diff --git a/Aeromechanik/Aeromechanik.ipynb b/Aeromechanik/Aeromechanik.ipynb
index 09470c61b7f15ad9b692874b70f29a7c83cee783..2f0b547eb447af11378e2c1a2bb4d0999780f6ae 100644
--- a/Aeromechanik/Aeromechanik.ipynb
+++ b/Aeromechanik/Aeromechanik.ipynb
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "790c4e5e",
    "metadata": {},
    "outputs": [],
@@ -140,7 +140,7 @@
     "import PhyPraKit as ppk\n",
     "from scipy.signal import find_peaks_cwt\n",
     "from IPython.display import display, HTML\n",
-    "from mpl_toolkits.mplot3d import Axes3D"
+    "from mpl_toolkits.mplot3d import Axes3D\n"
    ]
   },
   {
@@ -165,7 +165,7 @@
    "source": [
     "### Aufgabe 1.1: Statischer und dynamischer Druck\n",
     "\n",
-    "Bestimmen Sie mit zwei verschiedenen Sonden den statischen und den dynamischen Druck im Luftstrom einer Düse bei Drehzahlen des Motors zur Erzeugung des Luftstroms von $f=1300$ und $2600\\,\\mathrm{U/min}$:\n",
+    "Bestimmen Sie mit zwei verschiedenen Sonden den statischen und den dynamischen Druck im Luftstrom einer Düse bei Drehzahlen des Motors zur Erzeugung des Luftstroms von $f=2600\\,\\mathrm{U/min}$:\n",
     "\n",
     " * Mit einer **Rohrsonde**.\n",
     " * Mit einer **Scheibensonde**.\n",
@@ -182,7 +182,7 @@
     "\n",
     "Eine Düse, dessen Drehzahl regelbar ist, erzeugt einen Luftstrom. Die Drehzahl kann an einem Drehknopf eingestellt werden und wird entsprechen der Aufgabenstellung einmal auf 1300 U/min und 2600 U/min gestellt.\n",
     "\n",
-    "Zur Messung des Drucks gibt es eine dünne Röhre aus Glas. Die Röhre ist leicht nach rechst oben geneigt und am unteren linken Ende befindet sich ein Glasbehältnis mit farbigem Wasser. Beide Enden der Messapparatur sind mit einem Schlauch verbunden. Dies erlaubt einen Druckunterschied zwischen dem linken und rechten Schlauch zu bestimmen. (Dabei muss der Linke immer den höheren Druck messen). Ist nun eine Druckdifferenz vorhanden, steigt die Flüssigkeit in der Röhre und es lässt sich anhand einer Skala die Druckdifferenz in Pascal ablesen. Dabei ist wichtig zu beachten, dass ein Offset von 30Pa besteht, da bei keiner Druckdifferenz an beiden Enden die Flüssigkeit auf 30Pa ruht.\n",
+    "Zur Messung des Drucks gibt es ein Feinmanometer. Das Feinmanometer ist eine dünne Röhre aus Glas. Die Röhre ist leicht nach rechst oben geneigt und am unteren linken Ende befindet sich ein Glasbehältnis mit farbigem Wasser. Beide Enden der Messapparatur sind mit einem Schlauch verbunden. Dies erlaubt einen Druckunterschied zwischen dem linken und rechten Schlauch zu bestimmen. (Dabei muss der Linke immer den höheren Druck messen). Ist nun eine Druckdifferenz vorhanden, steigt die Flüssigkeit in der Röhre und es lässt sich anhand einer Skala die Druckdifferenz in Pascal ablesen. Dabei ist wichtig zu beachten, dass ein Offset von 30Pa besteht, da bei keiner Druckdifferenz an beiden Enden die Flüssigkeit auf 30Pa ruht.\n",
     "\n",
     "In diesem Versuch werden eine Rohr- und eine Scheibensonde jeweils einmal parallel und einmal senkrecht in den Luftstrom gehalten. (Der zweite Schlauch misst dabei den Umgebungsdruck). Bei der parallelen Messung wird der Gesamtdruck gemessen und bei der senkrechten der statische. Beobachtet wird welcher Wert für den Druck gemessen wird und welcher der beiden Sonden sich eher für die Messung eignet. Sowohl der Gesamtdruck als auch der statische Druck wird im Vergleich zum Außendruck gemessen.\n",
     "Aufgrund der Bernoulli-Gleichung $p_{ges} = \\frac{1}{2} \\rho v^2 + p_s = \\text{const.}$ erwarten wir, dass der Gesamtdruck höher ist als der Außendruck, weswegen für diese Messung der Linke Schlauch mit der Sonde verbunden wird. Für den statische Druck erwarten wir, dass dieser niedriger ist, weswegen für diese Messung die Sonde rechts verbunden wird.\n",
@@ -207,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "05ee67d2",
    "metadata": {},
    "outputs": [
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "2c6e6dd8-bcfa-407c-b07e-3bb7dcf8f358",
    "metadata": {},
    "outputs": [
@@ -357,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 40,
    "id": "495e80a1",
    "metadata": {},
    "outputs": [
@@ -374,10 +374,18 @@
       }
      },
      "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Quelle : https://av.ph.nat.tum.de/Experiment/1000/Foto/Gross/f1515.jpg\n"
+     ]
     }
    ],
    "source": [
-    "display(Image(filename='Aufgabe 1/Paradoxon.jpg',width=350))"
+    "display(Image(filename='Aufgabe 1/Paradoxon.jpg',width=350))\n",
+    "print('Quelle : https://av.ph.nat.tum.de/Experiment/1000/Foto/Gross/f1515.jpg')"
    ]
   },
   {
@@ -395,7 +403,7 @@
    "source": [
     "**L Ö S U N G / D I S K U S S I O N**\n",
     "\n",
-    "Dieses Ergebnis, welches für viele kontraintuitive erscheint, lässt sich auch mithilfe der Bernoulligleichung erklären. Aufgrund des Luftstroms ist der dynamische Druck sehr hoch und entsprechend der statische druck klein. Der dynamische Druck wirkt in die Fließrichtung der Luft, also radial nach außen. Der statische druck, wirkt weiterhin in alle Richtungen, ist aber nun viel kleiner als der Normaldruck von außen. Dadurch wird die Platte nach oben gedrückt.\n",
+    "Dieses Ergebnis, welches für viele kontraintuitive erscheint, lässt sich auch mithilfe der Bernoulligleichung erklären. Aufgrund des Luftstroms ist der dynamische Druck sehr hoch und entsprechend der statische druck klein. Der dynamische Druck wirkt in die Fließrichtung der Luft, also radial nach außen. Der statische druck, wirkt weiterhin (unter anderem) senkrecht zur Platte, druckt diese also nach unten. Der Normaldurck von außen, welcher viel größer ist, muss also nurnoch den statischen Druck überwinden. Dadurch wird die Platte nach oben gedrückt.\n",
     "\n",
     "---"
    ]
@@ -441,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "749744d6",
    "metadata": {},
    "outputs": [
@@ -569,7 +577,7 @@
     "\n",
     "Um eine Aussage über die resultierende Geschwindigkeit treffen zu können, wird ein Fit über die gemessene Kraft am Luftstrom und der angelegten Frequenz des Rotors gemacht. Hierfür wird die Bernoulli-Gleichung genutzt:\n",
     "\n",
-    "$ \\rho \\cdot g \\cdot h + \\frac{1}{2} \\cdot \\rho \\cdot v^2 + p = const. $\n",
+    "$ \\rho \\cdot g \\cdot h + \\frac{1}{2} \\cdot \\rho \\cdot v^2 + p = const. $ (Dabei kann der geostatische Druck vernachlässgt werden)\n",
     "\n",
     "(geodät. Druck + dyn. Druck + stat. Druck) Hierbei ist $\\rho$ die Luftdichte.\n",
     "\n",
@@ -579,7 +587,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "38afd788",
    "metadata": {},
    "outputs": [
@@ -687,7 +695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "0d231e0a",
    "metadata": {},
    "outputs": [
@@ -711,7 +719,12 @@
    "source": [
     "**D I S K U S S I O N**\n",
     "\n",
-    "Durch den Fit lässt sich der zusammenhang: $v=((0.00498 \\pm 0.00028) * f + (0.33 \\pm 0.57)) \\, \\frac{m}{s}$ aufstellen.\n",
+    "Durch den Fit lässt sich der Zusammenhang zwischen Frequenz $f$ und dynamischer Druck $p_{dyn}$ wie folgt ausdrücken: \n",
+    "$$p_{dyn}=((0.00498 \\pm 0.00028) * f + (0.33 \\pm 0.57)) \\, \\frac{m}{s}$$\n",
+    "\n",
+    "Der Zusammenhang zwischen der Luftgeschwindigkeit $v$ und der Frequenz lässt sich demnach wie folgt ausdrucken:\n",
+    "\n",
+    "$$v = (0.005129\\pm6.9*10^{-5}) * f$$\n",
     "\n",
     "---"
    ]
@@ -756,95 +769,111 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
-   "id": "87966da7",
+   "execution_count": 39,
+   "id": "15f32dfa",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 1200x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKQAAAHpCAYAAAC83eTFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAADEwElEQVR4nOzdeXzM1/4/8Ndn9pnsixCRkAXR2BIUrZ2i1TZKqS5Kq25bLdVWr0spSou6l1YX1VJaqq6rfqi2vq4S26USitiTEJJIQiL77DOf3x9ppka2mUlIJK/n45HHo3M+55zPez65VybvnPM+giiKIoiIiIiIiIiIiO4SSV0HQEREREREREREjQsTUkREREREREREdFcxIUVERERERERERHcVE1JERERERERERHRXMSFFRERERERERER3FRNSRERERERERER0VzEhRUREREREREREdxUTUkREREREREREdFcxIUVERERERERERHcVE1JERERERERERHRX1duEVHx8PB555BH4+PjAzc0N999/PzZs2OD0PEVFRZgzZw7at28PjUYDb29vxMTEYN68eXcgaiIiIiIiIiIiqo4giqJY10HcLi4uDkOGDIFCocCYMWPg5eWFLVu24PLly/jggw8wc+ZMh+a5evUqBgwYgEuXLmHQoEGIjo6GwWBAcnIyrl69ilOnTjkck9VqxbVr1+Dh4QFBEFx9a0REREQVEkURRUVFaN68OSSSevs3QyIiIqJaUe8SUmazGZGRkUhPT8fhw4cRHR0NoHSlU8+ePXHhwgWcPXsWrVu3rnIei8WCnj174vTp0/j555/Rv3//cveRyWQOx5Weno7g4GDn3xARERGRE9LS0tCiRYu6DoOIiIjojnI8I3OX7NmzBykpKXjhhRdsySgA8PDwwOzZszFmzBisWbMGH374YZXzbN68GfHx8Zg9e3a5ZBQAp5JRZfcHSj8kenp6OjWWiIiIqCKiaIU+/SIMWckoKtGifexE22cOIiIiooas3iWk4uLiAACDBw8ud62sbd++fdXO8+9//xsAMGrUKKSlpeHnn39Gfn4+wsPD8fDDD8Pd3d2puMq26Xl6ejIhRURERDVmNeqgTUqAsigXSjeNrZ2lAYiIiKgxqHcJqaSkJACocEuej48P/P39bX2qkpCQAAA4ePAg3nzzTRgMBtu1Jk2aYNOmTejXr1+l4w0Gg92YwsJCR98CERERUZVM+dehTTkG0WSovjMRERFRA1TvKmYWFBQAALy8vCq87unpaetTlevXrwMAJk+ejKlTpyItLQ03btzA8uXLUVBQgOHDhyMzM7PS8QsXLoSXl5fti/WjiIiIqKZEUYQ+7RxKzv+PySgiIiJq1OpdQqq2WK1WAMCjjz6KRYsWoUWLFvD398fkyZPx5ptvoqCgAKtXr650/IwZM1BQUGD7SktLu1uhExERUQNkNepRcu4Q9BkX6joUIiIiojpX7xJSZSujKlsFVVhYWOnqqYrmefzxx8tde+yxxwD8ta2vIkql0lYvinWjiIiIqCbMhTkoStwLc2FOXYdCREREVC/Uu4RUWe2oiupE5eXlIScnp8L6Urdr27YtAMDb27vctbI2nU7neqBERERE1RBFEfqMCyg+d4hb9IiIiIhuUe8SUn379gUA7Nq1q9y1srayPlUZMGAAAODs2bPlrpW1tWrVytUwiYiIiKpkNRlQcuEw9GnnAFGs63Dq3KqlS/Hx3LlYtXRpXYdCRERE9YAgivXrE5LZbEbbtm2RkZGBI0eOoHPnzgCAoqIi9OzZExcuXMCZM2fQpk0bAEBOTg5ycnLg7+8Pf39/2zyXL19Gu3bt4OXlhePHjyMoKMg2T58+fXDixAns3r0bAwcOdCiusq2CBQUF3L5HREREVTIX5kKbnACr0fHV2IUlWrQc9GyD/azRs0ULZGVkoFlQEA6np9d1OERERFTH6t0KKZlMhlWrVsFqtaJ3797429/+hmnTpqFTp044c+YM5s6da0tGAcBnn32Gdu3a4bPPPrObJzQ0FEuWLMH169fRqVMnTJw4Ea+//jo6duyIEydO4G9/+5vDySgiIiIiR5Ru0buI4nMHnUpGUcM1d+5cCIKAuLi4e/oejUGrVq24g4KI6C6qdwkpAOjfvz8OHjyIXr16YdOmTfjiiy/g5+eH9evX491333V4nsmTJ2P79u247777sHHjRqxevRp+fn746quvsHLlyjv4DoiIiKixsZqN0F44An3aWW7Ru0ekpqZCEAS7L7lcjqCgIIwePbrKA3Dupri4OAiCgLlz59Z1KPSntWvXlvvfzq1f/fr1q+sQiYjqPVldB1CZ+++/H7/++mu1/ebOnVvlD+fHHnvMdqoeERER0Z1gLroJbVI8V0Xdo8LDw/Hcc88BAEpKSnDs2DH85z//wdatW7F792706dOnjiOs2uuvv44xY8YgJCSkrkNpdAYOHIhevXqVa+dKKyKi6tXbhBQRERHRvcCQmQzd1bOAaHV5DlEUIVrMtRgVOSMiIqLcHzgXLVqEGTNmYPbs2di3b1/dBOag22up0t0zaNAg/OMf/6jrMIiI7kn1csseERERUX0nmk0oufA7dFdO1ywZZTZBl5wAbVJ8LUZXv+zauhW5168DAHKvX8eurVvrNiAHTJgwAQBw7NixcteMRiOWLl2KmJgYuLm5wcPDA71798b27dsdnv+bb75BbGwsWrVqBZVKBV9fXwwZMgR79+616zd37lz0798fADBv3jy7bWGpqam2PpXVkNqxYwf69+8PLy8vqNVqdO7cGR9//DEsFotdv7Lti+PHj8elS5fw5JNPwsfHB25ubhg0aBBOnjzp8Hvr168fBEGAwWDAe++9h4iICMjl8mq3HI4fP97ufd3+HG5/j7duZTx+/DiGDBkCDw8PeHl54YknnqhwHgDYtm0bunXrBrVajaZNm2LixInIy8tz+P0REVHt4AopIiIiIieZi/NKt+gZtDWbp+gmtMkJEI06WPTGWoquftm1dStefuIJ22uTyYRXRozAl1u2YPDw4XUXmINkMvuPywaDAUOHDkVcXByio6MxYcIEmEwm/Pzzz4iNjcWnn36K119/vdp5X3vtNXTq1AmDBg1CkyZNkJGRga1bt2LQoEHYsmULYmNjAZQmd1JTU/Htt9+ib9++drWJvL29q7zHJ598gqlTp8LX1xfPPPMM3Nzc8NNPP+HNN9/EgQMHsHnzZgiCYDcmNTUV3bt3x3333YcXX3wRKSkp2LZtG/r3749z586hadOmjj04ACNGjMDJkycxZMgQ+Pr6IiwszOGxzkhISMCSJUvQr18/vPzyy/jjjz+wdetWJCYm4vTp01CpVLa+3333HcaNGwdPT0+MHTsW3t7e2LFjBwYNGgSj0QiFQnFHYiQiovKYkCIiIiJygiHrUs1XRYkiDJlJMKSdB/BnAXSJvHYCrCOrli7F6qVLy7WXrYy6lSiKeH30aPgFBFQ414S33sJLb71V6zE6o+wAnNvrA73//vuIi4vD3Llz8d5779kSOkVFRRgwYADefvttjBgxAs2bN69y/rNnzyI0NNSuLTMzE127dsU777xjl5ACgG+//Rb9+vVzuLD5pUuXMG3aNAQEBCAhIQHBwcEAgA8//BCDBw/Gli1b8P3339tqZ5XZt28fFi1ahOnTp9vaZs+ejQULFmDNmjVObU+7du0aTp06BV9fX4fHuOLnn3/Gxo0b8dRTT9nann/+eaxbtw5bt27FmDFjAACFhYWYPHky3NzcEB8fbzu5+4MPPsCgQYOQmZmJli1bOnXv3bt3Q6/Xl2t/5ZVX0KxZsxq8KyKiho8JKSIiIiIHiGYTtJdPwJSbUSvzWYryUJaMkrr7wj2wHYBva2XuulBcWIisDMefjclkqrR/cWFhbYXlkOTkZFuip6SkBPHx8di3bx8CAgKwZMkSWz+r1YoVK1YgIiLCLhkFAB4eHnjvvffw+OOPY8uWLdWukro9GQUAgYGBGDlyJD799FNcuXLF6eTIrb7//nuYzWa8/fbbtmQUACgUCixatAg9e/bE2rVryyWkQkND8c4779i1TZgwAQsWLEB8vHPbSufNm3fHk1EA0KdPH7tkFAC8+OKLWLduHeLj420Jqa1bt9qSUmXJKACQy+X44IMP0Lt3b6fv/dtvv+G3334r1z58+HAmpIiIqsGEFBEREVE1LCUFKEk6Cqu+pFbmEwQB6rDOKD69Dwr/YChbtEWRtvwqi3uJu6cnmgUFlWvPvX4dJpOpXLtcLq90hZS7p2etx1eVlJQUzJs3z64tICAABw4csEtcXLhwAXl5eWjevHm5/gBw48YNAMD58+erveelS5ewcOFC7NmzBxkZGTAYDHbXr127VqOE1B9//AEAdlv8yvTo0QNqtRonTpwod61Tp06QSOzLzLZo0QIAkJ+f71QM999/v1P9XRUTE1OuraKYy+pgVZR46tmzZ7ntmY5YuHAhi5oTEbmICSkiIiKiKhiyL0N3JRGw1mCLntUKq6EEUrWHrU0iV8Kj4wAI0obxceylSrbZ7dq6Fa+MGAFRFG1tgiDgs//8B4P/3JZW14YMGYKdO3cCKE0qffvtt5g+fTqGDx+Oo0ePwt3dHQBw8+ZNAMCZM2dw5syZSucrKak6cZmcnIz7778fhYWF6N+/Px577DF4enpCIpEgLi4O+/btK5egclbhn6vMKqv5FBAQgIwKVqh5eXmVaytL1NxeCL06ztSbqglHYy4oKABQ+t5vJ5VK4efnd4ciJCKiijSMT0BEREREtUy0mKG9dAKm3PQazWPVl0CbnACrUQf3Dv0gkf9VYLmhJKOqMnj4cHy5ZQteHz0aJpMJcrm8XiWjbtekSRNMmzYNBQUFWLBgAWbNmoWPP/4YAOD558qtkSNHYvPmzS7fY9myZcjLy8P69evx7LPP2l175ZVXsG/fPpfnLlMWa3Z2doUrra5fv27rc6fcXjC9OmUrs8xmc7lrZcmkmihLXF2voK6ZxWJBbm4ugipY5UdERHeGpPouRERERI2LRVuIotNxNU5GGXMzUHQ6DpaSfIgmA3SXTtZShPeWwcOH27bn+QUE1Ntk1K1mzpyJ5s2b44svvkBqaioAoF27dvD09ERCQkKF2xAdlZKSAgB4/PHH7dqtVisOHTpUrr9UKgXg3Aql6OhoAEBcXFy5a0ePHoVOp0Pnzp0dnu9u8PHxAYAKV26VbUGsiU6dOgEADhw4UO7a4cOHK0yEERHRncOEFBEREdEtjNevoPj0Plh1xS7PUba6SpecAFhKf8mVKN2gatG2tsKkO0ytVmP69OkwmUyYP38+gNJtYK+++iquXLmCadOmVZiUOn36dIUrcG5VtmLp4MGDdu2LFy/G6dOny/UvKwyenu54gvSZZ56BTCbD0qVLce3aNVu7yWSy1TwaP368w/PdDV27dgUArF271q598+bNtbJqLDY2Fp6envjmm29w8eJFW7vJZMKsWbNqPD8RETmn4a8TJyIiInKAaDFDl3oKxhtXazSPRVsIbVI8rPq/ElpyvxZQh3aEIJXXNEy6i/72t79h8eLF+O677zBz5kyEh4dj3rx5OH78OJYvX46ff/4Zffv2RZMmTZCRkYHExEScPHkShw8frrBOUZlXXnkFa9aswYgRI/DUU0/Bz88PR44cwfHjxzFs2DD8/PPPdv0jIyPRvHlzbNy4ERqNBi1atIAgCHj11VcrrJ8EAOHh4Vi8eDHefvttdOzYEaNHj4abmxt27NiB8+fPIzY2ttwJe3Vt+PDhCA0Nxdq1a5GWlobo6GicO3cOe/bswSOPPIJffvmlRvN7eXlh+fLlGD9+PLp164YxY8bAy8sLO3bsgFqtRmBgYC29EyIicgRXSBEREVGjZ9EWovj0/holo0RRhCH7cunqqrJklEQKdVg01OExTEbdg1QqFWbMmAGz2Ww7VU+pVOLXX3/FypUr0axZM2zevBkff/wx9u/fj8DAQKxYsQIdOnSoct7o6Gjs2rULXbp0wZYtW/DNN9/A29sbhw4dsq0SupVUKsWWLVvQvXt3rFu3DjNnzsSMGTOQl5dX5X3eeustbNu2De3bt8f69evx6aefQi6X41//+hc2b97sdI2nO02tVuO3335DbGwsjh49ihUrVkCv12P//v3o1q1brdxj3Lhx+H//7/+hdevW+Pbbb/Htt9/iwQcfxO7du6FQKGrlHkRE5BhBvPXIE6pUYWEhvLy8UFBQcMcLQBIREdHdY7yRBt3lkxCtNasfo005DlNOmu21ROMFTUQXu5P1qlJYokXLQc822M8aPVu0QFZGBpoFBeGwE1vPiIiIqGHilj0iIiJqlESrBbrURBivp9bKfDKvAFtCStE0FKqQKAgSaa3MTURERNTQMCFFREREjY5FVwxtUjws2pofJV9G4d8ClpJ8yDz8IPdlLZrbTXjrLRQXFsK9Aa7+IiIiIucxIUVERESNijEnHbrLJyBaXN+iZzXqYLp5Dcpm4Xbt6pbtaxpeg/XSW2/VdQhERERUjzAhRURERI2CaLVAd+U0jNmXazSPKT8bupTjEM1GCHIVFH5BtRQhERERUePBhBQRERE1eBZ9SekWvZJ8l+cQrVbo087CmJViazNkXIDct3mtnFYm925W4zmIiIiI7hVMSBEREVGDZrp5DdqUPyBaTC7PYdEXQ5d8zC6hJfNuBnVY5xonowSJFKqWHSBR+9ZoHiIiIqJ7CRNSRERE1CCJViv0V8/AcMuKJlcYc9Kgu3wSsFpKGwQJVCH3QdE0rMbJKKmbNzQRXSBVe8BQWFijuYiIiIjuJUxIERERUYNjNWhRkhQPS3Gey3OIFjN0qadgykmztUlUbtBEdIXUzbvGMSqbt4aqRTsIEkmN5yIiIiK61zAhRURERA2KKS8T2pTjEM2ub9EDAN2V03bJKLl/MNStOkKQ1uzjk0ShhiaiC2Se/jWah4iIiOhexoQUERERNQiiaIX+6lkYMpNrZT5Vi0iY8zIhWi1Qh3aCwj+4xnPK/YKgCe0MQSavhQiJiIiI7l1MSBEREdE9z2rQQZscD3PRTZfnEEXRriaURKGCpnU3CAoVpCr3GsUnSGVQt+oIRZOQGs1DRERE1FAwIUVERET3NFNe1p9b9Iwuz2EuzIU+7Sw0bbtDIlPY2mtjW53U3be0cLnKrcZzERERETUUTEgRERHRPUkUrdCnnYfh2sUazCHCkHERhozzAADdpROlq6IqOD1v3Q/bUFKig5ubGmOfjq1+ckGAKqgtlEFtIAgsXE5ERER0KyakiIiI6J5jNeqgTT4Gc2FOjeewFOXa2kSzCbBagAoKl6//4Sdcv5GLgCZ+1SakJEpNaeFyDz+X4yMiIiJqyJiQIiIionuKqeA6tMnHIJoMrs+RlwXdpT/stvkpW0RC2bxNhaujnKFoEgJ1yw4sXE5ERERUBSakiIiI6J4giiIM6eehz7jg+hxWC/RpZ2HMumRrExTqWlnNJEjlUId1hsIvqEbz0N1lNpuh1+ttrzUaDSSShrHF0mq1QqvVQiaTQaVS1XU4REREdhrGT1siIiJq0KxGPUrO/69GySiLvhjFZw7YJaNkPs3g3qFfjZNRMk9/eHTsz2TUPWjYsGHw8PCwfU2ZMqXaMW+//TZGjhx5F6KrmUmTJsHDwwPu7u7Izs6u63CIiIjscIUUERER1WvmwhxokxNgNeqr71wFS2EOrNqC0heCBKqQKCiahtZsi54ggapFJJTNW9d4qx/VjS+//BIZGRkAgG+++QbFxcXVjhk0aBByclyvX3a3zJkzB8899xx69+4NnU5X1+EQERHZYUKKiIiI6iVRFGG4lgR9+jlAFGs8n7xJS5gLbsCiLYQmoiukbl41mk+idocmvAtk7j41jo3qTmhoKEJDQwEAu3fvRmpqarVjHn744TscVe0IDAxEYGBgXYdBRERUISakiIiIqN6xmgzQphyDOf+663MYdZAo1LbXgiBAHdoZEAQIFZyi5wxFQCuoW7av8Tz3gsLj/4fCP/6v2n6KJi0R8Pgbdm3Xt38C440r1Y71jB4Cz5ghttdWow7X1r3r9Lg76dy5c+jQoQMsFgsAIDo6GsePH7frM3XqVHzyySdQKpVYtWoVPvnkEyQmJqJ58+aYP38+nn32WQBAixYtoNVqMXLkSPznP/9BWFgY5syZg+nTpyM7OxvLly/H2LFjbfPqdDq8++67WL9+PbRaLQYPHoyPP/4YISEh5eLctGkT3nvvPVy+fBlt2rTBzJkz7+BTISIich1rSBEREVG9Yi7MRXFinMvJKFEUYchKQdGJ3TDlZdldE2TyGieRBJkCmrDOjSIZBZQmhyzFedV/6YrKjbXoihwaazXetp1MhGvj7qDWrVtj79692Lt3L5YtW4abN2+W6/POO+9g7969MBgMmDRpEkaNGoWtW7fi+eefx4QJE2xjduzYAYVCgcTERKxbtw7+/v4YOXIkJkyYgGXLlmH+/Pl/PQpRxJNPPont27dj4cKFWLNmDYqLi9GrV69y2wa3b9+OMWPGoEePHti0aRNeffVVvPXWW3f2wRAREbmocXySIiIionpPFEUYMpOhTzvr8hY9q8kA3aU/YM4vLeCsu/QHpB362a2UctmfJ68JDeQENkdJFGpIHdiWKFV7VNjmyNhy3x8Bro27g2QyGXr37l1ln6CgIAQFlRa2//TTTzFu3DgAwNChQ/HVV1/hwoUL6NmzJzp37gyVSoXVq1cjKioK2dnZ8PLywjvvvAMAmDdvnm3OLVu2ICEhAWfPnoWfX2nx/ZEjR2Lo0KF4//33sXz5clvft99+G9OmTcNHH31ka+vZsydiYmJq5yEQERHVIiakiIiIqM5ZzUboUo6XW9HkjNLi58cgmv4qfi73D4YgU9YsOIkE6uAoSGSKms1zj/KMcX1b3O1b+BwlUajRYsJSl8bWF7169bJ7rVAoYDAY7NratWsHoDTZVfbfQGlytsy2bdswYcIEWzIKACQSCaZNm4aJEyfaElIXL15ESkoKZs2aZXeP6Ojo2nlDREREtYwJKSIiIqpT5qKbpafoGbQujRdFKwwZF2HIuGBrE2QKqMNjIPduWqPYpGpPaCK61LgAOjU+Uqm02j6SW1bbSSpZeZeZmYkePXqUaw8KCkJmZqbtdW5uLvz9/eHp6elCtERERHcfE1JERERUZwyZKdBdPQOIVpfGWw06aFOOwVKUa2uTevpDE94FEoWqRrEpm4VDFXIfBEn1iQWiO6Vp06Y4d+5cufZz584hICDA9jokJAQ5OTkoLi6Gu7u7rd1oNN6VOImIiJzVuIogEBERUb0gmk0oufg7dFcSXU5GmQtzUJy495ZklABli3Zwi3ygRskoiUIFt8gHoG7VgckoqnOPPfYY1q5di7S0NFub0WjE4sWL8dhjj9nagoKCEBkZiaVL7bc6rlmz5q7FSkRE5AyukCIiIqK7ylycB21SvMtb9MpIlBqIKK21IyjU0ER0hczDt0Zzyn0CoQ7rDIncvu7Urq1bkXu99NS/3OvXsWvrVgwePrxG96L6ITk5Genp6QCA1NRUZGVlIS4uDgDQpEkTREVFAQC0Wi3i4+MhiiJOnDgBvV5v6xceHo7g4GBcu3YNFy9eBAAcOXIEVqsVXl5eSExMhF6vx4kTJxAQEACTyQS9Xo8jR46gXbt2OH/+PLKyspCVlYXs7Gzo9Xr8/vvv6N69O0aNGoVVq1ahZ8+eePfdd+Hp6YkVK1YgIyMDO3bssHsvCxYswJNPPokbN25g4MCBiI+PxxdffGEXT1hY2F14qkRERNUTRNHFY2wamcLCQnh5eaGgoIB784mIiFxkyLoE3ZXTLq+Kup0p9xqMuenQhHWGUIOi44JEClXLDlA2bVXu2q6tW/HyE0/Y9xcEfLllS60mpfhZo24MGzYMv/zyS4XXoqKicPr0aQDA9u3bERsbW2G/CRMmYNWqVZg6dSo++eQTW3tsbCx69eplOz0PADp16oScnBxkZGRAqVRiwYIFtuvTp0/H+vXrkZGRAZVKhRs3bsDd3R0lJSWYMWMGfvjhB2i1WgwcOBAff/xxhcmlr7/+GvPnz8eNGzfQvXt3LFmyBIMHD0Z+fj5iY2OxdetWVx8VERFRrWJCykH8kEhEROQ60WyC9vIJmHIzXBsvijDdzIDcuykEqbzcNUEQXI5N6uZdWrhc7VHh9dj778ep+Phy7Z3uvx9bf//d5fvejp81iIiIqDHhlj0iIiK6oywlBShJiodVX+zSeNFsgi71FEy56TD7t4AmvIvd9Zoko5TNW0PVoh2ESk44A4CkM2ecaiciIiKi6rGoOREREd0xhuxUFJ3Z53Iyylych+LT+2DKLa3xY8pJh7noZo3jkijUcL+vF9QhUVUmowCg9Z81hBxtJyIiIqLqMSFFREREtU60mKFNToDu8gnA6ny9KFEUYchMRsnZA7AaSkobpTKoa6NwuV8Q3Dv2h8zT36H+r82cWW4VliAImDRzZo3iICIiImrMmJAiIiKiWmXRFqLodByMOekujbeaDNBeOAL91TPAn6UupW7e8GjfDwq/IJfjEqQyaMJj4Na6GyROFEAfPHw4vtyyBXJ5ae0quVyOL//f/8PgSgpcExEREVH1WEOKiIiIao3xxlXoLp+EaLW4NN5ccAPalGMQTQZbmyIwoto6T9WRuvuWFi5Xubk0fvDw4fALCEBWRgb8AgKYjCIiIiKqISakiIiIqMZEixm61FMw3rjq8hzmolyUnP+f7bUgU0IdHgO5d4DrgQkCVEFtoQxqA0HgwnAiIiKi+oIJKSIiIqoRi64I2ovxsOgKazSP1N0XMq8AmAuuQ+bZBOrwGEgUKpfnkyg10ER0gczDr0ZxEREREVHtY0KKiIiIXGbMSYPu0kmIVnON5xIEAerwGJhy0qFoFlaukLgzFP7BULfqCEEmr3FcRERERFT7mJAiIiIip4lWC3SpiTBeT3V5vP7Kach9m0Pm1cTWLpEroQwMdzkuQSaHOrRzjYqfExEREdGdx4QUEREROcWiLy7doqctcG28thDa5ARYdUUw5WXCvUN/SOTKGscl8/SHJjwGEqWmxnMRERER0Z3FhBQRERE5zJibAd2lPyBanN+iJ4oiTDeuQnclEfjzFD7RYoalJB8S76auByVIoGoRCWXz1jXa5kdEREREdw8TUkRERFQt0WqF/koiDNmXXRtvNkF3+QRMN6/Z2iRqD2giukKq8XQ5LonaHZrwLpC5+7g8BxERERHdfUxIERERUZUs+hJok+JhKcl3aby5+Ca0yccgGrS2NkVAK6hatocgkboclyKgFdQt20OQ8uMMERER0b2Gn+CIiIioUqab16BN+QOixeT0WFEUYcxMhj79HCCKpY1SGTRh0ZD7Nnc5JkGm+HOOQJfnIMflH9la1yFUyrvH8LoOgYiIiFzEhBQRERGVI1qt0F89A0NWiutzGHXQZ1ywJaOk7j7QRHStUdFxmXcANGExkChULs9BRHdOWloagoOD6zoMIiK6B0jqOgAiIiKqX6wGLYrPHqhRMgoAJEoN1K06AgCUzVvDrV0v15NREgnULTvArW1PJqOoVpnNZhQXF9u+rFZrXYdUa6xWK4qLi6HX6+/4vc6cOYORI0eib9++d/xeRETUMHCFFBEREdmY8jKhTTkO0ezCFj2rFYBoVxdK7h8MqZt3jQqXS9We0ER0gdTNy+U5asOEt95CcWEh3D1dfy9U/wwbNgy7du2yvX7ttdfw2WefVTnm7bffRmpqKn788cc7HV6NTJo0CStXroRUKkVGRgaaNq3BaZZVePXVV/HVV19BJpMhMJBbaYmIyDFMSBERERFE0Qr91XMwZCa5NN6qL4E2+Rikbl5Qh3aytQuCUKNklLJZGFQhUTUqfl5bXnrrrboOge6AL7/8EhkZGQCAb775BsXFxdWOGTRoEHJycu50aDU2Z84cPPfcc+jduzd0Op1Lc+zevRtdunSBj0/lJ1nm5ubi119/xYYNGxAXF+ditERE1NgwIUVERNTIWQ06aJPjYS666dJ4Y24GdJdPABYzLCV5kHk1qVHRcgAQ5EpowmMg974zKzqIyoSGhiI0NBRAafIlNTW12jEPP/zwHY6qdgQGBtZ4xdJDDz2EvXv3ol+/fpX22bRpEwBgw4YNNboXERE1LqwhRURE1IiZ8rNRlLjXpWSUaDFDe+kEdMkJgMUMoLRulKBQ1ygmuU8zeHQcwGQU1Svnzp2DTCaDIAgQBAExMTHl+kydOhWCIEClUmH9+vXo1q0bVCoVwsLC8P3339v6tWjRAr6+vpg4cSK8vb0RExODbdu2ITIyEj4+Pli3bp3dvDqdDm+99RYCAgLg7u6OESNG4OrVqxXGuWnTJkRGRkKpVKJDhw744YcfavdB1FB2djamTZuG8PBwSKVS2/Ms+5LJZA6tUiMionsfE1JERESNkChaobt6FiXnD0M0G50eb9EWovjMfphuXLG1yf2C4N6+H2TulW/tqYogkUId2glubXtAIle6NAfRndK6dWvs3bsXe/fuxbJly3DzZvkk7jvvvIO9e/fCYDBg0qRJGDVqFLZu3Yrnn38eEyZMsI3ZsWMHFAoFEhMTsW7dOvj7+2PkyJGYMGECli1bhvnz59vmFEURTz75JLZv346FCxdizZo1KC4uRq9evcptG9y+fTvGjBmDHj16YNOmTXj11VfxVj3aanr48GG0b98eBw8exGuvvWZbdRUZGYmvv/4aX3/9Nb7//nu4u7vXbaBERHRXcMseERFRI2M16qBNPgZzofM1cERRhPH6FeivJALin6eRSaRQt+oAuX8IBEFwKSapmxc0EV0hVXu4NJ7oTpPJZOjdu3eVfYKCghAUFAQA+PTTTzFu3DgAwNChQ/HVV1/hwoUL6NmzJzp37gyVSoXVq1cjKioK2dnZ8PLywjvvvAMAmDdvnm3OLVu2ICEhAWfPnoWfnx8AYOTIkRg6dCjef/99LF++3Nb37bffxrRp0/DRRx/Z2nr27Fnhaq7biaKIkpKSCq/pdLpyq5ZUKhVkMsd/lbh+/TpiY2MxbNgwrFmzBoIg4I033sDIkSOxbds2hIeHo3///g7PR0RE9z6ukCIiImpETAU3UJQY51oyymKGNjkB+tSTtmSUROMJ9/Z9oWjS0uVklDKwNdyj+jIZRQ1Kr1697F4rFAoYDAa7tnbt2gEoTXaV/TdQmhwqs23bNkyYMMGWjAIAiUSCadOmYdu2bba2ixcvIiUlBbNmzbK7R3R0tEPxXrlyBR4eHuW+AOCRRx4p175+/XqH5i2zePFiWCwWfPzxx7Z/K6RSKRYvXgwA+L//+z+n5iMionsfV0gRERE1AqIowpBxAfr0865PIpFCNP31C7WiaWiNTsCTKNRQh8dA7tXE9ZiI6imptPr/X0gkkgr/+1aZmZno0aNHufagoCBkZmbaXufm5sLf3x+enq6dahkYGIgDBw6Ua+/duzeWL19eLrHVpk0bp+bfsGEDhg4dCm9v73L3BQClktt0iYgaGyakiIiIGjiryQBtcgLMBTdqNI8gCNCEd0HJ+UNQBd9Xo5P05H5BUId2gkSmqFFMRA1d06ZNce7cuXLt586dQ0BAgO11SEgIcnJyUFxcbFeDyWh0rEacUqkst6qrTIcOHSq95oicnBxkZWWhVatW5a4dPnwYQOlpfkRE1Lhwyx4REVEDZi7MQXHiXpeSUVajHpaSArs2iVIN944DXU5GCVIZNOExcGvdjckoIgc89thjWLt2LdLS0mxtRqMRixcvxmOPPWZrCwoKQmRkJJYuXWo3fs2aNXct1sq4ublBIpHgzJkzdu16vR7Tp09H3759a5TwIiKiexNXSBERETVAoijCcC0J+vRzwC31aBxlys+GLuU4IJXBo30/CDK57ZrLhcvdfUoLl6vcXBpPdCckJycjPT0dAJCamoqsrCzExcUBAJo0aYKoqCgAgFarRXx8PERRxIkTJ6DX6239wsPDERwcjGvXruHixYsAgCNHjsBqtcLLywuJiYnQ6/U4ceIEAgICYDKZoNfrceTIEbRr1w7nz59HVlYWsrKykJ2dDb1ej99//x3du3fHqFGjsGrVKvTs2RPvvvsuPD09sWLFCmRkZGDHjh1272XBggV48skncePGDQwcOBDx8fH44osv7OIJCwtz6vlIpVKX/z9fRq1WY+DAgdi+fTvmzJmDoUOHIiMjA4sXL0Zubq5dLSwiImo8BFF04VNqI1RYWAgvLy8UFBS4vDefiIjobrCaDNCmHIc5P9vpsaLVCn36ORgzk21tioBWUId2cj0gQYAqqC2UQW0gCFycXRl+1qgbw4YNwy+//FLhtaioKJw+fRoAsH37dsTGxlbYb8KECVi1ahWmTp2KTz75xNYeGxuLXr162U7PA4BOnTohJycHGRkZUCqVWLBgge369OnTsX79emRkZEClUuHGjRtwd3dHSUkJZsyYgR9++AFarRYDBw7Exx9/XGFy6euvv8b8+fNx48YNdO/eHUuWLMHgwYORn5+P2NhYbN26tcL3YLVaUVhY6NAzAwCNRgOFwn6V4/jx4xEXF4fU1NRy/dPS0jB27Fjs27cPQOkpfU8++SQ++ugjWx0pIiJqXOptQio+Ph5z5szB4cOHYTQaERUVhalTp+KZZ55xaHxcXFyVR8cePny4wgKRleGHRCIiuheYi3KhTUqA1ahzeqxFXwJdcgIsJfm2Npl3U6jDoiGRu1ZwWKLUQBPRBTIPv+o7N3L8rEF1KTU1FaGhoQ73X7NmDcaPH+/0fXJzc5Gbm4vg4GCo1WqnxxMRUcNRL7fsxcXFYciQIVAoFBgzZgy8vLywZcsWPPvss0hNTcXMmTMdnqtv377o169fufYWLVrUYsRERER1SxRFGDKToU8769IWPWNOOnSXTwJWc2mDIEAVHAVFszCXt+so/IOhbtXRbrsfEdVPlZ2yVxlnT9kr4+fnBz8/JqiJiKgerpAym82IjIxEeno6Dh8+bDtitqioCD179sSFCxdw9uxZtG7dusp5ylZIzZkzB3Pnzq1xXPyrJRER1VdWsxG6lOMw5WU5PVa0mKG7kgjTjau2NonSDZrWXSF183YpHkEqhzq0ExT+/OOPM/hZg4iIiBqTelfIYc+ePUhJScEzzzxjS0YBgIeHB2bPng2z2VwvTgshIiKqD8xFN1GcGOdaMkoUUXz2oF0ySu7XAu4d+rqcjJJ5+sOjY38mo4iIiIioSvVuy17ZaSWDBw8ud62srawYoiOSkpKwfPlyaLVatGzZEg899BD8/f2rHWcwGGAwGGyvnSnySEREdDcYMlOgu3oGEK0ujRcEAYomIdBfSQQkUqhbdYSiSYhrwQgSqFpEQtm8dY1P5CIiIiKihq/eJaSSkpIAoMIteT4+PvD397f1ccSGDRuwYcMG22u1Wo158+bZnXZSkYULF2LevHkO34eIiOhuEc0maC8dh+lmZo3nUjQNhWjUQd4kBFK1h0tzSFTupYXL3X1qHA8RERERNQ71bsteQUEBAMDLy6vC656enrY+VWnSpAmWLFmCc+fOoaSkBBkZGVi/fj18fX3x97//HStXrqxy/IwZM1BQUGD7SktLc/7NEBER1TJzST6KEve6lIwyF+XCcM3+jzqCIEAVEuVyMkoR0AoeHfoxGUVERERETql3K6RqS1RUFKKiomyvNRoNnn32WXTq1AldunTBnDlzMHHiREgkFefklEollErXjrgmIiK6EwxZl6C7ehqwOrdFTxRFGK5dhCH9PABAovGE3LtpjWIRZApowqIh9w2s0TxERERE1DjVuxVSZSujKlsFVXYCjavat2+P7t27Izs7G8nJyS7PQ0REdLeIZhNKkuKhSz3ldDLKatSh5Nz/bMkoADDeUsTcFTKvAHh07M9kFBERERG5rN4lpMpqR1VUJyovLw85OTkV1pdyRllRc61WW6N5iIiI7jRLSQGKTu+DKTfD6bGmvCwUJ8bBUpRja1MGtYUmoqtrwUgkULdsD7fInpAo1K7NQURERESEepiQ6tu3LwBg165d5a6VtZX1cYXZbMbx48chCAJCQlw8SYiIiOguMFxPRdGZfbDqi50aJ1ot0F05De3F3yGajQAAQa6CW7sHoWoR6dIpeFK1Jzyi+kIZGMFT9IiIiIioxupdQmrgwIEICwvDhg0bcOLECVt7UVER5s+fD5lMhvHjx9vac3JycP78eeTk5NjNc/jwYYiiaNdmNpvxzjvv4MqVKxgyZAh8fX3v5FshIiJyiWgxQ5ucAN2lE05v0bPoi1F85gCMWSm2Npl3M7h36A+Zp79L8SibhcG9Q19I3VzfMk9EREREdKt6V9RcJpNh1apVGDJkCHr37o2nn34anp6e2LJlCy5fvowFCxagTZs2tv6fffYZ5s2bhzlz5mDu3Lm29qeffhqCIOCBBx5AUFAQ8vPzsX//fly4cAEhISH48ssv6+DdERERVc2iLYQ2KR4WXZFL43WXT8Kq/bMOoyCBKiQKiqahLq1qEuTK0sLlPs1cioWIiIiIqDL1LiEFAP3798fBgwcxZ84cbNq0CUajEVFRUZg/fz6effZZh+Z49dVXsXPnTsTFxSEnJwcymQwRERF499138fbbb8PHh8dTExFR/WK8cRW6yychWi0uz6EJ7Yyi03GQyJXQRHRzeVWT3KcZ1GHRkMh54iwRERER1T5BvH1fG1Wo7HS/goICeHp61nU4RETUgIgWM3Spp1w6/U4UrRAE+x345qKbkGo8IUid/7uTIJFCFRIFZbMwp8dSzfCzBhERETUm9a6GFBERUWNi0RWh+Mx+p5NRoijCkHUJxaf3QbSY7a7JPHxdSkZJ3bzg3qEfk1FEjUxhYeEdmTc3NxfffPNNubquxcXOHdRAREQNExNSREREdcSYk4bixH2waJ37ZdBqMkJ78Sj0VxJh1RZCdyWxxrEoA1vDPaovpGqPGs9FdC8xm80oLi62fVmdPEigPrNarSguLoZer6+0zxdffIFff/31jtx/7NixWLZsWbkadvn5+Zg7dy4TU0REjRwTUkRERHeZaLVAe+kEtMnHIFrN1Q+4hbkwB8WJe2HOz7K1CVJ5uRUIjpIo1HBr9yDULaMgSPixgBqfYcOGwcPDw/Y1ZcqUase8/fbbGDly5F2IrmYmTZoEDw8PuLu7Izs7u9z1adOmQSaT4amnnqr1e1ssFhw8eBC9evUqd61FixZ49dVX8dxzz0Gr1db6vYmI6N5QL4uaExERNVQWfTG0F+NhKTsJz0GiaIUh4yIMGRdsbYJMAXV4DOTeTV2KRe7bHOqwzpDIFC6NJ2oIvvzyS2RkZAAAvvnmG4dW7QwaNAg5OTl3OrQamzNnDp577jn07t0bOp3O7trKlSuRlpaGf/7zn3fk3seOHUNRURF69+5d4fWmTZti8uTJmDJlClatWnVHYiAiovqNCSkiIqK7xJibAd2lP8rVfKqO1aCDNuUYLEW5tjappz804TGQKNROxyFIZFC36gBFQEunxxI1NKGhoQgNDQUA7N69G6mpqdWOefjhh+9wVLUjMDAQgYGB5dpv3LiBadOmISEh4Y7dOy4uDgAqTUgBwMCBAzFjxgz88ssveOSRR+5YLEREVD9xbT4REdEdJlqt0F0+CW1SvNPJKFNeJopP770lGSVA2SISbpEPuJSMkrr7wL1jPyajiJx07tw5yGQyCIIAQRAQExNTrs/UqVMhCAJUKhXWr1+Pbt26QaVSISwsDN9//72tX4sWLeDr64uJEyfC29sbMTEx2LZtGyIjI+Hj44N169bZzavT6fDWW28hICAA7u7uGDFiBK5erfgghE2bNiEyMhJKpRIdOnTADz/8UK7PihUrEBQUhLZt21Y4h1arxcyZMxEREQG1Wo22bdtiy5YtAIBdu3bB09MT3333XZXPKy4uDs2bN8e2bdvQsWNHuLm5oVOnTti5c6ddv0cffRQffvhhlXMREVHDxIQUERHRHWTRl6D4zH4Ysi+7NN6qK4ZoNgEABIUabvc9CFVQ23JFgqslCFAFtYV7VG9IVe4uxULUmLVu3Rp79+7F3r17sWzZMty8ebNcn3feeQd79+6FwWDApEmTMGrUKGzduhXPP/88JkyYYBuzY8cOKBQKJCYmYt26dfD398fIkSMxYcIELFu2DPPnz7fNKYoinnzySWzfvh0LFy7EmjVrUFxcjF69epXbNrh9+3aMGTMGPXr0wKZNm/Dqq6/irbfeKhfn1q1b0alTpwrfp9FoRN++ffHll18iNjYWf//735Gbm4uxY8fCbDYjJycHRUVFSEtLq/RZldWPunbtGj7//HOMHDkSEydORHJyMkaMGGE3tnPnzjh06FCV8xERUcPELXtERER3iOlmJrQpxyFaTC7PoQiMgLnwBiCRuVzvSaLUQBPeBTJPP5fjIGrsZDJZldvPACAoKAhBQUEAgE8//RTjxo0DAAwdOhRfffUVLly4gJ49e6Jz585QqVRYvXo1oqKikJ2dDS8vL7zzzjsAgHnz5tnm3LJlCxISEnD27Fn4+ZX+f3jkyJEYOnQo3n//fSxfvtzW9+2338a0adPw0Ucf2dp69uxpt5rLZDIhMTER/fr1q/A97NmzB1euXMHRo0cREREBACgoKMAXX3wBURTxzDPPoHfv3mjRokWlz6GsftSjjz6KzZs3Q6lUAgDatm2LSZMm4dChQxgzZgwA2OY5fPgwgoODq3y+RETUsDAhRUREVMtEqxX6tDMwZKY4N04UYdUVQqrxsrUJggBN6/sBidT5VVEAFP4toG7VCYJM7vRYInLd7afLKRQKGAwGu7Z27doBKE12lf03ALtTM7dt24YJEybYklEAIJFIMG3aNEycONGWkLp48SJSUlIwa9Ysu3tER0fbvc7NzYXZbIabm1uFcQ8dOhSXL1+GRCLBzz//jLi4OPznP/9B165dIZeX/jtSXeKorH7U559/bktGAUDHjh0BwO7fMnf30hWbV65cqXJOIiJqeLhlj4iIqBZZDVoUnz3gfDLKYoIu5TiKE+NgLrTfhiNIZU4nowSpHJqILtBEdGUyiqgOSKXSavtIJJIK//tWmZmZFa5GCgoKQmZmpu11bm4u/P394enpWeU9b012VSQvLw+zZ89Gs2bNMHnyZJw9exbXrl2rdEVVReLi4tCmTRuEhITYtaeklP67eGuSTCYr/fu4yeT6SlIiIro3MSFFRERUS0x5WShK3AtLcZ5T4ywl+ShO3AdTbjoAQJt8zOni57eSefjBo2N/KPy5/YXoXte0aVOcO3euXPu5c+cQEBBgex0SEoKcnBwUFxfb9TMajXav/fz8IJVKUVJSUm7OK1euIDo6GleuXMGhQ4dw6dIlvPzyywDgcELKYrHg0KFDGDRokF271WrFihUr0KdPH7Rp08bWrtPpbHEREVHjwoQUERFRDYmiFborZ1By4YitALlj40QYMlNQfGY/rIY/fzmUyKBqGQVB6sKuekECVfB9cLuvFyRKjfPjiajeeeyxx7B27Vq7ot9GoxGLFy/GY489ZmsLCgpCZGQkli5dajd+zZo1dq8VCgXat2+Pa9eulbvX1KlT4eXlhc2bN9v6LFq0CHK5HA8++KCtn8ViqTTeY8eOobCwEAMHDrS16fV6jB8/HmfPnsWKFSvs+l+/fh0A0L59+6oeAxERNUCsIUVERFQDVoMO2uR4mIvKn7hV5TiTAbpLf8Ccn21rk7p5QxPRFRJVxbVdqiJRuUMT0QUydx+nxxI1ZsnJyUhPL12dmJqaiqysLFsNpCZNmiAqKgoAoNVqER8fD1EUceLECej1elu/8PBwBAcH49q1a7h48SIA4MiRI7BarfDy8kJiYiL0ej1OnDiBgIAAmEwm6PV6HDlyBO3atcP58+eRlZWFrKwsZGdnQ6/X4/fff0f37t0xatQorFq1Cj179sS7774LT09PrFixAhkZGdixY4fde1mwYAGefPJJ3LhxAwMHDkR8fDy++OILu3jCwsLw+OOP48cffyz3LMqSSXPnzsW1a9ewceNGFBcXo0ePHraaU7/88gueeOIJ9OnTB7/++qtty12Z/fv3AwDeffddnDhxAlqtFps2bYJOp8Mvv/yC++67z67/uXPn4Ofnh+7du7v6LSQionuUIFa3kZwAAIWFhfDy8kJBQUG1e/OJiKhxMOVfhzblGESTofrOtzAX3Cg3ThEYAVWLdhAqqSNTFUVAS6hbdnBtVRXVG/ysUTeGDRuGX375pcJrUVFROH36NABg+/btiI2NrbDfhAkTsGrVKkydOhWffPKJrT02Nha9evWynZ4HAJ06dUJOTg4yMjKgVCqxYMEC2/Xp06dj/fr1yMjIgEqlwo0bN+Du7o6SkhLMmDEDP/zwA7RaLQYOHIiPP/4YYWFh5WL5+uuvMX/+fNy4cQPdu3fHkiVLMHjwYOTn5yM2NhZbt25FRkYGwsPDcfHiRbs6Tx9++CEWLVoEURTRvXt3vPHGGxg+fDieffZZfPfddwBKT/17+umnYTQakZCQgC5dutjdPzMzE9OmTcOuXbtQUFCAkJAQDB8+HNOnT0eTJk3KxTtixAhERUVh/vz5FT5bIiJquJiQchA/JBIRURlRtEKffh6GjItOjzVkp0KfetL2WpApoQ6Pgdw7oIpRFRNkCmjCOkPu29zpsVT/8LMG3U1LlixBRkYGPv74Y5fGP/PMM/jXv/6FwMBAl2NISUnBww8/jOPHj9tO2yMiosaDNaSIiIicYDXqUXLufy4lowBA5ukHSKR//ncTuHfo51IySuYVAI+O/ZmMIiKXTJs2DSkpKThw4IDTY//3v/8hIiKiRskoo9GIyZMn4z//+Q+TUUREjRTX9hMRETnIVHAD2uQEp7fo3Uqq9oC6VQdYTQYoA1tDEATnJpBIoA6+D4pm4c6PJSL6kyAI2LRpE9599124u7sjOjraoXE6nQ5nzpzBvHnzXL63wWDA9OnTsXDhQnTq1MnleYiI6N7GLXsO4jJ6IqLGSxRFGDIuQJ9+3rlxVgsMmSlQBoZD+HNVVE1I1R7QRHSF1M2rxnNR/cPPGlRXjh07Vq4W1J106dIl+Pr6wtvb+67dk4iI6h+ukCIiIqqC1WSANvkYzAXXnRpn0RVBm5wAq7YQokkPdauONYpD2TQUqpbtayWxRUR0q7uZjAJQYTF2IiJqfJiQIiIiqoS5MKc0qWTUOzxGFEWYblyF7koiYLUAAIw3rkIZ2BoSpdrpGAS5EpqwaMh9mjk9loiIiIiovmJCioiI6DaiKMJwLQn69HOAEzvbRbMJutSTMOVm2Nokf26zcyUZJfduCnV4DCRypdNjiYiIiIjqMyakiIiIbmE1GaBNOQ5zfrZT48zFedAlJ8Bq0NraFAEtoQppD0Hq3I9bQSKFKiQKymbc1kJEREREDRMTUkRERH8yF+VCm5QAq1Hn8BhRFGHMSoE+7exfq6mkMmhCO0PuF+R0DFKNFzQRXSDVsKg1ERERETVckroOgIiIqK6Jogj9tSQUnz3oVDIKAEw5adBfPWNLRkndfeDRob9LyShlYATc2/dlMoqogcrNzcU333yD+nrIdVpaWq30ISIicgQTUkRE1KhZzUZoL/5ul1Ryhty/BaTuvgAAZWBruLXrBYlS49QcEoUabu0egLplewgS/mgmaqjGjh2LZcuWQRCEug7FzpkzZzBy5Ej07du3Rn2OHTuGQYMGQa1Ww9fXF8888wwyMjIq7X+7smdz69fYsWOdei+O+u6779C5c2e4ubkhIiIC//znP51KFN7NWImIGipu2SMiokbLXJwHbVK8Xd2n6oiiaPfLpCBIoInoCou+CHKvAKdjkPs2hzqsMyQyhdNjiejeYbFYcPDgQTz77LN1HYqdV199FV999RVkMhkCAwNd7nPq1Cn07t0b7dq1w4IFC5CdnY0VK1bg8OHDOHHiBLy8vKqMw2QyYenSpejSpQteeeUVW/vAgQNdf3OVWLZsGd566y0MGzYML7zwAhISEvDOO+/AYrFg+vTp1Y6/m7ESETVkTEgREVGjZMhKge7KGUC0OjzGatBCm3IcqpAoyNx9bO0SpdrpU/QEiQzqVh2gCGjp1DgiujcdO3YMRUVF6N27d12HYic3Nxe//vorNmzYgLi4OJf7vPDCC+jQoQMOHjwIuVwOAHj44YcxYMAArFq1Cm+//XaVcaxbtw7p6elYv359lauwKrN792506dIFPj4+Vfa7efMmZs+ejZdeeglff/21rT0jIwMbN250KCFV01iJiKgUE1JERNSoiGYTtJf+gOnmNafGmXKvQXv5D8Bihi45Ae7t+0GQyV2KQeruU1q4XOXu0ngiuveUJXLqW0Jq06ZNAIANGza43CctLQ0nT57E5s2bbckoAOjfvz+8vb1x8eLFKmOwWq346KOP0LFjR9x///3OvgUAwEMPPYS9e/eiX79+Vfbz8fHBkSNHEBT0V50/URRRWFiIJk2aVHuf2oiViIhKMSFFRESNhrkkv3SLnr7E4TGi1QL9ldMwXk/9qw2A1aSH1NmElCBA2bw1VC0iIQisFUXUmMTFxaF58+bYtm0bvvrqK6SkpCAiIgKLFy/G0KFDqxw7d+5cp+41depUeHt7ux6sk4KDg5GXlwelUmnXXlJSAr1eX+k2vzI7d+7EhQsXAJQmjPr374+PPvoIHTp0qPVYBUFA+/btAZQml44fP44lS5bg7Nmz2LNnT7Xj72asREQNHRNSRETUKBiyLkF39TRgdXyLnkVbCG1yAqy6Ilub3DcI6tBOTq+Okig10IR3gczTz6lxRHTvK6sfVVRUhM8//xxjxoxBXl4evv76a4wYMQIXLlxAcHBwpePnzZvn1P3Gjx9/VxNSAODh4VGubdGiRbBYLBgzZkyVYwcPHoyrV6/i2rVrOHjwID7//HPExMTgk08+waRJk+5UyJg4cSK++eYbAMAzzzyDjh07VjumrmIlImqImJAiIqIGTbSYob10AqbcdMfHiCJMN65Ad+U0YLWUNkqkULfsAHmTEKdPyFL4t4C6lfNJLCJqGMrqRz366KPYvHmzbSVR27ZtMWnSJBw6dKjKpI0zp7/VF7t378bChQsxa9YsREZGVtlXJpMhODgYwcHB6N69OyZNmoQnnngCU6ZMQf/+/dGuXTtbX1EUUVJS8SpXnU6H4uJiuzaVSgWZrOJfeUaOHIk+ffpg8+bN2LBhA3JycrBz584q/413JlYiIqoa9wsQEVGDZSkpQFFinHPJKLMJuuQE6C6ftCWjJGoPuEf1gSKgpVPJKEEqhyaiCzQRXZmMImrEyupHff7553bb2spW5Dib5K7vLl68iNGjR6NPnz6YPXu20+PVajXWrl0LAPj3v/9td+3KlSvw8PAo9wUAjzzySLn29evXV3qfRx55BOPGjcNPP/2Ed999F7t27cKuXbtqLVYiIqoaV0gREVGDZLieCn1qIsSyFU4OshpKYMrLtL1WBLSCqmV7CBKpU/PIPPygiegCiVLj1Dgianji4uLQpk0bhISE2LWnpKQAAKKjo6scX99rSN3q5s2bePTRR+Hp6Yl///vfkEqd+7ezTLNmzeDr64vMzEy79sDAQBw4cKBc/969e2P58uXlnmWbNm0cut8bb7yBDz74ACdOnMCQIUNqJVYiIqoaE1JERNSgiBYzdJdPwpiT5tJ4qZs3VMFR0GdcgCasM+S+zZ2bQJBA1SISyuatG9yqByJynsViwaFDh/Dcc8/ZtVutVqxYsQJ9+vSpNmlyL9SQAgCz2YxRo0YhIyMDhw4dcujUuspkZWXhxo0bdqfhAYBSqUSvXr0qHNOhQ4dKr1VHq9UCAPz9/Z0eW1msRERUNW7ZIyKiBsOiLUTx6X1OJaOsJgPE2wqdK5qFwaPjAKeTURKVO9yjekMV1IbJKCICUFo/qrCwEAMHDrS16fV6jB8/HmfPnsWKFSuqnUMURae+WrVqdQffUeWmTJmCPXv24JtvvkHnzp0r7ZeWZv9vdGJiot1ri8WCN998E1KptNqC6K44ePBgubYFCxZAoVCUO/GwrmMlImrIuEKKiIgaBOONq9BdPunUFj1T/nXoUo5DERACVfB9tnZBECAoVE7dXxHQEuqWHSBI+aOViP6yf/9+AMC7776LEydOQKvVYtOmTdDpdPjll19w3333VTPDvWHFihVYsWIFoqOjUVRUhFWrVtmuSaVSjB8/HoIgYOHChZg5cyZ++OEHjBkzBpmZmejevTtiYmIwcuRIlJSUYNu2bUhISMCyZcsc3nInlUod+kPA77//jt69e2Pw4MEYNmwYioqK8NNPP+H333/HsmXL7FY53alYiYioFD81ExHRPU20mKG7kgjj9SuOj7FaoU8/B2NmMgDAcC0JMs8mkHk5v71EkClc29pHRI3Cs88+iz/++AO7du3CokWLEBISgtGjR2P69Ok12tJWn5w8eRJTpkwBAPzxxx+YOHGi3fWhQ4fihRdeAAAEBATAw8MDfn5+AEprQv34449YtGgR3nvvPVgsFsTExOCnn37Co48+Wu5eVqsVhYWF5dpzcnIAAPn5+XbtGo0GCoXC9rp79+5Yu3YtPvvsM0yfPh1SqRTR0dHYunUrYmNj7cbWNFYiIqqaIN6L58jWgcLCQnh5eaGgoACenp51HQ4REQGw6IqgTYqHRVv+l5PKWPUl0CYnwFKSb2uTeQVAHR4DiVxZ+cAKyLyaQBMeA4lC7dQ4oorwswZR9VJTUxEaGupw/zVr1mD8+PF3LiAiInIZV0gREdE9yZiTBt2lkxCtZsfH5GZAd/kEYPlzjCBAFXwfFM3Cnav5JJFA7co4IiKqkcpO2asMt9EREdVfTEgREdE9RbRaoEtNhPF6quNjLGborpyG6cZf2/okSjeoI7pA5u7j1P2lag9oIrpC6ubl1DgiIqq5qk7ZIyKiewsTUkREdM+w6ItLt+iVFDg8xmrQouT8YVj1xbY2uV8LqFt1hCCTO3V/ZdNQqEKiWLiciIiIiKiG+ImaiIjuCcbcDOgu/QHR4vgWPQAQ5EpAIi19IZFC3aoj5P7BTm21E+RKaMKiIfdp5tS9iYiIiIioYkxIERFRvSZardBfPQ1D1iWXxgsSKTStu0J36Q+oQztDqvZwarzcu6lLBc+JiIiIiKhyTEgREVG9ZTVoUZIUD0txnsNjzEU3IUhlkGr+OqVMqnKHW7tezq2KkkihComCslmYUzETEREREVH1mJAiIqJ6yZSXCW3ycYgWk0P9RVGE4VoSDOnnIVG7wz2qj12tJ2eSUVKNFzQRXeySWkREREREVHuYkCIionpFtFqhTzsDQ2aKw2OsRh20KcdhKcwpfa0rgjH7MpTNWzt9f2VgBFTB90GQSJweS0REREREjuGnbSIiqjesBi2Kzx50Khllys9GcWKcLRkFAMqgtlAEhjt1b4lCDbd2D0Ddsj2TUUTU4CQkJKBHjx7w9/dHr169kJiYWNchERFRI8dP3EREVC+Y8rJQlBgHS/FNh/qLVit0V05De+EIRLMRACDIVXBr9yBULSIhCI7/iJP7Nod7x/6QewW4EjoRUb2Wk5ODkSNHYunSpbhx4waGDx+OJ554oq7DIiKiRo4JKSIiqlOiaIXu6hmU3JJYqo5FX4ySswdgzPprJZXMuyncO/SDzNPf4XsLEhk0YdFwa3M/JDKF07ETEd0LTp06heeeew4PPPAABEHAyy+/jJSUFFy/fv2O3TM7OxsZGRl3bH4iIrr3MSFFRER1xmrUoeTsIRiuJTk8RjSbUHJ6Pywl+aUNggSqlu2hadMdErnS4Xmk7j5w79gPioCWTkZNRHRvGTBgAD744APb6wMHDiAwMBB+fn7l+oqiiJCQEKxcudLl+6WnpyMoKAj//e9/7doLCgrwzDPPwMvLC61bt8aHH34Io9GxP0Q4wmKxoFWrVhAEocKv6laFJSUl4YknnoC/vz/8/f3x6quvori4uFy/tWvXokOHDlAqlWjevDkmT56M/Pz8CudctmxZuTjGjh1r16eiZ37s2DEMGjQIarUavr6+eOaZZ+54gu+7775D586d4ebmhoiICPzzn/+EKIoOjXXkfd4qOTkZXl5eiIuLs7XV9PtHRPceFjUnIqI6Ycq/Dm3KMYgmg1PjBJkcisDw0tP0VG7QRHSF1M3biQkEKJu3dnpbHxFRQ3D9+nVMmjQJn3zyCaRSabnrhw4dQmZmJkaOHOnyPcxmMywWS7n2GTNmYOvWrZgxYwZycnLwxRdf4M0333T5PrfLz8/HrFmzyrVfvHgRS5YsqTKhkZycjB49esDPzw/Tp09Hfn4+li9fjjNnzmDPnj2QyUp/bfrggw8wa9YsjBw5Ei+++CLOnj2LFStW4H//+x8OHz4MheKv1bYmkwlLly5Fly5d8Morr9jaBw4caHfv25/5qVOn0Lt3b7Rr1w4LFixAdnY2VqxYgcOHD+PEiRPw8vKq0XOqyLJly/DWW29h2LBheOGFF5CQkIB33nkHFosF06dPr3Kso++zjF6vx6hRo1BYWGjXXpPvHxHdm5iQIiKiu0oURRjSz0OfccHlOZTN20AQJFA0bQVBKnd4nESpgSa8C2Se5VcFEBHdDcePH8fkyZMRHx8Pk8mEdevW4bnnnrsr9zYYDBg+fDhGjBiBUaNGVdhn48aNGDBgAPz9Hd/+7KgdO3bg+eefx+zZswGUJkEktXiIhJ+fH1566aVy7TNnzoRSqURsbGylYydPngylUokjR47A19cXANCnTx8MHToUq1evxssvv4yrV69i7ty5mDFjBj788EPb2IceeghPPfUUVq9ejVdffdXWvm7dOqSnp2P9+vXo27dvpfe+/Zm/8MIL6NChAw4ePAi5vPRn3MMPP4wBAwZg1apVePvtt517MNW4efMmZs+ejZdeeglff/21rT0jIwMbN26sNiHl6PssM2XKFJw4caJce02+f0R0b+KfhomI6K6xGvUoOXfI4WSUKIowZF0qt6VP+HOVkzPJKLlfC3h06M9kFBHVmaysLAwYMAA9e/ZEfHw8zp07h8cff/yu3X/ChAnw8vLCkiVLKrxutVqxefNmjBkz5o7cPz09Hc2aNbO9rs1kVFX+/e9/Y+jQoZWuLEpLS8POnTvx0ksv2ZJRADBkyBDExMTYttL98ssvMJvNeP311+3Gjx49GlFRUdi8ebOtzWq14qOPPkLHjh1x//33Vxrb7c88LS0NJ0+exIwZM2zJKADo378/vL29cfHiRecfQDV8fHxw5MgRfPTRR7Y2URRRWFiIJk2aVDnW0fdZZv369fj6668xceJEh+Or7vtHRPcuJqSIiOiuMBXcQFHiXpgLcxzqbzUZoU06Cv2VROjTzsFc5Njpe7cTpHJowrvArXVXCDLHE1hERLVtzZo1aNGiBf75z3+iU6dOiIyMhKenZ7l+58+fx5YtWxye9+jRo2jVqlW5lTN79+5FdHQ0fvrpJ3z44Yc4duwYNm7cWOFWvbL+eXl5tq1Rs2bNwvjx4/H555/bagt16tQJe/bssRsXFxeHXr16QaPRIDQ0FEuXLrW7Pn78eAiCAFEUMW/ePAiCgH79+tn1EUURxcXFDn+ZzWaHns3vv/+OS5cu4amnnqq0z5EjRwCgwuTgk08+iT/++AOFhYW4ebP055BarS7Xr23btkhOTra93rlzJy5cuIBTp07Bx8cHDz/8MBITE8uNu/2ZBwcHIy8vD4888ohdv5KSEuj1egQGBpabo6bPThAEtG/fHj4+PrBarUhISMCYMWNw9uxZvP/++5U+N2feJwCcO3cOr7zyCl555RU888wzVc5bxpHvHxHdu5iQIiKiO0oURegzLqDk/P8crhdlLsxF8em9MOdllc3icCLrVjIPX3h07A9Fk2CnxxIR1baUlBRERkZW2y8yMhLr16/HsWPHHJr36NGjuH79OpYuXYrTp08DAFJTUzF69Gh07NgRcrkcs2bNwtWrVxEeHm4r2n348GG7eTZu3IjBgwfD29sbAHDw4EFs2LAB06dPx4ABAzBv3jzcvHkTsbGxtvo/27dvx0MPPYTi4mLMmTMHY8aMwTfffGM370svvYQ1a9YAAGJjY7FmzRr84x//sOtz5coVeHh4OPy1fv16h57Nxo0boVarq1yJlp6eDgAICQkpd61Vq1YAgEuXLqF169YAgJ9++smuj06nw9GjR5GVlWVrGzx4MK5evYojR47ggw8+wIULFxATE4MvvviiXHy3PnMA8PDwsKtFBQCLFi2CxWKpcPVabT67iRMnolu3bti0aROeeOIJdOzYsdK+zrzPkpISPPnkk4iMjMTHH39c5Zy3cuT7R0T3LtaQIiKiO8ZqMkCbfAzmAseOFhdFEYaMizBknLe1CTIF1GHRkPs0q2LkbQQBqhaRpdv6WLiciOqJoKAgHDx4EFartdrtaitXrsRDDz2E1atXo0uXLlX2ff311yGVSjFp0iQcPXoUoaGhiI2NRXh4OL766isolUpYrdYq5zCZTNiyZQuWL19u1y4IAg4cOIDo6GgAQGBgIJ577jmcP38eUVFRmDBhAvr27YtffvnFlkQZMGAABg8ebJujV69e6NWrF1544QV07twZ48ePL3f/wMBAHDhwoMoYb9WmTZtq+1itVvznP//Bo48+Cjc3t0r76XQ6AKVb125XVtepuLgYjz/+ONq2bYvXX38dhYWFGDRoELKysjBv3rxy2xFlMhmCg4MRHByM7t27Y9KkSXjiiScwZcoU9O/fH+3atav0md9u9+7dWLhwIWbNmlVhQrM2n93IkSPRp08fbN68GRs2bEBOTg527twJQRAq7O/I+wSAV199FZmZmTh+/DiUSsdOxHX0+0dE9y4mpIiI6I4wF+ZCm5wAq1HnUH+rUQdt8jFYinJtbVIPf2giYiBRlN8eUZmyk/dk7uV/sSAiqksTJkzA8uXLMW7cOLz++uvV1sSJiopCnz598OWXX2Ls2LFV9h09ejQmTZqE3NxcjB8/Hjk5OYiPj3f4l////ve/0Gq15Vai9OjRw5aMAkqTagCg1Wqxc+dO5OTkYNGiRXYrespWEjlDqVSiV69eTo+ryoEDB5CRkVHtdq+AgAAAQEFBQbli7mXJKg8PDyiVSuzatQvPPfccJk+ebOsTHR0Nd3f3Kle/qdVqrF27Fi1atMC///1vzJ07t9JnfquLFy9i9OjR6NOnj60Y/O1q89mVbRUcN24cZs2ahQ8++AC7du3CkCFDHBpf0ftctWoV1q1bh6+//hoqlQpZWVm27Y83b95EVlYWPDw8yiWdHP3+EdG9iwkpIiKqVaIownAtCfr0c4AoOjTGlJcF3aU/IJqNtjZli8g/T9Or+K+yFVE0CYG6VUcIUv54I6L6JyQkBL///jumTZuGwYMHlzv2vjITJkyAXC6vsti4n58fZDIZVq5ciYyMDOzbtw/Nmzd3OLaNGzdi2LBh8PDwsGuv6t/gpKTSAyeioqIcvk9lrFarw88DADQaTbltbbfbuHEj3N3dy9Vjul2LFi0AAJcvXy6XkCqrC1XWJyQkBPv378eFCxdw9epVBAcHQ6/XIzo6GkOHDq3yPs2aNYOvry8yMzNt8VX0zMvcvHkTjz76KDw9PfHvf/+70tpfd+LZAcAbb7yBDz74ACdOnHA4IQWUf59lWwQrKmQ+cuRIAMDhw4fRo0cPu2uOfv+I6N7FT+xERFRrrGYjdMnHYMrPdniMKFqhTztrS0YJChU04V2dOg1PkMmhDu0MhV+Q0zETEd1Nbdq0wfbt2x3qO378eJw9exbr16+vdotaTk4OzGYzUlJS8N133zl04lkZg8GAbdu2YdWqVQ6PAQB3d3cAQHZ2tq3WEgBYLBan5gGAq1evIjQ01OH+a9asqXDrXxmz2YzNmzcjNja2wiLkt+rVqxdUKhV27tyJbt262V3btWsX2rZtCz8/+59Jbdu2Rdu2bQHAdo8XXnihyvtkZWXhxo0bCAoKqvaZm81mjBo1ChkZGTh06FCVp93V9rMro9VqAaBckq46t75PAPjoo49sK6LKnDp1CtOnT8fixYvRtWvXcskoZ75/RHTvYkKKiIhqhbkoF9okx7folREECTQRXVF8eh9k3gFQh0VDIqv+L7dlZF5NoAmLgUTJD6xE1HBs374dZrMZBw4ccGjb3ZkzZwCUFhCvbnvf7X755RdYLBYMGzbMqXF9+vQBAHz22Wf45z//aWsvK2gtOrhKFqj9GlK7d+9GTk5Opdu90tLSEBxceuCFu7s7hg0bhpUrV+K1116Dr68vgNLTA3ft2oXFixdXep+PP/4Y27dvxwcffGDb+gcAiYmJ6NChg+21xWLBm2++CalUijFjxlT7zKdMmYI9e/Zg48aN6Ny5c5XvtTae3cGDB8tt+1uwYAEUCkW5lV+3Prvq3ieACpOjKpXKdu32ExeB6r9/RNQwMCFFREQ1pr+WBH3aOUCsumhuGdFitttWJ9V4wr19X0jUHo5v0RMkUAW3gzIwwqltfURE9V1ycjJ27NiB7777rtri5wCQm5trW53jSi2hjRs34vHHH4dGo3FqXMeOHTFmzBj861//QlpaGh588EEcOnQImzZtAgDo9XqH56rtGlIbN26El5dXhVvNFi5ciJkzZ+KHH36wJU3mz5+Pbt26oWfPnpg4cSJycnLw6aefomvXrnb1osrcvHkT8+bNw/LlyzFhwgTMmDHDdi0zMxPdu3dHTEwMRo4ciZKSEmzbtg0JCQlYtmwZ2rRpg9mzZ1f6zFesWIEVK1YgOjoaRUVFdquopFIpxo8fb/dzr6bP7vfff0fv3r0xePBgDBs2DEVFRfjpp5/w+++/Y9myZbaVTrc/u759+1b7Pl1V1fePiBoOJqSIiMhlotkEbcpxmPIyHetvMUOXegoWbSHco3pDkPxVD0Oq8XT4vlK1BzQRXSF1q7ogMBHRvSg0NBRffPGFQ8koi8WCp556CgUFBQBQbmtZdUpKSrBjxw5s2LDBpVjXrl2LoKAgrF+/Hlu3bkV0dDQ2bdqEadOm2eou3W0GgwFbt27FE088UWGtpICAAHh4eNg9q3bt2mH//v34xz/+gXnz5sHLywvjxo3DwoULbat5AGDmzJk4cuQIDh8+DI1Gg88//xyTJk2ymz8wMBA//vgjFi1ahPfeew8WiwUxMTH46aef8Oijj1b5zE+ePIkpU6YAAP74449ydZeGDh1a7dZAZ3Xv3h1r167FZ599hunTp0MqlSI6Ohpbt25FbGysXd9bn11179NV1X3/iKjhEERn1tI2YoWFhfDy8kJBQQE8PR3/pYmIqKEyF+dBmxQPq0HrUH9LSX7pqXv6EgCAolk41C3bO31fRdNQqEOiWLicGhx+1iBXTJ06FatXr8b333+P2NhYfPvtt3j++efrOqwG67nnnkNwcDC6du2KIUOG2OpoERGR8/hpnoiInGbISoHuyhmHtuiJoghj9iXor579q79EBqmbt1P3FORKaMKiIfdp5kLEREQNz3fffYdPP/0UW7duxYMPPggA+PXXX5mQuoPKTowjIqKaY0KKiIgcJppN0F76A6ab1xzqbzUZoLt0Aub8LFub1M0b6oiukKrcHL6vzLspNOExkMirL+xLRNQYxMfH4+WXX8aCBQvw2GOPQRRFNG/eHBs3bkSbNm0wbdo0eHh41HWYRERElXI4IVVWnNBZo0ePdmkcERHVL+aS/NIten9uuau2f2EOtMnHIJr+KmqraBYOVfB9EByoiwIAgkQKVUgUlM3CXIqZiKghys7OxogRI/Doo4/aimkLgoA5c+bglVdeQWpqKtRqnjxKRET1m8M1pCQSidOnGAmCALPZ7FJg9Q3rOhBRY2bIvgzdlUTA6tgpevr08zBkXLC9FmQKqMNjIPdu6vA9pRovaCK6OFXsnOhexs8a5Cij0QitVgt3d3fIZPZ/X7558yZ8fHx4+igREdV7Dq+Qeu+99xz6wWa1WrFhwwakpKTUKDAiIqp7osUM7aUTMOWmOzfwlsSV1NMfmvAukChUVQywpwyMcGolFRFRY6JQKCo9fczX1/cuR0NEROQahxNSc+fOrbbPjh07MHPmTKSkpMDDwwPvvPNOTWIjIqI6ZCkpQElyPKy6YqfHKltEwlycC5lXUyibt3b4L/UShap0JZVXgNP3JCIiIiKie0et/On5yJEj6Nu3L2JjY3Hx4kVMmTIFly5dwqxZs1yeMz4+Ho888gh8fHzg5uaG+++/Hxs2bHB5PpPJhM6dO0MQBERGRro8DxFRY2C8fgXFZ/Y7lIwSrRaYC3Ps2gSJBG7tekEV1MbhZJTcNxDuHfozGUVERERE1AjU6JS9CxcuYMaMGdi2bRsA4Omnn8aCBQvQqlWrGgUVFxeHIUOGQKFQYMyYMfDy8sKWLVvw7LPPIjU1FTNnznR6zvnz5yM5OblGcRERNXSixQzd5ZMw5qQ51N+iK4I2OQFWXTHco3pD6uZtu+ZoIkqQyKBq1R7KgFYuRExERERERPcih4ua3yozMxNz5szB2rVrYTabMXjwYCxevBidOnWqcUBmsxmRkZFIT0/H4cOHER0dDQAoKipCz549ceHCBZw9exatW7d2eM7jx4+je/fuWLp0KaZMmYK2bdvi/PnzTsXFQqNE1NBZtIXQJiXAoiustq8oijDlXIUuNRGwWgAAEo0n3Nv3c6qQrtTdB5rwLpCq3V2Om6ih4GcNIiIiakyc2rJXWFiImTNnonXr1li1ahU6d+6M3377DTt37qyVZBQA7NmzBykpKXjmmWdsySgA8PDwwOzZs2E2m7FmzRqH5zMajRg/fjx69OiB119/vVZiJCJqaIw3rqL49H7HklFmE3Qpx6G7dOKvZJTKHZrwLk4lo5TN25SuqmIyioiIiIio0XE4IbV06VKEh4dj8eLFaN68OTZt2oSjR4+if//+tRpQXFwcAGDw4MHlrpW17du3z+H55s6di6SkJKxevZrH3xIR3Ua0WqC99Ae0KcchWs3V9jcX56H49D67U/fkTVrCvX1fSDWOreiQKNRwv68X1CH3QRB4ih4R0d2QkJCAHj16wN/fH7169UJiYmJdh0RERI2cwzWkpk2bBkEQEB4ejvHjx+PSpUv46KOPqh3397//3amAkpKSAKDCLXk+Pj7w9/e39alOfHw8PvroI3z44Ydo06aNU3EYDAYYDAbb68LC6lcNEBHdSyy6YmiTjsKidWyLnjErBfq0s0DZTm+pDOrQzlD4BTl8T7lfC2hCO0GQyV0Nm4iInJSTk4ORI0fihx9+QM+ePfGvf/0LTzzxBOurEhFRnXK4hpRE8tdfsQVBgCPDBEGAxWJxKqDBgwfjv//9L5KSkhAREVHuenh4ONLT0+2SRRUxGAyIiYmBRqPBkSNHIJVKbTE5UkNq7ty5mDdvXrl21nUgoobAmJMO3eUTEC3Vr4oCUFro/Hqq7bXUzRuaiK6QqNwcGi9IZVC36gRFk2BXwiVqFFhDiu6UPXv24LfffsMHH3wAoLQ2q6enJ7KzsxEQUDcnm5pMJpw/fx4dOnSok3ny8/Nx5swZPPjggzW6PxERuc7hFVLO1G2qD2bPno2kpCQcO3bMloxyxowZM/DWW2/ZXhcWFiI4mL9IEdG9TbRaoEtNtEsuOULeJATGG1cAUYQiMAKqFu0gSBzbbifz8C1NXik1LkRMREQ1NWDAAAwYMMD2+sCBAwgMDISfn1+dxfTYY49Br9fbynXc6Xn69euHffv22f6o3qVLFwQHB9vG3X69vklKSsLf//53HDhwAAAwatQoLFmyBO7uVddhdHTcsWPHMH36dBw6dAhqtRpDhw7FkiVLEBRkvwr68OHDeP/995GQkAAAeOihh/Cvf/0LgYGBTvUhIgKcSEiNGzfuTsZh4+XlBaB0JVJFyv56WJXjx49j6dKlmD17tst/dVEqlVAqlS6NJSKqjyz6YmiT4mEpqfjf16rI3H2gbtURgkIDubeDf00XBKiC2kIZ1Ia1ooiI6onr169j0qRJ+OSTT1z6o21t0ev1d3We0NBQ5OTk2F7fvovj9usA8L///Q/33XcfvL29axxnTSQnJ6NHjx7w8/PD9OnTkZ+fj+XLl+PMmTPYs2cPZLKKf6VzdNypU6fQu3dvtGvXDgsWLEB2djZWrFiBw4cP48SJE7bfvfbs2YMhQ4agc+fOmDlzJgoKCvDVV19h8ODBiI+Ph0qlcqgPEVEZhxNSd0tZ7aikpCR06dLF7lpeXh5ycnLwwAMPVDnHqVOnYLFYMHfuXMydO7fc9QsXLkAQBHh5eSE/P7+2QiciqreMuRnQXfrDoS16VoMWhswUqFpG2SWSFAGtHL6fROUGTXgXyDx8XQmXiKjBOn78OCZPnoz4+HiYTCasW7cOzz333F25t8FgwPDhwzFixAiMGjXqrtyzvqhut8ft10+fPo2hQ4fi1KlTdZ6Qmjx5MpRKJY4cOQJf39Kfq3369MHQoUOxevVqvPzyyzUa98ILL6BDhw44ePAg5PLSGo8PP/wwBgwYgFWrVuHtt98GAHzxxRdo1qwZDhw4YEssjRgxAp06dcL+/fsxePBgh/oQEZWpdwmpvn37YuHChdi1axfGjBljd23Xrl22PlVp06YNJkyYUOG11atXw8vLC08++SQ0Gm4fIaKGTbRaob96GoasSw71N928Bu2lE4DFBEEmg6pFO6fvqWgSUrqaSlrvfsQQEdWprKwsDBgwAC+99BK++OILKJVKNG/e/K7df8KECfDy8sKSJUvu2j3vVQkJCSgqKqrrMJCWloadO3di9uzZtqQSAAwZMgQxMTFYuXJlhQkpR8elpaXh5MmT2Lx5sy0ZBQD9+/eHt7c3Ll68aGsTRRHu7u52q5zKVk+V1fd1pA8RUZl6t4di4MCBCAsLw4YNG3DixAlbe1FREebPnw+ZTIbx48fb2nNycnD+/Hm7JbYPPPAAVq1aVeEXADRr1gyrVq3C8uXL79bbIiK666wGLYrPHnAoGSVaLdBdPgltUjxgMQEATDkZDhc9BwBBJoemdTdowmOYjCIiqsCaNWvQokUL/POf/0SnTp0QGRlZYQH78+fPY8uWLQ7Pe/ToUbRq1cq2kqXM3r17ER0djZ9++gkffvghjh07ho0bN1a5VW/27Nl46qmnMG/ePLRs2RJKpRIdO3bEtm3b7Pq99957GDZsGNauXYvQ0FC4ubnhl19+AQCsX78enTt3hkqlgr+/P0aNGlXhgUIGgwFz5sxBREQE1Go1unXrhl9//dWuT25uLiZMmIBmzZrB3d0dPXv2xN69e52e56effqpydc6t1xcvXowXXngBQOlWPkEQcOLECZw7dw4SiQTvvfdeuRjlcjlee+01u3ZRFFFcXOzwl9lc/mfukSNHAACPP/54uWtPPvkk/vjjjwpPA3d0XHBwMPLy8vDII4/Y9SkpKYFer7er+/Tss8/i/PnzmDdvHsxmM65fv46nn34azZo1s9Uoc6QPEVGZepeQkslkWLVqFaxWK3r37o2//e1vmDZtGjp16oQzZ85g7ty5aNOmja3/Z599hnbt2uGzzz6rw6iJiOoXU14mihL3wlKcV21fi64Ixaf32xU6l/s2h3v7vg4nlmSe/vDoMAAKv6DqOxMRNVIpKSmIjIystl9kZCTWr1+PY8eOOTTv0aNHcf36dSxduhSnT58GAKSmpmL06NHo2LEj5HI5Zs2ahatXryI8PBz+/v7w9/fH4cOHy8114MABbNq0CR9//DHGjh2L2bNnQ6vV4oknnsDu3btt/fbv3499+/bhxRdfRO/evTF79myoVCr861//wtixY+Hj44MFCxZg4sSJ2LdvH7p164aTJ0/a3evIkSNYtWoVxo8fj3fffRcFBQV49NFHbYktAIiNjcXGjRvx/PPPY8GCBSgpKcFjjz2GjIwMp+b58ccf8d///rfSZ3jr9ZYtW9p2WyxZsgRr1qxBSEgI2rVrhyFDhmDlypV2q31+/PFHmM1mPPvss3ZzXrlyBR4eHg5/rV+/vlxc6enpAICQkJBy11q1agUAuHSp/B+enBnn4eEBhUJh12fRokWwWCx2O1ZGjBiBBQsW4P3330fbtm0RGRmJwsJC/Pbbb3Bzc3O4DxFRmXr5J+z+/fvj4MGDmDNnDjZt2gSj0YioqCjMnz+/3D/0RET0F1G0Qn/1DAyZKQ70FWG6cRW6K4mA9c/irhIp1C07QN4kBIIgVH9DQQJVcDsoAyMc609E1IgFBQXh4MGDsFqtkFRzUunKlSvx0EMPYfXq1eXqqt7u9ddfh1QqxaRJk3D06FGEhoYiNjYW4eHh+Oqrr6BUKmG1Wh2OUyaTYc+ePYiOjgYATJo0Cffddx9mzpyJQYMG2fqVlJRgypQp+OSTTwAAGRkZePjhh/HUU0/hhx9+sP1ceOONN9C+fXtMnTrVbnWTRqPB//73P7Rs2RIAMGXKFERFRWH69Ol45JFHUFhYiLS0NKxatQpPP/00AGDQoEHo0KEDDh8+jCeffNKheZw1ZswY6PV6rF69Gk8++aQtgQMAb775JoYMGYKNGzfaDn3atGkTwsLCytW5DQwMtJ1u54hb/+heRqfTAQB8fHzKXfP39wcAFBcX19o4ANi9ezcWLlyIWbNmlUugvvjii9i4caMt8fnQQw+hRYsWTvchIgLqaUIKAO6///5yS20rUlnh8srU16NciYhqymrQoSQpHpbim9X2Fc0m6C6fhOnmX39hlqg9oInoCqmm/PaRikjU7tBEdIXMzdvVkImIGpUJEyZg+fLlGDduHF5//fVqT46OiopCnz598OWXX2Ls2LFV9h09ejQmTZqE3NxcjB8/Hjk5OYiPj3fp1OgePXrYklEA4OvrixdffBELFy5EcXEx3N3dAZQmrm7dvvbrr7/CaDRi9uzZdn+kaNasGV566SX885//hE6ng1qtBgB069bNlkQCAE9PT4wfPx4LFixAfn4+vL29kZSUBLlcjqSkJPz000/47bffANgnUxyZp7YMHjwYUVFR+OSTTzBu3DjcuHEDcXFxmDlzZrm+SqUSvXr1qtH9AgJKT7YtKCiwJZLKlCWdPDw8am3cxYsXMXr0aPTp0wezZ8+2u3blyhU8+OCD6NSpE7Zu3Yp9+/bh73//Ox566CHs3bsXGo3GoT5ERGXqbUKKiIgcZ8rLgjblOESz0aH+hqwUu2SUIqAVVC3bQ5A4dgS4omko1CFRrBVFROSEkJAQ/P7775g2bRoGDx5cYe2fikyYMAFyubzcgT+38vPzg0wmw8qVK5GRkYF9+/a5XDC9ohpTZStcbk1IdenSBX5+frY+169fB1Bad+l2ISEhsFgsyM/PtyWkKlJWs0iv1wMArl27hkmTJuHXX39Fy5Ytcd999zn0Hm6fpza98cYb+Nvf/oaDBw/i9OnTsFgsFZ6UaLVaHf4eA6UrvW7fOlf23C9fvlwusZScnGzXp6bjbt68iUcffRSenp7497//Xe5/B1OmTIGHhwe2bt0KuVyO8PBw3H///YiJicHnn3+Od955x6E+RERl6l0NKSIicpwoWqG7ehYlF444nIwCAGXz1pBoPAFpaSFydWgnh5JRglwJt7Y9oAntxGQUEZEL2rRpg+3bt6OgoACiKFb5NW7cOHTr1g2nT5+uMhkFlB70YzabkZKSgq+++gr3339/rcadlJQEb29v28obAHYnqQF/JYFSUspvGz99+jQ8PDzQpEmTKu9z5swZ232KiorQp08fpKenY9++fUhNTcUXX3zhULy3zlPbxo4dC39/f3zyySfYtGkTunXrVuF2u6tXr8LHx8fhrw0bNpSbo1evXlCpVNi5c2e5a7t27ULbtm3tkoKujjObzRg1ahQyMjKwdevWCr9Pe/bswSOPPGJ3Gl/79u3RsWNH7Nu3z+E+RERlXP5tYvfu3Vi6dCni4+ORn59f4b50QRAqPC2CiIhqzmrUQZuUAHNRbrV9RdEKQfjrbxCCRApN624QBAkkSseWz8u8m0ITFg2JQlV9ZyIiqpHt27fDbDbjwIEDDm27O3PmDADgpZdeqnZ7X3WuXbsGo9FoW61z9epVfPPNN3juueeqrH01dOhQKJVKzJs3D5s2bbL1vXDhAtauXYtXX30VMlnlv36cPHkS33zzDSZMmACJRIL//ve/SEtLw48//ohu3boBgEMlPW6fxxVlWw7LtrfdSqVS4ZVXXsGiRYtgtVqxbNmyCueojRpS7u7uGDZsGFauXInXXnsNvr6+AIC4uDjs2rULixcvtvVNS0tDcHCw0+OA0tVPe/bswcaNG9G5c+cK4/P09MTRo0chiqLt+eTk5ODSpUto3769w32IiMq4lJD68ccf8dRTT8FqtaJly5aIjIys8ocLERHVLlPBdWiTj0E0GRzqq798Epq2PSBV/1UvQqpyd+xmEgnUIVFQNgt3NVwiInJCcnIyduzYge+++86hhEpubi5eeOEFAKhxzSKgdDXUAw88gLFjxyIrKwurV69Gs2bN8MEHH1Q5LjAwEB9++CHefvtt9OnTB8OHD8eNGzfw9ddfo0mTJnZ1liQSCfbv349x48YhJiYGFy5cwJo1axAREYEPP/wQAGy1n/71r3/hwQcfxP/93//h559/BgDbH8MdmccVZYXMZ82ahW7dukEikeDvf/+77fprr72Gjz76CAAqXb1WGzWkAGD+/Pno1q0bevbsiYkTJyInJweffvopunbtismTJwMAFi5ciJkzZ+KHH36wxePIOABYsWIFVqxYgejoaBQVFWHVqlW2a1KpFOPHj4cgCJg5cyZef/119O/fH4899hgMBgNWr14NnU6HqVOnAoBDfYiIyriURXr//fehVquxbds2DBgwoLZjIiKiSoiiCEP6eegzLlTf12qFIf08DJlJAABtcgLco/o4XCcKAKQaT6cKnRMRUc2Fhobiiy++cCgZZbFY8NRTT6GgoAAAKty+5azIyEi0bNkSc+bMgVQqxfDhw7Fo0SKHioO/9dZbCAwMxJIlSzBr1ix4eHggNjYWH3zwgV1sX3/9NebMmYOdO3fihx9+QPPmzfH6669j9uzZ8PQs/ZnTv39/vPrqq/j++++xd+9edOnSBdu3b8fjjz+Oa9euOTyPK/r27YuXXnoJP/zwAw4fPoyVK1faXW/WrBnCw8PRqlWrO7It8Fbt2rXD/v378Y9//APz5s2Dl5cXxo0bh4ULF9q2TQYEBMDDw8PuGTsy7uTJk5gyZQoA4I8//sDEiRPt7j106FBbsvO1115DcHAwFi9ejPfffx8qlQrdunXDli1b0KlTJ4f7EBGVEUQXjp1TqVQYO3Ysvv766zsRU71UWFgILy8vFBQU1OiHGxGRq6xGPbTJCTAX5lTfV18CbcoxWIrzbG0yrwCoI7pAIlNUMfIvysBwqILvcyqBRUSu42cNcsXUqVOxevVqfP/994iNjcW3336L559/3uX5+vXrB6B0axdV7syZM2jfvj02bNiAp59+uq7DISK6J7m0qdrf359HdhIR3UXmwhwUJe51KBllys1A0em4v5JRggBVSBQ0bXs4lIySKFRwi3wA6pYdmIwiIqrHvvvuO3z66afYsGGDbWuYIzWWqOY++OADNGnSBCNHjqzrUIiI7lkubdkbPXo0/u///g9ms5m1o4iI7iBRFGG4dhH69PNANQtaRYsZ+qunYbx+xdYmUWqgjugKmbuPQ/eT+wRCHdYZEnn1BXSJiKjuxMfH4+WXX8aCBQvw2GOPQRRFNG/eHBs3bkSbNm0wbdo0eHh4VD8ROeyTTz5Bamoq8vPz8cMPP2D58uW2wu9EROQ8l1ZILViwAD4+Pnjqqadw9erV2o6JiIgAWE0GlFw4DH3auWqTURZtIYrP7LdLRsn9guDevp9DyShBIoM6tDPc2nZnMoqIqJ7Lzs7GiBEj8Oijj2LGjBkASk+FmzNnDgRBQGpqKtRqtUtze3h44MEHH6zNcBuMwMBAfPvtt9i5cydmz56N119/va5DIiK6p7lUQyosLAwmk8lWTNDb2xteXl7lJxcEpKSk1DzKeoB1HYjobjIX5kKbnACrsfxx0xX3z0HJuUOlLyRSqFt1gNw/xHbkclWkbt6lhcvVDp66R0R3BD9rkKOMRiO0Wi3c3d3L7Va4efMmfHx8HPr3n4iIqC65tN/OarVCJpMhJCTE1lZRXsuFXBcRUaNWukUvCfr06ldF3Urm6Q9lUFuY8jL/TC45tk1D2bwNVC0iIThwkhMREdUPCoWi0q1ivr6+dzkaIiIi17iUkEpNTa3lMIiIyGo2Qpd8DKb87Gr7WrSFkKg97P4CrgxqC2Xz1g4VIpco1NBEdIHM079GMRMREREREbmCFcmJiOoBc9FNaJPiq92iV7aCypB+HqrgdlA2b227JggCIFSfjJL7BUET2hmCTF7juImIiIiIiFzBhBQRUR0zZCZDd/UsIFqr7Gc16qFLOQ5z4Q0AgD79HGReAZC6la/hVxFBKoO6VUcomoRU35mIiIiIiOgOcigh9f7770MQBLz22mvw9fXF+++/79DkgiBg9uzZNQqQiKihEs0maFOOw5SXWW1fU342dCnHIZqNtjZl89aQaByrFSXz8IUmoiskSo3L8RIREREREdUWh07Zk0gkEAQB586dQ5s2bSBxsPitIAiwWCw1DrI+4Mk3RFSbzMV5pVv0DNoq+4lWK/Tp52DMTLa1CXIVNOExkHk1qf5GggBVUFsog9pAEFi4nKg+42cNIiIiakwcWiG1d+9eALCdqlf2moiInGfIugTdldPVb9HTl0CbnABLSb6tTebdFOqwaEjkymrvI1G5QRPeBTIPnrhERERERET1i0MrpIh/tSSimhPNJmgvn4ApN6Pavuaimyg5fxiwmksbBAGq4CgomoXZnaxXGUWTEKhbdmDhcqJ7CD9rEBERUWPCouZERHeBpaQAJUlHYdWXONRfqvGERKGCVV8MidINmtZdIXXzrnacIJNDHdoZCr+gGkZMRERERER05zAhRUR0hxmyU6G7cgqwVr1F71aCVAZNRFcYsi9B3bI9BGn1K51knv7QhHeBRKmuSbhERERERER3HBNSRER3iGgxQ3vpBEy56VX3E0UYr6dC7hUAicrN1i5184ImLLr6GwkSqILbQRkY4dB2PiIiIiIiorrGhBQR0R1g0RaWbtHTFVfZz2o2QnfpBMx5mTC5ecPtvt4QHDzJFAAkandoIrpC5sB2PiIiIiIiovqCCSkiolpmvH4FutRTEK2WKvuZi3KhTT4G0agDAFhK8mHOz4bcN9Ch+ygCWv25nY//lBMRERER0b2Fv8UQEdUS0WKGLvUUjDeuVt1PFGG4dhGG9PO2NkEmhzosGnKf6pNRglwJTVhnh/oSERERERHVRy4lpPbv349WrVohJCSk0j7p6em4dOkS+vTp43JwRET3Cou2ENqkBFh0hVX2sxp10KYch6Uwx9Ym9fBzuBi5zDsAmrAYSBSqGsdMRERERERUVxwvVHKL/v37Y+3atVX2+f7779G/f39XpiciuqcYb6Sh+PT+apNRprwsFCfG2SWjlEFt4dbuweqTURIJ1K06wK1tTyajiIiIiIjonufSCilRFKvtY7VaedoTETVootVSukXv+pVq+1p0xdBe/N32WpCroInoApmnf7VjpRpPaCK6QqrxrFG8RERERERE9cUdqyGVlJQELy+vOzU9EVGdsuiKoU06Cou26lVRZaRqdygCI2DMTIbMuxnUYdGQyBXVjlM2C4cq5D4IEmlNQyYiIiIiIqo3HE5Ivfjii3avt27ditTU1HL9LBYL0tPTsX//fgwdOrTGARIR1TfGnHToLp+AaDFX2U8URbuVoqoW7SDVeELu16LaFaQShQrqsBjIvQNqJWYiIiIiIqL6RBAd2X8HQCL5q9yUIAhVbtsTBAHdunXD+vXrERERUfMo64HCwkJ4eXmhoKAAnp7cNkPUGIlWC3RXTsOYfbnqfn+etid194GyaajT95H7BEId1hkSudLVUInoHsTPGkRERNSYOLxC6vLl0l/ARFFEWFgYpk6dijfeeKNcP6lUCh8fH7i5udVelEREdcyiLyndoldSUHW/kgJok+Nh1ZfAlJsBmbsvpG6ObV8WJDKoWraHsmmrWoiYiIiIiIio/nIoIRUWFoY333wTkydPBgCsWbMG0dHRaNmy5R0NjoioPjDdvAZtyh8QLaZK+4iiCGP2ZeivngFEa2mjIMBq1DqUkJK6eZcWLle711bYRERERERE9Zak+i5Aamoq8vLybK9ffPFFbN269U7FRERUL4hWK3SpiSi5eLTKZJTVZIT24lHoryTaklESjRfcO/SD3Cew2vsom7eBe1QfJqOIiIiIiKjRcGiFVEBAADIyMmyvHSw7RUR0z7IatChJioelOK/KfubCHGiTj0E06W1timbhUAW3q/ZkPIlCDU1EF8g8/WslZiIiIiIionuFQwmp7t27Y926dZDJZGjatCkAIC4urtpxgiBg9uzZNQqQiOhuM+VlQptyHKK56i16howLMGRcsLUJMgXUYdGQ+zSr9h5yvyBoQjtDkMlrJWYiIiIiIqJ7iUOn7F28eBHDhw/H+fPnSwdVc8qebXJBgMViqXmU9QBPviFq+ETRCv3VszBkJlff12xCUeJeiEYdAEDq6Q9NeAwkCnWV4wSpDOpWHaFoElIrMRNRw8HPGkRERNSYOLRCqk2bNjh9+jQuX76MjIwM9OvXD+PHj8e4cePudHxERHeF1aCDNjke5qKbDvUXZHJoIrqi5NwhKIPaQNm8DQRBqHKM1N0XmogukKp4CikRERERETVuDiWkAEAikSA8PBzh4eFo2bIlOnfujL59+97J2IiI7gpTfnZpHSizsdI+otUC0WKGRK60tck8fOHR+SFIFKqqbyAIUAW1hTKoDQTBobMkiIiIiIiIGjSHE1K3unz5cm3HQUR014miFfq08zBcu1hlP4uuCNrkYxCkMri1e9BuJVR1ySiJUgNNRFfIPHxrJWYiIiIiIqKGwKWEFBHRvc5q1EGbfAzmwpxK+4iiCFNOGnSppwBraT08w7WLUAW1degeiiYhULfswMLlREREREREt3E5IVVUVITPPvsMu3fvxrVr12AwGMr1EQQBKSkpNQqQiKi2mQqul27RM5X/d6uMaDFBd/kUTLnptjaJyh1y7+pP0BNkcqhDO0PhF1Qr8RIRERERETU0LiWkbty4gQceeAApKSnw9PS0nQpjNBqh05WeONW8eXPI5VwVQET1hyiKMGRcgD79fJX9LCX50CYlwGoosbXJy1Y7Sav+Z1Pm6Q9NeBdIlFWftkdERERERNSYuVRdd+7cuUhJScF3332HvLw8AMCbb76JkpIS/P7777j//vvRqlUrnDlzplaDJaLatWrpUnw8dy5WLV1a16HccVaTASXn/1dlMkoURRgyU1B8Zv9fySiJDOrwLtCERVedjBIkUAXfB7d2DzIZRUREREREVA1BFEXR2UGhoaGIiIjAf//7XwClJ/DNnTsX7733HgAgLy8PHTp0wDPPPIOPPvqodiOuI2WrwAoKCuDp6VnX4RDVip4tWiArIwPNgoJwOD29+gH3KHNhDrTJCbAa9ZX2Ea1WaJOOwpyfbWuTunlDHdEVUpVblfNL1O6lhcvdvGsrZCJqhPhZg4iIiBoTl1ZIZWZmIjo62vZaKpXatuoBgI+PDx5++GH85z//qXmEREQuEkUR+owLKD53qMpkFAAIEgkkir9WNikCI+B2X+9qk1GKgFbwaN+PySgiIiIiIiInuFRDysvLCyaTyfbax8cH6betrvD09ER2dvbtQ4mI7gqryQBtyjGY8687PEbVsj0s+mIoAyMg925aZV9BroQmrDPkPoE1DZWIiIiIiKjRcSkhFRYWhtTUVNvr6Oho/Pe//8XNmzfh6+sLnU6Hn376CSEhIbUVJxGRw8yFuX9u0dNV2sdq0MGiK7RLPAkSKdzbPVjt/DLvAGjCYiBRqGolXiIiIiIiosbGpS17gwcPxm+//QatVgsAePnll3H9+nV06tQJo0aNQvv27ZGSkoLx48fXZqxERFUSRRH6a0koPnewymSU6WYmihP3QpsUD4uu2PEbSCRQt+oAt7Y9mYwiIiIiIiKqAZcSUq+88gq+/vprW0JqxIgRWLJkCYqLi/Hjjz8iKysLb731Ft55551aDZaIqDJWsxHaC0egv3oGqOSsBtFqgS71FLRJRyFaTIDVAn2aY6eBSjWe8GjfD8pm4RAEoTZDJyIiIiIianRcOmWvMhaLBTk5OQgICGhwv7Dx5BtqiBrKKXvmopvQJsVXuSrKoisq3canLbS1yXybQxPaGYJMXuX8ymbhUIXcB0EirbWYiYhux88aRERE1Ji4VEPqxRdfRMeOHTF16lS7dqlUiqZNqy4ETERUmwyZKdBdPQOI1gqvi6II042r0F1JBKyW0kahdOudvEnLKpPnEoUK6rAYyL0D7kToREREREREjZZLCakNGzYw8UREdUo0m6C9dBymm5lV9tGlnoQpN8PWJlF7QBPRFVJN1asP5D6BUId1hkSurLWYiYiIiIiIqJRLCamIiAhkZlb+SyAR0Z1kLs4r3aJn0FbaRxRFlFw8AkvRTVubIqAlVCHtIUgr/6dPkEihatkeyqahtRozERERERER/cWlouYTJkzAzz//jIyMjOo7ExHVIkPWJRSfPVBlMgoABEGAKijy/7d359FxV/fdxz+/2We0jGXJsmRbkrV4t/EiA3GA2KbB5JikmKRPnoS0BhISSMhJ8kALhSepIZAS2lPa9KSEphAg5RCSFsLTlEAgsWVKAkHe8IIXWZYX2fIiW9Y2o1nv84fQ4GEkWbK1jEbv1zk+B9175/6+c/OzIn38u3e6v7A75KtaKm/5on7DKHvWBGUvWEEYBQAAAADD7IKekLrhhhv0u9/9Th/96Ed1991369JLL9XkyZN7PYultLT0oosEABONKNCwLWn73fk4/JPkLV8kR26BbJ6sfse6p8yQZ9ocWbYLyukBAAAAAINwQYFURUWFLMuSMUbf+MY3+hxnWZai0egFFwcAkhTrbFVnXa3iXR19jom2nlL4dGP3U1DnhOOuwrJ+57a5vPJVVcuRWzBk9QIAAAAA+ndBgdTatWv7/WQqAOnvtZde0umTJyVJp0+e1GsvvaRVa9aMblG9CJ04qOCh7VK8j0/Ri8cVOrpHoWN1kiS7N0fu4qoBze3Mnypf+SJZDueQ1QsAAAAAOD/LGGNGu4ixoK2tTX6/X62trcrN7f/TuYB099pLL+m2G25IarMsS4+/+GLahFImFlWwYZvCzY19jomHAgrs36RYR0uizTFhsnwzL+83NLfsDnmnXyLXJLYUA0gf/KwBAADGkwEfltLQ0DDoye+9995BvwbA8PuXv/3blDZjjB57+OFRqCZVLNCm9p01/YZRkdPH1L5jwwdhlGXJUzL3vGGUPXuishesJIwCAAAAgFE04EDqmmuu0YkTJwY88X333ae/+7u/u6CiAAyvul27BtU+ksInD6lj50bFg72fF2XiMQUb3lVgf60U6z6jznL7lDX3SrmnzOg7jLIseabNVva8K2U/zwHnAAAAAIDhNeBA6sCBA1q1apXOnj173rHf+c539P3vf1+VlZUXUxuAYTJj3rxBtY8EE4sqUL9FgQNbZeKxXsfEAm3q2LlR4ZMHE23OiVOVM3+FHNkT+5zb5vYpe+6V8kybLcviU/QAAAAAYLQN+Dez73//+9qxY4euu+46BQKBPsetW7dO3/ve91RZWakNGzYMSZEAhtYd992X8iSRZVn62n33jUo9sWC7Ona+ofCpw/2OCx2vVzzY3v2FzS5v+SJ5q6r7PZTcNalUOQtWypGTP5QlAwAAAAAuwoADqbvvvlv33HOP3nrrLX36059WNBpNGfPAAw/owQcfVHl5uTZs2KCpU6cOabEAhsaqNWv0+IsvyunsDnKcTqce/+Uvter660e8lvCpI+rYsVGxYNt5x3rL5svmzpLNm6vseR+Tq7Cszy16lt0p34xL5atcwqfoAQAAAECaGfSn7N1+++368Y9/rD/7sz/Tz3/+88Qvg9/97nd1//33a/r06aqpqVFpaWYdGMwn3yATLZs2TcePHlXR1Kl6q7HvA8SHg4nHFDy4I2n7XcqYWESWPTlMinV1yubyyLLZ+3ydI7dAvsolsrl9Q1UuAAw7ftYAAADjyaAPU/nRj36kz372s3rhhRd02223SZIefPBB3X///SotLdWGDRsyLowCMLRiXR3dW/T6CKOMMQodq1P7tt8qHkreImz3ZPUdRlk2eUrmKmvOFYRRAAAAAJDGHIN9gWVZevbZZ9XW1qYnn3xS7733nv7whz9o2rRpWr9+vcrKyoajTgAZInz6qIIHtsrEUrf9SlI83KVg/RZF205JkgL7NylrzpWybP3n5zZvtnyV1XJk5w15zQAAAACAoTXoQEqSHA6HXnjhBa1atUq///3vNXXqVNXU1KiiomKo6wOQIUw8ruChHQqfaOhzTOTsSQXrt8hEQ4k2R+4kqfdjohJchdPlLZsvy35B39IAAAAAACNswL+9rV69OqUtHo/LsixNmDBBX//611P6LcvSyy+/fHEVAhjzYl2dCtTVKtZ5ttd+E4+rq3G3wk37E22W0939xJN/Up/zWg6XfBWL5ZxYPNQlAwAAAACG0YADqVdffbXPvl27dmnXrl0p7X19+hWA8SNypkmB+i0ysUiv/fGuTgX2b1assyXR5vAXylu5RDanu895HRMK5atYLJvLO+Q1AwAAAACG14ADqYaGvrfZAMCHmXhcXUd2KdRU3+eYyJljChzYKvWcJ2VZ8pTMlauosu9A22aTt2SeXEUVhN4AAAAAMEYNOJAa6cPKa2trtW7dOr311lsKh8OaN2+evvWtb+nGG28c0Otramr04x//WFu3blVTU5PC4bBKSkp0xRVX6J577tGsWbOG+R0A41c8FFBnXa1iHS39D7RsiTDK5s6St6r/Q8nt3lz5qqplz/IPZbkAAAAAgBGWlicA19TU6Nprr5XL5dLnPvc5+f1+vfjii/rCF76ggwcP6r777jvvHL/97W/15ptv6vLLL0/MtXv3bv30pz/Vc889p1deeUUrV64cgXcDjC+RluMK1G+Wifa+Re9czrwiuYoqZCJheadfIsvh7HOsu6hCntJ5smz2oSwXAAAAADAKLGOMGe0izhWNRjV79mw1Njbqrbfe0uLFiyVJ7e3tWrZsmfbu3av33ntPM2bM6Heerq4ueTyelPbf/e53+vjHP66lS5eqtrZ2wHW1tbXJ7/ertbVVubm5g3tTQJpaNm2ajh89qqKpU/VWY+NFzWVMXF2HdyvUVNdHv1G09aQc/sKkrXY934L62n7Xfbj5EjknTL6o+gAg3fGzBgAAGE9so13Ah61fv1719fW68cYbE2GUJOXk5Og73/mOotGonnrqqfPO01sYJUl/8id/ory8PO3fv7/XfgCDFw8F1fnem32HUdGwAnW1Cux9W5FTh5L6LMvqM4xy5hUp55KrCaMAAAAAIMOk3Za9mpoaSdKqVatS+nraNm7ceMHzv/XWW2ppadGVV155wXMA+EDk7AkF9m+WiYZ77Y+2n1Fg/yaZcFCSFDy0U44JRbK5eg+NJcmy2eUpmy/35PJhqRkAAAAAMLrSLpCqq+t+wqK3LXl5eXkqKChIjBmImpoa1dTUKBQKqa6uTv/93/+tgoIC/eM//mO/rwuFQgqFQomv29raBnxNYDwwJq6uxj0KHd3XR79R6FidQo17JL2/Lc/ulLdicb9hlD3LL1/VUtm9OcNRNgAAAAAgDaRdINXa2ipJ8vt7/xSt3NxcNQ7irJuamho98MADia+rqqr0/PPPq7q6ut/XPfzww0mvAzLRl+68Ux1tbcoe5Fkl8XBQgf2bFW1r7qO/S4H6zYqd02/PyZevslo2t7fPed3FM+QpmSPLlna7iQEAAAAAQyjtDjVftWqVXn/9ddXV1amqqiqlv7KyUo2NjUlPLw1EZ2en3nvvPX33u9/V66+/rp/85Ce68cYb+xzf2xNSJSUlHDSKcS/Seqp7C16k97+DkbMnFKzfkrSFzz11ltxTZ8qyeg+abC6vfFXVcuQWDEvNADAWcKg5AAAYT9LuCameJ6N6npT6sJ4f1gYrKytLl156qX75y19q6dKl+spXvqJrrrlGkyZN6nW82+2W2+0e9HWATGWMUejoXnU17ulzTPjUEQUPbEl8bTk95w2anPlT5S1fKJvDNaT1AgAAAADSV9rti+k5O6q3c6JaWlrU3Nzc6/lSA+VwOLRy5Up1dnZq06ZNFzwPMJ7EIyF17vlDv2GUJDnyJstydW/Jc0yYrOwFK/oMoyy7Q77KJcqacSlhFAAAAACMM2kXSC1fvlyS9Nprr6X09bT1jLlQx44dk9QdTgHoX7StWR07Nijaeuq8Y20Ol3xV1fKUzZdv5uWyOXt/ytCenafsBSvlmlQ61OUCAAAAAMaAtDtDKhqNatasWTp69KjefvttLVq0SJLU3t6uZcuWae/evdq1a5dmzpwpSWpublZzc7MKCgpUUPDBkxhvvPGGrrrqKlmWlTT/a6+9pk9+8pPy+Xw6evSosrKyBlQX5zpgvOn5lLyuxt1SL98mTCyqrsbdchfP6PdT85JYljxTZso9bVaf50kBwHjFzxoAAGA8SbtHhBwOh5544glde+21uuqqq/T5z39eubm5evHFF9XQ0KCHHnooEUZJ0g9/+EM98MADWrdune6///5E+5/+6Z+qoKBAl156qUpKShQMBrV9+3a98cYbcjqdeuKJJwYcRgHjTTwSUqB+s6JnT/baH+tsVWD/JsW7OhQLtClr9kdTwt8Ps7l93edJ5eQPR8kAAAAAgDEk7QIpSVq5cqXefPNNrVu3Tr/4xS8UDoc1b948Pfjgg/rCF74woDkeeOABvfrqq3rzzTd16tQpWZalkpIS3XrrrfrWt76lefPmDfO7AMamaPtpBeo2KR4OpvQZYxQ+0aCuw7skE5ckxTpaFA+2y+7r+1/zXQUl8k6/RJbDOWx1AwAAAADGjrTbspeueIwemc4Yo1DTfnUdea/XLXrxaFjBA1sVbTmeaLP5/PJVLZXdm93rnJbdKW/5QrkKpg1b3QCQKfhZAwAAjCdp+YQUgJEVj4YVrN+iyDlh07mibacVqN8sc85TU66iCnlK5sqy2Xt9jSO3QL7KJbK5fcNSMwAAAABg7CKQAsa5aPuZ7vOgQoGUvu6Dzfcp1Lgn0WY5XPJWLJYzr6j3CS2bPNNmyz1lxnnPlQIAAAAAjE8EUsA4FmqqV/Cc86A+LNp2KimMsufky1dZLZvb2+t4mye7++Dy7LxhqRcAAAAAkBkIpIBxyEQjChzYosiZpn7HOf2Fck4qU+TUIbmnzpZ76sw+n3pyFU6Xt2y+LDvfVgAAAAAA/eM3R2CciXaeVWDfO31s0YvLsmxJbd6y+XJNKpUjZ2Kv81kOl3wVi+WcWDws9QIAAAAAMg+BFDCOhI4fUPDwTimeukUv1tWhQN0muYsr5SooSbRbdkefYZTDXyhf5WLZXL1v4QMAAAAAoDcEUsA4YKIRBRq2KXL6aK/94eYjCja8K8VjCja8K3t2nuye7L4ntNnkLZkrV1ElB5cDAAAAAAaNQArIcLHOVnXW1Sre1ZHSZ2JRBQ9uV6T5SKLN5vL2+gRVD7s3V76qatmz/MNSLwAAAAAg8xFIARksdPKggge3975Fr/OsAvs3Kd7VmWhzFpTIO/2SPg8mdxdVyFM6T5bNPmw1AwAAAAAyH4EUkIFMLKpgwzaFmxtT+4xR+MQBdR1+TzLvB1U2u7zlC5POjjqX5XR3H1yeVzScZQMAAAAAxgkCKSDDxAJtCtTVKhZsT+mLR8IKHtiq6NnjiTZ7ll/eqqV9nhnlzCuSt2KxbE73sNUMAAAAABhfCKSADBI+dVjBhndl4rE+RsQV62xJfOUqqpSnZK4smy1lpGWzy1M6T+6iimGqFgAAAAAwXhFIARmg53Dy8KnD/Y6zOT3yVixRsH6LvJWL5Zwwuddx9iy/fFVLZffmDEe5AAAAAIBxjkAKGONiwfbuLXqBtpS+eCgo2eyyOV2JNueEQjkWfbzvg8uLZ8hTMqfXp6YAAAAAABgKBFLAGBZuPqLggXdl4tGUvsiZJgUPbJU9J1++mZfJsqxEX29hlM3llbdyiZz+ScNaMwAAAAAABFLAGGTiMQUP7lD45MFe+7oO71L4RIMkKXr2uCKnDslVOL3P+ZwTp8hbsUg2h6vPMQAAAAAADBUCKWCMiXV1KLCvVrFAa2pfsF2B/ZsUP2f7niOvWM6JU3qdy7I55J2+QK7CsmGrFwAAAACADyOQAsaQ8OmjCh7YKhNL3qJnjFGk+YiCB7dLPZ+wZ9nkKZsvV+H0pO16PezZefJVVcvuyR6J0gEAAAAASCCQAsYAE4+r69AOhd7fhpfUF4so2LBdkdONiTabJ1u+GZfK7stNncyy5JkyU+5ps2RZHFwOAAAAABh5BFJAmot1dXZ/il7n2ZS+eCSkzl3/o3ioM9HmnFQmb9n83g8ud/vkq6yWIzd/OEsGAAAAAKBfBFJAGoucaVKgfotMLNJrv+VwyZ49oTuQsjvkLV8kV/7UXse6CqbJO32hLIdzOEsGAAAAAOC8CKSANGTicXUd2aVQU32/4yzLknf6QskYeUrmyubJSh1jd8pbvlCugmnDVS4AAAAAAINCIAWkmXgooM66WsU6WlL6oq2nZExczgmTE22WwynfjEt7ncuRky9fVbVsbt+w1QsAAAAAwGARSAFpJNJyXIH6zTLR5C16xsQVatyr0LF9suxO2ReslM3t7XsiyybPtNlyT5nR6yfsAQAAAAAwmgikgDRgTFxdh3cr1FSX0hcPBRTYv1mxjjPdY2MRhU4ckLd0Xq9z2TzZ8lVVy5GdN6w1AwAAAABwoQikgFEWDwUV2F+raPuZlL7ImWMKHNgm9RxqblnyTJsjV3FVr3O5Cqf3+Ql7AAAAAACkC35rBUZR5OzJ7i16kVBSu4nH1HVop8InDybaLLdPvspqOXImpsxjOVzyVSyWc2LxcJcMAAAAAMBFI5ACRoExcXU17lHo6L6UvliwXYG6TYoH2xJtzolT5C1fJMvhTBnv8BfKV7lYNlc/Z0oBAAAAAJBGCKSAERYPdymwf5Oibc0pfSYeV+eeP8iEu7obLJu80xfIOaks9XBym03ekrlyFVVycDkAAAAAYEwhkAJGUKT1lAL7N6Vs0eth2Wzyll2iQN07snlz5KtaKrsvN2Wc3ZsrX1W17Fn+4S4ZAAAAAIAhRyAFjABjjEJH96qrcU+vfec+4eScWCxv1VI584pk2ewp491FFfKUzuu1DwAAAACAsYBAChhm8Uioe4te66mkdmOMwk37FQu2y1uxOCmUcuVPTZnHcrq7Dy7PKxr2mgEAAAAAGE4EUsAwirY1K7B/k+I9Z0K9Lx7pUrB+q6KtJyVJjtx8uSaV9TmPc8JkeSuXyOZ0D2u9AAAAAACMBAIpYBgYYxQ6Vqeuxt2SMUl9kdaTCtZvSTpH6sOBVQ/LZpendJ7cRRXDWi8AAAAAACOJQAoYYvFISIH6LYqePZHUbuJxhRr3KNRUl2iznG75KpfI4S9Mmcee5ZevsrrXQ80BAAAAABjLCKSAIRRtP61A3SbFw8Gk9ngooMD+TYp1tCTaHP7CPrfhuYtnyFMyR5bNNuw1AwAAAAAw0gikgCHSdaxOXUfeS92id/qoAg3bpFi0u8Gy5CmZK1dRZdJB5pJkc3nlrVwip3/SCFUNAAAAAMDII5ACLlI8GlawfosiLcdT+owxCjc3JsIom9snb9VSObLzUsY6J06Rt2KRbA7XsNcMAAAAAMBoIpACLkK0o0WBulrFQ4Fe+y3LkrdisTp2bJAjN1/e6QtlOZzJY2wOeacvkKuw70/ZAwAAAAAgkxBIARcodLxewUO7JBNPtBljZCJdsrm8iTab06Xs+ctlOd0pW/Ts2XnyVVXL7skesboBAAAAABhtBFLAIJloRIEDWxU5cyylPdiwTdH208pesEI2pyfRZ3N5kiexLLmnzJBn2mxZFgeXAwAAAADGFwIpYBCinWe7t+h1dSa3t59RYP8mmfc/XS9Yv0W+WctSnoiSus+R8lVWy5GbPyI1AwAAAACQbgikgAEKHT+g4OGdUjx5i16oqU6hI3skdX+6nmV3ylU4vdcwylUwrddzpAAAAAAAGE8IpIDzMLFo9xa900eT2uPhLgXrtyjadirRZs+eKF9VtWxuX9JYy+6Ut/wSuQpKRqRmAAAAAADSGYEU0I9YZ6s699cqHuxIao+cPaFg/RaZaDjR5p46U+6ps1LOhHLk5PcaUgEAAAAAMF4RSAF9CJ88pODB7TLxWFJ7V+MehY7uTXxtOT3yVS6Rwz8peQLLJs+0WXJPmdnr9j0AAAAAAMYrAingQ0wsqmDDuwo3H+m13+bJSvy3Y8JkeSsWy+Z0f2hMtnxV1XJk5w1rrQAAAAAAjEUEUsA5YoE2BepqFQu29znGVVCiWPtp2Tw5chVVpDz95Cosk7dsgSw7f70AAAAAAOgNvzED7wufOqxgw7tJW/RMLKrImSa5JiUfRu4tX5Tyesvhkq9ikZwTpwx3qQAAAAAAjGkEUhj3TCyq4MHtCp86nNTe87RUvKtDstnkyp/a5xwO/yT5KpfI5vIOd7kAAAAAAIx5BFIY12LB9u4teoG2RJsxRuGTB9V1aKdk4pKkrkM75cwrkmWzJ09g2eQpmSN3cRUHlwMAAAAAMEAEUhi3ws2NCh7YJhOPJtpMNKzAgW2KtjQl2mw+v3xVS1PCKLs3R76qpbJn+UesZgAAAAAAMgGBFMYdE48peHCHwicPJrVH208rsH+zTDiYaHNNrpCndG5KGOWeXC5P6TwOLgcAAAAA4ALw2zTGlVhXR/cWvc7WRJsxRqFj+xRq3CvJSJIsh1PeisVy5hUnvd5yuuWrWCxnXtFIlg0AAAAAQEYhkMK4ET59VMEDW2Vi0aT20JHdCjXVJb625+TLV1ktmzv5gHLnhMnyVi6RzekekXoBAAAAAMhUBFLIeCYeV9fhnQodP9Brv6uoXOFTh2SiYbmnzpJ76qykA8otm12e0nlyF1WMVMkAAAAAAGQ0AilktHgooM66WsU6WvocY3N55auqliybHLkFSX12n1++qmrZfbnDXSoAAAAAAOMGgRQyVqSlSYH9W2RikURbrKtDXYffk69ikSyHK9Hu8BemvN5dXCVPyVxZNtuI1AsAAAAAwHhBIIWMY0xcXYd3KdRUn9Qebj6iYMO7UjymwAHJN+PSpK15PWwur7yVi+XsJaQCAAAAAAAXj0AKGaV7i94mxTrOJNpMLKrgwe2KNB/5YFywTSYalvWhA8qdE6fIW7FItnOengIAAAAAAEOLQAoZI9JyXIH6LTLRcKIt1tmqwP5Nind1JNqcBSXyTr9Elv2D29+yOeSdvkCuwrIRrRkAAAAAgPGIQApjnjFxdR3ZrdCxunPajMInGtR1eJdk4t2NNru85QvlKihJer09O6/74HJP9kiWDQAAAADAuEUghTEtHg4qULdJ0fbTH7RFwgo2bFW05XiizebzyzdjaXLoZFlyT5khz7TZsiwOLgcAAAAAYKQQSGHMipw9qUD9ZplIKKk9erYpKYxyFVXKUzJHls2eaLO5ffJVVsuRmz9i9QIAAAAAgG4EUhhzjImrq3GPQkf39drvLChVpOWEYu2n5a1cIueEycn9+dPkK18oy+EciXIBAAAAAMCHEEhhTImHuxTYv0nRtuZEm4lFZNk/CJcsy5KvYrFMPCqby/tBu90p7/RL5JqUfIYUAAAAAAAYWQRSGDMiracU2L8paYtepOW4gge2yluxWM68okS75XDK0gchlSNnonxVS2Vz+0a0ZgAAAAAAkIpACmnPGKPQ0b3qatzzQVs8pq7D7yl84oAkKXhgq+wLViQ9ESVJsix5ps2We8oMDi4HAAAAACBNEEghrcUjIQX2b1a09WSiLRbsUGD/JsUDrYk2e85E6ZxDyyXJ5smSr2qpHNl5I1YvAAAAAAA4v7R9ZKS2tlarV69WXl6esrKydNlll+m5554b8OvffPNN3XXXXaqurlZ+fr48Ho9mz56te+65R2fPnh2+wjFkom2n1bFjQ1IYFT51WB07az4IoyybPGUL5JtxmWwOV2Kca1KpchasJIwCAAAAACANWcYYM9pFfFhNTY2uvfZauVwufe5zn5Pf79eLL76ohoYGfe9739N999133jmKiorU3NysK6+8UosXL5ZlWaqpqdHWrVtVWVmpP/zhDyosLBxwTW1tbfL7/WptbVVubu7FvD2chzFGoWN16mrcLb1/e5pYRMGG7YqcbkyMs3my5ataKnuWP9FmOZzyli+SK3/qiNcNAMDF4GcNAAAwnqRdIBWNRjV79mw1Njbqrbfe0uLFiyVJ7e3tWrZsmfbu3av33ntPM2bM6HeeRx55RGvXrlVxcXGizRijO+64Qz/60Y/0ta99Tf/yL/8y4Lr4IXFkxCMhBeq3KHr2RKItFmhTYN87ioc6E23OSaXyli2QZf9g16nDP0m+iiWyuT90jhQAAGMAP2sAAIDxJO227K1fv1719fW68cYbE2GUJOXk5Og73/mOotGonnrqqfPOc8899ySFUZJkWZa+853vSJI2btw4tIXjokXbT6tjR01SGCVJlt2hePT9T9azOeStrJavYvEHYZRlk6d0nrJmf5QwCgAAAACAMSDtDjWvqamRJK1atSqlr6ftYsIkp9MpSXI40u6tj2uhpv0KHn5PMvGUPpvbJ1/5YoWa6uStWiq7JyvRZ/fmpGzbAwAAAAAA6S3tUpm6ujpJ6nVLXl5engoKChJjLsRPfvITSb0HXucKhUIKhUKJr9va2i74muibiUYUqN+iSEtToi3adlr2rFxZdmeizZk/RY6JxbIsK9Hmmlwub+m8pG17AAAAAAAg/aXdlr3W1u5PT/P7e3/iJTc3NzFmsLZt26YHHnhAhYWFuvvuu/sd+/DDD8vv9yf+lJSUXNA10bdoR4vad2xIhFHGxNXVuFudu99U8OD2lPE9YZTldCtr1kfkK19IGAUAAAAAwBiUdoHUcGloaNAnP/lJxWIxPf/88yooKOh3/L333qvW1tbEnyNHjoxQpeND6Hi9Onb9j+KhgCQpHgqoc/fvFTq6T5IUaW5U5ENnSUmSY8Jk5VxytZx5RSNaLwAAAAAAGDpp93hJz5NRfT0F1fMJNINx6NAhrVy5UqdOndILL7yglStXnvc1brdbbrd7UNfB+ZloRIEDWxU5cyzRFjnTpOCBrTKxyPstltzTZsvhL/zghTabvKXz5S6qGNmCAQAAAADAkEu7QKrn7Ki6ujpVV1cn9bW0tKi5uVkf/ehHBzzfwYMHtXLlSh07dkz/8R//oU9+8pNDWi8GLtp5VoG6WsW7OiVJJh5T1+FdCp9oSIyxXF75qpbKkTMx0Wb3+eWrqpbdx0dgAwAAAACQCdJuy97y5cslSa+99lpKX09bz5jzOXjwoFasWKGjR4/q5z//ua6//vqhKxSDEjrRoI5dbyTCqFiwXR273kgKoxx5xcpZsCIpjHIXVyp7/nLCKAAAAAAAMohljDGjXcS5otGoZs2apaNHj+rtt9/WokWLJEnt7e1atmyZ9u7dq127dmnmzJmSpObmZjU3N6ugoCDpXKgPh1Gf/vSnL6qunq2Cra2tys0lHBkoE4sqcGCbIqcbE22xQJs6dr0hxWPdDZZNnrIFchWWJQ4ut7k88lYukfPcbXsAAGQwftYAAADjSdpt2XM4HHriiSd07bXX6qqrrtLnP/955ebm6sUXX1RDQ4MeeuihRBglST/84Q/1wAMPaN26dbr//vsT7StWrNChQ4f0kY98RNu3b9f27amf2nbueAy9WGerOvfXKh7sSGq3eXPkyMlXtPWkbN4c+aqWJj0B5ZxYLG/5ItmcnOEFAAAAAEAmSrtASpJWrlypN998U+vWrdMvfvELhcNhzZs3Tw8++KC+8IUvDGiOQ4cOSZLefvttvf32272OIZAaPqGTB9V1cIdMz1NQ57AsS97KJQodq5Nn2mxZ9u7b0LI55Jk+X+7C6SNcLQAAAAAAGElpt2UvXfEY/cCYWFTBhncVbj7S/bUxCh+vl93nl8M/qc/X2bPz5Kuslt2bPVKlAgCQVvhZAwAAjCdp+YQUxqZYoE2BulrFgu2SpHgkpGD9FkVbT8pyupW9YGWv2/DcU2bKUzJblpV2Z+wDAAAAAIBhQCCFIRE+dVjBhu0y8agkKdp6SoH6zTKRkCTJREKKnj0h16TSxGtsLq98VdVy5Bb0OicAAAAAAMhMBFK4KCYeU/DgdoVPHnr/67hCR/codKwuMcZyuLs/MW/CB5+Y58yfJl/5QlkO54jXDAAAAAAARheBFC5YLNihQN07igXaJEnxUECB/ZsU62hJjHH4J8lbuUQ2p0eSZNkd8k5fKNekklGpGQAAAAAAjD4CKVyQcHOjgg3bZGLdW/QiZ44pcGCbFIt0D7AseabNkau4SpZlSZIcORPlq1oqm9s3SlUDAAAAAIB0QCCFQTHxmIKHdip8oiHRFo+EFKjfIsVjkiTL7es+Gyp7YvcAy5Jn6iy5p87k4HIAAAAAAEAghYGLdXV0f4peZ2tSu83plnf6JQoe2CrnxCnyli9KnA1l82TJV1ktR87E0SgZAAAAAACkIQIpDEj49FEFD2yTiUVkjJFkkp52chaUyObyyp5bkNii55pUKu/0S2TZuc0AAAAAAMAHSArSyBOPPqqOtjZl5+bq1jvvHO1yJHV/al7X4Z0KHT/Q/XU0omDDNlkOl7zlCxPjLMuSwz+p+78dTnnLF8mVP3VUagYAAAAAAOnNMt2Pu+A82tra5Pf71draqtzc3GG5xrJp03T86FEVTZ2qtxobh+UagxEPBdRZV5v41Lxo+xkF6jfLhAKSJN+MS+WcOCXpNY7cAvkqq2Vze0e8XgAAxrKR+FkDAAAgXfCEFHoVaWlSoH6LTLR7i164ab+6GndLPfml3SnJ+uAFlk2ekjlyn/OpegAAAAAAAL0hkEISY+LqOvyeQk37JUnxcJeC9VsUbTuVGGPPnihfVbVsbp8kyebNlq9qqRxZE0ajZAAAAAAAMMYQSCEhHgq+v0XvjCQpcvakgvVbZKKhxBj3lJlyT5uVONDcNblc3tJ5HFwOAAAAAAAGjBQBkqRIy/H3t+iFuw8yb9yt8PtPSUmS5XTLV1n9wcHlTrd8FYvlzCsarZIBAAAAAMAYRSA1zhkTV9eRPQod2/dBo2UlDjKXJIe/UN7KJbI53d1fT5gsX8Vi2VyekS4XAAAAAABkAAKpcSweDipQt0nR9tNJ7ZZlyVdZrY5dG+UurpKrqLL7oHKbTd7S+XIXVYxSxQAAAAAAIBMQSI1TkbMnFajfLBMJycSiioe7ZPdmJ/ptbq9yFn48cTaU3eeXr6padh8fQw0AAAAAAC4OgdQ4Y4xRqHGPuo7ulSTFAm0K7N8kE48pZ/4KWQ5nYmxPGOUurpSnZK4sm31UagYAAAAAAJmFQGociYe7FKjfrGjrKRljFD55UF2HdkomLkkKHtohX+WSxHibyyNv5RI5/YWjVTIAAAAAAMhABFLjRLStWZ11td1b9KJhBQ5sU7SlKdFv8+XKPWVG4mvnxGJ5yxclDjIHAAAAAAAYKgRSGc4Yo9Cxfepq3CMZo2j7me4teuFgYoxrcrk8pfNk2eyybA55ps+Xu3D66BUNAAAAAAAyGoFUBotHQt1b9M6efD+YqlOocY8kI0my7E55KxbLObFYkmTPmiBf1dKkw80BAAAAAACGmm20C0C31156SadPnpQknT55Uq+99NJFzRdtO62OHTWJMCqw748KNe5WTxhlz5mo7AUrE2GUe8pMZc/7GGEUAAAAAAAYdgRSaeC1l17SbTfcoEgkIkmKRCK6/dOfvqBQyhijrqP71LH7TcXf35ZnWZYc5xxM7p46S1lzrpDN7ZXN5VX23CvlLZ0ry8btAAAAAAAAhh9b9tLAv/zt36a0GWP02MMPa9WaNQOeJx4NK7h/syJnT6T0uSaXKx5slzN/qhy5BZIkZ/40+coXynI4L7h2AAAAAACAwSKQSgN1u3YNqr030fYzCtTVKh4OKtbVqWjrSbknlyf6LcuSt3xh93/bHfJOXyjXpJKLKxwAAAAAAOACEEilgRnz5ml7bW2v7QMRatqv4OH3JBNXuLlRwYZ3pXhUNneWnBMKk8Y6cibKV7VUNrdvSGoHAAAAAAAYLA4NSgN33HefLMtKarMsS1+7775+X2eiEXXu/aOCh3bKRMMKHNiqYP1mKR6VJIWO7ZUxpmdCeabNVtbcKwmjAAAAAADAqCKQSgOr1qzR4y++KKez+ywnp9Opx3/5S626/vo+XxPtaFH7jg2KtDQp1tmqjp0bFTl1ONHvLJimrFkfkWVZsnmylD33KnmmzZZl8T85AAAAAAAYXWzZSxOr1qxRfmGhjh89qvzCwn7DqNDxA91PRcVjCp9oUNfhXZKJd3fa7PJOv0SuSaWSJNekUnmnXyLLzv/UAAAAAAAgPZBSjCEmGlGgYZsip492f6Lega2KthxP9Nt8fvmqlsruzZblcMpbvkiu/KmjWDEAAAAAAEAqAqkxItbZqs66dxTv6pQkBQ9sSwqjXEUV8pTMlWWzy5FbIF9ltWxu72iVCwAAAAAA0CcCqTEgdOKggoe2S/F4os1bOk/tbadkWTZ5KxbLmVckWTZ5SubIXVyVckg6AAAAAABAuiCQSmMmFlXgwDZFTjfKGJMUMtk8WcqacalsnhzZ3F7ZvNnyVS2VI2vC6BUMAAAAAAAwAARSaSoWaOveohfsUKTluEJNdcqatSzpcHKHv1CS5CqcLm/ZfA4uBwAAAAAAYwIJRhoy8Zg6dm5UPBpW15HdCh+vlyQFD+2Qr2JxYpzldMvXs10PAAAAAABgjCCQSkMmGlE00KpA3SbFA63ntIdl4nFZNpscEwrlq1gim8szipUCAAAAAAAMHoFUmogF2hSPhCRJJh5Vx44aKR7r7rRs8pTOk2tyuSy7Xd7SeXJNruDgcgAAAAAAMCYRSKWB8KkjCja8K5nuT9Ez0UgijLJ5ug8rt2f5Zffldv+3L3c0ywUAAAAAALgoBFKjyMRjCh7crvDJQ4p1npV5/wmpHs5JpfKWLZBld8hdVClP6VxZNvsoVQsAAAAAADA0CKRGSSzYoUBdrWLvnxEVbT0lY0yi31tZLVfBNNlcHnkrlsg5oXC0SgUAAAAAABhSBFKjINzcqGDDNplYNNHmKq6SZbNJkmxOt1wF0+TMK5a3YpFsTvdolQoAAAAAADDkCKRGkInHFDy0U+ETDYqHgrK5vYk+y7L05zfeoM5gSDk5OfKWL5J78vTRKxYAAAAAAGCYEEiNkFhXpwJ1tYp2nFHo6D6Fju1T1uyPypFbkBiz9s8/LXvWhO6Dy73Zo1gtAAAAAADA8CGQGgGRM8cUqN+qWKBNgfrNirWfliQF6jcrZ8FKWQ6XJMk9ZaY802Yntu4BAAAAAABkIgKpYWTicXUd3qXQ8XpFWpoUPLBVJhp5v9eSq3C6ZHfK5vLKV1Wd9LQUAAAAAABApiKQGibxUECddbWKtjWr6/AuhU80JPqsngAqJ1/O/KnylS+S5XCOYrUAAAAAAAAjh0BqGERajitQv1nR9jMK7N+seKA10efIK5avYpFsbp+80y+Ra1LpKFYKAAAAAAAw8gikhpAxcXUdfk+hpv2KnGlSoH6zFI91d1o2ecrmy1U4XY6cfPmqqmX3ZI1uwQAAAAAAAKOAQGqIxENBddbVKtZxRpJkOydssnmy5ZuxVPasCfJMnSX31JmyLA4uBwAAAAAA4xOB1BCInD2hwP7NMtFwos3uy5W3bIGiHS3yls2X3ZcrX9VSOXImjmKlAAAAAAAAo49A6iIYE1fXkT3qOrpXkeYjcuZPlWWzJ/pdhWXdfyaVylu2gIPLAQAAAAAARCB1weLhoAL7Nyt8+qiCB7YqevaEYp1n5Z1+SWKM5XDKW75Irvypo1gpAAAAAABAeiGQugCR1pMK7N+sSHOjAvWbZSIhSVL4RINck8tl9+bIkVsgX2W1bG7vKFcLAAAAAACQXgikBqmrca9irUcUatyr0LF9iXbL4ZK3slp2n1+ekjlyF1fJsqxRrBQAAAAAACA9EUgNUuDgu3I07U58mp4kOXInyVu5RA5/QffB5VkTRq9AAAAAAACANEcgNUgdu95UjqvnySdL7pLZchfPkHtyubxl82XZWVIAAAAAAID+kJ4MVjwiySXL5ZWvaqmcE4vlq1gkZ17xaFcGAAAAAAAwJhBIXQDHxCnylS+Ss2CqfBVLZHN5RrskAAAAAACAMYNAapC8ZZfIVz5bvrL5ck2u4OByAAAAAACAQSKQGiRP6VzlLlguuy93tEsBAAAAAAAYkwikBsgYI0mKT7tEnVFJbW2jWxAAAMgobe//bNHzMwcAAEAmI5AaoPb2dklSadn00S0EAABktPb2dvn9/tEuAwAAYFhZhn+GG5B4PK5jx44pJycnI8+NamtrU0lJiY4cOaLc3PG5HZE1YA0k1kBiDSTWQGINpJFfA2OM2tvbNWXKFNlstmG/HgAAwGjiCakBstlsmjZt2miXMexyc3PH7S8ePVgD1kBiDSTWQGINJNZAGtk14MkoAAAwXvDPbwAAAAAAABhRBFIAAAAAAAAYUQRSkCS53W6tW7dObrd7tEsZNawBayCxBhJrILEGEmsgsQYAAADDiUPNAQAAAAAAMKJ4QgoAAAAAAAAjikAKAAAAAAAAI4pACgAAAAAAACOKQAoAAAAAAAAjikAqDdXW1mr16tXKy8tTVlaWLrvsMj333HODmiMej+uHP/yhLrnkEnm9Xk2aNEmf/exnVVdXNyTX3bZtm+677z5de+21mjRpkizL0ooVK/qc++DBg7Isq88/zz///Jhag0gkohdeeEE333yz5syZo6ysLOXk5Ojyyy/XY489plgs1uc1nnvuOV122WXKyspSXl6eVq9erU2bNl1wLWNpDQZzH6T7+5ekf/u3f9OnPvUplZeXKysrS36/XwsXLtTf/M3f6MyZM31eI1PugQtZg0z7XtCbhoYGZWdny7Is3X777X2Oy6T74MPOtwaZeB/cf//9fb4fj8fT5zUGeh8AAABkHIO0smHDBuNyuUx2dra59dZbzV133WXKy8uNJPO9731vwPN8+ctfNpLM3LlzzV/91V+ZtWvXGrfbbfx+v9m1a9dFX3fdunVGknG5XGb+/PlGklm+fHmf9TQ0NBhJZuHChWbdunUpf3bs2DGm1mD37t1GksnJyTHXX3+9ufvuu81tt91mpkyZYiSZT33qUyYej6dc43vf+56RZEpLS82dd95pvvKVr5jc3FzjcrnMhg0bMn4NBnofjIX3b4wxV111lZk/f775i7/4C3P33Xebb37zm+byyy9P/G/c1NSU8ppMugcuZA0y7XvBh8XjcbN8+XKTlZVlJJnbbrut13GZdh8Mdg0y8T7o+f/Fm266KeX9PPjgg73WNND7AAAAIBMRSKWRSCRiKisrjdvtNlu2bEm0t7W1mXnz5hmHw2H27dt33nnWr19vJJmrrrrKdHV1Jdp/+9vfGsuyzMc+9rGLvu7OnTvN5s2bTTgcNk1NTQMOpG666aaMWIPGxkbz2GOPmc7OzqR5Ojo6zNKlS40k84tf/CKpb9++fcbhcJiZM2eas2fPJtp37txpfD6fqaysNJFIJKPXYCD3wVh5/8YYEwwGe732t7/9bSPJ/OVf/mVSe6bdAxeyBpn2veDDfvCDHxiHw2EeffTRPsOYTLwPBrsGmXgf9ARSAw2SBnofAAAAZCoCqTTym9/8xkgyt9xyS0rf888/bySZe++997zzfP7znzeSzMaNG1P6PvGJTxhJZu/evUN23aEMpMbqGpzrueeeM5LMHXfckdR+7733GknmmWeeSXnN7bffbiSZ3/zmNxm9BgO5DzLh/b/77rtGklmzZk1S+3i6B/pag0z+XlBXV2d8Pp+57777zIYNG/oMYzL5PhjoGmTifTDYQGqg9wEAAECm4gypNFJTUyNJWrVqVUpfT9vGjRsHNE9WVpauuOKKlL5rr702ZZ6huu5AHDt2TD/60Y/08MMP65lnnlFjY2NK7UNRy2iugdPplCQ5HI6Umvq6xrk1ZfIa9OjvPsiE9//yyy9LkubPn59SU1/XyLR7oK816JFp3wvi8bhuueUWlZWV6W/+5m/OW1Nf1xjL98Fg1qBHpt0HkvQ///M/+ru/+zv9wz/8g15++WWFQqE+a+rrGr3VBAAAkGl6/20Ro6LnYNUZM2ak9OXl5amgoKDfw1clqbOzU01NTZo/f77sdntKf8/c584zFNcdqNdff12vv/564muHw6FvfOMb+vu//3vZbLaMWIOf/OQnklJ/yairq1N2draKior6rckYc9G1pOsa9OjvPhiL98DTTz+tgwcPqr29XVu2bFFNTY0WL16sO++8M2lcJt8DA12DHpn2veCf/umf9Ic//EFvvvmm3G53v3Vl6n0wmDXokWn3gaSUMK64uFjPPPOMrrnmmqT2gd4HAAAAmYonpNJIa2urJMnv9/fan5ubmxhzMXOcO26orns+Pp9P69at07Zt29TW1qaTJ0/qv/7rvzRjxgw9+uij+r//9/8OWS2juQY//vGP9corr+jqq6/W6tWrU+oaSE2ZvAYDuQ/G4vt/+umn9cADD+jRRx9VTU2NVq1apVdffVV5eXkpdWXqPTDQNcjE7wX79u3Tt7/9bX3zm9/UsmXL+q2p5xqZdh8Mdg0y8T5YtGiRnnnmGR08eFDBYFB1dXV68MEHdfbsWf3pn/6p3n333ZS6BlMTAABApiGQwogoLCzU/fffr4ULFyonJ0eTJk3Spz71Ka1fv175+fl69NFH1dLSMtplXpSXX35ZX//611VWVqZnn312tMsZFedbg4HcB5FIZBQqvzg1NTUyxujUqVP67//+bzU2NmrJkiXavn37aJc2Yga6Bpn2vSAej+vmm2/WlClT9NBDD412OaPiQtYg0+4DSVqzZo3Wrl2rsrIyeTweVVVV6dvf/rZ+8IMfqKura9zeHwAAAH0hkEojPf9S2te/iLa1tfX5r6mDmePccUN13QtVVFSk1atXKxwOq7a2dsyuwW9+8xt95jOf0eTJk7V+/XoVFxf3WtdAasrkNejLufdBLBa7qDqk0ft7UFBQoOuuu06vvvqqmpub9eUvfzmlrky+B6Tzr0Ffxur3gn/+53/W22+/rSeeeEI+n6/fes69RibdBxeyBn0Zq/dBf2666SY5HA79/ve/T6lrMDUBAABkGgKpNNLfmREtLS1qbm7u9TyLc2VlZam4uFgNDQ2JX+zP1du5GENx3YtRUFAgSQoEAmNyDV599VWtWbNGBQUF2rBhgyoqKnodN2PGDHV0dOj48eP91pTJa9CfnvugsLDwguvoMdp/D0pKSjRnzhzV1tYqEAgkXSNT74EP62sN+jMWvxds27ZNxhitXLlSlmUl/qxcuVKS9K//+q+yLEtr1qxJukYm3QcXsgb9GYv3QX9cLpdycnJS/h4M9D4AAADIVARSaWT58uWSpNdeey2lr6etZ8z55uns7Ez511ip+ymWD88zVNe9UO+8844kafr06WNuDXqCmLy8PG3YsEFVVVX91tTXNc6tKZPXoD8998HVV199QXV82Gj/PWhqapJlWUmHKGfqPdCX3tagP2Pxe8Hy5cv1pS99KeVPz/lps2fP1pe+9KWkA60z7T64kDXoz1i8D/pTV1enlpYWTZ8+PaWmvq7RW00AAAAZxyBtRCIRU1FRYdxut9m6dWuiva2tzcybN884HA6zd+/eRPupU6fM7t27zalTp5LmWb9+vZFkrrrqKhMKhRLtv/3tb41lWeZjH/vYRV33w5qamowks3z58j7H/PGPfzThcDil/R/+4R+MJDN37lwTj8fH1Bq88sorxu12m6KiIrNnz54+33uPvXv3GofDYWbOnGnOnj2baN+5c6fx+XymsrLSRCKRjF6DgdwH4XB4TLz/5uZms3PnzpT3Eo/Hzbp164wk8yd/8idJfZl2D1zIGmTi94LebNiwwUgyt912W0pfpt0HF7IGmXYftLW1mXfffTfl/Zw5c8ZcddVVRpL5/ve/n9Q30PsAAAAgUxFIpZn169cbp9NpsrOzzZe//GVz1113mfLyciPJPPTQQ0lje37hW7duXco8t956a+KH+r/6q78ya9euNW632/j9frNr166Luq4xxuzevdvcdNNN5qabbjKf/exnjSQzefLkRNtdd92VNH758uVm8uTJ5rOf/ay56667zNe+9jWzePFiI8nk5eWZzZs3j6k12L17t3G73UaS+dznPmfWrVuX8uepp55KucZDDz1kJJnS0lJz5513mttuu83k5uYap9Np1q9fn/FrMND7YCy8/61btxpJ5rLLLjM333yz+eu//mtz6623mlmzZhlJfYZ0mXQPXMgaZNr3gr70F8YYk1n3wYWsQabdBw0NDUaSWbp0qbnlllvMPffcY/78z//c5OfnG0nmmmuuSQrCegz0PgAAAMhEBFJp6I9//KP5xCc+Yfx+v/F6vWbp0qXm2WefTRnX3w/esVjM/PM//7OZN2+ecbvdJj8/3/zZn/1Zv/+qPdDrGvPBLxp9/SkrK0sa/2//9m/mE5/4hJk2bZrxeDzG4/GYWbNmmW9+85vmyJEjY24Nzvf++3ti7NlnnzVLly41Xq/X+P1+84lPfMK8884742INBnMfpPv7P3PmjLn33nvNsmXLTGFhoXE4HCY7O9ssXrzYfPvb3zbNzc19XiNT7oELWYNM+17Ql/MFUsZkzn3Ql/7WINPug9bWVnPHHXeY6upqU1BQYBwOh/H7/ebKK680jz/+uIlGo31eY6D3AQAAQKaxjDGmvy19AAAAAAAAwFDiUHMAAAAAAACMKAIpAAAAAAAAjCgCKQAAAAAAAIwoAikAAAAAAACMKAIpAAAAAAAAjCgCKQAAAAAAAIwoAikAAAAAAACMKAIpAAAAAAAAjCgCKQAAAAAAAIwoAikA49aKFStkWdZol3FB4vG4fvCDH+j+++/XH//4x9EuBwAAAAAGhUAKwJi1du1aWZaloqIiRaPR0S5nRN1xxx361re+pQceeECrVq3Sli1b+hwbiUT0wgsv6Oabb9acOXOUlZWlnJwcXX755XrssccUi8VGsHIAAAAAkCxjjBntIgBgsNra2lRcXKxgMChjjF566SVdf/31g5rj8OHDCgQCmj179jBVOTz++q//Wo888oiuuOIKfelLX9Ltt98uv9+vN954o9f3smfPHs2ZM0c5OTm6+uqrNWvWLLW2tupXv/qVjh07pk996lP6f//v/43Zp8UAAAAAjD08IQVgTPrZz36mQCCgu+66S5Zl6cknnxz0HKWlpWMujPr+97+vRx55RNdee61ee+013XLLLfrVr36lQCCga665RocOHUp5TU5Ojh577DEdP35cL730kh555BE9/vjj2rdvn5YuXapf/epX+s///M9ReDcAAAAAxisCKQBj0pNPPimXy6V7771XV1xxhX7961+rqalpUHP0dobU008/Lcuy9PTTT+t3v/udrrzySmVlZSk/P1833XSTTp8+PeD5LcvSihUrdPToUd14440qKChQTk6OrrvuOh04cECStHfvXt1www2aOHGicnJy9L/+1//SyZMne53v8ccf17333qvPfOYz+q//+i/5fD5J0qpVq/T666+rs7NTH//4x3X8+PGk102dOlVf/epXE+N7ZGVl6c4775Qkbdy4ccDvCwAAAAAuFoEUgDFnx44dqq2t1XXXXaeJEydq7dq1isVieuaZZ4bsGr/61a+0evVqFRUV6atf/aoqKyv105/+dNDbAltaWnTllVeqoaFBN910k1asWKFf//rXuuaaa7Rr1y4tW7ZM7e3t+uIXv6ilS5fqP//zP/WFL3whZZ6f/exnuuOOO/TFL35RP//5z+VyuZL6ly1bpo0bN6qjo0OrVq1SS0vLgOpzOp2SJIfDMaj3BQAAAAAXgzOkAIw53/rWt/SDH/xAL774om644Qa1traqqKhIJSUl2rdv34DnWbFihTZu3Khzvw0+/fTTuuWWW+RwOFRTU6MrrrhCkhSLxfTxj39cNTU1euutt/SRj3zkvPP3PH31f/7P/9Gjjz6aaP/qV7+qxx9/XBMmTND999+vb37zm5IkY4w++clP6te//rW2bNmixYsXD/i9XKjVq1frlVde0csvv6zVq1cP+/UAAAAAQOIJKQBjTDgc1rPPPqu8vDxdd911kiS/36/rr79edXV1euONN4bkOjfeeGMijJIku92um266SZJUW1s74Hmys7P14IMPpswtSfn5+frGN76RaLcsS5/73OckSe++++4F1z5QP/7xj/XKK6/o6quvJowCAAAAMKIIpACMKS+99JJOnz6t//2//3fStrW1a9dKkn7yk58MyXWWLFmS0jZt2jRJ0tmzZwc8z4wZM5SVlZXUVlxcLEm65JJLUs6w6uk7evToYModtJdffllf//rXVVZWpmeffXZYrwUAAAAAH0YgBWBM6Qmc/uIv/iKp/dprr1VRUZH+4z/+Q21tbRd9Hb/fn9LWc85SLBYb8Dy5ubl9ztNfXyQSGfA1Bus3v/mNPvOZz2jy5Mlav359IgQDAAAAgJFCIAVgzDhy5Ihef/11SdIVV1why7ISfxwOh44fP65AIKDnn39+lCtNX6+++qrWrFmjgoICbdiwQRUVFaNdEgAAAIBxiI9VAjBmPPXUU4rH47ryyis1a9aslP5wOKx///d/15NPPqmvfOUro1BheusJoyZOnKgNGzaoqqpqtEsCAAAAME4RSAEYE4wxeuqpp2RZln7605+qvLy813E7d+7UO++8o507d2r+/PkjXGX66gmj8vLytGHDBs2YMWO0SwIAAAAwjhFIARgTfve73+ngwYNauXJln2GUJN1yyy3aunWrnnzySf3jP/7jCFaYvvbs2aM1a9YoFAppxYoV+tnPfpYyZvr06br55ptHvjgAAAAA4xKBFIAx4cknn5QkffGLX+x33I033qi//Mu/1LPPPqtHHnkk6ZP4xqvjx48rFApJUp/nay1fvpxACgAAAMCIsYwxZrSLAAAAAAAAwPjBp+wBAAAAAABgRBFIAQAAAAAAYEQRSAEAAAAAAGBEEUgBAAAAAABgRBFIAQAAAAAAYEQRSAEAAAAAAGBEEUgBAAAAAABgRBFIAQAAAAAAYEQRSAEAAAAAAGBEEUgBAAAAAABgRBFIAQAAAAAAYEQRSAEAAAAAAGBE/X8+7Jm4/fn1vAAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1200x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
+    "#offset Kraftmessgerät / Abgeschäzte unsicherheit\n",
     "offset = 0.015\n",
-    "dfw = 0.02\n",
+    "dfw = 0.03\n",
     "\n",
+    "#Dataframe einlesen\n",
     "df31 = pd.read_csv('Aufgabe 3/3.1.csv')\n",
     "\n",
-    "F = df31['fw in N']\n",
+    "F = df31['fw in N'] - offset\n",
     "r = df31['r in m']/2\n",
     "\n",
     "A = r**2*np.pi\n",
     "\n",
-    "v31 = ftov*uarr(2600,20)\n",
-    "\n",
-    "plt.scatter(r,F, marker='x')\n",
-    "plt.show()\n",
-    "\n",
-    "def vmod(A,f=nomv(v31),o=2, pluft=nomv(up_luft), m=0.004, b=0.006):\n",
-    "    return (pluft/2)*A*(f*m+b)**2 + o\n",
-    "\n",
-    "def mod32(A,p,v,c=0.0087,o=offset):\n",
-    "    return c*0.5*p*A*v**2+o\n",
+    "#Daten plotten\n",
+    "plt.scatter(A, F)\n",
+    "plt.xlabel('Fläche in m^2')\n",
+    "plt.ylabel('Wiederstandskraft in N')\n",
+    "plt.title(\"Widerstandskraft gegen Fläche der Scheibe\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "66728706",
+   "metadata": {},
+   "source": [
+    "Zusammenhang sieht linear aus also wird ein lineares Modell an die Daten gefittet: \n",
     "\n",
-    "def linmod(a,b):\n",
-    "    return a*b \n",
+    "$$F_w = a * A$$\n",
     "\n",
-    "xy_data = kafe2.XYContainer(x_data=A, y_data=F)\n",
-    "xy_data.add_error(axis='x',err_val=0.0001)\n",
-    "xy_data.add_error(axis=\"y\",err_val= 0.02)\n",
-    "linfit = kafe2.Fit(data=xy_data, model_function=vmod)\n",
-    "linfit.add_parameter_constraint(name='b', value=0.33, uncertainty=0.5)\n",
-    "linfit.add_parameter_constraint(name='f', value=nomv(v31), uncertainty=stdv(v31))\n",
-    "linfit.add_parameter_constraint(name='m', value=0.00498, uncertainty=0.00026)\n",
-    "linfit.add_parameter_constraint(name='pluft', value=nomv(up_luft), uncertainty=stdv(up_luft))\n",
-    "linfit.do_fit()\n",
-    "linfit.data_container.label = 'Relation r und F'\n",
-    "p = kafe2.Plot(linfit)\n",
-    "p.x_label = 'A in m^2'\n",
-    "p.y_label = 'Kraft in N'\n",
-    "p.plot()\n",
-    "p.show()\n",
+    "Die Proportionalitätskonstante $c_w$ kann wie folgt aus dem Fitparameter berechnet werden: \n",
     "\n",
+    "$$c_w = \\frac{F_w}{p_d\\,A} = \\frac{2}{\\rho \\,v²}\\frac{F_w}{A} = \\frac{2a}{\\rho \\,v²}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "9844adc4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Fit\n",
+    "def linfit(x, a=0.1):\n",
+    "    return a*x\n",
     "\n",
     "xy_data = kafe2.XYContainer(x_data=A, y_data=F)\n",
-    "# xy_data.add_error(axis='x',err_val=uf)\n",
-    "xy_data.add_error(axis=\"y\",err_val= 0.02)\n",
-    "linfit = kafe2.Fit(data=xy_data, model_function=linmod)\n",
+    "xy_data.axis_labels = [\"Fläche in m^2\", \"Widerstandskraft in N\"]\n",
+    "xy_data.label = \"Widerstandskraft gegenüber Fläche\"\n",
     "\n",
+    "linfit = kafe2.Fit(data=xy_data, model_function=linfit)\n",
+    "linfit.add_error(axis=\"y\", err_val=dfw)\n",
     "linfit.do_fit()\n",
-    "linfit.data_container.label = 'Relation r und F'\n",
-    "p = kafe2.Plot(linfit)\n",
-    "p.x_label = 'A in m^2'\n",
-    "p.y_label = 'Kraft in N'\n",
-    "p.plot()\n",
-    "p.show()"
+    "plot = Plot(linfit)\n",
+    "plot.plot()\n",
+    "plot.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "01364679",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.00+/-0.06\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Geschwindigkeit berechnen mit Wert aus 2.2\n",
+    "vl = ftov*ufloat(2600, 20)\n",
+    "\n",
+    "#Proportionalitätsfaktor berechnen\n",
+    "cwscheibe = 2 * ufloat(linfit.parameter_values[0], linfit.parameter_errors[0]) / (up_luft * vl**2)\n",
+    "print(cwscheibe)"
    ]
   },
   {
@@ -854,9 +883,9 @@
    "source": [
     "**D I S K U S S I O N**\n",
     "\n",
-    "Die Verknüpfung von Fläche und resultierender Kraft ist $F = (28.13 \\pm 0.87) \\cdot A$. \n",
+    "Die Modellfunktion weißt einen akzeptablen Fit auf mit einem $\\chi^2$ Wert von 0.345. Das heißt die Annahme, dass die Fläche des Körpers im Luftstrom und die erfahrene Widerstandskraft tatsächlich linear zusammenhängen.\n",
     "\n",
-    "Der gefundene Wert Besteht hierbei aus $c_w$,$\\rho$,$v$ .\n",
+    "Der ermittelte wert für eine Kreisscheibe beträgt $c_w = 1.0\\pm0.06$ Dieser hat nur eine geringe Abweichung vom von dem in Hinweise-cW gegebenen Literaturwert ($c_w = 1.11$). Mögliche Fehlerquellen sind hier unter anderem, die fehlende Ungenauigkeit bei der Messung der Radien der Kreisscheiben, zusäzliche Reibungskräfte des Waagens auf der Schiene und potentielle Abschäzungsfehler anderer Ungenauigkeiten.\n",
     "\n",
     "---"
    ]
@@ -904,7 +933,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 10,
    "id": "e976c8f1",
    "metadata": {},
    "outputs": [],
@@ -924,7 +953,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "id": "3d103ae7",
    "metadata": {},
    "outputs": [
@@ -1031,7 +1060,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 41,
    "id": "df595b82",
    "metadata": {},
    "outputs": [
@@ -1041,8 +1070,8 @@
      "text": [
       "0.76+/-0.14\n",
       "1.38+/-0.24\n",
-      "0.0066+/-0.0004\n",
-      "0.0074+/-0.0004\n",
+      "0.15+/-0.06\n",
+      "0.17+/-0.07\n",
       "8.2+/-1.1\n"
      ]
     }
@@ -1059,7 +1088,7 @@
     "Fw_Chrysler = uarr(force[0]-offset33[0],0.002)\n",
     "A_Jeep = uarr(0.0003,0.00005)\n",
     "Fw_Jeep = uarr(force[3]-offset33[3],0.002)\n",
-    "A_Drop = uarr(56e-03,1e-03)\n",
+    "A_Drop = uarr((56e-03/2)**2*np.pi,1e-03)\n",
     "Fw_Drop = uarr(force[1]-offset33[1],0.002)\n",
     "Fw_Drop_backwards = uarr(force[2]-offset33[2],0.002)\n",
     "A_Plane = uarr(7.853981634e-05,1e-05) #radius von 0.5 cm\n",
@@ -1094,21 +1123,25 @@
     "$\n",
     "\\\\\n",
     "\\\n",
-    "\\begin{array}{|c||c|}\n",
+    "\\begin{array}{|c||c|c|c|}\n",
     "\\hline\n",
-    "\\textbf{Values} \\\\ \\hline\n",
-    "0.76 \\pm 0.14 & Chrysler \\\\ \\hline\n",
-    "1.38 \\pm 0.24 & Jeep \\\\ \\hline\n",
-    "0.0066 \\pm 0.0004 & Drop \\\\ \\hline\n",
-    "0.0074 \\pm 0.0004 & Drop Backwards  \\\\ \\hline\n",
-    "8.2 \\pm 1.1 & Plane \\\\ \\hline\n",
+    "\\textbf{Object} & \\textbf{Values} & \\textbf{Literaturwert} & \\textbf{Quellen}\\\\ \\hline\\hline\n",
+    "Chysler & 0.76 \\pm 0.14 & 0.37 & Automobile-Guru \\\\ \\hline\n",
+    "Jeep & 1.38 \\pm 0.24 & 0.49 & Automobile-Guru \\\\ \\hline\n",
+    "Drop & 0.15 \\pm 0.06 & 0.04 & (Hinweise-cW)\\\\ \\hline\n",
+    "Drop Backwards & 0.17 \\pm 0.07 &  0.15 & Hoerner \\\\ \\hline\n",
+    "Plane & 8.2 \\pm 1.1 & 0.08 & Wiki \\\\ \\hline\n",
     "\\end{array}\n",
     "\\\n",
     "\\\\\n",
     "$\n",
     "\n",
+    "([Automobile Guru](https://automobil-guru.de/cw-werte-tabelle-stirnflaeche/))\n",
+    "([Hoerner](http://ftp.demec.ufpr.br/disciplinas/TM240/Marchi/Bibliografia/Hoerner.pdf))\n",
+    "([Wiki](https://de.wikipedia.org/wiki/Strömungswiderstandskoeffizient#cw-Werte_von_typischen_Körperformen))\n",
+    "\n",
     "Man sieht, dass beispielsweise der $c_w$-Wert des Chryslers kleiner ist, als der eines Jeeps. Dies ist Physikalisch sinnvoll, da ein Chrysler aerodynamischer sein sollte als ein Jeep. \n",
-    "Der Wert für das Flugzeug ist sehr groß (vergleichsweise ist ein Literaturwert $c_w = 0.008$ [Wikipedia](https://de.wikipedia.org/wiki/Strömungswiderstandskoeffizient#cw-Werte_von_typischen_Körperformen)). Dies lässt sich auf die ungenaue Messvorrichtung zurückzuführen welche nicht auf das Modellflugzeug ausgelegt war. Mit dem gemessenen Wert hebt das Flugzeug leider nicht ab.\n",
+    "Der Wert für das Flugzeug ist sehr groß (vergleichsweise ist ein Literaturwert $c_w = 0.08$ [Wikipedia](https://de.wikipedia.org/wiki/Strömungswiderstandskoeffizient#cw-Werte_von_typischen_Körperformen)). Dies lässt sich auf die ungenaue Messvorrichtung zurückzuführen welche nicht auf das Modellflugzeug ausgelegt war. Mit dem gemessenen Wert hebt das Flugzeug leider nicht ab.\n",
     "\n",
     "---"
    ]
diff --git a/Aeromechanik/Aufgabe 3/3.1.csv b/Aeromechanik/Aufgabe 3/3.1.csv
index 81894cf966262ef727bb73a2845277bf3f555eb0..8ae6d462f41ca429a48cdaf1306e7e52f9b5c9d3 100644
--- a/Aeromechanik/Aufgabe 3/3.1.csv	
+++ b/Aeromechanik/Aufgabe 3/3.1.csv	
@@ -1,4 +1,4 @@
 r in m,fw in N
 0.04,0.16
 0.056,0.32
-0.080,0.54
+0.08,0.54