<%f#PmRSNjN#5T^|lg?Gkj+K1}OK{fG%@?_54l
zdWJ#Py?Z-j&US<I{e*E`HtlQ(pNS1o5D9k*+QLail;-WGirCoEd*qS@g&*9suaTWR
z#X^9!Cz`fS9J&#wpcxc+g=!rUKrj#8N^8sCgv%qr={)_=qaK6K-6uVYq8ALx6$aXE
zL@8I7buwDR8q1Q=eP8KPe5>6O>b^^$i*jMV`vP#(#`FmVoKV`NIlk#nJbtlZUC7Ql
zP}@idKmDS^rcjh0MsWHqtrDsihCk8H;Xi}lKsujZo$0l|WpF{5jRF&@`qIYfY?3He
zC8|<)SM@dw^@LCffT%%bZ={uXB9d@q8cK`ANOebdhINBJ47Da3`F7~1=oX-$;iv(B
z2Cso9wMgp3z&8w5xis7}DI+?UJ1+Q6!w${<GO38PFpIvRa;oM9i*5O>ll^@XiPd`w
z{{FJLi_a8_FJJ;(<q)_5ff>hmDJYxqAA}WR?ZEF=zG3DASgeii_kr;wl{ge_2QD-#
zW;&xr(ol78*qR#+7Tqf8`-5J=^!78~Wr%Y=c7r;!mo87-OObMNf_aa#ot=~R5U<v<
zh8TWg>CqT9?CL$bl&M5>cul>GFn9>V7`>y*HBqD%>*DcT3gcsu?t92J%6%P5ol?yh
z5jf%n7j+i0b4SU>$x51lU=oRMF_I3xDn(~@P-4!3utDs3%9owfQZd0<Y%S~|>Z#|N
zNN8i_O+0Id)#!v#v9dcq$i@2<-eq<|`aptu38Lw1kv^7G;UAEJp=r5<$98gnFnF&}
z&K9<vCc!^UAT7P#x0<aLc6KC*g7EE8egUDHW~Aq)SIZRvwm1Y|ywvH1EQps<TqA|{
z+Z&q}5>u<$hYgvk>_uqlXQY6tHO=VCOB0T)LRe5{K#}Q(fs6{8+?=YEqcjet6U=-J
zubS2X$E?#)eOGSPPB%BBFErK?Z<@XU8=Ur`+}aSG@%c1fW_wDf05~@3P0N&1-5?O<
zB(~3$vrVl`53FOoclJ9wiGPoAa+E$*@wGEwB{zR2nMd}x-SngSr1jB6Zkwl?pzgT_
zvl_($t1vK(@AQSj=-TdKQ|G@Es`Iiyb=~>wrXvg6&G5>!%(Bap_nsdaoo-jQr+<9e
z%AwW^zG-{c4v~YLdAGE;?fW=|a`<{>I8Ea;zTNeGi}pFcS-_Mf8TzEEOEB5#wtcTW
zWEn>hB?nUBj9cQaQf7W8{@#B4$z)_L_Z!cY8RP8j((3y#j+|}InXiCs^Q18hL5p~v
zWnK>9D@<n)epwL2NMLyMd;i91{6=R1`%byW(ZBVDL{Cc&MSflX*N$U1gg>Q>uBE^g
zVqfE7nR+?FLB)sg>}BUvxIbeF>$_tigJBq0zF6`K_Tx{j6BF>HIX}=jgVK1T+wmU<
za=*m%b#lnI<}f}oe{AO@0M{gj1rcUhSpq2S_r{6$@7!;)|Khs$kMqGdnVKt3<phEl
zhB+~U*Xy{Wv_n@hV`%{HAL((vyInhbDJCt6>T}`hgPVFISCOAkhfq(G45g#%{&|9W
zfUa)jQ(x~NC#t{J#Cj=S^UqVwEA;ss|9MFHvAAXTj~;;^<pZa@hztn~Kc7jOe!rIW
zlq6itvMeuin6_cMPs7(pg`sVlE-yS~mS!PxMUiDp5(GstG2a3ETHi~k&oe-%8$l#H
z#w@!<_zc+Q&5-qbKVp)FE<rjhn8i2dOJSCU!82v8G{nw%Jq0YQH3UU@K66ws!|imX
z!(=7EX=S+%)plTh(3K*gI)~R4#;yub>=)&lmL9@q)ywyFg*Anckc9&GOn<deXm)Fj
zzW;vDs_p_vhfIWF5S%!IJ(DCF%f5jBDjsapJB(9wUhVefvXf`e!FW>-?no>`$M@W0
zvdrRm*miCBb~82_L*ljP(E7zv3?JDTV6Ow&cK-c9a9$J#gi#a)!~L8jhGA}2*LAqK
z?|EANea&%QRj@2c2)ld;2oG5phWGsZoy9MSd7APTZEq1F`{lvud7jtnwm}Gn%Q%kb
zHSiWn_AZL#A1@RZkKd}e@^ds?4(0o=Ae(IC%lBsI*#M2q^*qn(L4IE$F#x|6^li6I
z>$cLHHX&I4d)u+GcTD}Tjm7b=%<by$eb>*tF8CW#Ac&$x81(C8Gv))vuD|#Ejp$Ch
zQvNdJpB)c;7z=W1jd5&PG7uSkW#<e@<MG3?(;)_Z2E5M&{-A^li1Cd~DHbpc*@kOA
zT|3{ui7|!XO!wid`LIjiKw)@@4ISq>Ku_Cx(>a`xIGM~^HQ(#H?vb&=z<1I%aQ#b!
z=|ZHVg=UrxLIEYqUTupaT?p?HdQbS3WF891VtEBzmVz77j11n8?jD`3sO2s8TSU<H
z*A62+O#AH!`8MrZ$Pz#K4a_A@FE|b70Na1}lZ0VdjP>R|GWXmvVoXnWnF0QL-3(K~
zurbr*{bmG?Cx68a0T=KUOC#q9+X%)`bOx7E%>sZL0{f?Rf{VUJn;R}dAcp|Kwhjjb
z9LOf1*3R!KgR`?IP8cR|$T*0^UZMS3G8ZL{!sVVt{upQbf}R(MiML(B{_7FE;(1@q
z{su;ZWe=sVrb1v9X9p$gc6gfr_YYp|c7H$DoiA8oizPy>62<~RrU(V}QQctZyAuas
zCJuftpA!~`z>*mgsHD=*p@hV-&I)U6i#`J#|DId)iK<%Dw$s;FZT9gMvD71{^&D<?
z$TDEKvzfDl8DLYEMJa|TL2j@?9vFB=7yoS5e7#<INqQ`7{W$~k;Gp<Ow2l05z(;-a
zDT+6x$Z+S%j2vMlNYZPB6MG!TOnUe5p6EW)*W@lY#r2X5mC&hh(Uax+#qA!AES!UQ
zJ()dATAdMdm|S5=kMjhnJ|(#slrLG<`=+ow#vwLh_mE^kG&BSZ-*=Kl-!G)XumZzH
zu<U#4k+=ijOL)f^OFd`6<TSdb>3O9oSS33z4wvNazwr&BD@?uN+G}Y_`h%fxjf^*B
zUKfZj8N}Bsqw{IEKn{vjs2hDiRIgcIf-L;AAEZ=g;L^?SaM<34VG=Sv_`W`^WZ7ji
zK+Y4xcYMY_m|1fK!N7EN`DeBx2m;I9JIks!3z*`<0gOc0Ji_-A19N!xjNaS1L))40
zxv?!Icj*c#w7jk@Yu^-zR=7T8m_2(LhM>5{ux|f*uCieahw1od?;I=2D14!hU%j-G
z{*z-qaF?bmrT)%n9n(FSNNi+tkh6gK7@R$zt?LO8F!!Qod$^edJ^hh0^gPTmn%O^}
z0zj0O<oorAY~w>PY&o%DPIeOGVx-Slh9?*Zs!HouBZITsPt<_8j=|U*42I|pu7LX!
zH~f6Rv-BI?Hi^9%XUV+aCU)X_w<qvD;6HhD82<fXbUXxp6siDPLm-=ArUz+g-#=)U
zi5wU9p6BJD_v>$0D#-m{JQ0cS!3x2<mA5Pmur6;OG)%Z*ud3f%`Rz;Id~}oHyWpX4
z!{fcBVS1yP0dS<#**D3INulp?in8Syp~M)^<sJQ<kA87UmPs7M00kxu0z-U0G07RW
zEpUJwIj;5&lO)^$1!JZjei~n<fT78Nn;xb{oS8!SslAv2^j~-+HI>I~y2YQBIblsz
zNy?$|Iou$JW!a;aahmw#9eLxZwQo+VlMk4{V5Sa_Mb9xmhgF-j08fNM;Cn0yrDa{y
zFZh?gMRvHL_%Z^h{E)kGg>9PWamf69MB!PG|75a_SjNri`^PE1FDYOKg8tPdjW>YU
zfnj<tRfAj@I&jGOai_68)9@RB{A0k8bBDL3qtKec;Ry2S*8a*-J?M4AeUzlAD7=Ob
zh|Dz)QxDJoU`-6rpPA6r4@u*OZv)nO{scO@B=+(Kv6rwar(^Ih_IzphrtD?O{?g%a
zgsn{P`}Jzl>x6nJd0k$3y;;Bs>v*~ISWB-HW)vg8Y#g+)0o{#`N%v}9pT2?04O+m8
z-WfxXZ)3#XhT_P8p`Pr1LH=zt6fjb6UwF-46U=!1n&<26_th7~;ux+2*N|zHHHfNd
zsl|-cziQnOC<Ct`NB*;Z&Z~jG!M~}7(`mtf5BK{Y{$6M!5EuqP&Da^7Z)frpd3J68
z#0v&3^F&v5y>FNiWxoN?p5K1y6bvLtTX+VX1=9a;w?8#o_oKHGhKE1~xJZD1fOjyT
zIA-r{2DbiYi1YV83{>2QfA){pFg?_;SUqUw6T<Y>;xgb|c~$bJg<0hGr%jh{Jp=T)
z9=9~RKgRb2xxFP=^C2hcZ>zKP&~d;?`UDJro%yTp)hB4r#c*f?`IhJaxNorgz{AY)
zT$he$3k5^)R|5<BKmF0?_b-p-(A4F}ux6~F{1}maI0%j_9EkhF$>4awGU`9;)3C7-
zz}#sk`V=PR@CKY0e%A1<)DYk2@V8HLT~#3qkcJ%IS2VpCAT26cBjO0m#9jL%c*;so
zf&e^sv;g08fh-AvhxF!s9B_cYW7GNL!64J%zv)Yd>T1Y;X^7J+=zsmyerr)_{#CRo
zIImF%{`qVY3=aA)mwZfy@&C_zZCLyr*)Sb!RP-75yGiW>2+hsu1mUm$%fI`}KW~3s
zvvY;VHmdr+{%?Qz>;L|!ifzvRvQ&5W7m7emf<gXrRBQPc^e^0*E&s<~|MlMg_-{Vv
zuU)oAX|zV*L;mmo<cVQh$8G)FdX3qyfwWpcW7psQy!M|j`;Y&)_aFY<fAYXTKIyMy
zo)a`1<z&PlL`oqsmPT<-;RKUsEX%OJX8+wkx-z6$`#11=YyUL)f7aW0t=as)9#vXo
z>jEc3zs^Iu{L>Ks$y@%mXY*1Gf6RgXd*t6E|M|=MsQdG|det|^?~#AKU|FLz`!{_7
zj||(K{2uzh{yEscD)#4Zh9ye+-v~6x;)tObCW?t9V`3W3Qv{2s42xncA^y!&{dJGp
zE&Hd*{=+|?`Rf|ZU|9dPCL#pbhXlqW>5Pa;B#sf1Mp7zcSkNSv{WqHUugnF7lXy<C
z7znF`U^6sI2%yE#JWk@A#+dBCYc4>nX8&L3A-aH*{nuvVzwAAYM+6qfXc`lFOhgfy
z<W!zVQGy~g`9FK_DGI0JGzDrPAySfvFf5_47)MZ+%<(+_pS|}Cg=Z+0Bxy!qK=uMZ
zM?g^1bdKc=j{Q&GdnQ4NB*MrnML;|;ERzAB!AUfwDHbLE`+EOBC<lqzlFZe(g4cTM
z)n@;%`6&I@8~z6RvX;M3`A5kAmm~gv*n6)f*Rd>1@K?s_71jo=9svq~gw_CG+8_z7
z_1DjV->Ay0nT(E%?ySlgv*a~8{L%@v#oB8f9Bcrh9I_ZrASr<p2}6P;kC`N;=on>b
z<ezcII;b9h<}9yuraA5Zf^+{?|G547!(U*ML5VEJ;*`vQFr=A;#Zx-L0DX>el4RNB
zuU2ou9jpsJ{L4qvW&8iUL4Yn)2mq2`<BUitV7nwGaW+fn6l5z!{jSYfPylEaRJsrW
z=}kmTnqdq=q8W~cG@bl2Z0_>i{)aaIpGnvJ&$te!DV_f9KNX{2NAo|5793g_&ws0i
z#d%RDW7_`P?^Lk}r%;3>qAbdi3$j_91y~&sIFnt)jQQ&-_LsF#3}p#2CFzW1iI}Ft
zFpWbbW@tPGWq=_6){*?J-~e2eq$xT{qJ$>s2xxDd1%AR)48#fe&+qy&!vIpyDUFag
zfg?EBJ(8wO5`ry644eHaU;ek_9gTrAWSA_;5R8ZcO~HU6Ln38D6k$n%_)|y!4~j&q
zE|PToFMv9lBv6c?C<Gx90wsZD%>c4fESn+(h`WDE+Wi+nT?)X30x}%O>4d=ID9Tt2
z5I2;K&=iRY`u_!W=pR5`1lGjK6s41hB4RQIRD?y+B#x*s1+^0Ws}25Qm|&9#^1F_R
zQozfo6eJb_pf8LW0!vAR3=uMl!#~ILe~FJjb_4pqa)b7>kw0|A-!e5BAqa~j05t%Z
z$5_Gus{sB(h6$FT2%u|!vCOYS{m;nx9~-~?{F}J?%SZp$zZFgRP2s-%UVANEUNbjD
z629Ff_*BcuAI=y2R$c!Uup1YE<;`F0X1zYqeDmpvrX67)B*C7?$Kch#H@8S&kw~bE
zm-wmUR_!B<IOQ^46l?p2qKU+!Ldgd^|Mhp}hCMz99NoT!$o=eve|f$Feq(d+Lk|q0
z)2XBfzhjeAKMdC-S`AN9e0SIn4l`L+sbj0&UzTA%-nWA19|q6!uS^i0R57WH84m2{
z2Jol#U<=oU+%I5?%0uc_Q;44I5E3<zoC;6grNuzXrIF{sm$+B)s$Op^;A88NH*t^0
z=K|?(PRTh-vPr=_{0SC=o%%o@;;aw|68jT?^#YOjKIhFN;D8OMH)l-S1P=e+g_{9B
z;lG;kf4Iz$hP$EBTy0o`Ao8;~w|Q@bF81W-F_D^En~p1ldW%u)f=3^eGOzUv?dx-1
zNrTU*>+w$gR@v{?>@tWVN!Y&K4z`0bxyDA4UD$n@u}EnoVHk?RmcGvAd7c9PSjIkN
zSr%S#`syn<GTNPo+vu+7c2OMga9C-EzBe*HO$Zi?*_UhUYX9Sn?obDn%WWW{_@qg`
z;z=^Fe_b}{`gvKZTGunrSx;n@5%{^sUa0w6voh#1Lkmzav|SfybUi})j{9V4Q<;5I
z*$G2bAG*&s0;TAi%MHvrF@Id|+XI*#7Zh%HUDxR~yZ*ea2dkrG8GiY2^#?Rr@UTzu
zXvVY9t@l`d)RO%;C*(~9jZ`wQew^779-nwYK1yS?1p*9l3%c>PIk&2pY#ds`;Mpni
z%~<hMhoMt#&Y)Au*CFdm0)<`aJpyt+-(F;Pl^HC)mcw-RBvkPvV&3td)7U56C)I$3
zDbY<wH0_75J~aMdnYC&7@Rn$JI?S@^R7aw-V~nb2G9uJR^+u9e3?kNUw?46qPO{qf
zim-j?HLVkhHkP6omg1PbpjuBV91s3gS~FAD(%69nU60(H{cQCYJYAC&Ztm~8_;smn
z#z!=Iq9{@&AQoupoM3zny}WZCq*h*|meV!}8!$0<Yf6J7MUDce1VIKmEB5OU?tEKB
zD6|DH!2?k>l&?+scxDx9t<?vER?Z&~MrdnJ0BD38r|8Hqi7H9UqUb&ozu#dPQqp0N
zN&}T@d-lY8UK6yqfi#d#{*xC%;0NX!w<8;mbv(5tV{_t-yKyg7jBple@a+p?|Mnes
z;X)UVG;jZBOZVGwcL$xxJh}3ly2aCj;2SuOTWH0a4VFEX?2{Y#oARz}uD+Q)O6n_}
zWR0`J!{m=_(ZH(`O%?dg_fdiMZytUpy>3@aH_?spo#LV@A{h&HB8?peI_WhtZFgCh
zIbiQB&YQc=uNejV5}C>G02W_FcJE?LJXSkvU>#wChYh#5@U~Z!c>4X)pv6?kH~Fmq
zM7nn~Lc?$yP%VgG=o3hWl;DIUTH$~b>VsWrdl;Z8@@~odF8UufLx+&=C(3`Q1?`3I
z{l_N2rmY3thhvJ8+pz9_S6etKt&wMu@)TGC6|=8R_j7cqf>v7x>I1AOzZmW*-It`{
z%a~YG4E$BcXbpi9Q3re?JmrE-?=BT}OF-o}quE)<esSFU18T%*s1V9+=M7P4_Li|n
z+;1@U43~QJ6XD+B=A9xX6vh1h_zthp@`o+pHnn>h+(YU)MYh?`Kz@SK8#UH>deFOS
ztxn4~+|TM*MBtdP<8dlei3f41OeM#8-TNH2VI<86B8VY(Bc?WqsiLeW|0$3Iv8&a-
z53GW|JlD9R!BxP({>0%h$SEpCgvbaB_Md0FQeMK!SvGmE%^$a+wN+6|JW1Cc*E$0C
z=nNTmzb+FqPywq@1}YDv541qe#%%Ld())Ap!hQ8Q<cCSvIJSV8nE3AIym)HaRC(21
zij7oejfmObJ#<VLWlzR?qNmPNN4^q@-*W^wUSl30@4l~%dk%6;Pfs+tu3%z5s=z>b
z*jpkGhx>lnpB_}S2k@i245U($y1Fmb4)THeZk*G}gk)%lvaz@3i}@4*1x%EU6e_+V
z0?;}()<y*P<=#4Q5PKYS<<e~XT$&?1vJ5OZNpTjVg`g#rwJ7`%-ZqL5`@!$=p}jw2
z_PB87y8q>Q<4z8}(beey>~m(HVwrk?EvaWJ$$BBCoT#=M=wm+QOsvNJY&^LK51R%j
zIU@4{#~C*D;A3dHhaVbi<tW~Br{tSCb;kixEz%4^Ar`;NmEKOL6VCTR`5t=9YdVe*
zmw{yTZDV*BSt0q#JT`0=3cycU1jSn!e^`qG3bpL`n`$ikdtF^RYX;b#cduKe5AQ7V
zz{<)hP$B7A3Ig~Gj2atf2+U8cty}s{MymO&C~1>VFH&0j$)pUthCStr)aE*6qAGRE
z6L;?U6*(*CHdErT9B=>^c|P57r%Zu`5pQqiSt~ardP@HKp`yMmW=pk-5W&Fty#$rx
zt#821Tz{+wsx|1C)qpPITt;U7p>qaqSG}2Ohq>g%%;?qa``{=Zc>t#Pj5mI8SvVL)
zmoA(2*&`{kLZw4R!c;jR(5Tf)VlChSQu79<Nb=Qd6(9Py<oj*^ejFdAQuV$DZ&&y<
z{d`Re!C|&-Pjaf833mzmJz-~TNvHYvh{L$rkJe4Ww*XF&I;$Wdy+>Dk9xN=gq3S11
zNv$|E>G*zlZ;CQURR;V1O7Ablt@g4&%%I*)r$a)uDy$!Fa-J}}itjT%-37mwpnNC#
z+j44ed=`1eun+TL7TqFKaI^~Cw=|vz>DEo_p0JEU<IIQsq@4($#KN!~q>d!Vq`pvz
z(2an*@r0KWpvdoW`v&LNw(NBq2P*F*gPI>NtnuqnwcnCmJ1+btt)rgVXw!`vGHGRs
z*Q1)oB&&8|710efW>tJ2#pB0+x4Vt8a29}6F3hxBqWTljG}$+RKJ?b7NozpS^1a&u
z>nY6+x$#NDqG-B~eNTEuCEmRg7RgMP!JGE|0mest()i~Ckiv1PV--DjuZNa>TU;7q
zU&R3wT2~Qj4K3!kaRQ}CB3wbTjxMS`t}LNJkp(aU_PbQ2A%fl4Zu1$Ufr2Ji*q6}_
zXOA*rh%lMT@>XEt=M+h&h0KyulWE(+FhgSC_-9#b?YW)-QLVJH*n<VV_?NvP_r$O|
ziE!Ew1_Z7>X1HE>fO%>)SV8dwFlV_g(0~epxc30TmItU+@xE?7!-YcLJI?d=J*Hk-
zGvD*z@h-yDw|#GMX(BX87YLB&r&Y}|0s+E$y6xF-i%vn~BLs#2Y07-aW3z#(X}kJL
zg#FxWSi2F8QAwsh?Q^Q44(pEmCqH#l=1ziZ)23-K+PWSw%qD9FkC9B9)knxiF@yK3
z?hyowQ|s#i@zj?FWZLM7Oky+1({&sjPzi<i6b^+#SxW|>r_%IH`KIg#fK<RJ?3$yE
z^G@Awx0oIerhU23JQyUa=}T&oqB4wZH)(fJgiEokYc}iZ7(UoI!i*e&oKSz#IMsjH
zI777keMCJR_M>pewU2KRplIV7$_w8&NfO2gQp9}^;qdc9($yXGOji_ifU^-flv6`f
z{aN5Xcsadf&64>-GUS?$F-W(sp@X;}vpW*u^2%2{RS)Qh)GK`s14>5?1ud3CWujb7
zNw2Z0#cK0|d^v(i4ncR(?<qoVDtF~*y4-jk1s=Ou{y{kxrgY#S(58Hr`7#dFXyP;q
zip1271K=q@C0NyPO)DH`FVY$edWfH^II{Xr9DlvKhw3%8A`Bay`?wyZMNe;uwx|hx
zsxaifaT}pc*wt<I_Ja0hKQ2DyWax6Qc|F*y4njx=%50&mq#3KjZ$P>zynaSyd806E
zfKq6_xni}r?S3^pYm6*L00iSGyBDFR@y>{0s>?*{N$2fp&q);xc(I5SJ^Otznu1p^
zl>usKfL!(P<_Mf*v(dnM$TMwJv2$ooeH4~asZ&!{n3F(JJ%j+0)oQ{Yy>8sTpNkJy
z21n%$)HmS_Q}1BJa217v@(DOtK|}(j16h@g7-`jq=_|jjcl)(oTW3#yMWH#ktr0#B
z*K>CY_g$rr9B|FsG!nS%AhxrmAMXIfM*Esy?)~7jjzuG)SwAXmOYD3miNA-j7xb7x
z%rf2&Q9pO>yXeNR({{i_3E+I4!G$F*1YzzQj+=rq_08xb{X9S|pDHV+Uy6#mNzt+c
zXM5tNa0$=w(gTnwnRJ1+v6~a5@aoQx)iG(>ThMgK`BL!b-ByM7(#1Eb=C@nSZ-9Ss
z#y6%dL{K_1eE>Gg0FR-NI}H9TJ?0J5{X|0FD9zeAkXz5j1p-F8XRj~!EI7Ve8_i9!
zA&U$*TqD%@B;HKX#}ku`NJd(RV|6Rhy)J!*V4pl<05t=MSO;Ty7tRk6Lc6t3pdX&t
zmO<sMi7ti|{ic#3ejJa&bZ(s9$v|6hx5u4D7{QW83>qCC@b+VnYRG=yszQF)nXqJD
zLWLD24Q9!8{P*qr=7%v0^Ce`ZEZJc{MB5V}AC1l%1Gs`mzXyQnQ`K7?CaWWevKRNc
zJvjb4N1g#xPjU8<r2{AY!n92^5s;V}JG&hbbs7p%HbnQR@`M;=a!v*S{Oefxo~Cxs
zgeQp&BaI*jhI$+sJ(Wte<NiCGXk>q*p?~+Ko#(&Y{f7^8)|YsGh^hYk=n@r=V>A*a
z2aa7~Q87v*uCO_g^8Qr(N6206Re$!!-3?@syO_~H!BWM*rC?$%RNF%F2BCD-Y6MTQ
zlPm>@k41`W<@S3MzMKGLGN5qtog=7vM&*v(VUW**9;VD$MmPvK0B)opP$>=!JK19M
z{N|w68@$AEkAM^A0@731Z_Y|$D|}X-k*C6IFd~qSv;dQ#E|GDdfp2$hH@<f+w>XXu
zzTAhyKt4un;zK<?=jQN0vliyo)qDbsx^VD~u%zkuHpx7At>rBK^>}eNle-;l@z&df
z4pY}$>3cDJd+ov<^A?HJ*&EIemvfXP$(51kZt?xMSf{YQS27EK9T~cJB*^C!w{%Y(
zO|3N$by}LI@*Rou?fSO7(-O5B9Ktcb;^_6N+{D4D3Cf-j0H45@<gi3$CKIt1*eF(i
zj<<A%mm0FbIGp&)M*P-yO6~gnNumO~rb~AWT?A{Gf8U`hrN|d*0bP~5;|F>n+`D-H
z_$0q;pe&K5$+B+P;mK|f#HO^Ux?%Cz4f@l<?MG>~$|8o|NIf)S<~gnb>JjAT?LikM
ziZ1Jn3n~>LX?_QuV4}Fyw1Y|<>4-*V@=O(g$W^;L>EhP>jb|RjCl8+qpC>>Bxb{k0
z_%Pk_5$pL5w}agCleiuZ#eAi2*8np85p%bnRkKUeOtuU8VS=RuJZ{G>yQ&@0GlA|J
zZquK*p(3zvXVD5f+(0A*&2RbA-6BT?Y809(u+OqtT8Y&MStQXr6dgpYBMYz*&{nx%
zFY;zw1ExPU;UV_n$HVUU3KgC<V<MY*s|Yy6Hc69He_oJ^LYV&s_)W~{ZW3wW-M%~z
z1c>tj(lxEM_lyF*I_@tD4q}v~Z&u6Frck{4nqgcy$?9Q?_QM#YLUz{Mi+^#yVf^Er
z9Tv1A(M*@itS{iC1HcT|6KP(xaqdMll+yx|XHZg&VD1K>bUzsQc!5&5-9^;(B^ONz
zdc<v9Od_i|M|O@yi}=)7*sD|fURLShKP18=@0`ljzvcVpKy%H0Tq<Ee%4Y5P>RlIt
zPe4-17jAdC6<x=@%Q-ISK%f(%@hb;dK2c8#r)cp;q6=Vtt4|lTi((}vAd3q0*82FU
z2&8-}^e_NCNH-9}cSD4muo?Y*<C+<i&p2bzjHsdB?`7d#))9R^5XEipeC2(-o5M9y
zimx=QwgFBe)wG7O^tkyis=eOvsGO=z(=@!|7!l-ou=>MUk%IXI45x=yyT`_4ZHda|
zPW&$B;Sdq%NwFF3heQHnkl>GJtIWvuuAWzOFxE?LSAkf#50?~j$}DRd*<ahqdL{N}
zyK&%)f2S_`vJiBfKiUEIkK<rRRx8bP8Ty_!d*lcbP2{<ImEm>q{_<SO_mb2YDa$&c
ziC!@fA&HiZrHE)2vVFQ;tsmz;4z8H9Wi&iEM46^!>n6D%wV!?SB*Q!&_4`Q1EqFcC
z_1yQved|4|7eVt**XZ+seZ$yTl!6uD&fMESBz5_nK!HG{zmN`%{Uo4{(d?1%7@d#R
z+?RK!Y%jiSjJt!YK&!DV<KTLG*6tDwMDaQlG+xXXoeZc&Dvh1VYr@1yf|W-1c!rDr
zuIH2TxtGNgLjD{xids?o<CC9`f}V#Oc`?+)k%+Cn{fVnki30P9pi)hlM6x3f=e|)8
z2m_i+Va8lT4Nlj~_fM0}BD4rF4NVp_y!41$FIe<`RBtP2lKBfO_S1y2mi)j7(=trk
zLa>u@&5E)Uof|4E3GOy)pQcRi@yLq@dUpqc5IyB>p2W+Rh8F$dBm*7$QqeK4nrh{o
zsP$nFdo@{4GqwXi>OoGejY)CxNE5*|Hta5L4f2YjK$MHw;%k0I>IL57_4-tl?Q9#k
z7C_WA?Yk;G)-BktS|<R~C?a~7%OV_s(D&hd14dEntS(CW*k5j%j_4K<Ru<h>^Y*|(
zrw?15bugoB?uNkmG(+-9wDkSFAX8z!V4na&DMN0}HdZ0$)T*r+p1{S-cGnP^o;_hM
zZ^%lOB_$*RMjv@YesLZ!n7f|afe;_}hXS<-+*4_NEG#aa6OHlIO~}7dO=@<Bd1<Dn
zz&(CQ)8dErNk?Y+32P9%%;^fr`dq$Yse;ae<h3~Q2^ye_lMbYxt<`xr23n0~qY4Pp
zIB2@FO2SmdTf{XS+keB~)lgA#5Kg-KBblk6Sp#fh0U1+U*O<9<Q%b;PfPq~kk$>_P
zQkY5jR<cA0rMet_!cZg#u@rO61(q*6wDtW>^$gTQ@H6dUxDGq&l^gzN+TDAq+KHtG
z`wMBr`p(@>4(0f($6LYg;P@Wy)AS|Me|K9D$li!Tt6-~*^?s!(wC!l(yHp&5`tShw
z-yuobJ5f?>U9#dpEE-1+3SvSV=%mdI5kR=gP!U$LYa`7#n#EefcIJC;<_U?ce7&sz
zyg5{Zn@x8R`m2cLm)_1hvfIKsftu{D5rmAoCXhe4VK;XC=s5O6mL#_Z4#$gTM#OcP
zMFpIgGCGfk9hUT*Rm%H5&dYi;O@)bp(&?YZZn#^t0bYuUzc>ZI1@?iK*+>`?@FksT
z0ySc-I{=`0A?91R`DGa#M@7&uCwzNU`iM6iGWPiUo%_YV0LNXDF`OfBJ5m?+yd53~
z*nM~@^ra*5^URO&=u~4*RI5*4L?*Pl3i$@V>0j&1@d5_|qZVG#aWo@Bg^we$NvEG+
z$S=q>b2TwbPR$ZLRTu!<-`-|d>Q*mwJb#;RKSld-U&DsjFK%9*K_<<bw~|Q@kq_zO
zyos8(?n9dNZC6(-*Ul;5Dyn-vZre3BUI2>34i`VS7tPg5dnL0TLDU*+SEXZhSl*Q|
zn6=0A9m9_Y66#fnDYuWqLB;DgJATJ$4EY9OeTi0c<~on(L4JHUQNO8RQia57BBk}F
zK^mx1lVwHjarA`%`87Jg?TmFl#!=N;ur5>5@{j}D5!kD!@6C~9Af7_KsLjrgT&d=i
z{qds>jj~&>U{T{5^#Dj?fNG6-tQr?oecolT9_>NPLf)*}I~o90{>ATe&d~WG@@T7_
z)K^xBFIk#>2U(x6<7sv)gLFa35AaoYtOj8^8M2&S!exN1{O}E)W2A9c(`&#WW4~!J
z5<{n9jCzkgL!eZJ-*31_#)=pw^0vAAao@JzG{TMhrs|`1*a)tvMh=qjjXK#to#Xs~
z4hfZP<og+&rXOGY;L}gD(w^yuiv{7gW8W0M5xVR=yaj)aD8Cqii#=U?FyyEIA-CN@
z%&t&^MmxP8RG`jTx^HhB8d1@%ac6(&YNOc7yw9qWfT{Yq1YjGan+yr|eD>6;yoILQ
zAR>ExIwX5@O)nRLwb_WW{fb#mn*g4wq67`dK=HT5@Z6)oIz*;R{JMh}0k+`BG8rxH
zF*q8!xc&EZ3+rx`=Ii$UO;hsP6J-NhgEZ~a-yL&)A^sCzdkxw!={~0w`Vgp0&%d_W
zK_0K#zAu3U&WsQE$ytEi+eP-Opd=&A&P9Zp&FM3Fj`}HtwvxY#D_<z6IYADWi#MUj
zWBM)TMWW9KAQde5&?eoKo9EN&7%Xcfg@{@E9jhW_Wj1bpsDe|;DpZXZ^W``X?9>7&
zdvr|E;N3$a^AIUbf0FdDA0v%IeDXCqc}k1X7|;n9%!pdz4@wpJVJu|Mcu<}2&EubO
z3IHK&7dE76B+@YV+STOzagEC*dc8J}T&+PSJ_3Isk&wWnj+kuktJpQ9+&@5X{@@St
zOc^%7sb$P1e|LQ<oQrXz5Iuy32<ngQIv+{Zg#$=t`HAkz*F8OR{Qk!Ixx4boheu)4
z2z=*}j$MY4C`J}`EL7+h8lIsQV`~afdBtg`EpGbC=*}rfPE(ja{I7TdUSaJ3m*o2!
z8yVoonF9=&w6O|pC)YQPEXF{rXec5KnW;RvUz!2z-+mBq=?8-#wzVG5{rt@7<`J}e
zPlY~fcop|~#-|g0^XWI6-TAZRl;?H(78H9=-(S_|P#_cuH18u6^R%3AqABFG4^`jj
zF(ImGKAeA#IYIh{4Z1ik`Z+JtBT=n)v?mutyX6$1{X$Xil`}?8K01$n!|qL;x75F5
z2RBg75V5uobg?8+vupT`%2co?jS%B@P8*_bis1E*sp>QDQV<-`6ME<tBZuGm{vw)n
z`gAd4{5pS$bEt6;P<NZ^;7LY46g<sss)FYmo6%8vYjO&r`&;am(=5YXyE(xLFCWzo
zp`8D1+=1)F37pf6T;B&_8<`y~h3I;B>e&E+p`lb9J$Y=I<-EI_jD^7AnWRP+Ife4b
zcMPrYyUNND&a%0lQE%>b`#yOh>~e8e%+3@KwGUs(oHt@;%HEo!Ru^R;VFYVtra3YR
zSQ_%#@e-it>p^Gp6HWASDpbyR+vRMvrXbDF-X&fo)17TnIK&I`l)Ip4kF|RMDaOT5
z;+og;E~{^?-CpR&G2<S>-L(kZRt%`o#}P>eHlE^vVr>JLr1I%Il-G*OEg4M066P)b
znwa(2-gX~lctU#=5D^FS$O{G3s@vv?ORyIK4Xj5pR3q(60ODsITz9M;s=@ujPt)FY
zAlEKNH|=NGZHp)Y;;m~?JH_S~vDHbMGH~`ZUlx`ZZ`gYE&Ueur1`f?W{J!X(Qpfyf
z-T^C>8)8Z|5T{FK;b<9S(|2e(*-B`etJNq43b4lj4r2fXT8|h(_#Skhe&sNEo$`d<
z3hRZw-cbyf0pKLky}x}a{jS<y%ILIW+uf0bt*HK)r*LPD#w3PUi2LpnlS>bJ_paBP
z9mxQ+f}GU#z5qi#?HraNa-VKCI)JmL84G&=YrX(;*I4XW6~14`*lFbkc~UXozs*zU
z3)=@dr~pdM8Ll8tfivLwQL*|GPS9Qmo!4gwRh!r2u$<7sHqkoz>fz2FV$aYNx+)xW
zL*Rir?cS|n)Yp`)Cc?R{pBe6R{#rn!+WfOM`q!6TL*Erzvp-@d1t1%Cg!40(gS(d#
z+Ej;f_%Heuzfh^T<14&+>KP7Q<nm8DREBWBVlnIP$k$a3Y#0R0=_wlRPliD4u-iZU
zAdtO_vA2mJX(~c*8Ts0jXh+SWql|5*nk!a<LXWbZzQhlvFj30*?)2e{(%v4MYH+hh
zf0T%Z*?FWXs+fUZcdlFC<nyHI@kT+AAjA5qUzZl8+M4K9fCp4+!=-gcpNwUWFTSry
zz1OKFIsI!K=5-CdYImQ0)+?R1h2Pm!J(M3T30uRA4u#%HfM4@Q0IYwkrF3!ZQO`B@
zER3(}1RFcwkSUL1VMvr)1!;<*dXOFmDcXuzalgxWn7vW%=2WCsLYdxDL^qB#Z#$$0
z1kn3^em2rUf$R_6BB%&8N`M|`&~WmkCycufUYcTVyDLxgT~x<J0nXROlA}@?O<!8i
zeb#u`+HZ$VyQT{oH;M5f9{rvlvmwn~pz`L5CRx#ieRZ_cT9)z!6zJLd<)=g=qx*Z;
zL+mTL&i-hmS7GE%@(9PSxbshwFa~LmP&l*O4@92is&(_6v8-!lgYo>i4kWtN>dDXB
z&8R>*s?VOf+Pn1d!lFyft~0%?$2B)EHlO(`BWbC|Ix>&$B5@3vgAKs!!f5=mH92c(
z%l2su4^Wg%_#C1zG7}BtkDZL6^?jSj5alQZIiHxKIM0Np{1?Xa(RfmBa(?eeijIr8
zPcFJDt+#ie;(TsK_Ym&<()`SCLl6cY1M89B2zY}4xl3c3HDR5CeaxRgnRtJ{s$w)Q
zY7zcZ;Kzt<gx80$Ev(JM%&VSugh>aLH<1gH9=PvIfe^-`)anNeOIV<|+;zTrG}S!U
zCd8_=Uk3P@KtjupONmq4^O{#hk7aqUUB}f5+dk=irr6Jfg!>ddB@3Bt9|+BCrO%dH
z`oXE_1fm?=qgVFc$j<}zs=}4E(L0|xU>71*>Tc=IFRvM^w?lhv1nU#3N=wr@HF}Tn
zBb9e5WS%OAGdrrcCkah!1~;<W!0C8h=#%xuMNOxdEku=2AeZ}-oX&ohvEQ!C8kd6P
zjM%UW>H$GZQF>#twDxDlT3cgo>a~^k&vjh}*qdJCXw0Hz-#*twk5EVk?*3AY>sI&y
ztXgAZX->FQA}k!8t7I`NVApx~k*sPRzSm4lfPl|NZ)K8!vXKSF0KrCgz^n~=8nG|z
z*PH>@&3tXu=xffT4&%KI`=1X9_t$k`Y|QuWdMdFUJ$EJ>&vIQ=Sw*hX*dIs2;TC45
z$<H(dkdVy~Qj0yR?TLP_ajHQ&7WX<Mih^K&g|P^R8dSBNXvH+Vq{OQdq%*~}Ulm!G
z4G4O#zMnMFy`X^u62@)BL9#C><xW7R00q0(|62Z9HvGU{b4~kVS(e93%Ms;$Gn!EM
z7wmctE+Ra#YYy6Vo%?OYt#ovQHEXTSrcjp6%5cR!w>_@$o@;Kw`C(umUGS)Ov1AOx
zrtgp#`Y32(JCL4`*JFoS<t58lNivHct}RC60)>C3Bk00mkgjVs8`xsJU-_OVxj5VX
zMsxrx_-iaqE5ne2+`!BwyQ01C*O6JhEK6juvOASMas?dPah}kS=Q}~sSVFBXMfx|A
z)OmtzV>*R%<+?tjQ`*niq?{(o_3TeM#%LJDVHVw{VPEv!dIO5QyeiADNkIP=d5)CE
z)>()x=cGn)-1oz&apigwUnH!*!JG8)g~h+iz#9N<pPT=D-9e7w5#hUKK<NjwzMN+s
zHdjk4zXrMW-S4+OUQpHbeG1<RCXuUdkc-28Ut_;O*Q@qpce0j*Y7#mlwK`<CIY@qm
zGhq6F2LkfNA2F`bv){1(gheXC{>-)EP5(G<nojB9#b(X<ndm6eKM{|n0uh-*h$mg;
z$+HMNeKofP?(%D1z2;B{+OS&*ul1+~!<w_QnU=xu7J<E*<_^0{>yNB1isCWV@7T}i
zHl*JlB)oaO@72KZuGO{4ReSWF*179N_yL>p?&ssBO}4X2a&ha*iBlv2B!I$neeGXV
z+V)};wmp@}v>%MxxdM(J8HjX?TYj%Uo{xGLbSQi%FJA`}VTi<8EESL-?*^$@?O~wc
z;d(?Sy+-Z%2JuME03xLfUX4~WHw{J#{eWD{eOgX*52I(X2b~1`cy#3pQ9goM1HNMQ
z-Jq4pb(=qmz9`^Nj!!TlJ3g<|$zRsvn%>(*W0~^>8qSZemQyOd!rR2)`F~)U<#noy
zES{`BL5$6j>zYoejm`jS_K3rCd*rNMZ^C`!IYw)*23JsGLSOv4C*jL|A>GE<Ga0|e
z<C>$HUxE9t<$o-9)!=7rG~Y9eVhsr(0rO5Qvo#H35$sN`czJ#zInYW_9Q(euWnflN
z6_vZgffC|{nh3;i!2&4zu+d19pWJbuSp}FKNbj8WuG+#6fGFcIIX;_H6;^K)^(COQ
zi1b4mqQ1qIFMNhV_xUcA=HgcG+ZPE{kwRh^>MtI#>I+~30D*i8!nZ3Kv?m7Ns~bp3
z+`8)8*nxUn6)-e=>n!4QGNaqJ;RodJZ5BhvCtj;~Y?+d^9rR93monfvEegy6Fi7`R
z0gZsL0~($#%`V4D*Q(=Q4CZdl{)mP#6e)nDWi3dDm&KC+6YGA6Bmx#+ly75+T3yoI
zPh~V+++*?A6;fMAL++{ji%l4aXajhXP8!pG&9&Eu4XAPM(cmO|TXuy^{aPxvUvrP<
zroM)XUqUq8o;;dFjwae;m5~^rR9Uj%@pxVTiv8#AjXN==fEFGE*p>go8PY|1zjq@O
zDTb!$)83_y=N`9BIUSBpirrw7ETaKf$I|l#urh`+4ZT_{g%+E_*-*Pl>UeJ5Upxj>
zD>g~S^V6Ym`HerlbIn^8z9Mnnq5)_1pppQVBDxAZG0}q-a2Ic2xnEps;<tY-f0nz=
zv9|_LO$5U*9Aq2m*<oa-5W^spNC%%h)Wu@|bqk8)zOBY4p(V>!tZ|j==Ab~iWF(-m
z>Zc>(Q1WCHPRT3+)oRvc`rN*Ku=*4|WAugppK<TD&voI5T2$$pQ*H3?hAf~=^%n0l
zVIi72*fk_hbkj;r6(AQ@tocf1U149FMKHX7ZpX=Yk{WL8HAfaWx`10l`<aJHEbrpd
ze+UZ{13RPFT)r>{c<m)D$d$HYvyslY>qYnxqZ$eb*pF20iv74R7^u-L6uIbUZjO(C
zqkNbY!e$=E#CUOE?QTclbTx8S(M3Q(t|nMT;i38{QhQ5bO4}y+hFcprsD~(^_nIT2
zH?|xeT7Hcy7f1}5W$RqjTaRmi$IIZ2r!A;|H=baV$?S9+N#r((8n^wxYb4}dSid#9
zqmD`Dm67}5QnUlK!$37%a<!I&&u*0w2xuAB^PfkYe*q~6JnGq$Ju>*xq2z{Hg+g7B
z$*`1Nr~<BoBaQn7`+Z5tr8#$kNS2kRC>UFx2N_F`Ce-kB@mqkQ07O8$zc!9xf(D$n
z+9eJ%0Sfe$Q2vYqOoDJ1IZE^_=gz%2eiMQqZ=TpA!rwo)dHC}C7baPuZx8?|3jwe+
zh#rBiyu2WG@-=qGJ-^z&me(@Z){W$fJzi^211Ol^faY)N%>ll8$BkM&TLmKGR7Z#)
z&Y&6+L5PGNhg@ar1%X()eJ43!4G}O_WDo(CSBG`a31-mj>LYn=4=n&`vE`mKP$Yid
zzzg3)_kkY0^$zt5Ymu}xJJhwDK?1qlOIM$rUvoGDMM&g2#W$$E-Y|rs&^izJ>%wzm
z;u`_LMq-MYi>hWvDutOY$G+3%M#Qh{RG3s2Jo(vLLxPt~T=t3n!3vNv9hVS4++HG6
z2&Na7$~ZfZ?FXgGGL1U?#-zG7L4e-P)s&Tt%}BRxrKd~$@SFmzPCwmsGP_@WVc85t
z_w#gHd`i}Nn%6mVzb-h}m%5@9uNAEhV}0DdkNTbZJ%&f~(ndH;fdrsda-xzD|6KQP
zev4nWDNO<%@OE8YV2dUQG%@UZg!=Rp8_rinRp{xL2G)C&dk$<m`k%LP(LSN`N#=It
zF2x}~QZ2Yw|62a1Wz9bV9%9HflkN!X1J+)BIwp-?5R@ABgiL_C@%*SVVt041iPHS{
z>rxD;5%o2!fC0Vhgn)mcmf;9I7CJn@qwmMQCVAZGLexH5>kaY<Gx3NcNVP&Bh`>75
zC2_r}@#S-!p`RP_n5q5=OjiFilyl7?O_6!caO}atUBwQPkQ+7#vDwzMH9YSN0=7Xr
zm+oHLLqDO^KB4Sf;SZs|-=Vf&XK0D+0?&9pv{VxFgLF)`f~%*~E4FqTZ4XMD2J~q`
zXA^dQlmh)sgK4MNJp}{o{EUfIESW}i46;wpFbeR^`yAarQO>49-~;(bCmmwFW?wE1
zm>w=A*N0v;NVl@94GMV-us;C4>0bA4wl7LC?nuBuxr|R*mQ*LDq$vUac7Nwp7c-EF
za5i%M#oJ&5QF*O9u^MbNF*`r}%RQRNQWML43Sy#lXlnXqMtNf5x@;sX_<F~)v|Z&d
z8a-AtgjTLwUWIzEj*kY49MG&bLTl)JwX|zo;|J%Gbtm|0u%5R)8@>k6ly9SVNbA#t
z?N2LMsrYt?qUbudW1#_7d6X!$@yL1N_#hvQFT)IJvF>$81V9au0{kDZ)zGU49B&{T
zgFV@YkK$m}0urL`AW2?_gBTj+7J0|)7pEsJ!jl@tA^qoma*iEcSmyu_;IyxLT}0pn
zj{JWvxwGToG{9H%Nu^`=Gbby}-c@$BZo@(!)fhlz_CW2Id1LfBSr=R&!h8=VUplL+
z*`?`xIw*@q42Xsne9Z3DM{RIBilX?3h^hUo0uFuJT{h!sMYjypnmfz7y0|ldAQg!?
z&n&cbNUF2TGYca6WK)evGlddE-R>)VoH&@p<ZeQE*Y|INxKY9*=WMkt(TE2~P05_T
zV>X^h@v2!AO;VnJ%_6^<I-?S!asuKGK>(#$IIWqi`f?~2vf+dTujdW6s|sNT^-TN=
zgG(<`o58z%ztU+zD}Ie1_mot;R<^uaBEt=?>scE6EzsT;nyvL2%^2ik5bl+Hb-GX2
z{eX%AJF032NMrX$N5+ev&<(5M7!FA2ZFDi(9e`=ss5w8g>$}+OVG!%aAjf<h{gCC7
z=}2eUS(b^K7{C_Gvh+B;QK%N*M_igP-0m|T^)8mQpRnl%WI8?y>Rtm~S&nH(N{@EE
z%i_mRuN$bltF0;$5Q#>c<-XC$PrK(u(=>R?dj!%gPve$VmLvibMVulGb_o<uQ(73G
zKF7y>@;k%?b0+XgYcKoZ0d818Pi!GjP;*-W9CZeaK=?PhTw!`#;i20WP^;a7P6ixK
z{EQk$=|H|;{eC9ih=RHYWx?dBg7qj~lTWiyNsX(`kkihnfLAwXkB+zqUVsnZVLX@<
z*>Wn)sy><>>|bHWjPJSZ@&?_AyJCO0KvQ-2%<nh~*&O`>b?};RHsf+_D_Ew{DhFNT
zfl<;NduR>cDdWFe>VmR5vAT(5SxV#V)xtKe|6|;3p|6L%)Be?pdB@o_rxPk#e(n{Y
zB4OW78aSj1b({d|b`gHYvx`S=01aNUA;4UttUsX#jhR`Z_?g}hi+r*{)#%68<DVKr
z2zi7)<nn1omtwsV=#y)nqIRAE{s#L0c1-2#x)&V;7>6phup^8#P(Pfurml9`tnv^=
zsKi$oVz2S=tJ7eg$w%D684|*oFJ87U2#>$+vIBKW=RYj*KteW{*6iZZW7iQdGN3SP
z%?lo}v8uA$_nP}y`1DjXkH8!AtqUm#Y6bwgZ2Fk8Do+OhU!Hbg>`%M!qQlfWK^K$(
zSVtXb$R-1=766(_g<Y3g;okYgR@8bAlnzxQt?$r~j9@4P`8t4eejKWJuPq5p7xn>n
z9m=fu%SXfvj}RMRqNc)nOEc*M`zVzQpuGiqfuXLfPqIJJ%#D^EiPO}vvJ9rk>$(Om
zRM8F@cua>7DVNg<wAxx1Kl<b2c{SdSqa0(2hQ_33w-60b;8*P22}mriixHUBX+L$O
zDtt}0g2wEVG#x5UEP<HW2PIqaW|>ty8k6V_D$g(!od&ocb=!K$xmK;HRKI=S`ncP#
z->!YQOIw~W<X!y@G7>ANdZnA4#Y|vN8Wh)8X$()HR0Usp{^~<vzY*HW;8V<Cn^f!z
z#(+a#2GF_GL~G}CU+@pWgR8aYF@)on)OB(eVK^&(F3PaFi!L)g-`6uh)Z4dx6A7dT
z@WQG%sBelZ=5!i-prR|@EE79Et1;xoHwXH*IS;UjkKFBeC<JL?nt&u@7zB^OHFi|?
zR9b-wpeo4>lhF7Y#dnr`_Cm<+WQOmM{XFx2VcF>F2k|h8G+NKS#2I8=&%?s>iysO0
z<51$%emx>prq~2xdJW*sgh!>Ji6=QlDn_AEiK6wS=8T@xbn=5efMmq`Jg+N;gD<cC
z0suNCu&Te=cMA4GUv9}u$Cv6E`!_&j*wpyQ=eB)kA!?|l`hXI)=K>3l%cWCPaH>wX
z=>SU%Om@c_7w>mF4jxCMsqZ0drjwfBF<!D^ABItalv>Z4_k>0A^H5e<IcW$Ilu|i$
zTeyEFK}U)FSF7XW(&>{gmgb;!gHpnSgw1RU-<1RqCTPAQbn$4jtD@&M-@B9#ScmlU
zJP8DxYI(bH)myPY6DDwhIWuXsDHwO@nCzrbn)#9J<*RtzH2pXZc#V~+08#<etT?!?
z&6#aZEN>xhh4Z?eAYSd@Tb!jWWRWj?hm|+baF~F51U`;9<~90?k3fIVJDlm~z7t_(
zcMusvahT5nyAI1ZoPdm_hWR>(<?ITnDBsJPxn4)zzT3-!_wsD1DGLD`D@jnN_W70@
z1impMUqbpl-)A7=&lP=SXqTvsSaq8#p%KACLO{O(AFzD!lf^8g-R|%L*H`;?p#(mb
z6d2}n0pBTGos_K<80_-}1dG4N{9?oxll_XyAC2SwndM6=60LpTBRYw!-dWiwS+K}e
zuRO#eHU9>U!+pQ?HD><O7Kmj@vN=g=mfZyll_O9-9TI-t%aS_Ynw3QXcotv$++W1;
zlK*p=bK4jgy||9_0HFa0797n*cPOenP25Acri6SY)pt=3uqpj9$hXrebA(m}@y5%l
z%;o%};grYg_D%G54|amd+^b&0^2spB!Xq~$FpQU>@_i_j#-*W$80ZURFZb>=ZwJJ5
zGD@>Yw=0P_A>T_azrarKrwqe~438NMqZyqvr%4O@6pawHtaW@Z5%Pp#EIlpmnu^pt
z_}i@mX-hlB0buW$WSQ$~J*wm{>j_fa^=H35KR+60Zt5-mT6gZob65Y0*!=sn*#GXb
zg+Uzyh(sMeME|-%`~UMcymW|#pp?-F8RJBPkt|D5D2mVt5>X);l7Ff>*FUIB+N+&^
zb%p!G4qZ{2hilP|KL!}X@Bf&?KkAi+M_7X3ae`w^Ot2)zCJYua2>6f${GLVrYW2Ub
zR~nMBL`)D@hu;J^l?myXqGCKkW15XJH2Yh<(pdI)-4VtJk)SvoGek%vEI25d%whr~
z2^L|gKjn`9{{Dgy21Ij`QXw4?Swcn$%_b4W;z@|pS@KWmrz-wEoi6{VS!IeQ435(b
zov;)L8YWCK;9HE2FE>$S^7po#WRe7@a9|*mMu-fdLyC^cG)BoROb`r5ez%ul9J45n
zP&k%i1WPetOj9_Lh2S$R1>yFm4Ex_77Fk9E_op$AVgycLEJ}yh)v%CGF$|o|pE~+~
zP+0r}T783z2RWGm&>#_lVhARsX$*h?%AjZp{`gnr;D5K(_aCD3@9*MwBIysi;{F+5
z{I^FENJ1n<5EhG3U~)QRz-eF<5oKY<Fd_Bl+OPhDBI&=Vr)Ppj7@kGILs&>)Od4fT
zOc5y^;po+t^RF7o|9hPx{?~OXWKcZ9Q-ZuU7=>5-#3Vz3*a}gCi2i0zPvZCL6hkBt
znv$SeWeh=NSj4g!1%fn15f)_iU-z~AV@Le6dwLQGn_dk(V<rJ-%!Hs=rBO<PT*DIz
zq~2dy=D)6|=ZClkSj}HOJ$YA}{qXw2Kc}bX<Knfy_4GX1)Hf;;$I}9b(_tA{fk4qO
z_XKj`fGS31pS^@VoAJE{)l__*1(oDGu`YIuA#K&aB8`^jl=5Fyp^&jvzUPLD_uGek
zR0}f~yImL3XUfCHz~8U)dkZ#$y9e@pH8{0nRnlcM8sem-UD(ISe>Kj%<L&u=yxeEv
zs??Z~FuI(FR@M9~x_UfL!m}(WequKq{4U<}4$I`Zd<2Xp+|3D_a|2_NVhdtTC@t)1
z+Z)hf;QyW~2d1W9--*;RaQ?N<|7X^jzpiyG7{p)S7dCs=Fo-iJ*#GcWRZ*>F8P+xF
zyl<Lr=!RkVe)DT|=i1j~I0iD46xc}7NT0XXU%f{U>#(fNtn58~@0C*3XH2WAdH+l>
zZ*ygvPq_GbN%lkeQbPXv?ArUdMoJ3lJG?sUR)2t+uA_$1ma(I%sj7_c*D)Q@R^JN<
z#GJS>uSU!l{ONv%)8>?Id2G>`MpN|I-$mRG*KE^}TJDpwaVm%0t-2;_=4dR-wZ39t
z3if@kr&ltJ>fT`Yz$_{Rs}%$>&8Ixj%hre+R8V%6h&=raO3AC=p=?U8p+M9zv}!aF
zBM+VJZ+!2#_*K5u$HCbTyNb)|NUZ0>X^4En#KPWQBmwM7^+16y9ko!%w|7kINv3X1
zE>Uxhm$i44e%9aeaeF)-yJFkm$4hdnP$*vBZ5Lkr?K_VFW+0~5zkw}Z_5V%Oc`Q4s
zG+X$A7~q5(Y9l~+Z)aHHy?^>!^!X!hM|5<@HbSb*TKTQAoY<>*^{SQ^c2rBp*TjEq
zlCUfI7=g<)_scQsH=?P|L4R4nkxo6jV*amNMr|lQN5s|E@h3{7x+pew?#itmK(Z>=
zs=gK<kx5ipg2kJ4XkiI^(%9RnU#RwrT-hcI$7UPL9RE}a$Ol!$mTi3A?}I*`{raiF
z1?J|cOj3f6_Z-byj<L!88n-%D#o>@uwBZ70B*~DRFE*@m?1vxrRS%_#P_}f5vGz5m
zBp2>foh2uxSPW5N<7Ny8q4h0Dw%2pLB;r`>H|0Z_OW#lYpHpoYe8-dDr=o*OsN}dG
zk*;-r_UA|>pu9)-<Z~Ck$ba$CemSOE^^1s2BU)=EJDDOtRnY#&YcVCiT@&CycXU~8
zCxny}GX7rh*ThzkVWxgnLV2a7l%coAJ?FPt*V{Dtz`MWx!gR#kcjXihli!vx9dvZ3
z&dTK65qNG%KhF&j{op(1`TZ>ZmuKXr{62c`Y~LFylsrVtH;5;C;lpXmrCmK&q3-Cj
z*dg}U*+iy@jH1ME$Ex@qDRNtPrPez`YNNkJ%m;+u^|GM7gv6X0;(wp{-?Im7Y;Gud
zW5cbXn(6KdfK?5nT3Y{pNOd4F_q`lVm!IF_etQ`!ehq>)dYa<<`y`u|vungWz=t4p
zaSBw8on16@OOV{2XC1nAg%#5KS@s#TR{Y7kLxUP}x_{&PN_dk8?^PN-Ig-`%_<Tny
zC%U4C3WUs5L~~rP@UijIBdm^8Ni04TT+~dlCmSAaZqxjl288#O^X1!^DF|zqM7Fp2
zM;14cI-KR!Vz=oR8&<*{Pd@~qwQ6EpZ@RZN1l^BIKda%PVUPeKp`k*5;W=p&SM3GL
zpO?}n%f98mx5&SLMuKI{?GRGi_se%@DE+lPM-%+9)6|7ApU)Gy|B<`vOYD1^<+bD@
zRTI(-=q{-)bgRwguM_||M8aSBgJFt!u29`c3BlZ$!n#*K3qV3a|K9o6K6Z`$8M5eK
zOnWjvQvOfla7DCb<D_)G(v&gdTH;GQT3Ef<2(+hUaoK3rCCg^c`t%WFBC8q4`(@9b
z>lGtt=GE`Q>uzUx!Z62J3!dkTvU;wRjhy<uC|bS;bTMY~s}_efT(&%##ZqJ?{$ue;
z(7%zyAc5GVnP7VLI0}0(Z(kg={hHXW%dX!HcTw<vzz_s%kaFu)BWA|cCWLE_Bi+kC
ztVuZ1S!Np`_sFR^*|)%7utKCm3X&%%>Ak(`Zns=}^w`l6DOr@2b-ssK>(3-S1+D(Z
z7mw7I7S3Gw8S>B5KF_g&`d4Y#=lsPLH_f?osyG96Ym|!sVV+L?)+@3HIYSrxnfEJ2
z2R~YOfx>@=d#34L96tQ%`f*3B=jL4)J%eW+GkB(2|Dcmc@-c2u@zUy8097#616?rL
zzvE&G@g!EF$y}rkV-VsY7KS$}wqqVFB$Biclb1fo%e+>JOtbVB=~gNax^a#f9>t5W
zT6W%fKXH7se1sbvvBhCe&^`CAkK?Txk(|KVYhGiy$m0%(ZKu`Z3)AZK9WP$VX`h33
zK4yI8Fdl*MQE=7=UB>KfqHG-|N07d<PruV05wAd<?YfvT9-(v5)@=gZp2ve<YSatY
z@B8%yU)H*!>pXVyL|akbKjrt#y`x$YMAz|qv0;QER`Vhep~Fk4YI%{V!nn>9(5L)L
zmJTX=Q6=b~nt1q1__eYKJC~0P2OS|ym`f}~;b%_u+#!xuC`n{*peL?JK#=btK?<Ee
z<zuH~$p7i4-Q>6)Z-(}f)>qMtR{V+jw3qFe$u}gU@_XVx<t^UInA`-3v+<Ha&zu?J
zm|Bo!lJqA5$s~}#PF=S1-7#R|@aqcSy1o8*&(kpT&rN?F;F5k#1Shl%!@0hf61QlO
z7ZVz9oLPOh=a2J6SgoQpX>uF>J)O&}u+JO_rfB_#`s<)NWQ-ISuXi2HEmHR`kOm@w
zVyl8yu`2tw$LS-sRbshhXqf0{gVDv|iW!YtDCa)c(vkW+9ovqkJ4Hj$5%KyG%GVsr
zpzmvZz6C7jvLz?}Y1LCkJ6Q|XY}RJ<dL{tER|XO3-AJ?Su04y-BwUa<DoatlT8i)f
zJ@xG;aM2%o)JdNOf-^*#@u5MPAf2^-Uw{ZejNbt8&mT?^44-r#Z`fPHe=c^N4+ut5
zy|@4E(fBP{bp2|A{}se<B>iPzQRF)@c!Nfol2cpE+gB`TKF7K#mZFZOX$buHG5~d9
z+0VvQ=jNNVw4u?J8_#eK*oq~GqUL2655{5twv~2&qe@#Ct^fV$^+I(K2~>BQ=ZO6g
z&<tuUsdtM}UVpu>u$jB9+9AJeoHG}3XCPy!egt4X>HYPPOslu~6Jvj$<lIHinneDW
z27*Ox#71uWtOvyw@O>m;o4Eds;i&+S9LG<hq!Tv{1H16QMtC2#koD1v)UnNJq%X=8
zNu5yul;6%0b(C=Ml>GL2G`pjw<{G6T)ia8E)Q2j(=o8O`sOVwhjd#HN;C#y<)|&F~
z@4xtMNBH37N}5Apo<J*C1n9WsqWbMD%(@(zxZnWtHW(<IiHd-W=f5uMLnY~Q(J`Mr
zt%#-pqexbtZ}MKGNfmoO{JE<rUw+PP8Jb32=w}Rz;i>wYHDYn<G?~b)eycx9>u(H5
zp$%FfHS5v0Ub$42gU#t*XXGp-`<mfC16@Dvo|{>;g5u@_Eka0t7g)VC$3t^0L^o{p
zXZseB@E0Cm3uhQZ`<vU>;w!w@zT2<XuVF7*bswIF>i<UDPCvE!kSLYot1Qker5}q&
zf(ii|M03>H{UOs-2mmEpkc-Q2O`nM)2&l<#GP11WTpFT>6m96H89Y`TW4E1KjIt`A
zW#vzep4HSKJuh^_S4tlbe|Bk*uc(&z2msNpX|sE|RRW-eFW7E!@a0AsG4?K(SKldz
zG;5V>R<#Ja$+y^p{vW$!eI7jP(twe%7E-y}xV}nPtmi#uZVyY<@{HcHE0W8X=#%rS
zc^jq&HW5Tk*lo8*M841eLJqVJV1wy}=JviN35W)?@2)zq$266EBEMxW<JPLn>)?Lc
zth3-~sYlcHJoo&Fs={C7FSh3X9`Vl$<`>AgdACDtyQ9*L<Ci65?vjv)V|gD=c!0{i
z5vzv!)K1<$p+9SaU(d!|j*}XFkp!y=ud=8$fY$oi$9U@PxT}{;l9`}!Au;)8z5sVe
zm1o*V`_Frf*t$OK0@zQ>@r8QUg>AaKXSQ(JZ0s-~6_zCH>PgS&^fo*@(CGcwXgNyB
zH5o905#o*e+Al-ZIHYRKs&s`a`%4m(LPOCg;21l4M`Jg#e4(-VXI;^SHdU88h)WxZ
zE)g85n28Ad*4d(O&a*(`4u~A3GDU9-RlP3mQ%FFbDxJTjHO;=nk}B>%qcak0ON5Cq
z1o2!TWuk?Go?dlb)U7wo7#{BDg`<@s?xWL${^V+%Q+!O96RLmd_YW5+JOMpc`(ZDK
z<`=Q=oiL&?Ybh-*%tSzysZnGZZk(^h(>8+eUIcGHNNEZ3*u(0#xvFXrFFhP$x$l;K
z%s}vCanK9jFuSg&Kr~>^$AnKz4Zc`o@<~l9h)4Mri9gmt9WJOr!@@UBiL)#OiJtID
zLeZ3Tk`yZu2*y!blgbEszUUCV+VyIHOK~dTjpUe!!%gDe%18ayDC!jhs}lFjYB}9M
z_jnA0Y^<q%2cB2q7lKgH1|x}vz0BH;Zhy{i%0w}tdj*gcO!90^vC;UPmcTbms_YbW
z2`iB?{qFiY{bLurlO#<7rG%{1qSkF(?HDZHpDW>;YfqKYIiY26s=<H%Fgs^$8G)FD
zq1G$C&pq0lotf1D3r^~dZNeoE-3ssE2Y@{C#|Ah$R!hvstk49a!9Du&Y_`xhZzWIi
z@7GvOehLiazn%LazM{KNW$5zH`-wp{C1jGKmMJ<HdLy)#>}a6jzO2cpBl@i;+vL?*
zC!p$3XOrVl9G|~ihQXc3Z|KD{&4Pk=K*k;N^)ujcMd0fa^j)F=n6?<p5>o}bYYmBj
zbFc5GD_kdvP{wh2)~qlBM{hGv@^5&|EadUIC(3!hQ&>h9(p{e~*g@AAqiWZuL5gnq
z*L5n{8sviF_I={lHj`%0XZ5~~<M)g9N>p}tJ4#k3@wQXdgG4~93F);vJuBe|48w@h
zn%H_^4I@xy4#~BORMOW;u|Mw&Fy%sXU0))iOnF@vBV*Nw3qL);vW!w*=zY40I+T2%
zR$9@Ihdeqkr2IzJcPZ|ykbOxsmFIHUv#zTmz({8aDp9vUf6-sDhKiUdL@+DLaYxfC
z0?qfH+IJEJiqETNUKpJ1EmmB}>-PmcGV-~aFF*YL@Dvkgf5iIA%AY)DaW|3$5NE6f
zen%6LTyLfG#)N9R0fhYhLP6D(x>t7N7b}CUxIAa$OOLAZY9j(tzpZ#97^xJckE;E$
z!1tbW;@*H4)mwpR*toN=hrR-noMLD%7#)}SRE`+|_ve(->){f*XZQZD-T+x_Eem@Z
z?TYF}{eo)wc;T5yAz$jazSY`~qiNloU+wC1VW6y7opgkrldso{P&4#B`Wm{Su1V8D
zm4cF^Py%BhiKM)l*H1}OXIOpsgFxD~DX+hepHWd)-02O>wBfwz_vdq8W|NV)#cp2!
z<^;nKlpTBapSQUrw9hFs?l>}w0rXowNdO$;vyONRL=>$Ho5<%o?Zs(ovSbOfpK^Mi
znTtCCv_0Ea>Ms^n5{(~!qoh$np*tNdCX}c|HOa>Y5UnyldVe!ToAQyCnzwcrUm663
zntP|pHcz-*iL>?fFZd2J;lrJin!Po(W3Oq|3~C|)OPAX`YtPgGr3>)7%XTv}L-fVa
zUIUyZG2?An7;S%4JnX>8XNlg$?<3Xczun!xO3U^nFs2#0ofE5+*_ynA%f)bSXhj8N
zf3-ALso1h?O&XHn#r+b2_gaV%2zl{cYi^-&5ipr=)^AK(5|m_$Xa)5C)VIkP|7O~z
zpWJ$C_-6~72!fsJM{;&YYo)yO-;s}{Khj9y{vzBnW4BMd`Ws(g@bN7X-J)Nq&C1p#
zmx_;~#&d_1U@I2{qx;qPCDt#SCYMn)vG+!Eau{cvA+1uexC`Jqq3#c9)Ihd3=cfid
zEDJv;nYTMBiRHC6o&SbWLN}Wycl!tKdy~8)clM6zdobsH-$<0E(d61yb#dXsgQwk?
zt5d5Hp>bu~G2;F7NNno2iwh&rrU~lm-@fm^>Veen2PJvXKdQ6{^vzxr+=Z@DXfX)u
z*2F~-*mwI}ExskCyH@_f&49R5sk8V|9|_=lyBI*{_P1uvNblk`c<*7vU1~e3Vo&S+
zPnQYY<Ab5FTg$cmKS}OlpnF&0AekDn@1>M(uNhwe7=VWZsR(LJhrY9)_NR}yuE?JZ
ze?}=Z>j340@F{6gMsMl}EQ@^mRpP6$;cwz1bcvHhu~-k6YR$P^=S&__wolALAOG%v
z47M#A`AuSn$A8EZZ_2!G-b`dqpflkVhhfsjxO}%_M8cSOhy%ACV#-hzN`SW6_BSWw
z*DOQx8Si~q(i7aj#;2VG)W-$5_jTWHJOo_j=St%<(i{)d;#De&5>%b)-w$Ktcuy%G
zY$`oz9lPB@nOKnHl*$O??f#3^4C|E%N(Va`d1-ksvD=9KT2STIqxtNChF6qdt@;Aq
z8((#9%F70XxzBNffwxTP8}TdGy2K{<sDA)%WP6<aJ`tB-oojuZhWQy2T(jQT_afV{
zH*jBFzJ9bFzKdlvop01VWBeKLtpcbGGEl@Wa^}%3=+vszU?i2Ef9(kGm{9NfmGJ7{
zinE>zs<*vI!cH6Kf5_dVe{||$>Y0_E=iNf-E=M|=vSg1xv~*}M0UvuiT642FQF@Eq
z`^Tw2_Z2Y&QFcHwAt1r3`gz~K^iy8^T24Z{VDD|eap=YC$*y}`rQDZX*%k6jzJ>pq
zSt&YJ^BHS+YFIzM@@H+o%Aq%c)L(su&_<=y`|~E#DX36>I9VmLGk-%7l+VtuN@Xw%
zJaG`Yut3f|Xez)QvFC)z*!<*s&Nn>WzXQ|{`Ziz?ny-veIDAzcLAW228-M=}{d|Rs
zD4aOD$bhj^OvC|7BBS(ZU_<B*NCfDs6iFYoJ7%Auiu?sLO7WyO|EO;Rn`Qc&h#X$*
zKkmI6StUu~Wc<)IS=+n%jFfvl!#)cet){HnrTI!P-2W1_IRjJcC(%CoETB|`Dj<Fh
z8U72R={wjuHlq#9@2X+SJO<GGb9nu?1uX%--F!l7I_HOdwdrdn+zSyV|6zpkPk$J}
zn3+VTcjX>qi*mHT2AJ%kk*!>-UE(d)t}%Wx-FW}KVDHV-NzJgowSFBAp5+d`^FOG#
zHx!%CTzTe>q8@3O;M6|q-7xwPve>Jmf*FTMQ6iWZJ@Pv<ChOv;FP-}Vj|!ayUHYv|
zVc$8TngsER)S&N0vib7Q&rk$geA98ABaiUEqhYmgz5OBj${}?OcrH5i?M|r#=+P&w
zirW-IkQ&u9thWa{h-wWg!twD)>N);VbzH2BgYUMdjFEL?E`NA+G$}sN=GPUugS)FG
z;K@6gg%L6DGZFG>wytYNv4P3r>4SC@+yYag-oV9-udCwVC~DUv_yADw><QQ#5|1>;
zMI&?R@-SQVL=P9&Zj?$PA)}Q?PfmnRK>kACou7Fp{W~M_GZy*O05gRlj)Rz4Flcv!
z8E#9`9!@^d`qD~)SLAMOH9#(v+&cuUmwM=H!}>xu3(b3;GRK3WNW)~1Y><6RHp#!8
z{2N%7Tkyl4WW$!3+%RB@{B!-=9Z<RaDYgRg6gF}lZ9dq!F%ZePt)&=7FRpbsjBL4f
zTS&r*L&p^2Rd!lH5d)0ZxAnot2*M!h&TcMu%m29u-2t=p_Y*;W@kjT}qtr+Kfk3X=
zd-zSv=={?qODQkHQNA^~yV_|PZ?h{yZ2T(~A_Sm!(eKbD6j>e=38RGbi)<G!0T+Yi
zq&S{~E39Sew?oChr`5;qnS@rwFVBU6KizCehV~mqdrJ+-o5?r};hD)3J3%)M=E8F3
zT4m<h>g!@c)^UdOg6h$>Z6e)NC&Wr%T7Ww<c+_v^!-g4rgHH@*&<;N7kb!$O&GX|7
zA!db{SuY3|h6s)c{dTUNeQqycSV<88L@sexpfS&WNJ7&KxVAnfqJoOSzHc0cXzGUH
z9NNkL9}{qd3U_Z%f9lWsrK>dr7kjkh42;;2hX(8cK*)cX0TfNfFxdAON!vHc%YST3
zvr6*^Y}VV0uyFYCd<mee7siBV#d)Ht&(B8Jks)M)r7Oh$AtHo1cwGK0*Q8_@g1gjq
zYE1g<V;FC?mv9G=?P1@u{)Mf#QOTi4A1x94oAR6?hiFc4@;D6s-VBM-edE>#mNF19
zSowFQFi@sXhCy);xorMoa)Nu>2znSgt;u6A@>YRWu7KYH$i~;JJm`YxGtkx<K}h_U
z)Sno<MgDUKrMU!<!G3`%fa;bK|2Fi%`kLUF^1<=Jd=6|kRGL=bA3lM54N0L;EZDgE
z6Gu;skf!Sq>V}|gQ|p1ao^wRn)r+q?+NL8WXQ0Kn>t1?VMGHg9_B(sd*S)<@Ac>^g
z@EM@&fqdm<ixy=GrGNbWsqB_Nrjq4BX_)0LxT_1xsf_B9Kfk*ZjM)g9eo=W|mE~Qc
zWNGCyQH-SD=K0pNL4TiC0n&D?vflPHr-NrWBlOqOeYM<4u&kGYpvX>FHH_2-iIiTo
zHTw~6JUY_>pLXFMk(4=7^^JnRg7@pcac>xgDA>5vpZIgx_jATV^_S(j$bY|m#|3c3
z2V^}25-*k_12M8eqcBVcw>o{250>HZvZTce6ig^_sN-ic2fbNR-`5rE%ct;tV$N91
z_cDwk4D0*8SP3RkIeq23IrQ-CjyR~v3~5!dIF%NDCVwm+^%^@^|6{&2y5Ri=e#8NE
zFVYja&4GfFU9R?;KF<?~6xR%?OSYd@Xb_tX+bedPd3`tE+E93oG{kzx2I@wPKlv{&
z02>Mn=m?ywcnq2ANw;S7ukYV4hdum(0=iop7VJfcsDd&eeo!jyEc<QouJxGDGBmK0
z-<E>)O35&)I})~yq93n@SzV<lo;1seE>Ju?ap_0ZUsS4JZAN^VTK~!KS-I$)z9yJv
zf2r|Z4rD`ZHh?!YfV3xBA&sGkyDzSdf~k$@iqAnC&j!qc+H)ob?1CN}f5YG_@aNeR
zaLF)uJ=!%i=-EH}BG?q}3jNN&@8eE#CT~~1^AK><aXc5IK4;rtiPi%ED+pl{Eo7D+
ztx#`+F}@$6rnQqj^wKZoD6Kvs9`K6z=LMC^=q|B_2d^$#H-^wllqFfl1$?3!8>Li^
z&MdsLb;td+w{Fvna?-(9IG5<q|E@@xN>^^&hbhV-=T;6zT(c)A`WcHC0BApJH+lv(
z=(bT;)$>}W*b&N1DXm1K3Zriw_uh*<nO+EFdcmS{5!X>|*4OxN{Mh>mRU6&F^e^rY
zfR7sDx$&$IY+rOPlQ@m5vw#S*Gqq)&bWsz1t=9(VEb2yp_OqdR&wSeiDqA8F9>*aK
z*IQ^7e`g&uXwP=BaAATyv|kkWw_wItl-k)hmecH)pFd{H3Q`$6ablU=pb3^Sa4+qJ
zjNHXKmWfnL2pv$3D<wn|$IZQ}h>e}Vf#)W+#L5BCYUb!x#Z4k;iaHr^o<k6`Y53-d
zMTlr`6QshY7N41>?YnEfbO9Dfw>wmQc6C!>`d}_Dw^d=0tx$&OZzGmuFe<jkAf<7T
zq+uXC;F+SJ_pJPEUM?%v8jOqPq3a7|eqr487b?aPP_K{%Ees)ZZoM#i9G~?Ej_BUb
z<Ao6*zITKIMeQp2*=gA;?Nxe!vW8a%-cQ+Q#WYR6BoT+M-rhu{L>A_sQ2TuRuHVpZ
z`Itld6MkRL{r%4TK)tSY8BUOJBRdA#(8518oo`Z)RT;yEKPq)>#lGo}{cc3@-?@*^
z{eex@BScq`JMfZRj7c6-V(o}LV<QQ+O_8&iJxU?@2LNZ{wc8>trVA@KdnYCq0#D*$
z@11w$l8p^(bMQz^*})Hc>E=}NO3@8{3X7LNhfL4WMA4djqRIW72C!y%*b#f(_xpA^
z{l3sNbe+$gfv}A;v@vt;vEjvjm&dK$Ij&5KWHqaDQS&ga=gcl#*Vl^JFZeUjN^DMx
z1b%j;(&y2By|1rGu#`j=C)DGXQLyMD!ilm`jJ^=6n6*j~dAZFUV+)T;(;}U$Z?#{A
zdzDjZ>VMwH7Q@@mMtfXR8TK$1??vHH@QD1geld7YPvdi@=~~<A_<i<2ssebtVD;s5
z<XY!hN)g~pIVDYY$+8lX{ND##g`sXm-xw#pZvqxMsl%zTuzbg|0GQ+U6MM~C4&{hg
z;d^U7PeDGX%E&Sb<Q6Dsn?Xeey!OwyL#x5`oiWX`zT#P3K#OVti!242Nb#lB$e}oj
z;JV@|CIoWQ-vrhE-SEqF$&7%yzNcTI;e~RCm$Jyi*x3$8fcGu$SlUI`InE9;7eX6}
zUIfx;SrIxE1sBbz#T>V&$or_yu7{?odw00~yUn9yW}o|wZ);Sg6wg@7!pw-T*fi<G
zmq-5SRF(!<S*^7BK(9FVVsqlmXD(bMP@OvtL1o5jy_98(^mV?_hNQE<WYXC6=V9wW
z#JaEKaXgy>;z1-8yUSFgs~fn<oKggZ@18D87AtuiLjO4ZIX6Ki4EQ<c#6*CoK=9BS
zg(&WY&MDu|h*X^Z{p^7E@#Al13dOpqt4Ytf*tq}*Jhs*mDDxTgd9g+T-?d@f$ARBx
zg~CmdGt?KM8OE|;7|!4uHVgxWy_~Y8@u;o{*O%9}Bh1HqE-BNVm}Q!pBmG@HXT-d+
z2~`>@d)a2F7)Q@lGTRCyXa6~LVe=w#bc#&Y<q%y3%DBVz{b^#`Wtg?S5zY|H78B2;
zv(MWjz2Ubg8fpWT2LW;Y3JWIDR%`L@Z*@&rx=Y?xSwLnzPUx1EsQZyMdtO?x?3Xj6
zMc3@|jT%TmZq&<ThaezxrW5kd#^;Jyqu3A0oBcD;!68uaDbP-x1{CVyG^!#WlF>AS
zVC?av69Isy^PEXWhv;622JkR=@yZ@9H@~0q{ylfc&%z}9VW1ttjNR*YE(>f{SPb~u
zBl}udLj9P%t0LQeHo3Py^%H!%`7hIC>Xq<~42kwJ0183oww2!jr>V~NR<+b9%t5`m
zH$yhD`1fk)?ER5B5t?ivf|$Rv@(|oQV<P@T73HNKu``=~yB$c&dF)CpUPc<>&D9DS
zI34%Z%ebhQGD~_ILd4hF$vIu_F->FaY^#8X&CZ)GYnA=(70_!(D!D+RDm+ULPJ$ZF
zu<VDryA(dUl%dB>3ErQZBxRL;&aPc?bJuph8M43SUS<${Gz*H7HWo6|>FmC53@82B
z1{TA#C;wF#jr|Exi<)=CB_j1LT4LK^gq`YqC$0R+%?iQRB-cd82byI|3vdN8FSY#R
zW|?&NB?)=gxuI;SxON<ZDy9H)+isHBuFC&Xu2_=oi%n+ITujD^CC?7tpFX@4gP_&p
z^CwHE0{XMISaELmX=aQX3qcSI{No0UcVf(yx3@mO4HJZ7*5^*1wOaV_H+GX{Ptma-
zfXGx%`<UlJ=h8>N7gGI^f4n2D1eJeFV<SlnS%K~GV6O3^)3F$to3=lZEPt<`)Ee!~
zJE_ioeBP4|aiJzDwK=U;wXe%F)R<dmejiG$&q7=Mf>;6#N8~nca?hEE9vQOJOu~k(
zN&6p_OxxONY@19m=#XXHjWVdwgevna(TGSmiEB51cLu{y<kRgzgk_t8L%0^NBu>cF
ziejhC?jEKosW%w{-NKsb)Pxr=r`^tZRd3Xm`0OndMUk}(urdhdtSLq^TRq4;Q8e?u
zKa+Nea9E)KOYPst&T?RJCC5kpOKp+M&;20J)1!%YBu7P;H8QCcIX5(My&@M+x*+um
zzi(ic(`+TqX*v^vTv)$f=V$x^ShFeb%U3Lv!!<cwaN$8hRc?V1-)Y&#vhAsOFN(Z_
zn&0|OXrJ-^wm&ug$~U!WM7>YwU$)M+I~w}h!=QhB3$y$hKGH=(PsvrBnQ@1nY4qKw
z?s?AiZ$2FbB0~7lCNDu8u9=qNdI~`>Fon{*{=G?LH%krx_CaYNH@AgUdc<<if<s1R
zpXNZfOy>oeS!(oNvlQOlFw1r_M)u3xXO8_jGw<E+I8^~(SF41cc4*9`ms_EJk(b!$
zb(nwF-Za6Dc8v`MS9cM_OC|hno|!UNv+;Pkd8*Rk%vpeDx=>FEryAQXu$F^QRvA{s
z`Fi~1D<je!C$ne0^|RO6YS+Z4xo>o<RX@9c1~MGa-O3fbX|}2+v_=1@s&n!dvOd@b
zd-<yTt0obx`QcJM-sgN6KS+ZW?7!j+*8aKv(=X>w(k61_UpH>k>qdMX5d(h|SFcIP
z!Z<7o4YZLHJen6K7;yMQVC>GnBbyws5Lt6LSuU$bKB30~Rz5|tKzDE8KlKjiF5;fK
z-u!dw9-0PY*IvwaN6ow`{;PeBlBs?U=-%p?h0L5`b?&Rxv68}i`Yv0~l?t-4OVK)z
zDhL3@*D<$*V}!rBSXfAg|4FWPM7lVwXUTp~JvxTV`BmJI0FF(zfh-;LWG`AMTwZfV
z(4Xqw{^nS}M?w;ckSDICZ!OD^VhI*lxKFrlOOMak*`0#=#@>z0j$w~9Xl)MEkVbV8
zr+Cx67ELc_Kh6@iJoWL`zZEw!#@_h2#t#~oMbL!3`)jVQByYUZ=E=Mr=ayvbZUv?;
z*S~B}y#(Cd1O%{Y!c!|MeM<Oz|B0iB)K2Zar=AX^vNp3tsno8mXa7$RN7<I*K_V-L
zsYOo?<I><b+VpvxZMm*GRaHa~@dF$>>~OW(Sf6FHN**wg;}uqu-y2ThbStDrb7?zp
z=0EZ)B87hv3Nar}f~O?i<a>Y9zpxznF^ZsP8Q?x2kZ}TFM5Ji))Up6k`e0_P13Sl}
zTj#$92ZekSPgloBw~$s}o}C1sugrK0F{1>@&9Co(|Gu_G1Df=ld7^$6>LOcbyk=im
zN6|x<ftO`?CpL=elbT@|dJt{XW^Lh}c@Tv;@sIc=!J7XOt!<x*N$!HXd|p%T;auq=
zq`Ty+m>q_EeEjLMN#$f`HgJ~<A4p{h#Vjj=lX3h(Lw3#;YAXO-bj9}XS+6>wp@DJ4
z^0)J?d`R!4TB!`MU<UqWx~zgyW|7DfeFY(1lG7BeGP3Z*d2~Y#z7ZsxCi&v}(i*jl
z?4nd$nl7zD6h}@3nO~gS<Nv61i)W4@Cn=Y0_vte~tVG(c(eH6N4Y5QveVLv)wAbp@
z@M;xS<vc0)q<XLI;Cjx=_#{W|n15sK%e6zn6%X|7iB?Y+i!Kfq))r@O{-tyIQSJ+7
zi();5*qDv)jG?L*cH{lQKzQ<lrZim~%i`ouPf0$5#|nl2PX6|#(7&>V8Nd}$#GK#!
zD3Z&KnSG{sYm`}@{r$4yHvb(i_nzB}IDjGGmbOU&w<jJ<VQcZi)*L#QT4dkv-Wl&7
z43jX7!8ycG_<M2jyoE_*EM6=4Dt;z3p6iA|zhDR};6%fX=e#r2(S8ZmSF-=ynD&DH
zjX4ll);~uU%AX1U$}Q*8R~Os;_}VbT?({E@DzoK(aEvx<dwvzND>?4)Eme6~3NedN
z(y(+%5ahtg|3uF=|62MN$$Cruet$tVm8;PeT4R!SmH*L@qu--^Ia@3jeowB`!2S;4
zgzoi&lRL=K+a&bWb3Y@a0T-g)cZzFWEYb3xBU_yHuBY3`I(4pO$V7P_vxu@3zSVQ`
zl73Q&cN=nD%P7axx?@k?3*P%a_R;mWOKB#rMg1U*WB=UO2Ke^gaXiQh%q-8Fcrmb8
z!1N#e%8mE$&CxV%I(yE*)b=bQe9rCwNM4}*3*SL3E*PdO_&!VqT6Bwuv2jwD+2`x<
z%8kpH{(vN>ZPRq-Ri#FG@udxrn{4x-jdBuz7b(}0DG!mntxLdLW+>!yJtuVv1(;9C
zQlZ>Z&tGBT8ev6np=J4&Q@gC+@xxy@Oz#=kub*Y(^8HuJLtj&?FL$<+;xD3^k{{u*
z9I^IeZG1Ac#^3b|`_dD0YmPJ#$BRx*=R22kUcS2)b8$-R9V`MUx?`s2c^Zd4OFA|m
zv*NXW*7BMbv(NMV?A4f}4%DC6S<pqs;wfvS{+nHkmiXAZOFO(^@GAnIfi(>P^=3pv
z`IrE_xEL5pm(;+?G$IIM+$;j#I2aaF0)}zo#-V)1@inGy1ZlPuBwy9X3giNxc4i<H
zb%Ie0Q_%CtR{ZL}UO6rrd^jb6g?OCLm+=d{Eame=K2F<QA@ASu+*Ls?6THQ>$LC3F
zh*}<n=RM;1P*t8n+VNSg*dIRYjtIH$vJc$9gkn!gl<k^Sr?~&K1elCyVDx);NKa!x
z%&DRC(Tx?Z+moudpdHeN>YEl6!toVOF)Zv)?#o_)Tw}EDP^*@1^j@A_2C^~xfF|>q
zDDW^wih{8>Pu?|u!tby@W|6GeD}Q`DT#V?UE7!(%qLyUTb_Oiv;&`MY762H0X7_I}
zxA=#A?y=^b?9(ebYa)88=;vWf3CjwiHEHxSwm|S8Ys<Wg6Zu&94+^4lDKKQmA4h)1
zL{S)pp7%z9lD6IVdH!kbefpC1k<t4(eHYe2e2^_9SM!q*_9>}M2Xa9eqB7MD;o}1>
zR)x}h6$7bPFT#eR(Z9?ZF)Pz$3?9N)y~&N%C09Pw%%Se%7~96xET`m~e3)xfIXS#5
zNs158nz?XOCUy;`nlum+sd0w@!aqZyzMxlmpTEDH5GHl|3c+g{8Af8lN}n^wts(d*
z@g4H|igqeyPmqTDwRr*KsH5<tj+)$B%JH~;(R}3XbW=DsQlv<ZRtTEC3987x*4_NG
zh<UO}f4E%F`xX1nl-;FMDaAfN>vV2Uaxs-~eVAYf1uCe&$pHBjX*+X~`ZN1}N6Q7u
zZE->d1C!{SzKZ>RZJVCwx+uK|?)`=9_a8Fl6jWQoeM6A0r+V+p&zirMg6SwF3j<*S
z@63Vs#wPj?+g>*MXNX>xlD1o_TKViZ1hpMDXy5^Pee>+P^1U()zwA*``%dQyiciyi
zNpto#V-ZROHKIx3er4QL5zQ@fWPt}Cg5eus)|f9Okwk2^$giV6C-Q@4*#F4=<W-`|
z97UL6_L{q#o>c~i!GGlb>~jLz`v>nBm9FERc<!Gfd1D8E@7|<<QSgUty|zGV3j0p}
zkX^7^!R`MXHyTQk0&OZM$)KN?o`s0a*G&+&_JH<2()4?1k7nI><3XrDOKBnKHk3<U
zVVbB5VuWF&hZPk#@<k+Q7|v9fh}8o2>xh7QwR806Ozn<l;Af9d54`tIOltw#V*#aO
zFwGOL-T3*;DT2Nd_TZOxiY`RcdDbH*p3*r_T;pg^KR?p88}y>)<7*`?DqBb?36VPt
zwlKA!F25}YRVYhX(bolKc3A6SVrHf^6!I57gzr}tTF&@%9+mK#xz4@3YBYPkur@}e
zUOl>W<=5us48VCbG_ZV`h2uKHbLhC@eb{RQIlu-Z8C=wKQD4><#ntlOO8_0j@P{-?
z)63ZK)*bbO2Jxi)IaONNe0GWH@O8-aKzQb)C<;yYZ)GVsOkD64z_3)POG-1$c{4_V
z(~#{rXv7qaXKgwtQ|B)f<eFT4CVnklekTHC@RAJeGucU1I4Bs?M_tspcz`Kl)i+On
zhw;dnF{$fg-nFc$G#ce?jz5PTSPBd0F6KT0{tCoUI(D{p_LLQ6#px7}a-(pb8P)yu
zY}dFiTx`8aViQD?TV{2t9j8x)LWvwGyk}gQPQEV~Tl5WrUT?O7S<D_-$V01k?-I+E
zc67E<$y{rr;*;f;|E<fWT#YFl<hhE+Q(}|)1wRbi{>+L0{>3XL0w=7sdpI)v;a0Vc
zy<fgyk-n?v(IUJ8FOz%?hN%L6_~EM>83U@$E73E!zap2+^fmxq7IJ|`!ri5F;$N&h
zi$ee6iy-ulyf>#I<f!mb&gF)NYcGg7J}9p5!b^&jK{y7kbaq=F`0}U7uJ!FdA0(6R
zQnrl!+Q{mV-`rhF^}yK7M?`(Zxm-_mE>teS&oWnUtLdd5_Zxa|&FeK_QIASP;^d*g
z{2dpu6%Mn?rAFk&EkRsPQUeJ%q>-|4-GDt_)#T&w9$jOHJN`Y56-r|_)`V*}>pGqv
zBWlb9OLY)?EYm^1eb$9_Zp@qQx1z%FH405N)#Wbw-Zbc=i~VnHz{5^0g;ES9liM=j
z`_5^_E;~K^0VGSqDRR8Ndbk59*dZ5Cu0wkUmqS$H^#;5~H;{sZ<Ui%J1`xkn8HG!F
z3lv!63fSX4=7@H4Q>30oEVF*2S{is0T0{$$8rJKTn%=W#DGQR<y5HNqD4zh5zj>a@
z!0Ddv;;)w1U$@q$poZ+yopNw?$@a~qTn}@e9s2L7O5yL)UB&c2kRu{T2Gp~0t9`Ke
zK}Xu|6FWcaN8tlNE8!&mbRI4lR;B|(Ai3+sZQ`G7yn2(Mzil?Ek|p+TN44zcdiR_T
zc6m77g{yVtUBepT-4L;$8)njlQTUN83HtARy%<}C!fR~mSz_#HP<c<}He5OkW#;F?
zZE{&R^jjVx_j%$1v(-6Iq;9eDNk-788OJJiMH|-`pZ1q$uAqxO?@Q16y}&oCzz2&k
zhVv(CfB)v3W(tOL_<ru?iA0Jx>m2$;w%x-p(O=A~?(c+z0NXkgwuJPl-r7g~tDAY=
zx7XVCJrn>jfp&6zz02?AI6C4jlZkyqBgb2+BcPOc?x=R=?5q4G^>fEJk>Pu>=bgcS
z&Rn|kepwN!>1}_qH5@R4o0zOg{92JidSWp{e;$vOsK=Qr#8m5X@sAh9*Zaae*oOq1
zXZ|$RBPgM|mcLp8;<ElBR?lc#e-8t>iLq=~>G=~J?K}|T9UM_(w>xA6SC(!}X#QI#
z70&x~Iv0XV&k|A|!Nq+qO#4}zfsgUuJ^gR}AeRG+h^{CN8Y;|K(F3@5>sDyX)}iwU
zt|fCztBOM1@5)m9w7>TCC;NK-u|Z`4w#S%Hp2o51_a0d9>)J}N6|?;Pkqm>@{CqC?
zw+izbOXK%<B=f$0yoy5a%C&a1sg>GZ4M2|dTLXD9{pXocEQLXJ3EWJ`;w^MEEc<GA
z${ZotH}&czv@U$PCLG`1r-DV?#lv0{XV(EGSd`}!uLRX!C(=8PY0`yhRIw@^EOm|p
zZYxC%qr&g&kD(PZ`pH%;i#e74(Q_i{y65tWS)GeG2f3r#o@p)y9N?1zgP39{FVmgk
zr{Ot8-;)V|LqfSB!eGk<n*FXns#x=3-DM%L%&`V-M^9pU{PEa)$04+h{Z4A4w^>>o
z!Az_)zpwU`-q|5duK+_pyuVY=#r_-9o99s?w+Sn;xS!-us;elpxAn`uzV{2o4+FvZ
zUBEE(`#~QjEu1XCKW`GiUZ5~g?>ELG5YUMX!|qfPR{~IU#fZGY3u{|z@G~FyTUGqh
zabEn>JNLn6Jz;SWiIt*0!Pur9*=^88OQ1-b9JY}UzucvZ@wXV$>oP*(_4;e`-3uIT
zZ4qhPVm1?|S<mNagVJvoPRutK$Rb<;-CL<V2GupXGam=7R_;j?e8gm}j`f{>ekS|u
z=Q`;m=o)eeaDIO~^B>>vN|nxixZ&A84!h}ALeUXx9SZMXh+$?=QmX#z_4Ch7FUS4j
z@T*YrZysbwXkENgDtXKw@Dl1kV;AiFE+?WlsNo<mc&E8*y#n-P_Ccu!zhb^lN_3yz
z@8a$@r?2_*(y|?)@=vB?nW{glHBN*-10SohLT1Us^c(jkqKDtrm9U#b39x|(f>ijI
z=u}a*&INzn+E9ufLlNWT^i|L@o1lB22oxgKex(ln9^yE$^v2SsFDNe#^T$Mnm(km!
zqoB_!oe#=!?<h%<iIZxSzEDuyd*apKwp~yl`@!FC6<y7Jfg%V$4D$Wi5lmce>ju~M
zq=QylAn(5x8vksPX*u^m=KiEQ4OA#YAwSc(wu;7An0{g`MszvhQe0iBF5(1PcDvpB
zzde$!^?8THv;P$fvw{_cN|w43>4rnUcje!HgBo9t4V#iCof`FrxB{CsrP54;NCs%f
zHD4_kfdiskMU-O46qWb{440~uz`5BXvA8b&Y{C8H7sT5-Pb2S}UdF>Mpe)f$0hxcS
zDhWdv!qnLD*#Wzd^X<BmUH9+HG<6BppSxMuDQO?(Q&-gN7-U@;q(%4B&E&7HatjfD
zEu@v#V8){5d!2wcc1HOo?1#gMY#Z6?H~NKN4)kXLWUq2DMr>@G`iAuzZD;iNZMg-w
zv2GMJy=7s7!MPocMBl%&i3FQ__QO2;7x7_^c67pBO-0CjpH0k<0X0yZ;Mp<l{we{O
zYrBr`$WGe#ut=T|RKN9V2i@*f?O5ZF?p%MB02|2_CS%fs5y>fJcP&-zOUGG;2US;p
zlsu|v{(0}Mzh!lLMRy$%-cE%ZfuDG_=EtRb9x3h~HjMnP3!Sva0`R?wlV%&yU5J}Z
z(`+LeYjT;Vjh@K2riyiwyqvv4W|I`t%gWs%hHkQcPu~VTrdKg<O|2{#KdoY+XpR?^
zhLN~7M2U#`d)PY2aE)vMmumgpnvBK!TI?;)o~9l;<u6n2OWZn9r2&~7Ov|(f;O1JV
z_oGd){VPoo^es1ntEK{4T6_YzwAmQ)Tb<wCXljVlHjb@UfrP)pPwZl>^W17A8cL6v
z{hM(9W}I}-oJNh>U*dHR0F8`o@JfMk+20J#QjL%Cz0GuLJ&={mP5Qc?ovpPCACK$a
zb7XJ2>t~jn*67h8P=fMK3)*~(>gz?(l`MDJ9?2n>6jbWpX%@WxTbCH!;pNTM>1*^J
z)QX<4*sET;?4JLe=>PZKc0?EK+vaB<_Gf$C0;~7?tbasG6k!_lIP-sWeYcj}O0eVy
z!GKm~H?-E$gVtI!fUjQ+@9tUWJvuZv!)_EZBO|IRBOhbgxWs$%FTQ*S85d+ZK8f&h
zScettOPmc|bt}$|JH;{bk7GHP;LY(-2%9WbbYbRfWfR3D`V$8`FEdL|3ugnta}n@Z
ztnDI`W=x4hfY37#>f4ZoTwXi-`i3RKE`SAR;@^BmLb3O?a|ZvnkH_y^_FO~<<(GHJ
zLu!w9{r=6zmCn&xBNOrE5W)JTw+?PgXTca{+D4|E2=qQ0knMMX2t|KcmO!2#`gzwl
z+@T6(Z+=|Y?`j4=G<Dj`ae8IuwZ7vz)YWPT`SVfv)0J7Fa!i<>=!(`9p0(np{Rrb+
ze>j)m`(1x|6^m>Wf}Ecu{YY1e9H8XR@phv8^X1FyrCHJ?J+V*33~lE1x5}-itMXfK
z9IDO>f>Xpag*lOJ*y+Lf*p;L~hL57Ln~4dYrd6xQ&&E=}qCWFR$aFxk1+l{wL6F-~
z&V&!y=T&l((zo8NjK~voapHvAzlD#Z#<<pgxx~;N5Xb-@moJ<0_LNRIG@_iAV8jfH
zGi!V0QM{~Yyhfeq9XkNuH-V(_|Lq^>yk*Faoff{Hj2dgA7s?Zlrg&w4BSF^|1kXeM
z*KZXDwetDvTSmw@1}|^3+}2BHA|&#Of>xakXsvYOfcp|ev%GN8@rsQ|m?LQW$2t{l
z70&&^XF>l4_Q<X}!g4dUQrog+H)FL;%Kh}f`4OQ4wY7lUf_G;#{|X|v0s7V22$2&}
zR^eFXh-mM*XC-vdWUOLu#1?IJm;m3In^Y+>Z-Q5!zo@1*kvq3rzLi(5LPE-*SIVR}
z96OH(3p_MR<eK)ChVv&C{ALHsnJId9>y^rE_<gDzI=qGOimy$JW7*;Hb3o&j0R^eQ
zjHU=U+5p1fA-RZONFV(3Dd=Gu7~<enW^)=4JD~#pwxZzNqxd|QrSbVu)Q{WF(|7Mv
z|8HN1Rx<F(S&RE*hG?+Q2vQV@zQl|;2>o}aR(l0+2Jn3p*Rhlm$bP0q_}4F;Zk06I
z&tE_4S3{4nt*oyy7N_}rmq~YpwOSI)m2KKtrsh&&7h|f)a-Oiw{QOK|M$1_hJ)YUL
z#<1cWKiMA-)tcD4nr#J{Q^oK~Pn|}+!tmv9jP>*5H~I>LWeg38pCFTq$j)iMc?R_T
zygA+vD6*Eu;NFm}2=w}bmJ!-jUx<e>r=uA*Nw+%W1pO$OGK%`;YT|y&n=apfo(e`X
zOn>K{z<H9M@A)lNvcFAY{(9|(8()GSo+|O+uJ<o*y(AuE`0t1TM^GeEx&dCYr*--F
zUAl{qvm*3Js8+(I1IKZ0;rE{p07eym@$6k%t1`|F(7h?F#gV;oyd%+*Gu-)=45fVf
z8;J<V=hf+*S%UFc;xX>N3=OlkP(9h2MS<u+(f2q1?(BnOK!XHdg9Iey|IT5Gg86=_
z1-Q^_V?aL2?caJ{h;IKiAiB%HUJdeVp&xMM{$_Oi-7WhOh?yPu?=;vWq?{109#cQ-
zzGtf69yPBhG(!yP4rxbWhMB`nj+YP1UH)uCAIY&V*)nD(vZ50vouq>eBYowtw0?a&
z$K}VdS+ONPm>KK@JSSA)f!<4+BMU>09hE#ljs*>KAxl=3X?=0?{P8}QJJpJKPlTM{
zw9ZV(LAJ&}S@5ZUHn1rfL<9A^6gF9A-*ZN!2kig6>5fo+Ret}{JK_7W75S2r5l>@v
zfgq{#y4rnT0j0kfe)*8N!AFz=`ON=b{Va04GF=U!h|Ptu8{7B*bq^Tr@6n6#e;!-Z
zgrldVqo<+ep!t~KbBXPR_y6Y3{PhI@HVAGYcqhKvLrXE?&#oue{#ll56UlAMa_q0C
z0MMP$tisRykg)Q1NK<!30sO8v{NNQXVR7J64|$hbQ)^8{=+moaBLo3ZNzY9En|-Os
znG%wDMDFZvP6{bR11f6%$7K8z)ho+|7MD5Z{F*GU$_HDvu>8vF(ROg#vrZx6Ao?gG
zgwi+pxw-i!w^V#NvBMqOVTKUE;Eg*kO$KWieMY0Z(^rsLzh1{47;W_WnS)*UWM~)j
zhPQT|xF@SXz#8DLu}0zM3E~WaMo8Qr!QPKz%(PX;w!gw9BA_>@J%R=V)$rpepn!Rw
zcBIEVGY43k4)5PNUlroc0F_GTU)aoHJ<EGq1l+!gw;903;m5O2YyHRfl_DVWV`0C)
zzw;K7KLNHCK^lXTF^<+WG{I4J=>|@&0^ZY*dNhz?We^07Ts7vsI7H^_qU7B@-J4Ry
zo0D+cK5+29iU?uTMzEnA&lflWo_NDb`Oe0a>*Mrd|L)X`p2KD)snPo18E&Hh%mS`6
zso9#y)6;ISXRlY=yllDT?V?BrR$B#^DMj($`TN6YJ{ye05+iiD2Q+?bm3P#7O^Bpc
z;q*A6oVc&qN5e>Z78mur<ADG8iGrA1zs!@xp+D-c*K-PzltkS+3VD3UM$T3Sf8d1c
z&nOGB(FIQ&Fotg;?6>v(O3lU~0@)~TEcQILHdNUPzETWwD>34nJdo4Z1HeZbWUftC
zG`<#Fy*X%%;*pNxE22%m;&qH^pELDnFk%|p=1o;b#GHfsM8UtU62*LZ1voE8TLEGn
zxo@U;;6tx3aOHVX5a?vIzrTj`zr7ga!IwW~87~R>y)y;jBGANvzYTJdB|_`g+ZaJe
z?6bYp?M*Ds2)D`e6Zl2pW<{6*xftW_5B2xxS5oIk&tAf+VQuNZ#7Mu6)zJ9`mmy4o
zBw1Y~A~-&P%_`J_*zGaw){P5ZmK{++#^2lYjo+1IEYD8+%LAHeUvjf?9;4J7W|%aW
z67;|Qc$A#*o~ZQTPStP@ru}C@COc3vI$xGzmIZHY&Q^!n1EJF2KKRo3KT52qqP<Iz
zZa9xwh2N&J7R0jxrJ;nWEH<6;$uSzGWE*2v!#Wd)Q@Gk3kwLB{y1tD{Fijr&MeCAx
zOH0CFi_QMhG|7%QJZa3LK|?fOQKgMXS-$u(PK3d{B_2Bdorz&f@umTO#QysZ4{0Wb
zneoxkagskDM-;S<-?6R=cK*B>j5)*)o+?Pb#aGJu95tcgX6jbyJ~s;)y0U%IfbPA|
zi+XY{az(cwH1pxUmo$`&kp_MHM)2NnVv1Oq-TBif+AKrAN@I)=sqRJOI=N6AUYv26
zEuQ;wy{!8uoYq)<>ygHW@P%C&YB5{^8KWf0)`E2Po_7UW+SI+<9Jp1R+HN4<(zI73
zO35`Y_vnHdxR1qrEam(8{+Sf{Fl=4`2toPoN@)j%3*%15Zqa@%^Nwxxp?<y!WF3EY
z@0&zhQFy2ci2dS@ZX!iv9upo$VSh$vxS_8k&t(VMg1554ornI72qOrka#nHw5O#1J
z-@sR#M@sze?_$!Ba)sFbvWxI{&y0pW`apSOdeCNA4yen-5v?N%*$Zw&c>qmRlj4pZ
zm>GZx%{p9ZyUr9Nk5<#xoRF%Yx4_e78hBN$h1b#Oa6$RsiWnN*fR0h{6EV--SMu2*
z#2gbnRI(Tlvi6w$oDZ93f>;L7_*I<n6-4`QKS1NvO@FiIS|fd*slb8#r=^lNm=~_u
z^m_Zdei@BeA9T6m#<0vjv%2H_J2T&!jP2KtwSDY%&aZ-(Ka!)weTtxBNz=aj9f`bM
zqD7W*s?w2{p5g4izmRo#p>R>T`gC_;hDRWRPxXCzcwCCIoaYCp@HYzyWDJ`v%;Eu1
z#Oc^be}Rk1b0RDw*&F7kn&Cc!EIU%RX{#~%PeN)d9ABZ$=+XmE<IumAK<cmYyY*ro
z$SmX8nCrJX;t!0X_a?Gnhh7@Ts9~nu5CYAY2)~PtXI<q-=oUvqBz0O6V6vITGDU&G
z6HF%3M-};oOA8R5>rR`yDN+0V(^wRUW(WJlpwJAn8jTUZud|T1vsAc_b|>Hem@ynF
zIMQ?b^F|Yi^^gMy<*;hp5aW<9L#E!KaxGLxGDO~cU4R$^SyNa@YK56|g7>@*C9C(}
z7ijC?%sI0gfj5kR`MH9)8k<Hwn)ju+5ZN|cEq+M$U!TLD7Tx}Q=^Bvs56}+uHllFN
zUCEu!GVrB{MS0fsdA7U?DgaHs*pA~wv;OPt8-b!IS70qv;aYwCgim5w(yr!>`m8g#
zRr?!k-6X?HWg>X`+i+6H&r0^4lFQ`0pq1OumF|~cZnEb!TQrWb#bz#7=pHOuyR*pk
z^`+)U-3F<)I!A2iWBSRZBvNiRPB!NdxpTg6xfN6TMdSO8?_;G5EI7G=-vxSu7zV7M
zFRIPzZ<kxkt@7^#0lJ1!lpQ^!%@^Tn-KFq}jAljeUjFMfCMSX!2qkE+Lw)JwEoXVZ
zEq^<7cYyG5wOu8U?DE}rkDnhrGK0&l-zmOVKu}63izS~y5*cZop0S_pPptY4fvd4V
z1?H-{UrDAhS2wect0yHtSKTRl@g%7S1hPL5;QRoK=ignNq$o{Q9%Z{Y4-`H^bNuT&
zJ2&wJHS(m4-YoIy<vrvNmvu888sUq^pX;M{byuOErtAOuuKv!PHv}xr?XGnuwtHqC
z;%WXmUnKT4A$6Wxt~Kk?qNPc}U*ZfuS@8OE6s=E^CzWdkCxD}thkv2Stv&dwa>*zC
zJCz}oT@F6*cc>rE6eXdi^NefMeQmf6Md!viRP2MR%fPg#zRuCq(0T!K@+TPl-U+;!
z4XWWOG0%#NuZIP$n(Wy~jCCbFHVvYoQ7*-CAH;<|T?5a8RC57;Wv`ml-{QCD@SiU;
zy&*qwAiEd|I#?dmFEGqRAzy$A(Pe1Ex&z6j_LhcvQE{BvD_WiGb4%x$^$;5H3Attz
zCsZEt+-=I+apmmAN*S`x*U$fS)&2(j3j{!U6=p-8;6ZLjiQOIzYzIEJ4@oG0bK{2E
zr(sDmFd18V!G5OXUvE%01^w)V$9e9@UlbksOb@yD(k_7r?yUI8oFwJY_xhe)icibE
zSHEDK+xo+wj^1jv!xXkSq5T{EyAMqj75WT+&wijB@%RYExp9hbYx!d|G_>-@GpW%T
z3HXe^SU1*tX!?4r2c_nU@%S~>xK!MaTIImV3HY0oJu+F#=fhgq=Ow~R+&05D%NlgJ
zVV3r;Ed?SZf;c)QvJ8~PhON%unY7>_*Pq|!pJ(V*v=gDEiRjx;2yeXP*+y^>JP#Aq
zpVv~%DshJ=f5y1#!-4s8o@v@pMNOs}Iw$;S787x=1<YUl2RS}XWESKVpXx5HwBg!$
z3RP5IHB)>@Bnv?E(EBqz2Y#PU#IZ6M$p7<iaZMUmX1Q6~oTtp+fF?y838C$ztX#*I
za_<&H_HRh+Cf+Gh5f>Bu(VmYN+3{#2Um}>lghTJn53Rx&<q;9G@*)_%I6G5~(SBOt
zdZ|4wIlhur0ZqCsL4EBkw2x&$l4WiND`xNB8f^NP`hu`qnC{i{uJ+n@)(m>vupXzW
zao5Un{IWFs)A~7yZoqH;`qTjN23&qMpgwrKUeZ|$L1(Y84>C;NoIp9l8F1&9lETl&
zGuUtgeDrZ-c?`{~o?#JTg>ksr^UATJONAO>DW*~Dd!{jSOEmW9k^6Ve${_-FujccZ
zYSGzV683Gw6{g4k=S6H{CFjjt2Rh)(JuZrN5a}wIKuK&!LgLViBQ+;*kJ&Zb7VYvp
z2ex?;x($77ls%eIlJOe~yJ_?h$7*OGiXr#4u7~@m+3<5X|16&#nq%ejE&X1Ux75af
zPB)=1DIjX*eEi>xO@HWa{9FRR=a=c5Q)xmnK$zE#ps=dsIowPk8`=Lf&nrUyypuNk
znU7cJ1?fI~j~s(~09<)!RB;N{1F?YL;;N<*y6s->$D{OgokZB#W@4(btSiE1*^gG%
zNU2Pr&%lyz?l(~)Jk&oxESfSe;c_HIXm;n7d->n>3iMa;P^XHDe_m-LatFUof(9YP
zA94N&d>g(Wt{J<`e#ek$REf+XvFV`8sG#3^$=kHVb_Y$~N4y3Z&mq2u5hZ(b2&LkB
zq4&zPOT=fnc8Q6nK%(EJS?tSaxeH`{8I@)!1@Ipkz)?Id?KiqoFlqzB<>ysbRGa^n
zAo2sSSMj22g%)KPN_oT4neqM1osa(QA)-58u$n0iHnhaY4MVW7EH?zIK@Q)4ekv{p
z>74cF<tZV$8^V7#dteieNfut*M4mgcj=s-j_m0~tL&PCEMt^LGePhDQ?Qw(zBK+1U
zise&Q$GJl|96A8uc)ki;*>;fBv4x(C-&@Ic-*YJEcdGP1KkkwQN(v}-9=eG6=I31|
z)mKl)NQTuSHtDKQh&0?wyLR||V9yzi>SH0rJ`Q6Hd8m1zB;?0R&J?S#S<P(2#neWb
zS7ZIY^<uV?UtfsXa@}V73bDpur{|j`EfeiGBMo2E!JHZK=S+UTNlpI<74p1(#o<q3
zlqaI6{%5@d)M=rhHE{LnNj-eE+}D>?HYc;k4^`UQ@yDNsyT?=2|J<|u6108UP;T;&
z>UIWBV|kcIWQ5&7C+LgmT$<_{s3n!^jypq!f@<9&!8f2B<nvi@?Ln_v2BT8wn;`~@
z2meY-MiJ=GJ`MtE(k4f2&32a=PTu_f8}-P3ep+UVjrDA#(T#xQi;kWu$uTD#9)Qko
zX};&9s9Gy9$Y1Yunp{4DTF}H_uVin}GvQ*dL3Be7VV2|}IAbM5N;4}%tMqXF<kz~E
z8kN-+)=Q6_V}L_zBqjppmogEHUPKj_QRgnv_|jJmH4$1OSW^xXo<%MUCiPrdA1@ry
ztQ8vUe;x=-KR8cFy;7W$1Vb`G=<T_BqV|M3m(`E|E$8%?KvqZ+TI=|0ta@_*5UoEf
z2lwsIFj@7V(M8r1j-3**MhbAp_<aI)%Cd`#h-So`MO>4Y-nQbUNAizoi+Z!a{Q3fW
zmx7)1D^^EY003x~WS#@4bU&H|6}D+7Dw;|o;*tDbD<=1m<~Zk(WZS&I8z>n7&@>Vc
z8nk|!u{l7r`A$fFn%?aLJaeocSibX4+W7!P@MQVZ8pkJ$t6>?OD27MX$5+(HI$x`8
zMS<YHt7X<Ji3ycmVK&<jT#@aeX?<RxRsMlnr>SA(=gG@<nN>xcA}gq9uNRW`a(e{r
zxO*vhH&@>kK~hE#F;PP}ka0Ts;9$h?_3nl@oX>=7;z%=xsSykTfX8x@x__=d=r`J`
zh%veo_cw21H@c2TsvWDQf)Zo$NSG&DFlOr#-Z5KJb+bQk$mPf2VjB{^gED29fp;#D
z#1{r^8+iN_85uRX*gjZRNd~!yBSQJ~a{nN>wSOR`nekgoRecjj3J4`&Zv`$fV4mx^
zu~&}?WY}rOUagyrCHZ%+ClCGq@8{OEhte(kda))%GS84+@OMc*Sn!$ej9s5jT4jN1
z0`J$r#?eI@;k4Jbg|v#;MRp6*-3q~+r}peud)d6W%SB7A(^`ZD&+To7t4K$Z<+5)l
zNcP=`jls++=3_R!r7St8>xVb`0Gg+CeZU~n)6<%sb%u%#b}#%@U~WKkfU6A>#=$QS
zMzm(BWrJ`XEDvK6zS7a2^D4bpnFYbtBcCyU;&D8_$j^Wgh+dPw9<2mQjd<j*?ypC)
zTuA`csd&e=C5@NPpn#zH?L9<{DR3O&RC(+H3DJldaXArA#lanDa{>nt$H}RCNxedV
z$LDobY19}nqK7LAjn_pF1oD8{20K;2go`$VOmiN75%x2*{!m{@ksYS+=J2caJ;Hbn
z{IAb(8Rm9(q(bIgcBfN9DPNtSlbiH?HMu!14wLl>%#BJ%vrW?5v&fuJzH+{1H-!aQ
zCD*(lIOCZD96R!{pw2a(KqTNNA669(BGxK?YIO&!I0yW9NE;T(9fogKVI6&U%>p?Q
zNWoU5@rX*Nreei0aP%wd%0-_&!E?fcV1iIne6M2$F@QsNXWVDdXoQ1@#jMnf?dw}V
zPxP%tMFG6nWM$>USzH;y^bq-2D%@JaIs|TumR}2HA4_CWN*(*45U1qkct;lVWz;Kf
zlHpL9+BzW`%pUWh!TX*DesU!2eYUlreNi{*uh)z7k2GPv`TBS%UIizJCayF>N#lEd
zi|#8dKJ`D(f=BM2zdIz*(Lp76pe3}E#j}?nxQ2iC)F%}HPe2{9VK0GeMp2O$<#VD6
zFxvj@)6(f7;pm{F;G;i1Ow<-IVqgIGF+kZl_!m>qj1YhGunkU;@{)2I3sQttXT1Rq
zGKgFHL?I7+pLA`d-#@1IZ8l)OXF@~yY@JTGV1YIVN>Q#8ANz$EW==1ZS)$=T$K6p2
zA3$bhNcs2oEDo2avpctWmkuUI8w%yaJ;LfyZVjc~82xVw+>ItmyIRapQm!MVG7i#g
zxaig(C-iKnwAm|D{W@6OATjk5zYu0sMb0elr{{4Z8ahbM0@FPE5mZdEMB$buUw~61
zyzkZfO_LKt6`Ya&>l6K8CEMjjm$7>uC@7yQ=a{H3z^#15%B5<%pGcLL0KqDGV&nkw
zrT4`rgeN_WaMv!KC{#Z7EJ=x8C_WGP+aIE1aayGMFo25om+KJSkoircC<>u}Glj92
zu>lf|lW7<prfC@T04G;@mPSSbnFfNI;c$U8Bfv%%VEX&}&J^%(Pk<!J+x_!7H%~!!
zLB<4k4#ajp3~v}OpBElWckHeGxNLpB2sin=BmJ*mcn#n^{*gICvLRV(*GJDl@J&Df
zEQ4=#&KB4s<McHdUZ>3t3Wjr5F=_rLqn(t$l<;JA(5f43Lq5`N*y2FEACBvkz8jg@
z+2DP?vHFoq7c-_}N!a_69#2eAY>d$e9B4;Qhld&PHiy>3(6w@E-1@#yjgB~L+SR(O
zq&7h>Q3nALDu6RYQ=>|ZpAdY*i!NQ{4-9eYB-tOOXJ<IU68a?!_=?m*jni4QK-I~7
z$4nEo$fQo6x>wQ8=VZsHAc&&YwDOt^nko-EX(VmKV9gEIe6qqxvMAN7^BJ}TG8|0=
z`o!OyxIj>%C<=VAzuEOIa>m7dmSi8kk6xY(D*`SB{_BZY-*-!a5u&%dTA=)coNqcU
z3vk_tm^PiS+=p6A#`hTzmH+oMDcGoyVneO&>W<+427h!wBm&t5C1@$2%wB-#yux))
zxg!_ozthSpzXgVha9M#9icZU@0<5CjpqiOIbo_RWjAK6pKXE0fGJbR$4Jy<^-z5Uj
z5$bbQIeMO5ue!Jx6)RtI%fs*>nyVac%g+`|Z2^Qbx7RnSJC$Vb{iYre|MP4_UY!VX
zd7a{Gk<qU@1~E-w|IKugb>^(jHC`%-{J4#h+pn~PTIF_^AiYv|k&^DIgKz%{uWoVL
zhFm=@FVXW$gB1K`XX5>O0YHMLC3g339>nlUK1!^BS9D3zpZ}M`hiITZh*58=a&MC4
zstTWZR^wSW+7*9i-$RCjq$rko?&m&@8+z&lh0m<~>>XjlSxv$I3ZtEf^ysPEYY(#X
zl5X<wUqJ>$9r;QLO<)%G=M>Bw{ub?awhr?XY9z$TPZ6xGGTELRW(zqqm0H}@d_nyo
z7J=q?g-5mCGZDP--8#|H>=WtcIjX#-I7Y9lT4U;#`?R8z@nbq<*alaqc=hguL?f?+
z2xiGlzXaVpIZykWuO9N}34@}xF)J_90RFxG>tU9TRgaj^fJyW>avt&5F9CWR+@K++
zx3AtE7>S%%V|7?X;hw0Of&O!xD_IvX3GX`p6dtmAeq>bv?v3HnhV9*_3h;DZ)d6A&
zk~?^H5lz+dk_?MF8t4is67@2aW^`w$5kKUEJ2W_y=J@>SxGbnGtXR$#jN+Fm5WvY|
z;rE}X+uCD$I2#kMj1sW<&(eT0xu**>CU;8O8_a*)p?e{ae2i<KJhpvW?>g_#v`nA)
zN5cqS6zG&ubba-_JF~4jXM(m}wRjP`{A>dj63)>&I#i*2EvD&B5S)FQ(^C|LiBU$Y
zFuS^5rA>N_;y*5^Uyl_;5Wy`zd+KfPbU@lv({%Xm!eAQsoCz&zCmMrP$Xplwfx)*#
zRT-Iw*dX9x7TsM4A7{8Cpj3y!$Z-@*WIB_i<KJBP1rEdx{i<AFf0h1B5|8D5^QsnY
z#<^N9WI96|)}3r%i-@oXu%Obm5AyXWHaLA&8b`D~Y5<1unRJqplufW32PKt75WGY@
zqfoqi;-`MzzlOIclqLn{ISuMQ2@-xv-hD!QWeEJ9%zmiDl^+g2H0-IoS%iUnN}n5k
z9{Na?mJpM2w!hnw3P|r<@MU|!`4}VfH%#pgO%YbPio-{{69Z8u=t9n2x8@^XwylYW
zz)!2UpJ<q8-MSb3BR;BExCh@k)2Rip&xa6ZzEp0_?o7)YNUu3=610^sA@``1DXvrx
z)xS~~ex!WdyX})cn5NK=HxN8|zw1gIF|SS4!d5Wm_vC^^Y|KTs1L|4)XSYkM40dcQ
z^ZOZWB{4*(JbJlZNbtq|YPtvD`P-PVMlK`v7Z=D;8v`H;EU1nZBO<D=RCT#@U0>$!
zJR@@Dw$fY5P9YefEQ7w46wVr(Bo?l&4e{kr{!@^4t`9)^@|^}OXQ${xCUcJcU8Ye%
zV4#PFilzxp)7T&QOczKmf&;x8M43jmEX%^*wdtr4l$QH>hvmKgehR(`%DeZyH?Rk|
zlKa&1?=`BpQtT{nw{krI&*mkP?LD$HIe!~RoD+(<cbB4Miz>1<P!GR4l4l+PeQkq)
z4q#b&b!BC#Zz`M}G}pDDOyIsa7c<b7FV7~afZ4jA{1IPzT39-VYK1iWA;$EX4f|D3
zJ(M+m9PU-Tx-<W36wbmW_$Khl>*>%nQLRD#$4SMKpkh3Ys<eE|<@}I1Io*k+VronZ
zQluX3)E{)&a-qMS*!sSA0>Y}X-(pD&CE}@?3U5|rTj1obR_3m}GP)z@Xa7tU43uOp
z$6GG)i#da}cU6jo;S}k-r;ugbTTX)LFu-fY;cQ16ynN&2y<Z#edlnGZPh-u$J0n2!
zH>!(`(etn0>0L%R*-Uh245X5mA+}r4UuT3GHtNGGBJOx1YoYxC=Ng1jx33QVf-43G
z(+(8R+HAxu&A%#39&j7a$}B;!Vfv857JKa?MMsGueVF`k$Mm63M}MQb)uX3QIvFl%
zW~P(j%GD1aJ(00oN2L05WU)Qg&0!G~Hq`6WGCueCS@I=<--kcBgl+G|n$P9CUs*%h
z^1uuRSbpL3xc0~dTAEOnq{Ee$hO6<PSK(BMkZbMS@1=c+`6bgDp;xAn!*6m+p&#sS
zk!x0)`}Zv%J}i!UVFL)@@hJ<LA7nb=PB-##i8IlOpWGplX*G9;+4vHCX)DQ1&D!h7
z-G5Djt6gb!n~^ked!2}rid{1N?n=I|VV>i(&WpuM#9?qWa*|*pyVV}$>J3$CvA^CY
ziU#P__;1b{mKmHyh<`n%=ce{I{<7W&Bqm}#RC^<<vDsL9`?dVmjI-B>zUzWcmpr}y
ztCrm-4YjPqePH%6s^?ps6bse+Z%>GX7t0;-oIcQgHPL(d@%HdT8tlFp`~q$ac8JwI
zQ1ny^uSt4QC-3R!hVx&FO4fE}3ErX%CR8hn=YycV7I+s2+%+rTVh~HV@()I{FhF6P
z8Ah~UXyfMRBW}`lmr7|yW#V(D_*{=s1TbI=AAgYwvBr8~qHipV^hsBz9T^rBfEPaG
zYj(2Phe9@$oII7M=4IKT!)G98S-=KLu*!nP?)s_=CI>g|zqRqJ<4R;pD@r3*<X`<p
zo>NBzDfW%CHF~t!A*%@Gy&;gl(AS(r9&0XOCeUR#ZBk-%J`g~`+g7Of^YcUgd_^nf
z-`&C@N6Zqu+VYIY@`|GrJ?OtVqSr$rS`ZI$RS6Y+!7vQHMEZVEkp^kc_;;RE8j?HG
zE%5Ob%yDmG9q6gtUM_tRl)tuvX1W>ElxCmd?Jz}UoVItO6-*;#m-P~&c$r4kVxG7y
z@969dLlQYrhS^=6th50KNNoS!;hg`zbfm<SvMJ2?ZADZ3eBuC;_|MB&8wNNhM1J#~
zM7ma!-Ir7@RsOt7vY3MHGV>(B3<OVKl0f|;jAm;F(&4<k+WSiLdV<GWq)n*gp4#1y
ztwIa7e!+n`&XbdM*FtPZaxW?rI8H6|k47?nm#2tB{5kIHr>QE+^&@hrwiL~+Fo6}S
z&{;#iSvjlsJ4C}qTmMCu9C$;8-b)e5kvjF?{K*%xB7c5$)=^U?*w;oB8tO8n99#Q?
zjtC?3zhR#gvW0RLde^`7a)f``$vwWgMH<hv6g&Fn83<A%_;Px%dj)8*kc*b(oy$p>
zgURK&F7S&q)xswVe#R3CcbO?=*eRjJC3=DqmVw{?W%^5R!t4B$9xqJfN%YgAn6<N%
z2R3YxQH$JXR~xa0;a81JHD@~cJ>QL_8?M7;r4?O+#2wztlk>^s03fYJ_t0~+Ry1{#
zS4ktAg&b*ZXtk&ty6O=>l<U0@hF9pdB&kg2AT8V$Xd{_TZG&KY4w)aQB4`Y6ErRy(
zAA}R~znN%*3(luctZLJyxBe>pBmD$k?*P8<c*(3eHt=(nrZ5iu)^+ikCc@|Q8|r!&
z=~TQt2HtawT`XjcYtzoLSI+1D&Wh6;a7ir7!wF}<9xoenB5+6Gff9xwVjUv*_We6A
zjsz2diQ`?{8z{d6ickoi0R>hV17B@LoOs<vY~iR}moZ>(?1xUvd0To_2P^Z7iIsu(
zet*44kaKk=)U!VHXIHk%^WmlX*t;d7*%81()KyySGqe>f{OPz>CzcszcP=Opy|<f@
zT6<VG?6NsT-0*VV{_EJDP~TQSioyx9W7n?))CsIk+k#}%<3JTUiBZck+!;HLKeg~*
z1{!Op7`){C&piAg2J>%B?_Ynj+uD#qO7)xVIa|An!kpdj<%Ylc+<*Oqz(F)*o?qId
zI5pfs4?=e$gWb=viI7bS_>$iWt*Kt$6~!v##qUI28}zVJxghk?ljAjPY-~m2IZvkw
z8qrGo-JhbR&jnVq6!s$OZ$<)brU<l;@tq0m_u?7exR&ktkcrB^<lX~&jD54=Ma{|e
z1cE^CY;O+@AQU)d`vXf_g8-Icg0%jtVy9nopLJP+1WI0Ao#<k6rZxEnT{%cTL_C5v
zHk|eo$A-~nDUJa<7k3HhS9`@BG(0~9D>;_^m5tL_^>0|=OUgtr%k<U)rJ%CNC&cK!
zEieEwzZ7JfKjWk?<lJfBq+YUE?+BrZTJ{GdnRP1kge*`-9a{_64y|YQD-R)5XYH+!
zzOZo{g|}yit*NoPJaGn_FkO1-HgrcH%x*Ut7&d3NRKa0AbMlv-x7gk}2=-Z8EBz(}
zh84Tr(x`rEW1_jQ+JF(4JWQwYC-kdO$<y+cJa3+N`8DKfxXXN-_w3PJmEm(3T??j*
z(5-~(RQ~D`#CL4*<Jtyh)itGVE@05b$RzGzUt>D3M7*TE9M)G1V6@b0_F~ZZC-!+$
zIfyN2plWp!#;jgg)N;M#kYlP8X~;`&Us$;Hb68AtTqL>;>spwd%?yF$-&Q(W3lDFR
zw7Dz2>>@fA`_XNa=?4FKCa=<6Zv09^|NHcL@L`*6@M(+pRiwzr%<@{MXa^3H!}AB7
z09iuDJaj;R%RsXe?#^FXc!cRL96bbd5d7oUo#l}JUGw0CmV}p<9$DR9d0yHVe*}E2
zw3ml#gG}<7dVX-r5xMJUWJ0}yu;owAQYl@{%P!{GShDH}teIk#<1a1CxcEqSd+054
zh_PkdSNJ7d+d4<Zc@tfTvw2`A`kJBpxkt_4JaqYQg2`x`moLjp16fU|;*{W_uJICK
zP@N!~7^E2l|K@Svv}H&uyJ%m|4Zm{`RgwE|hS(!gqxu8eVyT2aSM${APmNl7Vv#l^
zWm4SOP{vmc6_+PODnhJ1KeZ7vuH>xS;vt~NIoQ3g@u|cOG-TM#zePB*{!B@)nWSYY
z3OZ?A>~9W#fT&52m%dD!%*S*a5yRM_*r@}ux-t%Xe7!NZu+x#6QBIeJ+7%GI$r}X6
zk_aCRlTsu6wYamJF@p;Ihxn0d?gxsu;G0go+{##ef(~#^A=KR;gtZ>Zsa=|e)7exz
zYvU%`RVC^nu6-$=vdA-*q}DEraN250nhW=Zl`GkWp|%U&^8$`Rm;x0W<&&Abr3{>~
zPji4d(KLs_`=32i_regx1>n<%CIfJ!vaCd(k@Ie{`I~8qZ;P*x4!Wb}1StY@+^+gn
zFpE}f*)&p?AmJFt`ProAE_a40RUCmrW}&g%3-?HB&q7-D?z*e*Xx3N75>?*`$#Bsz
z)HT)ON7eyMZ==I|JwJ*S0~bekC%iMu1a7PZaOKX+4LQgx&<R4vxly5)iFL&kKX)=Q
zm#!%e%AtEkz$bdRGBspGW`LISmQ))vHELS8hda&D*DYSFGPxQCCJO(|VWtx##`wXG
z{LTm@!ZRZ}FLtLZ(R<FYLa<F*=Iq8_d`^EX3QDg~sjt!L@@(vMh?QL=%XZAH+8!UI
zFodz6R{@!cU2R^effU&at#Rechi2yx$67|jd-%=wB>Uz{EncW(SlSMkGR=;r`$1DY
z_V7bWV0Xqt6x(aV<=qa{f_vOq0nU~f<|X=_wkvqeSbgv*(u|#o_8w95HaXa<bU!Ua
zov-RF!|t!b>x-)X*5>x8TF_KJhSk)-JJ40@T<`B}YZtNDRxpe97{#vTTw(4!&FQlL
zCW>fINDv=+iJ!ems%Oq*`5+kA597hlH{zuWhumtJ9GhLDSaJe0RjXMg+^$~YE}`XS
zeI#wYgLJkVVZX%jZ^EAb_F!kmqE+<!&{YvSF?E69kgVrnPo98$^N@cuA^7SuZKUyd
z1!}SsQ_?ZDe?=C-TWxi$coxlbW?j_17?<dG+lM65;d3yYi|)z1OpJ)Wd>_bFbB<5d
zVP+)PeU`_!gJHEoV$D~Me3xIY4~p2I-x#h-j{@W`Kx&Fah}Obu8#L#kj|i25f_v1C
zYm_8Iz5I74vfw|=<h5g8ZCAIQXXf5itB%hMt&Y1`$xjX$$u!mXb)L{ea=huoF8*c}
zoXiRYjZOrFXgw$jPb~IuzPM5{Q^*xkpX~|eiqq{r`^*juBx>QZNEgz^E-))s=pDN}
zcY{_xX2i<!qtE8DwpSApz#%_Q{Nr)%BC5M%?Bkw4M4$xRz3y5LuLF^+iU$w%{bk#Y
z4b=|@6xxHKYK%%Pzi{ZWHOqO%o1(FseuMY<kT?t<3BD?V4*(PeVgK&rwlxL*&2y7v
z*vP<e@qL^m-9V_ZOs*+C&3ih<U3@uG_CUz|9Ib5~be7Iz7t0gZ{rZ^*ahcl~<f2dB
zs%J$E@cc0onGM0clOrH@?xt#N0OhrW?svV~>!BYvgE2n!RaIG8$_z=quRUVFlKhqH
zC=k9c2cWtTyi^e5O>ni_->diF@TC_E-co9Ug4;8Ko%ZLg^0(LiPbZR5^M3qUo<{m_
zc9mSJSNY~2_=;^3_bC_he`NFu_{d7i)JPHhXzTp_eDQB4p)s<(+l4mwLco&p4|&{O
zr_{>#P_3)5_vpS2mH6#^iGzpO*`rwwuiU4a(1(&c_~8}H`yfAkg0^O${U-APgw@1W
zZ3g1kOPHjG%a*qG<;Cw}kK{Q%Sjt9^kkw0LS9#&11dfBeh@yQZ)>%aiCxd~&gX>pt
z#1}u&F~UL7BFD6T_8ne2`F9_}OFR6wCp5t#mxyDAW|>}=FFyNse5(cqv@${`>+nin
zeTb^xi)&*-8X-v;>W-2W>1i_kmbT#tS5%=*3tB8RdG!jjI!aOU4ZLN>Zsp`G63mPK
z;zA`X>Rt?P{y8@vB;Mvx85J&BTRCSvkV+VksE<xrUi<P(9*$5TrYUA74A4LmXwm)^
zdK;l{T{pyM!;SjOQn(KSvR|Cx5q!TFSwT1m=-NN4t63Wk5qC*~SdNqW8*u=t$W8(|
zO`>OM_cxF$;kjAm-~1g)%0WQN|M_P1a}<c<*l~Wc1AX@m)%tJ#3kYZ?^=m-t^UnwT
zKmQyNT&)^yaXf-aA>$0`i>bpB*8&#}d!FWKhWyQ}!OHW(?4tWX53Al2xMq>gp;E3D
zHuu08n&JF!g`|WC7Ulb68Obg3Aj_UgteY+EW69{DZmmPWS`c!^c$;fO(cw@YuHda-
zZ(*8MFTt7XZjTSNo@jS1vE)WYeI|78qax;fJs7i);2b}xY^D<9>)%aFJd_jF&HpY?
z(Zi1Z^Mi`a@?SaYo+}5*!F4yO#oE9n!<`6A7gHvMXCTdF<L~N!lm6R|9y|Ze>W$G|
z`RYdjx6-@w-#qm{!zh!bD2jflLgxSWHvfDZpP?pFD?u8x`iPo#a^Hs#=m!=DdpC;_
z@Dm9P|J>pEdY5S-iC^~aewe2VD(W`ADBtvcg%5-<X^Wl#%@dyZNYkbDmTAhj2A*Gl
zg+l90X9IXk!}E;b^3c$7(!^H+eg4g(L3FH;Yf(gzSH+4BS%@I@1px~rzb06TB8yXl
zW{50k;txs{Ck>i^eY3UfIM;=ftquZY4i29S#6C=Jj)x=5I9Bn~`QJP!C^Uh*Zd*{4
zBn<p59!)okF1DaDyC|akn-}3e2qNe`ifS{dv_myi(A^y8Dao}U|LB5D7Evf>|CnEC
zh{d}CXJ-=%Zie_F-NFlGY;fz@8B<tGZPLKt`o}O6p;HcYHv1n$Qa@8BVa@G!6fPWR
zCtY)>FuAyyTtme-Ld&x@N1Ilc=0<jk$$JPcNZMBkHVyav#d!;&>shZ>d(|?GcNgk^
zKV!N%q$m@NFbON>kBe`lT#|B)XPedXu3QO@()l6|eR&B@E1gZxY2kf{msh)wq5!nw
zE)q7y9keSRrQ<uGcjt5I-nV*mn6hhG;@*(DnFyRW{i6jc*43h?KNiQK;ZBP*TE_}s
z-VEI}GBwFa67Y0S-xXJax57b<vnuSHy0s^L?F6^Jv;JNBb0vxpeE2tu!V=`d<%-=W
z%u3P5ia&e1dMs!HM&jsyn?a=g4>O1Y8o*XgNv58w)&V#2x3aV~Lh`L&p=~cz+ZKxb
zGHAHlTX4ZoG6Z-HVDc(rFkGK)m`GZk=0AFKBn3f$_2P)OuUX$Pq;dtm9R-Ha79AJJ
zQQFM`-Jl{YW$~?-V9l0={(d?Djo!1^zp$rlFlF1)d-;LgN}#}hC2WyH{8-g`%DA!E
z^s8QRxl$Nq%I*r&`;Rq3R8KLJ;AGUj5uCRsxS(_XSGOMOryL;dx;BUy{sw}StM^ap
z#)?`JXofMcFeA_teGsZ%4a}x$;=CiWpS4hVC?eRf3(scvi!s)6NRY4!-d!w=V7niH
zuPXgxM!4q(5{tt?`5TM=GdgwIT~C?Eb$G5C(qG0N@rZ0^n_BykL&erzC5M+wZ#^eT
z44bx(&Soh7{tl`?S|as2Mm?IViD96ufj|WahXG#q*N^Q)qYU!I8ULsvlv$h@yn;)G
zZx+$z?s~;JsLt{shfSDP=G2KVH5?_?O~<~#Id34l$28e2zcRA?mJ=7ZtpIgX%O=>=
z^dzM{{3>*n<~MJo{}z5Rc=nRZ5QHVP;feGb-!k)g@>c%_0UEUz9@}lUx)v768<Kp&
zf`n<5{HS=Z3YzPBhBkqopE*hpIf-xi5=3Ch*I-~3y<Vi`c?aKGS@f0}dI>`%TR+GS
zRr(}RiTG@7X)>lrg*7rSr`-nd986-MoxYv^AI8oi%XuIP!UxhqOiPQIc_*|OEj<0G
z|Cs|!zvpeYyOb3XpIw#tR^3nXc7diolYcT665Cs7XMGCN-_>MS02L;CcD*huEtE{F
zv>-bUX#<aNmssMen2(arHu>6@J~$F3$)w8`N?>VC{R!u?Tz0B0`pgq`u`dQEQ(=Aq
zaA$$&y4wk&*Xun<S^C_O2Gj4(OU1u@f&SDpP$M2YA$};d%oy*&k%!^iDY5hum!ci~
zpAU5!T$C{r7;SnXC~+mTn}?yq7gJw*gJHjzq63Xk>=?-s=}9-mI%1zRQGQa+ay8Df
zfA?X2&?)hXZ+p{hKcA|A4bPt7y1$N>T+)Xs9?MYAERumi<dm-^l3zc2ww$h9tYW+l
z&euhV3QK4!Th$-WRa2Rbc@>MlsvXWLtW(r05Ir%LA$>SOY#P-x{Nw|<Vk*Z90L%a8
zU2A9n7w)-f7I)t_{b0E){PltOJ2$5q&3!l#KS2+QMJQnra(n}feU?-|Rv!nbw5MTb
zg+UmYgvAm-c-O~EJ?eXQP3hckQk-Xtzmv<Ip3)P5*X6DZNCcl#G`1FM7%ET#&bWL5
zI7^+s(~MQ+{X1Xy*5N^u?enw;PR%7a@?DEV`SS06>8+;Ozs`6bJ#@=S=FWrZALf}c
z+Py#a&PF5w$wMv&-@)S8<vPf19++ghoqJm8kN8df8#MV*t~8Y1gjt>~C`hLB<37g>
zU+=<Qc#jm0O<BL-<VAC#Mz_rjK$6tyYqoOVCHOVZD>BJQ;DJFe<BH3=WdUf>?U;ds
zg{*N$j6XlrEXMHb^qz~q94NQZA|?K;8dQ?1njpD)-J>5Cn(UWr8Qo1t0*Ap7@BrL5
z0uuRrkp=(j{lxq-1RVeMI^0D`0y2B@by@zKn`g3rEvZ{*3ADfYW&G;}Z!SBs_6;0m
z`GBWosVK#0U%nK8YgXE&=0}(i+tk*2^bNskR9&s$ZpX|fu<S*?Ijnk=K;xnIj|Kr-
z22?VdKV?XyF0+yeB>AxAUQY?tNQwW;+dCh!H=;%|-XF(wjPJe``x*N;M^ze%zkX6f
zS(b6~;Mnp;N{B9>Y&2}fvOpNRi^Bg7u=TS;?zEo_J=ZHR=Daf;Lu(28oGKF#825S;
zBimywxr|GxnLjBsy1E>-JY3A3=5%Uz<5h&}DjRQP!l%?t?!T`;(d~0DM1}HjLx>(a
zuW`AgYZ-o>sfiJRugjy&yNxCezrPqn(pAdpqZjBt-(LEB=Um+bjgrye8<2-PUykeh
zUXa6?vKY=%M&(p?#)C*MSA88hgxasYgLAH-+V{Mt3ZN_mtCHW!;H-g=5*9q#hj@8L
z_Ytq)7Fzy0>C$sVL|Fly<&#z$NrY83wMaXgY0%lKwF2cI-o!r7gr^>7sGjTO`hf^b
zD?1jSRXVU|K9L@eBy|OI%%{JQ!6$0p+B6SLb>UmWUO#(zJ%YtMImWn}@_m@DH*NH;
z8|95!?+aPwo8#Rh?6W#QS_iKj2P<eOH$g0KO5Vx~BzZE~RcaTA-+X@KRE<g?id_$A
zo+kx9O!+?ZsH8~}r3&ZeRtc>@5Vb6tqKm(cRU_Cco_w(Lnd+#w8N9(ziuA~h_2M_p
zZw+y2KPfC78TXlZS;GjGW7pjHm~RGEN63)5ehdWPYHIxxW_78=T!7Y5e!=sl@pKKh
zu|wj(4p^sa=UUNleSj3qx^n5qTm=zdj$%R^t59!vbxXAZhOlQQi0^~n*E(2s+$gq_
z<xy#|!(OB55z<k_Aio$C=%;j=hU=HXT`vwHJ21z6Ac-7<jL6iay2UKtu{{h4B+vs?
zD~ARLYXeHY>J7N7f5Qwc%7-JU_V2sosW;22BC#gQ!n;w)2G~ikL8eWv&fOEKU%d-#
zN<cNrSX%cXKA!3*^g;_zyr(<>FvffVOcVf2qa+V$X;=KgZnM@dZ)zCF^weO<#Z_@v
zVz9l#``WhR86*gHm>`13Le{AP^&~*?DHEQ%ZQNrC<9<$wkI1Ni53t84J3u~rOXsSN
zAgb`c`<#ARnjdByU%qutfs`KfMUL?~L?c6Q4h4q-1tf0-F^D;_9MijT1l*UAiHZ1;
z_g12O_rRaBdy5SV=ilBgNTXrU5E>lpIT!Nbk(sO2$)+V63s)MZI;Qw*E)Prrf^}5j
z73t0honzs40769~{?uImyPs#*Mk&tg+OU`c3ts;r9uZv3Ztvp7q|^EvIb1M81Ka{i
zicqchdwr$x(cs1cCK65yBg!q(ij5g3zh$9i<)R(^n}^(1cX-}cq@<8p=MoOZeybL(
z#%?qES-5`5KgF8wp6c3h8Tls>doJY^MR`gJkG;B)YI?9n;8aIGU1FO7f^5TF8xrWh
zap{L-{c`@_5R22~WOG*1eb}Q9^5bk<`umE?H&<iPD(q<Q)v)o?L_aTzoNwGohn((0
zu>dMMjAwHkD33_saec)Zqsgev#!rhazkIa6w+TBb)x?AZStWAfbnjPpPEb46f<>z|
znd2@jh-MCRxn<&5CN*yf9KeL?zG1;ldsOj;@88uEl0!xbeE>f|z`xM~tlt;z8A40_
zVCm!FG%fINQG3p^6TPIRMakaNGR^bQN9Y3o<W-1~57U=nu*DU~(n*1X{aHHee!)vR
zF3Q##@CwD}Q=n-eql2;*PerEZX19S2w}zkv((Q(;c#9|e)phvEUV2wuJsSG~CYvhp
zp`0wBSOAI);{8aWKB*3TwX$a;V`u{hp0Q*@I^=HNom%(;zZ+w#WyG3A$t?1uLWhlx
z`WWg09Ymp%`VH9#g7#L2>XvcI@UgKf*0_A()MplTx%ON4;zZ<<Ugg8-lU5CsGI5a3
z5(Dzaj4f9m$mSOW#|*H(*k4~f#ew6ivZrS$D_iakJO6Ov;?hO>-Ffma^f|I_?ZE<U
zd^Y{Kj(N3?&Cq-lyH5ZJ_ZQ`QAjW<wWmahlSw1f++xY{2-<}c5m*KlRkj{c-p`(B3
zN=zl&A3AKIal}L>%DjBC9-FOQ6Dq=Hm6u^rbbuvhcrSzhrWy@h!js#SjQ22PE`Kw4
zoVtr3v|Z~tnb9ZY4EOkjh%8lw<Uz8i=)$?<RslLDO_cb>ivEhrn!}L0&RRgVD*oOO
z0J_BO69e(YUdQK1S3&M573PCLZsYBW#vIxsyNWZL6HQEq*44e>*>gNsDo(3@9DIA&
zsF9Gjy}jM?GhdGm1JW<VdDmw+Yb_T$HF8Z3w#Xk3qvf7gsW(6UnIM%|B4vy4;{uz$
z7^<NU8&Lq24!nT}ivqmK5x7A=RWJ?P&gqD9BY?XMlu%>f45IGE{$xgC7A><2jHo(W
zwzvYZwVFC`6PiDpijq{oe<@pZASUVw2?ptbRx^)6>#6@jz19PR7iq4!#Pu{ZYYUoh
z*xsDJ%7!z_y!J^JFU3>`cGNH#6JVSPpMUQ6*UmH`h}oPd(v4pf51PFOh|Q*Gf0vHa
z(R0gs!GfV$+-(3SJzdrtZ`3!0!uRpoHz6)WJ{pGMWglDq$><lb%#L=fp3E}un`OF+
zN68)!#AI%0(^m07iazA9YT_09-#w)|KgW2UOD<$qO2uzWz{Ckypio_Y)|cY+G|Ef0
zd3rw4%hpY}vy_LWqtdM`*58^|CG*XR8-6R!u2t*8gx1XA6{KjPoG>FdTQ0NhEJanS
zK!}JqjA5!3m>7L-<+u8$mVh^Kgt=h^;~NeiLrgsK#sg!K*A{%wraS~4=mE@Z9xaoV
z+0l%XACZN3;gr8a{lltE6qmA$HcLGw81*EM3_Q{Of_&1G<02#DkwVqBwyGVR0a$zu
zMkO2vv;+}gn9mA3&&3=r-~LS0+Fhj4D<Xv3(i<rF6~B#C>Z87xW(=4~O`5@tXwZ5f
z+WKREM@7SxTyG|lJs+aM0y?*^OfQlH_FgQmB@{QgcF0dio|Bq}@U5C-Su5&ha{!t<
zh>C6fViS?>N!gT?E)07ad;ieJLAm<uMOT<vJ*ZQ6Wm+QyyKNNW(1##vf*pz7f%Owb
z_@g_@#Y-Rg-flG+KlHFDVGd{((sm_nwFw!>iHjxjAV;9mT8b{@?RH+g0Cll49=Z3f
z!LQJUwKMSe6#TCpx3>es7*~13hY0%AQ2=wgtqK5oLIlS~3|#4NZhH87Lz3+4@^8L_
z%wWd`Td(*d(6V4ZrIaO<$bc3FqG1c1QS#M&S48-jlm}xE2s=0#{swK@{OHP|-ipwh
zWVG2T(sjxB4NhS3*NJ}(#s2{$M8&!UL<IUJ1_$JE@650Kvjqu~<88*VDz+fo2b9ur
z$N*xK?WWfV9sZhqNds+COp_*l1)$$HU?P!-(o8^0?A}Xbg^?ArU5G|4ydj5Bcb(Ji
zI4pUTI3^1$&s#3XXQ#JLrOy$BPR~z^AHi84;Y))X7$-%1gu*F@1P`AnAJ?h#CDR4f
z@bVUqOeHTxh$S=31Nh`o3ZbVEtO@P~U7bYYW)-sp&DmnI1zxWCX|X3Hy2G!(g)&ms
z%*+!0Kwe+_hgXv7UDc_g`!8CGX%88WX^Lwc1eQ)veeOCw-piNw84RwbjJEk0?KZpl
zceU}aKX>;Nm@mIW{?NZ=0b2TE;8cv!?>@^bS|b1Yc(pugP}S%Be9HDNyhR1x&Hny(
z`;1J1)^sVI+ZI~;M62j(mbLj_DGk2pLdb+hbV<Z4753CjUugt~c&~u7@%xuN{qN72
z`>OrOZbap!#9>~)nfgNRI6Yg9Ig&NvHY7Pfeegbu^cJtKVd&yI7P?RkX6Lyzdamro
zINvxn#dC^LxLE2ED5(bSOT3E{7=>A~J%?Swd1gaLmF{nkwtJ3D*XP_tLa-Z^*tNee
z5!QAb$L;>5f{Kqd|8WLCAOO7N0VNJ&_{HZ`omvSG)$0d(=dARy{&307AY|}Jf%0P{
zwWUEECEOJbLgbNXsgETVD5(S{vZ)Gp8Er-QS>aj#8Jd2l0{R9N6aKA|6Tv;P7nys)
zN=T-vH=fN&3W^)b7Lg3t&%En5k1{a!%V$|Z0$CYUwkpWGbz<hpMc0)DeY%;spv$`1
zXE|oEL}_l%kcNy(Gfz@GXMK%Fm{t4S2Eii9j|+lN5s^qh(HFTHXp&s=-}#=u{@6Fw
zrlC0CW5MLUd7=0hcp<m~r8###UqOj(6tLyTUcS}b8Q$U6x@DN=(&tY8vYkn$@AF2_
zM2Dr_viqjHcOF5Lt0+<>CPJz*B71g5q@ZJWgwMSMo@sUlQxc)Z3NTE)xlBA-gQOA2
zsie^KH@8K4_49?x^RR@L=y}z00|6!mBRfYKR2DXShJti^2pQZvbqq_`1-}-pUQwOS
z;YH@m@qD-C60G*88r?v3a$n^h+&U_@vUcy8?6<rGZ<$Pfp#y{bwWL94X5a!RJ4iC-
zSg72;>^N64AJj!U-$U}lA_vtqrvheoNXRew7UEg0dtXEAMnKZGJ~B+AzQZ-~>I<<a
zxslyR6%%(}>R=BaN&>k&%vbSmVNRt6zU!=QSUho?1u9?dLB6mD)qs`jUyor*XqRpt
z8YPi`q%`_KSW`3h!+)<KxY)v5PtnHGk&FBlhtJ281D2b3+s<RXi((vM8a-btFwQHA
ze*P{5P}Kv97TEIVW5Y%m+%&dp4c<>Kzbb_Jo&IL&g%@TBu3Y+bejP`MQid!9GRV)q
zfAPK@aA3%YmZe4O1%F21_YCspnmXfVH^LN^bHon?*xp=!^y#oW-8idRs>3Z3zU|0c
zC^=-fyN^Ws*xmAc*N|kpm?eja#~cF3NWSuJ@}@1`2TRms7xH)m4G;YG+q(i*_V<;h
zC1SOP(qhA&u393QO-HbB8N!wI5I4x5g56MN+Q^UbPM|{go2h(Qzx7S*e^t07*xf;|
z@ufyz-z3{phejFk>>u=pbzCzv_)zyg_6;}F_{RG}_FOtD)Y=v94-#+}{c$;u>8%L6
zZ4-qC%761@t0W<<N4MCgr%(?)-tD6-JhNfwihzsI2QCHT>uapv>j6^V{aqHd*qy!H
z{5l^Ci5e=sqkCz`b;C^1&#tar#ZoR#=9;J%`CIU(OtK*8Cc_TkHqc?G&&)u4{Y<*R
zbi~>=c{G8*p;cC<2jI6lz^<5@-vvq-_}A+Xl~5G*9th&Cj~5;2-v^KDuBDI|e?uHi
z8$MCMVgxU%0jt`&x{Gd1Bat0EU)ZFSkS&HN>Q{<KqJo+~xWrZx6GgaLwVhGee5w9u
zQ4OX7VZdoiuA<*5g#>qeu>F^sNeW`fxc<7We#JQFUo-I406Fk-%W_|CKX<NGaCB~M
zN_?e#)WK97sFrG&wixo2iqzDgew&jxwI&T;YGaaWQTLWLTmG`$GsM8ZwrvkSf)p;?
zbjhgAavcVFfCY(4RaMzG`-!q2vPBkHJQnm4w~6Lc&9)c`79a?g+IUpgbx{YP%>1;@
zu<lT#x~tb?viFuP#JvPs|2Nm{@18M1zDvL1$Qwb9xb`r1r`t)Je}g^WK+opdCeuL{
zHtYxL6G6+b8Xd(9#J1?x=noWh@e%?j^O$isu;(G)vT^%N)vReK{A_jBNuje1e!usJ
zlk%K&J>Q4;byd?QbqU>hNqpwj!oGny;g~VizWxU<(s6W~fxQQ4zaHT(4RM17&LxPy
znPdLWcvX2l#_ZFtqV<LB1klgJhmqq8?~Z@c@VoVhheYmjNSGqyf@Wj@qBOm#u$H6I
z@|!v{%YLxjl(~!yu!t+r9hq65AA|2`h6i||C1MNylA2j3*?1~3lAAig!%U-H`<qf8
z$uFdTTRe)AZJWTGgpr;@f0sxfTiaiEy8WnMgTku;)g$DiK*!C3tUDJ9MM3=yHH5kM
zm7i$NP8011ek}SX-EiOfU+|R4V0A>T7KKOXeHO@g5{czVo?kEspL=(xr2}4Pwvc_k
zKik}0t1_1E&A>217A^nR7Z-Yev%%Rg1<*%@&;1)2q+fBESBoM#O+KTQJ<nJI-J2*N
z<p(|Q54VD7y8bJ)vL>Dd1dAPfvZJJ3oG8)lVYrwcgY5<k5<Ry3-wZ2?;;m}sx;^|Y
z=`Vfp0L5&bH)Vy~Zq^53FUC#3Ke8Jn=^btV<~2E$<q*+V4P%MUI3+M;^lxm|PVG22
zyXxKQY4^i3sCFk&{fO=Cz|Y1hm#3Ein%ajJNi809DG30b(mF0Rwn=VtbUcK@OG10S
z4&}YipL-MOi^UC{QBH^yM<zrF!2G$k11jKmwUCSH=2%A3lN%=w<;x~<K5EWV{>KQL
zTYO8-s+yu<4}a$gpM~b$m`9!*%M0n(SkhIu)5uI_E83v)Mseitq>O&^Wy{w_l;58`
z+MBBjItrNk0)2S#Gb@5}yeiB@DIVCW=)Ml1upsp!T4x3kvy)p`B(zA2AO2;^cWo(<
zzodEZiQ8B`XHO+8dV}kMZbqIC5oVp;(pybVAWfr1#PFKF@o`;8(9>y47>j+*@&hj>
z{p#RT_`Q}8u#AhifrqWc=J<mrr^p!mo1Y$J_qthB3<(!z+~KcsrbYurf28I|(em{2
z((5+3f4_^YT(HJJU|dUje;+p!93<9;DO>T6ReziN`02ZdF3I4<v{vxcGi$HSh6K_*
z-evaCHdaS;kjn}Z>c4YqF%8hF4jFBB*Dg(cW17NQgQCf|e!aIme9+1NdgQ+-`$km|
zAayXN%RR~-1Q|98v^ef#?m9Qq1ksEoy{72)E^3+wyPUhja67vRN*~YDF_jJm@srS1
zg#MdD0UXXe%(F^9geQ~>bcL!QUU{Ql973{wEK(z-@eqBROGgDoq=FQN0jhE3w@=F?
zzPsRLv#_0<+J|tRTuymr(Dt-*0^WSSP~T-C(MvOIdt40Rh*8)!r@oZy_kj||n4f5U
z2<^RZu=FRs6Kd5XXV`vFLgwWYMltZ+xg2DY!&|$%e&yA^rJ$G#p$waPSLU#W%ux&|
z7dHnx;~I~V4sE>6=qN?*33O-BJyp!U>vyKSIwuX4{YgKh&mhT%CU@B8MU&y|n=;;+
z?(<h0k-B+l;-i*Ti7B&SaH~z(h+s%DPuV1arD?k^skdVTWlG#-YL~mH_2T*plQy-S
zM-6}Tu73X}9^jh~Y+%r`@r>;dzjF>gLFg$#LB285lEqivC1$yOS;3Jm_~eWX1vJDu
ziH})>uJCS9U$DVk$D8W(>C<CmR7w!5qXH60V@&h;X&x__)KoHLA_j;Z1$FoDD@79B
zcbz_pa93&?T#MyiCI#@8wZ`EY<?%H97#whpGzi>qsY<nJDPeuknt1!xleBYr88&k=
z{n<BeUTEY4;M~g{+G3&rIJz)M@c-?{YSESh!BtrHNeCCB@>g37N`Zf4j$ZR7A_d2>
zX}|Hm`QCq7MwBy#D9jNkUM=4K?qR?IT%lbI<#u}p1_XUOetjrv`|G7pqhx;xCiz>6
zVp6B@kT1$4-#-sJ3XAzYq!|uoO$DhIN6q^9091#e@pzxcsYe^1f~^B%$A35t`#veW
z#$PT?0jpt#KVhSWY0tx;l&vncaZj<?RUZz~SU690!Lq>q4wk&rE41n(xf3`T=aF*2
zxJ~2H7vNp|=BxkgnAD*zIi_ttbOE>j6npPF=6QsI+*0-{y&zKc=h9EDUPeteH?t@&
zMohwc5(b6h;WQ`jJ#L76&W!u<3Df|~_&)7jSLyj5V|@3nk5@yxg!lc&7vHsVPz#oT
z2cA8$%aGOb<(Y}jLwca{ZEi1W!p~!<`-q}8jv1%StPFTCKm8XnnJfgGzE>}`&r-rD
zlmzx(!nBi8%LDe2p_Wj+<VX@AY+24Q${(NaRI~y6NW+@CpkG9QrRSoH1mFanN2Rb9
zOa?bJa{)kWqLWkqO}IX7*9FEW==OfSHD`6PpNY=wn|hHvFO0_zW=gE>*El3OPXU!`
zdBRfxUJHyQAI4u4P_1t~fk_-G8{4CQX&1Jh<cplZ-{+Ww*eePMrXXn86aa{f6I0MQ
zjty(G+=qGI+>mIaIsSh=BKC#eNVaYMdXYamXeGe?5)2BgvxA*YfV|0bHHnR)IsUIl
zq8_uy;F-}ro{UJrWM_*JEcwOA5~FrM9VnuB->)-C_bk|T`I)s<eQc|N--}tau7PJ#
zUw9M}BfWUlK0%Xd<E1n#HY15ZBNX^wg3O^U2)O7Iw>auCj=55$n5<Hf*})7OTrcon
zqdViKsgi&ahQuRix_P#|D1A%Brr-80Ga5-FTRAU{3W?-f-hp#}gU`~=wo2C1ArGsK
zEz9`poJAv+Z07ucQ_SyYLYB`=zCL-*ioeZL21;%WvDMGWyPH<Oj2O+I>ntB9hdM?X
zUY>7Ufl<H7{^YjzmDvTm0|WWG_3*QCXrQUT8(}cj?=ZcN$9y5a0r<|h@fzDd)@b)k
z&4rmr1_IyGz*i$p!hQjIjuco6AZB4T;m#)ja0e_Jk{PFqS}J<U&eNuux1R?hjavY~
zCby1v057ODg#tzQp;>8IVWp#rM^&t@Lo^S)cCHCmX7);y*dEcveHT+V_+*m(<!r?!
z^tTia8lZv6BvHmsSRH6o;pk58gbRNI5LgQE?s5?LiT5v=o`k|re7g)2Y#;mucbbM#
ziVlxzeqW})iX<sXzD|8koqKfD;O$d1BdKwO@L2Okb1*6JC8-$_+TcNHlbuf{lR;iN
zJbDNkPD?#Yot(CN6r>cD_@U1#kc19S7X8-|dV~7`g-1keM$WT~v?3pybp&!Z^A}-W
z)8+8W_DsRr)rU)d3r9%c<P+`_H6Y>kI8+xDNH9uwy^*PkhMo^gU(5RdM?OjJbk+Ee
z7CdKZo4A3+em}%@zCb!nWSl#i%>V3#UyH1@W4LT?SY6$^`fUPhR7Z?qNAF_$+>pA|
z=aKg*+LY@VLQ1esIOS2tjY8UVeeT1(lC1o4uFGi8KzpXKtLt6QB^Myv7-#Dszfj`b
z8I8gtw%PgsljKY8ehIsb2Bo>`@9)?0Jr@e=4SllNgDhJl+`Ah+8&%-JWMJ0IojHTr
zwoFCeQgGBKVUz@6LHcS7DnT-42(sd;-~{S1D7sn|N(Ep{%Yk+}6lmZ1qCdTh^AI=D
zp<zP2{x{5S)5ih+F0TdwmGs7}vs#)M9p~cYBbCr7;H8UG{B#+w3@ubB{ET6B)6mxQ
zy?a%!hmTRtJfX+T*)zPVCF-u9C)WeNL5jro_sc(jGo8V12fz|ODByk`QW-r&VylwC
zaiBd&pi&eZ*ns2yUr&$x(ghYLg@}1e(p{dM@w>UKKp38vawN)Ud#sKN<XM$#Qkd|d
zuv9>2=8q{*{Tq$m(1%WxCJ;ZJogG1prT#nswZ**2uN3w0@PoY~gtb30m;Kb=7BDh9
zY^{?547L#l-^sTzPYY6r?9sDi_t{p&fQ4s<hwgLash|fsP?W;Lriz7j7f9%vV*je4
z@nXK?A@soO^ss5kztP>by8SZuOV?pDgGN_R!_IhC$&aWf{r2EUNWP`#FU|A5;QN!I
ze&1E;vpq8gj>=ij_uS_E{@fMz<g&IynKU+n6-1e^csg;{&zm5_;U10n>Yy(DoEYR}
zsteD(HTN~Fy7%CJYbarFb(y=3==$Zy)W3KRX|ip8Xls{Up7pL-x^2(lAZei}EV^S6
z;ueVEePo$qT0Au38r#ft+`Cw=?RqUsu_AU~b&Q<3&Fa;uCb;~OxnBuHH+IL&=gWV-
z+T@*W>)Fq+4+`p;MGoPC<Q@@Fp^i_#&&sVJR*r_V$Jh4(?=<Zxbcw&kjcz!}r_eVX
zJL;>jQg$MAiVQxMLC(wzdjaiwAZ%}_3=S)ul~rNGhAqCQ_`cI(5J2x|CQ$HGCQFI|
z3L{N^$+?Yl(dLKG_Og2iQau>7W5jsh7_tpI7kajuH-^g%vXX_uhbIg+rXBQBjxlO*
zYeuH2_2%alXqA}YoBUZrXgBrjEX>8xWhy6V0KfRwN<Hrbc`aF+`mfK!IIfEt&PzJD
zD475CrWg7iM#Zs(Np0_9pfq!9M2YTafCKOr@pH4Xzy!f7Ffe>`a5&R`sGQ-uHCf?}
z>c@dUa3v4==GXb&Wd=Ff#y9OeQzUBc8a}d6BIPSq6#S6{RMZk1mR&d%3#6e1b8Tlm
z{T`GLE_MUzho_kH8pL4LL%4gPi<%L+%rdbQ*GgZO8<cQ?NY!ellv%Ut)Zj7+=JLf)
zVdO*}tfj4f^iYIIC?M+JXGM{cD6Ovy3wjTSnnX%w;`X?3mh7cgb(@Mm7!UF5{g+km
zBpU?8%!m1e23gzI>GmcFa54RI3CK_z$QBHhe^?p$LXGx8Q+qOoddkIp%43!A-F&R#
z9R8vXG@e8arQX>PJ9xf`amyj;P9a##nwbA4NccXx<*W#34{w~-<q>b+y1>1vT)Koo
zE0;glqpE*u^dVoUa~v~m?jL@JSzVz3#bAcEzq+Rz6YQYPsDIUEM-Y}0$-W7Hbz1k?
zQJv3i99#UkGWY5}<ys~ZkcogPUi=+pWo)TEUwaTR&-rX{NHol!@aVsv!j(rhBF1(<
zEW<nwvmin4WfCmfY1G6`yZgJ7uT=2&Z|1^(XKA^d1m0g<BKO_Y&3}CiFAo5>>tz+Q
zeVtvcUbvZGiO0Ws1$_SX9~sUI1SmEvP$VH?2eQ68INC(z9pU%dSu`lM>|<~p&<*a6
z({d3#>08%%mj>)?VXdu)cAIAAQ%U3seWgV6V{+;;?q&OMF%9oK<D1@DZ{Y01bPpn*
zYkrp&%cB<~0WQbB2LM@^3pb>z9mdO8f2W16%Dg3hyijl<aX5{xoM3i2LM6Z5G;tTq
z5r7g7x4RelLx&K+9$|pQ7#>0NPht@9Oe=};HS4{-0zA~`*me{p>GEc9sjkuILxHld
zf^cqen=+F8H7=S#@)j3U9CDSQ0^q`jT$pmY$xAzS*#!q&Xl$~PZ3GV6W#DHx(Yk`q
z=<%9S^1Nf+a(NwgBwyv5Ug!2Wse2P8VSjfOkDS4e#0w2O-8}>v^Tccslng#asm?2N
z^wbLyCM-Jmyw)f(EnP_-DCIcnswo2n<6sWTpv0cNI&i)4!CPK=&w1a=bdQYid*cU!
z<N;D7dwyjU9ltFWu^1)NkGZ1&0ML@a2LO#0V1UZtNm-mzLBJL?I)|c@{n)61TAt_S
zm(gaTPEpi(1yLjk3QktZuM3TY(4lkMmA4*Ti=CF*qB1gX{I&pyS~Nz_O~Zh(UG|P;
zPlW6mH=n-Z1#j)vMW?qm#U%{&?=?;M@+XA$jm5tD1_X7bJSp7gYUD?~Jr`%(3SUy^
zC3lS7-W=Nwf6)ZpE(}$0E(B`teDo)%_RL(qy5BN93RSwNh-nCw&EJKU<@O(=!_h34
z;6VzOqm85I-pb;pY{v=1^Gwt@;kqKh3c>toO5+Vg&}2!Hlx1NSu8TN|ANq?^NXE>>
z7jXtuy(@yps#$!8*%Zc}Rxq*L?S_mM^+}Z+<=nq<v}@{dDfSnYrfFQSMQdWi8Q`J8
zC^QiaxP0F7tjWxr1qXtQV41kiXoEM*jooh?5;UT;z*_kbT6|X=lD>~vKHK~^iV@?A
zb9GQS!~hU>{SZA?FV5efz(A1JlTp(F>%YD)V(F1&z1W~tJ4TLqi=fYJiFD>Z^2zzl
z+6_gndi<iDIm)*_&}KT2CJcOS$S=|R7~g_;QS9^AZ_T_hd<$F?c#(kIk2eOo&l0Ug
zgEUfmD_f9nOq98s>mjGCt;ELxG|KYa5AkcTvOicJ7Oky8(urMV;&=K8^Wg`l_4EKa
zjdgBervAL@FPL7<$y!Jmj3R|Sq;NetN1@ux+6&j=jXsmoyB__UpHC7Bw5f6$aQ2I7
zX~gfq=_~OLkJ?wum@`Ws|4#FIDYIoA8&j?!hm5o_wbE{`@7?(KEa@AgBh7iHm*0YW
za8E}JMLc0i<1`m&HO%C0t_I@Oq&D;<oKa>ftOmM#a!iAbpI~K{R1dlaGa(u{d3c!s
ziz((JZT-ULj242zBJ#sNi&_*t<&5sGLAbFHVA&g@T^Fmhbb2B{p(bt1l!*%=HP>$6
z70`o1rqddQ3hsBR6XigBuPoy+7zJWZElM@o+<T0>mW=ao)l6Rv)NC8zH49KTTNE*x
zU>@r#QttOnYi6my3~oE^C<a#$u)M7Rsppps6ycEs23fG-V_jzHZ&U5E4zZ>oVMuPq
zJ)}6P%z73zvI{l(Ryi~`7}rX@3=L)xvcudYzk@gn3B=hO(l2aS4{oQ2ks9{q7{u8Z
zwd<*Sv(<&GR2LVjOBJ0Rn37i(MpUm3LTcT`GAZ+A+eW6hT5iNbNH)OO$i|n;-!)Y^
z?mjKoEDy{5ct4B-H08d*-?{!5*PISMUS;nMt&pb<CD#Z?*|msTD9Hiv&D5OWhYW=q
z0FLVpBk@9UHB_uLnqszB7VWmCHn)6*Cqf=by#d0NW2Rf!*{`xwCRc`EnL|h|YKoc=
z0_benZvac`nlL~`X^esM(9}sH#t!_Lg}(T^AMwcN79VK_<^A-&d2?M9bg+-vY{u2{
zdST+n1PEUmNCqz02q8Jf4g-PcnI+~I!UV7~X`f0A=C3%-vY$mT%0ovj70FlZyWa4^
z>gn%@%|mJY0RhuB{z*Iqz*!uGwml=*6nbycmk{>}gKO0Q60D+ADa<*!<wv>r6%>BP
zc3Pe-tYb)u`#KiR-Sqlut+I;aS`x3XueTnrtl6M&@`708TPK4^2RJ{VKka&AIB=MN
z$hXhNCDI@i+7@;^qwdPetCA^yE<)rGl&d{5(7VTpx1E^Ix_^Y7m=SsUn>L;G!gHAL
zw+)gn6^fn~4TbIA{;jI31-<|HQ^sc@eCd!)C6=YO7FNc5czLbF=ht51;<QmJ@4L&T
zs+*V5kS=IRZSs4}F&o~zIcg>62$?}m`?kFS&C3kHi;W9m`ZOYtqp2qri~JLj!>LJU
zT5G;*VSlVjG)3p4;wf6tpP&~+vT|XQfyZ<qkE12CeIg?BOV0gr%RT3nrD{Y09)kIR
zQOOz@@agKXe6g|~Hrn(1A~TG6E}4*phTb!s-M#<%PU3ddmwq$1P>Et*1%TvAsN(5e
zxQ?ztqG@wUDl+00+-i)n8;5$2gdj6Azh7DoJtl9$W~*Xcy`CybWGv6K5naN!3?^E!
z{nN;_{V`*4I&5LK_VmYLQ4UmoddDANN>skL7VoFT_#o|vH1SF0;DmW;vJkHVF2GW~
zX<uOVm3E10KZJXx{h}|EzY*)Mu!0Pp(cv5+Q|n|Te)jZ&v*w%F7?t=Z0I1d^+I&Qu
zAGdO`?q*qkd7hF<GyQROXf}A9ny|HsU-(4lS_*(Nsp)5x-CfF1s;z4~HoW7(9EDWo
zYwGXUvkEp#ZMS8=VaN)KJoufb8ZO^dSGme@ah<yn=C;;>{@=;|TUsb%4cDPx0>9|n
z7!$IvQ}awgo00}~C`JatL}N@-gJDP~ODvsO{!#mBjd>w1#ksbKlC@jrFmKKbr^7mX
z`Fpy;Xn`O_Sfw%(_V~(dX;%9w2}KF$sIJCFnJi@>AeiQte)#eF^L)7wr=rgiy}B#B
zy1PCRiY!DH_H$E~RfQ9}-5M!6%SvHWb;f@cOJZJTNjFC;0N_y&yt=M4yF{VQgG~CB
zgUBM=(nBLcR{d5xjxTX%oh|z3gAZ`{=8n-$r^eJ~Cie_3;9V;T*aH_FNj4L>`^_H}
zwv&8j%Ag{f(EZYnI*Xnf*5lFdz^$E-DT86kO6f0d5Os3k;EF`o5<4~g3Xc?&K?BMp
zRV5;uem6vm`i1m2L^WCJ*OHnlLE^n=VRDCgDsMkJ88(bQ9#7Yn5>-D+>NaJ3=Z~97
z>N)E0S&4twAPvuB-7w7);Y$hOhpC}Cjb#y=#^2SwBEDnbxDf}Tj&t<<Xk0T{_nDvg
z%3V|4RTKgx@Cy=jS-D}JkP0zGZ2W^q8tLbWqiR8diB18zqkGAkBMXx^Zmu?j$!LdI
z`XFIjnPUzD@%ox7M?qGx{V3_(^HJ62VvXC`mRC}81!QNcs~TTn87z4uBz%giR<qc7
zdpD|f4j3j>#&3#RB(9eanfh71RT5B5P-^;p64p1-J=~i*G3k4YxB62sT4;hP80Cnw
zqw7qGZv85QvxZ2vbq$D!$k=x^2E%0@&h&b}-dlybK>0mvDA0usDPlheyS0TBDsZx2
z*rm`4SShFT!^>^+>OL{><Ox*EY`pxp>~8Ioz0>#1dWQu+2VQxtb|_z+5G|F*^5lZT
z&L!SvXi|E27t-LssbU&;JP^Ojm|m6cVr3CNfjBG_$-SGqH>a(TA@PvQG1`jR-6^Bs
z@i3kG_`7S%t>;=tMuyW0Ix32OZR&U-=V$^n;gdRlclA_gaIn1<g$@-Ju+=;8N{rBH
zeta5gRFpp*_Y~3U?Je~C^pPct=pzRR4?9>IszLNz?jbU=;+Z<PVeXO?ri#Y7NF=V(
zgwbEF5@otB^ly7VYjz#dK`X+qc0f@A#8M$a(Wc5umdfjSAG-zB$^HUxHrAN%x18Qq
zhVZxJmAHC<<StoDRb3)`E222}#+E2*(9hH0G?6-lM<#YVLR_j(a^m<7kY-9z$?(Ew
zqWQ_32`V)*{^DI`uU4CC%mu)(WATbcX=AuuiBsH_L3B{K<#Ki!HB~`CLazZW3ig$}
zAIpX5S0#xdD@Y}X;~42(^=Isssog@|!QVVg*1c03=p-7qolRb@jlL(f`}i!_&0Bqm
z>DX@Pbt@m#1!t}?2$6oTCIfvO)Z~%EQfcRJCe}Q7&Az3p&xR{fM%oPV4qJt83~bnS
z6qq}2h!KAqQn%_KF<r@J`2DSR3G!Oe^J2W}v9n7)FX_&!!zDhkzPbAQi}ZYwRxP9x
z-9L`Iu8p9fY03|q+iT}lu9b-@T3F+<pdTPG_%`<*mGSIE`dl%YU2*mNW=m-agda#K
z3aBUja9whpD{p2P+se)4Ukk^({;G+WasZy;H}OFt=ocfGUYSM6LyzfTZD<-px_mIh
z4OPh405=Hf{_GTV)A;zCMcj9vd;hHcHRn0IEhWL4*?^qPoKRe+`XxX#hpf_9TO#5G
z5H-v6*&h8uBB8o<5&F(egNDXX_BGIjDWqN|v(%#SbflrTALuI(#|2myCb63qV(2y<
z;Jjt8Hh<ljTO8NoSoQ_l)=zO@Use{Cm9)Qp;bex1aMD=c$C^TX53ut2Mbqy_M>Z;I
zxS4_XEQQ82(!EeI(M}SbI-82Ntm$k|P)G(jomn7#TuT0eO~jI~@(k%_2*Y4-a_;=x
zxcSCypu4#w?DBdN<OBJLUpTP>;?C=OqQ~`1-K8JJ1l&#52B2#DYtRK#`npUK580<q
zpR+NTn{_bRJ26{Nir#wMhpj|bCBv3@XqHoRA9gTSGh5S-sL9?hIpiVt8l5^ORE!~S
z`lSp!7*gzAQ<G71qTa*23|g=fIkr=fvV9M0R(zayP;QDuM_^B}=%Hjay{!<^m-9t`
z_P)Z9*W(-WUD1oe`Z>N+UnVdh!seriQ<S@V1k=$tJ(gbraQ6z2Db+jg8w9uffUJ^H
zm|RqPF4gtW<n3CB2gAMXrt@h;pnZ0_Y`~NX3T9kM%p~dJh;kn_QqR3Zv2;hfjO+6N
zUt;u;Ob;%>hXiuaovR95SI~SH{k%*rk_KAn*iZE0y$&}?6G_kAjD;Q2)J}&Jp&WCs
z*Pq^R*#X&8z=l_}`x_Q+5Ry&QQx%2AW&QQN`J3O)<2XsKy;k?e;Y6=tzImv^29@Bm
z+j~Y5ifO>%e;Ny=ZI`5>P~#M(^S==<-7MZ^2kLZf0RLu7crygHbTrRd2>n)uy<Z3K
z)_fNAXV!H!EQxt3TPC89OikyUPMrc(fl@X`9}9oW7h>Dbv#$}+{Ic=Ok*`=ZVCHC2
ziWXl{TfTcsJ3Rm0vK(fb0h6$)y*EE#Z2p|)$A238dPMh)0C5%U(=tKEwWb984VwO4
zFB_5X{ZX+QR$fC=5=&9jtd_Wgdf4fUe=k$Nf2|%z2Y`QR({&P`wkE^)wp<@~skHHj
zol0)#;b%Yj32%Q}c|T#_A6~#$0&=;>@O7w^bOQk$@4Afuc>+mzDDdC>%?q^0^@%s&
z^yks|*zYNRG=dC*wwgmm@>huJuS&noG>aA&3QH-G$6@l|{RQ3pGje!w%@Mf{0-n`_
z2E~b!QR1W%R+Q-96q@W->9tu=Ra;5^Zoc_XBAMDFE{`Vcp_pLFEWKeI5Ah<yz@s2O
zFktlA()k6es&Y+OZQ0L6;EWMSeN19qMP?7YT|(%}=ib_yGL9e2Gqru`KO~*Unxi@p
zg&&9oIV}w)=NxwAoP&X<zx3SM%yhRuw?`_~IX{xB_*X_ec423m5T>M|0O8G33<h!*
zJ9*e&4=3z3S}6*W2z~vvQ0%gHJdPqO&~r3$RCQgqn2DL+?GW;?4}2CcZh=OGvM8u7
z?l_WJV@u?-h6UJ+<9T2Se3s5;nrBs!=rbBmPXS*h496FM#`4cgW8;J%LkfR*E)eP|
zorq$nw^Xp3X;GxEfO)5Z(IMh`1~KiX_-%ca7$N##>{22`UrRJiBDKbNX<w@Wm`u{a
ztFDy(^?8_V-kkvfmq<NBd)7!j3upIl(0c}1OeoKZ%(0|tn@ZR(@1wp<B6l!`RJMCH
zGWldtR=7L16-^5~9?p$1Vr4{T2uGH8%F<|OBbo^OzW3*Jh>fY$2@788ug|kMT_6hg
zh1xQ_o;gN4OX=UQc0J%@<!4*77U{C9Xl^r?MMQK{j~<GLC~_z-R_GgCD{meLU;bWW
z^W$VL%m-wl#&qAVj79psMJpg#xx(s_iw;>35__Boo(p)nz&K+i_KH3@f9bzHD($8y
ze^dbGM{YBL?ycd#A$sn4{H!Ki-i5p5)0!N^+{Hu|rnqi-!GZ|u=T0&f&E*p=9w={h
zJ=|lVwt#*_zQ3!6&sMr!YqGDxD~V%nMaf&C$vdjP>ZIJUZ^=GS#b3d1{GdbtoHMa3
z$9j}yQIKQXwkL+{1#rzUiZ%oJ5XjX2q^Qke)vHzd?hD{|{Pp*m*qq+})hPJZ5OMJZ
zK-B^8S6?j+UtV03-9wPrm69i>s9XDfKb574i*j$OEWDAtK8v1omh4|pa1|OXP2@o^
zz8$ky{$1*1*y(H4Q<!&e=0dckWQ7k}trhSSI`{{emeW8uPDzIJ6J;oQX1>~hzL_xB
z^0`Stz(HtB8PON+XczRJyk{exz>nnl&D_0K9I{G;9%A*$4Lf<eLcmXYv{|N5|D`nF
z@}?u8QCm;vkJzL?${ObsJdwXJSTqn<9<;+vd)&pyioa9-0r%B$ZZ;<Jd+>hABlVl{
z6xX-y`_uDNS4pKLe+k%Of<ziO%9)`@M1)9<=x{aWC7Lth9<$6<qM<}69H1?hiHx?>
zX|rtUIBB4c$PBITduUj_7^90{GCtp(pbl$Z`E<^8bt9RZ%-dXTD^B}<NTscKjJGQZ
zo4T&^R(wA0D=Pwmj3&j5vqWqQI#_QE&90>5h_T7a_Wxe8KP-zBxp{FMJQH*QZWu9K
z&;C(`$yF7nu=NyiAgF0zEY3+$@)WLBcDk<fyr^cnl6XAhAb9qwQByN=C5C;k{=O>r
zZx`BE?>er(p2vL+SuWF`{;U(*gosJVA4fC87f)y`v0%e*rl4H4-JK70bwBin5BW1u
zN6yA#UB}ysPHwU7S)3*6Z3%c^672w?o+Cm$1$x)9xqa{BWLA&(dR^Qt?KO*T2ioIT
zu#Vpx>jors^ZX)Am7Hzfe6n_S<Hxf`nD$-Gz=uvz=-1AmRKi+4U>&#k0r`HuhzL$t
zt|mPemRo3ZW+2^nMR6y!eR#E%L!|cA(LXeu-_rmacLmor0saNbm^s+xL^@f%|Mz12
zDI}@nHw>@H9rCJ%_5?tyAT=pdk-{kK9YZ0RCP;nhPejYTe*KUQ5|-e8XWov`8e`>S
z-<gEiRhx6L4I+Jw8W;BVRsxlABLHE<Y(2<gwfei^dD!c;+e1{L*@-EmoQN9*8}L@V
z$a)ZD%#P2u%T3&uZG+;C!;hx41~fycQHJm65_nzy9s2}_B`FGQ20<XE@bdg&D~j$3
z)D8G+yKuwq?o{~x9M<jNBTQ!DNedp+=h>KVEoe}&yBXni(m)uZ1U_}C*^h0a8w;e5
z6CdwODb7=i!Kk_s>5D>$JZ*gP1o742)=kmoGPDKj5A2qp(EVDb7z^CY4M<mJxn^VB
zbXuJ+Oo)ovd|1dqEi|oDX?YCC%Xz|Ylyk=Xd0D7OwC0n1U4y8{ez}9|*9W-OylFT;
zb&`AO#rjyx=Q=XD^Ox}KGkke1zuAdnfzHWK<(?e58f*SkPWoLnZ#KfP(p1k)L^O^U
z5lrSl=SLxiKNyh+Hzj85Ld_w3%IY1upm9;Hjt&wN1hh9m(xZ!riWd(y5azdGiQm!2
z7X@D4wbdyBl-;oRy)n9@2*XK$gT*)tVY<H~f16{vG1;ol@u2~~Oo$Vs(2&yPEL_!z
zAM5L(q~ACi9<?yz#<>T!ZLbya0Tmwf2Ooua#d0bGW{tv>ZDIjdb-0n!Tqm3_lOrb)
zRVUGx4xj9Z%`{yP-M(<VHpnBbaR3lR9t==JlZGZR)wm(~9YZV5a_SG8mBKaDdzvE-
zX!?Q3(E_R|x;F@g8S@zh-dFRg75(WJ{ue%RHDQA+OdsTjlzGh-wML{!^t;D?E&SJz
z`E>bg^Wb}t43X9L$aol%kQBSAv)%I~CGaQb9NdR0PqIf>i>Iqgp8GE6lLjz_9~=xZ
z)ghUXNuSL`X`yZcB?C=?F*G@h>?hE%dy!Zs^Ysp+Xbrf4Y1=))yeL(Uss#YteiOI!
z70)R@M5Uy3;?S$bX96uBjwf;?)zolMVWwJtNa7=(UdrvWAjt7i8>s?7E$|#%9p?o~
zZ0_r*PX`xY&tQ)0Ch)mz$h|8=wDZ~;n>q(ug7VkgU>o4x>0^I1XDJZBFI!TM<v-YS
zgup*VBOYI9PjO@B6+tp(lYP|tuBDu@tcdKWx$%=P>NvJ1N;KC7`9l${pNz2Gq5EI`
zka@;|z_&p?c&hAOBa74Xvd+A&$+J+1Hr@Vmm^&Yk%)Mt{T9CbsoW^qOH&v?an5SIC
zt0^Rm@`AGc$?7%`*&m1t3bH8T`6v;8(XZrd!D?!|EdGY8Q)jfM^}6SSJzgO5{Di8w
z?3A;q345@|KC6M=+wDM5WWY5aTy&gYCj_^t6`49IW5mcPJn(jnS_xW5UX2%Jh4`Ux
za>{p2Lrw7xjvY?BWo~fPh)uo^*WUH`8@S`lYcx5-b$23tyOB1>GWgkB?2m>Vd(AD<
ztROugC-HuWM-9f$LXkhEj($I)=9bdFzBovwr_;q)oyk0>-Gvfp60(~lyz|!>yi0sQ
zX6)s<aY>L}EvK#X>Plx8<<P=v8ZXr3$=k?SnY;7po#P3xpUN7t&|Wm?Se9plH6%M;
z*WrAeE&`-aBjUdPe12bssL)%G2$)rZ2fn|B{Pzqbt&=Z8T?r*BYYW7CIuJ$|bM_UE
z$X{(-{1ip;1_@Gq|2~W)AqadnU!ot-x)2py)CxoNj27~lH~dma(rs;xGBM%<{tcWJ
zp{zi|AJupIW21Q}tnvr+H#d~d*V_w3K;-qx?ZCFezf@9X(LyJpw>X%^lV_RUDIkkL
zm{(TiuvwIHVG<(eghWZjJy3ZD=H<KWiwmb3v2DHyMg=Do%)xX}LI~8IcW$nN2nYPR
zc0L)fcE_$TE~}15{g|bQ4^BNha;q&)dNoOX=}q_YCnQ$E5uBNif>mS4LT-|1+4YV+
z4!VljFmn4jY;x$EaRGzFS*@KHsZ;tAfuyvA%u#Jscir?W+FlN&qF~RhWRB+ovmU86
z<x`_2tvk?u(K4^hUe$4QyI*c#jt73M>vLP$0RL->u6h0(Q(s(Eos%~3<DC~W-+JSY
zLe3IAKdZ=b?{MJH-p%EgjB`}1PE|R5k;#_~_rm@~y`d3`ht;2(YNen70!OMbn9ju>
z4?F-o1v3L&iL)Y+d3uauSriSU)SLlxCrNmXLOSK65-e)bq~^ALP@yMDNOmXE07vKj
zH^)H~_48jQNW)k9jQ@3<ne@Lq+Hnp5WzoVww>OK9E6V^M{tO-Qz%yr--Zxh{k+n&N
z#jpW%JVFW~b8QWGdgH`T>wHBa_ahqwT|d@W1wzJaW?V6uGxR<YJL;Kw_oiaP`IbdJ
zA*iB@(I1P3t^opoUAkfyN4B4CE^<!Q%*DOQBn>Q&Zydl3yiIZI(Iy8KmK4ZCBa}gW
zJC%umleYXNakkOnRc;D9IyDH;T8+;svh@a2OL-5Q?o77`h$=&J0~(WKP<;#K`}-A6
zJ}|u~uI6^PvYsyMJ-PTb>$A3o;c&tc++_-v9rUq22S>|(GeqR`8o+bWkP~6F@VD^n
z<}}SRqt*oJ-9yBv!ti=LzxUBc@=>gQI^jHsu<KBMY;iB$Cw0t3+M$?Hj3d6~XP>kV
z)vaU)FP=oGOxw*A(ht(w27X|?(`3-Tu>0GAXF!fo_*uG~{{8%s8n{o1&{nt1wYK$>
z2ig}`avX$%06~-hfDAsj@kG;uAYTv!-fx~DEzzdR>cCiK->SevgK(~bMX<4P?oo?B
zrnV%G@)=JaxBH3h&0_ZG7s%jkCF@f)zwFR9v)gs4^!~mRqq@;v+vCOUtxUpcQLlLn
z(!tn6vJ)QIa-w6=KWy@Mc8O*)0ncWP$&rZu+T~bzR?gVlV`%B<Bq*<5xB{X9JRbgw
zq(B*a3a_q+a`=sx(g(Fjcl)Ub0~Wkie%~@7o6>o6j0<P?G`_AoaYhZPyIPv{I&(el
z=COr`k(<0PPJ~bO^(NJe_TE=tv;qyU6AI(zu;1keD-z!r!V8zHRy=7PQoY?P;5e<s
zfr3C$h#*eU<)j4t-<=cqIy{7a0pEP?5B|f@HLWdHeKOLFQa%ZKI%`kfTI%fVW6^<V
z<_(w%Z#AQq=ji>c)F?X%0TA6>6bA3zVQGv5GH#<JVu;Zvxlo`Zu_$QvlPrOG4*!OA
zTQJ0e*bz&USW}6gcEGP<-r8DTyXmY{O(D%8&Obzs_^jhKhb9v)S(r+&f_&C2!v(~r
z9@l?0#zY?su0Z_x*xw!7a_fKOf=2sPWBR`I&BpKZ-*wq27@wfEH^ODx&+lirq1xjB
zRSArX@1b=JsOE@_@8ly}t;-iWDyS8m#fAbTs|$S9n&*LlE9kfRz!5-Nz6xEjmaowk
zHVpFib?Q+_AN>==KFUSo>(_|fgO=Fy!q;mOGUnc{?N2EhMG-B0B+c*=zKB64<%<oe
zdO{sEQo8FqD&KKu4l7@iGjX6vSPgc`X2a+sBCdXfV<w);5~$uVpWO}kM1Z8;?aFZ@
zj9g&3cpXv}-rR_=JO`sihlzHkxoLMa619grTRm0{XRjcayJ@+K+u+a8KkxPPhy|Dm
zAnt$wHkccdYN=;iv0!(*;t{2x^Fr*0m+^R)=Jl(Cj9vzinUN3_bt=wtXM;RA?RW}u
zmXDCv1$?RNZ4vp@<R9xh-qv*mjcnOJrU=?Ov9+d+PiEdJ*S8e7Ojmj8J_yxbCtqEL
z8b~%$1|2NRJl%Pj3FF%{>ni)(G!pPIl~I7+bJ^?@bfP8fSSXJT(jmp_LCEhzT}A(;
zoa{EZmx^&Qd9rJPzUcVmX&Qa;aP}wrVxpnvPo+Z^=Od*g7Y$Eclz+9Xr=s9B2iM}R
zf_+6^sah+04~Uz3Vb<62kobPac;jbrPqV@ozL#=3zvuV*E}eAqXM(vrb;+%;zJY95
z-Rrx_8q2r+TRSk{Xatj?hNCgL?lbZ`1+9$7vFSC2CZ=4+WXc#r?F`w0zF7OJ$JFOs
z%bVs;>CPWqDB9OYY<}7nhQP=PNv_3-AtXr497WS^m5V`%qeceYz+TYsnx%bNALz&}
z!RC?xdqq?k9cYf;rJo-n!)#}6tV<6iLc_gs+9%IDR5&fFw4u(l#l7M4A-^19Or)&J
z6q4Vq#=4p!E7r%TUvP?<QQg{f#mv9+F71UIsDr^6%-klFh%8VQ_i=JBE9hBy4L}+G
zwAQBp`?^v@U-99d|F%d!1}UeB#KQ0QwJ&jrd^t)nCA*<%+Wyb;W6QkzTJ^&pY&v+&
zA5ll05ZrcZ2jE3(dKXp6Nofq)bVF_UMbaqR!jBaOTI`ri4TO2vy@9&^$|%_%O=&+F
zW5(XbvMq+_zabh-r^`2cE@J!zF>DjS8GkU#7&$`t$sKM_ycqfg)${Om^U3#Ptpq&I
zVTVo>U~IX9o;A&^5cix#pXK%nL4o9rL<hHj7jprdKQFqyCwWigwci?+^_vfTWG=2D
zJJ)A@$1Uc|FMiL2uPFPk<{3VSZ3>@{<lSBLOSv%U3VJJ%#<Sse*vmO5w`d+Zp7FP<
zQ<W>>jjkW`#;j}dZZ<RB5~eMvJJJKQ{Rv%^W;n&6bJvDSk+t0ZO?AbjUJvJnw@F=n
zZ`}&lixXbE89ucm3<)ZOV!9}S#d6@@&c!g#!@`CVnf+bW>{@3yR)Z+u2^QwGpCJV^
zvmnEeJT>=@P9Ph&ar3gYh2G^Q3ohX587A!*h$Gn_c<~zQ*=k|$-lq(&v`4<evybMP
zjYD=7V?E2rtQZAtiEcOcC+j%Zq}^d3A0BEAQ_FGtv!%A-*Dh?>MX%_J<GL%NsWiKV
zOBME7z>0JzTRxQ?x)S&`_Uz!yz<9d7HjjqovNgA>ON<WQXd$Q@E4c!pLeURj#<D{r
zf-{caqwo`{-)g{t&1BHK-nt^O%#Udnd+B<MO^aJO?|*rU(j-+yzZfOF>*hIRdoic{
zyKH`QoaNuWsWJyacqmE`i`^Ngs<Hs+2cc+;1nYdD+G<V%f9O?SNxtolkl$)o6VJft
z=87=)J3GUT?l?dnx1Dx&-e$W9*MUzh19l4u23D!7B$wP@{^uK=wjs%^hfa%p(eMI>
z*QyW)xTV*dgpnobkp2CD*J2fFaMf7^3W0eyU{SdI^;MjnUfi&=GHVAsfcj}P(XU7G
zz^<E;Y6UIbqy1veeOKsmx8H-+dV~l7sO3_69Q)+g+>^umq)?fEm+_Wg_U7N8z|3no
z2h4PgmD{kto(SuvJ%d9|*joA>FpJ@Fd4^M39ahH*EVKJg;COo=*XV@6s8Ch6IlQ4?
zE1?0kJo7=4hv|iee@Q)CQ1~OD89H!vx_)kAx$FHg4cO?fZQ15igBfo=TIJ=zXx^F+
zfqcqUj0$^Ct*V{(U^kdd+DsRa=tE(jU7sXdPw{dPp|Mp=<H=t~o2KObuV>32i@Yf{
z7rz(Q=>SAPyT8WhJ{qET(a=$Rr}capQh;clj);oqY0_ez;pB;yRBoPM#w6HfnU&XH
z5yz1vUOduEQZ4j3Hg><k17-GEcV>_jX<X8Rp%o5%u7NTvT@=waZkK@hRR`Hk-COzD
z8MVn9ni|83mlPJs;0rWg*^)%$*ZO-e@VW9=<azO<!7mtJ=q(wscfv{1>aH~0LLL*|
zq%7D6GEPGsOGbzkBFvuYs2-J9W^E!!r6?5qmK&-4xq@O&Q>_}sJ=KB(ZeM!DnZ{z5
zd!^axJGZ7nYkZ}<%7mc^(>4m{Qfp6~c_<y8zTWQ;%ytgm(gcW2Mw_1v=R8^s7?F<`
z6y4bMdj{qGI#>H+AJNIj0YEs+SH);NxeMWba8&mac^B}0P*o;`x-q~4{*j~6i-HzU
z8U(tUW`j{Aha73o%kP)?k@x-W!jR@OzPF!(EYBN<tOvnUU(WY%z6=k^4vd`cj}nO2
zx**5yPiII_;rgd30pG__7$f~W#6r4|e`NWTHD!)JKtu>sAWHXk5cHIUH%<sS{l;nv
zQK$Qmu+AiE?HS_O1bH|fX#CRFQLfAK)C4WIwh>cwfhWn(P6C6S?g*4-h<wARM_xMw
zZ1PXH{5r03#r2>vhiI7hx5$*6Tpr>4Ok4T~>5unRzjW@+k-ONRUD{ndq$5Lqoy%aM
zypH=_pA*aNM3ILJl@?<FLmQ+i!WtHq%z87Tga4?)my!9Mh*9|z&vGA22Q*t2I*p+)
z5(#HCypb7?b}Vg1E_Wg6jq3bPz2=n<UOzUBm+uKoNYO5tv>j+4+HT<SMLiH4*opT2
z=~@=AS3U%*7#4YJZNXeH%lFH`p=2`9P`9TivaHaz$;Su^5yLL?`h9=K4S9OnM3845
zQzJftv(@4%_y;%WP9^H~*ET?_s~0PLS1*4F?R+4`o-qdK@v{o8)h2&DS|R@miDp4l
zX4~g7r`1X#bw;yL^?<H=S>{`}(K19IziT7D+RqIb<Q8P@phinF$zG@+%GC*dTuz-(
z{Q*$_`5DSPt<Ib8_h7+;Wof2+u%3qkP3_r82g-Toum6p~4&_5;1GlG%)$0$3g4BhA
z9Ck=e{ln-RFiex`T=#kOEilEu=XO&<pOaBV*)B+aQ_=@QpXN=;*Dslt&!reMKBba4
z)IFrpb6MO}(DT7c#h%pzCVo#-gFYJRMci|TrWF(c%W^$GB~2**{SHm;wL*mp=;$HH
zeNX}YzG`mqm0R$OkT=n!v^GXLtXE3%9JGD(Q)n0exF1P4=uwafFaL>@c>&+1AdLN;
zxn(uw+O?xfUlfDc_hlI1jr}2$bMGttB5X$Onm<Rib2w9LbE5{IRXT0w@{a6ZTeyBF
zmY9@X#1(O3{PjyT=>Ce4ze&;}NTwu@Ti#q}wzOItUVWn62NL*u{knla{WcN`CKwm&
zV3$bY^XcNNiodN5U#=v5d^WG3X^_6n-lSG2&;8uMZlEEOv@y2|i89@Qx`j~|<c8^I
zw)m(4gW>7FSm~pNMJh?b=cmDH_pUw@B(`TVq@H|^N6)RhH8S!I%i~lci{T3M4#Eit
zG|mVCoy2?;Xjk3euou+4Fo@w|z;lS-8XfD}&LV-St2prZiV{9BaQ06C0Bu5ppid?U
zy<?y$h(L*!<xPp-<97~&E!tfgpCsjRVM)+@kC1HLvwj~1@`o3^$Gr7SK3x)@kGUGW
z9eIqzR)3PLZI~@7-UqOY`?Jva6CBe*Y;8{+_8nMQSx(U3QIH)R8=j;kV@7~kszo=1
zpwS~A7zJq<c#_>ZR@j?5?hp(Ez^jtK@f>6U0Kity`T2~*b5XVHoqzmN+q_clhJW_r
z*Nj#AVvg#!)=Iz=Z@*$h5>er0SX(kv_&b9Qp+2(Xqs$Z?1%d)l*ztiz{gcQ`f9dh0
z4i_wis_0v;kMK+K*v`!{aF7pj(qReybxt&UeQ#4xvbSmwb8S}I?CGS#h#m!zC(Z0f
zEb{T!`J7~+T4H6S+i0y!hfNrH!-(mAi@L(C9PU^B`Wlr1E*yk@D%8H-2KvufS<H>+
zjj3Qk4I90IIBDpi_XSX@HHCF2t~!6;H70c27l|F|Y!V3`YL@>xopvjK&p%cKaz!NM
zog3+*pr^D!{tbL%FP6W2`^~P15V?J_mT1`-7zl38Z<}x#8>wPqTvb&521l!WE2cvI
zk~Vbx_6jsSU!wh97y9ZY>`MTg#y<D6n1e<PG{DCT!}6JzX8cHpK}K@CbZ6+t@{ZQ7
zbRa=O+yA2PzdB;|-(6D+iHErDF^cH{U^hXm9LM&NE-i|S^#(fpR0havz=k?is5*4=
zz<}3!t%Gbw5{n(Tqn*38M$$`);8|pMHku07W6U~GmXp}_Qo3)@kyP1JZ$OwEdZKT(
zA7yleATPuJ;xY8$eEj0{(C^0)d1<;fHLEojlDnP_=b``fIMp~Mcse7J>f@K@r(Qje
zV>(|=26FDsUoxSn1VZWI4j|Ww;of9|RNt_1z2?`~K|%-1m#izZTR(Vp%kLst*L6|`
z3K`hL;~k}foPN&aS#s~%Kn<k+%7dr=L?9Ci{Z!^l%LizG(%0OHh46~v6ZytSiDG#0
z73PumiMG1?qCSy`As2<5pOHgKI3f(-gSPxMaBC*YLl<>y249!o*DrL0++!&QBD9<L
zqUM$ttF;cCe@A(lE&n?`CBtPL27qBG``J9~C5-c}fh8^^v;3R975qU)1sgleIk7!V
z^riS7SLyo{M~MUQzI)Jit)!qVv`?2KhghcpvT@g5#<dlc90hwOV#Jbkj9ObGhrrio
zsF$bk6EP}p|N2jj812h@fcUN!eLsQ1_ni0FUnmk^-?Rv|<W7V!elSt;W%%VqE*iL_
z2!i3RRu&X^6}<(j<mI;h;Xh9^%}l{FU~?!K%}?JB-}k+}^VW=KdS^n<eNe(J&i5T%
zy>c-`Bi$jLBv(-w>Sz3&x!=d-`N_eWeGan1b%RunLwU-X`Q~vXL<4fnQSi0$BYM!F
z4xT7kWHgCxCPaU2kmhpm67~|Hr{*YDeO@Af7%jrVD&Pc3ctuT~_p_h*y|g&-sfp|=
zRxY|goaX(2vM+A2UnUCqr-zB!Mh+ZVSCSyOPro+~<1wkcW%$m>W%V;~cNLFZoT@8B
zJ^8R^l(2{F($vU*4HjJ~y_<AC(8XSyM+~brn!YjZIow&Xja)^3l$7!8{vr%LkjK*p
zNIA<xV&I(`139?1Yp)R#jjNE}cGAx_Ny)MkTSU$xSQ8<Mb-%oulFax>$XpRJ2(zyb
z9{h9ZNnC)T=8C_xoYL$A_dKCae>KhJWT2WKWBfW<P*c8VcYA;Ap`oardtR&q?3$c@
z!8Qz;<U-my0qL)w0iXkU8h{<?!ur3Q^lA=&13|McgkiHPLmIzrBaP>8&uY@mdDGAR
zuRhX-nBsT&`_s%zAuJ0)R?`L28l$=0^WgYbqkzJyzcoy>!&g#)zEZzZH@e0HZ4@<l
zkG-vj=2ks1O=9hZ*8P!8d@!H$&GyVJ#=YVU&-H|=tV>a<rL3rCaVUOW*Uc|93_~fJ
znuR!*IAV2q$$(=VQc%^M?Fjogc|Y3Uy)odA7ju$a2eB-V4i2L8&A+c;<SjX7?JUkz
zDPQe{{XNtnjlUjB%`Tq-z|R4ESx?swJAZuA<McfEW4hMWBAf!CyyQyi!P7h)EF?Bi
zFQNv%U4K`GcvErKi5UlFeg8Dq>u`v5#PwkLVHC#)(G~i`=uDp<4Ng4*O^nl~qED!S
zU~MQfHBw{{5K{4c?M>zS^W9Op`|rXi6W9&PhqvG#ai8Xvamy`PHd=S1(eH_DzTAZH
zPPp?iahp+S-1_QV%>d8ziVQvza@Y+AxNvHX7fH=-z>I!#@Md)T_9Ko;1G=BGvm~g>
zgEn`QdQ<05^;V^MT_3)GXWF!3x)hf;hYAezS2@gx9wlCsWx+-C1Yq<y0I(#Ci>gwP
zx-sx)Uo;@1A#7kPVm#7aZM-EMJ(`!E!*YK;=Ib3gz=Jv^1q;>L31=uYaa1FKAI0~c
z^jqjaEj8nvpu4^pjwNQaF-CJ;ZSJ)?C8)hP|5un(E5r|uHzhmFP5OS07yQR{lG67_
z1zl_NfYJNB@}*CzTY#jQ<KDsFM(5S#qT`w2iEy9B^A>hBYK-CE^zTO4@)<v$ED9_G
z0bB~zsJO$Q31NcuyYG^3@Dt-jh^HoQ&sH%7r0-CF{|d!qq>QQV1s8I)hP@%LA(hES
zoX3#yaqN)wxFa5&&Nphj^suJpK=p^O{$$^L!woNhokUD@KjKaJNuljXeGQ?Li}A@M
zgE2U7`k;A!tZc;Y>u{1IUopduY3vVMNm6rrc9#o1K6JK#isYU+XlTpwB4R@lf7Ky1
z39Z`K0u8<55RjK{-26>{b64^pU4+{_*%Um)NI8=LFz#vKXWv#Mj(L&nH!~C?6MrS&
z8|7oa4m#ZE69gk2727t?FPes_%XnYkK@@Pqx@m6b^N`>NZDI1S=2fWm*C=2rL>s+V
z4&LW%KOAXYQpRhYcMnwLZVz`%2#a$*C=jAxbw3XIw?F0hRFmNd+D5pz&|bjr@Jo48
z*dVLAU{qm_R|Kr>tQ#~ylc$V_D)sk_egG8UH4ks75=62>Cqd8aii99|!W3BSC64@Q
z%c2@9pzj0Jj1x4lA2mmFC@g;L(Z5<V=@^x)pZHD^f4TxSETP)IN^cKR;UaRJFl#yL
z!@CXqq{E3zbt|vTo2DI7_s2Qq(bRd$N3SqbN#h7gX54XPC7D>+W8(6z)WStncfL$u
z4-vPUKgI=EC16x7a4Htj!l`XC*khyC+MC~}i1Qf7P)p2-)*oqEi^)svuWN{;fg%jt
z*jZ1N2+dr>53s@Lzgr&?cRw4gFOGtRY7v|co${+v48TI`ha%mekvWiN_>YR`n{hQ4
zj9&_LV2)q`-t}-JJIKuVtHs=VmbmJX%G-gz${>j1$7%9{P*2G%Bu_5dP-cEBD<cXs
zJGtxQ;Nge({ygSuT~G<^pS(145`;t%C`xQ2H{i#-OZ7Q>JoELr7&KZvUF11Fp%)ES
z?kW;u<m@`p`2tcY4OjgQvN(QVI<z%^Z6UV3-#XuA{0`Pj*U8<}G;)$~tB7O75u~!e
z=bzN;D=Q=nQ4$By&30*WRd4Lz*XK1}c_t<OG^hnM9L6=!b;juUmUQ>?VP3yuEEE#|
z1p9dXm2QM13J5B2(_QLvj8NvB!#v)MR2m8KoKu@)3;=oU<Al_FA)oAr?*5_O3D&)x
zl~e|8FsAyCi*ZpIjFR&_3z!hbu+c5sV^y=m9x)hzgKGJtEoV^sR*;A@EZ@YBRpAFG
ztG0~^rxl|!eMCphIlIl~Ch7x${vMRZJ=^*7iHi4X!+A64XvOsHAG2Qcl9ScDA!)<5
z@=cA1!HUx46)-L2*JiTbm`x?W%_IuKo|;^`qpDD!Ew~xcEW-T_cP(9rV{e}LM*-tw
z)2>Y%qE&Gm7ua~=_wkUAL)=7@YCIfq`oT~axx3^Ce;MHk5(3!nD2nMwa0ldp1LH_8
zMT`TlSujqN6+D&Ah-7SN=;PV$1^m(aY#rATj(85mW9L!%a9u(ta2jI$-J^)?L;TS=
zEH(e?MdjMd>RM5n4D+oqN>Mss7&F3jA=)%i2*SJp^R~;gt$#dops~!6eX$Hsdj0g3
zj&Gx_NG)#7I^$cLh#2BhOo%cK<Wv;ui<RMTustC}D~jpreB{B#u}qmNaHr6=JNL$Y
z`|1<T&jUmIIP^`MhRxN$5(g{6PNwTwUJ7wI#;Lx^76Mo=-6EYThVA>E!vcUOrigmv
z3{Ig1uIbZs4RRZliv?u|Oi;ZBuW6O5=4UiTnN?3v*cGUhXzodddHbdl5t7FEJQibB
z&${vIl8AW;-x=HVByk`NSbuTJC-<3oeCF*mr=`L0*#ea(lMB2(^|HZ-B){LB(-Sqm
zRT?(?Fa9N{BTMS7cx40K@q#YEY~k1KO&<xCziaPX^w3d#Lvu8TuOdy@=@V3W(oEVS
z&kXDOw+tyN2eUV*8feSRP*LQI0)LAzh6ppnBT{3inhJ>weR2=fr0dJy(mI9rI_pR4
zAuQ@QlJdAm@z|pIdWXAeKGSc>Py~ljbnDR*-1G8W-SJ92`zK^>lMfr-Yw~8MD2OBO
zj8S(9QqPOiPY|idJB?!X3k51Y|7t(o+o}MX6rR=h6F=l5Bm_bHxnf|CUx?@u7$k)y
zH%A~Y-#{yO^g5h1{;MHDj7f5?81OePfi?WzWqe-B7o|?l>tks`hjy>f^s?0Nn{aX$
zYG89b3^G7SHbd!eG}GCAP98L%hS(FsbMKoROv0-tpYF9#)1<qQFvb1Qw)_i#&-1&l
z*Geu>Epxqn>R!<g-W19|{+eZa+8?~Bc3}1=V&$q=is5>JpARY7u-+e(u8p!^SaOru
zOWY^DE)0+mXy4G{g}<&#f*{F?dgtscd@SUmq@=pyCsjOdcOq<SnHc<@7C~o$oEk>f
zF2wV#SZ0;ot0>1-xIP;&K(zLvK375B3S?XcetsYJTVZ;Z|D9%*VMSo+9s*9d=A_zM
zc#HLK@=T$8ruDdy(k*ZIV#P8P6{S`u!J286_-kZjF}B1KXjy4Yk%X8|gXNGsX=F6;
z$kf^@=O0dq6h1r)EF<Xz+A3+%UigjVgxZA&u!A6&Q_NwCf`DxR2t?>fjU)=v!0VyJ
zqG;;+_x;<qKOr~%*Ebal&+m`Yc}dD6RZB$kwCZ>G#_Y{+q<)|+^4D`UdhJHt+(0qJ
z`YBMwEABn{414xTt|@)_V)cGrxR@-&+6!|8eSZgu%g$C}F}5-mRydB0RzB?yxvi6~
z*O-_TZS3W--U$U-ni1{5GbjRY3<0tJ3BI{7Qigqvj+&QcI@Tm3j5YlBXv?xN>#D=j
z#NEqVRpD$|x4ObtxgmBhOKjZOmIvI|Rla_*nK^U_s+ZX%MgzZl=4w0V9l}rvH#Ffo
z8(C}(x1V)Pyx9y2cmTo!Iy5er^zNyspiE+P2t|!|Ude5^_1HT3s()}UL;jt3P9ZOO
z{LN_oFdLvMiO}~bTG##ibrmEXs$QYlb}RsAiwm!dz%%3fX^1(z<<1MgTluvh<GZMS
zQtifVoN)BU0;1-iOrEH28ly-e-y!btw*CPZsfjMAW>c>7Nt#=OS2|R5>CYS6M@=~X
z+_biYP(D3L>RxS4z`{WT{yDU{h2zjC_Txi@%LJB1af2v2o@c*-tv8^l!QfFr@|>6d
zZj1C2k)juC95Z|sEYar&)n;L07Q?1;gR*&bQOnedz8BhI20K<*qaWvBH>P3&O{@Rq
zn!x;)F^gUWC>-^b0qXl|iK;5EF2?g$FavJUn*J89=^$<Ikb9>Yi?8vT=5C;gMt+1I
zRBneIK5FZeUr=EvpZ_bZd~>b<7{5er{pK}?@ebKSI5px0n~QXxo|Ft_X^^dR??#8P
zFV#fp1bL$w9yNFJdRDY@1daKWw`$U}R4r%0><$Z>u%)@milXv$@jZQkbrVljv|S~|
zn)4E8U9fW|g6=rM=k9TIg9hvN{5Y`tJ{HnGYx`=uj%QQ<dTsvo=J*jP0>eN1Z=Wtz
zZcd=-0|!%dl<1eQiilv&Y7>Cq?;e!2K#GZKe4Pgwe`YeDt7CRApTjPbe4wC`-&8i=
z<PS)fG=j{9X(wyYdB>_x-r{oEw`op^OUod#d@TJ+4CgFx=m>Tq*CC9n;}e>|5TGKY
ze!uqW5d3NZsZ)B>NE%f|H`ColiNF{33nXOwxff5Tz5NqmC8E;I8016njgo^^J{Jd}
zu_m!bmB(-P+RoDwR9AaH!AMN1Ze?N8u4r=4w-Q}_(CF_xZZH71QoDfYo7X_;sb5FF
z3&x$;yfXhi>`)$<--!@`YX;gJFJ?jAbBKj(jEU5uh|$-Kj?cKmwit9ZU^L)*dpdlY
z^65dg5Cz87NfV><xYlE`X~p}}>fJPvrtA<|rbtJe9RF&upNmIc-dqb4CAL)Yy^24h
z&o*oVmIyukm8cN$QhYVEi^W%O?VWt~xV4gRSkibwUAjw(TTl>&`0@ssjt4f537WA0
zyJxMK_~1+qIG$JwD0jS6vlP)F{jD~DAHb<KjOa2!)v^)`FXA=gTan!A2zayEjB;Yi
zI-b<LL)v1~`_mpbqgS_vglA5CHN%2y#lE2RO&86sQ_eTz{(j#6&a$;j9;b3WEx!?N
zNvvMTWHLyGc6Xjzd>Xj+kF*n$uvi6MvEAAn@WA9-kNB2`LK#by{_P!Dbr&yA+0aS#
zngi<?(rz84N5=G9qgHC#?;6@-i(!P^{-6v5*k6=m%5jfh)=;;|d=2WG@0Zz@J{j^R
zwfoxQTNL5-gOP>R-A#7FmhIj|IFSfF1{HKq+?RpzYrge<0K}w?5FHmK{Fx#0qMuBB
z>3ICNKd#0qo48H1E}8(+XI}oU62v%@e!$O80VxLJGXj=B&DSka%a0z9dV+=B`E;zH
zflQZ=TLKq0;H(g2eJ$)6Km@$FO)-DwXHS^$<?NR0-BqB_UdMD6V;FNTdwi9E+;8%^
z&Yfz~y`M=ag|(X#{3gAs6Y0&txjqnwXJY-26(++@B1&q9KEkeF<Wn@U;zsgcC!$dM
zZl2d(`sO>4`YkB!m87G*NJ9*h1}zn}qG0ED9eXJh*5aB@yS}f*+8Lr{yVu}eX8G%$
zu{`WXJXOu`*UMp&x^40!Tx56J=@FMmxM<`W$cDtZk7>rx=v3;Oey-(se7Cz+0wZTs
ze{outxm5Qn4mn?*<AeFD;%-gS&2ts<qpBo8RkE76OX?>lkC~sJ`9+Ke3F<9n-$8x2
zzuqvR4`*`7A192OaO)m8bxr|z+OCmBBL38LCb6yy<`=kEKO)-HeXyE_7Do9V?S%~P
zp8FbLlD5Ppn(6hJ`pT$$q^pa^zSLRxMRwoQsM6OFpjtbOr=o^J9)7VivBO<8v@z;W
zsk)`K8O`krB}M4<bTUPr(?5{ELSLB*_dY%v&9GnIk4-GmVZ)_rgFu(2r|BQJK)Wn5
znCiMdq6((U8Y%%=?bfnwkdM|N=GsE2_g^u~9QsThemHrNR{c-4wD5Isi{RT=(=Yo+
zS|eHw$*IC#!&GbPH_64`D`OsCXlNT9L{FtBwx#z?$*iyR)^~mc!xETMx4Y{b*xkj`
z1hx?N8&e0P!Vz;O^tT1uXfse&D4XE7Z!DLexrxIKQXdSC_JM+LeEY@F(f#Y0t?*oe
zIz;d?!T((7-|uoH$gd0=HFfsWivU5L9AlVs%w#ajIaz$_G3e=%{iT;qs2+gB8)EUa
zxNg!2^9#D>=t*jAto{k8;No_B&<P3$;~?zy7u$T=K!j76=#ty6*$(MsQ@*P9aaW4>
zx#?M==QgZ{{k=X&G4ik=8j7$X%viiU86(wM#(}Mh2gk!zPPoB@p|RI`Wej}8p5C{A
zG+OAjY^5iEI!p{1Ucv|op9kVlNzMym6y&Aj)OzVyQ!<B)?4-|q{zt%!Z4Cm|LbhGo
zi-8Jqyoqd%7W^QyGm5)=+cJ+oF5tSb{*d(1U6e-FWEUItTScQ%(t$Hh;Dktx40dE4
z@v$He*0zB~GPjDOl&8q@GVsUZ)N_>9kZplSZSHffrJgS>Dn(#l{-$x@&k(2^1gTLp
zeLaBq1OED>sdKR|I#I=cMLYiPMOK_ApXQ#311%6NM_jyu<%`;2r}k{vt+lcf>7`-Z
zg7_o3;F}`#;OuA8IO*f6h3TCk7I268H6={x<gCuZejgxEk|8;bHGMv5H*+2|xL3}5
z7fXOO$tMW#Immyf(rkmSEa|8CXqOmaYm3_+aGZbVz5TK*ZV@#RfyOyHBp(7UDyS7O
zrc}Q6lH`K7%xumou2#uo5p7Um^kJ6*hV$4)TcMivL_Zfa3$0%j(feh6m@UR)1cXoa
z30D}zZw<zQ*5qblsBex9a$)a!y6DbNdl!Tpbgkxa=C+2|nqAVyq%7h{y|QtTD2%_q
zHRhY^CwAHn4mFr5j<U%mN{Lyj;Za{$6PMaYykDGFj~5vF9Y10?P;FtjBd?xW&Z@6O
zdNy&K>kuP3p5J%|*tg;S3K!!}*XjGdBSs?}Z~0H3T9~A3TOapRrZ(K>J}yG$$5_k+
zD;W&*cl>wE-2k3tO`eBzK=dJAQVYjr)T#-SAxzsbLxW{P-3m#v`sGpRwHA>7tTCeu
zDBL}9^}GQ?FH$wlzY-VXM7R3<GJH=0d&p79Z_YAynD?XBd^zR?jhXaYSQZI1p1)le
z*C+S_yUsXyJwhl$z;>z?1OCU-Su97cEMfS8v=FsusTMQiPS|4Rr@!)?>y0BOJTvX8
zgzvA)$^^#&w7a}uMIV97UcL!>!bte1yUc8D%A^Nv<c%CsT?_eWgH;-?E^B<h>H^7G
z8OyYD$3wW8rB(CmYhUz?E;sdGA{5ci$(+!SvNr2<2^)w3pKU>)@kTFa9u#`#d-2Jc
z@$;)x?M+SSZw_NwEcoRsLwh_n?o!iuFqv)9^^kpJspGEk4>N1*9$i??e}<bXu5F{S
z8w<o0c(uu^q)Lnn9N(#Di_PcbHx)smWO}l}Pep#puuxQ<zd0=UdqEZp-!}fl-7xF|
z&%^ldZ}`BJ1l`!+R?Mn$ZEM3{Jrkk7TS~2j7{S7N2ZMz8!ie#btSQB-E<T?qN)gpx
zc=WZ01^*k-o*Szxw|DmU4x;K_=+wTiklW8}SA!S@kNOFpxz54CEy2qG9_mLPmu{7j
zV`7y?^&ikwRVbKYl_8IedcO$%!63pI8dL?%hwLhb8kG;g^xJq6$8k)XBui?X8mS;4
zKs(|(o9E=;Y!5RLx+#b?I7No)w6gM0Y+^#vRNH0SAwvDp9*dgqyVyR7i*4lG1_OL4
zxrgDj?oQoton!v6>GF9MPGy_E^2VtH9E<5TVfFq3uOvYm1g%_$pQ%*rIEDJ^Dfe7)
z;pv#5LYf&~KQwt)B8qF|3n7|v-Tk<UVx(u@=hUB#HuU|Ly+Ar!fQo8*hV2=sJeu!s
zx2x5>iaJ3uAHIJe&C%arv)IgT*RPfg=v-2v9ng>f?!#K~zdJqU7n7@~AH44LQ-E9<
zFGNHjw*J(pftP_+-D@;-m7v3;Ql#k^l}15Ro`LA@5&Ksjo?l&%v{fY|r9`sU+oTi^
zr9ZQ;GUIz1^tgcT=@sGkTooq5Lkq_X@VI~ug0>|o+J4&o()r8De{bik`LCC{Wg|iI
z$(yrKsk`|*U}Nc+^<1Zg-YrAmO-}eM20-HHbm`z<KSE!hv2{d8xjRj+bo_|%zk0w#
zxb`cU(JX&W!!%V%0xQz&h<Crs2VM%GD?#`G@sMEqX^u$duh#`g>m_(7;a&g$fV|qr
zV2{6k;YEoqAw-2fmaiEA{Jqis!0#VlE{dX>o}%Csh{JPQIe|Sxego#W`g;d@ckh4j
zlcZ0VzFtFCH<COtE5)CK`&8#A|LjSc-UPErdwpvxP5<d*-@@-<AkPz&iS@`igN-9l
za%W~+G2{lb!T!y;X`wd>o==oBq6ro9QJeL$grW^olTVgI$1+4d=M%5S{@@9`^@^j7
z`h7Y0F1kd$HN|_wpo*~pQ(K<(%?N5N)MCgLmu7O0+!SBLe0Z>V!-kGddbi5WxY-O-
z(%*De+b@=8D(uI&Of@lBxcjhIvTpgQkz&{Vr3KH;dUeUm7*U|P66IkLf5$EEqgC<T
zAFJvd1yz#K%4rE0K7%*SO~Ng56U3Fs3j$F5@<Dwyl2HLeJOd&20tI)?xutfh2S^`b
z$S{WnRs-UfJ<=>5`m2VRfrD^d{)6uZkWieb$@>nVCb$X0MnuxkZ^Dg)_a*4|)JHv2
zouv_A&~O4MwDwhbIY_eG-}UNO@-d&Qbh5egm=P2`^vlJI5r+&W>eJeF<m!V<0B=4Y
z`k&IoAkF&f1c4s;{kUP6>F*aPJ_873RpjyD!IdB?s@TIl8l?T+eYHkU&)z?TYekmi
zulm}|v43U|1ZLp7ML$@epL=pBs&+wqeEu$pfcM|`cK+p+qHt{coXex&^ps@(=3i0-
ziXI)Y#XN$hc5_*%-lu<zn**QhuZO*Y17zEI@|G3)^oyo#slD=H7>T8UWqJ~5uIWOx
z6V}q$$=QmZVdfa#1IB8>)Gz7XdMz*DchAWjAj1{dogcB_4XekJcD}*ZiFJQ8`H$mB
zi~saz@7mB^G>L0QW(Hf&^CCQ?bHRX)*Obc+$>8s|_?w$_J1UTsu!RC_(3e40ckM){
zOSYdC$co<mVB6f<No1Bodjl+rH=IVC_=R-rIJ=}PY?>}yP#pk884Sr9sXqLvz8e{v
zvr6Eh9XS@|t0$fLLChdE;&PC$g3kanVG?@LP3AIxb}@$hoo9GS)0P8PWXo%U?V=$1
zp3b;rxXV$=FUaCY0?L&!A>ERY`lze&@CW89qq@lpUSLR&WdrE1USAjGJpTse!Mf%B
z)zbyc9sDZ&-u<V|nie;j#d>4o=auzLkO*(cBiZkXpCw2E)DD&<ISi}cQMvH_{j@=L
z0vyMal+oMwGuqp}OX4t~Q~@7cW`qjYpy(PwL5YUX^XAY_fdLE?4QEBru3*!k5ZIi|
z+$Qtz!jw8=0?c{FLE+tWCxD~r>UaN5y%fD@>%s|>j3ho3aLY`N+z8`flkj#Cl;?Tt
zW|Th0k48Hu`^H4z-@$@eEWqqJD@@+9+PSubsaeE=&&YFs?gk#p0~#!eg*xSOLdZI#
z%?4NdiffRikK1=j@+q@lc9W<TWBuBVc;Tziu3Q}T!OYSP(H@P+0QphSm;T*1$K<f(
zVBe?%9k_=i0UC|&S+Sp<((Rcd!go-gE29|xZ)kKN7_4S~rkePC=ntv@Mi<cq;rsbL
zeRNpefBRpD8!1DBwfOcDzHb)-d=Xz2S2!rPIq2kkNs#(?sCa>FOG=9qB1(Jdx@B9J
z)u+Qi9}i)n4er_h>@VZIxFQeffgZ>_SsZU=-+o1e2eFp-H^6}7$JT#$>A30R+0teJ
zSRU7#C)(`j05d@k2tHCAm_;?noTN9g+Vmp!8*Kt~3W7a4<_9&J7E{VT2TiPCwk>Gt
z{8gHeVA*f7VU^bguM^*_$(lLqug76!=gJbc&<wr76rZK8X<5IctDlS){zlMP%AJ#O
z9);?nK~7{vW#H`5miHnn!te7lW~lxZ5HkB}E2waC2?O>h2OkACZ7*7%Lc4m8r+khP
zZ#j56f~dzB2z?`aH@Tg5%{B*Ehx#Tyfoh~>4Y6sut5H(KGmIdu=llVxMa`kI6m|D(
z;TG@wNSkEKc>?t0plt?h?9Gl8-%Lw6UoJSGQ|VW$^w+JA63b`6fX5l$*1EiR5B+(5
zS0=jUL*9WRVknbvj9)-F%$X`5HT<h7JKpsm9nQm0-g*3xuhZa8T)Yea{ub%@_}5e}
zAQ%_0=_J0hsjs)BeDue)Fp<n=F~G&BekG0nwfwnXSo_3q^=7|ss~rONpono@7}3c8
z`a@#amn(|>SN-+U!m1n=nGlAum+6>VnJ00o!NHjF8p+xF<c~mW#?Sp%_xPqkm$yCN
zF7&yni*0OfT;;@d&jn52{WKz?q?a!%tv_&pxo+VmX_X3>QerU0A6b!WIj&D?`F#83
z<6oT<tNABzIoo?h8nAUh-#~r;Vo(rt1r-;eL1$1V##zDo0WR#j)9^_dS|g>E(6y#x
z_+7)+V9C>|*?L+^zHuRa&S-9@+QcKQ&m*rIL@P9Wo8);93EvBS2=@5z%qVg}?N;bp
zT^kHMH-jG(Y!b_DBI-%ElPLWl^WCo`kR)?6r13=XMU)hg6?&>H;?`i_cv{Mis6G+v
z1pS6V!Pe0S#b&I}QO7<~hv+(8i*x(u^Q`p6_VU%HD6X3!OgRB)I)j_A&Ib*MEN#jc
zz`PFH;(i4?o;uG731h^lHl61@+<3M(wGGug@2{o(-EsK7{jM(-WFT;L$r7jNaTL^>
z=2bO)2D1P#nJzs4qNu+))%9kJ7S36(DF0%zUq%s1m8j0G6wi$QSI!j^8N3}%%fKV6
z5BxGlRo7A@-CAadU;0IkFu5@OwGs8IEr@vX#GN$_J8{o|-RauPzLVka6XEyS5CE0(
zN1JzXu<fT$Ony}GsS_U@&!@zyCxnJ0e~(pwvAbAuO#BBoNVF!WZSqhTrS;g=sAFYp
z44p7S@{4B8!XU3Iivn9I!RQjv^Z>3MN6NklsCrBTr{8Lb4n8>|zwe<mUVW_jyXYpm
z&0l&m|6?wc1Zw_E7v+Gb2f@1);&vq8M=hc}6zt%E{3a^**J4f2P~V5oLH?6)z+n*7
zP(V8w$&5^FK{dpEBD~VUbZ+9a^>e!C>Wl-2{KmY@KnuhAWJXq|YmlYlMP!;7C%37(
z>6@bg=M9oT*<tJp;vW5NMV0~v^Vs(f@b`vvxdiDd52q0?&Zvlt%Sqy(Zmk5YANbdE
zr6}fUf)>w4wmJFLFJV6bU>N)ZD-$oh+f^uk{dR1$0DT{(a_WoFfBx^99MK_5s_wEZ
zPex`8p5oc|E31bu5yomdX94L{cK0*eb)7@8B}e^3B||n-YBN(^EBL1T?$Em_;RO<W
z1z>N&84)TQYRL1~7N8Y75NHm-ei!Gz>jI+_{A=Q)Dvv>O@FUci%9Y3=#gvNt;7c(p
zemPcoA3K9Q7X}L(hz98-;H0eP_&p|IrTzPU)%J^(--^%7W_Mdup$v!b<8n4i)hpuO
zpPgOEqarn&)*_5i{KV3g?Ge?D*dXtY)0m;&LMWH8O%*p@`)Oz98%MAHW2iRvlbUob
z*h{BzEynu_dZeb|s;J>mJb~B4Dv{fYQte<`i3QeeVI9he!tGx%iHJO?9ZB2|i^(1|
zY0@V~0xzrbCr{H#aQTdLC+>eSyG*wyfP%~B_hl#k&al)_!c7pw9&q@ZDNC1SnP2cx
zkX1y7hmpXS1>I>}C;Qy|>hB4|F#3utv&0A-82;)-4h%Fhup#~W^KYIvRhih~+Yg9C
z5p{!Q7?QYmlu?Tw;Gq8n9TNy-8N)5tFsMNP%h_4cfF?<j|M~-~vB04{HU<x<)Z|ck
zvZX{G!nGXjcNZKNcu_FcHp-GZS;csPe;3!xN{HM-U(+s~py(Ih&iNqrRT+09G5y`W
z;1{ow!hFslH0&OiSgL@oxt<`c;CTi#a7l6+I)SkVg7qKcU2DXgXRoH~F(c7u$Wjk)
zi}I<teexP}apZ!aL&ZrLoa_@sXh+W~xcWzm9$ibdFp~Pqj@6PEPyY+pD`RDzj3xD(
zgWhY0+;?}DhL@>aqGcxF7+NDx#zG}$hQBouyGe`Ygb%A3)HCKa!ra>X;k3@d{?dyU
zi5D=egyEv;hJL`3kkb;21L!dzx^A7i#mt2OpaYK*xBqcgZTVaJrm!+m4~3EH+TkdZ
zh4nY@2P^8mOK-VH`3io(eT@MG&t@pd4-_6D^rlXOIlz5BYOQQQtuH}(uoKx@7UFjP
z{CZJpF(ynLXTvbmOp2mF69tJ41=Yz#fdtv6<TyZzAgI=K@AI*56AAAAb$tGBmhs<N
z8ZU1W>?nmC1$&{w@kJ?Q$xkvzTfIDmi!vVSJ-2uV?^v%aZc+@37+cx>tmRI9<dK{t
zJ<^q>!nmvQ+A-n19536Dh7zC(qWLG>Ono}5n3~<|6p_Qf<S~qfQ*Ilt$g0t;&8CYr
zh6EB_e?UJ<f>npqSD?UXW8;<s{l>2$;WYnnQSJflibRnW*up)wzh1#q85<Z}ji0e`
zrIhz-T|L=_fR5)F>-OOSpJn>#3cR1@54hP(Y&@mHD{<M41T|<*Ro0Dhj?RSodAVUL
z3LL&a-HtU-eE_j)LCmBm1s4nU-b{EPnnMGB4xf<A6w2a8i4}%CCgLUs;Y6IrO5(pa
z#D9+)S_yo#q!`o3&C)L0R0m3heSoMkyhxY((r?UWYFat}&L-`DwdUaAmmn6FV2+kx
z5}0F<Fp|ikXqf+-{d*($6a4jNHsGUtw%2x!wEXmsN5mTz{`Exsd8=-Z8D{xP?4_at
z725s#h(l>zs{?71jmMl7qp|09!KT6Pq2TQA7|4U_$P%buD>|{mPO#f*LF{7u`K#IC
z&q^EF#Q|oaS$b|?^WYg+BV9}%1`(r&STF#;!JEI5(sickUtkE1tD0Tv<xef@;<paP
zTpacDQtZj8m4_pb6|U`Z-gILRFbtn&W2EE|E+2GI1pr#}ZH2pb_I7RR+Y-Y4Cd7NU
z?WCyO^h+?hrskfooOWb{YcF1OUX?1BM!xQvhr{~R%(qi5+7d=McF66R)d>51f0-!Q
zzbG<60CdRYIW`C3(g`2Vcds7JRrui+l&j^={%_B8HbYZ*A83mG8_^gc-=FyA?{TGn
znK|51P7u$KUj#v*+543v;6jE7k>=xIFQo!2o=4hae)9qYDP{2(LTK4&|LoDZ&Liz!
zb>WGzsV@F4ZB)CKW)_+_-ITQa#Ri9Yf9GH%M_7_!<-k-nMR-Y$CwczS@VR+K_8VzN
z1pFiUR#MXy@`?`KlEq(FwW<y7RBgy;{9td1)^ZFs7A)|q;ft%*U3L)e`c1~m-z}rO
zXloz!wc>GY5BGu&Br3(F?g4B3DlnbT?nek;is0bBj4|9ewov2hc2ch|9@~kztMWpQ
z;`b~t;ziN03x<^%ZqTLQXy<1y2Xvt*@_b@DN@?R}Dn`QE_4dp8-un{)qTJ=}Z;`;z
zfBgj2<yhBIb&W7x1%vur&+$2{0yycHdo{jH@Qg($_QE(sUm#?<X5*EEhMicC(jmyH
z{0hdOvYU-^V?un=RePX?e)I3jXZ#hF@$&L5+A}{=Iw14c$wTBD6_b0}{(ERA(LcIq
zF<qUX{#Gv#@%u3ieNQW+9k<&S3-r*x^Bn1f5{*exUXdGh1E8jmeO6s;0~IhKmEQ+W
zmIwOJZlN%f`xu}53I2MOLi0l@UH$a}1ZsFMHhG?mkMlk28rsc^V+VH&_^>wDeGQW>
z2?oirV2qXR<k}n-^8h`<1FJdW%%45JYBT;?8U^+I2#Q8%_UxY~6!zmt6K*xl-x(Ru
zmU@@TKHA*Q>7{Mk?_;nm4e7jBh4kMU!_cG%MF?nEmamZfJK0+Z)cy(2UW9jAJAvcl
zubl0Z1I}!3+??VEGA8^DkeSeDR_iRhaE%zQ4gWYkUvYXqbiB-z*Lf+WD$BY&eBa6~
zPk*D#3Vp$W66#i<>^8zc?D?P?m1<=hZIc|@;FA5mIcujcXEwLPc$dstR*^fDCeW10
zX}dmY<(n$|NR#{A=|h&fcYW-Du>Xaxhj@PN%~}`LEf{=Qt#LW*bd{>tm!&7ZlFGHt
zkKbFq*Slp(jc0{f2wngBMDELsouAB7Kop`}?=l$aYe~knCc@J6eZPOOX<A70p#EY8
zX+F>MA4j=pj=rpQl6!pJL@9KeB2?pF=~@SnCi?D+`jTF=f#j2eFVvxE`O+t9+S`OS
zNL<YYA^zx5_k&WSdOtEAKXdQBUlwkm<jM}z6&Iw2=&{b>5G7HeCw?;U1!vF(+W;;c
zkmH4)(emb$(6V&TAVPkFEq^3vnXHSy#=`qqZPGb&Wm`UyHm+jcyNY@YYW2vt=wlNg
z^tOQBrBwVxs}<>Qtrse;aN;(XTG`L5J)LmNl$9Q}mFK^9x-0$d<#8dOSkU2EH!eM3
zWZvDZ(q@8(PXJ&x;2g57h!dD4Uq=WdA+0$WRKGH>gewDH3f!_7+8$E@@dhG%Oh^dA
zFiUiu!lb|16?o|2vyhKbuhtzf#@=Gstu5jJc*F-vfl|1ve_idiZQDO22!a}j%>;<g
z6!{q}1R?CpL<b8WT;*eF!_~`ga>5s-Vv#qkopfGusGjBRmMmT`Uq~^mqSIie+?gay
z^2bWi_nTF#_$UAJc=MG|S(UXW?kW1MfO#Lng>0X$5K=2%I8@5|A4H2Fr+Dkg?6e+`
zjWp>JB>W&(`+b<xK-{MO(eu7g-z1ctB2sU!c(k}9xCDFJ772$rBT^wZKGl^+_NsC}
zA`f96Pj%8@sh*G4%+-zjqw}#*c5t6xlPp6=`Na`#Qx9PjI9LG6`~G`#C+_HoBkLlv
z^+k8gXwy1t!RfHruu-AkNM-}LOZEfA@V|55KW!1cK3NNYb;oIQeaPpp?>_k=Vb^`D
zfDmoS=kXT_qYWWTch8d}Rh|{o)09Ab76m_VR^9%XG{qi6-gcyEvk8u4Jto_EF_Jgy
zLEo-QTj`p0yZ_eS(jIYtX@#ehUcsN)Q~Mt35lOvz<>i>7xO=a6nImtEceyQQs=T|&
z8l#RABW!#vK7)X@lU%jJW~9|y-#*Ein>Rp)r!MWTzqs7nZYj=9SO2}5497}zyour@
z*Nhc|FqCgaJtL(U^364?jqGhDe%nhFIV@Hwz(jb4a$NDV%s}%2D|6vOqeU45J1G0c
z!+p=L-zPI@+MW%(-;pH_`{D0gZ%$sFPYG_mV8g87do%C*J}&RqZe(nwseca{RK5{e
zjO?{nWc2Y66GdAvR~I3AlZ!dJB4By^wcmeNy@I#nh{L~kh*W7N&j2Digb8O_<R9`!
z$&7#h?#<{mgJbO1Iv9*8S{d=^aZyDga>F;&9c$mlXcY<3NEwMoev;g|=N_oWI2i`C
z(j;<6KR{)bQ#LlH!lsgMoW`oOtn-8sTe@l%4}IDe)mL#xak6LC?_bjb-@l|B`NK4j
zrXc%m07ThkvGPcs@utLbj$d}5mi*(#9nbZ7xOW~b3p<u{S<y99V9);5%HN-{z@(}~
zM$g#sZ+EK#PkNaAz|IAs^k-s>@DiWN3}q3O<{O>?M0Lm`15}R57UiDnWkxqy24M1`
z7@#cQ(2zxG5@5Ss*}U4_pHmaq@6%C0<1{0#wLV{|WD{MQ$A|uv6BO{-H09J-`Z{qO
zLCFzA4@o=9Lr@Vcwm*4*q~R8Jj8y1Z;X2xnU}s%-@3A_F`6}X|LWECT3rlg&D^t(w
zu#=_&DfHb%pX9<0`C#MA<=!NsAPx8_{m?N^x?uYyw60}V&)HAGId}tmr+gahUB5Pf
z0>9t7i;F)k97XpmJ=sXSK4;19(UaXA3$Y5O-BJPWl#?rH&T?Ups)e($c2kKuPc>6t
zoGJ!LJh-!b!IuE7&DYvz%4)0?A+k6p9P0^yC$kA%cy&(<%B|P&i^T{|=wMXoO?%L(
zZow`IdGKd_mft%_U;9>jtS?^s{(N5h{xK6}%6~-|)k&7v-q<7P!c;1pEAwLR9St(k
zogYgksQsL9oz&Pja9m9RwEmxs`+t0mzQ!${Y3$QLCwQOfQw_`C;7Ho<(iVEQ{#^@C
z>wCEol~yuppF}HUBGhJ{@xLK+M?<<du-#fyFRFi%#?k?xA}u6kd`(0jvU?z^4XR8g
zuNi-@U&VDA2kiT3P4}z66v-PQxpl82uwEf12S+T3*!B#}6jC5RhRcXWMoK+?8oW(B
z*dxD7P&4f>FTBJcRP5eg{TBVWM{eH43mMluXDkPJ*y1p7LG&!;0!xc{=^T;2RKwVa
zvm#YJo2*pO5E)yCdH@5Jl&JNFyc7QlW2#rsaLxf=8TaVdPT?!=74K)c$61-{ZF!SL
zgQ20Iswt7XuZw+^$r>SZXkRgPKigV1(d!G%UjyM<2`W&$vYddXro4cy0EYp@Iuyj3
zT({Q%9SYe>9MQnUZ?=a5Gsf`u63JIs>Iy0NmI6F;OdJOJWS<2_Kqo2u@lhHF;yc$P
zQ?FB>hOr!~kr3ZqmyLhMX#Ih&3!sN5!3f<P+3N@LMD~mx;DQ|29*HD~VB25XN?f;U
zAx?E&1Se>Oh~1zWiIg%LaxZ}K;hF05kQRj+j0g==M5V~3^c2xRrCZ9g-r-i0^u_F!
z-)Gnc>betq5eb&Lpbnf7)wPxHk!RTYSQ~XJ#jkx+C}2EL-!fmF^&|1G=g6ysinx#a
z>RmJT)&H(6w3M^Q&AJl98*`i?T@h1IM87mx`ZW=+<{ZXm)G2HDarLn;T9a;FE4&=|
zT^tD<WxO)H*9k;UaDeI#@Y8_Q$1WVCr2Gwe`r;4}!NYUsuYarALVs_;fO-5>d+&fd
z-p~*pU5ZM2NQPofiv$i+vD#epUBt<&Uul_tTAc)d5tRAdBjJC&z;43UMKZ3nPVbNF
z4kr4LAjDKK;Duew+0q~Cl>KFa)rD5JC!4oMnA$lSD%J_s?_Su~&60?39QxE8rUbh^
zY9FeP+5z9=aV^%gMU)LKzCYY^XAB_c{NWC-Elz-W1R1#IJ;St5c%8hFE$hS<XNW&R
z7xMj~yI+QuR#)}~Pm+G63uEx8=oD-J9iFY~O+Kdk*IMW&{dex#LHu-Ea4=CwE*JG@
zSO3mlJs-|P?^Tl*w4#sMl3{i36p|UCA^h!$`6Y&`+IH(pa}5_YfA?IVk%Qo#AA|M@
z()<v9X#3fmT2UEjd&9fLz4{fjCw5-dY<bMZ$>!FC7^(<u#GK>PtzIVHgN8{>|5koX
zg>A)x8)yo%7r<z9;wJDpXFrUsE~=@_$0S3bL7wy**Ntm`dK)+H5G&_516}z^^RuZW
zY3<8p_wck8`QdlQ+>K<#P!%b1g)U1@0Gc)uCzX+^Nn5AaT)U15+bve!g08WZOAT1E
z#+xOzgXV_6X$*C2NVH^fLsJr5XD;AN@rFMX((<3lO$Lk}Qiof-PfuRddQ3_Wh0mO%
z3DV8`VX6v!jEgYBH=+Nozgb|$-`m}exU2Q%D=SQpZ64=jh`SaWMiSMZ@C8t|Lx_Ch
zlNUof7)Asa1c3~g7Ukqd6`=<2*Pg>skk{w$?yJO7GY6M+6E#rqzx!IHyx9Ep6dC(7
z2dE-v=REoWX1~a_GxM0QXny}UW$1EP-uc`@IlQ9&H7QUK10QlFr?+pCN)^Lya?S!?
z?hf(4BV9Slzn@Bg;WSb1bumSDL{R5bjuEi#9|;z1bRH6(k6Z3+)_3ho)kcF#X)<;w
z<#9`woGT))r*V=l2SC6M);38Du$>~TU;CWzmC9BHpZc7f|0Z@QfBiAXtl<{v@$3N$
zgyge230F6^1H|#BZ3`rzx*I(pMPpAc&-Grlb7DSsejXKcx?2_;Xv5$_iTaTKrS)mu
zlC07uEF?a$y+(oXZSUM%`}enLyB8(lmITdbV7sT<(;oXNa^_kI_J@!cwQtz|s;AGp
zeCY?sDA4WUjYtz=?#U2A6GKKQ?4ry9UGY6kcjeW+6JHK;fP>5%e_GDSUi0(vntU0C
zlVc)V8g(hjiJq)*=GH?Gqd+^9x;Z`b%br?;6(%d9?BU*#o`YJKW5TNpZGvJ5%lo~#
z)cnxn=)!lgii+93O9RV4^al%rq5|jmDx~}0Airhu(66FBvOUyaI`24~RTKP0IMi_{
zj_yMTzWOo$D!w77dW6N=`tg#(u#h_S<C0Gu=`ns#$^2%+B%$w#?61k@O2@9$*7DtW
zs}}EY5#S`LpU@*ms}8i;783uRp@{4R)n9FJ-!QC;wk!($6-f7gGgjbD_5IM7<G&g4
zsGX?J@0#YYfw3$!-WZEQ%g<w8nMj<~_0zt~`y+my=XQwx&CPNyg#ybR1fQMA0Z{ma
z>@Q>M&);0p|LU=pW~{6G?`)WR-9nR(fBiBVCsd}aYuh)GKo7Z1+{;lQjM#1Ab7^pN
z0<2z`smFbHq-Xx403w&)=-^a>dChiq@Hvw_9eDshK)}CGXcjE+4LX7EwK#jl`kc(t
zT(iAM&UWeFC3W`26Iggz#<N`4Mr(nR-R1h>7f%k^EyVJ;<=)}U@}pqvp*Yx|=dfmD
zL2<M+N&S>$CWU1<`_vlyl5q2<rxDY6V#<F!v6tVht?{MxlkYN=zm-;g#p#=ctvj2s
zW_NAP=nR}3L}Dz`TC+B|(h5zAvY9Us*NMri^u-$4yyV3w1#5+Cy%&POlNqO|Ze~vB
z`(&ubH;eO%D!hi0-|Dk#(uC>^Gs7FyMkPs>Em{6wx3P&4!u?wACkB#Ez4Gfw|N0l1
zX7l@<J`crZa<7L96jFGQwanewCo3fG-z+P1czTM;GKK(28U#<d06`%HFdqb}!hB<!
zrc_}=;V@`In~Lw~6NX`VeI(7y4v?Zy^Fs<k&|w8e<#8IK&O>n9gpkDb*Q+8Nn(AAq
zm+{8MrDlGc&UpaZKxE&#mZP02rTrL%L6vVN_;BJU*Xp+940EnuLmK}rGAR9Nos4Cv
z+u42xxs`pJ>iKSSFPjqAO_L)7^|mqlE#~gdECwkVWRwgAANUge-G1zM4Jqf-FIa-y
z=n6!1Ymsut{~qkn<pub?Yt>zZHN6(|4H0NicKzem-Vdf3=F3!kOgT5w0m;@_t>4v?
z0%$6T8vXl^q}2}9a&Bs(oJSGgwH=q2i#+J@-!RFo21^w9N;eX_qS`;-))3u^E6|N-
zgX@d#g9lSD1pDIEzQVvkAeA|HKD(he{g?r?<^S$epyGi4-It<ptVH>~0}z59ji6Ji
z1#w^2I*k&bo?+FyRb*kD=ifEXrtnym!92VPJ>Jy!Uu`&m6ChAiq3@@!f+@)0Imi?R
zf5Pj~CP+R@cw{)Wqv?ef0C}OWaUJ5{Y!ot8ate-L_G=5zwy)j4vMlrbb%97F3Jd@{
ze<jokJsiK;a90!v%v#vIDH}-9?1}!mKbx==c#I{e&T78eJUA#yO%VVDO@8xNyzFjj
z{_A!2OaMr8tXPFHP?{qc2-A4NGji-wA;9utbY3IJUddm4TxYMMAZ1_tMV|6Xh4kp;
zm5?e)+3%!r7l9oQm@1kGa)e;b%e2q;z?`U+o!b$Z=q)-Thw1KTmu@Z&$0QmdfSYEA
zNy0k(>uLak<AQ!dI-Gb@byB0nkPa5KO7`ryNaAJnZq#Ur{KneruNG0D3NWwr@2IXn
z|BnqenjVy!+{*3HKZ<jeB|dM91AT7s_pbQ6#Q}aJ&Itn4V1^wp5Xg!AJ;6pvP`Q6o
z7@`pT5-sa;n2~L|u3rJ7+4CD$S(bI5cl}JduWZ(spdG0rr%t~QMiPuZ1AY4LUqtXx
zB4E2coA#|rp&|@d{Iy0<hF<E6m28Xq9^&j*GZr7;%<{XgAHK@{I?0{2OCO8qHqLfE
z45|TuFb3!4-6}S{mCQ>lDf8Ecb|0dA<9gQT*N7zik<c{0+AHEvbMdaGglyUSem(B2
ziC9bYc%hmT@2sEkhFsr^nQ0b2d6!4}Ix0T2Jj2;0zrx8V6JPVaFFm-YY)s8hK^ot+
z!;<bI=fF@f4>2SHnp^v0OR6_Q?wPder&Q69laS)?ea*cm^|1iOUoA@Ych~&ax8)I{
zrwn0AWV^f4i6ZQ};K!G4_x=DgGh)e%XYW0CL4as+pPO2W=Xt(*<yF!ciRUMhJkiT4
zK*@+Ed9&<;Nq@`IV)}A?JQ8B~;|!R0*CNb_hHu1F7T{GIi7d&sqYWJn2t9j=3(en6
zmq+i6itFnKgv8z7H|8o_|J)14dv1U9YdcbB-pLMw3J|o&XZ1kN8Q}f}$&*>F*&B;N
zc!|0OEh=76#=-0gLdCzdeF5H3drVh<+6#ypBaxGrxMr$axg7}VAqonPA&U;e=>JfM
z!=~1e`$?fhPWbMDx(sh<k{|d!a>GgMb_Tm^maT;nWP-;1@5v_#BpeNSU7xUme!h__
zBa|2E71Uk@|8SA<Ii?UA_yCnxb^MK(wvqhr^0}2-t`>5)(NLW%wTC_j7yGQyFFcC{
zIg*Ofj!A&`WyWc7k|tmMcc<xcl=)Yv;1YMO%*bDjab^z4yK#@upadlS4QV~{3)h+I
zJenS@C!6O(Vo8(xaklC&H>K)1tuI@&zbXqwoZ(UTrejP{9{N&ZN?D)T7rl-7y1#Sw
zRS@^hk+?YSR}g!+hSxBCimm|F=5J1AGvdhKyDc&wby21G1QZQ^Q18P{){BN#_8dwW
z3>g;e780y9=a})vU6+}8+!O~kXKsLBw+sT1YvalOTxqZ#*|>|~(dx4iU@_(e2C<(R
z-`rhyB!o-0dvzMO$5$x9>Tq|{=Ii1yC>B*k>chvMZ*eaMha#_8y99q0INthU0RT;l
zYbOsscQeMUK3UjXJ|w}4ly822vXEmqy!7$EI@!^Goq!%s?a|pB&ColroQBNZgn!}O
zT2OCFhdSBUg}Hx!ZHsgfJijRTLMLsx4+{H|;1aQS|45z=eJH2@>I)3^Ll!zoC9jrB
z{$J;x{Q43mztda{49r`~*Qz^jv>Pu`$BCHmpx^h`eSMIgCjm{Te4<0^GVW4X6^_}~
zbE*zEUwzn39)-)Y=r-?9aj<itj}DIsf)3|tTWdkJg>G>5;uDs>?jD7T_Sl;Cac}2;
zF*!qc;x1gr#z1NSKUc<p(teXa1zN8UmPd(n+o3^Qs;{>t^UO6b$u)ZHtfW**U@Ie4
zTgZ0%3BSv-w*Q{s{Jlx-xkYw+7xmq!K(Y?_JO7nBEj`WEq>rR5&=-Q!l%OHj%rLbW
zHpi;yb(q07w~*D(8#dZ;1HzR|9whkdiTn2k`;AEs%(s9p+=RyH?CS(O0>kKw_kLOB
z%O3agZ<O{a3;Bx-eEt5@k>5~t%)j!vH*Q!Lh;uTM5AI*xp7|-Yd7}7|v3aiTz02`n
zomIYWO=elCe(uhz|M82LG4soSe@%E1Ad&Y!b(<i6O?wM7&MVQhC(Zpq>tx8qNcWSj
z#C}h~6K!SiFKOe-E`VEW+Ny!;W&V90?aoZ;#0ArIk=v%y1<nf*{gHRm4I8z0hJl}N
zfRcLe7A6cMcnR&ZSL9(~e(GQ?<?RltZQ?TV7j5`AcBVgAb88;y#ON+<%N3>7GqBcT
z;u*4j4D?9)P&4LlGpEga6r0_A)e`zRqow;Y9fd6@{)?p?-{wKK^RhFpp!u#)#yh4a
z6k!Hwj&q)`z!4eD+C{~VW{cx`ABX&V@w*{=<6OC`uU@<5_Q&w`=FeB4yxawQJ~wze
zYXKFszwr+<`A@hg9%?MJ^6J~vv+CB8u;j0%Hv13+;Ci#KWu{o2H&veA_6B#blhbAB
z_&>(%swCJ|006+@qX{f%yo?Xg*4Mys{QkUfHJC4CmM#iYW(<O$QCtCYlh}hEbjD7(
zseD=VrVp@I50YJ|m(>fi`CJcZEFD4=I{GqUp@byWBh-I0j^#b(uJobEQ6&*s;n;R5
zC?W0c5JvPmBK$7h<6sKVgNyudR$-w!y}Ijkec&op1s;mAOaVwFx`Ohoe<c66@&j?f
z8X#T3`*B~tS%EX*n>CLayjbgejG^y0XJGGxe6ycRZr=X>FWs5s3hO3U71UzP@HWxg
zvzI#tYH*slK^wWvpm&=#<BIxzX=D=_K{v#cRJAl37TqsXQdk&CnD!N^;DzNpDY~su
zA0dV}ZKhHv-I5MX#xxjprSPWtXyf|uxa{i(M6vGhOb8(>Srf;*Y#atRO|L&Cwlh02
z16`%ce;M=odn0pe5&KP`@)dmI7o>15$G~G4igKBz^PmhIfZW&N$o$P+Q}Oy#pSgAM
zr?GpU06*Wqp6tc?1(f{-_@gG>3MA_sv>GeHvT<1e=ejO}O*`<Ah~uw+kBx^8Nn+?B
ze{qwfUd^5#|K0*3AK6U1l@ROhw1Tmdvkv_xG>nrKk2(1yduiWr()<)Xtg+6bsol~^
z9P6yk?^nM$VRi|i9pk#xg4(kD3)z+gXtpjPO(M9q&&$Fqp*BkbZLc0dScxg#K#Ld4
zb{P|#{S_A{N;Wfmj`0StAWj4-K@ACQ<OM37=2PgFzJ%M!U?<<&b;9-AbI+~2J>|IA
zHd48wLM&w0h#ThWfFFD+$oXj+fgV;7;cR4DQ95noh`c-mQsb(*dB4N^$||%|kToX!
zU(LG%`nUaD@3L$BH1V&~^j+b+C>%5|fBe<deG=jNdqa)&|8iu?U4Qp;Kh3NZ_E+`f
zU#}e*`#ZC}q}ByY6!<MRqE6-OK(DL)&C9ZF(*#jyrj{Qt!bi#JSNNql;uZYqjspNf
z#Hn}o+^aKyHzoevae$Rlq7HQ+lzK6eLMzfVz5&F!3#sg2nYw`cK8H#xCMx*_0WTfF
zP49uIB3I*ZoF4gomHCD)h_;wIejeI+dtrNmHw|(QVoVk<d90~`DaMwu^@xkj%I=}8
zFt8oL+pFg2u(~jAr1-Nd^n~TTZ#HSwx(>BSJbn@=ABXy2;2ftvnx=zLmTivrd^Y|F
z>E~x+xF0zZJ?m>ey<#<&79(o16Jb8ov~iLuU9ye+g8jqWg8OBj?DP8oMN1KF3qj}H
z1<|v&4;ib9I$R_bxC*k@3<XGos=i`VHrVMq89^nv4G{P-Ls={FG9^LbItoxA65&ta
zu0!vg_usp-M?1Awh*JW63VwuCHY0xnc>OmY^m^Cf%>&rQWWf1yv`Iehn+_?$>(sxy
zj^LS#!{{KRix9^?7c1#t{^-4K^Eaz=Uu5oM|3fnY=Ccr7dBrY$XXR9~6m!u<{D2OQ
zV_&a;l!l)8JiruE?)299a>CC)IUPgU$Oy}QFs{$v<C}*7PnG@#Gv+N+hl^&4u<y>n
z035oa;jUiUjjEFUzI&z`S4dRvCjx@p`MXyF&Tw*+o;))h+E9n{H^_;VN;ek8FV5RG
zYDzuvkY-1ne={vh&zmsaVwe~a5k^^T)Bta@+GY3&E`ARF78OVr(Us~Z*|F%Q<hWGj
zmK8*NZG~XN9aI1``w%TUsn7XwdI6(Rm0MfXSbak!Nj}E2PBY5{uJf;+iy=_gf^|E{
zo(+EWE%fT9m--`3WT5&+sYZ>dBO$%UFJw!yeqMY!A9^QAMWW=YhVbLveMhW<;8};T
zaj)X<G4>Bshl%%v4{{-kyloNp1yDFyDr*ffc~@WTVJOp;>}TCn4}MX#e1lVgYzIrW
ziE)3B^Z|Yo9>2acVbsePUulwViuH@9mz9!Wude|Zl$H;drP+on#q3iEm!itvaxbHn
zzt%9v-S7L2g~-WXM*CT9gq#KPaR1_xubWe9EKhqmxbZI9USQeTnD+TuX+Ur;nDqk>
z<0z!_!W;`?mR~mI&4sD;Yi)PV_3bNlaI1#|+0;cHwer6@0fWeQn1V4m59S-@3<%a;
z=jB3|`zr!FNtPWR3>4EPb6;-1cK>f?PZnzRR{r&T{P(twgkO7y`3Nza86EZG#u3#<
zOm4dH+!MZEzYw%9PcJx2;#N!WM$nJ2h`q6T{B$v7a!FGvFVa$>1KpY#<NGVum?K1S
za!>o>L*}JtRzT-S@5ea0?hCOsv(w_w{<ad*Uu!9@{A5Cu`OvcG`>DGk61B@&MJ}I+
zRF=4|FzV5cTpuqk!ePxC`&GK<S*z+LZ^ZcZ({k2X)l&!580N3;AIvt_A&m>e<OtQJ
zGby(FoOOHYDhh=pJ|OTR)t3V_X#TJw79<Qbl<5a`PDSUi_qWB~egA;)yyaheD(qo4
zfESAXbZZsMmOzHw=~Sn2WdVGs&?Y(mz27%&jm^*tJW3G7{@&vM`LQStHT`lcUT<jt
zcO|ij)RyuqJ}lQ(b;hyG*bR1$NSF~eB}#3ri$XNQ_c70vVQEB}fL)trKLtdq6|W{{
zn>7x<qbGhyuCpPNo%5`k47WgD{^XKuII@9V2k}HVWO*YYQg#r^ej}MFh7K3(PZWt=
z$HHYtl|uxJ851mlecLLIcm%mv8yN#p)%$bO(-l2u7nip-ek9f+-`yS(CF_`XNpa)v
z=6-s|`griYLnq}v)RDFmxR~2?TWFG}lH{zsXC?D8c|uIqm)9S%)Oqnr5Zs*po%Ra&
zzAVv>mWM)NQIYh)Yw%NwfFc$uR|e$9E8g3`x!xeSf#6LZhe<PkJ&9Blot!rtzDbn)
zSnyGBVa$YBp86}&8u1q4(^d|6Awh)^>8dp1j>EKwl32l4pCG2w$1<}OQ+b?KX}&@C
z#$4{B<A*ld7nCR@`Pyfn{-|(NCgtnE+u~fh;~kv7CH?HAI-&R1BuDQu&Y6+*F<QOf
zO-*G<Qw7Hz%elwpNB}5LSejN$Ons$dsPDXHuGWn>@`LDIQyjJUu=J=!T;E%H+Ut#0
z{gC)6@+dV}4`;JaAOohaJy&P0L@1)j?=reSCJ?@OxcH6PKszAwOlTk@3jx6WKc3EO
z=}{z!!Vkm+-d#!{KzQNB9aebnpMHzKcef)ZdV0D?ji{`X-zk&nekD!vwQ<#WgoQ!K
z5<O&88_4(}hAmaBh1FdF`_A#=5AlD>^cVoAAV>w~hQTiwZ9LQf{&6N;J$aN~T$n;<
z5g#&B8J6lyvd%&pHNtc-coZysNe@Qun#GOqW7G!f?C*BIs7sxYgEgz~xLt3v2m^;l
zdaF#t-$3h*)CC_@a3oy57+K#wt^)PNIQgE^zx)Mw5!)}_V_EL?HXv#5$8O$-@S}OH
zkR+fn*31bkX<*U^wix<ESHV&5nNH5~7q!XRn`Z^X;u1Z|>#cFW*EwL?89BdqH8a=a
z5@jtJMI5vFM|N-RS6X;@e4{LWK<!YcK@ejFP$peGW*qh_3DDH_4$iB2^%L>AcKWrZ
zYOFGl-;egGv<^9~h4H%KJ_>hxv5p_ma*-^=QeTu1&Y@_(=#^aW^>y~#iu85gKL?B}
zIyk+cz5X0tZua?GkH2d_@qdf*Fpqj^euZ8T%v}z{c%DG9Cg$|c-`h1#hY2*jKWz$z
zC3Q}#_4#>o_-43EDx%yAd>Wjw((7%PIhv-a7g+kTgqMK@vyY|GqW8LD*~-5<*KmF@
zSw&=)oVS^<1Lg-gZqF1hH_d*oRkyE9d7ur({AE=QE4}IoPwa(Fs6E+WNPTaSvcw}X
z+|aFR_}ZKwtcKFQWs%J~G6&|Uljb%z<C;n$SxeKasv9p3Iw2lX8(Gy(tszxUG7K|F
zgkTCr`1L@SevS<D-naNjvGM8DY*!wdy9*D$eU-fTPk{27f@&ENMBwJH{K;0XTMJ0b
z8_euHu!Kz4&^?3HZ^mHD?Z@XUoxT3<^<sa|4rz(+B2w$Tk*TP_zn)BeL(b0<7N?c7
zAx0p;P3X6B8!D;QF%`1s6O)guKVlE<(khvYF=o5(uH$e#jIX`jsm2-D+f!fROy$2+
zrCHjCuhC`Ma)4P{Oo1OmQ8{Jl@$*CY1ECK2uIt=24ayq#8jVZBl)&d{`ZWJ?Il#}n
zRj-2g;a|(bOt=c$j}i&F`?oJQlQ3JE+qNChhB8YIYhIoh>$0$_k51o3tc83M(fA-u
zIW(%7etlf)?z3Fqy+gM!mgBnauBSn^ZU<Ez3EAmM9Gp>~U;uQNymS6jbGZIetJGIq
z(GP607DMdNq~B32?CeTzswO9RUS_73Bo?iKr0J>)lgJH%F?WFAEvS6>x;pq8(l%~q
zC6SU>dpD+3eD^ERA-x}At#^1*Gd>9^$9f^=Xsdo&`Ij~lE&hHFzyu%iSBF2ZjWr>D
zoOciBvGrw;iQU{XS^lvbwY9yO@IKP&eM72qkZb{{k;*9SB3cFE%=88`@NIp&x;{l2
zk3LQXuwPcg6q=ToGHJudTK(9%avN!{_2=BcQ?dC^0WOZ}X6h$}V7j*|1({n6gfm|{
zm%v&ma7Rz?m$U~%eb*%cfQ7>h0bjLz!3B6zTP}1aVP&u)5(d0}@eQeeFNIsCFFs8)
zkRKIj19w=yM#jN>Ef@<!X)m>8wdK%<@C3_cnB?Q&(sf-noIm4BTS_E#u012~KCV!O
zMsV!|ANT%OuVpL7o&7N&kQ=ugRL!putQKd26k5kl@bTF=4?!`b?bkdG5&AUW%Boz-
zv)B5&_q}m2=9H9|I+E+RsRXtb2kokoWHlc4J|ChZU1D^-*W$-QWZLlu@Dx(#L}Q_1
zY!h0Nur{Cam8Bet*Q;yvh)QqsL)V=d{xNyG`_Cid`4H``*D+~gvp5`T_R;3|PTnI~
zhZMQK8{$68uTXvpX?R8F4suSt6joyvQL}rwlrXHUL(HnWjmbzJYCzT2xD<TN==*mN
zn!k3UGo`AyNG*4jZ<Wl~6T+^y64e*7jun<(JaS~y%4@9?GzfhpJMhd(Z}30p%E8>~
z+^e(m$z5pt^ZNMwhEJGarHYwvpNa<IrgrrHJ0M1Bj)vQpiDBTDHJs;fPvqxAAp(wE
zSK}p`TSi`o_mx=Zg-djm31nF^d6n^d2Eb^{jByx<N+QTg|En__Vem|3kq?1MHRtB6
zpU^JJbY%b&{;~C4kX@q~&&)=C1pd2Qj8tz{VfAk0o9%UE(U^o^mnxtA5eas&6`Jup
z94mPs`jTAQspJEyS}?S2O;1}tg)2jD-eUSj0x8s_Sy@nK;|~h;6$nvsSG#XZX=i$D
z17j4F`S6?L8;aIagvy0%4bZdLWm1HqB&fanClwek4IH;`S$u^K_jODMzpp=b3{q3l
zxOw|r?&;%`G(?d-Ui(?{QMV&U(l?z%J0_ngU4>W!+RB%*xZ~p0^Y6tyJ{-p>@87I)
z$N@gmEcRbuQ;uZ}q|pqvr^$<<l66S0HZXjFO0nYIEX>Kb4iN^}bUK)FO_;7sD5P<C
z&SLzkL=--lLl$ZWzKiI0EBNt+a-;hOW=waDu+T@<r611=gk5_)I+#WVyjvpl7Th_u
zM*YBum4qGT&sU+)Cd5<boW8ZMERq<(`!%tt`hN0{h<9v!A&uiJjN(E&KOi;Vc&L6G
z*+D}E7}slMxzsM_jj;OztM;ZQx8kveTG+-PdDqH47wpn{9HTyLz3Xzd=S6@U`&K%U
zLC8te81V9`<F5Z=y8+)v^|>2LOuP2@>u0u|DWSmV<s8I!J@nZT`OQo!i>XoFgP;s1
zZ%k}`4OxoI)$^-xAnEr8x>#QaUujk-lwm4z7uEHE$`RJZ4EvQQlox=QdL@lMtor#x
z)As`MfZ(0mTj>|6_a__9;B+N6i72UF-8{uVA(u#?uXgv%xKnD+8jIs2fKm5dg0J5b
zZZ{b2w|IhCw#gfur_cJ!?(BMme8E70=>X88(P>uU6aq~6eeqAK9LH5HiUV$ApQT&q
zf|h>$VkcYOYi;-4sV}dD_l1~1io@`(5fnx3Q2g#|fLR4N&{z2|Rvah#9^#t-i2Vlt
z2sz6HzLvV=MGeC0RCp9b9FCr2eMp}cN^KMOwO4Bm%-bl+=ygIL1$z1Sy)MXcsnj?L
zsC9E$NU8|^p%m#m12K~yNo^T;d+aXA`UkMfo-rWCks=Am<6}pLqM$p0SC+eKf4zJ6
z!1sD0X~0)^QG=fz#sIu!8@+y%GGg0A1=nu_tjVkPLA-w&|NBX?5QaW)5FYm!>~1ht
zm0Ki7x98(+oVMfI+mH#A#@8%hL-_6o@Yl=WnZ%V%A%A0)Uel1O)0_IYkHo+$44WGa
zST%>4Ji<2^@yru?m@w{`kPqHJUABIf_3_CBk`&)}O+4`9lUm36zqyi0t^{x2gSz+b
za}!=KGc#3LzV~1w7Gk5Bfpf=MfCq6KGP|~lFf?Gb&b@Pn<CjS#@#fGES~x$nXVZg9
zVdj%E(DZ@{^$Tx1Dfv&b89sI+v^KRrUfeg#=T@M$o=SmdN4q&0J2SQ-HAGWpJBBMk
z(GrBc?1k-*BZN|oO&Zg8S0K3_So^}W6uhf@%hlHfnU7avQf@S`I!S%DgN3&1P?N49
ziws0#kteWxAX5}kE3lA`G|X>1UMy|mklt%%w9XJamh2I8dLM%Uj@|<Zy~fO0@FR^3
zINQ>LAP5A}dHZwsPrc_0Ac2cF@P&2{-LX6Dr-IirZ;c`4tE4q`z2P)_<m3KJOlfuS
ze1&mHO<|DMGB_jg?NqyY5pEw+NpSrJdU#ZLH;z$;S$t3FS1z4e@%}i)_W!Z64WO0y
z<R3ee$&bJF4j#w*5B535zxM|-B$po<e|{bAZdf<mwcfyN+jrgZgnMt9?=$|xJs;Y$
zdd2+L8Mojps&#v=4*;=5RBadYm>D*gsSLq1ff_=gh#k*v&aA7`%@vE2SGR#8GgC6+
z7D)b2ESAZLvd^@<2f+Q4{+=RZ3(zIEkdt6=z549hsckOJo$ro;QAH`pHEg>MhDzfi
z5c$FEcz7k3E_Fj{%yg5ewfpMOOXuV#`uaVl@lw&xunIu8pJyz*4b3JT09%nOim!C3
zpP$xRVD)^wmJ}IGyzkGq<N!O0uHNT(3Uv&)agN2KDt6-i9BcaN27b|oeVpOV-Gg^l
zwIzf$m~F<-)+E)v*Sds(hb)f%e*E2EY49y8()>R2mEEWbuj8Nu>t^Z(Z~`d}t01=#
z?#iN>EiiQF{`LF0+ukL2oex-}H~2vp3DET2eL+ytn8aq1nX$w;Fb%*{s%ws%H(OQ+
z)e*SAWe2jTHkKHY$ff+GdtRCz&V9BMKK}Y!vd4Lz7(?3VMg)I<9`LH?dV>A2NB`Rm
zWSe#W8tZ`Zj(4B?fCT<P{k{ndyodw#RDGDPu{9LE?RRookePJB;5J|skbX*F)F46N
zKJjnk>x8Kqv}LeTd?2Lf^KLZSxn1zfm*;+zREfvne^Q<nMg^oR;DKkmJT(4;pt_j?
z+-atWRzB<q0%ryS`iU|x^t_~d{G`u|#BGW)PS<R|y&yjKkKS9&kOqi8S3#aQRtAtB
z%%igofoZf5&p=V5Y3+|{k+~4r3M-?7cG}&8OV-s4De1GW(0+PRc44`UzQbI#0+h`o
zA&*44{QaxdP?7H92{(IuDT5!Ppt+izcyR>`1w9fO3~}Ha@dnd_d*_h$kb=pJP8EhB
zn&BIb!|pmOF|0x?&E%68t7~9(kPh^?c4wi~5`NR;4fbN7t{`S0?-iJI=pV6B-2FbJ
zj8(q)9OPTDf!~JdTzsSAU7yV&n2dB27y_OQ25ub69+Jsay3WEHNUNvNQV`_F%E`<F
z2(k|Nq2N8<eNL#^Yv<xM$<dToYNub&9<2oY)dS60*<BGN2R7^dOh8cBF|7s6nt1D1
zIuyX#%=CE7h*rMKkL03FV58+XXWYX)&t=uCz)LcbgN-SpJPY${O^IUrocmvCsp~L?
z5???bosq!Vb1Bz{&(eFo-%s(A0yj4e9{wb3*F%MRQp%z3Q2hcPR;mWfm-GcVEmK?g
zPmLS-bvk2K`@-P9K#bV#eVkv?ORZ{cTtc$1Y4jCt<4k9k5J-(C(RljOmz9mNn|j|l
z`>Ve$4tuVOn4g4H*aF7jXpmu-WA)A;cqX<LN*BpM7r>P-DLHrT6axJJ+0iBtb94~-
zf+13Hm;Jq#TDh{Af3=94<X(!KX%Su!=FQmEXCLcHP>LwsH9=JRc!)iAw|F9p_6FGy
zhP4zX4M(o8Yu_Jck}wPl>#rQP#Jh^ul$l11Gkc7~g}AS;{k}Woa4~=HsR1MH@DIZH
zR#D7B^<ST772@lZCFutZUwE;;tuQ6Y<#m~6aMj46U)K|g8~((#x5dLa&y*W-Cs2^s
z<wu6MOx(LzG_t{v&!Vz>h2hU2?-^Z7lTc0TRWXP{IM^W;*PZYFUcwVmfyZ0E!`rZ3
zzldUBJ(~BqiaWv*D-UB?N5FE`w<RpvftNnyb{OrU?9R+VwUfAH%~R-33fnNXV$ymp
ze4om%dRWq<lTZE0Dc_fB31U4^nRF(d+%VS=^AW$>e5m3MM$6L~$7Fu@=n?wI(_T}W
zNZvxfy!yYfR-FABc5)}T92UQS`pPUK@QPL-fqVqh!(!vlCw`yjXs!GW<{6mi{1dMJ
z`k;qc(pdzNd=n@GuaP`as0HL0rSw%v!8Q3TTPA^Mxm@+SYmNW)c%s^6@;x*ST}MXf
z{XV;oq<DHID)$)QJ<+N0YT_vhD_#sE0}OZk28sCw)Os@s-6LI>mXHFnzm)E)AIk4Y
zRse(<2c_LMqutRbfY&Vyj$~_@UKDuWF6z7?0R2fM%q6f39C=lEhC+1l8Vf<4dS=;U
z%UXXD`uUI{KO*SK`*tlBJ5lE$sXNo35e{~QgHyw@Jv!yt>Z}r09*((JGM5viR~CQ#
zuw;KujR2!UJY-8Sx|Ier+$CgtvYFsFOT1>HD6%D;o~+oD63C^5Avt3W@<>;fO4^0E
zb}{TlXpg6(M5x|(7~6$^XRG1uGGX!ra|3|v8+Rbf-(zb#g7+}!&k3XTj=$eCWE`Ez
ztO9qW1o3`J&>Lv)1IVuiLzS^^8%h1G!{SmL$6w#|ak|kRguRm1ky&X--`@K)yz?8U
zab}uvygGVJuNIoRuYx3)J-VA|Q@lfx4<$w-uG<EQw6j${41>m4rb3!i;q31V=lrsc
zxL?es+~&qaB$1J^w*`W-W*}P#kjG^FJt+UUdz%9M)7>&-4oJ5qv1zp5WMg0sUE1;f
zPzNB{nMe^jQtksO>685A<2Ma_bdj-7wH}Dk)=2M0(>Jib*!H4mm-@UE_i8_vc2dr-
zehap7AZ=19=I1jc?{{C`bzg6Pb@#Y>*g)Y8C_qlCQCs`)jk}JKfTdIXro0nO9q_`Y
zRsXLS2kbJr_kI0|s8|yc2z}^(+<oE2eBytFiOk9As2e4cKlc1%QT&>}2VAv4=Lo<c
z*=NOZoS=J;d*7U?4rz7o4UJJf+;j7HKHkqy-Xv4I`>!iWmIcKnHBRl1qkM?ee8-k5
z@r=*Ulfw8ye0nAF#84sG(*}cVPkPU~<9gK_R^K$__5&Va#YAPR+cB?SJ;`P3lB&u7
zzI<7iRM`*bUHeB)5=88g@`0zJ|F!#yv&qYksva@2piHs`g6YKhxt)y0T}{3R(lcw|
z#BBhVdg^=iZ2unbrlI_D*|_VS^bGQ;5yNf~EINZBiCr=NG}Ff+&+`SB;iR1-^O{0;
zKzrxP{qD|luM`A|vr`z3&(mK|ICC??3%*1u-xVwljU~rU`S;`4JV0~f?Q{_To&9^;
z*4iNm!x`qm^DO_xv;uGd{@UP6-L40w_i;c`Aa=swZ%y+fE(g8rWY=}Am{2)zi!;D)
zGI&!-s|77$s$CA(kkcj1rDots0yxK)PHIAL&13k&0MPr<N3>p_m*{?;<bLXw`_f~t
zg4ThYT-r{!Q@Un&bX>s9cDCTnJJ#(Lt*IX|obj)Ce2JbfpQrNFw0YEab7FU2Wa9+|
z16IF9g*MZmNsn}(8H$Tx4>uDQ##v^~yB>cr4U7s`Q@H|~QW0i1WI_Wxv%5}2wI3Z_
zGo6M(GRs>+e&$ZC@la;W=PskVxZKn&TDeb=x=}uUAM@Kgere%931c?R3F&-2=1cR0
z$YnOAt`1KPfgVo{9H<=84&~Ps+H(EH0U5V#8E`7MM`OJ3e5NdMawxCv6<7p&39(OL
z^`bgRZ7J!BwG+3y;<N9spb34i*x|g`1L4T-tn;qkN4@tSIXC&|lSIx{nRW<oW_a>k
z<?asE(pr0EW{+fMJz(jT+JnosY<A@kyb+poQOUh`*ve-jaewFKQPvOMHTQZwe^EI_
zxPG6<uwTWSFsp+&eqZtV_`Kd+(SIbqgDSHe0vOEjF5P5@Hkp%{o1Hd}Sy#ws+@xh}
z8)@vzb;uP{w|3>bLf%}!Uqff>N3u@Ot0t2LUE2*;uz^!~DLtv0T&Ky|#b+buP!$4(
zlHvI{m-v}&!Eiuy+{V>?L^eH>%T?nzUGb!J8S#0glJh%$xW2C@5Lbwl%0`NQI%_6<
zqjg0jR?e1ALudn)7*E>(#5@l^Jv~8ouAOu2JFUAfR143qkBn???r(rgtx~RPRb5a!
zDd%6W>21R?|9qG4tt!itt&MZ`q!P(QNF-n6UEsxVUI3|~vX{9JP=PEs$P0#B*O2%{
z?3@GUc191kZYM>n4t=5c5(d5iITD^9MCZdYY&{SU%zD@Df7{4fjY|2xz3zP{S+qXc
z_0Cmc5HPspXtuq6>d6`h(+=rp3eTyJv9z-#<_*mHyGSPr3MP4df-i@3`QX%aN`|vR
z8+$$N;@PiGL)so$J)%W|W!pA_bI~P!Ci1$VTkwR!ETEWry=WQp8p?4{njM~V-GO%=
zdQ3O@C|S&UEk$+O>1dsuS%kHp_K}@69{(bRwqTR&OZr$}B&L+V5f$gQas=?zyN1j@
zAL&V~I?sS%jW3#>=GXJCp&qGxv9lcm#X5_jh1V5G#+?F*kRZkb5E`-8I)?Pv6T<~>
zZrA2*W3IbLhs^D3m4o!|$PCo|-4SLGp!b$oOiKR}`Qt6m;ayJuQ_CHX(oL^$k7113
zg}0INJx?6GZ8;+j47`Rg^mO8#2={L$4L!WQ4y}so`Ace5idY>G(S>61mMmlT^I3M)
zTPZA&Vhmj|C6Nqg>%VvX<ueZD3@?dur;8Ja50rPborXKe`RE!vpU?_bV?9x)AggkY
z<Eo-JxUB5^^*ZY=s+Y<BOr?wB`g^wZ{uF8&B|Z7zxVW4}VAnsvb58`A(<S+u2|o_D
zsAy^+ICE&=-}$#EX1L<f;uk}didTp*zA6-tT)G%D|3Vwc$M%N-HcJx9Bd;i<eD~3-
z*om*co|(5$Yg+&Ule(=~EyJ^WkS84f3K<ZAB*BtK-Vu;fA2Pva_!9w4c;ADEef8eN
zX@)2)zpc(y*3O80alC!u_m#na3dOW5S&0MhgCsh^#Lp*8&LrC{mQ!2>6Fw7Fm`<%?
zU>J2nD(jlJ^h2I3)gGA!{9}rJvPh>Pyi%nh2r;e1zhc_jzeWALAF$;HwuK*O;MqpC
zDWu7b9;<IY4$@{@O!}vNuJIfTCE3Ss?=v>h#iuTXkrUJ1({Y~ONJ$$~L2fl)57H1f
z*2iOWk5#HGDIN^U4PF1jcu(<7Jz8AL0vR)epI{t-|0uA@o1PC>D1F%m5w6{-a8IOX
zZkoCdA=H{ezSK?S@u-176py=Jc8^55+by~3K~N{VlLxC|NJ18HINBB??0rVYlgz&5
z7hGLdEcVTdoRP!~M)%ezpiX7TBf4~CR3PN>PANtI6=B$Lw?IXyCO5ka)2E18*C5`$
zYv)e)XC8X&H)Gi=ic<A^ZSZsK02_F>rv{Uw@70oM^(zawyG*Xw3`!gh6x0nbi~rdO
z_fUx~%iqZ4QPlay?n8-W_HOF3NzHiOvp}uuTtOQ4d?^zF8>lKa$E-$JJ)NyPHnmUI
z{9`*BHE?QG$h14pk%T(a+1}UuFVp$QUW-Ulo7#(krGt#~{Ax>vT!ZFJJ?(O{f?lbW
zG`x{+0*qRvC;45Y4oi#pNA~z8xSs#>xiw$Y#_FPt{At6p$DHqh?xLJU@mX|=Ha7j6
z|B+BA=?GnZHkE+xdo$dxfA0{PsM-D9@B6k404y@m#Vbxy0Qe^4K~yAiZ<9Zc1HQ;%
z*~;xD0GP!k5SnRwC9C}3ad3K;6~!Md{c1!HJmA&9%O1;nz2-i*p!s;DtKp2fvgKNm
z+MG}~tK8>a&%OHvWrm^aj3WXT#Z!2~X$Jazz6MC<pW3{j99UViCKdYwB(_^h9gU4n
zhP7bRPVh9e*gCqDnR%-3wM<2uFSNrF+ah@YJEmqeWe2JBWZT^JX^B|jO(j?Jjc0Qb
z!&DUmjG!*KZO*!opvOiz->7Yd1aVsusaD!2I|aq3<nP?k-U_?UuBdc5jTPI(#snIk
z=0cnf0<;lf+!{UAROW)rH1*S0305SNg*x}tE_1->Y%_G$3mP!0!pDtUa*g#7v7HY`
zyVdIaAU0i*sQCIqG`Bx!n<)N?P>lh`XE$+YXIWejU)C-!v5x`GYq=)%*>#tzFJ@%<
z27F?RN0uO1uaE_Ky9E^Bf!y*IVvuEm4rbF2k(>RwP9=G>6+*F@c{5@xqKjhhGig*-
ze||cdG=S07(;%Cr`JG83fOCqN6JxS@;5&`Ey~5Y;YtURmcSZ-q9;GcI{k(Mqqm4YU
z*;qX0L(68sd6ZW9Xg=c3@_@y_vm}gNj2~fKo1D$@eG>?XhdW`Rnkh9%4$VT^?DSex
zGBbW-IW!X$GA%r9U4AWHSbsz6%Gnhv6k6<`3g@LGhnvF}nXe4j0AlnRlo=p1r0d<7
zL&ztDvJE8z+#p-vb!fbC^;Dk2WXOsR_(pb9&@qcISK3N?r?o}k{6I)^g%syZQS=eO
zeouJawf}v+dV~BUl^;wW;sK$uYKTD20$TVwL+z`TpLbjmtHGB<E%P73><1aM>aPg0
za@P+cT8A$Or+<KJb2Go>?!u2xAkg|n9&|}`;X!J}v4p#`CcC4fNr0tw#*sB09Y`vr
zHFxirY<|F#t8IMhLwEdO(lIce&1E9!VIt|>F6j-tnc#8zHb7wtnDdYwHcxg@7^C^^
zmGOhPt*llVr|!`XlD-NBSuQ@o!Mlm<_VA;L?IO1n3Pm5132y^gPn9WxrcXO0=zJL+
zw*=F|e-MsqAz_GpJXZ?(=id1*P)VkBNEYgUIVyOb=bn-NsDTwXuz10v$eFP*w?2eS
zJ<(4pKUYMdqL=x=0*N_z3t{z&)<O2ZbIb8@1@(ClNPPP~;=aGa<or%(ZV()fS&<-u
zK0xE!_~w4X_`9(miww{;+Z~j5IZrlu$TMKh@UBUpUElc|fGMdn;IpLaIiUd3+F^Px
zhf5pCrs2xqDQH7=Da1UmhyXbk9lp-%)CNTlyC;?oZ_nY|pwKDy!F<xbjOussc&MUH
zozlr<$OIJou9D6k16J_}Yv_L8Ojo5o)2*kFUjX@xAFZre`(ukfzcmOMbb;S02uTZ|
z9f0YZpF=Tj&pCsjdy8O#^5FZr^&wCPq)hn7$9(l86}83OIx=NUBeDQfadwxrf(OpU
zgUP0+72Nma)QE;0V!a#Dr$~s8Jt}HhcsNC5r+*>C0221&1ydd1ML6K0i|}q)lI6MQ
z;X0nSfS2`Z!RgTk2;Z%EJUhbEc_E6xCxLzuEI=}HXR=TQMhkM<u#v&Qd%yDe3;jUO
zVLZ@Pnx^X&f^%T=w+M$^>s9FiQKEJKrLO@<a2KK95g5HW5`R60em*bmnQyG*H^q1H
zz<khJHv;Yh9SoN0Kq?B2%p2Zc_>o&RJ;pIoKG3f}S7yvs5m&IV;N_Fo5P)=0#l}Cm
zVRd0ivqZYs16m_hbVSj`jLoNa01`7MfAu&G!GIz_Dhl<gK<J~d0fJY`S*Uq<pdk6a
zEC6r=YtX5GUG_At(-)fDF$R-L1p!47hGtW23$H+1Mta5cyO)g5>(du|73FtSzPvtq
z2%_cBd9eIF``uo37A0Qf!&!W?FszDSCAaYn#`Jo4+g8tHj%T@oqJw-LKljh;t}_e*
zx9=6ZEmpPsf_zBx_nr<gC2TT!3SN+zBT%eZ0IzXZ7!DX_UVu%JvAgdyM2jc*>z6$Y
zCmt|~CiAJC2dk9ua!pRUjz|!s!4U?KNucbQZw@d3m5!umG%4$pkt``Y*&49PY`*W7
zN-Dq7HHnmXlZ?J~)bUWVK0c^;$(5FE4;Y1^uL?=UR>gG&^UA@`N?n#^i3iT-5Y2p9
z&#}GIEdh+L=MKucUgi8|70@s(l>Mr%F$3i$LN7=hL7Ts9I6$|tb;3ow@3P!yA#<#_
zjGS3nWH!C1aW5I68_H7~NNvckA2de_ID{5Xt$atR(UxC$8G$X}cf;%77o8UUz0X(!
z(LTdu_Lmlqk1d!`fN@D_flMH3qN9tnaSREo8fVfL{rKkY^+qr#$*daJ&R$7i;Cvt7
zm6Z&sg89n?0GI+xogKS%dtlAc@EZTnl%8yj&O!)z^_=xcq?a|0YfL#)x(baIpvW)t
z318wNr+2f~kZKU7v~ubX2)WPoHmu$urJVzZ+*p3plEdhCBm)C(?WYwY)@gW)-8BNH
zE_#tEjp!I-XnAF6%R1J*&oh2ScCkEs*#vS-JIB?JaKIZA<KU#w(e2t^74>`4O-C1=
zulk6W7vHgpNsOKiHWLS-(c%DM?9_LFTV}}@kWl#tIHeiBW*kJV`klKs_k6IbJOMhW
zq0Je9-F5%gW^?H~ImYJ&JOC>^d)#stKUQ8qE{NZzp5TRoR94-!g@xzO>R})Rv-o)4
zIbP6p-UA?0#egWZz$1u9X}+2Fo!<t<Z)QILz6&@;cksO;G)?pMazV<rUe=2-{2(Be
ztefeROg8JjhSnbDda3w^j#!M9uucOxw7-QZbL9HGfc`}hGRPk&|GddOi!_oSIN-0|
zPEA{xhI9LH-Uumwts03Qyj0bl6u=wFhVneaF>v`=bUpa)_jvI(KNeY(dt0#J%w{wd
z`{o{m{<c|zDfc<o-&`$g$mN+Nw8aHt=SCC=SfV87hDcx@vS5l1FKT_U+ceN#%>5{t
zJKqY@Mk$6A`AoPWi%fPK`PuY)w;RL4N{)m%&w&uz@Go@h>ZqKXzyha=(Ye<aIuxVJ
zWxKT;G9Xk_I1i`;#Z{7RQ2>5}=rxJIZ7?y?{li^LQmL}U`nZc)ULfahd<GJh)eWQp
zyw(WPRWShxY6sw_Vb!t@*y@4BTmDX}MVQbV$n66xT~M6YRqws4Hge?OJN-Wpv1+MH
zX42ff))a5~dg+Q81XUkB6O@#WeL><@&=#%%ygcK%MPz;k;#*)d(}uM_+_Gv7!?w_s
z37GSR>Y;!r`{TY`v8I9Vtl72#Z^UA!+1VmGD*|>!veZWpeekfs;jsEyKgLIPaNv=g
z9vzVwU+Am=T>LuvsO(#rb86DC?_LoAB*q@A;qUMM4)qZE*2rd?>sXOLj6@HZW#yH|
zp8xs^y+T}iDuKxCW$BLH&cH@>zw>)7!9`_zA3lQ%S15|YB&8Up$Xk6a|Azbb3)1%l
zpe@^A2Mwwx!Rr7tI^BgXN@oVSY8~=4iVFTYW6jG~;W?6DXC7`HA{iig%N(>V5na*{
zE4j;CKJWfpIna7`Q_=p*0JGdH@?(YT6?I?cgn&nzS%p)?Y^PSUvXN0COO46{guP>T
zg?^(#*#J6Sr?c_KexUn`k`zC7=dgxR_4R=<wy=u8bi+k#v&Evv`h@s%^tk3OX9!p}
zmk?I5*Qp0A+$sR&M_^dm({H)B5p}`$>hLcnlU%Z}>#x4dz4lU6dUt_oSaXjFdkiUu
zc!bnSSq|{g85qb3<WswAd;Uu9BZZhg0eg~P7qCP%yn&!KK#Y@nMJ*I-kdfbX1)YIN
z@!bY^RxwZ;tQ@0S20}Txk$u;Y4-M(@xYz8yW_R*PadUXQR7JS#FZ%9R_02kKM|4bk
z0oOSVQgx6?69|^ZM?U=H(0Nkq*qJ^^C}pp_0!iYrI=Oy<<c+R@EMz}ogozlrP(6CL
zDCC!Fu>*rUAnRZmV_$_x$fxbSCeZh9%r$vpCgQHkKuiL`A4|X_)P+6c&sTho@As0r
zxpMZSA(<_&(-}U#RSUQ*?%x`3=M4J~z;w2B%csxQ0+oK*7x1&a@F1(XU;aeij|Er>
zET7O3o$+||zQDZ$Lz<}X@pIR-PzG1|SR9dNtDn8|2+_F*FsFJZgfL4#JAdiPn>}97
z4F5m~Z#oC_dI3-$^klp*ut3gZ9M)K2yAY`~?6+r90^4tL$$=gyZA*c4!U4m2-wS_D
zc3>_RV6M9;MdNU)pmQIh)QwKhp!)ICfW87i_*_dYVjz~aope6uXYuMue<i4<YQkMJ
z1{=s#$~tzOTHNE`4=GbF?B}nuz;|{5K;wuzRVL-;%MQW{Nmqy;bC+*Y?c6!$(r{h5
zbB&*yT`ODLU5+;BE^-oJ7zc3-=|_T_)6Bc0`5X|xM>{r~JODEE-ALmDfI)j@hGew!
z;GCx~EOB&v(ul{Q1jH&i0v3$cui{u2Sswszyx`8AJH$VKXnTBrZYWyqw+(?LWPxz6
z3sZWwNesxct<{8~_-(Z^)Ue#`REuVJ;6CF#m${&kmDG@P(=agDTJhu|+kV7B@5e1?
zb4kcR%*!+MWF-$SmelpIMf+L>w44WMZGF=E1%T?iNz0`8(}uqd?@gckh5GYM*hz`H
zrDlo0^cU+0WE{kR6+;S}IPf?FqCAOA8f>>wxMl!AW&OTaIA1@Cf?z<v-1EM_LS+1N
zXU2XrzDU_|46B>wCE#>(9g5fi5BQJ6^bxf`)_AYw@;`u)n)CWI>9Bb)-&QW|*P!&x
zO@_{flTc%mDKKfW@DKPML@=}j8{-iC(lPE+!aPX&3V#F$E#V8n`f;&8+(x$8_9X2b
z<TrRL-jRsw`l__4_W*eft57<dn--ocJsHZcsLhn;Es;Gfn~x5W+x&XmD?Ul1NAzta
z)3kmEV)YQ8h0@`=`(oN@<?bWFAD8x80(~rjk7z32Z{OGk=r(EB>tr@{|LX1jg*O`V
zg(jSRRp2I?0HBoMDMDr@_amAOYxVcAPx?u^Lwk|5exI=^K)O&55Kp{hTr)NMvC(Q|
z><oSxZ$Y)LS^foau-zW>l4rc4ZA1r8u<w8VTCU4Gr2&c(KeaPyro{g~x8u2MNMEbO
z7mU9Saa_CiS{_Q$bi~xMc`1Oc233HecOpGM_qu&j`z(zy*<7}bHj<xlas5fPcon4p
zC+T5{%#A|xnVHY;pwsUPw<DT0F(I#>->>8XZ|(A!@0Adb%hObN6t(|WTp<HlrHdgR
z?jv(C$7mc0VDntMB-czDsd9v53Wzws!dP^Islhbqf-;(hVW~_yc?aocIfe)gdWj#B
z?Aga60+N&GU)-L2b$@ifMGn=1ICw%4`IS7O<$=+9@w`1@Ov9``v|;<*zuH%Q>@UDV
z>%4%_u{GeYcAyni%<bCatBbvT?>hja@Ba0VB@L@iI{iA*Ftm_VvU-%NCm4n;)aVeh
z*uQEZI^jIN!V57s(rqwW9<T>CZ)QWz`0#}Zpo2BAfFOADj#|9=%$Ac$i!4~)7AA)6
zFepXxc;MyP*AwcywwQEY=)JN1@;t0qzfQh{HRm(}YRG$Irh$u&z+nOiBT5lpLHgXk
zv#V^|b=o_T7}~ubZ-ge!K!4}+l1LW`TPPgd)vX=M<?4ODeu-qEV0KzFPLnB}k09>!
z5BT+%-|M{;jES7fE)qU43WeQX7yONJXybyA_ELiD7l1#^4@s77?z<dYc*p2{eD!8{
zL_uSniA+EaNXk1vvRr2+<ET?@_2!3Ub(OnLHTRYuH>>oKScuO#Mkqs)!JN>^%|<F2
zqtoeL+&yG~5y(<~6{C4Q41OXQqp?}#nMkU5x13w2w}G|fO0P~A9p5GPkyM?Rm;C&F
z?I&viCsKTZF(SLspCSYmd_VFT8W=;jo&ptNrB8pR88col41siP%Dz-J`sh2fdVG6@
zY4Bv9=%kw-U?N<=(m4k6Pw#~gHO;MkITy?}4^841j!rQM%raa0`l0T8Kr;DC%w4lK
zT$I|j`kY}c$DxH4ccue|U`!@=Iz5T|4sLz#N8b9O`7n@-cloYwhQR|Mu~OlZ(*P4}
zv%VF6XKtBn9g@~a@Y4t&D9pj9C60J(DuN(v1rpHf)`UB3fnXCaz^5U3rd`~i6fly2
zgb@(<w^VTVdC-IZNp~-YN!jPtX|CtZZzFfk!~5>R3_SPZp8$~b2N5kl0vLhPv^xMR
zK-9lK@A)3ShSN%C(bvuiWpk+{>R>=m`rTYqsgc4!2jP*}5$l+m72Iq8%y8*xI(F(5
z+d+gFfsGG>ST^aD;O~cDe$c`?AQVkw|2F*PXjDBp^?#nFaPM8O4ZkQLsu~?~Xm#{Q
zaml}9?!nAtvp`ZTAF0h4WFt753~Z^x*he>jj%V=&f~}Qr$`~f#m!Ry|zq!A;!@lTS
z$xAfNvag>Scyh+eP5`coExaI%mm%?UARJ#`DSv~}@jzdiw|)EEAs#8Qetqsc|0L9Q
zGA)n{0oSB(G&>QZj@%<3Yu`QYwW%t~<aRyQ#rN?(^}8r|^*!})0Xm9DHjT8$5+|jl
zeXvE5ldP{?q!uXW$Jmne=Hxp67$>5N;9Y%OF3S1=Z8P4o?q!bK+p$}Wu|{Qmu&aWh
zD30-J+w%Oo_*?L~SOY@XK}4$si?!~$V0hEVqz&I0wvotc@;#N+mh?R5ut<!*b%4ZO
z;ivT2HSUpQrpRO%j-&F&)gGn^AAfs_GZyQ2F-Ac^(;!oUooGNlkt`$>@4gmF@}a@w
zd1LaS@OVMF*TVuha00=tOYw?k`OG_|g4sm|T=dL_k<`{h+d?!dTm{J0@CsCr$%9y4
zQ2W~;2RYIO?XcBELFSU31HbL$^BmIfk%hW%0dwItObsD}Mlyc85vfRz5m1TKZJriT
zse7bfj)ld~;(<XdYk~L-UYc0h{fCXu{=J79@y&DiwC=vCOe#nc34~eO9p~B$ee8QG
zk`{+bk|o9=Xx+4y7x`L#e4fAkyUS^w*UcK2#I|ik8J>sq`N(PDp*N<<faO|TEso9P
zIS#tlzV#sJTH)_ZUQeVpZUIc!#p=mdl03#O;}QjFyTZL&`f?`eKC1;X7Y`&te5J30
zud)mbW#4zhw4k)YA%hUJcmw9es6bl<orcvcF;trwGQDHb>TC_kBY#ogS3_n}Yb8i?
z{O)^0a+$_hq4aB`P!L1DkK<Rvk1P@?n`JyOPyLiIfX(bxV2|#TCCa%>xrDJrD1@xh
zI`;9M-yE^>C9uYuPp{zhlQoq_6M@4t1o!r<F!+(0rxlM^;Mv5IGz~YIdA>)DS9q`4
zhPK~qDh}pnde6_BPw)N)JO!kFzz*r*hUQlN9{bmn=4(Wwdz}c7uu@q0eK+X*05E*T
zBC~PDXC74Gea9%vUX>vLBRJn{fj!-lZL9zfIx1yVu+a1&zGBgZL?#p;4>+F@!~<r#
zkuEW9cOA!0CW8&E5}Md5{FpPXlhdTuNvLwimPlVfGavH9p#a5lS>D8F){@$mML5bg
z<;AEaX}B}xw(GEHm8qs4!AIO_DPPv7B5$1<KWp*;uhvXo#N#gBaxkd`zc{1%q7A*A
zBz*VtBK9wnugUDp(Q{9v0L-~FDf&Exlhz_BlA^l%thf<+q%GM|f(V-PxI!$g|LzCf
zYcn+`@X|Kn_xTCNL6;g&eBt3e!P_hk=SLZ>+(%lue-r)fkU93o=fsb_Q2-h;HNiyc
zl8=^O#*_~aynNZ)Vvu_Yz!2}(z1T6-SbWqB47(P{fe6SdaVbmdy;|ExJ}~lnd;Rqi
zde4DM3?O$S?JzDr{54nzkB%H>*PxpQD?Af=z_I37-f0kGbr;Cq*w#3#8qR_?Ar1qa
zv~V^4V#qHFu9+}UJspH!lY%Ey;=0@xq@^C@LUDoqiF77)z*~4wsnI2Bf<KSD^sAK`
z0H%iD74Af=V-yqP66{6_vdA{G@t36{q|9R|ymtHi8=zd;UE!H2c>?9obm$|LtIZ^w
zWIZzwL|io~Iy0Rip%J`m&kJm6w@ncrsBBUt4)_j#b0(C4o0Cj00Ax*75NvsW?z#Ar
z#_QJ?m+LdX_ML%UzyoD?uPXr#_tk&r=pLU(V$w`@?;Y3o8dDEw_TTc{5Cy{imViHs
z=iCO?<F#;mM*@F@cqV@(O#a*(+@)sOO>M!q+OS@-6c4R*iohg_Tk4#UUg?JL4Vfwz
zBp!y%mFkGbTl|V)VM~}7PLcyY&2p7{S=(+#0xOEZu6CT|u;ctYOPhBjM087a*Kaq?
zJV`L1b8iU*T!x=;3c1QSjaPG#zoUbJ8%Q%e(i18%Tpj4<oi75AprCwEKJ`2qm+cns
zHxJPD?s0sETKnMofyjaOu3N{GY`b>OaBf5Yfh@H}?6s?o?-XwMNkNZ{eZ3wZkdd$u
z<n=YCuj9Eqse7Y4WHP`u8*!pAgv{bZd;R-YKfzdy->I7pqV|D~En+Ht5P-JU&1a?K
zKg+&Xw1At(sF8JESQ1u&YS=+a>`KKtO>iKA0Zrl83ao&=hL$m<2(f97*j~s+vk+<6
z6W;&}v#B+EOvp4B(#gWfNCGkexya!@%hL?S5hfveaO#l^KkC8IwwI0;nqENNhP?h>
zvy(N?mX<b}UJw+i-k8qhIWFue!9w>{O<?Tdj-n`*y!)=-^BxXT8L03NGWmkV50;$I
za1z?9SgSsI-F;k8!TPuc|ND2I^R5->F{tCd091JpwV52SxG(PZ0rwd*?lY@jsI!Nl
zAb|LJ&DZaSGXn#Hl`#vZL}%P*OZQpje=7t*6a&7*iM&49z3#fbjyVGOz4+Hau=dSb
zI$#Ia60KJ5LMpfHcs*uM)Do<ib{cX(Sg*4L@a2BjbB0E2_r=)7@i=SYs)1mDW=gD)
zOygjWF^49R4Z_s~^9cx=+16p1PKKL~KZyc*BQ>27r*(6Uk@SR9jLJ~^z_t#b5skKT
z4SyWpDvOCob}SsY^*)l|d`rv?i#^$KuNTPGpWplSaJ#%BG9?7sG67j!0mmDn+Z{p1
zaTF^E@qI2$yq8dJK3K(RqN(yeck}ybk_(VYnL<JN5eoffl_61Mj9i5Bh^$V&H1ck1
z<Sdvf&v;CQ-9-`%n_A94Ccc;ceq{8`#G;k!P;-DT-(y_;ZmqrdbjlYUc}<*(yj(w|
z4WwRk2D5=-k}vb?P2gB);{5o4vP#1K_Qpp55-Vp>$7$$C7f>oqm)a)cugyDli<YX6
zks-9S69!D6zHA%$w?Mv3fu-ATI$kjLqL$Ba#|P><-6_8+(=;^=zs}Rn6pE`DA9n^R
zfz!L~G+}^{Nfd#Dx_rCtg*2ozFE&@d&In~$E(2t%aGYklptK9de7;`y*;Mm-eyDug
zi8l!7?-+hs=2b5;9Seu+x!#dDFBGJ`Z!0%e;N7*m2m|1k8Br(&cQa&2!4}TGX37W!
z66C$V(GJ`f{G0PZBcFWo1%uR2AVqb#0>n1jRJFOj>-dsK2P4MfW{#C(P{9{Tel7(G
zhNo->{g75WL#I6!E5~h<9=T%RPMC%j%|nb%tOTC-dGD#Z4R}VNDPnT34a!{)eqsV#
z=)rT8p3ym@c;5lY%?^DbZll<($`y}>fecZ)<odFXS6T#+s{V(%H|>4hOVY#M`%^Uf
zEn{=vf*=TYQWRHFq@=(Ya9<>n;=Tm_?m0(yx@RW#*qIoJlMD3y-~Rn1E_G^oo;p=^
zMt~fAK#~an)XS@JSf#h{(_N$<j>m*ID!<knzz_iFS-`cBHl4mK;<a&(D8js~7F^zv
zi^6%Y;Jb}L*yR(TO&8+X^4ii4M6W*3-`}Ak;q8t)bg>eQ<`gCE_(ovu6Tc8w8pOhv
z8qa{ZVVMz3QS}9AH%uRw?d^L-nGG(MO!;>qZ^svo8dB24Gi>F#X~JB~yqlv~oB^fb
zz>+`PvNuIm><Cv6W(^kYz>@X&I--e2FY3IOa2~#&sh8XRQ(=RDS>1J6sIfQQZPAD6
zPrRq$QINp=%Y{RWByj-E;pQ)}KXs$-W;s79K%tk>7BkEO?*9%hw~a5L!ZnlKU=od#
zb}rWkv+QFKe~^3_N31e$(-lNc0v?#SUpf%eYYdq4sStfEmXA>j!VkazGocfKes<XV
zQf-gw{!OAC0B39&hBF|qCEAk|ADEd*y9eXAN%b1tHw8GLAizQp`}8O$8N4fjRmYfT
z-{eka#^f$qHGlkfJW+wRQfQAVFa3~tu*Qix_r#M3$Cz3GmW|*!-3+h21!PTTlTRMM
z9yGSvDe%Ct2>T29hp!Y>#%rG{DiGBDDE=E3O<g3oi3QKN)BE;Pzcx18XrKsrbPZQc
z+<9)het{*)2iIP|*l>Seq+gQhLwEup+qA3*fq8JtrKY9;o)nItuMdnnzLMz!89wl=
zc+@<;!}G0RZDM_k+p157uFb<w_?QSZ9UZcmD0IZVseQ&2(AO>ZxbNET<t2%TWjF>O
ztx`ks*!QH|u}qt9*HsMcvJKnkvr<d+Ci*hJ-ihIA7pvA3YjI0T>wQg-<+Vhg3ihb3
z>dG#J1fB@IAS~ZjXe0r$;m&N?pO0>xZ6DC+;bt_`b^Xq6Is^-F?D@(uDT+SZ+q=2|
zatUiyI28DkR1vY8TGQzbV00a3Y+kp=XSX7CN<d_uLhR8hck^@4oHc5agL91^7lHlX
zPn8%>rf<#qm#Y8}vsl4;m=ZicEP{t4)O`&MRfZKL+>_0ry@GfgeBX@yTE=?}%iEgI
zM#&PJRqUHGlm@qNy^1K;i(`bI&G_0NZ_DVdovAIEGxXil`t4s;_Yjs7WCO%>S1!q8
zK<J-Q`0+#VSAv0<5_~S+omtiqo>vJRsHwhwbw(Sf3n0R8C(QAywno<*me{Kt#|+{F
zNVwu}g^Dxd4RH$O-`<fg?5w?S2v4ckUW3O!HR49Ufh&tZ06^1dg<ufQrPtd_^W<BA
z(|OoVQGY*TADb2B+QE~M$_Sn;d*kmWtKka~k$3z|y#gtp0Q03V<|?xu;EXdo>>+-2
zGG(Y2C$=cnY7ERX`J7mGEWL0*G3d*zn)>ok&Y-aUc8qwdc-q)xoD3mb?B18j!wF+;
zpDt3_OCpx(DIgVG0lDZ4o;eHL)Ta?CzJ0gBrBQ)RRp=h}J#IfjDwoSm1sEWGypNY7
z;`6b?xjOI+RTqQ`|H-ip9-iJk+g3D?MOOdbGsDFn>Ym;d-VFiEF$MfiH0DR@INr8h
zRlJ8&G=}Chn#Z@qVjmFy@lUS~tiSHf=;H&_K}JzFo51%}0)WJpT%<90wQCrkXh|)h
zvaU_-(acMIzsVcv*fDLN-^**f3KA9GhD?iY<%P!<GQ~}&{)#s|O$7Sgi?=T3zCi6N
zK-kN#1na^+_d$g-N`Xda)col><iR0@1+eWu){%@fj}YJKrkAM&h~mp0us9mUv_TO>
zvO%C`+^^CNJ**!Qkk`Bh@_Djs;J7%HNgMp@HR`d(M!FObjwyV@b#@wHEUhe7LW6Rg
zU;#)JO^;-WkoC(zzFK|rhx*%h9e1u!h2i*sXd{#`|FdUq@aBQ4f6d^HpkEF)QxOjX
z103whKTwK0=|^-TNa!Ll|5OqUPlEfn(pWXe2R?sd2gGpV8z^})d^*PCNhMU!qy1_j
zmhil6C-BG+nnUvM7-OODrRC+wb(n91HLm+TEsE#OZ8m;gT}8WKNKRV-D{X)%JA_-<
zE`b7YHIXP<v}_uiWH*Kj8T98f9LonC*RvjK-%vY~xhH!@YsxL!8MB^7n6sw}I47={
z30U+2^V@CWb`5SKi-sOKnaot{HUtRlHL2|B!zb-Oy#}ym2i7tK@)4};dcDD9^LaSd
znUWzo332rK8n*|n3*El5%E*t^TaK!YQDo;E`Qr)?=6g$WpkzsG2v`5r#(IqDvaYqa
z$+&D;Qk3^@?C21olF1W|U#tqkF#6zcpjF({hBbKS%LXss0no9kV$T9ti{`5jVpV?t
z;}qK9HGt)t<OzUpYo<|@B%=`r*pa4qK#Y0*tT^N<#uhK7&cl5!fO<l|t{%>Ka3j$3
z+wnVq&diJAJHlF-K&!rH*2Tng1R(onaBSKDW3@`VApl;$>)j~*&m{_nusy`>sVNnf
zoiF2aJ4a?m%EJbp`*&tz@|uYBO0XGF-1zOYNToMo345z>;LZB_CBo9zYsxmPhc*)f
z_)-#(%KE|eCH$o3gW@;I@m6h#nbSY?2ou~jj&SAsMnIrs-Z$De^AsV4wfpq`rC3Q!
ziIa|J=7>!V!0{qKsW;%rx~>BV2XGN?!T{0^Sdo3UXkU^^v__+*hr=hbv?ekeW3viy
zwGWx_MaRECrbEb!FDCkM=Pj4;fF4u`5CiJcG>rr;y<X2R#zI|trkW%Ig1?+Lz)J^_
zWU~g(1c8UQAZ|xn5s=AMBQl3g9hl#k4%k<%TnJ21&otTkf}}4T>jF%LzIi&%>3g9M
z^qc0oE(I};SKGLyN;BvM+hsf9Awm2Dc>EpKRE0nm0M-EP!##gJTR6_6<gKlH>NDaD
z4fuWCtM7as8PtV!w0qDDXU|N<n!H}@XQ#GTQ55$O&fi3Nav>4K4K85uNcz42TF7JC
zO@2MF4FK+Wd=kIjs1^A8cu$wt^-XIxn97tK1mU)AT31Wz@3CXl{kMjD7|&tZ8;Wxw
z9)dnS&2>q94M}?{q|M~q3LJy`0O4&-sWL_ihqNAnlf{0i>HPPsu?rhKl+U9f4eu+i
zpGmj2@2TqPG2wvIg_+{YCF|cL>MDHi%fpnW(Kx)fFWxe^&u7$D!xirNL`jA(@_8Wd
zZ=l*UWKC3SF&vZFr*&Ajm(@-Wz$3?d<MknXe>^!ot!2Uu()L01ykDyo1+mqudPdq5
zT{X$X^Cfk_`aX8P2wM>TKQP=|ZD6W8iE?jvMlDdqt1ItZq;Hg^P>x)A;V0IhEMZS$
zC(q=sX>n98yA9xT_CcYeT-j5d2Y2Ptp{|PtPd%p`-hS*_=L#pmgvayT2&-8U%Ljhs
z`Z@UE{sH(_mo~<sy}$K<=oOVG_CejFZOd(+!ZkDoA>Pbgu>Lz@8f5kGD=n7+oF#pn
z&B+CSS+2IfpEqT9)t6#@&_p~jz!QzS>}xZ;e#mRJl_3Z&7+Lm?jAST^hA4n*$J5c3
z`q#q~z?f$>et!z&%;fzY{H8K)Wv__>+$@dFAZyjCk1CT{{B|Qzwb2rOTv7d;ImB>H
z+R{fn#ndaqQ?7sgMDc7dViSb7Vl}n2n{olXI=DxPT<d3V$|V=YVH<ufz-?neNja|U
z7APGgvPgaO<_@k7kBWJ&`uqIF@F99U+VR2i_b}H30{ajOjJH-}oqNHrw-dqUt9O@!
zUwxMOq4P&<+s#W06xg0BxDU*On~3lnt=AhZSmsvD<z-O4K`0Fg5Le@ugANZsA-X4_
zmI$(xP1;=!4bV<gfoaam*1;-#faG{nf;AYhE)87uVgwkf!x`MpIkB+Y1@=De8SB4S
z?L<x+$vV`mnb{z^<wCL3no88SrC+U=#33<XV@Vm_%!z9DcToLZP~dx+U<DM%Y6TOH
ztAe=7h}0@k_UVaCT`^=lgU!LCooxcUh6^F95*ojz<K>N8ab}QlufR*<qIXyCA)TM&
z<#V7i!ME&Bj&~#IjF)qJ4+b$5C&MtDJm#$q<4<u&N%sMu4(0$j=Wd3s0{km@@f5ZC
zN51bGtgnH%fJfF_1zSy<lVxgmWby{U(CNnIg#~m>C@C&?FGoK}Z@Achuj^~SJ>Yq;
zS(|j|)KMgO?pfbOE<D$YjCNZKrt@=EPLFv{W3Ime!M_9tR=O<l{7x^HW)tfy!v6h8
zws*8Ghc%i;!=W85d5WrHar+%wd8aKn4!J!6(!g?;T^zdSIgF08E(64yN5i{4d{y7e
z-+%*2BV=Rs`6}_>ENbjJ1cyc1YT&5vuX&RM%vNKZg>ZOxzY-vUb8PuE!$0SxdyJRw
z`xbqQaJzmA>ugVU>mPEPoeQJmheS`4Y~l3za5=5{#;z)1?MmXZ19a$WoGAvpg0IX%
zJq*m;a7%E3XDY$+GV)zW9WE?WH^Q0*qnxDM<-Sr>Kdt*^A>e-M!y<h+m>zANQc}1F
z4Y=;c?9b_Wy~87|q;g!e^p@Blrn;G)!&=-<u6A!dQP@aHPYBS0m)-I{Qs$iVc&w=@
zVe<}s<6_~SFB>PvJ*fR~bonE(Jj2&d#<|pRZFx7ql{@i0u$mf75b&lQ4*C~w6#(ox
zA4K+7%HC;|6l%J~%<;M4(Qd}=r91jFV>%^=DREfKs_d|a@Oy>z83hXGY5=h4+#U~-
z6-o6t^_L`h-BSJDQKtgxYPV->_Jh*c5%zV1jlUi!ch1gfNrkkOl3=J}`j`N+$o|xR
z!<He$ZJ1heI|?z%8n<Q7a2N%iQECN1T)CAJJ*yIJHN=v!GXD3q60uk0-q2(Z6nIpc
zVDCSy4C@x4Z?yvJ6!390W~U37-}b&NZfK5?!_?b?Z(7%2Pd=<r?Qs?7b-x(-mDvcV
zo21p8DoMC}UeN>K+-Qe6X}O}f+Q{{4Z#v2;x(nM^v;6t~$uGX53g$(^@11{P7)h`#
z(sJ}mBuzt}c7+14>(LE55BLP*l6X8nB(FD>F2w-YE?!Gwwc!D9Dh`x{zOeIlSM5IW
zA2s8sSLr9KHNbe-X|2gUW@;RYvMgZ_MEmK7xgqBp24Di<L2Mh0_&{>7ha>~|_u=0v
zw<CdY0b4*{^Bj~q>^V+Bn18lr%~t4xR4#VvN3FcP(v_q$**ebYDhSa+NWXKlGr)5o
z_TPa9`1iY0I-dc-_Lp@$tvkRW;s@q}V4tr>5D0qu0Ea8;5Z5DvtV8COdX6U=e0Hr7
zyWbx9F!X~J+C9WNu&z?s->>88U6ic^5BKmfUj_c@pL%FusE4y3U@Odi8NBxOens;)
zZsp;bBCaOKbh_Lx-u)u<&IAt?43zyMMW6Qzh}x(D3dow;;F?37cOn&FjUEWA09cH}
zu>jOfzo|67zPUX}x;}T|-W43g`O3%pkOdJwURLs?>nGv7EKQMMZS%7$QrIgnU2}5h
z*}MZN<^>&7UBZ?h-1bA5Lz<EZPoDetNN1n;JzE0&`>>?0-rf+mqEcTByjVH!PhW@I
zQzE`+kF+xmLB3x&c_rQZ9k{rWExWnCXujfGUC;)ATl~(8{mm?zTQ)mjX5Dad;9@Cd
z@3B}Eff*-H@Yj#4!5VF7*KkmDZ!Y5v|Hj$~d+bk|zF5=aT6>k@DG+byVA*{m)J5)o
z_>_LbK5$UUWlOcnK2?9p&%O|Tr3Y3MCE21w2lhBg@{#wU^li`ApnjROv%oU2HiC8t
zkWH6>SQN#;=k*wqx`L;Ozkb9V{MjhDXn+Uw?`lZDro0WNg{hC1zycYt{6b!j?|sw)
znsY9IQNnZ1#tX$o2IO^0Nm(*{x2rl}HS~27ov&sY4cBnQ4;Jt|ZVh_r@%cUnHoIkk
zY6rkBU44I^RX&akoR5`9IF8fJ_B2#YEMfNlwtePxO(UczCIdLS3UUG9o-hSq@;wJ3
z84H`c5UIi2_89%D>|A=?WE_1>Olm^CDF=Y%up7i7BCLx^b>K3hr}J>y_hm^2^ch1X
z*?_&S$Nr2yy$SnT0TNesfTHhtl~O>PM8T4ULpiJupu^oWg0qt<fS51a6kOh$2m6Gp
z0=A1Po@i?H627T?z4e^SvMgB`%M2(Ojk9DoL!GGkR~)H}mSsHU!@j8B^$8vL7C0xt
z?Ht0NrJmF3Re(8kv3?@1N*#cnMZf-B#qgsP?n6}25)1`ypi^1BKWT!PyCTo;#m1pl
z05S6}qd<KhHSYnpr3xFIi}Y;mrh2&DS$={qMuqShDs>@~?h&`uol)N*rP@G;05_3p
zppj1#+~`w20d|KyztSsR9^r*O4L3!y<bgvDg&xOKgT2J%OY?qnMZkj7xsOtPbNE2(
z9}?^tv{iacT6UrAsOLC}Ww#ovwi1tQgv~+&=YB}l&LgJI%<D+!u%1ih<K>afqKOB6
zatT_Y4+$fHUMtIU*n^1C8?-|Jb7D;n2Nh;y^Goxo`Qn_0&_ugw;&|ALq(NN&zS;Wy
z6NZ<7ZedMFVlPAk)ZZpuj8Qd!IhIRpl-|Za^N`r*<k?yc;2|U6^>Y9qoYe?mvHgt9
z$lvUw1O)kB&}&wVa^dU~Ck%3VgYy(3K~i=rRJ=;aS&kw4K@_p<5vk{EB5Mkv)7;Tu
zUhtBi$;|Lgu}P{(z}ycheQG?Zt~bnv;L&p>sQ+Rxu@0lXzluj?%kdP1l1%2^%Q^Nu
zPi}3*9v{ATG}^MCxy<}dFO3I#yq{w4yM39l4D7j1*A7qEKy#X&r4V!)Gk{Gk&D9!B
zzkQWYEl(`$WfgJp^a~78=KJ;G`AS|rUb-Uqd4b|!*#Sw+kGs7r;8C0l%Lbo&yt7LQ
zE$*p^!p(cX^xYHnNcv!f|0n@2A^?72UVx)uurEKe5S%34Zs4~JWmRB(O-TW!3OBw7
zC4A1j5<O$gx||$hT4sZp42ZA&2>YN*w4rht(3~=-IhG8TcQIJr;OZ;T?IYc-mkRR<
zJGc0ku49=v0<mU#0L!&u-ECdD5%75vRiG3H>*wzMvV}{-{O%)B09(q}D~npN{?K^@
zfP=6L3%Hk#1Ww563liA}T6}SIy>%|4&umI6weR{E55l$a4wmb{2&1@B_iKB8@oS)L
z7ThC+b!R0?vi!;2xNI`@r(L(P>s=?H)PH)q;TFTjug_?OJ?u5DIR~H2{pPxBEoAu`
zQ8{eaG(R9X0J0?minEy66Op_s(-fakv$r;gqrH#;j0e3sJB<0M_t#csMWLv49(-Uq
zJM8uDo~0#uI?lTuOcBV<-jjDcy92=N8R77!hcLwoP6O^pS_r{t_N;_^;5!IdmNbqm
zYxeKxD##Vh)i;3k_!h`Lix<*>K1li!_I+``0^AyP<$2~209@1>)_)IxNx#++ge36p
z@=5foD~dbkX#jOV959bD0r#m=v^!qOLq9J)F43X+En;{83ljJI7wXI>%<?T8V-5JW
zC#-wsP{`3(?w$DnG##eA<k!gu>q#oVGtPke(Xf{S&UH9ZLR~A@E$;W<%w|)odU!Tk
zp|>r;A8<z6@2tVAwp*DnxWEVc@t({W&HYZ8X_`qI2>koS*o?g(=wpBc`)Lzg4)-8#
z1Ag&xmF$JeRT&WcOByXmczV*sxZT?-L(sfSh__EMiB0fz42UrB>$OKcEg^)l+ytlw
zm^m?X0n8NyPr~j1(J8Vz(JQ2AU_~7ZRM^q6*w!;XI8^_}h}PGS_Ov#S<qCT~;FzAn
z>Ml%ve%#A7O)@g@-xo;$GM?99B3^FSkqAuA)!ge_ld)5By6iLgrUFa=;K!8YMe=&V
zTEbfocmr#74Uwcs;h0Y+${6{wlv%u{_covz3l<ncJ)jVRB$4=Xp{Wwa9~iIp<g0tR
zQuP~<38LFJkGx^;7p&t}MSxt;<X6rPT;Xeu=Ev(m=Xb0FS5v_8Im3hCShsXH9!<Lo
zpt*2=DqGO}Om7$E2#WyN=RK6E;#TQNNC*&HxhqROVN*l5f(U+k*nF+wVXZU*U;?uP
z*btu|G&2nCk@edfgvBg<ge36yrJy=fE<Pi@xf$H!DOMZx+99U@`M?;VmuuzSK_u<u
z&*^mPr%O?O)F<p7e&ZXg?<^@tp5!LUh%;Zq0nQGv0%3#6-&V5qrVEI7bz=l$+)Um7
z!rHsbgQX}B1g7~gpe;ayh4ahqpX?!GBAx{gxHsAXjDCUm9AZbfA-UUQ+?F6NmeOoD
z$Zv)dIqo#-j^jvgNbwrsjE-v_*x3ipMCn@^tl<IY*`&Z0V-MDJ0)7#>fQyqeYu>-8
zt$!&;pvC9i5i^;3@dT4S4ZyE2a}r})JbV2H&zFIHaefHrEhxaxcGB3=OEj#&p*#R$
z0KR*Xz5qf#fr**0n9DxT)}%E!3cV76Z&LL+J}JbVt_7Th5PSyT`($F9+x}gZsEPyk
z=s^T_8-S@$wewNofuc;v{p!{r9_q$7TQwAY;AUL*y5PdX1VC)a<46><Zn#GkR6sX+
z!;Yuu?ylsB?bhkaFsCYbmNw~d&a%cBLODIg?Fsu%WC62bpNZxGiwEz6Wm=vlTxWzY
zk$O=5HaI1wz&RV;PCe5CQV|dQCA~S0^M1YY^&;)X`aMDuFAgHg3&6V4=1TA`z$49Y
z8;19nYm(1NvzM7TpG3m57PRLf{s9u;1Co~Rb0&oKckB(HqkHhI?)Rd}vxoq1sn;Bn
z#dC|w084XM*oRk+08$llRqcq0BLHh}A)H@PvDtu^wP1K}*s&u4A~sJzM_z?>*xH#Y
z@Vn0pK?;xOlY(S;-)+xJ+wcuEU*xmg<;um97k4ZBOt=EnkAv?YFTfe&U;XtD`<K&I
z4bBo4AQ1)R&b5y3dd|f>x{hN3=r~TEESqHMs@Fci|7?>1{-6S_P9q&1G5AXNW8c)u
zW8dWUbIRc2CCsh8cPp@KBJmg4NPMgAc3>r_&0V9$&7C&*g4K`SUl1c$@_6^AB^M;k
z@j055%rY|A6?trnqZ-X-N)=(i;QazR)W^Wr!hLToaXPb$+I45^_3d)srnmt$k!67A
za`GU`!M$={zojmc$e7(1g9D?mA5SSa4l&>?D|p<T=d(FE2}EQfRMmEv8hVwI0Wb!0
z;F?yINlIn_WU|?VqwEn-^|uwMK5y7;CzFkO?W5zPCFR@Dr>OCbDYmpHaQCMTk7@YH
z9Qrmm@1Vkl&vRkZ<+f)_<*nBP;nwT^TsrRy0J#=iCPEIuMX$~=O<;w;aKAGn^OU2i
zn9={p0#{(qmPI5Mh}@;1!)oG@1knZZuqUji6$C(62iT9yJX^7Wv&ApcHa9@je0zbt
zBFG-kfV%5G*2<TU)B*4Or}qnoBMHWs%%T8^%E?5V{2G1-h!SM4zm>RN!fAhzD!=dk
z|B!z#4^*H^U?kMCqggM&KgtJi%-iC%lJwXA>EHe3?|=R}=lhI)KXKjt^?&}$U;h^s
znCO`QWvb8oFARn46o>s~tLN%3_+NxQpZ?ds{?m8=(?7e;U)y|+f!)U7BLBy~_(i|W
z-(~)X`S|AW23b9Un;rk~`|RI8_MiUtumAY({>2aecBQ{^G={MpMFBITsWdBip2$*)
zOkz6W$e6<6ZU5ch9;MIn&p&{_m(TB(|68+sk2xRz{Z?mXK2K;8Px;@4@Gn084{JV7
zb^j9u@gK1Nfc;-T*2V4bn%DRMFJ{4?{nJOLIiB;M0RFS5$K!&GF^Vj3il_6K<9U|h
zGM;7gEN1Bck3T(=@fe?^6p`W-p2jgj#s!lx7)D?*mL>nDr%(HC9{bPq-}wecH{U*W
zmXH71OZ-it{+i@fyw?5rQ@$}S|NR_)|H%UW`uU0CcS-m850)b<*MA@Yh-KI`&Y28@
z2cmE^QzSU}Ar`X?m68AK>utP)@8UfFPd}RG<IlVQvkPVghS6C<7g$E|Sr&u;VJVd}
zIZtyb#r@3?{xiw58H1+;4Q`uKc#g*$!Q@zuCus&&0B8SAlK+2SZ#aykV<w>(zMx`?
z<MEuN8Jg!9wkWWa`8PfN{~z=wW;izISezhvf&%6eX9S0V&<NCnBseDdFX_#HU2zhO
zD|n!Q1y*1b#$jAeqy&*A1)l)bAen!5#Wnsc@Y^g;{A=0-+z`d`6hrY0m2xqcXIPx$
z1%Xj9lk)NZi1pCLe*bSSMOwk0&KzFtfB)ML|GAWS=vHHzC`b&v8^tFyiDx;RV_ZxT
zdCvSj&iu#!`ubr6fdh7k(?woTT#WNro~9Yi(=1EpDNp~aX37Kgjx#<j5)23yOEQd!
zIf}<)J|Th6{5J{qPrUqZixvN`iPiaC<i9D{|B?_=oX3fj2Cjz&Hd}xfp$i&VFvg`M
z$<X;fQ@KBnI{k}f`TNDe@BfAe{^>`5`D@+AWsZKk65h2AMaSO&rY?UV#lGDu<z9k+
zz2X1W2uXN?|4NS~Xjk|X=i#f7?gt6+!ZJcVUY=+_AO4nTJeFvm+R$I0w6nhnL7mqo
zU98(y#sI;ky2V@%e*Wj5y|(-T7<nR<HJtYX?jjn|!vg=}EAW^5^t9e(vacYBrh<JG
zFZ8L-A+tQ(?{scxoR+nvrW9iMRu%t|ZXs5k@%=rf$7fGWj#w`4jm7CPxZ%n8O0C<P
z*w<;sx&AQc!o1|~VUecZG>uv+%b_-})?`teg%qTC_9Q7rT1F%ehvFRlaZ)F+xOF1B
zJUBZy=l$Eoc$ZH=sgz3ln1-x~fQklpLahbxL-VHl&k|NJzAG#;U>Eq;$o`-Hu01{i
zSLpj)D(|iQn%g!?E=mh4Vi&kuO65sgm5MCZ!fD}ldV}BV48#6taJa^egA*MOVK9f$
z;mi9~ZRKj~!{@A(KK#8Rf;X`=S!A4PRCe!P|Guwm<?Q8;H{EsTaeJIJ{mOb`ynSEE
z^u85M-&5T7;;0m6j3szvdTNqDNw3HBHLogyJTwtrsh+yb=}X({n(ZZ@=O#D|&*KaS
zv-h6`rY8Zrs=pFo{ORj8$KyRg(Utg}79LzSihGUgmoLUXE5>VpBxm$W7hMqH32IO#
z_`3Y$e}6juMfiMP(cO?sM!V15wiAn@4w6y{!9=oLVcy=~@WdaX>L~&&S263;y$Pit
zWo|c~OU@<wj<~kX^AlmhMTL7gswmtql2?sf@w|t<VM@YyQdGafBX|SYy*aXL@wsO+
zSQmzRX=#+$?GsK&eZ|Eb_H#7)efb36gA<VW6m{UG!!`?sOokH~0oCG0_lj&KEafIy
zxMkQlY_{MF(cZTfwlu2GDZ1V-QCP(SQQNQ>Mf`MxSyRjE)FT!W1Fp3Ljtt`rCuv=O
zO6e2(XADBhx66_3x^D3RkrR2>#}3AZ(~~GTq4ND=^5zrIQLSv2_}d_j@V&Ie+Ji%-
z3H$T9Cx7%x*m_FHA0N7hoh@BN<d2HlY(VPS3r~#xx0N$M#=&PR!B?JuiX(|gW?1&*
zVoUM07yOlO1lz!g%gX|66!5)aGOkzl5b8Z$dswA0*I4{=!?R3p;5)u6mG9f@qExKV
zc6Ul|?oSz>g5})*yyG^H1<4r?ulB&@FGC{j0-R!Tk*CRnpO8HEk377$bNu)IZaK`m
z{1yF7^$%#bMq<1siMNtCaBBN9D?9w*Atc7Plrl%n#XX#z+Mq@FefupCqE`y;JRiD}
znpu2l;4R*f1g<N{1lo!5<+-IuC~6AcVh;@p6BzXS-rH%x2*Mg3Y3iB}wIGvs-P1C>
zt}wN&;C|QzF>#UaWkF`2nXuFJF)0^#B0+ueU#bHfxwPwpMhz6U^2+mk4HPF`?Uzy!
zFiB*H7cmq<qgRcx(7ZeO+8+e1(t`IML`JE8vM9~XR0Ij*^oM?+IWBs#6_K1$W&N<h
z)U#3dQ`#<qpbLmyM~rxlMJHqoB%a*Tzfi+_gCBBU>IdBGtA@>X6K`qgeJA%bSdR@!
z!Lt6INBb%hSWdwgUeq%mN=cA~mgO@4-O`WlC;vLGkK=k51k3!OG3#A<SXo`VIkFNP
zBUeA?eAE1_1U}}YHzai{do`6~UUn&#*3Q1RfCyC|ED<hvroh-jo11iDZnDtXk=~oj
zqP%`WG)9H|tsmN{>qQ-zWw4EqB593c%;s(X8cg>R_)iO0tD^Gno+QwZ^_cQmsq>${
zDlY|_yi1|XZlbm}HG>Gaj?G}0y?sfcoz>={R&lwK6&}lzl8<ZsQr;hTJ<rxDsoyoE
z`{d~;a43V7#}*@a5<+}qS=ge_vxM)X`C%dmk4W{FO|aPAu%<1r9{Sr82m6&te{AIm
zgo~rHE1s*cbC&8;t2s%*xBAEX;FkC-O;*Hl$6h=h7X@J=zNY;oimNE4@LB7szF~rd
zzorsqD)o(DV-04+U<V1DzA8@Z39HvC%&Z32?Lo9~d%{c9DpGQOWqa=Vex|Wmp3*B%
zGYU$;KQv4*A`oF^*v(|XVj?&lLoBhlg0t`s>$G_1IBB8saPb*w6+Nm5x_-37^gVNx
ziCSULd+;t-)4G!mYQ=Q%$Di=td-g0xlT#P40K|n;)8VWY>Vu+4m2z%C?C=y@aPeXG
z!7ZO!R8fc<Fz!d<P3oB?JPSeyiz0qi9Jk}0u;d+z+~e)W(hto$;7*+YD}bN%rB2i-
zz`kZVf>$|=#yHh#D}e{!i-OZhEN^hk`4E{;0-kZ3?pBO*_YfGxu#EECyyenh)!=Jn
z`CdH{c<@5Tc*Bp!GzNar+2D>q<}{w*30vk=9_q@n%-38VSP0?>@)rcYr!AFUCXayr
z@+;i=)Jja7rpA_U*kgTzQ2MBSGSUXtx;Yqfr<~$mb_1{PKnb30_ZGYYYlNq4HSURJ
za9bi8KgVTcSw@;bn0P&Jyqd$wONO+;^YskL@3A-o&=o^gJoARz-{Re@_Vaorc=l|%
z4?drqiQ+yYf0*7wzi6hH*J9KY?g5R3d{xeuvbCP+NFFV4N#-Qlxz;7DjvPb~!x*EX
zcpY|k!yOumSQibznCdERmgaXa93|1rALcw7rfG4jRmL7S%-7?K7$tXqWH5SH?F#C8
z_TDKW8EzM)d$?&B!ZB*F{0yGZU_XpuQ`*mNT=ag?rh6^#oZ3#uQBAzC|9p&Pcu{Y+
z=ZkQYxh0K*n`PMX2)naO=JvkGziOTSdZ7AoAZVi!Y*s7lb>lC$`};S6tZl-v`YMgT
zjThofJn7)9Sg?d#v*$}qN1745AvWyS-j90O=^ElXMXuhrWHOHpjPU@MalZ;^<!R|M
z^)kQri{_WHChv#?b-fWMQvPcGJFD?{&pCiUl-Gl<p4zO4U0r`IQ<zB(1tQdcYY=qR
zn~~<zAA-TY9#`aAU4ps#^wK9l3uU_|h+LQmlwoMC)dka&o}uP;F<%R3h=OiMuUMLv
z_iOv(MEeZHRWjDUDe$4x;yBh^^;f$E!SLrpZ)E8`dU<SFN7IqPqJ&b5*nqgKZ21st
zh`pUEnmjr5h$DG{XATkE#7-NyHy>~ApTFHFyecxzJEO;!%@)=!SqOIoSzSgty`L{&
zBS9SM9ITp~YoW@T%Xv+L&T!0o*!?b2Emaxyf_E;8A?Q7IDXsVNoC>3i-+PO_V0><R
z@ly-h)TGrp)I&0zO%)8B^@wy^{ow&dcs)z;YgibElT{Nbp1g4{^yR2@dTB~1I{)Eu
zAdFctS>K-mzcO1S8~``{{G$FC{Nx5MG^`hMzP$JXf0g3kd4n#j*o&x!B9@Bvys_#O
z(rkZ&7u4g<Yf%Lk(O`6YHZp`b(uKfgH)a+w;b|#FbgQYm^rqm)-w)zKl7jNWhH)(5
z=cVbX9ILvNA=}$#xwU6V6vCEsBrqWb*F-{>5tk*4E<#Ci62w;-n%~Xc{VrCCdwWUv
zuAK-yGylXJGYJ`rd`{q<Hc7w&Tpr!wcc1SiDlRCsJE9?QZn9Rmn!aXS&Y@q0XVa{G
z<EVICy`(nzmdIk_VX>#zw|M9AGflhKJoe^9P(6XS@%4wPh<KlgJl_fhorf5O9k5!(
zkC$OYTrsW9PW8>zoj3Jz+@*G-Lc_DQXH*-|oU=BamOehOJI1tg8i-XLt#gb%@<UKR
zuZj>?S4K+PlS@8{UZ#m*l0yH)7@-W#mW>metG`WYW*vNXi}3lXNcPhjO1o_umg-LW
zF>n*Y7=JK|M;K`LbZ)n|3P>>7O>b$T7Q7*G0Cui-$@Uzk+t|tW?@}$O#q1cjc8ql3
zX@O*^#1GMP#qEG0E{}nnR^~f$Gt{{Y&q}Q(qKQ%pKU^70^SBGph>RP1Aq$y-7>0<}
zg?U=(jS0amYv9V1l%U2PkC8`Ljtb-Ae3}ECs6#y3O1NI5`gQ%-9-zQLw)irucJW~q
z!M+(JER}QTr)my&Y27KR<T<Akl?>YMV5?t~ST|-E<2#PJfNwipjq_TA$r3I!%ntD4
z#nR_e5!P$cDi%8|ickZEz8v_1>fGzq`OMsQT}da6<`yBYd5b5g;5&D{qpNQ}5dHS#
zLXoT&5Id_k#i8<xRSy&ig9ol|DGp$9sz?_@I&b|OFrq@<fx^<7+i{kaGdzkl;8}0i
z;C2HmHgc38C})pvW47%hird)-tfw@)I=M|-H9sdFjn+)bZ`rv2fRS-r#~gLAt)5ma
zc7PD`_Q8JBuT(Ccr=a@$_AL|V@4%8bG|#Zs+Bo(8QUDPB-ifCl4tZ9644`OyZ>vYP
zzfNZ9H}xh-pL?&9I<;sYzP})-edQkAA!VBX!_4yu@Gp2~hR)FTA(1iZjrTCvo&Xve
z{zy)qo$lxWur$S3d~?W0qyE9S{WB%`tM7IP8uk=|Tnc_0`8jyJZo6Q&;(bP9Y9uTn
zes8z$%433k$1n3g-ggQ#4-20y$!f1R%|Fto^b#zHE!rkOtk;)X4*8o@B^NYQ>-^${
z#y!k(r;<B4hanOmV+P(yXrHCai(pNgLdHYQMFt5duUI7MD0E-U|M~ZR9ch~X%8tq}
zo^}&1IK$c41?%MRv(!#w^)bo1esxpwF1gb_grj+ASg6DAF10&a+qff~Dh(Ha7om)8
z-<dmoU``_fQa_2_ot5l*m*aE^7kwr-=K70IdXU_v5zlqpX2Y;J(QIwv+Pk!d{CK*a
zF#7MqzbO9wArk!bn`~Vh?PYsDZS6SS8*M6ZVxQ5Jl%~-O5Xklv1c+$W%lJgDc-9rJ
z*aMbtQf6@%)}2Po^N&xz7J&9o=RLes-gOqP*uj4(vUlwCJqwZwkZcL3FW(g0_M`7$
zmT)R&0GofnGcyv9>6SXG1gmW&>HRgm(vqzJJb>+opJ!{0Nyta+r`|d~0`~X#;J6|^
zKKZ2m_*gQLtH|-?<NmBV?ZluR0Q{%1Q}Cq_N9K8&l{xTdJK%J`J;{3Pylk|xNhOX<
zz9LEjoJOPWRu_!Nhv(gIW`lRN#bGXFf*)TkFTBD><Vu`!XWx26$Zm$qmfQs-@OFdZ
z>CXkk|C%|!kFQc>l?8ASzQ{lugF8b$ANa~5^Y=}AQXIfB08(7{gCbgiupcQ2-c!9P
z%eAEb;QJ8{+0kKlqj-DGy2(0by`{Q`cOUP9zAmgftVHMEe_V&TzS|pT53#Hs)2QgI
zq4Aa$)ybEo76oSnt1%8Z2}Mf6xVg8%rPXm}e)O2B$Z&)XaP6YtsW@M9hIAFU?7*4T
zr<g8goeigP*?yJ8a1Sk{Kw3CJI*cR*#-or-#;tHD1GOeP1L*uA?)MM1CuK$DT|BqM
z73OtVo8dK%L(%ip8h_C@sz5XJ5q#o||K+FRwuF`IvFydiVPQb$2f|<F{W>RoxLhxF
z6KDXQo?BMZB_7nz#@MUdBg`H9L988%QJHFJ&gPF|9nnrM08;%>MSyx|%(Qix3-tZ4
z7^mus0^N2vnM42trawVQNW+KjKbQedynkyW9`-p*WQ7yHCU<JM_)i2c!{w~U>8Lx=
zKG)M%esVwFz=l)&S$OT|BL}^fBaT|exazb0XDe6lbMr6d2Z$0*9})~%ptUE6_Vn4p
zDycWE!J<;geZpa$KYLW5pNhqMg5#w0moKr|EEfa4-bvPMN`M`WBIaG!aP=(;>M<Tr
zCjBI@$2FoZgYtzF)0+rj?jL^Ve$%2YB6VQp4(Hs00C3&ACdaeZ{wn!?m5}h1$5!VM
zSKTtQ&|6t;eCrueQ<q;e0mVw5>GuvroVW0IY^gMD-91nTec(K%__4^p-7U>JB|x~*
z?oI&ziL26Ir9<%tTZA2ucFU%}obF}`ujzP}@i3Twrl(N3tJL{gEX|!r>`A{K*!)f;
z1*TFXS2Wc{KuBY8F!jqXE|BN3!Q!E2@Mz<Gs!S$CcnIWA;)Hw?+==2J(d&#c8Moyr
z^NEr{yLl5o78)ovjQu8!xO4nwncV>R@|Z|HHLoas2ohND2a^z0HVgYoP=-I@rB+9$
zH91x3`d%TwF3$~(Gb{wx`{ig}x}|C$6z4C1#B$^@Ze$PMAt3BhNG@`+k!vl8tNpk-
zAtGnZJyZ8X0pY*(F9N`>6`_ptU@)R!UuHJDb+@+z%<yI8@p7HZ?dJLdaQxZwsv`7B
z|8iMM34H&?RyX`bBT{`|uDs8<0ET9dA|x;F#|n^l!91g*umo8!SuU-v@!|h+Q<oz%
z9x;$T9wB(WXKrHvsQ1*7ZmsDCJaaQ4^je`}tJlr#XJZ@khXV<;^{#K+(irmV(Kk!)
z5!=&8_^$gCpX9Y=7vNNO<_a;wsJzjVyzA0G#y1fS&$!fX4Nb^3?#{yv3AuG3zlos(
z?nR8B<@)Wa%5$(RL-GkA;C=jje{nT!fMl3;I~N}A&#XHZ)lGtQloH_kc6|#jjRc#=
zh~3i6S3|S#G_MS6Wg%8Kh#ukv?-hI-U?F|k=4`YU&_6ym6|6h$+`5fg$~o;W!SmhS
z9Tx$3d0z#k0(`8f_GHtD*9*~!x9R{HYr^7{M(J>t;~;Yh<Hs}Gr}ifOVp3y}UxJB@
z4?4yR&n!!b@I(E1p?rr9Od~vuGT6`Xte6U2O01Qo+sPHB)me8!1+m=k0N<C+%U!=m
z%GTer=l$IIkZt;#K$w6hi00+~2Or317`#h9_the?FkgrI;hcAwg!w(2lENeVJQ}yW
z|G_@ACQ3zi?kAySK#o_1wYRS-bie$6)+QxTt@fIO#~oI!C_+fzW3>i!S!&3;wJpjY
zoQ1Ax;H<tzHc|-rXp_CCU%re1uVYK&*F&|Pectu-JphiEz7@0b+@n8N8BZ<U@0$zP
zUdq{lX|AljuxOs{CX*^-Ne`%;_qgggbN!EeVZTF;O84X-1ANHy&){aYtRX{=s=t=?
zxZS4P>TbP|>tXLu0qx9x;~M9)@G+UYH>9GJH_Iiv>=KMkY&4K-H-VX4l7pj4X^7uv
zk8z`(PWJ3`cc2wA;>4TWHreiRnrcpSEWcq|wqWvZTKMIam)GSgEgY{b#P&CRN^NF2
zy9ULgQkdfz&;gnWf3{~HcK%kskBWRE#CJU30L<lm!>*-oC%RC3vK8Yz7o7!BM$>CJ
zjm@~5CGyMBzD?E-?N<ZXD)l`5>%#7bVI_E68|>W#YxHtVpl5x(&0IipE8bo$raUw2
z0yz5ZVk%KQIsGC^>ixo#qJWxZZ&s00Amd<(_p*Il@DR~OOg+o5npN8%R3r9A0KSAa
zbm7+{Ett~*_;0^GZ6zRMaZmSWHe}i+SRdnyJmXcbTv3oqhzHX+#%_P|;WxSvUV6qN
zYmwCL<pVRJ%xrW|&mh3PtG269Py66f%SaQ^SC6ndgf@WBZr(a?;FZvcSgH_X>&deP
zctb4sR6=OHzWe=F@7z@!mh(MMj><?0S$ygz<h?hWb?<mZi|1NiMD3GvC{bgHlkli`
z2TtR_xz$xzcTI#%uI+tS_qv^bi3i(%{(Nj0e!q-*GgtYd;G~aRwwg&^1;F?_Zh?Qb
z&xEWvt>4>Voe{leH>~R$gYvQUI=N%KQ6lh7z<&U8xO#r4l&M-vuX|nI5l7muWpid}
z@x|(aLsW|iE}QEs!Fw{lV{mCWZy$boNifeBl#$<g?>+=;t(*<rpKgcrPDrGmxuV#L
zLeYa=HGs|Np~+B(I;M#TdwS@!ZPxv}+)?9=UaB%Q=(*SPn~Pu{vT@PRYPU$}!OXNy
zv8nJx*@@7-QswMxe?_l&3b5v_DI>$WUdGyqmX)_|*jFv?^`AVA{kjDgKYGqLxX&Zf
zp15L7RJP7Vou7hI3zj&_>`R9{3RCZim3M3r10wwV!@2m_Bily&<o;;#_XJDq_Z>qR
zTM^02YXmgc69pDP=l75^TUN;8GreYyYCdmzex(irz&n09l&co!c<hWzqaZmW^ql}t
zK(N1>pu`oijkgkcdr1_);KJMc0sM}FvNh)Y@t3p*XzPhsi1PsP5}|m_z?$aL)P52v
zV&8mg;tXUH&2gY707u*dar>IP2NMU^BpU&5sZlg71%Xq~BDK%JeT$nhud?v=A8mF+
z)f|L)ODwI$rCGG7getpSB=gYDduyRA^4te33_u8-)pGxeL|?lvV6v(yQ;6Q+EZ@T^
zUj>I2*sqJ_rG+0n`*f(={Py89AD+nM`5(2+RiRhOj+?Yaw_RP-A_{vbyh+_8fOlRb
zWx2|e{}P-e@sG=~#n^@|L32jw4VV1mPCGu}2pFot=~3@j{gh1Cudg-b!0{n=@JhJa
zGj8Q{y?Puz@Wu70_X21>UNbkwiKlH$CJrqD0&RZ$FcaO&&au_RcmcpNq)yS&U?41|
z+=v6~-d7%>(#Xj=IF8c$!cLNjU{e=zvYCk3Xu!26Y@y`xU`=B2@omsl%R&5*96wx~
z9-DiGKa(=g{rXu=_e5K?*+y?=D!6vki8;IKl1ID^;v90jj#_elq#wR;#=Mg-z&AU1
zJS^M<Q7Yjbz`gFmCP~a$;U)+MWQ)<%i;SP_KHV^2&nV^iI87h(f(pR9wO{NqI!YWM
zpPmV%QU}l2HFN1PwZXqRSTFIe{R*Du!q^LWJ-;~91~0b@`a2vTx}m>m7{BS$%<cWv
zWUp6rk3k;~n1Dp|3h-_?MgTT==!hiHBfpX}77&w}_RAH3(pN6jHNZM^8|<IOede*D
zur)PYb>`6UBMU*iBZ5PHNzO>#iQE-C*x4<^Dr?}}Z|O|(5?E4z1fvS9nrLjXoeu+z
zhD`CokFV{1fhEM!fJYMSX=LX2hqCG<xaX+uCFeIyEa0<J^4ucXyGvbH+ziAx#AG@F
zZ)zo;+>T9@cI3Jb)q<m(Gv89C^QgE<UjxZ=MC$oHGvB_5`*=K9^>fhA<Wq5iB=n~D
zsh--^JV%o3(lLzXh+o;WcZZP|n%jgFv5|yIuZBaE?Q6zzZ-_a~+xog3Zb(}<!+r@B
z`_&g?qvLd!B>cA~$JhHt*KkmS*Gl&1#<^0m!qyZ(hyf2Yq~!{t$}__F{$Wu$CVCRb
zhf~WhS)syBY^6p{?Roj}2Q9<%F#!BcOaM?do7R6+Vq6|CtE13$UAY1d?x^TIQv1QE
z;Uu0O@F1xay~l@fJ~)qP2{5|*C4W><5sWRd%gxr-NQNCXmG^oi&z9E~wSQsKJ#qk^
zX?39J-xYnOSIMZSfm!DzEzNvNafLR2>(B35rLxcDkt^yTd~Wnh82GT>3_*mlothm%
zmUjni^Z&-a3?TmBbgu5EC_Z_me?^734LA;P3GiXoWpw)p*!(maAQ%}@V(yva*7nmU
z{p(i_+=zLc_d}Yi*BCJ7Z9tCm<=03qq=S5WaxNp_ug?5tH?#H!Z5}P1?}$@oGGlPX
zGOQG&V4T5InTPSL42*aoh9DsvLJD_56E9fVfu(=HA)bBbPH++4XSlNp{Qm5UyN?14
zTGFqg>Sbw{vnkU3?a{P=gI$;dMGHU%9{(qM@73fi(`^a<ATIFk5)dGa00F}24)25&
z2=nVFv)=E_IUUgxr@Lc%x?^T4;xSc{D9GGqt<2neNuJw0n)$O~ND~upHxff56-Qsm
zsm-6ww)e<Tlg6k|b8@Hn@OmqK&HyL+5o4}bib&|qqpII;)}<!0Y<EF;SNPg8|E$Lm
zKGd)oqc;tp3zuURjYR6_Gn|*W1kX4t!R*R`+8R9YsW70`YVRKiz1}HlV2N?ECo_+C
z6>w&U%)e3dNJCRMXv?9TUp`?knA1*G(Yo<T&zJoySW4R6DS~_fuovDEgiuq*=P%Rw
zhq{jJJE&3=*q*c6Q4QCLTkTPvUQta8#__@w_*Hin%sBRJgVfq>l$AzY9$%6KxLSP4
z+R;lM%6&z2IG0+}YQ-%>uQam<T3(ne+^fl~H9q`}n!i0MICi^Ny`<%0Gtp0w`>%m(
z`LmC1^l9jDdvAVB)xP;31XuDHOVCD5;{2X3*jvs(oO)Vb?X2zt7{kaq%JCv}{1OV3
z@4OcSIa?Gh*NW|#jel+D<Zz{BL-93!XcWVAF|Lw9T+thOkn<nEMpKRy>+z8GfB2J0
z{CwY&tErMTvAms(go2A0T5G#|sF{X=T;F^AGEky>c@h3OWT~`2&lO^s?oOIcK-`GA
z+J)V6MLDil3_Eu1Tgm_rgb&ivZ1idK*qxqUFV8^TOxIP7kyFgA?H*mKQhCOHF-9z9
zBR2pBY}y1j{itWSKUCi4-at<te^i_KEgzp}LBrgRJxO`F5aY?@|H43A!R`<PA^j4+
zS`SY@ED{<Q&3?tE_y`MEnh)Q*NB!Ua5|KR7#|SufMsdOexCc8{FZ(fDlXQ!BxtWol
zi&gn`?<+^p8xpN*kNcbNyBpDed^alFP7w5(%Fpj3wX>hC-&<&_E&ya}^D3H(Q8DkR
zxe8@p!4aB1NH%Z9ns4g+QAT&mZsxYAJfeF3NInm9$$iHH`24Iq4ZvCE_R$E};YLP!
z|JcDa+wx!DL)4r9Nc_)-Gfn*2|KYrAx=8G-sB?8kN21nlYo;8w*AP}J=PdW1eNxvr
zn?<EL5dVbR&v6aqC4yWP4_yVOTK&8h2Sd1$=-tCW2%0eSr^k4n?4KVcc-0Gv_ChQm
z%KA_>5R_{p^AtL+jMlvs-K)_CKHO#DJ?~UyJIXuOe0YRq`8*;6RY?>%MY#UM_KNi=
ze}H#u?fIlkSr`uQbEJpqpKct9wKkaitY*#m^t#vi`q;l?Wl)lu54+_m!AFlFk`c<D
zSNWj-&To3uPiva^UMy{WER}Wzq~yAiewOgu6U`!e^#T~?_xx#H`Wv<$z}D@W_4af%
z`1}1!v90696BTP2RrGq-Wz7`KKl`}B{D63UB77=yj8JK*%mmjU0CZv%tx_7zpYLn@
zS}rsep2G8o$YVDmxlDtcX|#2p?Oya-Xu*t2XXi=f2*Y+mbbMfnv3GP8__*X3gn!g(
z9)9f(AEZMKr%39PMg&1Z{!kp7KhQg~%MWT6ONw9Ht$EU$);0kP9-td!qlWvwFSmW-
z6&hG!%zdw?Qe*VuW+2S<<8vS=q}_O8h+XLwZO%ecZVBc<1{~{@6Uvr`0|}fQ^M9F0
zfN?`v0t8{s(HV`kSaQSoCN8uC_)8YM*kRtLIFk&f1tB)olI6QkWm{|_T;DT4&zQ5_
zsKCX240OztjK*d)1caU60^_99vg0j|6@K+nNt&VkrP>^U7>*R_7-`jm%YtM$Xscv1
z<$Vv4%<FvOU6cn$H(@8xy6^?uX;jdgM!`I=?Sd{_b1~KXhLmhf?!%RL5mL(?z}C+!
zGODwQ4|t|UzfEjJ{fLN-Z_@jby1r&n1zB}Q{Q~!DjuOb1Z~e~y0`fvrm6PG=^Np=C
z3S};ZT|l;054aX&*gPj@@sEtx^XJOP5?u#XRNG7Xyvu%f;dK^8D06U~NJXh)sVa(n
zh8IcrO#@&+^!#eGz8LE}h>-*3H<8<(a$d3IapVZY9dTrhyV9sfqLRD=oc&>v4Q=<z
zkF0_RGEn7BPA*2NW%nM8GqLO|ihkWpRgBT6x6Mu`@+Y2jNN%S1F=esit`Wx(3I1HV
zf?oOCb5(Uo9rymz2+g-51Iv3q5Qz%lc{Iu{KF6XD#n*AX6JwMWli_pK1ziIi-=sWQ
zj~~6+8M*nH<17&ImD04~f*|3C@4vO^f_(gT`M1_8n40kg_qrPZsa6QmsLg2s2_Af?
z?48|9^59x`JcQu$4u=Tqyvzh-=>fZ~JYYQ|tRfY3s7R-I9oF*N@7kGn1ID}yLi7Gp
zES5q2+fS2udG8vpw)*8kixeUqaLtoSKD(0(Euqwe2@BbU$;$@q(z`SNQ`_+5<5646
z=mH17OHkhCVojyl|0*ZHUgO5wUvcpM5CQ$CI2G{INDAV1V;5Cx0q4Uc;eK8Z4mtN`
zbYG#xvK044^@EYRQQ_>)k8+j$B<Sb?KB4HEg}M;~D`YvRBwbjvzA*@hzyR0y6{U)g
z{)(*!QQF`)j(jxAqTp9#RF(&<m?uzXXy^P^&zAU^S7l|3)K2Vp?Kj6fk@ff1DC4YI
zUph+SCj#E6`3qYN<3^Sj_Ym|7=9+@#11XctdyJ5P^JHw1D{0E&_>Pn)RA3`Na=fG|
zAx;(40T8Oc&S=knw)4Ks+2Zr+{!j!>m5b)+MQH%(t`I)zQ94XYpA6*i+v9DF&kgVe
zX*)JY8`#?mcI(>iI@znhKUMc;9J)<llf$4HPN$y(WAoQjNq*6U4{v@+`afk>Q$Mp|
zRoNUFDWj8Iy}!}C{aXk&hONs+QGngRVNJzT7V|QOx~&4_Ckxsk@JxT<IF?1AEKfUp
z5z#_Iy8-ZvYZ5Ig&9J&K=KNtEX2t_we>7s6b@TDvP`D`X-0{d`_q~#f65L&`Bv47&
zTh{G^+2dY12i3Y1!;PotPu(TLt`*;iWchh3Hd52GSMM#$_C<{2{k=rEp22J{{q{sS
z!0&q`K<K3*4PMUC)gFh*IS^r^zP>nQ+U9g7n8OW2S*{`58bPtWZ(a}fFdq1Uf@ra3
zgej~2?ys<~`O4Fb#2_g8o7Nwh&bTqaQoQm{MI5S0DGdQT><YiO?2?-a1?iV-oOAt?
zEOA1vWRZ(kw?Q7XWe+C)cqH9QZ~b)?znWv)iHqQ#@cjW|U#oE(h8c4|J+|A=yCEDe
zSJ)>dl^Q=5%vf%)BbMptbgI2NZ|cr>1v@nMci4eiyY0x2BM;c%TM~BL?e%&jLV&7t
z3HoSESe1HWAb2L97d&3~N}FH23lFz_^rc=HB_JlvNGq<uHon>g$H4Fk69(2F&hko!
ze_3WnXYLm*$XuSju*y5}?F+hEDuMjEg=S_ywU@Oa5%$*!11{A7pGZ~!j=4q4m|PjH
zy9l78C5@ScCHZ4dd5VK;d+=<a@N<B>+U$1y)K>glI)B%nem{MjwrdiaV%PPRKE6oH
z6cO7+63PX;|D>9EDoo{>JkSV0xFre_n;fbnY75TH>6k(6@1T;F^5K-Mm;-tKl(&oH
z?CKdm_JohW#r;E*`3Sf-Lt{)}eh8C899c-dzn~`&q=`@z;gNsegUmux!N0w?au1WT
zqYpOU<OpSphWC7&mLC`wp||}IXOeT|2<~gKf!giy_lyc!EMD4JwcZ*!B4W}VnYoX`
zyM-%S^1qke-NIeaI)|TUb-d`T&CUy{p3D6Xf`iq_mhtlVhmR%Lr9N<qUBH;!aN-88
zGn9Ap5Nlbqt|UU3DGpi|p})f;8|uV5Ge9G+Uw%uj-5ORapqLqIcry!(=Z$^Jgm={+
z_jUg|QEaDhk3}ju9|t^me@X`c4hrvBDUB{|F7?Y;FU->`(Umc=ak;^IfVXOO=TlD^
zVB2Oiy%CUDY!DaNxelqVAA8$XQbFjlhk*gWStB{K^Ss$6mIC-aX$jG%nE%!Wy8WU}
zdsII*stJP4q3TG8X-O(#V=VDgZt5fL8S4HUkj>IJ*0vS#*;GS0%?5KcPmtE{?@{x3
zBx--{2{@Mhb@H#IEuZ5}PU<1(_gk}H`#u2E){KFudN%9E9f?aG@{B+1SN~3zh~4*$
z+JYjoJ&g|tm6o&^bSw_QvzRo`X{i`e=EwWnqZa<&Tz8({AA9eTjL=oh)&+mp<+BXy
zrKtM4RNdc|GUQcv7FCdsl`jucTEn6Dd@L?+yqCA>5(n$`&Kxn&w06`hro;-BPI0S#
z=;HzR*XWV_Ue3y%&!;Ir1_PdDMbsJ#&MJ7yx*-(F>TsIpO0JK1VW65hW^xPW{@j^~
zEoVR~Lq9@P*+L0r0zI!8P5PQ#%{&A_;kT0uho0h0zjNibz@frhi?WY94X%-h<yd>@
zosXsEi%poRPBO&O9);r4<AvT4kn$A(d4&rl-qZruS*&+*GWGn3*fG+v@BDW@Dd%`>
z|0Whuy5FR60h)Ky8|hoe<%?J*34eG*MEs_E!ZWRlK^pPHM9VaD`Y^{hC)oEC;46^)
z2|U0|(GbMA?$TnetY3p}_*WDZI?vtPa;swlJ`4Ua#wCNAkBlDq9f%1}mde+mXjHC`
z%Q2KZtwSoom9$9_7P$0bzw<yv&5FG97UGRI+w9|wAn$l^>i2GXqjHImsfgO2VyG!Z
zl}zqUxJ=nYtm{caA$aEdbylxJ&1L=C0p{M5j&gMpL2vA|dswP!GdzXnBNi5*-(%@c
zCm+>9y|1+SdyY)#FiO>_!uKgZrQkKn&VBr;zk=jPzeu?JB<EN4GsIWkQ0=^jXUJJp
z>7q*WY)25|oh@|{;p3sQw)*!ddSc&71{d=p+t^;=&FfV{PZ37XQqFH9<dWc-okj!s
z;9gYlEbe5ZWL&DDyo+;6pa5gH8>hGzU6nyx$qiDi(fbGyRQWojNKQ2}CjabNEdAnh
zl7?`(+doPFLwt{iW#+x<Q>nFQf!XZ*-R*CEcYnLa@)I8@_mJHCQ@OD(|1+|`27ucY
z@aNK$aS^ejX%n0JrR<N!VEWwSq@zI+p|F)HtotNOq!Nw9(`M_jv0XpW#JB~K#5Ke)
zwv)J2Vs;TBerL1Np_sb@=8|e<8nYlL`|zHG-sBIvy02al>Qnrox8-9F?t%p_;5fPq
zYpX0&6arBUf39RIExQ?J{j3AU%m=ZMb=7*jyU(SpsAwQx8y>l)yn1*V2leY>@s=O*
zL0G9+nX;u=tBGP3_d(<g`*IWr#U7%aQt}G&yxNCiLR5XZRkw<zoFsPCI2}Zi3f*CA
z<xn&96npr&m~$NY+<as$Z3$gSyoM5fnBg^F+N5gj<D8y1UQ8-w#Qh{xqU&{^M#pCR
z9H~FN`;gKBH*rl^*A&6}os~m6H`;Ff@|8%|(c+aDskVOak!$&JK4Ac@-4udW@<^kE
z^a_yP^=@%~7h#;ghq9<GleII(?OV)BsQJuhMd041uTHY<Pm&t<=d|Q-{^f1+lZM)D
zk}Dh;csY1^qT_zE*8U2DOU8HNnX^>-no3?<$9jfhaVgSkDRq10@LYQ{9x`njj^3I*
z`tHpT5aalA4b^>??L>8lWZ!bq?*6%6BKK@V$M!-E`iEh9^h7)Iv6tJYxT-JUarzoO
zi2`k6g+#80uuGhEtGwa53Nc}AW4Vi`${d1t4=UO+nqVMThPzCpsa^j|nN%|hMVJ{}
zsa@o|3eh(W$B}bBKIz}^p{hnjzrOyxu*Dd>_j#JPZ)(uQ!^PI8g}C{=U>A*gw?PEt
z6i3r9cQi*K<mdHyRiSMgN`~HJxfwJ|Jx&4S5mClFffeEOBTF(3Zic<1E}?slI)@Lq
zOgU~iPXFZr(huChU9qRTOzWw%Upc|jyY>XRS@y$fs;LbD^cUqY6KOA6v@#RUrRBv}
z^x6C>LbfaRbyHPdE0R*#ODmE4dVJdlei!3vtlmTsuumQ1u{zl<`Lj7gX5AVxtrGDL
zpDDi{FGE0Cf)8l!cYRB#is0dX0<mvyBGbfFrFWroJN?P$504+gjoZ>`FkRsQtk53B
zll`7eFV@u8hyXIIUIQPJ_W8g&MLHx`iCzzUlSm`NkKkBKIIr6%uVMCzx2PKY>HX4X
zZ&L9D0YQ<qcTa1(mkrls&c~b-OIr~PFuD?WB-M__q;*uXu6EQC{o%csm>lt3yC-K^
z)=?sov(a|3)e4?Ii!wFqAwVk!1;7QPaFn5$tqcaQ#^2Ah2%}7XS6xhckJsPw2FrkK
zeRn+}fpx!Y$mR`UinSzAcHJ5Eu8-g@N6sNxu8^u%)6ULchh^bo;)0~+L~nn9J&Z%|
zqYM_UH>Q2vpWm^2N3WT^zi@QjU&tf|0!WNm$!a(HMiy#wIB3){))T3QB{3QS+yfRg
z7=U9qe*l6ZRDi61*A|Ty{K}i>Y^eC9#1)V9I56|M^<wU!IS8v%8j>kpv}b0n*NCm<
zguaqOK+ih4^B{m1toyUijD5}eA)`N|eo}eESW<2A$9)On_HmQ;&edG&$&?;yOXP}E
z${!912G1*=#Vfh{2m6yog8d>j1%Tv5BkEP$<of2mRGHH`vb^J)NRJf4ee62bJ18}b
z9fmg==<nkGn#9GKCc|#vBq^f5fO3Wx9nqN5HT3cFz6U*O)+hSh&TnK<iK7s2F$|iR
zR&iT^>nX$OWqTZSGb}1O%#=9ZW5o6*t%b^Ws|4!~w`<XB7cRJ02s>9+g7LRq>w>K9
zGH4W(^1+oi3Rh#Ym+LVmU{`G7Dmag{zdgVsCQ^5v7pUcu+<^6IW8g=<bMvk}+e^-J
zJ<;6XHWwmJ@{am;raX;NzkU1!HrmrQH7dgRy)Sq&0`^=O401d}rP02outP!n*b0}I
zRhHmp0$iGOd%~<Sks2&)2<{hs-g@3|((zJ#rAO}9>U;oikLvcRHmI`3fpJEi`_?%y
z9!BX>qx%CMlzr*oX#}s>X7*cMr5LVbmZ{yq#cg#Y)dbL+=ava%!c?Oq$#wjy?d!*G
zziq_BdBoFG?zYqU*BWuJAR2jpL=i#!K)k><+`hLM%soyzU~0FLpAV^;>t$Ag&<}tL
z7>*m|GC58|^_D%HHAdm{_FjM8yuge<6Qh-tUg@w|2VDPKJy^?nH#FBs-nU-{F~W|u
zDid)qHqq*l2NMK^gE*#f81{|{uiJNmXRfl_j*hpGi<F@|qgVqd_Cpshs{EZ4U6dKA
zoZZBfw}Z>>;9-#dwvuK|18gqKA}sGaIR`3=xr@~UlzY;0BhGREO))>B|LSXc{Y29m
z*3H%pTC{WdlfFf_;lC>pZ|~`D@bVif&PWkK8kI$lq9EC<^({@F4HWKtZ`Jy6qZc{e
z4XK-?Ct&-qB$I?4PH$Zkm=D#ICByqniHfbF3vNsPQ)(awmSyuTA=GQls2X5p*IT}Y
zDHTIp{&u+Elj6_b7Z+c}*n170uqIPQcVOPtdEY0LnrhX|WRSe%yM+{rpOXv4%TugF
zi`$JzSC&B1{^_o!cL>0SJMU#S00&Yf{s`L%+|GWZiexx=Oj#f1G)N4Sd7Re0-JpfF
zRG%;Z@o=8J%o%myd6~QDKADkJW|4t7)FtH8!<)3MM^mQI8h^ZIK^DwAnLqBwsn-CH
zjD;V>tE;tjI&lV%yR5KoXsW$Mi+r;O<?mj>ilqANC=1rm4WC9hEje!0xSMRh?NF{*
z>Erz4LGQ99HUpLebN!XS{YZIR?t8Pxq<rmb^{K?+^EBHSUz_tQXjezH;y055nfpF%
z5Sc1mH7&xeImGwjxwfhj7?BMX1I_T`&4<4Z@Rq`!;9lnhn9on7x$5&$yIrV+j1h@D
z1kNK>d^cOfXroT5qSr*N%cHO#1e)tWn0ycBJT1wLAdHJnHC}EBwc3{-N*FEk5BmFA
z<dJQm?!0WcOFash87MM)5zqUI-Oz_SXjFE8u1_ZgL@ziqJcwG1Bj27?r-E&NZ0?K7
zVkm$1_kEngazaGxt@6asHcrW4Z1vr*waopSI?VO-xe?o4oF%Dv&w;u>^_PDFN`A`*
z@0@pd_NZ*}U7R!-*0?xU+=_Pu)puP~K|Xu7Iq@^AjJvXIfAjaG=Qy^A=344*1R-Xr
zyixYxOky~4u#OU3S<Z&A12Ba|xmGGE6x^Un+fsL!4Pcb}G4AyG#6BRl{UTUf^ffIc
zz0np()AO_|HXkB4r8pgcsyS22gn#Bwa>+UBqOU5p$}jElobk`VS!)4ck?sC2xBDJg
zzkrNxngqt*R~km!kuvpr`vD;1+nHEm&nq0B)6wU_@4D*W?0Ej*j|cEOJ3YzAbGu6*
z4(3kHZ0haYZ*S_`aVCglRMJ@+JO>Q<TKu@HroL}WfJgJkx>D{$eiz<^sI5-kvygCs
z|2_p5jnOy2Zn@jYp<dHB7TA~|-!8pp;=Jc%cX*jqJex)~Ny$nnKa<=57I}RHO%N75
z=dy`Uef3Pp$2Q9yQSJZuNMq1pe3^hkxjy1F=s|+y$!>96uc*)NnL-V$U8Sc{bN4(o
zI^p*KF+NnE*h>)Z8SotTM;?m<j9w|Y&AkAJn41i69CMi&>Y&m!FUso6JYB;e0Ft-l
zTK(=ZR?*~ID3dG~^^#noPHz{N6Pp77t1eZ+Za2kPws%Tyse<hRP|GnN#2-EbGkABe
zZ3E6~zHkxe*NY9m{C$m79O1GL$L7Lk)!H~Cef5UL$7jRPrbGGuiLXIO-hS=RzYWeW
z9SNfP0GoGjr7C<}2Xe#}p|jp)%=NhLTuagqy`BR)L|`3SG}22$RYKX{lfU)qlH;>F
zF5!GcUH1_TajnF>cX**dJ%<;Ktliqz_vu9Nd;o@EbiO<QswdtpUef+U-h@}BKA1X@
zk}_8{<2kV?-X*82?<1h1uhuZWNw}!y_eu#t{WvSi&uNh?$Lq6q_wDPR-LSotJg)3n
zhn)H9!_v$gwr9=VMc!{glT2^yj$iPrzApGpApRZRri#YAJ;Hm`xcYYsTt;f>7asM<
zlyGc4<WpOH$Q98UpYS3;^5*6lYO}+761E&<&EMe}^d<~anal@XV9DoeUn10<*m%{-
zBW{v&qh87<Ei@{OkwTZZ#(IB2?r+9Vv6SbYNd#KA@l~Vs<?piIgtK$}D-QM}Wm8Of
z;Q!R%@s$4g{@jlPIL;b}<LaTz>gY;sa)ZefKb>;iR`)oGug}$q$BP1E7lp-*PpG&T
z*m6I<428zlLhm`Ey7xiL{w>DfjyU`3yBh$o$T3QX9Qhe8g&X()XyNh?{7&ZXOpGEv
zj03^={!wprs1OZ6>TmM)nE~Lu-#JHGkXP&FA7KGle0XJ(ch}#KO#N5<m4m+A!&*JI
zkH_97w^}h;p+$zPj5*;BoCkntekEn_<Jjlw&Hb}Le}WwQVfwvJ1Rt!C2|sQ~lO1Ya
zFV%IXI=%sO(C|_0`RI))dgG4Kzr_p7XLv03ZWHT8(nr?exzJE85UB#Wni<@Q4u6v?
z;ru;}d{1T~hQ4QOOs9`-KGt_jGty#x=HhiW!ZItCDd)6ZxpYQQ0X#?Wx)Fd&t9pRr
z?LMl~YrBlu!(~_>8mCPo3jwq7G5uV9=^$mJ%eyaCh?AMdnfZEqK`YyXWrjt{Oxxu!
z(X|-ZiAuMND$LRF<h8T^Ev|lBxJR3Gbcy_ABN{&V7)Hzf4Q+?{Tp#&YwfHwd@fxma
z=S@<&wC+-yTiSc(HRB@(F$%Z#6xO-N7+jKm>S?Co#n`}o^uIjjn#u3%ZxZ@D%}+N3
zBE|$^ot_(W(DGH9Sfa-G0#|Td%TwNZ*9)h2Nr|2Vf_(%3g1D8S{QK3j0=^xW_Za76
zVSHd5$a$cmhY)f(-K~cqt<L_Ik?+0i(X!H((f#-5L;|sKh@m`6&7UZ*+S;vP(Ye!k
z(h>$zEI?4kYfJyQF*C0ERGN*YbnZyd{Dk28D?C}X;8q#2&ghz~2+dh?{{2`#FYO<C
z5_?K%FA+Gz{xvXk8#BC4ErZC#n_GDMzxny;&;g_28v6RyXWOiG(Gg8ox0w=8l%0H^
zGr!;Wld?4BjVtmDa7)DkG__2V;@(o{37!?56y#H{^k>^FSkqBi7_IwtG>ygesyc|T
zY@-RYk1$g6+ueg^sB(2+*YusEzk(rX_i4C6ltvajPclR}e<4veDS<F4PwI-_t7gLd
z^#DU;%z4sqeu{j5b~U<$*B6}xYtGF#+;@O=Mg&~jg8y4TwE%k?{3ox;!7M<voTk6u
z>PDt)u>u5GU-0>yICk&6cg5x>BUO}B(_5m#Zrs}KalNo3{;O-MYe~XI#eIg&$k<0>
zsZDY*X#9{RQ#mPF`|Gg<1>+<rR#Z4*1r<Q8NdLQotZ}7)(h7Tcj&()l#h3i69dZwz
zuWz4=?r*PIk%dY{P}GfKooD<Tc3SV4jL>Tr*1n(GJ!ZwTBCR8XXHqqf+O9>nmLO@N
zA^~B7>ySbDPtP+D<J!NvYz_TRJ-B!G<;oy^2-Wyti3-4olLU#Z{*OHPomgJ>SF3ZU
zzw1-a^CHea-do=atNg&;WY6RW{D=Z%E(+TY_8xGFqfdWg&BdzFRD4%IUyAg6N9&Q5
zO5jov;>~#YWbiP&u=4K%9s-O?d);fshUXA;Del81e&2++)6cB6+IJY=w7)u>95Wn2
z52Fv_P+Vb$1Jnzm)ncfq@($v6V#yN5yse!*Xb!g7idC%<+DCtZq`9#Gs#$&exWVc&
z`E4VzGT)#Q8{}h8?&n}k4sO79)HZvNBzfLc-|9zWo}~uiI6>Q@<<!UpXJg*(eYl5O
zYe5f9Q9K36^}Xn+CA|4x)*;t%UQ^&bDkH8bf~HYy|Fr^pt2kWy{OcWJ3c_EpP;tU_
zLs*~q{r_M4PhPWXOn8sLPhs1UFn0;D8tpoE|K_&HT%n-)n96O$bQ~1HP~-6Cr`JPW
zQy9~@J<`ss*IknMYXR`g2h8wc@jPq0gSbB)=50ss6h(2Ze&+Xo^&L60>kY79O|m>o
zvCHo#i`~0Pt>Hq9Jm+Z<ikv~UNUHcP1xH4V6EN`4$#Kk(FbDNdi>Ul1H?aMqoh9Gd
zXqM+T1PfF`6L@>@S+sWsXSlv$nzA&FN68vg>n|nv#XZ4&%$hn{&NN!exHu`FmiDka
ztg&;jxP2wv;Z5*EMD~8LD2tmcMc}@a+p`h+zdFbJ+G0j3EKC_N_uJ<b9g^YG-{$oH
z^#0pw#s3@klsFjA5=<859#HX`R@0vP{&lbKURhDSU?Y+GpfLBY!SK?qJ%$y6KVeMm
z6-6PK!$l+af#ynBM^W(vn6Jmzln=~;{mB-+wLXLZ6(d|Z`|DXL623oif6dFZMU$1k
zAg+3M5&D@{cQwdl@PBVD`~P42Z+z`IDFaiBvW(N6yGzuz%uRuo8)3fJ9)Si4O!AR`
zf7OkL3i7Z&s0tMcV;fs<KF08w1J%#nh(>-}J^sDl$X*>F7-Q#T9#q-R)it~_V6mqB
zopByP<M<J3GCUKPq7(D){T5>r*zqsH;t%ZkCiW&=gBrvEy^H;GS55IpUJQq9^OC3O
z{m6ov=9nBOPb->{JNQGQ#uX&h{dH@eF3e9g_bUlLX8hjq#iE7E@_YZ<L3(S(?}dT%
zCPL+}sFZP#;I5){9BXEiJIryq_t&%U?L)Co|C#u)jV>4#jgRkNTp7+l-})tegM4>o
zCd?75Ll@!aZ~YcnH%Nu*OQ5mhgF!V?;Ao=o;s(5O0FP33Q~cTotJj&hr|l<MT-blJ
zxV02v2RvI&!s>lP-yQ>FUfN&$QjWaL1AlzLdYLo;)G;91S9-e<j~iE}1pTQ9L8IFp
zQDUn;?RVx>_ASn)Tw`$J_vV$LG8@2aEQYra&6kn&>tn~mRgdpti2urc{1>UJry!rD
zQ{(MH(F*vBhpjED6G0Hc1kcsSmfCxa`j^+ci8v8K!wSb8Ke`uC3`3AFrH&h!$?g9B
zr-CZ&8$0F2f`>E5WpRpM`|2*mJ?6XJ)+nncoOgC>!dvXL#9jJ2@0j@Q)L)Ct*UP>b
z|MS-y)3xBC6!<^y+;<)RME-ss(%);Q*<ygLe>o0$!X6D^z@l8`3o`!_?AyvEFSW>W
zi~hAQ12M&k+Mcf7H`46>db;-XH-+jT)#G~jnhN+r87{&1fOR{fklmk*@{AuuVga7{
zqr(ICo$GHCZcHPd?6Gs(IgYo)n+>cnkQ~IwJeKeq`+lLw{N+aw^mt~wZdr2jW^jWl
zYBgQFl#=ApRs=B~wwH|}f(pwMUoRtc^s5NB&{TS9HmdQ&3>T^<!ab)7iRj~ZJnViK
zk*yzwOI(T8fAs$2o`j!?v5McFitT&6aOnMVvG6DkippO>9Vhos_g39__-uPD$f5Z;
zHE4gD_xgyiIM1!P;&y|wak9R|7AzHPGyrI4U1=DWMh)UYrY`Jg!tmkP>5^Lk1hX0v
z_dBSE<5Z1*=5Ac>SDm(rE!@QJ)CFeX?>NJkQSoM5s12(V&PhLp_!oUixqkRD)Vg%D
zsHSE^`hF2qzKZ_yeS4Gy2IT9?wehDws9k@}8mHN<utb#9+re*!-&@GkzwV0nix#4T
z>f?Amgv$qGnLLQ1BYd4V=Fk3KgNyOEuzb)z>(v8%aC1>~xXcv<z@+P2?A1UeLs~mS
z?6ylCRAmiG2Kl7&VtPaXZakl254gn_nK0n#lWR<=dr;h4Jqg-e>f`RcjV>!3)ywSr
zjYYTQYHS>TXOXmvoepv)h#yp6oX$*T9yT;It08^+UX6jo@u0BK>4Tk;C5Yoggk$@}
zk1W#3HH(x3V)%&>Uwi{V$?+5SOxFGZB^=sLXLc7v0VL!N_Jd)@bAdINQ2oSCC^GZb
z7Ang+tN+3+|E*sYrRpGj6($um@_)5{GQIaUMb>LLW1%4J<Y#jS4mOE-ClMD}bb;-?
zd}yBh0sJ9W<6f^-6x*4%ATv<C&X-a@@bky*S!tWSsPo5-peiv3qBn`C0Ee*xte0yN
z14K_>J!Yeu9?vtcuZSSCCB}i-3Qs8JjHUU4ZND!7=l@x~<x8+NHqttH1`{dUh2{}P
zhl-K{qW9d3&yqj8;y1T@%c76*&TIv<uaB4n=6k^sKmxG@^)0~tN@*4l<@vb}Z>;y0
zbyD*umfNd;vNXo#*c<l#NmhcfQWoX$)~H*=VrYc!*jt0-F^G@(0^iHzF9Ry^Je4|8
zp;BI)d*cfr#NmD2vuu7Deob+bM5H{A;E}`m7E>@3_5rztTwo8zu6F$Y&>s`pm<A9S
zQR-YwV*S0;wAY`~vgpkTJy#qUwjjejc053Qa&nu^)Eof8ce3n$v#kgp9t{P<p<3;7
zWa98pAdRhwRB4*0)Se8*yMzN(45)g0B!GL4;~KJY1rnqDorv<xSMrytoH76i!J*3W
z3|3-s#eZ@KSGGtyCie^Y-oNZxFgt29Bv_LS%<TAPECDi+d^}QB>ZZ?tx{MP8U=bVt
z>_Jl5-@fy;RLMX5FTWxcZGvyILA;XP-^8+5P8`ZLm^0>ZRK9u}p8Q8Mh0zcyaR2h@
zy|w+Fjju(SacTOJDfXs{dy~^>|Nh-yq{^)eRe(^_^`2<r1&KE0>2KMpk{86HIvhA;
zSQZuuZ#9RQGLc#xd2){QgiS78xwsM!;d$M7ee`EX7k=lNE6LI^z!su-X5dYiz5yWO
ze6DBGrtXY;<D{L|t=J4*XW+_!s89Su_Zt8vg8u!{lTe>QK!0_@1ZGyjrYQ*r51#YZ
zUp=#?Y6|nQA_4~UBcbY;hyF-*dZ{4lf<Tw69u`)>-19jHnde}Q^Re}x56*b`#%4wl
z^>jC-Yk#`1pYCJ>Ktn#V1%+L<cvBs56?m1=Rj>sR2-x4rI4>63Wzzr4F4HynhPerH
z<@SN=4oq<qE8hGP>Ekm6+LY!q2IJxJ!~gOX#E0Q>P+u4BcPCJtP9xI^pGim8K4i*R
zP<9>I-viib&>0{%hp^YH{x=|VVS%`f)$8vk$%+UjIsuqy`~9|!2_LO+icLt~p*pE9
zh>?>emU`woHWOA91i{C5KWFXh2bbTo!MeJG<~UiNoQp4aomU5Ovtl9uAsxh<vxGQK
zzrL*f8Ua2_{$hM?z2eM8`Xt_KAzUVG4qs*2ynk0ls@;T|AzD5j93TItl1H7hD-ec0
za2?T&&*9Jy1C9l8t^FTvQT_6M*Z$%DxoZ74aoqob*SY|sbA-xZzpO`y7S3ZMoajgF
zk4O>UV5(drZngF+6`bOBF7Za8s#<l#l}oVesplJ+j3G#^LkkdMxnr-agy${Xdm=$T
z!CGc_zMX@nd35YSl5Xpr5=4L~%!=8@8B%cK*@c>9oE{D)qG(^U`!J+xeu7MHKzsvh
z_)d-9Z?)hONtg}5W9;amzL&>a$B;r1iF;%3k9G&olVgV}TmX1|qip~j5-Ldd_j(@z
ze}B}%Q<emXQQuM?S0J0Q%XOa33Q>-7gSRI0j=%4jEs90-VJWmMOZSz5A^3?eLX_W1
z0nFa~d(JrT&o^AN8Q<QV0oTj6y)0J(;Ih-bKRG~1eMk5|@o4)$*7yB?^tB&)qh#ac
zZabw(=>IDe!E%aBIUXZ(JfmoeNHRR9c#@*<g6G-)PHm+B)uJnGmhm`=F(gqC6wh!;
z#xf*UCg5j8kul8w_e58O#_j%HbfpZ>fQS42d09_mCZ(Pw6&QU_{AtaDx>B)V9C7^#
zQo`q{5K`P-y4C1scSV8x{Jm{`dCRp)QLFj(!z{LyTA$h)rPvf1<tW5MUhD+Qni)&T
z6C!Ud`pGGN#i46Ul{>XQB7^v_1MgUzu9Qt4SvHB{l<w2l5ZhFHQ&jjoN<DP^pLgB(
z_9;l<-%x|YsfoBG!QmBhp{n44dhq-j82z}0Ltour8u(6#MeOfwp_YLk3IbmBZvhtH
zO{Pf)It)Tp4}O<3@eVBBYR2;ssPBI2n9R2C8Jxmc7PRIm&CAS&27_=Tlo#LQJYsVY
z13?rwZVlDzL4cPgg(@RHAMd1JmyD=A@bO)~RmD@xw#X8E|2pdc=lLKl^ZfIxHt@UE
zE8lQ?31&L<JH`Pl%Uz-DrgHKHZoXIII5RjHwfU|63fTerIh_)KaB>;PxWpP9<+MTK
zmYKHOn6S?8Vo3FIZ9I`U1Hl;0cj0r__sNJZ2L_Eu26b2w<%=mm%U_A|>ALdV_Thd(
z&T?SbZljgO@tTIX;ZsO7K2*MBFSW~Vv*}@h4ZtYN%ro<4hj9I-0CXL&Tck@k4fXS(
z#OpSY4s6ijlqkos7z;aOX0pqdDXF$K02>Ipgu)FBMY-q~N;f4)Buow^bV0ZwET14A
z4?pL-kM(>RHx6|!q3l+(;Q+8;3Upv5pR|b<{ryCQ8<h6D0cI1S1~xDx|8kO{k*OVB
zbS>&5LndVOvENW9eo)-2Z!LZF*T~1O?`E9XfO2IS%%`Wobt&?E97o#z$*(rk44Zvo
zoP9Ufla5FG-ku|rLLU5seyut>R4)C?S=cWZ&^n@!KBU7&smVrf(ypmMNyw40>jD)>
z2A?F5KbG#^&^p|yx=meb9sVFK;k(yzx_=Z!k@(L+?hG>hFw}2(BgnEC6wOQJB8mt9
z@?V72))=d-t%t29c8He4Sj`cmOK-8<)N(}&b*6Xq%h>JodIf6TYWrh?dq7}fEA>IE
z;wzYPKtv6()v)A&*#t=*6g5mmG;yZ%Y+i$YerY@CVdH;bLnoy)bjCb<U>hRvwsxWk
zc?lTyHNCcIz5CN^!q5_@0nuXvD0YKv*Y$+HqZPn&ZYTFMs`6c$`Wtn08g*!{;^4L7
zyUCT*6WZL9+@T|j)%^)wSB&fZ{|0|=;A2Z52JQOzXzGf_3IW_$E!2zfZ9iEH!V7qx
zB;G?&1aEx^_}{;#U<*(1M&r1F%npL~7k($~w^0V)315Nwd)p#|SPNcY4*1<ouq*gB
zX}?wQZPND%;2`+<^7o;K!2Azg`>K+s1h~z6q%uI(N9GaSU1I%f44X5&O^OJB=}NYI
zvS+@*!a)Gys=v_lq%V#N0ry>_WDQrGrg74nG(dEjFKkxKY^^)8%P<Vz&Vw5#eA0uE
zCM{I2HFvQKz-1nHfl@p1qQARN4CryVITTT7X7B|<GEIgw?TFNHR50&Yuk*g&na3O$
z=eU|dz!vP!!}!PTfNbq}r7E+%KH?Lw{Ue6UAr?r?KOXtvAmEGw2F62V+A4oSTX(@D
z8)=y?USNLu_6}@6aY%;KrH-}12LP81An{rwmM=a*6cE4u(uWg4$^7@>-Pc=z^3PI;
z>C$sRc>_F;ChrtdtFdn3;0t5&?Tq_rOZhBLQ@DqVX90)=f4@fot|gn*X8Az?7x=vH
zc;FAf$YHGJoey%n0NJfTctUoPUlOl+ioh%@c>fS6Qu6N!KL>*4hIilJFY!y%j>#cm
z@nQktRR#kR;_Hf_L%#ez;18QB6fplAa(6h5l~c7>DU@m_z%H+uLBLZ*3tM;qYuu!#
z?Tm6_g>#TC_Vsy7&(TbXb$W%LdFFol$>#m#9w7JVH;3l!w!Nr%;fn=|wIn?FoI8T=
z{QjcRA8kQLxIJul5(bha`ZpkHU58t@=cqStRX%eY*D1cZ+y%Bh-3C{;zyuPD{%Pnr
z?U4vC+MqqE1G4Y@1xC>yDGT1{U_3<LnwEtOShLm6*8nDMBku{Y?@GcYwp|7IRmRwV
z>9^1Si80}S-)m>LMDn^?w}x8{mBw9|FM?rWwjuqIHAbb>>0U?<SnSDZ&7=Li`!^tV
zgWp!v;|VWa!D}2bm(Nhv+a4|o#Ff&S&-a4>KLhEk%IY^vx>kRI%w{$*^dIima$y@T
z%4Y_KbY=YxZLz-#L}f=#&)k0{Leqd?8n13L8U^RM7tEC(HwfP0<B`uGMp@y4GwY!5
z*_0%G0t=VZiQ*E2Nb_I+Z+2E^2U!_(wj}^md<=YLv&Hf8JdXlA>5p%qyu)A<l9k_9
z;Bmvuf@J+wbOE^7CjJ_L3qjHi3?D-ycpu|iZe3#eSB#)J?GCqI3~3n=v*B&<+yztm
zATq${aG-HYfM5CkiST*^$U{;t<~dJ%Vy>{~WS+f_L($YdGt$AKe7pE%*vMci$k~RN
z&KIT`Jt+Mh%d6(8^+m*B9&hzo%0e?X8m8kUIrrFldjd}gCTw=~0xkj}{!vJ-4zb!Z
z&q(kLc+pJQ4~oexA+`!0f&3Q6nXnQJlziv18w28i>I{6@fIN^5EtddLCms7T+wJoJ
zo|Y}zX}1I)GNg^(?##^pITTJhn2kvQT;g6nBm`Vg!>u%&R?~Y;Ve}z>&d}oL7F>YL
zu0B*;f~UAY?=xE-01H%D>3numIce-a+QN0Qtp8W!{!G+*e94F1Ho*RpFH$(~5l`s2
zONz+&q!Y%xjnMoMGhBd6kmWV!Gnvu|Tqn=&;uo0ylXiD!T=TrxkPrRgzMp~PhJiz)
zza1lx3Tq443Va}EO#Zua=l{&S{J+7q+v@!U7|(?b55~C}jYp&&{Zjny9aEHghuuO`
zX$bE`UIsD0tsY6A2l!|#iMyo<GsxnwQRoSE<LBi3`g-<@aNu`Snh^YUTc$5xurZut
ziD2k_JI>?}NDA(4a4rCB)31~-<*N36+*@s4_?qmK`wo&gMKEM|05fLMy8ui_z+J6;
z7UPrzO4qtGZZs8O7auyFtu_b@ZyZAtXTH;%^y!M;ShQHy^o2vAB*CnUQ}CXTR|+>n
z85Vqf^f^)6rWoGDx&#}Uz$PKVjFt-lxe1;jZ>ar=m@6{OMy<h3yvoCBEm6_3dcl_c
z{j*7gPXkEE1~3xx1$3ppVUDawM>;~E4|<Tg;pThd<QrKoEQz8UnQo*tfZYFlDMkZ8
zLAc|28Swzgf;p-_*welz7aEm#HK5ePWw~4aAPmL(Vf?!O8002a#|YTtVJ&FD{9e<;
z2b?briHPR$ZRL+G$B~BwW*!;uCY_smW73u)XSY*qTE$z#<WbmnZ~U2f?g1VW{k9Y&
zd3#<Mkc5%nTJN1G0N0`I`X0mP6S)J49-HPH;X`y2PTy2<+n9N5Q91(bH|<nx6lM8-
zqh<Ij`3TB?2GNJvVBAj}f5hG+TC$8k?hm25-Fil}t8UUfFMwTh(kBO-&-a5nb^trw
zn;q^Iu4-f|?TfUy-@=EB+KNN+8weJ*zq#ub%!Ut9qfzl5UvPJnSXMH<cnjJ~D#~ZM
zj}JJezyC&m_@C)(|I4qfF|81|ufTXtFD8ZptHw74?%w9V0l2#(ez4a6zg)}s@9_KY
z4QGyY1u(<vk7ou#3UGpjE)@zk(lku~SpAN&;S;I(e-Z~CC%D1(04d=Y&3Fcwr7lD5
zQ$B>^uxn4I(+qg;ch<j8S$OIVJ3U2)ieFJWEC_v}DB@uj#+#njbr9;lbfe#vj<MR9
zgq!6?WLv~`1w1kU4Dxvs>PrM<0uYLSVe+EeE{MshVhe>o4uOjZcpXV1fXabcKdL7g
z-S77_dp#d<Oc&+wPk^xi3>do^jPdKO!9Ce1SMe;;FMGHRK3#raiW^NxQ2^H((L1nN
z!nQ+UYey`x^L7b|wO@cggaD7Ai1{Q=kWA0J&m)nR+4o|?t}Qsl0!!m-%r_>fM)?Le
zKg8^Ob-HzVKAbc4Hm@EpLLkUcuP9n?PWel&1tk+03mC}X`9u`<49mAG-tVe&oX&(^
zoW9Ko2&aSpVw8nc8FB=8p}K(EX*WOv=2Ga_Ev;y-WdNwSDZn>RnjEgnFUS&%p$^X`
z(6sG!8^A1z8wPbu;p^QU<Jpk<pnE%hLP8sr7?KB0Y?3H_G9n*SJIEOehHTp}0k%Q-
zI5H3s;BW&J(PJ<gMF4yp=ZEAEQxmH)NMc_=V4Ln|Vu(`50X*RrW`l9Urn**iQJI8i
zn<Iv91+cc+;DR%kDB72!gNxPvp5TGK^GjO6OA((jT274Dxw`S{-`zXEU;YG-6sV1>
ztHbA<LU>Zf1H>ht0R*~;A8cThtOQcR*p&7G25lzXw`yBvCi)HaF*U#6BmHFG;osni
zaqYkf?AuR(-1q+(Zt%bTwIP<H9_p=ct)bn_mO_GaEB!DeIAsX_S*kEU<<siP#8L}Y
zgh7r<S|JBkH`97|CesF>I|01sqM5ZG6LmM=fKt%N0OO=^{IjkBH`F2TUD(MA|AjSZ
zu7~$*RV~f#Qt+X(1s+<4MaF-dpKkyzdYbv==q~`UA>qLt3*!EJ3-)MVAe@r<_K8>?
zK_lcBEkS_i%e%YY-16helI>@BSR#@SfYAYzmdgohJV~;EWvKA`&VX@!CFi)3ex70H
zu8-ctvyQR(ISx8gnmEJ^|CRLu&BX-^)&C<FAaS<M)8+pl@4c3tN3Jx{cbQwn1iZUA
z7ceA1kZ^<{$cPgi@FW4k0|fE(XC=4Ps_vswsiLJW^~^8r+LmCNm7htovdQ>{OBJZo
z-I!gxe2(Y2u$#~li-Z!Q9tS>_{+*8%@cNu>JI<RQNihn!?6F=E_;zRQd2T^h14^!<
z81A_RehH2u?!$N_^5xt@C2?BNy05>|O``nz#W(n->rU)NF+<lZk!fvsmmV<Xj23%I
zYfDc@JnC0yqt}xcX9`Aj_laLFqCHT7odn|GW{x)^r}>2*XwgP<JSTa7(Fq-eOsl5<
zeH{8P`)tK--+Mx^WqE^mJLCE)L`OE#hha!^WxG#L)^XUqEEI$A1iKl&Zu78voE=+*
zcZN}Gp5J!6BxD9wzzP~*t6R~K90|$}sJ;g)ynjM8N1t5%0FTZW6#iIKf7d7~X<dc(
z&jV`aKeVH18lBF2Z3sCLElk*en;Sc#%gGlX@wRB4eIJjS9=*FH8B{Jv@ci)0mnh5P
zb^lC;EJ1TkAq783@<qTGF@BMgnxVBaW#01u9Khtq-3y*Op6ok=HXJb|djSi5+OMX&
zn@}=2mCJT-GzKtNjpZRy*oZhWYd6^|hvwjZsl)LLg0XT_pPU{mi4c`SweXu^J_pf_
zZEFjlm~Ee_6it2LL!=wwy^~5u3dahQ&}C1ovuDu!!~Xfa5Sey=wC(YBIajt?-r(7X
zjA1b8tC<fNzC53Aoz0>fW$XU@3INsO?8Bt#aQcwe9o&;wv37_i)!(C`sAmC-P}0Zd
z{ElH<?`$SjV^zJs#bIsVx3ZuG=zb%3vGdUI^el=UoAx1EaId=S9L2-N3gUngy;B2d
zKMoB!;9D0(n_|ng`~sLW&5X)3zD|Xu7SIRorvd6JVRryoK&HQ<Y#4%od*a>w@8^eq
zxn~CluGHUHL%!!wR9`~$Nc9rUOL*)dU>so|&2ygSOX1iyql+l%qP>+CdZe;DVCCUz
zYN_EP{YM-p1$&rpFYdvUhC*@rpbZTKrP&Ubd0jwo4jS(7dObLAEw-CW4=i_UJ1^Ml
zG(}wsZuLa0y?#v9Aeb~b(lpKTHHWW1Ggp+1XUT<Jn0SxI!{Ox?<uO1W_>1eZ`SLAU
zRX3_ahYx<{`uUW<%n&4Kp2qYk8Hj7?h6u{BQ*Hn}@@%1`2RrI&?lf{rqAdEZyD68t
zOQf(C3z`vpsZ^v?Rz023vyY9_90xozokURtTj+=LL{9U>k3fmg+V<|%8G-~tbsV|A
z?e{W_4?52=LBw-O2gx?X+ysnbXL?DXwq7fpQAD$98tl2QD;}XuEyHvF1pk08T<iP3
z^H4Gnf-@0kzW38X4)<NmEol7+EqDywQ$TU8a?&4$<Nt!se(lb#g5mfHsh|UaHdgyL
zM!4h{hH<=qK-i~B7opS$w84hWqdG3Ytoa=$9-s4qi`eawH5|6xMijp#ieLXAi;AY6
z7ouHp(Nl3uxZ>n+5k+qu>7+g@Zfn3B_UWJcw?ktoRn1I46I?obho)KPIaZ$+poYHx
zjJ$Ioi$N@a;PBDHJ>p>)h%5MHk}*O3uJLk%&~iSuMGSLzMq=3d_oz4NonvmQ<0R&R
ziC+Hx)NWJglQ_qNvFcu{Sh~}rX=t`Lj2DjE!Q!S_Q8@d3#U4Fk4hOVmfBito(S?HW
zp<dNV$8qM&3dFg7R;{_z%GA<p<8oO=g1^u|0&c39Km(nCX0y;nfHd5#j^ELyogIN)
zgYMw%Wu(*4^nIp3vT?j};+>C1CthowlCm5bTV_F*IyQ(m#I)h>v@1Q&jCg5HT_tbN
zE9JOC9KVbas4<FIZ77mcQY3U<Gyd*vT9mmwuAF^)ki3*H*PMKw=+TPBlD~{aYHAbM
zTQaq|uZKMEV&_zSymmOgM=k=I?pnZ_L;lsxjK@{YTQ-7*#g-1O|Gerh4mvb1Kk(b<
zF><*RkG02M8Rv{R{O%vlqJ(rWfetz1zM_1vwvG2PC~e@UaH!G22YMlLDEHt)TZ45T
z&kszW;!nmaHYzc%QsXTbOFf#Lh{Ng+`@pcpLb-LM)_YaU+k_BT-Tkku5o;NcnR7aw
z&`!yqQST+~vjBx+4o-e+#bA7HShRlTaFt&|@l<YadL5sQ@ToAT=FZhkKW^q0pgC;a
zcr%&&7V<q>^IXqpjU`gJh;BfO#p>pS6_3^{zw>ZtUhLei*VcmpMlT#|InLbZv|z9i
zf3ZP*Ph8_cP>j?mFJrRap#x@Kt<?VhyAJ=nUQ8;n2mxA!G3WNikFSgyyCkhQ(nss8
zs7&(0>Q&x!T-J+V&C5c^^XhF<<>|Hn5DSa?nWBM=&y0|h1yBZukG%HDoM-`~yI1HZ
z{Oo9J_ZH!~<?pr!olFFmWRJItcDKj<Jamc9h}w8boB&AR#h4!aIVDCnXvol5(@2Y0
zdj4ch&E{FZUYQIA&qQ*TbdQqz+r0{c&^~4mHeSSI8pE@_?uDH=Z#TCn+M%ZSa^$vW
zZS2q2%jFc#0P1ZIAsB)+sz1VT{L}`Y(@Uw%ywS{!aj6Dq2V%|U^*V$UAGWEZi|}Sl
z`kmk1ZUk?w5{pNjBaTgB%2$OSXgV4!kip0DN*6_uWGq_Z){VAxP-0{OD)jWa4{bq{
zF{Iw&`mm>Xt5L_t2g6LXrjsYpg0rMU5Lf---E@DVWC!}DNx<=tFO;0C8$80&RjXq~
zEJhddzI^l$KjCe?x-SuNzCY1s*Dd?7DL;uSjLiv+<A-CQDOgRj83Pv*i{olD`$RZH
zC&{o_xD(S0M$<WMNKUEuoc(kw&(hJM<$dG|$Io;^ZKhU4=)AfiUV}pCFqF(l6sP;s
zZlb<cyzbBYf!uuQvtcBQq9e#97(~sVp7%G~J|JY(Q~O$;On$t;la846Dbbwrm>gHM
z#z*AN{(;tb<&;~WH95qW*SRz0;$&80o=<aRPQwh`(mWvi`Uf%XQF3S!t;vC3o<6RW
zxL+Pezi)g_A)O~PA2>X{^on{Tx%xa&iLpl;%1N}HxF58&y45$$Z&Bj%G6|nif?-X+
zW>?C7qO)|FHBA#8@@niujIR@&bRmWp3yBY4cfu@+De$btk;k*s^-l5E7RE5J7djy7
z^ia=gcr?Qr!r#@aPO}->3!^=&kFo#EA{mb_&p`8NZJ|F`kT%Y_`4nrU6@pWzWi)A&
z$?1Xp=Iw2KtD^H#WtoGqInTCj^S~HbBJJ_+N|F<Oq!t}3Z^@|1GGmDFMs^5*`a&D;
zd5DW(180y?*f!tD=)?;16+Ab`f)`*(drU>F2#JaPVgXH(B>naCR5vHnHA(o-9c}y$
z!*d{;JWXx{djQS#@7#g0K}n!}N%V2|OlfrKnSU$aF4}N#-Qj8)b45ddxtpDpv+ZXI
zMvcZWidx)PRt(|Ac(f?KK9}|R%;NEK+@mB|$r*I%4xKY#EZxp?-08WCFwf~;q)wm1
z!)=N@j|+eXBMA52_fQZQU!rIpzA+8{WOqKeC<*q6_A0fug-&1{Kj!@%ABQ*V6ug-2
zbzNu%(Q5(EtNi)N+Q=U{yFQ<TRO5>Fk`ERQW85S&7$2=Re&-t}9v7d*MSMg~v-K}*
z0jL_t)Z^%fWd;d=3?8AR)qO$pBH{|KX&oo4HkuAEO}xkWQ}a}Hv_dQv1fDZpPPru8
z#c_4B8?ViCiX?@P4q?-x?JV1&JRgLuBe)#+ovNI|F-<NO7VDG3I6Q{?Fnk4Ro};t-
zU{lE#JyAmd7?5a-)4ZTzUfp;VkcV97g?vrP1u(A3NH)2!BbzT?Yexgo8~X~a(_arv
z?py}DQR^oR^c(dcZ{z5hy1!f&2mA?^fF2iUl+@oc0Jr^PbRtEHn~FZ$vSj6B%37d|
z0(SjUB{<<5fT^vi9w9oG#q+BQe<pv|zCGh{tyZK5yI#8=5;<G+a!n<gzL}yxh8=*`
zEp-D;wxj2}J-&v1b70U2bWg^U*_xW_pLlU5wsr9r$FECCD6dzVCwmgRp)r6i!M-Lu
zPv?S$-}d`Vqvf)UG!DPSZD8wPY%*-WqAaL$dA4;NFyn%RXw2Yy=4maHRRZrEl&+8K
zHMLJ}nu9#{?2cgL<VDRUmo;&ebOgw|Vwpas_Kc3`)c31G{o<vFBg+ieY#%DlfG=nJ
zaZujy9^mw7zYSDtrqzf4VwWVolGn57)LPYk(B;@l4Z0J;2e|%18!0rsS>R9gO=H1&
z72>PB!cSxg|JFaRK4=bE6yD$YiAACh{EyC0Rp}q4`^y2xhiJjR^Yzz@Tr%Rs^8BZI
z94gco<d&)jiMe{X@?Is%dXX_(Kvm`j#RDCIPACRD<GJU36|sv9TE000#mje4Udqmh
zzr3A^EPEzx@R~aq3!jpkyIwty)Mmd{>EIetd6zCHwDxa!0cnM3Q4+$;iLuk}5rBtK
z6jP9iQquH}Jk~xor#Q~NhLFSi&8RlN71V>dy=CbxQFhY;-$Gn-Lqg*`#Sc6`%;XiM
zEeY6tRG4|2oAaOFmvWlUr?K9_`SpnpW%(9}bUq)pTe-R<5N|PT4UUhZR!Z*@?6bQ&
z9ML-T&)${1z)A8PWO^(rr5g>Rm}Os$gAyj%Dv_6}D(^nhcfO%1|EvA=>mE?R1qt9l
z*`y@npWnUZk{5*b`N%5Q!{Pt=pLxh2qd7XuIg%%sg5YD0PuV;r*&@yeiY9*7A%i3y
z^WQ#VK>e*F2B+`YfnPgf@SjUB(gn%HELG41$B2xWur!(Fd`<{4L*+U5yGoz7%`~+2
z_+PBSp_#n;k>$g0o|8!Od%Qf_;oE&fT>kGV?tXC&;;$W}U<r<7S(ao)2Gx*{Nixsq
zBule|%vdJ-#misu3a=$$l>X&s<MjEd{9m3(rZE-sNg^f$G-XaEypZrT%OsS*@oY~1
z;)zRK&*;@8P5nwViEKvYF`3a!Dl&X3#vDnDe3tTTT<{r{{Sp1~(-|JB`ET|}mXGQ1
z=q7mXzd<pkJ9@zX`qj!7EL{i%L!=OV3Fs466tV<HQ7&XLQ~VK?)#Y~m&041SN1Y9M
z^B+#w{D+W8D2`yW1hhAkLP*3ZOG4#1B8PrV#eavF|MzbPD@D*50j-oJdCJ5BA;!>J
z1r=un&&NWM{A$B;M8R+rOC*HIFsvw26wg9P35ihTEcyE|>0hZ~6Nr?YO$cC2hDj13
zjx#2X$&_a3Jju!Y?`_zG5h*d}NodKODKb8$2?4c}NJA6F9QErBOD0LdWO)o@U1U>{
zNa$Edasm7UID|h0F4eybxqrqO6~R}q3>l|<!emJir&PfRVhS27A!wHVBWmnGm;Rnw
zqSuU5{#(>Qi4YD6Sko-07_vx(To45Yx;##RDPs0Fr~!$G$M^i)G|c(mqzq0-Nf2ff
zn`Z>Wi|{sioRTz4f=CrfhWdS!5%VlZ7fDJ`BqO9^l0jdIu^_}WNl|3-NA%D?IVNMU
zgdnt7flnEp;Y1jHz?eJ-gP9Vt{Ew*dKUK8kMFKsVBoLky)G!wqAQ+m9V}VIhh9iFQ
z@_&!azZrl@N^?X?Byj>n5of@;L?*;}3hzUSh4@zk@YgycWtg-O^CBl1CW}EqW<{Fh
zEXBtuO%l}a>Wu$>{R_lQQaPCx8N=im6?1gXio8&y1XrYK`Y&Gk9N>e9(S$J1WCaU8
zC!u&i5RoK#?suxiKcMs?NrP?{fL<5^A#K5c!eIzH<!JcgU%d1ML^uaZ9Wa{#c0dG4
z5e!unOwRG*?~9y&5D1+fP4%1jGq&@Pq96TLg@w4DVmOW<Sb`y0fSLk$i4#$%fv5R}
zKl(E?{Q3J|NUkX!pjyB77DR!TD#bXanViYN-%xx`gL9&I0HrME|HfPV>5Ko|7cn8C
zDB?wy&zS^dZ$hv<k#Rua36oO)=Mh4h2@DT1m`tDv`8)>f=F*H5Km+7d!u<cG3i}&`
zfYx5wj1btILP--q5Hp}{#iAg9S$SIcYlI;FT5o{;VG_{iV0nO;bAe<F0mL?)#&pgJ
zzYmrELA~)$l8hux3Vci!TuQ|Z12Ijf&<#|<<^Tf>$NX+${!KCWSNh@Cx&hpyAW-l+
zk!OJ9M3&~bxQJO&C`6L~eY)_!9bRLa2VcgpDMhkOPV+HC5h+c;x1cm=u+ab7rRM}b
z7kH8aaAQ&i96KdI@iXXtni9Bw^|t4782u2<B5(jFFfe#|st_4cAW1N}e+ZoZlLj!$
zQWVESPw^yJ36=s<qGAF5FYt)~(&Tp!V1g8RmZ0;T1znr~IM5l9iUN_O6w8xY{8xeW
zSCN!Yg_xi?rT{dcI05W;k<voSq?|yo>>q-p|Fqe_SRg4vpn!E!0q`nIVl*F3Q9wX6
z4Tk)8RrbGs%m|=m>6~FjV1gv(kRW6QjwjfdL{#{@O8*b)s(-Evk41`$36cP<4jxp5
zuq1_?L*18vol1p2qQ?J_NyZ#yRU%1-&4~=;6%hjuF?j+6pR%BanZI|EF(>&9tQgO;
zSq9pGOVW(xQZ5Bn1DTZ&zuK@d&2qr~Ig=6K%bA#_!CR!@rU3^iGX5hPHvD@U_TRGh
z^>1k%k7NEHlTZDxpVIvAM*~HR)9J6Z;BWN`cn}iJVaGWO9f2k!Ns*!jp5QWp6zN|`
zt^Y8mR}dn=aKUmQ$l{bvNDdTLRtO>^WLeDpy?t50yM1vyEdY&K&{bqk7CCsoM94s<
z{c2w#7D*X`g7;&%Oay#`e+duLETL)g|3p|wQV^O1csj9w8mF-+05Gy7&=)w9<PVu5
z|EGE}fhFUDjtK@WrHU+=F;V2f=D@(uA;SL3v@!FyB}7_)OA-Mj*i2+7F#*k9fGi<n
zQ4|4-#J?gTMCR9eqhKJ?ct#XBu-Jqka)2w~vUvdngdqOU1?k_M1O7V)cE%8Fnk6XR
zIL+iSU<wfzc@AQ|fbQhkUk&p@;9?l~i9nD{3c;O19MEyf<)EF#{C`$%K{WG8GnpVl
zzyjkzHBbx#N>Y50#?&ue=l?Ca1=q(fatr3v7Gw#JatjjHgCy+oa&IoLM%3LfJB4l(
zNoS^vZZ3^e!*M${%a&#rvoto1E1$0&eK9W|zrKvbY+-35?*#U<)%?S~VwLeK_6&x#
zQ131#pHxUbj#1>Y{AqtIZ`b4Ww5B-D=?%jibFwc}t;VmSu{Wn+J>|A8jl(X>Vi>1Q
zh-6yR6jUE6@e++gUzGdu`Q5W)jrafB=h=9@<sb}$`YzaaF<+uPC)}>&`F4q4N?96c
z3vWjyMr}8|FzewSov-O+DU#v`HPtbWnZYt?s$AanD5AIZe4%e+6(!S)^pguUIWp&j
z{d#SSgv#2nN9Slisrr#D|4hWY0=Fd{n}em`s+&p0yJ4N4lO7G>i;kz=>zflMzP!5c
zUf1gwov5MNI^q(RZ%LAk>@@{@v@bfGa7-KuvZisi#)r<Qg?O2GmpG~~_7#UUo9n~&
z%KVAkwvFI&M=A9N7X)9!Pitu&@1=R~1V@#&w&yU6Xrd_ca{aw(qJz#)?>y5Cl8MiW
z{;1qtuNo?h8b>uy(RoGgz2aDF4KY<~i{+=Z$DTd{Zt0PUJDZq7+q_r4$u40Sb#tEQ
z59)JA`>A#<Wj%`%TgW;djiVB1*0aTVD#67I%2yCvZZCFtE;GMH>;1m1H!gjiM>-yD
zP0jTNokdBp#0)O*I@<W8{Vlg4Mjoe5IvkZp`#7@Ek!y>SSWEfyP<d7#Uz+o~4Nh;d
z;4pk58B>zKIXAq_ZVZW_WTz6NLFK8si_cAX+`N>)UIBqsY337+!K9K5|0~<(BFfRp
zsP;HVE=ACgB0yWujYkJv8o;?Jjve%#n+IY7s`JmBbEX%XFG;-X^X9yvU3Wc~9qaJs
znh;v&^5SCd2MeLko9>}4en;R@2LJXvhZPISB^f7N(7xFzLb*i9ys%I%ILiO->n}s&
z=Q(%G>)%JZLDOT<KbP8IMIq=>4whcXPdde0l|L1G37ykW-|X{w(zu6K9%ae+%;Gou
zk}0_d>9E`HFi~7STc)5La1S+5zWd{3;ve*xPGm*KLk@?sqchU?JB&$UnyClr1?Y$%
zbG?mHc0|YiTMs3KX-={wX<g6pM-G)~r)1-fQCn1ANddeKRP*O+9ln;a9KkX)3-<QP
za0V=P70FGmhI`OwX9($WO<lC7FK`vFQ|(dy=CUzvk~)ZccLxtruP0X_$NRzjehpYE
zBTQGkM2=N|kX#it%@<ST`4hVGLqW+=b|s|{a*-8rYl`<KJ69-^%3~^PX&BeQD^Njz
zA>Nm=oYt=D-EEUhMKV<?kv++LT-H5G2y&7`$?QGDAYb3-TJz?=<<Fh&rEeozkF0P{
zZs*sM{5@l-B+~xO#4h7j95mQLsig}#_f5v5rpPG2M{U@C`w36=`~VHcoEDyaZReKN
z56t<wE%U5dp7<Ut$sdYccm};I?l_dw;ZSv3+9w$O#+E`=6n?nh?_=fp6U3CHs@tb*
ziQM73Tat9UijIn+h=#fj3#Ad7!^e0AONK^qM|FMmq>hC@gcNu1Kw&oMV4!^PjH}if
z!4NVmgAaCr2U{{xc!c&Ezf1kVMgEb&_a+uH_MNaXEo``ew)t&v&xm%%lg+$bC!j@a
zL3>`&q2KR;0f0bs1|cNbyqOd0#TB~VOy<cWrV#(+S5;}DN8ZeR?`iw?xRI=c`ujBp
za)08mXlia$bl{q3cs#tEh{bfKBY@M}u|j8$mxAXw5#`Mi^L(yqGD|MsWF2m+m6(M^
zWEj@jI%oL(9PZtq7zz5YdeTcOE$E}nzP{IWY?bd3B6|pq=nOz!(F^{visdpy-0Rgn
zu4&ochWOQaf6n<bU0_r{e{lR+-VbFUOXncm3(F$ry)!R5Pw{=h`SnZ2=Z2q%XiCub
z=Dq1Fl3$^mh9W+P6>IuJj?tOKxt99qY~M9<l#BzNlg*;jiO0qQhaO#NGV1ZD$4-xH
zM+kXzN_pCZc7e9J*jV^{s0Wl3MV54zQX*4`O<OpFs66Z~|4M!4h4km1*W81O2GQ!1
z613v>L^*$Jlsm_##OC%*>wqrjpaznkwicZ$0A6mEV##@-=~42SZNnp!Q2v|GH=iH(
z`{zbFB4)lbs=SE3sw@flVP6+*tZ*5Ijv?JolBlpLRuJ6LcKRL~66K|MkC&6BqO?)u
zbqtOuzg?d|pZ6Gs^}uV>0G!Z~JWtbHOVD(up4i(E;Fp`}0l?;c&*jTRPCc0ziTyg`
z<$})YJyO+^9Dj&#k)y5rGY%&L2XS-8&sdvKFuZOAr~AX%Jpd9&)IQ3#@_3jm2|Jj=
z4((H3D8L8zaf8T|%bW)&I%)=?eD?BNm6q50S}KfHCec{}o-X(F?Nmxu<7OHH&-alX
z_l&H#lxme1o)jhW8hvv+z|aNE80@!cXO?$6Yyod$)O>%VJ<~Gv4$8aW$gj&6UsB#Z
zx|aT~H3zY)@;<Pm*6v2pJ-&Aml%syVZ{^{3DWAKY3>rz#s*mI}R~4N<+|OI=N^v7O
zyZq;QzVABjRTABllar#LN7;q4TlCc|RcmXm{b39DxNB*C{@%-yBJo-Ik&c&2wTb;|
z)Fm31&kvzirguZ?nlkE1VikvuA?i-jM7`58Y!5Qj1)oY%y8r1pNmfzPA#x;YdVaC=
zG$Ztnd1>Fr^K`)(Wu0Xxvn-#`>++a2yEtG-H7hfPm!j%hej{-$H*Pys_I~;S>YtRy
z^Zh7jR~hxgk-plcvbP9Fc-$FO-f^|A^6~Wco(js6AdhQ)l^>4t)1Kt0x4WbLhTpu6
z+o)e<#R+7Tg^PUee{ksDLw%LB3An0LmxxfY=jqw2A&YoZeyo`*A3cIP8=uVIjn=n~
z9x=Q|bqUqH9g&LWfx_0k!F=BzzskKK<>;V8ViulsI*S;6oh~O?vi*wvjEzCu4z-8-
zd5&TGXe+e-bo>Nmu$R-}_?eEMTRIWA^IRWRQeHn50JuV3sY*h*4Dwmq?`fYAv|Z*j
z>-EE?3;8x32Oe*GFs_bAl#J|wv{#?RRCot{^Z_*6%jkSz6~CnI{FkzQ*kBOJ5Ettl
zVRwekaCNs0=U>Tj8|kP8MRB|GXObgt=#mu!oo@+Vb=OD9NFBA){v-D2Vzgbn$n`cd
zGIlp(HaD-H@a><2#=j&dqD5}z=DN?C+s`>O?cT;Hhsxl9rd?#d*>TPHtl}N8Pn91c
zeql^DdQ=BP<fULI9ptRr*O{w>9=w4Nj88NFV(S}~q5L@6yfm+uVBU>Qzzf0Wg|9>o
zqKMhRobJoO)XTt-4A5fHqKg_e%eku+BJB@8)dxa|T?72yA}~9gY(WNq*EBLjiDcCK
zoA2%$F0|n{m6zizRfV4h6<B>OUXIyoi;D7zeR7hzuOhm?DjKd@_#H!srIx(%c_2)h
z))jUCAmi@X_s8xM)_GIcBz9Rb`)sHIZ80KK5Yy?y-SalzQOWdf7f~pRr%PEiN6O1p
zK?l~O$J=p@bXy<gRXz4qw{!C+k?|tNSc{nW1ZT&udpn`CKeQ?EP0GK=WpEj)*TVL=
z?qvv7b$(|O@0v*Bq6@I@KyL9%TtXUok9eUmJe%?SbS=~t#0E(%C<jVx)A`JfT-FN^
zX4Dc-TFtS>UO&{Ge)U-Or_L|r3sB;BPPFzqI;&!wiezwu)Bg3O`HB3VsWa@R>sav;
zl6llL+s8}3dBf0Aq<Exq2jx0B+f(_)6n$D>ieKQ$)m6;rl#M{djKJ$o!eRk4VGy%m
zEc3p?a-0;SMsqC~H;?3V!i!4W(<UL0?Sal{wadwDS$MwZPa2~^l<qWQci1)dwD)Uv
zD{IqzYXI{ZsMJ|W36-f3f+(K;*4ql2@cQKmsie-DbXv4kLm9tMH^9iYa-{Q@BMx?T
zE*1XnAQfwWR7v*@LRPP5FJj56M2VVmDSvo`;<sDJVpuY9r<j4)%DWwUpK&8XlRn-a
zKjR4gLu`(GM|e}6-Urt--#f$uI{Fo@{$MD|X7IQYfNfvRY8(>jQeJ895?+nBE|;>D
zK1@kX%_{!l)=si^YrAXCe73?cb9Yi@0%@9-`5~VEW>>fBS^6qq{B3uY=5qV?ub~PG
zftsNdB-c4Sr9JhkjPN@<;{gBNu0X=C!{O(30laSg<?9p=+ucy!u!D};i1A;g6J*0a
z;<F#la@E5_+S6Knd(E`gbk$t$f%nS`H0^qqb0xi^Wc^ZgKghAPns@LGhZ8)@Or)SG
z|6Fe~Ib09YPW~L;idA~MZy##!eXH&)D34pB?{_YIf7Gqr3GaDJ-#1V0)C2uW#vT~E
zSMAS~4da{eyq`YTP#MM@1c)SkuA^ifc-I^L<X056yU4wS@`Gp2GED&3KY85*z>G)f
zcW=hb4`M9FW0g90&CwY6$G0_~5WDs*mIno%aYN7e=8)8r>2fCkT<<WpS#*}H_>Ab7
za&xnD13U&vH*6ojz#C`qorU$}cy@E?pjP!Iskf+D=qLTaym?uUM`2OlnH?EB^tT!Q
z;E?|Y>@ngCb(c){8xz+VpXR4^#tV*teyK!!tUcdqw)?sk1&-k;w~uHGdEtC>yMXbp
zZ`rmeQmiVas~lF&e|sn}m66Cyy44Dt|77PSC{pmG&!>v+jgWYrU;PeV%j6@<5zOI5
z6oFDGoPj2YY6f*khr%44_AnM#@Db>|{G8FVaJ1WAyL;mG%#|if%T|<88`kk}6#vES
z3xq5dSL^Hqd0ld{3PeczorpWSj?Itflenb?{=9<@!=tc^`|5Jq_b-$qYFQlH4uRmT
zyyLAGpY{@wSglvc@1yKpgEAvyu6yNGKiEw~74h8oB5$t)UIL!#>criLq-{87mhO_j
z(PVAGxTc8A)@8}*@Z~Y%WIho6>A_#ng<31UWyp7NfO4}J>+g?VJhh5TV>au^5m|R>
z-3=M=cuNb8ckrS8ta!R`DNWO>k1py9h}!ss0iI&IBBR9d<1mOpEIM6+VAIX%OG9x6
zrV^t{SWr1UT0s9V)KG67`JQW(zg&z``uLfLQ8U(+$n;`ZpENeoI1RpP0EWQG0vE9%
zL~_A;ZJ7a{lnBJ4Jzm^OgE3}e9!_zCx!4?zt&i8olH_kLbTpUrVXspq7BEWiJhx5D
z3ynVR2b9yDd`qSiTbz)Gy_gTt_dMqJed!|`?X~5}Q%K7lhAZw&yO;NP-CpM+z-o{h
z=6Fkm;xZ1(M}#`@X577|qgD&jN0tCa6i#Oy+&s~0dtHlVxA`X~mt9W9-X_cJ&~%f(
zes~LKn<XU*(kZ?2_%5yTMx10h8m}LOy~^WrF8!!9iVNWOIBq6)ZjN4sg@!>+93Ou<
zq?+d2^x!fcyPq$hVI#bFot-e3kJ6B;W%`2;vgQs1j(&G^EKeppARc8dho3q=FLoqN
z%5+ZZ^RlKgr*uCUt9^Dkpp>#xFGt~>MbhASPk71k*bKBNiI+kEjFcbcXqJHCJDq5@
z;WEtNIuUji7y2R|pT+Yn6MOfkZHhFFWqQItV5PmPUe6AR$wy^4O4}l5-qZ|?{NP3;
z?^)8nP+oUBKKdh%69Bz=+239%&j#y>xGLw@@@L%kpq%o2y0zyDAJ65HePF;v-}x6s
z{n)J`Vl#Hhs)mrvOGtp{=*Y@IytL}1FjusuIxPRfisRF)L?w`XQ+Inu0wzAl2W=g&
zPfOn%x0ZH-?B&n|?W4HtIH`tq+hJ<yAkOIz4Jm66LsH%QS3B-x!g6MwJa29I>W?mW
z*%Lk?7tc~5ByY!-5-IaTND5+(#@u-~wD?hEF^{!A#N$LogyG8O+ZN~UX}N*u3RlZ5
zuF4xoY4_+9R*-alVVxEDXlHoA{oQ|LGOfq-%M(>(j`~6VT<NZmCTaI4j6QI8;f*bK
z;`Q-5=+2-aj>#c8c&H8^=TV%tC7?2UiO;X@)h*3qetp|y{dyO97fw`XRgH)5j&$&{
z-qNzZA>IsOB&(y3jQKvusD|OhD?9rdZUOg|Ww*&#DmD2|Kw9GPI0X{z4X3SmiJz<F
zhjOdf>v&-cPG+_}2@O(N5Afj~$xK_R6e{Yw6*tzuc(?;6BJzJ32fSG>Lm^15Bc$E1
zjRU)+jkF`bzK*UYUh;RQ3^Ij0c-kVgqvmiP#C5b9X+o9rp+;VI_u1EHyEH&cSZ=l4
z3+$*rP`oF~r)=C^skg8DIaey_8}FuG7Zad!*OMo;O$mA}5>t>B^xV=m5$|8;NoB!n
znOk=qOp)@m@-C4K%Eq^oUZ?Ka78P##JRU<82{kx?*Qe0DgM=ZEt4f`9&bU%Limuka
zS4|pPJ!;}6*dH<uD+}Tl6fV~s(EKDLz0DWsz!$Z0CE_hQ0=h#v4b3li0(NpOx>Mq*
zKO8fN!}=C{=l{bR2=PHC9m>f~PF?~vdOY833B&8FNlk@}`KQ|lGVuP|9h2d_6Gxvp
z<eP==6td3k&z%Q82+?Gw;~86?99pLsM&8_TgNY(~Jzx0SNF?Cr$a8Y}pd1)xcqHR?
zN$9NV+S84eT6AAXwMIRDs|#*_<N7984U_uV!~!O0p&xb*e2GNG32NdWc4*V0NT8g@
z1KHCkZ<&v{)Cd~T`nE1C&Nf9(;{&l^wz&>sMIVR-ADEql+V^JqDlUs%1$~S13NP4c
zz;VgJHvqw9#g@;xW5>^}>OJjVUcox%!*Y5HxXd*KSM&T(>nL@Ru9}j3wPg5E1=>`~
zRH@>7<$&e{>-P|H<B1;#;v?Bm#>=u3L_Uw60bwcSbP8x_A6)FDqiY6Nbk(-oL`B|b
zCoiaKFQx6xP%7M^@m&u7Qoy7Ap2SSdM>h<H9P+Qj(qKC*I^BE=%_6^Aex@T<Ak^q)
z8k#HF%|LL+`+(*Xkq#sR@b13Xxf9~`+;MRBs?(r>;%B5wy#BBY?X}k<_j#M?V`*ty
zZ1%_btAVU5wO_u%`jPtVsBkku&o7ocFV7<2rd{IP&M1Fn)8JTM&?1fFq7~s(ALltS
zP0PX&@P4c7biz_t^iv4Rm@BIzy0=Bkf?;nPgxy{IYI7dD;B^O8y$vDpx&QFhwLf+D
zH;F&9i@)<KuZj4aoUTzL1fQK5Bq$F2Z_bg3=EeS1b(+89K0$3127|6X&nTR^RHE~w
zx;`GxAasuhG9o6&W=;FNdZQ*v>;}H*Sjm9@yG&Vaqmob6`c^P5!?8X+Zw#>_txUW?
z<HiZZ!L+==4Q4Y86_jTN2X@DWt`^3SpX+rNQSR*Cdt<tb^4v~Qvw<SbY%<$efe*ps
zCf0?HEtUR!6x%;W^wFFSn)o()p(%z8T;dj8*;8Dps7%3{HakwKJvS~3eAA0{TOB2+
z&)++R5*Pt9i7w4mBHR&YI)U+Usvks>7E~CL{Q30^2V+-5KTrh9w=CM8?{hslg`i76
z_@#N0JgXbGiGFzrkz6`g4Z3W3Z6{?^k$0`a;l>EqvPn$ACuU7elX>eZN$c7eU90S+
zpSzIU)8pea)<=Xj=lPOWd;9k4!+84Y5=~LuGB1l4eaTL*<`S6-t}ChRUkw+qXFMOk
ztSQFBNUhz@Jh+A<rD#=P|4DKSK=|rPmh`$W?qZ{r9qCl|*Y{g=&AP<&-Sx}CrV?5a
zA9h)MTGH;|XL__`*XeriZQyAmYVwzHd<_#R7FlwL(BKK_BQb^-PjoJdt~P$~pyu0M
zl4JSsAxJv}Zo_plRwP$`-;kaGVY)m>`#uO2=z$8ml?N57cmHDdu0PU75}B0?99->_
zL!g(S6|iB_MXA`Bn_V8TV!N6K)Nl8rulU&~=!u)Fq*BKrio})nz2Wn&p3;u+Tr>>!
zYevUG)|$(Mk$i@6?@~p2R}bZ9v*n(vIQXtF)U&KAJH_8y?TOpHll%>Mq$)Wf*X1N6
z=O4Xt?pkoD&zDl*drI8bC_M_8=E$eH2E%wm3iMAQsYEKhdfycHzV#V7cU95Cnf&a1
ze5$v-N2KpDx)sxO>eC&RCm<z;-+eEsdIvSlNS4oB3MO|;B`(o?hW*2F?3K-5rJS+t
zykNfINtgSv_|8SkrEgkJc@ihT=j!SD*`t(nOiH-63o_y$owo(XbHY6PlN;PArfa3N
z?Tg11&7Z%GhaKgEIH%1Jylz}!yd?*uN(?mfa!nK)S9i1uAxQ-18%viv9jnPKRwodS
zXtDBA+F^VdGe+6TP!#Icb&W6MslwE90QJ(uB5-<#BO=gXN3F6Nx6w?Lu+cDxu@BWK
zp~X)Vzqn$!QDGdJpQ}R1-nuKn)Ej%{O$w(%<Lb`z9nd)H?y9_Et=v#@6-iP(Lh9eS
zOk)-3hCsNwNY@>Ni2qZ+)o9&815pS4)vHd@E#R5F&p|T$sPF+e(Vs*AJV{15E7Ru&
zKHfn6lb$uHdz6H1-Ka54v$y{<|M1@Tcgz>-G~4(C=#6gtgfEY!!=bHy<_V-TyNFO(
z<sj(03RSgguUQF0&1+coDCpm{Tgu8=_ms!DMIO`Oxha^l$j<Yw?4<L1hcaj@THfF<
zHW>-}R=*N|AGxk_l)hz_4^N43-S=JEh3X+eH|r?AiOZlQN|``w{9jLq=B}dyqknTY
zXWDZ5PwSqh9bbE)EM(?8?Q-3lszh9i6|W4zv~F4}arQQapnqOy-uhY0`8Po)%Hfsk
z`ix<iCYVR#b0uW#t^nT6;vfM=s8X@;&F9UMvNH!Y$doy1*4#Y_sgc;h@tc2je@=st
z#w@~~qczuzfXF>&6i;>9$DNZs8j~Y4(AUcdZ3}gN9G|{mWq1?TU5}gC`%#QX5yOjt
z{|L@EXCdY|MSKOCjECik{bh}FcVePi`eLeeciY!T(&Q7`*Yaqq<Feo!hd7{Pvpla}
z<dlTprOa~F%h|xXzVAH>BW#E1kB^t(#Z-BHf)a&R=j|ru{P6UE{$?TwB*8SDJC5<w
z=^UV3izx5)n6WIoQs1S^%@jxabU$mrZi*^6K%lD<?8dvBO4L526CTG%*~d|;+Pw%~
zQ#bN~EcR;}aCvd6W?NkCj{Mjiu?|}69?`m)ek1YYS`@COjU;L38NKFjXls2Z%6iPA
z9PIrG<-q0^66?J4qJ7ue-^bW)0I)3U$uqRX3<~)wAKN751Ilky;P}=Ejt#ml3CS${
z>b%#p-nvIS9PudQX*P;_F=}WWn{QCZdt(7_p45#dszVq)IpSS!C}pP1+ucpVaBPR>
z(9osngT5?_UkHwRrf+!ElUa`y$?~0hfM{9zo|=3pZ-^Ip&i%|!%;C09!doCEi&!3Z
z%TFwJi{s`}zt1oL)*vgcM+g;5(}Bw=-@GI#s9zk%iEH>Y$vJa8%O{@UjSz8v@X0<J
zZbE?@sEE5QykEgd40vCS<~mE6+g6X(4%BtC_wQ7>UL{ke+;J%e7R!d)W@g%an%(QJ
zmC7UUMqh3!_jC~5S}Dqt)0B92Oa#*7p;A%_V}3_wv2-FJBnE}AHSmOo<G9vnLg*^v
znkEw`{koS`Ru=EqLb4^ma7|Jh5@U|K7!4cf-Ny4RoV~<*!H~R%^2IjmZp2Q_$AM-O
zcc(-+vg?=Fma|xnuJdm1y$2D0pxoY%Bl~>DJ8P$9*T{U4hqt^Z^vE|^@8(R8%D>Rr
z55LKTo)84i<>OJ;Dg0dl*j(H<wmWQZ>v4Fx(!r?q7|L;&y(Gh~sJxZllYBIDK>pJ9
z$vCw6d}(z{x43)Ty>4}#ZO;HWI=sfpf%wL*S&ftP5jQ)tU$Rr)Kc;j(-@o(HHdmhb
z0`p7LDt6_rWy<b`=3U0a{;BwH`SJjQ3s*)tyz>LNm1;2x-U=Ib8*48~FKpN)o8q2J
z<uL9KN-T+V&z<M@cg<5dESYo?BJxf9N#mRSd%AUpgDdZ-nD2b;0<!oidn1c|J@n_2
zwRnZiT@;$K3jkdkp6(p?^?0OBR{%nhh5MY~?7oXv(sj$DQKC8u47}KE_S(*Lc4qQA
zpnPh^Dd4i}9Och3i2B|oahk2~+15i@kB4%SQ}<78^CF#T8@Eh<<*$ysUpLwH%A=!v
z$M0d+ghr|hI#Wq|IaFCj|E`OB3a?i$6?+n{1Vh!`?eAN=pG5q-E-W8ZG&#k!IKyT;
zbyc;>&OXN{9kvA{x7bzsY9QmJKJptS7o%1iHt_ms=;|rkI#jnqX{49C)Fv|8n0H&A
zLc@B&s*c~eo4`1~je98_tg8Cp@8aP~ftB#-8!%WzJ0%QbZz2o^QTpf%r5+)M4dam0
z`GPNNedqjL^Oh#y`iJp+@5t)vKx>pjb}7VhzP=;8xV-{?@Yv>qc>ip~$|xZ2FSX3e
zlFknF6M>_ci7P|BYDF?nE`C)$Gg`0j<BBJ}n=!Y9bXOK5+g@QkgQRBUv$sv(^_JZ<
zt|*>&msfWzPOn?lJv11nmGy}6J;CkYWp6<n5ap33^AH+r*FM_BmNm0R<w&m=ZJ~HG
z`&7e$-ov28Y)L-v+iT<gtbg3A)@|HL;0=Tm-swO{GRk8q4I#${D2Jggar!sM?^#<k
z$_g&wt1H`sa=QQ{qs!?14#Q6+xdxn)yb~QHnzXC27P$Blaa^4R9vE1y9eK+~uc3z9
zM6nOxyXWH}_Mh8zrhwO9)YQef|IUZ-vAQ!o@xC@^`r-K1kcL`fWoBZap>K98dxP^~
zziX1f;qr5{F19(n_^hwKcWs4zeepV(;Il`GJEXv87#}c<fa~Mr8J|Fq&D-k%B1zUS
zpDrY#9B)ZL<&YF`dm8%macDpwNS5l7eez;2c~rBQG5B2OilX>=mhaSgE;IY@-2T!+
z#?2q<S9eGtVglRU)8&T@`?3QPCAU=W(Z0~zH-|LdJ_oF5SSBm9pbkSLDH1(mg8ez%
zPbo79Nx9Ye(M7l=YN1Y?4jl5-gCoiPt|D+H+NZ8`O#QpoRpfI!-iJ4Z?xom+*TaQa
zTgRs!8w}Ao{!NcI|6PLieDtp|Z5+|BE7xz20i#w@{sh5uULtBbdBoFhLv7@{Olcc~
zDt2#T_|DyWdl%ZMBig2ZAIEwUC3SzUYU2U@^~95zKF=6AIeyFbvGyRddGeJ{&sg7i
zl|$1%sZ`OPiih?|VE*eCcBvoS;#r!PzrpcV^PJ)(;&8O6Frd3RU(bmip0|bW*N)(l
zt_sq8Ow>MJ?OZX*qlxy2_VoZpx}tAw#nJ*O=SuqC^J#O?cl=vG_kL6l?`KH?=O-HX
z2|~b!n43>enq>{EPcC%GjF;1NDI9&M(^Eekmsh<1;)Z+*#!MCTx8dFtGMTDPd!7V=
z27dnT)j(_a$!<7~h5{J2%Fy%`RQ@O^o(b*7pFibI-3up98ty*2*ViySdZxGGOn!3B
zWtZ7w-alS3$ZzCLXzpmAgR~6=aj{5rznH(fx0p8NO|{(oYSf>{BLwrgMtt#UQfuqh
z=8F@`U9kxW7B4J#M%+n<*7)wxkxv%kd<vl7%kB~ETKQfY;Motx&Q#?)SE@4Uvg6$>
z0nQG0ykY4j)aSR)Hr+94SBKW9W~eTp9j=N(?H$5&e&XKK7VH|$-31V9Js<oA@1NzC
z{Yl&J9LzQf9dkZAc+c`$+?nea=WQcHcZ}44qh<*0=;kdr#$q^U{CC~^psra_P@HJL
z-e;$*=s=lvh*z4g&&{4yZJu|rB&)@<6RcjtrFb7x=Jwei*6Lhpr`<{#jI;woV+_DK
ziOM7j^-{`*WCn*X&mF4r<%*JiWu(1gfk)b1(K_^c6rY_qR^BDp9d@pQe0`|{QC)Ip
z8Ok@N;=MwDSl~tf2E3@*XzpB=7HJ{zW}U>wV@L4_!z($0uUg+Vi|*!NLOSn3vwt=m
zJENZmY{}cwi#v#AQ>@t+|CtJKlqseA;c0xTXNdNWdFfk~N_D4Gwt2epl7e1*mYcGK
zzn?DM@Zoy#a$L;G@G`?}R;>H958eV9Gp=g(e6?IA&a+W$;v@6G(j2y~ZV%}#cIyHc
z55j`&)7;B7Djgnv5dyhZWidwk{XKK5&4o8pae6veUUzizq0@MUL%W&*4;+u&+qdSh
z6mJ1K@^bxruJ{Rl$K30$mU`>g@20zd+~?$Bmoj+6<j6#dnd_yX_si*fce%&UDq)N4
z?Usn<PS+W)=(zZGsnH!J@<DEPMQH)(%})~T3ErKf$fXo7b550a{@$HabvwVnM4lF{
zx@pKd+re`^U0!L|{^kG&72fx3OD8N?Fn?|uoF_UG?Js}X`i9LM$MMOyIr0I`IXkl8
zSkU##kV0R%2ji`2wn+w|8ERS6aU6~}t%w)CPYv?@%{~`&2O+6Dj^h{oJmE`7u(m&(
zPv1S*XLyu-re@Bec)CbcW@lM6&1EK40Oz5+`Kh=8)=^wQV}j$XZ36uLZ8%RluZ|0^
zy-4qVC*XK^rs*h({)4ZRkUsU|*=A&H(VT+&pnXH6rTVSN<2c%TJK$oB=Bj%#U#6i&
zcf+}F`^d?l`nb&D@Fm9w{Ckfa#ak~9?PoxFsSoEM+LKd;)<!)|UiGVjt^%J<&@S+v
z_gQAX+j<`8DjDhT+0*`i*=K{=!582u8wb>b*N&U%qk91N3XbRGGI)#ue^!mB(s4CR
z5U$B(Ah89VTj28V-S+Tr3W89(g9)%NArYf75lDYJm!M3yMSrZzqFD)r_Oa9Vn8a~x
zDoEyFI%p3I*Y}0`c9nEkGPLg*?Ol9aVs!4Qbo&#Gnk-&V!dgOP=Z#-|WL;#H6xSk6
zTuy8HU5|0h?R}BmH^d=sZHq{Zae@Y!Azj@?oX^}`7(JsB5JIdN6*Pwnxbr@fXnh6k
zOHjAh4GPjPewqrHHP>tq%3i3U@#UP;S(oKxNO@)w67s!kSK#QUexILmO`b0Pb8YE(
z)b=W-*U5#Qj}K-d(fv`q>XnTP%I^H#_qL8V{k|%%Qul0qYTqgKJbYraI0(fees#(#
zu^agn@(eymD!K>$Q+IuAb2Hh+m+D4(W56^n$3`x9CP{i0X+cxW%J}5yc@p*9!}FFy
z3lglPW3w^5fIDu{W1hmRT-~&=XVRli@e{!_%aAY8OlEfNJ-AkZ0b`tcmM@hvx_HaV
z7yo?b!<O(4(<L!>ptJWU+V4rF5{1<DL3^R;NiVeCI>3HW)Ma$4H&+lq0|7o7z}@vc
zWSJ<2X{4`rm0vP-Ao-KyJfGEge@*IzxN7{lWG5}E2qQkb{-pVXpO`aGf6sv&9>i=g
z>KCUZ;ydksRmcDIc{22?jNyx2^xr!vU$@t{o_h=vm*P^B9(|n0!SKI(DFwiGCd(}|
z?#E$&mffrN8HeNdzE*U1C~Y2(jF8LHJ15dPJnqkK@PYp3jucJbhZU>*_;fGL|Bt*Y
zYg$y<vOkCihD>sJ=m(rd1qVd*jUiJ-MMOm8*Y{3uME8mAK2f)B*SQt9yP~T621Q7A
zuD!Oob1m|?6-7OJ?vjO}ydR`U0pKUf*EiQj*`8We{Tf3VaUJVMp!Q`fhr-Gy@0|~^
zr1MPi!50(+qUiNn{p*dgu09i_1;b#rs<qJcyJb>aG(5id^Y^+O&9CQfE#Rs~2=i;D
zyQO0~3GLd`m)~+v8Nm~8oWIl`bG_ciqo6eGLljo&OWW;s$|9k+)=W=ECzDf_Zlih^
z%||x`{L@n2R39;DzkQQd-6Zq)jhDsR${sLQ!!D_BM#A)+TYHFb@iNsuiZINguUFO8
zovg9^`WbO4QL9zUr`Ltnb-YpD5X}k3;k&0q4hh}l;m8Z_Gz2)QR`=~PenGvgeA&a%
zcOlvDnjY1LFb2aQ-o9MquZLP;075ML{qJXP3x6`O8k@aBf~UjD`#dblin|xG(X`ZT
zZf79`@U{9-zh2LRDa?4r=X1LpJfBR9l{dm7WXZU9d@GNVW;y8hwNZsKl(jF@x~ctm
zNOQOQ9T4>Sq2ASzw!99l2dS&nx&Rs_<W)V`r1|;<Y_IO7^J(_7yq)MicGI)G#V!FH
zh;GMKD#pvStNrEo^W40@h8yAKxj%&K+C??lwtAlw`)9lui$m1tW!O!$V3S=2rU&)V
z$D8DjGixT@kjwceRsG9e|NJ=3C#uIQ40~TYs9}K`!S&!^a~Oy#6j7&Dik97ZaxneU
zBDQVQ*b~)lm?x9q`dQB{-fWfvf?{<C4zsN*v}hVc%}hik{q{+<txbczQP0IBiWj2Q
zq^WIIcR62No3xp}682olQbuK^=@E}YQ{6ppvvIfeSug9w=h!p!rnOZ}<lX)41x%Mb
z=sixSl8N~UKqw6LNYgaEx>B8$2Pl<kXpqp&UK8hpCb2>2F4=g`Z!7oo;|&&8vVigA
z7q#!C34k8)3Q-$E@^-zdego26KXzJ;fpy>E2>W}tJ{^rD^F@}Chf$AKn}!wc`0=dW
zh(sotY0Z@$tn3P$#U%KCDe7?(&1)0j%xHB3jrDN2-)f_`Kio5q#f#THUMq{;cf+{U
zZ8i^YpS1_o1vP=A9M?tNo4gDv4&KA(CsZoG^FhOr+7tTi&-Ul%eTBL%SBvsh_;R%_
z?Ov}PFq;X|*)yPo%)E7_kCSGQ<n?B!fA9_F>^@O*uKapUpqoeaHBko$y<iBq5Gq{o
z-#xYFd%e2B))3eCA>LiD6L)w`ErnIei!}OV%i{QHdJiwFxH+_*G-vU-C=F3pG0K~x
z$VFm`(K?NY7PuGNy|?VidA1Hj)6}&doldPjvvq$|>3-5o;2cG`*G85<|19!VC)0Gg
z*v-So<v)Cg#4d_3wUcfN(A68S@B7{S`njuKkGwi-na0IDw1_#IJ%-oCd+cqB0^vsm
zCARWH7r{pi1&R&s=eP16Tg~?2)~==21j0#4w0n-c!PX>uuIv3}E#6zmN$pB`+cYE6
zxZb^Od*?h8&5oo7LVTl13H;?c{oo?hF0F^^WS{n_K0gP`@vL`Tv<*gndUY){ZeCRt
zmorh^{>EW$7lUaF2;i!dfU^vJ*ABAXwN18C7pKXg(KTJfUDx66^v2nu0sN!9eTCgA
zE1J`3Ef$t$SP7+e`M5Q39I5LR<xsME`;qhZ=d&u40^Nu|$<0T8!aP224)gG3-DZFZ
z_8ovV?~ez5TNjPm+qUSmw40#reU!yuqT9#onaf0h-KCY0%|mG>izvQiF!Pgc4_Mvz
zI^~OM@WE<7po|Uu?y$IQwor&}2DPy7sjkmP?Tec?wWkZtvz*BfR&|RuK+HYMTYN(<
zMf0=jXN?`@cj73&m_^%iJ#p1q$}PB*?pb+N?eWK@JNAiJ{%VmXjCH#H{9Io1e190P
zi`$s%xV^(^w|Vk@Gd-ENqB5?_pi4)+Rd|D$6WUGQVr>%j-urO}d}4WfvdLZ59O$NU
zjn_mbUmtdp0n_wlZ!oor?Ov_Rr1Acogqhk4uuHO6ak$tiN!-u#{!vDYO?Nd(xf)4q
znpM5=M;|UcA9D0AQTuLh%K&A{Kcgir-1Txh=41cxd_#&`L$cY0kPC3Ir3*8AY>*ZW
z^%O}RCMA3gj9DZJLe);2y!S@?l=i}hv9RkL=fJ(3){VER`h4B#zy7w#z4tu5|M!p6
z*@$T{?^tnUR@K_6p2rjcy|+Rjg!!__)t>bI@e(<^@w7i=8lhCHzMMpPab}t4dD_jg
zEE*{PpJa!!R~<c!qjTvy)75dhF;pLnl!IQ6R-D(h3HaBlJ(RP2(HYv~1LfS*IrW{B
z7ldXUZH(&_vS0FGkivIW?|96%S7&=XcFwSW0p2Ge*l``m1@Ep1Okh5XfumRF^GAac
zBy*0B;iNwt^pzi!5eQw|qD;JAkl=5(8(m*NZ4#P1t(KiGNj(Mnf9wy{HK9!BNRnLF
z@t`$mcIg1?Z-jH3+R@DBBVFeq-(BDP<0^25y>tIWJ;-O~3y4uzRn)o_?mI2x&4tXN
zz^%Q>1X&lz_Go7s;^?e<gYSM{C;RSMo(}3SIsFSB^@+AlW71ol<U{QkQEL|Ktv#$R
z?(um1w|`0Bl2~Rq!$Kl#GWeS^ERZSE*g|$3WBgmR<$k}))DN{w|3{T6WE%#zFuVkt
z*c6f()QBx?6NG3+E&BJ0(U_P3aK$u+If98GNoJ%hiBl`(G)5@<GclUPV3Hf~pCJuw
zFd(W{YFSw#c|tRSev9VPU#1iILl21GaIt@>z!Z^|fhiT#u;CgF6pPdlUxyUN6ClF>
zO<?LrV!r|tf^3N;=Ljn;v^b5G1&cJ{CuaJm!gPt1sR&OnffGuR6~_j!C`z&zV8l#+
zPV?v&jr=bWlVT*}22WCKr7(Zf7(g(VBqN4l8L^QifA9PifCBIjUd(Nr7?{}^)IKnO
zV`^D~p+6m1L`(x-ArtwHWsW$tMS>BNO2+!PsC4~Bf~!AN`TVcJ{3EqAY}r<v5a4;1
zfD{I3AY@Enwg6}{ME@wk{6n?0AKJqF%zgN$OOV3ZLwzMFMI^>l*ql+BKpx<>K~qEi
z95DX#&mJf+#awwyD@zN=pOPvmH)1P{xA0G${V$pWf2~qtLK8b<DdqI5x11#=j)_Eu
z8MDlm>2J~b{A&{#vY{XVqGX^Hb796QMhKElk|vT`O#I>Hf8X4fRN7G717s@kK0D(G
z4g{dd2#2vv{#3jVDqsXKjj@6p3gE$kZW)07gvTU9za^3V0`CTfkRcQkO-%z6Dw!?0
zMX*whW&mG*APWDmcLUDS)Z)q_DdE_nC{7{GL7i$7W=Q@=pMbyDyCLCmk^xj<%n3F#
zC_Z8o17}4*YDH@QtNLh2nOOz_5X%77vKRu30yUrlXgY?tvwy+8_#tcg2ku2;B3tPe
zCj`UTa|j?qWNAWTAu{9tpjvH`5Sxq4;()!_HXzYhFr3t|khCBa|5c;UHU-0&WP&FW
zYFVH)DM6GP9128c#rzjU-w!<we?IztWJ>iL?!{kM#R_ad5o@NV#W2lcmg0=^R3w&&
zAs&Cu{OA{5?5_wsN&v`Blu1Bys8+ch(~R5PMrq86_!ag+j2Xy|2~?pR!USqyQy?2=
zF@uaJp^W|cz)MYTTB*$_WFO2Vi6L>?aCC#E2oYQS)V=tp6X(=Y-l+)$j`EzrNs@?^
z$jr70a2(70x#IDkfA%qBwh7alS{VQq0Wv16gr+35BqXt)qy4{IM;XEgQNuO}#Zbyx
zkXcl*YhwhIhFbDJ-}3*Dj`Df^2OVX(`-EH~rK5Z*?`c2Tczt2mlQ<~rEIb{@MtHxQ
z?rNNu*VV}C?=PL}o!!r+i^AcmIrwgM7@p=B*YiWLOZWch<d*qK2M({@htba5@!rM3
z-h+5f7F${F*(){*j!ds}EZ?|ZL^JD33%>N2JCf%t@_eM5*bVHi*!wsij8uP(GddL)
zuD);vJYP9|c-&3Za87$>|En45WX@6TlU3J0h0))i)X*O%+v&GIre}PgwwtD^v(_<>
zw}YeB&CB`R4qXvl>G1~dwJiCP$w_;@e-`2Ra4Rn)_5DezZsC6DOwX(Sqk7QYjA-nB
zzXa}kpG7o#6{;C*HaO#(8-}KwV}111bc}DRP2#kHm%oRDqgeHnRF@M3-RBgVoQH|b
zvTJjE!F!L@PHMjjANDS|kmc4Kt!q@Z2etlY&JVTKe!k5{r}^^~9JROV)mh5!{YKUO
zzL&<?)Y-J?v+7~{`QGwWLr?$Ib}w$l%fceF^RrUx)&YuaSr9!!L|@XL&P5sOvXMGZ
z>YB6Hl{H~TmF&~t?xp*Eo$Sn6fVJqp7;{Ox@g*HR<{KmQHC?CV@gPrH?CNLYt}bmF
zje2WqdB#m}3%uf0pymBBJujus7&Yh&&OaTlxlGVFKcR$ZdbLw}3S3rhr`u<l)E3E3
zZ+tKXx4giz7K<R`m#eqh&IU?q&XJdTerB;ZCPFVr86e-v^`_}*tQh6b7vU_@XGTE~
z-!9|gJj8Fka;MQPnhmX?zIYGx<$i(L_Lh6@J*cC=?4GaL$0&3rW%&4PMx*sMLZ3z3
zCi&*ub5cIGx4<=+KbhAbdw=&Q`R9&b?zsqBdt1ADaa`L?MjdZ!dcnaG{VQ71D4Emf
zfcz5<M=`n+|0Hw=5wq<3pSHS8&bE7opAO1P;<Z81uXcyqG_!9DAw(Rkis5C3k}JVY
zb<nh`nqiywrCO8ZTO~h~pA0&x^Nmr@jkf14iFa=IdUf+CD|04twcPz4KZ&20-`>Q0
z`d*Z5uR>^W953u~ZyT0bur+7Bd}_oC!?zG>F)m6Gm2BQ$owtSidD?z>8=dxBh@lT2
zo$Zt?f~nG7K00}6Tf-_ObX#s;Q9TLDZE5Jzw1d*1VN)Qgy*j1X=Io~eX3pTln%Pkv
z<lH^zOV`$yHajwPto>xpBv#FCgB5zKiQGF*R%+_@_NVtRnD1wG*?qvEw|iflPe<Dj
zs!#dkoGRy;U(+1mMfExNCcB<$v|Bjl_i^s{&I+D5YX{%uX#c6cbKZmd@Y_4;;P2C_
zAz&^1g0$+pf#V<5)B5khQ9Z5yT&X=`&Y=3fXyK55=-AycUiG(E_i)E)JcH0#gp;*Z
z^X1y08R0(aX-4dh((0P7vX>EOi}c^S`?jV>aV6XL{WIp32QIpR9&O{hG58Ah%Y;CH
zjcvf#VC;zb?<eJ|-lt}!YpT9|>Nck%zUc0+%2-I5xmHTbmANcdhS0MhFAMwLD7y#z
z?%#DnbhIkRM#$)`4!oS!?|ZCyp5IQZx1Iu*y4<}AU&hB#_aqhPoKXi4Pu&-}Jtju3
zw(U}EH|Ob5-d}}~Ops5A*Ts4JE`OhIo}<TzI@j&=S=?vatr?rmN@I@QN+FYW6Ao#;
zId>QLplWyWBG?>hNyC&zhk#Q^jaRozvs5gktuNt~r(qIStL^N3$wpxN+(Xow^iHM=
zACMOW)drdOz+~}x8*Gi{@|xsQ2V68~w%qIo$K7Sz^R-EDk*iE<u8jK+tQ>~B$y|qj
zG%D)n?o!qvi*{l7OwnAAwh#&4-!lN$>d(@8zTR%7X2<H(I=VxJD`PeD&Pu!440<Vq
zC*^@y#aHQ~3uc+h@h|(!KJGUQ`8jzpTR+{JhOZOV-JzVDdR#$x?Zbrl`u(n`xzsa;
zA2S?CnNwRCdDhtMhr`Pdt2ir>S-xaV?U@CY8LxnA*u9186@5PUuiL0{U*~;qQOvk;
zFE{@AdbOI#(-fE2vIXp!*dAeSmc2gRCz2P-IfKtF3;4hF<wewnNa@v{?YPUblOtqY
z_QbMICw*=&ipg<5lzKY)1he=h@8-4ue#^-m7SO0B=cCj(QvyBCwpp9DZ(Xtt%;LJh
zb2-p_>U7z>tSYoMXW96<$zjoIG~!_2X;1H&nJj$obdsI+pZ#|66Jx@k`|QZ(z18V3
zndkOlsfp22;>9*EX`P1+I%qh=&*e)I>tyt_#z!YR?=So7(#h9Zik*dgbSj_G?ksWr
zq*wI95LXiK`rJDP{0`tOjShPWy7S8mkZpF{N&m5$%<?n88l10SNU!MfkhXXkb&S*v
zybB#Qi9*N<{C{&Qr^kWLtc}FV^K!f0`;H^75ToXPrPKSTJ0twU8&6)%#TK6$p=d6D
z+1Vj#Q9312&4E;$r~2KDDsQa|sbMXzi*E;ee_MC>oz-{nxcq7YSl<Sd4!Bs|ZH~YT
z0d%+1wWbDg9L2t$Esg4Pj3Cx{G&|yY+N%m>c4RKRcTAHtL<SihT6Gs1@Rj?fE1zco
z4)sJ=2xgpjR_tE+^}0G)sv0hz5%P3-f3bU`W-z6xygHKah^XkXSlRv7+4b+^)$s5#
zcCe22;hFS1$Kp8FCOSgbi*~mcQh%}3uFJ{$j;6A1<KA*2x!OWRNL~wykEPb^roB$(
zYxmB|kavN-QcGZ>`Xei{Da3)Hm$T#uI1uIXuHvogwU6rRW{Va)O<oOkGlTgQxvD*)
zSN3)&9eJ9o_1^tBM9z)=VZ74kp<mu-t4-+#XQT1*On=tf*Ys)K*E@fBIF;`DynjZO
z16&~067T$&4W2~%(iUDX(_Hs0Md1rRJQSOL>t^x}H@_*dw=Z-~b|)SO({osAbU*cH
zXX9!qiN}>{a}`o+UO55_k4D`anErw+A6{`6BCeG)Ia{}LZdrM5se$)!-cWd$gRRIH
z@(TVT?EIOy{0BTcOZN-lc+2wi+!xnlF?E7rd#U1PbfR%GIcc^(8yt<*Q`t<7>wbPw
z!iBu5wd-{s^Ks`2DE_|tFU7TFoz!{~HGwX>$AsKqwOy4r7MnY{#yvx7K(|l+CX$_{
zoqMl?>~+!;RU);>c9(f3;`O+{Mvn)8I5sHqTQFl&9mzVRj=mfxi?}HHc5up;SABX+
zA-gz}-F2RAx6@To_%of}$}7Kwchxr4xVncMoxl599O7qZwQx3IImtzyP@3n-l@GIH
zobP3SkQ#A$-*kIblgf~}i5@9?M@f(}yDRy1dKfzZw&_YcjQLPa(v7S_y)2HrBkzb-
zQV&kKLAr9VHLpMDwP7KBetQAvu0!X-JyD~il6MEC*gl%)fc*<u-v*?>f9N6!7%*8_
zqx7sT+!24NL87O*ik+ot*}^fVgH@xk`@Nxx-A&s9vd4B_sax7?N@oo@U+5bFVS0UM
zZ7p=g>A}h?#b`#v>~Wlt`Jf-!&+aiBtnNN{Vt2GEq)_b&@{pjZL)lm5T2TODrMVv-
zr)~#ahq#B)&Z+&G@MNNAzWc>UcH@_~aInmF)Tx880PZKtUZ!!9?DuNoHwg=5Eyp%E
z(^|%T?yU=LU#N*m*Tuu>q_%ybT{o5Yl2=<<bP_JC&AV=VS)717jgF7EzV0xX4YCcI
zTTR9MYM6C%-bi(Lu)NVEm1yX6$3*RpcCXWZ2;uvV!WWxMdkMS!XYwc<Ij7Bc`oquk
zwcq~iG0i$#*=J%=Zs@L<9?R)11b5FwlY_f^-Lsahzq*(40l&Z5I&H%{(2V(|UHsLr
zgCqkyA2$AM284Be!m@_CHx%E91CG=y%vyj1DeNwLxJ>$&a1KZn44%>bg2M6&dGGBy
zxh?vg#pGy~i!Q~xO%UdlLSCw>thBktW~=e(B&qIZGQHH*iO#c~)R`-$fjc+q*On<c
zaFFxf7;d_dOvpAHpE!AZs$Y_mrE%?d-Z_NcRp8GR9snx`vv$%23Pz(*7;P5LZb#xI
z{}f>6Km&@?73O%eA8!V26o{c71(TPX+xeO#x6NP~lu}DkWraEdn>Ae5@6=hLaaUy3
zTWcNs!3RE~Dzk<01TcNqSq0<B9mS>gs<+Q>tcAN*A!^FgqHjZdJ9ne!<}{hVR<a$*
zZfIZcE7p}nkm5}c+-)yu_^VP8m$87#{GIV`=MibL-_~O^^xCIasxNC&Upa)+e7&KA
z3JobLfG?!4oxDp6X}~q<T<&$45-X!XD(t~qD+%SV*E&WC%;5xxUY8Jeb*h2043_@(
zu*3R&v@CYlY45T<?Y%We(nfm}F>vA;QpuBc*$zMC9e7Qt>xP4E7;9b0jR11EJcKo;
z8c~%}7LYi-bzUBK!#;r6t@^Cxtqcx3;B_bBNBQ*GOK-Dz@WPR-&GfqdQugzi9rccP
zO;q)g6rSEqAN%q(N!#ZQ&9|FDcd=8G@?8%%-CXvky%@dL<w@tVEzD$?pP!`<l=8BI
z#6?`2cWo`;Q7)S`B{DXJm#wVB?f8#6m70M;lONjh*fdUfj&Av1^kn*yJ;q$Sku~nW
zC^z`ypDno@c82!5rn8=9SlK@7WbONgHORN0wkl@lWHG-WJ|D(I*;}rIdDanNbyqSu
zJ$YFJbvM9!UWDEc1s^_Ud)b3R$z`1Ew4e4h1R%f6dn>b?`=7Z6u`Y7V^E4yoqqjYi
zsG4Vcf4VxAzHEE22Xb*Cv=M5v1=_$FjJVT%H2aQQxGxB&NYv-RWQrO{?aFsEpZ)2z
zx2lGr#JqrQjBi1|1&$6>x}TJfo#f~pEmAwp?Ft#!t>?8bez{&X;MnKMad(|)rg#?l
zgeEgxa)!UzFBmWN&Rm^*$pw&ZW+JR|VdgaI!8;u$^+HXv+p<pFd^?x-v#j8%uBF1<
zUwABQfvD?x-ow1<Ot#iIwmTVo%jGaz7Qm|^O16w`2eg4dgp7h;xBRBX&9abnQOFvW
z@BC`yXz4p&d_dl`>$59k0y3ew9-SvE{|Yf>DRp#ZQQB;(2G<tm=pt*J4e;vn$uA2D
zd%yzA4v>SrbK7e%G8<GO=Dz#*bO-)O8%dKX?C95F=pXy+o?AQynyf{7fxRu&QEN#(
z<G0>l+<P7F8Sy+a=vql-Wsq)eFZ;UcAD5nM!#9K1I?IP!G@&ja6_`t{x@e!|I@N*M
z0n}fQQh#6e9eKv~6L7TlrTHuQ`F%!l>a?v@{N+%!`9$7uIFwpA!)i;JJeY7HZp!{7
zQ@O`4ahuJT>$Mu>SNZLo&cukV4m^MR#!CQVe>cd&N`!K+X=}hQ!nm>2hVhGjm#WY(
z7xln|zyU};?O))zx0!pu0gN2$#D^4mHfWti|6Z*62b&7nUE(lN7B=rzvTunt!)<wY
zTiR~^GY?mN8OG9=ozW5Rg;tPSr^b9uoUCFC?#^Eu7-n%5wt<W%{4kVTkA5fhI$Noq
zaw?}Q;tjCee;8z$uZiJ7_DS3O%ad!TdwBL(V61fBoO!IMO_n`IM7C>lN9+2sfvCpC
z6GyU-gFZh%_Ov<?cPls5AGb-*URp}fxdpR)`H(tpeHTYIx9!7&Rc-OurwOuP`6rtT
zsjJ*XHDe`-uG=~X2rGAWz^fOrSS4%hjS9FQl`aQ(yO7q_bGzs61;U);2qPBeIg&k%
z<d3?JHgc(~{>*T}1tIRS!{XQD!yotT&6uX6hmz}$dduvK6&#~cD)%K;WW2$iH3;fD
zj^ZZqTo;d+tP68rQvXB>YmAk2ymN-pWG(rhHof<hqw`qF-gDcnmCT-iJhOKn4=PsW
zMx&l|_s6*%dygS^bN>n`w=c@oW-vmA;U~0RF{Ri&9ebkTXfs6!5%Wyd_S4Rl(N#t0
z>kZ}u=?~+}B1xwknFGJ$de^zE=Uv-=8K-=G|Gd|4My6kbk;r`-XKi!=xSFyGI<g1l
z9s*Cdo)2gJUf<X`{h_Rb7s317t>>T1u(Lh01Yv6}d&ovzdo{u%@pM)6u6w`FWa(gH
zuDA7Fzt?y329OA|?e;IF6uwNF+l{_8Lcu>!94i)6<IV^uTgB-e5XBXvRFiYvo<_LG
zoKv1FS=+X1KnPQ-Y>+|zAhph~*K4`jL732}BQf(axR1NrLCI+&&yVDRM^$FB6=TPy
zo!=J6|G;No`pZR6QPr7bL1O@e^s(M!%a4_}1ngMGKD*;v=}=3OyFudM%o9k~)+J@r
z?5%0A_eD;X*ZwB$H<k9g9(P%9XfGSBXjQhdRmIw=dgU{=YHuh!FMIEz{L?l1yuPLM
zrO0-~XsOYtUXAm-scUX$K0w3u`n;LmSeLy_0N~WyTwQ6$$wXp>8Q!~!WxvmOX=N33
zt-Jz^$63I(#rhCj9n|-nm+g6>GseMXJ(v}*`*y9X)P%&UytFJ`+>d#V$aONgsH(eZ
z7LiC2Z!kEK=}N1&l{~ZGJz?a4UGm4?+4qsE;w7=P<vBYQPIK<v3)JQdDo#4&7o(@8
zI<{gVfD_<sb9oUU+V)#-T_VR7Q$W{EIbIFAlBdb-doenS+igeL!3=I5Z_lRD5wT2c
zaRc0}&LwWJC^rvi(aDyW`GqsG^?kN8yoJU2WpV>(3<5H&l5iF#A&Sp<-G4Z9!)cB?
z>h6!a*@>H7tY<THn{$?${w;}|;T_UjJ#y(ghg|l#H#<F7MKyigXaF!>77%O3@tZf}
z6+PvT?pt54DdqXk<y`VjDfi_o^YuL5XzcOZc|~^ElP!okhxK^LI+FKlv-69n>t64v
z6a^o2foTIiZ7T?M>pp6<7{*<#VXh%{zAcZ+=+2+Q?74EprfuBzF-u3m-3zF4ev+f2
zG;^uu+9_6-Q}b}Z#O=l4D`&(*0bu6MX0zw5glK3VQnV%z3Rw)9{HtJ_TlP|d_E~S+
z?!`*7-u{8wTb5hTlj5D}^0XgKU(V~TLo%8?u#mz!19|4zF69|Z(4)ayzmeN7Z+kN3
zdF6W_PVS2>i*{G6z`;;M$=vhme1xnC2~6LWy1_JGfl=IyS)6kH+=mRJTAh36_27LD
zpY8m&-tk*&%BhRJdAkUDE5qpg(%15wRgS6KkkRSgVD-u%HBXa~8lN7Hk<RuF1Y)bP
zpZB2B`4U^Po&aP}^=1yA!V4NmbO$|@!SAN-@KDHjK414=M-<*Q8j9m%5rJLtYh9J$
z2(#hM54{b5zy&)i`0EA>_Ars#NgD;jfS~#*@-vCWwcTL>&U4r4ymJV`!(;L8<$SDx
z*sKCm8Df)MN2_fq>)sbhQdDQdOmFm+ohO6k&i7~A`tnb0gk*MpTGjM<p2!}G>995@
zd7V%EQw8&&wW4l!)z&b#MdXbbd>M}3`@65bX3pCVQG?QBw>)vWyPjDg6jXDd!P9hy
zk|YTQdG|e>6oof!_cse(C|i|JG>0j}y3{|By~yXeeLFrC#gS(^aTqiz(LGJujgG7R
zXni-j9;{6sLdK(C=)89*tCcn%+4GVxg{Qmu@UoT<S%;=OIvtuoTOP6~pTAz>Nh0&k
zZ1Byy^y8y9kz26Cp^GP~70xL=JK`Cr7=>Zg%vF!0MnNb>la7~;uGGyIr`3FPp7`5A
zu&}1j`%KQ6ebTnxrL1_nNk&vTmAwUH_e199!S&o*m4Dp_TExv&R5x8}U+B%IV#D=4
zJ3L5n1e3LA#ihw`JoVv8Q)T{4<(~2_oVN0e@2$@!&v?5LZL_mpasRR`oo+I7PArb^
zb>Q5q8n7ilg85yK+I_ITo3Sp><RD+ZKNp>F@y2oa=lPoUbT7m8n5vO~?b&;so|ktc
zoD5<$sdZjA&9xe~r~P?9To(x9Ng8gmAXJq6+6t*-F+PruVt&8h(bly28f?71qp;k{
z{>Zx2FV?pr;0ENZ$<$QEY<DosT>(A}=q0rgyequtsXFFWyM@1ZZbyg+c^77wot~4y
zvu2-qXTJN^C!?$dYU3^QXVM14#PZHj8r+A5Lq{9;VY;u|!)D&a?sjEOeqFn+Yc6Gf
z&(1(Cce;K@Q==Iv={~#-yInky0z~c>0_vr8mi>3{j2C1E!cboIUJqu(s&|lcQv$gF
z(cN3blw_;j$vYMxUDwe&pEt@nyzj!$d>+uejkeq6rt6qUe`#b4oa>+1p^!}~_1*Vq
z+Rq}iyDi4+efn6)3kSQtYDb(VxdzFd>`&vmSqh07QWV2z78j9JTYqvaq<ua8Hp|3Y
z7YXI287`%^Z8vK%o{!u(R=q3rt-6i|%$PmL$3>pRF;5^gOg7uW>a+rPqudXIx_a9*
z<R|^*cyU=1dXsmR3U?0X9890i;lZcXgLsL_#9%bC@`|kri07v`dx|1h-()Z4<t7@^
zr10Zvj=;wqU25SK!`pkmQED_~iO-I**ZlROG_o;|9<3-k&YevNK}HSU{ZbNSGKm$d
zyzo46dLgv+b3RbaS)SP=c|yz*O^tCG8w;J3oS*h?zAEC_&~@uM0<$UPb(YsSU5>3+
zsnHnl-8gxP=QxyG&HNdGA5OP}?e?;X;y7CNr5vJuL3g9tKnw_njhA0wVlL%vXUQD0
ztsDJv4}FMnxzI`IlN*VfRpADecAX4P@|=D*#<AyDZ_Ooe^u2M^_qW^18Lb<?@gP4@
zLg3>T0{eI86NuaEX)x27LGQ^`yhPZ(b#q{hma=<8C1k?;htw>wR~qx?bJJ{X_-ozw
z+4pL4+?`s<2g~d5Fb=z-8KrI1L1^zVOW&3dwDytIH+F;UQA{t@_2q%nSV;D;bqZ%_
zuV*H!wO8A$8*hD1J65{eAydEV%3k_FzwIw~p=qMn8mjxjKnzhgO@kp-eJ=Z^zhl$H
zU7w6OymPvAM=Hb&UlLJ{)d9}t&3&E%?u>iom7m+loh_mm=<&)eHNwM-Q9D%RT=r=N
zdY3f!r!&lg>9W5cUQTjdR*}TWRH#FD4KI!%FDKVq)qB8qK&FS*#m1i3$Ud$wqzU;>
z-z}MU9-fLPq;2=!8F(j{4`98ICJ{`%lc<^fK+2}wS$x-R;Wyom`hNfT^ptzZ%zC`{
zCz=i#o1b{T6lwoKyg#i}wF(;Ly<flcyD4UOVw%s>aeR_%p}!(~+`+q*+IzGeV}8*&
zN#0sl(jHI%JRzxEVbbi-GR5x#m(P~~@!bP3uU>z`-?%LpAxqtbT(b|p@JwaDdV6^@
zUhbvsj2Dwmdg%BwdG<e9ZS=Y9tJ#2=d0d(Gj~mD#dOgSLYH4RUD)s4kt<;gK(o40a
z>Q!pYtP9H?JFiE#bLbduF7=JUu4xq_)ilh?G^<+Q0kxHVZ>K$6zv_JX*Y_G;UapaH
z^;EOX)GAFMmKN2^@oS&93mt$rsb0CN-q<khJW@!X7ya>6o<o1SyAmg=t}i!Y#91$0
z1QlaKygAN!zuLIA7N@q|?LRy3{f0dKe_gMy=YW=Kbs!w{UY$^w+52vJXSLb7%PHyY
z#^e8$S|^dPuo-Hm9^x3AF}HY3BcWT7X2eE_$%l#zetn6AU=a~m#KNGMGTn*^iCID{
z3=!7Se@nIM?^kO1NU`e|pTZ*4V_DgkSQsY;;8sFOgkoJ|W^C}k8_C~QdLWSq%V05~
zmVt#~Ntpon1qJKUctrKDm3>7?Of7~9A%bCpg&c;<k)d;lGhCSLcdX@4t8o(=BOJ%3
zumr}K#1<6@rauu$LJgSx-|@0PN!Efz7)J?<lUT=Ca267gL}5$}lSfF`j4wX^xwQQo
z8Z8>52Gymc1=es#Fpu<vN0xx78VMSGSxWSmtc6Lwwhnq|pd_>eGdMP^I84Hb!n%Y&
z?qzSU53R#54}St{BoZN|hAi^uKr1y4R9}lA$<`s;|I<fLMTj(H7!ic25OEY@h+C$`
zfPBW<$9&+|kDi*Q9w&w#5riYDzA6Yp5Ub))XPkU&?thR6|9<F+!x&?xCESGY2KE?o
z4eP{^<>Mj&j`8=<qw|EAgc^o0G%O2N<Ai`if<*{flC6I)^k6O22}^X-h%Jm_Ed&${
zV`jiGOoNKAsy7LmAfj<@QXQfIqs)L{jD@C0I21biEzt7=Dvklbkx8)5BNN^R;6E}F
zY_SLuj8H=aeYqI_V#P5-5NJ3t5~NWq<%$T>MGQ!9!9>RKzff^3q;wV`m_|B;H;Y@8
z#Kbhh7#U`Q+5cAA0Ug+>3=}*j0Eco-z&ns-YE)P{L-+@*MXU>8ex_v#25Uj2$FVRm
z%*c!^Ov(RLVE(nW2r=ad@S8;mj$x!k#00TKm@(3H`dh^Fey-?+2pI&d$S^ph6%j-a
z3bBL63ANzAtmI=t3%?$dV#BnksR<6uh*}6T025d^uzHOnCgKl`{s*ns@5iK%D1Q9k
zPkpoc{%=O|w}tP57*RxlW&-_1mH=yF7C5M>acc0dr$e!Zkq|<&;M*V}&@7F_FceMl
z+$1D_xFvp5?(YvDJ!hH@xd8=>;qVSHbdwQgAp=Mr`I!9JZy0^TbzO(763i5GBuJhy
zjzbQ(LvVsVmec&8DDYFo(~?jZ1`4A{s(?Z=5h8Hw5bLHE#gudY#mB!d!(>DlkWLA}
zYlh8;ftw;`iU>$;VhZC6B>i@V30W_TA{2(qG;wHPE4D(-j6`B`K-A=8w)BHm<A*4N
z@(?l~su^a?5(tnH2logO(G5VH5Qp@810>dj2<1E{%)kI%p&nUpUB)<Kz}dg53@Wv_
zU~WwlLJLk94I@D)gl7{I0+Cw#(8T_FC;b*#`^e~jkXigxC;cX~`fpD94TVDhLlj$9
zA`;EOQOGTWm<h+R#dQrp2Y=OW3{6iUJESb;IMOwqP(v_|LaOUAM&a+6`5)qtCN}_J
zg{hGUVPO!)D7=zp3Ycq7IQd?O{3iN+ePWRb34+|>!;rl*EVDRdXc~<T8hva(=Lb#f
z?`NMf0f)FoHI2xv5TK$71WC#m5ImqpUy)5WNf-moqcO4=juTi|3-W2A5w4LCLhbji
zrNMy4Y6$_T0ox|9j3Ln=Tysh}gC~A{ExD#a0>LqjaTp>N39KiKgMUGS9{(29`nj1O
z5G6~GsK)d##FmAu$TVn@09@0EQ|)76;n%~-w{*)tGWs91UO(;d1bhe*AXpZi$2it>
zhLNFbQeiB#%sBf0P>WNZX;Ra|vS|V^+%N>Ll$eIjLOs?Z{IPS+UvHcM`H<`CIv6Mb
zFAfuA&=AsTZVAnxA2ZHhKl(7_M4r&WOJEa{e?j6H84*Gx#+ZC8F#I5E`yqTmOXQtv
zi0KHj#27Lhpz;Xw*f4?C3;zABIbdnQ4K0gVA?BeBIEWGn7(z2S`#ORD)>*-CnAo3m
z28w{J8XPm=VF12B%|r;qlbCwQ63AY^*e3r@@~dk!B9JW@dZJ^CB$meHX0m~GY=Dbd
zU!C(LG#L*=kw7YH0Js5jHV`Dq5K^VK{D<cJm%CzOK#~M#hOkT(5#;2WWrpv|9}r8z
zkL`*5AdC3{X9FMUtn)9P4ZxZ+W^zg_6W{_<$i*Uout^iyNI=B@!&iL8k|2glx=$h|
z3@iYO5l%G5L@bbjnEqSV;)jGq4sT%*3{=?!s3KYzYDBggi7gi5$oSjI|J$&LWkgI&
zq#3}=Faa0E1~ZVxAw7$YujZ%URPO%`6Z_Ms+&8!GKJv1^J|2Y#7D%&5YzQEqCino;
zWJuS*xnRvcH2Ob&sUn?e5wo-?fxLoP@?1$zVqwzI5)u0t5Bl{>1q&6LNs<T)V*!qd
z;5R7IV%gEn!XG>0|MjC!LKwYeCL&=N7*oh%O`s4H)3Pl6Pw&3-&4v#j8T}7(lb=NN
zSPbMh3?+c*SOdGF31&QzZCxmW|M=qL-**)8&E7x%#arM1`aJXh_IWb?{lc^NUaj$8
ze}By1zt{fp`J?b7Kl^Wam=x88%a_An{{KHeLH_X{|M)*pO928D02BZK00;m#eM(so
z=Gbw$3jhH93jhEd000000000003ZMW000000A^`tb#i5MFLY>Sa&2L3UuSY*WNBq?
zbS`jiXHZK40u%rg0000800MzZS;<peugc;F06Urs02%-Q000000096X0002<3jhE|
yL0>UnHeX?GUvFe(UvzI@aAajJX>fUNVo*y31^@s600IC40FnRz0QK$%0001J{n8}>

literal 0
HcmV?d00001

diff --git a/src/teachers/GA_1_6/GA_1_6_solution.html b/src/teachers/GA_1_6/GA_1_6_solution.html
index f4be710d..5f1f698c 100644
--- a/src/teachers/GA_1_6/GA_1_6_solution.html
+++ b/src/teachers/GA_1_6/GA_1_6_solution.html
@@ -7509,7 +7509,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h1 id="Workshop-6:-An-ODE-to-Probably-Doing-Enough-(PDE)">Workshop 6: An ODE to Probably Doing Enough (PDE)<a class="anchor-link" href="#Workshop-6:-An-ODE-to-Probably-Doing-Enough-(PDE)">¶</a></h1><h1 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0">
+<h1 id="GA-1.6:-An-ODE-to-Probably-Doing-Enough-(PDE)">GA 1.6: An ODE to Probably Doing Enough (PDE)<a class="anchor-link" href="#GA-1.6:-An-ODE-to-Probably-Doing-Enough-(PDE)">¶</a></h1><h1 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0">
 <style>
         .markdown {width:100%; position: relative}
         article { position: relative }
@@ -7531,7 +7531,32 @@ a.anchor-link {
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <h1 id="Overview">Overview<a class="anchor-link" href="#Overview">¶</a></h1><p>This assignment contains two parts: treating non-linear ODEs and treating the diffusion equation (PDE).</p>
-<h2 id="Section-1:-Solving-Non-linear-ODEs">Section 1: Solving Non-linear ODEs<a class="anchor-link" href="#Section-1:-Solving-Non-linear-ODEs">¶</a></h2><p>In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=453992c1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0933143e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Part-1:-Solving-Non-linear-ODEs">Part 1: Solving Non-linear ODEs<a class="anchor-link" href="#Part-1:-Solving-Non-linear-ODEs">¶</a></h2><p>In task 1 you will solve first a very simple equation unp.np.np.np.sing Newton-Rhapson to understand exactly how to implement it. Task 2 treats the solution of a non-linear ODE in time, first with Explicit Euler and then with Implicit Euler. The latter will require again Newton-Rhapson to find the solution.</p>
 </div>
 </div>
 </div>
@@ -7542,7 +7567,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 1</b>
 <p>The equation to solve using Newton-Rhapson is</p>
@@ -7560,7 +7585,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 1.1</b>
 <p>Formally Newton-Rhapson is implemented iterating the solution as follows:
@@ -7578,13 +7603,24 @@ $$<p><strong>Transform the equation $x^2=9$ to g(x) and write it below, together
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4d30d3b8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c221dccd">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 $$
@@ -7605,7 +7641,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 1.2</b>
 <p>Implement your equations $g(x)$ and $g'(x)$ in the code below, as well as the Newton-Rhapson expression inside the loop. Test the code with the initial guess of $x=10$.</p>
@@ -7619,10 +7655,24 @@ $$</p>
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [14]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># import numpy as np</span>
+
+<span class="c1"># def g(x):</span>
+<span class="c1">#     return YOUR_CODE_HERE</span>
+
+<span class="c1"># def g_der(x):</span>
+<span class="c1">#     return YOUR_CODE_HERE</span>
+
+<span class="c1"># x = .01</span>
+<span class="c1"># for j in range(100):</span>
+<span class="c1">#     x = YOUR_CODE_HERE</span>
+<span class="c1">#     # Next task will go here</span>
+
+<span class="c1"># SOLUTION</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 
 <span class="k">def</span> <span class="nf">g</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
     <span class="k">return</span> <span class="n">x</span><span class="o">**</span><span class="mi">2</span> <span class="o">-</span> <span class="mi">9</span>
@@ -7635,7 +7685,6 @@ $$</p>
     <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="n">g</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="n">g_der</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">g</span><span class="p">(</span><span class="n">x</span><span class="p">))</span> <span class="o">&lt;</span> <span class="mf">1e-6</span><span class="p">:</span>
         <span class="k">break</span>
-
     
 <span class="nb">print</span><span class="p">(</span><span class="s2">"The solution found is "</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="s2">" it took "</span> <span class="p">,</span><span class="n">j</span> <span class="p">,</span> <span class="s2">" iterations to converge."</span><span class="p">)</span>
 </pre></div>
@@ -7663,7 +7712,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 1.3</b>
 <p>The code is taking 100 iterations without stopping. <strong>Add a condition to the code above to stop the loop once the solution is good enough</strong>, i.e., when the solution is closer than $\epsilon = 1e-6$ to the exact solution. How many iterations does it take now to converge?</p>
@@ -7679,7 +7728,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 <p>4 iterations</p>
@@ -7706,7 +7755,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 1.4</b>
 <p>Change the intial guess to  $x=0.01$, which is closer to the exact solution than the initial guess in the previous task. How many iterations does it take to converge? Explain the difference.</p>
@@ -7722,10 +7771,10 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
-<p>It takes 11 iterations, 7 more than in the previous case despite the guess being closer to the solution. This is because at that location the derivative is close to 0 and if first goes far away from the solution.</p>
+<p>It takes 11 iterations, 7 more than in the previous case despite the guess being closer to the solution. This is becaTe at that location the derivative is close to 0 and if first goes far away from the solution.</p>
 </p>
 </div>
 </div>
@@ -7749,7 +7798,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 2</b>
 <p>Solve the following ODE using Explicit and Implicit Euler.</p>
@@ -7762,13 +7811,24 @@ $$<p>with initial value $y(t=0) = 1$</p>
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6ef1b02a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Write your answer here.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8b10ee75">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 2.1</b>
 <p>Write in paper the Explicit and Implicit Euler schemes of the equation above.</p>
@@ -7784,7 +7844,7 @@ $$<p>with initial value $y(t=0) = 1$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 <p>The Explicit Euler Scheme:
@@ -7818,7 +7878,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 2.2</b>
 <p>Just as before, Newton-Rhapson must be implemented following:
@@ -7839,7 +7899,7 @@ where $g(z_j) = 0$ and $z_j$ is a guess and $z_{j+1}$ is the improved guess.</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 $$
@@ -7870,7 +7930,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 2.3</b>
 <p>Implement the Explicit Euler and Implicit Euler schemes by filling the lines of code below:</p>
@@ -7890,17 +7950,66 @@ $$</p>
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [3]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># def g(y_iplus1,y_i, t_iplus1):</span>
+<span class="c1">#     return YOUR_CODE_HERE</span>
+
+<span class="c1"># def g_der(y_iplus1):</span>
+<span class="c1">#     return YOUR_CODE_HERE</span>
+
+
+<span class="c1"># # Define parameters:</span>
+<span class="c1"># dt = .3</span>
+<span class="c1"># t_end = 10</span>
+<span class="c1"># t = np.arange(0,t_end+dt,dt)</span>
+
+<span class="c1"># y_EE = np.zeros(t.shape)</span>
+<span class="c1"># y_IE = np.zeros(t.shape)</span>
+
+<span class="c1"># # Define Initial Conditions</span>
+<span class="c1"># y_EE[0] = YOUR_CODE_HERE</span>
+<span class="c1"># y_IE[0] = YOUR_CODE_HERE</span>
+
+<span class="c1"># # Perform time-integration</span>
+<span class="c1"># newtonFailed = 0</span>
+<span class="c1"># for i in range(0, len(t)-1):    </span>
+    
+<span class="c1">#     # Forward Euler:</span>
+<span class="c1">#     y_EE[i+1] = YOUR_CODE_HERE</span>
+
+<span class="c1">#     # Backward Euler:</span>
+<span class="c1">#     y_IE[i+1] = YOUR_CODE_HERE # Initial guess</span>
+<span class="c1">#     for j in range(200):</span>
+<span class="c1">#         y_IE[i+1] = YOUR_CODE_HERE</span>
+<span class="c1">#         if np.abs(g(y_IE[i+1],y_IE[i],t[i+1])) &lt; 1e-6:</span>
+<span class="c1">#             break</span>
+        
+<span class="c1">#     if j &gt;= 199:</span>
+<span class="c1">#         newtonFailed = 1</span>
+    
+
+<span class="c1"># # Plotting the solution</span>
+<span class="c1"># plt.plot(t, y_EE, 'r', t, y_IE, 'g--')</span>
+<span class="c1"># if newtonFailed:</span>
+<span class="c1">#     plt.title('Nonlinear ODE with dt = ' + str(dt) + ' \nImplicit Euler did not converge')</span>
+<span class="c1"># else:</span>
+<span class="c1">#     plt.title('Nonlinear ODE with dt = ' + str(dt))</span>
+
+<span class="c1"># plt.xlabel('t')</span>
+<span class="c1"># plt.ylabel('y')</span>
+<span class="c1"># plt.gca().legend(('Explicit','Implicit'))</span>
+<span class="c1"># plt.grid()</span>
+<span class="c1"># plt.show()</span>
 
 
+<span class="c1"># SOLUTION</span>
 <span class="k">def</span> <span class="nf">g</span><span class="p">(</span><span class="n">y_iplus1</span><span class="p">,</span><span class="n">y_i</span><span class="p">,</span> <span class="n">t_iplus1</span><span class="p">):</span>
     <span class="k">return</span> <span class="n">y_iplus1</span><span class="o">-</span><span class="n">y_i</span><span class="o">-</span><span class="n">dt</span><span class="o">*</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">y_iplus1</span><span class="o">**</span><span class="mi">3</span><span class="p">)</span><span class="o">+</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">t_iplus1</span><span class="p">))</span>
 
 <span class="k">def</span> <span class="nf">g_der</span><span class="p">(</span><span class="n">y_iplus1</span><span class="p">):</span>
-    <span class="k">return</span> <span class="mi">1</span><span class="o">-</span><span class="mi">3</span><span class="o">*</span><span class="n">dt</span><span class="o">*</span><span class="n">y</span><span class="o">**</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">y_iplus1</span><span class="o">**</span><span class="mi">3</span><span class="p">)</span>
+    <span class="k">return</span> <span class="mi">1</span><span class="o">-</span><span class="mi">3</span><span class="o">*</span><span class="n">dt</span><span class="o">*</span><span class="n">y_iplus1</span><span class="o">**</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">y_iplus1</span><span class="o">**</span><span class="mi">3</span><span class="p">)</span>
 
 
 <span class="c1"># Define parameters:</span>
@@ -7969,26 +8078,11 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Section-2:-Diffusion-Equation-in-1D">Section 2: Diffusion Equation in 1D<a class="anchor-link" href="#Section-2:-Diffusion-Equation-in-1D">¶</a></h2><p>The 1-D diffusion equation reads $$\frac{\partial u}{\partial t}=v\frac{\partial^2 u}{\partial x^2}$$</p>
+<h2 id="Part-2:-Diffusion-Equation-in-1D">Part 2: Diffusion Equation in 1D<a class="anchor-link" href="#Part-2:-Diffusion-Equation-in-1D">¶</a></h2><p>The 1-D diffusion equation reads $$\frac{\partial u}{\partial t}=v\frac{\partial^2 u}{\partial x^2}$$</p>
 <p>where $u$ is a continuous function in space and time, $v$ is a constant and often referred to as the <strong>diffusivity coefficient</strong>, giving rise to the name 'diffusion equation'. This is a Partial Differential Equation which independent variable, $u$, varies on space and time. This equation is virtually present across all fields of civil engineering and science. Here, we use it to represent the temperature on a rod (see the sketch below).</p>
 <p>Unlike the problem of Wednesday, here there is no exchange of heat with the ambient and the temperature evolves in time. The temperature initially is uniform along the rod, equal to $7°C$. Then it is heated at both ends. .</p>
-<p><img alt="Thermal Gradient" src="figures/thermal_gradient.png"/></p>
-<p>The problem is schematized as a one-dimensional $30cm$ steel rod of with a diffusivity coefficient of $4 mm^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ steps.</p>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ef5ab0dd">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [3]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-</pre></div>
-</div>
+<p><img alt="Thermal Gradient" src="./figures/thermal_gradient.png"/></p>
+<p>The problem is schematized as a one-dimensional $0.3 m$ steel rod of with a diffusivity coefficient of $4e-6 m^2/s$. Run the simulation for $10,000 s$ to see the progression of the temperature through the model. Start with $200$ time steps and use 15 points to represent the rod.</p>
 </div>
 </div>
 </div>
@@ -7999,7 +8093,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3</b>
 <p>Solve the diffusion equation using Central Differences in space and Forward Differences in time. You will do this step by step (subtasks).</p>
@@ -8018,7 +8112,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.1:</b>
 <p>How many constraints are needed in the 1D diffusion equation to have a well-posed problem?</p>
@@ -8034,7 +8128,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 <p>One initial condition and two boundary conditions are needed.</p>
@@ -8061,7 +8155,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.2:</b>
 <p>Draw a grid of 6 points with subindexes. Although your actual grid will be much larger, 6 points are enough to visualize the procedure. The initial condition states that the temperature of the rod is $7^o$ C. Does that mean that one single point of your grid is initialized or all of them?</p>
@@ -8077,7 +8171,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 <p>Drawing of the grid.</p>
@@ -8104,7 +8198,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.3:</b>
 <p>Now, the differential equation needs to be expressed in algebraic form using central differences in space and forward differences in time. <strong>Start by just transforming the PDE into a first-order ODE by ONLY applying Central Differences to the spatial derivative term.</strong></p>
@@ -8120,7 +8214,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 $$ 
@@ -8148,7 +8242,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.4:</b>
 <p>Before applying Forward Differences in time to the equation. It is needed to add a superscript to the notation that indicates the time step: $T^j_i$. So, $i$ indicates the spatial location and $j$ the time location. For example, $T^0_2$ indicates the temperature at the node $i=2$ and at the initial moment $j=0 (t=0)$. Furthermore, to express in a general form a node of over the next time step, you can express $T^{j+1}_i$.</p>
@@ -8165,7 +8259,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
 $$ 
@@ -8193,47 +8287,26 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#facb8e; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#facb8E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>NOTE</b>
-<p>If you have doubts of your solution, ask a staff member! It is important to be in the right track!!</p>
+<p>If you have doubts of your solution, <b>stop</b> and ask a staff member! It is important to be in the right track!!</p>
 </p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=852123ea">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#ffa6a6; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%"><p><b>NOTE TO TEACHERS</b>
-EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS FOLLOWS:
-<ul>
-<li>implement the solution using forward difference in time and central in space</li>
-<li>this is an implicit scheme</li>
-<li>first with constand dirichlet, then with varying (in time) dirichlet condition on one end of the bar</li>
-<li>implement the solution using backward in time and central in space</li>
-<li>in both cases we will try to have the students formulate the matrix analytically before implementing it in code so that it is very similar to what we did on wednesday</li>
-<li>note that the time dependency of the boundary requires that there be a loop in the solution</li>
-</ul>
-</p></div>
-</div>
-</div>
-</div>
-</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2ad1f7c0-14d4-4363-8ed9-681e1e271741">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.5:</b>
-<p>Finally, the coding part! Let's start with defining the parameters and creating the grid. <strong>Fill in the missing parts of the code.</strong></p>
+<p>Finally, some coding! Let's start with defining the parameters and creating the grid. <strong>Fill in the missing parts of the code.</strong></p>
 </p>
 </div>
 </div>
@@ -8244,7 +8317,7 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [15]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [4]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="c1"># T_left =           </span>
@@ -8257,17 +8330,17 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 <span class="c1"># nt =               </span>
 
 <span class="c1"># Solution</span>
-<span class="n">T_left</span> <span class="o">=</span> <span class="mi">38</span>        <span class="c1"># Temperature at the left</span>
-<span class="n">T_right</span> <span class="o">=</span> <span class="mi">25</span>       <span class="c1"># Temperature at the right</span>
-<span class="n">T_initial</span> <span class="o">=</span> <span class="mi">7</span>      <span class="c1"># Initial temperature of the bar</span>
-<span class="n">length</span> <span class="o">=</span> <span class="mi">300</span>       <span class="c1"># Length of the bar in mm</span>
-<span class="n">n_point</span> <span class="o">=</span> <span class="mi">15</span>       <span class="c1"># Number of points</span>
-<span class="n">nu</span> <span class="o">=</span> <span class="mi">4</span>             <span class="c1"># Constant value nu mm^2/s (representative value for steel)</span>
-<span class="n">dt</span> <span class="o">=</span> <span class="mi">50</span>            <span class="c1"># Time increment in seconds</span>
-<span class="n">nt</span> <span class="o">=</span> <span class="mi">200</span>           <span class="c1"># Number of time increments</span>
-
-<span class="n">dx</span> <span class="o">=</span> <span class="n">length</span><span class="o">/</span><span class="p">(</span><span class="n">n_point</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">length</span><span class="p">,</span><span class="n">n_point</span><span class="p">)</span>
+<span class="n">T_left</span> <span class="o">=</span> <span class="mi">38</span>
+<span class="n">T_right</span> <span class="o">=</span> <span class="mi">25</span>
+<span class="n">T_initial</span> <span class="o">=</span> <span class="mi">7</span>
+<span class="n">L</span> <span class="o">=</span> <span class="mf">0.3</span>
+<span class="n">nu</span> <span class="o">=</span> <span class="mi">4</span><span class="o">/</span><span class="mi">1000</span><span class="o">/</span><span class="mi">1000</span>
+
+<span class="n">dx</span> <span class="o">=</span> <span class="mf">0.02</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">L</span><span class="p">,</span><span class="n">dx</span><span class="p">)</span>
+<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">dt</span> <span class="o">=</span> <span class="mi">50</span>
+<span class="n">m</span> <span class="o">=</span> <span class="mi">200</span>
 </pre></div>
 </div>
 </div>
@@ -8291,10 +8364,11 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Task 3.6:</b>
 <p>Define the initial conditions and the boundary conditions. <strong>Fill in the missing parts of the code.</strong></p>
+<p>We define a 2-dimensional Numpy array <code>T</code> where the first index, <code>j</code>, represents time and the second index, <code>i</code>, represents space, for example: <code>T[j, i]</code>. Initialize <code>T</code> with a matrix of zeros.</p>
 </p>
 </div>
 </div>
@@ -8308,40 +8382,67 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 <div class="jp-InputPrompt jp-InputArea-prompt">In [5]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># Initialise empty solution array "us"</span>
-<span class="n">us</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">nt</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">n_point</span><span class="p">))</span>
-
-<span class="c1"># Initialise initial conditions into the solution array t=0</span>
-<span class="c1"># us[0] = </span>
-<span class="c1"># Solution:</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_initial</span>
-
-<span class="c1"># Initialise boundary conditions into the solution array at t=0</span>
-<span class="c1"># Remember that the first term is the left boundary and the last term is the right boundary.</span>
-<span class="c1"># us[0][0] = </span>
-<span class="c1"># us[0][-1] = </span>
-<span class="c1"># Solution:</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_left</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_right</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># T = YOUR_CODE_HERE</span>
+<span class="c1"># T[0, :] = YOUR_CODE_HERE</span>
+<span class="c1"># T[:, 0] = YOUR_CODE_HERE</span>
+<span class="c1"># T[:, -1] = YOUR_CODE_HERE</span>
+<span class="c1"># b = YOUR_CODE_HERE</span>
+
+<span class="c1"># SOLUTION</span>
+<span class="n">T</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+<span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="p">:]</span> <span class="o">=</span> <span class="n">T_initial</span>
+<span class="n">T</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_left</span>
+<span class="n">T</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_right</span>
+<span class="n">b</span> <span class="o">=</span> <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">nu</span><span class="o">*</span><span class="n">dt</span><span class="o">/</span><span class="p">(</span><span class="n">dx</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">*</span><span class="p">(</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span> <span class="mi">2</span><span class="p">:]</span><span class="o">-</span><span class="mi">2</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span> <span class="p">:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span>
 </pre></div>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=726ef6e5-db85-4d29-936a-681782073a4e">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e7c5bf2e">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>The finite difference operation will involve using an array that contains $u$ at every point in the array <code>x</code> (code), <code>dt</code>, <code>dx</code> and <code>nu</code> to return an array that contains $u$ at every point in the array <code>x</code> at the <strong>next time step</strong>.</p>
-<p>But what about the boundary points? These will remain the same as the boundaries are held at a constant temperature. Hence, for each array pertaining to $u$, the first and the last values should correspond to the boundary temperatures, before the array is used an a input for the finite difference operation. The rest of the terms can be consded as per the equation in Step 3. In short, while advancing in time, from <code>0</code> to <code>nt*dt</code>, the first and lasts elements of the array $u$ will not be advanced in time but in fact, be assigned the boundary values of temperature.</p>
-<p>So if the $u$ array corresponding to the first time-step has the correct boundary values, the finite difference operation need only copy these values to their locations in every successive array in time. This can be done as an if and else statement.</p>
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 3.7:</b>
+<p>Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b. As in the workshop and textbook, the <code>A</code> matrix consists only of the unknowns in the problem.</p>
+</p>
+</div>
+</div>
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ffd2090f-c5b0-43ee-8516-ae98eb6cff1d">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7e0147f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=641bb333">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Solution</b>
+<p>Answer</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=787c37f6">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
@@ -8349,97 +8450,167 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 <div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">fdm_step</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">dx</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">nu</span><span class="p">):</span>
-
-    <span class="n">u_new</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">u</span><span class="p">))</span>
-
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">u</span><span class="p">)):</span>
-
-        <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">i</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">:</span> <span class="c1"># Exclue fixed boundary point at ends</span>
-
-            <span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">nu</span><span class="o">*</span><span class="n">dt</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">2</span><span class="o">*</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">dx</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
-            
-    <span class="k">return</span> <span class="n">u_new</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># for j in range(m-1):</span>
+<span class="c1">#     A = YOUR_CODE_HERE</span>
+<span class="c1">#     b = YOUR_CODE_HERE</span>
+<span class="c1">#     T[j+1,1:-1] = YOUR_CODE_HERE</span>
+
+<span class="c1"># SOLUTION</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">m</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="n">A</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">))</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">fill_diagonal</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+    <span class="n">b</span> <span class="o">=</span> <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">nu</span><span class="o">*</span><span class="n">dt</span><span class="o">/</span><span class="p">(</span><span class="n">dx</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">*</span><span class="p">(</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">2</span><span class="p">:]</span><span class="o">-</span><span class="mi">2</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span>    
+    <span class="n">T_1_to_n_minus1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> <span class="o">@</span> <span class="n">b</span>
+    <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_1_to_n_minus1</span>
 </pre></div>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a0033860-a8fb-41d0-9c39-4d9b1676fdcc">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=794f6329">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
-<b>Task 1.4:</b>
-<p>You now have the finite difference operation and initial arrays. Now write a single line of code to loop over all time steps to obtain the solution at <code>dt*nt</code>.</p>
+<b>Task 3.8:</b>
+<p>Use this code cell if you would like to verify your numerical implementation. For example, visualize the temperature profile at different time steps.</p>
 </p>
 </div>
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=193daff2">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=56f6fdea">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [16]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nt</span><span class="p">):</span>
-    <span class="n">us</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">fdm_step</span><span class="p">(</span><span class="n">us</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">dx</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">nu</span><span class="p">)</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.plot(x, T[YOUR_CODE_HERE,:])</span>
+<span class="c1"># plt.xlabel('x')</span>
+<span class="c1"># plt.ylabel('T')</span>
+<span class="c1"># plt.show()</span>
 </pre></div>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=794f6329">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=17e7be50-79a7-4699-b0d8-908a58ce36d7">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
-<b>Task XXX:</b>
-<p>Visualization of the temporal evolution.</p>
+<b>Task 3.9:</b>
+<p>Describe the time evolution of the temperature along the rod. Does the temperature reach a steady-state? What does that mean for heat flow?</p>
+<p>Write your answer in the following markdown cell.</p>
 </p>
 </div>
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=fbdbd830-46f7-48eb-926e-ab6cd093f90a">
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8db518cd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fb6cc514-2b49-43df-bd26-35ade685e4db">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Solution</b>
+<p>Your plots should show at the beginning temperatures of $38^oC$ and $25^oC$ at the edges and $7^oC$ elsewhere. As time progresses, you can notice how the temperature increases through the rod and eventually becomes a constant gradient across the length of the rod, indicating a steady-state.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9fcbb39f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 4</b>
+<p>Alter the right boundary condition, with the following equation:</p>
+$$
+u^t_{x=L} = 25 + 10 \sin \left(\frac{2\pi t}{period}\right)
+$$<p>where L refers to the last point of the rod. Put your whole code together in a single cell. Copy the code cells from task 3.5 until task 3.8. Modify the right boundary condition as stated above, the period is 6000 seconds.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=05534522">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [8]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">FDM_plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">u</span><span class="p">,</span> <span class="n">step</span><span class="p">):</span>
-    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
-    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">(</span><span class="n">xlim</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">300</span><span class="p">),</span> <span class="n">ylim</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">40</span><span class="p">))</span>
-    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">u</span><span class="p">[</span><span class="n">step</span><span class="p">])</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'x'</span><span class="p">)</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'u'</span><span class="p">)</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-
-<span class="n">play</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Play</span><span class="p">(</span><span class="nb">min</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="n">nt</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">interval</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">disabled</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-<span class="n">slider</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">IntSlider</span><span class="p">(</span><span class="nb">min</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="n">nt</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
-<span class="n">widgets</span><span class="o">.</span><span class="n">jslink</span><span class="p">((</span><span class="n">play</span><span class="p">,</span> <span class="s1">'value'</span><span class="p">),</span> <span class="p">(</span><span class="n">slider</span><span class="p">,</span> <span class="s1">'value'</span><span class="p">))</span>
-
-<span class="n">interact</span><span class="p">(</span><span class="n">FDM_plot</span><span class="p">,</span>
-    <span class="n">x</span><span class="o">=</span><span class="n">fixed</span><span class="p">(</span><span class="n">x</span><span class="p">),</span>
-    <span class="n">u</span><span class="o">=</span><span class="n">fixed</span><span class="p">(</span><span class="n">us</span><span class="p">),</span>
-    <span class="n">step</span> <span class="o">=</span> <span class="p">(</span><span class="n">play</span><span class="p">))</span>
-
-<span class="n">widgets</span><span class="o">.</span><span class="n">HBox</span><span class="p">([</span><span class="n">slider</span><span class="p">])</span>   
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># YOUR_CODE_HERE</span>
+
+<span class="c1"># SOLUTION</span>
+<span class="n">T_left</span> <span class="o">=</span> <span class="mi">38</span>
+<span class="n">T_right</span> <span class="o">=</span> <span class="mi">25</span>
+<span class="n">T_initial</span> <span class="o">=</span> <span class="mi">7</span>
+<span class="n">L</span> <span class="o">=</span> <span class="mf">0.3</span>
+<span class="n">nu</span> <span class="o">=</span> <span class="mi">4</span><span class="o">/</span><span class="mi">1000</span><span class="o">/</span><span class="mi">1000</span>
+
+<span class="n">dx</span> <span class="o">=</span> <span class="mf">0.02</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">L</span><span class="p">,</span><span class="n">dx</span><span class="p">)</span>
+<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">dt</span> <span class="o">=</span> <span class="mi">50</span>
+<span class="n">m</span> <span class="o">=</span> <span class="mi">200</span>
+
+<span class="n">period</span> <span class="o">=</span> <span class="mi">6000</span>
+<span class="n">T</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+<span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,:]</span> <span class="o">=</span> <span class="n">T_initial</span>
+<span class="n">T</span><span class="p">[:,</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_left</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">m</span><span class="o">*</span><span class="n">dt</span><span class="p">,</span><span class="n">dt</span><span class="p">)</span>
+<span class="n">T</span><span class="p">[:,</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">25</span> <span class="o">+</span> <span class="mi">10</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="o">*</span><span class="n">t</span><span class="o">/</span><span class="n">period</span><span class="p">)</span>
+
+
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">m</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="c1"># Building matrix A</span>
+    <span class="n">A</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">))</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">fill_diagonal</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+    <span class="c1"># Building vector b</span>
+    <span class="n">b</span> <span class="o">=</span> <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">nu</span><span class="o">*</span><span class="n">dt</span><span class="o">/</span><span class="p">(</span><span class="n">dx</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">*</span><span class="p">(</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">2</span><span class="p">:]</span><span class="o">-</span><span class="mi">2</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span>    
+    <span class="n">T_1_to_n_minus1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> <span class="o">@</span> <span class="n">b</span>
+    <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_1_to_n_minus1</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">30</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">150</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'x'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
 </pre></div>
 </div>
 </div>
@@ -8451,198 +8622,285 @@ EVERYTHING BELOW THIS POINT IS VERY MUCH IN DRAFT. THE GENERAL SCOPE WILL BE AS
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
-<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
-<span class="ansi-red-intense-fg ansi-bold">NameError</span>                                 Traceback (most recent call last)
-Cell <span class="ansi-green-intense-fg ansi-bold">In[7], line 13</span>
-<span class="ansi-green-fg">     10</span>     plt<span style="color: rgb(98,98,98)">.</span>ylabel(<span style="color: rgb(175,0,0)">'</span><span style="color: rgb(175,0,0)">u</span><span style="color: rgb(175,0,0)">'</span>)
-<span class="ansi-green-fg">     11</span>     plt<span style="color: rgb(98,98,98)">.</span>show()
-<span class="ansi-green-intense-fg ansi-bold">---&gt; 13</span> play <span style="color: rgb(98,98,98)">=</span> widgets<span style="color: rgb(98,98,98)">.</span>Play(<span style="color: rgb(0,135,0)">min</span><span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">0</span>, <span style="color: rgb(0,135,0)">max</span><span style="color: rgb(98,98,98)">=</span>nt<span style="color: rgb(98,98,98)">-</span><span style="color: rgb(98,98,98)">1</span>, step<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">1</span>, value<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">0</span>, interval<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">100</span>, disabled<span style="color: rgb(98,98,98)">=</span><span class="ansi-bold" style="color: rgb(0,135,0)">False</span>)
-<span class="ansi-green-fg">     14</span> slider <span style="color: rgb(98,98,98)">=</span> widgets<span style="color: rgb(98,98,98)">.</span>IntSlider(<span style="color: rgb(0,135,0)">min</span><span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">0</span>, <span style="color: rgb(0,135,0)">max</span><span style="color: rgb(98,98,98)">=</span>nt<span style="color: rgb(98,98,98)">-</span><span style="color: rgb(98,98,98)">1</span>, step<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">1</span>, value<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">0</span>)
-<span class="ansi-green-fg">     15</span> widgets<span style="color: rgb(98,98,98)">.</span>jslink((play, <span style="color: rgb(175,0,0)">'</span><span style="color: rgb(175,0,0)">value</span><span style="color: rgb(175,0,0)">'</span>), (slider, <span style="color: rgb(175,0,0)">'</span><span style="color: rgb(175,0,0)">value</span><span style="color: rgb(175,0,0)">'</span>))
-
-<span class="ansi-red-intense-fg ansi-bold">NameError</span>: name 'widgets' is not defined</pre>
+<div class="jp-RenderedImage jp-OutputArea-output" tabindex="0">
+<img alt="No description has been provided for this image" class="" src="data:image/png;base64,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"/>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dd052188-5e1d-4335-9462-5af07e4ea03b">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=852b05c5">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#facb8e; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px"> <p><b>Note:</b> Depending on your choice of time step, you may have noticed that your notebook did not converge. This would have looked like a log of oscillations (jagged up-and-down lines) that appear during the animation, which then increase out of control. This happens because the numerical approach used here is conditionally stable; large time steps do not work well. This has to do with the high value of the diffusivity parameter.</p></div>
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5</b>
+<p>Solve the diffusion equation using Central Differences in space but <strong>now with Backward Differences in time</strong>. You will do this step by step (subtasks). Just as before.</p>
+</p>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=17e7be50-79a7-4699-b0d8-908a58ce36d7">
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=81fe7677">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
-<b>Task 1.5:</b>
-<p>Explain what the animation above shows? Does the temperature reach a steady-state? What does that mean for heat flow?</p>
-<p>Record your answer in the following markdown cell.</p>
+<b>Task 5.1:</b>
+<p>Draw the stencils (two in total) of this equation when solving it with Central Differences in space and <strong>Forward Differences in time</strong> and when solving it with Central Differences in space and <strong>Backward Differences in time</strong>.</p>
 </p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fb6cc514-2b49-43df-bd26-35ade685e4db">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6df8a151">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1c67a2bf">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
-<p>Animated plot above shows how the ends of the rod at temperatures of $38^oC$ and $25^oC$ but $7^oC$ elsewhere. As the animation begins, you can notice how the temperature increases through the rod and eventually becomes a constant gradient across the length of the rod, indicating a steady-state.</p>
+<p>Drawing of the stencils</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ca16ee10">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.2:</b>
+<p>Now, the differential equation needs to be expressed in algebraic form using central differences in space and forward differences in time. <strong>Start by just transforming the PDE into a first-order ODE by ONLY applying Central Differences to the spatial derivative term.</strong></p>
 </p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e376cd92-6d55-4d8f-8504-5d0972ed41ca">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4a25a0d0">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Task-2:-Altering-the-right-boundary">Task 2: Altering the right boundary<a class="anchor-link" href="#Task-2:-Altering-the-right-boundary">¶</a></h2><p>Say the right-end of the bar is heated with the cyclic function:
-$$ u(L,t)=25+10\sin\left(\frac{2\pi t}{T}\right)$$</p>
-<p>where $T$ is the time period of the cyclic heating. Here are the additional values for this problem.</p>
+<p>Your answer here.</p>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=032cef25-50fd-4b82-8ec7-8f5a2e8eaac1">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=53ca7cc9">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
-<b>Task 2.1:</b>
-<p>Based on the initialization of the problem as described in Task 1.4, can you set up the initial and boundary conditions for this situation? (you only need to change one condition).</p>
-</p>
+<b>Solution</b>
+$$ 
+\frac{\partial T}{\partial t}\bigg|_i = \nu \frac{T_{i+1}-2T_i+T_{i-1}}{\Delta x^2}
+$$</p>
 </div>
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7a2db483-7d49-45ad-beeb-b5ad78024cfe">
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=139d33af">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [29]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="n">t</span> <span class="o">=</span> <span class="mi">0</span>
-<span class="n">T</span> <span class="o">=</span> <span class="mi">6000</span>
-
-<span class="n">nt</span> <span class="o">=</span> <span class="mi">600</span>
-<span class="n">us</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">nt</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">n_point</span><span class="p">))</span>
-
-<span class="c1"># us[0] = </span>
-<span class="c1"># Solution:</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_initial</span>
-
-<span class="c1"># us[0][-1] = </span>
-<span class="c1"># Solution:</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_left</span>
-<span class="n">us</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">25</span> <span class="o">+</span> <span class="mi">10</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="o">*</span><span class="n">t</span><span class="o">/</span><span class="n">T</span><span class="p">)</span>
-</pre></div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.3:</b>
+<p><strong>Apply Backward Differences to the equation to obtain an algebraic expression.</strong></p>
+</p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8711923d-0c98-453c-a1a0-8b687f53e9df">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=73b82177">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>To pass on the value of the time-dependent boundary condition <code>T_Right</code> to the iteration loop, you must copy the value of <code>us</code> (the solution) to another array, modify the boundary condition on the right (which element of the array will that be?) and pass the modified array to the solution function <code>fdm_step</code>.</p>
-<p>You can use the following code for dynamic plotting:</p>
+<p>Your answer here.</p>
+</div>
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=91182c14-d4d7-4098-9abb-1cee859c8dfe">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7d201180">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="n">play</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Play</span><span class="p">(</span><span class="nb">min</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="n">nt</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">interval</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">disabled</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-<span class="n">slider</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">IntSlider</span><span class="p">(</span><span class="nb">min</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="n">nt</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
-<span class="n">widgets</span><span class="o">.</span><span class="n">jslink</span><span class="p">((</span><span class="n">play</span><span class="p">,</span> <span class="s1">'value'</span><span class="p">),</span> <span class="p">(</span><span class="n">slider</span><span class="p">,</span> <span class="s1">'value'</span><span class="p">))</span>
-
-<span class="n">interact</span><span class="p">(</span><span class="n">FDM_plot</span><span class="p">,</span>
-    <span class="n">x</span><span class="o">=</span><span class="n">fixed</span><span class="p">(</span><span class="n">x</span><span class="p">),</span>
-    <span class="n">u</span><span class="o">=</span><span class="n">fixed</span><span class="p">(</span><span class="n">us</span><span class="p">),</span>
-    <span class="n">step</span><span class="o">=</span><span class="n">play</span><span class="p">)</span>
-
-<span class="n">widgets</span><span class="o">.</span><span class="n">HBox</span><span class="p">([</span><span class="n">slider</span><span class="p">])</span>
-
-<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nt</span><span class="p">):</span>
-    <span class="n">umod</span> <span class="o">=</span> <span class="n">us</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
-    <span class="n">umod</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">25</span> <span class="o">+</span> <span class="mi">10</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="o">*</span><span class="n">t</span><span class="o">/</span><span class="n">T</span><span class="p">)</span>
-    <span class="n">us</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">fdm_step</span><span class="p">(</span><span class="n">umod</span><span class="p">,</span> <span class="n">dx</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">nu</span><span class="p">)</span>
-    <span class="c1"># Update time</span>
-    <span class="n">t</span> <span class="o">+=</span> <span class="n">dt</span>
-</pre></div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Solution</b>
+$$ 
+T^{j+1}_{i} = T^j_i + \frac{\nu \Delta t}{\Delta x^2} \left(T^{j+1}_{i+1}-2T^{j+1}_i+T^{j+1}_{i-1}\right)
+$$</p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=649e7062-eccf-4aab-bd8b-859a00ded411">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=25b64dff">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
-<b>Task 2.2:</b>
-<p>Why is the right boundary dealt with differently in the code than previously? What is different in this version compared to the first?</p>
-<p>Record your answer in the following markdown cell.</p>
+<b>Task 5.4:</b>
+<p>Write in paper the equations that come out from your algebraic representation of the diffusion equation, solving for the unknowns. Use it then to write the matrix A, the unknown vector T and vector b.</p>
 </p>
 </div>
 </div>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4ff6ab87">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8c1db830">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Your answer here.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ec130a96">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<div style="background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <b>Solution</b>
-<p>Replacing the right-hand boundary with a sinusoidal function means that the temperature at the right end of the rod now fluctuates and this then affects the temperature as it diffuses through the rod.</p>
+<p>Answer</p>
 </p>
 </div>
 </div>
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=36284ee9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<b>Task 5.5</b>
+<p>Copy the code of task 4 and make sure to use the Dirichlet conditions of task 3: constant Dirichlet conditions. Implement the Implicit scheme by modifying the code of how the matrix A and vector b are built.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=4edddcaf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># YOUR_CODE_HERE</span>
+
+<span class="c1"># SOLUTION</span>
+<span class="n">T_left</span> <span class="o">=</span> <span class="mi">38</span>
+<span class="n">T_right</span> <span class="o">=</span> <span class="mi">25</span>
+<span class="n">T_initial</span> <span class="o">=</span> <span class="mi">7</span>
+<span class="n">L</span> <span class="o">=</span> <span class="mf">0.3</span>
+<span class="n">nu</span> <span class="o">=</span> <span class="mi">4</span><span class="o">/</span><span class="mi">1000</span><span class="o">/</span><span class="mi">1000</span>
+
+<span class="n">dx</span> <span class="o">=</span> <span class="mf">0.02</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">L</span><span class="p">,</span><span class="n">dx</span><span class="p">)</span>
+<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">dt</span> <span class="o">=</span> <span class="mi">50</span>
+<span class="n">m</span> <span class="o">=</span> <span class="mi">200</span>
+
+<span class="n">T</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+<span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,:]</span> <span class="o">=</span> <span class="n">T_initial</span>
+<span class="n">T</span><span class="p">[:,</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_left</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">m</span><span class="o">*</span><span class="n">dt</span><span class="p">,</span><span class="n">dt</span><span class="p">)</span>
+<span class="n">T</span><span class="p">[:,</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_right</span>
+
+<span class="n">C</span> <span class="o">=</span> <span class="n">nu</span><span class="o">*</span><span class="n">dt</span><span class="o">/</span><span class="n">dx</span><span class="o">**</span><span class="mi">2</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">m</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
+    <span class="c1"># Building matrix A</span>
+    <span class="n">A</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">))</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">fill_diagonal</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="mi">1</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="n">C</span><span class="p">)</span>
+    <span class="n">A</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">3</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="o">-</span><span class="mi">2</span><span class="p">)]</span> <span class="o">=</span> <span class="o">-</span><span class="n">C</span>  <span class="c1"># Upper diagonal</span>
+    <span class="n">A</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="o">-</span><span class="mi">2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">3</span><span class="p">)]</span> <span class="o">=</span> <span class="o">-</span><span class="n">C</span>  <span class="c1"># Lower diagonal</span>
+    <span class="c1"># Building vector b</span>
+    <span class="n">b</span> <span class="o">=</span> <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> 
+    <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">T_left</span> <span class="o">*</span> <span class="n">C</span>
+    <span class="n">b</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">b</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">T_right</span> <span class="o">*</span> <span class="n">C</span> 
+    <span class="n">T_1_to_n_minus1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> <span class="o">@</span> <span class="n">b</span>
+    <span class="n">T</span><span class="p">[</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_1_to_n_minus1</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">0</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">30</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">T</span><span class="p">[</span><span class="mi">199</span><span class="p">,:])</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'x'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedImage jp-OutputArea-output" tabindex="0">
+<img alt="No description has been provided for this image" class="" src="data:image/png;base64,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"/>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3d1dfe3d">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -8658,11 +8916,11 @@ $$ u(L,t)=25+10\sin\left(\frac{2\pi t}{T}\right)$$</p>
         article { position: relative }
     </style>
 <a href="http://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license">
-<img alt="Creative Commons License" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" style="border-width:; width:88px; height:auto; padding-top:10px"/>
-</a>
+<img alt="Creative Commons License" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" style="border-width:; width:88px; height:auto; padding-top:10px">
+</img></a>
 <a href="https://www.tudelft.nl/en/ceg" rel="TU Delft">
-<img alt="TU Delft" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
-</a>
+<img alt="TU Delft" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px">
+</img></a>
 <a href="http://mude.citg.tudelft.nl/" rel="MUDE">
 <img alt="MUDE" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
 </a>
-- 
GitLab