Repository: xgi-org/xgi

Issue:
Add recipe for returning all IDs corresponding to the maximum.
Implement something similar to this: https://stackoverflow.com/questions/25762332/how-to-get-all-the-keys-with-the-same-highest-value

Discussion:
review-notebook-app[bot]: Check out this pull request on&nbsp; <a href="https://app.reviewnb.com/xgi-org/xgi/pull/522"><img align="absmiddle"  alt="ReviewNB" height="28" class="BotMessageButtonImage" src="https://raw.githubusercontent.com/ReviewNB/support/master/images/button_reviewnb.png"/></a> 

 See visual diffs & provide feedback on Jupyter Notebooks. 

---

 <i>Powered by <a href='https://www.reviewnb.com/?utm_source=gh'>ReviewNB</a></i>
codecov[bot]: ## [Codecov](https://app.codecov.io/gh/xgi-org/xgi/pull/522?src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=xgi-org) Report
All modified and coverable lines are covered by tests :white_check_mark:
> Project coverage is 92.05%. Comparing base [(`faacbfe`)](https://app.codecov.io/gh/xgi-org/xgi/commit/faacbfea11abca776fbe164bc1c1f75b6b1c4aa0?el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=xgi-org) to head [(`4165e4a`)](https://app.codecov.io/gh/xgi-org/xgi/pull/522?src=pr&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=xgi-org).


<details><summary>Additional details and impacted files</summary>


```diff
@@           Coverage Diff           @@
##             main     #522   +/-   ##
=======================================
  Coverage   92.05%   92.05%           
=======================================
  Files          60       60           
  Lines        4378     4378           
=======================================
  Hits         4030     4030           
  Misses        348      348           
```



</details>

[:umbrella: View full report in Codecov by Sentry](https://app.codecov.io/gh/xgi-org/xgi/pull/522?src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=xgi-org).   
:loudspeaker: Have feedback on the report? [Share it here](https://about.codecov.io/codecov-pr-comment-feedback/?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=xgi-org).


Patch:
diff --git a/benchmarks/hypernetx.ipynb b/benchmarks/hypernetx.ipynb
index 7184625..3611394 100644
--- a/benchmarks/hypernetx.ipynb
+++ b/benchmarks/hypernetx.ipynb
@@ -15,10 +15,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import time\n",
+    "\n",
     "import hypernetx as hnx\n",
-    "import xgi\n",
     "import pandas as pd\n",
-    "import time"
+    "\n",
+    "import xgi"
    ]
   },
   {
diff --git a/benchmarks/networkx.ipynb b/benchmarks/networkx.ipynb
index 3005c74..1c5c744 100644
--- a/benchmarks/networkx.ipynb
+++ b/benchmarks/networkx.ipynb
@@ -15,9 +15,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import time\n",
+    "\n",
     "import networkx as nx\n",
-    "import xgi\n",
-    "import time"
+    "\n",
+    "import xgi"
    ]
   },
   {
diff --git a/docs/source/api/recipes/recipes.ipynb b/docs/source/api/recipes/recipes.ipynb
index 027e324..477cd35 100644
--- a/docs/source/api/recipes/recipes.ipynb
+++ b/docs/source/api/recipes/recipes.ipynb
@@ -85,7 +85,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -319,7 +319,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGFCAYAAABg2vAPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAlfklEQVR4nO3de3DUZZ7v8U86aZIOCSFcBBJBSFBE0XAduakDQYbDOMq4rpAgYPoXZ87sXOCc3TN7nNVZT+3UmZq/dtytndoq0w0ikDDqOI6je2ZULquri4OuvcOKGBISyAWSEK5JJ/l1us8fmbSiAUJI8uvu5/2qoqQefqS/XZb2p5/L90mKRCIRAQAAY7mcLgAAADiLMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIA4MkHA6rra1N4XDY6VIAALgmhIHrFAgEVFJSooyMjOivkpISBQIBp0sDAKBfkiKRSMTpIuJVeXm5Nm7cqNzcXFmWpfz8fFVVVcnn86m+vl7bt29XUVGR02UCAHBFhIEBCgQCmj9/voqLi1VWVia32x39M9u2VVpaql27dungwYMqKChwsFIAAK6MMDBAJSUl2rt3ryorKy8JAr1s29b06dNVWFgov9/vQIUAAPQPewYGIBwOa/fu3bIsq88gIElut1ulpaWqqKgQeQsAEMsIAwMQDAYVDAaVn59/xefy8vKizwIAEKsIAwPg8Xjk8XhUVVV1xeeqq6ujzwIAEKsIAwPgcrm0du1alZWVybbtPp+xbVtlZWVat26dkpKShrlCAAD6jzAwQJs2bdKJEydkWdaXAoFt27IsSw0NDdq8ebNDFQIA0D8pThcQjyKRiP7+7/9ekUhEO3bs0L59+/T4448rLy9P1dXVevbZZ9XQ0Kjv/+Apjc7OcbpcAACuiKOFA/DP//zP+s53vqOUFLe+9/2n9NFHB/Teu2+ps7NDqalpWrS4UKu//oimTr1ZknTHrCm6dUauw1UDANA3wsA1Onz4sObNm6dgMKiNm76v+7/R02EwHA6rq6tTqalpfe4RyM+boNkFU+VysTIDAIgtfDJdg87OThUXFysYDOrOOxdo9dfXRv/M5XIpLc1z2c2CVdWn9N6/f6pQqHu4ygUAoF8IA9fgySef1EcffaTMzCz9xfeevOZv+Q2NZ7T/7Y/V0dH3CQQAAJzAMkE/vfnmm7rvvvskST/8659p/oK7B/yzMjLSdPeSmcrISBus8gAAGDBmBvqhpaVFGzdulCTdt/Kb1xUEJOnixQ7t2XdIp1svDEZ5AABcF8LAVUQiEZWWlqqxsVG5uTdp46bvD8rP7ey09a//+rEaGloH5ecBADBQhIGrePbZZ/XKK68oJSVFP9j8tFJTB29qP9Qd1rv//qmqqk8O2s8EAOBasWfgCj755BPNnTtXwWBQj274nh54sHjIXuvWGbmadftkWhcDAIYdMwOX0dXVpfXr1ysYDOqOOxfo/m+sG9LX++RIvd7/w1F1d4eH9HUAAPgiwsBlPPnkk/rwww+VkTFK3x3AMcKBOH6iRe/82yey7dCQvxYAAL1YJujDW2+9pRUrVkiS/uqHP9VXvnLvsL5+Vla6li6+VenpqcP6ugAAMzEz8AWnT5+OHiNccd+Dwx4EJOncuXbt2XdI5861D/trAwDMQxj4nEgkoscff1wNDQ3KyZmijZt+4FgtwWCX9u4/pKbmc47VAAAwA2Hgc3w+n15++eWeY4Rb/o/S0jyO1mPb3Xr7ncM6frzF0ToAAImNPQN/cuTIEc2dO1ft7e16dMN39cCD650u6RJcgwwAGCrMDOizY4Tt7e2aNWte9FriWPLHQ8f14X9Ui+wGABhshAFJP/7xj/XBBx9oZEamvvf9Hw/LMcKBqKo+pXffO8I1yACAQWX8MsHevXtVWFioSCSiv/yr/6u7Fn7V6ZKuasyYDC1dfKtSU91OlwIASACx+RV4mLS2tmrDhg2KRCJaXviNuAgCktTaelF79h3SxYsdTpcCAEgAxoaBSCSib33rW6qvr9eknCl6rGSL0yVdE65BBgAMFmPDwNatW/XSSy8pOTlZP/jB3zp+jHAguAYZADAYjNwzUFlZqTlz5qitrU3F67+jNd/c4HRJ1yUpKUlzZk9Vft5Ep0sBAMQh42YGurq6VFxcrLa2Nt1++1w98MDQXUs8XCKRiD78j2P646HjHD0EAFwz48LA008/rYMHD2pkRqa++/2n5EpOdrqkQdN7DXI4zDXIAID+M2qZYN++fVq+fLkikYj+51/+RAsXLXe6pCFxw/gsLV50i9zuFKdLAQDEAWNmBj5/jHDZ8vsTNghIUlPzOe3d/19qD3Y6XQoAIA4YEQYikYi+/e1vq66uThMn3qiSODtGOBDnzrVrz16uQQYAXJ0RYWDbtm168cUXe44RbnlaaZ50p0saFlyDDADoj4TfM3D06FHNnj1bbW1tKir+7/rmQxudLmnYuVxJWjBvuqZMGed0KQCAGJTQMwO2bUePEd522xw9GGPXEg+XcDiiA3+o1CdH6p0uBQAQgxIuDITDYbW1tSkcDuvpp5/WH/7wB40cmanv/eDHCXWMcCC4BhkA0JeEOXsWCAT085//XLt371YwGFRaWpo6Onou8vnWt/9a48ZNcLjC2FBVfUodHba+smC6UlLMDkcAgB4JMTNQXl6u+fPna+/evXriiSe0c+dO/ehHP1Jubq5cLpe6wyGnS4wp9Q2t2v/2x+rstJ0uBQAQA+J+A2EgEND8+fNVXFyssrIyud3u6J/Zti3LKtWuXbv005/5NHXqzQ5WGnsyMtJ095KZyshIc7oUAICD4j4MlJSUaO/evaqsrLwkCPSybVv5+fnKn36n/uK7f+NAhbEtNdWtJYtnaOyYTKdLAQA4JK6XCcLhsHbv3i3LsvoMApLkdrv1+OOP671332LjXB+4BhkAENdhIBgMKhgMKj8//4rP5eXlqbOzQ11dtOftS6g7rHf//VNVVZ90uhQAgAPiOgx4PB55PB5VVVVd8bnq6mqlpqVpxIjUYaos/nz+GmQAgFmM2DMwffp0FRYW6h/+4ReqPd6smtpmtbczS3A5N00Zr/nz8uRyxXVWBAD0U9yHgaufJrBUXl6ugwcPqqCgQFLPt+DmlvOqrW1WXd1phbrDTpUfsybckKVFC7kGGQBMEPdhQOrpM7Bx40bl5OSotLRUeXl5qq6uVllZmRoaGrR9+3YVFRX1+Xdtu1v1Da2qqWlSc8v5Ya48tmVlpWvpkluV7mF5BQASWUKEAalnhuCZZ55RRUWFgsGgPB6P1q1bp82bN0dnBK6mra1DNbXNqj3erLY2lhEkyeMZobuXzFRWlhk3PQKAiRImDPQKh8MKBoNKT09XUlLSgH5GJBJRS8sF1RxvVt2JFuOXEdzuZC1eNEM3jM9yuhQAwBBIuDAw2EKh3mWEZjU1n3O6HMdwDTIAJC7CwDVob++MLiNcvNjhdDmOuPOOmzTjlhynywAADCLCwAC1tJxXTW2zTtSdVijU7XQ5wyo/b4LmzJ424GUYAEBsIQxcp1CoWw0NZ1RzvFmnTp11upxhk5szhmuQASBBEAYGUXt7p46faFFNTZMuGLCMMGZMhpYuvlWpqX3fCwEAiA+EgSFyuvWCamqadaKuRbaduMsIXIMMAPGPMDDEQqFuNTb2LiOcS8ibE7kGGQDiG2FgGAWDXTp+okXHapp04ULQ6XIGVUqyS3d95Wbl5IxxuhQAwDUiDDik9cxF1dQ06UTdaXV1hZwuZ1AkJSVp7uxpysub4HQpAIBrQBhwWHd3WA2NZ1Rb26yTp84mxDLCzFtzNev2KU6XAQDoJ8JADOldRqipbdb58+1Ol3NduAYZAOIHYSBGnTlzUbXHm1V7vCVulxG4BhkA4gNhIMZ1d4fVeLJnGaHxZPwtI3ANMgDEPsJAHOnosP+0jNCkc+fiZxmBa5ABILYRBuLU2bNtqqlt0vETp9XZaTtdzlVxDTIAxC7CQJwLh8NqPHn2T8sIZxQOx+6/Tq5BBoDYRBhIIJ2dPcsItbXNOnO2zelyLotrkAEgthAGEtS5c+2qqW3W8ePN6ojBZYTp+RM1u2Aq1yADQAwgDCS4cDisU6fO6VhtkxobY2sZgWuQASA2EAYM0tlp60TdadXWNqv1zEWny5HENcgAEAsIA4Y6d75dtbU9TY06OrocrSUzI01LuQYZABxDGDBcOBxWU9M5HattVmPjGXV3hx2pIzXVraVLbtWY7AxHXh8ATEYYQFRXV0gn6nruRmhtHf5lhJRklxbedYsmTcoe9tcGAJMRBtCn8xeCf1pGaFYwOHzLCFyDDADDjzCAK4pEIjrVdE61tc2qb2gdtmUErkEGgOFDGEC/2XZIJ+pOq6a2WadPXxjy15t603jNm8s1yAAw1AgDGJALF4LRK5bb2zuH7HW4BhkAhh5hANclEomoqfl8zzJC/WmFhmAZgWuQAWBoEQYwaGw7pLr6VtXUNqmlZXCXEbgGGQCGDmEAQ+LixQ7VHm9WTW3zoC0jcA0yAAwNwgCGVCQSUXNLzzJCXd31LyNwDTIADD7CAIaNbXervqFVtbXNamo+d10/i2uQAWDwEAbgiLa2DtUeb1Ht8WZdvNgxoJ/BNcgAMDgIA3BcS8t5HetdRgh1X9Pf5RpkALh+hAHEjFDos2WEU039X0YYOzZTSxbN4BpkABggwgBiUnt7Z/Q0Qn+WEbgGGQAGjjCAmNdy+oJqappUV39atn35ZYS0VLeWcA0yAFwzwgDiRijUrYaGM6o53qxTp872+czlrkEOh8MKBoPyeDzcdQAAX8D/FRE3UlKSNWXKON2zdKa+vnqu7pg1RZmZnkueCXWH9W/vHVF19SlJUiAQUElJiTIyMqK/SkpKFAgEnHgLABCTmBlA3DvdekG1tc06fqLlkmWEmuoP9KMf/Q/l5ubKsizl5+erqqpKPp9P9fX12r59u4qKihysHABiA2EACaO7O6yGxjOqqW3SgQMH9b9/6NX69cUqKyuT2/3ZSQPbtlVaWqpdu3bp4MGDKigocLBqAHAeYQAJacOGTXr77f2qrKy8JAj0sm1b06dPV2Fhofx+vwMVAkDsYM8AEk44HNZLL70gy7L6DAKS5Ha7VVpaqoqKCpGHAZiOMICEEwwGFQwGlZ+ff8Xn8vLyFAwG1d7ePkyVAUBsIgwg4Xg8Hnk8HlVVVV3xuerqarlcLs2ZM0c/+9nP1NjYOEwVAkBsYc8AElJJSYn27t17xT0D06ZN06lTpxQKhSRJycnJWr16tSzL0urVqy+7xAAAiYaZASSkLVu2qL6+XqWlpbJt+5I/s21blmXp1KlT2r9/v8rKyrR48WJ1d3fr1Vdf1Zo1azR58mT98Ic/1CeffOLQOwCA4cPMABJWeXm5Nm7cqJycHJWWliovL0/V1dUqKytTQ0PDl/oMHD58WH6/X9u3b1dTU1N0fMmSJfJ6vXrkkUeUkUGrYwCJhzCAhBYIBPTMM8+ooqIi2o543bp12rx582X7C9i2rddee00+n0+vv/66wuGwJCkjI0Nr166V1+vVokWLlJSUNJxvBQCGDGEARui9myA9Pf2aPsR7ZxD8fr8qKyuj4zNnzpTX69WGDRs0YcKEoSgZAIYNYQDoh0gkorffflt+v18vvPBC9DhiSkqK7r//flmWpVWrViklJcXhSgHg2hEGgGt0/vx5VVRUyO/368CBA9HxSZMmadOmTfJ6vbr55psdrBAArg1hALgOhw4dkt/v1/PPP6+Wlpbo+D333COv16uHH35YI0eOdLBCALg6wgAwCLq6uvTqq6/K5/Ppd7/7XXTTYWZmpoqKimRZlhYsWMCmQwAxiTAADLK6ujo999xz8vv9qq6ujo7ffvvtsixLjz76qMaPH+9ghQBwKcIAMETC4bD2798vv9+vF198UR0dHZJ6Lkl64IEHZFmWVq5cqeTkZIcrBWA6wgAwDM6ePavy8nL5fD598MEH0fHc3Fw99thj8nq9ysvLc7BCACYjDADDLBAIyO/3a8eOHWptbY2OL1u2TJZl6aGHHpLH43GwQgCmIQwADuno6NArr7wiv9+vN954Q73/KWZlZam4uFiWZWnu3LlsOgQw5AgDQAyora3Vtm3btHXrVtXW1kbH77zzTlmWpfXr12vs2LEOVgggkREGgBgSDoe1Z88e+Xw+vfzyy+rs7JQkjRgxQmvWrJFlWVqxYoVcLi4cBTB4CANAjGptbdWuXbvk8/n00UcfRcenTJmikpISPfbYY5o6dapj9QFIHIQBIA58+OGH8vv92rlzp86ePStJSkpKUmFhoSzL0po1a5SWluZskQDiFmEAiCPBYFAvv/yy/H6/3nrrreh4dna21q9fL8uyNHv2bOcKBBCXCANAnDp27Ji2bt2qrVu3qq6uLjo+Z84cWZal4uJiZWdnO1ghgHhBGADiXHd3t9588035fD79+te/lm3bkqTU1FT92Z/9mbxer5YtW8amQwCXRRgAEkhLS4t27twpn8+nP/7xj9HxadOmRTcdTp482cEKAcQiwgCQgCKRiA4ePCi/369du3bp/Pnzkno2Ha5cuVKWZemBBx5Qamqqw5UCiAWEASDBtbe366WXXpLf79e+ffui42PHjtWjjz4qy7J0xx13OFcgAMcRBgCDHD16VFu3btW2bdvU0NAQHV+wYIG8Xq+KioqUlZXlYIUAnEAYAAwUCoX0+9//Xj6fT7/5zW8UCoUkSR6PRw8//LC8Xq/uvfde7kUADEEYAAzX1NSkHTt2yOfz6eOPP46O5+fny+v1atOmTcrNzXWwQgBDjTAAQFLPpsMDBw7I7/ervLxcFy9elCS5XC6tWrVKlmXp/vvv14gRIxyuFMBgIwwA+JK2tja98MIL8vl8euedd6Lj48eP14YNG2RZlm677TYHKwQwmAgDAK7o008/ld/v13PPPaeTJ09GxxcuXCiv16u1a9dq1KhRDlYI4HoRBgD0SygU0r/8y7/I5/Ppt7/9rbq7uyVJ6enpeuSRR2RZlpYsWcKmQyAOEQYAXLOTJ0/q+eefl8/n05EjR6Ljt9xyS3TT4cSJEx2sEMC1IAwAGLBIJKJ3331XPp9Pv/zlL9XW1iZJSk5O1te//nV5vV6tXr1abrfb4UoBXAlhAMCguHDhgn75y1/K5/Ppvffei45PmDBBmzZtktfr1YwZMxysEMDlEAYADLrDhw/L7/dr+/btampqio4vWbJElmXpz//8z5WRkeFghQA+jzAAYMjYtq3XXntNPp9Pr7/+usLhsCQpIyNDa9eulWVZWrhwIZsOAYcRBgAMi4aGBj333HPy+/06evRodHzmzJnyer3auHGjbrjhBgcrBMxFGAAwrCKRiN5++235fD698MILCgaDkqSUlBR94xvfkNfr1apVq5SSkuJwpYA5CAMAHHP+/HlVVFTI5/Pp/fffj47n5ORo06ZNKikp0c033+xghYAZCAMAYsKhQ4fk9/v1/PPPq6WlJTp+zz33yLIsPfzww0pPT3ewQiBxEQYAxJSuri795je/kd/v1+9+97vopsPMzEwVFRXJsiwtWLCATYfAICIMAIhZdXV12rZtm/x+v44dOxYdnzVrlrxerzZs2KBx48Y5WCGQGAgDAGJeOBzW/v375fP59NJLL6mjo0OS5Ha79eCDD8rr9WrlypVKTk52uFKYIBwOKxgMyuPxyOVyOV3OoEiMdwEgoblcLi1btkw7duxQY2OjfvGLX2jevHmybVsvvviiVq9eralTp+qpp55SdXW10+UiQQUCAZWUlCgjIyP6q6SkRIFAwOnSrhszAwDiViAQkM/n044dO3TmzJno+LJly2RZlh566CF5PB4HK0SiKC8v18aNG5WbmyvLspSfn6+qqir5fD7V19dr+/btKioqcrrMASMMAIh7HR0deuWVV+Tz+fTmm2+q939rWVlZKi4ulmVZmjt3LpsOMSCBQEDz589XcXGxysrKLrl4y7ZtlZaWateuXTp48KAKCgocrHTgCAMAEkptba22bdumrVu3qra2NjpeUFAgr9er9evXa+zYsQ5WiHhTUlKivXv3qrKyss8bOG3b1vTp01VYWCi/3+9AhdePMAAgIYXDYe3Zs0c+n0+/+tWv1NXVJUkaMWKEvvnNb8qyLBUWFibMBjAMvnA4rK6ukMaMGa0nnnhCTz311GWf/bu/+zv99Kc/VVtbW1zOQNHvE0BCcrlcWrFihVasWKHW1lbt3LlTPp9PgUBAu3fv1u7duzVlyhSVlJSopKREN910k9MlY5DZdrfsUKjnn3a37K7Ql8fsz37fFf19zz9DoW51dAQVDAaVn59/xdfKy8tTMNjzbDw2x2JmAIBRPvzwQ/l8Pu3cuVPnzp2TJCUlJamwsFCWZWnNmjVKS0u76s9JxONlsaS7O/zZB3PoTx/WXaFLPqg//0H+2Yf5Z2OD8fEWDoe1acMK/c3f/CihZwYIAwCMFAwG9fLLL8vn82nPnj3R8ezsbK1fv16WZWn27Nlf+nuBQEA///nPtXv37mgYWLt2rbZs2RK3m8cGWyQSUSjU++HdfcmHel9jl3xD7+oZ6+4OO/02on7xTz9RddUhHT16lD0DAJCojh07pq1bt2rr1q2qq6uLjs+dO1eWZamoqEjZ2dkJf7ysV6j3A/pPH96hz38DD136Df2L0+5dXSGFQt1Ov4VBVVNTqSf+2tL69X2fJrAsS+Xl5ZwmAIBE0N3drTfeeEN+v1+//vWvZdu2JCktLU3Lli3TG2+8EfPHy8Lh8CXfvLvsL06nf+GDvI9v6OEwHwtf9M47v9c//eNPlJMzSY8//rjy8vJUXV2tsrIyNTQ0xH0QJAwAQB9aWlq0Y8cO+Xw+HTp0SJKUm5urY8eODdlUce/0+hc3t31xY9vlxkJ2SKEYml5PNDU1lXrzjV/p7X/9fXSJaN26ddq8eXPczgj0IgwAwBVEIhG9//77uvvuu/XUU0/1axNZ48mWPj/Uv/gNvetL39gTa3o9Ed00Zbzmz8uLnhqIx82CfeFoIQBcQVJSkmbNmiXbtvt9vOzV3x5QaurVTyQg/mRlpcvlcmnkyJFOlzKoOA8DAFfh8Xjk8XhUVVV1xeeqq6uVmpqmESNSh6kyDLfs7MQKAb0IAwBwFS6XS2vXrpXP54tuKvwi27b17LPPatHiwoSZOsaXZY8mDACAsbZs2aL6+nqVlpZ+KRD0Hi9rbGzU//qrv1Ra6pc3GCL+jRyZKrc7MVfX2UAIAP3U22cgJydHpaWllz1eZtshfXy4XkerGjmml0Byc8do8cIZTpcxJAgDAHANAoGAnnnmGVVUVFz1eNmFC0EF/rNWjSfPOFQtBtPtt03WbTNvdLqMIUEYAIAB6L2boD/Hy06ePKOP/rNWFy4Eh6k6DIWli2/VpEnZTpcxJAgDADAMwuGwjlad0seHT9BPIE7dv3qePJ4RTpcxJNhACADDwOVy6ZabJ2nVyjnKmzbB6XJwjdJS3QkbBCTCAAAMq7Q0t+bNzdOK5Xdo3LhMp8tBP2Ul6JHCXoQBAHBAdnaGlt07SwvvukXp6TQpinWJ2l+gV2IemASAODH5xrGaNHG0Pq1s1JEj9Vw0FKNGJ3gYYGYAAByWkpKs22beqK+tnK3JN451uhz0YXRWutMlDCnCAADEiPT0VC286xYtu/f2hJ+WjicpKcnKyEjsi6cIAwAQY8aNG6XC5Xdo3tw8pdLa2HGjRyfOVcWXw54BAIhBSUlJyps2QZNvHEtrY4eZMEvDzAAAxDC3O0UFd96k+1YUaNLExOx+F+tGj85wuoQhRxgAgDgwKtOjpUtu1dLFtyozwdevY02ibx6UWCYAgLgyaVK2JkzIUuXRkzr8SR2tjYeYy5WkUaM8Tpcx5JgZAIA443K5NOOWHK1aOUfTpt7gdDkJLWtUulyuxP+oTPx3CAAJKi3Nrfnz8mltPIQSvdlQL8IAAMS5aGvjr9yc0JfpOMGUMMCeAQBIEJMnj9OkSdk68mmDjnzaoG5aG183U8IAMwMAkEBSUpJ1+22TtWrlbN1Ia+PrljUq8U8SSIQBAEhI6empWnTXLfrqPbcb8+12sGVmeuR2JztdxrAgDABAAhs/fpRWLL9D8+bQ2vhamdBfoBd7BgAgwSUlJSkvb4ImTx6r//q4TlXVJ2lt3A/Z2YnfebAXMwMAYAi3O0WzC6bqvhUFmjhxtNPlxDyTllcIAwBgmFGZHt29ZCatja+CZQIAQML7fGvjjw/XKRSitXGv9PRUo/ZYMDMAAAbrbW38375Ga+PPM2lWQCIMAAB0aWvjsWNpbWzSfgGJMAAA+Jzs7Awt/+os3bXA7NbGpoUB9gwAAL5kypRxyskxt7VxtmFhgJkBAECfelsbf+2+AqNaG48YkaL09FSnyxhWhAEAwBWNHJmmRXfdonvvuU1ZBmysM21WQCIMAAD66YbxWbqv8M6Eb22clWVeGGDPAACg33pbG99441h9fPiEjladUiSSWK2NmRkAAKAfRoxI0eyCabpvxZ2aMGG00+UMqtHZhAEAAPota1S67lk6U0sWzVBGArQ2Tkl2GdmimWUCAMB1y8kZowkTRutoVXy3Ns4aPVJJSUlOlzHsmBkAAAyK5OSe1sarVs7W1DhtbWxaG+JehAEAwKDyeEZowbx8FcZha2PTOg/2IgwAAIbEmM+1Nk5Li4/WxiaeJJDYMwAAGGJTpozTpEnZOvJpvT6tbIzZ1sYuV5JGjWKZAACAIeF2J2vW7VP0tfsKlJs7xuly+pSZ6VFyspkfi2a+awCAI0aOTNPihTNisrWxqUsEEmEAAOCAG8ZnacXyOzR3zjSNGBEbK9ambh6U2DMAAHCIy+VSft5ETb5xXEy0Nh5t4J0EvZgZAAA46pLWxjdkOVbH6NGxtWwxnAgDAICYkDUqXffcfZsjrY0zMtLkdps7WW7uOwcAxKTe1saVRxt1+JP6YWltbPJ+AYmZAQBADEpOdunWGbk9rY1vGj/kr2fySQKJMAAAiGEezwgtmD9dy5fN0pgxGUP2OqbeSdCLMAAAiHljx2Rq+Vdn6SsLpg9Ja+PRo4cuaMQD9gwAAOJCUlKSbpoyXjmTxgxqa+O0tBFKS3MPQoXxi5kBAEBc6W1tvHJFgXJzrr+1sen7BSTCAAAgTmVkpGnxohm65+7ra21scn+BXoQBAEBcm3BDT2vjObMH1trY9GOFEnsGAAAJwOVyaXr+RE2+caw+Plynqur+tzY2uQ1xL2YGAAAJIzXVrTmzp+m+wjt1w/grtzYOh8Pq7u5Sevrgn06IN0kRJ2+FAABgCNU3tCrwnzVqa+uMjtXUVOr113brvXf3qLOzQx6PR2vXrtWWLVtUUFDgYLXOIQwAABJad3e4p7Xx4Trt2///9E//+BPl5uaotLRU+fn5qqqqks/nU319vbZv366ioiKnSx52hAEAgBEOHDiopUsXqbi4WGVlZXK7P+stYNu2SktLtWvXLh08eNC4GQLCAADACCUlJdq7d68qKysvCQK9bNvW9OnTVVhYKL/f70CFzmEDIQAg4YXDYe3evVuWZfUZBCTJ7XartLRUFRUV/T6JkCgIAwCAhBcMBhUMBpWfn3/F5/Ly8qLPmoQwAABIeB6PRx6PR1VVVVd8rrq6OvqsSQgDAICE53K5tHbtWvl8Ptm23ecztm2rrKxM69atU1JS0jBX6CzCAADACFu2bFF9fb1KS0u/FAhs25ZlWWpoaNDmzZsdqtA5nCYAABijvLxcGzduVE5OT5+BvLw8VVdXq6ysTA0NDfQZAADABIFAQM8884wqKioUDAbl8Xi0bt06bd682bj+Ar0IAwAAI4XDYQWDQaWnpxu3R+CLCAMAABiODYQAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABiOMAAAgOEIAwAAGI4wAACA4QgDAAAYjjAAAIDhCAMAABju/wMJtK7Pw1HcZQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -340,7 +340,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGFCAYAAABg2vAPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAcNklEQVR4nO3dW2xb94Hn8Z9o0RJl2ZJvcSzZjkMqtnOVEztNfEnaRkna7ezzWnYxLjRkXmYwIw+me+ns9qkFisW81B10XkL5wcBY8ixmX3Y7WMxuo6TJJE2iXtg6TmyZjCiLlCXKF1mWKOmQR/tgU75ElmWK5CHP//sBjATKMfkXCpRfnv/5//9Vc3NzcwIAAMbyOD0AAADgLGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDBSIbduanJyUbdtODwUAgIdCDCxTJBJRR0eH6uvr5/90dHQoEok4PTQAAJakam5ubs7pQVSq7u5uHT16VM3NzQoGgwoEAopGo+rq6lIikdDJkyd1+PBhp4cJAMCiiIE8RSIR7d27V0eOHFE4HJbX653/b5ZlKRQK6dSpU+rr61Nra6uDIwUAYHHEQJ46OjrU29ur/v7+u0Igx7IstbS0qK2tTSdOnHBghAAALA3PDOTBtm2dPn1awWBwwRCQJK/Xq1AopJ6eHtFbAIByRgzkIZ1OK51OKxAILHqd3++fvxYAgHJFDOTB5/PJ5/MpGo0uel0sFpu/FgCAckUM5MHj8ejQoUPq6uqSZVkLXmNZlsLhsNrb21VVVVXiEQIAsHTEQJ6OHTumRCKhUCj0lSCwLEvBYFDJZFKdnZ0OjRAAgKWpdnoAlaq1tVV/93c/0/e//1fq7e3VW2+9Jb/fr1gsprffflvJ5LD+8q9+qMa1TU4PFQCARbG0ME/j16f0y3f+qGj0nP7lF/+kjz78pWZmplVTU6t9+9v0nT/5D9q+/QlJ0rPPbNOunc0OjxgAgIURA3nIZm298+4ZXbs2Of8z27Y1OzujmpraBZ8RCPg3aXfrdnk8zMwAAMoLn0x5OPPZxbtCQLr5UGFtre++DwtGYyP66NfnlclkSzFEAACWjBh4SJdGrul8fzKvv5scvqr33j+r6emFVyAAAOAEYuAhzMxY+rRv8b0FHuTKlRvqfe+MbtyYLtCoAABYHmLgIfT9Jqrp6dllv86NG9N6590zunxlogCjAgBgeYiBJYrFRpQcvlqw15uZsfSrX51VMnmlYK8JAEA+iIEluD6RVuQPAwV/3UzW1oe/Pq9o7FLBXxsAgKUiBh4gm7X18Sf9ymTtorz+3Nycfvu7L/XHM4OcbggAcAQx8AALLSMshi/OJfTJpxeULVJ0AABwP8TAIkZGx/NeRpiPwYtj+uDfvpBlZUr2ngAAEAP3MTNj6ZNPL5T8fUdT4+p97zNNTc2U/L0BAGYiBu7jN7+NFWQZYT7Gx6f0zrtnND4+5cj7AwDMQgwsIBYbUcLhJX/p9Kx63zuj0dS4o+MAALgfMXCPYi0jzIdlZfX+B59rcHDM6aEAAFyMGLiDbdv6pIjLCPNh23P6+NN+fXEu4fRQAAAuRQzc4cxnF3W1BMsI8/HHM4P67e9i7EUAACg4YuCW0dS4zp0v3TLCfERjI/rwo3McgwwAKChiQM4tI8xH7hjkmRmOQQYAFAYxIOk3v4spnXZmGWE+rly5oXfe5RhkAEBhGB8DsS9HlEhU3smBHIMMACgUo2NgYiKtSGTA6WHkjWOQAQCFYGwM2HZxTyMsFY5BBgAsl7Ex8NnZobJdRviwOAYZALAcRsbAaGrclZv45I5Btu3KvtsBACgt42JgdjZTMcsI8zF4cUzvf8AxyACApTMuBvp+G62oZYT5mD8GOc0xyACABzMqBr4cGK3IZYT5GB+f0ju9HIMMAHgwY2JgYiKt3//+S6eHUVIcgwwAWAojYsC2bX3y6YWKX0aYD45BBgA8iBEx8NnZIV25esPpYTiGY5ABAItxXQzYtq3Jycn55XWp1HU+BG/hGGQAwEJcEwORSEQdHR2qr6+f//O9731PPad/4fTQyko0NqKPfn2eY5ABAPOq5lzwNbG7u1tHjx5Vc3OzgsGgAoGAotGowuEuJRIJ/cVf/jcdPPim08MsK+vW1evg/l2qqfE6PRQAgMMqPgYikYj27t2rI0eOKBwOy+u9/eFmWZZCoZD+8R9P6Sf/vUvbtz/h4EjLT319rV458KTq62udHgoAwEEVHwMdHR3q7e1Vf3//XSGQY1mWAoGAAi3P6c//4r86MMLyVlPj1YH9O7V+3WqnhwIAcEhFPzNg27ZOnz6tYDC4YAhIktfr1VtvvaWPPvwlD84tgGOQAQAVHQPpdFrpdFqBQGDR6/x+v2ZmpjU7y/a8C+EYZAAwW0XHgM/nk8/nUzQaXfS6WCymmtparVxZU6KRVZ47j0EGAJjFiGcGWlpa1NbWpp/97B8UH0xpIJ7S1BR3Ce7nsW0btXePXx5PRbciAGCJKj4GHrSaIBgMqru7W319fWptbZV081twauy64vGUhoYuG7lN8YNseqRB+17eIa+32umhAACKrOJjQLq9z0BTU5NCoZD8fr9isZjC4bCSyaROnjypw4cPL/h3LSurRPKKBgZGlRq7XuKRl7eGhjodPLBLdT6mVwDAzVwRA9LNOwTHjx9XT0+P0um0fD6f2tvb1dnZOX9H4EEmJ6c1EE8pPpjS5CTTCJLk863UKweeVENDndNDAQAUiWtiIMe2baXTadXV1amqqiqv15ibm9PY2IQGBlMaujhm/DSC17tC+/ft1CMbG5weCgCgCFwXA4WWyeSmEVIaTY07PRzHeDxVenFPi7Zt2+D0UAAABUYMPISpqZn5aYQbN6adHo4jnnv2Me3c0eT0MAAABUQM5Gls7LoG4ildHLps3AmAAf8mPb/78bynYQAA5YUYWKZMJqtk8qoGBlMaGbnm9HBKprlpnb72Youqq1c4PRQAwDIRAwU0NTWjwYtjGhgY1YQB0wgcgwwA7kAMFMnlKxMaGEjp4tCYLMu90wgcgwwAlY8YKLJMJqvh4dw0wrgrT07kGGQAqGzEQAml07MavDimLwdGNTGRdno4BVW9wqOXvvaEmprWOT0UAMBDIgYccuXqDQ0MjOri0GXNzmacHk5BVFVV6YXdj8vv3+T0UAAAD4EYcFg2ays5fFXxeEqXRq65YhrhyV3NeubpbU4PAwCwRMRAGclNIwzEU7p+fcrp4SwLxyADQOUgBsrU1as3FB9MKT44VrHTCByDDACVgRgoc9msreFLN6cRhi9V3jQCxyADQPkjBirI9LR1axphVOPjlTONwDHIAFDeiIEKde3apAbioxq8eFkzM5bTw3kgjkEGgPJFDFQ427Y1fOnarWmEq7Lt8v2fk2OQAaA8EQMuMjNzcxohHk/p6rVJp4dzXxyDDADlhRhwqfHxKQ3EUxocTGm6DKcRWgKPanfrdo5BBoAyQAy4nG3bGhkZ15fxUQ0Pl9c0AscgA0B5IAYMMjNj6eLQZcXjKV25esPp4UjiGGQAKAfEgKHGr08pHr+5qdH09KyjY1ldX6uDHIMMAI4hBgxn27ZGR8f1ZTyl4eGrymZtR8ZRU+PVwQO7tG5tvSPvDwAmIwYwb3Y2o4tDN89GuHKl9NMI1Ss8evmlHdq8eW3J3xsATEYMYEHXJ9K3phFSSqdLN43AMcgAUHrEABY1NzenkdFxxeMpJZJXSjaNwDHIAFA6xACWzLIyujh0WQPxlC5fnij6+21/bKP2vMAxyABQbMQA8jIxkZ4/YnlqaqZo78MxyABQfMQAlmVubk6jqes3pxESl5UpwjQCxyADQHERAygYy8poKHFFA/FRjY0VdhqBY5ABoHiIARTFjRvTig+mNBBPFWwagWOQAaA4iAEU1dzcnFJjN6cRhoaWP43AMcgAUHjEAErGsrJKJK8oHk9pNDW+rNfiGGQAKBxiAI6YnJxWfHBM8cGUbtyYzus1OAYZAAqDGIDjxsau68vcNEIm+1B/l2OQAWD5iAGUjUzm9jTCyOjSpxHWr1+tA/t2cgwyAOSJGEBZmpqamV+NsJRpBI5BBoD8EQMoe2OXJzQwMKqhxGVZ1v2nEWprvDrAMcgA8NCIAVSMTCarZPKqBgZTGhm5tuA19zsG2bZtpdNp+Xw+zjoAgHvw/4qoGNXVK7Rt2wa9evBJ/cl3XtCzz2zT6tW+u67JZG3920fnFIuNSJIikYg6OjpUX18//6ejo0ORSMSJXwEAyhJ3BlDxLl+ZUDye0uDFsbumEQZiv9Hf/u1fq7m5WcFgUIFAQNFoVF1dXUokEjp58qQOHz7s4MgBoDwQA3CNbNZWcviqBuKj+vjjPv2X//Rn+u53jygcDsvrvb3SwLIshUIhnTp1Sn19fWptbXVw1ADgPGIArvSnf/o9vf/+e+rv778rBHIsy1JLS4va2tp04sQJB0YIAOWDZwbgOrZt65//+X8oGAwuGAKS5PV6FQqF1NPTI3oYgOmIAbhOOp1WOp1WIBBY9Dq/3z9/LQCYjBiA6/h8Pvl8PkWj0UWvi8Vi89cCgMmIAbiOx+PRoUOH1NXVJcuyFrzGsiyFw2G1t7dz0BEA4xEDcKVjx44pkUgoFAp9JQgsy1IwGFQymVRnZ6dDIwSA8sFqArhWd3e3jh49qqamJoVCIfn9fsViMYXDYSWTSfYZAIBbiAG4WiQS0fHjx9XT0zO/HXF7e7s6OzvZXwAAbiEGYITc2QR1dXU8IwAA9yAGAAAwHA8QAgBgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAA/Btm1NTk7Ktm2nh1IwxAAAAEsQiUTU0dGh+vr6+T8dHR2KRCJOD23Zqubm5uacHgQAAOWsu7tbR48eVXNzs4LBoAKBgKLRqLq6upRIJHTy5EkdPnzY6WHmjRgAAGARkUhEe/fu1ZEjRxQOh+X1euf/m2VZCoVCOnXqlPr6+tTa2urgSPNHDAAAsIiOjg719vaqv7//rhDIsSxLLS0tamtr04kTJxwY4fLxzAAAAAuwbVvT07M6ffq0gsHggiEgSV6vV6FQSD09ParU79fVTg8AAIBisKysrEzm5j+trKzZzFd/Zt3+99n5f7/5z0wmq+nptNLptAKBwKLv5ff7lU7fvLaurq5Ev2HhEAMAkAfbtpVOp+Xz+eTxcJO10LJZ+/YHc+bWh/Vs5q4P6js/yG9/mN/+WSG+pa9cWaOamlpFo9FFr4vFYvL5fPL5fMt+TyfwzAAAPIRIJKKf/vSnOn369HwMHDp0SMeOHavYh8cKbW5uTplM7sM7e9eH+kI/u+sb+uzNn2Wz5bOG/x9+/mPFomd04cIF1z4zQAwAwBK5fXlZTib3AX3rwztz5zfwzN3f0O+97T47m1Emk3X6VyiogYF+/eA/B/Xd7y68miAYDKq7u5vVBADgdpWyvMy27bu+ec9a995Ov+eDfIFv6LbNx8K9PvjgX/Xzv/+xmpo266233pLf71csFlM4HFYymaz4ECQGAGAJSrG8LHd7/d6H2+59sO1+P8tYGWXK6Pa62wwM9Ov//d//qfd/9a/zU0Tt7e3q7Oys2DsCOcQAADyAbduqr6/XD37wA/3whz+873U/+tGP9JOf/ETDl8YW/FC/9xv67Fe+sbvr9robPbZto/bu8c+vGqiqqnJ6SAXBagIAeIDckrGlLi/7X//7Y9XU1JZodCilhoY6eTwerVq1yumhFBTrYQDgAXJLxpayvKymplYrV9aUaGQotbVr3RUBOcQAADyAx+PRoUOH1NXVJcuyFrzGsiy9/fbb2re/zTW3jvFVaxuJAQAw1rFjx5RIJBQKhb4SBLnlZcPDw/qP3/8b1dYsvG0tKtuqVTXyet05u84DhACwRLl9BpqamhQKhe67vMyyMjr7eUIXosMs03OR5uZ12v/yTqeHURTEAAA8hEgkouPHj6unp+eBy8smJtKK/CGu4UtXHRotCunpp7bqqSe3OD2MoiAGACAPubMJlrK87NKlq/r9H+KamEiXaHQohoP7d2nz5rVOD6MoiAEAKAHbtnUhOqKzn19kP4EK9e+/s0c+30qnh1EUPEAIACXg8Xi044nN+vabz8v/+Canh4OHVFvjdW0ISMQAAJRUba1Xe17w6/XXntWGDaudHg6WqMGlSwpziAEAcMDatfX65tef0csv7VBdHZsUlTu37i+Q484FkwBQIbZuWa/NjzbqfP+wzp1LcNBQmWp0eQxwZwAAHFZdvUJPPblF33pzt7ZuWe/0cLCAxoY6p4dQVMQAAJSJuroavfzSDn3z60+7/rZ0JamuXqH6encfPEUMAECZ2bBhjdpee1Z7XvCrhq2NHdfY6J6jiu+HZwYAoAxVVVXJ//gmbd2ynq2NHWbCXRruDABAGfN6q9X63GN64/VWbX7UnbvflbvGxnqnh1B0xAAAVIA1q306eGCXDu7fpdUun78uN25/eFBimgAAKsrmzWu1aVOD+i9c0udfDLG1cZF5PFVas8bn9DCKjjsDAFBhPB6Pdu5o0rfffF6Pb3/E6eG4WsOaOnk87v+odP9vCAAuVVvr1d49AbY2LiK3bzaUQwwAQIWb39r4a0+4+jAdJ5gSAzwzAAAusXXrBm3evFbnzid17nxSWbY2XjZTYoA7AwDgItXVK/T0U1v17Td3awtbGy9bwxr3rySQiAEAcKW6uhrte2mHvvHq08Z8uy201at98npXOD2MkiAGAMDFNm5co9dfe1Z7nmdr44dlwv4COTwzAAAuV1VVJb9/k7ZuXa/Pzg4pGrvE1sZLsHat+3cezOHOAAAYwuut1u7W7Xrj9VY9+mij08MpeyZNrxADAGCYNat9euXAk2xt/ABMEwAAXO/OrY3Pfj6kTIatjXPq6mqMesaCOwMAYLDc1sb/7ltsbXwnk+4KSMQAAEB3b228fj1bG5v0vIBEDAAA7rB2bb1e+8YzeulFs7c2Ni0GeGYAAPAV27ZtUFOTuVsbrzUsBrgzAABYUG5r42+90WrU1sYrV1arrq7G6WGUFDEAAFjUqlW12vfSDn391afUYMCDdabdFZCIAQDAEj2ysUFvtD3n+q2NGxrMiwGeGQAALFlua+MtW9br7OcXdSE6ork5d21tzJ0BAACWYOXKau1ufVxvvP6cNm1qdHo4BdW4lhgAAGDJGtbU6dWDT+rAvp2qd8HWxtUrPEZu0cw0AQBg2Zqa1mnTpkZdiFb21sYNjatUVVXl9DBKjjsDAICCWLHi5tbG335zt7ZX6NbGpm1DnEMMAAAKyudbqRf3BNRWgVsbm7bzYA4xAAAoinV3bG1cW1sZWxubuJJA4pkBAECRbdu2QZs3r9W58wmd7x8u262NPZ4qrVnDNAEAAEXh9a7QM09v07feaFVz8zqnh7Og1at9WrHCzI9FM39rAIAjVq2q1f6Xd5bl1samThFIxAAAwAGPbGzQ6689qxeef1wrV5bHjLWpDw9KPDMAAHCIx+NRwP+otm7ZUBZbGzcaeCZBDncGAACOumtr40caHBtHY2N5TVuUEjEAACgLDWvq9OorTzmytXF9fa28XnNvlpv7mwMAylJua+P+C8P6/ItESbY2Nvl5AYk7AwCAMrRihUe7djbf3Nr4sY1Ffz+TVxJIxAAAoIz5fCv14t4WvfbNZ7RuXX3R3sfUMwlyiAEAQNlbv261XvvGM/raiy1F2dq4sbF4oVEJeGYAAFARqqqq9Ni2jWravK6gWxvX1q5Uba23ACOsXNwZAABUlNzWxm++3qrmpuVvbWz68wISMQAAqFD19bXav2+nXn1leVsbm7y/QA4xAACoaJseubm18fO789va2PRlhRLPDAAAXMDj8agl8Ki2blmvs58PKRpb+tbGJm9DnMOdAQCAa9TUePX87sf1RttzemTj4lsb27atbHZWdXWFX51QaarmnDwVAgCAIkokryjyhwFNTs7M/2xgoF//8ovT+ujDdzQzMy2fz6dDhw7p2LFjam1tdXC0ziEGAACuls3aN7c2/nxI7773f/Tzv/+xmpubFAqFFAgEFI1G1dXVpUQioZMnT+rw4cNOD7nkiAEAgBE+/rhPBw/u05EjRxQOh+X13t5bwLIshUIhnTp1Sn19fcbdISAGAABG6OjoUG9vr/r7++8KgRzLstTS0qK2tjadOHHCgRE6hwcIAQCuZ9u2Tp8+rWAwuGAISJLX61UoFFJPT8+SVyK4BTEAAHC9dDqtdDqtQCCw6HV+v3/+WpMQAwAA1/P5fPL5fIpGo4teF4vF5q81CTEAAHA9j8ejQ4cOqaurS5ZlLXiNZVkKh8Nqb29XVVVViUfoLGIAAGCEY8eOKZFIKBQKfSUILMtSMBhUMplUZ2enQyN0DqsJAADG6O7u1tGjR9XUdHOfAb/fr1gspnA4rGQyyT4DAACYIBKJ6Pjx4+rp6VE6nZbP51N7e7s6OzuN218ghxgAABjJtm2l02nV1dUZ94zAvYgBAAAMxwOEAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGA4YgAAAMMRAwAAGI4YAADAcMQAAACGIwYAADAcMQAAgOGIAQAADEcMAABgOGIAAADDEQMAABiOGAAAwHDEAAAAhiMGAAAwHDEAAIDhiAEAAAxHDAAAYDhiAAAAwxEDAAAYjhgAAMBwxAAAAIYjBgAAMBwxAACA4YgBAAAMRwwAAGC4/w/mUDP2v9rcYAAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -370,7 +370,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -401,7 +401,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 600x600 with 3 Axes>"
       ]
@@ -444,17 +444,9 @@
    "execution_count": 19,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/thomasrobiglio/opt/anaconda3/lib/python3.9/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
-      "  scatter = ax.scatter(\n"
-     ]
-    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1400x400 with 3 Axes>"
       ]
@@ -530,20 +522,12 @@
    "execution_count": 20,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/thomasrobiglio/opt/anaconda3/lib/python3.9/site-packages/xgi/drawing/draw.py:1487: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
-      "  node_collection = ax.scatter(\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "(<Axes3D: >,\n",
-       " (<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fec21089400>,\n",
-       "  <mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7fec20927fd0>))"
+       "(<Axes3DSubplot: >,\n",
+       " (<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x28c34b4d0>,\n",
+       "  <mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x28d886110>))"
       ]
      },
      "execution_count": 20,
@@ -552,7 +536,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUgAAAFICAYAAAAyFGczAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABfEklEQVR4nO2dd5xU9bn/P6dM39ky2xd2F9ilIyB2BIMNEIkKShRDolgTU9W0m1+8SSyJN8ZrgiYxlniJV0UTsWMUFdEbURGBpS1lF5btdXo79ffHzBxm2J3d2ZnZ2cLz9rUy5ZTvtM952vf5MqqqqiAIgiB6wQ73AAiCIEYqJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDiQQBIEQcSBBJIgCCIOJJAEQRBxIIEkCIKIAwkkQRBEHEggCYIg4kACSRAEEQcSSIIgiDjwwz0AIrMoiqLdZlm6PhJEf5BAngJIkgRRFCEIQoxAAgDDMGAYJuZ2IvejHwNOiG30cwQx2mFUVVWHexBE+pEkCYIgQBTFXqKYCeKJaSLievL20dskgqIo2Lx5Mz7++GOYTCZcffXVmDZtWtpeG3HqQAI5hhBFUfsbDlEcahKxbru7u7Fq1Srs2LEDJSUl8Hg8cLvduOOOO/Dwww+DZdk+BTgaSZLw+uuvY8uWLdDpdFixYgUWLFhAlvEpCLnYoxhVVTX3eayKYjSqqmKg6/m3v/1ttLS04LXXXsN5550HQRCwfv16/OpXv8LkyZOxZs2aXvtEi213dze+9rWvoaamBtXV1fD5fHjsscdwxRVX4JlnnoFer++1z8n30y2k7e3tePTRR/HWW28BAJYuXYrvfe97KCsrS+t5iN6QBTnKiIiiIAiQJGnMi+JgOHr0KBYsWIBHH30UK1eujHnu9ttvx6FDh7Bly5Z+j3HTTTdhx44deOaZZzBv3jyoqoo33ngD3//+9/GDH/wAd955Z0Jj6Ss8MNjYLsMwOHr0KL7yla/A7Xbj6quvBsMw2LhxI4xGIz766CNMmTIl8TeIGDQkkKMAVVVj3Gf6yPrm3Xffxdq1a/H222/j3//+N9xuN+bMmYNLLrkEGzZswE9+8hPUNRyBjtODY7he+7e0tODss8/G73//e1x33XUxz/385z/Hpk2bsHPnzoy62mvXrkVtbS1ee+01FBcXg2EYdHV14YorrkBlZSVefPHFQSXXTr5PYYP+IRd7hBIRxYileCqLoqqqEJQgBCkIUQ5AlEWIchCiIkCUBQhiEEHZj1axDgBw+eWXw2AwIDc3F3/84x9RXV2NM888E7b8PBzrqYWsSJAVGYAKFSo4hgPLcKj5ch9UVcU555zTawznnHMO1q9fj2Pth2G1WsGCBcOyABiwDAsGDBiGBRv5l2HAgANYBiwYsCwDgA3tl6AoORwObN68Gb/97W9RVFSkhRhsNhu+973v4a677kJraysKCwtTen/7s3b7s34HEuCxAAnkCEJRFM1KPBVEUVZliFIAQTkIUQ4JoBQWPVEWISkCJEWEpIbEDABUVYasyFBUBbIiQ1VlqOHnuru6AADf+c538P3vfx9msxk1NTW4/fbbsXHjy1j+taWQJBEKZEiqBEWRISoiJFmErIqQzT4AwL59+zBx4sSYse7btw9ZVgs6g43olnpbnwmjqgCixYOJehwAExJBRmXQ2tIOVVUxYcKEXoeZNGkSgJCIpiqQ0bHddIVsIiLJcRyMRiN4fnRKzegc9RgiWhRFURzu4aRMyNoTIEnBsNUnQJJDtyVZhCgLkBQJkipCUeX+DgRVVSCrMmRVgaLI4e3VkzeDAhWqKuOdjR/izLPOxM9+9jPt+dmzZ+Ohhx7Ctddei/IZBWh0HoGO10PH6mKOwwAYX1mG6XMm48EHH8S8efO0JMjOnTuxfv3/4KLlC6FChSQLoVGoCIuzGtY3FYqqhB9Xwn9hAYICVQ3d1iytyP+ZyBhC/0UeMubqkJVtwZYtW7Bw4cKY8b7//vuwWq0oLy8fzMeTMXieH9XCGGF0j36UEhHF9vZ2dHV1obS0FEajcbiH1S8hay+IoBwIubdhK09UQrclWQxbexJOFrEBUUPCoqgyZCXyrxQWPiX0p91Ww4KjQlFVACcsnuajbbjpxpt7HX7BggVgWRadbfaQOAsiggwbEslIfWVY4G740So8dPfjmD9/Ps5fcD68Xi+2f74d1TMmYOXa5ZBVBWpYrGXIYREPCTgDABHXFCzAMOG7LFhwABtrOw6EXs/jkqsuwNNPP42qqiqsWrUKDMPg5Zdfxl//+lfcuPbGEfW9YRgGer0eBoMBHJeClT2CIIHMEIqiaIXbDQ0NuOeee7B582YoigKr1Yo1a9bgpz/9KXQ63cAHSyOiHIQoCQiGY3ySHISohi29sPCJA1l7g0FVw5akBBliOB4ohYUvYnmFxLD/w6jav2rYjrPmWXDo8KFe29bV1UFRFGTlmLTXoagKJEUCwIBjWDAMCwYqbCU5uOev38O/3/kCtV/WgeM53PTT63DmotMgcQFIMgeeM0DHcNBrcceQGKphkVeiBL8vq3cwrLxhGXo67PjJT36CX/7yPwEw8Pv9mH/JWVh03TzY/V3IMxUkffx0wLIsDAYD9Hr9mJu+SlnsIUSW5ZiYIgDY7XYsWbIEAPDd734X1dXV2Lp1K5544gksWbIEjz/+eMrnVVUVQSkAIWztCbIISQlCkMNuriJBVoIQlSSsvf7OG7H+olxiSZUhK2I4dqiEXNAEz9mXCMbuG3ucD175BK88+S6ef/55LFiwAAAQDAZxyy234Iudn+Pev98FnZ5HtB134lYo0cIyTMjyA+BuE8AbOVjy9CfcYTCwGHJg1BnC7vDANqGqqFDUKGszfFtF4vG+5mNt2PnpXqiqirlnz0R5VVl4RCwm5c/A+NwqbduWlhbs3bsXVqsVZ5999pBZczzPa8I4ViGBTDOyLGuZ54goRvOHP/wBjz32GD7++GOUlpZqj2/cuBHf+9738M4772DWrFl9HjuSvQ3KAUiyAEEKQFRFLbYnKyJERYCcLmsvTOQHrllFigwFSvj+icciWWFN0BL4ailKRPoi8hfZ56RYYwLjlEQJT/zqeez74jDOP/98jBs3Dh988D6cLhdu/c/rMOusKRjIyY1koRmGgSwqAAtw3MlWEQMDb4SO02nZayCcuQ7vGxFbJpzh7lNIFRUyFKiqDEUJiWco6dS3cDrafGBYBjlFpl7PFVjGoTJrGn72s5/htdde05ItZWVlePDBB3HxxRcn8A4mRsSNHu3xxUQggUwD0bNZZLlvcdq5cyc+++wzrF+/HtOmTcMzzzwT87wsy5g1axbWrF2Nb972dYhaUiOSzZUGZXEkgqqEkhtylNCpYSGUVRUq5PAPLfa8WkIiIoaqGitsqnYL0AQTiH40/Mygxxxf3kLPSKKML7bsxhcf1sDrCKC8uhQXXjMfpRXxM70q1JCIRREpx4lfrsJAzxuh5xILiZwQ0ugyIBYhg/VEeRAYJiYmq2jWp4yAP5TE05v6tggf/c9nULN9P37xi19g6dKlaG1txcMPP4yPPvoIr7/+OmbPnp3QWPscP8PAYDDAYDCMOTe6P0ggk6S/DjnRuN1u3Hbbbfjoo49gNpu17e+8807cdddd2naKomDWrFlY+fWv4vpbVoUsKzVkqcmaS5b4R6UqChRFgqyqWixMgQJFCbl2sqoAYXdXO6oaK19QT4ibgvC2obRsr7H0JYCR+4mOum8pSr6eLuiRwfEMeGNyP2jBI0PH89CZ47uoes4APW9Idoh9EKqbhGaJRizTkHsPVcubQ1FC3wsFCpqPteLH37wXf/jDH7Bq1SrtaJIk4aKLLsLMmTPxl7/8ZdCjYVkWRqMRer1+zNQ2DoaxbyOnkWQ65Nx9993YvXs3/va3v+HSSy+Fz+fDX//6Vzz88MOoqKjANddcAwB4/fXX4XQ6seqrqzEhrwoByYeA6IOgBLVjKaoCRZYRlIOQZUFzryVFghyuF5QVCaoiRdl8qlZjF/lhxTwV7d5q252wBtXYzXvd0rbr5z0YyOobCqSAAlVWwWclH38T/TIUvQrGiHAip/d4BTkIFYAhbSIZLg4KlwvFnMsvAQwDvTH0mpiwlcuCx+G9RwEAV155Zcw+PM9j+fLl2LBhw6BGESnTyXTScKRBAjkAqXTIaWpqwqZNm/DQQw9piZmsrCzcfffdqKmpwe9+9zuUl5dj69atePzxx7HksiWYNKUSfsGLoORHQA7AL/rgFzzYtWMXvvx0NwBg9nkzMWl6ORiGCUlTpCgv8otiAEZzcxnNbWMQKlJWoUJVwoXBmmV4cgpkYBHso9y5z3vDgSypCLol6C0cWD658VgK9doFRFZlMGp41sxJQinKQUBVYdBFl9xEnHYmqvyHiXkudBjmpG0i7njv4/i9brAcC7M1KySMDA+O5cAxOuTnFAEAnE5nr8Jxu90Ok6l33LIvTqX4YiKQi30S6eyQs3nzZtx4443YuXMnioqKYp579tlntYJms8WERcvPx3W3XQVexyFanIL+IB75xVOo2b4PhUWFUBQF3V3dOPOCObj9/60BrxvYfVTDlmLoow79q4TLaHpniKO/Dkz4PhP1+PCLX6K4W4PQmTkYcyI/9sTG3tdW0fNfWJYDx/ChjHfUDnrOhCxdNhguPe8RAxYcy4bPxYMFA47hwfGhqZERoTZwZigB4CvzL8Lq1atx3333acdoamrCJZdcghtvvDGmgD4almU1YTyV4ouJQJcJDF2HnLy8PABAQ0NDL4FsaGhAdo4Vv374FyidWABGr0JWBZxsuT37p404sv8onnnmGSxevBiKouCNN97AnXfeiTfWv4drv3WlVmCtqnJMBjkSb4wVwViYmH+jrZy+t+iL3sdN5JqbvFglSlaRIRzHSw5ftwhOz8Jg5aAZeypCsT8o4FgeLMtpCzuJsh9uVYHVkAuGTeysLMOCY8KCy3Kh2ywPlmXB9tFQI4KO1cNiyEGWPhs8qwOygZ/97Gf45S9/icOHD2tJmueffx75+fm47bbbeh2D4zitTOdUjC8mwilrQWaiQ46qqliwYAFKS0vxv//7v9qsh7q6OixfvhwrVqzADTfcgOrqanAch6DohyPQA0/QDq/gRmdPB2694oe466678d3vfjfm2A888AD+/ux6/PGf94LVMVDCU/MUJRS0H6jQOkIv+ej1O+mrZjD6gfjOdWzCJ/oxNerhofn6CT4ZokeGpSj5Gr2gWwarY6A7KckTiliEQhUsGHAcD549IWYca0B2lEiGBJALu8RsSACZiAgmbrE5ujywmqwYX1IJA9/3DJpNmzbhL3/5C3bt2oXs7GysWLECP/zhD1FQcKKYXKfTwWAwnPLxxUQ4pQRyODrkfPrpp1izZg1ycnJw2WWXwW634+2338aECROwceNG5Obmxt13//79uPTSS/Hmm2/i9NNPj3lu69atuP766/Hgcz9HYbEtrliFks4Kol3skcqJbHq0jEaLa+Jjl4IK/N0iTDZd0lnswcAwLPScHhyrC025Yw0oso6Hnk/NOmPAwKyzIkufDXuXC3q9PkbsEh8fowkjxRcTZ8y/U8PdIefcc8/FO++8gyeeeAJbt26F0WjE3XffjW9+85uwWq397hv5IRw8eLCXQNbW1kKn02FGxWwovAS/6EVQ9kM9qUg8pJshgdAaLKhq2MocWYJ5Ii/RdzOHaHqL54n7KgDewILTs1Ck5F+fKodPz0aGFZV2YbRb2uhDtaoqdJwBCiR0eVpRkj0eLMth1xc1+OCdrfD7Azht7kwsvvwimMzxEycGzowsQzYs+mzNyjSVZSU89rq6OhQWFiI3N5fiiykwJi3I0dIhx+fzobGxEVVVVXGv6t/4xjdw+PBhbNy4Uesuc/ToUW2dlMceeyxme3fAjm5/B1x+O3yCCwHJD0EOIG6kcAQLZiooSihTz/FsL/GM5+JHZ5tDUw2D0Jk4mHIH44pG3GoeBp0RHDg89eAGvP/2h6isrECezYaa3TUoKinEH574HconjNf21DF6WIxRccUUaG5uRklJCfLz8ym+mAJjRiAjohhxn0cDwWAQdrsdRUVFca/ujY2NuPrqq9HV1YWLLroIsixjy5YtqKiowMsvv5xQL0BFUeDwd6DH1wW3YIc3GLI25agaSyDijgNQFW2WzGgVzIBLguCWkD0uNlbHhFvqMFppTbghLE528VWIghyaasizvWpGByZ0/A9e2YYXH38d69atw4oVKwCEEnTf/OY3wBt4/O3Fx2E15MCiz4kbV4xw5MgRmM3mfteiofhiehnVAhndIWc0iGJ9fT2MRuOgF1uy2+144YUX8P7774NlWSxevBjXXXfdgC76QARlP3o8HXAEuuEVXPALbgTkIFQ19F6mKpiKoqD2yyM4erAJRrMB8xbOQl5BTkpjHpiQ9CmKAndrEKYcPYzZei1Em6otpZ4wPqMeODG7JTZequJXtzyCc+adh8ce+1PMcbZs2YI1a9Zg06ZNmDNnTkLndjqd0Ol0MJvNMY9H2ozp9XrNE5EkKZQEIrc6JUZlDDK6JCeRle5GCjabLcaVjgi8wWDo1w3Ky8vDHXfcgWXLlgFAnx2mk8HAmVCaU4nSnMqYx91BJ+y+DrgCPfAEXQhIvvCMESVhwXR0u/Cne9aj4XAzbDYbvF4v/vnXt3DFjYtx2XWLUhx51BIBWiMIJlYEOQ7mPIDXcUiw4qYXAbcETsfGZLFPKn2MKgCPzK1mwbGctgxDZ2sPzjjjzF7HPuOMMwAAx48fT1ggc3JiLy7x6hdVVcXu3bsxYcIE5OfnJ/pyiT4YlQLJ83yfMbtI/aLWQCHqr7/n+3puKDg5Y+33+1FfX4+pU6cm1DIquvvPUGI15MBqiP0xyrIMZ6ALdn8nXEE7fIIXAckHURZCghnumh3hyftfQNAtY+PGjTjnnHPg8Xiwbt06/OlPf0JpeSHmnj+z3zFEOuCccIVju20PhBgMjeXkEp0Qkf6PjCZmLFiwLB+qS2RDJTk9DifMRjNsOXnQsTpwnA48G/rTc3roOAN0rAEG3hi3pVj5+N9h9+7dvR7ftWsXAGD8+PG9nouH1+sFx3GwWCwD1i9WVVX1sjSJwTOqXeyhIhFRjelVGEdsTy44DwQCAKDVQyqKgmAwCKPROGoD6UE5iB5PB5yBLniCDngFF2r3H8a9334E//M//4NLL700ZvuVK1fCEejC3b+/tc94YG9XmNW637AMF54TzYVvc2E3Ugee5cAzPDiWB8/o4HUF4ep2YWL1BJiNFug4A/SMATo+s92uH3/8cfz2t7/FX//6VyxduhQA0NraijVr1oDjOLz77rsJH6u+vh42m63XejnE0DEqLcihpq9V3pIlWjxbW1thMBhQUFCgPWaxWAYU5MjjDocDqqpqM3RGAgbOgNKccpTmnFgbpW3HiwCACy+8sNf2F154If78+J9QmTcVHMuBZ3XgOD30rB48p4eO5dMjZkXAAfEA9FIW8i3FyR0jDdxyyy3Yvn07br75ZkydOhX5+fn4/PPPYbPZ8NJLLw24f/QyBnPmzEnoQqqqKrq7u2G1WmEwpLPT0KkHCeQQEy22kydPBsMwWnhAEAR0d3ejsLAwoayj0+mEoijIzs7u14pN1PodKiJxr7q6OkydOjXmufr6ehQVFGNW6dlDOgYAmDhxYkpF0Q0NDbBarbDZbEkfg+d5PPXUU/jwww/x4osvwuVy4Z577sHXvvY1ZGdnx90vlfnRiqKgoaEBkyZNIoFMEXKxhxGfz4cjR45gypQpGV98aSBRjWfJJiK2oiji7LPPxqxZs/D0009r8dUdO3Zg1apVuOuuu3pNnUw3drsdDocjJXe0ra0NZrO5XyFLNzzPaxnpk63FpqYmmM3mlASbGBwkkBmko6MDLMsmNVVsJNOXmL777rv42te+hvz8fCxZsgRtbW147733cPbZZ+Of//xnTBw2et904Xa70djYiIqKCmRlJT4DZbhIpH6xvr4eVqs15XWwicQhgcwgDQ0N4DhuUJnLaJqamiDLMiorKwfeeASwf/9+rFu3Dp999hmys7Nx3XXXYe3atXGt5XQlxyKP1dXVITc3N+lSl3TXEvb09MDn82mf/1AtkyrLMurr61FaWjoqLg4jGRLIYSQQCKC+vh4TJ05MqKFpd3c3ZFnu1TptpHP8+HFkZ2f325gj3UiSBFmWwfN8v+GB/gT5wIEDyM3NRXFxepI8drsdgUAA48aNG9JlUmVZxrFjx1BSUgKLxZL2459KUJJmGGFZFlarNWHrYbQW/abaeDgZOjs70dHRkXARdl/MnDlTc30TsWIHsn4LCwtTWiZ13759sNlsA9bDchyHqqqqfrchEoMsyAxy9OhRMAyT9EyYSN/KsbwOcboIBoM4cOAAysrKRozFHRHOZK3Grq4uGI3GAd3miCD3vyojkQg0UTOD5OTkxGREVVVFMBhM2Lpqbm7G0aNHh2p4YwqDwYDi4uKUqgO6urrg9XrTNqampibU1tYmvX9BQUFCMUVRFLFz50643e6kz0WEIIHMIDabLaZEIxAIYO/evfD5fAntX1JSgvLy8oE3HGHs2bMHbW1tGT2n1+uFTqdLqUSntbUVLpcrbWMqKChIOkEHhDLzwWBwwO14nk84rk30D7nYGaSvqYZerxdmszmj098yTVdXF0wmU0YTBm1tbWhpacHs2bPHTAft3bt3o6ioKGNz8gkSyIxSV1cHRVEwefLkpPZ3Op2QJGnUJmsyTU1NDQoLC0eMoHg8Hsiy3KsrT6IIggCO4wa8mMqyDKfTCavVSn0hU4Rc7AxSXl4eU8MoSRLa2togCEJC+7tcLnR3dw/V8IaMRF3DdFNVVZXSxaSurg49PT1pG093dzdaWlqS3l+v1yfkaYiiiKNHj2oeC5E8Y8P3GCWcnH2WZRltbW2wWCwJZaZHY/wRCGXvM23JdXd3w+FwpFTuwvN8WusUKyoqUtq/qakJ2dnZA8ZVDQYDTj/9dMpgpwFysTNIT08PZFk+5aaKiaIIlmUzGmd1OBw4duwYqqurx8xskkOHDiE/P59CLBmEXOwM4vP54PF4kt6/vb19VJb56HS6jCehcnNzodPpUirTkWU5rQXuHR0daGpqSnr/KVOmJCSOgiCgrq6OXOw0QAKZQcaPHx/TXUYURdTW1ib8I47M6hhtNDU1weFwZPSciqJg6tSpKU0T3Lt3Lzo6OtI4qsygqmrGZy6NVSgGOYwwDAOTyZRwnGu0trkKBAIZb+fW1taGrq4uzJ49O+ljVFZWpnXcqc7o2bNnD0pKSgYM0RgMhqQrJYhYKAaZQZqbmxEMBjFp0qSk9o+4fFS6MTCBQAAHDhxAeXn5iGkvF/mpJZs8aWtrg9VqpQYUGYRc7AxiNptjlmpVVXVQjRxaWlpw6NChoRremMJoNKKwsDClees9PT3w+/1pG9OxY8dS+vwS7c7j9XqxY8eOhGdoEfEhgcwgeXl5Me6RLMuoqalJeDpbQUFByqUiw8H+/fszPtXQ5/Ol3A38+PHjcDqdaRtTQUEBSkpKkt7f4/FAFMUBt9Pr9aisrKSmJmmAXOwMIggCFEXR4lqqqsLlcsFsNo9pt7mjowNmszmj5TYtLS1ob2/H7Nmzk86gp+oSp5sdO3agoqLilCsTG05IIDPI8ePH4fV6MX369KT293g8CAaDVAeXILt370ZxcXFKVls68Xq9UBQlJswyGAKBQNw14aORJAkej2dQvUaJviEXO4MUFxfH9IJUVRUdHR0JT8NzOp0Zd1XTgdfrHZaphpMmTUppidz6+vq0lie1t7ejtbU16f2NRmNCjTcCgQDq6uoScseJ/iELchiRZRm7d+/GxIkTR9Ra1+mmpqYGBQUFKCsry9g5u7u74Xa7k25ODIQE0mazpW2pCEVRoKpq0lZdU1MT8vLyBkzUqKoKWZbBcdyICQ+MVkggM4jL5UIwGDzlYkjBYBAcx2W07VhPTw8aGxtRXV09JspiVFXF/v37UVZWNqYvpiMNcrEziMfjgd1uT3r/rq4u1NfXp3FEmcFgMGS8J6PNZgPLsilN7Uz3UrTt7e1Jh0gYhsHMmTMTEke/34+jR49CkqSkzkWcgAQyg5SVlWHKlCnafVVVcejQoYTLfDiOG5XZ7paWlrSWyySCqqqYOXNmSlMNd+3ahc7OzrSNSZZlyLKctuPFQ1EUCIKQVnE/VaGphsPMYFpq5eXljUr3yuPxZNyCbGlpQU9PD0477bSkj1FZWZnWZQtSicEqioJ9+/ahvLx8wJioxWLB1KlTkz4XcQKKQWaQjo4OuFwuVFdXJ7V/qkH+Uwmfz4eDBw+isrJy1M5hj0ZVVbS0tCAvLw9ms3m4h3PKQBZkBtHr9b2+3LIsg2GYhKzI9vZ2dHZ2Jt2AQZIkzfWKLAmayN9oxGw2Iz8/P6WLid1uh9lsTlsHpbq6OgBIqokvwzAYN25cQts6nU7U19dj1qxZozIkM5Iggcwgubm5vdyjXbt2obKyMqGGCrm5uYO2HlRVhSAIEAQh6aB9RLwj/w5GXBmGwcGDB5Gbm5vRgm2fz4fs7Oyk138BQp3Qx48fn7Z1tVNpmqGqKvx+PwwGw4CibzQaUVZWRp5GGiAXO4NIkgRZlmMsknRbKRFkWdaEcbh7A0ZWNbRarWBZVrNKByu4g6G5uRldXV047bTTkl42QZblmPEOJ7IsY9euXSkXvxODgwQyg7S0tKTUo9Dv98Pv9/cbUxNFEcFgcMzNoognmH0JrqIoeOutt7Br1y5YLBasXr0alZWVwy50Xq8XDMMkFUNUVRU+ny+hkilRFOH3+2G1Wof9NY92SCAzSES4ops2dHd3w2KxJNSYta2tDW1tbZg7d27M45GyjmAwOOzWYl8EAoGMlSg1NTXh61//Oo4cOYLq6mp0dnbC7XbjJz/5Cb7//e8PaKFGRPbIkSP49NNPUVRUhCVLlqRlAa/Dhw+DZdmUFhJLBLvdjvr6esydO5fc7BQhgRxmvvzyy4TjXCd3l5EkSRPdkfwx1tbWZiwGuWTJErjdbjzyyCMoLy9HXl4e1q1bh3Xr1uGZZ57B4sWL+93f4XDghz/8ITZv3oxJkyahq6sLFosFv//977Fo0aKEwgARq/bkxyRJAsuygy55UlUVH3/8Mfbv349x48bhsssu6/cYiqJAkiTodDqyIFOEBDKDeL1eeL3eGDGMZJQTJR1Jl0yTaBeaVPn888+xYsUKvPjii5g5cyZaW1sxadIkGI1GXHXVVTCZTHjhhRf6PcaqVatQW1uLX//617j44ovR2NiI3/72t9i2bRs2bdqEadOmpTzOwSS46uvrsXr1auzbtw/Tpk3DsWPHkJubi+effx4LFixIeSxE/9BMmgzi8Xh6LQKVqDjKsozW1lbU1NTA5/ONGnEEEu9CkyoHDx4EwzCYP38+VOhwvKkLn322Hzt31eO02efj4MGGfmOzX375JT755BM8/PDDWLlyJXJycjBr1iw888wzKCwsxJNPPpnS+Lq6utDT06MtqiXLMiRJgiiKWogkEAjA7/fD5/PBbrdjxYoVkCQJL7/8Mj744AO89dZbqKqqwooVK3DgwAG43W643W54PB54vV74fD50dXXhyJEjCAQCEAQBoihqCcJILS2RGFTmk0GKi4t7TX0bqGNMxFqM/IhGI11dXTAajWlvmKuqKjzeINxuP+x2Dzo7GeQVzMX/+8//QWeXHYokw1aQj7zcPNTs7UFe4Vn4f/+5AYoKsCwDg56H0WSAycDDbDFg//49KCo+HSqK8NnnhyAKdkybVo2CgnwsWbIEH374YUrjFQRhUHHMTZs2oaGhAR9++KG2CNesWbOwfv16nHXWWVi/fj1++tOf9tovIq42m63fC3Bf5VtDWVkwGiGBHIEoioJgMNirRCc7OzulJQSGC6fTCVVVkxbIaCH0ePxwewJwOHzo7HDA5QnA6w3C7xegyEaYLQV4b/MW2PItyLYaUFNTg7y8PDgcDsyeMxu5uVnaMaGqUGUFHm8A/oCAYJABWCMamzoQCORBlgU4nPUoKOhBc4sTJlPOoEMi0Qx2quGOHV+iuroakydPhiiKOHKkDpWVFbBarVi4cCF27tzZ535WqzWhpryR71ayib2BEl0Mw4DjuFG99AMJZAbp6elBV1dXTMOK6BUOx2qJTqJZ276E0OMJwOsNQBQV+LwBeHwBeDxBBAICTvYUm5ubIIsSps2YjqmTq6A3CJgw0YOtW/8POh2DBeefAZPZiAKbFQUFVuTlWZCdbUa21QSOY9Ha2o6FC5/CkcOfY+7c1XA6/fD7g9i3/zC2f1GLxYuX4J13dyEvLwv5+VnIt2UjN9fcp2BKkgxJOiE8IQFB3PtA7+et1ix0d3dDFEXIsooj9V0wW/JQWWFGW1vbsHdK76/bEcMww9LFKd2M7tGPMnie71XOI8uy5j4P1Omlu7sbra2tmDVr1lAOc8jpTwgVJfSDk2VVE0SvJwh/H4LIsAwMOg46vQ56PYcPPtiL8vICXPnVi6DX6yCJLpx9lg3jSk1Yt+5hnHN2OaZPq45rAZaWFuMHP/gO/ut3v0N93X4svGAhGo83461N76K0rAKLL/kKAoKMpuZuNDV3A2DAcyxy8yzIz8uCLd+K3ByTlqk2GmPLmo4dOwa9Xp+wJXnVVVfhj3/8I5566imcv2AZGMaEffub8cUXX+DLL7/EX//61z73czgcaGlpwYwZMxI6T7rR6/WDWu99JENZ7GEiMi96165dyM/PT6jMJxgMwufzjZqZFKqqwusLorb2MKByYDhjLyGMIMsqfL4APN5YQdTpOOj1PPQ6HnoDD71eB334MZ3uRI0fx7G484ffw403rsFly5bCoOegQoHZbIHP48TSpUvx34/8Ny5cdGGUpcbE/sMw0PEs3nvvXTz99NNQVQVutxuLFy/Gd7/7XS28EQgI6LF74XT6wn9eiFLo4sbzHGy2LOTbrLDZspCbc8LCdDgc4DhuUGvSPPDAA3jyyb9j7ryLUDVpElpa27B3Tw3mzKnE39c/0acIBQIBuFyutE2RTBSe52EymUa91RjN2HklowBZlhEIBLQ6NQAoLS1NqEgcCDWeTfeUxHQQEUKXq2+LMBjwgON48LoTrzMiiIGACEGUIEsKWI4Bz3PIzbEgvyAbOo4FwzGAeuI8kqRAkmSwLAOWYWA06ZCTY4Y1ywyDUYXH3YHpU8ehq6sTTqcHsmTERx/vgTlrHNxuoOF4J0wmA8wmPUxmfehfkwEse8KqvPLKK3DllVdAkqQ+ly0wGvUoK9WjrPTEhcrjDcDp9MHh8MLh9OHQ4RbIsgKe5zSxzM+3wmod3CyaH/3oJ+B047Dtk3+jufkI3B4Ry7/6VcyfPx+dnS4UF+f22sdoNCb8nUoHLMvCZDKN6lhjPMiCzACRpEtrayuam5sxa9YsbN++HX/+85+xfft2mM1mLF++HHfccUe/DQ0EQYDf70+pAUMqRAuh1xuAy+2PEUJFUaHICmRF0dxhhmFgMumg0/GQZQWCIMHvFyCIEnQcB45noYaPrYaPIcsKZEmGEBZCHc+D51lkZZlQXJSDgoIsZFvNyM42wWg88aP81a9+hRdffBFvvPEGJk2ahL1796KgoADf//4P0dbuwn/8/DdxY2YGgx4mkw5mkx5ms1ETUJNJD5NRD44bnLuoqirc7gAcTi8cjpC12WN3QafjUFiQB5stCwX5VuTk9C+YO3bWo7XVHlpnRhLBcTowbCQZwuDMeVUoKor9PkS8k6Fui8YwDIxGIwwGw5jNaJNADiEnJ11EUUQgEMDHH3+M22+/HdOmTcPll18Oh8OBl156CTk5OXj99dfjrlljt9vR1NSUUhPYgccciol6fQI8YUvQ7YkIYVATmBPfGhV6HQ+jWY8ssxFWqxFZWSaYzXoEAyLcngA6uxzo6fFAFBWIkgxRkCFKUuhfUYYoShAlGQY9D5NRD3OWEUWF2SguykF+vhXZVjOsVhN4vn+RcjgcWLlyJY4dO4bLLrsMNpsNmzdvRldXF5599lmcfvoZOHi4FY2NXQO+D6HuOU4YdGZwOj0Mep1mcZrNRk1MTWZDwgJ66NBhyApgNOaErE2nF0JQgi0cvyzItyI7+0SD3pYWO77c1f8SGyzL4KwzqlBYeEIkMxGrNhgMMBqNYyLO2B8kkGlmoHnRoijirLPOwplnnoknnngCBw8ehM1mgyRJWLp0Ka688krcf//9/R6/vy+lLCsx8b3ojzf6k1ZVFSoU+HwC3O4APO4A3D4/An4hVDITdQyeY2EyG2A2GWA2h1xSizkkFEajDoqiwusLoK3NifZ2O9o7XbDbPRAECaIgQZZdUFQeqhoKD4QynDxMJj1ys80oLs5FUVEObLYsZGebkGVJ3j10u934+9//jvfeew+qqmLKlCm47bbbYpoUu90BHDjYhI6O+MtAqKoKr6cHRqMlJjQQj4iAmkz6E++TUR9+30ICKooiGIaJidFJkgynyweHIySYPm8QJpMeWVlGHDzYAo4/0YBDFHzQ6U1g2dj51RzH4swzqlBYkI1du3bh1Vdfhcfjwdy5c7FixYq0Llqm0+lgMplOmTneJJBpIuLW9LcWSDAYxNatW7F27Vq89957mD59OhRF0WrIHnjgAWzYsAE1NTXaPieLWjTRVlwEjuvdniviGrvDLnHkX0/YNQ65SnpYzAbNSrKYjTCZ9OB5DoqiIBAQEAiK8PtF+P1BeH1BdHd70NPthsvjh88vQFV6v26GZWA0MDCbTCgoyEFRUQ5KinOQl5eFbKsJev3QhMG7u7vR3t6OqqqquHHbrm43DhxogtPlG5IxRKPX60647caQgEZboNHWsSBI+HDrPjQ1dyMoSKGidh0LwIu8vCJwfO+mHyzL4IP3/okXXliP0tJSFBUVYc+ePSgqKsKGDRu0QvNk4TgOJpPplGvAS0maFBjsvOjdu3ejpqYGDMNoM2oYhsEXO+rQ3eOBIFmhqLnYvqMOLBiACQkMGxZQQQzA53Ejv6AobEUyYFkmPAMidI5AQIQ/IMDnC8LvE+ALW4Q8x8JsNoRiaqaQGObkmMGxHBgOEAUJgijD5fChs8OFoCAgGJTCAhp2OQMivN4gfL4A/H4xrNCMlgXmORZGkx7WLCMKC7NRUpyH4qJs5ORYYLWaYhIhQ01+fj5aW1vh8XjiCmRBvhULF0xHS4sdBw42w+8PDtl4BEGE2+0Ay7LQ6Xqvc6PX62AyhqxQl8uPljY7jEYdsrPN0Ol4KIoCv18PuyMAlg2CZVkYTToYDSHB2r79C7z9r8/wi3vux9evvxo+nw+iKGLt2rW49dZbsWXLlqTihCzLanHGUxGyIJNAlmUttpjILIQ9e/bgrrvuwv79+7XHZs2ahZdeeglerxdmsxl79rbi/t/8BSwr44ZvXA9LVu/AtyQGEQh6YDbbIIoyAkEBwYAY+hNDYhYqieHA8VxIWMEAUCGrKgRBgiTJEAUJoihD7sPii6CqKgRRghCUEAwKCIoyEPVSWY6BjudgNhuQbTXBmmNCjtUEi9kIvYEPWcUAGJZFMOABr9NBrzeBZU/MwGDDr49hw0IfFnwwkYsCAAbaBSJyMTjxBzAMG34c4b/wcUOqDoZlNKtaO0ZY1EO3Q//Kiormlh40NHRqJTt+byeMxhzo9CFBC12EQvuHxhYef9S5+8PrtYPjdDAa488oEgQJhw+39vpseJ6FThcqd9LpOeh1fPi9Aww6Hv+z/hmYTCbcftvNmDy5AKoSRHV1NT777DOsXLkS//znP3Heeef1O75oIoXeRqNxzCZgEoEsyEGQzEyXlpYWXHvttZgwYQKef/55VFdXY+vWrbjvvvvw1a9+FU899RTsdjtee/UZHDqwGddefxfqj3WA51lYs0wwmfTgeA6SIEJSVKgKA3tPN8AwYNjQz5XlWRhYHSRJgRAMWXmyPLjpY6qqQhQlBMOCKIgy1PAhOI6ByahDlsUIq9UULqsJZZA5rvePJ/bcMrxeD3idAbKcuYB+wO+GJAWRZR3cMgccy6Lb5UZXlxtAEKoqAkg83sYwYfEN3dFEPnKpCgmpK7JxlNCH3sf2dgeCwdD3KyLkYACGUWHQiRBlPRgmdPFjGRZgQwLvcgPFJWXYvacBbW0OXL861OnnrLPOAgA0NDQkLJBjqdA7VUggByDevOhEeeaZZwAAL774IliWRXt7O1avXo2ysjJ8/etfx4UXXggAyM6x4ef/72dYsvhyvLN5Fw7XtaG93RHyXlkGJqMeRoMOLMelpRtLrCCGahFVBeB4FiaTHrY8K6zZJuRkhzLIen3vesBEybLmpzzewcLzBgQFLyQxCF6XuHvI8SxKS/KQb7Oivd0Ju8M7qPOqqhqyeDkGbNgiZjkWLMtqtZsMx4Bjwo+HG0SwLAOH0xu2FE1gNAs3LKKsCo4VoKgGACxkSQ5VBIgyApIMkzkXPT0unHlGNS78ygxN3CLx7EQW/BqLhd6pQu9EHNLVjHbbtm1YvHgxrFYrfD4fVBVoa3egvGIaiksmY+q0mTjrrPMwffo0cKwONXsbUFqaB0lRcOBAM+TwfF6HwwOf1w5rFuD28KisHIcsiwlMglf5vgSR5ziYzXoUFuYgOztkGWaZjeB1o99y4HV68JweKvr+7FiWAc9xYDkWPM+CY1nwfKguk+NYcCyDyvI8SLKK5hYHXE4/WC4iZgDLsJr7HhK+yP34FxGPpxs8r4fR2HsmTSAgornVDqMxVsxVRYEgyZD8MkRJgSS6IUhKTEKsbJwNFy+ajD//6X543fPR01MCh8MBm82Ge+65BxUVFTj//PPjjmssF3qnCglkFJGkSzAYHHBedKLo9Xq43W4AoaVIq6omwecLJTpEQcKUKVUoLx8HWWYgyycSPeXj8mHLzcKu3cdQV9eApuYmGAw8vFlGdHZ70NjYjKqqKuTn58JkMoSty2hhC8Ucg0EJgiABUGE2G5BnsyDHakZOjhlmsyEjiROv1w6e18NgGFy5Ccsy4FgWHM+B50KdYTg+JGShAnIOHMuC5TjwfOh5nmfBcRwURQQwDtasrPDc6JDw8TzXZ6b/ZFRVxd69e1FVXo5zzp6Kzi4XDhxogsvtT/p90OlM4Pq4oKmqiuONXRCCYqguVJIhiRJEUYkKV0SSZUAkMVY1sQhLl8zFjOnlUBQFzU178O1vfxuzZ8/GuHHjsGXLFphMJjz33HN9usunQqF3qlCSBieSLv2V6CTLU089hfvuuw/vvvsupk6dqtUxPvXUU/jlL3+Jf/3rXygvr4QgqOixe2G3e+BwerUfxrFjx/DMM/9EecVUlJWVgWE4iJKAY0ePwe/347TTZoFhOIBRw5YPGxJMow5ZWUbk5JiRk23u1TghXTBMqGFDRKR4LmKFceDY0NRBr9cJg8GI7Gxr6HEuWuRY7TGOZ8FzrCZ0qfxoW1pa4PF4YjonDRZBEHqtRdPU3IPag80IBJLrzRmy5OVQ2VRARCAgoq3dge4eD+IYuwAAjlNgMUsIBPWYOrUcy5edgfHjeocuPvzwQ7z66qtwu904/fTTsXr1auTn997uVCn0TpVTViBDX9RQ0mUou3P7fD5ceeWVaGpqwje/+U2UlJRgx44deOWVV3DTTTfhvvvu63NsDqcPPT0ePPCbh1B35DhuXPtt7N3XAEkSIUkMgoKA/fv3obKiEsXFRaESG2NouhwbLunJyQ5ZijodF7acwpaWZpWF3UlNsFjodKz2vPZc5PmwO8qHY2oRkRuJyLKMPXv2oKKiot9VIJM7toJjxzpwpK5Ny3j3uZ2kwB8RwmBomqggKIh2TkRRREenu19xBAC9nsPs08qwfNnZKCzM7XdbSZIgSVKf87FPtULvVDnlBDLVpEsyOJ1OPPzww3jllVegKApsNhtuvvlm3HDDDfD7/VqtWV989atfxZQpU3Dffb/B4SNN+GTbDqiKFSoYbNjwv5g2bToWLbrgRGIgHPzn2FACgGEZ2GxZKC3JQ1lpyB3PNJIkac1TM4ndbofJZEqqcYOqqmhtbYXNZou7vyBIOHykFfXH2uH3iQgERc0yDAYFiGLs94tjPVBUnTajSFVVdHS6IInxRdZs0ePcsyfjsiVzYTYn9jra29tht9tj1s85VQu9U+WUEciR0oxWEISYYPiRI0dgNpvj9gi87bbb0NDQgHfeeSfUsECWwfM82to6cP75X8F3vnMnFlxwERx2LwRxYEs4J9uM0tJclJTkpTSlbzAcOnQIWVlZg+6onQpOpxPBYDDpll+KoqCurg6lpaUxndA93oDWtcjl8sPt8cNu96KtzQGHc6AZOTJCdTtseIxeeDx9F6fn5VpwwcLpuHDRDOh0OoiiCJfLhdzc3AEvNKEGu7LmQp/Khd6pMqYFUlEUTRjTlXRJBVEU4fF4kJubq8XXZFmOWQvkZLZs2YI1a9bg3nvvxc033wwgNGUxsjTpF198oa1n4/EGYA/HMe0OL9wDJBSsVhNKS3JRUpwX0yQh3fh8PnAcl9EfaVdXFzo7O1FVVZVUdjYQEOEOi2BEDD3eQL/1pT5fEG1tDni8vUXP43aju6cbPMejuKQYsgJ0dbp7bVdakouLLpyJ+efFrp7o8/lQX1+PKVOmJPR6qNA7PYxJgUxkXvRw4Ha7cezYMUyfPn1QtWa//vWv8cQTT2D69OmYPn06PvroIzidTvz5z3/GsmXL4u4nSTLsjohg+uCwe+LGzCwWA0qK81BSkou83PQ1NxhO9uzZg3HjxvUbg5QkGW53aH66y+2HO/yXiDUeD7fLh9Y2BwJBCbIk4YsvtqO5uQW5uSYIgoygqGLShKmw5Z/o2jRhQgGWLJ6D2bMmJH3eCMFgSKCHe0mGscCYEcjRuF40AHR2doLn+QG7hG/btg0vv/wy/H4/iouLsWbNmpj1bBLF7QloFqbd7oHHE+i1jclkQElxDspK85CXl/pKhHa7HXq9Pq1dZRJBlmWwbCgbrqoqPJ5gjBC63P64869VRYXb0wGzKSehbj699ldV2O1evPLq22hpbcPpc+eiojwfgqBgV00d2tu7Mbm6CueePRPLLjsdEyak3v07Uujd2dkJl8uFqVOnpnzMU51RL5DDkXRJJ83NzdDpdBlvjx9BFGU4HBHB9MLu8EKKsjINel3IDS/NQ74tKyl37ciRI7BYLCgtLU3n0OMSCAior2+E3e6A2WILdS/qY5mH/lBVFcGgFzqdERyXXLmw3W7Hfz34X1i85KsoLqmELCsIBIJwuQM4VPs5dFwXXnvtpYSO5ff70draioqKil7eBxV6Dx2jtlB8pCRdBkMgEEBbWxvGjx+vfckTmQI2lOh0HAoLc2IarrrdESvTA7vdg2PHO3HseCf0Oh7FJbkoLc5FQUF2QiU+hw4dwrZt22AwGHDJJZf02zF9sIii3Msi9Lj94ULrIHxeO8yWwU01jBAqok7Nem5qaoKiyrhg4ZmwZFnR2emAyWTApZfMxosb5H77fvY1Hp1OF3OBYllWW4aD4oxDw6gVSI7jYDaboSiKtvxkf3+prgE8EvB4PGhoaMCUKVOGtFzDag11Bq+oCImZIEhwOLyalfnlznowDIOiohyUluahsCC7V0ftQCCA733ve9i0aVN4ZosCnufxwx/+ED/84Q8HNR5FUUOxQU9Ayxy7XH4Eg/GLtXmdASynizvVcCBC3xkJRoMBeoMOPMdBp+PDc6VDdaWhf/nwv2z4eQ768PNWixePrTuIydU5mDlzJurr65GTk4MsixGtra2DWrzLaDSivLxcu99foXdrayt8Pl/Cy+0S8Rm1Ahn5YiQzEyARUY1sc/L2qWA0GjFhwoSYx44dOwadTpeQJanX61FcXJzxekK9nkdRUY629klkvRW7w4O2NgcOH26F2WJAaXEeiopywPMs/uM//gMffvgh1q1bh3nz5gEINex46KGHUFZWhq997Wt9nsvnC8ZYhG63P2aph0SRZRlZ1rxQ7R/Pgtdx2to2Op4Dr+OhixI1nS60VGtoOw4Mo+LQoYOorKzUVjMcLPPnn4eioiI8/PDDePLJJ5GVlQW9Xo/GxkZs2LABK1euHNTxFEWBXq+H2Wzu9ztAmev0MepjkJkkGUGN/uuLZJYCHYkEgxIcDg+cLh9cLieuvfYa/PQnd+K2225BW1sbDAYD8vLycNNNN6GhoQGbNr2jWYJujx/ucDmNFC6jCc3gCQuXjj9hvfERq40NC1vfQtfR0Qafz5dSJ+1AIAC9Xp/SdLx33nkHt956K6qqqrB8+XJ0d3dj48aNyM/Px+uvv97nNMC+8Pl8aG5uxumnn07F3hmEBDJDhKwuNw4ePIjp06fDYDDEuP0DWbTAiWVjzWbziLYQtm7diuuvvx7vvbcVlZXlMBh04QSFiH/842U88Jv/wr/e/heMJkPIJdWHxY1nNZc11SmMkiRh7969qKysHPZ1xL/88kv85S9/wa5du6DX63H55ZfjW9/6VkJTICOF3izLwuPxICcnZ0DBjnSgoqRN6oxaF3u0EVr+1IRJkybFzIX1+XxgGKbfJTojIulyudDS0oIZM0KzKxKNu2aayLK0Dkcnpk+vDscfWWRnm+B0doBjA5g8uWxIRZ7neZSXl8NkSq4AXlEUdHR0IC8vL+UC93nz5uHJJ5/EgQMHkJ+fn1DFQl+F3okKfUtLC/x+f8xUQyI5yIIcZg4fPgyWZRMKqEdmBun1+oTFZTBWarqSWaqq4oILLkBxcTGee+45HD9+HBaLBaqq4rLLLsOSJUvw0EMPJX38RHC5XBAEIemsuSzLOHLkCMaPH5+2+k2/3x+2kPt3kfvq6B0MBuF2u2Gz2Qa0IAOBABRFGfJ1sU8FSCAziCRJcLvdyM7O1izISJnSSIwrxRPViHj2F3vdtm0b1qxZg/z8fFxxxRVwuVx47bXXkJ+fj1dffXXI6z47OjrQ09ODqqqqEfne9kV/Hb3tdjvq6+sxZ84c6vidQUggM4jP58OBAwcwffr0pK7uwWAQ7e3tKC0tHdE/+ohI7t27F4888gg++ugjGI1GXHnllbjjjju02NtgklnJsGfPHowfP37YY5ARurq6YDabe332iRZ6q6qakOfgdDohy3La27ydipBAZpCIxRWZ/gaEfjSqqqKwsHCAvUMCe+zYsX7Xeh6J2O126HS6mK448eivQmCw8VZRFMFxXFJZaEmSUFdXl1YX+9ChQ8jPz9cy10NV6H38+HEIgoDq6uq0HfNUhQRymGlsbASAmCLgscb+/fuRlZWFioqKIT1PtFi2tLTA5/Nh4sSJSYmroihob2+HzWYbkovRYDt6u91utLe3Y9KkSdQFPINQMCODCIKApqYmlJWVaU1Yx7IwRpgxY0ZGznNi7WsW2dnZ6OnpgSiKCVmufSWzsrKyBoy9Dta+SKWj90gu7RqrkEBmEFVVIUlS0nE2n8+HI0eOYPLkyUmXr5wq5OTkwGAwJNzZ6eSZWaqqaoXiA4lZIsksVVVx7NgxlJSUJCTYJ2O1WhOeTNDc3AxZlofcYj8VIIHMIAaDodciUg0NDVAUBRMnThxwf57nUVBQMOqymMePH4fRaMxoxyJRFDFx4sSklluI7L9//35Mnjx5wKmGibq82dnZSSfXIhfVRKxIvV4/qnsOjCQoBjnM2O12KIqS8JSz0UhTUxOMRmNaO/kMRENDA3w+H6ZPn57U/oqiwO/3w2g0jogFrrq7u3Hs2DHMmzePXO0MQgKZQYLBIPbt24fJkycnNfd6pP1oRzKBQAB79uxBVVXViCl3EQQhvMTt4D+7YDAIj8cDm802oEBGwgqjzdMYiVA6LIPwPI/x48fHZEWDwSACgd5dvfsiEAigtrY24e1HCtHF5JnCYDCkNNVQlmW0trZqyxekg3379qG7uzupfQ0GA/Lz8xOyHo8dO4Zjx44ldR4iFrIgh5mjR49CEISE2uNHuqcbDIZRVepx4MABWCyWjCYNHA4HRFFMqL60LwRBQG1tLSZNmpRUUqUv3G43DAZDUk0kgsEgfD5fQkXvPl9odUWaapg6JJAZRFEUuN1uWCwWzf2JLCw2mgq/B4vT6QTP8xldk6apqUlbG3okzzpKlM7OThw/fhxnnHHGcA/llGL0mCFjAEmScOTIEe0KD4QyjomKoyiKaGpqSqvblwlycnIyvmDXuHHjIAgCXC5XRs/bHx0dHfD7+1+KNx4FBQWYO3duQts6HA44nc6kzkPEQgKZQXQ6HWbPnh3jstntdnR0dCS0v6IocDgcI2KN78HgdDrh9Xozek6GYTBz5kxtzfDBIggC9u/fn9Zxt7S0JH08hmESTu50dXWhp6cnqfMQsZCLPcw0NzcjEAiM6fVDDhw4ALPZjMrKyoyds6WlBcFgMKH60r6QJAktLS0oKipKupYynTidTvT09CT9eojkoDqADCLLMpqamlBYWKgF0Id7VcNMMHXq1IzX7hkMBnR2dsLr9Sbl3vM8P6JmoqiqOuo8h7EAudgZxu/3J/1FFwQBe/fuzbi7mirR3Ysyhc1mA8/zSS8LrKoqgsFgWmekHDx4MOnYYG5ubsLdeRobG9HW1pbUeYhYSCAzCMdxmDZtWkyReGtrK44cOZLQ/izLIjc3d9QVADc3N6OzszOj55QkCZMnT046BhkMBrF3796YhFqqZKo8i+d5mkiQJigGOcw4HA4Eg0EUFxcP91CGjMbGRhgMhozOxW5oaEhpXRZFUeDxeGCxWEaE2LS3t6OtrQ1z5swZ7qGcUpBAZhBZlrFnzx5MmDAhKctmMB1m+kKSJAQCAciyrLUGi7QHO/k+gF7PjSZ8Ph/279+P6urqpK3IdCNJEliWTcqK9Pl88Pl8Cc1nj3y+o2kywUhldPlqoxyWZVFSUhKTFRVFEbIsJ5QpHUyHmWgiwphsPA5ALzEF0KewRt8fTmE1mUwoLS1NeulTSZLQ3d0Nm82WlkJzVVWxe/duTJgwIanGJH0t1RCPw4cPw2QyZbRqYKxCFuQw09jYCJfLhZkzZw647WCbVaRDGFOFYRjU1dXBZDKhoqKiTwEdCmF1Op2QJCnpLkmRee+TJ09OS5G7qqpwOp0wm81JiXYgEIAgCAldGN1uNziOo6mGaYAEMoOoqgqPxwOj0ahZJcFgELIsp/XLPBKEMRqXywWO4wYlNAOJZ3+hASAUg3S73Zg2bdqoS2r1RWtrKzo6OigGmWFIIDOIqqr48ssvk3azZFnWFrPvyyUfacI4HETEsrm5GZ9++ikqKipw3nnnxYhpf8I6VKiqiq6uLmRnZyc1715RFMiynJC773A4wPN82ppsnMqM/kvrKIJhGMyaNSvGonG73fD7/QlleFVVRWdnJywWS4xAjnRh9Hq94DguIzNSnE4nfvKTn+DNN9+E0WjUOiU9/PDDmD17dtz9opdcYBgGoiji+PHjqKiogNlsjmvBJoqqqjh+/DgmTpyYlEAOJrnT0tKCrKwsEsg0QBbkMNPW1gaHw5FUOcpIF8YIdXV1MBqNGZk1dM011+DAgQP48Y9/jNmzZ8PlcuF3v/sdjh07hvfeew9lZWUDHuPtt9/G//7v/8Lr9SIrKwvXX389li1b1ue2gwkBpGKxOhwOeDwejB8/PqHtE11Dm+gfEsgM09jYiLy8vJSu7qNFGCNEZqMMtSv72WefYeXKlXj22Wcxd+5cdHR0YMKECRBFEeeeey5Wr16NX/ziF/0e49e//jWeeOIJnHPOOTj99NOxc+dOfPbZZ7jlllvw61//Om1jTVRYFUXBG2+8gddffx2KomDu3LlYu3btmF6iYyRBLnaGcbvdSYtjZHZHUVHRqHKfMlWP98knn8Bms+Giiy6Cqqro6OjQMr+LFy/Gm2++iWnTpsFisWhlM5E/i8WCw4cP44knnsC9996Lm2++GZIkged5/O1vf8M999yDK6+8EvPmzUtqbJFVDYuLi2E2mxOawhgMBrF27Vps3boVc+bMQW5uLu677z48+uijePnllzFt2rQ+a1YbGxuRlZWFwsLCUVnDOpIggcwwJ68R3dnZCYfDgcmTJ8fdJ2IxCoIAo9E46rKyHR0d0Ol0CXXDTgWDwYBAIIBgMAidTofJkydr5VCROdDHjx+Pu//777+PsrIyrF27FoFAAIcPH8bkyZOxdu1aPP744/jDH/6AG264ATqdDhzHaVP6eJ7vdfvk+wzDQBAEBINB6PX6hD7Dv/zlL/j000+xYcMGLFy4EEBoRs3111+PO+64A++8806f+wUCATAMo5UT9WelAv3Xs57qjK5f2hhEr9fHLfE52ZVmGCahGNpIQ5KkjPzYli5digceeADr16/HnDlzIAgC5s+fj7q6OnzwwQe44447cNlll8Hr9cLv98Pn88Hr9cLtdsPj8SAQCGD8+PFgWRZ6vR6VlZXQ6/VgGAbl5eVobm7G7t270zbeaJGNFt3IY08//TRWrVqFhQsXor29HW63G9XV1fjFL36BNWvWYM+ePTjttNN6Hffk70hkXe7BMpi46lgVVhLIDLN3716UlJRoU8ZycnKQk5MTs40sy5rFeDKCIIDn+VE1jSxToj5p0iRccskleOCBB6DT6cAwjNbRp7q6Gt/5zndgsVigqipaW1tx9OhRdHV1aQtpFRUV4dNPP0VPTw9sNptWlG2327Fr1y6sWrUK5557LmRZhiRJkCRJu33yY5EZUtHPnRwzlmW5385OPT09mgBmZWVpFmEkG9/S0tKnQKaLVIU1Uqw+mr6rJ0MCmWHy8/NjVtqL/Ej0en2/wgiEkh0HDx5EeXn5iJlfPJLYsmUL3n//fXzlK1/BLbfcAr1ej+effx6vvvoqrrrqKm21v4aGhl4rQ+bk5GD27NnYvn07br75Zjz00EOorq5GXV0dfvzjH0Ov1+PHP/5x0skRWZaxb98+lJeXw2KxJCSoGzZswPbt27FmzRpYLBat0P7zzz8HAEyYMKHPc9XW1iIvL2/YGqCoqgq9Xg+TyTTqrUnKYg8zbW1taG1txZQpU+IKYzRerxcGg2FUxSHr6+thMBiGvMxn2bJlsFgseOmll+D1eiHLMnJycvCDH/wA7777Lm6++WbNmjEajaisrERlZSVaWlqwd+9eAKH43UsvvYTOzk5YrVa43W4UFRXhySefxJlnnpn02CJTDS0WS8Jzu5988knce++9eOSRR3D11VeDYRgcPHgQ3/jGN1BcXIw33nijz/2cTicMBsOwdEJnWRZms3lMLJQGkAWZcXw+H3Q6HXQ6HWRZhsFgQGFhYULiCCDji1+lg/z8/CFvGWa327F792489thjYBgGDocDgiAgJycHa9aswT//+U8oioL58+djwoQJKC0thcPhwFtvvaWtCXTmmWdiwYIF+NGPfoTNmzfj+PHjKC8vx+LFi5NuehGBYZhBW/0333wzampq8IMf/AC/+93vkJOTg/3798Nms+GCCy6I2y395JBNpoiI8mh2qU+GLMgMs2vXLhQVFSEnJydhUYymq6sLWVlZI2KdlJGE0+nEjBkz8Mc//hHXXHNNzHOffvoprr76arz77rtaU5ADBw7g/fffhyAIMJlMWLJkCSZNmjRk41NVFQ6HA1lZWYO2rr744gu8+eab8Pv9mDdvHtxuN1wuF8rKyrBq1apeFx+XywW9Xp+x78hYsxqjIYHMILIsw+FwQFVV7UsdCATg9XoTjm3t27cP48aNG1UxSL/fD4ZhhvwHe9VVV0FVVWzcuDFGNG6//Xbs3LkTn376KWRZxpYtWzSXevz48Vi2bNmQ15VKkoQDBw5gwoQJMR3lk8Fut+OFF15AIBDArFmzsHjx4pjn9+/fj4KCgow0KI7EGseS1RgNCWQGiJd8aWlpwSuvvAKPx4MZM2Zg6dKlY/IqXFdXB4PBkPA0uWT55JNPsHr1apx++ulYu3YtDAYDXnjhBbz33nt49NFHccEFF+DNN99ET08PGIbBueeei3PPPTdjiYR0Tv9raGjAxo0boaoqFi1aFFPAHvlJD+XrYlkWJpMp5dDDSIcEcgjpSxg7OjpgsVjw7LPP4oEHHoDBYEB+fj6amppQUVGB5557bkhdveEgUgeZiaUL/u///g8PPvggdu7cCQCYPHky7rrrLkyYMAEffvghJElCVlYWli1bNuSCPdTs2LEDW7duBcMwuPrqqzO2CqNOpxv15TuJQgI5BMiyjGAwiGAw2Ou5uro6HDlyBDfddBO+/e1v46677oLZbEZtbS1uv/12AMCHH34Y9+pfV1eHwsLCQXUUPxXp7OyEJEnIy8vDe++9h0OHDgEI1UouWbIkptQqE0SW/C0uLk5rqOGdd97Bvn37YDQacf311yM3NxdNTU3Izs5O+3eEYRiYTKakuhGNVkgg00h/whjNDTfcgI6ODrz99ttwOp3o6upCVVUVduzYgSuuuAIvvPACLrjggj73bWpqQl5e3qjKZnd1dYHjuCGfangyra2t2LRpE5xOJ1iWxcKFC3HGGWdkdAwRJElCY2MjSktL0yqQsizjpZdeQmtrKxiGgdPpRHNzM/R6PZYvX46lS5emxdU+lazGaE6tVztEKIoCn88Hl8s1oDgCoTVDFixYACC0RGfkB3PGGWfAZDJp1k5fjB8/flSJIxBqupBMxj4VvvjiC7z44otwOp3IycnBddddN2ziCIQ+54kTJ6Y9UcVxHK644gq0tbVh3bp1+Mc//gGO49DQ0IBbbrkF3/rWt1Ja25thGJjNZmRlZZ1y4ghQHWRKKIqiNUdIlPr6elRWVuLw4cMAEDNDorGxEX6/H4WFhXH3lyQJHMeNqhkKmegDGcHv9+Nf//oXjh49CgCYOnUqLrnkkjHtFvI8j02bNmH+/Pl46qmntPDB22+/jVtvvRUvvvgiVq9endRxzWbziFj2drg49S4JaSBiMTqdzoTFcefOnbj11luxdu1a1NfXY/PmzfjHP/6hPS8IAn75y1/CbDbjrLPOinuc2tpa2O32lF/DWKSxsRF///vfcfToUfA8j0svvRSXX375iBBHQRCwZ88eeL3etB978+bNsNvtuP/++2EymbB37150d3fjsssuw8UXX4wNGzYM6niRWKPVaj2lxREgC3JQRCxGQRAGNYn/vffew80334xJkybhqquugtPpxEsvvYS7774b69evR1VVFT766CP09PRg+fLleO2113DllVf22eShsrJyRPzgB0NDQwN0Ot2QNa1QVRXbtm3Dp59+CgCw2WxYvnx5QmtIZwqe5zF+/Pgh+ew6OjpgMBgwceJEAKHmIJEOUdOnT8crr7wyqHGe6lZjNCSQCZCsMAKhIPrPf/5zfOUrX8Hf/vY3KIoClmXxrW99C0uWLEFHRwc4jsPll1+Oa6+9Fnv37kVrayv+8Y9/4LLLLsOUKVNijpdqkfFwkJ2dPWQ/OI/Hg02bNqGpqQkAMGvWLFx44YUjrp6UZdkhSVJF4ovBYBBffvkl5s2bB5vNpj3/ySefoLq6OqFjGY3GjGf3RzrkYvfDycmXZBL+O3bsQHNzM+68807wPI+jR4+is7MTJSUl+MY3voGenh7cf//9uOmmm1BUVITLLrsMVVVVkGUZb775Jr744ouY49nt9l6daEY6eXl5Q1KWVF9fj2effRZNTU3Q6/VYtmwZFi9ePOLEEQh9l1wuV7/tzQZLXV0d/v73v8NutyM/Px933XUX6urqAIRmaD388MPYsWMHbrzxxn6Pw3EcrFYriWMfkAXZB6lYjCfjdrsBQGs9VVlZqWUDi4uL4ff78e677/ZKuvA8D0mS8NFHH2HPnj2YOHEiDh8+jNbWVphMJlx++eWYNGnSqJiTHelwnS73UlEUfPzxx9ixYweA0Pt4+eWXj+jpl4IgoKGhAVVVVSmvgd7R0YGtW7eisbERAGA2m/Gb3/wG9957Ly644AJUVVWhs7MTLpcLP/rRj3DppZfGPZbRaITRaBxVSb9MQnWQUaRTGCN0dHTgrLPOwj333INbbrkl5rnrrrsOdXV1A2YYPR4PXnvtNbS1tSE3Nxc+nw+SJGHBggU455xztEx4ZK2VePeHq0VafX09dDodysvLUz5WpANPe3s7AGDevHlYuHDhqIiZybKc0jg9Hg8++eQTbR45x3E444wzcPbZZ0Ov1yMYDOKtt95CTU0NcnJysGLFirg9IyPNbEdT27zhgN4dDI0wRigqKsKqVavw4IMPwmAwYOXKlXA6nXjsscfw8ccf4/7778eECRPQ0NCAnp6emH11Oh1MJhNefPFFAMDGjRtxzjnnwOPxYN26dfjTn/6EvLw8VFdXa5Zqf+j1+gFFNHI/nRZFOoQRAA4ePIjNmzdrHXgWL16MqqqqtBw7EyQrjqIoYvv27dixY4fWlXz69Ok4//zzY0IXke/XypUr+z2ewWAYE81sM8EpbUEOpTBGEwgE8OMf/xivvPKKdh6z2Yyf//znWLt2rbad2+1GQ0MDGhoacPz4cfj9frS1teG5557D+vXrcckll6ChoQG5ubnIycnB1VdfDVEU8eijj0IURfj9fni9Xni9Xm29lcifJEmDGrPJZNIEMysrK2b1v2ghzYSLL0kSPvjgA81yGjduHJYtWzaqElaiKKKtrQ3FxcUJN3hQVRX79u3Dv//9b608qKysDIsWLUJJScmgxzCW25INFaekQGZKGE/m+PHj+Pzzz2E0GrFo0aJ+W2xFli3929/+hsceewwNDQ3geT5mnu2jjz6KRx99FN/61rcAhOJJkaalkduR+5E1WlRVhSzLUBQFgiBAEISYBax8Pt+g3hOO42IEsy8RFQQBWVlZSZXddHd3480339TWjTnnnHMwf/78UWf9CIKAxsbGhEt9jh8/jq1bt6KzsxMAkJubi4ULF/a7+mV/kNWYHKeUiz1cwhihoqIi4Y4rDMOguLhYa/NfV1eHqVOnxnSgqa+vj8k8BgIBBAIBbYnTRIn0ajQajbBardDpdDELg0VEVZIkTVQjM4hkWYbL5YLL5RrwPAaDIcalP1lMI3+RH/KePXuwZcsWSJIEi8WCZcuWpc1dzzR6vT6hcIDdbsdHH32kZaMNBgPOOeccnH766Um56GQ1psYpYUEOtzCmgiiKOOuss3Daaafh6aef1tyzHTt24JprrsH555/f52L2DMPAYrEgLy8Pubm52nsQ/RcMBgftep9MZInUyFKlEVFVFCVGVAczHzjSGi0ytqysLEyePBk5OTm9rNPRVjQfD7/fj08++QQ1NTVQVRUsy2LOnDk477zzkg5jjPVmtplgTAvkaBbGaD788EPcdNNNyMvLwyWXXIK2tjZ88MEHOPPMM/HCCy+AZVns3bsXhw4dQmdnZ6/lRYGQ+11cXIzp06dj6tSpmjUiSRKCwaAmmH6/X7vd17/Rf6k0QQBOCGHE7YuI6mA42cU/2RqNfmw4M91+vx+1tbWYNm1ar1Utd+7cic8++0ybtlpVVYULLrgg6cLyU6WZbSYYkwKpKIrWdmysvLzDhw/j6aefxs6dO5GVlYUrr7wS1157bZ8WlN1uR01NDY4ePQq73d7ne2C1WlFRUYHZs2ejtLQ0qTGJohgjnBGBPfmxyAJaqqpqjw/H5xJx8U8Wz5OFNZ2xukAggD/84Q/YsGEDVFWFTqfD9ddfj+9+97s4evQo/u///k8LiRQVFWHRokUpNfI9VduSDRVjSiDHojCmg4aGBuzZswfNzc19NktgWRb5+fmYNGkS5syZk/b1Wex2e69V/aLjmC6XC9u2bdNWF7TZbCgtLYUkSX1ar5kgktSIiGdWVhays7ORlZWVsIsvyzJWr16NL7/8El//+tcxZ84cfPHFF3jhhRcwZcoULFmyBEAohLBgwQLMmDEj6fGeis1sM8GYEEgSxsSRJAn79u1DbW0tOjs7++zTaDAYUFxcjGnTpmH69OlD6po2NzfjrbfegsfjAcdxWLRoEebMmdPvPidbqH3dPjk84Pf7h6QnJcMw2jK+kbnMkf6Je/bswYMPPoiXXnoJ5513Hnw+H8xms7ZG9+rVq3HNNdfgzDPPTKlgm6zGoWNUCyQJY+q4XC7s3r0b9fX1sNvtfcYVs7KyUF5ejtNOOy0p9y8iTNExMVVV8dlnn2Hbtm1QVRU2mw2XX355v70wU0VV1X5FNPJYpNwpEr8WBCGpOdSbNm0Cx3F455134PP5UFdXh8mTJ8NoNGL+/PmYP38+fv/73yf9eshqHHpGbZmPqqpaXEun00FVVaiqCkVRtNvEwGRnZ2PhwoVYuHAhgNCSDjU1NWhqaoLH4wEQmuJ24MABHDhwQOtKE3HHB2pCEQgE8MEHH4BlWVx44YUwGAzwer3YtGmTNpd45syZuOiii4a8FCW6nCkaSZK05FQgEOjzdqRWNDqJNRCSJGlhBZPJhGnTpmmvMdUid2pLlhlGrUAOtM7yyWIZfTv6PglqLOPHj9esRFmWsX//ftTW1qKjowPBYBCKoqC7uxvd3d3Yvn079Ho9ioqKMG3aNMyYMSPGVXz88cexbt06LW5osViwdu1amEwm+P1+6HQ6XHzxxSnF3qKJVC3EE7hIAunk51PpsMPzPEwmkya80bc9Hg+eeuopNDY2ory8XBPH2tpa7N27V1ukbTDEE3liaBjVLnY66U84490/1fB4PNi9ezfq6urQ09PT53tgsVgwfvx41NbW4r//+7+xdu1arFmzBrIs45lnnsELL7yApUuXYtGiRVi+fHmfpSwRVzgian1Zdn09lkqMkWXZXgIXuR1PAI1GY7+xQ4/Ho1nG//Ef/4HZs2djx44d+M1vfgOz2YzNmzcPqhSHrMbMQwKZJIOxTMeqoLa0tKCmpgaNjY0xzTIURcFTTz2F5cuX4/e//31MFvu2227D559/jkcffVTLUvcldqnQl7D1JXDRt4eqZvD48eO48847tW7nAHDBBRfgkUceSXg+daRVHPVrzDyj1sUebhiGAcMwg8oc9uXynyykkcdGg6CWlZVpyygoioLa2locOHAAe/bsgdvtxtVXXw0AWoY6NzcX11xzDd566y188MEHA8bhoueVD0bsRhIVFRV4+eWXUVdXh5aWFlRUVKCysjLh/akt2fBC73oGGWwZxmCs0+GOo7IsixkzZmDGjBk444wz8OSTT2pJnuj505HHZs2aheLi4hiBi7b8DAbDmCpbqaqqGnRrNmpmO/yQiz2GSFRIMyGoF198MWw2GzZs2KDFzARBwIoVK6DT6fDqq68O2blHO2Q1jhxIIE9hhjKO+tFHH+Eb3/gGZsyYgdWrV0OWZTz33HOor6/HSy+9pHUpImKhtmQjCxJIYlBE4qPxXPzo29u2bcMjjzyCjz/+GAzD4MILL8Tdd9+NuXPnDvfLGHFQW7KRCQkkMaREZjsBoTKVvgR2pMRRhwuyGkcuJJDEiCKR+tOxIqhkNY58SCCJUc1gMvyR2yMBamY7OiCBJE4phrvAn5rZji5IIAliAPoSz2QK/Kkt2eiDBJIg0kxfVijLshRrHIWQQBIEQcSBbH2CIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcSCBJAiCiAMJJEEQRBxIIAmCIOJAAkkQBBEHEkiCIIg4kEASBEHEgQSSIAgiDiSQBEEQcfj/amkLlVHdJJsAAAAASUVORK5CYII=",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -618,7 +602,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -647,7 +631,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGFCAYAAABg2vAPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAx3UlEQVR4nO3deXQc5Z3v/0+31JJakrGxGRbJwEXyJPwYggkjiCE3IYyZe5lwxj8mASwL8EynmyQwYeQQ8MSGbDcTDCRDrBCSgFvOxLG1TFjNXBK2I3bMYAfaBrzIkm2M2sb7JlVL1V11/xASNtbSklpd3V3v1zk+HNSlqq91bNennnqe5+uxbdsWAABwLa/TBQAAAGcRBgAAcDnCAAAALkcYAADA5QgDAAC4HGEAAACXIwwAAOByhAEAAFyOMAAAgMsRBgAAcDnCAAAALkcYAADA5QgDAAC4HGEAAACXIwwAAOByhAEAAFyOMAAAgMsRBgAAcDnCAAAALkcYAADA5QgDAAC4HGEAAACXIwwAAOByhAEAAFyOMAAAgMsRBgAAcDnCAAAALkcYAADA5QgDAAC4HGEAAACXIwwAAOByhAEAAFyOMAAAgMsRBgAAcDnCAADkCMuy1NnZKcuynC4FWYYwAABZLhKJKBAIqLS0tP9XIBBQJBJxujRkCY9t27bTRQAARqexsVFz585VeXm5gsGgKisr1dbWpvr6enV0dGjZsmWaM2eO02UiwxEGACBLRSIRVVVVqaamRuFwWD6fr/8z0zQVCoXU0NCg1atXa/r06Q5WikxHGACALBUIBNTS0qLW1tZjgkAf0zQ1bdo0zZw5U0uXLnWgQmQL5gwAQBayLEvNzc0KBoMDBgFJ8vl8CoVCampqEs99GAphAACykGEYMgxDlZWVQx5XUVHRfywwGMIAAGQhb75ffr9fbW1tQx7X3t4uv7/3WGAwzBkAgCxg2dKhTmn/EWnfYakzJi36XkDvvdWizZuZM4CxYWQAADJUrEfasU96d5v0+nvS2i3S9t29QUCSrrl+nqLRDoVCIZmmecz3mqapYDCoaDSq2tpaB6pHNmFkAAAyhGVJBzql/YelfUcko3v473nuqUYtunOuysrKFAqFVFFRofb2doXDYUWjUfYZQFIIAwDgIKO798a//3BvEBjNTsL7oxE90VynpqYmGYYhv9+v6upq1dbWsr8AkkIYAIA0SljSgSMfv/uP9Yz9nOdVSJNKepcbGoah4uJieTyesZ8YrpHvdAEAkOu6Ysc+/afyEayooDcISJLX61VJSUnqTg7XIAwAQIrFE8c+/Xebw3/PaJ164vidG+5BGACAFOiM9d749x2WDnWl9ul/KKcQBpAChAEArtP3bt3v98vrHd0K63ii98m/b+Z/zzg+/Q/mxFKpcOCdiIERYZ8BAK4RiUQUCARUWlra/ysQCCgSiQz7vbYtHTak93dJb7dJr70nrX9f2rnfmSAgSadOdua6yD2sJgDgCo2NjZo7d67Ky8sVDAZVWVmptrY21dfXq6OjY8D1+Gb82Kd/M+5Q8QPIz5NmnC2NcmADOAZhAEDOi0QiqqqqUk1NjcLh8DFb95qmqVAopIaGBr355mpVfGp6783/cO9IQKYqmyJNK3O6CuQKwgCAnBcIBNTS0qLW1qH38P/MX8/U/B9lxx7+F0yTSuk9hBRhgAlATrMsS83NzQoGgwMGAUny+XwKhUJ6/o9Nyobno1I/QQCpRRgAkNMMw5BhGKqsrBzyuIqKCsVihrpjGfxu4CMsJ0SqEQYA5DS/3y+/36+2trYhj2tvb1dRkV+FRZn9yO3xSCdPdLoK5BrCAICc5vV6ddVVV+nBBx88rs1vH9M0tWRJWJddUZ3xe/qfNFHysUMMUowwACCnmaaptrY2RaNRBYPB4wKBaZoKBoPasSOqq6+rdajK5LH9MMYDqwkA5LRbbrlFv/zlL1VYWKhEIqGysjKFQiFVVFSovb1dS5aEtWNHVAv+bZku//Kc4U/ooEKfdNGne18VAKlEGACQsx566CF94xvfkCQ99thjOuuss1RXV6empqb+7YivnFWtv7u6VtM+Pd3haod35snSmac4XQVyEWEAQE568cUXdfnllysej+vf/u3fdMcdd/R/1teboLi4WN2mR29uSl9jobG46NO9LYuBVCMMAMg57e3tuuiii7R3715VV1eroaFhyImBG7dLHx5IX32jMalUOu8sp6tArmICIYCccujQIc2aNUt79+5VVVWVli5dOuwKgal/kabixoCJgxhPhAEAOSORSOj666/Xu+++q9NOO02PP/64/P7h9w0oKZImT0hDgaOU55WmnOB0FchlhAEAOePOO+/Uk08+qcLCQj3++OMqLy9P+ntPz+DRgZMn9QYCYLzwxwtATlixYoXuvvtuSdLSpUt10UUXjej7J5ZIJxSPR2VjxysCjDfCAICs98YbbygYDEqSvvvd76qmpmZU58nE0YGSImlChoYU5A5WEwDIah0dHbrwwgu1Y8cO/f3f/70ef/xxeb2je86xbWlNq9TVneIix6DyNKn8JKerQK5jZABA1urq6tJVV12lHTt26Nxzz9WKFStGHQSk3p39MmllgcfTO18AGG+EAQBZybZtBYNBrV69WlOmTNHKlSs1YcLYlwScPEkq8I29vlSYcgJNiZAehAEAWemuu+5SU1OT8vPz9cgjj+iss1KzI4/XI03NkGF5Jg4iXQgDALLOY489pjvvvFOS9MADD+jSSy9N6flPPVHKz0vpKUeswCedWOpsDXAPwgCArLJ27VrdcMMNkqRvfetb+vrXv57ya+TnSWVTUn7aETllEt0JkT6EAQBZY9euXZo1a5Y6Ozt1+eWX6+c///m4XatsirM3Y14RIJ0IAwCyQk9Pj7761a9q27ZtmjZtmpqbm5WfP36z6wrynbshTyyR/IXOXBvuRBgAkPFs29bNN9+sV155RRMnTtSTTz6pyZMnj/t1nZpIeAqjAkgzwgCAjPeLX/xC9fX18nq9ampq0tlnn52W6/oLpb+YmJZL9cvzpv+aAGEAQEZ75plndOutt0qSfvrTn+qKK65I6/XTvQnRX0ykKRHSjz9yADLWxo0bde2118qyLAUCAX37299Oew0T/Old4nfq+L/9AI5DGACQkfbv369Zs2bp4MGDuuSSS/TrX/9aHoem96ergZG/MHM7JyK3EQYAZJx4PK7q6mpt2rRJp59+uh599FEVFjo3vX5SqVTqH//rnMbEQTiEMAAg49x222165plnVFxcrJUrV+qUU05xuqS0jA6cTBiAQwgDADJKfX296urqJEm///3vdf755ztb0EdOOkHyF4zf+aec0Lu3AeAEwgCAjPHyyy/rpptukiT96Ec/0le+8hWHK/rYeLc3ZsdBOMlj27btdBEAsHXrVl144YXas2ePrr32WjU1NTk2YXAwliX990apJ57a8/rypc+d3dsxEXACIwMAHHfkyBHNmjVLe/bs0QUXXKDf/va3GRcEJMnrHZ8GRqdMIgjAWYQBAI6yLEvXX3+91q1bp1NPPVVPPPGEioszd31d2ZTUbwrEKwI4jTAAwFHf//739cQTT6iwsFCPPfaYpk6d6nRJQ8rPk05L4cZAJxRLxUWpOx8wGoQBAI5pbGzUT37yE0nSkiVLNGPGDIcrSk75Salrb0xTImQCwgAAR7z55pv62te+JkmaP3++brjhBocrSl6hr/c9/1h5aUqEDMFqAgBpF41GdeGFFyoajerKK6/UE088oby8PKfLGpGubmn1prGd45RJ0qdPT0k5wJgwMgAgrQzD0FVXXaVoNKpzzjlHDQ0NWRcEJKm4sHcjorGgKREyBWEAQNrYtq1QKKQ333xTkydP1sqVK3XCCWO8ozpoLJsQFRVIE0tSVwswFoQBAGlzzz33qKGhQfn5+Xr44YdVWVnpdEljckLx6G/oLCdEJiEMAEiLlStXauHChZKkX/ziF7rsssscrig1RtvAiFUEyCSEAQDjbt26dbruuutk27Zuvvnm/v4DuWDyBKlkhPsETJ7QuyIByBSEAQDjas+ePZo1a5aOHDmiyy67TIsXL3a6pJQb6egAowLINIQBAOOmp6dHV199tbZu3arKykr94Q9/kM+Xe4/EJ01M/kk/P6+3XTGQSQgDAMaFbdu65ZZb9OKLL2rChAlauXKlpkwZhy4/GcA7gvbGNCVCJiIMABgXDzzwgB566CF5PB41NTXpnHPOcbqkcXXqib1P/cMex94CyECEAQAp99xzz2nevHmSpHvvvVdf/vKXnS0oDfK8vT0LhlLqH/lkQyAdCAMAUqq1tVXXXHONEomE5s6dq+985ztOl5Q2ZZN7+w0Mhr0FkKkIAwBS5uDBg5o1a5YOHDigGTNm6MEHH5QnVe39soAvXzptkBu+xyOdPCmt5QBJIwwASIlEIqHq6mpt2LBBU6dO1WOPPaaiIveNiQ/W3vikicnNKQCcQBgAkBLz58/Xn/70J/n9fq1cuVKnnnqq0yU5oqhAOvmjtsSWZcno6pRlWYOOGACZgDAAYFQsy1JnZ++N7j/+4z903333SZJ+97vf6bOf/azD1Tlr/46IFn0voL+bUaorZpTq72aU6tu3BBSJRJwuDRiQx7Zt2+kiAGSPSCSixYsXq7m5WYZhqKioSD09PbIsSz/4wQ/0wx/+0OkSHdXY2Ki5c+eqrLxcoWBQlZWVamtrU319vTo6OrRs2TLNmTPH6TKBYxAGACSt70ZXXl6u4FE3ugcffFA7duzQsmXLdN111zldpmMikYiqqqpUU1OjcDh8zG6LpmkqFAqpoaFBq1ev1vTp0x2sFDgWYQBAUrjRDS8QCKilpUWtra0DbrtsmqamTZummTNnaunSpQ5UCAyMOQMAkrJ48WKVl5cfFwQkyefzKRwOq6ysTHV1dQ5V6CzLstTc3KxgMDho/wWfz6dQKKSmpibxHIZMQhgAMCxudMMzDEOGYaiysnLI4yoqKvqPBTIFYQDAsLjRDc/v98vv96utrW3I49rb2/uPBTIFYQDAsLjRDc/r9Wr27Nmqr6+XaZoDHmOapsLhsKqrq121MyMyH2EAwLC40SVn3rx56ujoUCgUOu7nZJqmgsGgotGoamtrHaoQGBirCQAkZbjVBMFgUI2Nja5eTdDTbeu+e5brez/+mk47rUw33hhSRUWF2tvbFQ6HFY1G2WcAGYkwACBp/RvqlJUpFOJGdzSzx9aGt+MyOm1talur5kd+qeda/lOxbkNFRX7Nvna2vn3rPNcGJWQ2wgCAEendgbBOTU1NisUM+f1+VVdXq7a21rU3unjc1sa34+o8fOw/p5ZlqbvbUFFRsU6vzFfZmXQqQmYiDAAYsc6Y9O5WS391uqHi4mLXzhGQpETC1qa1cR0+MPQ/pYV+6bzP+Vz9s0LmYgIhgBEzuiWP16uSkhJX39wsy9bmd4YPApLUbSip4wAnEAYAjFisx+kKnGfbttrXJ3RwX/I3+N07rHGsCBg9wgCAETN6JLn4Ide2bW3ZmNC+XSO7ue/bbSluuvgHh4xFGAAwYrEeV2cBvb85oT2jeMq3LWnvh4wOIPMQBgCMmOHi1wQfbInrww9Gf0PfvZMwgMxDGAAwIpYtdZuSG9ch7Xg/oejWsd3Muw7b6jxMIEBmIQwAGJHuHncGgV3RhLa3JVJyLiYSItMQBgCMiBtfEez5MKGtG1MTBKTeeQOJhAsTFTIWYQDAiPQtK3TLrWz/Hkvt61MXBCQpEZf272Z0AJmDMABgRPpHBlyQBg7us7T53fi4/F6ZSIhMQhgAMCJuGRk4fNBS6ztx2eN0zz6831bMyPWfIrIFYQDAiLhh98HOI5Y2rY3LSu3bgePsjo7zBYAkEQYAjEjfa4JcXVFgdNraGIkrER//a+3ZacmycvQHiaxCGACQtG5TsnL4VXd3zNaGiKl4mkY/zB7p0H7CAJxHGACQtKNfEeTayEBPt60Nb5syu9N73V28KkAGIAwASFqu7jEQN21tXBtXt5H+ax/Ya6unO8eSFbIOYQBA0nJx8mAi3hsEjCMO3ZDt3rkDgJMIAwCSdvTIQC48yyYStja9E1fnIWd/N3t28qoAziIMAEhaLM3v08eTZdna/G5chzNgAl+sSzp8gNEBOIcwACBpRo5MILRtW+3rEzq4N3N+EzQvgpMIAwCSEk/0/soFWzcmtG9XZt189+22FI9nTjiBuxAGACQlV1YSbNscz8incCuhjAsocA/CAICkfHIlQTa+JujYktCH2zP3hrs7mrm1IbcRBgAkxcjyyYM73k+oY2tmv+foPGyr6wiBAOlHGACQlGx+TbArmtD2tswOAn0y8RUGch9hAEBSBtpwKBteFez9MKGtG7MjCEjSng9pXoT0IwwASEo2jgwc2GupfX32BAFJSpjS/t2MDiC9CAMAhpWwpB7z+K9n8vProf2WWt+JZ8XoxSfxqgDpRhgAMKxBexJk6I32yCFLm9bFZWfpPfXQflvdRob+cJGTCAMAhjVYGMjE21XXEUsbI3FZ2fV24Di7P+pXYFmWOjs7ZVlZmmyQFQgDAIaVLfMFYl22NkTiSsSdrmTsXn3pbQUCAZWWlvb/CgQCikQiTpeGHEQYADCsQUcGMmhooDtma0PEVDxLgstQnn6+WdeHLlZLS4sWLFigFStWaMGCBWppaVFVVZUaGxudLhE5xmPbmfTXGUAmWrdF2n/k+K9fco6Un5f+ej7J7LG1/i1TsS6nKxm7TW1rFbjpYtXU1CgcDsvn8/V/ZpqmQqGQGhoatHr1ak2fPt3BSpFLGBkAMKxBJxBmgLjZ+2ogF4KAJDU9fL/KysqPCwKS5PP5FA6HVVZWprq6OocqRC4iDAAYkmVLsQGWFUrOvyZIxG1tXBuXcSQ3Bjgty9LzL/xBoVDwuCDQx+fzKRQKqampSQzsIlUIAwCG1GM6f9MfiGXZ2vROXJ2HMrC4UeruNhTrNlRZWTnkcRUVFTIMQ4ZhpKky5DrCAIAhZeJKAsuy1fpOXIf3504QkKTCQr+KCv1qa2sb8rj29nb5/X75/f40VYZcRxgAMKSh5gs4cSu2bVvt6xM6uDe3goAkeb1ezfzSNQqH62WaA7+bMU1T4XBY1dXV8ng8aa4QuYowAGBIQ7UuduL1wdaNCe3blbsb8FRffYui0Q6FQqHjAoFpmgoGg4pGo6qtrXWoQuQilhYCGNK726S9hwb+7HNnS4UDz3MbF+9vjmvn9twNAn2efr5Z/+eer6msrEyhUEgVFRVqb29XOBxWNBrVsmXLNGfOHKfLRA4hDAAY0ppWqTM28GfpDAMdWxPq2JLlewyPwKa2tXrq+Qf0+BPNMgxDfr9f1dXVqq2tZX8BpBxhAMCQXnlXGmxb/Is+LRUVjH8NO7cn9P5m9wSBPufN8Kmg0JZhGCouLmaOAMZNvtMFAMhcPfHBg0C67Iq6MwjkF0hFfo8kj0pKSpwuBzmOCYQABjXU5MF02PthQls3ui8ISFLpCYwCIH0IAwAGNdweA+P5kvHAXkvt690ZBCRpwkT+eUb68KcNwKCc6klwaL+l1nfiGbnzYbqUTmRkAOlDGAAwqGFHBsbhmkcOWdq0Li4791cQDsrjlUomEAaQPoQBAIOKDTdnIMVpoOuIpY1r47Lc+3ZAUm8Q8HoJA0gfwgCAQaVzZCDW1duKODFIh0Q34RUB0o0wAGBA8UTvr3TojtnaEDEVz8CmSE6YcAL/NCO9+BMHYEDp6lZo9tjaGDHVM8guh27EyADSjTAAYEDJrCQY62z/uNn7aiDWNbbz5JJCv+QrIAwgvQgDAAY03hsOJeK2Nq6Nyzji4vWDA2B/ATiBP3UABpTUyMAoz21Ztja9E1fnIYJAH8uyZBidKp7AzwTpRxgAMKCk5gyM4r5lWbY2vxvX4f3c9KTe7oT/554bddmVk/WlKyer4lMTFQgEFIlEnC4NLkIYADCg8RgZsG1bWzYkdGAPQUCSnn6+WYGbLta69S9q4R0LtGLFCi1YsEAtLS2qqqpSY2Oj0yXCJWhhDOA4ltXbung451dKJxQnf94tG+PaHXXx1oJH2dS2VoGbLlZNTY3C4bB8Pl//Z6ZpKhQKqaGhQatXr9b06dMdrBRuwMgAgOMk3ZNgBI8S728mCByt6eH7VVZWflwQkCSfz6dwOKyysjLV1dU5VCHchDAA4DjJ7jGQbBbo2JrQzu0EgT6WZen5F/6gUCh4XBDo4/P5FAqF1NTUJAZwMd4IAwCOk8puhTs/SKhji8ubDRzF45HkNRTrNlRZWTnksRUVFTIMQ4ZhpKc4uFa+0wUAyDypGhnYvSOh91vdFQS8eVJhkUcFhVKh36OCQo8Kinq/Vljkka9Asu2J8vv9amtrG/Jc7e3t8vv98vv9aaoebsUEQgDHeWertO/w8Medd5Y0qXTgz/btsrT5vfj49Dl2UL5PKijyqLDoo/8W9t7kC4qkgkJP0rsHBgIBtbS0qLW1dcBXBaZpatq0aZo5c6aWLl2a6t8GcAxGBgAcZ6x9CQ7stdSWjUHAI/kKPn6KP/rpvu+Gn5eXmq2C582bp+XLlysUCg24miAYDCoajaq2tjYl1wOGQhgAcAzbTm7OgGVZOtJp6IRiv7zej6cfHTpgqfWd+Jj7FowHj1e9T/T9N/ePhvA/+n9foeT1pqcvwPTp07Vs2TLNnTtXL7zwgkKhkCoqKtTe3q5wOKxoNKply5axrBBpwWsCAMeI9Uj/vXHwzzdvjOgPyxfrhaebFYsZ8vv9mj17tubNm6fKsz6jDW/HZTk0TSAvv3fovqDw46f7Y4fwJY8ns5oARSIR1dXVqampSYbR+/Osrq5WbW0tQQBpQxgAcIwDR6S1Wwb+7LmnGrXozrkqKytXKBRUZWWl2traVF9fr46ODv3wjqX620tnj1tt+Z8Ywi846mZfWORRfn5m3ehHorc3gaHi4uKMCyzIfYQBAMfYsU9q7Tj+65s3RvSNOVXD7pj321+/rk9VnjfyC3vU/0TfP0Gv8OOne19h6t7XAzgWYQDAMbbslLbvPv7ri74X0HtvtWjz5sFnv1dWTtP0v7pM35v/0HGfe/P08dN8oeejiXkf3/x9Bel7Xw/gWEwgBHAMo/v4r1mWpReebtbChQuG3DHvxhtDuuuuRbq/bokKi7zH3PCTXXIHIP0IAwCOMdCywu6YoVgsuR3zYjFDJ081VVw8gg5GABzFdsQAjjHQssLCIr8Ki9gxD8hVhAEA/cy4lDiqn5CZ6F1d0LHXq7/+wmwtWRKWaZoDf69pKhwOq7q6mtnwQJYhDADoZ3R/HAC27+6dTLjrYO+rg6ovXKMPPtiuYDB4XCBgxzwgu7GaAIB64tKeg71LClujx39+6MAu3Xvb/9SHHa3yer2aOnXqoDvmzZkzJ/2/AQBjQhgAXKovAOw+KB3s7P3a3kPS3k80KIp1HdbPvnuZtrWu0ZlnnqklS5aosbGRHfOAHEIYAFxkoABwtJ37pEPGx/9v9nTr/h9cqfVvP6+TTjpJr776qj71qU9JYsc8IJewtBDIccMFgKOZR/UUsBIJ1f/0eq1/+3mVlpbqj3/8Y38QkCSv16uSkpJxqhpAOhEGgBw0kgAg9T7ld8cMdff4JXll27YafvUtrXnlYfl8Pj322GOqqqoa97oBOIMwAOQIMy7tOSTtOpBcAJCO70BYUOhX1RdnK99XqJeeelAej0fLly/X5ZdfPq61A3AWcwaALNYXAHYf7F0OOBKDdSB8aMkSdXzwgWzb1q9+9SvddNNN41M8gIxBGACyzFgCQJ/hOhAGg0E1NDRozZo1rBAAXIAwAGSBVASAoyXTgXDatGmaOXOmli5dOvYLAsho7EAIZCgzLu3YJ63dIr2+vndDoFQEgb4OhKFQcMgOhKFQSE1NTeJ5Ach9TCAEMkiqRwAGMpIOhIZh9O8lACB3EQYAh/UFgD0Hpf3jFACOVljkVxEdCAEchTkDgAPSHQA+adGdAb3z5+fV3t7GnAEAzBkA0qVvDsC6o+YAOBEEJKmgoFAdHR/QgRCAJEYGgHHl9AjAQJ58ZIl+9qOvS5I8Ho+mTp2qG2+8kQ6EgIsRBoAUy8QA0OeVlpW6c95Vsm1b+fn5CofDevHFF+lACLgcYQBIgaMDwIFOKRP/Vr3z9uv6l8AXlEgk5PF49OSTT+rKK6+URAdCwO0IA8AomXFpb98ywAwNAH22bdmgG2dfoO5Yb3/ipUuXKhAIOFwVgEzB0kK4St8TsN/vl9c78vmz2RQA+uzZFdW35n6+PwjcddddBAEAx2A1AVwhEokoEAiotLS0/1cgEFAkEhn2e824tPOjVQCrNkibPloFkA1B4PChA7r5hot16OA+SdItt9yiBQsWOFwVgEzDawLkvMbGRs2dO1fl5eUKBj/uzldfX6+Ojo4BZ81n4wjAJ3V3x3Tz9TO0eWNv4LnmmmvU3NzMnAAAxyEMIKdFIhFVVQ3enS8UCqmhoUGrV6/WOX81PesDQJ9EIqHbb7pCa1Y9J0m69NJL9dxzzyk/nzeDAI5HGEBOCwQCamlpUWvr0N35Lrhopm79wdKsDgB9bNvWXXfM1TP/tVyS9JnPfEZvvPEG2woDGBRzBpCzLMtSc3OzgsHhu/P96b+aZFk5kAQkPVS3sD8InHHGGXrppZcIAgCGRBhAzurruJdMd75YzOifbZ/NHm38pRqW3i1JmjJlilatWqVJkyY5WxSAjEcYQM7q67iXTHe+oiK/Couy++n5xeceVd2iWyRJxcXFWrVqlU477TSHqwKQDQgDyFler1ezZ89WfX39cc14+pimqSVLwrrsiuqsnmW/9q1X9MPbrpHU++rj5Zdf1rRp0xyuCkC2IAwgp82bN08dHR0KhUKDdufbsSOqq6/L3u58W9vX69bQ5bIsSx6PR0899ZQuuOACp8sCkEVYTYCc17fPQFlZmUKhUH93vt/85jfauXOn7rhruS7/cnZ259v9YYf+8R/OUeeRQ5KkFStWqKamxuGqAGQbwgBcIRKJqK6urr87X1FRkWKxmCQp/J9v6S/PPt/ZAkfh8KED+serztHePTskSf/+7/+uW2+91eGqAGQjwgBc5ejufDU1NWpqatL5VZdqcX1LVs0Z6O6OKXTtZ/X+lg2SpO985zv62c9+5nBVALIVYQCutW3bNp199tmKxWL68X2P6IuXf8XpkpKSSCRUG7hU695+VZJUU1Oj5cuXZ1WYAZBZmEAI1zrzzDN12223SZJ+9e+3qaen2+GKhmfbtn50++z+IDBz5kz9/ve/JwgAGBPCAFztX//1X1VWVqYdHVv08PLFTpczrPvvmacXn3tEkjR9+nQ99dRTo2rFDABH418RuFppaakWLVokSfr9kp9o756dDlc0uMbf/lSPNPxCUu+oxquvvqqCggKHqwKQCwgDcL3rr79eF154obo6D6v+/judLmdAz/7fFfrNz+dL6t1meM2aNSopKXG4KgC5ggmEgKTXXntNn//85+XxePRQ0xp96v/7rNMl9Vv9xvO67et/K9u2VVxcrPXr1+uMM85wuiwAOYSRAUDSJZdcojlz5si2bf3y3nnKlIy8eWNE82+6QrZty+fz6fXXXycIAEg5wgDwkbvvvltFRUWKrHlJLz33qNPl6MMd2/XPN1yiRDwur9erZ555Ruedd57TZQHIQYQB4CNnnHGGbr/9dknSr++7Xd3dMcdqOXRwv0LXflaxWJek3i2Vv/SlLzlWD4DcRhgAjpIJSw27u2O6cfYFOnRwryRp8eLFuvbaax2pBYA7EAaAo5SUlOjuu++W5MxSw0QioX++4RLtjG6VJM2fP1+1tdnbURFAdiAMAJ9w3XXX6aKLLpLRdUTh++9I23Vt29a//vOVat3wlqTeJY/33HNP2q4PwL0IA8AneL1eLV68WJL0x8d/q03v/Tkt1733ByG9+drTknq3GV62bFlargsAhAFgABdffLFqampk27buT8NSw/pffl9PPb5UUu82w08//TT9BgCkDWEAGMTdd98tv9+vtX9+WS8++8i4XeeJ/3xQyx76saTeFQ2rVq1SXl7euF0PAD6JMAAM4vTTTx/3pYavvLBS9/3kJknS5MmTtXbtWhUVFaX8OgAwFMIAMIT58+ervLxcO6Nb9Yff/zyl53537Rv63ryvSB9tMxyJRDRx4sSUXgMAkkEYAIZw9FLD5eG7tHf3jpSc94P3N6s2cKksKyGfz6c33nhDU6dOTcm5AWCkCAPAMGpqavS5z31ORtcRLUnBUsMD+/boxmsvkGl2y+v16tlnn9W5556bgkoBYHQIA8Awjl5q+Kcn/kMb31sz6nPFYob+6avnqqvrsKTebYYvvfTSVJQJAKNGGACSMGPGjP6lhr+899ujWmqYSCQUuuZ87d/7oSS2GQaQOQgDQJKOXmr4wrMPj+h7bdvWLf/0RW3ftkmSdPvtt7PNMICMQRgAknT66adr/vz5kqTfjHCp4fe/c7XejbwmqXcOwr333jsuNQLAaBAGgBGYP3++pk6dqp3RbfrPZfcl9T11i/5FLz33qCTpb/7mb7R8+fLxLBEARowwAIxAcXFx/1LDFUksNWxYeo8ebbxfknTuuefq2WefZZthABmHMACMUE1NjWbMmCHD6NRDv1g46HHP/NdyPbj4u5KkqVOnas2aNfJ6+SsHIPN47PHuwALkoFWrVuniiy+WJD3UtFp/efZn1R0zVFjkl9fr1ZuvP6fbv/m/ZNu2TjzxRG3ZsoXdBQFkLMIAMErXX3+9VqxYoRMnnyyj67BiMUNFRX799Yy/1esv/V9ZVkJ+v1+bNm1id0EAGY0xS2CUZsyYIY/Ho2K/TwsXLtCKFSu0cOECbW1dI9u25PV62WYYQFZgZAAYhUgkoqqqKs2ZM0f19fXy+Xz9n5mmqWAwqMbGRq1evVrTp093sFIAGB5hABiFQCCglpYWtba2HhME+pimqWnTpmnmzJlaunSpAxUCQPJ4TQCMkGVZam5uVjAYHDAISJLP51MoFFJTU9Ooti4GgHQiDAAjZBiGDMNQZWXlkMdVVFT0HwsAmYwwAIyQ3++X3+9XW1vbkMe1t7f3HwsAmYwwAIyQ1+vV7NmzVV9fL9M0BzzGNE2Fw2FVV1ez4yCAjEcYAEbhX27+Z3V0dCgUDB0XCPpWE0SjUToTAsgKrCYARihxoEtdr7TpD8+s1Dd+9UOVlZ2m0I03qqKiQu3t7QqHw4pGo1q2bJnmzJnjdLkAMCzCADAC5gf7ZbyxVYonJEnrtm3Sb/7YpEfeeE6GYcjv96u6ulq1tbXsLwAgaxAGgCR1v7dD3es6jvu6p7hAJVeeK8MwVFxczBwBAFkn3+kCgExnxxMy3tym+Pv7Bvw8b0qJvF6vSkpK0lwZAKQGYQAYgtXVo65XNsva3zXoMXmTCQEAshthABhEfO8RGa+0yY4NvHywT94UwgCA7EYYAAbQs3WvYm9ukyxr6AM9HuWdWJyeogBgnBAGgKPYtq3utR3q2bAzqeO9E/3y5OeNc1UAML4IA8BH7J64jFVbFN9xMOnv4RUBgFxAGAAkWUdi6npps6zDsRF9H5MHAeQCwgBcL/7hIXW91i71xEf8vYwMAMgFhAG4Ws/mXYr9ebs0mr238vPkPaEo9UUBQJoRBuBKtmUp9uftMtt2j/oceZPZbRBAbiAMwHWsblPGq+1K7D48pvPwigBAriAMwFX6Og7and1jPheTBwHkCsIAXMPsOCBj1Zb+joNjxcgAgFxBGIArdK/foe61x3ccHC2Pv0Bef0HKzgcATiIMIKcN13FwtBgVAJBLCAPIWVZXj7pebZO1rzPl5yYMAMglhAHkpGQ7Do4WkwcB5BLCAHKOuW2vjP9OouPgaNGpEECOIQwgZ9i2re51HepZn1zHwdHynlAkj49OhQByB2EAOcHuict4Y6vi0QPjfi3mCwDINYQBZD3rSExdL7fJOmSk5XrMFwCQawgDyGrxDw/JeL1ddvfIOw6OFiMDAHINYQBZq2fzLsXe2i5Zo+g4OFp5Xnkn+tN3PQBIA8IAsk4qOg6OVt7kEjoVAsg5hAFkFavblPFauxK7xtZxcLR4RQAgFxEGkDUSBw11vbJZ9pGxdxwcLSYPAshFhAFkBTN6QMbrqes4OFqMDADIRYQBZLxUdxwcLU+RT95iOhUCyD2EAWQsO2Ep9uY2mdv2Ol2KJEYFAOQuwgAykmX0yHi1TYm9qe84OFqEAQC5ijCAjJPY16mulzePW8fB0WLyIIBcRRhARhn3joNjQKdCALmKMICM0NtxMKqe9TucLmVA3hP88hTw1wVAbuJfNzjONhMy3tiieMcBp0sZFPMFAOQywgAcZR3pVtcrm2UdTE/HwdEiDADIZYQBOCa+67CM19rS2nFwtJg8CCCXEQbgiJ623Yr9+f30dhwcrTyvvBOLnK4CAMYNYQBpZVuWYm99IHPzLqdLSVreicXyeL1OlwEA44YwgLSxe+LqerXNsY6Do8V8AQC5jjCAtMiEjoOjRRgAkOsIAxh3mdJxcLSYPAgg1xEGMK66N+xUd+QDp8sYNU+hT96SQqfLAIBxRRjAuMi0joOjxSsCAG5AGMCoWJYlwzDk9/vl/cRM+0zsODhahAEAbsB6KYxIJBJRIBBQaWlp/69AIKBIJCKpt+Ng57MbciIISIQBAO7gsW07C3Z9QSZobGzU3LlzVV5ermAwqMrKSrW1tam+vl4dHR1aet+v9P+f9tdSIvM6Do7WhH84nwZFAHIeYQBJiUQiqqqqUk1NjcLhsHw+X/9npmkqFAqpYUWDXrjrd/rMmZ9ysNLU8U4oUumXz3W6DAAYd4QBJCUQCKilpUWtra3HBIE+pmlqWmWlvlh5vh745vcdqDD1fP9jivyfO8vpMgBg3DFnAMOyLEvNzc0KBoMDBgFJ8vl8Ct14ox55/VnlSr5kvgAAtyAMYFiGYcgwDFVWVg55XEVFhYzumIye7NtlcCBsNgTALQgDGJbf75ff71dbW9uQx7W3t8tfWCR/QQ5s0uP1yjvJ73QVAJAWhAEMy+v1avbs2aqvr5dpmgMeY5qmwkuW6KsX/608Hk+aK0w9OhUCcBP+tUNS5s2bp46ODoVCoeMCgWmaCn4tqGh0h775d9UOVZhazBcA4CasJkDS+vYZKCsrUygUUkVFhdrb2xVeskTR6A49ePMPdfXn/7fTZaaE/+IK+c6Y7HQZAJAWhAGMSCQSUV1dnZqamvq3I/7qF67QN2denTP7C0hS6ZWfkbc0B+Y+AEASCAMYlb7eBMXFxep5b4e634k6XVLKeArzNeGq850uAwDShjkDGBWv16uSkhJ5PB7ll09yupyUYkkhALchDGDM8iYVy5NDQ+pMHgTgNoQBpIRv6olOl5AyhAEAbkMYQErkT53kdAkpw2sCAG5DGEBK5E0ukado4L4F2cQ7oYiWxQBchzCAlPB4PMrPgVcFjAoAcCPCAFLGlwOvCpgvAMCNCANImby/KJWyfIidMADAjQgDSBmP1ytf2USnyxg9r0feiXQqBOA+hAGkVP7UE2VZljpjhizLcrqcEck7sViePP5KAHCf7B7TRUaJRCJafN/P1dzcLKM7Jn9hkb4y43Ld9OU5WdG3gMmDANyK3gRIib6OhuXl5QoGg6qsrFRbW5vqw2F1dESzoqOhf8ZZ8p05xekyACDtCAMYs0gkoqqqKtXU1CgcDsvn+3i/AdM0FQqG1NDQoBfu+l1GjxCUXnmuvKVFTpcBAGlHGMCYBQIBtbS0qLW19Zgg0Mc0TU2rrNQXK8/XA9/8vgMVJqEgXyf8w/lOVwEAjmC2FMbEsiw1NzcrGAwOGAQkyefzKXTjjXrk9WeVqdmT+QIA3IwwgDExDEOGYaiysnLI4yoqKmR0x2T0dKepspHJZ38BAC5GGMCY+P1++f1+tbW1DXlce3u7/IVF8hdkVqvjvmWQnhPZXwCAexEGMCZer1ezZ89WfX29TNMc8BjTNBUOh/XVz/9veTyeNFc4sHXbNunmX/9IZYFLVfZPX9SkvyxXIBBQJBJxujQASDvCAMZs3rx56ujoUCgUOi4QmKapYDCoaDSqWxfdKd//cH7p3sOvPq0vLfxHvbJlrRbcsVArVqzQggUL1NLSoqqqKjU2NjpdIgCkFasJkBJ9+wyUlZUpFAqpoqJC7e3tCofDikajWrZsmebMmSNJiu86rNia92UdMtJe57ptm/Slhf/YuwyyfoBlkKHeZZCrV6/W9OnT014fADiBMICUiUQiqqurU1NTkwzDkN/vV3V1tWpra4+7sdqWpZ6NH6r73R1SIn3bFt/86x/plS1r1bp58+DLIKdN08yZM7V06dK01QUATiIMIOUsy5JhGCouLh52joB1pFuxt7YrHj0w9Pl6uuUvKJTXO/o3W5ZlqSxwqRbcsVDf+973Bj3uxz/+sRYtWqTOzs6MmeMAAOOJ3gRIOa/Xq5KS5JbqeUsLVfyFaTI/2K/YW9tld/X0f7Zu2yb9+qlGPbrquZT0OjDMHhndseSWQX60ZLK4uHjE1wGAbEMYQEbwTT1R+aeeoO53d6hn04d6+OU/6Ru/+qHKy8u04I6Fx/Q6aF74p6R6HXgK85U3pVR5J5Uob0qpSiYVyf/NJJdBfrRkEgDcgNcEyDh/fnmVPvc3X1DNnEEm+Q3U68DjkXeiX3lTSpR3UqnyTyoZsM9AUlsnM2cAgMsQBpBxku11cOm5F2nJz+7vDQCTS+Tx5Q177uGaKgWDQTU2NrKaAICrEAaQUSzLUmlpqRYsWDBuk/xGsgwSANyAOQPIKCPqdTDKSX5z5szROeeco7q6Oi1atGjYZZAAkOsIA8goI+p1MIZJftOnT9fSpUsVDoeTXgYJALmK7YiRUUbS66C6unrMN/C+ZZAEAQBuRhhAxkm210Ftba1DFQJAbmECITISk/wAIH0IA8hYI+l1AAAYPcIAMt5Ieh0AAEaOMAAAgMsxgRAAAJcjDAAA4HKEAQAAXI4wAACAyxEGAABwOcIAAAAuRxgAAMDlCAMAALgcYQAAAJcjDAAA4HKEAQAAXI4wAACAyxEGAABwOcIAAAAuRxgAAMDlCAMAALgcYQAAAJcjDAAA4HKEAQAAXI4wAACAyxEGAABwOcIAAAAuRxgAAMDlCAMAALgcYQAAAJcjDAAA4HKEAQAAXI4wAACAyxEGAABwOcIAAAAuRxgAAMDlCAMAALgcYQAAAJcjDAAA4HL/DyhInsvUTvRzAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -676,7 +660,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -716,7 +700,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGFCAYAAABg2vAPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydZ1gT6dfG74QamhQpAooCYsMK9t4Ve1dUin1dC/beUNeyFrDs6lroYO+94dq7YkeKqHSkSAtJSPJ+GDIbEELKTP74Mr/r2k88M947z0zmmfuc5xyWWCwWg4GBgYGBgaHawv5fC2BgYGBgYGD438IsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKAgYGBgYGhmsMsBhgYGBgYGKo5zGKgEkQiEQoKCiASif7XUhgtMqhKehgtVV8LULX0MFoqpqrp+f8KsxiogKioKHh7e8PAwID8z9vbG1FRUYyWKqKlqulhtFR9LVVND6Pl19Hz/x4xw0+Eh4eLNTU1xXZ2dmJfX19xWFiY2NfXV2xnZyfW1NQUh4eHM1r+x1qqmh5GS9XXUtX0MFp+HT3VAWYxUIZXr16JNTU1xR4eHmI+n1/qb3w+X+zh4SHW1NQUv3r1itHyP9JS1fQwWqq+lqqmh9Hy6+ipLrDEYrH4f+1OVCW8vb0RGRmJmJgYaGlp/fR3gUAAR0dHdO3aFX///TetWmbMmIG7d+8yWqq4HkZL1ddS1fQwWlTX07NnTxw+fJh2PdWG//VqpCohFArFHA5H7OvrK3Ocr6+vmM1miwHQ+h+bzWa0/AJ6GC1VX0tV08NoUV0Ph8MRi0QimeMY5IdJIJSCy+WCy+XCwcFB5jh7e3u1ZLaKRCJGyy+gh9FS9bVUNT2MFtX1SH6vGahB838toCrB4XDA4XAQFxcnc1x8fDw4HA7S09PBYrFo0SISiWBpaSmXFh0dHfxz8CKtWqZPHVglrotEj7zXhpknRktV01OVnqeqdP9K9ChybTgcDm1aqhtMzkAZ5M0ZUEe8Sh4tDg4OcHBshpm/r6BVy197NyA+7i1iY2P/59cFYOapIuSZp+qoparpqUrPU1W6f4GqdW2qE0yYoAw+Pj5ISkrClClTIBAISv1NIBBg8uTJSE5Oxty5c9WmZfLkyeVqmTRpMpKTU+A2YDTtWtwGjEFSUnKFWtR5XQDi2iQmJlYJPb/SPE2aNKlaavlPT8XzRNwzVePaVK37V/3zlJhY2Typ77emusA4A+UQEREBDw8PWFtbY8qUKbC3t0d8fDz27duHtLQ0hISEYNy4cWrR4uHhgdDQUNSqVQszZswopSU1NRWz5qxGp0591KLl7OlQhIf/Xa6WlJQUBAQEwNPTUy1aioqKYGdnh4yMDFhbW2P69Oml9KSnpyM4OFht89S1a1fcvXu3XC2pqWmYNWeV2ubp0MHtuHb1VJW4Zy5fOo7AAL8K75mp0xejV68hatEiEokwe9YofM9ILXee0tLS8Pts9c3T5k2L8PLFg3Kvjbp/Z5YvX47NmzdXeM/8PmsVOnfpqxYt+Xm5+G3GMPD5RbCxscG0adP+p892dYHJGSiHcePGoXHjxvD398emTZvA5XKhra0NPp8PCwsLDB48WC06vn//jvPnz0MsFsPA0AwbN/4BHq+I1AIAVpa2atEiFosRFfUYYrEY2tra5HXhcDhgsVgQi8VITk5WixYA8PPzQ3p6OgyNjGHv4ExeG01NTRQXF8PV1RVjx45Vi5anT5/izp07AICWLVv+dM/o6nLQrGlrtWgpKuLi2dO7EIvF0NExkLpndCAQ8CEWi6GnZ6AWLQAQ/fE1xGIxRCJRqXtGR0cHYrEYid8S1KblduQlZKSnwMDAAF26dCH1aGlpQSAQoFat2ujQvqdatKSmJJLPk1lNG3KetLS0IRDwoaWlhbZt26pFS3FxMc6dOwexWAxjY+NS8yQQCCASiSAUCdWiBQCOHTsIHo8LR0dHdOzYkdQjebbd3NyYhQANMGGCCmjevDkOHz6M/Px85OfnIycnB/Xq1UN6ejq2bNmiFg2rV69GTk4O7OrWh6/vXwgKuYHg0JsICYtEl679AQABATuhDnPn6dM7ePv2OXR0dBAZGUlel4KCAvzzzz8AgI0bN6plQZCSkoKNGzcCADw9Z2P2nDXktfHbdQTa2tp49uwZTp8+TbsWsVhM2pUTJ07E+fPnS12bFi1aoKiIi6NHD9KuBQDOnQ1DZmY6zM2tsH7Dfql75hYGDiJ+QIMDd6G4jP1KBx/ev8KDBzfBYrFw+fLlUtfl6NGjAICrV04gKSmBdi2FhQWICCf2yK9btw7h4eGknuTkZJiYmCAl5Rtu3jxPuxYACA7eDWFxMZq3aIuVq/xKzVPTZq0hEAiwaNEitWjZv38/3r17BzMzM9y7d6/UPEmes4iwfeByC2jX8u1bPK5dPU3qCgwMJPU8fPgQLBYLly5dwsOHD2nXUt1gFgOVwGazoa+vDw6Hg23btgEA/vzzTyQkJND6775+/Rr79+8HAHh7+4CtoQE2mw1dXeJL3H38DOjochDz6R3u3b1GqxY+n4eQoN0AgIULF6Ju3brkdWGxWHB3d0f79u1RUFCAZcuW0aoFICzN/Px81K/fBJ06E9al5NpYWFhj0ODxAIAFCxagqKiIVi0RERF4+PAh9PX1sWnTJlKLvr4+NDU14e/vDwC4eeMsEhJiaNXyPSMVZ8+GAgAmesyCto5OqXtmxAgv1KhhguTkr7hy5SStWkRCIQID/AAAU6dORYsWLUrdM3369MGgQYMgFAoRHLibVi0AcOpkIH78yIaTkxNmzZoF4L95qlmzJtatWwcAOBKxH/n5ubRqeR31BM+e3gWbrQFPr7lgsVjkPLHZbHh6zQGbrYFTp07h1q1btGrJzMzEqlWrAADr16+HiYlJqXmaO3cuHBwckJ39HadPhdCqRSwWIyjAHyKREMOGDUOPHj0A/DdPrq6u8Pb2BgDMnTuXaVxEMcxiQAGGDRuG7t27o6ioCIsXL6bt3xGLxfDx8YFIJEK79j3QuEnLn8aYmppj+HAiPh8auhdF3ELa9Fy6eBRpacmwtrbG0qVLf/o7i8UiX3rBwcF4/PgxbVqePn2KwMBAAICXtw/Y7J9v4SFDJ8DU1BwJCQnYsWMHbVoKCgrI+2D58uWwsbH5aUyXLl0wevRoiEQiBAX40+rihIbshYDPR+PGLdG2Xfef/q6nb4Bx7jMAACeOH8aPH1m0abl9+xI+f/6EGjVqYMOGDeWO2b59O7S0tPDy5UO8ePGANi0pKd9w6SLhROzcuRPa2to/jZkxYwYaN26MvLwfOHE8gDYtQmExAgOIZ6Vf/xGwta3705g6dRzQp+8wAERyX3FxMW161q5di+zsbDRt2hRTp0796e86OjrkM3ThfATS0pJo0/L82T28fv0U2tra5IdXWTZu3AhDQ0M8ffoUISH0Lk6qG8xiQAFYLBb8/PzAZrNx/Phx/Pvvv7T8O6dPn0ZkZCS0tbUxYeLvFY4bMHAMLCyskZ31HWfOhNKiJSsrAydPBgEAtmzZAgOD8uPNrVu3hpeXFwD6Vu1isRhz5swBAHTp2h/1nZqUO05Xl0Netz/++ANJSfT8gG3ZsgVJSUmoW7cu5s+fX+G4rVu3QldXF+/evcDjx7dp0UJa8mw2vLznVrgXvFs3N9Szb4DCwnwcPXKAFi2FBfmICN8HAFizZg3Mzc3LHVe/fn34+PgAAIJoDF0EB+1GcXEx+vfvDzc3t3LHaGlpwc/PDwARukhMTKBFy/VrZ5CY+BmGhjUwctSkCseNHj0FBgZGePPmDQ4coGee3r59S5YX9vPzg6Zm+SlkgwYNQu/evVFcLEBI0B5atAgEfAQF7QJAOHr29vbljrOysiKdjKVLlyIvL48WPdURZjGgIM2aNcP06dMBEC89oZDaxJqioiIsXLgQADBwkDssLGpVOFZbWwcenrMBAOfPhSM9PYVSLQAQEb4fvCIu2rVrB3d3d5lj//jjDxgYGODx48cIDw+nXEt4eDgePXoEHV0O3MfPkDm2Y6feaNCgKW2hiy9fvuDPP/8EAGzbtg26uroVjrWzsyMdhJDgPeDzeZRqkbbke/YcjLr1nCocy9bQgJcXkeNw88Y5JHz+RKkWADhZYsk3aNAAv/9e8WIWAFauXAkLCwukJH/FlSsnKNcS9eoxnj+7B01NzUpdot69e2Pw4MEloYtdlGvJy/tBLsDGjJ0GAwOjCscaGBph9JgpAIBVq1YhOzubUi1isRjz5s2DUCjE8OHDSUu+PFgsFnbu3AkNDQ08efIv3r55RqkWgNh1kpaaBCsrq0qf1zlz5sDR0RGpqan4448/KNdSXWEWA0rg6+sLY2NjREVFUV70YufOnfj8+TNMTc0xdNjESse3btMFzs4uEAj4CA3ZS6mW2Nj3+Pf2JQCAv79/uZa8NLVq1cKKFURRkiVLliA/P58yLQUFBViyZAkAYPhwT5ialv+1KYHFYsHL2wcAEBISQnnoYvHixSgqKkK3bt0wfPhwucbb2toiIz0FF84foVSLxJLX0zPA2LE/W71ladS4BTp06AmxWIxAikMXKSnfcPnSMQAVW/LSGBkZkbkWJ44HUBq6KC4uRlDJS33WrFlo2LBhpcdIQhevXj2iPHRx/NghFBTkwc7OEb16Vb4jqXefoahdux4yMzPJnAaqOH/+PG7cuAEdHR1yUSuLJk2aYObMmQCAwAB/CIXUhS5ysjNx8gQRmtm8eTMMDQ1ljpcOXezYsQPx8fGUaanOMIsBJahZsybWrl0LAFixYgVycnIoOW9ycjKZvTt+wkzo6lZealPy0mOx2Xj08Bbev3tJiRaxWIyAwzsBELUO2rRpI9dxPj4+sLe3R3JyMjZv3kyJFuA/S97CwhoDBo6R6xgHx0bo1p2whakMXdy5cwfHjh0Dm82Gn5+fXOVZ9fX1yV0op08HIyszgxIt0pb8yFGTYFTDRK7jJkz8HVra2nj//iUeP4qkRAtQ2pLv37+/XMd4eXmhVatWlIcurl87jcTEz6hZsyZWr14t1zGOjo60hC6+fo0js+Q9veeCraFR6TEaGprwLFnQ7tmzB+/fv6dEC4/HI8Na8+fPr9CSL8vatWthamqKr1/jcPPGOUq0AEBExH5wuYVo3bo1Jk6s/AMIAAYOHIjevXuDz+eTTiqDajCLASWZOXMmGjZsiIyMDKxfv56Scy5btgwFBQVwcnJGp87yFz6pY+eA3r2Jwi0BAX4QURC6uHf3GmI+vSuVJS8Purq62L59OwDCPv/8+bPKWhISEsivl4kes6CtrSP3sePcZ0BXVw+PHz9GWFiYylqEQiG5lXDatGlo3ry5/FrGjUOHDh3AK+IiPIyaVrASS97aug769Rsh93E1za0wZMgEACWhC57qoYtXrx7JbclLw2azpXZdUBO6yM3NwbGS7ZwbNmyAiYl8iySA+tCFdJZ8m7bd4OzsIvexzZq1hmvrzhAKhZg3bx4lLo6/vz/i4uJQq1YthUJopqam8PX1BQAcPXIA+Xmq77qIi/2A25EXSV2VuY8SpEMXp0+fxs2bN1XWUt1hFgNKIp1wtGvXLkRHR6t0vsePHyM4OBgA4DXJR+FmIKPHTIW+viG+JMTg1i3V9koXcQsRGkqEHFasWAFra2uFjh8yZAh69OgBHo9HyV5piSXfxLkV2rTtqtCxJiY1MXwEseuCitDF4cOH8erVK9SoUYP8YZQX6V0Xd+5cwadPb1XSkpz8FZdKLHlPr7nQLKeOuyyGDJ0AMzMLZGSk4vx51XI8pC352bNny2XJS9OpUyeMHTuWcKQC/FR+6R07ehAFBXlo1qwZpkyZotCx0qGL4xTsunj29C7evHkGLS1tTPSQnUNRHh4es6GpqYlr167h4sWLKmlJTU0lP17kseTLMn36dDRp0gR5eT9w/PghlbSIxWIEBhJhqvHjx6N9+/YKHS8duqB710V1gFkMqEDfvn0xcOBAFBcXy8wmrwyRSER+bXbt5gZHx8YKn8PIyBijRk8GAERE/IOCAuWzbM+cCUV21nfUq1cP8+bNU/h46V0XJ0+exO3bt5XW8u+//+L48eNgs9nw8lJ8kQQQuy4srWyQkpKikMtRlh8/fpA5EWvXrq0wS14W0nulAw/7qRS6CA4iCte0bNUeLVsp9kMKADo6uhg/kfgxPXM6RKXQxbWrp5CUmKCQJV+WLVu2gMPh4MP7V3j0UPnQxdcvcbhx/QwAIkteQw5LvixeXl5wcXEBt7AARyL+UVqLQMBHcEmW/MBBY2Fp+fP208qwqmULtwFEaGz+/Plk9VFlkNToaNOmDSZMmKDw8dK1M65eOYXEb8o7fw/u30D0x9fQ09NTOqQoCV28ffuWLH7GoBzMYkBFJAlHly5dwuXLl5U6R3h4OB4/fgxdXb1Ks+Rl0afvcNjY1kVebg5OHFcusTE9PQXnzxFfidu3b5eZJS+Lpk2bYsYM4v9F2V0X0pZ8r95DYFfXUSktWlra8PAgdl1s375d6dDF+vXrkZGRgYYNG1aaJS8Lya6L2Nj3uHvnqlLnePXqEV48vw8NDQ14es5RWkvHjr3RoGEz8HhFCAv7S6lz5Obm4Pgx4itx48aNMDY2Vuo8derUIZNEQ4J3KxW6IJIiiUXWiBEj0L37z/UW5EE6dHHr5nl8jlfO+bt4gajRYWJSE8OGeSh1DgAYPsILNYxNERMTg927lSvS9OzZMwQEEIl6iljyZenZsyeGDh0KkUiIoEDlElB5vCIy4XnZsmWwtVWurLqpqSnpdKxatQpZWfTVzvj/DrMYUBEnJydy7/u8efN+6rJVGfn5+f9lyY/wgIlJTaW1aGpqwtOL0HLl8gkkJ31R+ByhIXshEPDRvXt3DB06VGktALHrwsTEBK9fv8bBg4qX4z18+DCioqKgr2+I0WMqz5KXhWvrzmja1FXp0EV0dDT5cti5c2e5rVXlxcrKCitXrgQAhIf9rXDBKGlLvl//kbC2sVNaC4vFgrc34bjcvXMVn6LfKHwOiSXfvHlzTJ48WWktALBo0SLUrl0b37+nKRW6kC6bLU+WvCw6duxIhi4ClXjp5WRn4lRJjQ738b9Bl6OntBY9PX24lxSM8vX1RVpamkLHS5fNnjBhAtq1a6e0FoDIB9LW1kZU1BO8eK74rouzZ0KRmZkOOzs7LFiwQCUt06ZNg7OzM7KysijfdVGdYBYDFLBq1SqYm5sjOjoae/cqtr1v8+bNSE5OhqWlNWkFqkKLFu3QyqUjhEIhWcRDXt6/e4lHD28plCUvCzMzM/LhXLlypUK7LnJyckhLftToSTAyMlZJC4vFIrK4S0IXkZGK2dALFixAcXExBgwYgH79+qmkBSBinGSZ19PBCh0rseQNjYxlFq6RF3uHhujWfQCAkgRUBUIXVFjy0ujp6WHr1q0AiNBFZma63McKBPxSZbPr1aunkhZAtdBFePg+FBUVwtGxMSUd/7p2c4O9fUPk5uaSi0l5OXLkCB48eKCSJS+Ng4MDGUIMCvRXaNfF94xUnCspm71t2zZwOJXvmpKFpqYmmb+1d+9eynZdVDeYxQAF1KhRgyx+sXbtWmRkyBd7TUhIIMtuTvSYrVCWvCw8PGdDQ1MTL1/IX+ZVJBQioKRwzfTp09GsWTNKtMyYMQONGjXC9+/fFUq4k1jyNjZ26NNX/ix5WdSp44DefRQv83rlyhVcvHgRmpqa5E4JVdHR0SHPdeH8EbnLvEpb8uPGTYO+vmIJYBUxbtx0cDh6iIv9IHfogkj22wmRSISRI0eiW7dulGgZM2YMOnbsSIQuQuUPXUgs+Vq1apVbNlsZlA1dxMa+J7PkvSaVXzZbUdhsNrwm+QAADh06hJcv5dtGLE/ZbGVYsWIFrKyskJqaiEuXjst9XGjoX+Dz+ejSpQtGjKDm2ZaELoRCIXx8fNTSvO3/G8xigCK8vb3RsmVL/PjxgyyXWRmLFi0Cj8eDs7MLWrfpQpkWa+s6cHMbDUD+DnW3bp3Hl4QYGBsbK5wlLwstLS3s3EnUK9i9ezc+fvxY6THR0dHYtYtwNTy951ZYJlUZRo+ZAn0DQ7lDFwKBgPwCmjNnDho0aECZlsGDB6NXr17EF22wfI7SsaMHiMI1deujR49BlGkxNjHD8BFeAIjQhTwd6p4+uYN3b19QYslLI9l1wWKxcO/uNUR/rDx0kZ39nbTkZZXNVgbp0MW5c5WHLsRiMQIP+wEAunTpBycnZ8q0NGzYDB079SZtf3leelu3bkViYmKlZbMVxdDQkEzIPXniMHJyKo/Xf3j/Cg/u3yg1x1QhCV1cv34dFy5coOy81QVmMUARGhoaZEz5n3/+watXr2SOv337Nk6cOEGs9r2Vy5KXhSId6goK8hBRkjG9bt061KypfN5CefTt2xeDBg2Se9fF/PnzUVxcjFYuHdGihWqxzbIYGtbAmJL8g5UrV1Za5vWvv/7Cx48fYW5uLvciT15KlXl9fLvSMq9fEmJx/fpZAP91sqQStwGjYWllI1eHOj6fh+ASS37RokWoW7cupVpcXFwwaRIRAgkscR9kEVFiybdt2xbjx4+nVIuenh652DlzOhjfv8uO19+/dx2fPr0tKZv9G6VaAKIgmba2Du7evYvjx2V/kX/58oUMu1BhyZfFw8MDrq6u4HILcSRiv8yx5XWypBIHB4dSxZR4FNTOqE4wiwEK6dy5M0aPHk12Haxo1V46S34o6tg5UK5FT98AY8cRPRROHD+M3B8Vv/ROHD+MvNwcNGrUCL/9Rv2PF/DfrovLly/j0qVLFY6T/F1TU5Psu0A1vfsMha1t5WVeMzIysGbNGgCqZcnLwtnZmdx1IavMK5HE5gexSIR27bqX28lSVbS0tMmdCZV1qLt44SjS04lOlhIbnWokHeri4j7izr8V79QhLHn5y2Yrw+jRo9GpUyfw+TyEh1ZcMKqoiEtmyQ8bNhGmZopvP62MmjUtyVLlixYtQmFhxQmokhodXbt2latstqJI77qIvHUB8TJ2XcjTyVJVli9fDisrK8TGxpLuIoN8MIsBipF0qPv3339x6tSpcsccPHgQr1+/LsmSV6wgiiJ07z4A9eo5obAwH0cqKPOanPQFVy4TVdZUzZKXRf369ckF0Lx588rdKy1tyffrPwrW1nVo0aKhoQkvb0LL3r178eHDh3LHrV69Gj9+/EDz5s3Jr1Q6WLduHUxMTErKvJZfMEpiyWtpaWOCxyzatLi4dkLTZq1ldqjLysrAqVP0WPLSWFpakm5MeNi+ckMX0pb8xIkT0bZtW1q0SGpnsFgs3LtXceji3NkwZGVlwNyiFgYOHEeLFgAYNNgdZjUt8fXr1wrb/d69e1fhstnK0KFDB7i7u5NzUd5HUGFhAVk2e/Xq1UrV6JAH6dDF+vXrFd51UZ1hFgMUI92hbuHCheByuaX+npOTQ2YCjxo9WeUseVmwNTTIZj03b5wtt8xrUNAuCIVCDBw4EH37qp7xLAtJmddPnz6Vu+ti7969iI6OhpGRMUaO9KZVS7PmbeDq2gnFxcXllnl9/fo1WcTE399f5Sx5WZiZmUmVef0H+fmly7xKW/KDBsvuZKkqLBYLnl5zwGZX3KFOkU6WqiLpUJeTk4nTp37edSGx5BUtm60MlYUuMjJScLYkS36ixyxo61CTEFweOjq6mFjSpnvz5s349u1bqb9Lu490WPJl2bJlC/T09PDxYxQePvi5NPCpkrLZTk5OmDWLvsUs8F/oIi8vj9yRxFA5zGKABiQd6hISErBjxw6IRCIUFBRAJBLB19cX379/h41tXfTpS71tV5byOtSJRCIUFXHx/Pk9vHzxEFpaWpRlyctCetfFunXrkJ6eTl6btLQ0svnTOPcZ0NOn52tTGg/POdDU1MTVq1dx6dIlUoskI1kkEmHUqFHo2lWxEsjKMGPGDLLMq6RglGSeLpw/gvT0ZLk7WapKnToO6NOX2HUhCV1ItHyKfqtQJ0tVke5Qd+H8EaSmJpJaCgsLSEueyix5WZQNXUi0iEQihIb8BQGfjyZNWqFt2260a2nfoScaNmwOLpdL7p6Q3MOS3QY1atSgrHeKLGxtbUkNISF7weMVkdcmKekLLl08CkC+TpaqwmazyRDB4cOH8fz581K/wQzlwxIzezBoISIiAu7u7tDQ0IC2tja4XC50dXXB4/EgFouxfOUOypPjKuJ7Rirmzh1b8kPVErGxH8DjFUFDQwNCoRAeHh4ICgpSixahUIg2bdrgxYsXcHJywrdv38DlcqGlpQWBQABrazvs2BlKeXJcRYSG7MW5s2EwNDREcXExuFwudHR0wOPxoK2tjejoaMqT4yrixo0b6N27N1gsNlxbd8LrqCfg8YrAZrMhEokwdtx0ss8C3eTn5WLO7NHIz89Ffacm+PolrtQ9M2jQIJw7R13nOlmIxWL069cP165dQ82alsjL+wEerwiamlooLhbA2toacXFxSlfLVJRt27Zh0aJF0NLWBpvFIu8VPp8PsFjY+mcg6tatrxYt8fHRWLZkEsRiMdzc3BAZGQkul0veMwsXLqR0p4csuFwuGjZsiK9fv6Ju3fpISflWcs9oQigsRseOHXHv3j21aAGI4kphYWGwsLBAXl4euFwuOBwOxowZAx8fH4WajFUHGGeAJsRiMdhsNqysrLBs2TKEhYVh+fLlsLa2BpvN/skKppOa5lZo2bI9WCwWcnLSsWLFcoSFhWHNmjWwsbFBeHg4IiIi1KJFQ0MDgwYNAovFQkFBAXltVq1aBRsbG6SlJeLBQ/V1ILO2rgMWiwUjIyNSy4oVK2BjYwOhUIiHDx+qTUuvXr3QqlUrAGKkJMeT87R27VrY2Nji+LFDuHfvmlq0GBgawcW1E1gsFgoLcn66Zy5fvqy2e4bFYqFXr15gsVjQ0dEktaxeLbln0nD69Gm1aAGIXAY2mw0Lc3OsWLECYWFhWLlyJWxsbMBmsZCYqHqnTnmxt2+ARo1bgsVi4fXr1+Q9TNwzNvDz81PbPHE4HAwdOhQsFgsCQaHUPbMaNjY2ePz4sdq0AEC7du3AYrGgpaVFXpdly5YhMjISrq6uatXyK8A4AzQQFRUFV1dXuLu74+DBg6WS8gQCASZPnozw8Ahs2nJILV8QCQkxWLZkMtzdx+HQoUM/6ZkyZQrCw8Px7Nkz2lfLkmszblzFWsLCwtVybarSdQGYa1MR8lwXdWup+NkmtKj32Z4Ed3f3KnNtqtI8VQUtvwrMYoAGvL29ERkZiZiYmHKz8wUCARwcHFC3XhNMnaZ6i9/KOLB/K758+YDY2NgK9Tg6OqJr1674+++Kt01RwYwZM3D37t0qcW2q0nUBmGtTEfJcl6qkhXm2f415cnR0RM+ePXH4sHJN3f7fIWagFKFQKOZwOGJfX1+Z43x9fcVsNlsMgPb/2Gx2ldHDaPk19DBaqr6WqqbnV9TC4XDEIpFI5rjqApMzQDFcLhdcLhcODrILCdnb26sts1UkElUZPYyWX0MPo6Xqa6lqen5FLZLfawaAuqLvDACIJBoOh4O4uDiZ4+Lj48HhcJCenk5bMRCAeCgsLS3l0qOjo4N/Dl6kTY9IJML0qQOrxLVR5Low81Sxluo0T1VpjiR65J0n5p6pWAvVJZp/VZicARqQJ2dAnfEqeXMYHBybYebv9Bbp+GvvBsTHva00xqmOa8PMU8Uw86S8FnXNESDfPDH3zP/+2f4VYMIENODj44OkpCRMnjwZgjIdAwUCASZNmoTk5GSyQpg69CQmJsrQMxnJySlwGzCadi1uA8bIvDaTJ09W27WpivP07du3ivVMVu88JSb+GvNUlbQQ94x65giQzBPzbJelKt0zvwqMM0ATPj4+2LVrF2rVqoUZM2bA3t4e8fHx2LdvH1JSUrB8+XLamnWUJSkpCfb29hAIBLC1tcXUqVNL6UlNTcWsOavRqVMf2rWIRCLMnT2GbHIzffr0n7QEBwdT3nmuIoYNG4azZ89WOE+7du2ivXyqhNu3b6N79+5gsViwsbHFtGml5yktLQ2/z16llnkqKMjDbzOGgVfEhbW1DaZPn/bTPIWGhmLcOPrq70vTsmVLREVFVXjPBAQEwMPDQy1aPDw8EBoaWuE94z7hNwwZMkEtWr4kxGLRIk+wANjY2GDatLLzlIZZc9Rzz/D5PMycMQx5eT8qnCd13jNdu3bF3bt3f9Jy8OBBJCcnIzg4WG1afgWYnAEa4HK5OHPmDMRiMSwsLLBp0yay+pWdnR2Sk5Nx7tw5rF27Fpqa9E/B0qVLwefz0aJFC7Ro0YLUI6m0p6Ghifr1m9CuAwDu3rmKtLQkaGvrwq5uI2zc+Ad4vCJoa+uQZW+Li8vv3Ec1nz9/xuXLlyEWi2FqVovUoqOjC11dDsRiMR4+fKiWxYB0Lfl27bpDR5dD6pFU2jM2NkXr1l1o1wIQnSyLuIWwsLCGY/1mUvOkTTaZatCggVq0XL58Ga9evYKGhgbatm1b6nkCiAWmuhrSZGRk4Ny5cxCLxTAwNCt1zxgaGkMsFuNN1FMMHjye1nwBAGQnS4jFcG7aGmY1LUg9koqeurp6aN6cnuZNZbl08Shyc3NgaGQMewfnUs82cc+IYWZmphYtT58+xZ07dwAQC0npe2bs2LGYO3cuU1+gDIwzQAMbNmzAqlWrYGtri+joaOjq6oLL5UJPTw9ZWVmoX78+srOz8ddff9HWMljCw4cP0aFDBwDEA+Lq6gqRSEQ+GH379sWNGzfQpk1XLFxMb6OXIm4h5s4Zi+zs73Af/xuGDpsIkUgEPp8HHR1dnDsbhrDQv2BlZYVPnz7B0NCQVj0jR47EyZMn4ezsglVrdkEsFpNaPsdHY9nSyRCLxbh//z55Deli//79mDFjBvT1DeG/+yiMjIzJawMA83zckfk9DaPHTMHIUfR1UASApKQELJw/EUKhkCybLT1Pu/zX4v696+jUqRPu3LlD60tPIBCgadOmiI6Oxvz587F9+3by/tXT00NQUBC8vb1haGiImJgYWFpa0qYFAH777Tfs27cPdnXrY8uWwwCLRV6X9PRkzJvrjuJiARYv2QLX1p1p1fL40W1s37YcWlra2OkfAQuLWuQ8aWpqYslib3z7Go9+/Udi0uT5tGrJysrA3DljwSviYtbsVejStX+peyYo0B+XLh5D48aNERUVRetHkFgsRocOHfDo0SNMnDgRwcHBpe4ZuhdpvypMzgDFJCUlkd3Ttm7dCj09PbDZbOjr64PFYpXqULdq1SpkZ2fTpkUkEpFfm97e3nB1dQUAUg+bzcbOnTuhoVFxhzoqOX06GNnZ32FpZYMBA8eQWnR1OWCxWHAbMBqWVjZITU0lGxrRxe3bt3Hy5Emw2Wx4efuAxWKV0mLv0BDdewwEAMydO5fW7VAVdbKU6NHV5ZAd6s6cDsH37/R+BQcH7YZQKEQrl45k/wzpazN+wkxoa+vg3r17OHbsGK1aJJ0szc3NyXbG0s+TOjvUSXey9Pb2AVtDo9R1sbS0wcBBYwEQ3UAFgp/bdFMFn89DSDDRYlq6k6VEj6amFry8fAAA166exrdv8bRpAf7rZFm/fhN06ty3lBYWi4WRoybB0LAG3r9/j3379tGqJTw8HI8ePSrVyVL6nmEoH2YxQDFLly5FYWEhOnbsiLFjx5Y7RtKhLjMzE+vWraNNS2hoKJ4+fQoDA4MKX67Ozs6kOyHpUEcHaWlJuHD+CADAw2M2tLR+7lympaUNT885AIAdO3YgPp6eHzBpS75X76GoY1f+fuSx46aDw9HDs2fPEBz8c/tcqpCnk6WkQx2fz0N4KH3V2168eICXLx5CQ1MTHp6zyx1Ts6Yl2T1x8eLFKCwspEVLRkYG2cly48aNMDY2/mlMeR3q6EAsFpOdLNu174HGTVqWO27YcA8YG5shLTUJly8dp0ULAFy8cLTSTpZNm7miTZuuEImECCrpWEoHsbHvyU6WXt4+5XayNDAwwpix0wAAq1evRmZmJi1aCgoKsGTJEgDq62T5/wVmMUAhDx8+RGhoKFgsFvz9/StchWpqasLPzw8AsGfPHrx//55yLXl5eWRL0VWrVsHKyqrCsevWrYOpqSm+fo3DzRv0dKILCd4LgYCPps1ay7RPXVw7oVmz1uDz+Vi4cCEtWg4ePIjXr19D38AQY8ZOrXCcsbEpRowkLPmlS5ciN5f65lIfP37E7t27AQCeXnMqtE9ZLBa8JhEOxr171/Dx42vKtRQLBAgOJF6sbm6jYW1dp8Kxgwa7o2ZNS3z9+hXbtm2jXAtAvDR+/PiBFi1aYNKkikMj7du3x/jx4yEWizF37lxaXnqnT59GZGQktLW1MaHEpSkPDkcf7hOIxfXJEwHIyab+pZeVlYFTp4guo+MnzISubsX75Cd6zoKmphZev36K58+o7xgoFosRcHgnAKBL1/6o71Rx7lGvXoNhZ+eI7OxsrFmzhnItALBlyxYkJSWhbt26mD+f3tDI/zeYxQBFlLXkXVxcZI7v1asXBg8eDKFQiPnz51P+A7Zp0yakpKTAwcGh0u0zpqamZOji6JEDyM+j9qX39u1zPHl8Gyw2G55ec2RadSwWC57ec8Fma+D06dO4eZPaDobZ2dmknTx69BQYGtaQOd7NbRSsrGyRlpZGS+hi/vz5KC4uhotrp0pbWtvbNyBDF4GH/SgPXVy5chLJyV9hZGSMESO8ZI7V0dHFBA8isXLz5s349u0bpVqioqJIS97f3x8albS03rx5M/T09HD//n0cPXqUUi1FRUVYsGABAGDQ4PGkJV8RXbr0g4NjI3C5hYiI2E+pFgAID9tHWPJOTdCps+xdAkTogsiYpyN0ce/uNcR8egcdXQ7cx8+QOZatoQFPb+K36O+//8bbt28p1ZKQkEC2a96+fbvaWlr/f4FZDFBESEgInj59CkNDQ2zcuFGuY7Zv3w4tLS1cvXoVly5dokxLfHw8tm/fTv4bOjo6lR4zffp0NGnSBHl5P3D8+CHKtAiFxQgK8AcA9OkzDHXqyC4RCgC1a9ujT99hAIgtmlTuLvD19UVmZiZsbOuid59hlY7X1NKChxcRuti5c2elVc0U4dKlS7h8+TI0ZVjyZZGELuLjP5LWLBXk/sjGieNE8ZVx7jOgp29Q6THt2/dAo0bNweVySWuWCqQt+VGjRqFLl8p3UNja2pJOGNWhix07diAhIQGmpuYYMrTyLYNsNhve3j4AgNuRFxEX+4EyLbEx73Hn38sAAG/veXLFwIcNn0iGLi5dpC7Ho4hbiNDQvcS/McwDpqbmlR7j7OyCNm27QSQSwcfHh9KPoMWLF6OoqAjdunXDsGGVP9sMpWEWAxQgbcmvXLlSpiUvjaOjI+bNmwcAmDdvHrllS1UWLlwIPp9Pug/yIB26uHrlFBK/faZEy80b5/HlSyz09Q0xeswUuY8bPXoKDAyM8PbtW/ILUVU+fvyIPXuIpCtZlnxZXFw6onnzNpSGLvh8Pjn3/d1Go1at2nIdJx26CA/fh8LCAkr0HDlyAIWF+ahXzwnduw+Q6xjCxSFCFxEREbh//z4lWk6dOoXbt29DV1cXW7dulfu4hQsXok6dOvj27Rv5hagqycnJpCNUmSUvjVODpujUuU/J9j9q4vUikYi05Lt2c4Nj/cZyHVc6dBFIWejizJlQZGd9h7lFLTJxUh4mevwOLS1t3Lx5E+fOUROW/Pfff3H8+HGw2Wz4+fkxiYJKwCwGKGDTpk1ITU2Vy5Ivy4oVK2BpaYmYmBgydqwKt27dwunTp6GhoYGdO3cq9FD06tULQ4YMIRKOKPgBy8/PxdEjxIt8zNiplVry0hgYGmH0GCKev3r1amRlZamkBVDMkpeGxWLB04sIXZw5cwY3btxQWcvevXvx6dMn1KhhUqklXxY3t1GoVas2fuRk4XRJ7FgVEj5/ws0bZwGUJIBVYslLIx26oGLXRVFREbngWrRoEerWrSv3sRwOh8xf2LJlC75+/aqSFgBYtmwZCgoK4OTkXKklX5bxE2ZCR0cX0R9f48F91e+Ze/euISbmHXR19Sq15MsiCV0UFVETukhPT8H58+EAiIRgbe3K3UcJ0rsu5s+fDx6Pp5IWoVAIHx8fAMC0adOY+gFKwiwGVETakt+xY4dclrw0RkZG5JeHr6+vSsVTiouLyYfit99+g7Ozs8Ln2LZtG7S1tREV9QQvnj9QWgtAFK7Jy/sBW9t66N1nqMLH9+4zBLVr16Nk14Uylrw0trXrURa6SE9PJ/9/5LXkpdHU0oJHya6LixeOIjUlUWktYrEYgSWZ5u079ESjxi0UPsfYcdPB0dPH8+fPERSk2uJEYsnb2NgoFXoYOXIkOnfuTEno4vHjx+QuEknypiKYmVmQmf6hIXvB4xUpraWIW4iw0L8AEDsWTExqKnQ81aGL0JC9EPD5aOLcCm3adlX4+GHDiP+H+Ph40pFUlsOHD+PVq1cwNjYmc58YFIdZDKiIxJLv3bs3Bg0apNQ5vLy84OLigtzcXHK/uTIcOHAAb968gampqdIvT+nQRVCgP4rL1PWWl8TEBFy5fBIA4OU9FxoaihcZ0dDQhJc3oWXv3r1K77qQtuTdBoyR25IviyR08e7dO+zfr/zX1apVq/Djxw/Us2+Abt3clDpHK5cOaN6iLYqLBQgOVt5RevwoEu/fv4SWtjYmTJyp1DmMjU0xcqQ3AOJLWtldF0lJSeTCeOvWrdDX11f4HNI7eY4cOYJ795TLoJdOCO7W3Q2OjvJZ8mUZNMgd5uZWyMxMx9kzoUqdAwDOnAlBdtZ3WFhYkzU6FMWpQVN07tK3ZAHop7Tz9/7dSzx6eAssNhteXoovkgBAl6MH9/FE6GLDhg1ISUlRSktOTg6ZELx27VqYm1eet8BQPsxiQAVu3ryptCUvDZvNhr8/kWR36NAhvHz5UuFzZGVlkUVZfH19YWpqqpQWgAhdWFlZITU1EZeU2CstFosRFOgPkUgIV9dOaNa8jdJamjZzRes2XUgrUJkfsD179pCW/HAFLXlpDAyNyK2IyoYuXr16hQMHDgD4r3CNMkiHLp49vYvXUU8UPgefx0NICJEANmTIBJiby86Sl0X//kToIi0tTe4E2rJILPkOHTqoVDO+ZcuWmDKFyE9RNnQRFhaGx48fQ1dXD+PcFbPkpdHW0cHEkl0XZ8+G4ntGqsLnSE9PwflzEQAAD0/FLPmyjB9fErqIfoP7968rfLxIKERAgB8AoHfvIbCr66i0ls5d+sLRsTHy8/OVLhi1fv16ZGRkoGHDhpg5U7nFLAMBsxhQkrKWfJMmqtX279ixI8aNG6f0Xul169YhMzMTTZo0wfTp01XSYmhoSH6hnTxxGDk5ir30Xr54gKhXj0sK18xRSQsATPQg9kpfv34dFy5cUOjYnyx5PcW/NqXp1XsIatexR1ZWFlkQR16k57ZDh55o2Ei12KatbV307UcUKQoKVLxg1IULEchIT4GZmQUGD1GtMZR06GLnzp2IjY1V6PhHjx4hJCQEAChJANuwYQOMjIzw4sULBAYGKnRsfn4+GWIYPkJxS74sbdt1R6PGLSDg8xFasvhShNDgPRAI+HB2dkHrNqr1pjA1+69IUVjIXygq4ip0/K1b5/ElIaYkIbjiGh3ywGaz4TXJBwAQEBCAp0+fKnR8dHQ0WXBq586d5bYqZpAfZjGgJAcOHMDbt29VsuTLsmXLFnA4HNy9exfHj8v/Rf7+/Xvs3Uv8yPj5+VFS99vT0xMuLi7gcgtxRIGEo2KBAEElhWsGDBgDq1q2KmuxsrIlrdH58+crtOti1apVyM3NVcmSl0ZDQ5Ms8/rXX3/h3bt3ch978uRJ3Llzp9LCNYowavRkGBrWwLdvn3H92lm5j8vKzMDpU0Q8fPxE+bPkZSEJXQgEAoV2XUi2mQFEyKx169Yqa7GwsCAL2ygauti8eTNSUlJgaWkNtwHKWfLSsFgseJfsunjw4CY+vH8l97Hv3r7Ao0eRhCXvrZwlXxbp0MW5s2FyH1dQkIcjEURC8KjRk8iy2arg5OSMLl36AYDCH0ELFixAcXExBgwYgH79+qmspbrDLAaUgEpLXpratWuTXySLFi0Cl1v5ql0sFmPevHkQCoUYMmQIevXqRYkW6TKvkbcuID4+Wq7jLl8+jpSUb6hhbKqSJV+W4SM8YWxshtjYWFJXZVBlyZdFOnQxb948uX7AuFwu+YIcPGQCaprLt/20Mogyr8QX2tGj/yAv74dcx4WF/QUerwgNGjRFx469KdEiHbo4e/Ysrl+Xz4aWWPKyymYrw6xZs+Dk5IT09HS524V//vyZ3JEwUUVLXpq69ZzQsxexzTcwwA8iobDSY0RCIQIDifBh795DKiybrSjKhi5OnghAbm4ObGzs0KfvCEq0AID7+N+go6OLhw8fIiIiQq5jLl++jIsXL0JTUxM7duygTEt1hlkMKAGVlnxZFi1ahNq1a8td5vXixYu4du0atLW1KS8L26FDB7i7uxMJR4crTzj68SMLJ04EAADGjVPdkpeGw9Ent1PJs+uilCXfsZfKlnxZFA1dbN++HV++fIGZmYVchWsUoWevwahTxwEF+Xk4fqzyglGfPr3F3TtXAYCyr00JtrZ10a8/8aKQZ9eFtCW/cuVK1KqlfN5CWbS1tckXhZ+fH2JiYio9ZtGiReDxeGja1JXydtFjx06Dnp4BPn/+hNtyFIyi0pIvS9t23dG4cUu5QxfJSV/IXgue3nMp7TpoamaOYcM9AABLlixBQYHs2hkCgYBMCJ47dy6cnJwo01KdYRYDCiJtyfv7+1PeilNPT48smLJp0yaZZV6ls+TnzZsHR0flk3kqYsuWLdDT08PHj1F4+EB2aeAjEf+AW1gAe/uG6NZddUu+LF269oeDQ0O5OtSdOHGixJLXwYQJ1CcWWVnZyr1XOjExkeyeNmHi79DRobZMKrHrgsh8v3b1NL5+rbhKokgkQuBhPwBAt+4D4ODYiFItABTqUCddNlsSKqASNzc39OvXT67QRWRkJNnJ0tN7LuWFa4xqmJDtpyPC96GwIL/CsQUFeYggLfnJlFjy0rBYLHh5zwWLzZYrdBEUtOunTpZUMnDgOJhb1EJiYmKlhabK62TJoDrMYkABJGVSJZZ8z549afl3Ro8ejU6dOoHL5ZKVDctj165diI2NhaWlJW3tW21tbckvtxAZe6U/x0fj1s3zAIg92eV1LlMVot0wsfiR1aGutCU/njJLviySDnWVhS4knSwbNGyGDh2pCeOUxbmpfB3q7t65itjY90ThGhWy5GUhHbqQ1aFOukbHtm3bFK7RIQ8sFgs7duyApqYmzp07h2vXrpU7TjohuFfvoXKVzVaGfv1GoJZ1Hfz4kY2TJwMrHHfi+GHk5ebI7GSpKnXrOaFnT2I7tKzQhTydLFVFOnSxdetWfPnypdxxZTtZ1qghfyEzBtkwiwEFuHDhAq5fv06LJS+N9F7p8PDwcsu8pqWlkQU2Nm3aBENDQ9r0SMq8Zn5PKzfhSHrfcoeOvdCwYTPatDRo2BSdOvWRueti27Zt+Pr1Ky2WvDTSoYv169cjNfXn2OvDhw8RFhZWKomMLiQd6t68eYZnT+/+9HcutwDhYUT74+EjPGFsYkabFknoQlaHOokl37NnTwwZMoQ2LY0aNcLvvxMJm/PmzYOgnNoZ8nayVBVNLS14lvS6uHTpGFJSfnb+kpIScOXyCQCKlc1WBunQRWTkxZ/+XlxcTHay7N9/lMxOlqrStm03NG7cEkVFRVi8eHG5YyQ1OirrZMmgOMxiQE74fD7ZEpMuS16aVq1akTd7eXulV65ciby8PLi4uMDT05NWLdKhi7NnQvH9e+l4/cOHt/DhQxRtlnxZxk8k9krfv38fx46VbrySmJiIzZs3A6DHki+LrNBF6cI1A2Dv0JBWLdId6oKDd//Uoe70qRBkZ3+HpZWN0oVr5EU6dLFv376fOtRFRkbi1KlTaqslv2bNGpiZmZUbusjOziaLfcnTyVJVWrXqgJYt20NYXIzgoJ8LRgUH7qbVkpdGOnRxJGL/T6GLq1KdLCWFpehCErpgs9k4duwY7ty5U+rvUVFRZEKwPJ0sGRSDWQxUgkgkQkFBAfz8/BAbGwsrKyvaLPmybNy4EYaGhnj+/DmCg4NJLc+ePcOhQ0Si2K5du2ix5MsyatQodO7cGXw+D2Ghf0EkEqGoiIsiLhehwUTznyFDqcuSlwXxxU/slV60aBEKCwvJa7NkyRLaLXlp2Gw2vCcRoYuAgAA8f/6c1BIUFISnT5+Cw9HDuHHUJppWxLDhE2FiUpPsUCeZp5SUb7h44QgAopa8lpY27Vqcm7qiTdtuZMEooVCIgoIC8Pl8lctmK4qJiQm5o2DNmjXIzMwk50mSEEyUzVZPtzsPr9nQ0NDA82f38OrVI3Kenj+/h5cv6bXky9Kv3whYS4UuJFpysjPJhFRlymYrQ916TujRk9h1IblnRCIR8vPzyY+i0aNHy9XJkkExWGIqe0j+PyIqKgp+fn44evQouFwu2Gw2RCIR1q1bh9WrV6tNx7Zt27Bo0SLo6uqCxWKBy+VCU1MTxcXF6N+/P6Wtjyvj5cuXaNWqFQAiU5vP50NTUwvFxQLUMDbFnr0naP8Sl8Dn8eAzdyy+f09DixYtEB0dXWqe5sxdq3BjGVXY5b8W9+5eg4WFBfLy8sDlcqGhoQGhUIgBA8aQfdzVwb+3L2PvnvXQ0NCAhoYm+HweNDQ1ISwuhmP9Jtj4xz9q6+qWlpaEeXPHobi4GDo6OuDxeOS9Y2hoiM+fP8PMjL5whTRCoRCtWrXC69ev0bBhQ3z58qXUPTN16iL07qu+1rdBgf64eOEo9PQMIBQWg8crIu+ZLl37Y9Zs9SXHvXzxEJv+WAAWiwUtLW3w+Tzyd8ba2g47doZStjW3MnJ/ZGPO7DEoLMxHhw4d8PLlS3KeWCwWzp8/j/79+6tFS3WCvmDUL0xERAQ8PDxgY2ODZcuWwcHBAXFxcfjnn3+wfv161K9fX6VyqYpgaWkJNpsNMzMzTJ8+ndSyf/9+XL9+HREREWrT8vHjR7DZbNSqVesnLampqXj69A46dVLPC1hbRweubbrg6uUTyMjI+Gme9u7ZALCgNj1OTs64f+86tLS0SmnZv38/rlw5CYf6jdSmhc1mg81mw8rK6qd5+hz/EffvX1eblpiYdxCJRLCxsSn3nrl27Zra7l8NDQ0MGjQIb968QV5e3k/3zOHDO8HR11fbtbG1rQcWiwUTkxo/XZv7966jRcu2atNSUJgn49lOxIOHN9WmxaiGCVxcOuLevWv48uVLqXk6cOAABg8ejODgYLXdN9UFxhkoQ1RUFFxdXeHu7o6DBw+WKnEpEAgwZcoUhIeH49mzZ7S3yvyVtEyeMgXhYeHYtOUQ6tatT6sWAEhIiMGyJZPh7j4Ohw4dKvfahKlJD6OlMi3uOHTof3v/Av/dw+PGVaVrw2hRRo8675vqArMYKIO3tzciIyMRExNTbq1rgUAAR0dHdO3aFX///TetWmbMmIG7d+/+MlocHBxQt14TTJ22iFYtAHBg/1Z8+fIBsbGx/3M9jBbltajr/gWq1j38q81TVXu2HR0d0bNnTxw+fJh2PdUGMQOJUCgUczgcsa+vr8xxvr6+YjabLQZA639sNpvR8gvoYbRUfS1VTQ+jRXU9HA5HLBKJZI5jkB9mN4EUXC4XXC4XDg6yC47Y29sr1RZVUUQiEaPlF9DDaKn6WqqaHkaL6nokv9cM1MAkEErB4XDA4XAQF1dxOVeAqJzG4XCQnp5OW1a2SCSCpaWlXFp0dHTwz8GLtGqZPnVgldBS1fQooqUq3TPVSUtV0/Oraqlqz7bk95qBGpicgTLImzOgjniVPFocHBzg4NgMM3+nt/bBX3s3ID7ubaVxRXVokeiJi32DuLi4/7keea5NVbpnqqMWiZ5bt24x86SElqr2bDM5A9TDhAnK4OPjg6SkJEyZMuWnsqUCgQCTJ09GcnIyWVmObi2JiYmYPHlyuVomTZqE5OQUuA0YTbsWtwFjkJSUVCW0AEC/fiORmFg19LgNGCPHPFWle0Z9Wiq/Z9SjBSAqecq6NlXv2a5K86S+Z7tXzyFVZp6qE4wzUA6SOgPW1taYMmUK7O3tER8fj3379iE1NRUBAQHw8PCgXUdubi5q166NvLw82NjYYNq0aaW0pKSkwH3CbxgyhL76+9IsXTIJn+OjYW1tjenTp/+kpUvX/vh91kq1aLl65SQOHdwOFosFW1tbTJ069ad5mjVntVr2Rid++4wF84k5KE9LSkoKDh48qJZa6nw+H3Z2dkhLS6twnlatWoV169bRrgUAevTogdu3b6NWLWvMmPGzlmHDhuHkyZNq0XL8+HGMHj0aLBYLtWvXLvfZDgkJgbu7O+1akpKSYG9vD4FAUOGzvWfPHsycSX95b5FIBCcnJ8THx1d4z7gNGA1PL/W8fCPC9+H0qWCZz3ZoaChTZ4BimJyBchg3bhwaN24Mf39/bNq0CVwul4xNiUQipKWlVXIGati4cSNyc3NRp04ddO/evZQWc3NziMVivIl6isGDx9NeUe7166eIjyOKDrVp06aUlhYtWiA5ORnPnt1FXt4P2mu75+fl4ugRokb5kKETkJOThY0b/wCPVwRtbR0IBHyIxWIYGtCrA0CpJk3du3dH3bp1S10bLS0tiMVifPz4kXYtALB7926kpqbCwNAI9vbO5HXR0dGFqZkFxGIxzp8/j9WrV9Ne2/3ly5e4ffs2xGIxLK3sSmlxrN8YycnJuHTpEr58+QI7OztatUh3spw+fTp4PF6peRIIBGpLkAOITpZ8Ph92deujXj2nUtdGR0cXYrEYT548UctiIDQ0FHFxcdDW1oVd3UaltFhZ2UIsFuPpk7sY5z4D2trUd5aUJi0tCRfOl5TN9pyNL1/ipJ5tonIli8VCkyZNaNVRHWGcgUoQiUTgcrnQ09NDcHAwvLy8YGhoiE+fPsHKir46/LGxsWjcuDEEAgHOnz+PgQMHltLy+fNnNGrUCHw+H4uXbIFr6860aREKi7F4oSe+ffuMOXPmwN/fv5QWSZnXN2/eoG+/EZg8ZQFtWgDg8KEduHL5BGrXscfWPwOhoaEJkUgEPp8HHR1dBAXuwqWLR2FrWw9btwXR2vXt2bN72Lp5MbS1tfH+/Xs4ODiUujaXL1/GgAEDoKWlhXfv3qF+ffqKtqSlpcHJyQm5ubn4beZydO8xsNR1ycvNIcu8HjhwAFOmTKFNi1gsRteuXXH37l107NQbc33WldICAL5rZ+PduxcYPXo0jh49SpsWgOgquXr1atSuXRsfP36Enp5eqXnatGkTVqxYARsbG0RHR0NfX582LQ8fPkSHDh3AYrGwafMh2Ds0LHVt4mI/YPkyYm4eP36MNm3a0KYlLy8PDRo0QEpKCsZPmIkhQyeU0sLjFcFnzlhkZWVgnPsMDBtOryO67c/lePL4Npo2dcXK1UTnVmk9O3eswqOHt9C9e3fcvHlTbWW1qwNMzkAlsNls6Ovrg8ViYeLEiWjdunW5HeqoZuHChRAIBOjbty8GDBjwkxZ7e3uyi2JQ0K6fOtRRyfVrZ/Ht22eYmpqS7WiltWhqasLPz69k7Bl8/So7E1gVvn2Lx7WrpwEAXl4+0NDQJPXo6nLAYrEwcpQ3DA1rIDHxM65fO02blmKBgGzvOm/ePHI7lPS1cXNzQ79+/SAQCLBgAb2LpJUrVyI3Nxf29g3RtZsbqUVyXaQ71K1YsQI/fvygTcvx48dx9+5daGvrYHxJJ0tpLSwWC54yOtRRiXQny61bt0JPT4/UI5mn+fPno27dukhKSsKWLVto0yLdybJrNzeyk6X0tXGs3xhduhK19ytq000VmzZtQkpKCiytbMicAGkturocuE/4DQBw6lQQsrIyaNPy9u1zPHl8Gyw2G57ec8kXvbSeCRN/h5aWNiIjI3H6NH3PdnWEWQwoAJvNhr+/P4D/OtTRwfXr13H27FloaGhg586dFa5+ly9fDisrK6SlJuHypeO0aMnPy8Wxo4Qlv379epiampY7rkePHhg+fDhEIiGCAvxp+QETi8UICvCHSCRE6zZd0LSZa7njDAyMMGbsNADAsWMHkZdHz0vv0qXjSE1NrLST5Y4dO6CpqYnz58/j2rVrtGh5+fIl2cnSa5JPhZ0sJR3q0tPTyS5+VMPlcrFoEVGpbsjQCahZ07LccXXr1v+pQx0dLF26FIWFhejYsSPGjCm/dbOuri62bdsGAPjzzz/x5csXWrSEhobi6dOn0NXVg7v7jArHuY+fAR1dDh49eoTw8HBatMTHx2PHjh0AZHey7NSpD+o7NQGviIuI8P20aBEKixEUQPy29ukzDHXqlF9nwMKiFgYNJnI6Fi5ciKKiIlr0VEeYxYCCtG/fHuPHj4dYLKZl1V5cXEy2d501axYaNWpU4VhDQ0Pyi+fkiQDkZGdSqgUgXqb5+blwdnbGtGnTZI79888/oaOjgzdvnuHZ07uUa3n+/D5ev34KTU0tTPSYJXNsr16DYWfniIL8PBw7epByLTk5WTh5gtjWtGnTJhgaGlY4tlGjRpg1i9A7b968nzKkVUX6XuzYqTcaNmxW4VhNLS0yEczf3x+fPn2iVAtAdNr8+vUrzGpaYvCQ8TLHjh07FXp6Bnj58iUCAgIo1/LgwQOEhYWBxWLB399fpq08fPhwdOvWDUVFRVi8eDHlWvLy8rB06VIAwIiRXjA2qbhbo6mpOYYP9wQALF68GPn5+ZTrWbRoEXg8Hpo2ay0zzMhms+HtTbTp/vf2JcTGvKdcy80b5/HlSyz0DQwxeozs8NXQYRNhamqOz58/Y+fOnZRrqa4wiwEl2Lx5M/T09HD//n3KY5379u3D+/fvYWZmRlryspCELrjcQkREULtql7bk/fz8Ko2929vbk1Z4cPBuSkMXAgGftOQHDhoLKytbmePZGhpk2+Br107j6xdqQxdHIvaDyy2Eq6urXDtLVq9ejZo1a+L9+/fYt28fpVrKs+Rl0bJVe7Rs1Z6W0MW3b9+wadMmAMDEib9X2tLaqIYJRo2eDIBwuqgMXUhb8pMmTYKLi4vM8SwWC35+frSFLsqz5GUxYOAYWFhYIzk5mfLQxa1bt3Dq1Cmw2Rrw9JpTaezdsX5jMvQUcHgnpcmW+fm5OHrkHwDAmDFTK01A1tXlkPf5xo0bkZycTJmW6gyzGFACW1tbLFu2DACxui4sLKTkvJmZmVi9ejUAwpI3MTGp9Bjp0MXtyIuIi/1AiRZpS37YsGHo2bOnXMctW7YMtWrVQlpqEi5dPEaJFgC4XGLJGxubyZ3E5OzsgrbtukEsEpEZ/1QQHx+NyFsXABBf1xVZ8tKYmJiQtvzq1avx/ft3SrQUFhaSlvzQYRMrtOTL4uk5BxoaGrhw4QKuXr1KiRaAsOS5XC4aNmyO9h3ku2f69hsBGxs7ZGRkYP369ZRpCQkJwbNnz2BoaIiNGzfKdUzz5s1JB2zu3LmUhS7i4+Oxfft2AMS1r8iSl0ZbW4d0wLZt24aEhARKtEi7j336VmzJl8V9/Azo6uohJuYd7t2jLtx14ngA8vJ+wNa2Hnr3GSrXMZ0694GTkzMKCgrI32IG1WAWA0qyYMEC2NnZITExEVu3bqXknGvXrkV2djaaNm2KqVOnyn1c+/btMWHCBGKbWyA18frnz+7h9eun0NbWJmOp8mBgYCAVugikJHRBWPKEhew+4TdwOPJnek+cOAtaWtp4+/Y5nj5V/UtPLBYj8DCxsHB3d0eHDh3kPnbKlClo1qwZcnJy5HJ95EFiydesaUnGUuXB2sYO/fqPBEBd6OLBgwcIDw8Hi8WC1yQfuTO9NTU1KQ9dSFvyq1atgqWlfIskAPD19YWxsTFevXpFWYW7hQsXgs/no1mz1nBx7ST3cW3adkUT51aUhi4OHDiAN2/ewMDACKNHy7+jxMSkJoaPIBbiYaF/oYir+kdQYmICrl45AQDw8p5LJgRXhuQeA4Dg4GA8fvxYZS3VHWYxoCQcDgd//vknACJD+evXryqd7+3bt2QbV3ks+bJIQhfRH1/jwf0bKmkRCPgIDtoNAJg/fz7s7e0VOn7ChAlo06YNiooKER6uuiUuseQdHBuhS5d+Ch1rYWmNgYPGAgBCglQPXTx8cBMfP0ZBT09PYetWQ0ODdHH27duHN2/eqKTl27dv5MJrghyWfFlGjpoEQyNjfPjwQeUWwtKWfPceA2Fv30Ch41u0bIeWrdqjuLiYktDFH3/8gdTUVDg6OmLOnDkKHWtubk4u1qjYdXHr1i2cPn2asOSlsuTlgcViwcuLSAg9fvw4/v33X5W0ZGdnY9WqVQCA0WOmwMDQSKHj3QYQoYvsrO84cyZUJS1isRhBgf4QCoVwde2EZs0V20Lp6Phf6GLu3LlqrRPx/xFmMaACI0eORJcuXcDlcrFkyRKlzyMWi8ls6uHDh6NHjx4Kn8PGxoa0y0JD9oLHUz7L9rJUlvzy5csVPr5s6CI2VvmEo/i4j6Ql7+1dcZa8LIYN84CJSU2kpSXj4gXlczx4vCKEhOwFQNjhtray8xbKo1u3bhgxYgREIhF8fHxUcnGUseSl0dc3xLhxhCW+Zs0alUIXwcHBePbsGTgcPYwdN12pc0iHLq5cuaK0lri4ODJLfseOHdDRUbxQzu+//46GDRuqHLooa8nXrq3YwhoA7Oo6olfvIQBUD12sW7cOmZmZqF1bfkteGm1tHXh4zgYAnD8XjvT0FKW1vHzxAFGvHkNDUxMenoot2CRIQhePHz+mbddFdYFZDKiAdIbykSNHcPeuchn0586dw82bN6GtrU26DcogCV1kZqbjrJKr9pzsTNKS37x5s8wseVm0a9cOEyYQJXqV3WooFosRUBLr79S5D5waNFVKiy5HD+Mle6VPBiE7W7mX3rmzYcj8noY6deqQ1eyUQbLr4tatWzh79qxS57h//75SlnxZevQYBLu69ZGTk0PmqyhKbm6uVJb8JBgbl7/9tDKsbezQ320UANVCFxJLvnfv3hg4cKBS59DS0iIz1f39/REdHa3UeZS15MsyesxU6OsbIioqitxCqijv37/Hnj17AACe3j5yW/Jlad2mC5ydXSAQ8BEavEepcxQLBAgqSQgeMGAMrGopvrAGSoculixZQsuui+oCsxhQkRYtWpDxfWVW7Twej7RFFyxYoLAlLw2HwyHj++fOhuJ7RqrC54goseRbt26NiRMnKq0FkApdRL/B/fvXFT7+wf0biP74Gjo6unJlycuiU+e+qF+/CYqKChGhROji+/c0coH1559/qtQ6tV69euRiYsGCBQrvlVbVkpeGraEBr5J4/f79+5UKXfzxxx9IS0tDrVq14VbyMleWESO9YWRkjI8fP+Kvv/5S+PibN2/izJkzldbokId+/fphwIABSocusrKypCz5qQpb8tIYGRlj1GiiYNTKlSuRk5Oj0PFisRjz5s0jLPnWndGsWWultbBYLHh5+4DFZuPRo0i8e/tC4XNcuXICKSnfUKOGCYaP8FJaC0CELiwtiV0XkrAZg+IwiwEK2LBhA2rUqIGXL18iMDBQoWP9/f0RFxeHWrVqUZIVO2LECHTt2hV8Ph+hJZa2vMTHfcTtyIukLmUseWlsbGzIMENYyF8oKuLKfSyPV0TqHzpsIszMLFTSwmaz4eXtAwC4HXlJ4dBFWOhf4PN56Ny5M0aNUu2FBxAWv7W1NeLj48nqjfISFBSE58+fg6Onr7QlL00T51Zo1647uchQxMWJi4sjv6A9POdAs5yWs4qgr29I/j+tXbtWodCFtCU/c+ZMSurXSwpGXbx4UeHQRWlLfojKWvr0VX7XxcWLF3Ht2jVoamrBw2O2ylrq2Dmgd++hAIDAQH+IFPgI+vEjC8ePEYmZ49x/g56eaqWftbV1MLEkdLFt2zZ8/vxZpfNVV5jFAAWYm5uTFuvy5cuRm5sr13GpqankQ62KJS+NZK80i8XCgwc38eH9K7mOk7bkx48fj/bt26usBQBZ5jUzMx3nzobJfdy5s2HIzEyHubkVBg2ipotcfacmZAKiZEeAPHz8EIX7967LVbhGXqR3XWzcuBEpKfLFXnNzc8lF44gR3kpb8mWZ4DGLLPN65swZuY+TWPLNm7dBKxf5d1bIokePgUqFLv755x+8ffsWpqamWLt2LSVanJycyARERUIX79+/x969xGJWFUteGk1NTbJ2xq5du+QOXfD5fLJ0uduA0Upb8mUZPWYK9PUN8SUhBrdunZf7uCMR/4DLLYC9fUN06+5GiZbWrYnQBY/Ho6VgVHWAWQxQxKxZs+Dk5KRQmdfly5cjPz8fbdq0IePrVCAduggM8JNr1S6x5PX09Ci12sqGLjIyKn/pfc9IJS35CRNnQVuJBLCKcB//G3R0Ofj06S3u36s8dCESiRBYUiZ1ypQpaNmyJWVaxo8fj7Zt2yI/P1/uRE0qLXlppMu8yhu6uHHjBs6cOVNSuEaxLHlZsDU04F3i4uzfvx+vX7+u9BhpS15W2WxlWLVqFczNzeUOXVBpyZelRYt2aOXSEcXFxeQLvjJ2796NmJgY1DA2VdmSl4YIXRAFoyIi/kFBQV6lx3yOj8atm8TCQVbZbEWRhC7YbDZOnDiB27dvU3Le6gSzGKAIbW1t0i718/NDTEyMzPHPnj0jQwpUWPJlkYQuPn/+hNu3L8kcK23JL1u2TKkseVkMHz6cDF2EhVT+YxpaYsk3atwC7dp3p1SLqZk5hg0jEo5CQ/ZWGrr49/YlxMd/hJGREeW1/KV3XQQGBuLp06cyx8fGxlJqyZdl6NAJMDGtic+fP1caupC25Pv2Gw7b2vUo1dK4SUu0a99D7l0X69atQ1ZWllxlsxXF2NiYLFq0Zs0aZGTIbtZDtSVfFg/P2dDU1MSlS5dw+fJlmWPT0tLg6+sLAHB3n6GyJV+WPn2Hw8a2LvJyc3DiuOyaDNJ1UDp07CWzbLYy1LFzQK+S0AWVBaOqC8xigELc3NzQv3//Ssu8SteSnzBhAtq1a0e5Fum90hHh+1BYUHGW7dkzocjMTIednR0tnfWky7xWFrr48P4VHty/ARaLBW9v5bPkZTFw0FiYW9RCVlaGzF0XhYUFZJ2E1atXw8JCtbyF8mjbti1ZznjOnDkyX3qkJd+iLWWWvDTErgsiUXPDhg0yy7zu378f7969g6FhDfLrkGomTPwd2tqVd6iTtuSVqdEhD5MmTUKLFi3w48cPmaELPp+PefOIOv4DBiqfJS8La+s66Ndfvl0X5XWypBKiYBQRRrly+QSSkhIqHPvoYSQ+vH8FbW0dTFAxIbgixoydCn0DQ7x+/RoHD1Lfk+T/M8xigGLk6VB35MgRPHjwgHJLviy///47GjRogB8/snHyZGC5Y75npOLcWeKFuG3bNpWy5GUhT+hCJBIhMJD4Uu7ZazDq1nOiRYu2tg75xXbuXFiFoYtTJwPxIycL9evXx+zZ1H/hSdi0aRP09fVldqi7ceMGzp49S7klXxZJh7qCgoIKQxdZWVnkC3HM2KkwMFA+S14WROiCaHRUUehCukbH0KFD5S6brSjSBaP++eefCkMXu3btQmxsLIyNzTB8hCctWgBgZMmui+joaHIhVBbpTpbek+ZR7j5KaNGiHVxcO0EoFCI4cHe5Y/g8HkKCib8NGToBNc2taNFiaFiD3MKpzK6L6gyzGKCYhg0bki+O8lbtBQUFZILL8uXLYWNjQ5sW6dDF5UvHkJLy7acxhCXPR9euXTFixAjatABELFcSuogs2bUgze3IS/gcHw09PQOMHUut1VsWSZlXAZ+P0HJCF6kpibh0kShQtHPnTmhrV15LXlmsra3JFshLlixBQUFBqb9LW/L9+o+ArW1d2rRId6gLCgrCkydPfhqzdu1aZGVloU4dB/TsNZg2LQDx4jA1NUdCQkK5HeouXLiA69evK1w2Wxm6dOmC0aNHVxi6SEtLIxOC3cfPUKhstqLo6RtgXEkL5LVr1/4UupB2Hzt16oMGDZWr0SEvHp6zoaGpiZcvH+LFiwc//f3cuXB8/54mVydLVendZxhsbevh+/fvZIiEoXKYxQANlO1QJxKJUFBQAJFIhD///BOJiYmoW7eu3AlAqtC/f3/0798fxcXFZIlhkUiEoiIu3r19QVrykh0IdGJubk5meR+J2I/CgnxSS35+HiLCiZK4I0d5w6hG5U2aVEFS5pXFZuPhg5t4//4lqUUkEiE4eDeKi4vRr18/uLlRb6+WZd68eahXrx6SkpLIMseS++bvv/8mLfmRoybRrkW6Q53khSLR8ubNGzKJTpFa8spSXoc6iZaioiLyGZo/fz4cHORruKMKW7duha6uLhm6kH62JZa8g0NDdOnan3Yt3bsPQL16TqVCFxI9R48eJTtZupcU3KITIqGV6MQYHLgLxQIB+TxlZKTi7JkQAPJ1slQV6dDF7t278fHjx1LzxFA+LDFVrdwYSrF//37MmDED2tra0NDQAJfLBYfDAZ/Ph1AoxPHjxzFy5Ei1aPn48SOaNm2K4uJiNGvWGtHRb8DjFUFDQwNCoRAjRozAiRMn1KJFIBCgadOmiI6ORu3a9khPTwaPVwRNTS0UFwtQ09wKu3YdpTw5riIO/PMnrl87DQMDQwgEAvB4RdDW1gafzwebzcbbt2/RqFEjtWg5deoURowYAW1tbQwePBgXL14El8sFm82GSCTCsOEe5Ncg3WRlZWDunLHgFXHRuXNnPHv2DFwuF5qamiguLoazswtWry3fEqYasViMVSum49Ont3BwcEBycjK4XC45T2ZmZvj8+TMlW3PlYfXq1Vi/fj0MDAwgFArB5XKhq6tLhjHWb9hP+5e4hA/vX2HN6plgsVgYNGgQrl+/Di6XSz7bffoMw5Rpi9SipbAgH3PnjMGPH9lwcGiExMTPJc82cc/UreuELX8G0P7RIWHL5sV4/uwebGxskJWVRf4GjxkzBj4+PmjevLladPwqMM4ATRgYGIDNZsPc3BzLli1DWFgYli1bBisrK7DZbPD5qjXMUYSGDRuid+/eYLFYyMxMxooVyxEWFoY1a9bAxsYGZ8+eRUREhFq0aGlpYciQIWCxWBCJeKSW1atXwcbGBtlZGXj0OFItWgCgbl1HsFgs1KhhRGpZuXIlbGxswGKx8OrVK7VpGTZsGBo3bgyBQIBHjx6R983atWthY2ODc2fDKW0dKwtTU3O0atUBLBYL8fHxpJbVq1fDxsYGHz68UpsWFouFlq3ag8VioaioiNQimaecnBxcuHBBLVoAooIkcc/UILVIQn5sNhsZ35Wv168ojRq3QP36RHGlFy9ekHokz/bNm+fVNk96+gZwbd25ZJ5ypZ5t4p759i1OqUqkytKkSSty4SH9GxwZGQlXV1e1/eb9KjDOAA1ERUXB1dUV7u7uOHjwILSkvnIFAgGmTJmC8PBwPHv2TC2rU4mecePG4dChQ/9TPfJoCQsLx6Yth1C3bn1atSQkxGDZkslwd//fXxfg17s2VUlLVbl/J08mtKjjugCSazMJ7u7uv8Q8VSUt6ny2fwWYxQANeHt7IzIyEjExMaVuQgkCgQCOjo7o2rWryq1j5WHGjBm4e/duldAjjxYHBwfUrdcEU2m2Nw/s34ovXz4gNjb2f35dgF/v2lQlLdXx/gV+vXmqSlocHR3Rs2dPHD4suz5CtUHMQClCoVDM4XDEvr6+Msf5+vqK2Wy2GADt/7HZ7Cqjh9Hya+hhtFR9LVVNz6+ohcPhiEUikcxx1QUmZ4BiuFwuuFxupZnN9vb2astsFYlEVUYPo+XX0MNoqfpaqpqeX1GL5PeaAaB3X1A1hMPhgMPhIC4uTua4+Ph46Ojo4J+DF2nNrhWJRJg+dWCV0KOIFg6Hg/T0dFq1WFpaVonrItHDXJvytfyK14VuLYrqqUrzVJW0SH6vGZicAVqQJ2fAwcEBDo7NMPP3FbTr+WvvBsTHva00lqcOPfJoUVcsryrOU1zsW8TFMddGml/tnlFnLPpXm6eqpIXJGSgNEyagAR8fHyQlJWHy5Mk/VSAUCASYNGkSkpNT4DZgtFr0uA0Yg8REWXomq02P24AxMq/N5MmTkZycjLlz59KupSrOU1JSYpW5NomJFWth7hlZ94x6tEj0yJynyVVnntR/zyRXiXvmV4FxBmhi6dKl2Lp1K2rVqoUZM2bA3t4e8fHx2LdvH1JSUjB6zBSMGOmtFi25uTn4/bfh4PN5sLaxwfRp00rpSU1Nxaw5q9GpUx/atYjFYiyYNwFJSQmwtrbG9OnTf9ISEhICd3d32rUAgLu7O44cOVLhPE2ZuhC9+wxTi5a42A9YtnQyWCwWbG1tMXXq1FJ60tLSEBISgnHjxtGupbCwELVr10Z2djZsbGww7X94zwDAyhXTEPPpXYX3THBwMMaPp7fMrYTp06fjwIEDFd4zO3fuVNtLJjY2Fg0bNoRIJCr3nklNS8Os2avUMk9CYTF+nzkS2VkZVeKe2bhhHl5HPfnpnjl48CCSk5MRHByslmfpV4HJGaABgUCAc+fOQSwWg62hg40b/wCPVwQdHV0Ym5hBLBbjxYsHGD7CSy3VuI4dPQgerwi1rOugvqMzqUdLSxsCAR9a2jpo3Lgl7ToA4OnTO0hM/AwtLS20b98emzZtIiu48fl8iEQitcXwUlNTcf78eYjFYjg4OJBaJHFEsViMhIRYtWgRi8UIDPADQHS/tLCwIPVoaWlBIBDAzs5ObVUrt27diqysLNSqVQvdu3cntejo6IDH44HNZsO+XgO1aPn4IQqfot8CAFxcXErNk1AohEgkQn5+xV05qSQ3Nxdnz56FWCyGjY1NKS3GxsYQi8W4e/eu2hYDCxcuhFAoRPv27dGgQQNSj6Q6o6GhMVxdOqlFy43rZ5GVmQ4jIyN06dKl1LMtqc5oYV5LLVoSv33Gm9fPIBaL4ezsXGqexo4di7lz5zL1BcrAhAlo4O+//8aHDx9gaGSM9Rv2ISjkBoJDbyI49CbW+f4FHV0OYj69w7279FcG+/olDtevnwEATJu2GDNnrSylp75TEwj4PESE76ddC5/PQ0hJf4TFixfj+PHjyM/PR35+PgoLC8kueRV1qKOa5cuXIz8/H23atMHt27dJLQUFBWTL3Js3ziIhIYZ2LffvX0d09Bvo6elh//79OHz4MKknPT0d5ubm+PLlS4Ud6qjk69evZH+EXbt2ITg4mNTC5XIxcOBAiEQiBAXtol2LSCRCQMkiaerUqTh79mypeZI0J1qxYgWys7Np17Nx40akpaWhfv36uHfvXikt165dA5vNxsmTJxEZGUm7luvXr+Ps2bPQ0NDAoUOHEBAQQOr58eMHHBwckJeXg9Ong2nXkp+Xi6NHDgAgunCGhYWVerYnTSJ6agQE+NG+m0CysBaJiE6WV65cKTVPhw8fZhYC5cAsBijm+/fvWLNmDQBg3Lhp0Nc3BJvNhq4uBywWC6am5hg+3BMAEBb6F4qK6NvWIhaLERCwE2KRCO3adUcT51YAQOrR0NAgO9T9e/sSYmPe06YFAC5dPIq0tGRYW1tj6dKlpBZ9fX2wWCwsXboUNjY2+Pz5c7kd6qjk6dOnCAgIAAD4+/uDzWaX0iLdoS4owP+nDnVUUlTERVhJ50TpTpYSPcbGxvjjjz8AlN+hjmoWL16MoqKiUp0spa/N9u3boaWlhZcvyu9QRyWSTpZGRkbYsGHDT1pmzJiBxo0bIzMzk/YOdTExMeR9KelkKa3F2dkZv/1GNAXy8fFBcXExbVqKi4sxbx7x7M6aNYvsnyHRo6uri+3btwMALpw/grS0JNq0AMCxYweRn58LZ2dnTJs2rZQWFouFjRs3wtDQEHGxH3DnzhVatTx/fh+vXz8t1clSWgtD+TCLAYpZvXo1cnJyYFe3Pnr0GFTumAEDx8DCwhpZWRk4eyaUNi1Pn9zBu7cvoKWljQkes8odI92hLuDwTtpW7dnZ33HqJPGFsmXLFhgYGPw0Rl9fn/wilXSoowNxSXtXAJg4cSLatWtX7jhJh7p3717gyeN/adECAOfOhiEzM11mJ0tvb2+0bNkSP378wKpVq2jTcvfuXRw9ehRsNrvCTpZOTk7k9ZN0qKODwsICspPlmjVrYGFh8dMYLS0t+Pn5AQD27NmDjx8/0qIFICx5gUAgs5PlunXrYGJigtevX+PgwYO0adm/fz/evXsHMzMz8uOjLIMHD0avXr0gEPAREkyfo/TtWzyuXSWcND8/P2hq/hx9trKyIu/biLB94HILfhpDBQIBH8GBhGOlrk6W/19gFgMU8vr1a+zfT9jt3t4+YGtolDtOW1sHE0tezufOhSE9nfrGJnw+j2xZPGiwOywsKo7VuY+fAV1dPcTEvKOtqUlE+D4UFRWibdu2MpMD3d3d0b59exQUFGDZsmX0aImIwMOHD6Gvr49NmzZVOM7Ozg6LFhFlU4ODd4PP51GuJSMjBefOEgvCbdu2VZgvoaGhAX9/fwDAgQMHEBUVRbkWoVBIvuSnTJmCFi1aVDh25cqVsLCwQHLyV1y5cpJyLQBw6mQgfvzIhpOTE2bNKn8xCwC9e/fGoEGDUFxcTFtb8OvXr+PcuXPQ1NTEjh07KvzCNDMzIx2KlStX0hK6yMzMJF+s69evh4lJ+e2+WSwWdu7cCQ0NDTx5fBtv3z6nXItYLEZQgD9EIiGGDRuGnj17Vjh2zpw5cHBwQHb2d5w+FUK5FgC4fOk4UlMTYWVlRYYdGeSDWQxQhFgsho+PD0QllnzjJrIT8tq07Yomzq0g4PMRGkL9qv3SxaNIT0+GiWlNDB06QeZYE5OaGDbcA0BJ6IJbSKmW2Nj3uB15CcB/lnxFsFgs8qUXHByMJ0+eUKqloKAAS5YsAUB0MpNY8hWxZMkS2NjYICM9BRfOH6FUCwCEhfwFPp+Prl27Yvjw4TLHdu7cmQxd+Pj4UB66CAwMxMuXL1GjRg3Skq+IGjVqYOPGjQCAE8cPI/cHtS+9lJRvuHTxKABgx44d0NbWljleErq4fPkyLl26RKmW4uJi+Pj4AAB+//33Slta0x26WLt2LbKzs9G0aVNMnTpV5lhnZ2fMmEG0vQ4K8IdQSG3oojxLviJ0dHSwY8cOAMCF8xGUhy5ycrJw8gQR+tu0aZPaWlr/f4FZDFDEmTNnEBkZKdOSl4bFYsHLywcsNhuPHt7C+3cvKdOSlZWBkyeDAADjJ8yELkev0mMkoYvsrO84Q2HoQiwWI+AwEWf18PBA27ZtKz2mdevW8PQk8irmzJlDaehi69atSExMlGnJS6Ovr4+tW7cCAE6fDkZWJnXx+g/vX+HBg5syLfmySEIXt2/fxqlTpyjT8uPHD/JLas2aNTA3N6/0GEnoorAwH0dKkseoIiRoN4qLi2Va8tLUr1+ffGHPmzeP0hbh+/btw/v372Va8tJoamqWCl18+PCBMi1v374lmzFVZMmXRRK6+PIlFjdvnKdMS1lL3t7evtJjBg0ahN69e6O4WICQoD2UaQGAIxH7weUWwtXVFR4eHpSeuzrALAYooKioCAsWLABQuSUvjV1dR/TuPQRASZatUEiJnojw/eAVcVHfqYnce3q1tXXg4TkbAHD+XDhloYt7d68h5tO7Si35smzatAkGBgZ4/PgxwsPDKdHy5csX8sUuy5Ivy7hx49ChQwfwirgID6OmK55IKCS3Ek6dOlWmJS+NnZ0dFi9eDICIYVNVV33Dhg1IT09HgwYN8Pvvv8t1jHTo4uaNs0j4/IkSLVGvHuPZs3uVWvJlkYQuPn36hD17qHnRZGZmYvXq1QCIa1SRJV+W3r17Y/DgwWSiHxUujlgsxrx58yAUCjF8+HD06NFDruOkQxdHj/yD/PxclbUAylnypUIXT/7F2zfPKNESH/cRkbcuACB2wMhyHxnKh7liFLBz5058/vwZpqbmGDpsokLHjh4zFfr6hviSEINbJTezKsTGvMe/twmb1Nt7nkIPRes2XeDs7AKBgI/QYNV/TIuKuAgL/S9L3traWu5ja9WqhRUriJKlS5YsoWQfuSRLvlu3bpVa8tKwWCzyS+/OnSuI+fROZS2RkRfx+fMn1KhRA+vXr1fo2MWLF8PW1hYJCQmk7aoKMTEx5EtdHktems6dO2PMmDEl27lU33VRXFyMoJKvTekseXkwMjIid134+voiPT1dJS0A4ZJkZ2ejWbNmlVryZZGELq5evUpJ6OL8+fO4ceMGtLW18eeffyp07IwZM9CkSRPk5f3AieOql9/Nyc4kLfnNmzcrZMk3adKE3HURSEHogtg15QexWIzx48ejffv2Kp2vusIsBlQkOTmZjJ2OnzATurqKFcwxMjLGqNHEHtwjEftRUJCntBbJVkIA6NrNDY71Gyt0PIvFgpd3SejiUaTKoYuzZ0KRlZUhtyVfFh8fH9jb2yM5ORmbN29WScudO3dw7NgxhSx5aVq3bg0vLy8AKNnDrHzoorAgHxHh+wAQ8V95LHlppEMXf/zxB5KSVIu9LliwAAKBAP3795fLki+LJHTx/v1LPH6k2v7669dOIzHxM2rWrEl+kSuCl5cXWrVqRcmui7KWvEYFCcEV4ejoSG7/UzV0wePxyGdowYIFclny0kiHLq5cPonExASltQBARIkl37p1a0ycqNgHEECELkxNTfH1axxu3jinkpYH928g+uNr6Onpqfw7UZ1hFgMqsnz5chQUFBCWfGflymz26TsCNjZ2yM3NIVfbyiCx5HV0ORjnPl2pc9Sxc6AkdJGenoLz58IAEF9Iurq6Cp9DV1eXTEratm0bEhISlNIiFArJePLUqVOVLjjyxx9/wMDAgNh1cfeqUucAgJMnA5Gbm6OQJV+WsWPHokOHDigsLFRp18XVq1dx/vx50pJXhjp16pChi5CQveDzlNt1kZf3A8eOEdvxZGXJy6LsrotXr14ppUU6IXj48OHo3r27UudZsWIFLC0tERMTo1Lowt/fH3FxcahVq5bS892rVy8MHjwYIpEQQYHKuzjxcR9xO/IiqUsZS97U1FQqdHEA+XnKhS54vCKElriPS5cuha2trVLnYWAWAyrx5MkTBAURiXre3vOULmihqakJT29iS9flS8eRnPRF4XMUcQsRGkrsShg+3BOmpop9bUpTOnShXMJRaMhe8Pl8dO/eHcOGKV/bf+jQoejRowd4PB65zU9RAgICyCx5RS15aWrVqoWVK1cCAMJC/1Zq10Vy8ldcvnQMABFeKq+jmjxI77oICQnBo0ePFD6HQCAgv1xnz56Nhg0bKqUF+C90kZGeggsXIpQ6x7GjB1GQn6eUJS9Np06dMHbsWLKehDIvvXPnzuHmzZvQ0dFR2JKXRjp0sW7dOqVCF6mpqeR9q6glXxZJ6CLq1WO8VKJgFJWW/PTp08nQxfHjh5Q6x7mzYcj8noY6depg4cKFSmthYBYDSiMSiTBnzhwAylnyZWnRoh1ateoAoVCoVJnXM2dCkZ31HRYW1hgwcIxKWojQxWQAQETEPwqHLt6/e4lHD28pbclLI4nXs9lsnDhxArdv31boeOkseWUs+bJIQhfZ2d+VKvMaXJIl7+bmhv79+6ukxdXVFd7eRLOruXPnKhy6kJTNVtaSl6bUrotTiu+6+PolDtev/Ve4RlFLvixbtmwBh8PBnTt3cOLECYWOVdWSL4uXlxdcXFyQm5tLLiYVQbps9oQJsrcJV4Z06CJIiYJRVFry0qGLq1dOIfHbZ4WO/56RShZtUyQhmKF8mMWAkoSHh+Px48fQ1dWD+/gZlJzTw2sONDQ08PLFQ7x88VDu4whLnsi49/CcDW1tHZW19Ok7HDa2dZGXm6NQwpF0lvy0adPQrFkzlbU0bdqU3Cs9d+5cCBUIXaxfvx4ZGRlo2LCh0pa8NDo6OqXKvKanyV8l8dXLR3jx/L5KlnxZJKGLJ0+eIDRU/i2h0mWzN2zYAGNjY5W1jB07Fh07dgSPV4SwsL/kPu6/WvIijBgxQmlLXhrp0MWiRYsU2nXh5+eH+Ph4lSx5adhsNuniHDx4EC9fyp+L8+zZMwQGBpK6qMiSl4QuUlK+4fLl43Ifx+MVkTVRli1bRokl36tXLwwZMkSp0EVo6F/g83no0qWL2hp4/X+GWQwoQX5+Plm4ZvgID5iY1KTkvNbWddDfjej1HRToL3dt89DgPRAI+HB2dkHrNl0o0aKpqQlPL8L5uHL5BJKSEuQ67tatC0hIiIGxsTGlBVd8fX0VLvMaHR1N/girYsmXZciQIejZsydR5jVEvjgwkSVPaJkzZw4aNKCm4590mdelS5ciL08+F2fNmjXIyclBs2bNMGXKFEq0SEIXLBYLd+9cxafoN3Id9/TpHbx9+1xlS74sktDFly9fyAVcZaSkpJAFlyoqm60MHTt2xLhx4xQKXUiPnTBhAmVZ8kZGRuQ23xMnApCTkyXXcWfPhCIzMx12dnbkVmoq2LZtG7S1tREV9QQvnssXuvjw/hUe3L9R6p5jUA1mMaAEmzdvRnJyMiwsrOE2QDVLviwjR3rDyMgYyclfcVWOMq/v373Eo0eRYLHZxE4ACh+KFi3aoZVLRwiFQgQH7q50fEFBHo5EEOWYqbDkpTEzM8PatWsBEPvJc3JyKj1mwYIFpCXfr18/yrRIhy4eP5KvzOu1qyeRlPQFNWvWpLy3wNy5c+Hg4ICUlBS5ajm8efMG+/YRuxn8/f1VtuSlcXFxIXddyNOhTiDgk50sFyxYgHr16lGmRU9Pj1xcbNq0CYmJiZUeI23Jjx8/njItwH+hi7t37+L48cq/yI8cOYIHDx7QkiXv6ekJFxcXcAsLyGdWFt8zUsmy2X/++Sellnzp0IV/paELkUiEwJKFdWVlsxnkh1kMKEhCQgKZ4U6VJS+Nnr4BxrkTlvjxY4dklnkVCYVke9fevYegjh31TTk8PGdDQ1MTL19W3qHu5IkA5ObmoGHDhpg5cyblWn777Tc0atQI379/r9R1uHLlCi5evEipJS+NdIe6ysq85ubm4PgxItSyceNGSix5aaRDFzt27EB8fHyFYyVfmyKRCCNHjkS3bt0o1QL8F7qIi/2Au3dk77q4eIHoZEmVJV+WMWPGoGPHjigsLCQ7ZVbE06dPSUte2Sx5WdSuXZt0FCsLXRQUFJBhDulOllQhHbqIvHUBn+OjZY4nLHk+bZb8ihUrYGVlhdTURFy6JHuhVF4nSwbVYRYDCrJo0SLweDxKLfmydO8+AHXr1q+0zOutW+fxJSEG+vqGGD1G+exrWVhb14FbSehCVoe65KQvuFzyEFNpyUujpaVFtpDdvXt3hR3qpLPkqbTkyyJvmddjRw+goCAPzZs3x+TJk2nRIulQV9muC0nZbKoteWmkQxfhYX9X2KGO6GRJ7Mah0pKXRtpGDgsLw8OH5efiyNvJUlUWLVqE2rVr4+vXrzJr+UvKZtvZ2dHWfEk6dBFYskOgPNRhyRsaGpK7Lk6eOFxh6EKeTpYMysEsBhTg9u3bOHHiBNg0WPLSsDU04DXJBwBw8+Y5JCTE/DSmoCAPERH/AABGjZ4MIyNjWrQAwIgRXqhRw0Rmh7rgoN0QCoUYMGAApZZ8Wfr27Vtph7q//voLHz9+hLm5Oa3tfs3MzLBu3ToAFZd5/ZIQixvXzwKg3pKXRrrM66lTp3Dr1q2fxhQVFZHbrxYuXIi6devSogX4L3Qhq0OddCdLqi15aVxcXCrddSFvJ0tVKRu6+Pbt209jvn79qlTZbGWQhC4+fIjCw4c/3zPKls1WBjJ0wS2sMHQhbydLBsVhFgNyIt3etVfvobRY8tI0btwS7Tv0hFgkQlA5ZV5PHD+MvNwc2NjWRZ++8pfWVQbp0MWJ44fx40fpVfvLF0QIgS5LviyyOtRlZGSQWfJ0WPJlkXSoI8q8li4YJRaLERhIxM1HjRqFrl270qpFOnTh4+PzUwKqJEve2tq6UstcVSrrUKdIJ0sq2LhxIwwNDfH06VOEhJRenNBtyZdl9OjR6NSpE7hcbrnzICmb3bVrV4wYMYJWLbVr1yY1hAbvAY9XVOrvt29fIstm023Js9ls7NpFbKuOvHUB8WVCF9KdLHfu3KlQ2WyGymEWA5UgEolQUFCAf/75B69fvy6x5KnJvq6MCRNnQktbG+/evcDjx7chEolQVMTFt2/xuHKZ2Dvt6TVHrs5lqtKtmxvq1XNCYWE+jh45QGrh8/lklvzcuXPh5OREu5b69euTCzNJmVfJPK1atQo/fvxA8+bNMWnSJNq1aGlpSe2VPoHExATy2jx+FIl3b19AR0eH/NKjm7Vr18LExARv3rzBgQMHyOuSmJhIS5a8LAYNGoRevXqRHeok10UoFJKdLCdOnChXJ0tVKW/XheTabN68GUlJSUqXzVYUabs9PDwc9+/fJ7X8+++/OHr0KCU1OuRl4cKFqF27Nr5/T8P5c+HkPOXn5ZJls1evXk1pQnBFdOjQAe7u7sRC+jARupDoCQrcpVAnSwbFYImpbor+/4SoqCj4+fnh6NGj4HK5YLPZEIlEGDxkPCZMVH2/urwcPXIAJ08EQEeXA4jF4PGKoKGhCaGwGA0btYDvevn3c6vKh/evsGY1kRiora0DPp8HLS0tCAQCmJiY4PPnz6hRo4ZatPz48QNOTk5IT09H69at8fbt21LzdPDgQdri8+UxePBgnD9/Hqam5igoyAOPVwS2hgZEQiGmTp2Kf/75R21a9uzZg9mzZ0NHRwdsNhtcLpecJ2dnZ0RFRamtq9vbt2/RvHlziEQiaGtrg8/nQ0tLGwIBH7q6uoiNjaX9S1wCj8dDkyZNEBcXh6ZNmyI2NrbUPbNt2zZKt8xVxpQpU3Do0CGYmZmhsLAQXC4XGhoaEAqFGDFihMLFklTh6NGjGDt2LNhsNjQ1tcDn86CpqYXiYgHs7Ozw6dMntX2Jf/v2DQ0aNACXy0Xjxi0RF/eBeJ7YbIjFYpw8eVKlqqYM5cM4A+UQEREBV1dXREZGYtmyZQgLC8PatWthY2ODixeO4t69a2rTYmFhDRaLhZpmplixYjnCwsKwZs1q2NjYIObTG7VqycxKB5vNho2NDVauXIGwsDCsWrUKNjY2yM3NpaQzm7zUqFEDQ4YMAYvFQnJycql5srW1xYwZMxARoVxZXGXo3r07WCwWOBxtcp7WrlkDGxsbBAQEqFWLsbEx2Gw2atasSV4XyTx9/PgRR48eVZuWN2+IWgPEPbOyRMtK2NjYQCAQ4M6dO2rToqOjg6FDh4LFYiErK+une2bp0qVqnSdXV1ewWCzo6uqSWtaU3DNnz55VqxahUAg2m11Scpt4tlevJu6ZxMREnDxZ+TZnqqhduzYGDBgAFouFHz/S/3ueSuZp9OjRar021QXGGShDVFQUXF1d4e7ujoMHD5bKihcIBJgyZQrCwsKxacsh1K1bn1YtCQkxWLZkMtzdx+HQoUNVRIs7Dh0q/7qEh4fj2bNnSjcCUgTJPI0bV/G1UZeeqqhF1v1bHbVI66lK81SVtDDzVL1hFgNl8Pb2RmRkJGJiYsrdHicQCODg4IC69Zpg6jTlGufIy4H9W/HlywfExsb+ElocHR3RtWtXsu0rncyYMQN3796VOU/q0sNoqfpaqpoeRovqenr27InDh+Uvlc5QCWIGEqFQKOZwOGJfX1+Z43x9fcVsNlsMgNb/2Gw2o+UX0MNoqfpaqpoeRovqejgcjlgkEskcxyA/TM6AFFwuF1wuFw4OsrcN2tvbK9whThlEIhGj5RfQw2ip+lqqmh5Gi+p6JL/XDNRA/560XwgOhwMOh4O4uDiZ4+Lj48HhcJCenk7b1h+RSARLS0tGi4p6dHR08M/Bi7Rem+lTB/5yWqrSPUP3dZHo+RXnqSppqWrPtuT3moEamJyBMsiTM6CueBWjRbaeW7duVZpP4eDYDDN/X0Grlr/2bkB83NtfRktVumfUdV0A4trExb5FXNyvMU9VSUtVe7aZnAHqYcIEZfDx8UFSUhKmTJkCQZk6/AKBAJMnT0ZycjJZ9IZuLYmJiZg8eXK5WiZNmqRWLUlJSVVCC0D0HJB9bSYjOTkFbgNG067FbcAYOeZJfVqqyjzJd8+o57oAkmtTdeYpMbFqXJuqdM8AREMyWc+TOn+DqxNMmKAMzZs3R3BwMDw8PHD79m1MmTIF9vb2iI+Px759+5CamoqgoCC1bGlxcnKCiYkJQkNDcevWLUyfPr2UlpSUFOzYsUMtWpo3b4527drJ1DJ9+nS1bfV5+/YtRCIRQkND8e+//5Y7T7PmrKZ9yyUA6HH0wWKxEBoaisjISEybNu2na/PbzBVq0VKntj1MTMxlztOGDRvUds/06dNHppYOHXur5boAQHbWd/KeiYy8jWnTpv58z8xWzz1jamoOLS0t4tpERmJ6OffM1GmL1aLFzs4RtWrVljlPS5cuVduzfevWLXKebt++jalTS89TWloaQkJCmG2FFMMsBsph3LhxaNy4Mfz9/bFp0yZwuVxwOBwIhUKIRCLk5+erRcf27dvx/ft31KhhAnuHpti48Q/weEXQ0dGFnp4+xGIx7t69Cx8fH9q1PHr0CPfu3QMAtGrVqtR1adKkCZKTk3HmzBls3boVhoaGtGrJz88nW8HOnj0beXl5pB5dXV0UFRH11c1r1qJVh4SQkD0QCoVwcGiE2nXspeZJBwALYrEY37+nqUXLrVvn8f17KnR19VC3XuNS90yNGqYQi8W4fPkyli1bRnup2+joaFy7dg1isRiNGzcudc+4uLggOTkZL57fQ05OFoyNTWnVUlxcjOAgou595859wNbQJK+NtrYOBAI+xGIxdDl6tOqQcOzoAfB4RahlXQf1HZ1LzZOmpibEYjG+fpUdN6eKp0/uIDExAZqamqhdp0EpLTXNrSAWi3H27Fn4+vrSXvpcslgFgDFjpiA1LZnUI6lcqampCVdXV1p1VEeYnIFKEIlE4HK50NPTw549ezBnzhyYmZkhJiYGJiYmtP27SUlJcHJyQmFhIeb4rEWnTn0gEonA5/Ogo6OLb9/isXihJ0QiEW7duoXu3bvTpkUkEqF9+/Z48uQJvLy8EBAQUOq68Pl8sszrsmXLyFakdLFixQr88ccfsLe3x7t376Crq1tKz5QpU3D48GE4ODTExk0HaS29++7tC6xbOwssNht//hmEOnYOpebpwf0b8PdbAx0dXfjtOgIzM/parhYU5GHO7DHIy82Bl/dcuA0YU0pLZmY6fOaMBZ/Pw9GjRzF6NL0W9IABA3Dp0iUMGDAAFy5cKDVHYrEYbdq0wfPnz9Gj5yDM+G0ZrVouXTyKwAB/GBkZw3/3UejrG5a6NuFhf+PsmVBYWdli+85QaGnRV3r3S0IsFi/2glgkwpq1e9DEuVUpLW/fPMd63zlgszXw5/Yg1K5tT5sWPp+H+T7jkZ6ejOEjPDF23PRSWgoK8jB39hjk5f3A7t27ae8U6O3tjcDAQNSv3wTrN+4nS0Xz+Txoa+tg0x8LEPXqMQYPHoyzZ8/SqqW6weQMVAKbzYa+PmEDSzrUZWZmwtfXl9Z/d+nSpSgsLESDhs3QsWNvUouuLgcsFgt16jigdx+iPnd5HeqoJCwsDE+ePIGBgQH5ope+LtId6rZv3474+HjatHz+/Bnbt28n/y1dXd2f9Eg61MXFfcSdO1do0yLd3rW3VCdL6Xnq0LEXGjRsBh6vCGGh9PaROHkigOhkaWOHPn1H/KSlZk1LDB02EQCwaNEiFBYW0qZF0lFSupOl9BxV1qGOSnJ/ZOPY0UMAgLHjpkNf35DUI7k2w0d4wtjYDKmpibh8ib6eAOKSTpZikQjt2nVHE+dWP2lp2swVbdp0hUgkLLdjKZVcungU6enJMDGtiaFDJ/6kxcDACGPGTgVANCvKzMykTcvTp08RGBgIAPDy9iEX8RI9bDYbnl5zwWZr4Ny5c7h+/TptWqojzGJAAaQ71O3ZswcfPnyg5d95+PAhQkNDAQBeXnMrtHNHj5kCfQNDvH79GgcPHqRFi7Qlv3LlStSqVb71LulQx+fzsXDhQlq0AMRLjMfjoWfPnhgyZEi5Y6Q71IWH/g0ut4AWLTdvnseXL7EyO1myWCx4e/uAxWLh3t1riP74hhYtyUlfcPnScQCAp/fcCu3cQYPdYVbTEl+/fsW2bdto0SIQCDBv3jwAsjtZltehjg6OHj2IwsJ82NWtjx49BpY7hsPRh/t4ok33yROHkZOTVe44VXn65A7evX0BLS1tTPCo+Ct7oucsaGpq4fXrp3j+7B4tWrKyMnDyZBAAYPyEmRWGSHr2Gow6dRyQnZ2NtWvX0qJFLBZjzpw5AIAuXfqhvlOTcsfZ2tZFv/7EQpfuj6DqBrMYUJDevXtj8ODBKC4uxrx58yj/AROJRGSWbLfuA+Dg2KjCsYaGNTBmDLFqX7lyJbKzsynVAgCbNm1CSkoKHBwcZOYmsFgs7Ny5ExoaGjh9+jRu3bpFuZbIyEicPHlSrvauc+bMgaOjI3JyMnH6VDDlWgoK8nDkCNGJcNToyTAyMq5wrL1DQ3QveQkFBuykpXhLUNAuCIVCtHLpiBYt2lU4TkdHFxNLum5u3rwZ3759o1zL3r17ER0dDXNzc3JRVhFbtmyBnp4ePn6MwsMHNynX8iUhFjduEHayt7cP2BoaFY7t0rU/HBwagsstxJGI/ZRr4fN5CA7aDYBYlFlYVJzTYmlpg4GDxgIg5lYg4FOuJyJ8P3hFXNR3aoJOnfpUOE5DQxNe3sRv0t9//423b99SriU8PByPHj2Cji4H7uN/kzl25KhJMDSsgffv32Pfvn2Ua6muMIsBJdi2bRu0tLRw9epVyjv1hYaG4unTp9DV1YO7+4xKx/fuMxS2tvWQmZmJdevWUaolPj6etOS3bdtWkhBXMc7OzvjtN+JBpnrVXlxcTC5GZsyYAWdnZ5njdXR0SO0Xzh9BamoiZVoA4MTxw4Qlb1sXffoOr3T82HHTweHoEaGLfy9TquXFiwd4+eIhNDQ14eE5u9Lx7Tv0RMOGzcHlcrF06VJKtWRkZJBfjxs3bqy0pbWtrS3pPIWE7AWPV0SZllKWfPseaNykpczxbDYbXt6EoxF56wLi4z5SpgUALl6QtuQnVDp+2HAPGBubIS01iXR9qCI25j3+vU38dnl7z6s0r8a5KRG6EAqF8PHxofQjqKCggLwHhg3zgKmZuczx6gxdVCeYxYAS1K9fn3wxzZs3D3w+Nav2vLw88sd5xEgvGJuYVXqM9Kqd6tCFPJZ8WdatWwdTU1O8efMGBw4coEzLwYMH8fr1a5iYmMidrzFo0CD07t0bxcUChATvoUxLUlICrlwm4sqeXnPkyrA2NjbFiJHeAIDwsH2UhS6Ki4sRHEjE3vv3HwVr6zqVHsNiseA1iQhdhIeH4/79+5RoAYBVq1bhx48faNGiBSZNmiTXMQsXLkSdOnWQ+T0N586GUablyeN/CUteWxsTStyQymjQsCk6deoDsViMgADqQhdZWRk4dapyS14aDkcf7hOIxfXJEwHIyabmpUf8v+0EQLghjvUby3WcJHRx8+ZNnDt3jhItAOEOJSUlwdyiFumGVIZ06GLNmjWUaanOMIsBJVm5ciUsLCwQExODPXuoedFILHlLKxuFio00a94Grq6dIBQKKQtdREZG4tSpU3JZ8tKYmpqSL+tVq1YhK0v12Gt2djZWrlwJgFhsmJlVvkgCSocunj65gzevn6msBQCCA3dDKBTCxbWTTEu+LP3dRsHKypbS0MXVKyeRnPwVRkbGGFmy2JAHe/sGZOhi7ty5lIQuoqKiyAWgv78/NGRY8tLo6enhzz//BACcPRNKyTZMPp+H4GDCkh88eLxMS74s4yfOhI6OLqI/vqYsdCGvJV+WLl36wcGxEbjcQkRQFLq4d/caYj69K7HkK3cfJRChi3EAgAULFoDH46msJSEhgZx7D4/Z0NaW7T5KkP4I2rdvHy2hi+oGsxhQEiMjI2zatAkA8YJKT09X6XzSlryHx2yFtzZ5eBJfqFSELqQt+d9++61SS74s06dPR5MmTSgLXfj6+iIzMxONGzfGjBny/3gBQJMmTTBz5kwAQGCgH4RC1UIXL148wMuX8lvy0mhpacPDi0iSoiJ0kfsjG8ePEVny49xnQE/fQKHjJaGL58+fIygoSCUtYrEYPj4+EIlEGD16NLp06aLQ8aNGjULnzp3B5/Mo2XVx4fwRZKSnwNTUHEPksOSlMTOzwJCSzHoqQheKWvLSsNlseHv7AABuR15UOXRRxC1EaOheAMDw4Z4wNZVtyZdl2PCJMDGpibi4OPj7+6ukBQAWL16MoqIiNGnSCm3adlXoWOemrmjTthstoYvqCLMYUAEvLy+4uLggNzeX/HJVlkWLFoHP56Nps9Zwbd1Z4eOtatnCbcAYAKqHLqQteWVe5pqamuSui7179+L9+/dKa/nw4QPpvPj5+ZVbq7wy1q5dC1NTU3z7Go8b15Xfm1wsEJCWvJvbaNSqVVvhc7i4dETz5m0oCV0cOXIAhYX5qFfPCd27D1D4eCJ0QVj5y5YtQ25urtJaTp06hdu3b0NXVxdbt25V+HgWiwV/f3+wWCzcv3cdHz9EKa0lKysDp08Tzsv4CTOhq6t4M5vBg91Rs6alyqELkUiEgMOEJd+1m5vclrw0Tg2aolNnakIXZ86EIjvrOywsrDFg4BiFjyd2XRChi/Xr1yM1NVVpLXfu3MHx48eJLYPeFe+aksVEj9+hpaVNeeiiOsIsBlRAYqEDxAv05cuXSp3n1q1bJZa8Bjy95ihdGW74CC/UMDZFTEwMdu/erdQ5lLXky9KrVy8MGTJEpdCFWCzGvHnzUFxcTMb/lUE6dHH0yAHk5yn30rtSYsnXqGGCESO8lDoHi8Ui90o/fXIHr18/Veo8CZ8/4WZJlrxXJVnysnBzG4VatWojLS1N6WJRXC6X3E66aNEi2NnZKXWeli1bYvLkyQCAgAA/pUMX4WH7wCviwsnJGZ06y2/JS6Oto0Nu/Tt7JhTfM5R76d27dw0xMYQlP859ulLnAIhFjSR08eD+DaXOkZ6egvPnwgEAEz1myW3Jl6Vzl75wdGyM/Px8LF++XKlzCIVCctdUz15DlC67bGlpgwEDiTyD+fPnUxK6qK4wiwEV6dSpE8aOHQuxWIy5c+cq/NKTtuT79B2GOnVk9/GWhZ6ePsaNI2x0X19fpUIX69atU9qSL8u2bdugra2Na9eu4eLFiwoff+nSJVy9ehVaWlpkCEVZJKGL/PxcHDumeE2GHz+ycOI40SFNGUteGtva9dCnL1EwKihA8dCFWCxGYEkxmvYdeqJR4xZKa9HU0oKHJxG62LlzJ2JjYxU+x44dO5CQkAAbGxsyK1xZNmzYACMjI3yOj8btSMXDXTGf3pG7NSRJksrSvn0PNGrUHHw+D6FKhC6KuIVkyEMZS14aMzMLsmBUqJKhi9DgPRAI+GjirLglLw2x64J4kQcEBODZM8VzcQ4fPoxXr15BX98QYyqo0SEvktBFfHw8+XHGoDjMYoACtmzZAg6Hg7t37+LECcWqlx04cABv3ryBvoEhRo2erLKWbt3dYG/fUKnQxYcPH7B3LxFPVNaSl8bR0VHpXRd8Ph/z588HQGxTrF9ftYYtmpqaZIzz2tXTSPz2WaHjj0pZ8t26uamkBQBGj54CAwMjfPv2WeHQxePHt/H+/cuSLPmZKmtp5dIBzZu3UapgVFJSEpk7s3XrVujr66ukxdLSEqtXrwYARETsQ2Gh/LsuRCIRWRGyazc3ODoqbslLw2Kx4FVSMOrB/RsKhy5UteTLMmiQO8zNrZCZmY6zZ0IVOvb9u5d49CgSLDYbXl6qLZIAInTRuUtfAFD4IygnJwcrVhBtmUeOmgSjGqqVdZcOXWzYsEGl0EV1hlkMUECdOnXIL6KFCxeCy+XKdVx2djZZlGXMmKkwNJS9J1se2Gw2vCb5AFAsdCFtyQ8ePFhpS74sK1asgKWlJWJjY8nys/KwZ88efPr0CRYWFirnY0jo2bMnhg4dCpGIKCMs7w8YYckT8UhVLHlpDAz/2yutSOiCz+ORuQZDhkyAubnqzZikQxdnz57FjRvy29DLli1DQUEBOnTogHHjxqmsBSCaT9WvXx8/crJw6mSg3Mfdu3sVMTHviBodCmTJy6KefQP06DkIgGKhC2lL3sNT/ix5WWjr6GDCxJLQxVn5QxcioRABZNnsIbCr66iyFgAYP54IXTx48ABHjhyR+7j169cjIyMDNjZ26NtvBCVaqAhdVHeYxQBFLFq0CLVr11aozKvEkq9dux569xlKmZaGDZuhY6feCoUuqLTkpZHedbF+/XqkpVW+bSw9PZ1MXNy0aROMjIwo0yMJXbx+/RTPn1e+v17aku+goiVfll69h6B2HXuFQhcXLkQgIz0FZmYWGDxkPGVabGvXQ99+RPEkeQtGPXr0CCEhIQBAJv9Rgba2NnbuJJLuLl08ipSUyqskFnELERb2NwBg+AgPmJjUpEQLAIwdNw0cPX2FQhcSS97Z2QWt2yi2s0IW7dp3R6PGLSDg8+UOXdy6dR5fEmJKymZPpUyLqZk5hg33AEDsCigoqNzFiY6OJj8KPL0qLputKNIfQQEBAXj6VLlcnOoMsxigCD09PTKLetOmTZWWeX3//j2ZJe/p7QMNDWpbg46fMBPa2jq4e/cujh+XXb2Mz+eTteR9fHzg6EjNl4MET09PhXZdrFy5Erm5uWjVqhW8vLwo1eLg4ED+vwYHVl7m9fGjSClLXr7CNfKioaEJLy8fAETo4ts32Q2esjIzyPoEymbJy2LU6MkwNKyBd+/eYf9+2Xvapctme3l5Ud5S1s3NDX379kVxcTFCgipPhj1zJgTZWd9haWlN7qqhiho1TMkaDhHhf1caunj39sV/lry36pa8NNK9Lh7cv4EP71/JHF9QkIeICEnZ7Ekyy2Yrw8CB42BuboXExES5dpEsWLAAxcXFaNWqA1q0lL9Ghzw4OTkrHbpgYBYDlDJmzBh07Nix0jKvEkteKBTCtXVnNGvWmnItNWtakvurFy1aJDN0sXv3bsTExFBqyUsj3aHu0KFDePHiRYVjX758STZd8vf3p6X98IoVK2BlZVXSoa7ihVJZS76muRXlWpo2c0XrNl3k6lAXFvYXeLwiNGjQFB07URPGkUa6zOuqVatklnkNDQ39qZMllUgXjHr27B5eRz2pcGx6WjLOn4sAAEykyJIvS//+xK6LHz+yZYYuREIhAgOJ3JTevYeQnSyppG49J/TsNRgAEBjgB5FQWOFYsmy2VCdLKtHW0cHEkl0XW7duxZcvXyoce/nyZVy8eBEaGhpkvQ2qkYQuHj58iIiICFr+jf+vMIsBCpHeKx0eHo4HDx6UO+7ixYu4du0aNDU14eGhWOEaRRg8ZHylHerS09PJbXdUW/LSSGLKskIXksI1YrEYY8eORadOnWjRYmhoSIYuTp4IqLBD3fnz4cjISC0pQqNY4RpFmOgh1aGugtDFp09vcffOVQCg/GtTmp69BqN2HXuZHery8/PJxa6sTpaq0qhRI8yaRbxoAgP8K9x1ERIiZcm3ps6Sl0ZTSwueJS+wizJCF3RZ8mUZM3YqEbr4/Am3b5cfukhO+vJf2WwZnSxVpW277mjcuCWKiooq3E0iEAjIhOD+bvKVzVYG6dDFkiVL5ApdMBAwiwGKcXFxIWuyl1fmVTpL3m3AGFjVsqVNi3SHuopCFxJL3sXFhXJLviySXRf37t0rN3Rx4sQJ3LlzBxwOB1u2bKFVi4eHB1xdXSvsUJeVmYEzp4l4uKQ8LV1YWdmSNdnLC12IRCIEHvYDUHknS1WRDl38/fffePfu3U9j5O1kSQVr1qyBmZkZEhM/4/q1Mz/9/d3bF3j86DYtlnxZWrbqgBYt2kFYQeiitCUvu5OlqtSoYYpRo4jfmYjw8nddyNvJUlWIXRdzwWazcfToUdy9e/enMX/99Rc+fvwIIyNjskcHXQwcOA7mFrXkDl0wEDCLARrYuHEjDA0N8ezZMwQHB0MkEqGgoAAikYi05GsYm2K4koVrFKG8DnUSPc+fP6fdkpemdu3apIZFixahsLCQ1FJQUEBua1uyZAnq1KHny0GCdOhC0qFOJBKhqIgLkUj0nyXfsBk6dqTeki+LpEOddOhCoufOv1cQG/te7k6WqtK02X8d6iQFoyTzFBsbSyaYbt++vdJOlqpiYmKCDRs2AACOHj2AvLwf5HUpFgjIrYS9ew+lxZKXhsViwcNrDhm6iHr1uNQ9o2gnS1Xp128kalnXKRW6kOh5/vyeQp0sVaVuPSf06EmELubOnQuhUEjeM2lpaWQzobHjpkNf35BWLeWFLqR/gxnKhyVmsixo4c8//8TixYuhq6sLFosFLpcLDoeD4uJiCAQC/DZzOdkohm7i46OxbMkkiMViuLm5ITIyElwuF5qamiguLkbfvn1x5coVtWgpLCxEo0aN8PXrV7Ro0QLR0dHgcrnQ1tYGn8+HpaUl4uPjoadXeVc3Khg/fjzCw8NhVMMEvCIueLwiUgsAbN5yGPYODdWi5XbkRfy1dyN0dHTh4tIRz5/fB49XBDabDZFIhP5uo+A9aZ5atKSlJWHeXHcUFwvQo0cPPHz4sNQ906ZNGzx69IjWL3EJRMJZK7x58wbWNnbI/J4GHq8IWlpaEAgE0OXoYe9fJynZmisPgQF+uHTxGPT0DCAUFpfcMzoQCPgQi8VYvnIHrV/i0rx48QCb/1gItoYGXF07IerVY/B4RdDQ0IBQKESXLv0wa85qtWjJ/ZGNObPHoLAwHx06dMDLly/B5XLJebK2roMdO8Mo2ZpbGWKxGOvWzML79y9Rt25dpKWlkb/BY8aMgY+PD5o3b067jl8JxhmgCUtLS7DZbJiZmWHZsmUICwvDsmXLYGFhATabDU1N1Qr6KIK9fQM0atwSLBYLr1+/JvWsXr0aNjY2uHnzptqSbfT09DBkyBCwWCxkZGSQWlauXAkbGxt8//4dZ88q3z9AUdq3bw8WiwVDAz2sWLG8lBY2m43klK9q09Kla39YWFiDz+fh69doUs/atWthY2ODa1dP4969a2rRYmlpgxYt2oLFYiE6Ovqne+bFixcK7S1XBU1NTQwePBgsFgssFJPXZdWqVbCxsQGfx0NU1GO1aAGIbZgsFgsmJjWk7pkVsLa2BpvNRn6+8j0eFKVVqw6ws3OEWCRCclIcqWfNmjWwsbHB/fs31HbPGNUwgYtLR7BYLHz58oW8ZyTzlJaWhAcPqekCWRksFgvNS+5fgUBQ6jc4MjISrq6uTIJhGRhngAaioqLwf+2ddVwU2/vHP7vkgoDYhIqE3WJ3dweKqGB7LYxrYWI3xvXaNIjdrdiJ3YKASitIL8vG/P4Ydu6ALGzM7A+/zPv1uv9cz6wfz5zZPfN5nvM8jo6OcHZ2xsGDB/NV8hOLxZgwYQKCgoKxfuMhtWtyq0J0dDgWLxwPZ2dnHDp06Dc9EydORFBQEMLCwljfLcvnZtSoUSVey4QJpJaSdJ8CA7Wjh9QyAc7O3H2iU9y8lMRnuyStmZKkRVvr90+B2wywgJubG0JDQxEeHl5oSV+xWAw7OzvY1KiHSZP/Zl3PgX2b8PXrB0RERCjUY29vj44dO+Lff/9lVcvUqVNx9+7dIuemJGkpafdJW3r+tDVTkuaFWzN/hhZ7e3t07doVhw8fZlXLHwPBwShSqZQQCASEp6dnkeM8PT0JPp9PAGD9Pz6fX2L0cFr+DD2clpKvpaTp+RO1CAQCQiaTFTmutMDlDDCMUCiEUCiEnV3Rmc22trZay2yVyWQlRg+n5c/Qw2kp+VpKmp4/UYv8+5oDYKcKRSlGIBBAIBDgy5cvRY6LjIyEgYEB9h+8wGpGtkwmw5RJ/ZTSIxAIkJSUxJoemUyGypUrl4i5UWVeuPukWEtJuk+laV7kekrKGv5T75P8+5qDyxlgBWVzBuzsG+Kv6R6s69nzzxpEfnlbIuJnJWlulJkX7j79GfepNM4LULLW8J92n7icgfxwYQIWcHd3R2xsLCZMmACxWJzvz8RiMcaPH4+4uHj06TtCK3r69HVCTIxiPRMmTEBcXBzVeIZNip+bCVqbmz59nRAbG1fC7lNMiblPRWnR/n36U9ZvyVoz4ydw9+n/W8ufAucMsMTKlSvh6ekJCwsLTJ06Fba2toiMjMTevXsRHx8PZ5dpGDiQvXr3dLKzszBt6iDkCLNhZWWFyZMn59OTmJgIf39/xvrRF0fz5s3x7NkzWFpaYsqUKfm0JCQkYMas5WjXrodWtPz7z1rcunVR4X2aMnUR1c+ebWK+R2HeXHJNWFtbY9KkSfn0JCUlwc/PTyv3KTc3F9WrV0diYmKJuE+eK2fi3bvnCrX4+/vD2dlZK1rc3d2xc+dOhWtm/IS56NmL+aZAhZGS/AMzpg+DVCopdM0kJiZi+sxlWrlPMpkM7rNGIjExVuF9CggI0Nr3zODBg3HmzJnf7tPBgwcRFxentWfpT4HLGWABmUyG8+fPgyAIlClTBuvXr6eqX1WsWBEEQeDNq6cYMGC0Viq4nTrpC2F2FqpVq4bOnTtTeuSV9kxMTNCjh3a+1G/cuIGwsDDw+Xy0aNGC0mJoaAiRSASCIGBqUlYrWjIz0hEWdg8EQaBatWr57pOenh4IgkBcnHaKDhEEAV8fsmthp06dUKNGDUqPvIJbrVq1MGKEdt44d+3ahYSEBJQxMYWtbX2sXbsur+qfPsTiXOjq6qJ2rYZa0RId9Rnv3j0HQRBo1KhRvvuUm5ur1RKzQqEQp0+fBkEQqFSpUj4tZcqUAUEQ+PLlg9b0BAbugUQiRqNGjdCkSZPf1ky5chXRokVHrWi5d/cKEhJioK9viOo2tak1I/+e4fF4qFevnla0REVF4dKlSyAIArVr1853n0aOHInZs2dz9QUKwIUJWMDX1xfPnj2DiYkJ7ty5g8zMTGRmZiIrKws3b96Evr5+kR3qmCQhIQYXzocAAHbv3g0fHx9KT2ZmJurXr4+MjAyFHeqYRCKRUI1tpk+fjpMnT1I6srOzMXMmWUPd10dxhzomOXbsEDIy0lCvXj3cvXs3330KCgoCAFwsokMdkzx/9gCvXj2Bnp4eDhw4gMOHD1N6vn//DlNTU3z69Ak+Pj6sa6F3snRxmYGZs1fA1/86/AJuwD/wJurUbQyJRIIA/39Y10IQBLy9vUAQBJycnHDhwoV892nVqlUAtNehbuvWrfj69Susra1x//79fFrOnTsHALgVehEREe9Z10LvZHnw4EF4e3tTepKTk2FhYYGUlB+4eCGEdS05wmwEBpD1JoYNd4X7nNW0NROKVq065+tKyjZ///03RCIRunTpguvXr+e7T4cPH+Y2AoXAbQYYJj09HYsXLwYALF++nCpLbGxsDB6PBzs7O6prYWEd6pjG3283JBIxevTogX79yF4Icj16enrw8vICoLhDHZPs378fb9++Rbly5ajNB31uVq5cifLly+P79yhcu8puSeKY71G4cvkkAMDLywu6urr5tPTp0we9evWCREGHOiaRiMXw8yWbJs2ZMwf29vYA/pubypUrU41elixZgvR0dsvdyjtZ2trWRqfOfSgthoYC8Pl8uOV1B3zw4AY+vH/JqpbHj0Lx4f1LGBoaUh3o6Pdp7ty5sLGx0UqHutjYWKr19aZNm2BkZJRPS8uWLTFmzBgAgM9hL1Z/9OidLN3c3ODo6Ajgv7kxMTGhOn+ePOGHX79+sqYFAE6f9sevXz9RubIl+vR1orQYGgrA4/HgMnYG9PT0ERoaitOnT7Oq5datWzhx4gT4fD68vLzA4/Hy3SeOwuE2Awyzbt06JCYmwsHBAbNmzSp0zJIlS1ClSpV8HerY4PXrp3j65A50dHSwffv2Qh+Erl27YvDgwfk61LFBSkoKli1bBgBYvXo1ypUr99sYc3NzrF69GgAQErIfGRlprGiRW/IymRQDBw5Et27dfhvD4/Gwbds26OrqUh3q2OLSpWOIj/+OypUrw8Oj8IzvGTNmoGbNmkhKSqK6+LHBixcvqE6WruPdC+1kaVOjJrp2IzvU+Xh7QSaVsqIlVySCv99uAIo7WQoEAmzZsgXAfx3q2GLRokXIzs5G27ZtMXLkyELHrF+/HsbGxvj8+S3u37vGmpa7d64gIuI9ypQpg3Xr1hU6ZvTo0WjZsiVycrIRHLSXNS1JiXE4d5as8z9m3Ezo6//eybJSJQv0H0DmdMybNw85OTmsaJFKpVRS4NSpU9GgQQNW/p7/RbjNAINERERg+/btAIBt27ZBX1+/0HEmJibYsGEDAODEcW+k/kpmXItUKoFvXnvX6dOno27dugrHbtmyBfr6+rh27RpldTLNypUrkZKSgvr162Py5MkKx02aNAkNGjRAVmYGjh09xIoWuSWvr69P/ZAURp06dTBjBtkK1ddnJyQS5kMXqakpOH7cGwD5Q2JqalroOH19fWpteXl5ITw8nHEtBEFg9uzZIAgCbdt1R+3ainMCRo6cDCOjMoiK+oxbty4yrgUAzp0Lwo8fCbC2tsaCBQsUjhsyZAg6deqEnJycIsdpwsOHDxEQEAAej4cdO3YofMO0srLCkiVLAAAB/v8gJ4f5gjZCYRaCAklLftmyZahSpUqh4/h8Pnbs2AGA3dCFv/9uiMW5aNDAEc2bd1A4btDgMShXriKioqKotcw0Bw8exOvXr2Fubk6FujiUg9sMMMj8+fORm5uLnj17om/fvkWOHTNmDJo3bw6hMBvBwfsY13Lt6hl8/x6F8uXLF5sPYGtri3nz5gEA5s6dC5FIxKiWd+/eYc+ePQD+s+QVoaurS4Uurl45hW/fii4coioSsRi+PuQXJN2SV8Ty5ctRvnx5xMRE4drVU4xqAYAjwfsgzM5Cs2bNMG7cuCLH9unTB71794ZYLKbuF5McO3YMd+/ehb6+AUa7/FXkWFMzcwwbPh4AEBy0F9lZmYxqSU5OwulT/gDIduBFtbTm8Xjw8vICn8/H0aNHcefOHUa1yGQy6m3Tzc0NzZo1K3K8PHSRkvIDZ04HMKoFAE6dJC15Ozu7Yo/GtWzZEmPHjgUAeB/ezrjz9/btMzx+dAs8Ph/j3GYXacMbGgrg7DINALB27VrExcUxquXXr1+Us7Zq1SqUL1+e0c//X4fbDDDEtWvXcObMmSIteTr5d+0XEPnlI2NaMjLSEBKyHwBpyZubmxd7zeLFi2FhYYEvX75QupiAIAjMmTMHUqkUgwYNQteuXYu9pkuXLhgyZAhkMil8vXcw+gV28eIxJCTEoEqVKgoteTrm5uaULX/06EFGQxeRkZ8QevM8AGDnzp2FWvIFkYcuzp07hytXrjCmRSgU4u+/yeYxAwe5oEKFysVe06vXUFhaVkNa2i+cOOHDmBYACAzYA5EoB23btoWTk1Ox4xs1aoRJkyYBII/+SRkMXfj7++Pp06cwMTHB2rVrix1vaGiIrVu3AgDOnQ1EUlI8Y1oSE2Nx4TzZOnrr1q0wMPjdki+IPHQR/vkd7t1lrp0x6T6S3xU9egxGtWpFl/8FgHbtesChZj1kZWVRDgpTeHp6Ijk5GXXr1sXUqVMZ/ezSALcZYACJRII5c+YAIC35OnXqKHVd69atMXr06HwZ00xw7OghZGVmoH79+tQXZHGYmJhQyVGrV69GQkICI1rOnz+Pa9euFWvJF2Tz5s3Q19fHmzdhCHt6lxEtqakpOHGcrDa2bt06mJiYKHXdpEmT0LBhQ2RlZuBoyEFGtBAEQSWZjRo1Cm3atFHqutq1a1Ohizlz5vxWUEVdtmzZgm/fvqF8hcoYMHC0Utfo6ulhrCuZF3Px4lHGTl18/vQG9+5eLdaSL8jq1athZmaGFy9ewNvbmxEtGRkZWLRoEQAysVKRJV+QwYMHo1OnTsjNzWX01IW/3z8Qi3PRrVs3DBgwQKlrLC0tqR/ewIA9jIUublw/h69fI2BsbIIRThOVuoZMQCW/K319ffHkyRNGtHz8+BG7d5P5Jdu3by+06iBH0XCbAQbYt28f3r17p5QlX5ANGzbAyMgInz6+xoP71zXW8v17JK5eIe3s4iz5gshDF5mZmUq9NReHSCSiTk7MnTu32MYhdOihCz+/XYycujgSvA9CYbZSljwdHR0dKnRx7eopfPuqeeji4cOb+PjxFQQCAZX1rSzLly9HhQoV8OHDB+zdq3li2Pfv36mN4Jgx02FgYKj0tU2btkGTJq0hlUjgx8CpC5lMBu+8XBdlLHk6FStWpJ6/JUuWIC1Ncxdn/fr1SEhIUMqSp0MPXTx6eBPv37/QWMvbN2F48viW0u4jHaZDF5mZ6Qg5QrqPI5wmwsTETOlr7R3qomMn8pTKrFmzGKkTMXfuXEgkEvTv319rNVP+1+A2AxqSnJycL0teGUuejrW1NXUUMcD/H4hE6mfZEgQBX28yS37w4MFKWfJ06KELb29vhIWFqa0FIK3viIgIVKlSRS1LUB66SEyIxcULRzXSoo4lT6dz584YOnQoZDIZVRxIXUSiHATkZckvWrQIVatWVel6euhi+fLl+PlTs2NjixYtglAoRO3ajdC6jWprBgDGus6Ejo4OnoXdw8uXjzTScufOZXyJ+KC0JV+Q6dOno3bt2vjx4wd1MkVdIiMjKbt/27ZtSlnydBo1akQly/oc1uzUhVQqgU+eJT9t2jTUr19fpeuZDl0cP+aNjIw0WFvXQPceg1W+3nn0VBgaGuHx48dUTQ91uXjxIi5dugQ9PT3q38ihOtxmQENWrlyJX79+oUGDBkpb8gWZN28eqlevjuTkJJw9E6i2lmdh9/D69VOVLXk6rVu3houLS77McnVITEykvozXr1+vtCVPJ/+pCx+1T13QLXlnZ2elLfmCbN68GQYGBhqHLs6dDcLPn4moVq0a5s+fr9ZnTJw4EQ0bNkRqaipVg0AdHjx4gKCgIPB4PLiOd1frHLaVlQ169R4GQLNTF0JhFoICis+SLwo9PT1s27YNALnp+/z5s1pagP8Sgrt3747+/dUrSe3p6YmyZcsiOjocN/M2o+pw4/o5fPv2Bebm5moXCBs8eDA6d+6scegiJiYaVy4fBwC4us1WyX2UY25eAYOHkImNCxcuRGamegmoubm5VIjW3d0dDg4Oan0OB7cZ0Ii3b9/i33/JLy9VLXk6AoEAmzdvBgCcOR2Anz9Uj9eLxbnwzStcM2/ePNja2qqlBfgvdPHgwQMcOXJErc/w8PBARkYGHB0dqWxmdXBxcUGLFi2Qk5ONIDXPSj98cAMfP76CkZGRypY8nRo1avwXuvBVr2DUz5+JSmfJF4WOjg7l4uzduxdv3rxR+TPoWfKdu/SDrW0ttbQAwLDh42FiWhaxMdG4euWkWp9x6qQfUlOTYW9vr7BGhzL07t0bffr00ejUxY0bN3Dq1Cm1LHk69NDFkeB9yMrKUPkz6Ja8p6en2lnyv4Uu3qkeupDX6JBKpXB0bIeGjVqopQUA+vZzQqVKloiLi1P7udy9ezc+f/6MSpUqYenSpWpr4eA2A2pDz5IfMmQIunTpotHnDRs2DB06dEBurggBAXtUvv7ihaNITIiFhYUFFXZQF/pZ6QULFqhc5vXZs2dUW1B1LHk6BU9dfIlQre67SJQD/7y3oEWLFsHa2lptLQAtdJEYR5V5VoXAgD3IzRWhffv2GD58uEZaOnXqhGHDhpENYtQo8+rn54ewsDAIBEYYOWqKRlqMjU0wahRpiR87egjp6akqXZ+QEIPz58iNpzqWfEHkpy7Onz+Py5cvq3QtvWz2X3/9pXE9/b/++gu1a9dGenoqThxXPbHx+LHDVNlsTbPkGzZsiClTyHvtrUbBqBfPH+DVy8fQ0dXF2HHqb9gAQF/fAGPHkSXIN2/ejOjoaJWuT0pKospRF1Wjg0M5uM2Ampw7dw7Xr1+Hvr4+9VavCfTM6Qf3r6tU5jX1VzJO5h3tUteSL8jcuXNRvXp1xMTEqPTvo4cXRo8ejdatW2uspVWrVnBxIbv5+ah46uLc2SAka2jJ0ylTpgytzKuvSmVeP358jfv3rqmcJV8U8tDFzZs3ceaM8iWc09PTqSz5ocPGo2zZ3ytCqkqXLv1R3cYBWVmqn7oI8PsHEokY3bt3p8pma0KtWrUod0HVUxcHDhz4rWy2Jujp6VFFdi5dPIa4WOWrJMZ8j8LlSycAaOY+0pGHLr6qGLqQiMXwzUsS7dvXCVUsNNtYA0DzFh1Qv34ziEQi6mirsixbtgzp6elo2rQpXF1dNdZS2uE2A2pAz5LX1JKn07hxYyrvwMdnh9JZtsF5WfLNmzenaqNrCr3M68aNG/Htm3Ld+0JCQnD//n0YGRlR8X4moE5dfHqD+/eVK/Na0JIXCASMaFGnzCu9lvyECRPQpEkTRrTY2NhQmxxVyrzKy2ZbWFRFnz6aORRy+Do6cHUlww7Xrp1W+tTFm9dhePLktsaWfEGWLVuGihUr4uPHj1TRq+Kgl8329PQstGy2OvTq1Qt9+/aFVCpV+tQFQRDw9d1ZZNlsdahQoYJaoYvLl48jPu4bzMzMMWSoKyNaeDweXN3IstfHjx/H7du3lbru5cuXOHDgAABgx44dGrmPHCTcDKrBjh078OXLF0Ys+YKsXr0apqamiIr8hFuhxZd5/RLxAbdCL1C6mHwohg4dio4dOypd5jU7O5sax4QlT4ceugj0V+6sNJOWPB11yrzevnURkZEfYWpqynhvgUWLFsHS0hKRkZHUEcii+PLlC/WmOmbcTOgyeCa7Xv2mZIc6mQze3sVXvJNKJfDx8QLAjCVPp2zZstRcr1y5UqlTF6tWrUJycjLq1atH2elMIQ9dPH/+AC+ePyx2vNyS19PTUzshWBGqhi7S0lJw7BgZ+hvlPA1GRsaMaalW3Q7dug8EAMyePbvYglF093HkyJFo164dY1pKM9xmQEUSEhKoLPkNGzYwYsnTqVSpEpUdHhz0L7KzFcfrCYKgbHMXFxdGLHk69ISjkJAQ3L1bdAb95s2b8f37d8Ys+YLIz0orc+ri44dXjFvydFTpUJednUUlP8o7WTIJPXSxZs2aYsu8yrPkGzVqgWbN2jKqBQDVoe7d2+d4+qTo0sDXr53B92+RjFnyBZkwYQIaNWqE1NRULF++vMix79+/xz//kPklO3bsYMSSp1OzZk0qYdPXZ0eRpy7Istm/d7JkCnrHUmVCF0eC90OYnZWvkyWTjHCaBGNjE7x69QqHDhXdk+T48eO4c+eOWjU6OBTDbQZUZMmSJcjMzESLFi2oODbTyDvUpaX9onIBCuP+/Wv49OkN45Y8HXrooqhd+7dv36gHc8uWLYxZ8nTooYuzZwLw40fhZ6VlMhl1JnvixImMWfIFUbZD3ckTPkhLTYGDgwNmzpzJihZnZ2e0atWq2DKv169fx+nTp8Hn62Cca9G15NWF3qHOz3cXcnML73WRmZGOkCOk1auok6Wm0E9d7Nu3D69fvy50nDpls9VBHrqIi/uGK5dPKBynTCdLTenZsyf69esHqVRKnUQqjKjIT7h5g2xgpqiTpaaYmpbF8BETAJAnkVJTUwsdJxQKqRcNRZ0sOdSD2wyoQFhYGHx8fACwG6eid6i7eCGk0DKvIlEOAv3JOOjixYthZWXFihYgf5lX+b+/IAsXLoRQKESHDh0wbNgw1rQMGTIEHTt2RG5uLvXvLwibljwdZTrUJcTHUAWTiupkqSn00IWvry+ePn362xh6lnzPXkNgXbUGK1oAYNAgF5iXq4CkpDhcvFD4qYtjxw4hMzO92E6WmtKxY0cMHz68yFMXFy5cwNWrVzWq0aEMZmZmVDGlY0cPIT3t129j0tKU62TJBFu3boWenh5ePH9YaOiCIAj45BXZatO2W5GdLDWlR88hsLK2wc+fPxV2HNy6dSu+ffuGqlWrqpxwyFE03GZASehxKhcXF7Rq1YrVv69Pnz7o1asXJBIJ/AtJODpzOgDJyUmoXr06Kx3s6FSsWJEKXRRW5vXevXs4cuQIFVZg421TDj108eDBjd9OXRS05CtVqsSaFiB/mdfCQhd+frsgkYiV6mSpKS1atKBqOsyaNeu3H739+/fj3bt3KFPGFMOHT2BVi6HAiOp8eOKEL1JSfuT785jvUbhymaxHwFSWfFFs2rQJBgYGCA0NxenTp/P9Gb1wzZw5c1Qqm60O48ePR+PGjZGdnYmQQk5dyC15Vctmq0PNmjWpUxeFhS4ePQzFh/cvoa9vAJdiOllqiq6uLsbl9brYtWsXPn36lO/PY2JiqLLZmzZtUrtGB0fhcJuBYpDJZMjKykJQUBAePHjAqiVfEHnCUVjYPbx6+RgymQw5OUIkJcbh7BmyvjhblnxBpk+fjlq1aiEpKQlr1qyh5kUikVBxUDYteTr5Tl3knZWWz82J496sW/J0DA0NfwtdyLW8evkIYU/vMp4lXxTy0MWjR48QFBRE3aefP39SWfJOIyehjAn7Z7LlHepEOUIEB+2j5kUqlZL3TcauJU/HxsaGepOUn7qQz42XlxdVNpstS54OPXRx4/oZREeHU3PzJeIDZclrK0u+YOhCriVHKIS/H/kiMnCQCypUVL0ipKo0btwKTZu1hUQioU5sye/TwoULkZ2drXQnSw7V4BFMN7j+H+HVq1fw8vJCSEgIhEIhdHR0IJVKMX36dKo7ljaYM2cOvLy8YGRUBlKpBCJRDnR1dSGRSNCsWTM8ffpUKz8yAHDp0iX06dMHPB4PBgYGyMnJgYGBAUQiEYyNjREZGcn6m7icHz9+wMHBAWlpaahZqwG+RodDJMoBn8+HTCbDzp07tbIZAEjXqEuXLrh16xYqVrRAevoviEQ51JpxdnZGYKD6ZaZVZf369ViyZAm1SRQKhdDT04NYLEblKlbw2hEMHR1238TlRIS/x5LFZEc7fX0D5OaKoKenD7E4F7q6uvj48SPrb+JysrKyUKtWLcTGxqJp06b48OEDhEIhtWZWrVpVbJIhkzg5OeHo0aMoW7YchMLsfGumV69euHTpkta0HDx4EJMmTYKOji50dXUgEomgq6sHiUQMs7LlsPuf4yo1sNKEuLhvmD/XBRKJBN26dcP9+/fz3aegoCCMGjVKK1pKE5wzUAjBwcFwdHREaGgoFi9ejMDAQKxYsQJWVlbYt28fgoODtaalXr164PF4MDc3g4fHEgQGBmL58uWwsrLCq1ev1C4XrA6pqang8/lUS9TAwEB4eHjAysoKOTk5uHHjhta0VKxYEQMGDACPx0NWZgo1NytXroS1tTXmzp2rtfvE4/HQs2dP8Hg86OvzKS3yNXP06FGtrhlLS0vw+XyUK1eOWr/Lli2DlZUVfv5IwMOHN7WmJSExBnw+H1ZWVli61CNPy1JYWVmBIAjGWtgqg7GxMQYOHAgej4fExERqbuRrZvXq1Vq9T23btgWPx4OxseC3NXP9+nWtahEIBODz+ahShUxYJL9nyDWTmZGGp0+LPhXCJJaW1dCwYQvweDx8+PAh332qWrUqxo4dq9W5KS1wzkABXr16BUdHRzg7O+PgwYP5+mKLxWJMnDgRQUFBCAsLQ6NGjbSiZdSoUTh06FCJ0FIS5oWupyTNTUnSUtR9CgwMwvqNh2Bjw25Tl+jocCxeOAHOzs44dIhbMyVdi6I1M2HiRARpac0A9HXz/z83pQluM1AANzc3hIaGIjw8PN8ilCMWi2Fvb4+OHTtSTYrYYurUqbh79y6npYTr+dO02NnZwaZGPUyazG429oF9m/D16wdERET8v88L8Ofdp5KkRVtrBlB+3XTt2pXqgcLBAAQHhVQqJQQCAeHp6VnkOE9PT4LP5xMAWP2Pz+dzWv4APZyWkq+lpOnhtGiuRyAQEDKZrMhxHMrD5QzQEAqFEAqFxSY02draKt03QBNkMhmn5Q/Qw2kp+VpKmh5Oi+Z65N/XHMygnZTiPwSBQACBQIAvX4pusBIZGQmBQICkpCTWMvllMhkqV678x2kxMDDA/oMXWD3hIJPJMGVSvxKhRxUtJek+lSQt3JpRrKUk3Se2taijRxvHqksLXM5AAZTNGdBGvOpP02JnZwc7+4b4azr7Z7X3/LMGXyLe4ssXxXFFbenZ888aRH55WyJinNyaUQy3ZgqnJK0ZuZ6bN2+WiLkpTXBhggK4u7sjNjYWEydO/K0HulgsxoQJExAXF0cV2tGGlgkTJhSqZfz48SVMSzz69B3BuhYA6N1nBGJjY4rQM0Frevr0dUJMjGIt3JopGWumT1+nErZm/qT7pB0tANmbpaQ8T6UJzhkohODgYIwdOxaWlpaYOHEibG1tERkZib179yIhIQH+/v5wdnZmXYdYLIaNjQ3i4+NhaWmJKVOm5NMSHx+P3bt346+/2C0TKqdHjx64fv06LCwsMHXq1N+09Ok7AuNctfOAPn1yB5s3LQKPx4OVlTUmT570232aMWs52rXrwbqW1F/JmP7XUEgkYlhbW2PSpN+1+Pj4UF0O2YQgCNSuXRvh4eEK18zmzZtZL2EtZ9iwYTh58qTCNdO5S19Mnaa4sRKTfPzwCsuXTQOPx1N4n7S1ZrKzszBt6iDkCLNhaWmFKVMm/zY3hw4dgpubG+taAKB58+Z49uyZwjWzcuVKrRVk2rNnD6ZPn67wPiUmJsLf358rPMQwXM5AIYwaNQp169bFjh07sH79egiFQggEAojFYq0l0QDAv//+i7i4OBgZm6CGbT2sXbsOIlEODAwMYWBgCIIgCm1IwwZv3rzBjRs3QBAEKlWqlk9LlSrWpJYndzHKeSr09Q1Y1SIW58Ivr8ta5859ISMISo++vj5yc3MBHg9VrW1Z1SEnKGgvxOJc1K9fH46OjvnWDEEQkMlkSElJ0YqWkJAQfP78GYaGhmjbtm0+LRUqVABBELh586ZWNgPfvn3DxYsXQRAEatasmU9Lw4YNERcXh6dP72HM2AwYGzPbCrwgMpkM3t5eAIDBgwfDzMyM0mNoaIicnBwAgHnZCqzqkHPqpC+E2VmoUKEy7O0b5HueeHw+CIJARESEVrRcv34dYWFh4PH4sLKyz6fF3JxcMxcuXMDSpUtZL4+ckpJClc0eOMgFqakplB555UpDQ0N06NCBVR2lEc4ZKAaZTAahUAgjIyOsX7+eqrj36dMnGBsbs/b3/vz5Ew4ODkhNTcXkKQvQrfsgyGQy5OaKYGBgiIjw9/BYQtbnf/LkCZo3b86aFoIg0K1bN9y8eRMtW3XCvPnr8mkRiXLgPmskUlJ+YJTzVAweMpY1LQBw+pQ/ggL/hbl5BezYeQSGAqN8erZvW4ZHD2+iXv2mWL5iF6sJT18iPmDxIrLpz8OHD9GqVat8a+bgwYOYPHkyzMzMEB4ejooVK7KmJTs7G7Vq1UJMTAxWr16NpUuX5tMSHh6O+vXrQywW4+LFi+jduzdrWgByU33kyBF06NABt27dAkEQlBaJRIJGjRrhw4cP6NvPiXVH6eaN89j77zqYmpoiPDwclSpVyjc3M2bMwJ49e1C9uj02bvIGX0eHNS0J8TGYO2c0JBIxFi7ajGaObfOt37Cnd7F50yIYGBjgw4cPqFGDve6SEokEjRs3xrt379C7z3C4jZ+TT0taagpmzXRCTk42fH19qUZYbDFr1izs2rULVavZYtNmH+jo6FJ69PUNsGL5X/j08TVcXFzg7+/PqpbSBpczUAx8Ph/Gxsbg8XhUh7rY2Fhs3LiR1b93xYoVSE1NRXUbB3Tp0p/SYmgoAI/Hg0PNeujQkfwyl3dTZIszZ87g5s2b0NPTx5gxM37TYmgogLPLNADAyZO/d6hjkl+/fuLkCV8AwGiXaTAUGP2mx2XMdOjp6+Pd2+d48vg2a1oIgoBP3tsmvZMlfc3IO9SlpaWxbrNu2rQJMTEx+TpZ0rXQO9TNmTPnt3gsk9A7We7YsQM8Hi+fFj09PapN9+VLxxEbG82aluzsLAQH/97Jkq7H09MT5ubm+Po1AjfyGgWxhbyTZaPGLdG0WRtKi3z9OjZvjwYNHCESiVhv07tv3z68e/cOJiZmGD5iwm9aypqXx9BhrgCARYsWITMzkzUt79+/x549ZFtyV1d3qn+GXA+fz4ebmzt4PB4CAgLw6NEj1rSURrjNgArQO9Rt3rwZX79+ZeXvefPmDfbuJb+8XF1nK3xLcR49FQaGAjx8+JC1Wt0ikYj6YenXfyQqVbYsdFzBDnVsERy0Dzk52bC3r4t27XsWOqZSJQv070/mdPj77UZurogVLffvX8OnT2+K7GRJ71C3f/9+vH79mhUt3759w6ZNmwCQa1PRkSt5h7pPnz7hn3/+YUWLTCbL18mycePGhY7r2bMn+vXrB6lUCr9C2nQzxckTPsV2sixfvjxWrlwJADhyZD+ysjJY0fL69VOEPb0LPl8H48bNKtS14vF4GOc2G3w+HydOnEBoaCgrWlJSUqgN6giniShTpvBOln36jkDlKlaIj4+nWggzDUEQcHd3h1QqRfMWHdCgoWOh42ztaqNjpz4AyJcgbYZt/9fhNgMqMmTIEHTq1Ak5OTlYsGAB459PEAS1yFu16ox69ZsqHFuuXEUMHkzadgsWLEBWVhbjery8vBAZGQlz8wrU31UY5K6d7Al/+9ZFRIS/Z1xLRMR73Aq9AABwHe9eZPxy0OAxKFeuIpKS4nDhfAjjWnJyhAj0J99ilixZAisrK4VjO3TogOHDh0Mmk8Hd3Z0VF2fhwoUQCoXo0KEDhg0bpnCcmZkZ1q1bBwBYuXIlfvxg3sXx8fHB8+fPYWpqijVr1hQ5duvWrdDT08OL5w/x/PkDxrXEx3/HxQvk/d++fTv09fUVjp02bRrq1KmDjPRUHD/G/JE1qVQC3zwnqWevIbCuqtj+r1bNDt17DAZAZvtLJBLG9axcuRIpKSmoWs0W3boPVDhOT08fY8eSm6itW7ciMjKScS3nz5/HtWvXoKurhzFjZxQ51tl5KgwNjfDkyRMEBAQwrqW0wm0GVITH48HLywt8Ph9Hjx7FnTvMdvM6ffo0QkNDoaenD5diHgqAfFuvWMmCldBFfHw89WVOt+QVYe9Ql9q1ex/ezuiunSAI+Bz2AgB06NALNWvWL3K8oaEAo13IUxZshC7OnglEcnISbGxsqL7rRbFp0yYYGhoiNDQUp06dYlTL3bt3f7Pki8LNzQ1NmjRBWloalazFFOnp6Vi8eDEAMtRVXEvrmjVrUi6Cn89OSBgOXfj77oJEIkGvXr3Qp0+fIseyHbq4dvUMvn+PymfJF8UIp4kwLmOC169f4+DBg4xqeffuXaGWvCIcm7dHg4bNWQldiEQi6hnq138kqlSxLnJ8wdBFRgY7Lk5pg9sMqEGjRo0wefJkAKRVJZVKGfncnJwcypLvP8AZlSpZFHuNvr4BtWvfvHkzoqOjGdECkG+8mZmZcHCop9CSL4jzaHLXHh7+DvfuXWVMy/171/D581sYGArgPHqaUte0a98DNWvWhyhHiKDAvYxp+fEjHmfPkG8kW7ZsUaoKmo2NDfUlOm/ePCp7XVOkUin1Yzpp0iSFljwdeujiwIEDePXqFSNaAGDNmjVISkpCzZo1MWNG8ZtZAFi6dCkqVaqEuLhvuHz5BGNaXr96grCwe9DV1cW2bduUSiTt2bMn+vfvT4YufJgLXWRkpCHkyH4AgNPISQoteTomJmZwciKThJcuXYpfv34xooUgCMyZMwdSqRQtWnRUaMnT4fF4GOc6C3y+Dk6ePImbN5lrg71z505ERESgbNnySicfayN0UdrgNgNq4unpibJly+Lly5eMVcHy8vJCVFQUzMtVwKBBLkpf16JlR9Sr35TR0MXTp0/h4+MDAHB1K9qSp2NuXoF6oAMD9iBHmK2xlpwcIQL8yfj24MFjUa68chn5PB4PruPdAQB3bl9C+Od3GmsBgED/PcjNzUXHjh0xZMgQpa9buHAhrKysEB0djW3btjGixcfHBy9evICZmVmxljyd9u3bY8SIEYyGLsLDw+Hl5QWgeEueDj10cfzYYaSlaX4MUyqVwMeb3PBMnz4dderUUfpaKnTxgrnQxbGjh5CVlYFq1ezQtdsApa/r3mMQrK1rIDk5GZ6enoxoOXfu3H+W/DjlNmwAGbro0ZPZ0EViYiJWr14NgHyREAiUO6Glp6ePcePIZFi2QhelDW4zoCYVK1akEo48PDyQlpam0efFxcXRLPm/irXk6fB4PLi6kj/Yx44dw+3bmmXQy/MWAKBDx95wqFlPpev79nNCpUqW+JXyE6dPax7TO3M6ACkpP1CxkgX69R+p0rX29nXRqTNpD/t4e2kcuvjw/iUePLgBPp8PLy8vlY4tGhsbU0l+69atQ1xcnEZa0tPTsWQJWbBnxYoVKh9blIcubt26hZMnT2qkBSAdD7FYjN69exdryRfE1dUVTZs2RXZ2JkKOHNBYy7WrpxETE4Xy5ctjxYoVKl3r4OAAd3d3AIAvA6GL798jcfUKGRpydZtdrCVPR0dHF65u5LO4e/dufPjwQSMt+S35UahcWXGuS2GMGEEmGr558wYHDmh+nzw8PJCRkQE7u9rU6ShlaebYDg0bNkdubi7mz5+vsZbSDrcZ0IC//voLtWvXxo8fP6jdrbosWbIEWVlZcKhZT60KaNVt7NG1G5kEJM/KVZfg4GA8fPgwz5KfqvL1+voGGDuODF2cOxuEpKR4tbX8+BGPs2cDAQBjxs5Qq6DRKGdmQhcyqZQ6SqisJf+bllGj0Lp1a2RlZVGxdXWhW/LTp09X+frq1atTTtL8+fM16gB39epVnDt3jrLkVUVHR4dyFW5cP4voqM9qa8nISENICPlDtWbNGpibm6v8GfLQRbyGoQuCIODrvQMyGWnJ129QvCVfkIaNWsDRsR0kEgnmzJmjkYuzc+dOfPnyJc+SV70iZhkTU4xwmgiAPJmiSeji2bNnlKvqNn6OygWN/jt1oYNTp04xGroojXCbAQ2gJxzt2LEDnz59Uutznjx5Al9f8uy8m5vqD4UcJ6eJMDY20Sh0kZWVRf1ADB48FuXKqVckp3mLDqhfvxnE4lwE+O1W6zMAIMB/D8S5uahXrylatuyk1meYm1fAkKGahy5CQy8gKuozzMzM1N78yZP8AMDPzw+PHz9W63PUteQLsmDBAlhbW2sUuhCLxZgzhzxJMmPGDNSuXVutz2nfvj2cnJzy6jfsUPtH72jIQWRlZqBhw4aYNGmSWp9hamrKSOjiWdg9vH79VGVLviBjx82Crq4urly5gosXL6r1GQkJCf9Z8i7TlLbkC9K9xyBUrUqGLlatWqXWZ8jdR4IgyNyeWg3U+pyqVW0ZD12UVrjNgIb06tULffv2hUQiUavEa0FL3t6hrtpaTM3MMXzEeACk/ZaamqryZ2zcuBGxsbFqWfJ0eDweXN3cwePz8ehRKN6/e6HyZ7x//wIPH9wAj8/HOLfZGlUS7NPXCZUry0MXqlcuy87KxJFgsn6COpY8nebNm8PV1RWA+melNbHk6RgbG1OnUNavX4/Y2FiVP2Pv3r14//49KlSooHFhJXno4v37F3j8SPXz9d++fcG1q6cBkDk4OhpUEtQ0dCEW58I3r2y2OpY8nSoW1ujT1wkAMHfuXLLktopQlrx9HXTo0EttLTo6uhjn5g6ADF28f6/6MeKjR4/i/v37MDAwpE79qAvToYvSCrcZYIBt27ZBV1cXFy5cwKVLl1S6NigoCI8ePVLbki9Ij55DYWVVXa3QRXR0NDZv3gwAGDt2psY9BqpVt0P3vPPL3t5ekKkQupBJpdRRwm7dBsLGxkEjLfr6BhhDhS6CkZSoWrz+xAkfpKX9Qq1atdSy5Auybt06lClTBo8fP0ZgYKBK1165ckUjS74go0aNQps2bdQKXfz8+ZPaAKhrydOpVq0aFi5cCCCvYJRI+YJRdEt+yJAh6Ny5s0Za6Kcu1AldXLxwFIkJsXlJtZo3qRoy1BVmZub4/Pkzdu9WzW0LCwuDt7c3AMBNhYRgRTRs2ByOzdtDKpWqHLrIzs6mTtYMHDQG5csXffy0OMjQBekALVu2TGt9QP7X4DYDDEA/Kz137lyly7xmZmZSlvyQIePUtuTp6OrqYlxewtHOnTtVCl0sWLAAOTk5qFe/KVq07KixFgAY4TQJxsYm+Bodjps3lS/zevPmeURHh8PY2AROeTFKTWnevAMaNHCEWJwLf3/lv0zj4r7h0sWjADSz5OlYWFhg6dKlAMhTBsqWeaVb8jNnzlTbkqdDD134+/urVOZVXja7YcOGmDiRmfskD138+JGAc+eClL4u7OldvHkTBgMDA2pTqynt2rXDyJEjQRAEvL29lP7RS/2VjBPHfQAAzqPVt+TpGBkZY5Qzeax21apVSEpKUuo6eXU/giDQvkNPtS35gowdOxO6unq4evUqLly4oPR1mzdvxvfv31GhQmUMGMBM99fuPQZqHLoo7XCbAYaQl3n9+PEjVcyjODZu3Ii4uDhUqmSJvv2cGNPSuHErNG3aRqXQxZ07d3Ds2DHw+Xy4uroz1tzH1LQsVWAlOFi5Mq90S37Y8PEwNdPsbVMOeVZ6Nnh8Ph4/uoV3b58rdZ1fXuGaPn36MNrcx93dHba2toiPj1dYzrgge/fuxYcPHxix5Ok4OjpS7XKVDV3Qy2bv2LFDI0uejpGREXXq4vQpf6QkF18wit7Jct68ebC1Za5j5caNGyEQCPDh/UulQxfBwf+VzW7fQbkaHcrQqXMf2NrWRnp6OrWZLI6QkJD/LPnRzLU7J0MXIwAoH7r49u0bFZYaM3Ym9A2Y6XBKD138888/aoUuSjvcZoAhzMzMsHbtWgDk21JxZV7plry6WfJFMdZ1FnR0dJQKXdAL13TtNhDVbewZ1dKj5xBYWdsoXeb1+HFvpKenwsqqOnr2GsqoFjJ0MQhA3lHDYkIXL18+wvNn9xmz5OkYGBhg69atAMjiRVFRUUWOL2jJly1bllE98tCFMmVe5W+bMpkMQ4cORadOnRjVMnLkSLRt2xYiUQ4CA4vfXF84H4LExDhYWFhofEqjINWqVaMcPGVCF18iPvxXNjuvxwBT8Pl86qjhwYMH8eJF0bk4dEt+0OAxStfoUJYhQ11hVrYcwsPDsWtX8UWa5GWz69RphFatNQvjFEST0AUHtxlgFFU61C1YsAAikYhRS56OpWU19O5D7tqL61B3+PBhvHz5klFLno6uri7GuZIFQi5fOo64WMUNnuJiv1KW/DjX2dDVVf5MtrI4jcwLXRTToU4ikcDXh3zbnDlzJmrVqsW4loEDB6Jr165KlXllw5KnU6VKFepts7gOdfJOlkxa8nTopZXv3rmCz5/eKByb+iuZ6mS5YcMGlClThnE9yoYu5J0smbbk6dSu0wht2nbLZ/8rQt7JsmLFKlTzLiYxMjKGszOZ6+Tp6YnExESFY+mdLF3dmHMf6agbuuDgNgOMUrBDnaIyr7dv32bFki/IsGFuMDUtW2SHutTUVHh4eAAAho9gzpIvSOPGrdC0WVtIpVIqw7ow/Hx3QSqVomnTNmjcpBUrWkxMzKiz0keC9yEzM73QcVevnERsTDTjljwdeq+LojrUsWXJF8Td3R12dnZFlnmll82eP38+atRQ3HBHE5o1a0aFLryLKBgVFLQXOTnZaNGiBVxclK/cqQpGRkbUpuf0KX8kJxcer5d3smTaki+Ii8tf0Nc3wJ07d3D8+PFCx+S35GcwZskXpGOn4kMX9E6WXbr2Rw1b5jfWABm6kIdc58yZo9api9IKtxlgmA4dOhRZ5pVuyXfrzrwlT8fIuAxG5e3aFXWoW716NX78+AErq+ro0ZNZS74gY8fNhI6ursIOdfL/r6Ojg7F5TgJbdO8xGNbWNZCRkYbjx7x/+/P09FQcO3oIALB27VrGLXk69evXx7RpZGJYYWel6Z0shw0bxrglT4ceulBU5lXeydLS0hKLFi1iTQtAzr2JiQm+RHzAnTuXf/tzeifLHTt2MGrJF8TJyem/0EXA76ELeifLwUOUL5utDhUqVsHAvJLligpGyROC69ZtgpatmLXk6fD5fLiNJ5NaDx06hOfPf8/FkXeyFBgZY+SoyaxpAYAhQ8ehbNnyiIiIwM6dil88OPLDbQZYoGCZV5lMhqysLMhkMhw6dAivXr2CsbEJdRyGTTp37gsbG4d8Herkej58+EA9LGxZ8nQsLauhT17oQt6hTiaTISdHiNzc/xLAevcZDkvLaqxqoYcurlwmO9TJtchkMhwNOYCsrAw0atQIEyYU32FOU1atWgVzc/N8Herk9+nkyZMIDQ1lzZIvyIABA9CtW7d8oQu5ltjYWKpsNluWPB166CIo4F8IhVnUfZLSjp+OGTMGrVqx4yTJoYcu7t29is+f3uRbM/JOlhUrVkG/fqNY1QIAAwaORvkKlfHt2zds2bIFwH/36fbt2wgJCcmz5DWr0aEMtWo3QNt23fMVE5JrSU1NpfI4hg8fDzOzcqxqEQiMMcp5CoD/Qhf072COwuERXJYFKyxfvhyrV69GmTJlIJVKIRQKIRAIIJPJIBKJ4Oo2myoiwjbv37/AyuXTwePx0L9/f1y7dg1CoRC6urqQSCSoXbsRPNf8qxUt2VmZmDVzBNLTU2FnVwcxMVEQiXKgp6cHsVgMY2MT7N5zHMbGJlrRs3HDAjwLu4dy5SoiKysDIlEO9PUNkJtLJondunULHTsyn9NRGLt27cKsWbNgZmaGPn364PTp0xAKhdDR0YFUKsXEiRO1VlTl7du3aNSoEWQyGXr27Ik7d+5AKBRS96l+/fp49eoVq2/ickQiEerVq4cvX76gWjU7JCbG5q0ZfYjFuTA0NERERASsrNQv6qMKEyZMwOHDh2FiYobcXBG1ZsQSMQiZDHPnrUGr1l20ouX+vWvY4bUChoaG6N+/P86fP59vzbRs1Qnz5q/TipafPxPhPmskcnNF6NixI548eZJvzVSoWAU7d4ZAV0+PdS0ymQxLFk1EZORHODg4ICYmhvoOdnJygru7Oxo1asS6jj8JzhlgiRo1aoDH48HMzAyLFy9GYGAgFi9ejAoVKoDH46FMGTOtaalbtwkcHMhmQ8+fP6f0LF++HFZWVggPf8tou+GiMDIug+bNO4DH4yEnJx0eHksQGBiIZcuWwcrKCkJhNl68eKgVLQBQr15T8Hg8CAT6lJalSz1gZWUFPp+vcTMhVZg6dSqsrKyQnp6Oe/fuUfdpxYoVsLKygo+PD4KDg7WipX79+ujatSt4PB7evXtHaZHfp48fPyIkJEQrWgwMDDBo0CDweDxIpTm0NbMUVlZWEIvFuHPnjla0AOQxTB6PB1PTMvnWjKWFBfh8vlZL4rZp2w0WllUhEonw8OHD39ZM2NO7Wnu2K1SojKZN24DH4yEiIuK3NfMr5QcePVa9qqQ68Pl8NGvWFjweD9nZ2fm+g0NDQ+Ho6Ki1Z+lPgXMGWODVq1dwdHTEqFGjcOjQIejRdsJisRgTJkxAUFAw1m88pHFlPWWIjg7H4oXj4ezsXKieiRMnIjAwSCt6SC0T4OysaG4mIiioZGiZOJHUEhYWppW3iOLWjTb1cFrU08I920U82xMnIqiEaNH2s/0nwG0GWMDNzQ2hoaEIDw/PtwjliMVi2NnZwaZGPUyaXPRxMiY4sG8Tvn79gIiIiP93PX+aFnt7e3Ts2BH//st+GGXq1Km4e/duketGW3o4Lepr4Z7tP0OLvb09unbtqnZTt/85CA5GkUqlhEAgIDw9PYsc5+npSfD5fAIA6//x+fwSo4fT8mfo4bSUfC0lTc+fqEUgEBAymazIcaUFLmeAYYRCIYRCIezs7IocZ2trq7XMVplMVmL0cFr+DD2clpKvpaTp+RO1yL+vOQB2z5KVQgQCAQQCAb58+VLkuMjISBgYGGD/wQusHvuRyWSYMqmfUnoEAgGSkpJY0yOTyVC5cuUSMTclaV7keri5KVyLsvNSmrSoqqckrZmSpEX+fc3B5QywgrI5A3b2DfHXdA/W9ez5Zw0iv7wtEfGzkjQ3JWleAG5uFKHMvJRGLcrqKUlrpiRp4XIG8sOFCVjA3d0dsbGxmDBhwm89AcRiMcaPH4+4uHiq4xfb9OnrVKSeCRMmIC4ujqqMyCbFz80Erc0NOS9xJWJeAHJuYmJiitGjzbn5M9ZMSdJCPtvcmuGe7T8PzhlgifXr18PDwwMWFhaYOnUqbG1tERkZib179yI+Ph7jXGdrbTOQKxJh2rTByMxIg6WlJaZMmZJPT2JiIvz9/TFqFPtV0wCgffv2uH//fqFaEhISMGPWcrRr10MrWg4e2IJrV08pvE/e3t4YN26cVrRER0fDwcEBUqkU1tbWmDRp0m/3afrMZVqZG5lUihnThyM5ObFErJm+ffvi0qVLhd6nhIQE+Pv7w9mZ+UY8hbFo0SJs2rRJ4ZrZt28fJk1iv7ooQHayrF69OoRCIaysrDB58uT/tzVDEATmzXFBbGx0iXi2vbYvx8MHN367TwcPHkRcXBz8/Py0tn7/BLicARYgCAJXrlwBQRDQ19fH+vXrqepXZcuWBUEQ+PDhpdY2A+fPByMjPRWmpuawtWuAtWvX5av6V6FCBfTv318rWh4/fox79+4BAJo2bUrNjaGhIXJycgAAlSpZakVLjjAbT5/eAUEQsLCwyHefeDweCILA9+/ftaIFAP7++29IJBI0b94c9erVo/TIK0XWqFETbdt214qWmzfP4+fPBBgaGsHGpu5va8bY2Bhdu3bVipbPnz/j6tWrIAgCFSpYUVr09Q0gFueCIAiYmppqRYtYLMaZM2dAEAT4OgaUFgMDQ+jq6oIgCLx5o7jDItOsWLEC2dnZcHBwQNu2bak1I79PlStborWWqiE+fXoHMTFR0NPTQ+vWrSktBgYGEIlE0NHRhb1dXa1o+fXrJ54/ewCCIGBnZ5fv2R45ciRmz57N1RcoAOcMsMCJEycwbNgwGBoa4uPHj6hatSqEQiGMjIzw7t07qszr8pW7UL9+M1a1pCT/wOzZIyHKEWLW7JVo174HZDIZcnNF4PP5mDfXBYkJsViyZAnWrl3LqhaZTIY2bdrg8ePHcHV1hbe3N2QyGTU3EyZMgLe3N+zt62LNuv2sl7o9ErwfJ0/4oEaNGnj//j309fUpLSEhIRg1ahSMjIzw6dMnWFtbs6rl9u3b6NSpE/h8Pl68eIGGDRtSc/Pz50/UqVMHQqEQc+auQes27H65Z2VlYPZMJ6Snp1Jls+VrRk9PHx6LJyEy8iMmTZqE/fv3s6oFAFVmt0nT1li8ZCulxcDAEEGB/+LM6QDY29vj3bt30NfXZ1XLzp07MXv2bJiYlsXOXSEQCIwpLW/fPMNqz1nQ0dHB69evUbcuuz98b968QePGjSGTyRAaGopOnTpRayYnJwc1a9ZESkoKJkych5692G1CJhbnYq67MxIT46jvErkWgUCAPn364MqVK3Bs3h4LFm5kVQsA7PlnLW6FXkCLFi3w8CFZ0VT+bLPdp+FPhcsZYBihUIj58+cDILuGVa9eHXw+H8bGxuDxePk61Pl674BUym7p0qDAfyHKEaJWLbKRCECW6jQ0FEBf3wBjx84EoLhDHZMEBgbi8ePHKFOmDNatW0dpkc/NunXrUKZMGUREvMfdO1dY1ZKUFI9zZ8m+9Fu3boWhoWE+LfIOddnZ2ax35qN3spwyZQoaNmwI4L+5qV69OhYuXAgA8PfbhVyRiFU9J457Iz09NV8nS/ma0dHRget4dwDAwYMH8eLFC1a1XL58GefPn4eOjg7GjZuVTwuPx9Nqh7qfP39ixYoVAIBRoybD2Ngkn5YGDR3RvEUHSKXSQjuWMgmhoJOlfM2UL18eq1evBgCEHDmAzIzC23QzxYXzIUhMjIOFhQXVlEiuhc/nY/v27dDR0UHY07t4/eoJq1oK62RJf7Y5CofbDDDMtm3bEB0dDWtrayxYsKDQMfIOdV+/RuDG9XOsafn8+S3V9tXVzb3QB8GxeXs0aNg8X4c6NsjMzKR+0JYuXQoLC4vfxlSpUoXqrBgUSHaoY4sAv90Qi3PRpUsXDBo06Lc/p3eoCwwMxIMHv7dcZgp5J8uyZcvC09Oz0DF///03qlatip8/E3E2bxPDBnGxX3Hp4jEAwDi3wjtZ1q7d8LcOdWwgFosxZw7ZGrd3n+GwtKr+2xiBwBjOo8k23fIOdWyxfPlypKamorqNA7p0KTysNmbsDOjq6uHatWs4f/48a1pOnz5dbCfLyZMno379+sjMTMfRowdZ0/Lr10+cPOELANi4cWOhnSzr1KmDGTNmAAB8WHwJIghCq50s/5fgNgMMEhsbS73xbtq0CcbGxoWOK1++PFatWgUACDmyH5mZzO/aZTIZ9VB06twXdvZ1Ch3H4/EwznUW+HwdnDx5Ejdv3mRcC0AmVMbHx8PW1hbu7u4Kx82ePRt2dnb49esnTp30Z0XLu7fP8ehRKPh8Pry8vBS+LTRr1gxubm6ULjaKpaSmpsLDgzxmtWrVKlSoUKHQcUZGRtSX/ulTfvj5k50fPV/fnZBKpWjatA0aN1b8RTra5S/o6xvg7t27OHbsGCta9uzZg48fP8LUtCyGDnNTOK5Dx96ws6uNjIwMai6Z5vXr19i3bx8AwM3NHXwdnULHValijX79RwIA5s6dCxELLk5OTg7mzZsHAJg/fz5sbGwKHaerqwsvLy8AwNUrp/D9OzvOX3DQXuTkZKNly5YYPXq0wnErVqxA+fLlERMThWtXT7Oi5f69a/j8+S2MjY2xfv16Vv6O/1W4zQCDLFq0CNnZ2WjTpg1GjhxZ5NipU6eibt26yMhIw/Fj3oxruXvnCiIi3sPQ0AjOzlOLHFutmh269xgEgDyqxHTXtaioKGzduhUAackbGBgoHGtgYECNPX8uGImJsYxqkUml8PHZAYC05Bs0aFDk+LVr18LExARhYWHw92d+c+Lp6UnlBMjDR4oYMWIE2rVrh9xcEYICmK/B/+L5Q7x4/hA6OjoY6zqryLEVKlTGwEEuAEjXgukqbj9//sTKlSsBACPzLHlF8Pl8uLqRDsLhw4fx/PlzRrUQBAF3d3fIZDK0atUZdes1KXL84CFjWQ1deHl5ISoqCpaWlsWGsLp27YpBgwZBJpPC13sH4y4OaclfBPCfJa8Ic3Pz/0IXIQeQkZHGqJacHCEC/P8BACxevFhrLa3/V+A2Awzx6NEjBAQEAABlLxeFnp4etWu/cvk4YmKiGdOSI8xGUCD5YzFk6DiUNS9f7DUjnCbCuIwJ3rx5g4MHmbUU//77b4hEInTt2hUDBw4sdvyAAQPQrVs3SCRi+Pv9w6iWmzfP4Wt0eJGWPB166GLRokXIyMhgTMunT5+wa9cuAMD27dsLLY5Ch8fjUU7GvXtX8ekjc1nrEokEvnmbpN59RsDSslqx1wwYOBrlK1TGt2/fsGXLFsa0AMpZ8nRq1W6Adu16sBK6kFvyenr6cBk7o9jx9NDF6tWrGQ1dxMXFYc2aNQAUW/IF2bJlC/T19fH69VM8e3afMS0FLfmWLVsWe82kSZPQoEEDZGVm4NjRQ4xpAYCzZwKRkvIDNjY2mDt3LqOfXRrgNgMMIJPJqAQwNzc3ODo6KnVd9+7dMWDAAEilUvj6MLdrP3XKD79+/UTlKlbo289JqWtMTMzg5ESejV66dCl+/frFiJbQ0FCcOHGiWEueDo/HoxKOnjy+hbdvwhjRkpWVgeBgMvu9KEu+ILNmzYK9vT0SEhKoMBATzJ07FxKJBP369UPPnj2VuqZZs2YYP348AMDHeztjoYsrl08gLu4bTE3LYlgRljwdAwNDjBkzHQAZBmLqGKaylnxBRo/5CwYGhrh37x6OHj3KiBa6Jd9/gDMqVfo916Uw2ApdLFmyBFlZWWjVqpXSdRXs7OyoH0c/n50Qi3MZ0aKOJV8wdPHtW9Elg5Xlx494nD1Dvoxt2bKFKzGsBtxmgAECAgLw5MmTfFnyyrJ161bo6enh1cvHePFc8yS1xMRYnD93BAAwduxM6Okpf9Sqe49BqFq1BpKTk6mcBk2QZ1UDwLRp01C/fn2lr6WfumAq4ej4scPISE9VypKnY2BggG3btgEgE0SLq3muDBcvXsTFixehp6dHhUWURR66+PLlI+7cvqSxlvS0X9Rb2ijnqTAyLv5tU07rNl1Ru3YjCIVCRk5d5LPkW3cp1pKnU758JQwcNAYA6UZlZ2drrGf79u2IiopCuXIVMWjwGKWv4/P5cBv/X+ji2bNnGmt58uQJfH3JRL3iLPmCLFmyBFWqVEFCQgyVIKoJdEt+yZIlKlnyXbp0wZAhQ8jQhc9ORl6CAvz3IDc3F506dcKQIUM0/rzSCLcZ0JCMjAzqS3DZsmWoUqWKStfb29tTP5i+vrsgKVA6U1X8/f6BWJyLBg2bw7F5e5Wu1dHRxTg3Usvu3bvx/v17jbQcPHgQr1+/hrm5uVqbi1WrVqFcuXL49u0Lblw/q5GW2NhoXL50HIBylnxB+vXrh+7duyM3N1fjUxe5ubnUm9rs2bNRs2ZNla6vXLkyli9fDgAIDPwX2dmanboICTmI7OxM2Ng4oHPnvipdy+Px4DqePKkSFBSE+/c1s6FPnTqF0NBQ6OvrwyXPdVCFAQOcUaFCZXz//l3j0EVcXBxVe2O0y18wNFTtbbNmrQZo156Z0IX8MwBg7NixaNGihUrXm5iYYMOGDQDIo6Opv5LV1gIAZ04HaGTJb968Gfr6+njz+imehd3TSMv79y/w8MENldxHjt/hNgMaIs+St7OzU7vO9dKlS1GpUiXEx33D5cvH1dby9u0zPHl8C3y+Dsa5zlLroWiYt4mQSqWYO3eu2l9gv379ypclX7588XkLBSlXrhwV1w85ckCjUxd+PrsglUrRv39/pS15OvTQxalTp3Djxg21tfzzzz/49OkTKlWqhKVLl6r1GbNmzYKDgwPSUlNw6qSv2lqio8Nx/foZAIDreOUteTq2trXQuUs/AJqdushvyY9W2pKno29gQMX1N2zYoFHoYvHixcjKykLNmvXRrr16JXRHu5Chi/v37yMkJERtLUFBQXj06JFGWfJjxoxB8+bNIRRmIzh4n9pafvyIx7mzgQD+q9GhKra2ttS99vVVP3Qhk0qpvIXJkydzVQU1gNsMaEBkZCRlHxeXJV8Upqam1AN+7NhhpKWlqPwZUqkEvt5kAlj3HoNQrVrRvbyLYuzYmdDV1cWVK1dw8eJFtT7D09MTycnJqFu3LqZOLfo0Q1FMmTIF9erVyzt1oV53sefPH+DFi4dqWfJ06tWrh7/++guA+qcufvz4Qbkka9euhZmZmVpa9PX1qX/LhfMhSEiIUfkzCIIgM8xlMrRu0xV16ypvyRdk5KgpEAiM8OzZM/j5+an1Gdu3b0d0dDTKlatInVRQh9atu6BOHTJ0Ia9toSpPnjyh/h1y50Md6KGLBQsWqBW6yMzMpGqWeHh4wNJSvXLdfD4fO3aQ3xG3Qi8g8stHtT6HbskPHjxYrc8AyM2WhYUFEhNicfGCejkeoaEXEB0dDjMzM6USgjkUw20GNECeJd+tWzcMGDBAo89ydXVFs2bNIMzOwpFg1Uu83rh+Dl+/RsDY2AQjnCZqpKWKhTX69CUTD+fMmYPcXNV27R8/fsTu3bsBkMegVLXk6dATji5fOoGY71EqXS8Ri+HnQx7vmj17NhwcHNTWAgArV65EuXLl8PbtW7VK8S5btgxpaWlo0qQJVcNAXfr164cePXrknbrYrfL1jx/fwrt3z6Gnrw+XMX9ppKVs2XIYOoxMbFy0aBHS01VzcTS15OnweDyqyFZwcLDKoQuZTIZZs8ijlR079YG9vWZlhemhC0UFgopi48aNiIuLQ40aNagiTOrSunVrjB49GgRBwNvbS2Xnj0lLPn/owkfl0EV2ViaCg/YCIJ/LihUrqq2Fg9sMqM3Nmzdx8uRJ6OjoYPv27RrHqeQPFwDcvHEO0VGflb42MzMdIUfIHyankZNgYqLe2yadIUNdYVa2HMLDw6njb8oiz5Lv378/unfXvLFOt27dMHDgwLyEI9VOXVzOy5LXxJKnQw9dLF++HCkpyrs4L1++pDYQO3bsgI4aljwdeuji6ZM7eP36qdLX5uaKqA3EgAGjUbGi6pZ8Qfr0GQ4Li6pITExUOZGWCUueTg0NQhdBQUF4/PgxWaNjtPqulhx9AwOMySv7vXHjRnz79k3pa6Ojo6nchy1btqhlyRdkw4YNZM+Nj6/x4P51pa9jw5J3cXFBixYtkJOjeujieF7Z7Nq1a2P6dNXzSzjyw20G1EAikaidJV8U7dq1w8iRI1XetR8/dhgZGWmoWrUGVTxIU4yMjKliRaqUeb148SIuXbqksSVfEPlZ6VevnuD5M+VOXaSlpVChhXXr1qltyRdEHrpQ5dSFPEueIAg4OTmhfXvVkjsVUbduXeqL0NfbS+lTF+fPHcGPpHiNLXk6unp6GJvXP2D79u2IiIhQ6rrHjx8zYskXZOSoKRAYGePZs2dUFn5x0MtmDxk6Fubmyh0/LY5WrTujTt3GKocuFixYgJycHHTu3FkjS56OtbU11T8gwP8fiEQ5Sl138+Z5RKtQo0MZ6C9Bt0Iv4EvEB6WuI8tmk6EFdRKCOX6H2wyowYEDB/DmzRuUK1eOkSN4dDZu3AiBQIAP71/i0cPQYsfHxETj8qUTAIBxbu7Q0WGuK3XHTn1ga1sb6enpSr1V5+bmUjamu7u7xpY8HXt7e+qz/Xx3KnXqIuTIAWRnZ6Jp06ZwdXVlTIuuri4Ve/3nn3+UOnVx4sQJ3L59G4aGhti0aRNjWgDSIi1fvjy+f4/Ctatnih2fkvwDp06RP74uY6ZrZMkXpGmzNmjUuCVyc3Ophl1FQa/R0amz5pY8nbJly1E1ExYvXqxU6GLDhg2Ii4tD5cqWVKiMCXg8HtzyQhdHjhyh2ngXxe3bt3Hs2DFWsuTnzZuH6tWrIzk5CWdOBxQ7PjsrE0fy3tyZtuRbt24NFxcXsoiRki9Bfr5kQnDfvn3Rq1cvxrSUZrjNgIr8+vWLqkjn6emJcuXKMfr51apVU7pDHUEQ8PXZAZlMCsfm7dGwYXNGtdDPSh86dKjYDnW7d+/G58+fGbPkC+Lh4YEqVaogPv47Ll0q+qx0dNRn6jgiE5Z8QeRlXpXpUCcUCqnjiAsXLkS1asVX91MFepnXoyHFd6grrJMlU5C9LmaDz9fBmTNncP160TY03ZIfVUzZbHXo3fu/0EVxLbrplvyYcTOhr69eQrAibGrURNduZG5RcaELRZ0smUIgEFD/1rNnAvHzR0KR4+mWvDyJlkmo0MWnN7h//1qRY1++eITnzx9AV1eXSuDm0BxuM6Aiq1atQnJyMurVq4cpU6aw8nco26HuxfMHePXyMXR0dalWxExTq3YDpTrUJSUlUS7J+vXrYWpqyrgWExMTKhZ9/Lg3UlMLj9eTbxg7KEu+Xbt2jGsB/gtdFNehTplOlpoyadIkpTrUKdPJUlOsrW3QsxdZ+KWoUxdsWfJ0dPX0MM5VudCFPCG4fv1maN68A+NaADKnR2BkjOfPn8PHx0fhOGU6WWrK0KFD0aFDB+TmihAQsEfhOG1Y8lZWVliyZAkAINB/D3JyCu91QS+bPWvWLJVrdHAohtsMqMD79+/zZckX1t6VCYyMjCgr+cxpfyQnJ/02RiIWwzcvS75vXydUsbBmRQugXIe6ZcuWIT09nXFLviDjxo2jnbooPOHo8aNQvH//ghVLno6dnR0Vupg7d26hpy4KdrI0MjJiRYsyHepkMhl1/LRT5z4KO1kywfARE2BiYoZ3795RpYULwpYlX5AmTcnQhVgsVhi6uHXrFo4fP57X9IidTRIAmJmVw/Dh5KkLRaGL1NRUyllbuXKl0mWzVYXepvvB/ev48P5loeO0ZcnPnTuXCl2cPRNY6JirV04gNvYrKlasSDm0HMzAbQaUhCAIzJkzB1KpFAMHDkS3bt1Y/fucnJzQtm1biEQ5CCxk137p0jHEx3+HWdlyGDLUlVUtFSpUpkqxFlbm9eXLlzhw4AAA1cukqgqfz6c6wYXePI/IyE/5/jxX9F+WPBuWfEHkoQtFHerknSzbtm1bbCdLTenatSsGDx6ssEPdvbtXEB7+jjVLnk6ZMqZwGkn2uli2bBmSk/MfG4uKimLVkqdTMHRx7Vp+G5puyXfrPgjVqqtfo0MZevUaBgvLakhKSqKaDtFZvXo1fvz4wZolT6dx48aYNIm8Tz7eXpBJpfn+/MXzh1qz5POHLgJ+C12kp/3C0RCybPbatWtRtmxZVvWUNrjNQDHIZDJkZWXh3LlzuHr1KvT19Rnv0FYY9F37vbtkhzqZTIacHCFSUn7i+HGy7bGz81QYGRmzrqd/3llpeYc6+bzIv0gJgsDIkSNZs+TptGnTBs7OzlTXNIIgqLk5ezYQP34ksGrJ0zExMaEKRslPXcjn5v79+wgICMh3L9kmX4e6sHvUvGRnZSIw4L9OlmxY8gXp2m0AqlWzw69fv7By5UpqXmQyGWXJN2jgyJolT8fa2ga9eg8F8F/oQq5n//79eP36NYzLmFAbGDahhy68vLwQHh5Oafnw4QO1qdS0RoeyrFmzBmZmZoiK+oxbty5SayY3N5ey5NUpm60OQ4cORceOHZGbm0v1PpDrOZKXENy4cWOqWRcHc/AIphtc/4/w6tUreHl5ISQkBEKhEDo6OpBKpXBzc8Phw+pVwlOHiRMn4tChQzAxMUNurggiUQ50dXUhkUhgZWWDrdsDWH0Tp/PgwQ14bVsGHR0d6OvrQygUwsDAACKRCAYGBvj8+TPrb+JyYmJiUKtWLWRnZ6Nu3Sb48uUDRKIc8Pl8yGQybNiwQe3qc6oik8nQsmVLhIWFwcHBATExMfnWzMCBA3H69GmtaAHIxjHr16+HocAIhEyWt2b0IJGIUa58JezafVSlBlaa8PZNGDxXkaWxDQwMkJOTA0NDQ+Tk5IDH42HzVj+NqmWqQmZmOmbPdEJGRhpatmyJ169fQygUUmtm4EAXjNaw+JIqrF87Dy9ePMzLD/oJoVBIPdsdOnTA7du3taZl+/btmDt3LvT09MHn8yASiaCnpwexWAxzc3NERUUxdjS3OF6+fIlmzZpBJpOhcZNW+PD+Zb5n+9ChQ9xmgAU4Z6AQgoOD4ejoiNDQUCxevBiBgYFYsWIFrKys4O/vj+DgYK1pcXR0BI/Hg6lpGXh4LEFgYCCWL18OKysrJCR8x4MHyhcN0RSZVAo+n48qVapQ8+Lh4QErKytIJBKNm9SogrW1Nfr06QMej4e0tCRqblauXAlra2ssXbpUa/eJz+ejX79+4PF4yM7O/m3NXLhwQatrxt7eHjweD+XLmdPWzDJYWVkhLTUZjx/f0pqW1LQU8Pl8WFpaYskSUou8yx2Px2Osha0ylCljCkfH9uDxeIiJiaHu08qVK2FlZYXz54/g3r2rWtNTv0Ez8Hg8yGQySov82X7w4IFW10yFChXA5/NRqVJFeHh4IDAwEMuWkWsmPT1d7bLk6tC4cWN07twZPB4PP5K+//ZsT5kyRatzU1rgnIECvHr1Co6OjnB2dsbBgwfz2XRisRgTJ05EUFAQwsLCWG+KIdcyatQoHDp0qFAtgYFBWL/xEGxsmDvTXxjR0eFYvHACnJ0Va9HWvADKzU1Juk8lRcuEiRMRpPU144xDh35/liZMIOdFG1ry6+GeJzol6TuPrqckPE+lCW4zUAA3NzeEhoYiPDy80HidWCyGvb09OnbsiH///ZdVLVOnTsXdu3eL1GJnZwebGvUwabJmbXWL48C+Tfj69QMiIiL+3+cFUG5uStJ9KklaStKa0ZaWkqanJD1PJWn9qqKna9euWg3Z/s9DcFBIpVJCIBAQnp6eRY7z9PQk+Hw+AYDV//h8PqflD9DDaSn5WkqaHk6L5noEAgEhk8mKHMehPFzOAA2hUAihUAg7u6ITmmxtbdXu2a4KMpmM0/IH6OG0lHwtJU0Pp0VzPfLvaw5mYKdqzh+KQCCAQCDAly9FJzVFRkbCwMAA+w9eYO24mEwmw5RJ/ZTSIhAIkJSUxKqWypUrlwgtJU2PKlpK0popSVpK2popTXNTkuZFrkeVuREImOurUdrhcgYKoEzOgJ2dHezsG+Kv6R6satnzzxpEfnlbbFxRG7EzZXMptBXHK0l6/rQ1U5K0lLQ1UxrnpiTNC0DOzZeIN/jy5cv/+9yUJrgwQQHc3d0RGxuLiRMnQlygM55YLMb48eMRFxePPn1HsK6lT18nxMbGYsKECUVoiaOqp7GJfF5Kgha5nu/fvyvUM2HCBK3OTUxMTDFzU5LWjDa1xP0xa2b8+Akl5j5pe/2WlDUDkM2lSsrclCY4Z6AQgoODMXbsWFhaWmLixImwtbVFZGQk9u7di4SEBMyYuRzt2vdgXYdMJsOsGSPw40c8LC0tMWXKlHxa4uPjsW/fPqqcKNsMHDgQ586dg4WFBaZOnfqblkWLFlF1+Nnmxo0b6NatG3g8HqysrDF58qR8ehITE+Hv749Ro0axruXXr1+oVq0asrKyYGVlhcmTJ/+2ZqbPWIb2HXqyroUgCPw9fyy+f4tUuGZc3dzRu89w1rUAwK4dq3Dv3lWFa2b69OnYtWuXVrS8fPkSTZo0AY/Hg7W1NSZNmvT7sz1rOdq1Y//ZzhWJMG3aYGRmpClcM97e3hg7dizrWgCgffv2uH//vsI14+w8DQMHu2hFy53bl7B71+oS8WyXJricgUIYNWoU6tatix07dmD9+vUQCoUwNDREbm4uZDIZDAXsNJspyJ3bl5CUFAdjY2O0b9+e0iIQCGBgYACCIPDmzRutaPny5QsuX74MgiBQp06dfFpq1KiBuLg4nD17Fp6enqw1cJIjkUjg7u4OAGjdpiv09Q2wdu06iEQ50NPTh1icC11dXTRvzmxLZ0WsWrUKmZmZsLOzQ7t27fLNjbzsbcE3HLZ48fwBvn39Ar6ODqyrOlDzYmBgCIHACARB4NOnN1rZDKSlpSDs2T0QBIEaNWrkm5c6deogLi4Op0+fxoYNG2BszG5JbYIgqDXTo0cPWFpa5nu2c3JyAAAWVaqyqkPO+fPByEhPRaVKldC5c+d8cwOQLwLx8fFa0fLo0SPcu3cPANC0adN8WipXrgyCIPDq1WMMGDSa9ZLaOcJsBAaSxxd79R4GoTCb9myTFRFNTEzQvTuzrbc5uDCBQho1aoTDhw8jMzMTmZmZyM7Opmrd+/nshITlL/fs7CzqoVi5ciWCg4MpLVlZWTh+/DgAYM+ePXj//j2rWgCyQVFubi569OiBa9eu5dNy7949lC9fvsgOdUxy4MABvH37FmXKmGLixPn4a7oHfP2vwy/gBvwDb6Jx41aQSCQKO9QxCb2T5d69e+Hj45NvbjZs2AAACA7ei+zsLFa1SMRi+PqSb9n9+o3EvPnrqHnxC7iBJR7biu1QxyQhRw5AmJ2FZs2a4c6dO7+tGRsbG8TExGDz5s2sazlx4gRu374NgUCA/fv3//ZsjxlDNuLy8fZS2KabKVKSf+DUKX8AZP8BPz+/fHMjf4bWrFnD+oZAJpNRmyQ3NzecPXs2n5bQ0FAYGBjg7dtnePr0DqtaAOD0aX/8SvmJypUt4TJmer5n28//BqrbOCAjIwMrVqxgXUtpg9sMFAOfz4exsTF4PB6WLFmCKlWqICEhBhcvFt7KlylOnfRFWmoKHBwcMGvWrN+0dO3aFYMGDYJUKoW7uzurX2A3btzAqVOnoKOjg+3bt4PH4+XTYm5ujtWrVwMovEMdk6SkpFCtS0c4TUIZE1MA5NwYGgrA5/Mx1nWWwg51TEIo6GRJn5sZM2agZs2aSEtNwckTPqxpAYDLl48jPu5bvk6W8nnh8XiwqVETXbsNAFB4hzomiY76jBvXzwIgf/D4fH6+eREIBNQmYOPGjfj27RtrWoRCIbUxXLBgAdU/g65n/fr1MDIywqdPb3D/PntrBgCCAv+FKEeINm3aUJ0s6VpGjx6Nli1bIjMzE0uWLGFVS2BgIB4/fowyZcpQIT66FhsbG2ru/H13ITdXxJqWpMQ4nDtLlhkeM24m1T9DvoZ1dHXh5uYOgNx4a8sVLS1wmwEVoHeoO3H8MFJTU1j5exLiY3DhfAgAYNu2bdDXL7ypjLxD3bVr13D+/HlWtNAt+b/++gt169YtdNykSZPQoEEDqkMdW6xatQrJycmoWrUGuvcYWOiYwjrUscGFCxeK7WSpr69PtX69eCEE8fHfWdGSlpaCY8fIzOpRoxR3shw5cjKMjMpQHerYgCAIeOe9YRfVyVLeoS4nJ4fVDpNbt27F169fi+xkaWVlRf3wBvrvQU4OO+fXP39+izt3LgOAwk6WfD4fO3aQ3QJ9fHzw9OlTVrRkZmZSzbyWLl2KKlWqFDpu0aJFsLS0RGJiHC5eCGFFCwD4+++GWJxbZCfLuvWaoFWrzpDJZFS3VA5m4DYDKjJ27Fg4OjpCKMzGkWB2LHE/v12QSMTo2bMn+vbtq3CcnZ0d5s6dCwCYO3cuRCLmd+379+/H27dvUa5cuSJ/5HV1deHl5QUA+Pfff/Hu3TvGtbx//x7//EO2NXV1mwMdHcW5CcOGj4eJiRnev3+PvXv3Mq4lNzeXmvs5c+bA3t5e4dg+ffqgV69ekEgk8PdlJ1nuSPB+CLOzYGtbG50691E4ztTMHMOGkx3fgoPYCV08ehiKD+9fQiAQYOPGjQrH8Xg8yjUICQnB3bt3GdcSGxtLbeA3b94MIyPF+T5z586FjY0NkpOTcPZMIONaZDIZfA57ASAteUdHR4VjW7ZsSSUPsvWjt379esTHx8POzo7a8BdGmTJlqPt44oQvUlJ+MK7l3dvnePzoFnh8Psa5zS4yN8Fl7Azo6ekjNDRUq91A/9fhNgMqwufzqX7joTfPI/LLR0Y///Xrpwh7ehc6OjrYtm1bsQk78tBFREQEpYsp6Jb86tWrUa5cuSLHd+nSBYMHD4ZUKsWcOXMY/QKTJ4BJpVI0b9EBDRoq/iIFyA51TiMnAwCWL1/OeOhi165dCA8PR+XKleHhUfTZax6Ph23btkFXVxdhYffw6uVjRrVERX7CzRvnAACu492LbWndq9dQWFhWQ1raL8ZDF7kiEfz9yA3PwoULi21p3bhxY+o0zOzZsyFlOHSxaNEiZGdno23btnBycipyrEAgoByes2cC8OMHs/H6u3euICLifT5LvijWr18PY2NjPHz4kPEufZGRkdi6dSsA0jkxMDAocryzszNatWoFUY4QwUHMvgTJpFL4eHsBALp3H1RsS+tKlSzQf4AzAGDevHlU8ieHZnCbATVo3bo1Ro8enc8OZQKpVALfvIdi+vTpCi15OiYmJlSS2urVq5GYmMiIFoBMXExJSUH9+vUxefJkpa6hhy7OnTvHmJbz58/j2rVr0NXVw5ixM5S6plu3Aahe3R6/fv1iNOEoMTERnp6eAMgvbBMTk2KvqVOnDmbMIHX7+uyEVMpM6IIgCCrprW277qhdu2Gx1+jq6WGcK5mHcoHh0MXZs0H4+TMRVatWxd9/K9fsZ/Xq1TAzM8OLFy/g7e3NmJaHDx8iICAAPB5PoSVfkCFDhqBTp07Izc1FgP8exrTkCLMRlJcQvGzZMoWWPB1522eAzHXIymLOxfn7778hEonQrVs3DBgwoNjx9NDF7VsXERHOXNLyjRvn8PVrBIyNTeA0Urlj0oMGj0G5chURFRWF7du3M6alNMNtBtRkw4YNZMLRx9d4+OAGI5957eoZfP8ehfLly6sUdx8zZgyaN2+OjIyMYt9SleX9+/fYs4f8MvTy8lL6uKCtrS3mzZsHgLnQBd2S79vPCVWqWCt1HV9HB+PcyMIke/fuxdu3bzXWApDx1fT0dDRr1gzjxo1T+rrly5ejfPnyiImJwrWrpxnR8uhhKD58eAV9fQOMdvlL6euaNm2DJk1aQyqRwI+h0EVychLOnCaz5Ddt2lSkJU+nYsWK1GbNw8MDaWlpGmuRx5QB0pJv1qyZUtfRQxcPH9xg7NTFqVN++PXrJ+zs7FQqliMPXcTGxhYZclGF0NBQnDx5Enw+n0oIVoYWLVpQoQtv7+2MvARlZqZT4dYRThNhYmKm1HWGhgI4u0wDAKxduxZxcXEaayntcJsBNbG2tsaiRYsAAP7+/0Ak0syqyshIQ0jIfgDkm5K5ubnS19J37YcPH8azZ8800kK35AcNGoSuXbuqdP3ixYthYWGBL1++ULo0YefOnYiIiEDZsuUxZKjyP74AUL9+M7Ro2YmxUxfPnz/HoUOHKF3FWfJ0zM3NsWbNGgBASMgBZGRo9qNHt+QHDnJBhQqVVbp+rOtM6Ojo4FnYPbx8+UgjLQAQGLAHIlGOUpZ8QaZPn45atWohKSmJmiNN8Pf3x9OnT2FiYoK1a9eqdG2jRo2o0AUTpy4SE2Nx/twRAMpZ8nQMDQ0pO3/z5s2Ijo7WSAs9IXjatGmoX7++StfLQxfhn9/h3t2rGmkBgOPHvJGRkQZr6xro3mOwSte2a9cDDjXrISsri/VTF6UBbjOgAfPnz0e1atWQ/DNR44SjY0cPISszAw0aNFCroiA9dKFpwpHcki8qS74oCoYuEhIS1NZCt+SdR0+FQKB6cZoxY6dDT08fN27cwNmzZ9XWQp9bZ2dntGnTRuXPmDRpEho2bIiszAwcDTmothbgP0u+fIXKGDBwtMrXW1nZoFfvYQDI0IUmpy4+fXyDe3evqmTJ09HX16fs3h07duDz589qa8nIyKA26spa8gWRhy6ioj4jNPSC2loAwN/vH4jFuUpb8gUZPHgwOnfuzMipi4MHD+L169cwNzfHqlWrVL7e0tKSch8DAv5BjjBbbS2xsdG4cpmsl+LqNlvlYmV8Ph9ubnMAAL6+vnjy5InaWji4zYBG0BOOzpwOwM8f6v3off8eiatXTgFQzZIviDx0cf/+fYSEqHcESCQS5TuhUFwrUUW4uLigRYsWyMzM1Ch04eHhgYyMDNjZ1UaHjr3V+ozKla3Qrz95nluT0MWxY8dw7949CAQCarOjKjo6OtSpi2tXT+Hb16K7syni589EnD7lBwAYM2Y6DAwM1fqcYcPHw8S0LGJjonHt6im1PkMmk8HHm/whHz9+vNKWfEF69+6NPn36QCwWU6EmdVi/fj0SEhJgZ2dH1ehQlYoVK1KhuuCgvcjOylTrc96+CcOTx7fy1ehQFXro4tixY7hzR73iP79+Kti7SQAALpFJREFU/cLSpUsBAJ6enihfvrxanzNnzhzUqFEDv1J+4vTpALU+AwD8fHZBKpWimWM7NGzUQq3PsHeoi46dyNMzs2bN0lqb5f9FuM2AhgwbNgwdOnRAbq4IAQGqJxwRBAFf7x2QyaQYPHgwunTporYWa2trLF68GACZIJSdrfquXW7JV6lSRSPrjc/nUz963t7eCAsLU/kznj17RnUlcxs/RyVLviCDB4+FuXkFREZGUrpUITs7m0qIW7RoEapWVb9sbefOnTF06NC8H1H1ElCDAv5Fbq4ItWs3Qus2qoVx6Bgbm2Bk3qmLoyEHkZ6eqvJn3Ll9CV++fFTLki+I/NTF+fPncfnyZZWvp2fJb9u2TSVLviDTp09H7dq1kZ6eiuPHVU9slEol8PEmw2TqWPJ0GjZsSCXxqnvqQl6jo169epg6daraWuihi3Nng5CUpPqpi+fPH+DFi4fQ0dXF2HEz1dYCkI6hoaERHj9+jKCgII0+qzTDbQY0RL5rl5d5/fjhlUrXPwu7h9evn6ptyRdk3rx5qF69OmJiYrBp0yaVrk1MTKQqCSqbJV8UrVu3houLi1qhC/o17dr1QM1aDTTSYigwgvNoMuFInTKvW7Zswbdv31CtWjVGyhxv3rxZ7TKvnz6+wb17pCXvOt5d43rxXbv2R/Xq9sjKUj10IRRmISiQrOOwbNkyVK6sWt5CQWrVqoWZM8kfhzlz5qjc02H+/PnIzc1F9+7d0b9/f4206OnpUQWjLl08irg41aok3rh+Ft++fYG5uTkjhbg8PT1RtmxZvHz5UuXWvR8+fKDKZm/fvl3j/iGDBg1C586dIRbnIsBvt0rXSsRi+PqQx6D79nWChYVm/SDMzStg8BAysXHhwoXIzFTPxSntcJsBBmjSpAkmTpwIAPD29lLaqhKLc+HrSz4U8+bNg62trcZa6GVeN23apFKZV7kl7+joyFi3NHno4sGDBzhy5IjS1x09ehT379+HgYEhRo9RPku+KNp36Al7+7oqhy6+f/9OhQWKK1yjLDVq1KCscH/fXRCLc5W6jm7Jd+7SD7a2tTTWwtfRgWtemddr106rFLo4ddIPqanJsLe3V9uSL8jy5ctRoUIFfPz4Ef/++6/S1xVWNltT5KELqVSq0qmLzMx0hBw5AEAzS54OPXTh4eGB1NRUpa6jl80eMGAAI01+6KGLR49C8f7dC6Wvpcpmm5lTZbM1pW8/J1SqZIm4uDjGTl2UNrjNAEOsWbMGpqamiIr8hFuhypV5vXjhKBITYlGlShXK3mcCeehCKBRS5UaLg27Jq5olXxRWVlbUv03Zs9J0S37goDEoX74SI1r4fD5cx7sDIEMXypZ5XbhwIYRCIdq3b4/hw5nr9ic/dZGYGEeVny4OuSUvEBhh5KgpjGmpV78pWrbqBEKF0EVCQgyVJa+pJU+nbNmyVLhhxYoV+PnzZ7HXFMySr1evHiNagP9CF8+f3cfLF8qdujh+7DAyMtI0tuQL8tdff6F27dr48eMH5eIVx8WLF3HlyhXo6elR9j4TNGzYEFOmkGvQW8lTF/nKZjsrLputKvr6BlS4gYlTF6URbjPAEJUqVaLOSgcH/VtsmdfUX8lU9bcNGzZobMnToWd0HzlypNgyr3RLfvTo0WjdujVjWoD8oQtlOtRt3rwZ379/R4UKlTEgr9IYU9SsWR8dOvQCoFyZ1/v37yM4ODhfOIgp6GVeT57wxa9fRf/o0TtZDh02HmXLFl0RUlXGjCHLvCobuvD32w2JRIwePXqgX79+jGqZMGECGjVqhNTUVCxfvrzY8fJOluXKlVMrS74oatWqRbkevj47ij11EfM9CpcvnQCgWUJwYejp6VGnLnbu3IlPnz4VOT43Nxdz5pAZ98WVzVYHeejia3Q4bt4svsiYvJNlDdta6NRJcdlsdWjeogPq128GkUikdMErjv/gNgMMQnWoU6LMa3DwPgiF2WjevDnVPpVJVCnzGhISgvv378PIyEjtLPmioJ+6KK5D3bdv36gfyDFjZ0KfobdNOs6jp8HAUFBsmVd64ZoJEyagadOmjGuRd6jLyclGcFDRPRTknSwtLKqiTx/mHAo5lSpbov+AUQCK71D3+vVTPH1yh1FLno6Ojg5Vo2Lfvn14/fq1wrH0stmenp7Fls1Wh2XLlqFixYqIjf2Kq1dOKBxHEAR8fciEYHonSybp1asX+vbtC4lEUuypC1XKZqtDhQoVqM1XcPB+ZGVlKBxL72Tp5uYOvo4Oo1p4PB5c3chy3MePH8etW7cY/fz/dbjNAIMo26HuS8QH3Mo7u7xjxw7GLPmCrF69Gqampnjx4gV8fHwKHVMwS97aWrnqfqqibIc6uSVfp04jtGrdmRUt5cpXxODB5AasqNCFr68vnj17BlNTU0YK4RQGvWDUrdCLiIgovMwrvZPlmHEzoaunx4qeQYPGwLxchSI71NHLZhfVyVJTOnbsiGHDhkEmkxVZMIqeJS+3rZmmbNmy1Bo4GnII6Wm/Ch33/NkDvHr1BHp6eowkBCtCHrq4cOECLl26VOgYeo2OdevWwdTUlBUt06ZNQ506dZCRnorjxwpPbKSXbm/Tthtq12nEipZq1e3QrTvZzZSNXhf/y3CbAYahd6grLOGIXkvexcWFcUueDj10sWTJEqSnp/82ZtOmTYiJiWEsS14RynSou3fvHo4cOULt8Jl+26TTr98oVKxkobDMa3p6OpXrsHz5co2z5IuiZcuWlDvkc7jweL28k2WjRi3QrFlb1rQYCoyossaKOtTJy2YX18mSCeSnLkJDQ3Hq1O91EOidLHfs2MGoJV8QeegiOzsTIYWcupCIxfDLSwhmw5KnU7NmTcq1UnTqgl4229XVlTUt9NDF5UvHERsb/dsYeSdLfX0DuKhQNlsdRjhNgrGxCV6/fo2DBzUr7FWa4DYDDEPvUPcsr0OdTCZDTo4QMpkM9+9fw6dPb1iz5AsiD13Qy7zKZDJkZWUhOjqaOn64ZcsWCAQCVrU0btyYOnUh37XLtUgkEurLrUvX/qjBQJZ8UegbGFANjzZv3oyvX79SWmQyGdauXYvExEQ4ODhQR93YRF7m9fPnt7h/7xoAUOvm1avHCHt6F3y+Dsa5Ft3elQnatesBB4d6+TrUybWkp6XiaAiZJa9MJ0tNsbGxoZyr+fPnIycnh7pP8u6YUilpyataNltV6KGLG9fP4Gt0RL5n+9KlY4iP/86aJV8Qeeji06dP1IZIPjfPnj2jymaz6T7K6dmzJ/r165fv1IV8bnKEQqps9oCBo1GhouoVIVXB1LQsho+YAIDcEKWmpuZ7tjkKh0ew0SibA3PmzIGXlxeMjMpAKpVAJMrJy7bmQSTKwerVq6lqYGxz8eJF9O3bF7q6uhgwYAAuXboEoVAIXV1dSCQSNG3aFGFhYaz/yADAjx8/4ODggLS0NLRp0wYvXryAUCiEgYEBRCIRDAwNsfuf4zAzY/dHBiBdGs+VM/Hu3XPY2NggMTERQqEQhoaGyM3NhUwmw7lz5xhPjlPEunXr4OHhAVNTczRq1AJPntyGSJQDHR0dSKVStG3XHbPdmU2OU0T453fwWELmnDRt1gbv3j6HSJRDrRk7Ozt8/PiR1TdxOVlZWahVqxZiY2PRtGlTfPjwId+a0dXVxYcPH1h9E6czYsQIHDt2DGXLloNQmA2RKAf6BgaQSqSQSiU4fPgw3NzctKLlwIEDmDx5MsqUKYN+/frhzJkz+Z7tXr16KQwjMM3nz59Rv359iMViNGjoiM+f3uatGT1IJGKYmZlj954TalfLVAWJRIK/549FbEw06tati6ioKAiFQggEAjg5OcHd3R2NGrETqvhT4ZwBlqhXrx54PB7Mzc3g4bEEgYGB8PDwQIUK5cHj8TSqYKcqffr0QaNGjSCVSvHkyRMsXrwYgYGBWL58OaysrPD69WuVagBoQsWKFdG/f3/weDx8/fqV0uLh4QErKyuIc8V480b1aoXqwOPx0LBxC/B4PIjFYkrLkiVLYGFhAT6fX2hohS3mzp2LChUqICMjFVFR76h1s2LFClhZWeHRw1Dcu6d5cxhlcKhZD7XrNAKPx0NiwjdKi3zNfP36FceOHdOKFmNjYwwcOJDUkpj425ohCELpY6JM0K5dO/B4PBgbC6h5WerhgSpVKoPP50NfX19rWsaPH4/q1asjKysL9+/f/+3Zvn79epFJskxSs2ZN9OjRAzweDynJ8bQ1swxWVlbIzExXucCWuujq6sLRkbxPaWlp1LwsXrwYoaGhcHR01Nq8/ClwzgALvHr1Co6Ojhg1ahQOHToEPVqyl1gsxsSJExEUFISwsDCt7E5Lkp7itEyYQGpZv/EQbGwcWNUSHR2OxQsnwNn5/39eAHJumjVrBmdnZ4V6AgO1OTfji9RSUtZMadVS0vQU+2xPnIggra7fkvNs/wlwmwEWcHNzQ2hoKMLDw/MtQjlisRj29vbo2LGjShXW1GXq1Km4e/duidCjjBY7OzvY1KiHSZPZPSt8YN8mfP36AREREf/v8wJwc6OIP239lrQ1U5LmpqSt365du6pc2vl/FoKDUaRSKSEQCAhPT88ix3l6ehJ8Pp8AwPp/fD6/xOjhtPwZejgtJV9LSdPzJ2oRCASETCYrclxpgcsZYBihUAihUFhs619bW1utZbbKZLISo4fT8mfo4bSUfC0lTc+fqEX+fc0BsJ8KXMoQCAQQCAT48qXoZi+RkZEQCARISkpiNYtfJpOhcuXKJUKPKloMDAyw/+AFVrVMmdSvRGgpaXr+VC2laf3K9XBzU7gWVeaF7SPVfwpczgALKJszoK14VUnSo4wWOzs72Nk3xF/T2T2rveefNYj88rbIuKK2tJQ0PX+altK4fgFubhRRkublT4ELE7CAu7s7YmNjMWHChN8qg4nFYowfPx5xcXFUkZ3/bz0TJkzQmp7i52YC4uLi0afvCNa19OnrhNjYuGLuk3a0yPXExMQUc5+0OTd/xn0qWev3/2PNcM92QUrSmvlT4JwBlti+fTvmzZsHCwsLTJ06Fba2toiMjMTevXsRHx+P3bt346+/2C3LKUcsFsPGxgbx8fGwtLTElClT8ulJTEyEv78/Ro0apRU9PXr0wPXr1wvVkpCQgBmzlqNdux5a0eLnsxMXLoQovE/TZyxDh469tKIl9Vcypv81FBKJGFZWVpg8efJv92n6zGVamRuCIOA+eyQS4mMU3KdEzJilHS0AsHXLEjx5fLvQ+5SQkICAgACtrd+VK1fC09NT4ZqZOm0xOnfRTqGq7OwsTJs6CDnCbFhaWmHKlPxrJikpCX5+flqbm+bNm+PZs2cl4tne888a3L516bf7dPDgQcTFxWl1Xv4EuJwBlggNDQVBEMjJEWPt2nV5FQgNYWBgqPUiKXv37kVcXByMjE1Qw7YepUdeGczKygqDBw/WipY3b97gxo0bIAgCDRo0wPr166mqfzk5OeDxeKhWtejEH6YQi3PxNOwuCIKArq6Adp8MIJMRIAgCmZlpWtECkJ0sxeJcWFetAXu7OpQeHR1dSKUS1K7dSGtfpA/uX0d83Hfo6emjWvXalBY9PT2IxWIYG5ugSRP2+mrQ+fkzES+ePwRBEKhZs+ZvawYALCwstKJFJpPh/PnzIAgCZcqUobQIBALo6OiAIAgkJsZqRQtAdrIUZmehQoXKsLdvQHu2yQqE9evXh5OTk1a03LhxA2FhYeDz+WjevDk1N/JKkXp6+qhbp4lWtGRmpONZ2H0QBIFq1arlu08jR47E7NmzufoCBeCcARa4cuUKevXqBR0dHWzZ5g8Li2rIzRXBwMAQEeHvqTKvT548QfPmzVnV8vPnTzg4OCA1NRWTJi9A9x6DIJPJkJsrAiGTwd19FH6l/MT69euxaNEiVrUQBIFu3brh5s2bGDp0KI4fPw6ZTAahUAgjIyOMGDECx48fR736TbF8xS7WyyOfOR2AwIA9MDevAK+dwTAwEFD36cb1s9i/byOMjMpg564QmJqZs6rlS8QHLFk8EQRBYM3afahZqwF1n5KTkzB/rgukUikWL9mKJk3Z/REWiXLgPmskkpOT4DRyEoYOc6O06OjoYsH8sYiN/Yp+/Udi7LhZrGoBgB1eK3D/3jW0b98et2/fBkEQ1JqZMWMG9uzZg4YNG+L58+fQYbgtbkG8vb0xfvx4mJqa4vPnz6hYsSKl5cyZMxg8eDD09PSx3SsIlSpbsqolIT4Gc+eMhkQixsJFm9HMsS11n7KzM+E+axRycrLh5+fHSpt0OhKJBE2aNMHbt28xc+ZM7Ny5k3q2BQIBOnTogPv376N9h56YOWsFq1oAwPvwdly6eAz16tXDy5cvwefzqfukjbLrfyJczgDDiMVizJkzBwDQq/cwWFnZgM/nw9BQAB6PB4ea9dChA2k7z549W2FbVqZYsWIFUlNTUb26Pbp27Q8AlB6BkTHVoW7NmjWIi4tjVcuZM2dw8+ZNGBgYYPPmzZQWY2Nj8Hg8qkPdu7fP8fQJu2VLU38l48RxHwCA8+hpEAiM892nLl36obqNg8IOdUxC0DpZtu/QEzVrNQDw332ysqqO3n3IOKuvzw5IJBJW9Zw5HYDk5CRUrFgF/fs759Oip6eHcW5knPXSxWOIi/3KqpaPH17h/r1r4PF42LFjB3g8Xr41s2rVKpQtW1YrHeoK62RJ1yJvliQW58LffzerWoD8nSybNmsD4L/7VK5cRQwZOg4A2RY8MzOTVS379+/H27dv83WylM8Nn8+Hl5cXAODunSv4/Pktq1pivkfhyuWTAP7rZEm/TxyFw20GGObff//Fhw8fYGJaFsOGjy90jPPoaTAwFODhw4es1sd+8+YN9u7dCwBwdXMHv5C3JnmHuqysLCxZsoQ1LSKRCPPmzQMAzJs3DzVq1PhtjI2NDdVG2c93F3JzRazpCQrai5ycbNjb10X7Dj1/+3O+jg7c3NwBANfzOtSxhbyTpYGBIUaPLjyPZNgwN5ialkVc3DdcuXyCNS0/fyTg7JlAAIDLmBnQNzD4bUzjxq3QtGkbSKVS+Oa17GUDmUwGb28vAGT74CZNfreYK1SogFWryOZN8g51bFFcJ0sej4ft27eDz+fj8aNbePv2GWtaXr9+Wmwny779nFC5siXi4+Oxfv161rSkpKRg2bJlAABPT89CO1k6OjpSzZt8DnuxVmtAvrGWybTTyfJ/CW4zwCA/f/7EihWkBTZy5GQYG5sUOq5c+YoYPHgsAGDBggXIyspiXAtBEHB3d4dMJkPLVp1Qr37TQsfx+Xy45v3o+fr64smTJ4xrAQAvLy9ERkbCwsKCersqjEWLFsHS0hJJSXG4cD6EFS1fIj7gVugFAICr22yF7V3r1muCVq27gJDJ4OPjxYqLk5MjRKD/HgDAoMFjUK58xULHGRmXwchRUwAAx44eQnraL8a1AEBAwB7k5opQp25jtGrdWeG4sa6zoKOjgxfPH+LF84esaLkVehFRkZ9gampKtd8ujGnTpqFOnTr4+fMnPD09WdESERGB7du3AwC2bdumsBlRgwYNMHXqVACAr/cOyKRSxrVIpRL45m2SevYaAuuqv2+sAUBPTx9jxpGblq1btyIqKopxLQCZUJmSkoJ69ephypQpCsetW7cOZcqUQUTEe9y9c4UVLc+e3cfr10+hr6+PLVu2sPJ3/K/CbQYYpDBLXhH9+o9ExUoWiI2NxcaNGxnXIrfk9fT0MWbMjCLHOtSshw4dewNgJ3QRHx9PfZlv3LgRZcqUUTi2TJky1HycPOmLlJQfjGqRvzkAyGfJK8JlzHTo6evj3dvnePL4NqNaAODsmcDfLHlFdOnSDzYshi4+vH+JB/evg8fjwc3NvUhL1dKyGquhi+zsLAQHk66W3JJXhJ6eHvVDvWvXLnz8+JFRLQAwf/58iMVi9OzZE3379i1yrKenJ8zNzfH1awRu3DjHuJZrV8/g+/comJiYYfiICUWObd68Axo0cIRIJMLffzPfD+D9+/fYs4fczMoteUVUqVKFchCCAv+FUMjsS5BELIafD+lUzZkzR2strf9X4DYDDKGMJU9HX98AY8aSP9KbN29GdHQ0Y1pycnIoS77/gFFKJTI5j54KA0MBHj16hKCgIMa0AMCSJUuQmZmJFi1aYPTo0cVrcXZGq1atIMoRIjhoH6NalLHk6VSqZEH9SPv5MRu6+PkjAWfOBAAAxowt3JKnw9fRget4dwBk6CI6OpwxLTKplNokdenaHzY1ahZ7DZuhi5MnfJCWmqLQki9Iz5490a9fP0gkEsydO5dRLdeuXcOZM2ego6OD7du3Fxt3Ll++PBW6OBK8D5mZzLXBzshIQ0jIfgDACKeJKFPGtMjxPB4P4/LcrxMnTiA0NJQxLXL3USqVYtCgQUpZ8rNnz4adnR1+/fqJUyf9GdMCABcvHkNCQgyqVKkCDw/2Cz79r8FtBhiAIAjMnj0bMpkMrVp1VmjJF6Rly06oV68pcnJysGDBAsb0yC1583IVMGiQclnE5cpVxJAhZMLRggULGEs4evr0KXx8fACQbw6KLHk6fD4fO3bsAADcvnUREeHvGdFCt+QHDxmr0JIvyKDBY1CuXEX8SIrH+XNHGNECAAH+/0Ccm4u6dZugZSvFljydunWboHWbriBkMvh672DMxbl16yKioj5DYGSMkaMmK3WNkXEZjHImLXEmQxfx8d9x8QIZItq+fbtCS74gW7duhZ6eHi5duoSLFy8yokUikcDd3R0AMGPGDNSpU0ep66ZOnYq6desiIyMNx495M6IFIOc5KzMDVavZolv3gUpdU62aHbr3II8Ou7u7M+binD9/HteuXVPJkjcwMMDWrVvJ688FM3YMMzU1BSeOk5UE169fDxOTwkO0HIrhNgMMcPr0aYSGhkJPTx8uY4u25OnQd+3Hjh3DnTuaZ9DHxcVRlvzo0dNgKDBS+tq+/ZxQqZIl4uLiGAldyDdJADBmzBi0atVK6WtbtGiBsWPJvArvw9sZSTiiW/L9+ilfbMTQUECdujh1yo+R0MWH9y/x4MEN8Hg8uLoVngCmCJcxf5Ghi3fP8fjxLY21ZGdnITiIdLWGDx8PM7PfE8AU0blzXyp0ceTIAY21AIC/7y5IJBL07NkTffr0Ufq6mjVrUutt7ty5yM3N1VjL3r178f79e5QvX57KB1IGeujiyuXjiImJ1ljL9++RuHrlFADA1dUdOjrKl4kZ4TQRxmVMGDt1IRKJKAdmzpw5xTYFojNgwAB069YNEokY/n7/aKwFIB0YoTAbjo6O1PcGh2pwmwEN+c2Sr6Ra8RMbGwd07Ubu8GfPng2phglHS5YsQVZWFhwc6qFd+9+z5IuC6dBFcHAwHj58CGNjY7WymdevXw9jY2OEh7/DvXtXNdLy40e8SpZ8Qdq174GaNetDlCNEUOBejbTQLfmu3QYoZcnTqVjRAgMGkOEWf7/dGocuTp7wQVraL1hYVkOvXsNUupYeurhx46zGoYvXr54gLOye0pZ8QZYuXYpKlSrh06dP+OcfzX5okpOTsXz5cgDA6tWrYW6uWq2JHj16oH///pBKpVQsW10IgiATEmVStGjREQ0aOqp0vYmJGUaMmAiAnKNfvzRzcXbu3ImIiAi1LHn5qQsdHR08eXwLb9+EaaQlMvITQm+eB6C8+8jxO9ysaYiXlxeioqJUsuQL4uQ0EcbGJnj58qVGTTOePn0KX19fAHl5C2o8FC1adkS9+k0hEok0Cl1kZWVR1y9ZsgRWVlYqf4alpSX1RRMYsAc5wmy19QT671HZkqfD4/GoH707ty8h/PM7tbXILXkjozIYOVI5S74gAwe5MBK6iI//jgt5lvw411nQLaSpS3EwFbqQSiXw8SbDQ6pY8nTMzMywbt06AMCqVauQlJSklhaAzJL/9esXGjRogEmTJqn1GfLQxcuXj/D8+QO1tTwLu4fXr59CV1cPY8Yp7z7S6d5jMKytayA5OVmjUxeJiYlYvXo1APUt+fr162PatGkAAB/vHZBK1QtdEAQBn8PkSR9nZ2e0adNGrc/h4DYDGpHPknf5SyVLno6pmTlVk8DDwwNpaaqXwCUIArNmkdXgOnTsDYea9dTSwuPx4OrqToUubt9WL4N+48aNiI2NhY2NjUYJXXPmzEGNGjXwK+UnTp8OUOszKEuez1fZkqdjb18XHTuRtjV5lln10EV2ViZlyQ8bPl7tyoaGhgK4jJkOIC90kaxe6MLPdxekEglVO0BdmAhdXLt6GjExUSpb8gVxdXVFkyZNkJaWRmWvq8rbt2/x77//AiA3/EVlyReFg4MDlXPg67MTkgJNc5RBLM6l6jn06z8SlSurvrEGAF1dXbjmFYzavXs3Pnz4oNbneHh4ICMjQ2NLfuXKlTA3N8e3b19w4/pZtT7j4YMb+PjxFYyMjFg5lVWa4DYDGkBZ8jXraVwzvmevobCyqo4fP35Qu25VCAoKwqNHj2BgKIDz6KkaaaluY08lJ6kTuvj69StVYXDLli0wNDRUW4uhoSGVcHTubBCSkuJVuj6fJd9VdUu+IM6jp8LQ0Ejt0MWJPEve0rIaevUaqpGWtu26o1atBnmhi39Vvv7Vy8d4lmfJj3XVrKxwxYoWGDjQBUBe6EKkWuiCzJIncw7WrFmjsiVPR0dHh0pAPXDgAF6+fKnS9fQs+SFDhqBLly5qawH+C13Ex33D5cvHVb7+0sVjSEyIRdmy5TF4iGbx8IaNWsDRsR0kEgnmzJmjsovz7Nkzyr3cuXOnRpZ8+fLlKYci5MgBlU9diEQ58PcnQ0GLFi2CtbW12lo4uM2A2jx58oSy5N3c5mgcp9LV1cU4V3LXvmPHDnz69EnpazMzMylLfvDgsShXTrks+aIY4TQJxsYmePXqFQ4dOqTStQsWLEBOTg46deqEIUOGaKxl0KBB6Ny5M8TiXAT4qVbmNTT0As2SV8/qpWNuXgFDhpJfyKqGLuLivuHixaMAyKI96ljydOQJqABw585llcq8SiQS+ObFsXv2GgZraxuNtADAgIGj/wtdnFetsubRkIPIysxAgwYNMHHiRI21tG/fHk5OTtQPuyo/emfPnsWNGzegr69PbWo1wdTUlApdHDt2GGlpKUpfS5bNJk8jOLuQZbM1Zcy4mdDV1cWVK1dUOnUhTwiWW/KtW2veI2Pq1KmoV69e3qkL1UKkZ88EIvlnIqpVq0ZVLuVQH24zoAb0LPkOHXvD3qEuI5/buAlp1UokEiopURk2btyIuLg4VKxkgX79RzKixdS0LIaP+C90oWyZ1zt37uDo0aNUPXImaoHzeDx4eXmBz+fj0aNQvH/3QqnrmLLkC9KnL1nmlQxdKH9WWm7JN2nSWiNLno69fV106pwXulChzOu1q6cQExOVVzbbjREt+UIXJ5UPXXz79gXXrpJZ8ppY8gXZtGkTDA0Ncfv2bZw4oVwdhIJls21tbRnR4urqiqZNm0KYnYUjwfuVvi44L0vezr4O1dNEUywsqqJPX7KT4Zw5c5Q+dRESEoL79+8zasnr6upSfQsuXzqBmO/KVUn8+TMRZ/LChps3b4ZAIGBET2mG2wyoAZOWfEHGjpsJHR0dXLhwAZcuXSp2fHR0NHXGd+zYmdDXVy1Lvih69CRDFz9//lQqdCGVSqlN0qRJkxhtEdqwYUOq1Km3t5dSZV5PnPBBenoqI5Y8HfLUBVkI59zZYCQlFt/g6eXLR3j+7H6eJV98ER1VGOVMhi4iIt7j3t3iy7ymp6fiaF4FQyenScUWrlEFKnQhylEqdPFflryMEUueTrVq1SjHbP78+RAKhcVes2PHDnz58qXYstmqQg9d3LxxDtFRn4u9hl42203NhGBFDBnqCjMzc4SHh2P37uLdtuzsbGoumbbku3XrhgEDBkAmk8LXR7kE1MC8stnt27fH8OHDGdNSmuE2AypCt+SHDBnHiCVPx9KqOnr3IRf33LlzIS4m4Uhuyder3xQtWnZkVIuuri5lQ+/cubPY0MXhw4fx8uVLmJmZqZX3UByenp4oW7YsvkaH4+bNosu80i35ca6zNbbkC9K8RQfUr99MqQ51dEte3smSScjQBVkwKjDg32JDF0dDDiIrKwPVq9ujW7cBjGoh6ya4A1AudBH29C7evAnL18mSSRYsWABra2t8/fqVyj1RREJCArVuN2zYwHjhmnbt2mHkyJEgCALe3kX3uiAIAj55P4zt2vcotmy2qhgZGWOUM5nNr8ypi82bN+P79++sWfLyUxevXj3B82dFn7oorJMlh+ZwmwEVkVvylSpZom8/J1b+jqF5ZV4/fvxI1f0ujNu3b+PYsWNksyHXomvJq0vjxq3QtFnbYsu8pqWlUccAV65ciYoVmd0kAfk71AUH70dWVobCsZQl37Q1mjTVPLZZEPmPHi+vQ927t88Vjr165SRiY6KL7GSpKX37OaFyFSuyzOspP4Xjvn39gmvXTgMAWfCqmLLZ6mBnXwedOpP1+4sKXYjFufDLy5Jn0pKnY2xsjE2bNgEgj8HFxiqueEcvm+3i4sK4FoD8/hAIBPjw/iUePVRcGvjB/ev49PE1WTbbpfiy2erQqXMf2NrWRnp6OpYuXapw3Ldv36iwwJYtW1ix5O3t7anW736+ik9d0DtZTpw4sdBOlhzqwW0GVCA6Opp6exkzdgajljwdY2MTqkPdihUr8OPH77FXuiXftdtAVLdhrynH2LyEo4sXLypMOFq9ejV+/PiB2rVrY/r06axpkXeoy0hPVZhw9PLFf5b8uHGaZckXRbXqdujefRCAvKOGhYQu0tNTcewomYBZVCdLTdHT06cKRp0/d6TQMq/yJk1EXifL+vWbsaIFAJxpoQtFHeounA9BYmIc45Z8QUaOHIm2bdsiOzsbixYtKnTM06dP4e1NJuqxWbiGHrrw99tV6KkLkSgHAXlZ8oMGj0H58pVY0cLPO2oLAAcPHsSLF4Xn4ixcuBBCoRDt27fHsGGqFaVSBQ8PD1SuXBnx8d9x6dKxQsco28mSQ3W4zYAK/P333xCJRKxY8gXp0qUfqts4IC0tjaqCRufQoUN49eoVjI1N4OSkefZ1UVhaVkOv3opDF58+faLiodu2bYMew5Y8HXqZ18uXjiM2Njrfn5OWPKmlV+9hsLSqzpoWIK/Mq7GJwg51R0MOUJZ8cZ0sNUXeoU4szi20zOvTp3fw9u0zpTpZakpZ8/JU6CIo8PfQxa9fP3HyBHkaZ8OGDUV2stQUeQIqAAQEBODhw/wtl+UnDgDAxcVFpbLZ6iAPXfz8mYizZ39vCnbmdIDSnSw1pXadRmjTtlu+kwJ07t27hyNHjmjFkqefujh+3BupqflPXZBls8k8lOXLl6NSJXY2SaUVbjNQDDKZDFlZWQgNDcXx48dZteTp8HV04JYXe92/fz9ev35NaUlJSaFsveEjmMuSLwp5hzp5mVe5FplMhnnz5kEikaBPnz7o3bs361rkHeqkUin8fHcBIO9TTo4QVy6fQGzsV1YteTrkqQuyjeyRI2ToQq4lOioc166dAaBcJ0tNkR815PH5ZJnXt88oLSJRDvzz5qpf/5FKdbLUlIKhC7kWmUyG4KB9yMnJZtWSp+Po6Ag3N/LUhLypmHwNBwUF4cGDBzAyMsKGDRtY12JkZEQ5jGdO+yM5OYmam6TEOKpstssY1ctmq4OLy1/Q1zfA3bt3cfz4cWpeJBIJ5T5qy5J3dXVFs2bN8k5dkB1L5XNz4rg30tJ+Kd3JkkM1eATTzev/R3j16hW8vLwQEhICoVAIHR0dSKVStG7dBXPmac+e2rZ1KR49vIkqVaogLS0NQqEQenp6EIvFqFTJAl47Qxg7ilUcN66fxb69G6CnpwddXV0IhUIYGBhAJBJBR0cH7969Q61atbSi5fPnz6hfvz7EYjEaNHTE509vIRLlgM/nQyaTYegwVzipWepXVSQSCf6ePxaxMdGwtrbBjx8JEIlyqDXToEFzLFuxQytaAODQwa24cvkEjI1NIJGIIRLlUGvGxKQs/tlzXO1qmary9MkdbN60CDweH3p6esjNFUFf34Dqp/Dw4UPW38TlJCQkwMHBAZmZmWjXrh2ePXuW79mePn26Upn1TEAQBNq3b4/79++jUmVLpKWmQCTKga6uLiQSCWrY1sKGjYe1lhx37OghHDt6CMbGxpDJZPmebWNjY0RGRmrtTfz+/fto164dAKCZYzu8fROW79neuXMntxlgAc4ZKITg4GA4OjoiNDQUixcvRmBgIFasWAErKys8eXJb46Y5qlC7dkPweDzo6OhQWpYtWwYrKyskJyfh0aObWtOir28APp+PSpUqUVo8PDyovgPPnytOomOamjVrokePHuDxeEhJjoeHxxIEBgZi5cqVsLKywulTAVq7T7q6unB0bAcejweCEFNa5Gvm/fvnWl0z1avbg8fjoWxZU0qLfM1kZWcg7Nk9rWmRf4lbWlpg6VIPBAYGYulScs3w+XxERSl3rpwJqlSpgv79+4PH4yEqKuq3Z3vfvn0IDlatWJK68Hg89O7dGzweD3q6POo+LV++HFZWVvj2NQL371/TihYAqFixSt6aKfvbs52Tk4MbN25oTUvbtm3RunVr8Hg8JCZE53u2ra2tMXfuXK3dp9IE5wwU4NWrV3B0dISzszMOHjyYL/4tFosxceJEBAYGYf3GQ7CxcWBVS3R0OBYvnABn51E4dOhQidcSFBSEsLAwRusLKEJ+n0aN+jPmpqRomTBxIoJKiJaSuGa0pedPW7+l9T6VJrjNQAHc3NwQGhqK8PDwQhPhxGIx7OzsYFOjHiZN/ptVLQf2bcLXrx8QERHxR2ixt7dHx44dqQYvbDJ16lTcvXuXu09/uJaStma0pedPW78l8T517dpVoy6vHAUgOCikUikhEAgIT0/PIsd5enoSfD6fAMDqf3w+n9PyB+jhtJR8LSVND6dFcz0CgYCQyWRFjuNQHi5ngIZQKIRQKISdnV2R42xtbdVqX6sqMpmM0/IH6OG0lHwtJU0Pp0VzPfLvaw5m0E4a+h+CQCCAQCDAly9fihwXGRkJgUCApKQk1rJ9ZTIZKleuzGkp4Xo4LSVfS0nTw2lhTg/XoIhB/r+tiZKGq6srUb16dSI3N7fQP8/NzSWqVatGuLm5cVr+n7SUND2clpKvpaTp4bT8OXpKC9xmoAAvX74kdHV1ibFjx/62GHNzc4kxY8YQurq6xMuXLzkt/09aSpoeTkvJ11LS9HBa/hw9pQVuM1AIQUFBhK6uLlGtWjXC09OTCAgIIDw9PYlq1aoRurq6RFBQEKfl/1lLSdPDaSn5WkqaHk7Ln6OnNMBtBhTw8uVLws3NjRAIBAQAQiAQEG5ubv8vu1FOy5+hh9NS8rWUND2clj9Hz/86XJ2BYpCX5jQyMvp/75vNafkz9HBaSr6WkqaH0/Ln6PlfhdsMcHBwcHBwlHK4OgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcrhNgMcHBwcHBylHG4zwMHBwcHBUcr5PyoZCKnn+MgkAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -732,8 +716,8 @@
     "m, n = 10, 20\n",
     "p = 0.5\n",
     "\n",
-    "G = nx.triangular_lattice_graph(m,n, with_positions=True)\n",
-    "pos = nx.get_node_attributes(G, 'pos')\n",
+    "G = nx.triangular_lattice_graph(m, n, with_positions=True)\n",
+    "pos = nx.get_node_attributes(G, \"pos\")\n",
     "\n",
     "mapping = {i: list(G.nodes)[i] for i in range(0, len(list(G.nodes)))}\n",
     "inv_mapping = {v: k for k, v in mapping.items()}\n",
@@ -783,14 +767,74 @@
     "    lens += tup[1].values()\n",
     "\n",
     "# remove lengths 0 for self-loops\n",
-    "lens = [i for i in lens if i!=0] \n",
+    "lens = [i for i in lens if i != 0]\n",
     "\n",
     "# replace inf by 0 for disconnected nodes\n",
-    "lens = [0 if i==np.inf else i for i in lens] \n",
+    "lens = [0 if i == np.inf else i for i in lens]\n",
     "\n",
-    "avg_shortest_path = np.sum(lens) / (N * (N-1))\n",
+    "avg_shortest_path = np.sum(lens) / (N * (N - 1))\n",
     "print(\"The average shortest path length is\", avg_shortest_path)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 16. Get all of the node IDs that have maximum degree\n",
+    "This recipe demonstrates how to get all of the indices corresponding to the maximum degree, because `argmax` only returns the first index corresponding to the maximal value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[1, 2]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "H = xgi.Hypergraph([[1, 2, 3, 4], [1, 2, 3], [1, 2]])\n",
+    "\n",
+    "[k for k, v in H.degree().items() if v == H.nodes.degree.max()]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 17. Get all the node IDs corresponding to the 100th largest degree\n",
+    "The `argsort` method allows us to access the node IDs by their statistical rank. Here we get the 100th largest degree and find all the node IDs that share that degree."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nodes 98, 64 have degree 49\n"
+     ]
+    }
+   ],
+   "source": [
+    "H = xgi.load_xgi_data(\"email-enron\")\n",
+    "ids = H.nodes.degree.argsort()\n",
+    "i = ids[-100]\n",
+    "d = H.degree()[i]\n",
+    "matching_ids = [k for k, v in H.degree().items() if v == d]\n",
+    "print(f\"Nodes {', '.join(matching_ids)} have degree {d}\")"
+   ]
   }
  ],
  "metadata": {
@@ -809,7 +853,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.4"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/docs/source/api/stats/xgi.stats.DiEdgeStat.rst b/docs/source/api/stats/xgi.stats.DiEdgeStat.rst
index b9ecca6..b54a961 100644
--- a/docs/source/api/stats/xgi.stats.DiEdgeStat.rst
+++ b/docs/source/api/stats/xgi.stats.DiEdgeStat.rst
@@ -34,4 +34,5 @@
       ~DiEdgeStat.var
       ~DiEdgeStat.moment
       ~DiEdgeStat.argmin
-      ~DiEdgeStat.argmax
\ No newline at end of file
+      ~DiEdgeStat.argmax
+      ~DiEdgeStat.argsort
\ No newline at end of file
diff --git a/docs/source/api/stats/xgi.stats.DiNodeStat.rst b/docs/source/api/stats/xgi.stats.DiNodeStat.rst
index 8c629fe..0b1dd21 100644
--- a/docs/source/api/stats/xgi.stats.DiNodeStat.rst
+++ b/docs/source/api/stats/xgi.stats.DiNodeStat.rst
@@ -34,3 +34,4 @@
       ~DiNodeStat.moment
       ~DiNodeStat.argmin
       ~DiNodeStat.argmax
+      ~DiNodeStat.argsort
diff --git a/docs/source/api/stats/xgi.stats.EdgeStat.rst b/docs/source/api/stats/xgi.stats.EdgeStat.rst
index 83effb9..1ae032b 100644
--- a/docs/source/api/stats/xgi.stats.EdgeStat.rst
+++ b/docs/source/api/stats/xgi.stats.EdgeStat.rst
@@ -34,4 +34,5 @@
       ~EdgeStat.var
       ~EdgeStat.moment
       ~EdgeStat.argmin
-      ~EdgeStat.argmax
\ No newline at end of file
+      ~EdgeStat.argmax
+      ~EdgeStat.argsort
\ No newline at end of file
diff --git a/docs/source/api/stats/xgi.stats.NodeStat.rst b/docs/source/api/stats/xgi.stats.NodeStat.rst
index 73fd718..c6e3cae 100644
--- a/docs/source/api/stats/xgi.stats.NodeStat.rst
+++ b/docs/source/api/stats/xgi.stats.NodeStat.rst
@@ -33,4 +33,5 @@
       ~NodeStat.var
       ~NodeStat.moment
       ~NodeStat.argmin
-      ~NodeStat.argmax
\ No newline at end of file
+      ~NodeStat.argmax
+      ~NodeStat.argsort
\ No newline at end of file
diff --git a/xgi/stats/__init__.py b/xgi/stats/__init__.py
index 62d9ede..be5af4d 100644
--- a/xgi/stats/__init__.py
+++ b/xgi/stats/__init__.py
@@ -272,6 +272,25 @@ class IDStat:
         d = self.asdict()
         return max(d, key=d.get)
 
+    def argsort(self, reverse=False):
+        """Get the list of IDs sorted by stat value.
+
+        When values are not unique, the order of the IDs
+        is preserved.
+
+        Parameters
+        ----------
+        reverse : bool
+            Whether the sorting should be ascending or descending.
+
+        Returns
+        -------
+        list
+            The IDs sorted in ascending or descending order.
+        """
+        d = self.asdict()
+        return sorted(d, key=d.get, reverse=reverse)
+
 
 class NodeStat(IDStat):
     """An arbitrary node-quantity mapping.


Test patch:
diff --git a/tests/drawing/test_draw.py b/tests/drawing/test_draw.py
index 8900b00..ee340ed 100644
--- a/tests/drawing/test_draw.py
+++ b/tests/drawing/test_draw.py
@@ -650,6 +650,8 @@ def test_issue_515(edgelist8):
 
     with warnings.catch_warnings():
         warnings.simplefilter("error")
-        ax, (node_coll, edge_coll) = xgi.draw_multilayer(H, node_fc=["black"] * H.num_nodes)
+        ax, (node_coll, edge_coll) = xgi.draw_multilayer(
+            H, node_fc=["black"] * H.num_nodes
+        )
 
     plt.close("all")
diff --git a/tests/stats/test_nodestats.py b/tests/stats/test_nodestats.py
index 7e76966..b90b71d 100644
--- a/tests/stats/test_nodestats.py
+++ b/tests/stats/test_nodestats.py
@@ -234,6 +234,12 @@ def test_aggregates(edgelist1, edgelist2, edgelist8):
     assert H.nodes.degree.min() == 1
     assert H.nodes.degree.argmax() == 6
     assert H.nodes.degree.argmin() == 1
+    assert H.nodes.degree.argsort() == list(H.nodes.filterby("degree", 1)) + list(
+        H.nodes.filterby("degree", 2)
+    )
+    assert H.nodes.degree.argsort(reverse=True) == list(
+        H.nodes.filterby("degree", 2)
+    ) + list(H.nodes.filterby("degree", 1))
     assert H.nodes.degree.sum() == 9
     assert round(H.nodes.degree.mean(), 3) == 1.125
     assert round(H.nodes.degree.std(), 3) == 0.331
@@ -244,6 +250,9 @@ def test_aggregates(edgelist1, edgelist2, edgelist8):
     assert H.nodes.degree.min() == 1
     assert H.nodes.degree.argmax() == 4
     assert H.nodes.degree.argmin() == 1
+    assert H.nodes.degree.argsort() == list(H.nodes.filterby("degree", 1)) + list(
+        H.nodes.filterby("degree", 2)
+    )
     assert H.nodes.degree.sum() == 7
     assert round(H.nodes.degree.mean(), 3) == 1.167
     assert round(H.nodes.degree.std(), 3) == 0.373
@@ -254,6 +263,13 @@ def test_aggregates(edgelist1, edgelist2, edgelist8):
     assert H.nodes.degree.min() == 2
     assert H.nodes.degree.argmax() == 0
     assert H.nodes.degree.argmin() == 5
+    assert H.nodes.degree.argsort() == list(H.nodes.filterby("degree", 2)) + list(
+        H.nodes.filterby("degree", 3)
+    ) + list(H.nodes.filterby("degree", 4)) + list(
+        H.nodes.filterby("degree", 5)
+    ) + list(
+        H.nodes.filterby("degree", 6)
+    )
     assert H.nodes.degree.sum() == 26
     assert round(H.nodes.degree.mean(), 3) == 3.714
     assert round(H.nodes.degree.std(), 3) == 1.385