diff --git a/.gitignore b/.gitignore
index 04a83bf..c4ab254 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,5 @@
 **__pycache__
-**_version.py
\ No newline at end of file
+**_version.py
+**.gz
+**.ipynb_checkpoints
+**ubyte
\ No newline at end of file
diff --git a/data/MNIST/raw/t10k-images-idx3-ubyte b/data/MNIST/raw/t10k-images-idx3-ubyte
deleted file mode 100644
index 1170b2c..0000000
Binary files a/data/MNIST/raw/t10k-images-idx3-ubyte and /dev/null differ
diff --git a/data/MNIST/raw/t10k-images-idx3-ubyte.gz b/data/MNIST/raw/t10k-images-idx3-ubyte.gz
deleted file mode 100644
index 5ace8ea..0000000
Binary files a/data/MNIST/raw/t10k-images-idx3-ubyte.gz and /dev/null differ
diff --git a/data/MNIST/raw/t10k-labels-idx1-ubyte b/data/MNIST/raw/t10k-labels-idx1-ubyte
deleted file mode 100644
index d1c3a97..0000000
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diff --git a/data/MNIST/raw/t10k-labels-idx1-ubyte.gz b/data/MNIST/raw/t10k-labels-idx1-ubyte.gz
deleted file mode 100644
index a7e1415..0000000
Binary files a/data/MNIST/raw/t10k-labels-idx1-ubyte.gz and /dev/null differ
diff --git a/data/MNIST/raw/train-images-idx3-ubyte b/data/MNIST/raw/train-images-idx3-ubyte
deleted file mode 100644
index bbce276..0000000
Binary files a/data/MNIST/raw/train-images-idx3-ubyte and /dev/null differ
diff --git a/data/MNIST/raw/train-images-idx3-ubyte.gz b/data/MNIST/raw/train-images-idx3-ubyte.gz
deleted file mode 100644
index b50e4b6..0000000
Binary files a/data/MNIST/raw/train-images-idx3-ubyte.gz and /dev/null differ
diff --git a/data/MNIST/raw/train-labels-idx1-ubyte b/data/MNIST/raw/train-labels-idx1-ubyte
deleted file mode 100644
index d6b4c5d..0000000
Binary files a/data/MNIST/raw/train-labels-idx1-ubyte and /dev/null differ
diff --git a/data/MNIST/raw/train-labels-idx1-ubyte.gz b/data/MNIST/raw/train-labels-idx1-ubyte.gz
deleted file mode 100644
index 707a576..0000000
Binary files a/data/MNIST/raw/train-labels-idx1-ubyte.gz and /dev/null differ
diff --git a/notebooks/mnist.ipynb b/notebooks/mnist.ipynb
index 621476b..bf488e9 100644
--- a/notebooks/mnist.ipynb
+++ b/notebooks/mnist.ipynb
@@ -43,7 +43,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 9912422/9912422 [00:01<00:00, 6589532.22it/s]\n"
+      "100%|██████████| 9912422/9912422 [00:00<00:00, 11951748.60it/s]\n"
      ]
     },
     {
@@ -64,7 +64,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 28881/28881 [00:00<00:00, 1608430.07it/s]"
+      "100%|██████████| 28881/28881 [00:00<00:00, 1468792.14it/s]\n"
      ]
     },
     {
@@ -73,20 +73,7 @@
      "text": [
       "Extracting ../data/MNIST/raw/train-labels-idx1-ubyte.gz to ../data/MNIST/raw\n",
       "\n",
-      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
       "Failed to download (trying next):\n",
       "HTTP Error 403: Forbidden\n",
       "\n",
@@ -98,7 +85,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1648877/1648877 [00:00<00:00, 3791881.54it/s]\n"
+      "100%|██████████| 1648877/1648877 [00:00<00:00, 9647115.09it/s]\n"
      ]
     },
     {
@@ -119,7 +106,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 4542/4542 [00:00<00:00, 3505157.09it/s]"
+      "100%|██████████| 4542/4542 [00:00<00:00, 2626934.47it/s]"
      ]
     },
     {
@@ -166,7 +153,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[95 96 97 98 99] 98.71106120517301 13.338114590411228\n"
+      "[99] 99.49088798953107 13.713661857434081\n"
      ]
     }
    ],
@@ -183,7 +170,7 @@
     "        dof_array.append(dof)\n",
     "    \n",
     "\n",
-    "print(np.unique(dof_array), np.mean(zs), np.std(zs))"
+    "print(np.unique(dof_array), np.median(zs), np.std(zs))"
    ]
   },
   {
@@ -193,7 +180,7 @@
    "outputs": [
     {
      "data": {
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       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
@@ -244,7 +231,7 @@
     }
    ],
    "source": [
-    "if np.abs(np.mean(p_val) - 0.5) < 0.15:\n",
+    "if np.abs(np.median(p_val) - 0.5) < 0.15:\n",
     "    print(\"Do not reject the null hypothesis\")\n",
     "else:\n",
     "    print(\"Reject the null hypothesis\")"
@@ -257,7 +244,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
diff --git a/notebooks/test.ipynb b/notebooks/test.ipynb
index 8f21e9d..2d6fd5d 100644
--- a/notebooks/test.ipynb
+++ b/notebooks/test.ipynb
@@ -88,7 +88,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[97 98 99] 99.04020482935299 14.071064654997917\n"
+      "[99] 97.25537453159049 13.19367156188488\n"
      ]
     }
    ],
@@ -103,7 +103,7 @@
     "    zs.append(z)\n",
     "    dof_array.append(dof)\n",
     "\n",
-    "print(np.unique(dof_array), np.mean(zs), np.std(zs))"
+    "print(np.unique(dof_array), np.median(zs), np.std(zs))"
    ]
   },
   {
@@ -113,7 +113,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
@@ -158,7 +158,7 @@
     "        z, dof = pqm_chi2(x_samples, y_samples)\n",
     "        zs.append(z)\n",
     "        dof_array.append(dof)\n",
-    "    zs_mean.append(np.mean(zs))\n",
+    "    zs_mean.append(np.median(zs))\n",
     "    zs_std.append(np.std(zs))"
    ]
   },
@@ -170,16 +170,16 @@
     {
      "data": {
       "text/plain": [
-       "[103.49603232442325,\n",
-       " 162.7905279561432,\n",
-       " 267.9971294395888,\n",
-       " 379.39767413890587,\n",
-       " 476.9320676841677,\n",
-       " 499.45055976156357,\n",
-       " 611.2405593931281,\n",
-       " 697.3085978570515,\n",
-       " 734.7208888241107,\n",
-       " 883.7685736563604]"
+       "[100.60856955895353,\n",
+       " 157.01777578036365,\n",
+       " 237.88092576012693,\n",
+       " 339.2475399042971,\n",
+       " 483.579272614572,\n",
+       " 520.3665290683447,\n",
+       " 569.2013540225249,\n",
+       " 709.9887947942291,\n",
+       " 844.1111944019889,\n",
+       " 952.8790799037707]"
       ]
      },
      "execution_count": 6,
@@ -198,7 +198,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
@@ -252,7 +252,7 @@
     }
    ],
    "source": [
-    "if np.mean(p_val) > 0.01:\n",
+    "if np.median(p_val) > 0.01:\n",
     "    print(\"Do not reject the null hypothesis\")\n",
     "else:\n",
     "    print(\"Reject the null hypothesis\")\n"
@@ -265,7 +265,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
@@ -310,7 +310,7 @@
     "    for i in range(20):\n",
     "        pval = pqm_pvalue(x_samples, y_samples)\n",
     "        p_val.append(pval)\n",
-    "    p_value_mean.append(np.mean(p_val))\n",
+    "    p_value_mean.append(np.median(p_val))\n",
     "    p_value_std.append(np.std(p_val))"
    ]
   },
@@ -321,7 +321,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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KXiqVShQKhb4B1ejoaK/PZtsnqRuqnT9/fqNLAbaYl57dH2/+6Lvxdnsu3nj7w3jz/Rtx916n175nVyZOvvhMvHb8+TieG7KMDgAAWNK2D5zWotVqRZIkC+7+9qB8Ph/NZjOSJFkQShWLxd6StpXIZrMxPz//KOX2lEqliIiYnZ1NZTxg58lkMnHi6ME4cfRg3L7zRdz45E58+qe78eRXdsehp/bGvr2PbXSJAADAFrDtl9Stxblz5yIi4uDBg0v2GRr68o5MD4ZLMzMz0el0VvyVZthULBaj0Wj0jq0m+AJ40L69j8Vf/sW+ePm5bPzlX+wTNgEAACsmcOqjG9Qst99Tt+3ixYsDqGh5pVIpXn/99QWbmCdJsiB8AgAAABgUS+r6SJIkIv48i6mfblu373qYm5uLiIibN28u2Wd4eDgiIs6ePbvgeLvdjtOnT6/6Ma9evbps+7Vr11Y9JgAAALCzCJz66AY9afddqUqlEu12u3cXvHq9Hq1WK7LZbExOTvZmV5VKpV6ffnfMq1arq37s5557bu2FAwAAAITAaVNaaVBkyRwAAACwGQmcWODKlSvLtl+7di1eeeWVAVUDQD+373wR12/diT9+fje++vjueGa/OwgCALC5CJz6GBoaiiRJVrRcbrl9nraiw4cPb3QJAPTR6XTiQvtmvHHhD/HWv92Iu/c6vbbduzJx8sVD8drx5+NE7mBkMpkNrBQAAAROfS13d7qubhi1kr4A8Cje++hW/HjqnfjdjU/7tt+914lfv3s9fv3u9fjGoSfj56dejpee3T/gKgEA4M92bXQBm9HIyEhERFy+fHnJPu12OyIijh07NpCaANiZfvv7j+NU7cKSYdODfnfj0zhVuxC//f3H61wZAAAsTeDUR7FYjIiIJEmW7NNtGx0dHUBFAOxE7310K8pvzMZnn99d1XmffX43ym/Mxnsf3VqnygAAYHkCpz66IVKz2ezbniRJtNvtyOfzgywLgB2k0+nEj6feWXXY1PXZ53fj76b+NTqdzsM7AwBAygROS6hWq9Fut3tL5+43NTUVERGTk5ODLguAHeJC++aKl9Et5d9v3I632w+/AQYAAKRtRwVO7Xa7txTu0qVLy/YdHx+P0dHRKBaLC5bWtVqtqFQqUa1WzXACYN3809t/2FTjAADAamz7u9RNT0/H2bNnI0mSmJub691VrlQqxdDQUGSz2Th9+nSMj48vOrfRaES9Xo9SqRS5XC7m5uYiSZJoNBpRKBQGfCUA7BS373wRb75/I5WxfvP+9bh954vYt/exVMYDAICV2PaB0+jo6CNt7D02NhZjY2MpVgQAy7t+607cvZfO3kt373Xixid3BE4AAAzUjlpSBwBbwR/XuFH4Uj79U7rjAQDAwwicAGCT+erju1Md78mvpDseAAA8jMAJADaZZ/bvjd27MqmMtWdXJg49tTeVsQAAYKUETgCwyezb+1icfPFQKmOdfPEZ+zcBADBwAicA2IReO/78phoHAABWQ+AEAJvQidzB+MahJx9pjG8e2hfHc0MpVQQAACsncAKATSiTycTPT70cT6xxA/EnHt8dPzv1rchk0tkLCgAAVkPgBACb1EvP7o/a94dXHTo98fjuqH1/OF56dv86VQYAAMsTOAHAJvadF56OqfKJFS+v++ahfTFVPhHfeeHpda4MAACWtmejCwAAlvfSs/vjzR99N95uz8Ubb38Yb75/I+7e6/Ta9+zKxMkXn4nXjj8fx3NDltEBALDhBE4AsAVkMpk4cfRgnDh6MG7f+SJufHInPv3T3XjyK7vj0FN7Y9/exza6RAAA6BE4AcAWs2/vYwImAAA2NXs4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgdMmValUolQqxfDwcAwPD0e9Xl/ReUmSxIEDByJJkvUtEAAAAGAJeza6ABYrFotRrVYjn89HRESz2YxisRgzMzPRaDSWPbdUKgmbAAAAgA1lhtMmMzExEeVyuRc2RUQUCoUYHx+P6enpmJ6eXvbcbDY7gCoBgH5u3/kifn/jdrxzJYnf37gdt+98sdElAQBsCDOcNpmZmZloNpsxPz+/IDw6ffp0TExMxMzMTIyOji46r9Vqxc2bN6NYLC4bSgEA6ep0OnGhfTPeuPCHeOvfbsTde51e2+5dmTj54qF47fjzcSJ3MDKZzAZWCgAwODtuhlOr1YqjR4+ueNlZvV6PYrEY5XI5SqVSlEqlaLVa61ZfPp/vO0upe6zdbi9qS5Ikzp49G9Vqdd3qAgAWe++jW3Hy//zf8X9M/t/x/3/v+oKwKSLi7r1O/Prd6/F/TP7fcfL//N/x3ke3NqhSAIDB2jEznFqtVtRqtRVvvh3x5X5I7XY7zp8/vyDwGR4ejmq1GmNjY6nXWa1W+wZHzWYzIr7c3+lBlUolJicnU68FAFjab3//cZTfmI3PPr+7ov6/u/FpnKpdiNr3h+M7Lzy9ztUBAGysbT/DaWJiIoaHh6NWq0WpVFrxHkf1ej2mp6cXhE0REblcLiYnJ6NcLq/rTKcHVavVyOVyMT4+vqjO1VwXAPDo3vvo1qrCpq7PPr8b5TdmzXQCALa9bR84jY+Px+zsbNRqtSgUCis+r1KpRKFQ6BvkdPdQqlQqaZW5rG6gNDs7u+B4u92Oy5cvr+q6AIBH0+l04sdT76w6bOr67PO78XdT/xqdTufhnQEAtqhtHzitRavViiRJFtwp7kH5fD6azeaivaCKxWJkMpkVfx04cGDZWkqlUkREzM7OLgq/KpWKfZsAYMAutG/G7258+khj/PuN2/F2ey6ligAANp8ds4fTapw7dy4iIg4ePLhkn6GhoYj4cm+l++8aNzMzk1odpVIpisXigr2ims1mFAqFaLfbkSTJoj2dupuKd4OqWq0WuVwutZoAYKf7p7f/kNo4J44u/bsGAMBWJnDqo7tB93L7InXbLl68uCBwSkupVIrXX399wSyrJEmi0WhEoVCIXC7XN9yqVCoxMTERjUbDvk4AkLLbd76IN9+/kcpYv3n/ety+80Xs2/tYKuMBAGwmAqc+usvkurOY+um2PbikLg3Dw8MREXH27NkFx9vtdpw+fXrZc7v1zM3NrSlwunr16rLt165dW/WYALBdXL91J+7eS2fvpbv3OnHjkzsCJwBgWxI49TE3t/I9FVbTdyVKpVLv7nf97oK31J5NExMTMTMzE5cuXeqN072j3mqCp+eee271RQPADvHHNW4UvpRP/5TueAAAm4XAaZNpNBprOm98fDzGx8dTrgYAuN9XH9+d6nhPfiXd8QAANguBEwtcuXJl2fZr167FK6+8MqBqAGBzeWb/3ti9K5PKsro9uzJx6Km9KVQFALD5CJz6GBoaiiRJVrRcbrl9nraiw4cPb3QJALBp7dv7WJx88VD8+t3rjzzWyRefsX8TALBt7droAjajlex51A2j3AkOAHaW144/v6nGAQDYjAROfYyMjERExOXLl5fs0263IyLi2LFjA6kJANgcTuQOxjcOPflIY3zz0L44nttes6QBAO4ncOqjWCxGRESSJEv26baNjo4OoCIAYLPIZDLx81MvxxNr3ED8icd3x89OfSsymUzKlQEAbB4Cpz66IVKz2ezbniRJtNvtyOfzgywLANgkXnp2f9S+P7zq0OmJx3dH7fvD8dKz+9epMgCAzUHgtIRqtRrtdru3dO5+U1NTERExOTk56LIAgE3iOy88HVPlEyteXvfNQ/tiqnwivvPC0+tcGQDAxttRgVO73e4thbt06dKyfcfHx2N0dDSKxeKCpXWtVisqlUpUq1UznABgh3vp2f3x5o++G//XmePx//mrZ2L3roXL5PbsysT/96++Fv/XmePxmx99x8wmAGDH2LPRBay36enpOHv2bCRJEnNzc727ypVKpRgaGopsNhunT5+O8fHxRec2Go2o1+tRKpUil8vF3NxcJEkSjUYjCoXCgK8EANiMMplMnDh6ME4cPRi373wRNz65E5/+6W48+ZXdceipvbFv72MbXSIAwMBlOp1OZ6OLYOu4evVqPPfccxERceXKlTh8+PAGVwQAAACs1Xp9zt9RS+oAAAAAWH8CJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFUCJwAAAABSJXACAAAAIFV7NroAFkuSJM6ePRtJkkRERLvdjmKxGOPj40ueU6/XY2ZmJoaGhiIi4ujRo8v2BwAAAFgvAqdNqFQqRa1Wi1wuFxFfBlBHjhyJmZmZmJmZWdA3SZIolUqRz+ej0WhExJcB1fDwcOTz+SgUCgOvHwAAANjZLKnbZFqtVjSbzWi1Wr1j2Ww2CoXCouMREWfOnImIiGq12jvWbrcjInqznQAAAAAGyQynTSabzUY2m425ubkFx7vh0f3Hm81mTE9PL5r1VCgUYn5+fv2LBQAAAOhjxwVOrVYrSqVSzM7ORjabfWj/er0ejUYjcrlcL+x5/fXXI5/Pr0t9uVyub1jUbDYjl8stWCLXXUJXKBR6M6O6fVZybQAAAADrYccETq1WK2q1WtTr9RWfUyqVot1ux/nz53sBTnd/pGq1GmNjY+tU7Z+12+2oVCqRzWbj/PnzC9ouXboUEV+GYkNDQzE2Ntarr1KpDKQ+AAAAgAdt+8BpYmIizp07FyMjI1EqlWJqaqp397fl1Ov1mJ6ejvn5+QWzhXK5XExOTkapVIqRkZF1m+l0/53q2u12nD59elGf7l5NERGjo6MREb3Nw4eHh9e1PgAAAIClZDqdTmejixikAwcORJIki4Kkfv1GRkYW7Y/UlclkolAoLNmetmKxGJcuXYrZ2dne3euWu5b1qu/q1avx3HPPRUTElStX4vDhw6mODwAAAAzOen3Od5e6PlqtViRJsuzsoHw+H81mc9FsqWKxGJlMZsVfBw4cWFFNlUolkiSJcrncO9YNnvoFZ9lstrfkDgAAAGCQBE59nDt3LiIiDh48uGSf7l3jms3mguMzMzPR6XRW/PXgBuGlUimOHj266PG64dL9y+hGRkaWrC9Jkt45AAAAAIMkcOqjGyItt+Su23bx4sVUH7vVasXc3NyimVPdoOn+WVfd2U4Phl7dc/vt+wQAAACw3rb9puFr0Q1surOY+um2rWQD8tWoVCpx+fLlRWFX9051k5OTvWP5fD7Gx8ejUqnE7Oxs7/iZM2d6bQAAO93tO1/E9Vt34o+f342vPr47ntm/N/btfWyjywKAbU3g1Mfc3Ny69F2JsbGxaDabC/ZqarfbUSgU4vXXX18URFWr1ajX61EsFnttx44di0ajsabHv3r16rLt165dW9O4AACD1Ol04kL7Zrxx4Q/x1r/diLv3/nyfnN27MnHyxUPx2vHn40TuYGQymQ2sFAC2J4HTJlQoFKJQKKy4/9jYWIyNjaXy2N2d6QEAtqr3ProVP556J35349O+7XfvdeLX716PX797Pb5x6Mn4+amX46Vn9w+4SgDY3uzhBADAtvHb338cp2oXlgybHvS7G5/GqdqF+O3vP17nygBgZzHDqY+hoaFIkmRFy+WW2+dpK7py5cqy7deuXYtXXnllQNUAAKzcex/divIbs/HZ53dXdd5nn9+N8huzMVU+YaYTAKRE4NTHcnen6+qGUSvpu5UcPnx4o0sAAFi1TqcTP556Z9VhU9dnn9+Nv5v61/jNj75jTycASIEldX2MjIxERMTly5eX7NNutyPiyw26AQDYWBfaN1e8jG4p/37jdrzdTveGMACwUwmc+igWixERkSTJkn26baOjowOoCACA5fzT23/YVOMAwE4ncOqjGyI1m82+7UmSRLvdjnw+P8iyAADo4/adL+LN92+kMtZv3r8et+98kcpYALCTCZyWUK1Wo91u95bO3W9qaioiIiYnJwddFgAAD7h+607cvddJZay79zpx45M7qYwFADvZjgqc2u12byncpUuXlu07Pj4eo6OjUSwWFyyta7VaUalUolqtmuEEALAJ/HGNG4Uv5dM/pTseAOxE2/4uddPT03H27NlIkiTm5uZ6d5UrlUoxNDQU2Ww2Tp8+HePj44vObTQaUa/Xo1QqRS6Xi7m5uUiSJBqNRhQKhQFfCQAA/Xz18d2pjvfkV9IdDwB2om0fOI2Ojj7Sxt5jY2MxNjaWYkUAAKTpmf17Y/euTCrL6vbsysShp/amUBUrcfvOF3H91p344+d346uP745n9u+NfXsf2+iyAEjBtg+cAADY3vbtfSxOvngofv3u9Uce6+SLzwg81lmn04kL7ZvxxoU/xFv/dmNBULh7VyZOvngoXjv+fJzIHYxMJrOBlQLwKAROAABsea8dfz6VwOm148+nUA1Lee+jW/HjqXfidzc+7dt+914nfv3u9fj1u9fjG4eejJ+fejleenb/gKsEIA0btmn4O++8E7/61a/inXfe6R3753/+5/jkk082qiQAALaoE7mD8Y1DTz7SGN88tC+O54ZSqogH/fb3H8ep2oUlw6YH/e7Gp3GqdiF++/uP17kyANbDwAOnd955J44dOxbDw8NRKpWiVqv12g4cOBCjo6Pxq1/9atBlAQCwhWUymfj5qZfjiTVuIP7E47vjZ6e+ZQnXOnnvo1tRfmM2PlvlHQU/+/xulN+Yjfc+urVOlQGwXgYaON26dSv+23/7bzE/Px9nzpyJX/ziFwvav/3tb8dbb70Vb731Vnz44YeDLA0AgC3upWf3R+37w6sOnZ54fHfUvj9s6dY66XQ68eOpd1YdNnV99vnd+Lupf41O59E3hQdgcAYaOFUqlRgbG4v/+I//iF/84hdx5syZvv1+8YtfRLVaHWRpAABsA9954emYKp9Y8fK6bx7aF1PlE/GdF55e58p2rgvtmyteRreUf79xO95uz6VUEQCDMPBNw3/605+uqJ+/YAAAsBYvPbs/3vzRd+Pt9ly88faH8eb7C++EtmdXJk6++Ey8dvz5OJ4bsoxunf3T239IbZwTRw+mMhYA62+ggdNqfpjPz8+vYyUAAGxnmUwmThw9GCeOHozbd76IG5/ciU//dDee/MruOPTU3ti397GNLnFHuH3ni3jz/RupjPWb96/H7TtfeO0AtoiBBk5zcyubBnvr1i2BEwAAqdi39zEhxQa5fuvOgtllj+LuvU7c+OSO1xJgixjoHk4HDhyIn/zkJwuO9Vs6VygU4nvf+96gygIAANbBH9e4UfhSPv1TuuMBsH4GOsOpWq3GkSNHotVqRblcjm9/+9uRyWTik08+iXa7HZcuXeptFv73f//3gywNAABI2VdXecfAh3nyK+mOB8D6GWjgtH///piamorvfe97MTMz0zter9d7/z5y5MiCNgAAYGt6Zv/e2L0rk8qyuj27MnHoqb0pVAXAIAx0SV3El8vl5ubm4q//+q+j0+n0vvbv3x9nzpyJ//iP/4gjR44MuiwAACBl+/Y+FidfPJTKWCdffMb+TQBbyEBnOHVls9loNBoREfHBBx/E0NBQ7N+/fyNKAQAA1tFrx5+PX797PZVxANg6Bj7D6UFHjhxZFDZ98MEH8bd/+7cbVBEAAJCWE7mD8Y1DTz7SGN88tC+O54ZSqgiAQdjwwKmf7gbiAADA1pbJZOLnp16OJ9a4gfgTj++On536VmQymZQrA2A9DXRJ3UpmLc3NzUWz2YyhIX/BAACA7eClZ/dH7fvDUX5jNj77/O6Kz3vi8d1R+/5wvPSs7TcAtpqBBk7nzp2LW7duRaez9F0qMplMdDqdSJJkcIUBAADr6jsvPB1T5RPx46l34nc3Pn1o/28e2hc/O/UtYRPAFjXQwGloaCgKhUKUy+VFbUmSxOXLl2Nqaip++MMfxvDw8CBLAwAA1tlLz+6PN3/03Xi7PRdvvP1hvPn+jbh7789/jN6zKxMnX3wmXjv+fBzPDVlGB7CFDTRwymaz8ZOf/CRefvnlJfuMj4/HP/7jP8bIyMjgCgMAAAYik8nEiaMH48TRg3H7zhdx45M78emf7saTX9kdh57aG/v2PrbRJQKQgoFuGl6tViOXyz20309/+tOo1WoDqAgAANgo+/Y+Fn/5F/vi5eey8Zd/sU/YBLCNDHSG06uvvrrivsvt8wQAAADA5jXQGU6rMT8/v9ElAAAAALAGmzJw+ud//udot9sbXQYAAAAAazDQJXUHDx5ctj1Jkt6/7eEEAAAAsDUNNHDqdDoLQqUHZbPZyOVyUS6X4wc/+MHgCgMAAAAgNQMNnHK5XPz3//7f4+///u8H+bAAAAAADNBA93AaGhqKQqEwyIcEAAAAYMAGOsOp0WjE/v37B/mQAAAAAAzYQGc4CZsAAAAAtr+BBk6r8cILL2x0CQAAAACswaYNnG7evLnRJQAAAACwBqnv4fTCCy/E3NzcI42RJElks9l0CgIAAABgoFIPnG7evBlJkkRErCk06p4LAAAAwNaUeuCUy+Xihz/8YfzgBz9Y8xhJksTRo0dTrAoAAACAQUl9D6ehoaEYGRl5pDGy2WwcOHAgpYoAAAAAGKTUZzg1Go3Yv3//I48zOzubQjUAAAAADFrqgdOjhE0//OEPI5PJxPDw8CMtyQMAAABg46S+pO5RVKvV+OlPfxpHjhyJv/3bv93ocgAAAABYg00VOO3fvz/2798fIyMjMTU1tdHlAAAAALAGqS+pe5gPP/wwKpVKtFqtmJub69snSZLI5/MDrgwAAACANAw8cMrn85EkybJ9KpVK/OM//uNgCgIAAAAgVQNdUvc//sf/iFwuF7Ozs3Hv3r24d+9ejI2N9f49Pz8fb731ViRJksqd7gAAAAAYvIEGTs1mMy5duhTf/va3e8cymUzv3/v3749CoRA//elP4/XXXx9kaQAAAACkZKBL6o4cObLo2M2bNxcd279/f3Q6nUGUtCUkSRJHjhyJDz74ILLZ7KL2iYmJ3vPYbrcjl8vF66+/3rcvAAAAwHobaOB0/2ymrmPHjsUvf/nL+MEPfrDg+H/5L/9lUGVteqVSacl9r0qlUlSr1cjlcr1j09PT8eqrr8bs7OyAKgQAAAD4s4Euqev65S9/GR9++GFERPzN3/xNVCqVuH379oI+MzMzG1DZ5jMxMbHkTKVWq9Wb0XS/0dHRXjsAAADAoA00cMrn83Hy5Mkol8vxve99LyIicrlcfP3rX4+vf/3r8bOf/Sx+9atfxcmTJy0Hiy8Do5s3b0axWOzbPjc3F61Wq2+w9LA7AQIAAACsl4EGTmfOnImXX345Op3Ogo3DJycnY35+PsbHx6NUKkWz2Vy3TcNbrVYcPXp0xYFMvV6PYrEY5XI5SqVSlEqlgcwcSpIkzp49G9Vqdck+hUIhstlsDA8PR7lc7l3TxMRE5PP5yOfz614nAAAAwIMGuodTRES1Wl0UouTz+bh06VKcPXs2bt26FeVyOV5++eVUH7fVakWtVot6vb7ic0qlUrTb7Th//nxvxlW73Y7h4eGoVqsxNjaWao33q1QqMTk5+dB+58+fj1dffTXq9XpMTU1FLpeLcrkcjUZj3WoDAAAAWM5AZzgdPHhwybZ8Ph+NRiPeeuut+Ju/+ZvUHnNiYiKGh4ejVqtFqVRa8VK9er0e09PTC8KmiC+XAE5OTka5XF63mU71en3Ftebz+RgbG4t8Ph9JkkSr1YpqtWr/JgAAAGDDDDRw6nQ68T//5/8c5EPG+Ph4zM7ORq1Wi0KhsOLzKpVKb8nag7qbclcqlbTK7Gm323H58uUV1ZokSQwPD8fBgwdjdnY25ufnY3R0tDcLS+gEAAAAbISB36VudHQ0/vZv/7Z3l7rNqNVqRZIky+6BlM/no9lsLtoLqlgsRiaTWfHXgQMHFpxfqVSW3bfpfmfOnIlCoRDj4+MREZHNZqPRaMTMzExks9k4c+bM6i4cAAAAIAUD3cMpSZKo1WoxMjISP/3pT+ODDz6Icrkcf/3Xfz3IMh7q3LlzEbH8EsChoaGIiGg2m70ZTxERMzMza37cdrsdSZIsuitdu92OiC/3lIqIqNVqkcvlotls9t2rqVAoxOTkpMAJAAAA2BADDZxqtVovBPnFL34Rt27dinq9Ht/73vdieHg4Xn/99XjqqacGWVJfzWYzImLZPZS6bRcvXlwQOD2KXC7XN7CqVCoxMTERjUZj0X5S3TCqn9UsIQQAAABIy0ADpwdn3Ozfvz/+4R/+If7hH/4hzp8/Hz/4wQ8ik8nED3/4w/iv//W/DrK0BbrL5LqzmPrptj24pG4965mbm1sQOE1OTsarr74aIyMjC5b/tdvtOHv2bJw/f37Vj3X16tVl269du7bqMQEAAICdZaCB03KOHTsWrVYrzp49G9PT05HP5+PixYsbUsvc3Ny69F2tiYmJmJmZiUuXLkXEl0vqunfJy2azkc/nY3Z2NqrVaszNzfVCsGw2u+jueiv13HPPpXkJAAAAwA400MDpww8/jK9//esLjr3zzju9kCniyzvZFQqFdbkD3FYzPj7e2xB8KblcLmq12oAqAgAAAHi4gQZOw8PDcfPmzYiI+OUvfxm1Wi1arVZ0Op3IZrMxNjYW5XI5jhw5MsiyuM+VK1eWbb927Vq88sorA6oGAAAA2IoGGjjNz8/3ls5FfDmbKZ/Px+uvvx5/8zd/M8hSljU0NBRJkqxoudxy+zxtRYcPH97oEgAAAIAtbqCBUzabjdnZ2YiIGBsbi0qlsilnM61k76NuGLWWfZIAAAAAtrNdg37ASqUS9+7di1/84hebMmyKiBgZGYmIiMuXLy/Zp91uR8SXm50DAAAA8GcDD5zOnj076IdctWKxGBERSZIs2afbNjo6OoCKAAAAALaOgQZO1Wp1kA+3Zt0Qqdls9m1PkiTa7Xbk8/lBlgUAAACwJQw0cDpz5swgH+6RVKvVaLfbvaVz95uamoqIiMnJyUGXBQAAALDpDXxJ3UZqt9u9pXCXLl1atu/4+HiMjo5GsVhcsLSu1WpFpVKJarVqhhMAAABAHwO9S91GmJ6ejrNnz0aSJDE3N9e7q1ypVIqhoaHIZrNx+vTpGB8fX3Ruo9GIer0epVIpcrlczM3NRZIk0Wg0olAoDPhKAAAAALaGTKfT6Wx0EWwdV69ejeeeey4iIq5cuRKHDx/e4IoAAACAtVqvz/k7akkdAAAAAOtP4AQAAABAqgROAAAAAKRK4AQAAABAqgROAAAAAKRqz0Y++CeffBKXLl2KJEkin8/H17/+9Y0sBwAAAIAUbEjg9OGHH0apVIpWq7Xg+PDwcDQajXj++ec3oiwAAAAAUjDwJXW/+tWv4ujRozE7OxudTmfB16VLl+Lo0aPxv/7X/xp0WQAAAACkZKCB061bt2J0dDSOHDkStVot5ufn4969e3Hv3r24fPly/OIXv4h9+/ZFqVQaZFkAAAAApGiggVOlUolCoRD/8R//EWfOnIn9+/f32o4cORJjY2MxPz8fzz//fPzkJz8ZZGkAAAAApGSggdPs7Gy89dZbD+13/vz5mJ2dHUBFAAAAAKRtoIHTgQMHVtQvm80umP0EAAAAwNYx0MApm82uuG8mk1m/QgAAAABYNwMNnHK5XPzzP//zQ/t98MEHceTIkb5tL7zwQtplAQAAAJCiPYN8sJ/+9Kdx7Nix+OUvfxnf+ta3+vb55JNP4oc//GE0Go2+7Tdv3lzPEgEAAAB4RAMNnE6ePBlJkkQ+n49cLte3T7vdjmw2G8PDw4va5ubmLLUDAAAA2OQGGjhdvHgxkiSJiIjLly8v2W9+fj7m5+f7tq1043EAAAAANsZAA6ehoaH4yU9+EmfOnFnT+ZcvX45isZhyVQAAAACkaaCBUy6Xi0KhEPv371/T+fl83gwnAAAAgE1uoIFTrVZb8u5zK7XUZuIAAAAAbA67Bvlgjxo2RUR8+9vfTqESAAAAANbLQAMnAAAAALY/gRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJCqPRtdAAAAAJvL7TtfxPVbd+KPn9+Nrz6+O57Zvzf27X1so8sCthCBEwAAANHpdOJC+2a8ceEP8da/3Yi79zq9tt27MnHyxUPx2vHn40TuYGQymQ2sFNgKBE4AAAA73Hsf3YofT70Tv7vxad/2u/c68et3r8ev370e3zj0ZPz81Mvx0rP7B1wlsJXYwwkAAGAH++3vP45TtQtLhk0P+t2NT+NU7UL89vcfr3NlwFYmcAIAANih3vvoVpTfmI3PPr+7qvM++/xulN+Yjfc+urVOlQFbncAJAABgB+p0OvHjqXdWHTZ1ffb53fi7qX+NTqfz8M7AjiNwAgAA2IEutG+ueBndUv79xu14uz2XUkXAdiJwAgAA2IH+6e0/bKpxgO1F4AQAALDD3L7zRbz5/o1UxvrN+9fj9p0vUhkL2D4ETgAAADvM9Vt34u69dPZeunuvEzc+uZPKWMD2IXACAADYYf64xo3Cl/Lpn9IdD9j6BE4AAAA7zFcf353qeE9+Jd3xgK1P4AQAALDDPLN/b+zelUllrD27MnHoqb2pjAVsH3s2ugCWVq/XY2ZmJoaGhiIi4ujRozE+Pr6o38TERFy8eLHXb3h4OMbGxgZaKwAAsHXs2/tYnHzxUPz63euPPNbJF5+JfXsfS6EqYDsROG1CSZJEqVSKfD4fjUYjIiLa7XYMDw9HPp+PQqHQ61ssFiOXy/X6RUSUSqWYnZ2NWq028NoBAICt4bXjz6cSOL12/PkUqgG2G4HTJnTmzJmIiKhWq71j7XY7IqI3iykiotlsRrPZjPn5+QXnT05OxoEDB6JcLkc+nx9AxQAAwFZzIncwvnHoyfjdjU/XPMY3D+2L47mhh3cEdhx7OG0yzWYzpqeno1KpLDheKBRifn5+QYDUaDQim81GNptd0Ld7zAwnAABgKZlMJn5+6uV4Yo0biD/x+O742alvRSaTzl5QwPay4wKnVqsVR48ejSRJVtS/Xq9HsViMcrkcpVIpSqVStFqtdauvuzSuUChEq9WKiYmJmJ6e7ltvs9mMXC7Xd5yhoaG4dOnSutUJAABsfS89uz9q3x9edej0xOO7o/b94Xjp2f3rVBmw1e2YwKnVakW5XI7h4eHe8rSHKZVKUavVotFo9P63Wq3Gq6++GvV6fV3q7IZE9Xo92u12jI2NRS6Xi+Hh4UWPudx1ZLPZFV8nAACwc33nhadjqnwivnHoyRX1/+ahfTFVPhHfeeHpda4M2Mq2/R5OExMTce7cuRgZGYlSqRRTU1Mrmt1Ur9djeno65ufnFyxZy+VyMTk5GaVSKUZGRlLfI+n+kGh0dDQiord5+PDw8Koec6WzuAAAgJ3tpWf3x5s/+m683Z6LN97+MN58/0bcvdfpte/ZlYmTLz4Trx1/Po7nhiyjAx4q0+l0Og/vtn0cOHAgkiRZFCT16zcyMhIzMzN92zOZTBQKhSXb16O+Bx8zk8lEPp+P2dnZReMcPXo02u12pP3yXr16NZ577rmIiLhy5UocPnw41fEBAICNd/vOF3Hjkzvx6Z/uxpNf2R2Hntob+/Y+ttFlAetgvT7n75gldavRarUiSZJlZxLl8/loNpuLZhEVi8XIZDIr/jpw4MCC87t7MvULw7LZ7IJ9mZbavykiYm5ubtl2AACApezb+1j85V/si5efy8Zf/sU+YROwagKnPs6dOxcREQcPHlyyz9DQl7f+bDabC47PzMxEp9NZ8df8/PyC80dGRpZ8zCRJFoRI+Xx+yX2akiSJQqGw/IUCAAAArAOBUx/dEGm5JXfdtosXL6b62OVyeUENXd2ZVKdPn+4dO336dCRJsmiWVfe/S6VSqrUBAAAArITAqY9uYNOdxdRPty3tjbnz+XyMj49HpVJZcPzMmTO9tq7R0dEoFAp9+xYKBTOcAAAAgA2x7e9StxZzc3Pr0nelqtVq1Ov1KBaLvZlUx44di0ajsajvzMxMVCqVKJVKkcvlot1ux7FjxxYEU6tx9erVZduvXbu2pnEBAACAnUPgtEmNjY3F2NjYivpWq9XUHre7Mz0AAADAWllSBwAAAECqzHDqY2hoKJIkWdFyueX2edqKrly5smz7tWvX4pVXXhlQNQAAAMBWJHDqY7m703V1w6iV9N1KDh8+vNElAAAAAFucJXV9jIyMRETE5cuXl+zTbrcj4svNvAEAAAD4M4FTH8ViMSIikiRZsk+3bXR0dAAVAQAAAGwdAqc+uiFSs9ns254kSbTb7cjn84MsCwAAAGBLEDgtoVqtRrvd7i2du9/U1FRERExOTg66LAAAAIBNb0cFTu12u7cU7tKlS8v2HR8fj9HR0SgWiwuW1rVarahUKlGtVs1wAgAAAOhj29+lbnp6Os6ePRtJksTc3FzvrnKlUimGhoYim83G6dOnY3x8fNG5jUYj6vV6lEqlyOVyMTc3F0mSRKPRiEKhMOArAQAAANgaMp1Op7PRRbB1XL16NZ577rmIiLhy5UocPnx4gysCAAAA1mq9PufvqCV1AAAAAKw/gRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgdMmdODAgajX65EkyUaXAgAAALBqAqdNpt1uR5IkUS6X48CBA5HJZBZ9TUxMLDinUqlEqVSK4eHhGB4ejnq9vkHVAwAAAETs2egCWKjVakVERKFQiGw2u6Ct3W5HRMT4+HjvWLFYjGq1Gvl8PiIims1mFIvFmJmZiUajMZiiAQAAAO4jcNpk2u12NBqNGB0dXdRWLBajVqv1/ntiYiLK5XIvbIr4MqgaHx+PiYmJmJ6e7jsOAAAAwHqypG6TuXnzZhQKhUXHu+FSLpfrHZuZmYlSqbRor6fTp0/32gEAAAAGbccFTq1WK44ePbriDbnr9XoUi8Uol8tRKpWiVCr1lr2th2q1umgpXavVisuXLy+arZTP5xf1jYjese4SPAAAAIBB2jFL6lqtVtRqtVVtqF0qlaLdbsf58+cXhDjDw8NRrVZjbGxsnapdqFKp9J2tVK1Wo1qtLjrebDYj4ssleAAAAACDtu1nOE1MTMTw8HDUarUolUp9ZwT1U6/XY3p6ekHYFBGRy+VicnIyyuXyus506pqYmFiwR9NKVKvVyOVyCzYXBwAAABiUTKfT6Wx0EYN04MCBSJIk5ufnlw2fDhw4ECMjI0vug5TJZKJQKKz7PkkHDhyI8+fPrzh06jcrK01Xr16N5557LiIirly5EocPH079MQAAAIDBWK/P+dt+htNatFqtSJJk2ZAnn89Hs9lctBdUsViMTCaz4q8DBw4s+RjT09MPreN+pVIpIiJmZ2fXJWwCAAAAWAmBUx/nzp2LiIiDBw8u2WdoaCgi/rxfUtfMzEx0Op0Vf83Pzy9bx0qDo1KpFMViMRqNRu/Yg7UBAAAADILAqY9uULNc2NNtu3jx4rrVsdI9okqlUrz++usLNjFPkmRB+AQAAAAwKDvmLnWr0V0m153F1E+37cEldWlqt9uRy+WW7TM8PBwREWfPnl107unTp1f9mFevXl22/dq1a6seEwAAANhZBE59zM3NrUvf1crn88sGTqVSqTcLqt9sqGq1uurH7G4UBgAAALBWAqdNbHZ2dtl2S+YAAACAzUjgxAJXrlxZtv3atWvxyiuvDKgaAAAAYCsSOPUxNDQUSZKsaLnccvs8bUWHDx/e6BIAAACALc5d6vpY7u50Xd0waiV9AQAAAHYSgVMfIyMjERFx+fLlJfu02+2IiDh27NhAagIAAADYKgROfRSLxYiISJJkyT7dttHR0QFUBAAAALB1CJz66IZIzWazb3uSJNFutyOfzw+yLAAAAIAtQeC0hGq1Gu12u7d07n5TU1MRETE5OTnosgAAAAA2vR0VOLXb7d5SuEuXLi3bd3x8PEZHR6NYLC5YWtdqtaJSqUS1WjXDCQAAAKCPPRtdwHqbnp6Os2fPRpIkMTc317urXKlUiqGhochms3H69OkYHx9fdG6j0Yh6vR6lUilyuVzMzc1FkiTRaDSiUCgM+EoAAAAAtoZMp9PpbHQRbB1Xr16N5557LiIirly5EocPH97gigAAAIC1Wq/P+TtqSR0AAAAA60/gBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECq9mx0AQAAAMDK3L7zRVy/dSf++Pnd+Orju+OZ/Xtj397HNrosWETgBAAAAJtYp9OJC+2b8caFP8Rb/3Yj7t7r9Np278rEyRcPxWvHn48TuYORyWQ2sFL4M4ETAAAAbFLvfXQrfjz1Tvzuxqd92+/e68Sv370ev373enzj0JPx81Mvx0vP7h9wlbCYPZwAAABgE/rt7z+OU7ULS4ZND/rdjU/jVO1C/Pb3H69zZfBwAicAAADYZN776FaU35iNzz6/u6rzPvv8bpTfmI33Prq1TpXBygicAAAAYBPpdDrx46l3Vh02dX32+d34u6l/jU6n8/DOsE4ETgAAALCJXGjfXPEyuqX8+43b8XZ7LqWKYPUETgAAALCJ/NPbf9hU48BaCJwAAABgk7h954t48/0bqYz1m/evx+07X6QyFqyWwAkAAAA2ieu37sTde+nsvXT3XidufHInlbFgtQROAAAAsEn8cY0bhS/l0z+lOx6slMAJAAAANomvPr471fGe/Eq648FKCZwAAABgk3hm/97YvSuTylh7dmXi0FN7UxkLVkvgBAAAAJvEvr2PxckXD6Uy1skXn4l9ex9LZSxYLYETAAAAbCKvHX9+U40DayFwAgAAgE3kRO5gfOPQk480xjcP7YvjuaGUKoLVEzgBAADAJpLJZOLnp16OJ9a4gfgTj++On536VmQy6ewFBWshcAIAAIBN5qVn90ft+8OrDp2eeHx31L4/HC89u3+dKoOVETgBAADAJvSdF56OqfKJFS+v++ahfTFVPhHfeeHpda4MHm7PRhdAfxMTE3Hz5s2IiGi325HL5eL111+PbDa77HlJksSRI0figw8+eGhfAAAANreXnt0fb/7ou/F2ey7eePvDePP9G3H3XqfXvmdXJk6++Ey8dvz5OJ4bsoyOTUPgtAmVSqWoVquRy+V6x6anp+PVV1+N2dnZh56bJMk6VwgAAMCgZDKZOHH0YJw4ejBu3/kibnxyJz7909148iu749BTe2Pf3sc2ukRYxJK6TabVavVmNN1vdHS0176UiYkJs5oAAAC2sX17H4u//It98fJz2fjLv9gnbGLTEjhtMnNzc9FqtfoGS8vNXGq1WnHz5s0oFovrWB0AAADAw+24wKnVasXRo0dXvOysXq9HsViMcrkcpVIpSqXSsrOMHlWhUIhsNhvDw8NRLpd7dU5MTEQ+n498Pr/onCRJ4uzZs1GtVtetLgAAAICV2jF7OLVarajValGv11d8TqlUina7HefPn+8tVWu32zE8PBzVajXGxsbWpdbz58/Hq6++GvV6PaampiKXy0W5XI5Go9G3f6VSicnJyXWpBQAAAGC1tv0Mp4mJiRgeHo5arRalUmnFexzV6/WYnp5eEDZFRORyuZicnIxyubxuM53y+XyMjY1FPp+PJEmi1WpFtVrt+3j1en1V1wUAAACw3rZ94DQ+Ph6zs7NRq9WiUCis+LxKpdJb3vag7gbelUolrTJ7kiSJ4eHhOHjwYMzOzsb8/HyMjo72ZlbdHzq12+24fPnyqq4LAAAAYL1t+8BpLVqtViRJ0ne/pK58Ph/NZnPRXlDFYjEymcyKvw4cOLDg/DNnzkShUIjx8fGIiMhms9FoNGJmZiay2WycOXOm17dSqdi3CQAAANh0dsweTqtx7ty5iIg4ePDgkn2GhoYiIqLZbPZmPEVEzMzMPNJjN5vNvns1FQqFmJyc7AVO7XY7kiRZdFe6drsdEV/uPxURUavVIpfLPVJNAAAAAKshcOqj2WxGRCy7L1K37eLFiwsCp0eVy+V6oVE/3eVzuVyub7hVqVRiYmIiGo2GfZ0AAACADSFw6qO7TK47i6mfbtuDS+oe1eTkZLz66qsxMjKyYElfu92Os2fPxvnz55c9v1vP3NzcmgKnq1evLtt+7dq1VY8JAAAA7CwCpz7m5ubWpe9K5PP5mJ2djWq1GnNzc71gK5vNLrpj3v0mJiZiZmYmLl26FBFfLqnr3lFvNcHTc88996iXAAAAAOxwAqdNKJfLRa1WW9U54+PjvY3GAQAAADaSwIkFrly5smz7tWvX4pVXXhlQNQAAAMBWJHDqY2hoKJIkWdFyueX2edqKDh8+vNElAAAAAFvcro0uYDNayZ5H3TDKneAAAAAAFhI49TEyMhIREZcvX16yT7vdjoiIY8eODaQmAAAAgK1C4NRHsViMiIgkSZbs020bHR0dQEUAAAAAW4fAqY9uiNRsNvu2J0kS7XY78vn8IMsCAAAA2BIETkuoVqvRbrd7S+fuNzU1FRERk5OTgy4LAAAAYNPbUYFTu93uLYW7dOnSsn3Hx8djdHQ0isXigqV1rVYrKpVKVKtVM5wAAAAA+tiz0QWst+np6Th79mwkSRJzc3O9u8qVSqUYGhqKbDYbp0+fjvHx8UXnNhqNqNfrUSqVIpfLxdzcXCRJEo1GIwqFwoCvBAAAAGBryHQ6nc5GF8HWcfXq1XjuueciIuLKlStx+PDhDa4IAAAAWKv1+py/o5bUAQAAALD+BE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECq9mx0AQAAAABb3e07X8T1W3fij5/fja8+vjue2b839u19bKPL2jACJwAAAIA16HQ6caF9M9648Id4699uxN17nV7b7l2ZOPnioXjt+PNxIncwMpnMBlY6eAInAAAAgFV676Nb8eOpd+J3Nz7t2373Xid+/e71+PW71+Mbh56Mn596OV56dv+Aq9w49nACAAAAWIXf/v7jOFW7sGTY9KDf3fg0TtUuxG9///E6V7Z5CJwAAAAAVui9j25F+Y3Z+Ozzu6s677PP70b5jdl476Nb61TZ5iJwAgAAAFiBTqcTP556Z9VhU9dnn9+Nv5v61+h0Og/vvMUJnAAAAABW4EL75oqX0S3l32/cjrfbcylVtHkJnAAAAABW4J/e/sOmGmczEzgBAAAAPMTtO1/Em+/fSGWs37x/PW7f+SKVsTYrgRMAAADAQ1y/dSfu3ktn76W79zpx45M7qYy1WQmcAAAAAB7ij2vcKHwpn/4p3fE2G4ETAAAAwEN89fHdqY735FfSHW+zETgBAAAAPMQz+/fG7l2ZVMbasysTh57am8pYm5XACQAAAOAh9u19LE6+eCiVsU6++Ezs2/tYKmNtVgInAAAAgBV47fjzm2qczUzgBAAAALACJ3IH4xuHnnykMb55aF8czw2lVNHmJXACAAAAWIFMJhM/P/VyPLHGDcSfeHx3/OzUtyKTSWcvqM1M4AQAAACwQi89uz9q3x9edej0xOO7o/b94Xjp2f3rVNnmInACAAAAWIXvvPB0TJVPrHh53TcP7Yup8on4zgtPr3Nlm8eejS4AAAAAYKt56dn98eaPvhtvt+fijbc/jDffvxF373V67Xt2ZeLki8/Ea8efj+O5oR2xjO5+AicAAACANchkMnHi6ME4cfRg3L7zRdz45E58+qe78eRXdsehp/bGvr2PbXSJG0bgBAAAAPCI9u19bEcHTA+yhxMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqdqz0QWwtfznf/5n79/Xrl3bwEoAAACAR3X/Z/v7P/M/KoETq/Lxxx/3/v3KK69sYCUAAABAmj7++OP4+te/nspYltQBAAAAkKpMp9PpbHQRbB137tyJd999NyIinn766dizZ2tMkrt27VpvRta//Mu/xNe+9rUNrgg2P+8bWD3vG1gd7xlYPe8b0vaf//mfvdVMf/VXfxV79+5NZdytkRawaezduzeOHTu20WU8kq997Wtx+PDhjS4DthTvG1g97xtYHe8ZWD3vG9KS1jK6+1lSBwAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqMp1Op7PRRQAAAACwfZjhBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE4AAAAApErgBAAAAECqBE5se/V6PYrFYpTL5SiVSlEqlaLVam10WbBpTUxMRLFYjAMHDsTRo0e9Z+ARDA8Pe//AEtrtdpTL5RgeHo5isRjFYjHq9fpGlwWb1vT0dO/zTPc9Mz09vdFlwZIETmxrpVIparVaNBqN3v9Wq9V49dVX/UIDD0iSJIrFYuRyuZiZmYn5+floNBrRarVieHg4KpXKRpcIW0qlUhE2wRLq9XovaJqdnY2ZmZmYmZmJy5cv+x0N+iiVSjE3NxeNRiMajUbMzMz0PuOUSqWNLg/6ynQ6nc5GFwHroV6vR7lcjvn5+chmswvaun8dmJ2djXw+vzEFwiZTLBajUqlEoVBYcDxJkjhy5EgkSRKNRiNGR0c3qELYOrpBbUT4WQMP6P6ONjMzs+BnTrPZjFKpFLlcLmZnZzewQthcJiYmIiJifHy8b/vRo0ejUqnE2NjYIMuChzLDiW2r+8H5wbApInofmM3YgC91Z2E8GDZFRGSz2d4vMGfOnBloXbBVVSoVIRP00V1GNzo6uuhnTqvViiRJIkmSjSkONqlarbbsH/zK5XI0Go0BVgQrI3BiW+r+wrLcL/v5fD6azaZfaiC+/Ktys9mMYrHYt717PEmSaLfbgywNtpxKpRKVSiWGhoY2uhTYdMrlckREvP7664vaxsfHo1arxczMzKDLgk2t3W4vu0Q7m83G3NzcACuClRE4sS2dO3cuIiIOHjy4ZJ/uB4FmszmQmmAzu3z5ckR8+X7o9wtNLpfr/dueNLC0drsdSZL0nS0IO1273e793rXUHwXHxsYW/MwBvnTmzJklfwd7cHkqbBYCJ7al7i8z/ZbTdXXbLl68OICKYHMrl8uRy+VidHS074eA+2cCLve+gp2uXC5HrVbb6DJgU+reTav7c6bdbvdmBPoDICxtdHQ0kiTpexOX7iz1frMGYaMJnNiWuh+Ol1vO0G2zpA6+/OX/8uXLS67/v3TpUu/fIyMjgyoLtpSJiQl7A8Iyun/kGxoaimazGbVaLcrlcrz++uvRarXiwIEDZtFCH5OTk70/+E1MTMTRo0ej2WxGvV6PSqUSH3zwgT8Isint2egCYD2sZg2z9c7wcN0ZG2NjY36hgT7a7XZcvnx5yTsIAbFgD8CZmZmoVqu9/x4fH4+bN2/G8PCwOzvCA7LZbHzwwQdRKpWi2WxGu92OYrHYu6Oj383YrMxwAmBZ09PT0Wq1IpfLLfhwAPxZuVz2/oCH6M4qbzabvc3D79c95o6osFg2m41isbggjG2323HkyBFLUtm0BE4ALClJkjhz5kxks9mYmZnxFzToo7uUzvsDltd9j+Ryub4bg3ePtVotS+vgPt39myIiZmdnY35+PkZHR3ttxWKxt0cabCYCJ7al7v5MK1ku57bVsLRSqRQRX/5y465BsFh3KZ27A8HDdX/nWu7nSTeUun/vQNjpXn311SgUCr1l29lsNhqNxoI/BpoZyGYkcGJbWslfmbthlL9IQ38TExNx6dIlYRMsw1I6WLmV/CzphlKzs7PrXQ5sCfV6Pdrtdt+fNYVCIT744IPI5/ORJEnU6/UNqBCWZtNwtqWRkZFotVpx+fLlJft0N648duzYoMqCLaNer0etVnPXE1hGq9WKS5cu9ZY5PKj7c+bVV1/tfYhe7ucSbHdLvVfu1/2D4NGjR9e7HNgSZmZmlp1Fm81m4/z583HgwAFBLZuOwIltqVgsRr1e721O2U+3rbv+GfhS91bV/e56Mj09Hdls1vIhiIh8Ph/z8/NLth84cCCSJInz58+74xZE9H52rGS5nPcMfKndbsfIyMiyfbLZbORyOUEtm44ldWxL3RBpqTs2JEkS7XbbLzPwgFarFZVKJc6fP993ZtPFixctrwNgTXK5XG/pT78/Crbb7UiSxB824D6FQmFFd6Frt9veN2w6Aie2rWq1Gu12u7ek4X5TU1MRETE5OTnosmDT6t6Rrvu+6H4g6Aa0rVYrpqenBU6wSiu5gQXsFN19aLq/i92ve5ctv5/Bn5XL5Wi328vuz1Sv12N0dNQf09l0LKlj2xofH4+LFy9GsVhcsDSoO4OjWq36P2X4f3Vvt9tut5fdY0PYBCtz/wyOfn/4gJ2qUChEtVqNcrkcuVyuNyOj2WxGpVKJ8fFx2x3AfXK5XMzMzESpVIokSXp3qov48mfN2bNno9VqxczMzAZWCf1lOp1OZ6OLgPVUr9ej0WhELpeLubm5SJIkKpWKKadwn0qlEhMTEw/tVygU/EIDy5iYmIharbZgVlOSJJHL5SKbzdrQFf5fzWYzqtVq772Sy+WiXC77/QyW0A2XusvrujejKJfLQlo2LYETAAAAAKmyhxMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJAqgRMAAAAAqRI4AQAAAJCqPRtdAAAAfzY9PR3nzp2LoaGhyGaz8frrr0c2m93osgAAVsUMJwDYxJIkiaNHj8aBAwcik8n0viYmJpY8p1wuRyaTiQMHDvS+MplMFIvFAVa+Ou12O4rFYu9aN3Ot66lcLkelUonJyckolUoxMTERZ86c2eiy1k29Xo/h4eHe616v1ze6pBXbyrVvRp5PgO1H4AQAm1g2m43Lly/H/Px8zMzM9I5XKpVotVp9z6nVatHpdOL111+PJElibGwsOp3OgvM3m1wuF9VqNUZHRyNJko0uZ0NMT09HvV6PWq0W2Ww22u12RMS2fj5OnToVk5OTkc1mt9x1buXaNyPPJ8D2I3ACgC1iaGgoxsfHI5/PR0REqVRatv/4+HgvyNkK8vl8vP766xtdxoY5d+5cREQUCoWIiBgbG4vZ2dlNHRQ+qmw2G/l8Pk6fPr3RpazaVq59M/J8Amw/AicA2GIajUZEfLkMrVKpLNvX3j9bR6vVilwut+BYN1zc7rby9+lWrn0z8nwCbB8CJwDYYu6ftTQxMbHk0jq2lrm5uY0uAQAgNQInANiCVrO0DgAABk3gBABb1GqW1gEAwCDt2egCAIC16S6tq1QqMTExEadPn17Rnj9JkkSpVIq5ubnendDm5+d77c1mMyqVSiRJEnNzc3Hq1Kmo1WoLzm232zE3NxcjIyMxMzMTzWazF4BdunQphoaGolqt9uqp1+sxOzsbc3NzkSRJ5HK53pjLqVQqC+7W1r3m5fZ5SZIkKpVKzM3NxdDQUO/4/ee12+0ol8u96+heY/fxWq1WVCqVGBsbe2iN/UxMTMTFixdjaGiot1Tu9OnTMTo6uqjW4eHh3r+TJImjR4/22i9fvryixxvk67LSa+tneno6zp07t+B1KZfLK7q+h72mXd1r7h7vPseNRmPBta/Wamp/lO+vlT6/Dz5G9zXvPkb3/TsyMrLoeXqUc/tZzeuzlucTgC2qAwBsCbOzs53x8fFFx/P5fCciOrlcrm/bUmNVq9VORHSy2eyCtvn5+c7s7GxndHS0ExGdsbGxRefWarVORHTy+Xyn0Wh0qtXqgj6FQqETEZ35+fnO2NhYZ2ZmZsH43XMf1G3L5XKdQqHQuXz58oL28fHxTjab7TQajb7XNTMz08lms4uep+55s7OzC65jfHy8d43j4+Od2dnZzuzsbCciOmv5Neny5cudfD7fGR0dXXRd3ePz8/N9z81ms4tei9VYz9flUa9tfn6+UygUOrlcblGfarXaq6tWqy06dzWvabVaXVRfd4yIWNB3pdZa+2q/v9by/N7/Ps7lcp18Pr/gNe10/vyaP/ieeZRz77ea16d7PWv9XgBgaxE4AcAWsVTgdPny5d4H2AfDoaXCg65+gVNX90P6g2Pef24ul+vb/mDw8aDuh8oHA6Vu6NENRfrpBmFLnVsoFPqe1/1Q3e+cfD6/IJwpFAp9n+uH6QZlS8lms30DkW7bowROXevxunQ6j3Zt9wdd/XRf0wdDhtW+phGxKDS5/zHWEjittfb761/J99dan9/73zNLXV8ul3vo+221595//mrec4/yfAKwtdjDCQC2uPuXQdXr9Wg2mwN77O7SnH41ddv7LbW6v72fXC635FKc7uM9uFn6mTNnFrQ/qFAoRKvV6ntXv1artWB508zMTO9OgCvVXY603LKgU6dOxfT0dExPT69q7NVK+3V5lGvrfk+OjY0t+Zp2H/dBa3lNl3rdisXikrUv5VFqv9/Dvr/S+N7J5XJLLhfs7vG21A0G1nrual+ftJ5PALYGgRMAbANjY2NRKBQiYvD7oCy3J87IyEjqj9e9zlarFUmS9I53P4gvVU93r6R+IVc2m33oPjUPU6/Xl338iD+HHufOnXukx1qJNF+XR7m27h5SywU+Bw8e7Ht8ta/p6OhoNJvNOHDgQJRKpajX6722sbGxVe/f9Ci13+9h31/r/b1z6tSpiFj8nnnUc1f7+qT1fAKwNdg0HAC2iVqtFkePHu3NlFjJptyP6mEhzXrPVrh06VIUCoUFIdJyM5PGxsb61vSodXY3/I6IBZsgP6j7fPWbZZWmNF+XR7227oy71QZ6a3lNG41GlEql3kygbiDSnQXYDStXaq21P2i553sQ3zv31999zzzquWt5fdJ6PgHYGgROALBNdD9Ul8vlqNfrSy6f2Q6y2eySH9RXcletBy33QX8luncTW6/+G2mjrm2tr2mj0Yh2ux3NZjNmZ2ej2WxGu92OYrEYMzMzqw6d0rDc99egn9/VznBa6txHfc8BsP1ZUgcA28j9S+tKpVJqHy43m25t3aU89y9ZWmpfqPV0/55TywUC3drWY6nhennUa+u+Rqv9flrLa9pdmpbL5WJsbCxqtVpcvnw5ZmZmImL5mTj9rLX21RjE9879z99qlxUude5aXp9BPJ8AbB4CJwDYZrr7pCRJ8tDZEN2ZQv1sRHCzEt0lRfl8fsFSpe5eM5cuXVr23PXaVL0b9C03fjf42Gqzzx7l2k6fPr2gvZ+bN2/2Pb6a1zRJkt4G1w8qFAoxPj6+7Dj9PErtq7He3zvdcR98zzzquat9zw3q+QRgcxA4AcAWMTc3t6KZAdlsdsX7Ny334bO7OfFyodXD6lnr8p/lzuteWzdYu/94LpdbdhZLpVLpO0MkjWVgk5OTyz73SZJEs9mMQqGw4I5l6yHt1+VRrm18fDxyuVxMTU0tOf5SQctqX9MkSZa8i9vBgwdXPTvoUWq/38Oe7zS+d9rt9pKvezeIe/A986jnrvb1Sev5BGBrEDgBwBbQnb0xNTW1ok2D719at5zuHe0e/JBXqVQWtHX3wbm/nuV0+z5s9tRSs6gKhULfu+1NT09Hs9mMmZmZvmFZd+bE8PDwoscul8tRLpcX7DXzsDpXI5vNxvnz5yNJkkV34UqSJIaHh2NkZGTJD/3dPanWcxnkWl+XR7227uv14OvSHa+7H1Cj0Vh0N7TVvqZnzpxZ9B5pt9tRq9XWtJH+o9S+0u+vR31+u2OUSqVF79PuneKWes886rmrfX0e5fkEYGvJdDqdzkYXAQD0lyRJHDlypPehq7sELpvNxuTkZIyOji577quvvhqzs7PLPka9Xu/NVOh+2OuGPcPDw709ZkZGRqJarcbw8PCiGRtDQ0O9DZorlUq02+1erblcLvL5fO8OYq1Wq9fePbdSqcTY2Fjveufn5yNJkpiamoqhoaHeWBcvXlzRPjwTExMxMzMT2Wy2d02VSqX3obnVakWpVOp7HdVqddnndSW6jx/x5ztynT59uu+4R48e7VtHuVyO8fHxFT1eNxxYr9dlrdf2oPtfl/sfY3p6Os6ePdt7rcvl8pKPu9Rr2v1+P3/+fJw9ezba7Xav39zcXFSr1Ue6G+Fqah8ZGVnz99dqn98kSeLAgQORy+Vidna2d+3dtnw+v+R75lHOXe756ff6LNc/YnXfCwBsDQInAADYou4PjS5fvjywcwHgYSypAwAAACBVAicAAAAAUiVwAgAAACBVAicAANiiupt8P7hB+XqfCwAPY9NwAADYYpa70+LDNgB/lHMBYKUETgAAAACkypI6AAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFIlcAIAAAAgVQInAAAAAFL1/wBzgEiJ4Ww3swAAAABJRU5ErkJggg==",
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",
       "text/plain": [
        "<Figure size 1200x700 with 1 Axes>"
       ]
diff --git a/notebooks/time_series.ipynb b/notebooks/time_series.ipynb
index c42a28b..7f7c139 100644
--- a/notebooks/time_series.ipynb
+++ b/notebooks/time_series.ipynb
@@ -51,40 +51,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.01 103.1555105864614 13.775441347698994 [99]\n",
-      "0.012742749857031334 99.77291134222222 10.876876318204417 [99]\n",
-      "0.016237767391887217 103.83720075164533 13.946939634707347 [99]\n",
-      "0.0206913808111479 101.74956031906154 13.787510750211355 [99]\n",
-      "0.026366508987303583 110.0941929393274 18.409380672477916 [99]\n",
-      "0.03359818286283781 111.23509573513702 9.858650228883066 [99]\n",
-      "0.04281332398719394 109.82103740446306 13.328585910384001 [99]\n",
-      "0.0545559478116852 119.583395192361 14.878099225901126 [99]\n",
-      "0.06951927961775606 137.0605567448162 19.535642014853902 [99]\n",
-      "0.08858667904100823 145.35371777467284 17.73676577689004 [99]\n",
-      "0.11288378916846889 174.7742562637114 28.810395814140858 [99]\n",
-      "0.14384498882876628 249.34168285821517 29.082014230346086 [99]\n",
-      "0.18329807108324356 329.65589790230246 47.878134512035956 [99]\n",
-      "0.23357214690901212 392.4685087711847 70.44778075712027 [99]\n",
-      "0.29763514416313175 620.4972889303839 153.11163874443199 [99]\n",
-      "0.37926901907322497 908.297568078124 182.99166667869042 [99]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/sammysharief/anaconda3/envs/tarp_project/lib/python3.9/site-packages/numpy/core/_methods.py:236: RuntimeWarning: invalid value encountered in subtract\n",
-      "  x = asanyarray(arr - arrmean)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.4832930238571752 inf nan [99]\n",
-      "0.615848211066026 inf nan [99]\n",
-      "0.7847599703514611 inf nan [99]\n",
-      "1.0 inf nan [99]\n"
+      "0.01 100.99559064512334 13.845013475500258 [99]\n",
+      "0.012742749857031334 100.07091552536102 14.673736923650091 [99]\n",
+      "0.016237767391887217 99.55245775954504 9.77237355712437 [99]\n",
+      "0.0206913808111479 98.54194846186275 9.991873771410098 [99]\n",
+      "0.026366508987303583 106.30883927782415 9.8750712444049 [99]\n",
+      "0.03359818286283781 108.48026467825926 14.780248642205814 [99]\n",
+      "0.04281332398719394 115.56951070157446 12.75039913249369 [99]\n",
+      "0.0545559478116852 117.01397073136013 18.179616311729703 [99]\n",
+      "0.06951927961775606 127.78913438873417 15.13656818334652 [99]\n",
+      "0.08858667904100823 155.04083362748054 27.73763483675903 [99]\n",
+      "0.11288378916846889 177.5918332539418 26.712999074230577 [99]\n",
+      "0.14384498882876628 212.78344540202625 30.52450604317779 [99]\n",
+      "0.18329807108324356 308.99272298400643 73.9589495561109 [99]\n",
+      "0.23357214690901212 467.946102016578 82.06943497094284 [99]\n",
+      "0.29763514416313175 654.0535171332743 87.53183304677671 [99]\n",
+      "0.37926901907322497 912.1253817202387 190.14964573396756 [99]\n",
+      "0.4832930238571752 1374.786617793257 228.23174487579672 [99]\n",
+      "0.615848211066026 1933.4428415164325 436.01355280536785 [99]\n",
+      "0.7847599703514611 2920.3864683835595 499.5275790750687 [99]\n",
+      "1.0 3870.728153806191 556.9337372386068 [99]\n"
      ]
     }
    ],
@@ -107,7 +93,7 @@
     "        zs.append(z)\n",
     "        dof_array.append(dof)\n",
     "        \n",
-    "    chisqs_mean[i] = np.mean(zs)\n",
+    "    chisqs_mean[i] = np.median(zs)\n",
     "    chisqs_std[i] = np.std(zs)\n",
     "    print(a, chisqs_mean[i], chisqs_std[i], np.unique(dof_array))"
    ]
@@ -119,7 +105,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -150,7 +136,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1200x400 with 2 Axes>"
       ]
@@ -199,41 +185,41 @@
      "output_type": "stream",
      "text": [
       "Do not reject the null hypothesis\n",
-      "0.01 0.5074087525125897 0.29141959213685587\n",
+      "0.01 0.349232048943449 0.2269606786582341\n",
       "Do not reject the null hypothesis\n",
-      "0.012742749857031334 0.5951376874727418 0.27745620234775825\n",
+      "0.012742749857031334 0.5390222119319008 0.26625479366840754\n",
       "Do not reject the null hypothesis\n",
-      "0.016237767391887217 0.48388563845888244 0.28611309379000877\n",
+      "0.016237767391887217 0.4891528043881175 0.29117328945396015\n",
       "Do not reject the null hypothesis\n",
-      "0.0206913808111479 0.47831592723296384 0.25903604895163224\n",
+      "0.0206913808111479 0.35967753199052643 0.23406171528994327\n",
       "Do not reject the null hypothesis\n",
-      "0.026366508987303583 0.5110176444029721 0.2484556793248124\n",
+      "0.026366508987303583 0.2576006465639219 0.31988643207214745\n",
       "Do not reject the null hypothesis\n",
-      "0.03359818286283781 0.31749426047158436 0.23383313448948442\n",
+      "0.03359818286283781 0.18091598601679967 0.2578864569808977\n",
       "Do not reject the null hypothesis\n",
-      "0.04281332398719394 0.2446429571038055 0.20993147271099075\n",
+      "0.04281332398719394 0.3000002143333522 0.24112773037401225\n",
       "Do not reject the null hypothesis\n",
-      "0.0545559478116852 0.35209830482839943 0.2809485256877297\n",
+      "0.0545559478116852 0.19594494407995383 0.1855310887671391\n",
       "Do not reject the null hypothesis\n",
-      "0.06951927961775606 0.06711477755401496 0.12451289313082628\n",
-      "Do not reject the null hypothesis\n",
-      "0.08858667904100823 0.018320036310496998 0.04022583726095049\n",
+      "0.06951927961775606 0.014826646061594999 0.19203154571928074\n",
+      "Reject the null hypothesis\n",
+      "0.08858667904100823 0.0007933171047497937 0.024610716642334357\n",
       "Reject the null hypothesis\n",
-      "0.11288378916846889 0.00045317232565386336 0.0019390604223974972\n",
+      "0.11288378916846889 1.0656671690820026e-05 0.006302364830783973\n",
       "Reject the null hypothesis\n",
-      "0.14384498882876628 7.099600412794087e-06 2.9605667578846185e-05\n",
+      "0.14384498882876628 7.27505377243243e-15 0.00018773827144325447\n",
       "Reject the null hypothesis\n",
-      "0.18329807108324356 9.097420323375753e-12 3.1183334817295663e-11\n",
+      "0.18329807108324356 1.3679271817555823e-17 2.1076729263012929e-10\n",
       "Reject the null hypothesis\n",
-      "0.23357214690901212 7.435649829345407e-31 3.240918185612087e-30\n",
+      "0.23357214690901212 1.4071378835005797e-45 1.6144299704048515e-34\n",
       "Reject the null hypothesis\n",
-      "0.29763514416313175 1.2035180759982503e-44 5.246013668006979e-44\n",
+      "0.29763514416313175 2.1980558213986702e-78 2.8527858223091724e-43\n",
       "Reject the null hypothesis\n",
-      "0.37926901907322497 5.403239588902432e-71 2.3011328265923722e-70\n",
+      "0.37926901907322497 4.3511073967803955e-137 1.7756870246872444e-96\n",
       "Reject the null hypothesis\n",
-      "0.4832930238571752 2.92693553275702e-116 1.2758216201546233e-115\n",
+      "0.4832930238571752 7.506185184143076e-177 5.0850356916494997e-135\n",
       "Reject the null hypothesis\n",
-      "0.615848211066026 1.0653765706920627e-227 0.0\n",
+      "0.615848211066026 0.0 0.0\n",
       "Reject the null hypothesis\n",
       "0.7847599703514611 0.0 0.0\n",
       "Reject the null hypothesis\n",
@@ -257,13 +243,13 @@
     "    for _ in range(num_repeats):\n",
     "        pval = pqm_pvalue(y_samples, null_samples)\n",
     "        p_val.append(pval)\n",
-    "    if np.mean(p_val) > 0.01:\n",
+    "    if np.median(p_val) > 0.01:\n",
     "        print(\"Do not reject the null hypothesis\")\n",
     "    else:\n",
     "        print(\"Reject the null hypothesis\")\n",
-    "    p_val_mean[i] = np.mean(p_val)\n",
+    "    p_val_mean[i] = np.median(p_val)\n",
     "    p_val_std[i] = np.std(p_val)\n",
-    "    print(a, np.mean(p_val), np.std(p_val))"
+    "    print(a, np.median(p_val), np.std(p_val))"
    ]
   },
   {
@@ -273,7 +259,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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HLSpx6F2upVeDpeXauGr0f29ZtVQ3Vi5RySwHkNvl3q1rdfdGlz7zj5N3O/3Zx+7S2kq6nQAAAOYbOpwwLXQ4AcDsDF6+oncGBnXm3JBcy8onvQPcfLHv0El96h9e0emzE7udVly9kx3dTgAAAPaYq7/nz+/fcAEAKDCLyxbp5upl8t5cpY2rls37sEka7Xbq+IP36WPbb5pw7OzVbqff/tsDOtk/aEN1AAAAmAvz/7dcAABgO+fScv15/Ta1/qdarV5RMeH4i6+flv/Pv6to53HRfA0AAFD8CJwAAIBl/FvWTNrt9Fj7T+h2AgAAmAcInAAAgKXodgIAAJj/CJwAAIAt6HYCAACYvwicAACAbaba7dRGtxMAAEBRIXACAAC2S3U7PZij26m5/Sf6rb89oJ7+izZUBwAAgOkicAIAAAXBubRcX6jfpmdydDt95/XTuvfPX6LbCQAAoAgQOAEAgILiS3U7eXJ3O/3m39DtBAAAUMgInAAAQMFxLi3XF3aNdjvdkKXb6btvnNa9X3hJbQfodgIAAChEBE4AAKBgjXY73ZO92+nSsJqfpdsJAACgEBE4AQCAgla5tIxuJwAAgCJD4AQAAIrCVLud3jbpdgIAALAbgRMAACgaqW6nL/9G7m6n+/78Je098DO6nQAAAGxE4AQAAIrOzs2TdzsFn31Zv0G3EwAAgG0InAAAQFEa2+20ZuXEbqeX6HYCAACwDYETAAAoajs3r9G+379HD3nWTzhGtxMAAIA9CJwAAEDRq1xaps/verf++jdzdzvd++cv6Ss/pNsJAADACgROAABg3vjgHaPdTnXeid1O5y4N6/HnXtZ/+usf6i26nQAAAOYUgRMAAJhXKpeW6XOB3N1O33vzjO6j2wkAAGBOETgBAIB5aardTj/tPW9DdQAAAPMbgRMAAJi3Ut1Of/ObO3J2O+38/Hf15PMv62T/oA0VAgAAzE8ETgAAYN77wB03aN8fZO92Gh5J6v/84Gd632df1J9+/VX1nrtkQ4UAAADzC4ETAABYECqXTN7tNDQ8omf++aje1/KivrDvdQ0MXrahSgAAgPmBwAkAACwoqW6nxve5VVE68Veh80NX9JcvHNF7Qy/qS9/p1sWhKzZUCQAAUNwInAAAwIJTuaRMT/7yZr3U/AH9x194l0pLHBPO6b94WaFvvab3ffZF/d33j2loeMSGSgEAAIoTgRMAAFiw1qxcrD/91bv0wiffrwc9N8kxMXfS6bOX9OmvHtIHPvcdRTuPa/gKwRMAAMD1EDgBAIAF713VS/WFXdu07/ffpw/duTbrOW+ZF/VY+09031+8pG/8pEcjI0mLqwQAACgeBE4AAABXbVqzQl/6j1597T//ku65bXXWc7pPn9fv/p+4HvjiP+vF104pmSR4AgAAGI/ACQAAYJy71lfqf/323drb+AvacUtV1nMOvT2g3/rbAwrs+b7+zei1uEIAAIDCRuAEAACQw8+7q9XW9Iv629/aoTtvWpn1nM6f9unXIv+mX//yD/STE6a1BQIAABSoUrsLAAAAKGQOh0Pvv/0G3XPban3rlZP6fMcbOnLq3ITzvvfmGX3vzTO6b+saffLe23XbmhU2VAsAAFAY6HACAACYAofDoQ/dtU7f/v336fOBd2t91ZKs53370Du67y9e0h/sPaif9p63uEoAAIDCQOAEAAAwDYtKHHrIu14vfPL9+pOPbtUNKyomnJNMSs//6C3t/Px39annX9bJ/kEbKgUAALAPgRMAAMAMlJeW6Nd/8RZ997EP6IkP3SHn0rIJ5wyPJPX3P/iZ7vnsi/pv33hVifNDNlQKAABgPQInAACAWVhSvkhN99Toe80f0H/ZuUnLKyaOyLw0PKLW7x3Ve0Mv6Asdb2hg8LINlQIAAFiHwAkAACAPViwu0x/4b9NLzR9Q4/vcqiid+GvW+aEr+sv9b+p9LS9qz3e7dXHoig2VAgAAzD0CJwAAgDxyLSvXk7+8WS81f0D/8RfepdISx4RzzAuX9fQ/vab3ffZF/d33j2loeMSGSgEAAOYOgRMAAMAcWLNysf70V+/SC598vx703CTHxNxJp89e0qe/ekgf/Px3FO08ruErBE8AAGB+IHACAACYQ++qXqov7Nqmfb//Pn3ozrVZzznRd1GPtf9E9/3FS/rmyz0aGUlaXCUAAEB+ETgBAABYYNOaFfrSf/Tqa//5l3TPbauzntN9+rw+8fdxPfDFf9aLr59SMknwBAAAihOBEwAAgIXuWl+p//Xbd2tv4y9oxy1VWc859PaAfutvDmhX+Pv6gdFrcYUAAACzR+AEAABgg593V6ut6Rf1t7+1Q3fetDLrOQeO9ak+8m/6T3/9Q/3khGltgQAAALNQancBAAAAC5XD4dD7b79B99y2Wt965aQ+3/GGjpw6N+G8l944rZfeOK37t67VJ++9TZvWrLChWgAAgKmjwwkAAMBmDodDH7prnb79++/T5wPv1vqqJVnP+9ahk7r3L17S/7P3oH7We8HiKgEAAKaOwAkAAKBALCpx6CHver3wyffrTz66VTesqJhwTjIpPfejt/TBz39Hn3r+ZZ3sH7ShUgAAgMkROAEAABSY8tIS/fov3qLvPvYBPfGhO+RcWjbhnOGRpP7+Bz/Tzs9/R/965IwNVQIAAORG4DQPBINBBQIBeb1eeb1eRSIRu0sCAAB5sKR8kZruqdH3mj+g/7Jzk5ZXTBy/eX7oin7v//uRes9dsqFCAACA7Aicipzf71d9fb2i0ai6uroUCoXU1NSkQCBgd2kAACBPViwu0x/4b9NLzR9Q4/vcqijN/BWu9/yQPv3VQzZVBwAAMBGBUxFraWlRU1OTPB5Pes3n86m5uVnt7e1qb2+3sToAAJBvrmXlevKXN+ul5g/ovZtWZRz7xss9+vpP3rapMgAAgEwETkWso6NDgUBApmlmrNfX16ePAwCA+WfNysX6wq5tqho32+kP/+EVnT7L1joAAGA/AqdJxONx1dTUTAh0colEIvL7/ektbYFAQPF4fM7q83g8cjqdE9ZTa4ZhzNlzAwAAe61eUaE/+dU7M9b6LlzWp55/Wclk0qaqAAAARk2cPAnF43GFw+FpDd8OBAIyDEP79+/PCHy8Xq9CoZAaGxvzXmcoFFIoFJqwHovFJI3OdwIAAPPXh3/uRv3Tyyf1jZd70mv7Xn1HXz34tn51+002VgYAABY6OpzGaGlpkdfrVTgcViAQyNo9lE0kElF7e3tG2CRJbrdbra2tampqmtNOp/FCoZDcbream5ste04AAGCPP/7oVlUvK89Ye+ofD+mdgUGbKgIAAJAcSXquc6qqqpJpmurr65s0fKqqqlJtbW3OmUkOh0M+n8+SmUrZOq3y6cSJE9qwYYMk6fjx41q/fn3enwMAAEzPt17p0SP/O/Mft3becYOe+Y1aORwOm6oCAADFYK7+nk+H0yzF43GZpplxp7jxPB6PYrHYhFlQfr9fDodjyh9VVVWT1hIIBCRJXV1dcxI2AQCAwnT/nev00W03Zqztf+2Uno2/ZVNFAABgoSNwmqW9e/dKkqqrq3Oe43K5JF2brZTS0dGhZDI55Y++vr6czxEIBOT3+xWNRtNr458PAADMX595YKtWr6jIWPujrx1ST/9FmyoCAAALGYHTLKVCnck6ilLHDhw4MCc1BAIBPfHEExmDyU3TzAifAADA/Fa1rFx/9rG7MtbODg4r+Cx3rQMAANbjLnWzlNoml+piyiZ1bPyWunzwer2SpN27d2esG4ah+vr6aV/vxIkTkx7v6emZ9DgAALCPf8saPei5Sc+N2Ur30huntffAcf3a3e+ysTIAALDQEDjNUiKRmJNzpyIQCKTvfpftLnihUGja10wNCgMAAMXpqQ9v1b8cOaN3Bi6l1/70G4f1S5tWaX3VUhsrAwAACwlb6opYNBqddOaTz+ezu0QAAGCxyqVlevqhn8tYO3dpWMFnf8LWOgAAYBk6nJDh+PHjkx7v6enR3XffbVE1AABgJj5w+w2qr92gvZ3X3tf/5Uiv/vcPfqZf/4WbbawMAICZMU1Tu3fvztjdk0gk9MQTT6iurs7GypALgdMsuVwumaY5pe1yk815KhTr16+3uwQAAJAHn/rwZn3vzdN6u38wvbb7m4d1z6bVelc1W+sAAMXDMAwFg0GFQiG53e70ektLiwKBgDwej7q6umysENmwpW6WJrs7XUoqjJrKuQAAAPmwcnGZQnWZW+suDF3RY+0/1sgIW+sAAMUjEAjINM0JN+Jqbm6W2+1WPB5XMBi0pzjkROA0S7W1tZKk7u7unOcYhiFJ2rFjhyU1AQAASNJ7N63Wf/j5zLvT/eBoQn/3/WP2FAQAwAzE43HFYrEJd2eXlO54isViVpeF6yBwmiW/3y9JE5LWsVLH2FcKAACs9uQvb9b6qiUZa09/6zUdO3PepooAAJiexsZGOZ1ONTU15TynGEbYLDQETrOUCpFypammacowDHk8HivLAgAAkCQtryhVy7itdYOXR/Ro9Me6wtY6AEARCIfD6uvry3on9tTfxQOBgNVl4ToInPIgFArJMIz01rmx2traJEmtra1WlwUAACBJek/NKv3GL2bena7zp336m385alNFAADMXnt7u6TRbXWNjY02V4PxCJxyMAwjvRWus7Nz0nObm5tVV1cnv9+fsbUuNbgsFArR4QQAAGwV/NAdepcr8+50n/326zpy6pxNFQEAMHOGYaihoWHKd6iLxWIKBAKqqqqSw+HI+dHS0mJB9QtDqd0FFJL29nbt3r1bpmkqkUik7yoXCATkcrnkdDpVX1+v5ubmCY+NRqOKRCIKBAJyu91KJBIyTVPRaDRr2x8AAICVlpaX6nOBd6s+8n0lr+6kuzQ8urXu2Y+/R4tKHPYWCADAdRiGoWAwKMMwFI/H1dzcrFAodN3HBYNBtbS0yO12y+fzpR8vSR6PJ30zMEn8/T2PHMlkks37mLITJ05ow4YNkqTjx49r/fr1NlcEAACm44+/9qr+etxWusc/dIceuafGpooAAJi+eDyuhoYGmaapcDicMygKBAJqb29XOBzO2HYXj8fl9Xrl8/nU0dFhVdkFaa7+ns+WOgAAgAXksftu18ZVyzLWvrDvDb3xzlmbKgIAYPpSW+kSiYT8fn96ntNYkUhE7e3tikajE2Y8eTwe+Xy+nDcAw+wROAEAACwgS8oX6XOBd2vsDrqhKyP6ZNuPdfnKiH2FAQAwA6kgKdXtlGKapoLBoDweT/ru8rmMfRzyh8AJAABggfHeXKWG97oz1l5+q1/h73bbVBEAADOzY8cOSaOhUeou8ZLS85mbmppyPjZ1p/nU/GbkF4ETAADAAvQH/ttUszpza91/3/+mDvcM2FQRAAATRSIRVVVVKRAIZD3udl/7B5Sxd6tLbZXbtWtXzmsbhpHxeOQXgRMAAMACtLhskT6/a1vG1rrLV5JsrQMAFJRwOCzTNNXe3p7uSBorkUikP/d6venPU2FSru6lSCQiSZN2QGF2CJwAAAAWqG0bnBPuTvdqz4C++MIRmyoCACBTbW2tpNFOpmzdSPF4PP352DvVuVyuSbfKhUIheTweNTc3569YZCBwAgAAWMD+i2+Tbl+zImPtf754RK+81W9TRQAAXBMIBOTxeNTdnX3OYDgcljQ6PHxsIOXz+bJ2RElSS0uLDMNQNBrNf8FII3ACAABYwCpKF+nzu96tRWP21g2PJPVo9Me6NHzFxsoAABgNjpqamuT1ejO6maTR7XCGYaiuri4dPKWEQiFJ17bOpbS0tGjv3r3q7u5mftMcK7W7AAAAANjrzpsq9bsfuFV/uf/N9NprJ8/qf+w/okfvu93GygAAGO1e8vl8CoVCMgwjPbfJ7Xaro6MjYytditPp1NGjRxUMBtNzmgzDkN/vzxgujrnjSCaTSbuLQPE4ceKENmzYIEk6fvy41q9fb3NFAAAgH4aGR/TR//kvGXepW1Ti0HMff4/evcFpX2EAAGBOzdXf89lSBwAAAJWXlujzgXerdMzWuisjSX0y+mMNXmZrHQAAmB621GHGent7VVFRMe3HLV++XEuWLMl67MyZM5pp093SpUu1bNmyrMcSiYSuXJnZL8uLFy/WihUrsh4zTVOXL1+e0XXLy8tVWVmZ9Vh/f7+GhoZmdN2ysrKcd2M4e/asBgcHZ3TdRYsWyeVyZT12/vx5XbhwYUbXdTgcWrVqVdZjFy9e1Llz52Z0XUlavXp11vVLly5pYGAg67GpqK6uVknJxLx+aGhI/f0zH7JbVVWl0tKJL8vDw8Pq6+ub8XUrKytVXl4+YX1kZES9vb0zvu7KlStzvgacPn16xtflNWIUrxGjeI24xorXiC03rtT/vXOTvtDxhpLJEY1cPKvXj/XrT579N/3+ztumdV1eI0bxGjGK14hrivk1Yix+j7iG14hRvEaMKsbXiNn8tzypJDANx48fT0qa1ccXv/jFnNdftWrVjK/71FNP5bzuli1bZnzdT3ziEzmve88998z4unV1dTmvW1dXN+Pr3nPPPTmv+4lPfGLG192yZUvO6z711FMzvu6qVatyXveLX/zirP6s5dLW1jar6546dSrrdV988cVZXfeVV17Jet1XXnllVtd98cUXs1731KlTs7puW1tbzp/xbK7La8ToB68Rox+8Rlz7sOo1Ymj4SvLDf/m95Prf+/tZXZfXiNEPXiNGP3iNuPZR7K8RKfwecQ2vEaN4jRhV7K8Rx48fz/m9TRdb6gAAAJBWtqhEnwu8W2VZ/nUVAABgqvhNAgAAABluX7tCTe/faHcZAACgiBE4AQAAYIL/9Au32F0CAAAoYo5kcoZT07Agjb1d4sGDB3XjjTdO+xoM8hvFIL9RDPK7hmGfo3iNGMVrxCheI66x4zXiwGs/1b9v/YEuXxlJr6+vWqKvNP6ClpZPfu8ZXiNG8RoxiteIa+bTawS/R4ziNWIUrxGjivE14tChQ9q2bZsk6fjx41q/fv2Mn2csAidMy9jAKZ9/EAEAQGFqfcnQf/vm4Yy133zPLfrMR7baVBEAAMinufp7PlvqAAAAkNNv/9JGeW+uylj72389pu93z9EtlAEAwLxA4AQAAICcFpU49Nm6n9PissxfGx9r/7HOXxq2qSoAAFDoCJwAAAAwKffq5Wq+746MtRN9F/Vn47baAQAApBA4AQAA4Lp+8z236O5bMge6/v0PfqbvvTnz4b4AAGD+InACAADAdZWUOPTZwM9pSdmijPVg+090dnBmd1ECAADzF4ETAAAApuTm6mV68pczt9a93T+o//YNttYBAIBMBE4AAACYsv/r52/We2qqM9a+cuC4vvP6KZsqAgAAhYjACQAAAFNWUuJQ6KGf07LyzK11jz/7svovsrUOAACMInACAADAtGxwLdWnfmVLxtrJgUH98ddetakiAABQaAicAAAAMG3//u4Neu+mVRlrz8ZPKPbqOzZVBAAACgmBEwAAAKbN4RjdWreiojRj/YnnX5Z5YcimqgAAQKEgcAIAAMCM3Ohcoj98IHNr3emzl/SZfzxkU0UAAKBQEDgBAABgxgLe9frA7asz1v7h4Nv61isnbaoIAAAUAgInAAAAzJjD4dDuB39OKxdnbq371PMvq/fcJZuqAgAAdiNwAgAAwKysrVysz3xka8Za7/khfZqtdQAALFgETgAAAJi1j22/Sb7NazLWvvGTHn39J2/bVBEAALATgRMAAABmzeFw6M8evFPOpWUZ63/4D6/o9Fm21gEAsNAQOAEAACAvblixWH/80Tsz1vouXNZ//YeXlUwmbaoKAADYgcAJAAAAefPAz63Th+5cm7H27UPv6B9/zNY6AAAWEgInAAAA5I3D4dCf/Oqdci0rz1j/9FcP6dTAoE1VAQAAqxE4AQAAIK9WLa/Qn/5q5ta6/ouX9eTzbK0DAGChIHACAABA3v3yXev0wLtvzFiLHT6l5+Jv2VQRAACwEoETAAAA5sQff2SrVi2vyFj7zNcOqaf/ok0VAQAAqxA4AQAAYE5ULSvXn30sc2vd2cFhPf4sW+sAAJjvCJwAAAAwZ+7dulYf235Txtp33zitts7jNlUEAACsQOAEAACAOfXUA1t0w4rMrXV/8vXDestkax0AAPOVbYHTwYMH9dxzz+ngwYPptRdeeEEDAwN2lQQAAIA54Fxarqcfuitj7dylYQXbf8LWOgAA5inLA6eDBw9qx44d8nq9CgQCCofD6WNVVVWqq6vTc889Z3VZAAAAmEMfvGONAt71GWv/fOSM/v4HP7OpIgAAMJcsDZz6+/v1wQ9+UH19fWpoaNCePXsyjm/fvl379u3Tvn37dOzYMStLAwAAwBz7rx/eonWVizPW/uybh3U8ccGmigAAwFyxNHAKBoNqbGzUkSNHtGfPHjU0NGQ9b8+ePQqFQlaWBgAAgDlWuaRMTz/0cxlrF4au6LH2H2tkhK11AADMJ5ZvqXv66aendB77+QEAAOafe25brX9/94aMtX8zEvrKAe5aBwDAfGJp4ORwOKZ8bl9f3xxWAgAAALs8+cubdZNzScZay7dfU9/5IZsqAgAA+WZp4JRIJKZ0Xn9/P4ETAADAPLVicdmEu9aZFy6r5duv21QRAADIN0sDp6qqKj355JMZa9m2zvl8Pt17771WlQUAAACLvXfTav3KXesy1r5y4Gf6yQnTnoIAAEBeWRo4hUIh7dmzR/fff7+ef/55HTt2TA6HQwMDAzp48KCeeeYZbdq0SaZp6tFHH7WyNAAAAFjsU7+yWUvKFqW/TialP/zqIQaIAwAwD5Ra+WSVlZVqa2vTvffeq46OjvR6JBJJf75x48aMYwAAAJifbnQu0e/tvFUt37q2le7Hx021dR7Xr939LhsrAwAAs2X5Xep8Pp8SiYQefPBBJZPJ9EdlZaUaGhp05MgRbdy40eqyAAAAYIOHf8kt9+plGWuhb70m8wIDxAEAKGaWB06S5HQ6FY1GNTIyou7ubvX19SmRSGjPnj12lAMAAACblJeW6I8+sjVjre/CZX2WAeIAABQ1WwKnsTZu3KjKysqMtaNHj+rjH/+4TRUBAADASu/dtFofunNtxtr/+eHP9PKJfpsqAgAAs2V74JSNYRjq7Oy0uwwAAABY5L9+eEuWAeKvMEAcAIAiZenQ8Kl0LSUSCcViMblcLgsqAgAAQCG4yblE//mDt2ZspTt43FS067jqdzBAHACAYmNp4LR371719/crmcz9L1UOh0PJZFKmaVpXGAAAAGz38Hs3qr3rhI6eOZ9eC33rdd23da2cS8ttrAwAAEyXpYGTy+WSz+dTU1PThGOmaaq7u1ttbW165JFH5PV6rSwNAAAANqsoXaTPfGSrfuOvf5heS5wf0uf3vaE/+dU7bawMAABMl6WBk9Pp1JNPPqlt27blPKe5uVmPP/64amtrrSsMAAAABeGe21brvq1r9O1D76TX/vcPfqr6HRt0502VkzwSAAAUEkuHhodCIbnd7uue9/TTTyscDltQEQAAAArNH354ixaXXfs1lQHiAAAUH0sDp507d2rlypVTOneyOU8AAACYv9ZXLdV//sCtGWs/+pmp9vgJmyoCAADTZWngNB19fX12lwAAAACbNLzPrVuql2ashf7pNfVfuGxTRQAAYDoKMnB64YUXZBiG3WUAAADAJhWli/TUR7ZmrPWeH9LnO163qSIAADAdlg4Nr66unvS4aZrpz5nhNDOmaWrjxo06evSonE6n3eUAAADM2Aduv0H3blmjfa+OGSD+b6MDxLfeyABxAAAKmaUdTslkUn19fTk/KisrtX37du3Zs0cPP/ywlaXNG4FAICO4AwAAKGZ/+OEtqii99ivrSFL69FcPMUAcAIACZ2ng5Ha71dLSopGRkawfiURCnZ2damhosLKseaOlpYWuJgAAMK9scC3V744bIN710z4996O3bKoIAABMhaWBk8vlks/ns/IpF4x4PK7e3l75/X67SwEAAMirxve5dfO4AeK7v3lY/RcZIA4AQKGyNHCKRqPatm2blU85K/F4XDU1NVPeohaJROT3+9XU1KRAIKBAIKB4PD63RWp0btPu3bsVCoXm/LkAAACstrhskZ56YEvGWu/5If15xxs2VQQAAK7H0qHhlZXFMdwxHo8rHA4rEolM+TGBQECGYWj//v3pbW2GYcjr9SoUCqmxsXGOqpWCwaBaW1vn7PoAAAB2++Ada+TbvEaxw9cGiP/d949pV+0GbblxpY2VAQCAbCztcJqOTZs2Wf6cLS0t8nq9CofDCgQCU56HFIlE1N7enhE2SaMzq1pbW9XU1DRnnU6RSGRatQIAABSrpx7INkD8FSWTDBAHAKDQFGzg1Nvba/lzNjc3q6urS+FweFqzpoLBoHw+X9bQp66uLn1OvhmGoe7ubuZiAQCABWGDa6k+8f7MAeKdP+3Tc3EGiAMAUGjyvqVu06ZNSiQSs7qGaZpF07ETj8dlmqY8Hk/Oczwej2Kx2ITvy+/3KxaLTfm5nE6n+vr60l8Hg0FFo9EZ1Q0AAFCMmu5x69n4Cf0scSG9tvufXpN/6xqtXFxmY2UAAGCsvAdOvb296SHbMwmNpjqgu1Ds3btXklRdXZ3zHJfLJUmKxWLpjidJ6ujomPHzGoYh0zQn3JXOMAxJozOlJCkcDsvtds/4eQAAAApJaoD47/yvzvTamXOX9Ocdb+ipB7baWBkAABgr74GT2+3WI488oocffnjG1zBNUzU1NXmsau6kOpQmC9dSxw4cOJAROM2G2+3OGlgFg0G1tLQoGo0WTZcYAADAdOzcvEY777hB+187lV77u+//VLtqN2jzOgaIAwBQCPIeOLlcLtXW1s7qGk6nU1VVVXmqaG6lOrJSXUzZpI5Z0b2Veo5EIjGjwOnEiROTHu/p6ZlBVQAAAPn11ANb9b0jZzQ0PCJJujKS1Ke/+oramn5RDofD5uoAAEDeA6doNKrKyspZX6erqysP1cy96cyrmu1sq8m0tLSoo6NDnZ2j7eWBQCB9l7zpBE8bNmyYowoBAADy513VS/Xxe2r03/e/mV47cKxP/3DwLX1s+3obKwMAANIcBE6zCZseeeQRORwOeb3eWW3JW4iam5vV3NxsdxkAAACW+fj7a/Tcj07oeOJieu3Pvvmadm5mgDgAAHbLe+A0G6FQSJLU2dmpj3/84/rSl75kc0ULz/Hjxyc93tPTo7vvvtuiagAAAHJbXLZIn/7wVjX83bUB4qfPXtJfdLypTz+wxcbKAABAQQVOqe6o2tpa7dq1qygCJ5fLJdM0p7RdbrI5T4Vi/Xpa0AEAQPHwbb5BH7zjBr0wZoD4//r+Me3asV53rGWAOAAAdimx+gmPHTum+vp6bdq0SdXV1Vk/XC6X3G631aXNyFTmI6XCKO4aBwAAkF8Oh0NPPbBF5aXXfq0dHSB+SMlk0sbKAABY2CwPnDwej6LRqLq7u9XX15f1o7m5WbFYzOrSZiR1R77u7u6c5xiGIUnasWOHJTUBAAAsJDdXL9Mj78v8x8ofHk3oH3/8tk0VAQAASwOnz372s3K73erq6tLIyIhGRkbU2NiY/ryvr0/79u2TaZp5udOdFfx+vyTJNM2c56SO1dXVWVARAADAwvPx99+qm5xLMtb+9BuHdXbwsk0VAQCwsFkaOMViMXV2dmr79u3pNYfDkf68srJSPp9PTz/9tJ544gkrS5uxVIiUqyPLNE0ZhiGPx2NlWQAAAAvKkvJFemrcoPDTZy/pv8fetKkiAAAWNksDp40bN05Y6+3tnbBWWVlZVHvuQ6GQDMNIb50bq62tTZLU2tpqdVkAAAALin/LGr3/9tUZa3/zr8f0xjtnbaoIAICFy9LAaWw3U8qOHTv0zDPPTFhftWqVFSXlZBhGeitcZ2fnpOc2Nzerrq5Ofr8/Y2tdPB5XMBhUKBSiwwkAAGCOORwOfeaBrSpfNH6A+CtF9Y+ZAADMB5YPDZekZ555RseOHZMkPfTQQwoGgzp7NvNfnjo6Oiyvq729XV6vVzU1NfJ6vXI6nXI6nQoEAum1lpaWrI+NRqMKBoMKBAJqampSIBBQMBhUNBpVc3Ozxd8JAADAwnTLqmVqHDdA/N8MBogDAGA1R9LCf+5pbW1Ve3u7YrGYampq9MYbb0iSvF6vjh07pieffFIbN25UOByW0+nU3r17rSoNU3TixAlt2LBBknT8+HGtX7/e5ooAAAAyXRy6It8Xvqu3zIvptTUrK7T/k+/X8opSGysDAKDwzNXf8y3tcGpoaNC2bduUTCYzBoe3traqr69Pzc3NCgQCisViRTM0HAAAAIVlSfki/eGHMweIvzNwSX+5nwHiAABYxfItdaFQSCMjIxndSx6PR52dnXrwwQe1c+dOtbW1adu2bVaXBgAAgHnivq1r9L7bMgeI//U/H9WbDBAHAMASlgZO1dXVOY95PB5Fo1Ht27dPDz30kIVVAQAAYL4ZHSC+RWWLrt20ZngkqU9/9RADxAEAsIClgVMymdTzzz9v5VMCAABggXKvXj5hgPj3jV59/Sc9NlUEAMDCYfmWurq6On384x9P36UOAAAAmCu/+4FbdWPl4oy1//aNwzp/adimigAAWBgsDZxM09SePXvU2Niop59+Wvfdd5+ee+45K0sAAADAArK0vHTCAPGTA4P6yxcYIA4AwFyyNHAKh8NqaGjQ9u3btWfPHrW1tam7u1v33nuvnnjiCQ0MDFhZDgAAABaA++9cq/duWpWx9uXvHdWRUwwQBwBgrlgaODU0NGR8XVlZqccee0z79u2Tz+fTww8/rPr6er344otWlgUAAIB5zOFw6I8+snXCAPGn/pEB4gAAzBXLZzjlsmPHDu3YsUMdHR3y+XzasWOH3SUBAABgnnCvXq6H35s5QPxfjvTqmy+ftKkiAADmN0sDp2yDwg8ePKj6+npVVVXp8ccfl2ma2rlzp55++mkrSwMAAMA893sfvFXrxg0Q/9NvvMoAcQAA5oClgZPX601//swzz2jHjh3yer2KRqPp7XXd3d3at2+fdu7caWVpAAAAmOeyDRDv6R/U/3jhiE0VAQAwf5Va+WR9fX3asWOH4vG4JCmZTMrj8eiJJ57QQw89ZGUpAAAAWIA+dOda/dKtq/TPR86k1778z4YCtetVs3q5jZUBADC/WNrh5HQ61dXVpWQyqYaGBnV3d6uzs5OwCQAAAJZwOBz6zLgB4pevJPUZBogDAJBXlg8NDwaDGhkZ0Z49e7Rx40arnx4AAAAL3K03LNdv/1Lm76Hfe/OM/ukVBogDAJAvlgdOu3fvtvopAQAAgAz/9wc3ae3KcQPEv/6qLgwxQBwAgHywNHAKhUJWPh0AAACQ1bKKUv3XD2/OWHu7f1BfZIA4AAB5YWng1NDQYOXTAQAAADn9yl3r9J6a6oy11u8ZMk6fs6kiAADmD8u31I337LPP6uMf/7jdZQAAAGCBcTgc+uOPblVpSeYA8acYIA4AwKzZHjh1dHQoEonYXQYAAAAWoFtvWKHfyTJA/NuHGCAOAMBs2B44AQAAAHb6vZ2btGZlRcban3z9sC4OXbGpIgAAih+BEwAAABa05RWl+tSvbMlYe8u8qP/5IgPEAQCYKQInAAAALHgP/Nw6/aI7c4B45CVDR8+ct6kiAACKG4ETAAAAFjyHw6E/GjdAfOjKiD7DAHEAAGaEwAkAAACQdNuaFfqtf3dLxtp33zitfa++Y09BAAAUMdsDJ6/Xq507d9pdBgAAAKD/4rtNN6zIHCD+x197lQHiAABMk62B08DAgGpqavTII4/o2LFjdpYCAAAAXB0gvjlj7S3zov7qOwwQBwBgOmwJnI4dO6YdO3aoqqpKfr9fgUBANTU1uvvuu/XTn/7UjpIAAAAASdJH3n2jfn6jK2Mt/F1DxxggDgDAlFkeOD333HOqqalRV1eXkslkxkdnZ6dqamr04osvWl0WAAAAIGl0gPgff/ROLRo3QPyPvsYAcQAApsrSwKm/v191dXXauHGjwuGw+vr6NDIyopGREXV3d2vPnj1asWKFAoGAlWUBAAAAGW5fu0K/+Z5bMtZefP20YodP2VMQAABFxtLAKRgMyufz6ciRI2poaFBlZWX62MaNG9XY2Ki+vj7dfPPNevLJJ60sDQAAAMjw+75NWj1ugPgffe2QBi8zQBwAgOuxNHDq6urSvn37rnve/v371dXVZUFFAAAAQHYrFpfpU7+cOUD8RN9F/dV3um2qCACA4mFp4FRVVTWl85xOZ0b3EwAAAGCHj267UXePGyC+57vd+mkvA8QBAJiMpYGT0+mc8rkOh+P6JwEAAABzaHSA+NbMAeLDI/rjr71qY1UAABQ+SwMnt9utF1544brnHT16VBs3bsx6bNOmTfkuCwAAAMjpjrUr9Ru/eEvG2v7XTin26jv2FAQAQBGwNHB6+umnFQwG9eMf/zjnOQMDA3rkkUdyDg3v7e2dq/IAAACArH7fv0mrlo8bIP51BogDAJBLqZVPdt9998k0TXk8Hrnd7qznGIYhp9Mpr9c74VgikWCrHQAAACy3cnGZnvzlO/T/tF37h9PjiYva891u/b7vNhsrAwCgMFkaOB04cECmaUqSurtz392jr69PfX19WY9NdfA4AAAAkE8f236T/r8f/kwHjl37PfWvvtOtB7ev17uql9pYGQAAhcfSLXUul0stLS3pQGm6H52dnVaWCwAAAKSNDhC/c+IA8a8fsrEqAAAKk6UdTm63Wz6fT5WVlTN6vMfjocMJAAAAttm8bqV+/Rdu1t/+67H0WuzwKb3w2jv64B1r7CsMAIACY2mHUzgc1rZt22Z1jWg0mp9iAAAAgBn4A/9tWrW8PGPtj772qq6MJG2qCACAwmNp4LRx48ZZX2P79u15qAQAAACYmcolZXr8Q5sz1n7ae0E/+ln2GaQAACxElgZOAAAAwHzw4Pab5F61LGPt1Z4Bm6oBAKDwEDgBAAAA01RS4tC7Nzgz1g4TOAEAkEbgBAAAAMzA5nUrMr5+teesTZUAAFB4CJwAAACAGdi8bmXG16+fHGBwOAAAVxE4AQAAADMwPnAavDyiY73nbaoGAIDCQuAEAAAAzMCq5RVatbwiY405TgAAjCJwAgAAAGZo/BwnAicAAEblNXDq7+9XfX297r///nxeFgAAAChIW8ZtqzvM4HAAACRJpfm82O7duxWNRuVwOHTw4EFt27Ytn5cHAAAACsr4OU50OAEAMCqvHU6maaqjo0N79uzJGjZt2rRpytf63Oc+l8fKAAAAgPwbHzj19A/KvDBkUzUAABSOvAZOiURCd999txoaGrIeTyanfpvYcDicr7IAAACAOeFevUzlizJ/pX6VLicAAPIbOO3atUsej0cvvvhi1uMOh2NK1+nv71cikchnaQAAAEDelS0q0aY1yzPWmOMEAECeZzjV1dWpo6NDO3fulMPhkNvtzjhuGIaqq6uvex3TNOV0OvNZGgAAADAnNq9bqUNvX+tqYo4TAAB5Dpyk0a1wfr9fe/fu1Y9+9KOMTqVkMjmlbXXT2XoHAAAA2InB4QAATJT3wEka7XSqq6ubsL5p0ya9+eabU7rGVDqhAAAAALttXrci4+s33zmny1dGVLYor9MrAAAoKpa+C06nc6mqqmoOKwEAAADyY8u4DqehKyMyTp+3qRoAAAqDpYFTV1fXlM89cuTIHFYCAAAA5IdzabnWVS7OWGNbHQBgobM0cKqsrLTy6QAAAABLMMcJAIBMtm0sf+6551RfX69Nmzapurpa9913n7785S/bVQ4AAAAwY+PnOL1K4AQAWODmZGj4ZAYGBtTQ0KD29vaMmU4dHR2KxWKKRqNqa2vTypUrJ7kKAAAAUDgmdjidtakSAAAKg+WB08MPP6xYLKaGhgb5/X45nU5JkmEY2rdvn/bv369du3bpW9/6ltWlAQAAADMyPnA6c+6STp+9pNUrKmyqCAAAe1kaOD377LMyDEOJRGLCsZ07d6qhoUGmaaq2tlbPP/+8Pvaxj1lZHgAAADAjt1Qv0+KyEg1eHkmvvXZyQKtXrLaxKgAA7GPpDKe2tjbt379/0nOcTqc6Ozv1la98xaKqAAAAgNlZVOLQ7WsZHA4AQIqlgVMymZzSnepS2+wAAACAYrFl3OBw5jgBABYySwOn6urqKZ9rmubcFQIAAADk2cTB4XQ4AQAWLksDp2yzm3IZewc7AAAAoNCND5yOnDqnS8NXbKoGAAB7WTo0vLa2VvX19dq7d++k591333269957LapqfohEIuro6JDL5ZIk1dTUqLm52eaqAAAAFo7b12ZuqRseSerIqXPaeuP1R0oAADDfWBo4PfbYY6qtrdX999+vpqYmbd++PR2QJBIJxWIxhcNhmaapRx991MrSipZpmgoEAvJ4PIpGo5IkwzDk9Xrl8Xjk8/lsrhAAAGBhWLm4TOurluhE38X02uGeswROAIAFydLASRq9U53f71ddXV3W45WVlXrhhRcsrqp4NTQ0SJJCoVB6zTAMSUqHeQAAALDG5nUrxwVOzHECACxMls5wkiS3263u7m49+uijqqysVDKZTN+97qGHHtLRo0e1bds2q8sqSrFYTO3t7QoGgxnrPp9PfX198ng8NlUGAACwMDE4HACAUZZ3OKWEQiGFQiH19/crkUho48aNdpWSUzweVyAQUFdXl5xO53XPj0Qiikajcrvd6QHpTzzxxJwFP6ktdD6fT/F4XLFYTG63Wz6fb0r1AgAAIL+2rMuc43S4Z0DJZFIOh8OmigAAsIdtgVNKZWWlKisLa197PB5XOBxWJBKZ8mMCgYAMw9D+/fvTYU9qllIoFFJjY2Pe6+zs7JQ0GnS5XC41NjamnzMYDM7JcwIAACC38R1OfRcu652BS1pbudimigAAsIflW+oKWUtLi7xer8LhsAKBwJS7hCKRiNrb2zPCJml0+2Bra6uampoUj8fzXm9qVpMk1dXVyel0poeHz9VzAgAAILcNVUu1rHxRxhrb6gAAC5EjmUwm7S6iUFVVVck0TfX19U0aPlVVVam2tlYdHR1ZjzscDvl8vpzH56K+uXrOEydOaMOGDZKk48ePa/369Xm9PgAAQLF76Ev/qq6f9qW/fuy+2/W7H7jVxooAAMhtrv6eT4fTLMXjcZmmOemcJo/Ho1gsJtM0M9b9fr8cDseUP6qqqjIe73a7JSlrGOZ0OtNb7gAAAGCdzVnmOAEAsNAQOM3S3r17JUnV1dU5z3G5XJJG7yo3VkdHR/oufVP56Ovry3h8bW1tzuc0TTMdSAEAAMA63KkOAAACp1lLhUiTbblLHTtw4EBen7upqSmjhpRUJ1V9ff20r3nixIlJP3p6emZdNwAAwHw2PnA6eua8Bi9fsakaAADsYftd6opdKtxJdTFlkzo2fkvdbHk8HjU3NysYDKqrqyu93tDQkD42Xal9mwAAAJiZO9aukMMhpSaljiSl10+e1bs3OG2tCwAAKxE4zVIikZiTc6cqFAopEonI7/enO6l27NihaDSa9+cCAADA9S0tL9Ut1ct09Mz59NrhngECJwDAgmJp4HTs2DFJ0i233GLl0857jY2NamxszMu1jh8/Punxnp4e3X333Xl5LgAAgPlq87oVEwInAAAWEssCp6NHj6qmpkZer3fKs4w+97nPae/evTIMQ/X19fqrv/qrOa4S+br9IQAAwEK2ee1KffPlk+mvD588a2M1AABYz7Kh4aZpKhwOTxhwncsjjzyiYDCojRs36vHHH9cPf/hD3X///XNc5fSl5jNNZbvcZHOeAAAAMH9ku1NdMjXUCQCABcCywGn79u2Kx+OqrKzUwYMH9bnPfU6f+9zndPDgwaznRyIR+Xw+tbW16bHHHlNnZ6dGRkb0wgsvWFXylEx2d7qUVBg1lXMBAABQ/DbfmBk4nR0c1lvmRZuqAQDAepYFTpLk8/l03333yev1KhgMqrm5WV6vV08++WTGec8++6wcDoeCwWDGeigUUjgctrLk66qtrZUkdXd35zzHMAxJo8O8AQAAMP/dWLlYKxdnTq843MO2OgDAwmFp4CRJHR0deuihh/T0008rFArpwQcf1NNPP63nn38+fU5qxlMqzEnZvn17wbUi+/1+SaNbBnNJHaurq7OgIgAAANjN4XBk3VYHAMBCYeld6p5++ml1dXVp+/btGevxeFxPPPGEPvaxj2Wsr1yZ+SYtjb55F5JUiJRrNpVpmjIMQx6Px8qyAAAAYLPN61bqB0evzfkkcAIALCSWBk5VVVUTwiZJ8ng8qqysTH89WbdQIQqFQgoGgzIMQ263O+NYW1ubJKm1tdWO0uZUb2+vKioqpv245cuXa8mSJVmPnTlzZsZdbEuXLtWyZcuyHkskErpy5cqMrrt48WKtWLEi6zHTNHX58uUZXbe8vDzjz/1Y/f39GhoamtF1y8rKcs4LO3v2rAYHB2d03UWLFuUcfH/+/HlduHBhRtd1OBxatWpV1mMXL17UuXPnZnRdSVq9enXW9UuXLmlgYOa/9FdXV6ukZGKD6NDQkPr7+2d83aqqKpWWTnxZHh4eVl9f34yvW1lZqfLy8gnrIyMj6u3tnfF1V65cmfM14PTp0zO+Lq8Ro3iNGMVrxDW8RowqpteI9Ysva+TSBZVULJU0MXDiNWIUrxGjeI24ZqG8Rkj8HpHCa8Q1drxGzOa/5UklLXTvvfdO6VhTU1OypKQk63m7du3Ke13ZdHd3JyUlJSU7Ojque35dXV3S7XYn+/r60mtdXV1Jp9OZDIVCc1iptY4fP57+ucz044tf/GLO669atWrG133qqadyXnfLli0zvu4nPvGJnNe95557Znzdurq6nNetq6ub8XXvueeenNf9xCc+MePrbtmyJed1n3rqqRlfd9WqVTmv+8UvfnFWf9ZyaWtrm9V1T506lfW6L7744qyu+8orr2S97iuvvDKr67744otZr3vq1KlZXbetrS3nz3g21+U1YvSD14jRD14jrn3wGjH6UWyvEcu3/0ry5uDXkzcHv5685fGvJ88NXk5fl9eIUbxGjOI14prZXLfYXiP4PWL0g9eIax92v0YcP3485/c2XZZ2OFVWVurLX/6yfud3fidj/ZlnnslISVN3dRuvv79/Tmc4tbe3a/fu3TJNU4lEIl1TIBCQy+WS0+lUfX29mpubJzw2Go0qEokoEAjI7XYrkUjINE1Fo1H5fL45qxkAAACFa+w0iGRSeu3kWXlvrrKvIAAALGL5DKdbb71Vzc3N6YHgnZ2dMk0zffe5/fv3q729XU6nU88//3zGXKfHH39cv/ZrvzZn9dXV1c1qsHdjY6MaGxvzWBEAAACK2crFZRlfH+4ZIHACACwIlgZObrdb+/btUyAQUEdHhyTJ6XRq3759isfjuvfee2UYhoLBoB5//HFt3LhRhmFo+/btikajisVi+tKXvmRlyQAAAMCMuZaVaewkDwaHAwAWCkdyLveoTeJHP/qRJGUdIp4Si8W0a9cumaapmpoa7du3Txs3brSqRGRx4sQJbdiwQZJ08OBB3XjjjdO+BoP8RjHIbxSD/K5h2OcoXiNG8RoxiteIa3iNGFVsrxH/74G39JcvvZX+2vMup577xL+TxGtECq8Ro3iNuGYhvUbwe8QoXiOuseM14tChQ9q2bZsk6fjx41q/fv2Mn2cs2wKn6Th69ChBU4EYGzjl8w8iAADAfPTi66f0W39zIP310vJFeuUz96mkxDHJowAAsM5c/T1/YmxWgAibAAAAUIy2rFuZ8fWFoSv6WWJm/1IPAEAxsS1weu6551RfX69Nmzapurpa9913n7785S/bVQ4AAACQdzesqJBrWeZ2JOY4AQAWAssDp4GBAdXX1ysQCCgajaq7u1t9fX3q6OhQY2Oj7r///lntdwQAAAAKhcPh0OZ1mfNZCJwAAAuBpXepk6SHH35YsVhMDQ0N8vv96YFjhmFo37592r9/v3bt2qVvfetbVpcGAAAA5N3mtSv1L0euDVd+teesjdUAAGANSwOnZ599VoZhKJFITDi2c+dONTQ0yDRN1dbW6vnnn9fHPvYxK8sDAAAA8m7zuDlOdDgBABYCS7fUtbW1af/+/ZOe43Q61dnZqa985SsWVQUAAADMnfGB01vmRfVfnNmtzgEAKBaWBk7JZFKVlZXXPS+1zQ4AAAAodrfesFxlixwZa6+fZFsdAGB+szRwqq6unvK5pmnOXSEAAACARcpLS1SzennGGtvqAADznaWBU7bZTbkkk8k5rAQAAACwzhbmOAEAFhhLA6fa2lrV19df97z77rtP9957rwUVAQAAAHOPweEAgIXG0sDpscceU3d3t+6//349//zzOnbsmAYGBjQwMKBjx47pmWee0Y4dO2QYhh599FErSwMAAADmzPjA6fV3zurKCB39AID5q9TqJ2xra5Pf71ddXV3W45WVlXrhhRcsrgoAAACYO5vXrcj4evDyiI6eOa9bb1ie4xEAABQ3SzucJMntdqu7u1uPPvqoKisrlUwm03eve+ihh3T06FFt27bN6rIAAACAOVO9vEI3rKjIWGNbHQBMjWEY8vv9ikQiMgwjY729vV2BQCBjHYXB8g6nlFAopFAopP7+fiUSCW3cuNGuUgAAAIA5t3ndSp06ezr99eGeAT3w7httrAgAioNpmorFYorFYlmPh0Ihud1ui6vC9Vje4TReZWUlYRMAAADmPQaHA0B+eTwedXV1qbm52e5SkIXtgVMumzZtsrsEAAAAIG/Gz3E63HPWpkoAoPjU1dWpu7tbHR0d6urqUjKZVFdXlzwej92lIQfbttRdT29vr90lAAAAAHkzvsPp5MCg+s4PqWpZuU0VAUBxcbvdbJ0rInkPnDZt2qREIjGra5imKafTmZ+CAAAAgALgXrVM5aUlGhoeSa8d7hnQe25dZWNVAADMjbxvqevt7VVfX5/6+vrSd6CbzkfqcQAAAMB8UrqoRLetWZ6x9ipznAAA81TeO5zcbrceeeQRPfzwwzO+hmmaqqmpyWNVAAAAgP02r12pV966FjIxxwkApi4ejyscDqe/TiQSqq+vV11d3XUfG4vFFA6HFYvFZJpmzvNCoRBDyPMk74GTy+VSbW3trK7hdDpVVVWVp4oAAACAwsCd6gBgZmKxmHbs2JEROBmGoZqaGjU2NmasjxcMBtXS0iK32y2fzyfDMBSPxyWN3ulubIbh8/nm7ptYYPIeOEWjUVVWVs76Ol1dXXmoBgAAACgc4wOnI6fO6fKVEZUtKtibRwOA7dxut1pbWyd0MrndbjU3N6ulpUVer1eNjY0THhsIBNTe3q5wOJxxPB6Py+v1yuVyTRpWYeby/s6Wj7Apn9cBAAAACsWWcYHT0JURdZ8+Z1M1AFAcnE5nzm1z9fX1kka7mMaLRCJqb29XNBqdEEZ5PB75fD7FYrH8FwxJcxA4AQAAAMiucmmZbqxcnLHGtjoAmDm32y1pdBZ0aptc6utgMCiPx3PdGU+TzXTCzBE4AQAAABaaOMeJweEAkIthGGpqalJ7e/uUzk3ZvXu3TNNUU1PTdc93Op2zrhMTETgBAAAAFmJwOABMXTgcViQSUSAQuO65qW4nSemtcrt27cp5vmEYGY9BfhE4AQAAABaiwwkApq66ulqSsg4ElzK7mjweT8a62+3O2b0UiUQkadIOKMwOgRMAAABgoc3rVmR8febcJZ0+e8mmagCgsHk8HjU3N+e8k1yqk2n8nCaXyzXpVrlQKJS+NuYGgRMAAABgoZurl2lJ2aKMNbbVAUB2Pp9PhmFkdDKNFQ6H5XQ61dramvVx2bS0tMgwDEWj0bzXi2sInAAAAAALLSpx6Pa1mV1OBE4AkFsoFFJTU1O6m0kavbOc1+tVIpHQ/v37J3QzhUIhSde2zqW0tLRo79696u7uZn7THCNwAgAAACzG4HAAmDq3262Ojg51dHTI7/fL6/UqEAjI5/Opr68vY3ZTitPp1NGjR9XV1aWmpiY1NTXJ7/dLkrq6ugibLFBqdwEAAADAQrNl3fgOJwaHA8D1pLqWpsrpdOac/YS5R4cTAAAAYLHxHU7dp8/p0vAVm6oBACD/CJwAAAAAi90xLnAaHknqzXfO2VQNAAD5R+AEAAAAWGx5Rane5VqascYcJwDAfELgBAAAANhgM3OcAADzGIETAAAAYAPuVAcAmM8InAAAAAAb3LF2XOB0ckDJZNKmagAAyC8CJwAAAMAGW8Z1OJkXLuvkwKBN1QAAkF8ETgAAAIAN1lct0fKK0ow1ttUBAOYLAicAAADABiUlDt2xlsHhAID5icAJAAAAsMn4weGv0uEEAJgnCJwAAAAAm3CnOgDAfEXgBAAAANhk87rMLXXHzpzXxaErNlUDAED+EDgBAAAANrl97Qo5HNe+HklKr7/DHCcAQPEjcAIAAABssrS8VBurl2Wssa0OADAfEDgBAAAANho/x+k1AicAwDxA4AQAAADYaPwcp8M9bKkDABQ/AicAAADARhPuVHdyQMlk0qZqAADIDwInAAAAwEbjA6ezg8M60XfRpmoAAMgPAicAAADARusqF6tySVnGGoPDAQDFjsAJAAAAsJHD4WCOEwBg3iFwAgAAAGw2YY4THU4AgCJH4AQAAADYLNvgcAAAihmBEwAAAGCzLeMCp5/2XtC5S8M2VQMAwOwROAEAAAA2u/WG5VpU4shYe50uJwBAESNwAgAAAGy2uGyRalYvy1h7lcHhAIAiRuAEAAAAFAAGhwMA5hMCJwAAAKAAEDgBAOYTAicAAACgANyxdkXG16+fPKuRkaRN1QAAMDsETgAAAEABGH+nugtDV/TTxAWbqgEAYHYInAAAAIACsHpFhaqXlWessa0OAFCsCJwAAACAAuBwOJjjBACYN0rtLgCz19LSot7eXkmSYRhyu9164okn5HQ67S0MAAAA07J53Qr985Ez6a8JnAAAxYrAqcgFAgGFQiG53e70Wnt7u3bu3Kmuri4bKwMAAMB0TexwOmtTJQAAzA5b6opYPB5PdzSNVVdXlz4OAACA4jE+cHrLvKj+C5dtqgYAgJkjcCpiiURC8Xg8a7Bkmqb1BQEAAGBWalYvV9kiR8baayfZVgcAKD4ETpOIx+OqqamZcngTiUTk9/vV1NSkQCCgQCAwp11GPp9PTqdTXq9XTU1N6TpbWlrk8Xjk8Xjm7LkBAACQf+WlJbr1hhUZa8xxAgAUI2Y4ZRGPxxUOhxWJRKb8mEAgIMMwtH///vSwbsMw5PV6FQqF1NjYOCe17t+/Xzt37lQkElFbW5vcbreampoUjUbn5PkAAAAwtzavW5ERMjHHCQBQjOhwGqOlpUVer1fhcFiBQGDKd3mLRCJqb2/PCJskye12q7W1VU1NTXPW6eTxeNTY2CiPxyPTNBWPxxUKhZjfBAAAUKS2jB8czpY6AEARInAao7m5WV1dXQqHw/L5fFN+XDAYTG9vGy81wDsYDOarzDTTNOX1elVdXa2uri719fWprq4u3VlF6AQAAFB8xg8Of/3kWQ1fGbGpGgAAZobAaZbi8bhM05x0XpLH41EsFpswC8rv98vhcEz5o6qqKuPxDQ0N8vl8am5uliQ5nU5Fo1F1dHTI6XSqoaEh798vAAAA5tb4wOnS8IiO9Z63qRoAAGaGwGmW9u7dK0mqrq7OeY7L5ZIkxWKxjPWOjg4lk8kpf/T19WU8PhaLye/3T3g+n8+n1tZWGYYx228PAAAAFnMtK9ealRUZa68yxwkAUGQYGj5LqRBpsnlPqWMHDhxIb7HLB7fbPWmoNJ1tgSknTpyY9HhPT8+0rwkAAIDp2bxupd4ZOJ3++nDPgD7y7httrAgAgOkhcJql1Da5VBdTNqlj47fUzVZra6t27typ2trajC19hmFo9+7d2r9//7SvuWHDhnyWCAAAgBnYvG6lvvN6ZuAEAEAxIXCapUQiMSfnToXH41FXV5dCoZASiUQ62HI6nRPumAcAAIDiMX6OE4ETAKDYEDgVObfbrXA4nLfrHT9+fNLjPT09uvvuu/P2fAAAAJhoy7oVGV+/M3BJifNDci0rt6kiAACmh8AJGdavX293CQAAAAveLdXLVFFaokvDI+m1wz0D+ne3rrKxKgAApo671M1SahvbVLbLTTbnCQAAAEgpXVSi29dmdjmxrQ4AUEwInGZpKnOSUmEUM5UAAAAwVZvXZs5xepXACQBQRAicZqm2tlaS1N3dnfMcwzAkSTt27LCkJgAAABS/O9aN73A6a1MlAABMH4HTLPn9fkmSaZo5z0kdq6urs6AiAAAAzAfj71R35NRZDY2Z6QQAQCEjcJqlVIgUi8WyHjdNU4ZhyOPxWFkWAAAAitz4LXWXryTVffqcTdUAADA9BE55EAqFZBhGeuvcWG1tbZKk1tZWq8sCAABAEatcWqabnEsy1hgcDgAoFgROORiGkd4K19nZOem5zc3Nqqurk9/vz9haF4/HFQwGFQqF6HACAADAtG2eMMeJwAkAUBxK7S6gkLS3t2v37t0yTVOJRCJ9V7lAICCXyyWn06n6+no1NzdPeGw0GlUkElEgEJDb7VYikZBpmopGo/L5fBZ/JwAAAJgPNq9bqdjhU+mvXzvJ4HAAQHEgcBqjrq5uVoO9Gxsb1djYmMeKAAAAsJCNHxxOhxMAoFiwpQ4AAAAoUOMDpzPnhnTq7KBN1QAAMHUETgAAAECButm1VEvLF2WsHe5hWx0AoPAROAEAAAAFqqTEodvXMjgcAFB8CJwAAACAAsYcJwBAMSJwAgAAAAoYgRMAoBgROAEAAAAFbMu6zC113afPa/DyFZuqAQBgagicAAAAgAJ2+9rMDqcrI0kdOXXOpmoAAJgaAicAAACggC2vKNXN1Usz1l5lWx0AoMAROAEAAAAFbvNa5jgBAIoLgRMAAABQ4BgcDgAoNgROAAAAQIHbPG5w+OGes0omkzZVAwDA9RE4AQAAAAVufIdT/8XL6ukftKkaAACuj8AJAAAAKHDrq5ZoxeLSjDW21QEAChmBEwAAAFDgHA4Hg8MBAEWFwAkAAAAoAnd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6s1m3KhVGXe0VNWmW1Ia1yxdGXR4d02unzqd7Lv3w+IBeP31+SQ3by0qKtPOm9VeDpUrdtdWpmhvWZH2G0MjouI6cu5ieCTWxLO+83kpcUqbe2deUFWvHpJ3yUk3Lb1i3KmcCRAAAACwNgRNyAoETULhSS/WOnruoo30X9VbfJR05d1Fv9V1Ub//y7aq3dlXJRBBlWao3EU7dsHb+wcaVsXG9fvq8pefSq6cGdWVs8XWXFjt056b1EzOXtkzMYLp94zqV5vDys6GRMfWcvZAOoF47fV6vnzqvExmc3easKNXtG9dp503r9fH33qrtG9Zk7NoAAADILgIn5AQCJ2BlujI2ruP9Q9OCqFQj80wt7ZpqTVlxemnexFK9Nelwyrx0Jd1z6YfHBvTKyUGNLLDX0WTFRQ7tuHGtpefSHZvWqby0MJpsDw5f0RunL1hmQ71++oLOXbi8pOuWFjsU/phX779zY4YqBQAAQDYROCEnEDgBmGp0bFwnzGEd6ZsIoY6eu6SjfROzpHoTl5Y0w2i5OBzSbTesnTRzyamdN63X6rLCCJcWou/CZb2eCqKuzoZ67fR5nR+e/455ZSVF+ouP1+knd2xYxkoBAACwHJbr93x2qQMALElJcZFurq7QzdUVkm6wHBsbT+qEOXQ1gJroFZXqG/V23yWNjC1+RtJCuDes0bsn9Vx65+b1WrOKt0BJql67Sj++dpV+vKY6PZZMJnV68LIlgHrj6oyooSvTd0EcGR3XQ189pL/6tT2621097TgAAABWHn7aBgAsm+Iih7a5KrTNVaH37bAeGxtP6uTAUHpG1Ft91xqZv5W4tOjlcTe7Kiw9l961pVLry0sz8NWsHA6HQ5sqy7Wpslz33H4tRBwfT+pY/5BeO31ez7xwTH//4qn0seEr4/rEVw7p6w/drd03V9lRNgAAAHIIgRMAwBbFRQ5trarQ1qqKaUuxxseTOjk4rLfOXZ0Z1Xfx6uyoiY8vXw2jtjhX691Xg6W7tlbqXZsrVbWmzI4vZ0UoKnKkZ7O9/84bVeR4Qd/54cn08YsjY/r4XzyvbzS+R+/aUmljpQAAALAbgRMAIOcUFTm0xblaW5yr9d7brMfGx5M6e+GyyoqLCJdsVFzk0P9u2KWR0XEdeOV0enxweFQfe+r7+mbTj+uOTetsrBAAAAB2yt19nQEAmEFRkUMb15cTNuWA0uIi/elHdluW3UlS/6Ur+uiT35dx9oJNlQEAAMBuBE4AAGDRVpUUK/wxr358SrPwcxcu66NPfl+9iUs2VQYAAAA7ETgBAIAlKS8t1pMfr1XtLdZm4ScHhvVLbd/TCXPIpsoAAABgFwInAACwZGtWlegvfq1Od221Ngs/1j+kjz75fZ0ZHLapMgAAANiBwAkAAGTE+vJSffUTe/SOm9Zbxo+cu6iPPvl99V24bFNlAAAAyDYCJwAAkDHOijJ9/ZN7dNuNay3jb5y5oI899bwGLl2xqTIAAABkE4ETAADIqOq1q/SNh+7WrdUVlvFXTg7qV/7yeZ0fJnQCAAAodAROAAAg425cX66/bnyPtjhXW8Z/0GvqE185pEsjozZVBgAAgGwgcAIAAMtii3O1vtF4tzauX2UZP3S0X41f7dLwlTGbKgMAAMByI3ACAADL5pbqNfrrh96jDWvLLOP/9mafHvl6t0ZGx22qDAAAAMuJwAkAACyr225cq68/dLecFaWW8edeO6v/+jcvaHSM0AkAAKDQEDgBAIBld+em9fraJ+7WuvISy/h3Xz6l32r/gcbGkzZVBgAAgOVA4AQAALLi3Vsr9ZVf26OKsmLL+N/+4IQe/dYPNU7oBAAAUDAInAAAQNZ4b6nSX/xqncpLrT+CRLuP6XN/+7KSSUInAACAQkDgBAAAsuo97mpFPlarsmLrjyFf+95b+sO//xGhEwAAQAEgcAIAAFn3n26/QX/+UY9KihyW8bZ/PaL/1fm6TVUBAAAgUwicAACALXw7N+pPPrxbUzIn/emzb+rPnnvTnqIAAACQEQROAADANj971036owd/TI4podMX/vE1Pfmvhj1FAQAAYMkInAAAgK0+uHur9n3w3dPG/9+/+5G+/r23bKgIAAAAS0XgBAAAbPfhPTfrf/7czmnjv/N/X1K0q9eGigAAALAUBE4AACAn/OpPbNejP33ntPHgt36ov/3BCRsqAgAAwGIROAEAgJzx8D01+m++HZax8aT0m/sP67svnbKpKgAAACwUgRMAAMgpv7F3hx6+p8YyNjae1H/5m7iee+2MTVUBAABgIQicAABATnE4HAref4d+9b23WsavjCX18Ne69e9vnrOnMAAAAMwbgRMAAMg5DodDn/u5nfqlPTdbxi+PjuuTf9WlQ0cTNlUGAACA+SBwAgAAOcnhcOgPfvFd+tDuLZbxoStj+rW/PKTDvaY9hQEAAOC6CJwAAEDOKipyqLX+Lv3su2+yjF+4PKpfeer7evnEgE2VAQAAYC4ETgAAIKeVFBfpjz+8S753bLSMDw6P6mNPPa83Tp+3qTIAAADMhsAJAADkvNLiIv3ZR3frfTs2WMYTF0f0kSe/ryPnLtpUGQAAAGZC4AQAAPLCqpJiRT5Wq/e4XZbxs+cv66Nt31Nv4pJNlQEAAGAqAicAAJA3VpcV66mP18lzs9MyfmJgWB958ns6NTBsT2EAAACwIHACAAB5Zc2qEn3lE3v07i2VlvHexJA+8uT3dPb8ZZsqAwAAQAqBEwAAyDvry0v11U/s0Z2b1lnGjbMX9ctPfl+JiyM2VQYAAACJwAkAAOSpqjVl+vpDd6vmhjWW8ddOn9fHnvq+Boau2FQZAAAACJwAAEDe2rB2lf76offoZleFZfzlE4P61b98Xhcuj9pUGQAAwMpG4AQAAPLapspyfaPxbm1xrraMv/C2qU985ZCGRsZsqgwAAGDlInACAAB5b2tVhf76obt147pVlvHnjyTU9LUuDV8hdAIAAMgmAicAAFAQbt2wRt9ovFvVa8os4//6xjn957+Oa2R03KbKAAAAVh4CJwAAUDBuu3GdvvbJu1W5utQyfvDVM/pv+1/Q6BihEwAAQDYQOAEAgIKyc/N6fe2Te7RuVYll/O9fPKXPdPxQY+NJmyoDAABYOQicAABAwblrq1Nf+USdKsqKLePPvHBcv/3MixondAIAAFhWBE4FIBgMKhAIyOv1yuv1KhKJ2F0SAAC2897i0lMfr9OqEuuPO9881Kvf+/bLSiYJnQAAAJYLgVOe8/v9amhoUDQaVXd3t0KhkJqbmxUIBOwuDQAA2/14TbUiv1KrsmLrjzx/9R9v6fF/eJXQCQAAYJkQOOWx1tZWNTc3y+PxpMd8Pp9aWlrU0dGhjo4OG6sDACA33HP7DfrSR3arpMhhGQ//i6E/jr1hU1UAAACFjcApj3V2dioQCMg0Tct4Q0ND+jgAAJDufecm/fGHd2lK5qQ/OfiGwv/cY09RAAAABYzAaQ7xeFw1NTXTAp3ZRCIR+f3+9JK2QCCgeDy+bPV5PB45nc5p46kxwzCW7bUBAMg3H7hrs75Q/2NyTAmd9v3Dq/rOD0/YUxQAAECBKrn+KStPPB5XOBxeUPPtQCAgwzB08OBBS+Dj9XoVCoXU1NSU8TpDoZBCodC08VgsJmmivxMAALjmAe9WXR4d12efedEy/t/bf6AtztXafXOVTZUBAAAUFmY4TdLa2iqv16twOKxAIDDj7KGZRCIRdXR0WMImSXK73Wpra1Nzc/OyznSaKhQKye12q6WlJWuvCQBAvvjI3Tfrt3/mHZaxy6Pjavxql3oTl2yqCgAAoLA4kmzPMquqqiqZpqn+/v45w6eqqirV1tbO2jPJ4XDI5/NlpafSTDOtMunYsWPatm2bJKm3t1dbt27N+GsAALDcksmkfuf/vqS//v7blvHbN65VxyPv1fryUpsqAwAAyK7l+j2fGU5LFI/HZZqmZae4qTwej2Kx2LReUH6/Xw6HY96Pqqq5p/kHAgFJUnd397KETQAAFAqHw6H/+fPv1Pt2bLCMv376gn79Gy9odGzcpsoAAAAKA4HTEu3fv1+SVF1dPes5LpdL0rXeSimdnZ1KJpPzfvT398/6GoFAQH6/X9FoND029fUAAMA1pcVF+rOPerTjxrWW8X95/ax+79uviEngAAAAi0fgtESpUGeuGUWpY4cOHVqWGgKBgB577DFLY3LTNC3hEwAAmG59ean+4lfrVL2mzDL+te+9pa/8+1F7igIAACgA7FK3RKllcqlZTDNJHZu6pC4TvF6vJGnfvn2WccMw1NDQsODrHTt2bM7jJ0+eXPA1AQDIZdtcFYr8Sq1+qe17Ghm9tpTu8995RbdUV+j9d260sToAAID8ROC0RIlEYlnOnY9AIJDe/W6mXfBCodCCr5lqFAYAwErivaVKX6i/S7/xzcPpsfGk9F++8YI6Hnmv3nHTevuKAwAAyEMsqctj0Wh0zp5PPp/P7hIBAMgbv7Bri37Td7tl7OLImD75lUM6MzhsU1UAAAD5iRlOsOjt7Z3z+MmTJ7Vnz54sVQMAQHb917236WjfRT3zwvH02ImBYT301S7tb/pxrS4rtrE6AABWLtM0tW/fPsvqnkQioccee0z19fU2VobZEDgtkcvlkmma81ouN1efp1yxdetWu0sAAMA2DodDjz/wbh3rv6RDR6/tDvvDYwP6zf2H9ecf9aioyGFjhQAArDyGYSgYDCoUCsntdqfHW1tbFQgE5PF41N3dbWOFmAlL6pZort3pUlJh1HzOBQAA9lpVUqzwx2p1s6vCMv7dl0/pCwdes6kqAABWrkAgINM0p23E1dLSIrfbrXg8rmAwaE9xmBWB0xLV1tZKknp6emY9xzAMSVJdXV1WagIAAEvjWlOmv/jVOq0rt04G//I/9ai9a+7l5wAAILPi8bhisdi03dklpWc8xWKxbJeF6yBwWiK/3y9J05LWyVLHWFcKAED+uO3GtXril70qmbKE7rNPv6h/7zlnU1UAAKw8TU1Ncjqdam5unvWcfGhhs9IQOC1RKkSaLU01TVOGYcjj8WSzLAAAkAE/cdsGff4X32UZGx1P6pGvx2WcvWBTVQAArCzhcFj9/f0z7sSe+l08EAhkuyxcB4FTBoRCIRmGkV46N1l7e7skqa2tLdtlAQCADPilPTer6T+5LWMDQ1f0ia8cUv/FEZuqAgAAHR0dkiaW1TU1NdlcDaYicJqFYRjppXBdXV1zntvS0qL6+nr5/X7L0rpU47JQKMQMJwAA8ljw/jt1786NlrGjfZfU/LVuXR4ds6kqAABWLsMw1NjYOO8d6mKxmAKBgKqqquRwOGZ9tLa2ZqH6laHk+qesHB0dHdq3b59M01QikUjvKhcIBORyueR0OtXQ0KCWlpZpz41Go4pEIgoEAnK73UokEjJNU9FodMZpfwAAIH8UFzn0xx/epQfD/6GXjg+mx58/mtBjT7+oPwr8mBwOxxxXAAAAS2UYhoLBoAzDUDweV0tLi0Kh0HWfFwwG1draKrfbLZ/Pl36+JHk8nvRmYJL4/T2DHMlkMml3Ecgfx44d07Zt2yRJvb292rp1q80VAQCQPacGhvWLf/ZvOjU4bBn/zH136D//1G02VQUAwMoTj8fV2Ngo0zQVDodnDYoCgYA6OjoUDocty+7i8bi8Xq98Pp86OzuzVXZOWq7f81lSBwAAME+bKsv15MdrVVFWbBn/wj++pu/88IRNVQEAsPKkltIlEgn5/f50P6fJIpGIOjo6FI1Gp/V48ng88vl8s24AhqUjcAIAAFiAd22p1P/58G5NXUH339t/oBfe7renKAAAVqhUkJSa7ZRimqaCwaA8Hk96d/nZTH4eMofACQAAYIF8Ozfqt3/mHZaxy6Pjavxql471X7KpKgAAVp66ujpJE6FRapd4Sen+zM3NzbM+N7XTfKp/MzKLwAkAAGARPvmT2/WRu2+2jJ27MKJPfqVL54ev2FQVAACFJRKJqKqqSoFAYMbjbrc7/fHk3epSS+UefPDBWa9tGIbl+cgsAicAAIBFcDgc+r2ff6fet2ODZfy10+f16994QaNj4zZVBgBA4QiHwzJNUx0dHekZSZMlEon0x16vN/1xKkyabfZSJBKRpDlnQGFpCJwAAAAWqbS4SF/6iEe33bjWMv7Pr5/V57/zik1VAQBQOGprayVNzGSaaTZSPB5Pfzx5pzqXyzXnUrlQKCSPx6OWlpbMFQsLAicAAIAlqFxdqr/81TpVrymzjP/Vf7ylr/zbEZuqAgCgMAQCAXk8HvX09Mx4PBwOS5poHj45kPL5fDPOiJKk1tZWGYahaDSa+YKRRuAEAACwRNtcFYr8ildlJdYfrX7/O6/o2VdP21QVAAD5z+fzqbm5WV6v1zKbSZpYDmcYhurr69PBU0ooFJJ0belcSmtrq/bv36+enh76Ny0zRzKZTNpdBPLHsWPHtG3bNklSb2+vtm7danNFAADkjv/v8HH9xjcPW8bWlBWr45H36h03rbenKAAACoBhGAqFQjIMI923ye12q7m52bKUbjLTNBUMBi3X8Pv9LKObYrl+zydwwoIQOAEAMLc/ib2h/x173TK2ubJc//c//4RuXF9uU1UAAAAzW67f81lSBwAAkEH/de9t+sVdmy1jJwaG1fjVLg2NjNlUFQAAQHaV2F0A8ldfX59WrVq14OetXbtWq1evnvHYuXPntNhJdxUVFVqzZs2MxxKJhMbGFvdDfnl5udatWzfjMdM0deXKlUVdt6ysTJWVlTMeGxgY0MjIyKKuW1paOutuDOfPn9fw8PCirltcXCyXyzXjsYsXL+rSpUuLuq7D4dCGDRtmPDY0NKQLFy4s6rqSdMMNN8w4fvnyZQ0ODi76utXV1Soqmp7Xj4yMaGBgYNHXraqqUknJ9Nvy6Oio+vv7F33dyspKlZWVTRsfHx9XX1/foq+7fv36We8BZ8+eXfR1uUdM4B4xIV/vEY8/cJeO9Q+p661rf3cPv3VOjzz5nEIP3KWiIseCr8s9YgL3iAncIybk6z2CnyO4R6Rwj5jAPeIaO+4RS/m7PKcksAC9vb1JSUt6fOlLX5r1+hs2bFj0dT/3uc/Net2dO3cu+rqf+tSnZr3uPffcs+jr1tfXz3rd+vr6RV/3nnvumfW6n/rUpxZ93Z07d8563c997nOLvu6GDRtmve6XvvSlJf1Zm017e/uSrnvmzJkZr/vcc88t6bovvfTSjNd96aWXlnTd5557bsbrnjlzZknXbW9vn/V7vJTrco+YeHCPmHjk8z3i3Pnh5PtCzyZvCX4neUvwO8mNv/SHS7ou94iJB/eIiQf3iIlHPt8jpuLniGuWcl3uERMP7hETD+4R1x7zvUf09vbO+rUtFEvqAAAAlkH12lX6i1+t1bpyJpQDAICVh8AJAABgmdx24zo98ctelSxiCR0AAEA+I3ACAABYRj9x2wZ9/hffZXcZAAAAWeVIJhfZNQ0r0uTtEg8fPqzNmzdf5xnT0chvAo38JtDI7xqafU7gHjGBe8SEQrpH/P7/9wO1HXzZMratarX+6tf2yLlm+t/RqbhHTOAeMYF7xIRCukfwc8Q13CMmcI+YwD1iwnLeI15++WXt2rVLktTb26utW7cu+nUmI3DCgkwOnDL5BxEAgEI3Np7Uw1/vVucrpy3je7a79PVP3q2yEiaeAwCA7Fuu3/P5yQYAACALiosc+pMP79I7N6+3jD9/JKHHnn5x0f/qDgAAkIsInAAAALKkoqxET328ThvXW5eRfCt+TH/+Tz02VQUAAJB5BE4AAABZtKmyXE99vE6rS4st41/4x9f0dz88aVNVAAAAmUXgBAAAkGXv2lKp//NLu+VwWMd/q/2wXnh78c19AQAAcgWBEwAAgA38Ozfqt3/mHZaxy6Pjavxqt471L243HgAAgFxB4AQAAGCTT/7kdn3k7pstY+cuXNYnv9Kl88OL2wobAAAgFxA4AQAA2MThcOj3fv6det+ODZbx106f13/5mxc0OjZuU2UAAABLQ+AEAABgo9LiIn3pIx7dduNay/g/vXZWn//OKzZVBQAAsDQETgAAADarXF2qv/h4nVxryizjf/Ufb+kr/3bEpqoAAAAWj8AJAAAgB9xcXaG2X/GqrMT649nvf+cVPffqGZuqAgAAWBwCJwAAgBzhvcWlL9TfZRkbT0q//o24fnRy0KaqAAAAFo7ACQAAIIf8wq4t+m++HZaxiyNj+uRXDunM+WGbqgIAAFgYAicAAIAc8xt7d+gXdm22jJ0YGFbjX3VpaGTMpqoAAADmj8AJAAAgxzgcDoUeuEveW6os4z84NqD/Hj2s8fGkTZUBAADMD4ETAABADiovLVbkY15tc622jP/9i6f0xQOv2VQVAADA/BA4AQAA5Kjqtav0l79ap3XlJZbxP/+nHkW7em2qCgAA4PoInAAAAHLYbTeu05c/6lVxkcMy/tlnXtR/9PTZVBUAAMDcCJwAAABy3E/u2KDP/8K7LGNXxpJ6+OvdMs5esKkqAACA2RE4AQAA5IGP3H2zGt+33TI2MHRFn/yrLvVfHLGpKgAAgJkROAEAAOSJR3/6HfLv3GgZO3Luon7n/75kU0UAAAAzI3ACAADIE8VFDv3Jh3fpnZvXW8b/7sWT+p5BPycAAJA7CJwAAADySEVZiZ76eJ2qKkot47/37Vc0Np60qSoAAAArAicAAIA8s6myXL917x2WsR+dHNT+Q702VQQAAGBF4AQAAJCHfqlum+7ctM4y9sUDr2lg6IpNFQEAAFxD4AQAAJCHSoqL9Lsf2GkZS1wc0f85+IZNFQEAAFxD4AQAAJCn3nvbBt33TuuudX/170f15pkLNlUEAAAwwbbA6fDhw3r66ad1+PDh9Nizzz6rwcFBu0oCAADIO7/9MztVVnztR7rR8aT+4O9esbEiAAAAGwKnw4cPq66uTl6vV4FAQOFwOH2sqqpK9fX1evrpp7NdFgAAQF66ubpCD71vu2XsudfO6rlXz9hUEQAAQJYDp4GBAb3//e9Xf3+/Ghsb9cQTT1iO7969WwcOHNCBAwd09OjRbJYGAACQtz71U7fpxnWrLGOf/7tXNDI6blNFAABgpctq4BQMBtXU1KQ333xTTzzxhBobG2c874knnlAoFMpmaQAAAHlr7aoSBe+/0zJmnL2or/7HUXsKAgAAK17Wl9Q9/vjj8zovmUwucyUAAACF44O7t+jHtjktY39y8A31XbhsT0EAAGBFy2rg5HA45n1uf3//MlYCAABQWIqKHPrdD+y0jJ0fHtUfdb5uU0UAAGAly2rglEgk5nXewMAAgRMAAMACeW+p0gd3b7GM/c3zb+vlEwM2VQQAAFaqrAZOVVVV+uxnP2sZm2npnM/n07333putsgAAAApG8P47tbq0OP15Min9/rdfoV0BAADIqqwGTqFQSE888YTuv/9+PfPMMzp69KgcDocGBwd1+PBhPfnkk9qxY4dM09SnP/3pbJYGAABQEDZVlus//1SNZez7RxL6h5dO2VQRAABYiUqy+WKVlZVqb2/Xvffeq87OzvR4JBJJf7x9+3bLMQAAACzMQ+9z62+e79Vxcyg99gd/9yO9/84bVT5p9hMAAMByyfoudT6fT4lEQh/60IeUTCbTj8rKSjU2NurNN9/U9u3bs10WAABAwSgvLdZv/+w7LGPHzSE9+a+GTRUBAICVJqsznFKcTqei0agk6ciRI3K5XKqsrLSjFAAAgIL00+/apLu3u/T9I9c2bfmz53pU792mTZXlNlYGAABWgqzPcJpq+/bt08KmI0eO6JFHHrGpIgAAgPzncDj0uz+3U0WOa2NDV8YU+u6r9hUFAABWDNsDp5kYhqGuri67ywAAAMhr79xcqQ/vudky9swLx9X9Vr9NFQEAgJUiq0vq5jNrKZFIKBaLyeVyZaEiAACAwvbf/bfr2z84ofPDo+mx3//2y3rmUz+hosnTnwAAADIoq4HT/v37NTAwoGQyOes5DodDyWRSpmlmrzAAAIACVb12lX5j7w79v3/3o/TYD44N6JkXjusB71YbKwMAAIUsq4GTy+WSz+dTc3PztGOmaaqnp0ft7e16+OGH5fV6s1kaAABAwfqVH79V33j+bRlnL6bHQt99Vfe9a5PWrrJlDxkAAFDgsvoThtPp1Gc/+1nt2rVr1nNaWlr06KOPqra2NnuFAQAAFLCykiL9jw/s1K/95aH02Jnzl/Xnz72plvvvtLEyAABQqLLaNDwUCsntdl/3vMcff1zhcDgLFQEAAKwMP3XHjfqpO26wjD35r0f0dt8lmyoCAACFLKuB0969e7V+/fp5nTtXnycAAAAs3O98YKdKJjUKHxkb1x/8/Ss2VgQAAApVVgOnhejvZ7teAACATKq5Ya0+/t5bLWP/+PJp/fub5+wpCAAAFKycDJyeffZZGYZhdxkAAAAF57/u3SHXmjLL2O9/5xWNjo3bVBEAAChEWW0aXl1dPedx0zTTH9PDaXFM09T27dt15MgROZ1Ou8sBAAA5pnJ1qT597x367DMvpsdePXVef3OoVx97zy02VgYAAApJVgOnZDJpCZWmcjqdcrvdam5u1kMPPZS9wgpIIBCY83sMAADQULdNX/veW/rRycH02P868Jp+7q6b5Kwom+OZAAAA85PVJXVut1utra0aHx+f8ZFIJNTV1aXGxsZsllUwWltbmdUEAACuq7jIoc/93E7LWP+lK/rj2Bs2VQQAAApNVgMnl8sln8+XzZdcMeLxuPr6+uT3++0uBQAA5IH3uKv1M+/eZBn72vfe0hunz9tUEQAAKCRZDZyi0ah27dqVzZdckng8rpqamnkvUYtEIvL7/WpublYgEFAgEFA8Hl/eIjXRt2nfvn0KhULL/loAAKBwPPbT71BZybUfB8fGk/r977yiZDJpY1UAAKAQZLWHU2VlZTZfbtHi8bjC4bAikci8nxMIBGQYhg4ePJhe1mYYhrxer0KhkJqampapWikYDKqtrW3Zrg8AAArTNleFmv+TW3/67JvpsX9945yeffWM9r5jo42VAQCAfJfVGU4LsWPHjqy/Zmtrq7xer8LhsAKBwLz7IUUiEXV0dFjCJmmiZ1VbW5uam5uXbaZTJBJZUK0AAACTPfL/1GjT+nLL2Oe/84pGRsdtqggAABSCnA2c+vr6sv6aLS0t6u7uVjgcXlCvqWAwKJ/PN2PoU19fnz4n0wzDUE9PD32xAADAolWUlSj403dYxo72XdJX/v2ITRUBAIBCkPEldTt27FAikVjSNUzTzJsZO/F4XKZpyuPxzHqOx+NRLBab9nX5/X7FYrF5v5bT6VR/f3/682AwqGg0uqi6AQAAUn7hx7boq//xll5420yP/enBN/XB3Vt1w7pV9hUGAADyVsYDp76+vnST7cWERvNt0J0r9u/fL0mqrq6e9RyXyyVJisVi6RlPktTZ2bno1zUMQ6ZpTtuVzjAMSRM9pSQpHA7L7XYv+nUAAEDhKypy6HM/90794p/9W3rs/OVR/dGB1/T4A3fZWBkAAMhXGQ+c3G63Hn74YT300EOLvoZpmqqpqclgVcsnNUNprnAtdezQoUOWwGkp3G73jIFVMBhUa2urotFo3swSAwAA9tu1zakHPFv1rfix9Nj+rl798ntu0bu25MfGLwAAIHdkPHByuVyqra1d0jWcTqeqqqoyVNHySs3ISs1imknqWDZmb6VeI5FILCpwOnbs2JzHT548uYiqAABAPgjef4e++9JJXRwZkyQlk9LvfftltTf/uBwOh83VAQCAfJLxwCkajaqycun/Ctbd3Z2BapbfQvpVLbW31VxaW1vV2dmprq4uSRNL6lK75C0keNq2bdsyVQgAAHLdjevL9amfuk1f+MfX0mOHjvbr7148qQ/ctdnGygAAQL7JeOC0lLDp4YcflsPhkNfrXdKSvJWopaVFLS0tdpcBAADy3Cd/cru+eeht9SaG0mP7/v5V7b1zo1aXFdtYGQAAyCcZD5yWIhQKSZK6urr0yCOP6Mtf/rLNFa08vb29cx4/efKk9uzZk6VqAABAtpWXFuu3f2anHv76tdnmx80hRf7F0G/4dthYGQAAyCc5FTilZkfV1tbqwQcfzIvAyeVyyTTNeS2Xm6vPU67YunWr3SUAAACb3ffOjXpvTbX+vacvPfblf35Tgdqt2uxcbWNlAAAgXxRl+wWPHj2qhoYG7dixQ9XV1TM+XC6X3G53tktblPn0R0qFUewaBwAA8oHD4dDv/txOFU3qEz58ZVyP/8Or9hUFAADyStYDJ4/Ho2g0qp6eHvX398/4aGlpUSwWy3Zpi5Laka+np2fWcwzDkCTV1dVlpSYAAIClunPTen3k7pstY3/7gxPqOrp8m6AAAIDCkdXA6Qtf+ILcbre6u7s1Pj6u8fFxNTU1pT/u7+/XgQMHZJpmRna6ywa/3y9JMk1z1nNSx+rr67NQEQAAQGb8lv8OrS+3dmD4vW+/ovHxpE0VAQCAfJHVwCkWi6mrq0u7d+9Ojzkc1+ZqV1ZWyufz6fHHH9djjz2WzdIWLRUizTYjyzRNGYYhj8eTzbIAAACWzLWmTL/pv90y9uLxAXXEj9lUEQAAyBdZDZy2b98+bayvr2/aWGVlpZLJ/PmXs1AoJMMw0kvnJmtvb5cktbW1ZbssAACAJfvl99yi225caxlr/e5rOj98xaaKAABAPshq4DR5NlNKXV2dnnzyyWnjGzZsyEZJszIMI70Urqura85zW1paVF9fL7/fb1laF4/HFQwGFQqFmOEEAADyUmlxkf7HB3Zaxs5duKwvPfemTRUBAIB8kPWm4ZL05JNP6ujRo5KkBx54QMFgUOfPn7ec09nZmfW6Ojo65PV6VVNTI6/XK6fTKafTqUAgkB5rbW2d8bnRaFTBYFCBQEDNzc0KBAIKBoOKRqNqaWnJ8lcCAACQOffcfoP23nmjZewv/39HdfTcRZsqAgAAuc6RzOLatba2NnV0dCgWi6mmpkavv/66JMnr9ero0aP67Gc/q+3btyscDsvpdGr//v3ZKg3zdOzYMW3btk2S1Nvbq61bt9pcEQAAyAbj7AXd98f/oitj13509O/cqLZfqbWxKgAAsFTL9Xt+yfVPyZzGxka9+eab6uzstDQOb2trU21trWUmUHd3dzZLAwAAwBzcN6zVr/3EdkX+5VrPys5XTutf3zir9+24wcbKAABALsr6krpQKKTx8XHL7CWPx6Ouri596EMf0t69e9Xe3q5du3ZluzQAAADM4dfff5s2rC2zjP3+t1/R6Ni4TRUBAIBcldXAqbq6etZjHo9H0WhUBw4c0AMPPJDFqgAAADAf68tL9Zn77rCMvXHmgv76+2/bVBEAAMhVWQ2cksmknnnmmWy+JAAAADKo3rtN79y83jL2vzpfV//FEZsqAgAAuSjrS+rq6+v1yCOPpHepAwAAQP4oLnLocz/3TsvYwNAV/XHsdZsqAgAAuSirgZNpmnriiSfU1NSkxx9/XPfdd5+efvrpbJYAAACAJdqz3aUP3HWTZezr339br506b1NFAAAg12Q1cAqHw2psbNTu3bv1xBNPqL29XT09Pbr33nv12GOPaXBwMJvlAAAAYJEe+5l3aFXJtR8lx8aT+v3vvKxkMmljVQAAIFdkNXBqbGy0fF5ZWanPfOYzOnDggHw+nx566CE1NDToueeey2ZZAAAAWKAtztV6+J4ay9i/vdmnzldO21QRAADIJVnv4TSburo61dXVqbOzUz6fT3V1dXaXBAAAgDk8fE+Nbqost4z9wd//SJdHx2yqCAAA5IqsBk4zNQo/fPiwGhoaVFVVpUcffVSmaWrv3r16/PHHs1kaAAAAFmh1WbEe/ek7LWNv9V3SX/7bUXsKAgAAOSOrgZPX601//OSTT6qurk5er1fRaDS9vK6np0cHDhzQ3r17s1kaAAAAFuHnf2yzam+psoz96cE3dOb8sE0VAQCAXJDVwKm/v191dXUqLi5Wc3Ozuru7tXv3bkWjUSUSCT3++OPavn17NksCAADAEjgcDn3u594ph+Pa2MWRMX3hu6/ZVxQAALBdVgMnp9Op7u5uJZNJNTY2qqenR11dXXrggQeyWQYAAAAy6N1bKxXwbrWMRbuP6YfHTHsKAgAAtst60/BgMKjx8XE98cQTzGYCAAAoEJ++7w6tXVViGfu9b7+iZDJpU0UAAMBOWQ+c9u3bl+2XBAAAwDK7cV25fv39t1nGut/q19/+4IRNFQEAADtlNXAKhULZfDkAAABk0a/9xK26pbrCMvb4P7yqSyOjNlUEAADsktXAqbGxMZsvBwAAgCxaVVKs3/nZnZaxkwPDeuKfDZsqAgAAdsn6krqpvvWtb+mRRx6xuwwAAABkgO8dN+p9OzZYxsL/3KNj/ZdsqggAANjB9sCps7NTkUjE7jIAAACQAQ6HQ//jAztVXORIj10eHdfj//CqjVUBAIBssz1wAgAAQGG5feM6/fLdN1vGvvPDk3r+SMKmigAAQLYROAEAACDjftN/u5wVpZax3/v2yxobT9pUEQAAyCYCJwAAAGScs6JMv+W/3TL28olBRbt6baoIAABkE4ETAAAAlsVH9tys2zeutYx94R9f0+DwFZsqAgAA2ULgBAAAgGVRUlyk3/3AOy1jfRdH9KVn37SpIgAAkC22B05er1d79+61uwwAAAAsg5/csUH+nRstY3/5b0dknL1gU0UAACAbbA2cBgcHVVNTo4cfflhHjx61sxQAAAAsk9/+mXeorPjaj51XxpL6g7/7kY0VAQCA5WZL4HT06FHV1dWpqqpKfr9fgUBANTU12rNnj9566y07SgIAAMAyuXXDGn3iJ7dbxg6+ekb/9NoZmyoCAADLLeuB09NPP62amhp1d3crmUxaHl1dXaqpqdFzzz2X7bIAAACwjH79/bfphnWrLGOf/84rujI2blNFAABgOWU1cBoYGFB9fb22b9+ucDis/v5+jY+Pa3x8XD09PXriiSe0bt06BQKBbJYFAACAZbZ2VYk+c98dlrGesxf19e8xux0AgEKU1cApGAzK5/PpzTffVGNjoyorK9PHtm/frqamJvX39+uWW27RZz/72WyWBgAAgGVW79mqd2+ptIz9787Xlbg4YlNFAABguWQ1cOru7taBAweue97BgwfV3d2dhYoAAACQLUVFDv3Pn99pGRscHtX/6nzNpooAAMByyWrgVFVVNa/znE6nZfYTAAAACoP3Fpd+Yddmy9g3vv+23jh93qaKAADAcshq4OR0Oud9rsPhWL5CAAAAYJtHf/pOrS4tTn8+npS+88OTNlYEAAAyLauBk9vt1rPPPnvd844cOaLt27fPeGzHjh2ZLgsAAABZdFPlaj3g3WIZeztxyaZqAADAcijJ5os9/vjjqqur05NPPqkf+7Efm/GcwcFBPfzww4pGozMe7+vrW84SAQAAkAW3Vq+xfH7cHLKpEgAAsByyGjjdd999Mk1THo9Hbrd7xnMMw5DT6ZTX6512LJFIsNQOAACgAGxxrrZ8foLACQCAgpLVwOnQoUMyTVOS1NPTM+t5/f396u/vn/HYfBuPAwAAIHdtnhI4nRoY1th4UsVF/OMiAACFIKuBk8vl0mc/+1k1NjYu6vk9PT3y+/0ZrgoAAADZtqXKGjiNjid19vxlbaost6kiAACQSVkNnNxut3w+nyorKxf1fI/HwwwnAACAAlC9pkxlJUUaGR1Pjx03LxE4AQBQILK6S104HNauXbuWdI3ZmokDAAAgfzgcjml9nI6bwzZVAwAAMi2rgdP27duXfI3du3dnoBIAAADYbbPTOpuJxuEAABSOrAZOAAAAQMrmSnaqAwCgUBE4AQAAwBZTG4cTOAEAUDgInAAAAGCLzfRwAgCgYBE4AQAAwBbTmob3X7KpEgAAkGkETgAAALDF1BlOg8OjOj98xaZqAABAJhE4AQAAwBY3VZZPGzs5wLI6AAAKAYETAAAAbFFeWqwNa8ssY8dpHA4AQEHIaOA0MDCghoYG3X///Zm8LAAAAArU1D5O7FQHAEBhyGjgtG/fPkWjUXV2durw4cOZvDQAAAAK0LSd6voJnAAAKAQZDZxM01RnZ6eeeOIJ7dq1a9rxHTt2zPtaX/ziFzNYGQAAAHLR1MCJGU4AABSGjAZOiURCe/bsUWNj44zHk8nkvK8VDoczVRYAAABy1PTAiabhAAAUgowGTg8++KA8Ho+ee+65GY87HI55XWdgYECJRCKTpQEAACAHbXFad6qjaTgAAIWhJJMXq6+vV2dnp/bu3SuHwyG32205bhiGqqurr3sd0zTldDozWRoAAABy0NQZTqcGhzU2nlRx0fz+oRIAAOSmjM5wkiaWwrW3t+tDH/qQksmk+vr60o9kMjnvBwAAAArf1F3qxsaTOnOeZXUAAOS7jM5wSqmvr1d9ff208R07duiNN96Y1zXmMxMKAAAA+c21pkyrSop0eXQ8PXa8f0g3Va6e41kAACDXZXyG01wWMnOpqqpqGSsBAABALnA4HNNmOdHHCQCA/JfVwKm7u3ve57755pvLWAkAAAByBTvVAQBQeLIaOFVWVmbz5QAAAJAHNk/Zqe4EM5wAAMh7WQ2cJnv66afV0NCgHTt2qLq6Wvfdd5+eeuopu8oBAACATbY4KyyfEzgBAJD/lqVp+FwGBwfV2Niojo4OS0+nzs5OxWIxRaNRtbe3a/369dkuDQAAADaYOsOJHk4AAOS/rAdODz30kGKxmBobG+X3++V0OiVJhmHowIEDOnjwoB588EF997vfzXZpAAAAsAFNwwEAKDxZDZy+9a1vyTAMJRKJacf27t2rxsZGmaap2tpaPfPMM/rgBz+YzfIAAABgg6lNw88Pj2pw+IrWl5faVBEAAFiqrPZwam9v18GDB+c8x+l0qqurS9/85jezVBUAAADstKmyfNrYSXaqAwAgr2U1cEomk/PaqS61zA4AAACFr7y0WBvWrrKM0TgcAID8ltXAqbq6et7nmqa5fIUAAAAgp2ypoo8TAACFJKuB00y9m2YzeQc7AAAAFLYt7FQHAEBByWrT8NraWjU0NGj//v1znnfffffp3nvvzVJVhSESiaizs1Mul0uSVFNTo5aWFpurAgAAmJ/NldYZTiypAwAgv2U1cPrMZz6j2tpa3X///Wpubtbu3bvTAUkikVAsFlM4HJZpmvr0pz+dzdLylmmaCgQC8ng8ikajkiTDMOT1euXxeOTz+WyuEAAA4Pqm7lRH4AQAQH7LauAkTexU5/f7VV9fP+PxyspKPfvss1muKn81NjZKkkKhUHrMMAxJSod5AAAAuW564MQudQAA5LOs9nCSJLfbrZ6eHn36059WZWWlkslkeve6Bx54QEeOHNGuXbuyXVZeisVi6ujoUDAYtIz7fD719/fL4/HYVBkAAMDCbJ3SNPzU4LBGx8ZtqgYAACxV1mc4pYRCIYVCIQ0MDCiRSGj79u12lTKreDyuQCCg7u5uOZ3O654fiUQUjUbldrvTDdIfe+yxZQt+UkvofD6f4vG4YrGY3G63fD7fvOoFAADIFVNnOI2NJ3X6/GVtmTIOAADyg22BU0plZaUqKyvtLsMiHo8rHA4rEonM+zmBQECGYejgwYPpsCfVSykUCqmpqSnjdXZ1dUmaCLpcLpeamprSrxkMBpflNQEAAJZDVUWpykuLNHzl2qymE+YQgRMAAHkq60vqcllra6u8Xq/C4bACgcC8ZwlFIhF1dHRYwiZpYvlgW1ubmpubFY/HM15vqleTJNXX18vpdKabhy/XawIAACwHh8NB43AAAAoIgdMkLS0t6u7uVjgcXtDubsFgcNZlbKnm6FP7LGXSgw8+aPk8tYRvOV8TAAAg06bOZjpO4AQAQN4icFqieDwu0zTn7NPk8XgUi8VkmqZl3O/3y+FwzPtRVVVleb7b7ZakGYMup9OZXnIHAACQDzZXMsMJAIBCQeC0RPv375ckVVdXz3qOy+WSNLGr3GSdnZ3pXfrm8+jv77c8v7a2dtbXNE0zHUgBAADkgy1VUwOnYZsqAQAAS0XgtESpEGmufk+pY4cOHcroazc3N1tqSEnNpGpoaFjwNY8dOzbn4+TJk0uuGwAAYCZTezgd72eGEwAA+cr2XeryXSrcSc1imknq2NQldUvl8XjU0tKiYDCo7u7u9HhjY2P62EJt27YtkyUCAADM22ZnueVzltQBAJC/CJyWKJFILMu58xUKhRSJROT3+9Mzqerq6hSNRjP+WgAAAMtpatPw85dHNTh8RevLS22qCAAALFZWA6ejR49Kkm699dZsvmzBa2pqUlNTU0au1dvbO+fxkydPas+ePRl5LQAAgMk2VZZPGzthDmn9JgInAADyTdYCpyNHjqimpkZer3fevYy++MUvav/+/TIMQw0NDfrzP//zZa4SW7dutbsEAACwQq0qKdaN61bpzPnL6bET5pDu3LTexqoAAMBiZK1puGmaCofD0xpcz+bhhx9WMBjU9u3b9eijj+r555/X/fffv8xVLlyqP9N8lsvN1ecJAAAANA4HAKBQZC1w2r17t+LxuCorK3X48GF98Ytf1Be/+EUdPnx4xvMjkYh8Pp/a29v1mc98Rl1dXRofH9ezzz6brZLnZa7d6VJSYdR8zgUAAFjJpvZxOm4O21QJAABYiqz2cPL5fLrvvvvSs5ySyaQcDoeCwaD+8A//MH3et771rfT4ZKFQSI8//rje//73Z7PsOdXW1ioej6unp2fWcwzDkDTRzBsAAACzY6c6AAAKQ9Z3qevs7FR9fX06fHn++ef1+OOPq66uTh/84AclKd3jqba21vLc3bt3K5lMZrfg6/D7/YpEIjJNc9ZzUsfq6+uzUxQAAECemrqkjsAJAID8lNXA6fHHH1d3d7d2795tGY/H43rsscfSgVPK+vXTG0Q6HI5lrXGhUiHSbL2pTNOUYRjyeDzZLAsAACAvETgBAFAYsho4VVVVTQubJMnj8aiysjL9+VyzhXJRKBRSMBiUYRhyu92WY+3t7ZKktrY2O0pbVn19fVq1atWCn7d27VqtXr16xmPnzp1b9Cy2iooKrVmzZsZjiURCY2Nji7pueXm51q1bN+Mx0zR15cqVRV23rKzM8ud+soGBAY2MjCzquqWlpbP2Czt//ryGhxfXC6O4uHjWxvcXL17UpUuXFnVdh8OhDRs2zHhsaGhIFy5cWNR1JemGG26Ycfzy5csaHBxc9HWrq6tVVDS9Bd7IyIgGBgYWfd2qqiqVlEy/LY+Ojqq/v3/R162srFRZWdm08fHxcfX19S36uuvXr5/1HnD27NlFX5d7xATuERO4R1yzUu4Rq8cuauzSte/T8aEBnTx1WiXFE99T7hETuEdM4B5xzUq5R1wP94gJ3CMmcI+4Zq57xFL+Ls8pmUX33nvvvI41Nzcni4qKZjzvwQcfzHhdM+np6UlKSkpKdnZ2Xvf8+vr6pNvtTvb396fHuru7k06nMxkKhZax0uzq7e1Nf18W+/jSl7406/U3bNiw6Ot+7nOfm/W6O3fuXPR1P/WpT8163XvuuWfR162vr5/1uvX19Yu+7j333DPrdT/1qU8t+ro7d+6c9bqf+9znFn3dDRs2zHrdL33pS0v6szab9vb2JV33zJkzM173ueeeW9J1X3rppRmv+9JLLy3pus8999yM1z1z5sySrtve3j7r93gp1+UeMfHgHjHx4B5x7cE9YuLBPWLiwT1i4sE94tqDe8TEg3vExIN7xMSDe8S1x3zvEb29vbN+bQuV1RlOlZWVeuqpp/TJT37SMv7kk09aUtLUrm5TDQwMLGsPp46ODu3bt0+maSqRSKRrCgQCcrlccjqdamhoUEtLy7TnRqNRRSIRBQIBud1uJRIJmaapaDQqn8+3bDUDAAAAAADkmqz3cLrtttvU0tKSbgje1dUl0zQVDoclSQcPHlRHR4ecTqeeeeYZS1+nRx99VB/+8IeXrb76+volNfZuampSU1NTBisCAAAAAADIP1kNnNxutw4cOKBAIKDOzk5JktPp1IEDBxSPx3XvvffKMAwFg0E9+uij2r59uwzD0O7duxWNRhWLxfTlL385myUDAAAAAABggRzJ5VyjNocXXnhBkmZsIp4Si8X04IMPyjRN1dTU6MCBA9q+fXu2SsQMjh07pm3btkmSDh8+rM2bNy/4GjTym0Ajvwk08ruGZp8TuEdM4B4xgXvENSvpHvH5b7+sZw6fSH/+gGeLfvtnd0riHpHCPWIC94hrVtI9Yi7cIyZwj5jAPeKaue4RL7/8snbt2iVJ6u3t1datWxf9OpPZFjgtxJEjRwiacsTkwCmTfxABAABS/vTgG/qjztfTn/8/d9ygr/zaHhsrAgCgcC3X7/nTY7McRNgEAACwcmx2WmcnnDCHbKoEAAAslm2B09NPP62Ghgbt2LFD1dXVuu+++/TUU0/ZVQ4AAAByxNTA6Xj/0LLuVAwAADIvq03DJWlwcFCNjY3q6Oiw/ODQ2dmpWCymaDSq9vZ2rV+/PtulAQAAIAdsmRI4XRwZ0+DwqCpXl9pUEQAAWKisB04PPfSQYrGYGhsb5ff70w3HDMPQgQMHdPDgQT344IP67ne/m+3SAAAAkAM2VZbL4ZAmT2o6YQ4ROAEAkEeyGjh961vfkmEYSiQS047t3btXjY2NMk1TtbW1euaZZ/TBD34wm+UBAAAgB5SVFOnGdat0evByeuyEOaR33MQMeAAA8kVWezi1t7fr4MGDc57jdDrV1dWlb37zm1mqCgAAALlmWh8nGocDAJBXsho4JZNJVVZWXve81DI7AAAArEwETgAA5LesBk7V1dXzPtc0zeUrBAAAADltauPwE+awTZUAAIDFyGrgNFPvptmw9S0AAMDKtbmy3PL5CWY4AQCQV7IaONXW1qqhoeG6591333269957s1ARAAAActHUJXUETgAA5JesBk6f+cxn1NPTo/vvv1/PPPOMjh49qsHBQQ0ODuro0aN68sknVVdXJ8Mw9OlPfzqbpQEAACCHbKmyBk6nB4d1ZWzcpmoAAMBClWT7Bdvb2+X3+1VfXz/j8crKSj377LNZrgoAAAC5ZGoPp/GkdGpgWNtcFTZVBAAAFiKrM5wkye12q6enR5/+9KdVWVmpZDKZ3r3ugQce0JEjR7Rr165slwUAAIAcUrm6VBVlxZYxltUBwMpkGIb8fr8ikYgMw7CMd3R0KBAIWMaRG7I+wyklFAopFAppYGBAiURC27dvt6sUAAAA5BiHw6HNztV688yF9NiJAQInAFiJTNNULBZTLBab8XgoFJLb7c5yVbge2wKnlMrKSlVWVtpdBgAAAHLMtMDJHLaxGgBArvF4PGpra5PH47G7FMwg60vq5mvHjh12lwAAAAAbTe3jdJwldQCwYtXX16unp0ednZ3q7u5WMplUd3c3YVMOs32G02z6+vrsLgEAAAA22uIst3x+vJ/ACQBWMrfbzdK5PJLxwGnHjh1KJBJLuoZpmnI6nZkpCAAAAHlp85QZTjQNBwAgf2Q8cOrr65NpmpK0qNAo9VwAAACsbDMFTslkUg6Hw6aKAADAfGU8cHK73Xr44Yf10EMPLfoapmmqpqYmg1UBAAAg30zt4XRxZEyDQ6OqrCi1qSIAgJ3i8bjC4XD680QioYaGBtXX11/3ubFYTOFwWLFYbM6JLqFQSC0tLZkod8XLeODkcrlUW1u7pGs4nU5VVVVlqCIAAADko43ry+VwSMnktbHj5hCBEwCsQLFYTHV1dZbAyTAM1dTUqKmpyTI+VTAYVGtrq9xut3w+nwzDUDwelzSx093kDMPn8y3fF7HCZDxwikajqqysXPJ1uru7M1ANAAAA8lVZSZE2rivXqcHh9Nhxc0g7N6+3sSoAQLa53W61tbVNm8nkdrvV0tKi1tZWeb1eNTU1TXtuIBBQR0eHwuGw5Xg8HpfX65XL5ZozrMLiFWX6gpkImzJ5HQAAAOSvzVN2qqNxOACsPE6nc9Zlcw0NDZImZjFNFYlE1NHRoWg0Oi2M8ng88vl8isVimS8YkpYhcAIAAAAyhZ3qAABzcbvdkiZ6QaeWyaU+DwaD8ng81+3xxOZly4PACQAAADlrauPw4wROALCiGIah5uZmdXR0zOvclH379sk0TTU3N1/3fKfTueQ6MR2BEwAAAHIWM5wAYGULh8OKRCIKBALXPTc120lSeqncgw8+OOv5hmFYnoPMInACAABAzpo6w+mEOTzLmQCAQlRdXS1JMzYEl6yzmjwej2Xc7XbPOnspEolI0pwzoLA0BE4AAADIWVNnOJ0+P6yR0XGbqgEAZJvH41FLS8usO8mlZjJN7dPkcrnmXCoXCoXS18byIHACAABAzpo6wymZlE4PMssJAFYKn88nwzAsM5kmC4fDcjqdamtrm/F5M2ltbZVhGIpGoxmvF9cQOAEAACBnrV9dojVlxZYxGocDwMoSCoXU3Nycns0kTews5/V6lUgkdPDgwWmzmUKhkKRrS+dSWltbtX//fvX09NC/aZkROAEAACBnORwOGocDwArndrvV2dmpzs5O+f1+eb1eBQIB+Xw+9ff3W3o3pTidTh05ckTd3d1qbm5Wc3Oz/H6/JKm7u5uwKQtK7C4AAAAAmMtm52q9ceZC+nMCJwBYmVKzlubL6XTO2vsJy48ZTgAAAMhpW6qsM5xYUgcAQO4jcAIAAEBOm9o4/LhJ03AAAHIdgRMAAABy2mZnueVzltQBAJD7CJwAAACQ0zZXTm8ankwmbaoGAADMB4ETAAAActrUXeoujYxpYOiKTdUAAID5IHACAABATttUWa4ih3WMxuEAAOQ2AicAAADktNLiIm1cb+3jdLyfwAkAgFxG4AQAAICcN3VZHY3DAQDIbQROAAAAyHnTAqeBYZsqAQAA80HgBAAAgJy32TllSR0znAAAyGkETgAAAMh5W1hSBwBAXiFwAgAAQM6bGjjRNBwAgNxG4AQAAICcN7WH05nzl3V5dMymagAAwPUQOAEAACDnTQ2cJOn0wGUbKgEAAPNB4AQAAICct768RGtXlVjGaBwOAEDuInACAABAznM4HNN2qqNxOAAAuYvACQAAAHlh6rI6AicAAHIXgRMAAADywrSd6gicAADIWQROAAAAyAtTZzgROAEAkLsInAAAAJAXps5wYkkdAAC5i8AJAAAAeWF6D6dhJZNJm6oBAABzIXACAABAXpi6S93QlTGZl67YVA0AAJgLgRMAAADywqb15SpyWMfo4wQAQG4icAIAAEBeKCku0qb11llOBE4AAOQmAicAAADkjel9nAicAADIRQROAAAAyBsETgAA5AcCJwAAAOSNmXaqAwAAuYfACQAAAHlji5MeTgAA5AMCJwAAAOSNLVXWGU4ETgAA5CYCJwAAAOSNqUvqzp6/rMujYzZVAwAAZkPgBAAAgLwxNXCSpFMD9HECACDXlNhdAJautbVVfX19kiTDMOR2u/XYY4/J6XTaWxgAAECGrS8v1bpVJTp/eTQ9dtwc0i3Va2ysCgAATEXglOcCgYBCoZDcbnd6rKOjQ3v37lV3d7eNlQEAACyPzc7Veu30+fTn7FQHAEDuYUldHovH4+kZTZPV19enjwMAABSaaY3D+2kcDgBAriFwymOJRELxeHzGYMk0zewXBAAAkAWbneWWz0+wUx0AADmHwGkO8XhcNTU18w5vIpGI/H6/mpubFQgEFAgElnWWkc/nk9PplNfrVXNzc7rO1tZWeTweeTyeZXttAAAAu0xtHH5igMAJAIBcQw+nGcTjcYXDYUUikXk/JxAIyDAMHTx4MN2s2zAMeb1ehUIhNTU1LUutBw8e1N69exWJRNTe3i63263m5mZFo9FleT0AAAC7bZkSOB1nhhMAADmHGU6TtLa2yuv1KhwOKxAIzHuXt0gkoo6ODkvYJElut1ttbW1qbm5etplOHo9HTU1N8ng8Mk1T8XhcoVCI/k0AAKBgTZvhZA4pmUzaVA0AAJgJgdMkLS0t6u7uVjgcls/nm/fzgsFgennbVKkG3sFgMFNlppmmKa/Xq+rqanV3d6u/v1/19fXpmVWETgAAoBBNDZyGr4yr/9IVm6oBAAAzIXBaong8LtM05+yX5PF4FIvFpvWC8vv9cjgc835UVVVZnt/Y2Cifz6eWlhZJktPpVDQaVWdnp5xOpxobGzP+9QIAANht47pVKi5yWMbYqQ4AgNxC4LRE+/fvlyRVV1fPeo7L5ZIkxWIxy3hnZ6eSyeS8H/39/Zbnx2Ix+f3+aa/n8/nU1tYmwzCW+uUBAADknJLiIm1ab92pjj5OAADkFpqGL1EqRJqr31Pq2KFDh9JL7DLB7XbPGSotZFlgyrFjx+Y8fvLkyQVfEwAAINM2O8stIdMJAicAAHIKgdMSpZbJpWYxzSR1bOqSuqVqa2vT3r17VVtba1nSZxiG9u3bp4MHDy74mtu2bctkiQAAAMtioo/TtdnfBE4AAOQWAqclSiQSy3LufHg8HnV3dysUCimRSKSDLafTOW3HPAAAgEIybae6AQInAAByCYFTnnO73QqHwxm7Xm9v75zHT548qT179mTs9QAAABZjy5TAiabhAADkFgInWGzdutXuEgAAAK5rWuBkDttUCQAAmAm71C1RahnbfJbLzdXnCQAAAPM3dUnduQuXNXxlzKZqAADAVAROSzSfPkmpMIqeSgAAAJmx2Vk+bezUALOcAADIFQROS1RbWytJ6unpmfUcwzAkSXV1dVmpCQAAoNCtKy/VunJrdwh2qgMAIHcQOC2R3++XJJmmOes5qWP19fVZqAgAAGBlmN7HicAJAIBcQeC0RKkQKRaLzXjcNE0ZhiGPx5PNsgAAAAoegRMAALmLwCkDQqGQDMNIL52brL29XZLU1taW7bIAAAAK2tTG4SypAwAgdxA4zcIwjPRSuK6urjnPbWlpUX19vfx+v2VpXTweVzAYVCgUYoYTAABAhk0PnGgaDgBArii5/ikrR0dHh/bt2yfTNJVIJNK7ygUCAblcLjmdTjU0NKilpWXac6PRqCKRiAKBgNxutxKJhEzTVDQalc/ny/JXAgAAUPim7lTHDCcAAHIHgdMk9fX1S2rs3dTUpKampgxWBAAAgNnM1MMpmUzK4XDYVBEAAEhhSR0AAADy0tQldZdHx9V3ccSmagAAwGQETgAAAMhLG9eXq7jIOpuJZXUAAOQGAicAAADkpeIihzatp48TAAC5iMAJAAAAeWt6Hyd2qgMAIBcQOAEAACBvsVMdAAC5icAJAAAAeWtq43ACJwAAcgOBEwAAAPLWlqqpS+oInAAAyAUETgAAAMhbzHACACA3ETgBAAAgb01tGn7uwoiGr4zZVA0AAEghcAIAAEDeuqmyfNrYyQF2qgMAwG4ETgAAAMhb68pLtb68xDLGsjoAAOxH4AQAAIC8NrWP0/F+AicAAOxG4AQAAIC8tpWd6gAAyDkETgAAAMhr7FQHAEDuIXACAABAXpsWOA0QOAEAYDcCJwAAAOS16TOc2KUOAAC7ETgBAAAgr21xlls+P24OKZlM2lQNAACQCJwAAACQ57Y4Kyyfj4yO69yFEZuqAQAAEoETAAAA8twN61appMhhGaNxOAAA9iJwAgAAQF4rLnJoU6V1WR2BEwAA9iJwAgAAQN6b2jj8OIETAAC2InACAABA3tvCTnUAAOQUAicAAADkvc3Tdqq7ZFMlAABAInACAABAAZi6Ux0znAAAsBeBEwAAAPLe1BlONA0HAMBeBE4AAADIe1N7OPVdHNHwlTGbqgEAAAROAAAAyHs3TQmcJGY5AQBgJwInAAAA5L21q0pUubrUMkYfJwAA7EPgBAAAgIIwdVkdO9UBAGAfAicAAAAUhM3TAidmOAEAYBcCJwAAABSELexUBwBAziBwAgAAQEGYOsOJwAkAAPsQOAEAAKAgEDgBAJA7CJwAAABQEKYHTsMaH0/aVA0AACsbgRMAAAAKwtYqa+A0Mjaucxcv21QNAAArG4ETAAAACsINa1eptNhhGTvBTnUAANiCwAkAAAAFoajIoU2V7FQHAEAuIHACAABAwdhcSeNwAAByAYETAAAACsaWKY3DjxM4AQBgCwInAAAAFIypO9Ud7ydwAgDADgROAAAAKBhbpuxUd2KAwAkAADsQOAEAAKBgTJ3hxC51AADYg8AJAAAABWOL07pLXeLiiIZGxmyqBgCAlYvACQAAAAXjpim71EksqwMAwA4ETgAAACgYa1aVyFlRahmjcTgAANlH4AQAAICCsmVaHycCJwAAso3ACQAAAAVleuNwAicAALKNwAkAAAAFZeoMp+PsVAcAQNYROAEAAKCgbJ6yUx0znAAAyD4CJwAAABSUaUvq2KUOAICsI3ACAABAQZkaOJ00hzU+nrSpGgAAViYCJwAAABSUrVMCp5GxcZ27cNmmagAAWJkInAAAAFBQNqxdpdJih2XsOH2cAADIKgInAAAAFJSiIoduqpzSx4md6gAAyCoCJwAAABQcdqoDAMBeBE4AAAAoOFMbh7OkDgCA7CJwAgAAQMGZ2jicwAkAgOwicAIAAEDBmTrDiSV1AABkF4ETAAAACg6BEwAA9iJwAgAAQMGZGjj1X7qiSyOjNlUDAMDKQ+AEAACAgjN1lzpJOmEO21AJAAArE4ETAAAACk5FWYmqKkotYzQOBwAgewicAAAAUJC2VNHHCQAAuxA4AQAAoCBtriRwAgDALgROAAAAKEhTG4ezpA4AgOwhcAIAAEBB2uJkhhMAAHYpsbsAzM40TQUCAQUCATU1Nc16Xmtrqw4dOiSXyyVJ8nq9c54PAACwEjDDCQAA+xA45aDm5mYlEglJUiwWk9/vn/Vcv98vt9utaDSaHgsEAuru7lY4HF72WgEAAHLV1KbhpwaGNTaeVHGRw6aKAABYOQicclAqKDJNUx0dHbOeF4vFFIvF1N/fbxlva2tTVVWVmpub5fF4lrVWAACAXLXZWW75/MpYUucuXNbG9eWzPAMAAGQKPZzyWDQaldPplNPptIynxpjhBAAAVrINa1aprNj64y7L6gAAyI4VFzjF43HV1NTINM15nR+JROT3+9Xc3JzupxSPx5e3yHmKxWJyu90zHnO5XOrq6spyRQAAALmjqMihm6bMcqJxOAAA2bFiltTF43GFw2FFIpF5PycQCMgwDB08eDA9i8gwDHm9XoVCIdsbcxuGMeuSOafTKcMwslwRAABAbtlcuVpv9V1Kf07gBABAdhT8DKfW1lZ5vV6Fw2EFAoFpy89mE4lE1NHRYQmbJMntdqutrU3Nzc05M9NpNvOdxQUAAFCopu1U10/gBABANhT8DKeWlha1tLQs+HnBYFA+n2/GgKq+vj59Tmdn51JLXBaETQAAANN3qjtuDttUCQAAK0vBz3BajHg8LtM059zhzePxKBaLTQt2/H6/HA7HvB9VVVWLrnO2/k2SlEgk5jwOAACwEmyhhxMAALYgcJrB/v37JUnV1dWznuNyuSRNNO6erLOzU8lkct6P/v7+Rdfp8Xhm7dNkmqZ8Pt+irw0AAFAIpi6pOzFA4AQAQDYU/JK6xUiFSHP1e0odO3ToUHqJXbY1NDSoo6NDpmlaak3NugoEAgu+5rFjx+Y83tvbm/745MmTC74+AABANjkuXdTo4Ln05+cGpdd7jqpiFT8GAwAgWX+3Hx0dzdh1eaedQSqwSc1imknq2HL2SkokEpKkvr6+GY/X19fL5/MpGAwqHA6nxxsbG+Xz+RY1w2nbtm3zPnfPnj0Lvj4AAIDd7viy3RUAAJCbzp49q1tvvTUj1yJwmkEq6Mn0ufMVDAZlGEZ6F7xIJKJ4PC6n06m2tjbLbKbOzk4Fg0EFAgG53W4ZhqG6urpFNUoHAAAAAADIBAKnHBQKhZb1/LlMXjI3k+HhYb366qvauHGjPvKRj8jhcOjZZ5/N2OunvP/975ekjF375MmT6RlZzz//vG666aaMXBeFK9N/BleilfI9zMevM9dqtrOebL72cr8W752wU67dV/LVSvk+5tvXmYv18t6Zm9fP1/fO0dFRnT17VpL07ne/O2PXJXCCxdatW697zm233SZJKisrm/dzFqq0tHTZrn3TTTcty3VRWJbzz+BKsVK+h/n4deZazXbWk83XXu7X4r0Tdsq1+0q+Winfx3z7OnOxXt47c//6+fbemalldJOxS90MUv2Z5rNcbq4+TwAAAAAAACsRgdMM5tqdLiUVRs3nXAAAAAAAgJWEwGkGtbW1kqSenp5ZzzEMQ5JUV1eXlZoAAAAAAADyhSOZTCbtLiKbqqqqZJqm+vv7Z52d1NHRoUAgoKamJoXD4RnPqampkWEYWmHfvrx17Ngxbdu2TdJEY/R8WksLAIAdeO8EAGBheO+0YobTDOrr6yVJsVhsxuOmacowDHk8nmyWBQAAAAAAkBcInGYRCoVkGEZ66dxk7e3tkqS2trZslwUAAAAAAJDzVlTgZBiGTNOUJHV1dc15bktLi+rr6+X3+9PPkaR4PK5gMKhQKMQMJwAAAAAAgBkUfA+njo4O7du3T6ZppneWS3G5XHI6nWpoaFBLS8uMz49EIopGo3K73UokEjJNU8FgUD6fLxvlAwAAAAAA5J2CD5wAAAAAAACQXStqSR0AAAAAAACWH4ETAAAAAAAAMorACQAAAAAAABlF4AQAAAAAAICMInACAAAAAABARpXYXQCQj4LBoAzDkGEYkqTm5mY1NTXZXBUAALnNNE0FAgEFAgHeNwEAK1pra6sOHTokl8slSfJ6vQX33kjgBCyQ3+9XKBSSx+ORJMViMfn9fnV2dioajdpcHQAAuae5uVmJRELStfdNAABWKr/fL7fbbfn9MRAIqLu7W+Fw2MbKMsuRTCaTdhcB5IvW1la53W7V19dbxoPBoFpbWxWNRqcdAwAAE0zTVFVVlUKhkFpaWuwuBwCArEv9w0t/f7+cTmd6PPUe2d3dnZ7ckO/o4QQsQGdnpwKBgEzTtIw3NDSkjwMAAAAAMJNoNCqn02kJmySlxwpphhOBE3JKPB5XTU3NtEBnNpFIRH6/X83NzemeEPF4fNnq83g8024MktJjqZ5OAABkS66/dwIAkG+W8701FovJ7XbPeMzlcqmrq2uxZeccejghJ8TjcYXDYUUikXk/JxAIyDAMHTx40BL4eL1ehUKhZWm4FgqFFAqFpo3HYjFJoicFACBr8uW9EwCAfJGN91bDMGZdMud0OgtqEgMznGCr1tZWeb1ehcNhBQKBGWcPzSQSiaijo8Pyl1qS3G632tra1NzcnNV/rQ2FQnK73fSjAAAsu0J57wQAIFfk0nvrfGdV5QOahiOnVFVVyTTNaQ3UZjqvtrZ21p5JDodDPp8vKz2VZkq0AQDIlnx676RpOAAgHyzne6vD4ZDH41F3d/e082tqamQYhgolpmGGE/JOPB6XaZpzdu73eDyKxWLT0mG/3y+HwzHvR1VV1Zy1BAIBSVJ3dzdhEwAgZ+XSeycAAIVgse+ts/VvkqREIjHn8XxD4IS8s3//fklSdXX1rOe4XC5J13orpXR2diqZTM770d/fP+trBAIB+f1+RaPR9NjU1wMAIBfkynsnAACFYrHvrR6PZ9Y+TaZpyufzZbBKexE4Ie+k/rLONaModezQoUPLUkMgENBjjz1maQBnmqYlfAIAIFfkwnsnAACFZLHvrQ0NDTJNc9qM4tTnqVU0hYBd6pB3Un8RU2nxTFLHlqPhmtfrlSTt27fPMm4YhhoaGjL+egAALJXd750piURCktTX17dsrwEAQDYs9r21vr5ePp9PwWBQ4XA4Pd7Y2Cifz1dQM5wInJB3Uj+sZvrc+QgEAuldBmbabSAUCmX09QAAyAQ73zslKRgMyjCM9HtnJBJRPB6X0+lUW1sbfRABAHlnKe+tnZ2dCgaDCgQCcrvdMgxDdXV1BbehBoETsAAsmQMAYOH4BxkAAKxWwnsjPZwAAAAAAACQUQROyDupdbDzmcI413paAABWCt47AQDILN5br4/ACXlnPn0eUn/p6QkBAADvnQAAZBrvrddH4IS8U1tbK0nq6em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       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
diff --git a/src/pqm/pqm.py b/src/pqm/pqm.py
index b25a84d..77236c9 100644
--- a/src/pqm/pqm.py
+++ b/src/pqm/pqm.py
@@ -132,17 +132,13 @@ def pqm_chi2(
             pqm_chi2(x_samples, y_samples, num_refs=num_refs, whiten=whiten)
             for _ in range(bootstrap)
         ]
-    if bootstrap is not None:
-        return [pqm_chi2(x_samples, y_samples, num_refs=num_refs) for _ in range(bootstrap)]
     chi2_stat, _, dof, _ = _pqm_test(x_samples, y_samples, num_refs, whiten)
     if dof != num_refs - 1:
         # Rescale chi2 to new value which has the same cumulative probability
-        cp = chi2.sf(chi2_stat, dof)
-        chi2_stat = chi2.isf(cp, num_refs - 1)
         if chi2_stat / dof < 10:
             cp = chi2.sf(chi2_stat, dof)
             chi2_stat = chi2.isf(cp, num_refs - 1)
         else:
             chi2_stat = chi2_stat * (num_refs - 1) / dof
         dof = num_refs - 1
-    return chi2_stat, dof
+    return chi2_stat, dof
\ No newline at end of file
diff --git a/tests/test_gaussian.py b/tests/test_gaussian.py
index 4e3eb1c..df4fde4 100644
--- a/tests/test_gaussian.py
+++ b/tests/test_gaussian.py
@@ -43,4 +43,4 @@ def test_fail_chi2():
 
         new.append(pqm_chi2(x_samples, y_samples, num_refs=100))
     new = np.array(new)
-    assert np.mean(new[:, 0]) / 99 > 10
+    assert np.mean(new[:, 0]) / 99 > 2