Repository: JuBiotech/robotools (language: python)

Issue:
Dilution plan string representation is missing a +1 in the source column for serial dilutions

Dilution plan string representation is missing a +1 in the source column for serial dilutions



Discussion / hints:

Fix patch:
diff --git a/notebooks/05_DilutionPlan.ipynb b/notebooks/05_DilutionPlan.ipynb
index 4eb4f1c..8a5fce3 100644
--- a/notebooks/05_DilutionPlan.ipynb
+++ b/notebooks/05_DilutionPlan.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:43.732558Z",
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:45.392995Z",
@@ -89,7 +89,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:45.441994Z",
@@ -105,13 +105,13 @@
        "Serial dilution plan (0.00301 to 30.00) from at least 5106.0 µL stock and 40494.0 µL diluent:\n",
        "   Prepare column 1 with [950. 781. 642. 528. 434. 357. 293. 241.] µL from stock and fill up to 950 µL\n",
        "   Prepare column 2 with [198. 163. 134. 110.  90.  74.  61.  50.] µL from stock and fill up to 950 µL\n",
-       "   Prepare column 3 with [42. 42. 42. 42. 42. 42. 42. 42.] µL from column 0 and fill up to 950 µL (1 serial dilutions)\n",
-       "   Prepare column 4 with [42. 42. 42. 42. 42. 42. 42. 42.] µL from column 1 and fill up to 950 µL (1 serial dilutions)\n",
-       "   Prepare column 5 with [41. 41. 41. 41. 41. 41. 41. 41.] µL from column 2 and fill up to 950 µL (2 serial dilutions)\n",
-       "   Prepare column 6 with [41. 41. 41. 41. 41. 41. 41. 41.] µL from column 3 and fill up to 950 µL (2 serial dilutions)"
+       "   Prepare column 3 with [42. 42. 42. 42. 42. 42. 42. 42.] µL from column 1 and fill up to 950 µL (1 serial dilutions)\n",
+       "   Prepare column 4 with [42. 42. 42. 42. 42. 42. 42. 42.] µL from column 2 and fill up to 950 µL (1 serial dilutions)\n",
+       "   Prepare column 5 with [41. 41. 41. 41. 41. 41. 41. 41.] µL from column 3 and fill up to 950 µL (2 serial dilutions)\n",
+       "   Prepare column 6 with [41. 41. 41. 41. 41. 41. 41. 41.] µL from column 4 and fill up to 950 µL (2 serial dilutions)"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:45.469995Z",
@@ -153,7 +153,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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NHDhQ8fHxSk5O1r/+9S/deOONuvPOO/Xpp5/WGj927Fh9+OGH+te//tVgz9z6VO3MrW/nLgAAQGvzwidHm7SD8RcjemnB3TfZ7f2sn9qmxv6+Hjt2TJIcUnQ7kpnf6J00fcOufnAY2iZH/vkDALR+VluZDp7JV1GJTX7eRg0ID7jqT+pYbWU6lJGvQqtN/qbKDQ72/MmelqyL3XZn7pUyMzMlqbrFwg033KCwsDBt375dFotFvr6+1WOtVqu2bt2qsLAwXX/99S7JCwAA4ArutIMRaAp32UkDAACc61y+VWtSTyplz5kaP6EW4GNU/JBwTR3eq871gcno0WoPAXabYu7+/fvVs2fPWq0RcnNztWDBAknSXXfdJUkyGAyaOnWqnnvuOT333HNatmxZ9fjf//73unjxon71q1/JYDA47wMAAAC4mDv1AgOaKsRs0oK7b9Kc2N4O3UkDAADcw9V+cie/2KY3t6Vr474MrZscpcgw92kt5jbF3MTERK1evVq33367evToIV9fX50+fVqffPKJioqK9MADD+jRRx+tHv/UU0/po48+0ksvvaR9+/Zp8ODBOnDggDZt2qSBAwfqqaeecuGnAQAAcA12MKKta807aQAAgHOcy7c2uIFBki4UlWrSW7v0yazhbrP+dZti7oMPPqj8/Hzt3LlTW7du1aVLlxQUFKRhw4bp8ccf18MPP1xjp62vr6+2bNmiJUuW6P3339eWLVvUpUsXPfnkk1q0aFGN1gsAAADXEnYwAgAAoC1bk3qyUa3FpMqC7prUdLueFeFIblPMHTZsWKNPba0SEBCgFStWaMWKFQ5KBQAA4L7YwQgAAIC2xmorU8qeM02ak7L7O82J7e0WGxvauToAAAAAAPdisVh0/vx5nT9/XjabTeXl5a6OBAAAIEk6eCa/xmFnjZFXbNOhjHwHJbIvirkAAAAAmmT58uUKDg5WcHCw9u7dq8zMTFdHAgAAkCQVlTStkFul0Nq8ec5GMRcAAABAk8ybN0/Z2dnKzs7W4MGDFRYW5upIAAAAkiQ/b2Oz5vmbmjfP2dymZy4AAACA1sHX17f6QGGj0T2+8QEAANeGAeEBCvAxNqnVQqBP5WHA7oCduQAAAAAAAADaBJPRQ/FDwps0J35oN7c4/EyimAsAAAAAAACgDZk6vJc6+Xk1amxnP29NGdbTwYnsh2IuAAAAAAAAgDYjxGzSuslRDRZ0O/t5a93kKIWYTU5K1nL0zAUAAAAAAADgNqy2Mh08k6+iEpv8vI0aEB5Qq01CZFiAPpk1XGtS05Wy+zvlXdFDN9DHqPih3TRlWE+3KuRKFHMBAAAAwK0lJibqZz/7mdauXauEhARXxwEAwGHO5Vu1JvWkUvacqXHAWYCPUfFDwjV1eK8axdkQs0kL7r5Jc2J761BGvgqtNvmbKg87c5ceuT9EMRcAAAAA0Crt379fGzZs0GeffaaTJ08qPz9fXbt21U9+8hM988wz6tq1q6sjAgCc5Ehmvia9tUsXikpr3csvtunNbenauC9D6yZHKTIsoMZ9k9FDQyOCnBXVoeiZCwAAAABolaZPn64XXnhBFRUVevjhhzVr1iyFh4frT3/6kwYOHKhjx465OiIAwAnO5VvrLeRe6UJRqSa9tUtZBVYnJXM+duYCAAAAaDtsxVLmPqmkUPL2l8IGSUYfV6dCM02YMEFvv/22rrvuuhrXly1bpt/85jeaO3euPvnkExelAwA4y5rUkw0WcqtcKCrVmtR0Lbj7Jgencg125gIAAABwfwWZ0v8+I73SR1p7l/ROfOU/X+lTeb3grKsTSpK2bdumuLg4hYSEyNvbW926ddO4ceOUmppaY9ylS5e0ePFi9enTRyaTSUFBQbrnnnu0Y8eORr3n1KlTMhgM9fbQNRgMGjVqVI1ro0aNksFgUElJiRYsWKDu3bvLx8dHgwcP1ueffy5JKiws1KxZs9S1a1eZTCZFR0drz549tZ4fERGhiIgIWSwWzZkzR127dpW3t7cGDBig999/v1GfQZJmzpxZq5ArSb/+9a/Vvn17ff31141+FgDAPVltZUrZc6ZJc1J2fyerrcxBiVyLnbkAAAAA3NvZg9L6ByRLdu171jwp7Y/SwRRpwgYpdIDT41V544039Ktf/Uo+Pj6Ki4tT9+7dlZGRodTUVL3//vsaNmyYJKmkpEQxMTHauXOnbrnlFs2ePVvZ2dlKTk7W5s2blZycrHHjxjks5/jx43Xo0CHdf//9Ki4u1ttvv617771XO3bs0LRp02S1WvXggw/q/PnzSk5O1p133qn09HSZzeYaz7HZbBozZoxyc3M1btw4Xbp0Se+++67i4+P16aefasyYMc3OaDAY5OHhoXbt2J8EAG3dwTP5NQ47a4y8YpsOZeS3mT65V6KYCwAAAMB9FWTWX8i9kiW7cty0rZI51DnZrnDo0CE98cQTCg0N1fbt2xUREVF9r6KiQmfPfr9z+KWXXtLOnTv12GOPKSkpSQaDQZI0e/ZsRUVFaerUqYqNjZW/v79Dsl64cEEHDx6Ur6+vJGnMmDF6+OGHFRMTo9jYWL3zzjvy9Kz8VnLgwIF6+umntWbNGj355JM1npOZmamhQ4fqq6++kpeXlyTp0Ucf1ejRo7VixYoWFXPff/99FRYW6qGHHmr2MwAA7qGopGmF3CqF1ubNa+34a0wAAAAA7ivtjYYLuVUs2dLONxybpx6rVq1SWVmZli5dWqOQK1XuMg0LC6v+OjExUUajUS+++GJ1IVeSBgwYoISEBF28eFEffvihw7K+8MIL1YVcSXrwwQdlNBqVl5enl19+ubqQK0mPPPKIJOnAgQN1PmvlypXVhVxJiomJUY8ePbR79+5m5/vuu+80a9Ys+fj46Pnnn2/2cwAA7sHP29isef6m5s1r7SjmAgAAAHBPtmJp3/qmzdm3vnKek+3atUuSGtyNWlBQoJMnT+r6669XeHh4rftVfW73799v74jVBg0aVONrDw8PBQcHKzAwUN27d69xLzS0cpdzRkZGrecEBgaqZ8+eta6Hh4crLy+vWdlyc3N19913Kzs7W//v//0/3Xjjjc16DgDAfQwID1CAT9MKs4E+RvXvGuCgRK5FMRcAAACAe8rcV9kTtymKL0qZ+x2R5qry8vJkMBiqi5/1KSgokCSFhITUeb9Lly6SpPz8fPsGvMIPe99KkqenpwICan9TXLVL12ar/aOsdY2vmlNeXt7kXBcvXtTo0aN15MgR/elPf9KECROa/AwAgPsxGT0UP6T2X3BeTfzQbjIZPRyUyLUo5gIAAABwTyWFzZxXYN8cjRAYGFirN25dqgqpWVlZdd6vul5XwfVKVQeDXb58udY9RxaCHSU3N1cxMTHat2+f/vjHP2ratGmujgQAcKKpw3upk59XwwMldfbz1pRhtX8ypK2gmAsAAADAPXk38wAw76sXQh0hKipKkrR58+arjjObzerVq5dOnDhRZ+uCr7/+WlLlwWNXExgYKKnu9gf79u1rROLWIzc3V6NHj9a+ffv0+uuv65e//KWrIwEAnCzEbNK6yVENFnQ7+3lr3eQohZhNTkrmfBRzAQAAALinsEGSKbBpc3w6SGEDHZHmqqZPny4PDw8tXLhQp0+frnHvhzt2J02aJJvNpvnz56uioqL6+uHDh7V27VoFBARo7NixV32f2WxW7969lZqaqhMnTlRfLyws1Pz58+3zoZzgyh25r732mmbOnOnqSAAAB7DayrQrPVdfHsvSrvRcWW1ltcZEhgXok1nD9YsRvRT4gx66gT5G/WJEL308a5j6hjn/L22dybPhIQAAAADQChl9pEETpLQ/Nn7OoAmV85ysf//+evXVVzVr1ixFRkZq7Nix6tGjh86dO6etW7fqnnvu0auvvipJeuqpp/TJJ58oKSlJ3377rWJiYnT+/HklJyfLZrPpL3/5i/z9G96VPGfOHE2fPl3R0dF66KGHVF5erk2bNmnIkCEO/rT2M27cOO3fv199+vRRbm6uFi9eXGvM7Nmzq3ciAwDcy7l8q9aknlTKnjPKL/6+/3qAj1HxQ8I1dXivGrtsQ8wmLbj7Js2J7a1DGfkqtNrkb6o87Kyt9sj9IYq5AAAAANxX9EzpYIpkyW54rF+IdNsMx2eqx8yZM9WvXz+98sor2rRpk4qKihQcHKxbb71V8fHx1eNMJpO+/PJLLVu2TMnJyVq5cqXat2+vESNGaMGCBRo2bFij3jdt2jTZbDa99tprWr16tUJDQ5WQkKCFCxfKy6txfQdd7dSpU5KkY8eOacmSJXWOSUhIoJgLAG7oSGa+Jr21SxeKSmvdyy+26c1t6dq4L0PrJkcpMqzmoZomo4eGRgQ5K2qrYqi48ud20GjR0dGSpLS0NBcnAQAAcA+sn9qmxv6+Hjt2TJLUp08f+4c4e1Ba/8DVC7p+IdKEDVKX/vZ/P1o9h/75AwA02bl8q+59fVudhdwf6uTnpU9mDW9TfXBbsi6mZy4AAAAA9xY6QJq2VfrRryp74l7Jp0Pl9V98TSEXAIBWYk3qyUYVciXpQlGp1qSmOziR+6DNAgAAAAD3Zw6VxiyVbn9GytwvlRRI3ubKw85c0CMXAADUzWorU8qeM02ak7L7O82J7X3N9MW9Goq5AAAAANoOo4/UI9rVKQAAQD0OnsmvcdhZY+QV23QoI/+a7ZN7JdosAAAAAAAAAHCKopKmFXKrFFqbN6+toZgLAAAAAAAAwCn8vI3Nmudvat68toZiLgAAAAAAAACnGBAeoACfphVmA32M6t81wEGJ3AvFXAAAAAAAAABOYTJ6KH5IeJPmxA/txuFn/0UxFwAAAAAAAIDTTB3eS538vBo1trOft6YM6+ngRO6DYi4AAAAAAAAApwkxm7RuclSDBd3Oft5aNzlKIWaTk5K1fp6uDgAAAAAAAACg7bDaynTwTL6KSmzy8zZqQHhArTYJkWEB+mTWcK1JTVfK7u+UV2yrvhfoY1T80G6aMqwnhdwfoJgLAAAAAAAAoMXO5Vu1JvWkUvacUf4VxdkAH6Pih4Rr6vBeNYqzIWaTFtx9k+bE9tahjHwVWm3yN1UedkaP3LpRzAUAAAAAAADQIkcy8zXprV26UFRa615+sU1vbkvXxn0ZWjc5SpFhATXum4weGhoR5Kyobo2euQAAAAAAAACa7Vy+td5C7pUuFJVq0lu7lFVgdVKytodiLgAAAAC4scTERBkMBiUmJro6CgDgGrUm9WSDhdwqF4pKtSY13cGJ2i6KuQAAAACAVunAgQP62c9+pgEDBqhjx44ymUy67rrrFB8frz179rg6HgBAlYedpew506Q5Kbu/k9VW5qBEbRvFXAAAAOAa8cEHHyg2NlZBQUEyGAw6deqUqyMBV7V792794x//UK9evfToo49q9uzZGjx4sP7+978rKipK69evd3VEALjmHTyTX+Ows8bIK7bpUEa+gxK1bRyABgAAAFwjLBaLhg8frnHjxumXv/ylq+M4hPWyVUdyjshis8jX6KvIjpEyeZoanohWacKECZo6dWqt60eOHNGQIUM0d+5cPfbYYzIYDC5IBwCQpKKSphVyqxRamzfvWsfOXAAAAOAaMXHiRD377LO6/fbbXR3F7rIsWXp598uKeS9GCZ8maMYXM5TwaYJi3ovRy7tfVvalbFdHlCRt27ZNcXFxCgkJkbe3t7p166Zx48YpNTW1xrhLly5p8eLF6tOnj0wmk4KCgnTPPfdox44djXrPqVOnZDAYlJCQUOd9g8GgUaNG1bg2atQoGQwGlZSUaMGCBerevbt8fHw0ePBgff7555KkwsJCzZo1S127dpXJZFJ0dHSd7Q4iIiIUEREhi8WiOXPmqGvXrvL29taAAQP0/vvvN+ozSJLJVHchPjIyUjfddJOys7NVUFDQ6OcBAOzPz9vYrHn+pubNu9ZRzAUAAABakfXr12vatGkaMmSIvL29G3Ww1e7du3X33XerQ4cO8vX1VVRUlN555x3nBG4FjuUe0/iPx2vd0XUqKK1Z2CsoLdC6o+sU//d4Hcs95qKEld544w2NHDlSmzdvVmxsrObOnas77rhDBw4cqFHgLCkpUUxMjJYsWSJfX1/Nnj1bY8eO1ZYtWzRy5Eh98MEHDs05fvx4JScn6/7779ejjz6qI0eO6N5779X//d//6Y477tBXX32lBx98UOPGjdOuXbt055131llQtdlsGjNmjDZt2qRx48ZpwoQJ+ve//634+Hht3ry5RRn//e9/65///Ke6deumgICAFj0LANAyA8IDFODTtMJsoI9R/bvy/7+bgzYLAAAAQCuycOFCnT59Wp06dVJoaKhOnz591fFbtmzRnXfeKS8vLz388MMKCAjQBx98oMcee0ynTp3SggULnJTcNbIsWZr+2XTlWHOuOi7HmqPpn01Xyn0pCm4f7KR03zt06JCeeOIJhYaGavv27YqIiKi+V1FRobNnz1Z//dJLL2nnzp167LHHlJSUVN1CYPbs2YqKitLUqVMVGxsrf39/h2S9cOGCDh48KF9fX0nSmDFj9PDDDysmJkaxsbF655135OlZ+a3kwIED9fTTT2vNmjV68sknazwnMzNTQ4cO1VdffSUvLy9J0qOPPqrRo0drxYoVGjNmTKMz7d+/X3/7299ks9l0+vRpffTRR5KkVatW2eMjAwBawGT0UPyQcL25Lb3Rc+KHdpPJ6OHAVG0XO3MBAACAVmT16tU6deqUzp8/r+nTp1917OXLlzV16lQZDAZt3bpVb775pl5++WUdOHBAkZGRWrRokY4fP+6k5K6RdDSpwUJulRxrjpKOJjk4Ud1WrVqlsrIyLV26tEYhV6pseRAWFlb9dWJiooxGo1588cUavWAHDBighIQEXbx4UR9++KHDsr7wwgvVhVxJevDBB2U0GpWXl6eXX365upArSY888ogk6cCBA3U+a+XKldWFXEmKiYlRjx49tHv37iZl2r9/v5YsWaLf/e53evvtt9W+fXtt3LhRd999d5OeAwBwjKnDe6mTn1fDAyV19vPWlGE9HZyo7aKYCwAAALQio0ePVo8ePRo19ssvv9S///1vPfrooxo0aFD1dX9/f/32t7/V5cuXtXbtWkdFdTnrZas2ntjYpDkbj2+U9bLVQYnqt2vXLklqcDdqQUGBTp48qeuvv17h4eG17lf1ud2/f7+9I1a78s+SJHl4eCg4OFiBgYHq3r17jXuhoaGSpIyMjFrPCQwMVM+etb9ZDw8PV15eXpMyJSQkqKKiQsXFxTp48KB+8pOf6K677tLLL7/cpOcAABwjxGzSuslRDRZ0O/t5a93kKIWYOZy0uSjmAgAAAG5qy5YtkuouEFZd+/rrr50ZyamO5Byp1SO3Ifml+Tqac9RBieqXl5cng8FQXfysT1Xv2ZCQkDrvd+nSRZKUn59v34BXMJvNta55enrW2Zu2apeuzVb7RPL6etl6enqqvLy8WdlMJpP69++vxMRE/eQnP9HTTz+tw4cPN+tZAIDGs9rKtCs9V18ey9Ku9FxZbWW1xkSGBeiTWcP1ixG9FPiDHrqBPkb9YkQvfTxrmPqG1f7vDBqPnrkAAACAm6pqoXDDDTfUutehQwd16tSpRpuF3Nxc/ec//9GpU6ckSUePHlVeXp66d++uoKCgq74rOjq6zuuHDx9Wv379mvkJWsZiszRrXpGtyM5JGhYYGFjdG7dr1671jqsqpGZlZdV5v+p6XQXXK7VrV7lv5/Lly7XuObIQ7ExjxozRP/7xD23bts1lfwYBoK07l2/VmtSTStlzRvnF3//FXYCPUfFDwjV1eK8au2xDzCYtuPsmzYntrUMZ+Sq02uRvqjzsjB659sHOXAAAAMBNVRXl6tsBaTabaxTuPvroIw0aNEhxcXGSpHvuuUeDBg2qPkzK3fgafRseVAc/o5+dkzQsKipKkrR58+arjjObzerVq5dOnDhRZ+uCqp3WAwcOvOpzAgMDJdXd/mDfvn2NSNz6ZWZmSlKNHr4AAPs5kpmve1/fpje3pdco5EpSfrFNb25L1z1/2KYjmbX/ktBk9NDQiCDd0SdEQyOCKOTaEcVcAAAA4BpR1Xf0h78SEhIanJuWllbnL1fuiIzsGCmzV9N+VDPAK0B9O/Z1UKL6TZ8+XR4eHlq4cKFOnz5d417Vjt0qkyZNks1m0/z581VRUVF9/fDhw1q7dq0CAgI0duzYq77PbDard+/eSk1N1YkTJ6qvFxYWav78+fb5UE6wffv2OncX79+/X6tWrZKnp6diY2NdkAwA2rZz+VZNemuXLhSVXnXchaJSTXprl7IKnN+P/lrFX2ECAAAAbqpqR259PzZfUFBQ767dtsDkaVLc9XFad3Rdo+fE3RAnk6fzD13p37+/Xn31Vc2aNUuRkZEaO3asevTooXPnzmnr1q2655579Oqrr0qSnnrqKX3yySdKSkrSt99+q5iYGJ0/f17Jycmy2Wz6y1/+In9//wbfOWfOHE2fPl3R0dF66KGHVF5erk2bNmnIkCEO/rT2M2PGDJ0/f14//vGP1b17d12+fFn//Oc/tXnzZlVUVGjFihWKiIhwdUwAaHPWpJ5ssJBb5UJRqdakpmvB3Tc5OBUkirkAAACA26rqlXv8+HENHjy4xr2LFy/qwoUL+tGPfuSKaE7zeOTj+vjkx8qx5jQ4tpNPJ03sO9EJqeo2c+ZM9evXT6+88oo2bdqkoqIiBQcH69Zbb1V8fHz1OJPJpC+//FLLli1TcnKyVq5cqfbt22vEiBFasGCBhg0b1qj3TZs2TTabTa+99ppWr16t0NBQJSQkaOHChfLyuvpp463F3Llz9cEHH2jXrl36+OOPVVZWptDQUD388MOaOXNmvb2cAQDNZ7WVKWXPmSbNSdn9nebE9qadghNQzAUAAADc1MiRI/X73/9emzdv1sMPP1zjXlVv1pEjR7oimtMEtw/WqthVmv7Z9KsWdDv5dNKq0asU3D7YielqGzVqlEaNGtXgOF9fXz333HN67rnnGhybkJBQb6uMmTNnaubMmbWuX9m+ocqWLVvqfUfVoXl1qetZVxt/tff80MSJEzVxousK8ABwLTp4Jr9Wj9yG5BXbdCgjX0Mjrn6gKlqOnrkAAACAm4qJiVGvXr30zjvvaP/+/dXXCwsL9fzzz8vT07NR/XDdXZ+gPkq5L0UJkQkK8KrZViLAK0AJkQlKvjdZNwbd6KKEAAC4j6KSphVyqxRamzcPTcPOXAAAAKAVWb16tVJTUyVJhw4dqr5WtZtx7Nix1YdfeXp6avXq1brzzjs1fPhwPfLIIzKbzfrggw+Unp6upUuXqnfv3nbPaLFYdOnSJUmSzWaTh4frf6QyuH2w5g6ZqxkDZ+hozlEV2YrkZ/RT3459XdIjFwAAd+XnbWzWPH9T8+ahaSjmAgAAAK1Iamqq1q2reaDX9u3btX37dklSREREdTFXkm6//XalpqZq0aJFSklJUWlpqSIjI/X888/rsccec0jG5cuXa8mSJdVfh4eHO+Q9zWHyNOmWkFtcHQMAALc1IDxAAT7GJrVaCPQxqn/XtnvoamtCMRcAAABoRRITE5WYmNikOVFRUdq0aZNjAtVh3rx5mjFjhiTprrvuahU7cwEAgH2YjB6KHxKuN7elN3pO/NBuHH7mJPTMBQAAANAkvr6+6ty5szp37iyj0ah27fi2AgCAtmTq8F7q5OfVqLGd/bw1ZVhPBydCFVZdAAAAAAAAAKqFmE1aNzmqwYJuZz9vrZscpRAz/emdhTYLAAAAAAAAwDXCaivTwTP5Kiqxyc/bqAHhAXW2SIgMC9Ans4ZrTWq6UnZ/p7wreugG+hgVP7SbpgzrSSHXySjmAgAAAAAAAG3cuXyr1qSeVMqeMzUONwvwMSp+SLimDu9VqzAbYjZpwd03aU5sbx3KyFeh1SZ/U+VhZ/TIdQ2KuQAAAAAAAEAbdiQzX5Pe2qULRaW17uUX2/TmtnRt3JehdZOjFBkWUGuMyeihoRFBzoiKBtAzFwAAAECTWCwWnT9/XufPn5fNZlN5ebmrIwEAgHqcy7fWW8i90oWiUk16a5eyCqxOSobmoJgLAAAAoEmWL1+u4OBgBQcHa+/evcrMzHR1JAAAUI81qScbLORWuVBUqjWp6Q5OhJagmAsAAACgSebNm6fs7GxlZ2dr8ODBCgsLc3UkAABQB6utTCl7zjRpTsru72S1lTkoEVqKYi4AAACAJvH19VXnzp3VuXNnGY1GtWvHtxUAALRGB8/k1zjsrDHyim06lJHvoERoKVZdAAAAAODGEhMTZTAYlJiY6OooAIBWpqikaYXcKoXW5s2D41HMBQAAAAC4jXvuuUcGg0Emk8nVUQCg1fPzNjZrnr+pefPgeJ6uDgAAAAAA9lJutcp6+LDKiork4ecnU79+akfRr81466239Omnn8pkMqmiosLVcQCg1RsQHqAAH2OTWi0E+hjVv2uAA1OhJSjmAgAAAHB7tqws5SauU96GDSovKKi+3s5sVuADDygoIUHGkGAXJkRLnTlzRnPmzNHs2bO1YcMGnTt3ztWRAKDVMxk9FD8kXG9uS2/0nPih3WQyejgwFVqCNgsAAAAA3Jr122+VPu4B5a5dW6OQK0nlBQXKXbtW6ePGyfrtty5K+L1t27YpLi5OISEh8vb2Vrdu3TRu3DilpqbWGHfp0iUtXrxYffr0kclkUlBQkO655x7t2LGjUe85deqUDAaDEhIS6rxvMBg0atSoGtdGjRolg8GgkpISLViwQN27d5ePj48GDx6szz//XJJUWFioWbNmqWvXrjKZTIqOjtaePXtqPT8iIkIRERGyWCyaM2eOunbtKm9vbw0YMEDvv/9+oz7DD02ZMkWdO3fW0qVLmzUfAK5VU4f3Uic/r0aN7eznrSnDejo4EVqCnbkAAAAAmsRisejSpUuSJJvNJg8P1+3esWVl6T9Tf66ynJyrjivLydF/pv5cPT/4wGU7dN944w396le/ko+Pj+Li4tS9e3dlZGQoNTVV77//voYNGyZJKikpUUxMjHbu3KlbbrlFs2fPVnZ2tpKTk7V582YlJydr3LhxDss5fvx4HTp0SPfff7+Ki4v19ttv695779WOHTs0bdo0Wa1WPfjggzp//rySk5N15513Kj09XWazucZzbDabxowZo9zcXI0bN06XLl3Su+++q/j4eH366acaM2ZMozP9v//3//TZZ5/pq6++ko+Pj70/MgC0aSFmk9ZNjtKkt3bpQlFpveM6+3lr3eQohZhpT9SaUcwFAAAA0CTLly/XkiVLqr8ODw93WZbcxHUNFnKrlOXkKHfdOoU8Nc/BqWo7dOiQnnjiCYWGhmr79u2KiIiovldRUaGzZ89Wf/3SSy9p586deuyxx5SUlCSDwSBJmj17tqKiojR16lTFxsbK39/fIVkvXLiggwcPytfXV5I0ZswYPfzww4qJiVFsbKzeeecdeXpWfis5cOBAPf3001qzZo2efPLJGs/JzMzU0KFD9dVXX8nLq3JH2KOPPqrRo0drxYoVjS7mnj59Wr/+9a81ffp0jRw50o6fFACuHZFhAfpk1nCtSU1Xyu7vlHdFD91AH6Pih3bTlGE9KeS6AdosAAAAAGiSefPmKTs7W9nZ2Ro8eLDCwsJckqPcalXehg1NmpO3YYPKrVYHJarfqlWrVFZWpqVLl9Yo5EqVLQ+u/HeYmJgoo9GoF198sbqQK0kDBgxQQkKCLl68qA8//NBhWV944YXqQq4kPfjggzIajcrLy9PLL79cXciVpEceeUSSdODAgTqftXLlyupCriTFxMSoR48e2r17d6OyVFRUaMqUKerQoYOWLVvWnI8DAG2frVg6vUP61/9W/tNWXOewELNJC+6+STsXxOi96dF6K2GI3pserZ0LYrTg7pso5LoJduYCAAAAaBJfX9/qYp/RaHRZDuvhw7V65DakPD9f1iNH1H7wYAelqtuuXbskqcHdqAUFBTp58qRuuummOnc8jxo1Sn/+85+1f/9+TZgwwSFZBw0aVONrDw8PBQcHy2KxqHv37jXuhYaGSpIyMjJqPScwMFA9e9buuxgeHq60tLRGZfnTn/6kL774Qps2bXLYTmQAcFsFmVLaG9K+9ZI17/vrpkBp0AQpeqZkDq01zWT00NCIIKfFhH1RzAUAAADglsqKipo3r7DQzkkalpeXJ4PBUF38rE/Bf4vTISEhdd7v0qWLJCk/P9++Aa/ww963kuTp6amAgIA6r0uV/XF/qK7xVXPKy8sbzJGRkaGnn35aCQkJ+slPftLgeAC4ppw9KK1/QLJk175nzZPS/igdTJEmbJBCBzg9HhyHNgsAAAAA3JKHn1/z5rlgh2dgYGCt3rh1qSqkZmVl1Xm/6npdBdcrtWtX+a3e5cuXa91zZCHYno4fP66ioiIlJibKYDDU+HX69GmVlJRUf52Xl+fquADgPAWZ9Rdyr2TJrhxXcPX/9sC9sDMXAAAAgFsy9eundmZzk1ottAsIkCky0oGp6hYVFaU9e/Zo8+bN+tnPflbvOLPZrF69eunEiRPKyMhQ165da9z/+uuvJVUePHY1gYGBkupuf7Bv376mhXeR0NBQTZkypc57ycnJKi4uVkJCgiTJ29vbickAwMXS3mi4kFvFki3tfEMas9SxmeA07MwFAAAA4JbamUwKfOCBJs0JfOABtTM5/4CX6dOny8PDQwsXLtTp06dr3Pvhjt1JkybJZrNp/vz5qqioqL5++PBhrV27VgEBARo7duxV32c2m9W7d2+lpqbqxIkT1dcLCws1f/58+3woB7vxxhu1evXqOn917NhRnp6e1V/7+Pi4Oi4AOIetuLJHblPsW1/voWhwPxRzAQAAALitoIQEeXTs2KixHp06KWjSJAcnqlv//v316quv6uzZs4qMjNSECRP0zDPPaMqUKerdu7eWLVtWPfapp55SVFSUkpKSFBUVpd/85jeaMmWKbrvtNtlsNr355puNOgxszpw5unz5sqKjo/XLX/5S06dPV79+/RQWFubIjwoAcKTMfTUPO2uM4otS5n5HpIEL0GYBAAAAgNsyhgSr++o39Z+pP1dZTk694zw6dVL31W/KGBLsxHQ1zZw5U/369dMrr7yiTZs2qaioSMHBwbr11lsVHx9fPc5kMunLL7/UsmXLlJycrJUrV6p9+/YaMWKEFixYoGHDhjXqfdOmTZPNZtNrr72m1atXKzQ0VAkJCVq4cKG8vLwc9TEBAI5U0sxDPEsa35IIrZuh4sqf20GjRUdHS5LS0tJcnAQAAMA9sH5qOywWiy5duiRJuuuuu+Th4aFvvvnmqnOOHTsmSerTp49DMtmyspW7bp3yNmxQ+RUHfLULCFDgAw8oaNIklxZy4VqO/vMHAE5zeoe09q6mz/vZp1KPaPvnQbO0ZF3MzlwAAAAATbJ8+XItWbKk+uvw8HAXpqlkDAlWyFPz1HnWr2Q9ckRlhYXy8PeXKTLSJT1yAQBwiLBBkimwaa0WfDpIYQMdFAjO5jY9czMyMvTqq69qzJgx6t69u7y8vNSlSxc98MADde4CWLx4sQwGQ52/TCzmAAAAgGabN2+esrOzlZ2drcGDB7eqHqztTCa1HzxY/qNGqf3gwRRyAQBti9FHGjShaXMGTaichzbBbXbmvv7661q2bJmuu+46xcbGKjg4WMePH9ff/vY3/e1vf9Nf//rXGn2mqkyaNEkRERE1rnl6us3HBgAAAFodX19f+fr6SpKMRqOL0wAAcI2JnikdTJEs2Q2P9QuRbpvh+ExwGrepakZFRWnr1q0aPnx4jevbtm1TTEyM/ud//kc//elP5e3tXeN+QkKCRo0a5cSkAAAAAAAAgIOYQ6UJG6T1D1y9oOsXUjnOHOq8bHA4t2mzMG7cuFqFXEkaPny4br/9duXm5urQoUMuSAYAAAAAAADYia248qCzf/1v5T9txbXHhA6Qpm2VfvSryp64V/LpUHn9F19LXfo7JzOcxm125l5N1Y921dU+Ydu2bdq1a5c8PDzUp08fjR49utbuXQAAAAAAAMClCjKltDekfetrHnBmCqzsexs9s+YuW3OoNGapdPszUuZ+qaRA8jZXHnZGj9w2y+2Luf/5z3/0+eefq0uXLurfv/bfNjz77LM1vg4NDdW6desUGxvbqOdHR0fXef3w4cPq169f0wMDAAAAAAAAVzp7sP62CdY8Ke2PlX1yJ2yo3JV7JaOP1KPu+hXaHrdps1AXm82miRMnqqSkRC+99JI8PDyq7w0cOFDr1q3TqVOnVFxcrOPHj+v5559XXl6e7r//fh04cMCFyQEAgCRZbWXalZ6rL49laVd6rqy2MldHAgAAAJyrILPh/rdS5f31D0gFZ52TC62S2+7MLS8v1+TJk7V161b9/Oc/18SJE2vcHzt2bI2vr7/+ei1cuFAhISH6xS9+oaVLl+q9995r8D1paWl1Xq9vxy4AAGjYuXyr1qSeVMqeM8ovtlVfD/AxKn5IuKYO76UQs8mFCQEAAAAnSXuj4UJuFUu2tPONyvYKuCa55c7ciooK/fznP9f69es1YcIErVq1qtFzJ02aJE9PT23fvt2BCQEAQH2OZObr3te36c1t6TUKuZKUX2zTm9vSdc8ftulIZr6LEgIAAABOYiuu7JHbFPvW130oGq4JblfMLS8v15QpU/TWW2/pkUceUWJiotq1a/zH8PLykr+/vy5duuTAlAAAoC7n8q2a9NYuXSgqveq4C0WlmvTWLmUVWJ2UDAAAAHCBzH01DztrjOKLlQee4ZrkVsXc8vJyTZ06VWvXrtX48eOVlJRUo09uYxw/flwXL15URESEY0ICAIB6rUk92WAht8qFolKtSU13cCIAAADAhUoKmzmvwL454DbcpphbtSN37dq1euihh7R+/fp6C7mFhYU6ePBgresXL17UlClTJEmPPPKIQ/MCAICarLYypew506Q5Kbu/41A0oBWyWCw6f/68zp8/L5vNpvLycldHuqYlJibKYDAoMTHR1VEAAE3l7d/MeWb75oDbcJsD0J577jklJibKz89PvXv31tKltRs9jx07VgMHDlROTo5uvvlmDRkyRP3791dwcLAyMjK0adMm5eTkKDY2Vk8++aQLPgUAANeug2fya/XIbUhesU2HMvI1NCLIQakANMfy5cu1ZMmS6q/Dw8NdmAZt2alTp9SzZ8967//1r3/Vww8/7MREAGBnYYMkU2DTWi34dJDCBjooEFo7tynmnjp1SpJUVFSkF154oc4xERERGjhwoIKCgjRjxgzt3LlTf//735WXlydfX1/1799fEyZM0NSpU5vcngEAALRMUUnTCrlVCq3NmwfAcebNm6cZM2ZIku666y7W1nC4m2++WWPHjq11vV+/fs4PAwD2ZPSRBk2Q0v7Y+DmDJlTOwzXJbYq5iYmJjf6xIbPZrD/+sQn/RwAAABzOz9vYrHn+pubNA+A4vr6+8vX1lSQZja3r/0Yvl5Yp+3ShSq2X5WXyVHAPf3l6UWx2dwMHDtTixYtdHQMAHCN6pnQwRbJkNzzWL0S6bYbjM6HVcpueuQAAwL0NCA9QgE/Tij6BPkb17xrgoEQA2pKiiyXa/v5xJf5muza+8n/65I2D2vjK/ynxN9u1/f3jsuSVuDqiJGnbtm2Ki4tTSEiIvL291a1bN40bN06pqak1xl26dEmLFy9Wnz59ZDKZFBQUpHvuuUc7duxo1HtOnTolg8GghISEOu8bDAaNGjWqxrVRo0bJYDCopKRECxYsUPfu3eXj46PBgwfr888/l1R5PsmsWbPUtWtXmUwmRUdHa8+ePbWeHxERoYiICFksFs2ZM0ddu3aVt7e3BgwYoPfff79RnwEArhnmUGnCBsk3+Orj/EIqx5lDnZMLrZLb7MwFAADuzWT0UPyQcL25Lb3Rc+KHdpPJyI46AFd3/rtC/f0P+1VcWLstS8mly9r/+Xf65zfndN+sgercrZkHzdjBG2+8oV/96lfy8fFRXFycunfvroyMDKWmpur999/XsGHDKjOXlCgmJkY7d+7ULbfcotmzZys7O1vJycnavHmzkpOTNW7cOIflHD9+vA4dOqT7779fxcXFevvtt3Xvvfdqx44dmjZtmqxWqx588EGdP39eycnJuvPOO5Weni6zueZhPDabTWPGjFFubq7GjRunS5cu6d1331V8fLw+/fRTjRkzptGZMjMz9ac//Ul5eXkKCwtTTEwMvZoBuA9bsZS5TyoprDzwLGxQ7TYJoQOkaVulnW9I+9ZLxRe/v+fTobK1wm0zKOSCYi4AAHCeqcN7aeO+DF0oKm1wbGc/b00ZVv+hNwAgVe7Ira+Qe6XiQpv+/of9Gv9MlHwDvZ2U7nuHDh3SE088odDQUG3fvl0RERHV9yoqKnT27Nnqr1966SXt3LlTjz32mJKSkmQwGCRJs2fPVlRUlKZOnarY2Fj5+zumMH3hwgUdPHiwupXGmDFj9PDDDysmJkaxsbF655135OlZ+a3kwIED9fTTT2vNmjW1DpnOzMzU0KFD9dVXX8nLy0uS9Oijj2r06NFasWJFk4q5n332mT777LPqrz09PTVr1iwtX75c7drxA6cAWqmCTCntv8XZKw84MwVWFmejZ9YszppDpTFLpdufkTL3SyUFkre58rAzeuTiv/ivHgAAcJoQs0nrJkepk5/XVcd19vPWuslRCjGbnJQMgLs68MV/GizkVikutGn/F985OFHdVq1apbKyMi1durRGIVeqbHkQFhZW/XViYqKMRqNefPHF6kKuJA0YMEAJCQm6ePGiPvzwQ4dlfeGFF6oLuZL04IMPymg0Ki8vTy+//HJ1IVeSHnnkEUnSgQMH6nzWypUrqwu5khQTE6MePXpo9+7djcrSvn17LVq0SPv371dBQYGys7P10Ucf6YYbbtCKFSv0zDPPNOcjAoDjnT0o/Xlk5cFmVxZypcqv0/4o/XlE5bgfMvpIPaKl3ndW/pNCLq5AMRcAADhVZFiAPpk1XL8Y0UuBP+ihG+hj1C9G9NLHs4apb5i5nicAQKXLpWX6dsfZhgde4dsdmbpcWuagRPXbtWuXJDW4G7WgoEAnT57U9ddfX2cbgao+t/v377d3xGqDBg2q8bWHh4eCg4MVGBio7t2717gXGlq5oywjI6PWcwIDA9WzZ+2fsAgPD1deXl6jsgQHB2vx4sW6+eab5e/vr86dO+u+++7Tl19+qY4dO2rFihW6ePFiww8CAGcqyJTWP9DwgWaW7MpxBU37bxmubbRZAAAAThdiNmnB3TdpTmxvHcrIV6HVJn9T5WFn9MgF0FjZpwtVculyk+aUWC4r+z+FCrs+0DGh6pGXlyeDwVBd/KxPQUGBJCkkJKTO+126dJEk5efn2zfgFX7Y+1aqbGsQEFD7QMqqXbo2W+3d0XWNr5pTXl7eooxdunTR3XffraSkJO3evbtJLRsAwOHS3mi4kFvFkl3ZJ3fMUsdmQpvBzlwAAOAyJqOHhkYE6Y4+IRoaEUQhF0CTlFqbVsitnlfcvHktERgYWKs3bl2qCqlZWVl13q+6XlfB9UpVfWQvX679WR1ZCHamTp06SZIuXbrk4iQAcAVbcWWP3KbYt75yHtAIFHMBAAAAuCUvU/N+0NDLx/k/oBgVFSVJ2rx581XHmc1m9erVSydOnKizdcHXX38tqfLgsasJDAyUVHf7g3379jUicetX1brihz2IAcClMvfV7pHbkOKLlQeeAY1AMRcAAACAWwru4S/v9k0rzHr7eiq4u7+DEtVv+vTp8vDw0MKFC3X69Oka9364Y3fSpEmy2WyaP3++Kioqqq8fPnxYa9euVUBAgMaOHXvV95nNZvXu3Vupqak6ceJE9fXCwkLNnz/fPh/KCXbt2lVnC4cVK1Zo+/bt6tu3r26++WYXJAOAepQUNnNegX1zoM2iZy4AAAAAt+Tp5aGbfhSq/Z9/1+g5N/0oTJ5ezm/p0r9/f7366quaNWuWIiMjNXbsWPXo0UPnzp3T1q1bdc899+jVV1+VJD311FP65JNPlJSUpG+//VYxMTE6f/68kpOTZbPZ9Je//EX+/g0XpOfMmaPp06crOjpaDz30kMrLy7Vp0yYNGTLEwZ/Wfp566ikdO3ZMI0eOVLdu3VRcXKy0tDTt27dPHTp0UFJSkgwGg6tjAsD3vJv5F4beHP6LxqGYCwAAAMBtDRzdXf/85pyKC2vv3vyh9mYvDYzp5oRUdZs5c6b69eunV155RZs2bVJRUZGCg4N16623Kj4+vnqcyWTSl19+qWXLlik5OVkrV65U+/btNWLECC1YsEDDhg1r1PumTZsmm82m1157TatXr1ZoaKgSEhK0cOFCeXl5Oepj2tWECRO0YcMG7dixQxcuXJAk9ejRQ0888YR+/etfKzw83MUJAeAHwgZJpsCmtVrw6SCFDXRQILQ1hoorf24HjRYdHS1JSktLc3ESAAAA98D6qe2wWCzVh07ddddd8vDw0DfffHPVOceOHZMk9enTx+55zn9XqL//Yf9VC7rtzV66b9bN6hTu/BYLcD1H/vkDgFr+9xkp7Y+NH/+jX0ljljouD1qdlqyL6ZkLAAAAoEmWL1+u4OBgBQcHa+/evcrMzHRpns7d/DX+mSgNjO0ub9+aP3zo7eupgbHdFb9gKIVcAIBzRM+UfIMbN9YvRLpthmPzoE2hzQIAAACAJpk3b55mzKj8xrNqZ66r+QZ668cPXK9b7+up7P8UqrT4srx8Kg87c0WPXADANcwcKk3YIK1/QLJk1z/OL6RynDnUedng9ijmAgAAAGgSX19f+fr6SpKMRqOL09Tk6eWhsOsDXR0DANCW2YqlzH1SSWHlgWdhgySjT80xoQOkaVulnW9I+9ZLxRe/v+fTQRo0oXJHLoVcNBHFXAAAAAAAAKAhBZlS2n+Ls1cecGYKrCzORs+sWZw1h1b2wr39GSlzv1RSIHmbKw87+2HxF2gkirkAAAAAAADA1Zw9WH/bBGte5YFnB1Mq2yaEDqh53+gj9Yh2Sky0fRyABgAAAAAAANSnILPh/rdS5f31D0gFZ52TC9ckirkAAAAAAABAfdLeaLiQW8WSXdknF3AQirkAAAAAAABAXWzFlT1ym2Lf+sp5gANQzAUAAAAAAADqkrmv5mFnjVF8sfLAM8ABKOYCAAAAAAAAdSkpbOa8AvvmAP6LYi4AAAAAAABQF2//Zs4z2zcH8F8UcwEAAAAAAIC6hA2STIFNm+PTQQob6Ig0AMVcAAAAAAAAoE5GH2nQhKbNGTShch7gABRzAQAAAMCNJSYmymAwKDEx0dVRAKBtip4p+QY3bqxfiHTbDMfmwTWNYi4AAAAAoFUrLS3VihUrNGTIEPn7+8vf31/9+vXTjBkUTAA4gTlUmrCh4YKuX0jlOHOoc3LhmkQxFwAAAADQal28eFHDhw/X3Llz5e3trWnTpmnatGm68cYblZyc7Op4AK4VoQOkaVulH/2qsifulXw6VF7/xddSl/6uyYdrhqerAwAAAACAvdhKS5T17+MqLS6Wl4+PQq67QUYvb1fHQgtMmTJFu3fv1ttvv61HH320xr3Lly+7KBWANsVWLGXuk0oKJW//ykPP6up5aw6VxiyVbn9GytwvlRRI3ubKw87okQsnYWcuAAAAALdXmHtBW5LW6M/TJyl58W+0cdkSJS/+jf48fZK2JK1RUW6OqyNKkrZt26a4uDiFhITI29tb3bp107hx45Samlpj3KVLl7R48WL16dNHJpNJQUFBuueee7Rjx45GvefUqVMyGAxKSEio877BYNCoUaNqXBs1apQMBoNKSkq0YMECde/eXT4+Pho8eLA+//xzSVJhYaFmzZqlrl27ymQyKTo6Wnv27Kn1/IiICEVERMhisWjOnDnq2rWrvL29NWDAAL3//vuN+gyS9M0332jjxo2aMGFCrUKuJHl6sj8JQAsUZEr/+4z0Sh9p7V3SO/GV/3ylT+X1grN1zzP6SD2ipd53Vv6TQi6ciP/yAQAAAGgSi8WiS5cuSZJsNps8PDxcmif71Elt+N2zupSfV+teiaVIez/eqG+3faUHFjyn4Ihezg/4X2+88YZ+9atfycfHR3FxcerevbsyMjKUmpqq999/X8OGDavMXFKimJgY7dy5U7fccotmz56t7OxsJScna/PmzUpOTta4ceMclnP8+PE6dOiQ7r//fhUXF+vtt9/Wvffeqx07dmjatGmyWq168MEHdf78eSUnJ+vOO+9Uenq6zGZzjefYbDaNGTNGubm5GjdunC5duqR3331X8fHx+vTTTzVmzJgGs1S1UXjooYd04cIFffTRR8rKylK3bt101113qWPHjg75dwDgGnD2oLT+AcmSXfueNU9K+6N0MKWyB27oAKfHA+pDMRcAAABAkyxfvlxLliyp/jo8PNxlWQpzL9RbyL3Spfw8bfjds5r44mvyC3J+AfDQoUN64oknFBoaqu3btysiIqL6XkVFhc6e/X7310svvaSdO3fqscceU1JSkgwGgyRp9uzZioqK0tSpUxUbGyt/f3+HZL1w4YIOHjwoX19fSdKYMWP08MMPKyYmRrGxsXrnnXeqd8QOHDhQTz/9tNasWaMnn3yyxnMyMzM1dOhQffXVV/Ly8pIkPfrooxo9erRWrFjRqGJu1a7fEydOaOLEicrPz6++5+fnp9WrV2v8+PF2+dwAriEFmfUXcq9kya4cN20rh5qh1aDNAgAAAIAmmTdvnrKzs5Wdna3BgwcrLCzMZVn2fvJhg4XcKpfy87T3Hx86NlA9Vq1apbKyMi1durRGIVeqbHlw5b/DxMREGY1Gvfjii9WFXEkaMGCAEhISdPHiRX34oeM+xwsvvFBdyJWkBx98UEajUXl5eXr55ZdrtDZ45JFHJEkHDhyo81krV66sLuRKUkxMjHr06KHdu3c3Kkt2dmWhZd68efrpT3+qf//737p48aLWr1+vdu3aaeLEiTp48GCTPyOAa1zaGw0XcqtYsqWdbzg2D9AEFHMBAAAANImvr686d+6szp07y2g0ql0713xbYSst0eGvPmvSnMNffSZbaYmDEtVv165dktTgbtSCggKdPHlS119/fZ07nqv63O7fv9/eEasNGjSoxtceHh4KDg5WYGCgunfvXuNeaGjlTrWMjIxazwkMDFTPnj1rXQ8PD1deXl6jspSXl0uqLGQnJiaqV69eCgwM1GOPPaZly5bJZrPpD3/4Q6OeBQCSKg8727e+aXP2ra+cB7QCFHMBAAAAuKWsfx9XiaWoSXOsRYXKOnnCQYnql5eXJ4PBUF38rE9BQYEkKSQkpM77Xbp0kaQa7Qbs7Ye9b6XKg8YCAgLqvC5V9sf9obrGV82pKtI2pOoZ9957b41dypJ03333SVKdB7ABQL0y91X2xG2K4otS5n5HpAGajGIuAAAAALdUWty8XVKl/z28zZkCAwNr9catS1UhNSsrq877VdfrKrheqWq39OXLl2vdc2Qh2N5uvPFGSZX//n6o6lpxM/8cALhGlRQ2c16BfXMAzUQxFwAAAIBb8vLxad689u3tnKRhUVFRkqTNmzdfdZzZbFavXr104sSJOlsXfP3115IqDx67mqpCZ13P2LdvXyMStw533HGHJOno0aO17lVd+2EPYgC4Ku9mHh7pffW/RAOchWIuAAAAALcUct0N8vb1a9Ick5+/Qnpd76BE9Zs+fbo8PDy0cOFCnT59usa9H+7YnTRpkmw2m+bPn6+Kiorq64cPH9batWsVEBCgsWPHXvV9ZrNZvXv3Vmpqqk6c+L6tRGFhoebPn2+fD+UEDz74oDp16qS3335bhw4dqr5eWlqqRYsWSZLi4+NdFQ+AOwobJJkCmzbHp4MUNtARaYAmo5gLAAAAwC0ZvbzV7/bYJs3pd3usjF7eDkpUv/79++vVV1/V2bNnFRkZqQkTJuiZZ57RlClT1Lt3by1btqx67FNPPaWoqCglJSUpKipKv/nNbzRlyhTddtttstlsevPNN+Xv3/DOsjlz5ujy5cuKjo7WL3/5S02fPl39+vVTWFiYIz+qXZnNZr355puy2Wy67bbbNGnSJM2ePVu33HKLNm3apLvvvlsJCQmujgnAnRh9pEETmjZn0ITKeUArQDEXAAAAgNsacs9YtQ8IbNTY9oEdNPjunzo20FXMnDlTX375pW6//XZt2rRJL7/8sjZv3qybb765xu5Sk8mkL7/8Ur/97W9VUFCglStX6oMPPtCIESO0ZcsWPfTQQ41637Rp0/T6668rMDBQq1ev1qZNm5SQkKB3333XUR/RIcaOHauvv/5aI0aM0EcffaQ//elPkqRly5bpww8/lIeHh4sTAnA70TMl3+DGjfULkW6b4dg8QBMYKq78uR00WnR0tCQpLS3NxUkAAADcA+untqmxv6/Hjh2TJPXp08fuGbJPndSG3z2rS/l59Y5pH9hBD8xfouCIXnZ/P1o/R/75A+Cmzh6U1j8gWbLrH+MXIk3YIHXp77xcuCa0ZF3sae8wAAAAAOBMwRG9NPHF17T3Hx/q8FefyVr0/UnlJj9/9bs9VoPv/qn8gjq6MCUAwGlsxVLmPqmksPLAs7BBtdskhA6Qpm2Vdr4h7VsvFV/8/p5Ph8rWCrfNkMyhzs0ONIBiLgAAAAC35xfUUSMnTNaP4h9T1skTKr10SV7t2yuk1/Uu6ZELAHCBgkwp7b/FWWve99dNgZXF2eiZNYuz5lBpzFLp9mekzP1SSYHkba487IweuWilKOYCAAAAaDOMXt4K7xPp6hgAAGe7WtsEa56U9kfpYEpl24TQATXvG32kHtFOiQm0FAegAQAAAAAAwH0VZDbc/1aqvL/+AangrHNyAQ5AMRcAAAAAAADuK+2Nhgu5VSzZlX1yATdFMRcAAAAAAADuyVZc2SO3Kfatr5wHuCGKuQAAAAAAAHBPmftqHnbWGMUXKw88A9wQxVwAAAAADmcwGFRRUaGKigpXR8E1purPncFgcHUUAI5QUtjMeQX2zQE4CcVcAAAAAA7n7e0tSbJYLC5OgmtN1Z+5qj+DANoYb/9mzjPbNwfgJBRzAQAAADicv3/lN9vnzp1TUVERO3ThcBUVFSoqKtK5c+ckSWYzhRugTQobJJkCmzbHp4MUNtARaQCH83R1AAAAAABtX4cOHWSxWGSxWPTdd99JEj/2Doe68i8MfH19FRgY6LowABzH6CMNmiCl/bHxcwZNqJwHuCF25gIAAABwuHbt2ik8PFwhISHy8fFRu3Z8KwLHateunXx8fBQSEqLw8HD+zAFtWfRMyTe4cWP9QqTbZjg2D+BA7MwFAAAA4BTt2rVTUFCQgoKCXB0FANCWmEOlCRuk9Q9Iluz6x/mFVI4zhzovG2BnFHMBAAAAAADQetmKpcx9Uklh5YFnYYNqt0kIHSBN2yrtfEPat14qvvj9PZ8Ola0VbptBIRduj2IuAAAAAAAAWp+CTCntv8VZa973102BlcXZ6Jk1i7PmUGnMUun2Z6TM/VJJgeRtrjzsjB65aCMo5gIAAAAAAKB1OXuw/rYJ1rzKA88OplS2TQgdUPO+0UfqEe2UmICz0QEeAAAAQJNYLBadP39e58+fl81mU3l5uasjAQDakoLMhvvfSpX31z8gFZx1Ti6gFaCYCwAAAKBJli9fruDgYAUHB2vv3r3KzMx0dSQAQFuS9kbDhdwqluzKPrnANYJiLgAAAIAmmTdvnrKzs5Wdna3BgwcrLCzM1ZEAAG2FrbiyR25T7FtfOQ+4BtAzFwAAAECT+Pr6ytfXV5JkNBpdnAYA0KZk7qt52FljFF+sPPCMPrm4BrAzFwAAAAAAAK1DSWEz5xXYNwfQSlHMBQAAAAAAQOvg7d/MeWb75gBaKYq5AAAAAAAAaB3CBkmmwKbN8ekghQ10RBqg1aGYCwAAAAAAgNbB6CMNmtC0OYMmVM4DrgEUcwEAAAAAANB6RM+UfIMbN9YvRLpthmPzAK0IxVwAAAAAAAC0HuZQacKGhgu6fiGV48yhzskFtAKerg4AAAAAAACAa4itWMrcJ5UUVh54FjaodpuE0AHStK3Szjekfeul4ovf3/PpUNla4bYZFHJxzaGYCwAAAAAAAMcryJTS/lucteZ9f90UWFmcjZ5ZszhrDpXGLJVuf0bK3C+VFEje5srDzuiRi2sUxVwAAAAAAAA41tmD0voHJEt27XvWPCntj9LBlMq2CaEDat43+kg9op0SE2jt6JkLAAAAAAAAxynIrL+QeyVLduW4grPOyQW4IYq5AAAAAAAAcJy0Nxou5FaxZFf2yQVQJ4q5AAAAAAAAcAxbcWWP3KbYt75yHoBaKOYCAAAAAADAMTL31TzsrDGKL1YeeAagFoq5AAAAAAAAcIySwmbOK7BvDqCN8LTXg86fP6+1a9dq9+7dysvLU1lZWa0xBoNBX3zxhb1eCQAAALQIa1gAABzM27+Z88z2zQG0EXYp5h48eFB33HGHLl68qIqKinrHGQwGe7wOAAAAaDHWsAAAOEHYIMkU2LRWCz4dpLCBDgoEuDe7tFmYO3eucnNz9cwzzyg9PV02m03l5eW1ftW10wEAgLbAaivTrvRcfXksS7vSc2W18d88oLVjDQsAgBMYfaRBE5o2Z9CEynkAarHLzty0tDSNHTtWzz33nD0eBwCA2ziXb9Wa1JNK2XNG+cW26usBPkbFDwnX1OG9FGI2uTAhgPqwhgUAwEmiZ0oHUyRLdsNj/UKk22Y4PhPgpuyyM9fLy0vXXXedPR4FAIDbOJKZr3tf36Y3t6XXKORKUn6xTW9uS9c9f9imI5n5LkoI4GpYwwIAYB/Wy1btzdqrrWe2am/WXlkvW2sOMIdKEzZIvsFXf5BfSOU4c6jjwgJuzi47c++44w7t2bPHHo8CAMAtnMu3atJbu3ShqPSq4y4UlWrSW7v0yazh7NAFWhnWsAAAtEyWJUtJR5O08cRGFZQWVF83e5kVd32cHo98XMHt/1vADR0gTdsq7XxD2rdeKr74/YN8OlS2VrhtBoVcoAF22Zm7fPlyHTlyRC+//LI9HgcAQKu3JvVkg4XcKheKSrUmNd3BiQA0FWtYAACa71juMY3/eLzWHV1Xo5ArSQWlBVp3dJ3i/x6vY7nHvr9hDpXGLJXmfCv97FPp0ZTKf875tvI6hVygQYaKqx3d20iTJ09Wenq6tm7dqp49e+rmm29WQEBA7ZcZDFqzZk1LX9cqREdHS6rstQYAuLZYbWW69Xdf1GqtcDWBPkbtXBAjk9HDgcmA1q21rZ+uxTWsI7S231cAgONlWbI0/uPxyrHmNDi2o6mjUu5L+X6HLoAWrZ/s0mYhMTGx+n+fPHlSJ0+erHNcSxbCGRkZeu+99/SPf/xDx44d07lz5xQUFKQf//jHeuqpp3TrrbfWmlNQUKDFixdrw4YNOnfunLp06aIHHnhAixcvltlsblYOAAAOnslvUiFXkvKKbTqUka+hEUEOSgWgqZyxhgUAoC1KOprUqEKuJOVYc5R0NElzh8x1cCrg2mCXYm56uuN/dPT111/XsmXLdN111yk2NlbBwcE6fvy4/va3v+lvf/ub/vrXvyo+Pr56vMVi0ciRI7V//37FxsbqkUce0YEDB7Ry5Up99dVXSk1Nla+vr8NzAwDanqKSphVyqxRamzcPgGM4Yw0LAEBbY71s1cYTG5s0Z+PxjZoxcIZMnpwhAbSUXYq5PXr0sMdjrioqKkpbt27V8OHDa1zftm2bYmJi9D//8z/66U9/Km9vb0nSSy+9pP379+upp57SsmXLqscvWrRIzz33nF566SUtWbLE4bkBAG2Pn7exWfP8Tc2bB8AxnLGGBQCgrTmSc6RWj9yG5Jfm62jOUd0ScouDUgHXDrscgOYM48aNq1XIlaThw4fr9ttvV25urg4dOiRJqqio0OrVq+Xn56dnn322xvj58+erQ4cOWrNmjezQLhgAcA0aEB6gAJ+mFWYDfYzq37V2L04AAADAnVhslmbNK7IV2TkJcG2yazH3nXfe0ZgxYxQcHCxvb2917txZY8aM0TvvvGPP19RiNFZ+Q+3pWbnR+Pjx48rMzNSPf/zjWq0UTCaTRowYoYyMDJ04ccKhuQAAbZPJ6KH4IeFNmhM/tBuHnwGtlKvWsAAAuCNfY/NaVvoZ/eycBLg22aXNQnl5ucaPH68PPvhAFRUV8vHxUVhYmLKzs/X555/riy++0IYNG/Tee++pXTv7bgb+z3/+o88//1xdunRR//79JVUWcyXphhtuqHNO1fXjx4/XO6ZK1elyP3T48GH169evubEBAG5u6vBe2rgvQxeKShsc29nPW1OG9XRCKgBN4co1LAAA7iqyY6TMXuYmtVoI8ApQ3459HZgKuHbYZVX6+uuva8OGDRoxYoTS0tJksViUnp4ui8WinTt3auTIkfrb3/6m119/3R6vq2az2TRx4kSVlJTopZdekodH5Y6n/Px8SVJAQN0/zmo2m2uMAwCgqULMJq2bHKVOfl5XHdfZz1vrJkcpxMxhD0Br46o1LAAA7szkaVLc9XFNmhN3QxyHnwF2YpeduYmJibrxxhv12WefVbc6qBIVFaXNmzdrwIABWrt2rZ544gl7vFLl5eWaPHmytm7dqp///OeaOHGiXZ77Q2lpaXVer2/HLgDg2hEZFqBPZg3XmtR0pez+TnnFtup7gT5GxQ/tpinDelLIBVopV6xhAQBoCx6PfFwfn/xYOdacBsd28umkiX0dU7MBrkV2Keb+85//1MyZM2stgqtf4umpe++9V3/84x/t8TpVVFTo5z//udavX68JEyZo1apVNe5X7citb+dtQUFBjXEAADRXiNmkBXffpDmxvXUoI1+FVpv8TZWHndEjF2jdnL2GBQCgrQhuH6xVsas0/bPpVy3odvLppFWjVym4fbAT0wFtm12KuV5eXrJYrn6aocVikZfX1X8UtTHKy8s1depUrV27Vo888ogSExNr9TC7siduXRrqqQsAQFOZjB4aGhHk6hgAmsCZa1gAANyJ9bJVR3KOyGKzyNfoq8iOkbXaJPQJ6qOU+1KUdDRJG49vVH7p9xvqArwCFHdDnCb2nUghF7AzQ0VFRUVLH3L77bfr8OHDOnDggMLCwmrdP3v2rAYMGKD+/fvryy+/bPZ7rizkjh8/Xm+//XZ1n9wrVVRUKDw8XAUFBTp37px8fb8/adFqtSosLEw+Pj46c+aMDAZDs7JUtVmorw0DAAAAampt6ydnrWHbutb2+woAaL4sS1ZlcfbExhoHnJm9zIq7Pk6PRz5eZ3HWetmqozlHVWQrkp/RT3079qVHLnAVLVk/2eUAtLlz5yonJ0dDhgzRK6+8oj179ui7777Tnj179PLLL2vw4MHKzc3VnDlzmv2O8vJyTZkyRWvXrtVDDz2k9evX11nIlSSDwaCpU6eqqKhIzz33XI17v//973Xx4kVNnTq12YVcAAAAuD9nrGEBAHAXx3KPafzH47Xu6LoahVxJKigt0Lqj6xT/93gdyz1Wa67J06RbQm7RiPARuiXkFgq5gAPZZWeuJL322muaN2+eysrKalyvqKiQp6enli1bpieffLLZz1+8eLGWLFkiPz8/PfHEE3X2Nhs7dqwGDhwoqfJH4oYNG6b9+/crNjZWgwcP1oEDB7Rp0yYNHDhQqampNXbsNhU7EAAAAJqmNa6fHL2GvRa0xt9XAEDTZFmyNP7j8Y060KyjqaNS7kuhfQLQAi1ZP9mlZ64kPfHEE7r//vu1fv167d+/XwUFBTKbzRo0aJAeffRR9erVq0XPP3XqlCSpqKhIL7zwQp1jIiIiqou5vr6+2rJli5YsWaL3339fW7ZsUZcuXfTkk09q0aJFLSrkAgAAoG1w9Bq2NXrttde0YsUKZWVlaciQIXrjjTd08803uzoWAMCFko4mNaqQK0k51hwlHU3S3CFzHZwKQF3stjP3WsMOBAAAgKZh/eR677zzjiZPnqw333xTt9xyi5YvX65PP/1U//rXv2Q2m5v1TH5fAcC9WS9bFfNeTK3WClcT4BWgzx/6nHYKQDO5vGcuAAAAgNZv5cqVmj59uiZOnKjIyEitXr1aZWVleuedd1wdDQDgIkdyjjSpkCtJ+aX5Oppz1EGJAFxNs9osbN26VZIUFRUlk8lU/XVjjBgxojmvBAAAAFrEXdaw69ev17Zt27R3714dOnRIpaWlWrt2rRISEuqds3v3bi1atEhpaWkqLS1VZGSkZs+erUcffbR6TGlpqfbt26dFixZVX/P09NQdd9yhtLQ0TZ8+3ZEfCwDQSllslmbNK7IV2TkJgMZoVjF31KhRMhgM+vbbb9W7d+/qrxvjh4dLAAAAAM7gLmvYhQsX6vTp0+rUqZNCQ0N1+vTpq47fsmWL7rzzTnl5eenhhx9WQECAPvjgAz322GM6deqUFixYIEm6cOGCysrKFBISUmN+SEiI/vnPfzrs8wAAWjdfY/POFPIz+tk5CYDGaFYx99lnn5XBYFCnTp1qfA0AAAC0Vu6yhl29erVuuOEG9ejRQy+++KLmz59f79jLly9r6tSpMhgM2rp1qwYNGiRJWrRokaKjo7Vo0SI99NBDuuGGG+p9RkVFRav89wAAcI7IjpEye5mb3DO3b8e+DkwFoD7NKuYuXrz4ql8DAAAArY27rGFHjx7d6LFffvml/v3vf+tnP/tZdSFXkvz9/fXb3/5WDz/8sNauXavf/e536tSpkzw8PJSVlVXjGdnZ2bV26wIArh0mT5Piro/TuqPrGj0n7oY4Dj8DXMQuB6D95z//UUHB1f8Gp7CwUP/5z3/s8ToAAACgxdrCGnbLli2SpDFjxtS6V3Xt66+/liR5eXlp0KBB+uKLL6rHXL58WV999VX1icoAgGvT45GPq6OpY6PGdvLppIl9Jzo4EYD62KWY27NnT7322mtXHfP//X//n3r27GmP1wEAAAAt1hbWsMePH5ekOtsodOjQQZ06daoeI0lPPvmkVq1apbfffltHjx7VL37xC7Vr167GQWn1iY6OrvPX4cOH7feBAAAuEdw+WKtiVzVY0O3k00mrRq9ScPtgJyUD8EPNarPwQxUVFaqoqGhwDAAAANBatIU1bH5+viQpICCgzvtms1lnzpyp/vrRRx/V+fPnNX/+fGVlZWnIkCH63//9X5nNZqfkBQC4hvWyVUdyjshis8jX6KvIjpG12iT0CeqjlPtSlHQ0SRuPb1R+aX71vQCvAMXdEKeJfSdSyAVczC7F3MY4c+aM/P39nfU6AAAAoMXa4hr2iSee0BNPPNHkeWlpaXVep0UDALReWZasyuLsiY01Djgze5kVd32cHo98vEZxNrh9sOYOmasZA2foaM5RFdmK5Gf0U9+OfemRC7QSzS7mPvfcczW+rurX9UNlZWU6c+aM3n33Xd16663NfR0AAADQYm1tDVu1I7dqh+4PFRQU1LtrFwDQth3LPabpn01XjjWn1r2C0gKtO7pOH5/8WKtiV6lPUJ8a902eJt0ScouzogJogmYXc688/ddgMGjLli31LoYlKSwsTMuWLWvu6wAAAIAWa2tr2KpeucePH9fgwYNr3Lt48aIuXLigH/3oR66IBgBwoSxLVr2F3CvlWHM0/bPpSrkvhfYJgJtodjH3q6++klTZR+yOO+5QQkKCJk2aVGuch4eHgoKC1KdPH7VrZ5fz1gAAAIBmaWtr2JEjR+r3v/+9Nm/erIcffrjGvc2bN1ePAQBcW5KOJjVYyK2SY81R0tEkzR0y18GpANhDs4u5Vy4KFy1apNtvv10jRoywSygAAADAEdraGjYmJka9evXSO++8o1mzZmngwIGSpMLCQj3//PPy9PRUQkKCSzMCAJzLetmqjSc2NmnOxuMbNWPgDPriAm7ALgegLVq0yB6PAQAAAJymta5hV69erdTUVEnSoUOHqq9VtYMYO3asxo4dK0ny9PTU6tWrdeedd2r48OF65JFHZDab9cEHHyg9PV1Lly5V79697Z7RYrHo0qVLkiSbzSYPDw+7vwMA0DxHco7UOOysMfJL83U05yh9cgE3YJdi7pW+++47ZWZmqqSkpM777rzzAQAAAG1Ta1rDpqamat26dTWubd++Xdu3b5ckRUREVBdzJen2229XamqqFi1apJSUFJWWlioyMlLPP/+8HnvsMYdkXL58uZYsWVL9dXh4uEPeAwBoOovN0qx5RbYiOycB4Ah2K+b+/e9/17x583T8+PGrjisrK7PXKwEAAIAWaY1r2MTERCUmJjZpTlRUlDZt2uSYQHWYN2+eZsyYIUm666672JkLAK2Ir9G3WfP8jH52TgLAEexymsOWLVsUFxenoqIizZw5UxUVFRoxYoR+8YtfqG/fvqqoqNA999yjZ5991h6vAwAAAFqMNWzz+fr6qnPnzurcubOMRmOrPiQOAK41kR0jZfYyN2lOgFeA+nbs66BEAOzJLquuF198UX5+ftq7d69ee+01SZU/7vWnP/1JBw8e1AsvvKAvvvhCP/3pT+3xOgAAAKDFWMMCANoik6dJcdfHNWlO3A1xHH4GuAm7FHN3796tsWPHKiQkpPpaeXm5JMlgMGj+/PkaNGgQuxoAAADQarCGBQC0VY9HPq6Opo6NGtvJp5Mm9p3o4EQA7MUuxdxLly6pa9eu1V97e3uroKDmyYm33XZb9aENAAAAgKuxhgUAtFXB7YO1KnZVgwXdTj6dtGr0KgW3D3ZSMgAtZZdibpcuXXT+/Pnqr7t27aojR47UGJOTk8PhZwAAAGg1WMMCANqyPkF9lHJfihIiExTgFVDjXoBXgBIiE5R8b7JuDLrRRQkBNIenPR5y88036/Dhw9Vf33777Vq3bp3effdd3XfffUpNTVVycrKGDBlij9cBAAAALcYatvksFosuXbokSbLZbPLw8HBxIgC4tlgvW3Uk54gsNot8jb6K7BhZZ8/b4PbBmjtkrmYMnKGjOUdVZCuSn9FPfTv2pUcu4KbsUsy9//77NXPmTJ0+fVo9evTQggULtGHDBj322GPfv8jTU0uXLrXH6wAAAIAWYw3bfMuXL9eSJUuqvw4PD3dhGgC4dmRZspR0NEkbT2xUQen3rYHMXmbFXR+nxyMfr7NlgsnTpFtCbnFmVAAOYqioqKhwxIP//e9/a8WKFTp58qR69Oih6dOna+DAgY54lUtER0dLktLS0lycBAAAwD24w/qpra9h7eXKnbl33XWXPDw89M0337g4FQC0bcdyj2n6Z9OVY82pd0xHU0etil2lPkF9nJgMQFO1ZF1sl525dbnuuuv0xhtvOOrxAAAAgN2xhm0cX19f+fr6SpKMRqOL0wBA25dlyWqwkCtJOdYcTf9sulLuS+FQM6CNsssBaB4eHjV+HA0AAABo7VjDAgDcRdLRpAYLuVVyrDlKOprk4EQAXMUuxVyz2axu3brZ41EAAACAU7CGBQC4A+tlqzae2NikORuPb5T1stVBiQC4kl2KuVFRUTpw4IA9HgUAAAA4BWtYAIA7OJJzpMZhZ42RX5qvozlHHZQIgCvZpZi7ZMkSffnll1q3bp09HgcAAAA4HGtYAIA7sNgszZpXZCuycxIArYFdDkDbvHmzRo0apcmTJ+v1119XVFSUQkJCZDAYaowzGAz67W9/a49XAgAAAC3CGhYA4A58jb7Nmudn9LNzEgCtgaGioqKipQ9p165xG3wNBoPKyspa+rpWITo6WpKUlpbm4iQAAADuobWtn67FNay9WCwWXbp0SZJ01113ycPDQ998842LUwFA22S9bFXMezFNarUQ4BWgzx/6XCZPkwOTAWiulqyL7bIz96uvvrLHYwAAAACnYQ3bfMuXL9eSJUuqvw4PD3dhGgBo20yeJsVdH6d1RxvfFijuhjgKuUAbZZdi7siRI+3xGAAAAMBpWMM237x58zRjxgxJ3+/MBQA4zuORj+vjkx8rx5rT4NhOPp00se9EJ6QC4Ap2OQDtueee09atW686Zvv27Xruuefs8ToAAACgxVjDNp+vr686d+6szp07y2g0NrplBQCgeYLbB2tV7Cp1NHW86rhOPp20avQqBbcPdlIyAM5ml1XX4sWLtWXLlquOSU1NrfGjWAAAAIArsYYFALQW1stW7c3aq61ntmpv1l5ZL1trjekT1Ecp96UoITJBAV4BNe4FeAUoITJByfcm68agG50VG4AL2KXNQmOUlpbyN/YAAABwK6xhAQCOlGXJUtLRJG08sbHGAWdmL7Piro/T45GP19hlG9w+WHOHzNWMgTN0NOeoimxF8jP6qW/HvvTIBa4RdivmGgyGeu+VlpZq27ZtCgkJsdfrAAAAgBZjDQsAcJVjucc0/bPpdfbBLSgt0Lqj6/TxyY+1KnaV+gT1qXHf5GnSLSG3OCsqgFak2cXcXr161fh65cqVWrt2ba1xZWVlunDhgqxWq37+858393UAAABAi7GGBQC0BlmWrHoLuVfKseZo+mfTlXJfCn1wAUhqQc/c8vJyVVRUqKKiQgaDofp///CX0WhUZGSk5s2bp1deecWe2QEAAIAmYQ0LAGgNko4mNVjIrZJjzVHS0SQHJwLgLpq9M/fUqVPV/7tdu3Z68skn9eyzz9ojEwAAAOAQrGEBAK5mvWzVxhMbmzRn4/GNmjFwBn1xAdinZ256eroCAwPt8SgAAADAKVjDNp/FYtGlS5ckSTabTR4eHi5OBADu40jOkRqHnTVGfmm+juYcpU8ugOa3WbhSjx49FBAQYI9HAQAAAE7BGrb5li9fruDgYAUHB2vv3r3KzMx0dSQAcBsWm6VZ84psRXZOAsAd2WVnriSdP39ea9eu1e7du5WXl6eysrJaYwwGg7744gt7vRIAAABoEdawzTNv3jzNmDFDknTXXXexMxcAmsDX6NuseX5GPzsnAeCO7FLMPXjwoO644w5dvHhRFRUV9Y4zGAz2eB0AAADQYqxhm8/X11e+vpXFCKPR6OI0AOBeIjtGyuxlblKrhQCvAPXt2NeBqQC4C7u0WZg7d65yc3P1zDPPKD09XTabTeXl5bV+1bXTAQAAAHAF1rAAAFcweZoUd31ck+bE3RDH4WcAJNlpZ25aWprGjh2r5557zh6PAwAAAByONSwAwFUej3xcH5/8WDnWnAbHdvLppIl9JzohFQB3YJeduV5eXrruuuvs8SgAAADAKVjDAgBcJbh9sFbFrlJHU8erjuvk00mrRq9ScPtgJyUD0NrZZWfuHXfcoT179tjjUQAAAIBTsIYFADiK9bJVR3KOyGKzyNfoq8iOkbXaJPQJ6qOU+1KUdDRJG49vVH5pfvW9AK8Axd0Qp4l9J1LIBVCDXYq5y5cv16233qqXX35Zv/71r+3xSAAAAMChWMMCAOwty5JVWZw9sbHGAWdmL7Piro/T45GP1yjOBrcP1twhczVj4AwdzTmqIluR/Ix+6tuxLz1yAdTJUHG1o3sbafLkyUpPT9fWrVvVs2dP3XzzzQoICKj9MoNBa9asaenrWoXo6GhJlb3WAAAA0LDWtn66FtewjtDafl8BwFWO5R7T9M+mX7UPbkdTR62KXaU+QX2cmAxAa9OS9ZNdirnt2jWu9a7BYGgzpwGzaAWA71ltZTp4Jl9FJTb5eRs1IDxAJqOHq2MBaGVa2/rpWlzDOkJr+30FAFfIsmRp/MfjG3WgWUdTR6Xcl0L7BOAa1pL1k13aLKSnp9vjMQAAN3Mu36o1qSeVsueM8ott1dcDfIyKHxKuqcN7KcTMj4cBaJ1YwwIA7CXpaFKjCrmSlGPNUdLRJM0dMtfBqQC0RXYp5vbo0cMejwEAuJEjmfma9NYuXSgqrXUvv9imN7ela+O+DK2bHKXIsNo/tgwArsYaFgBgD9bLVm08sbFJczYe36gZA2fQFxdAkzXuZ8uaKDc3V999950jHg0AaAXO5VvrLeRe6UJRqSa9tUtZBVYnJQOA5mMN23gWi0Xnz5/X+fPnZbPZVF5e7upIAOAyR3KO1DjsrDHyS/N1NOeogxIBaMvsVszNz8/XE088oZCQEHXu3Fk9e/asvvfNN9/o7rvv1t69e+31OgCAC61JPdlgIbfKhaJSrUnlR5kBtE6sYZtn+fLlCg4OVnBwsPbu3avMzExXRwIAl7HYLM2aV2QrsnMSANcCuxRzc3Nzdeutt+r1119Xt27ddNNNN+nKc9UGDBig7du36+2337bH6wAALmS1lSllz5kmzUnZ/Z2sNg4PAtC6sIZtvnnz5ik7O1vZ2dkaPHiwwsLCXB0JAFzG1+jbrHl+Rj87JwFwLbBLMXfx4sX617/+pb/+9a/as2ePHnrooRr3fXx8NHLkSH355Zf2eB0AwIUOnsmvcdhZY+QV23QoI99BiQCgeVjDNp+vr686d+6szp07y2g0ql07h3RvAwC3ENkxUmYvc5PmBHgFqG/Hvg5KBKAts8uq66OPPtK9996r8ePH1zumR48eOnOmaTu5AACtT1FJ0wq5VQqtzZsHAI7CGhYAYA8mT5Piro9r0py4G+I4/AxAs9ilmHv27Fn17Xv1v1EymUyyWJrXRwYA0Hr4eRubNc/f1Lx5AOAorGEBAPbyeOTj6mjq2KixnXw6aWLfiQ5OBKCtsksxt2PHjg2e/Hvs2DGFhoba43UAABcaEB6gAJ+mFWYDfYzq3zXAQYkAoHlYwwIA7CW4fbBWxa5qsKDbyaeTVo1epeD2wU5KBqCtsUsxd8SIEfroo4+UkZFR5/2jR4/q008/1ejRo+3xOgCAC5mMHoofEt6kOfFDu8lk9HBQIgBoHtawAIDGsF62am/WXm09s1V7s/bKetla57g+QX2Ucl+KEiITFOBVcyNDgFeAEiITlHxvsm4MutEZsQG0UZ72eMgzzzyjDz/8UD/+8Y/1u9/9ThcuXJAkffvtt9qxY4eeeeYZeXt7a968efZ4HQDAxaYO76WN+zJ0oai0wbGd/bw1ZVhPJ6QCgKZhDQsAuJosS5aSjiZp44mNKigtqL5u9jIr7vo4PR75eK0dtsHtgzV3yFzNGDhDR3OOqshWJD+jn/p27EuPXAB2YaioqKiwx4M++ugjPf744yosLJQkVVRUyGAwqKKiQv7+/vrrX/+qu+++2x6vahWio6MlSWlpaS5OAgCucSQzX5Pe2nXVgm5nP2+tmxylvmFNO90XQNvUGtdP19oa1hFa4+8rALTUsdxjmv7ZdOVYc+od09HUUatiV6lPUB8nJgPQFrRk/WSXnbmSdP/99+vkyZNat26dvvnmG+Xm5spsNuvWW2/Vz372M3Xq1MlerwIAtAKRYQH6ZNZwrUlNV8ru75RXbKu+F+hjVPzQbpoyrKdCzOxAANB6sYYFAPxQliWrwUKuJOVYczT9s+lKuS+FHrgAnMZuxVxJCgoK0pNPPmnPRwIAWrEQs0kL7r5Jc2J761BGvgqtNvmbKg87o0cuAHfBGhYAcKWko0kNFnKr5FhzlHQ0SXOHzHVwKgCoZJcD0AAA1zaT0UNDI4J0R58QDY0IopALAAAAt2S9bNXGExubNGfj8Y31HooGAPZml2LuihUr1KlTJ2VmZtZ5PzMzU507d9Yf/vAHe7wOAAAAaDHWsACAHzqSc6TGYWeNkV+ar6M5Rx2UCABqsksx97333tOAAQMUFhZW5/2wsDANHDhQ7777rj1eBwAAALQYa1gAwA9ZbJZmzSuyFdk5CQDUzS7F3H/961/q16/fVcdERkbq+PHj9ngdAAAA0GKsYZvPYrHo/PnzOn/+vGw2m8rLy10dCQDswtfo26x5fkY/OycBgLrZpZh76dIl+fpe/f/hmUwmFRXxN1UAAABoHVjDNt/y5csVHBys4OBg7d27t95WFQDgbiI7RsrsZW7SnACvAPXt2NdBiQCgJrsUc3v06KEdO3ZcdUxaWprCw8Pt8ToAAACgxVjDNt+8efOUnZ2t7OxsDR48uN5WFQDgbkyeJsVdH9ekOXE3xMnkaXJQIgCoyS7F3HvvvVepqal666236ry/evVqpaam6r777rPH6wAAAIAWYw3bfL6+vurcubM6d+4so9Godu3s8m0FALQKj0c+ro6mjo0a28mnkyb2nejgRADwPUNFRUVFSx9y/vx5DRo0SGfPntXIkSMVGxurrl27KiMjQ5s3b9bWrVsVFham//u//1Pnzp3tkdvloqOjJVXu1gAAAEDDWtv66VpcwzpCa/t9BQB7OJZ7TNM/m64ca069Yzr5dNKq0at0Y9CNTkwGoC1oyfrJ0x4BOnfurK+++koTJkzQli1btGXLFhkMBlXViaOiorR+/XoWwQAAAGg1WMMCwLXJetmqIzlHZLFZ5Gv0VWTHyFptEvoE9VHKfSlKOpqkjcc3Kr80v/pegFeA4m6I08S+ExXcPtjZ8QFc4+xSzJWkG264Qd9884327NmjXbt2KS8vT4GBgYqKitKQIUPs9RoAAADAbljDAsC1I8uSVVmcPbFRBaUF1dfNXmbFXR+nxyMfr1GcDW4frLlD5mrGwBk6mnNURbYi+Rn91LdjX3rkAnAZuxVzqwwZMoSFLwAAANwKa1gAaNuu1jahoLRA646u08cnP9aq2FXqE9Snxn2Tp0m3hNzirKgAcFWcVAAAAAAAANqsLEtWg/1vJSnHmqPpn01X9qVsJyUDgKaz287c8+fPa+3atdq9e7fy8vJUVlZWa4zBYNAXX3xhr1cCAAAALcIaFgDavqSjSQ0WcqvkWHOUdDRJc4fMdXAqAGgeuxRzDx48qDvuuEMXL16sPjCiLgaDwR6vAwAAAFqMNSwAtH3Wy1ZtPLGxSXM2Ht+oGQNn0BcXQKtklzYLc+fOVW5urp555hmlp6fLZrOpvLy81q+6djoAAAAArsAaFgDaviM5R2ocdtYY+aX5Oppz1EGJAKBl7LIzNy0tTWPHjtVzzz1nj8cBAAAADscaFgDaPovN0qx5RbYiOycBAPuwy85cLy8vXXfddfZ4FAAAAOAUrGEBoO3zNfo2a56f0c/OSQDAPuxSzL3jjju0Z88eezwKAAAAcArWsADQ9kV2jJTZy9ykOQFeAerbsa+DEgFAy9ilmLt8+XIdOXJEL7/8sj0eV6/169dr2rRpGjJkiLy9vWUwGJSYmFjn2MWLF8tgMNT5y2SiiTkAAMC1zllrWACA65g8TYq7Pq5Jc+JuiOPwMwCtll165j7//POKjIzU008/rVWrVunmm29WQEBArXEGg0Fr1qxp9nsWLlyo06dPq1OnTgoNDdXp06cbnDNp0iRFRETUuObpaZePDQAAADfmrDUsAMC1Ho98XB+f/Fg51pwGx3by6aSJfSc6IRUANI9dqppX7o49efKkTp48Wee4li6EV69erRtuuEE9evTQiy++qPnz5zc4JyEhQaNGjWr2OwEAANA2OWsNCwBwreD2wVoVu0rTP5t+1YJuJ59OWjV6lYLbBzsxHQA0jV2Kuenp6fZ4TINGjx7tlPcAAACg7XPWGhYA4Hp9gvoo5b4UJR1N0sbjG5Vfml99L8ArQHE3xGli34kUcgG0enYp5vbo0cMej3GIbdu2adeuXfLw8FCfPn00evRoeXt7uzoWAAAAXKw1r2FbO4vFokuXLkmSbDabPDw8XJwIwLWs3GqV9fBhlRUVycPPT6Z+/dSujrNygtsHa+6QuZoxcIaO5hxVka1IfkY/9e3Ylx65ANxGm28e++yzz9b4OjQ0VOvWrVNsbGyj5kdHR9d5/fDhw+rXr1+L8wEAAADuZvny5VqyZEn11+Hh4S5MA+BaZcvKUm7iOuVt2KDygoLq6+3MZgU+8ICCEhJkDKm909bkadItIbc4MyoA2E07ez7snXfe0ZgxYxQcHCxvb2917txZY8aM0TvvvGPP1zTKwIEDtW7dOp06dUrFxcU6fvy4nn/+eeXl5en+++/XgQMHnJ4JAAAArU9rWsO6i3nz5ik7O1vZ2dkaPHiwwsLCXB0JwDXG+u23Sh/3gHLXrq1RyJWk8oIC5a5dq/Rx42T99lsXJQQAx7DLztzy8nKNHz9eH3zwgSoqKuTj46OwsDBlZ2fr888/1xdffKENGzbovffeU7t2dq0f12vs2LE1vr7++uu1cOFChYSE6Be/+IWWLl2q9957r8HnpKWl1Xm9vh27AAAAcA+tcQ3rLnx9feXr6ytJMhqNLk4D4Fpjy8rSf6b+XGU59R9mJkllOTn6z9Sfq+cHH9S5QxcA3JFdVqWvv/66NmzYoBEjRigtLU0Wi0Xp6emyWCzauXOnRo4cqb/97W96/fXX7fG6Fpk0aZI8PT21fft2V0cBAACAC7nTGhYA8L3cxHUNFnKrlOXkKHfdOgcnAgDnsUsxNzExUTfeeKM+++wz3XrrrTXuRUVFafPmzbrxxhu1du1ae7yuRby8vOTv7199YAMAAACuTe60hgUAVCq3WpW3YUOT5uRt2KByq9VBiQDAuexSzP3nP/+p++67T56edXdt8PT01L333qt//etf9nhdixw/flwXL15URESEq6MAAADAhdxpDQsAqGQ9fLhWj9yGlOfny3rkiIMSAYBz2aWY6+XlJYvFctUxFotFXl5e9nhdgwoLC3Xw4MFa1y9evKgpU6ZIkh555BGnZAEAAEDr1NrWsACAhpUVFTVvXmGhnZMAgGvY5QC0QYMGKSUlRc8880ydJ9mePXtWKSkpuuWWW1r0ntWrVys1NVWSdOjQoeprW7ZskVR56NnYsWOVk5Ojm2++WUOGDFH//v0VHBysjIwMbdq0STk5OYqNjdWTTz7ZoiwAAABwb85awwIA7MfDz6958/z97ZwEAFzDLsXcuXPn6v7779eQIUM0d+5cjRw5UiEhIcrKytKWLVu0YsUK5ebmas6cOS16T2pqqtb9oHH59u3bqw8zi4iI0NixYxUUFKQZM2Zo586d+vvf/668vDz5+vqqf//+mjBhgqZOnSoPD48WZQEAAIB7c9YaFgBgP6Z+/dTObG5Sq4V2AQEyRUY6MBUAOI+hoqKiwh4Peu211/T/t3fn8VFV9//H31lnkslOFkghiQgKBiWURUERoyACotRYXMCCCGqrYm1FCyqbu9jWunx/tqDAV6p+sWBRUQsi+6YiIIFo2bdIAoTsmWSS3N8faVJi1pnMkklez8eDB+bec+79zM0RTj6c+znTpk1TRUVFreOGYcjf318vvvhim1oNO3DgQEnS1q1bPRwJAACAd2iN86f2Nod1hdb4fQXQtmW9+JJy7NicMmrSJMU9Ns2FEQGAfVoyf3LKylxJevjhh3XTTTdpyZIl2rVrl/Lz8xUWFqY+ffrozjvvVNeuXZ11KwAAAMApmMMCgPeJmjhReR99pIqzZ5ts6xcdragJE9wQFQC4h9OSuZJ0wQUX6KmnnnLmJQEAAACXYg4LAN4lIC5WCQvm69jkKY0mdP2io5WwYL4C4mLdGB0AuJZTk7kAAAAAAAAtUWm1ypqerorCQvmFhFTVyTWba7Ux9+ypC5YvV87ixcpdtkyVeXk153zDwxWRlqaoCRNI5AJoc3ydcZE//elPio6OVmZmZr3nMzMzFRMTo1dffdUZtwMAAABajDksALQutqwsZb34kvZfPURHx9+lE/f/WkfH36X9Vw9R1osvyZaVXat9QFys4h6bpu7r1ynx70vU+c3/p8S/L1H39esU99g0ErkA2iSnJHM/+OADXXbZZYqPj6/3fHx8vFJSUvT+++8743YAAABAizGHBYDWw5qRocO3pCln4UJV5ufXOleZn6+chQt1+JZbZM3IqNPX12xWcN++Cr3mGgX37VtnFS8AtCVOSeb++9//Vq9evRptk5ycrP379zvjdgAAAECLMYcFgNbBlpXVZP1bSao4e1bHJk+ps0IXANoTpyRzi4uLZbFYGm1jNptVWFjojNsBAAAALcYcFgBah5xFi5tM5FarOHtWOYsXuzgiAGi9nJLMTUxM1JYtWxpts3XrVnXu3NkZtwMAAABajDksAHhepdWq3GXL7OqTu2yZKq1WF0UEAK2bU5K5N954ozZt2qS333673vMLFizQpk2bNHr0aGfcDgAAAGgx5rAA4HnW9PQ6NXKbUpmXJ+vevS6KCABaN39nXOTxxx/X+++/rylTpmjJkiUaNmyYfvazn+nkyZNatWqVNmzYoPj4eE2fPt0ZtwMAAABajDksAHhehYOlbCoKCpwcCQB4B6ckc2NiYrR27VqNHz9e69at07p16+Tj4yPDMCRJAwYM0JIlSxQTE+OM2wGAV7PaKvTdiTwVltoUYgrQZZ3DZQ7w83RYANDuMIcFAM/zCwlxrF9oqJMjAQDv4JRkriR1795d27dv1zfffKOvvvpKubm5ioiI0IABA9SvXz9n3QYAvNapPKve2nRIS785obwSW83x8KAAje3XWZMHd1VcmNmDEQJA+8McFgA8y9yrl3zDwuwqteAbHi5zcrILowKA1stpydxq/fr1Y+ILAD+xNzNPE97+SmcKy+qcyyuxaf7Gw/pw50ktnjRAyfHhHogQANo35rAA4Bm+ZrMi0tKUs3Bhs/tEpKXJ18wiCADtk1M2QAMANOxUnrXBRO75zhSWacLbXykrn515AQAA0H5ETZwovw4dmtXWLzpaURMmuDgiAGi9SOYCgIu9telQk4ncamcKy/TWpsMujggAAABoPQLiYpWwYH6TCV2/6GglLJivgLhYN0UGAK0PyVwAcCGrrUJLvzlhV5+lXx+X1VbhoogAAAAA96q0WlX8zTcqWLdOxd98o0pr3TfRzD176oLlyxU1aZJ8w2uXHfMND1fUpEm6YNkymXv0cFfYANAqOb1mLgDgv747kVdrs7PmyC2xac/JPPVPinJRVAAAtExRUZGKi4slSTabTX5+fh6OCEBrZMvKUs6ixcpdtqzWBme+YWGKSEtT1MSJtVbZBsTFKu6xaYqZ+pCse/eqoqBAfqGhMicnUyMXAP6DZC4AuFBhqX2J3GoFVsf6AQDgDvPmzdOcOXNqvu7cubMHowHQGlkzMnRs8hRVnD1b51xlfr5yFi5U3kcfKWHBfJl79qx13tdsVnDfvu4KFQC8CmUWAMCFQkwBDvULNTvWDwAAd5g2bZqys7OVnZ2tvn37Kj4+3tMhAWhFbFlZDSZyz1dx9qyOTZ4iW1a2myIDAO9HMhcAXOiyzuEKD7IvMRsRFKBLfxbedEMAADzEYrEoJiZGMTExCggIkK8vP1YA+K+cRYubTORWqzh7VjmLF7s4IgBoOxwqszB37lyHbubj46OnnnrKob4A4I3MAX4a26+z5m883Ow+Y/t3kTmA2oMA4GzMYQHA9SqtVuUuW2ZXn9xlyxQz9SHq4gJAMziUzJ09e3adYz4+PjX/bRhGneOGYTARBtAuTR7cVR/uPKkzhWVNto0JMemeqy5wQ1QA0P4whwUA17Omp9fa7Kw5KvPyZN27lzq5ANAMDiVz165dW+fYH//4R61atUp33XWXBg8erLi4OGVlZWnDhg1asmSJhg8frt/97nctDhgAvE1cmFmLJw3QhLe/ajShGxNi0uJJAxQXxooEAHAF5rAA4HoVhYWO9SsocHIkANA2OZTMHTJkSK2vFyxYoHXr1mnHjh1KTk6ude5Xv/qVHn74YQ0aNEg33XRTnb4A0B4kx4dr5dTBemvTYS39+rhyS2w15yKCAjS2fxfdc9UFJHIBwIWYwwKA6/mFhDjWLzTUyZEAQNvkY5z/PpmDLr30Ug0cOFB/+9vfGmwzZcoUbdu2TXv27Gnp7VqFgQMHSpK2bt3q4UgAeBurrUJ7TuapwGpTqLlqszNq5AJoD1rb/Kk9zmFdobV9XwF4VqXVqv1XD7Gr1IJveLi6r19HzVwA7UZL5k9O2Xb2wIED6tChQ6NtOnTooIMHDzrjdgDg1cwBfuqfFKVre8Spf1IUiVwA8BDmsADgfL5msyLS0uzqE5GWRiIXAJrJKcncmJgYffbZZ2pokW9lZaU+++wzRUdHO+N2AAAAQIsxhwUA14iaOFF+TfxjWTW/6GhFTZjg4ogAoO1wSjL3zjvv1HfffafRo0dr9+7dtc7t2rVLo0ePVnp6usaNG+eM2wEAAAAtxhwWAFwjIC5WCQvmN5nQ9YuOVsKC+QqIi3VTZADg/ZxSM9dqtWr06NFas2aNfHx8FBwcrNjYWGVnZ6u4uFiGYWjo0KH66KOPZG4jr05QGwwAAMA+rW3+1B7nsK7Q2r6vAFyv0mqVNT1dFYWF8gsJkblXr3rLJNiyspWzeLFyly1TZV5ezXHf8HBFpKUpasIEErkA2qWWzJ/8nRGA2WzWqlWrtHjxYv3v//6vvvvuOx07dkzh4eEaMGCA7rrrLk2YMEE+Pj7OuB0AAADQYsxhAcA+tqws5Sz6T3L2vA3OfMPCqpKzEyfWSs4GxMUq7rFpipn6kKx796qioEB+oaEyJydTIxcAHOSUlbntESsQAAAA7MP8qW3i+wq0D9aMDB2bPEUVZ8822MavQwclLJgvc8+ebowMALxPS+ZPTqmZCwAAAAAA2iZbVlaTiVxJqjh7VscmT5EtK9tNkQFA++PUZO6HH36osWPH6rLLLlO3bt1qjn///fd66aWXdPLkSWfeDgAAAGgx5rAA0LicRYubTORWqzh7VjmLF7s4IgBov5xSM7eyslJ33HGH/vGPf0iSgoKCVFJSUnM+MjJSTzzxhCoqKjR9+nRn3BIAAABoEeawANC0SqtVucuW2dUnd9kyxUx9iLq4AOACTlmZ++c//1kffPCB7rvvPp07d06PPvporfNxcXEaPHiwVq5c6YzbAQAAAC3GHBYAmmZNT6+12VlzVOblybp3r4siAoD2zSnJ3EWLFqlfv376n//5H4WFhdW742+3bt10+PBhZ9wOAAAAaDHmsADQtIrCQsf6FRQ4ORIAgOSkZO6BAwd09dVXN9qmQ4cOOtvMGjsAAACAqzGHBYCm+YWEONYvNNTJkQAAJCclc4OCgpTfxGsXR48eVUREhDNuBwAAALQYc1gAaJq5Vy/5hoXZ1cc3PFzm5GQXRQQA7ZtTkrl9+vTRv/71L5WWltZ7PicnR59//rmuuOIKZ9wOAAAAaDHmsADQNF+zWRFpaXb1iUhLY/MzAHARpyRzp06dquPHj+vWW2/VyZMna507ePCgfvGLXygvL09Tp051xu0AAACAFmMOCwDNEzVxovw6dGhWW7/oaEVNmODiiACg/fJ3xkVuvvlm/eEPf9ALL7yghIQEWSwWSVJsbKzOnj0rwzD01FNP6dprr3XG7QAAAIAWYw4LAM0TEBerhAXzdWzyFFU0UkfcLzpaCQvmKyAu1o3RAUD74pSVuZL03HPP6V//+pduvPFGBQcHy8/PT5WVlbrhhhv02Wefac6cOc66FQAAAOAUzGEBoHnMPXvqguXLFTVpknzDw2ud8w0PV9SkSbpg2TKZe/TwUIQA0D44ZWVutWHDhmnYsGHOvCQAAADgUsxhAbR3lVarrOnpqigslF9ISNWmZ/XUvA2Ii1XcY9MUM/UhWffuVUVBgfxCQ2VOTqZGLgC4iVOSuSdOnFDnzp2dcSkAAADALZjDAmjvbFlZylm0WLnLlqkyP7/muG9YmCLS0hQ1cWK9JRN8zWYF9+3rzlABAP/hlDILiYmJuu6667Ro0SIVFBQ445IAAACASzGHBdCeWTMydPiWNOUsXFgrkStJlfn5ylm4UIdvuUXWjAwPRQgAqI9TkrnXXnut1q9fr3vuuUcdO3bUHXfcoU8//VQVFRXOuDwAAADgdMxhAbRXtqysJjczk6SKs2d1bPIU2bKy3RQZAKApTknmrl69WidOnNBLL72kiy66SP/3f/+n0aNHKz4+Xg8//LC+/vprZ9wGAAAAcBrmsADaq5xFi5tM5FarOHtWOYsXuzgiAEBzOSWZK0kdO3bU73//e+3cuVPp6emaNm2azGazXnvtNV1xxRXq0aOHnn32WWfdDgAAAGgx5rAA2ptKq1W5y5bZ1Sd32TJVWq0uiggAYA+nJXPPd8kll+iFF17Q0aNHtXbtWt199906fPiwZs2a5YrbAQAAAC3GHBZAe2BNT69TI7cplXl5su7d66KIAAD2cEkyt9qhQ4e0fv16bdy4UTabTYZhuPJ2AAAAQIsxhwXQllUUFjrWj40iAaBV8Hf2Bc+ePav3339ff//737V9+3YZhqHw8HBNnjxZd911l7NvBwAAALQYc1gA7YVfSIhj/UJDnRwJAMARTknmWq1WrVixQkuWLNGqVatks9kUEBCg0aNHa/z48Ro9erRMJpMzbgUAAAA4BXNYAO2RuVcv+YaF2VVqwTc8XObkZBdGBQBoLqckc+Pi4lRYWCjDMHT55Zfrrrvu0u23366oqChnXB4AAABwOuawANojX7NZEWlpylm4sNl9ItLS5Gs2uzAqAEBzOSWZGx0drUceeUR33XWXLrzwQmdcEgAAAHAp5rAA2quoiROV99FHqjh7tsm2ftHRipowwQ1RAQCawynJ3IMHDzrjMgAAAIDbMIcF0F4FxMUqYcF8HZs8pdGErl90tBIWzFdAXKwbowMANMbX2Rfct2+fli9frnfeecfZlwYAAABcoj3NYZcvX65hw4YpKipKPj4+OnLkiKdDAuBklVarir/5RgXr1qn4m29UabXWaWPu2VMXLF+uqEmT5BseXuucb3i4oiZN0gXLlsnco4e7wgYANINTVuZK0tdff60pU6Zoz549Nceqd/7dsGGDbrjhBr3//vu66aabnHVLAAAAoEXa4xy2qKhIgwcP1i233KLf/OY3ng4HgBPZsrKUs2ixcpctq7XBmW9YmCLS0hQ1cWKtVbYBcbGKe2yaYqY+JOvevaooKJBfaKjMycnUyAWAVsopydy9e/fq2muvla+vrx555BF9//33+uyzz2rODx48WNHR0frggw/a1EQYQOtgtVXouxN5Kiy1KcQUoMs6h8sc4OfpsAAArVx7ncNWJ6u///57D0cCwJmsGRkNlk2ozM9XzsKFyvvoIyUsmC9zz561zvuazQru29ddoQIAWsApZRZmzZolSdqxY4defvll9e/fv9Z5Hx8fDRw4UF9//bUzbgcAkqRTeVY9u3KfLn9ujcb+dasmLfpGY/+6VZc/t0bPrtynrPy6r5MBAFDNnXPYJUuW6L777lO/fv1kMpnk4+OjRYsWNdrn66+/1siRIxUZGSmLxaIBAwbo3XffbXEsANoeW1ZWk/VvJani7FkdmzxFtqxsN0UGAHA2pyRz169fr7S0NHXr1q3BNgkJCfrxxx+dcTsA0N7MPN342kbN33hYeSW2WufySmyav/GwRr26UXsz8zwUIQCgtXPnHPbJJ5/U3/72Nx09elSdOnVqsv26det01VVXaePGjbr11lv161//WmfOnNG4ceP03HPPtTgeAG1LzqLFTSZyq1WcPaucxYtdHBEAwFWckswtKChQbGzju1tarVZVVFQ443YA2rlTeVZNePsrnSksa7TdmcIyTXj7K1boAgDq5c457IIFC3TkyBGdPn1a999/f6Nty8vLNXnyZPn4+GjDhg2aP3++Xn75Ze3evVvJycmaNWuW9u/fX9P+ySeflI+PT6O/ALRdlVarcpcts6tP7rJl9W6KBgBo/ZySzO3SpYvS09MbbbNjxw5deOGFzrgdgHburU2HmkzkVjtTWKa3Nh12cUQAAG/kzjns0KFDlZiY2Ky2X375pQ4ePKg777xTffr0qTkeGhqqp556SuXl5Vq4cGHN8UcffVSHDx9u9BeAtsuanl5rs7PmqMzLk3XvXhdFBABwJackc2+88UatWrVKX375Zb3nly5dqm3btmnMmDHOuB2Adsxqq9DSb07Y1Wfp18dltfFmAACgttY6h123bp0k6frrr69zrvrY+vXra45FREQoKSmp0V8A2q6KwkLH+hUUODkSAIA7+DvjIjNmzNA//vEPjRgxQhMmTKipK/Y///M/2rp1q9577z0lJSXpd7/7nTNuB6Ad++5EXp0auU3JLbFpz8k89U+KclFUAABv1FrnsNUlFLp3717nXGRkpKKjo2uVWbBXTk6Ojh07piNHjkiS9u3bp9zcXCUkJCgqquG/KwcOHFjv8fT0dPXq1cvheAC0jF9IiGP9QkOdHAkAwB2cksyNiYnR+vXrddddd2nBggU1xx988EFJ0uWXX6733ntP4eHhzrgdgHassNS+RG61Aqtj/QAAbVdrncPm5VVt3tnQfcPCwnTihH1vqZzvo48+0t13313z9ahRoyRJCxcu1MSJEx2+LgDPMPfqJd+wMLtKLfiGh8ucnOzCqAAAruKUZK4kde3aVZs3b9auXbu0bds25eTkKCwsTJdffrn69+/vrNsAaOdCTAEO9Qs1O9YPANC2tcc57MSJEx1K2m7durXe4w2t2AXgHr5msyLS0pRzXi3tpkSkpcnXbHZhVAAAV3FaMrdaSkqKUlJSnH1ZAJAkXdY5XOFBAXaVWogICtClP+PNAABAw1rTHLZ6RW71Ct2fys/P5403ALVETZyovI8+UsXZs0229YuOVtSECW6ICgDgCk7ZAA0A3MUc4Kex/Trb1Wds/y4yB/i5KCIAAJyrulZufXVxz507pzNnztRbTxdA+xUQF6uEBfPl16FDo+38oqOVsGC+AuJi3RQZAMDZHFqZO3fuXPn4+OiBBx5QVFSU5s6d26x+Pj4+euqppxy5JQDUmDy4qz7ceVJnCsuabBsTYtI9V13ghqgAAK2dt8xhhwwZoueff16rVq3S7bffXuvcqlWratoAaD8qrVZZ09NVUVgov5CQqjq5PymTYO7ZUxcsX66cxYuVu2yZKs9b3e8bHq6ItDRFTZhAIhcAvJyPYRiGvZ18fX3l4+OjjIwMXXTRRfL1bd4CXx8fH1VUVNgdZGtUXRusodphAFxrb2aeJrz9VaMJ3ZgQkxZPGqBL4sPcGBkAoCGenj+1ljnsCy+8oOnTpze44Vh5ebkuvvhinTx5Utu2basp/1BQUKCBAwfqhx9+0N69e3XRRRc5LaaW8PT3FWjLbFlZyln0n+TseRuc+YaFVSVnJ06sNzlbabXKunevKgoK5BcaKnNyMjVyAaAVacn8yaGVuWvXrpUkJSQk1PoaANwlOT5cK6cO1lubDmvp18eVe14N3YigAI3t30X3XHWB4sKYtAIAqnhyDrtgwQJt2rRJkrRnz56aY+vWrZMkjRkzRmPGjJEk+fv7a8GCBRo+fLgGDx6sO+64Q2FhYVq+fLkOHz6sZ555xuOJ3KKiIhUXF0uSbDab/PwoZwQ4mzUjQ8cmT6m3Dm5lfr5yFi5U3kcfKWHBfJl79qx13tdsVnDfvu4KFQDgRg6tzAUrEIDWxGqr0J6TeSqw2hRqrtrsjBq5AND6tOf508SJE7V48eIGz8+aNUuzZ8+udeyrr77SrFmztHXrVpWVlSk5OVm//e1vNW7cOBdH27TZs2drzpw5NV937txZx48f92BEQNtiy8rS4VvSmrehWYcOumD5csonAIAXacm8mGSug9rzDyMAAACOYP7Udpy/MnfEiBHy8/PT9u3bPRwV0HZkvfiSchYubHb7qEmTFPfYNBdGBABwJreXWWhIeXm5fvjhB+Xm5jZYV+zqq6925i0BAACAFmEOaz+LxSKLxSJJCggI8HA0QNtSabUqd9kyu/rkLlummKkPURcXANoBpyRzDcPQzJkz9dprr6mgoKDRtm1lAzQAAAB4N+awAFoja3p6rc3OmqMyL0/WvXupkwsA7YBTkrlPP/20nn32WUVEROhXv/qVOnfuLH9/py76BQAAAJyKOSyA1qiisNCxfk38oxQAoG1wymz17bffVmJior755ht16NDBGZcEAAAAXIo5LIDWyC8kxLF+oaFOjgQA0Br5OuMiWVlZGjNmDJNgAAAAeA3msABaI3OvXvINC7Orj294uMzJyS6KCADQmjglmXvBBRco386aPgAAAIAnMYd1XFFRkU6fPq3Tp0/LZrOpsrLS0yEBbYav2ayItDS7+kSkpbH5GQC0E05J5j744IP65JNPlJ2d7YzLAQAAAC7HHNZx8+bNU2xsrGJjY7Vjxw5lZmZ6OiSgTYmaOFF+zXxrwC86WlETJrg4IgBAa+FQzdxjx47V+vrGG2/UunXrNGjQIM2cOVN9+vRReHh4vX0TEhIcuSUAAADQIsxhnWfatGl64IEHJEkjRoyQn5+fhyMC2paAuFglLJivY5OnqOLs2Qbb+UVHK2HBfAXExboxOgCAJzmUzE1KSpKPj0+d44Zh6O67726wn4+Pj8rLyx25JQAAANAizGGdx2KxyGKxSJICAgI8HA3gfSqtVlnT01VRWCi/kJCqOrk/KZNg7tlTFyxfrpzFi5W7bJkq8/JqzvmGhysiLU1REyaQyAWAdsahZO6vfvWreifCAAAAQGvFHBaAp9myspSz6D/J2fNqdvuGhVUlZydOrJWcDYiLVdxj0xQz9SFZ9+5VRUGB/EJDZU5OpkYuALRTDiVzFy1a5OQwmmfJkiXauHGjduzYoT179qisrEwLFy7UxIkT622fn5+v2bNna9myZTp16pQ6duyotLQ0zZ49W2F27g4KAAAA7+apOSwASJI1I6PBsgmV+fnKWbhQeR99pIQF82Xu2bPWeV+zWcF9+7orVABAK+aUDdDc5cknn9Tf/vY3HT16VJ06dWq0bVFRkYYMGaI///nPuvjii/XII4/okksu0Z///GcNGTJERUVFbooaAAAAANCe2bKymqx/K0kVZ8/q2OQpsmWxMSMAoH5OSebu27dPr776qk6fPl3v+ezsbL366qvKyMho0X0WLFigI0eO6PTp07r//vsbbfvSSy9p165deuyxx7Rq1Sq98MIL+uyzzzRz5kzt2rVLL730UotiAQAAgHdz1xwWAHIWLW4ykVut4uxZ5Sxe7OKIAADeyinJ3BdeeEEvvviiOnToUO/5Dh06aN68eS1OoA4dOlSJiYlNtjMMQwsWLFBISIhmzpxZ69z06dMVGRmpt956S4ZhtCgeAAAAeC93zWEBtG+VVqtyly2zq0/usmWqtFpdFBEAwJs5JZm7ceNGXXfddfL1rf9yfn5+uu6667RhwwZn3K5J+/fvV2Zmpq688sqaXXarmc1mXX311Tp58qQOHDjglngAAADQ+rS2Oaw3KSoq0unTp3X69GnZbDZVVlZ6OiSg1bKmp9fa7Kw5KvPyZN2710URAQC8mUMboP3UqVOn1KVLl0bb/OxnP9OPP/7ojNs1af/+/ZKk7t2713u++vj+/fsbbFNt4MCB9R5PT09Xr169WhAlAAAAPKm1zWG9ybx58zRnzpyarzt37uzBaIDWraKw0LF+BQVOjgQA0BY4ZWWuxWJRdnbjBdqzs7NlNpudcbsm5eXlSZLCw8PrPR8WFlarHQAAANqf1jaH9SbTpk1Tdna2srOz1bdvX8XHx3s6JKDV8gsJcaxfaKiTIwEAtAVOWZnbt29f/fOf/9S8efMUERFR5/y5c+f04Ycf6uc//7kzbudWW7durfd4Qyt2AQAA4B3a8hzW1SwWS005s4CAAA9HA7Ru5l695BsWZlepBd/wcJmTk10YFQDAWzllZe4DDzygs2fPKjU1tU5NsfXr1ys1NVXnzp3Tgw8+6IzbNal6RW5DK2/z//OXaEMrdwEAAND2tbY5LIC2yddsVkRaml19ItLS5MtbAQCAejhlZe5NN92kRx99VC+//LJSU1NlMpnUsWNHnTp1SqWlpTIMQ9OmTdOYMWOccbsmnV8Ttz5N1dQFAABA29fa5rAA2q6oiROV99FHqjh7tsm2ftHRipowwQ1RAQC8kVNW5krSSy+9pE8++UQ33HCDQkJCdOLECYWEhGjEiBFauXKlXnzxRWfdqkndu3dXfHy8Nm/erKKiolrnrFarNmzYoPj4eHXr1s1tMQEAAKD1aU1zWABtV0BcrBIWzJdfhw6NtvOLjlbCgvkKiIt1U2QAAG/jlJW51UaOHKmRI0c685IO8fHx0eTJkzV37lzNnTu31iT8+eef17lz5/TQQw/Jx8fHg1ECAACgNWgtc1gAbZu5Z09dsHy5chYvVu6yZao8ryygb3i4ItLSFDVhAolcAECjnJrMdbUFCxZo06ZNkqQ9e/bUHFu3bp0kacyYMTWvwT322GP66KOP9NJLL2nnzp3q27evdu/erc8++0wpKSl67LHHPPERAAAAAABtTHlZhbKPFqjMWq5As79iE0PlH+hXp11AXKziHpummKkPybp3ryoKCuQXGipzcjI1cgEAzeL0ZG5FRYXOnDmj0tLSes8nJCQ4fO1NmzZp8eLFtY5t3rxZmzdvliQlJSXVJHMtFovWrVunOXPm6B//+IfWrVunjh076pFHHtGsWbNqdt8FAAAAXDmHBdB2FZ4r1e41x5Sx5UeVFpfXHDcF+6vnoE5KGZogS4SpTj9fs1nBffu6M1QAQBvhYxiG4YwL7dixQzNmzNCGDRtUVlZW/818fFReXl7vOW8zcOBASdLWrVs9HAngflZbhb47kafCUptCTAG6rHO4zAF1Vx4AAHC+1jh/am9zWGcpKipScXGxJGnEiBHy8/PT9u3bPRwV4F6njxfo41d3qaTA1mCboNAAjZ6aopguoW6MDADQ2rVkXuyUlbm7du3S4MGD5e/vr+uvv14ff/yxevfurY4dO+rbb7/V6dOndc011ygxMdEZtwPgIafyrHpr0yEt/eaE8kr+O2kNDwrQ2H6dNXlwV8WF8XoYAMA7MId13Lx58zRnzpyarzt37uzBaAD3KzxX2mQiV5JKCmz6+NVduu2JAfWu0AUAwF6+zrjI008/LUnavn27VqxYIUn6xS9+oc8++0xHjhzR/fffr/T0dM2aNcsZtwPgAXsz83Tjaxs1f+PhWolcScorsWn+xsMa9epG7c3Ma+AKAAC0LsxhHTdt2jRlZ2crOztbffv2VXx8vKdDAtxq95pjTSZyq5UU2LRrzXEXRwQAaC+ckszdtGmTbrrpJvXs2bPmWHX1hqCgIL3++uuKj4/XjBkznHE7AG52Ks+qCW9/pTOF9b9+Wu1MYZkmvP2VsvKtbooMAADHMYd1nMViUUxMjGJiYhQQECBfX6f8WAF4hfKyCmVs+dGuPhlbMlVeVuGiiAAA7YlTZl15eXnq2rVrzdcBAQEqLCz87018fXXNNddozZo1zrgdADd7a9OhJhO51c4UlumtTYddHBEAAC3HHBaAI7KPFtTa7Kw5SovKlX2swEURAQDaE6ckc2NjY3Xu3Lmarzt27Kj9+/fXamO1Wms2SQDgPay2Ci395oRdfZZ+fVxWGysPAACtG3NYAI4oszq2IWJZCRspAgBazinJ3EsuuUQ//PBDzddXXnmlVq1apW3btkmSMjIytHTpUvXo0cMZtwPgRt+dyKtTI7cpuSU27TlJ7VwAQOvGHBaAIwLNju0jHhjklP3HAQDtnFOSuaNGjdKGDRv0449VdYMef/xxGYahK6+8UjExMbr00kuVm5tLvTHACxWW2pfIrVZgdawfAADuwhwWgCNiE0NlCrYvMWuy+Cs2IdRFEQEA2hOnJHPvv/9+nTx5Uh06dJAk9e7dW2vWrNENN9yg6OhoDR06VB9//LF+8YtfOON2ANwoxBTgUL9Qs2P9AABwF+awABzhH+innoM62dWn56B4+Qf6uSgiAEB74pT3PAICAhQXF1fr2KBBg7Ry5UpnXB6AB13WOVzhQQF2lVqICArQpT8Ld2FUAAC0HHNYAI5KGZqgH7afUklB03Pk4LBApVzXxQ1RAQDaA6eszAXQdpkD/DS2X2e7+ozt30XmAFYeAAAAoG2yRJg0emqKgkIbfxstOCxQo6f2liXC5KbIAABtHclcAE2aPLirokMCm9U2JsSke666wMURAQAAAK5TXlahzP25OrLnjDL356q8rKJOm5guobrtiQFKGZYgk6X2S68mi79ShiVo7Iz+iu5MrVwAgPOwnSaAJsWFmbV40gBNePsrnSksa7BdTIhJiycNUFyY2Y3RAQAAAM5ReK5Uu9ccU8aWH1VaXF5z3BTsr56DOillaEKtVbaWCJOuTOumy0dfoOxjBSorKVdgUNVmZ9TIBQC4AslcAM2SHB+ulVMH661Nh7X06+PKPa+GbkRQgMb276J7rrqARC4AAO1AUVGRiouLJUk2m01+fiSt4P1OHy/Qx6/uqrcObmlxuXZ9cVw/bD+l0VNTFNOl9mpb/0A/xXeLcFOkAID2jGQugGaLCzNrxsie+t2wi7TnZJ4KrDaFmqs2O6NGLgAA7ce8efM0Z86cmq87d7avvj7Q2hSeK20wkXu+kgKbPn51l257YgB1cAEAHkHNXAB2Mwf4qX9SlK7tEaf+SVEkcgEAaGemTZum7OxsZWdnq2/fvoqPj/d0SECL7F5zrMlEbrWSApt2rTnu4ogAAKgfyVwAAAAAdrFYLIqJiVFMTIwCAgLk68uPFfBe5WUVytjyo119MrZk1rspGgAArsasCwAAAADQbmUfLai12VlzlBaVK/tYgYsiAgCgYSRzAQAAAADtVpnVvkRuTb8Sx/oBANASJHMBAAAAAO1WoNmxfcEDg9hPHADgfiRzAQAAAADtVmxiqEzB9iVmTRZ/xSaEuigiAAAaRjIXAAAAANBu+Qf6qeegTnb16TkoXv6Bfi6KCACAhpHMBQAAAAC0aylDExQUGtCstsFhgUq5rouLIwIAoH4kcwEAAAAA7ZolwqTRU1OaTOgGhwVq9NTeskSY3BQZAAC1UbEdAAAAANCmlZdVKPtogcqs5Qo0+ys2MbROmYSYLqG67YkB2rXmuDK2ZKq0qLzmnMnir56D4pVyXRcSuQAAjyKZCwAAAABokwrPlWr3mmPK2PKjSovPS84G+6vnoE5KGZpQKzlriTDpyrRuunz0Bco+VqCyknIFBlVtdkaNXABAa0AyFwAAAADQ5pw+XqCPX92lkgJbnXOlxeXa9cVx/bD9lEZPTVFMl9Ba5/0D/RTfLcJNkQIA0HzUzAUAAAAAtCmF50obTOSer6TApo9f3aWi3FI3RQYAQMuQzAUAAABgl6KiIp0+fVqnT5+WzWZTZWWlp0MCatm95liTidxqJQU27Vpz3MURAQDgHCRzAQAAANhl3rx5io2NVWxsrHbs2KHMzExPhwTUKC+rUMaWH+3qk7ElU+VlFS6KCAAA5yGZCwAAAMAu06ZNU3Z2trKzs9W3b1/Fx8d7OiSgRvbRglqbnTVHaVG5so8VuCgiAACchw3QAAAAANjFYrHIYrFIkgICAjwcDVBbmdW+RG5NvxLH+gEA4E4kcwEvZrVV6LsTeSostSnEFKDLOofLHODn6bAAAAAAjwk0O/ZjbmAQPx4DAFo//rYCvNCpPKve2nRIS785obyS/27sEB4UoLH9Omvy4K6KCzN7MEIAAADAM2ITQ2UK9rer1ILJ4q/YhFAXRgUAgHNQMxfwMnsz83Tjaxs1f+PhWolcScorsWn+xsMa9epG7c3M81CEAAAAgOf4B/qp56BOdvXpOShe/oG84QYAaP1I5gJe5FSeVRPe/kpnCssabXemsEwT3v5KWflWN0UGAAAAtB4pQxMUFNq8es7BYYFKua6LiyMCAMA5SOYCXuStTYeaTORWO1NYprc2HXZxRAAAAEDrY4kwafTUlCYTusFhgRo9tbcsESY3RQYAQMuQzAW8hNVWoaXfnLCrz9Kvj8tqq3BRRAAAAIBnlJdVKHN/ro7sOaPM/bkqL6s7543pEqrbnhiglGEJMllqbxdjsvgrZViCxs7or+jO1MoFAHgPNkADvMR3J/Lq1MhtSm6JTXtO5ql/UpSLogIAAADcp/BcqXavOaaMLT/W2uDMFOyvnoM6KWVoQq1VtpYIk65M66bLR1+g7GMFKispV2BQ1WZn1MgFAHgjkrmAlygstS+RW63A6lg/AAAAoDU5fbxAH7+6SyUFdee3pcXl2vXFcf2w/ZRGT01RTJfaq239A/0U3y3CTZECAOA6lFkAvESIqXkbOPxUqNmxfgAAAEBrUXiutMFE7vlKCmz6+NVdKsotdVNkAAC4F8lcwEtc1jlc4UH2JWYjggJ06c/CXRQRAAAA4B671xxrMpFbraTApl1rjrs4IgAAPINkLuAlzAF+Gtuvs119xvbvInMAtcAAAADgvcrLKpSx5Ue7+mRsyax3UzQAALwdyVzAi0we3FXRIYHNahsTYtI9V13g4ogAAAAA18o+WlBrs7PmKC0qV/axAhdFBACA55DMBbxIXJhZiycNaDKhGxNi0uJJAxQXZnZTZAAAAIBrlFntS+TW9CtxrB8AAK0ZyVzAyyTHh2vl1MG69+quivhJDd2IoADde3VXfTL1Kl0SH+ahCAEAAADnCTT7O9YvyLF+AAC0ZvztBnihuDCzZozsqd8Nu0h7TuapwGpTqLlqszNq5AIAAKAtiU0MlSnY365SCyaLv2ITQl0YFQAAnkEyF/Bi5gA/9U+K8nQYAACgnSkqKlJxcbEkyWazyc+Pf0yG6/gH+qnnoE7a9cXxZvfpOShe/oGMSwBA20OZBQAAAAB2mTdvnmJjYxUbG6sdO3YoMzPT0yGhjUsZmqCg0ICmG0oKDgtUynVdXBwRAACeQTIXAAAAgF2mTZum7OxsZWdnq2/fvoqPj/d0SGjjLBEmjZ6a0mRCNzgsUKOn9pYlwuSmyAAAcC/KLAAAAACwi8VikcVikSQFBDRvtSTQmPKyCmUfLVCZtVyBZn/FJobWKZMQ0yVUtz0xQLvWHFfGlkyVFv23hq7J4q+eg+KVcl0XErkAgDaNZC4AAAAAwCMKz5Vq95pjytjyY60NzkzB/uo5qJNShibUSs5aIky6Mq2bLh99gbKPFaispFyBQVWbnVEjFwDQHpDMBQAAAAC43enjBfr41V0qKbDVOVdaXK5dXxzXD9tPafTUFMV0Ca113j/QT/HdItwUKQAArQc1cwEAAAAAblV4rrTBRO75Sgps+vjVXSrKLXVTZAAAtG4kcwEAAAAAbrV7zbEmE7nVSgps2rXmuIsjAgDAO5DMBQAAAAC4TXlZhTK2/GhXn4wtmSovq3BRRAAAeA+SuQAAAAAAt8k+WlBrs7PmKC0qV/axAhdFBACA9yCZCwAAAABwmzKrfYncmn4ljvUDAKAtIZkLAAAAAHCbQLO/Y/2CHOsHAEBbwt+GgCvZSqTMnVJpgWQKleL7SAFBno4KAAAA8JjYxFCZgv3tKrVgsvgrNiHUhVEBAOAdSOYCrpCfKW19Q9q5RLLm/ve4OULqM14a+KAU1slT0QEAAAAe4x/op56DOmnXF8eb3afnoHj5B/q5MCoAALwDZRYAZ/vxO+mvQ6Str9dO5EpVX299Xfrr1VXtAAAAgHYoZWiCgkIDmtU2OCxQKdd1cXFEAAB4B5K5gDPlZ0pL0qSi7MbbFWVXtcv/0T1xAQAAAK2IJcKk0VNTmkzoBocFavTU3rJEmNwUGQAArRvJXMCZtr7RdCK3WlG2tO0N18YDAAAAuFl5WYUy9+fqyJ4zytyfq/KyinrbxXQJ1W1PDFDKsASZLLUrAJos/koZlqCxM/orujO1cgEAqEbNXMBZbCVVNXLtsXOJlPoEm6IBAADA6xWeK9XuNceUseXHWpubmYL91XNQJ6UMTaizwtYSYdKVad10+egLlH2sQGUl5QoMqtrsjBq5AADURTIXcJbMnXVr5Dal5JyUuUtKHOiKiAAAAAC3OH28QB+/ukslBbY650qLy7Xri+P6YfspjZ6aopgudVfa+gf6Kb5bhBsiBQDAu1FmAXCW0gIH++U7Nw4AAADAjQrPlTaYyD1fSYFNH7+6S0W5pW6KDACAtodkLuAsJgdreZnCnBsHAAAA4Ea71xxrMpFbraTApl1rjrs4IgAA2i6SuYCzxPeRzBH29QmKlOJTXBENAAAA4HLlZRXK2PKjXX0ytmQ2uCkaAABoHMlcwFkCgqQ+4+3r02c8m58BAADAa2UfLai12VlzlBaVK/uYgyXKAABo50jmAs408EHJEtu8tiFx0hUPuDYeAAAAwIXKrPYlcmv6lTjWDwCA9o5kLuBMYZ2k8cuaTuiGxFW1C+vknrgAAAAAFwg0+zvWL8ixfgAAtHckcwFn63SZdN8GadBDVTVxzxcUWXX83vVSx0s9Ex8AAADgJLGJoTIF25eYNVn8FZvg4ObBAAC0c/xzKOAKYZ2k65+RUp+QMndJpfmSKaxqszNq5AIAAKCN8A/0U89BnbTri+PN7tNzULz8A/1cGBUAAG0XyVzAlQKCpMSBno4CAADAqYqKilRcXCxJstls8vMjMdeepQxN0A/bT6mkwNZk2+CwQKVc18UNUQEA0DZRZgEAAACAXebNm6fY2FjFxsZqx44dyszM9HRI8CBLhEmjp6YoKDSg0XbBYYEaPbW3LBEmN0UGAEDbQzIXAAAAgF2mTZum7OxsZWdnq2/fvoqPj/d0SPCwmC6huu2JAUoZliCTpfYLoCaLv1KGJWjsjP6K7kytXAAAWoIyCwAAAADsYrFYZLFYJEkBAY2vxoT3Ky+rUPbRApVZyxVo9ldsYmi9NW8tESZdmdZNl4++QNnHClRWUq7AoKrNzqiRCwCAc5DMBQAAAADUUXiuVLvXHFPGlh9VWlxec9wU7K+egzopZWhCvSUT/AP9FN8two2RAgDQfpDMBQAAAADUcvp4gT5+dVe9m5qVFpdr1xfH9cP2Uxo9NUUxXSidAACAu1AzFzifrUQ6ukX697+qfreVeDoiAAAAwK0Kz5U2mMg9X0mBTR+/uktFuaVuigwAALAyF5Ck/Exp6xvSziWSNfe/x80RUp/x0sAHpbBOnooOAAAAcJvda441mcitVlJg0641x3VlWjcXRwUAACRW5gLSj99Jfx0ibX29diJXqvp66+vSX6+uagcAAAC0YeVlFcrY8qNdfTK2ZKq8rMJFEQEAgPORzEX7lp8pLUmTirIbb1eUXdUu376JLQAAAOBNso8W1NrsrDlKi8qVfazARREBAIDztflkblJSknx8fOr9df/993s6PHja1jeaTuRWK8qWtr3h2ngAAAAADyqz2pfIrelX4lg/AABgn3ZRMzc8PFy//e1v6xzv16+f+4NB62ErqaqRa4+dS6TUJ6SAINfEBAAAAHhQoNmxHxEDg9rFj5YAAHhcu/gbNyIiQrNnz/Z0GGhtMnfWrZHblJJzUuYuKXGgKyICAAAAPCo2MVSmYH+7Si2YLP6KTQh1YVQAAKBamy+zADSo1MG6XqX5zo0DAAAAaCX8A/3Uc1Anu/r0HBQv/0A/F0UEAADO1y5W5paWlmrx4sU6efKkIiMjNWjQIPXu3dvTYcHTTA6uHjCFOTcOAAAAoBVJGZqgH7afUkmBrcm2wWGBSrmuixuiAgAAUjtJ5p46dUoTJ06sdeyGG27QO++8o+jo6Eb7DhxY/+v06enp6tWrl7NChCfE95HMEfaVWgiKlOJTXBQQAAAA4HmWCJNGT03Rx6/uajShGxwWqNFTe8sSYXJjdAAAtG9tvszCpEmTtG7dOp0+fVr5+fnatm2bRowYoc8//1w33XSTDMPwdIjwlIAgqc94+/r0Gc/mZwAAAPBq5WUVytyfqyN7zihzf67KyyrqtInpEqrbnhiglGEJMllqrwEyWfyVMixBY2f0V3RnauUCAOBOPkY7zGZWVlZqyJAh2rRpkz755BONGjXK7mtUr9jdunWrs8ODO+X/KP31aqkou+m2IXHSveulMPtqiAEAgCrMn9omvq/eo/BcqXavOaaMLT/W2uDMFOyvnoM6KWVoQr2rbMvLKpR9rEBlJeUKDKra7IwauQAAOK4l86c2vzK3Pr6+vrr77rslSZs3b/ZwNPCosE7S+GWSJbbxdiFxVe1I5AIAAMALnT5eoKXPfaVdXxyvlciVpNLicu364rj+79mvdPp43U2C/QP9FN8tQkmXRiu+WwSJXAAAPKhdJnMl1dTKLS4u9nAk8LhOl0n3bZAGPVRVE/d8QZFVx+9dL3W81DPxAQAAAC1QeK60yfq3klRSYNPHr+5SUW6pmyIDAAD2ahcboNVn+/btkqSkpCTPBoLWIayTdP0zUuoTUuYuqTRfMoVVbXZGjVwAAAB4sd1rjjWZyK1WUmDTrjXHdWVaNxdHBQAAHNGmV+bu27dPubm5dY5v2rRJf/rTn2QymXTLLbe4PzC0XgFBUuJA6aLhVb+TyAUAAIAXKy+rUMaWH+3qk7Els95N0QAAgOe16ZW5S5cu1UsvvaTrrrtOSUlJMplMSk9P16pVq+Tr66s333xTCQkJng4TAAAAAFwi+2hBnRq5TSktKlf2sQLFd4twTVAAAMBhbTqZm5qaqoyMDH377bdav369rFar4uLidNttt+mRRx7RgAEDPB0iAAAAALhMmdW+RG5NvxLH+gEAANdq08ncIUOGaMiQIZ4OA+5kK5Eyd0qlBZIpVIrvQ6kEAAAAtFuBZsd+5AsMatM/KgIA4LX4GxptQ36mtPUNaecSyZr73+PmCKnPeGngg1WbnAEAAADtSGxiqEzB/naVWjBZ/BWbEOrCqAAAgKPa9AZoaCd+/E766xBp6+u1E7lS1ddbX5f+enVVOwAAAKAd8Q/0U89B9i1q6DkoXv6Bfi6KCAAAtATJXHi3/ExpSZpUlN14u6Lsqnb59u3kCwAAAHi7lKEJCgoNaFbb4LBApVzXxcURAQAAR5HMhXfb+kbTidxqRdnStjdcGw8AAADQylgiTBo9NaXJhG5wWKBGT+0tS4TJTZEBAAB7kcyF97KVVNXItcfOJVX9AAAAgDbCVlaqExnpOvTt1zqRkS5bWWmdNjFdQnXbEwOUMixBJkvtrVNMFn+lDEvQ2Bn9Fd2ZWrkAALRmbIAG75W5s26N3KaUnJMyd0mJA10REQAAAOA2BTlntGPlCqWvXa3SosKa4yZLiHqlDlO/UWMUEtWh5rglwqQr07rp8tEXKPtYgcpKyhUYVLXZGTVyAQDwDiRz4b1KCxzsl+/cOAAAAAA3yz5ySMuem6nivNw650qLCrXjkw+VsXGt0mbMVWxS11rn/QP9FN8twj2BAgAAp6LMAryXycFXwExhzo0DAAAAcKOCnDMNJnLPV5yXq2XPzVRhzln3BAYAAFyOZC68V3wfyRxhX5+gSCk+xRXRAAAAAG6xY+WKJhO51YrzcrXj0xWuDQgAALgNyVx4r4Agqc94+/r0GV/VDwAAAPBCtrJSpa9dbVef9LWr690UDQAAeB+SufBuAx+ULLHNaxsSJ13xgGvjAQAAAFwo6+D+WpudNYe1sEBZhw64KCIAAOBOJHPh3cI6SeOXNZ3QDYmrahfWyT1xAQAAAC5QVlLiWL/iYidHAgAAPIFkLrxfp8uk+zZIgx6qqol7vqDIquP3rpc6XuqZ+AAAAAAnCQxyrGRYYHCwkyMBAACe4O/pAACnCOskXf+MlPqElLlLKs2XTGFVm51RIxcAAABtRNyF3WWyhNhVasEcEqq4rt1cGBUAAHAXVuaidbKVSEe3SP/+V9Xvtma+ThYQJCUOlC4aXvU7iVwAAIBann/+efXr10+hoaGKi4vT2LFjdeTIEU+HhWYKCDSpV+owu/r0Sh2mgECTiyICAADuxMpctC75mdLWN6SdSyRr7n+PmyOkPuOrNjyj7i0AAIDD1q9fr4ceekj9+/dXaWmpHn/8cY0YMUJ79uyRvz8/HniDfqPGKGPjWhXn5TbZNjgiUn1H3uz6oAAAgFswW0Pr8eN30pI0qSi77jlrrrT1dem7pVUbmXW6zO3hAQAAtAWff/55ra/feustJSQkaN++fbrsMuZY3iAkqoPSZszVsudmNprQDY6IVNr0OQqJ6uC+4AAAgEtRZgGtQ35mw4nc8xVlV7XL/9E9cQEAADjBkiVLdN9996lfv34ymUzy8fHRokWLGu3z9ddfa+TIkYqMjJTFYtGAAQP07rvvOj22vLw8SVJUVJTTrw3H2MpKdSIjXYe+/VonMtJlKyut0yY2qavueuEv6jf6FplDQmudM4eEqt/oW3TX868oNqmru8IGAABuwMpctA5b32g6kVutKFva9kbVhmcAAABe4Mknn9TRo0cVHR2tTp066ejRo422X7dunYYPH67AwEDdfvvtCg8P1/LlyzVu3DgdOXJEM2bMcEpcFRUVeuSRRzRy5Eh17tzZKdeE4wpyzmjHyhVKX7u61gZnJkuIeqUOU79RY2qtsg2J6qAh4ydp0Nhxyjp0QGXFxQoMDlZc127UyAUAoI1iZS48z1ZSVSPXHjuXNH9TNAAAAA9bsGCBjhw5otOnT+v+++9vtG15ebkmT54sHx8fbdiwQfPnz9fLL7+s3bt3Kzk5WbNmzdL+/ftr2j/55JPy8fFp9Fd9DMPQ/fffr6NHjza5Shiul33kkJb84bfa8cmHtRK5klRaVKgdn3yod/7wsLKPHKrTNyDQpM49ktX15/3VuUcyiVwAANowkrnwvMydtTc7a46Sc1LmLldEAwAA4HRDhw5VYmJis9p++eWXOnjwoO6880716dOn5nhoaKieeuoplZeXa+HChTXHH330UR0+fLjRXz9lGIZ+85vf6IsvvtCaNWsUExPT8g8JhxXknGmy/q0kFeflatlzM1WYc9Y9gQEAgFaHMgvwvNICB/vlOzcOAACAVmDdunWSpOuvv77Ouepj69evrzkWERGhiIiIZl/fMAw98MADWrlypdavX68uXbq0KF603I6VK5pM5FYrzsvVjk9XaMj4Sa4NCgAAtEokc+F5ptCm29TbL8y5cQAAALQC1SUUunfvXudcZGSkoqOja5VZsNdvfvMbvf/++/r4448VFBSkU6dOSaraAC0wMLDBfgMHDqz3eHp6unr16uVwPO2draxU6WtX29Unfe1qDRo7jnIKAAC0Q5RZgOfF95HMEfb1CYqU4lNcEQ0AAIBH5eXlSZLCw8PrPR8WFlbTxhFvvvmmcnNzNXjwYHXq1Knm15YtWxy+JhyXdXB/nRq5TbEWFijr0AEXRQQAAFozVubC8wKCpD7jpa2vN79Pn/FV/QAAAGAXwzAc6rd169Z6jze0YhfNU1bi2Ka+ZcXFTo4EAAB4A1bmonUY+KBkiW1e25A46YoHXBsPAACAh1SvyG1o9W1+fn6Dq3bhfQKDHFugEBgc7ORIAACANyCZi9YhrJM0flnTCd2QuKp2YZ3cExcAAICbVdfKra8u7rlz53TmzJl66+nCO8Vd2F0mS4hdfcwhoYrr2s1FEQEAgNaMZC7cx1YiHd0i/ftfVb/bfvJKWafLpPs2SIMeqqqJe76gyKrj966XOl7qvpgBAADcbMiQIZKkVatW1TlXfay6DbxfQKBJvVKH2dWnV+owNj8DAKCdomYuXC8/U9r6hrRziWTN/e9xc0RV7duBD/53pW1YJ+n6Z6TUJ6TMXVJpvmQKq9rsjBq5AACgHbjuuuvUtWtXvfvuu5o6dapSUlIkSQUFBXr66afl7++viRMnejRGOFe/UWOUsXGtivNym2wbHBGpviNvdn1QAACgVSKZC9f68TtpSZpUlF33nDW3atOz75ZWlU7odNl/zwUESYlspgEAANqGBQsWaNOmTZKkPXv21Bxbt26dJGnMmDEaM2aMJMnf318LFizQ8OHDNXjwYN1xxx0KCwvT8uXLdfjwYT3zzDO66KKLPPExahQVFan4Pxtw2Ww2+fn5eTQebxcS1UFpM+Zq2XMzG03oBkdEKm36HIVEdXBfcAAAoFUhmQvXyc9sOJF7vqLsqnb3baAWLgAAaJM2bdqkxYsX1zq2efNmbd68WZKUlJRUk8yVpNTUVG3atEmzZs3S0qVLVVZWpuTkZD399NMaN26cO0Ov17x58zRnzpyarzt37uzBaFo/W1mpsg7uV1lJiQKDghR3Yfc6ZRJik7rqrhf+oh2frlD62tWyFhbUnDOHhKpX6jD1HXkziVwAANo5H8MwDE8H4Y0GDqxaNbp161YPR9KK/euJqpW3zTXooaoSCwAAoE1i/tR2nL8yd8SIEfLz89P27ds9HFXrU5BzRjtWViVnS4sKa46bLCHqlTpM/UaNqTc5aysrVdahAyorLlZgcLDiunajRi4AAG1IS+bFrMyFa9hKqmrk2mPnkqpaudTGBQAAaNUsFossFoskKSAgwMPRtE7ZRw41WDahtKhQOz75UBkb1yptxlzFJnWtdT4g0KTOPZLdFCkAAPAmvp4OAG1U5s7am501R8m5qk3PAAAAAC9WkHOmyfq3klScl6tlz81UYc5Z9wQGAAC8HslcuEZpQdNt6u2X79w4AAAAADfbsXJFk4ncasV5udrx6QrXBgQAANoMkrlwDVOog/3CnBsHAAAA4Ea2slKlr11tV5/0tatlKyt1UUQAAKAtIZkL14jvI5kj7OsTFCnFp7giGgAAAMAtsg7ur7XZWXNYCwuUdeiAiyICAABtCRugwTlsJVV1cksLqlblxveR+oyXtr7e/Gv0Gc/mZwAAAF6gqKhIxcXFkiSbzSY/Pz8PR9R6lJWUONbvP88TAACgMSRz0TL5mdLWN6SdS2pveGaOkJJ/IQV1kEqasaFDSJx0xQOuihIAAABONG/ePM2ZM6fm686dO3swmtYlMMixxQmBwcFOjgQAALRFlFmA4378TvrrkKrVt+cncqWqr3cslFQpmSMbv05InDR+mRTWyUWBAgAAwJmmTZum7OxsZWdnq2/fvoqPj/d0SK1G3IXdZbKE2NXHHBKquK7dXBQRAABoS0jmwjH5mdKSNKkou/F2JeckX1+p391VNXHPFxQpDXpIune91PFS18UKAAAAp7JYLIqJiVFMTIwCAgLk68uPFdUCAk3qlTrMrj69UocpINDkoogAAEBbQpkFOGbrG00ncqsVn5UCQ6TfZUiZu6TSfMkUVrXZGTVyAQAA0Mb0GzVGGRvXqjgvt8m2wRGR6jvyZtcHBQAA2gT+CR32s5VU1ci1R3X7xIHSRcOrfieRCwAAgDYoJKqD0mbMVXB4RKPtgiMilTZ9jkKiOrgnMAAA4PVI5sJ+mTvr1shtSsm5qlW5AAAAQDsQm9RVd73wF/UbfYvMIaG1zplDQtVv9C266/lXFJvU1UMRAgAAb0SZBdivtMDBfvnOjQMAAADwAFtZqbIO7ldZSYkCg4IUd2H3emvehkR10JDxkzRo7DhlHTqgsuJiBQYHK65rN2rkAgAAh5DMRfPZSqpW5WZnONbfFObceAAAAAA3Ksg5ox0rVyh97WqVFhXWHDdZQtQrdZj6jRpTb8mEgECTOvdIdmeoAACgjSKZi6blZ1ZteLZzif3lFaoFRVZteAYAAACvV1RUpOLiYkmSzWaTn5+fhyNyvewjh7TsuZn1bmpWWlSoHZ98qIyNa5U2Yy6lEwAAgMtQMxeN+/E76a9DpK2vO57IlaQ+49nwDAAAoI2YN2+eYmNjFRsbqx07digzM9PTIblUQc6ZBhO55yvOy9Wy52aqMOesewIDAADtDslcNCw/U1qSJhVlt+w6IXHSFQ84JyYAAAB43LRp05Sdna3s7Gz17dtX8fHxng7JpXasXNFkIrdacV6udny6wrUBAQCAdotkLhq29Q3nJHLHL5PCOjknJgAAAHicxWJRTEyMYmJiFBAQIF/ftvtjha2sVOlrV9vVJ33tatnKSl0UEQAAaM/a7qwLLWMrqaqR66igSGnQQ9K966WOlzovLgAAAMCNsg7ur7XZWXNYCwuUdeiAiyICAADtGRugoTZbiZS5Uzr+lWM1cofOlboMqNrsjBq5AAAA8HJlJSWO9fvPBnEAAADORDIXVfIzq8oq7FzSso3OYntIiQOdFhYAAADgSYFBji1QCAwOdnIkAAAAJHMhST9+55yNziTJFNbyawAAAACtRNyF3WWyhNhVasEcEqq4rt1cGBUAAGivqJnb3uVnOi+RGxRZVV4BAAAAaCMCAk3qlTrMrj69UocpINDkoogAAEB7RjK3vdv6hnMSuZLUZzx1cgEAANDm9Bs1RsHhEc1qGxwRqb4jb3ZtQAAAoN0imduOWUvOaUf6e9oQZNYOk0lWHx/HLxYSJ13xgPOCAwAAQKtVVFSk06dP6/Tp07LZbKqsrPR0SC4VEtVBaTPmNpnQDY6IVNr0OQqJ6uCewAAAQLtDzdx2KKsoS+/se0cf/vsD5UdbJFkkSWEVFfpFYZF+lVeg2IqK5l8wJE4av0wK6+SagAEAANCqzJs3T3PmzKn5unPnzh6MpuVsZaXKOrhfZSUlCgwKUtyF3euUSYhN6qq7XviLdny6QulrV8taWFBzzhwSql6pw9R35M0kcgEAgEv5GIZheDoIbzRw4EBJ0tatWz0ciX2+z/le96++X2etZxts06G8Qm9mZatHma3xiwVFVpVWuOIBErkAAKBJ3jp/Ql1FRUUqLi6WJI0YMUJ+fn7avn27h6OyX0HOGe1YWZWcPX+DM5MlRL1Sh6nfqDH1JmdtZaXKOnRAZcXFCgwOVlzXbtTIBQAAzdaSeTErc9uRrKKsJhO5knTW30/3x8Vqaeap+lfoDp0rdRlQtdkZNXIBAADaHYvFIoul6u2ugIAAD0fjmOwjh7TsuZkqzsutc660qFA7PvlQGRvXKm3GXMUmda11PiDQpM49kt0UKQAAwH9RM7cdeWffO00mcqud9ffTO2GhdU8ERUqX3yslDiSRCwAAAK9UkHOmwUTu+YrzcrXsuZkqzGneHBoAAMDVSOa2E9Zyq5bvX25Xnw9DLXU3ReszniQuAAAAvNqOlSuaTORWK87L1Y5PV7g2IAAAgGYimdsOZBVl6anNT6nAVtB04/Pk+flpX2Dgfw+ExFXVxwUAAAC8lK2sVOlrV9vVJ33tatnKSl0UEQAAQPORzG3jvs/5Xrd9cps+P/K5Q/0Lff+zMjckThq/jI3OAAAA4NWyDu6vtdlZc1gLC5R16ICLIgIAAGg+NkBrw5q74VljQgJCpD5TqlbkksgFAACAlysrKXGsX3GxkyMBAACwH8ncNsyeDc/qE+5v0SW/3lC16RkAAADQBgQGObb/Q2BwsJMjAQAAsB9lFtqoY/nH9N7377XoGr+4+Jcyk8gFAABAGxJ3YXeZLCF29TGHhCquazcXRQQAANB8JHPboO9zvtcdK+9QWWWZw9eIDorWXZfc5cSoAAAAAM8LCDSpV+owu/r0Sh2mgECTiyI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",
       "text/plain": [
        "<Figure size 1680x840 with 2 Axes>"
       ]
@@ -187,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:47.135096Z",
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:47.150095Z",
@@ -281,7 +281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2023-03-17T19:41:47.199064Z",
@@ -293,7 +293,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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u3X13CcXHx+uhhx467a8tLS3N9xlKderU0a5du/Tss8+qUaNGatq06WlvD38CDl/0C5yx4jsl1q1bV+ryk90l9Ntvv5W6rePvUnn//fdNcnKyCQkJMfXr1zcjRowwH3zwgZFkVq5c6VuvPHcJeTwe83//93+me/fupmHDhsbtdpuQkBDTvHlz8+ijj5rff//db/3ly5ebSy65xLjdbiPJd6fIvn37zKBBg0zdunVNWFiYueqqq8zHH39sOnTo4HdHT/FdQm+99dYpXxOv12syMjJMfHy8CQ4ONq1atTLvv/9+iW0aY8zEiRNNQkKCcbvdpnnz5uall14qcUeJMcfuEho6dGipr8Wnn35q2rZta9xut4mJiTEjRowwM2fOLNddQsYYs2bNGtO9e3cTFRVl3G63SUxM9Lv7xRhjPv74Y9O5c2cTHh5uQkNDTdu2bc3777/vt05Z75/i1+74/2NjjJkzZ465/PLLTUhIiImIiDCXXHJJiTtsVq9ebXr06GFq1aplgoKCTP369U2PHj38/h9O5z2YlZVlUlJSTFhYmN9dWyd775f3PWKMMW+88YZJSkoyQUFBfnemlfZ/WlRUZCZNmmQuvPBCExQUZGrXrm369OljsrOz/dbr0KGDadGiRYlcJx4nzzzzjGnfvr2pXbu2CQ4ONg0bNjSDBg0yO3fuLPFcwBhjXMaU49YEAAAAB3ENCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9c6LD47zer3as2ePIiMjT/tDoQAAgDOMMTp48KDi4uJUrdrJx1DOi8KyZ8+eMv/GBwAAsFt2dvYpP7H7vCgskZGRkqRd6xNUPcLes1yp/3O30xHKJWTDj05HOKWivPJ9lLvjvEVOJzgvvLNto9MRyqUqHONV4fiWqsgxzvF91gpVoE/0b9/P8ZM5LwpL8Wmg6hHVVD3S3sISGBjidIRyCXSd/h9pq2wu11GnI5SPy973Y1Vi83F9vKpwjFeF41uqIsc4x/fZ+/+ftV+eyzl4tQEAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYz5rC8tlnnykgIEDdunVzOgoAALCMNYXllVde0f33369PPvlEP/30k9NxAACARawoLPn5+frnP/+pe++9V6mpqcrMzHQ6EgAAsIgVhWX+/Plq1qyZmjVrpj59+mj27NkyxjgdCwAAWMKKwjJr1iz16dNHktStWzcdOnRIK1asKHN9j8ejvLw8vwkAAJy/HC8sW7du1dq1a3XHHXdIkgIDA3X77bfrlVdeKfM5GRkZioqK8k3x8fGVFRcAADgg0OkAs2bNUmFhoerXr++bZ4xRUFCQ9u3bp5o1a5Z4Tnp6uoYPH+57nJeXR2kBAOA85mhhKSws1Jw5c/TMM8/o+uuv91t2yy236PXXX9d9991X4nlut1tut7uyYgIAAIc5WlgWLVqkffv2adCgQYqKivJb1qtXL82aNavUwgIAAP5cHL2GZdasWbr22mtLlBXp2AhLVlaW1q9f70AyAABgE0dHWN5///0yl1166aXc2gwAACRZcJcQAADAqVBYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWo7AAAADrUVgAAID1KCwAAMB6FBYAAGA9CgsAALAehQUAAFgv0OkAFWnqvsYKKbD3SwrML3Q6QrmYIq/TEU7NVIGMqDBP5yY6HaFcqsIxXiWOb4ljHCUwwgIAAKxHYQEAANajsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYz/HC0r9/f7lcLt8UHR2tbt266ZtvvnE6GgAAsITjhUWSunXrpr1792rv3r1asWKFAgMDlZqa6nQsAABgCSsKi9vtVkxMjGJiYtS6dWuNHDlS2dnZ+u2335yOBgAALBDodIATHTp0SK+//rqaNGmi6OjoUtfxeDzyeDy+x3l5eZUVDwAAOMCKwrJo0SJFRERIkvLz8xUbG6tFixapWrXSB4AyMjI0duzYyowIAAAcZMUpoU6dOikrK0tZWVn64osvdP3116t79+7atWtXqeunp6frwIEDvik7O7uSEwMAgMpkxQhLeHi4mjRp4nt82WWXKSoqSi+99JKeeuqpEuu73W653e7KjAgAABxkxQjLiVwul6pVq6bDhw87HQUAAFjAihEWj8ejnJwcSdK+ffs0bdo0HTp0SGlpaQ4nAwAANrCisCxevFixsbGSpMjISCUlJemtt95Sx44dnQ0GAACs4HhhyczMVGZmptMxAACAxay8hgUAAOB4FBYAAGA9CgsAALAehQUAAFiPwgIAAKxHYQEAANajsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1gt0OkBFWvTzxQoMdzsdo0zVDxc4HaF8ioqcTgD4Wbg72ekI5VIljnGOb1RRjLAAAADrUVgAAID1KCwAAMB6FBYAAGA9CgsAALAehQUAAFiPwgIAAKxHYQEAANajsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArGdFYcnJydH999+vCy64QG63W/Hx8UpLS9OKFSucjgYAACwQ6HSAnTt3KiUlRTVq1NDkyZPVqlUrFRQUaMmSJRo6dKi2bNnidEQAAOAwxwvLkCFD5HK5tHbtWoWHh/vmt2jRQgMHDnQwGQAAsIWjhSU3N1eLFy/W+PHj/cpKsRo1apT6PI/HI4/H43ucl5d3riICAAALOHoNy/bt22WMUVJS0mk9LyMjQ1FRUb4pPj7+HCUEAAA2cLSwGGMkSS6X67Sel56ergMHDvim7OzscxEPAABYwtHC0rRpU7lcLm3evPm0nud2u1W9enW/CQAAnL8cLSy1atVS165d9fzzzys/P7/E8v3791d+KAAAYB3HP4dl+vTpKioq0hVXXKG3335b33//vTZv3qx//OMfateundPxAACABRy/rblx48Zav369xo8fr4cfflh79+5VnTp1dNlll2nGjBlOxwMAABZwvLBIUmxsrKZNm6Zp06Y5HQUAAFjI8VNCAAAAp0JhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWo7AAAADrUVgAAID1KCwAAMB6FBYAAGC9QKcDVKScPTVVLTTE6Rhlijq83+kI5WK8XqcjAH727K7ldIRyqQrHOMc3qipGWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWc7Sw9O/fXy6XSy6XS0FBQapXr56uu+46vfLKK/J6vU5GAwAAFnF8hKVbt27au3evdu7cqQ8++ECdOnXSsGHDlJqaqsLCQqfjAQAACwQ6HcDtdismJkaSVL9+fV166aVq27atunTposzMTA0ePNjhhAAAwGmOj7CUpnPnzkpOTtaCBQucjgIAACzg+AhLWZKSkvTNN9+Uuszj8cjj8fge5+XlVVYsAADgACtHWCTJGCOXy1XqsoyMDEVFRfmm+Pj4Sk4HAAAqk7WFZfPmzWrcuHGpy9LT03XgwAHflJ2dXcnpAABAZbLylNCHH36ojRs36qGHHip1udvtltvtruRUAADAKY4XFo/Ho5ycHBUVFemXX37R4sWLlZGRodTUVPXt29fpeAAAwAKOF5bFixcrNjZWgYGBqlmzppKTk/WPf/xD/fr1U7Vq1p6xAgAAlcjRwpKZmanMzEwnIwAAgCqAIQwAAGA9CgsAALAehQUAAFiPwgIAAKxHYQEAANY7o8LSu3dvzZw5U9u2bavoPAAAACWcUWGJiIjQlClTlJSUpLi4ON1555164YUXtGXLlorOBwAAcGaF5cUXX9SWLVu0Z88eTZkyRVFRUZo6dapatGih2NjYis4IAAD+5M7qGpbIyEjVrFlTNWvWVI0aNRQYGKiYmJiKygYAACDpDAvLyJEj1bZtW9WuXVuPP/64jh49qvT0dP3yyy/asGFDRWcEAAB/cmf00fxPP/206tSpo9GjR+umm25S8+bNKzoXAACAzxkVlg0bNmj16tVatWqVnnnmGQUEBKhDhw7q2LGjOnbsSIEBAAAV6owKS3JyspKTk/XAAw9Ikr7++ms9++yzeuCBB+T1elVUVFShIQEAwJ/bGf+15g0bNmjVqlVatWqVPv74Y+Xl5al169bq1KlTReYDAAA4s8JSs2ZNHTp0SMnJyerYsaPuueceXXPNNapevXpF5zstwb8EqVpIkKMZTsZ1tMDpCOXiNcbpCICf4Bx7j+vjVYVjnOMbVdUZFZbXXnvNioICAAD+HM6osKSmpvr+vXv3brlcLtWvX7/CQgEAABzvjD6Hxev16u9//7uioqLUqFEjNWzYUDVq1NC4cePk9XorOiMAAPiTO6MRlscee0yzZs3SxIkTlZKSImOMPv30U40ZM0ZHjhzR+PHjKzonAAD4EzujwvLqq6/q5Zdf1o033uibl5ycrPr162vIkCEUFgAAUKHO6JRQbm6ukpKSSsxPSkpSbm7uWYcCAAA43hkVluTkZE2bNq3E/GnTpik5OfmsQwEAABzvjP+W0A033KDly5erXbt2crlc+uyzz5Sdna1///vfFZ0RAAD8yZ32CEtBQYFGjx6tpUuX6i9/+Yv279+v3Nxc9ezZU1u3btXVV199LnICAIA/sdMeYQkKCtKmTZtUp04dLq4FAACV4oyuYenbt69mzZpV0VkAAABKdUbXsBw9elQvv/yyli1bpjZt2ig8PNxv+ZQpUyokHAAAgHSGhWXTpk269NJLJUnbtm3zW+Zyuc4+FQAAwHHOqLCsXLmyonMAAACU6YyuYQEAAKhMFBYAAGA9KwpL//795XK5SkzdunVzOhoAALDAGV3Dci5069ZNs2fP9pvndrsdSgMAAGxiTWFxu92KiYlxOgYAALCQNYXldHg8Hnk8Ht/jvLw8B9MAAIBzzYprWCRp0aJFioiI8JvGjRtX6roZGRmKioryTfHx8ZWcFgAAVCZrRlg6deqkGTNm+M2rVatWqeump6dr+PDhvsd5eXmUFgAAzmPWFJbw8HA1adKkXOu63W4uyAUA4E/EmlNCAAAAZbFmhMXj8SgnJ8dvXmBgoGrXru1QIgAAYAtrCsvixYsVGxvrN69Zs2basmWLQ4kAAIAtrDgllJmZKWNMiYmyAgAAJEsKCwAAwMlQWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYL9DpABXJnetSgNvldIyyHS1wOkH5eI3TCU7NVIGMqDAhv1t8XB+vKhzjVeH4ljjGUQIjLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWo7AAAADrWVNY+vfvL5fLVWLavn2709EAAIDDAp0OcLxu3bpp9uzZfvPq1KnjUBoAAGALqwqL2+1WTEyM0zEAAIBlrCos5eXxeOTxeHyP8/LyHEwDAADONWuuYZGkRYsWKSIiwjfdeuutpa6XkZGhqKgo3xQfH1/JSQEAQGWyaoSlU6dOmjFjhu9xeHh4qeulp6dr+PDhvsd5eXmUFgAAzmNWFZbw8HA1adLklOu53W653e5KSAQAAGxg1SkhAACA0lBYAACA9SgsAADAetZcw5KZmel0BAAAYClGWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsF+h0gIrk3mcUEGycjlEmU1jodITyMV6nEwB+3Ln2HtfHqxLHOMc3qihGWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWc7yw5OTkaNiwYWrSpIlCQkJUr149XXXVVXrhhRf0xx9/OB0PAABYINDJnf/4449KSUlRjRo1NGHCBLVs2VKFhYXatm2bXnnlFcXFxenGG290MiIAALCAo4VlyJAhCgwM1Jdffqnw8HDf/JYtW+qWW26RMcbBdAAAwBaOnRL6/ffftXTpUg0dOtSvrBzP5XJVcioAAGAjxwrL9u3bZYxRs2bN/ObXrl1bERERioiI0MiRI0t9rsfjUV5ent8EAADOX45fdHviKMratWuVlZWlFi1ayOPxlPqcjIwMRUVF+ab4+PjKiAoAABziWGFp0qSJXC6XtmzZ4jf/ggsuUJMmTRQaGlrmc9PT03XgwAHflJ2dfa7jAgAABzlWWKKjo3Xddddp2rRpys/PP63nut1uVa9e3W8CAADnL0dPCU2fPl2FhYVq06aN5s+fr82bN2vr1q2aO3eutmzZooCAACfjAQAASzh6W3NiYqI2bNigCRMmKD09Xbt375bb7dZFF12kRx55REOGDHEyHgAAsISjhUWSYmNj9dxzz+m5555zOgoAALCU43cJAQAAnAqFBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACsR2EBAADWo7AAAADrUVgAAID1KCwAAMB6gU4HqEjBB70KDPI6HaNshYVOJygX4zVORwD8uPMsPq6PVwWOcY5vVFWMsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwHoUFAABYj8ICAACs52hh6d+/v26++eYS81etWiWXy6X9+/dXeiYAAGAfRlgAAID1KCwAAMB6gU4HOBMej0cej8f3OC8vz8E0AADgXHO8sCxatEgRERF+84qKik76nIyMDI0dO/ZcxgIAABZx/JRQp06dlJWV5Te9/PLLJ31Oenq6Dhw44Juys7MrKS0AAHCC4yMs4eHhatKkid+83bt3n/Q5brdbbrf7XMYCAAAWcXyEBQAA4FQoLAAAwHoUFgAAYD1Hr2HJzMwsdX7Hjh1ljKncMAAAwFqMsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYAACA9SgsAADAehQWAABgPQoLAACwnqN/rbmiFP9l56KCIw4nOblC71GnI5RLkSlwOsKpmSKnE6ASFVp+bBerCsd4lTi+JY7xP4lCHXs/Fv8cPxmXKc9altu9e7fi4+OdjgEAAM5Adna2GjRocNJ1zovC4vV6tWfPHkVGRsrlclXINvPy8hQfH6/s7GxVr169QrZZ0chYcapCTjJWnKqQk4wVpyrk/LNmNMbo4MGDiouLU7VqJ79K5bw4JVStWrVTNrMzVb16dWvfPMXIWHGqQk4yVpyqkJOMFacq5PwzZoyKiirXelx0CwAArEdhAQAA1qOwlMHtdmv06NFyu91ORykTGStOVchJxopTFXKSseJUhZxkPLXz4qJbAABwfmOEBQAAWI/CAgAArEdhAQAA1qOwAAAA61FYTvDRRx8pLS1NcXFxcrlcWrhwodORSsjIyNDll1+uyMhI1a1bVzfffLO2bt3qdCw/M2bMUKtWrXwfMNSuXTt98MEHTsc6qYyMDLlcLj344INOR/EzZswYuVwuvykmJsbpWCX8/PPP6tOnj6KjoxUWFqbWrVvrq6++cjqWT0JCQonX0eVyaejQoU5H81NYWKjHH39cjRs3VmhoqC644AL9/e9/l9frdTqan4MHD+rBBx9Uo0aNFBoaqvbt22vdunWO5TnV925jjMaMGaO4uDiFhoaqY8eO+vbbb63LuWDBAnXt2lW1a9eWy+VSVlaWVRkLCgo0cuRItWzZUuHh4YqLi1Pfvn21Z8+ec56LwnKC/Px8JScna9q0aU5HKdPq1as1dOhQff7551q2bJkKCwt1/fXXKz8/3+loPg0aNNDEiRP15Zdf6ssvv1Tnzp110003OfINojzWrVunmTNnqlWrVk5HKVWLFi20d+9e37Rx40anI/nZt2+fUlJSFBQUpA8++EDfffednnnmGdWoUcPpaD7r1q3zew2XLVsmSbr11lsdTuZv0qRJeuGFFzRt2jRt3rxZkydP1tNPP63nnnvO6Wh+Bg8erGXLlum1117Txo0bdf311+vaa6/Vzz//7EieU33vnjx5sqZMmaJp06Zp3bp1iomJ0XXXXaeDBw9alTM/P18pKSmaOHFipeY6MUNZGf/44w+tX79eTzzxhNavX68FCxZo27ZtuvHGG899MIMySTLvvPOO0zFO6ddffzWSzOrVq52OclI1a9Y0L7/8stMxSjh48KBp2rSpWbZsmenQoYMZNmyY05H8jB492iQnJzsd46RGjhxprrrqKqdjnJZhw4aZxMRE4/V6nY7ip0ePHmbgwIF+83r27Gn69OnjUKKS/vjjDxMQEGAWLVrkNz85Odk89thjDqX6rxO/d3u9XhMTE2MmTpzom3fkyBETFRVlXnjhBQcSHnOynzE7duwwksyGDRsqNdOJyvNzcO3atUaS2bVr1znNwgjLeeDAgQOSpFq1ajmcpHRFRUV68803lZ+fr3bt2jkdp4ShQ4eqR48euvbaa52OUqbvv/9ecXFxaty4se644w79+OOPTkfy895776lNmza69dZbVbduXV1yySV66aWXnI5VpqNHj2ru3LkaOHBghf3B1Ipy1VVXacWKFdq2bZsk6euvv9Ynn3yiG264weFk/1VYWKiioiKFhIT4zQ8NDdUnn3ziUKqy7dixQzk5Obr++ut989xutzp06KDPPvvMwWTnhwMHDsjlcp3zEdXz4o8f/pkZYzR8+HBdddVVuvjii52O42fjxo1q166djhw5ooiICL3zzju66KKLnI7l580339T69esdPfd+KldeeaXmzJmjCy+8UL/88oueeuoptW/fXt9++62io6OdjidJ+vHHHzVjxgwNHz5co0aN0tq1a/XAAw/I7Xarb9++TscrYeHChdq/f7/69+/vdJQSRo4cqQMHDigpKUkBAQEqKirS+PHjdeeddzodzScyMlLt2rXTuHHj1Lx5c9WrV09vvPGGvvjiCzVt2tTpeCXk5ORIkurVq+c3v169etq1a5cTkc4bR44c0d/+9jfddddd5/yPNlJYqrj77rtP33zzjZW/1TRr1kxZWVnav3+/3n77bfXr10+rV6+2prRkZ2dr2LBhWrp0aYnfFG3SvXt3379btmypdu3aKTExUa+++qqGDx/uYLL/8nq9atOmjSZMmCBJuuSSS/Ttt99qxowZVhaWWbNmqXv37oqLi3M6Sgnz58/X3LlzNW/ePLVo0UJZWVl68MEHFRcXp379+jkdz+e1117TwIEDVb9+fQUEBOjSSy/VXXfdpfXr1zsdrUwnjqYZY6wbYatKCgoKdMcdd8jr9Wr69OnnfH8Ulirs/vvv13vvvaePPvpIDRo0cDpOCcHBwWrSpIkkqU2bNlq3bp2mTp2qF1980eFkx3z11Vf69ddfddlll/nmFRUV6aOPPtK0adPk8XgUEBDgYMLShYeHq2XLlvr++++djuITGxtboog2b95cb7/9tkOJyrZr1y4tX75cCxYscDpKqUaMGKG//e1vuuOOOyQdK6m7du1SRkaGVYUlMTFRq1evVn5+vvLy8hQbG6vbb79djRs3djpaCcV31eXk5Cg2NtY3/9dffy0x6oLyKSgo0G233aYdO3boww8/POejKxJ3CVVJxhjdd999WrBggT788EMrv0GUxhgjj8fjdAyfLl26aOPGjcrKyvJNbdq0Ue/evZWVlWVlWZEkj8ejzZs3+33jdVpKSkqJW+u3bdumRo0aOZSobLNnz1bdunXVo0cPp6OU6o8//lC1av7fmgMCAqy7rblYeHi4YmNjtW/fPi1ZskQ33XST05FKaNy4sWJiYnx3hknHrmNavXq12rdv72Cyqqm4rHz//fdavnx5pZ2aZoTlBIcOHdL27dt9j3fs2KGsrCzVqlVLDRs2dDDZfw0dOlTz5s3Tu+++q8jISN/52aioKIWGhjqc7phRo0ape/fuio+P18GDB/Xmm29q1apVWrx4sdPRfCIjI0tc9xMeHq7o6Girrgd65JFHlJaWpoYNG+rXX3/VU089pby8PKt+237ooYfUvn17TZgwQbfddpvWrl2rmTNnaubMmU5H8+P1ejV79mz169dPgYF2fvtLS0vT+PHj1bBhQ7Vo0UIbNmzQlClTNHDgQKej+VmyZImMMWrWrJm2b9+uESNGqFmzZhowYIAjeU71vfvBBx/UhAkT1LRpUzVt2lQTJkxQWFiY7rrrLqty5ubm6qeffvJ9rknxLwIxMTGV9vlLJ8sYFxenXr16af369Vq0aJGKiop8P4Nq1aql4ODgcxfsnN6DVAWtXLnSSCox9evXz+loPqXlk2Rmz57tdDSfgQMHmkaNGpng4GBTp04d06VLF7N06VKnY52Sjbc133777SY2NtYEBQWZuLg407NnT/Ptt986HauE999/31x88cXG7XabpKQkM3PmTKcjlbBkyRIjyWzdutXpKGXKy8szw4YNMw0bNjQhISHmggsuMI899pjxeDxOR/Mzf/58c8EFF5jg4GATExNjhg4davbv3+9YnlN97/Z6vWb06NEmJibGuN1uc80115iNGzdal3P27NmlLh89erQVGYtvty5tWrly5TnN5TLGmHNXhwAAAM4e17AAAADrUVgAAID1KCwAAMB6FBYAAGA9CgsAALAehQUAAFiPwgIAAKxHYQHgqP79++vmm292OgYAy1FYAACA9SgsAADAehQWAGfN6/Vq0qRJatKkidxutxo2bKjx48dLkjZu3KjOnTsrNDRU0dHR+utf/6pDhw6Vua2EhAQ9++yzfvNat26tMWPG+B67XC69+OKLSk1NVVhYmJo3b641a9Zo+/bt6tixo8LDw9WuXTv98MMPvueMGTNGrVu31muvvaaEhARFRUXpjjvu0MGDByv0tQBwblBYAJy19PR0TZo0SU888YS+++47zZs3T/Xq1dMff/yhbt26qWbNmlq3bp3eeustLV++XPfdd99Z73PcuHHq27evsrKylJSUpLvuukv/8z//o/T0dH355ZeSVGI/P/zwgxYuXKhFixZp0aJFWr16tSZOnHjWWQCce3b+fXUAVcbBgwc1depUTZs2Tf369ZMkJSYm6qqrrtJLL72kw4cPa86cOQoPD5ckTZs2TWlpaZo0aZLq1at3xvsdMGCAbrvtNknSyJEj1a5dOz3xxBPq2rWrJGnYsGEaMGCA33O8Xq8yMzMVGRkpSbr77ru1YsUK32gQAHsxwgLgrGzevFkej0ddunQpdVlycrKvrEhSSkqKvF6vtm7delb7bdWqle/fxcWnZcuWfvOOHDmivLw837yEhARfWZGk2NhY/frrr2eVA0DloLAAOCuhoaFlLjPGyOVylbqsrPnVqlWTMcZvXkFBQYn1goKCSmyrtHler7fU5xSvc/xyAPaisAA4K02bNlVoaKhWrFhRYtlFF12krKws5efn++Z9+umnqlatmi688MJSt1enTh3t3bvX9zgvL087duyo+OAAqhQKC4CzEhISopEjR+rRRx/VnDlz9MMPP+jzzz/XrFmz1Lt3b4WEhKhfv37atGmTVq5cqfvvv1933313mdevdO7cWa+99po+/vhjbdq0Sf369VNAQEAlf1UAbMNFtwDO2hNPPKHAwEA9+eST2rNnj2JjY/W///u/CgsL05IlSzRs2DBdfvnlCgsL0y233KIpU6aUua309HT9+OOPSk1NVVRUlMaNG8cICwC5zIkniwEAACzDKSEAAGA9CgsAALAehQUAAFiPwgIAAKxHYQEAANajsAAAAOtRWAAAgPUoLAAAwHoUFgAAYD0KCwAAsB6FBQAAWI/CAgAArPf/AD7CpCVtFq1fAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -314,13 +314,6 @@
     ")\n",
     "pyplot.show()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/robotools/__init__.py b/robotools/__init__.py
index b0e0078..4fcfa30 100644
--- a/robotools/__init__.py
+++ b/robotools/__init__.py
@@ -11,4 +11,4 @@
 )
 from .utils import DilutionPlan, get_trough_wells
 
-__version__ = "1.7.2"
+__version__ = "1.7.3"
diff --git a/robotools/utils.py b/robotools/utils.py
index 9c2fa06..1733f62 100644
--- a/robotools/utils.py
+++ b/robotools/utils.py
@@ -159,7 +159,8 @@ def __repr__(self) -> str:
             if dsteps == 0:
                 output += "stock"
             else:
-                output += f"column {src}"
+                assert isinstance(src, int)
+                output += f"column {src + 1}"
             output += f" and fill up to {self.vmax[c]} µL"
             if dsteps > 0:
                 output += f" ({dsteps} serial dilutions)"


Test patch:
diff --git a/robotools/test_utils.py b/robotools/test_utils.py
index fa70549..0e5d9f1 100644
--- a/robotools/test_utils.py
+++ b/robotools/test_utils.py
@@ -40,6 +40,27 @@ def test_repr(self) -> None:
         assert isinstance(out, str)
         return
 
+    def test_issue_48(self):
+        """Columns are named 1-based, therefore the "from column" must be too."""
+        plan = DilutionPlan(xmin=0.3, xmax=30, stock=30, R=1, C=3, mode="log", vmax=100, min_transfer=10)
+        np.testing.assert_allclose(plan.x, [[30, 3, 0.3]])
+        # Reformat instructions for easier equals comparison
+        instructions = [(col, dsteps, pfrom, float(tvols)) for col, dsteps, pfrom, tvols in plan.instructions]
+        assert instructions == [
+            (0, 0, "stock", 100.0),
+            (1, 0, "stock", 10.0),  # The previous column is equal to the stock!
+            (2, 1, 1, 10.0),
+        ]
+        plan_s = str(plan)
+        lines = plan_s.split("\n")
+        assert "Prepare column 1" in lines[1]
+        assert "Prepare column 2" in lines[2]
+        assert "Prepare column 3" in lines[3]
+        assert "from stock" in lines[1]
+        assert "from stock" in lines[2]
+        assert "from column 2" in lines[3]
+        pass
+
     def test_linear_plan(self) -> None:
         plan = DilutionPlan(xmin=1, xmax=10, R=10, C=1, stock=20, mode="linear", vmax=1000, min_transfer=20)