From 9283514ba70bc5bb20259bc6d67092e41877c2f9 Mon Sep 17 00:00:00 2001
From: Moni Doerig <82578141+MoniDoerig@users.noreply.github.com>
Date: Wed, 18 Dec 2024 12:47:43 +0100
Subject: [PATCH] added DIPY visualizations
---
books/diffusion_imaging/MRtrix_CSD.ipynb | 467 +++++++++++------------
1 file changed, 224 insertions(+), 243 deletions(-)
diff --git a/books/diffusion_imaging/MRtrix_CSD.ipynb b/books/diffusion_imaging/MRtrix_CSD.ipynb
index 09bddd9a..014ca630 100644
--- a/books/diffusion_imaging/MRtrix_CSD.ipynb
+++ b/books/diffusion_imaging/MRtrix_CSD.ipynb
@@ -5,7 +5,7 @@
"metadata": {},
"source": [
"\n",
- " "
+ " "
]
},
{
@@ -112,7 +112,7 @@
"outputs": [],
"source": [
"%%capture\n",
- "! pip install nibabel matplotlib dipy"
+ "! pip install nibabel matplotlib dipy fury"
]
},
{
@@ -129,8 +129,15 @@
"import tempfile\n",
"from ipyniivue import AnyNiivue\n",
"from IPython.display import display, Markdown\n",
+ "from ipywidgets import RadioButtons, VBox, HBox, Dropdown, Output\n",
"from dipy.data import default_sphere\n",
- "from dipy.reconst.shm import sh_to_sf"
+ "from dipy.core.gradients import gradient_table\n",
+ "from dipy.io.image import load_nifti\n",
+ "from dipy.reconst.csdeconv import auto_response_ssst\n",
+ "from dipy.reconst.csdeconv import ConstrainedSphericalDeconvModel\n",
+ "from dipy.viz import window, actor\n",
+ "from dipy.sims.voxel import single_tensor_odf\n",
+ "from dipy.direction import peaks_from_model"
]
},
{
@@ -162,7 +169,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -171,7 +178,7 @@
"['mrtrix3/3.0.4', 'fsl/6.0.7.4']"
]
},
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -199,16 +206,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "100%|██████████████████████████████████| 80.0k/80.0k [00:00<00:00, 24.1Mbytes/s]\n",
- "100%|█████████████████████████████████████| 226M/226M [00:01<00:00, 133Mbytes/s]\n",
- "100%|██████████████████████████████████| 8.31M/8.31M [00:00<00:00, 78.1Mbytes/s]\n"
+ "100%|██████████████████████████████████| 80.0k/80.0k [00:00<00:00, 73.8Mbytes/s]\n",
+ "100%|█████████████████████████████████████| 226M/226M [00:02<00:00, 108Mbytes/s]\n",
+ "100%|██████████████████████████████████| 8.31M/8.31M [00:00<00:00, 56.3Mbytes/s]\n"
]
}
],
"source": [
"! osf -p y2dq4 fetch preprocessed/mask.mif MRtrix_preprocessed/mask.mif\n",
"! osf -p y2dq4 fetch preprocessed/sub-02_den_preproc_unbiased.mif MRtrix_preprocessed/sub-02_den_preproc_unbiased.mif\n",
- "! osf -p y2dq4 fetch preprocessed/sub-CON02_ses-preop_T1w.nii.gz MRtrix_preprocessed/sub-CON02_ses-preop_T1w.nii.gz"
+ "! osf -p y2dq4 fetch preprocessed/sub-CON02_ses-preop_T1w.nii.gz MRtrix_preprocessed/sub-CON02_ses-preop_T1w.nii.gz\n",
+ "! osf -p y2dq4 fetch preprocessed/sub-02_AP.bval MRtrix_preprocessed/sub-02_AP.bval\n",
+ "! osf -p y2dq4 fetch preprocessed/sub-02_AP.bvec MRtrix_preprocessed/sub-02_AP.bvec"
]
},
{
@@ -230,7 +239,7 @@
"source": [
"# Save the original directory\n",
"original_dir = os.getcwd()\n",
- "# Navigate to the diffusion data\n",
+ "# Navigate to the dowloaded data\n",
"os.chdir(\"MRtrix_preprocessed\")\n",
"os.getcwd()"
]
@@ -302,9 +311,9 @@
"dwi2response: \u001b[03;32m\u001b[0m\n",
"dwi2response: \u001b[03;32mNote that this script makes use of commands / algorithms that have relevant articles for citation. Please consult the help page (-help option) for more information.\u001b[0m\n",
"dwi2response: \u001b[03;32m\u001b[0m\n",
- "dwi2response: \u001b[03;32mGenerated scratch directory: /home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-102KTN/\u001b[0m\n",
+ "dwi2response: \u001b[03;32mGenerated scratch directory: /home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-8O8KLK/\u001b[0m\n",
"dwi2response: \u001b[03;32mImporting DWI data (/home/jovyan/Git_repositories/MRtrix_preprocessed/sub-02_den_preproc_unbiased.mif)...\u001b[0m\n",
- "dwi2response: \u001b[03;32mChanging to scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-102KTN/)\u001b[0m\n",
+ "dwi2response: \u001b[03;32mChanging to scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-8O8KLK/)\u001b[0m\n",
"dwi2response: \u001b[03;32mComputing brain mask (dwi2mask)...\u001b[0m\n",
"dwi2response: \u001b[03;32m-------\u001b[0m\n",
"dwi2response: \u001b[03;32m4 unique b-value(s) detected: 0,700,1200,2800 with 6,16,30,50 volumes\u001b[0m\n",
@@ -352,7 +361,7 @@
"dwi2response: \u001b[03;32mGenerating outputs...\u001b[0m\n",
"dwi2response: \u001b[03;32m-------\u001b[0m\n",
"dwi2response: \u001b[03;32mChanging back to original directory (/home/jovyan/Git_repositories/MRtrix_preprocessed)\u001b[0m\n",
- "dwi2response: \u001b[03;32mDeleting scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-102KTN/)\u001b[0m\n"
+ "dwi2response: \u001b[03;32mDeleting scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/dwi2response-tmp-8O8KLK/)\u001b[0m\n"
]
}
],
@@ -373,7 +382,7 @@
"mrview sub-02_den_preproc_unbiased.mif -overlay.load voxels.mif\n",
"```\n",
"\n",
- "We will visualize the voxels used to construct a basis function for each tissue type using Matplotlib. CSF voxels should be colored red, gray matter voxels green, and white matter voxels blue:"
+ "We will visualize the voxels used to construct a basis function for each tissue type using **Matplotlib**. CSF voxels should be colored red, gray matter voxels green, and white matter voxels blue:"
]
},
{
@@ -383,7 +392,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
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XxI48suxizzzzTGod3T2uPVFAlmQLVTayOGi2ECZtG8XouFbbM9tvsoVAs99XZ18zy1D/bfR1JLNttBx9f51Cq9nCpZIkSZIkSQONb5hLkiRJkiRJkhQ+MJckSZIkSZIkKSJ8YC5JkiRJkiRJUkT4wFySJEmSJEmSpIiIGNSZrPTWyEKF9H2NLL5Z9/v6mu4WTO1u0ceDrfPZZ58tYtkih9lihd1Vpz9Qm2TbjgpJDhkypMu/qTDqvn37ili28CNtBx0bWi99X7VIK20HfX/2vKTlhg4dWsSoTQhtS2Y7SPbcyi6XLYJb7SPZcytbVDVb9FSH10C6T0mSJEmS1Ff4hrkkSZIkSZIkSeEDc0mSJEmSJEmSIsIH5pIkSZIkSZIkRYQPzCVJkiRJkiRJiogmemA+aNCg1H91vm+gy7Tv4MGDi/+yx4b+279/f+o/0tnZWfyX0d3PRfxHwczqf0ceeWTxX519feaZZ7r8R8vs27ev+C+73N69e4v/aL+y7fTcc891+Y+2Y/To0cV/1JeoLUeNGlX8V13nc889Fy0tLcV/w4YNK/6jdVT3k44ftVEWtSW1E+0XtVP1c7S9je7nkqTmc8011zT0N+yKFSti0KBBccMNNxy2dUiS1Ex+8pOfxKBBg+InP/lJj6zPe7fUPzTNA3NJkiQpa+nSpfHud7875s2bF8OHD4+WlpY455xz4vOf/3zs3bu3tzevx916661xwQUXxKRJk2LkyJExb968eMMb3hDf/e53e3vTJEmKhx56KK688sqYPXt2DB8+PKZPnx4XXXRRXH/99T2+LV/96lfj7/7u74r4unXr4pprron777+/R7bDe7fUvHxgLkmSpD7l29/+dpxwwgnxjW98Iy6//PK4/vrr47rrrotZs2bFn/zJn8QHPvCB3t7EHvXXf/3XccUVV8SgQYPiIx/5SHzuc5+L//Sf/lMsXrw4vv71r7/gZz/2sY8NyAEGSVLPufPOO+O0006LBx54IN71rnfF3//938c73/nOGDx4cHz+858/rOs+//zzY+/evXH++ecfiL3QA/Nrr722Rx6Ye++WmtuRvb0BkiRJUtby5cvjTW96U8yePTt+9KMfxdSpUw/8f3/wB38QS5YsiW9/+9u119PZ2RlPPfVUjBgxovZ3HU7PPvtsfPKTn4yLLroobr/99uL/37Rp0wt+/vn0ZZIkHS5/+Zd/GWPHjo177703xo0b1+X/e7H7VF2DBw+O4cOHH9Z1HCrv3VLz8w1zSZIk9Rmf+cxnYteuXfE//+f/7PKw/HkLFizo8ob583+Uzp8/P4YNGxZz5syJP//zP4+nn366y+fmzJkTr371q+N73/tenHbaaTFixIj4H//jf0RExLJly+L1r399jB8/PkaOHBlnnXVW8VD++Ryp3/jGN+Iv//IvY8aMGTF8+PB4+ctfHkuWLOmy7M9+9rN4/etfH7NmzYphw4bFzJkz44/+6I+69bbYli1bYseOHXHOOefg/z9p0qQX/PzB8qD+7//9v+OMM86IkSNHRmtra5x//vnFH/W33XZbnHfeeTFq1KgYM2ZMXHbZZfHII48c8j5Ikvq3pUuXxnHHHVc8LI8o71Nf+cpX4rd+67di0qRJMWzYsDj22GPjC1/4QvG5/fv3xzXXXBPTpk2LkSNHxoUXXhiPPvpozJkzJ6666qoDy1VzmL/sZS+Lb3/727Fy5coD9aHmzJkTP/nJT+L000+PiIi3v/3tB/6/53OHe++WBpZeG5LKFKjLFjGg5Q6lAF5fkt3XwYPLsZDqcvQ5KsBJ30Voueeee+5FtyOC94tGTJ999tnUtmS+n7Z36NChRYy295lnnkmtY8iQIS/6WWrzkSNHFjFqS9oOWo72a/v27UWMij9mzqU9e/YUsTFjxhSxffv2pbajpaWliG3btq2IDRs2rIhlClhSu2WvGdRvsufNwQrcvpjscWl04ZeBdG2V1HfceuutMW/evDj77LNTy7/zne+MG2+8Ma688sr44z/+47j77rvjuuuui8ceeyy+9a1vdVn2iSeeiDe/+c3x7ne/O971rnfFMcccExs3boyzzz479uzZE+9///tjwoQJceONN8YVV1wR//Iv/xKvfe1ru3zHpz/96Rg8eHB86EMfio6OjvjMZz4T//k//+e4++67Dyxz8803x549e+I973lPTJgwIe655564/vrrY82aNXHzzTcfUntMmjQpRowYEbfeemu8733vi/Hjxx/S58m1114b11xzTZx99tnxiU98IoYOHRp33313/OhHP4qLL744IiL+6Z/+Kd72trfFJZdcEn/1V38Ve/bsiS984Qtx7rnnxn333Rdz5sypvR2SpP5h9uzZcdddd8XDDz8cxx9//Asu+4UvfCGOO+64uOKKK+LII4+MW2+9Nd773vfG/v374w/+4A8OLPeRj3wkPvOZz8Tll18el1xySTzwwANxySWXxFNPPfWC3//Rj340Ojo6Ys2aNfG5z30uIiJGjx4dixYtik984hPx8Y9/PH7v934vzjvvvIiIA783vHdLA0xnUkT0+H+DBg0q/qPlBg8eXPyX/Wxf+6+RbULLDBkypPhv2LBhqf+OPPLI4r/s9tJy9H2NbLcjjjii+G/EiBHFf8OHDy/+o7aj76PPVpcZOXJk8d/o0aOL/2jbsm3e2tpa/Jdtc9qv6n9Dhw4t/pswYULx35gxY4r/6Hi1tLQU/1GbZ49XtU/XuY7Q/tNy2e/L/Nfd43LEEUfgdtDxqnO98b/u/Sfp0HV0dHRGROdv//Zvp5a///77OyOi853vfGeX+Ic+9KHOiOj80Y9+dCA2e/bszojo/O53v9tl2T/8wz/sjIjOn/3sZwdiO3fu7Jw7d27nnDlzOp977rnOzs7Ozh//+MedEdG5aNGizqeffvrAsp///Oc7I6LzoYceOhDbs2dPsa3XXXdd56BBgzpXrlx5IHb11Venrhcf//jHOyOic9SoUZ2vfOUrO//yL/+y81e/+lWx3PLlyzsjovMrX/nKQdexePHizsGDB3e+9rWvPbBvz9u/f/+B/R83blznu971ri7//4YNGzrHjh1bxCVJA9vtt99+4O+Tl770pZ1/+qd/2vm9732vc9++fcWydI+85JJLOufNm3fg3xs2bOg88sgjO1/zmtd0We6aa67pjIjOt73tbQdiz9+ff/zjHx+IXXbZZZ2zZ88u1nPvvfcW98kX2i7v3VL/ZUoWSZIk9Qk7duyICJ7FRL7zne9ERMQHP/jBLvE//uM/jogo0qrMnTs3LrnkkuI7zjjjjDj33HMPxEaPHh2/93u/FytWrIhHH320y/Jvf/vbu8zsev4NtWXLlh2I/WZe9N27d8eWLVvi7LPPjs7OzrjvvvtS+/abrr322vjqV78ap5xySnzve9+Lj370o3HqqafGS17yknjssccO6bv+7d/+Lfbv3x8f//jHi9lSz888+v73vx/bt2+PN7/5zbFly5YD/x1xxBFx5plnxo9//OND3gdJUv910UUXxV133RVXXHFFPPDAA/GZz3wmLrnkkpg+fXrccsstXZb9zXtkR0dHbNmyJS644IJYtmxZdHR0RETED3/4w3j22Wfjve99b5fPvu997zts++C9WxpYfGAuSZKkPuH5lF07d+5MLb9y5coYPHhwLFiwoEt8ypQpMW7cuFi5cmWX+Ny5c/E7jjnmmCK+aNGiA///b5o1a1aXf7e2tkZE19Riq1atiquuuirGjx8fo0ePjra2trjgggsiIg48DDhUb37zm+NnP/tZbNu2LW6//fZ4y1veEvfdd19cfvnlLzo9/TctXbo0Bg8eHMcee+xBl1m8eHFERPzWb/1WtLW1dfnv9ttvP+wF3CRJfc/pp58e3/zmN2Pbtm1xzz33xEc+8pHYuXNnXHnllV0Gn3/+85/HK17xihg1alSMGzcu2tra4s///M8j4v/eI5+/91bv7+PHjz9w3200793SwNLnyurWyanb6Hy81e+r811ZtI7sfmW2L5tjuSfyy1O+8sx6KXc05UOvk2OacmdTfm5SfSuO8pzTvtP3U3tQvnL6LLVJJhc37TvdzOm76Ni3tbUVMSqcMnbs2NQ6snnzM8vU6SN1zsvqemmZbN707GdJT1zTqsybLumFtLS0xLRp0+Lhhx8+pM9lf7f85ttj3XWwWhrPX8uee+65uOiii2Lr1q3x4Q9/OBYuXBijRo2KtWvXxlVXXdXtehfPa2lpiYsuuiguuuiiGDJkSNx4441x9913H/ijvhGe38Z/+qd/iilTphT/P/3GkCQp4j/+Xj399NPj9NNPj6OPPjre/va3x8033xxXX311LF26NF7+8pfHwoUL42//9m9j5syZMXTo0PjOd74Tn/vc52rfI7vLe7c08HhGSJIkqc949atfHV/84hfjrrvuipe+9KUvuOzs2bNj//79sXjx4gNvhEdEbNy4MbZv3x6zZ89+0fXNnj07nnjiiSL++OOPH/j/D8VDDz0UTz75ZNx4443xO7/zOwfi3//+9w/pezJOO+20uPHGG2P9+vXpz8yfPz/2798fjz76aJx88skHXSbiP4qWveIVr2jEpkqSBqDTTjstIuLAferWW2+Np59+Om655ZYuM7aq6UKev/cuWbKky+yw9vb2LjO6DuZgA+kHi3vvlgYeU7JIkiSpz/jTP/3TGDVqVLzzne+MjRs3Fv//0qVL4/Of/3xERLzqVa+KiIi/+7u/67LM3/7t30ZExGWXXfai63vVq14V99xzT9x1110HYrt3744vfvGLMWfOnBec/kyefwP9N2fPdHZ2HtjmQ7Vnz54u2/abbrvttogITClzMK95zWti8ODB8YlPfKJ4Y+75bb7kkkuipaUlPvWpT8UzzzxTfMfmzZvT65Mk9X8//vGPcdbo87VGnr9P0T2yo6MjvvKVr3T53Mtf/vI48sgj4wtf+EKX+N///d+ntmfUqFGYRmXUqFEREbF9+/Yuce/d0sDjG+aSJEnqM+bPnx9f/epX441vfGMsWrQofud3fieOP/742LdvX9x5551x8803x1VXXRURESeddFK87W1viy9+8Yuxffv2uOCCC+Kee+6JG2+8MV7zmtfEhRde+KLr+7M/+7P42te+Fq985Svj/e9/f4wfPz5uvPHGWL58efzrv/4rpsN6IQsXLoz58+fHhz70oVi7dm20tLTEv/7rv6beiCN79uyJs88+O84666y49NJLY+bMmbF9+/b4t3/7t/jZz34Wr3nNa+KUU05Jf9+CBQviox/9aHzyk5+M8847L173utfFsGHD4t57741p06bFddddFy0tLfGFL3wh3vrWt8ZLXvKSeNOb3hRtbW2xatWq+Pa3vx3nnHNO+qGFJKn/e9/73hd79uyJ1772tbFw4cID9+x//ud/jjlz5sTb3/72iIi4+OKLY+jQoXH55ZfHu9/97ti1a1d86UtfikmTJnV543ry5MnxgQ98IP7mb/4mrrjiirj00kvjgQceiNtuuy0mTpz4oqnYTj311Pjnf/7n+OAHPxinn356jB49Oi6//PKYP39+jBs3Lv7xH/8xxowZE6NGjYozzzzTe7c0APnAXJIkSX3KFVdcEQ8++GB89rOfjX//93+PL3zhCzFs2LA48cQT42/+5m/iXe9614Flv/zlL8e8efPihhtuiG9961sxZcqU+MhHPhJXX311al2TJ0+OO++8Mz784Q/H9ddfH0899VSceOKJceutt6beUK8aMmRI3HrrrfH+978/rrvuuhg+fHi89rWvjf/6X/9rnHTSSYf8fePGjYsvfelL8e1vfzu+8pWvxIYNG+KII46IY445Jj772c/G+9///kP+zk984hMxd+7cuP766+OjH/1ojBw5Mk488cR461vfemCZt7zlLTFt2rT49Kc/HZ/97Gfj6aefjunTp8d555134MGHJEkREX/9138dN998c3znO9+JL37xi7Fv376YNWtWvPe9742PfexjMW7cuIj4j7eq/+Vf/iU+9rGPxYc+9KGYMmVKvOc974m2trb43d/93S7f+Vd/9VcxcuTI+NKXvhQ/+MEP4qUvfWncfvvtce6558bw4cNfcHve+973xv333x9f+cpX4nOf+1zMnj07Lr/88gP5wz/ykY/E7//+78ezzz4bX/nKV+Kqq67y3i0NMIM6k9XUssWSGqkn1tlfi9rROjJFSrNFA2k5KrZYR6adaDuyb3pRYc1sIUy6AT8/fes3UfGwmTNndvl3tQjowbZt9+7dRYyKbe7atauIbdmypdvrqBb5pAIhtA90HCZPnlzEaCrc81XPfxMVR21vby9ie/bsKWLVgqHUbtQedfp0tvBL5pzLXgtpndSns8VHu1s8uI46hVb7GouZSpIkSY2zffv2aG1tjb/4i7+Ij370o729OZL6MHOYS5IkSZIkqc/Yu3dvEXu+ZsnLXvaynt0YSf2OKVkkSZIkSZLUZ/zzP/9z3HDDDfGqV70qRo8eHXfccUd87Wtfi4svvjjOOeec3t48SX2cD8wlSZIkSZLUZ5x44olx5JFHxmc+85nYsWPHgUKgf/EXf9HbmyapH/CBuSRJkiRJkvqMl7zkJfGDH/ygtzdDUj/VNEU/+0OBz+w+9ESBz+5+jmLZAp/Z/aLlsuutooKG9F379u1LLUfFPGl7Z8+enYpRocpmsXz58iL2yCOPFLETTzyxy7+POOKIYpnp06c3bsMOwR133FHEnn766SJWPf5UpJRQIVDqI1RolfocoX6YKTaaPe+zRTR7o8BnHT1RPPlw62vbK0mSJEnSQGDRT0mSJEmSJEmSwpQskiT1Cz0xU0uSJHVVZ8aY925Jknpe5t7tG+aSJEmSJEmSJIUPzCVJkiRJkiRJioiaRT8bWXQt+111pq31RtHP3irq1t1toYKOpNEFArP9a+jQoV3+TcULn3nmmSJG+1X9roiICRMmFLGTTjqpiNVRbadly5YVy4wfP76IUXuMGzeuYdsVEXH33XcXsTPPPLNh3793794ilj02ddx3331d/r1z585imT179hQxOg60D1Tgk2LUX6koZ7WP1Lm2UPvSZ6nQaDNd0/qjZikALUmSus+ULJIk9S2Ze7c5zCVJktRU6CESDTAeeWT5U3bkyJFFjAYFaUDx2WefLWJPP/10EaNBUdo+GihtJrTNFKOB7GHDhhUxemmB0B8p1PbUzg7c9k0OwkuSpL7EB+aSJEmSJGnAyA7MUozQABB9NrveLBqYpUFi2j76bDPNmBhog2o0kD9kyJAilh2AzPaNRvcDqb8wh7kkSZIkSZIkSeEDc0mSJEmSJEmSIqJmSpbemKbR6EKgh1udYqZ12re7n83m+MwW/cweG/os5casThei3JbDhw9/0c9FcDFPKvrZaNX8npSzc9OmTUWM9pXyqo4YMSL12YkTJxaxefPmFbHueuihh4rY6NGjixhtW2traxGbNGlSt7fllFNO6fLvjo6OYpmNGzcWsW3bthWx3bt3FzHqq9njQMe/qrtFcSM4n2w2p26zTMUz76kkSZIkSeop5jCXJElSr6HBPhr8pjyeVPSTBiL37NlTxGhAMftCAGn2Ap+Etpli1KZ79+5NrYOOJQ00Z194oIFrGpBWc3GgW5Ik9SU+MJckSZIkSQNGdhCHBmZpBna20GZ25iR9X2ZmagQXEe2Jwo4OjNVDx4hmlNPxpUHn7ED0U089VcSyLxVI/Zk5zCVJkiRJkiRJCh+YS5IkSZIkSZIUEU2ekiU7XalOsck6xeSqn+3u55odTQcjddqc8pfSdKFqjkoqrEjT5k499dQiRgUoyQMPPFDEWlpailhbW1tqHdV9PeaYY4plKC8o5V+lKVrr1q0rYnQMqegn7UMGFcdcuHBharkdO3YUsQ0bNhQxKspJRUpHjRp10O183tixY1OxpUuXFjGankb5VKkf0vS57l6DslNBs9NDJUmSJEmS1OQPzCVJktR/0EDymDFjihgV+KRBYhqwpOVosLORL00cyvdlB09pwDObl5b0Vq5ayo1KMXoJYuTIkUWMXlrI5l+ltqLlJEmSNLD5wFySJEmSJPVLNChJs0FpsJY+S4OXNIhIRToplp3RnZ1Znx1IJdnB3zqzy2mmLLV9tp0pRutodMHVbCHV7PEl2cHp6kz8CG4Dmo2d3ebeGqCXeos5zCVJkiRJkiRJCh+YS5IkSZIkSZIUEU2UkqUn8ioe7kKgjS7m2ejv624bZ7cj2+Y0/Y3QFKLqZ2mZCy64IPX9WZRvlQpVDhs2LPXZDMrjSUU/d+7cWcQon+uUKVNS670FYlckPtfa2lrEaMpWdiobFeBsb28vYjSlrLv7QObPn1/EqJ9v2rSpiFHh1uHDhxexzBS97DS+OtMvm5nT+iRJkiRJUk9pmgfmkiRJvaVOAUjxYDgNJNPAIX22o6OjiFFhx2wRxzovIQwdOrSITZ8+vYjRYO/MmTNT61i1alUR27JlSxGjdqE2mDp1ahGjApo0ILt169Yitnnz5tR6s7ll6XjQ8aXBZ3qpgArHEsqHS21KLymoHq+xkiSpL/GBuSRJkiRJ6vNocIYGPimW/T5Cg7UUyw4U0XqzBUhpFjYNctJAKs0IzrZBdlsoRgPqNJt43LhxRYwKhtKA69NPP13EaNC+paWliNEAM83spn2j2emrV68uYtRfCG0L9atdu3YVMTq+1A/oWNLANm1LdvukZmcOc0mSJEmSJEmSwgfmkiRJkiRJkiRFxABLyVKnEOjh1uhto++rTqvJToupM32GpvLQtCeatkNTpqrTss4999xubxuhqVuUB3TJkiVFjPJ7Uk7NbJ7NKip6Se1G7Uu5Vg836r90TGlqF+3Dcccdl1pvpsAnFUulYz9p0qQitmDBgiK2cePGIkbTHiknamYKYaML70qSJEmSJIkNqAfmkiRJxNyKeZSfk3KK0oAdDYhmB4QptycNTmbzvtKA5dlnn13ERo8eXcQabdasWUWM2nnDhg1F7LTTTitiNOCbNX/+/NRy27dvL2IPPfRQarlscVBCg+8Uo5ys1E+zLzJYCLQer7GSJKkv8YG5JEmSJEk9jAbzHFzIyxb4pIKSNBOaBt8IfZYGemk5Or40+EuDpjQYetRRRxUxGuilbcmifaNtzs4apwFrGuSsI7t9FKM+RO03YcKE1LbQbO+2trYitmLFiiK2devWIkZtmn2BgGZV04xv6n903OjcosKitH30IgR9tj/ridngdWah17kfNXod2e/LvjiTYQ5zSZIkSZIkSZLCB+aSJEmSJEmSJEWEKVlqTTGofrbRU+qyUycOd6G/7FQyQtOZaNoTTb2hPJPHH398l3/v27evWIZiY8eOTW3H3XffXcROOumkIrZo0aIi9uijjxaxxx9/vIiNGDGia+CWYpHYd2m5DzR9itpo2rRp5Rf2gi1bthSxHTt2FLGiPYL7F03Toylq48ePf9Fte+KJJ4oYTXGk7W1paSlilPP29ttvL2LDhg0rYpkiuHR+UBvR1Dnq55IkSZIkSWID/oG5JEmSGA3q0UBnNp/rpk2bihgNrmfzyBIaYD3rrLNSyxHKsbl69eoiRnk8KY8sLUdt0NraWsSyx6OObB5UGrQ/77zzUuv46U9/WsQ6OjpS66V+Rcvt3r27iNEA9MSJE4sYDY5T7lYaWDf/tCRJUt/nA3NJkiRJknqYAyyMBsFoYDYbo4FAGpjNFoXMHjdajraPBnBPP/30IkaDeT2BZrHWKQqZRYOSNPBOBTRphjm1PW0zafSsfhqspYHy9vb2IrZ8+fLUctkBZjo/aH/p+2h2P+0bLUdtny0cW+e8bCa9tc09sd5Gr6POdbe7zGEuSZIkSZIkSVL4hnlD9dYoTXdzp2e/i0YcSZ3RWfrsCSecUMSqI5Pr1q0rlqGpyTTCTKPio0aNKmK0jtmzZxcxmpq8bNmyIladdr3jvHLkPDtNnGzevLmI0ah7I+3atSu1HXTsaao7vT2xbdu2IkZT4inX+549e7r8m6a00zqz5zSdNzT9/9577y1iNNpefRNj586dqe1odN2DvjhKL0mSJEmSVIdvmEuSJEmSJEmSFL5hLkmSVEt/maFBs5uoGCXlAKXZQjT7iNDMoKzjjz++iM2dOzf12RUrVqS2hfaDikdm8+ZSPtdTTjmliNHxmDlzZhGjwqJZtB80q2njxo1FjNqKvo/y8J5//vlFjHLV3nnnnal1ZGdI0qyuDRs2FDHKI0vHl45lnf4sSZKk5uADc0mSJEmSelh/GXDtLTSQRe1XTc8YwUUD6xQRzaJBzlNPPTW1XLOjwXNKvUrH6MEHHyxiHR0dRYwKQFIhUEqhOn369CJGg7APP/xwEZsyZUoqVgeljJ00aVIRo6KaTz75ZBFbtWpVEaP2q4POo61btxYxOubZFLn08gad09T/6pyrPaGZ7gHNtC3NwpQskiRJkiRJkiSFb5g3NRrhOdzfnx35I8OGDSti2VG+OXPmFLExY8YUseooKa0zW6ST0PbSqPOaNWuKGLVTZto6jfLSftHIKhWv3L59exHLugJi1T5B308xGvWlfaCpyzQVev369UWM+hJtS3W5qVOnFsvQcdiyZUsRo+NMb4BQoVmack9vU1TRufDUU08VMWoPOqezI8UDfURZkiRJkiQNPL5hLkmSJEmSJElS+Ia5JElSLX1xNgbNZKIChiNGjChiu3fvLmKUZ5RmQWVnsh199NFFbMGCBUUsa+nSpUVs9erVRYxmB9FMM8rJSrONqMgkzayidqGZgFTQtM6MRFpvthAofZb2d9u2bUWMZpK1tLQUsUsvvbSI0UzChx56qIjRrEHKtUpom6kIKx3zbLHRvnjdkCRJGih8YC5JkiRJUh+SHSyj5bKfzab76wk04EUDrjSgSZ+lfWt00TsadKaBTxrgo8FpSnlJg9M0KEloMJmKTFJ6SCoySe1H20LpTbNFWKlN6RgtW7asiC1evLiIZfsBDepmB7sbjdpl4cKFqRj1oZUrVxYxOkbUT7OD54S+j2KU1pXO8+yLGtn19oTs9SXbr+pcrxzIL5mSRZIkSZIkSZKk8A3zhsqOSGeXq/PZjDrfT6PM2SKPNMp8zDHHHHQ7f9OUKVO6/Hvt2rWpz2WNGjWqiGULS9JUXRqJro580vRval+aPk+jqCNuL0fd431liOzatauIbd68ucu/d+zYkdoOGvkmNJ2ZCnDSFHbqr7R91Tcl9t1cjnrve2UZozbP9hHa/wkTJhQxOv7VNqfzaOLEiUVs06ZNRYxG32m6Pe0DafSbN5IkSZIkSc3EN8wlSZIkSZIkSQrfMJckSerXKMcrzWSi5Z566qkiRrORaKYRzWahmTYvfelLi1ij0awfmr1D+0GzjbKz9CgnK820y+ampGOUlc3ZmZ1xRG1F/SU74yxr2rRpqRgVAl2xYkURy+ZopsKnNEuOZqLRbC+aOZctSipJkqTDywfmkiRJkiT1sN4q0FYnHWhvFZ/LDnzSABUN5mX3g9ZLg42UinPy5MlFjNJ40n48+OCDRSybonLOnDlFrK2trYh1dHQUMRpQpxil0KSB8o0bNxYxQm1A/SBb6JXahbaZBn+zx5fWQQUvs+08fPjwIkZ9lwrCUppP2jfqf4sWLUrFHn/88SJGxVVJtqgroeNGbU99g/pVNtUt9QPq4z2h0SlQTbOaY0oWSZIkSZIkSZJigL1h3uiinIdbnRH9DBrRo++n0TaavkqfpdG7E044IbV91cKHtC006kejiFQMsVoIMoKn1tLUc9p/Gm2kkdRqX6KRUGpzLPA5oizw+fTryhHYZyaV7UQj8bT/1WNIU5KpzVevXl3EqD3oTYns1H7af+qH1ZH09WevL5ahKdTTp08vYtu2bStiTz75ZBE766yzihg56aSTitjPf/7zLv+mNxUIvZWQffOBNMu1UJIkSZIkqaf4hrkkSZIkSZIkSTHA3jCXJEnqz2jWEuW1pJlSlCOScmfSbCGakXLaaacVsSlTphSx5cuXFzGaCUMzjY466qgi9l2Y9XTZrFlFjGZCEZqRRbK5ZefOnZv6PpLN90nHd8eOHd2OEZpxRG1FeVqztmzZUsQoH+727duL2DnnnFPEaJbj97///SJG5wLZs2dPEaM2yM4Ao+/ri4VAnaEmSZL6Oh+YS5IkSZLUw2gQjAa86sgOVtQp5kmfzQ7w1VkHLUcDvdSm2XbOFhKcPXt2EaMBw3HjxhUxSkVKg2+0XtqPtWvXFrENGzYUMUIDd2TixIlFbM2aNUWMUqjSvtF+UKFNWo4G2amtaACSlqMB+uzgL6UvpbbP9isq8LlixYrU9tEAPa03e64uXLgwFVuyZEkRo+KgNDhN25ItUkwxOpbU/2i9lF6YjhH1v0xq3t7UTNvSzEzJIkmSJEmSJElSDLA3zLOjKI0ehc98f3bEPDvi1sipkLROilEBxpkzZxYxmpZKo65UbLOKRsBpP2nUvq2trYhRIVAa1aVRSRpFpHaqLkejlDStm0Zgaf9pdHnp0qVFjKax04hztT3pOFN7TJ48uYjR9HfqD/TmQDYFAG1LdaSfvovekth2Y1ngc88ryjZvbW0tYlnU5scdd1yXf//iF78otw2Kj2aL9tJy1OaOPEuSJEmSpIHGN8wlSZIkSZIkSYoB9oa5JElSs6szSyxbXJByOtLMLvos5XSkGVo0++aRRx4pYpRvltY7evToIvbAAw8UsStOP72IfRtm8yyaOrWI0ewdWi+hHJbjx48vYjSzKCv7WTq+NJuPZq/RZ7N5c0eNGlXE6uQxpll+NAuPzo/vfOc7Rez4448vYhdddFER+/GPf1zEqJ8SytdL6Dyi85faoNk5Q02SJPV1PjCXJEmSJKkJNDK15sG+Lyub+pNki2pmB9UyqSMjeNCKtpm+j2KUyvElL3lJEZsyZUoRy8oWCKQijjSYR8U3aR2UajM7MEvpN7OFRWnfaL0zZswoYjSwTelXaUCYYiNHjixiNOBPg5yEto8G1Gkwns4FepmBBo5pcJXSoU74+YQituCDC1Lbl7VgQfl98+fPL2L33ntvEcu2H/WXbNpR+j5qe3pZgNK/0nrpOkQxB5ibmylZJEmSJEmSJEkK3zBH2VH9aiw72k6jV9kR+OxytC3V9dJ30SgzofagEeBZs2alvo8KE1KsWuSStoNGz2k0edmyZUWM9p+mJmeLfmb6DX2ORj1pmi6hUWhqSxqVrRbHjIjYtGnTi64z+5YALUdvRdBIP41yZ49NdR10ftB27L0oN+2bjuHKlSuL2PLly4vYy172siI2YULXkf+xY8cWy9BbBHScab9ouexIe6OLJ0uSJEmSJDUT3zCXJEmSJEmSJCl8w1ySJPWSRudp7S+ybUCzcSjfYjaPJ80+oVk7Z555ZhGjWUBU4JPWS7O7KM8jzXqhbab8lwH5SI866qgi9rOf/ayI0QwvmuGUnWlYnS0XwbOysrP+boHYFdAPsqhNe+KzNCOK2jk7K3EqFHV98sknixgd3wsvvLCI/frXvy5i2Xy9NIuL9m3MmDGp7+uLhUAlSZL6Eh+YS5IkSZLUw7LpNuto9EB0thBodhAx+300IEyDUdSm2aKfNIBGqRezBT5p3yh95pYtW1LrbW9vL2JHH310EaP9oHSRtH3bt28vYjNnzixiWCTxtvIYPXt6OThIx4gKmlbTVB7M1q1bi1hHR0dqvdTOtC2Eim9S+2VfUiDZl0voeFAfH3pleYyOmFsuRy8f0EsU2eKgtB9nnHFGEaOB6IceeqiIUZtm10uob9A6qO1HjRpVxOilB0p/S9cw4gtF7HC/fGVKFkmSJEmSJEmSwjfMUXdHJLKj49lRb0IjhzQqSrHqCGOdgn7jxo0rYvPnz099ltDoMbVJdfoqjerSFHVajkadaYprtp1oBDdTlJKWyb5BQSPT9H1UkJXQSHK1L1FbEuqD1Pep3eiz2en5NBJcXS+9dUHfn50eTn2ORpDnzJlTxDIo/cEPf/jDIpYpMnsost+XvX5JkiRJkiQ1O98wlyRJkiRJkiQpfMNckiT1EvPx5VHeSJrdQm1Ks6ey+WZf9rKXFTGaGZSVnbVFM42yM62oqOYVUPST0Hpp+2hbaHbYjh07UuulXJfZop9XpJbi2YGbN28uYjQbjGKNntVEJk+enNoWOm7ZXKtLliwpYpMmTSpiL3nJS4rY448/XsRWrVqV2j6asUb9ivaD+j2tI8trsSRJUlc+MJckSZIkqYcd7oJlh4IGNLPpRUmdYnuEBpmybZUtiEjbcuqpp6bWQWhQkgpUUqFIGhSngqHULpTuNFv085l/KdNUxrVliHReUX4ftemEO8rtm3FtLoUoDURnizPSMae0stlio5TilVKcDhs2rIhRnySUNpRitG9UjHLBggVFjAZhafCXzmkaYKZ9GzNmTOr7qKAuvUBw//33FzF6QSR7fcleS6jtKRUrtT2d0yRbCJQ00z2lJxzufTMliyRJkiRJkiRJ4Rvmh122QF6dQnrdnd5MUzwpRiPZxx13XGrbaJorjWrSvra0tBSx9vb2F10mO+2VlqPRaRoJpO/LFrSs7mudqeg0Wk1tSVOQSebtBiqESaPS2ana1G7Up2mqe3ZEsdqe9P30NgDtF20v9QeKzZo16wW382DovKRp6uvXry9i1EfoGFIhVDofuvum0UAb7ZYkSZIkSX2Tb5hLkiRJkiRJkhS+YS5JktQjsjMtaHYS5W+kWTCUG5Vm1dDMkFe+8pWpz9JsJJrxRagNKB9ktpgnzQLbu3dvaltoP7IzX6j9aN9oHTTLh2YSUR7P7LYsXry4iFH70WwoantajvpGnbybNCOKZj/R9mVnZVIOVWqXrIULFxYxKq764IMPFjFqP5rVSecW9ZfeKswqSZLUH/nAXJIkSZKkHpZNrZkd6KgzIJJNL5kdhM2ugwa8sjHalmzqTDJ27NhULIsKItKgaXbwlwbLli1bVsSokCUdS0y/+GoY3D8tlz520aJFRYwGjjteVhbL/OWYXxYx2l/6vmyxRyrgOnHixCKWtW7duiJG7VwHpSWlfk8vH7S2tqa+j84Z6hvUztQG2YKXc+fOTS1H5+AFF1xQxOicueeee4oYDU6TbCpSuu5ScVraN0qdSwP5dN1wUPzwMyWLJEmSJEmSJEnhG+ZNIztNO1sclEYdq8vR6BhNc6XvouVoGm61SGcEj3TSFFkqwlgdNaQp6jQamp26SsvRaG322GTewMhORafRYDr29Nlvw0j3a4pIrtgmFSSlfafjQKPNNN2aZIuD0vZVl8uODNMoOrUvjfhm0xN01/HHH1/EskU/afQ9+zZEdwsZO9otSZIkSZL6At8wlyRJkiRJkiQpfMNckiSp12RmhEXwDB2axUVopsnJJ5+c2pYHHnigiGVn6dCsLZoFRNtHM3eyM3yy37dly5YiRrO5aAZOdpZednYUzRCiHJuU6/IXv/hFEcvmKKWZetkZQbS/lFs2KzuDifoQodlUNKOR2plmOdIMSULFWqkY74oVK4oY9Q2a7ZYtAkyzGCVJkvTifGAuSZIkSVIPowGgbKrOnpAdoCLZbc6khIzgAUgaCKTBI4oRSnlIaSZXr15dxGiAatasWakYDaoRagNaL8VowJUGFqdPn17EqE8SGmA+7bTTitiGDRtS35dNj0mpMGnwcurUqan1PvLII0WMtpkG48eNG1fE6hSOnTBhQhGj/kfnaltbW2od1MepD9H5Ri90zJgxo4jRsdy5c2cRo8KYWTSYTMVBH3vssSJGbUrXMEpDnD0/6Hyjczpb6JX6X51rtkqmZJEkSZIkSZIkKXzDvFdkR9tppIpGoLJFP2mkKvO5bPFCGjHbsWNHEaMR9OXLlxcxmjZbHemkUezs9NNsMVP6vuzbIHS8qrJT1mlfKUajvFfAejuT0+L37NkDn+6K9iH7xge1G20HfV/2fKjGsm8rZGPZY7906dIidtRRRxWxDGrz7FRuKrSa7XN0HDLT6LtbLFSSJEmSJKkn+Ya5JEmSJEmSJEnhG+aSJEk9gmZQZHNx0myfbJ7CY445pohRTsxVq1YVMcoHSTOvaDZLdhZJdtYWzaKhWS80423t2rVFjHJnZotlZmeH0XLUppSzM5sTk3KPZveDYiQ7o49y5NKMKypySm1AeV/puFFbZbeZ2qqjo6OIZYt+kmOPPbaIZWdh0jlDeUup/agN6PzIcmaYJEkaKHxgLkmSJElSD8sOjPXWYAUNVNK2ZAdws4Oh2XSHFKN2ocHBOXPmFDEakKMBaxp4onUsXry4iC1YsKCIzZw5s4hRylIaGKOBNipuSQUgt2/fXsQ2b95cxDZt2lTEaHCfUk1SKkhq+yw6vu3t7UWMXgwgtL90zGnAlY4H9YNp06altoXQOiZPnlzEqA0y6WEjInbt2lXEaHCfCprOnz8/tQ7qpytWrChidDwo5eykSZNSy5FFixYVMTov77jjjiKWffGDlqNrHb30kE0dTGls6fuavRBo9j5IDvd90AfmfUydzlTNCU43enqjJptjmSpH082BTnY6iWlbqlWJ6QShG0P2rTRaLnuxy663etPLvqlH6EcOvU20bdu2IkZvJ9HNsvqDgdqDtjeTM/9gy1EfoYrU2Tfjqscmm5uc+mX2hkPLUX+47777itj48eO7/Jt+4NKPJ/rhSseUfkxQH6Hl6Adk5kZFy/hWmiRJkiRJajbmMJckSZIkSZIkKXxgLkmSJEmSJElSRJiSRZIkqUfyw9I6qunSDiabMoxSKWVzhVKO0rlz5xaxZcuWFTEqbkmpvyiXKaWIo7RTlPqM1kupzihNVnb7KCVYNo0X5QClz9bJxUnHiFKl0f5SH6L2o/2gdqHjRjl8KV0Y5UYltH2UxzObQoz6H+1vo5111llF7Pbbby9idN2gY0n9itQp+tkTqdQsLCpJkpqBD8wlSZIkSeph2cEAGkjoicGFbNFAkt1milGdomxhPfo+GlylQb81a9YUMRqkowFNGmijelNPPPFEEaMBr+y+0UAlFf4bO3Zsar3Z4qo0cPfoo48WsdbW1iJGNaxo0JRqc1EbTJw4sYhlUbscc8wxRYzaigqzUuFYetGAYlSolAbF6UWIzn8v+8umy8oXIWi9dL4dffTRRYyOZRZ9ll7UoDp2NABO9bdoHbNnzy5i9BIKXSOoDaiPZ88ZimUHxemFDnpZgK5X2eLIvaWZtqXKB+aHWZ0fMrRc9qaReYOLbkobN24sYnSRJtkbOL3ZQjdN+hFT/SGSLdyZfTuMLk60bXWO4fTp07v8m35w0Y1i7dq1RWzbthuK2Lp15QVxy5Yrixjt/549XytiEV2PK/XBUaPeWMToxwe9SUk/6KiPZN/mo+Wq66DP1Xmjjm6wdGOn85LWWz2XqDDoOeecU8ROOOGEInb//fcXMZItbtvd4p0W/ZQkSZIkSX2BOcwlSZIkSZIkSQofmEuSJEmSJEmSFBGmZJEkSeqRAp+UlolSP1FeRkpfRWmTzj333NT2UT5D2hbKxUmpryhFGsUorVU2TRalv8oeN2o/yv2Yza9LaN9aWlqKGO3H+PHjixi1C6VFo1ymlNps5cqVRSxbGJP6SyYFWgQfy2x+YkpRR8uRbB+i9IF0ru7YsaOIrV69uoiNHj26iFEOVXLGGWcUsV/84hdFjPoBFVKlYrKUfpD6bm8xXZskSWoGPjCXJEmSJKlJ1SkOWuf7Go0GrWjwlwbV6qxj8uTJRYxq/1ARQorRoBXVaqJBv927dxcx2l+qB0UDhnTMN2zYUMRocHDBggVFjAYCaZtpkI7angZSyapVq4pY9uUDOr40eEnfR/XKKEbFMtva2ooYDZRTnThqP2orGtg+6qijitjot5T7u273utT30aD40qVLixj1P3r5gF4CmDVrVhFbuHBhEaN+QG2fvYbRSwVZ1dpzEXxePvDAA0WMCv5S+9H1j/opDWx3t5bhwbbFAeuSD8x7QZ1CoNlK5XSzqr4lRtWk6/w4mTJlShGjGwbdcKmgZaYyOF1gKJatDJytRk7os/R2E928q6ggK8VWrXpfEdu8eXMR27273A7uc1S49U1d/k03ialTywrS9KOR0MV6yZIlRSx7bOhYV28wdCOhm1D27chshXn6QUHnQ3Ud9KONUJvTjyLa3uwPXFqO3lbLaPY/6iRJkiRJ0sBjDnNJkiRJkiRJksIH5pIkSZIkSZIkRYQpWSRJkmrJplqjopqUNonSQVG+1KlTpxYxSrlEaB2URiyb97BOIcFs/sZsEUzat2wKt2zBS/osbQuh/aAcuZRijXJxrl+/PrUttM2UZi3b9tkUeLQcpffKpCiL4Dy81O8p9SBtH30fpQqkc4HaKtsPCKXfq5NWkM5LSg/XTEU/JUmSmoEPzCVJkiRJ6uN6q+4LDR5lByppkJNitG80QDVhwoQiNm/evCL2xBNPFDEaHKTBZKqHlB2opEE6Wo72g4pMUnFGqkP02GOPFTEaeKd9o8F9Gviktsoey+yAP/W1FStWpL6P2rm1tbWI0QApFXCldqF6ZXPnzi1i27ZtS62DBj5X/j8ry3X8YbkOOpbUVlSAlAaxqa7Wjh07ihi1C61j0aJFRYwG8keNGlXEqK/R92VfAqDCrNOmTStidHypoCkdN9pm2haSfRkkex2iczC7LQOJD8x7QZ1Cd9kfCvQ2SnU5eiNp5syZqW0jdCISuliSTNVfupDTzZEuTtRu2Zs3fR+hN3aq+58pAnowdHGmHz5UbZpubpMmvaeItbV1LehJN7GsWyB2GcSoj1B/yMaqsjcD6iPUHyhGN3baNlqu2s/pOGdNmjSpiK1bV1ZMp+2g40A/KulHuSRJkiRJUl9kDnNJkiRJkiRJksIH5pIkSZIkSZIkRYQpWSRJkhouW+iQclhmU62deOKJ3dw6zkOZzYVI+0EppyiHJaV/yua5zRb9zOZvpDbtbqqvg6HUVrQf2VyrlAKL0tNlU49RP8gWmcyk/zuYbDtTzk5C7UJtQNtMMerj2eWmT59+0O3sjosuuqiI3XnnnUWM2oCuL2PGjCli2eORzY/dW3m0JUmSGsUH5pIkSZIk9UN1Bj+yaICPBuSyA1k0+Eb7QYON48ePL2I0UESFGKnuExXvyxbBJOPGjStiLS0tRYwGDKkOEdXMyqLjQYVFR4wYUcToeKxevbqIUV+jtsoOElPbU1tRwUtC66A+SWhb6Pu2bt1axKgfUKHXnTt3FrFnXlXWU3synixiVLTyuOOOS60je05T22/atKmIbd68uYh9//vfL2LDhg0rYvSyxamnnpr6LPW/Bx98sIhRfTdCbUp1AOk8+ulPf5ravjo1D+naSe1ChW174l7R1/SLB+bNfGCzhTuzb3bQhYtuBnTzq54odDGnm2HWhg0bili2kjL92KEbaXW/shV/M991sO3IViSmHyu03pUru1a1pptWHbTO+fPnFzHaXjpejXQFxOiHafY4ECrImvkBSzcSWme2IjwVX6WbPa232r9omSw69vQjJvvDkNqkTmFcSZIkSZKkZmIOc0mSJEmSJEmSwgfmkiRJkiRJkiRFRD9JySJJktRodYo9ZospZgssUuqjRqP1ZguB0mdHjhxZxLI5Xkm2EGijCxNmc+kSSn+W3Y9szlj6LOWmzKaTo3bJpmzLph2kfaM8wdl0YbRvlEIsG8umX5s9e3YRo1zJhApyktbW1tS2UKrFbL7ZbJ9stGZOqylJkgY2H5hLkiRJktQP9cQgRJ1B3ez2ZWsc0YDX+vXrixjVG5o1a1YRe+SRR4oYbfPu3buLGA36dXR0FLH29vbUOmhgjAanaRBswYIFRYwGrZYsWZL6PkK11bJFSbP1j7KD+zQISwPg1KbU1+hYUvvRgDXVo6J+kC2GSm1Ag5xUhJXWQQOzVJQ0W1eLithSO1OxUTpGJ5xwQmpb6Jg/+uijB93O30QDzFRkl843ais6F84777widscddxQx6lfZwW5aLxWnzb6QMND1iwfmA+lNBDop6KSlwpqjR4/u8m9qt+nTp3d72+gmTDc+upDRBZ4uFNUTO3vzrlNUNXtzJHRDqh6bNWvWFMvMmDEj9f11HO4Cn4T6A/1AzB4HulHSOqrfRzfsbF+iddJNkipjZ3/wVIty0r5Tu5100klFjH6wUP/NtFsE/+jNHgdJkiRJkqRmZw5zSZIkSZIkSZLCB+aSJEmSJEmSJEVEP0nJIkmS1GjZAoaUvihbbI+Wo5RGJ5988sE2s2HmzJlTxNauXVvEKI0apYejdFLZwoSNLjiYzdVIxzyb+o/2g3Jx0r5l85ZSLJvrklCeVtoPWkd236j9KJ9mNjVatkAltSm1C6VVo/SBixYtKmLjx48/2GZ2QQU+Kc/tsmXLiti5555bxE477bQi9stf/jK1LbTeUaNGFbFdu3alvm8gpcaUJEkDhw/MJUmSJElSF9k6UDRARYO/NGhVp/jchAkTili2uOCkSZOKGNXloUEmGiSmgTEagKR6QNmBT/q+ap2yCC78RwUgaR00YJgdwM0WZqVjTjEamCXU/7L9KvsiRLbgZfZFCGpnitF6aZtp4Jj6GvUNKlhLddZogHTatGlFjAaTqVYeHaP58+cXMWoDOt+WL19exOh6QN9H5zQVZr3vvvuKGL1wMnfu3CI2YsSIInbGGWcUsXvuuaeIUVtlr7HZ6xC1FaH+V2fwvNHf10g+MG8S1CHohkMnN130tm/f/qLroAsjncR10M3r6KOPTn2WihquWrWqy7+zla5pObro0HGg5bJveNExrF7YqvsUwQUjszfpw+2W5HJXQCxbpZou4NkfYJk33rL9IVvc9blvlT9QVly6oohlC2FW+zDdwKk96EfCvHnzihhdM+hNsmyb0024eu5bBFSSJEmSJPUF5jCXJEmSJEmSJCl8YC5JkiRJkiRJUkSYkkWSJCmNUndlCw5SaiJKfUSyxQWpSCfljSRjx44tYuvXry9ilMKK8m5SW2ULO2ZzTmZl027RsWxpaSlikydPLmIrVqwoYtxfvlXERo78zxDLpeMaM2ZMEaO0e1xY9FaIvbaIUbtkj2U2BV4d2XOL+hC1H8Wy5yCh/kzHiIpvUopCylmczYucVSdVHWmWfKQRzZ0vVZIkNQcfmEuSJEmSpC6yhR1p0IoGcbLFI2nAhgYvaRBsx44dRSw7QEp1jqg46J49e4pYdtCFBsayA17ZIn90jLLbR+ul40HtR9uXHTzPFt+kWkxUhy27vzSgmX2ZIbtvdMzpuNFAKr2QQP2UYjTwnh0wpD5J59vmzZuLGJ2rtC0LFy4sYjS4TwVrN2zYUMTIjBkzihgNilNxX+rjGzduLGJUgHTixImp9VJbZa9NdCypD1F/ps/WqftXRzMPWDf8gfnhHrEf6G8E0IWGLsrUJtVY9kZAF/OVK1cWMXqDjS54jax2TcvQBYZ0t90OFst+X7Xdqfoy/QhrlqKfWXQcqEI9vSVFPwyyP/zoGlHtJ/Q5+oFHxSzpptFxQXkMaf9pH+h8qB5r6g/0Y5Fu9ITeIqWin9k3ZEm17Rpd9HOg3wskSZIkSdLhYQ5zSZIkSZIkSZLCB+aSJEmSJEmSJEWEOcwlSZLSsjn/smmTKJ0XfV+2wCIV6aTcmZQ2asKECUWMiltSLknat2wKNpJtA0qTlc2vS+ug5SjHJmltbU0t98gj/6WI7d1bpiLbufOmIrZly+uK2L59/1LEhg9/fRGjYz5r1vuK2OTJpxaxrF/+8pdFrE4/yKbFo2NO5yC1AeVpnT9/fnYTU6ZMmVLE6Jyh3KOUMo3OVTo/KK1iNncwpaWjtuqLTOEmSZJejA/MJUmSJElSF9lBXao/lC20STVzKEYDTzTISTWTaABozZo1RWzevHlFbMGCBUVsyZIlRYzqTdHAHbVfe3t7EaM2JVTklLZlzpw5RYzagAaiaVuyBWGpDWg56hvZulM0OEjfR30yO8ierZ/ELzj8O8TK7xs58j8VMTqWtH3UD+i40fdRnTyKZYvTbt26tYjNmjWriJHHH3+8iFGBTzq+c+fOLWIzZ85MrXfcuHFFjAr+/vrXvy5idM48/PDDReylL31pEcvUX4vgPp4t0EuxbK227IsL/VXDH5gf7sYbSAcnewGmt1FItXBgW1tb6nN0E6GLIF1k6OZPN026mNMJW70oZH+cZd9Koxih5WgddDOrtme2cGWzuCK53Pbt24sYHS8q+kk3hDoFWTPHNVs9OvujNFtNPlPxmvoWvfGYfQOVin7SW6nUlrSv2R+kjTSQ7gWSJEmSJKnnmMNckiRJkiRJkqTwgbkkSZIkSZIkSRFhDnNJkqRasimdsqmEnn766dRylA4pmxeUigaSJ598MvVZymtJ+S87OjqKGKWmyubJzLYprYPSf1FOx2w6razjjjsutdz27R8uYqtXl2ntjjnmo0WspeW0Q9+wBqiTjit7jLJp9qgPZXMvP/roo+Vn/9/ys8d/9PgiRpYtW1bE6Fygc2b27NmpdVC70PlBbUDtl82bWydFWp1zWpIk6XDygbkkSZIkSQNEtuYTDSLWqb9Eg0LVOlsREWeddVbqs4sXLy5iNHBMA2NUWG/58uVFjGr/HH300UWsDhpAyw6C0cDi3r17ixjVl6LPUowG2rIDx9T2XHPq3yCWqxs2duxbi9iiRYuKGPWNnvD0039exFauXFnEtm0rz4Xdu79WxIYNe30RmzhxYhGjgWM6Hrt27Spi2QKpY8aMKWJ0Tm/ZsqWIUW27ESNGFLHJkyento9q+z3wwANFbPQPyxpq8z84v4hRH6frULaYcRYVSKWB92zBWjrm1PbUptlYfx3s7rcPzLM37WY+sHQzoBsYVQKnt0KqN85p06Z1e9tOPvnkIrZixYoiRhet7FtAdAyrF63szTt7wae3+rI/VrIXjur20cV01KhRRayvoZsn7Ve2wjrJFm6txqjNs8eUbpK0TuqHtF+0XPWPE2qjbIFPQj9EaB/oxw69WUqFULv7IyF7Hg2kG7UkSZIkSeo55jCXJEmSJEmSJCl8YC5JkiRJkiRJUkT045QskiRJPYFSEFEOQUrBRHkPs2nlVq9eXcQo32y2wCflbm1tbS1ilAuR9o3agLaP0rfRcpS+jVJdUYopStmUjT388MNF7KSTTipijTZu3LhUrLds2rSpiGX7M8Wy6c2oX9H3UT/N9itKbfjUK8rve7K1LIpL20f7RvmEFy5cWMRWrVpVxCi/6fz5Zf7VJUuWFLFsSsJsGr066dCoXSRJkppBv31g3h9y2WZzAFNec/qhX421tbWlvp/+kKA/OGbMmFHE6I/vbJ7wzB9O9KOfYrQP2T+4sn/U0T7Qeqv7kM2v3ltuqfz7iuTnsg8xqP8S+qM5+/CkeqyzxTrG/p+yyM++S8t1Uq7v7IOYbP+qWrp0aRGjBylU9Gf06LLQyfTp04vY1q1bX3Q7IvhcyvTh7ENB0h+u8ZIkSb0hUyvqYOhvOUK/1eg38/jx44vYtm3bitiGDRtS66X9oL+N6e8I+t1Mf89SwbxRPygHmZ57dfn3BRUwpNpPtH0tLS1FjGoJ0WepsCgtR3+H0O96ait6RkA6O/+tiB1xBBWdvbKIUcHVceNOSK23t1D/yxeO/VQRWbas/Bu1vb29iNE5SEVs6ZjTywz09zL1A7q+bNy4MbV9kyZNKmKzZ88uYoS+79FHHy1ia05dU8S2jiz/7qW2yj5DomtE1lFHHVXE6HhQIVV6tkLPFWm5bH24/lAvMsuULJIkSZIkSZIkhQ/MJUmSJEmSJEmKCB+YS5IkSZIkSZIUEf04h7kkSQMd5ZjrD/nkehO1KeWmzNbmIFRngaxfv76InXnmmanPUiFL6huUCzZbe4PyPNI6qP2ydTCy6HhQ/kZaL9VzoDye2fy//QXV0qAaGZSzmPp4tmZO9rhla4TQsczm9ty1a1cRoz5OuUxp+ygfKeUdpjpElAM5ew+o0wZZ3nskSVJfUuuBefZHWDP/wd7M20Z/eNEfn/RHIKn+8KXPrV27NrXO1tbWF/3+CN4H+lFOaPuqBQvmzZuX2o4VK1akvp9kC3zSclRgobocPSig4i1UdKInZIt8VlEBENpXkn3oQH9IZ/4QpGWwwM3rykvkrAWzihgVIaLCJnQuZf4gpXajBxC03LJly4rY+eefX8SeeuqpIkbFY2h7qT2z51fmu5rFQCpwIkmSBhYaeMr+bU+/D+m3IP1WpUKWVFiUBtVGjBiR2j76nUu/y+sUNI3fLkPZwTxqA/pbimK0LbS/1PZ03Gj7qK2yA9sUGznyDUWM2mDhwjOKmPgZCMUef/zxIrZ58/8sYrNnv6+IzZgxo4jRsyIqRkl/y9P1gPoaPQfZuXNnEZs/f37q+2ggn4oKU3+m/aDl6LpRZ4CZ0L7RczVq52zb037Q9aXO37rN/PyVmJJFkiRJkiRJkqTwgbkkSZIkSZIkSRHhA3NJkiRJkiRJkiLCop+SJPVbPVFXpK/loqsrm5Mwm/OP8pFS8T7KK0i5FSkv45o1aw66nb8JazlArsZG1iKJ4IKI1FZU/JDagHKyUs2LbJ0V2r7HHnusiC1atKiI0fmxefPmIjZ58uQi1luor/3qV78qYlS4k+prUNtTPtxs7R76PkL5cEk232f23KfcwfR92eKg9H3UBqNGjSpidC7QOZi9V2QLqdYx0O4pkiSpOdV6YJ798dLMP3Kaedvox3D2j1n6gVxdjn6A0x9xVCiBlsv+0ZotTpB52JApqhmR/+MlK/tHHW1fdVuyhRpPOeWUQ9nELjL9odFWrlxZxOjYUH/I/rFExzDzsIMeBtBxGDduXBEjtB11ip1Ui6fQsaLiJ/SHdvbBFu0/9Wna3szDhjoFgJtFnQcKzXyvkSRJfU+dYuT0u4xi2b+h6Dco/Y6cNGlSETvuuOOKGKG/Leg3PRUhpG3O/i1Eg2/0fbS/9LfPunXritjUqVOL2KxZs4oYtQH9nUeFE2lbqA/R36/ZQcRnnvkX+OxrixgVcM3+3aW8hQsXFrE9e64pYg8/vB6WKwfAqZ/SObh9+/Yili1YS9ch+jt1yZIlRWzChAlFbPz48UWMnmXRvtFzsBUrVhQxQgWJ62htbS1iGzZsKGL093V2gL4n9LW/iU3JIkmSJEmSJElS+MBckiRJkiRJkqSI8IG5JEmSJEmSJEkRYdFPSZIGlEbnjmv09/XFHPDZuha0HOVQpdyeVMyT8oxSXsY6xQWzRf6y+WvnzJlTxKhY4RNPPFHEKIcl5c6k/aVtphi1KaFj9NOf/rSIzZs3r4hRu1Du1oceeqiILViwIPVZyj1K7UI5QCn/JbUV5c3N5rnN1t8htA7Ki0z7QevN9pdsAU36LOUy3bVrV+qzdA7SvmVrBFEbZIsKZ69XdfTE9T6b+5s0+/1IkiQ1xoB6YN7X/gjP/jGRLdBSLVrQ0dFRLEPtQeuk78/+sUzL0Q/1zPfRHxv0hzf9oZL9gU9/vNQp/pdBhTKoyAu178yZM4tYI//orvMHN7U5HefsedndwqV0XGjft2zZklrn1q1bi1idwjrVPjxy5MhiGSpoRNeCMWPGFDE6DvTZOoWdq9/XH4p+1vkDW5Ik6XDL/o1C6G++7N9BhArm0eAWDexQcXtaLxUSpN+cWdnnBfQ7nIryZf8e2rRpU+qz1FbUBvT3Fa2X/kamNqC+wX3tNUXsiCPKv53oGNFAb3YwL7vN9AyD/o6jtqL9nTt3bhGjwf1mQn9XnnLKKUXswQcfLGL33/+JIjZt2u+n1kHtR88yKEb9nq4v1Iee+yYMMJ9Rxqgf1Pn7lfoaFeOlosKEzvPs9Sp7zc4+z2rmZ6iNZkoWSZIkSZIkSZLCB+aSJEmSJEmSJEWED8wlSZIkSZIkSYqIAZbDXJIkdV9P5HFv9rx41AaUY5PqHVBeRvo+yt1K+UgpfyPlR6TaHrTebJG/oUOHFjHK9zl58uQiRtu8Zs2aIkZtSnkjaT+onalf0X7Uqd1AOTY3bNhQxGjfqKgrFQylPLeUp5W+b/ny5UVs7NixRYzaOVunhnK3ZnMgU05g6i/Z+jhUm4T6OK2D2iqbN5fOGaonQttHOUqzeXjps9m2p75L/SB77je7Zr/PSJKk3jegHpj3tR9H9COXfjTTHw60XPUPNPrDhH700o9j+hFNMSpoSOiPFdqHiRMnvujn8Pt/VC63/fztRSy7D/SHBcXoGFaXo/2k71q/fn1quWwfoT8GTzrppCJWLXxJf/xnt4P+2Mz+wZ0tQkGx6nHIFpqhfaCiqvR99MCL+mvmHKE/gilG1zhqSypqQuc5Hdesaptki1D1teu0JElSd9X5LVTnN1Pm9/KhfJYGisi0adNS66XBwY6OjiJGv9VpWyhGRTpp+2iAigbpssVG6e/NJ554oojRADj9XqeigdkCrtm/aan9qF2yA9v09w8NEtdB+0F//1b/1o3ItxX9vUfH45hjjjnodjYDOh70XOD++99cxDZu/EYRGzWqXI76Af2dSoVo6RkVvXxAxUb3vbr8LG0L9QM6vtRW2aKz27dvL2LZop80yL5y5coiRtehbMFV+mz2vkD6w9/1pmSRJEmSJEmSJCl8YC5JkiRJkiRJUkT4wFySJEmSJEmSpIjwgbkkSZIkSZIkSRFxGIp+WsSte6jdKOk+FdygRPyZKvZUOIAKG9D3U/HCUaNGpbaDijtQjPoNFYGoogILG84oC1VSUQjS3WKeEbwP1eOaLXqZLQ5KfYmKSezatauIrV69uohNnjy5y783b95cLEMFKLOFb7KFO7P7Sm2eKbRKRXCpoA/1fepLtB1UJITWWy2iky10Qt9PxUzHjBlTxOoUcMqcI3UKSWX1xr1moN3fBtr+EjrP6Fyhc4/QtZLOA7pnUyxbcPnRRx8tYnSPnTt3bur76qDrIN0HqcAYXQup6Bgtl73GZX5TRfA203LUznQfXbt2bRGj40HFuKlN6V6VvTbTb5Xs9ZrWQd+Xva9RjH6bUHGtSZMmFTH6jTR16tQiRsXX58yZU8TomGeL29P9lPof/YajNsgW76O+S+hY1vnbryf+bmz2v017Yluyf2dmC0XSNtNy48ePL2IPPPBAEcsWmadrO10PaPvo+ke/h++7777UOuicmT17dhGjQqWrVq0qYnReUvvRfZ+Kg1LRVNoPuu7SPYpi1F/oGNHxoM/StZOuf7cUkYgrILZkyZIiRoUdaVuyRRKp39NvlRkzZhQxenaS3beeQH2S+l97e7kctRXJFoSl40G/m478TrktE39nYmpbtm3bltq+7PWKrrGzZs1KfZbQ9YrOD/r7g7Yl+4wr+1uvme6rjeQb5pIkSZIkSZIkhQ/MJUmSJEmSJEmKCB+YS5IkSZIkSZIUET4wlyRJkiRJkiQpIg5D0c/+muw9o06xOvosFc2gxP6UnJ+KNFTXMWHChGIZOn5UHINQgSkqJkDLUSERKhZRLcpBxVVo36nYUrYgW7YgAhWooH3InCNUmIH6AxWwoT5CMSo0QsUzqp+lfaLjR0VkCLVHthAoyRTnoKIyVAiMin7RZ9vb24vY1q1bixi1HR3XarEYOs7UR6gPVou2RvCxpz5N66Dj1d0+nS02R7L95nDfk5q9mFijNXp/s9/X6OWy20LonCXZ4pt0XahTFOg7cA+kglHHHXdct9dRR7bo8tixY4sY3aPouGULbWZ/j2SKSUfkC1RmCzLR/tL9gAqMUTtnf2tSjLYve4+gds6el7Qt9DuP9pdi9JuWCmnRbwKKZe+dtBwdS4pRcUE6P3bu3FnEqJ/SNSdbADJbAC1bKHKgFfjsLXX+RqXjm/2dTkUr6RpL53m2AB/1tTE/Ls/ptne1FbEVK1YUMToXqKgmXdvpWkfos9QGVMiX2qW1tbWIUZFJKiRNfyMOHz68iNF1ks4taj+6ZtPfJ7QthH7TUD+ge2i2CDVdd+m4UZ+ka+fy5cuL2LHHHlvEIllQsrfQfSZ73aW2zxZ/za5j98vLc/C54bnfEXT/pXOfCoXTMym61tVB20e/Baj96LkMPeeg/aVjRHrib7Xe0NxnpCRJkiRJkiRJPcQH5pIkSZIkSZIkhQ/MJUmSJEmSJEmKCB+YS5IkSZIkSZIUEYeh6GdWNdl7TyR6zxY8aeS2ZBPdE0qwTwUoqIACFc2golBVEydOTMVonZs2bSpiVHSA7Nq1K/XZaiERWueUKVNS35UtOFCnIBYVyql+lo4zFRWh76JjQ0VZqGgMFZWjYjDV9U6bNq1YZuPGjS/6uYh80Qjqq9lClRSrHms69lSsg75r8eLFRYz6A+1rtgBKtZgI9a1scVcq7kvoeNF5ky3+VN1/2oc652WjZa7Lda7n/UWdApp1Cr41erk6n6V9o+JB2cLdtF66HmVRMSxCBYComBPdZ7FQFbgFYpdAu2SLEGb7ULagMBXfpN9ZhPpBtnBYtigkxahf0W8GOr60LdkC6NnfPdltpuWoQFb29wD1A9rfbFE+6rt0btG+Pfzww0UsW/yLCotm7+P0u27dunWpz1Lfzd7f6HdBnWt2nd8BzVw4rNnQcSPZwrbZgskdHR1FjIpMZgv+0nk+9wNzi9jm3eXfQtTX6D49evTo1PbRb39qZ2o/Qtc/OldpW+jvwWOOOaaI0XHLFiinAoGLFi0qYtR+JHvdJcuWLSti1PbULnTM6b5Kx5fahfoptSkdtytgm6ldSLatslatWlXEuODva+DTuQLR1FYUy/7+o3VQ8de2trIIMH2WChdTbPXq1UWMfl/RtW7+/PlFjNC1M1uQna6T1P8yzwsj+m+BT+Ib5pIkSZIkSZIkhQ/MJUmSJEmSJEmKCB+YS5IkSZIkSZIUET4wlyRJkiRJkiQpInqx6GdvJHuvs85MwvpGF6TJFrwi2YKD3UVFEcaNG5dajgovjB07tohRobFqIYJssSoqjrl169YiRoU7ssXIsoWuqoW4soVVqCgL7Rf1VSpcQgVOMqZOnVrEqIgWFY2gGO0X7X+2YGim2CgVDKN2o+Ia1M+pT1OMzsHp06cXsWqb0HdR0Roq6JEt6kSoT1MhFlJtTzoXGq3RBR8zxWL7WuGSg6lTvLTZ26DRhVmzxZxItkAlXVOpaNa9995bxKhAIBXWpmsqFSOi6w/dP6kIEhWgousU7Ru1M13P6H5B9zcqMkz3RrpPZQuBUptmiy/R9tH9hrYve9/PFnLOFq6j/kzFRgltM/2mo2NJ5wy1aXY/qHB5TJ5cxsD9999fxLK/62h/6bNUuPPkk08uYvR7iu691PbZwo7UftT22d9A/fm+2uzo/KB+kC22R9dsuh7Qeum6NnLkyCJGfS1bJJvug7S/ra2tRWwyXA+2b99exGh/6Tyn84i+j9qAtjl736LzLfv7he4pxx9/fBGj+0wW/WagYp7btm1LfR/tL/U/2rdsv8/e4+mzS5YsKWJ0378C/vZuNPrdSffG7G8Guh5kn0dki3lmiw/T3/30O5bOQbp303HLPpOi6ws986IC4LS/VHiX7r/UfnQtycp+tj/cz33DXJIkSZIkSZKk8IG5JEmSJEmSJEkR4QNzSZIkSZIkSZIiohdzmB9uPZGPtbqOw50/91A+S7qbQ3jFihVFbM6cOUWMcp9SfqNs7mzK3VSVzQc7ZcqU1PdTTirKk5bN30V5r6p5zSjXG+W3ohyv1OZ0nCnXOaG82FWUf4y+f+fOnUWMjg3tP+XoyuYwz+SknTZtWuq7KOcZ5emlnGctLS1FjHIRUq61qsxxORyoLbM50KrLZY9fM+U6a6ZtkSRJkiRJPaPfPjCXJEk5jS6KXWc50t2B7IN9lpajGA0Q0UBStlghFQSj9f7qV78qYq961auKWFtbWxGjAkA0kJotOEj7sXLlyiJGg4mEBuFpcJIKtGWLQ9Up9JUtekcD4tkiotlidosWLSpihAZoqQ/R8c2eC9lCkdTHs8WhsudgduCW+gsdDyroR6iQFskW/aSC97QcFYHL9kmSLc5Ix4P6KRWLG0gFwfoq6gd1isDReUTnAhXbo3N1KhQ6zL5AQi/t0PlB90YqdEiFd+mlJTpnqJ3pZRlajs4Put7TtYSWI9mCjVnZF+PI3XffXcSyfTL7Uhbdp7OFvUm2wGd7e3sRo22mvksvZmV/D2XbhX5z0flL30fnAqFtzr5QRec+/e6kfp8tUJ69x1Mfohcbafvofp59qZV+t9Nxy17b6ZpIn61TyLc/MCWLJEmSJEmSJEnhA3NJkiRJkiRJkiLCB+aSJEmSJEmSJEVEP85hXiffaVYji34SyrNIebKyuSareag6OjqKZTZv3lzEKLcU5XiifGyUZ3LNmjVFjPJS0WerhTqz+WqzOTCp2CYV/aScXnS8KA9UNe8V5aCl/coWqqT9p3yphPa/eqzpOFOOLsrvRXlqaV8pH+amTZuKGOXjoli1f1F+OMqrls3xRucD5SOjHIMZlGOMcixSn6blTjnllG6vl64HmWtfnRy22RzF5kKVJEmSJEl19dsH5pIk6fBrpgGN7LaQbLHHbMHB7MAqDSRmiyDNmTOniD366KNFjAZcaRBy1qxZRezhhx8uYlSM7a677ipiL33pS1PruO+++1LrWLt2bRGjAko0iEmD07QcDdhSP6AYDbJSYSn6LBXNon5F/Y8GN2lbsgPDtI5GvmASwYW5aFtowD87AEsD19UXLw7mCohRscJscTzq9/SSAqHrBlm/fn0Ro2sJXZuoraiIGb24Qy8hOIDdXLIFJbPFfenlGeovVAiUrnV0LX7wwQdT25ctukj9nq51dM5QG9By2aKGdN8i9HLbjBkzihj9jiDLly8vYvQi0IQJE4pY9sWtLLpeUTvTPYDueXTvpusa9QM6Rtl7XnYd1E/pnpctUFmnwHad8yN7LSHZ30PZlzDppcbVq1cXMTovqV9Nnz69iNFLnXTM6aVTOn/pxVF6yXDBggVFjM7V7O9EWo6uu9l+kP2bqT8wJYskSZIkSZIkSeEDc0mSJEmSJEmSIsIH5pIkSZIkSZIkRYQ5zGvl2unuZ7M5sSg/F6G8R5SLq5p/iL6fcnxSDjn6fsrNddRRR6VihHIiPvbYY13+Tfkfs7kyKW8T5XSlPFWUc4xyOdG+Vtu4vb29WIZyRdFxJrS92RyblLdq+/btXf5NecXoc9n8Y3RsCOU8pONV3d6IMv8Y5Q+jXGaUE3DFihVFjPaVvi97HKo5iOlzGzZsKGJTpkwpYtl8dlQcNJu3l45/RvZaSP2mv+ZJkyRJkiRJvWvAPzCXJEndlx34qFM0sNEDJNnvo+Vo8JIKClExIhqEo4J+2YFEsmjRoiJGbT9x4sTU92WLatLAVrbwZLYgZ7YPUfE5GuinwU7aX/osDc5mi3U1uijujh07ihgNltKLEtT/xo4dW8RoEJi2mQpk0WdpvdSH6GUMKnxFfY3O1WzRz8cff7yI0QsJVGjuhBNOKGLUplnZFyaon9I2Uyxb/JDOS/o+9Qy6ltBLDPTiBZ0z9H0Uo/6SvWbTNZa+j64bhNZBfTdbzDP7ElC2ECidv/R9dF2jawkVH84W3qUihNkirHT/yF6b6LOrVq0qYtQutB/ZIp10P6JtyRY/pP3NFsnOnpe0HLUB9b/serPXe/r9kr1u0L5RjNo02wb0O4KOL92j6JjTS4zZIqd79uxJbR+1Ff1mpW2h85faj44bHXNqF/qNTscj+0Jef2BKFkmSJEmSJEmSwgfmkiRJkiRJkiRFhA/MJUmSJEmSJEmKCHOYp1GuomoOomxOSopRXqFsjPIKZfJLUV4lyml64oknFjEqEEj5kqpFOiMi5syZU8QoZxnFJk+e3OXfVPSRclJRoUbKi0m5KCl3FeX5mj59ehGjvKxV2YKRWWvXri1iU6dOLWLUdpRjs9pPsjnsqH0plkX7QNtLRWqrObooP9fmzZuLGBXWpONM+RipnSi2bNmyIlY9f7N56ig/8rx584oYyeYkzm5L9TrXTPmrJUmSJEmSDsYH5pIkqdsaPaCRLTqW1RMDLplB9QgerKOiOzSgTQWFqLAoDUzSwCwNsJGjjjqqiC1evLiIUeGwlStXFrFp06YVsWwb0AsC9Fl6aYCKf2Xbhdp57ty5RYwGcWkgno5ltpji/wsDmWdD/2ttbS1iq1evLmJUBJPagF4AoEHgLVu2FLHx48cXMSqaSqgf0MAtFT6lwfzly5cXMWp7OqdpOXoJhI7bE088UcToGjFhwoQitm7duiJG/W/+/PlF7NFHH02tN1vgjl4YocH17AtDarzsC1zZYpm0HL0ktX79+iJG1/vsPYpidO2k6y69LEIvCtH1iq5rdYqmZgsdUltRm9I2U9FAOuZ0n6bto/sWXWPp2k5tkH2xirY5uxz1SSqkSr/DqA9RW9G20P2I+gbdF+h3Cd0D6BpL/Znul3R8SZ1jlC2eO/S2su3jt8sQXYeo4CXdk2k/6Pyga0m2IDYd32yxYNoW+iyd59QG2W2pU2ye2mAgGdh7L0mSJEmSJEnS/88H5pIkSZIkSZIkhQ/MJUmSJEmSJEmKCHOYN1Q2D1A2hxDlb6KcRJRfivIZVfNLUS4yQrm+KLcZLUe5pR5//PHUeil3WDVGy1BbUk6qnTt3FjFqXzoOlOuM8klm1CnwScVXKUYFLZ9++uYiNmTIfypi1TamfHAnnHDCC27n4UJtN2vWrCK2atWqLv+mfkO576gvUSFQ6iOUc5TypdF5Uz03Kf8c7QMVJM3K5nDtbi7pbAFR0sjtkCRJkiRJeiE+MJckSSk9UXyzTmG4bMHQOoMwNABLhX1oMJsG16hAERVuogFCWq69vb2I0UBntvAkDSYS2hZCRcyoyBoNsmWPLw1E0iAj7S8NptPgXrYgIm0fFX2i4mm0jiuKSMTEiRNTsWOPPRY+Xcq2Cw3QZ/tptkBWdmCV+imtl7aZtiU7UE1FuKhILF03CLU9rXfr1q1FjK5rtG+E2pn6Lu1H9rPNrk5RtGbX6P2gfkB9l/opXZvofKNrIq2Dzrf77ruviFFRzalTpxYxutaNGzeuiFFx5Oz5lkXbQi/F0fWP7kf0u4ReoKN7VLY4N13H6TdItog3bR/tL/UN2l+6R1H/o89SMW26PtNvkGzxXOpX1H7UVhSjc59+WxA6vtlrO/2ue+rCXBFvimX3g/pV9qUwOpZ0zOm40cuJ2WOe7ffUptRf6NynNs3ez+n8oHVQrD8wJYskSZIkSZIkSeEDc0mSJEmSJEmSIsIH5pIkSZIkSZIkRYQ5zGup5j7K5r7L5pGjHGXZooGZ9VLON0JFDseMGVPEaP+3b99exLI5KmkfqrlZKW8T5XeinEr0/dSWlJ/ymGOOKWKHG+WyWrZsWRGjfFS8/2WbU66y6mfp+1esWFHE5syZU8R6AuUofOKJJ7r8m4q2Zot+UsFb6nPUp6m/0nlezZWYze1YR6ZQcATnFaZ8cdXvy14Ls7nx+kteUUmSJEmS1Fx8YC5JklJ6YqAiO2hSZ3CFPkuDQYQGL6koUFtbWxGjwcUpU6YUsU2bNqW2hQbOVq1aVcSoMBIV36QiVzSYSEWzaDlqUxrApcFEGrCj7Zs5c2YRo4Hd1atXF7ERt5cD+HsvLItD0SAroX5Fg7g94ZbkclRENFsYjpaj4nhUuI4GmilGLzJMnz69iNHxpZcA6PuyBTmpqBedC9R3qYgenZcTJkwoYvTyCfWrn/3sZ0WMBrSzxdOoXWhwnTRTAc1Gv9DUF2ULwmaLBlKbUmG9hx9+uIjNnz+/iNG9jO4fLS0tqfVSP6UXoI4++ugiRvdzahdqPzpXKUb3Lfo+utbR7wh6mSd7fLMvn2XvAVSgct26L8B635Lavmwhbrp20vU5W1Cc7mXUT+sUOKZjRPtL7UL3FGoXOpbZa132/pH9/Uf7kS3cmf2+7P2cXkbLnr/U9rR9dG4ReomVrmG0b/SbZvLkyUVs7dq1RYx+j9N6s4Was+cqaeb7rylZJEmSJEmSJEkKH5hLkiRJkiRJkhQRPjCXJEmSJEmSJCkizGF+2DU6hx/lKKP8XJn1Uo4xQrmHqPgo5aAaPnx4ah2UZ5JU94Hag9o3ux3ZgoaUL6qRaL8eeeRTRezppymXZJmR9Nln/7WIDRpU5q068shy/6s5qqiNqDAsHdOFCxcWsZ5QPYbUpyn/GuUooxx+1Pcpj1c2T291OcrPmM2Lmy3cSdtL51I2N2s1V2Q2hxlpplyoVRYplSRJkiSpf/GBuSRJ6rbeGtCosw76LBXTye7b1q1bixgVE6PBVirIRNtCy1FxHtpmitEAHg3+UVGg7AA5tRUNptJnaZtpcG7EiLJwJxU0pbbfe3E5GElFzMiYMWOKGLVVo2UHQamYZxYVoNq4cWMRo+NLhaVom7MF6aivUfE+ilHRtmxBU+qn1Cdpm6k/07ZQH6KihlRAmNDgOn2WiphRu2T7WrZQZG9ppm0hdC7UecmAPltncL9OgVR6GeXxxx8vYnQdnzNnThGjwo50X6CXwpYsWVLE/s//+T9FbO7cuUUsew+lopB0baJ7FBWXpr6RLc5NvxnoJTt6SYv2jYr8rVmzpojRtXPEiCth+3J9kraPrmvZAuDUN+j40nmU/T1EaL0UyxaxzV6fKUb9hVC7UBtQP6X+R+j40jZnCxfTctR3swU0s+2X/R2RLcyafWGTfm9ki3lm/+6h9dLLs7Rv2aLR2b+3euNFNVOySJIkSZIkSZIUPjCXJEmSJEmSJCkifGAuSZIkSZIkSVJEmMO8oRqdIy+byyeb566a84zyJWUL/2Xz7VEONMq1RPm/MnnHKKdSNndfNn8m5cZrJGrzhx8uC3w+99xlECtzaFFbDhlS5o7jnGtlrJq7i9qI2pxyoG7atKmITZo0Cbajsar9MJsnNZsfjvoS5dej3IaU32zy5Mld/p3Nqbt58+Yils35S8crm/Mt03Z18pU1S/7RbN40SZIkSZLUd/nAXJIkdVujBzSy39cbhV8ieNCMino9/PDDRYwK8VChIPLrX/+6iJ155plFjAbmqLggDXRRER8aJKPlskWaaNCcvo8G9qg4VLbgYLZQVXYgjwonzp49u4iRbGHM1tbWIkbFpuhY0gsLtL+ECutt2LChiFGxW1ovtT29LJAtKNne3l7Esi9e0LGkgWU6p2n7qJAWnYN0nmcL1k6fPr2IUQHD7LmaLSZGx4iOZW8Vfu4vsoXSSPY+mH0BhF6UoHXQS1d1XrCia/sjjzxSxGibafvo2knn6owZM1LLUbvQOU1FNadOnVrE6AUiurbTfYZetCF0TaR9o+VoHRTLXhOp/ehlIGo/KqBO7ULroHstXcPoHkDroGNO+0G/uWg5KvJMMTrf6EUnilER0WyB8jqFn7OfpeXoWNJvR+ov1M50PaDrBh1zug9mi3lSUdcs2j5qv+zLo3Se0zV74sSJRYz6C/226ImXh+t8trvfZ0oWSZIkSZIkSZLCB+aSJEmSJEmSJEWED8wlSZIkSZIkSYoIc5j3Odn8cJT7qZrnifJcLVu2rIhRLkbKNUd5gSiHF+WgyuayrOalyhY8zea8oxxhtL2N9OSTTxaxzs7LixjlhKM8XdRHKE8m5QCtFpuMKHNeZXPIUmzFihWpbaN+U0f1GFJb0nlEbUnnVvYczOYdzBb5rKLziIqPUj67cePGFTHKWUbHv7uaucAnaeZtkyRJkiRJjeEDc0mS1FDZInB1lquzLaTRAzg0AEsFirJFHKnAIpk5c2YR27hxYxHLDn7RoCYNiGaLAY4dO7aIURtQQSFqFyquSuuggXMaKKTB5GxhKRoUpeVoP2jglQpQTZkypYhlB4HrOO6444rYY489VsTomFPBUOovdNzoHKSXJWh/s8XJ6HjQZ6mgKW0fFU2l8436CxXwIsuXLy9iVLiO1jFp0qQiRn0oWzRV9WQL4dWRLYRM25K9XtE9j/pQthgbbTNtH/X7adOmFTEqnkvX2M2bNxcxOn/pGNH30fbRPW/Lli1FjPY3W3CVlqNjTtccuudRMUD6LF2bsi9WUYwKNlKxVkL3X7qOU9/IFk2lY0n9hfpV9t5NL2HR8aVtpmNExUvpN1f2xbxsQU7aDzqP6HpA+5ZdjvpVtuhxtqA9LUeyn81eJ+m40Qt0dYqw0rWJ2jSrt35HdHe9pmSRJEmSJEmSJCl8YC5JkiRJkiRJUkT4wFySJEmSJEmSpIgwh3lTozw7lCeLcj5m825VrV+/vohR/irKaUp50erkVcrI5neifaecXvTZRucBreZ2ozxitE46DtmcV/R9lMON8qFV83nR91PuMsrfRn36kUceKWJnnXVWEaujuv/ZPGPUHnVylFE/pNiaNWu6/JuOPR0Hyr1GlixZUsToeNH3ZYuZmudUkiRJkiT1RT4wlyRJDZUdMGn0ciRb9LNOcVAalKRBWRpEJjRIRoPSDzzwQBE76aSTihgVDKXChNu2bSti2QJjNOhGRcKoABrtG62DXgbo6Ojo9mepwCcNAFOspaWliFEbrF69uohRX6N2phgVcKWBzKlTpxYxGtykwXM6HnTc2traihjtL73sQW1K+zZmzJgiRttMy1G70Asf1IfonKYBbloH9T86F7IF3+jFAuobdM2hwlz0okadAl6qJ9v22cKY2UKb2ULXdV4momsJoXXQfZBesKKCjVT8mvaNCkrSvZHQ9YpePKPrS7ZIdva40fdRP6BrJ90rJk+eXMSyBQKzha7pGkbXxLVr16aWo7bK9j/6bZZ9IZF+N9Fvi7179xaxRhf3JXRfoPtWtk9SsfTs72dqv2wh0Oy9jIqr0u+NbNFZapdGH7fsC5CEfl9lCzrT7yE6FzIv3Ubkr1d19MQ6qkzJIkmSJEmSJElS+MBckiRJkiRJkqSIMCVLr6gzlYCmimTyTkeU01ZoegpNuaCpRjT1lfaBto2m8dE0EdrX6rQi+n5C30/bS8vRVBfaNtqvpUuXFrEtW7a86DqzU4FpOZrulGnLCJ4uRlPrMrI54ukYUo7tBQsWdGs7Isq+TvtZJx0D9ZFZs2YVsZEjRxYxOr+q6ROoLWk7ZsyYUcTo2K9cubKIZacy0nTOzPTf7DRfYj50SZIkSZLUU3zDXJIkSZIkSZKk8A1zSZL6rd4ojnIwjZ5RkC2QVWcd2ZkRNKsrW5gwW8iSipOtW7euiM2ZMye13jVr1hQxKmREsWyhQ5odQzNyqMgQzZihNqAZM9R+NMOHZsfQcrR9tA7qG9u3by9iVDCU2plmoJHsNtOsISoESjO/du3aldo+Oua0bzRrjgpQUVtRMTbqk3R8qSAYodl1tM3UBtm2p2J71J+pkCptHxWdpe3buXNnEcsWXlPvqXPvrnPPyxaQa3SBbbo20fUlWwCyzixX2t/58+cXMSqEvGzZsiJG9w/a32wBa7oHzJs3r4hR8ebsfYbQZ+naRNfEbNHPrOxM92x/oc/Sb5Ds76ZGy57T2YLi2XO/znpJ9npAbZrdFro3Ejq3sjP3aT+yxUuzBZgplm2XbNHeRn+20Xrjb1jfMJckSZIkSZIkKXxgLkmSJEmSJElSRJiS5bBr9HR4mhJBU7hoWmu1QGR2O2jqJk39yk7npPVOnz69iNE0oGqBRGqP7LQbKphJx4vWsXjx4iJG08wplpluRgVZCW0vFbQcN25cEaMpQXQMq1ORaFpdtmhrNr0BTWHftGlTEZs0aVIRI9SXqrLT52g56ku0vZQWgdI2VAucUhvRFDFCU0FpuiStg64t1Ddp2l21T9SZnthMaUUkSZIkSVL/5hvmkiRJkiRJkiSFb5hLktRvNdOb+I3elmxBnDqyxYholkm24NHkyZOLGM1QoZkhNLvnl7/8ZRGjApo0E41mlGXbgGYV0YwvKtqWnX1EBRGrM88iInbs2FHEaN+oTakoGhVIpfXOnDkztQ5qA/o+mtFF30dtT32S2jlbwHX9+vVFjLaZ+iStg2aIZWci0UwnaivqB1S8lGZ6Uf+j2ZV0LGmmHx2P7Iw9mlFG1xdqZ1ouW8RM/Ud2pl52uWwh0GyxuCxaL51HW7duTcUmTJhQxI4++ujUtjz++ONFjIoK0zWbChfTdY2uJXSu0oxmKgpO1wgqrDx+/PjUZwnd9+m4UYz2g65X1E+pXaivZYuRU4zuKdT/soUTSfa3bfZcrfP7gGLUJ7N66zd6tu0zM9IPZVuyxZGzn81mbqjzuz37fbR9PfF3WW/wDXNJkiRJkiRJksIH5pIkSZIkSZIkRYQpWQ677DSE7LQailERSZrWVZ1KlZ12Qt9PU0KyRT/nzZtXxGi61YYNG4pYtQgh7QNNLaPtoKlWtBxNOaH10rRXmvpbXQdNBaa2pD5CRSRpH7LHMFPMlT5H25adhk5T2WiKEE2Jp+KgdLyq66DziLaNYlQIk7aX2pzSLFC/qRbBzRY3JU8++WQRy/bp7LRt6hONnN6dnVpmcVBJkiRJklSXb5hLkiRJkiRJkhS+YS5JkvqJ7GyE7MyD7HI0Y4lmcrS2thax5cuXd3sdNJODYkuXLi1i2UJaNPskW7SNiqzRrCra5hUrVhQxmj1HxdOyM8iosBntL80YollU1F9of2l2VHaWD+0vFSKj2Uu0fVT8lfYtW2SS0Gwt2jc6RjSrq6Ojo4jRMafty86comNOM+La2tqKGBWOpTbdsmVLEaPZdLRv2SLAdQqC0fdZHLRvqnPPyxau64kZfbQtNCOZzg+6HlAh6VWrVqW2ha5XNMuZrrF0L6P7JS1HvyOyRaNpm+naTkUh6X5J9zK6dtJ1nI5HdgYs9T/6Popl7xV03LLFS6lNabnemgWb/Q2XPfezxSh7Aq23TqFhUmfmM/0GyRZMzhbKpfOXZNuqvxbzzPINc0mSJEmSJEmSwgfmkiRJkiRJkiRFhClZ+hya/kDTfmh6RnVqEU2jyk6RbW9vf6HNPGDq1KlFjKaTrFu3rojR9K2JEyd2+TdN86X2oOnK1EY0dYaWoyly2Smz1WM4+kfl1N3jPnJcEaMpbrt37y5iNKWPppXRtFpqz+o6stN3aHobtVt2ml6dwq2ZZWj6UnZaNZ03dI5kp1xVp1ZS/124cGERowKf1ObZ6VbZfaXitpnpanWmivfW90mSJEmSpP7NN8wlSZIkSZIkSQrfMJckSUnN9MZ+bxUdIzRjh2atUJE/KuI4bty4IkYzsSZMmFDEaJYRbR/N0MnKzubYu3dvar30fWPGjClimzZtKmI0i4ZmstFMK9oWKviWLXS4fv36IkazcrIFlLKz2bIxQjOOaH9HjhxZxKioHPUDmiFHRV3pnMkWqaP+QmhmHs30om2m5Xbu3JlaL52/dIxovdQ3sn2SZuxlr5P0WWp7NZeeKH5dpzhodh3Zc5/WQbM8qQBztiAnFdWk/aXrPX0fXevonKZ2oW2h60a2UHh2ObJ58+Zub0t2Zna2cGL22kTHjYo3U4zu8XQ8stvS6HO10er85u+Jfcv+FqVjTrLFQbPrzW4L3Wvpd2x2++gcJD3Rr5rp78bu8g1zSZIkSZIkSZLCB+aSJEmSJEmSJEWEKVkOu+yU8ezUjuzUBJqK0dLS0uXfVEiQ1knTsmiaCE2VPvroo4sYTYnbuHFjEVuwYMGLbl92alSm+GZEfkoMoWl9pDoNb9Z/nVUss29YefyyxTEnT55cxGiKPh0HmuJWnTKXLSBa7W8REfPmzStiDz/8cBGjad7ZaUiZKaG0DB1nSp9A0yhpuiWlVKDimPR91Vhra2uxDE0DX7JkSRGjY0P7T+1LRU9pCiW1XfX8yk5VI42+PmbXIUmSJEmSBh7fMJckSZIkSZIkKXzDXJIkJTXTm/jNtC0044FmBQ0dOrSI0Uwh+izNRpk4cWIRo1kgNKOsjmxxt2zhMPo+KppFM2GosCgtR/2FZsdkZ+UQWm+2yCkdX9o3KlqZnYFFaEYixWgmFc3ey8w4isjPdKpT9C5b0DTbN2iGXbafZouDNrpAVrZN6xQWVe/prcJ6da452f5HsrMVaaYqFdim6xBdX2jWbJ3zg7aFriXZWc40gzXbBnSfoZmtNAuZ7kfZawkdN9pfKjhdp8Dn9OnTixjNqKXCsRTL7ltfVKfgL/22pd852fXSNYf6JJ2r9H0dHR1FjPofHUvaN/o9ROj3ffZ3bDbWTJrpb7Xu8g1zSZIkSZIkSZLCB+aSJEmSJEmSJEWEKVmaWrbQHcVoCnB12tSYMWOKZWiKE8WyU2mXLVtWxE444YQiRlPEaPpqtQgjTWvJTs3LTgWj6T6EpufQFOEpU6Z0+Te1269+9asiRlOBaR8mTJiQ2rbx48cXMZpOtHjx4i7/zha43L59exGj9s1OS8z2uYxscVdqD9o2mgpJ66AiuNn+VUV9hND0N5o+SMc1ey5lrlXZ6xnJFvisMwWy0UVEJUmSJElS3+Qb5pIkSZIkSZIkhW+YS5Ik1ZItGpgtMknFQemzS5cuLWI0MyY7q6ZOIcbsjB/a30YXJqSZNbQOKliWLfCZLXzV6AKL2eUaXTySZszVQX2cjhGtl9q50cVQaVYfzd6k823jxo1FjLY5W2CW+jPNTqNZl9QG2dmqFKPj1ui+obzemgmXvYZlC0Rn15HdX+qT69atK2I0y3XUqFFFjM5Bml1KxSOpuODUqVOL2KxZs4oYzeqkoqTZWZe0HG0zFdqk9sv2A/oNQn2Drmv0fVTwvK2trYjRcaN7xSOPPJJaLvtbpbfUubZTW1Es269o5jL1KyrSSVkQsoU7qcg9nTPZ38DU/2i2ORXurDOTus7vYjWWb5hLkiRJkiRJkhQ+MJckSZIkSZIkKSJMyXLY9cQ0iex0y+oUFSoOmZ3mmp1isn79+iJG01yz09Sry2ULNdIUr+xUXdrX7LRDOv7VaWnZqay0D1QYtb29vYjR9MLW1tYiRvt68sknd/k3TUOqFmM9WIym5NEUOtovkk0LUG1jOlYUo2NDfS47jXzNmjVFbO7cuUWsitqciqpm0ynQFDs6b2gfaFu6Kzutr9EFPrMyhUslSZIkSVL/4hvmkiRJkiRJkiSFb5hLkqQBJju7oc73ZQttUqE+Ki7Y6MKdJFtQstGys4VoOZoxQ6it6LhRoSo6RjRbjmbqUNG27PGo0y7Z/pydcUXqFJWjz9Lssjr9uU5xQTrmtC20XLbts0XWaGYXbQv1XULFybLbTH28TiFfNb9GFxDOFkymc4H6Wvb7SPbcoqKB1C5UhDBbgHT69OkH3c4XQ/cj+s1A20LXDZrFSjOYaR3ZezJ9lmZTU6Hh+fPnpz5Lv6WoWHq2uHS2iG323l2nMHV2Wxo9Izf7W5Tu55S1gGak030mey2hNqXfINSv6HpAfYj6S53fZv2lwGej/7aqs95G9nvfMJckSZIkSZIkKXxgLkmSJEmSJElSRJiSpVdkpytkpxJkv686dSc75ZsKRtKUmuy0WSp82NLSUsRoili1cOm4ceOKZaZNm1bEVq1aVcSyU0iz+0XfR9PSqtN3aZoQHb/qvkdwG2UKvkZELF68uIgtWLCgiFX3P1sElqbG0WdpWtOcOXOKGE0hXr16dRGjPlzdPtpemv5F66Tldu3aVcTo2KxYsaKITZ48uYiNHDmyy7/vvvvuYhk6f6mvUr+kqZs0NY2myXW3UGedaVqNng7cEwVDJUmSJElS3+Qb5pIkSZIkSZIkhW+YS5KkAabRBT4JzbKh9VKxpNbW1tRy2YKSNNOk0TMtst+XnbWVnR1Cn60zk4/aOTNbLIJnTNF66XjQ7CiaqURFqbLrzaozs462OTsLi2ZwZWdTNbp4Wnbf6LN0PKhf0TGi40szPWm91dlpEdzHaftof2kd2YJldc7BRs8+a/ZCaVk9Uaw6q05R4TrqHHM6t+geSrMwx4wZk4qNHz++iGVnINP20SxkupbQjFBaB83Mnjp1ahGjIqf0m4baL1tIlbaP7oOzZs1KbQvdZ37xi18UsWwfou3L/lbJ3o+y19jsNtcptpy9D2Z/T9Ixohidb9THadY39TXavmyfpO0jtBxtM623TtHjbOHYOr+H6uite+3hLpDqG+aSJEmSJEmSJIUPzCVJkiRJkiRJighTsvSK7BSBOlNyMtNVaWoLFf6jGE2ZoikwND2FptdSUUqamlud/kbTyGiaNLUb7RdNnclOb6IYrWPTpk1d/k3tRvu1cePGIkZT9bLTand9tZy61vGBjiJWPTbUllOmTCliTz75ZBGj6cwbNmwoYtOnTy9iNCWZjg1Nk6r2OTpWVCy2vb29iO3cubOIUV+lY0/TpanvV6en0TLZ6fF0rtK2ZQv5ksz5kL2eZVMukOz3EYuDSpIkSZKkCN8wlyRJkiRJkiQpInzDXJIkNZFGFzbrCXWKENK+0Yya7IwtmilVZ7ZEneNRpxBPnaKBpM7MOJItdEgzq2iGH20LFTGjQlDZIlLZGXNUhIuKu9E6aN9om7PFPEmdIpM0w4qKYNL30bmV7S+E+iStg9pq7NixqXVki41S22eLwJE6179Ga/RssUZvc53tyxYNbPS1OHt9yW4foRmj2ZnAhPaD+vPWrVuLGO3HjBkzUstRQc4VK1YUsZaWliJGbXDssccWsXnz5hWxjo5y1jC1Aa2XrhtUCJTanq73NBOXZt1SwXPy+OOPF7Fly5alPpvtB1m9Nbu1TrHR7P2Sfr/Q7wNaL/0WoCwAdH+rU7yU7qt0XtJ+0G9v6s80K5v6EPV7aoM6xWTrtFW279aZ/d1bGnnf9w1zSZIkSZIkSZLCN8z7hexbA9WRFhoJo9FAGqmj3NnZ0TZ6k4feGJg0aVIRmzx5cpd/jxs3rliG9p1G82idFKPP0ggk7Re9yVQdkaPvpxF2Wo72lUZCaRRwzyvKt8X2HVXuQ/UYUq5v2s9qvvkI3l56S4reYqA3Jeg4UDtV39Cgfk7bRm+PZEeGacQ8O/pcfUuClsm+GUlvB9By1H8b+RZps+cSN1+5JEmSJEmK8A1zSZIkSZIkSZIiwgfmkiRJkiRJkiRFhClZJEmS0ihtEKVIovRN2eJpVCSM0itROihKuUSp1bJFfBpdLI7WQYXN6hR2pBilXKMUZoTWS6nIskUrCbVBtmBj9njQNlMbUEq1bOqxLDpnaPuoDRpd6JVkixo2ukAbpZrLpjek1Ih1+iR9tk6R00Zr9mLQWXUK9Na5FpOeuN6TRheP3LFjRxHL9l26V2zYsKGIbdy4MfV92XOQtpnSVra3txcxSuVJ1/E66QezBZ3pGNG2TJw4sYhRX3viiSeKGLVB9v5B19NsocNscWSSLdiY/Ww2hSVtX3Y5ki3YTeuoptY9lPVS4fFsAXW6X2Z/C0yZMqWIUdpgKtJO14jsdagnrvd11lun3zd6Pw53oVLfMJckSZIkSZIkKXzDvM9p5IhMdpSFRu9GjBiRiu3cubOI0Wh09g27Y4899qDb+UJoFJveFsi+5Zbdf3rDsPrGU/btKdo2Gh2lNqcirdk316qjstk38mjbsu1L7ZaVfbOwas2aNUWMjim95dnS0lLEaBSdYnR+LV68uMu/qT9kR6ipfbMFQ0mzFMfsiVF2SZIkSZI08PiGuSRJkiRJkiRJ4QNzSZIkSZIkSZIiwpQskiSpidRJt9NbReCy20JpqahAFqVI6ujoSK2DZIv4ZFMYUWqu7LZki0ORbNHFbCEyaudsYa5sEccs2pY67Uzpw+j7qJDW1q1bixgVzcqmaMsWjKJjVKd4LqFjRJ+tU+QqW1Qu+1laLxVeo23OpAaMyPc1+myd4q/KF5+rI3u9r1NkLXtNzK43mz4wu9465zTJ7ls29SZt3/bt24vYypUrixgVC6Z7QBZ9Xzat5oQJE4rY7NmzixgV6Vy6dGkRo2KKjS5kmVXn90H2HGz077U6hUWzxdIp9Sulw6XPUrFbWi6bEjV7j6J9o/5Cv33oNxL9lqJC3Nnjkf1dQvubTcdaJ21pNn0wbUujC9pn27S7++sb5pIkSZIkSZIkhW+YDyiZURoaeaEROFqORvloNJCKHNL30Yjetm3buvy7tbW1WGbJkiVFbOTIkUWsvb29iGVHQ2kkld6MqhZvjIgYO3Zsl39TkU4auaS2pBE1Wo6OPbUJvv343a77ten1m4plqI/Qd2XfuKSRYOojtBzFqscm29+yb3lSgVrqm7NmzSpi9KZItc9l34KkIqXU5nXedunu27913qzIyo4c99ZbyJIkSZIkqfn5hrkkSZIkSZIkSeEDc0mSJEmSJEmSIsKULJIkqYk0Oj1QT8imHKIiPpQiiVJL1SnYky18lS3Gli2cmC2QlS16V6fQHKFiSZSeK1vIqE7RT2qDOsecClBl+wH1yWyRtWyaNfo+Ku6W7WvZtsr20zpFEusUcczuR53iWtm+mz3feqsAc531NlPR6N5SZ38b/dnsfYY+my2AW6eYYvbaXqf4dfb3webNm4vY2rVri9i8efOKWJ1Ckdm0j5Tyk75v3bp1RYzSVNYpzljnntwT6txn6lzrsttCqE0pvSwdD/rNRSltqSAspcjNFgbO3vNoP+j6Quto9O9Y+r5sofU61yvaPjpudD2g3yWUirnRRT+zuvt9vmEuSZIkSZIkSVL4hnmfkx0lJNXR2DpvatGoIY3A0egTjSrR99Ho8V133dXl31REsVpUM4JHp2lEc8qUKanlaASNtpcKkFaXo1E7QqOKtM6nnnqq299Ho4D7Xtn12Ox9rlwmO5KZfYOJ2pe2d/fu3UWMis9W25hGkOn7qS3HjBlTxAh99vHHHy9iy5YtK2LVdqI+km03aqNGj4LXuS41cjvIQHtjTJIkSZIk1eMb5pIkSZIkSZIkhQ/MJUmSJEmSJEmKCFOySJKkHtDowkPNJFukiVI/UUqyOgUMKZZtU0rrRGnUSPb4UoqpbLEf2jdKuUayx6NOP210Ea4625ItRkltkC36Sd+XTVmX7ePZGK23TruQbFvVSWeWXUe2/w0fPryI0TmTLTqbLcTYaD1xzqj3UL+ne0W272avG3UKYpPseZktfk3rpTagApqUonT8+PGp7cte12i5bdu2FTH6nUPpMbPX4jqpJesUlu+JYsF1CoGSOvtLsttHhccJnfvZFK51igVnC5ln1fntXef6QucCbUu24CoV7aVjRKmY6ZjTcs3+O6LKN8wlSZIkSZIkSQrfMO8XGjkSWaegHxWMJDRylR3prL5BtHbt2mIZ2t7W1tYiRsUhR48eXcRolG7jxo1FrK2trYgdddRRRWz79u0v+v00Yk9vCdFoIcWyI7UTJkwoYpMmTery79WrVxfL7Nixo4jR217ZUdDsCCqtgwrNVvdh69atqe+n45AtIEv7tXLlyiKWOedoO2iddJyzx76ORhYCbfRbZJIkSZIkSYfCN8wlSZIkSZIkSQofmEuSJEmSJEmSFBGmZJEkqd/qiQJFWQOtyFo2VROlecoWNRw1alQRyxZaolRPFKNiP9ligNmihiRb0JTWQUWGaN9oP+i4UcGy7H7UKQBZp2BUtsAdHbesbPo00ugiVxQbOnRo6vuyGl0QjFID7t69u4hRX8sWEsxuC6H2o+3rCQPt/tETGn3NqVNYL1u0N4s+W+eanT0HSbZobxal6KR7FMWy5z59ltqF0oBSsVFK20rpMbPFULP7QXri/ptdL8n2U0LtQtfxbGHHp556qohlfyfSOU39JbteKhKbLU6b/T2ZLVpO/ZTaOZvaldZB5xEdt2zxTfptS9tM+9be3p5ark6B8p7Q3fX6hrkkSZIkSZIkSeEb5v1CdlS0GqvzdgAtR6NKNKJMI+M0wpV5Q4xGJbds2VLEpk2bloqRTZs2FTEqNkojn1RstFoclI4DvcGTfSMjO9JNn6X2rO4rjfpmR/9pNJK2g95soJHR6dOnF7HMSDX1LYrRd2XfsFi2bFkRI5lzlc4Z2jY637p7fYjIn/vNopm3TZIkSZIk9Q2+YS5JkiRJkiRJUvjAXJIkSZIkSZKkiDAliyRJ/ZZpanoGtTOlSKJYVraoVx3Zgo11NHqbG71eSs9VR/YcbHSBu0af+9m+Qen5ekuj+xoV68qi40FF75pJnf1V82v0NYdkC9HWuTdm9cT9LavOfSHbVr/61a9SsUZbtWrVYV9HnWLVpCfu01l1+il9lq7jvVW8uZlk2yqLCm3W0RPXROX4hrkkSZIkSZIkSeEb5gNKpuhntkBg5vsjeASYikaOHDmyiFEh0OqIKH0/jZrSaDcV5Ny8eXMRo2KeVICSlqN9rRZrpDango5UgDE7mkmjqLTedevWveg6du3aVSxDbUnHhmLZ/kUjrfQmG62D9ivzXVTMk0afly9fnvq+bGHNaoyWye57tn3rnPvZAq8ZdbZXkiRJkiSpLt8wlyRJkiRJkiQpfGAuSZIkSZIkSVJEmJJFkqR+wQKfkiT1Ld67JUlqTr5hLkmSJEmSJElSRAzqTA5rW2Ct52XbnA5hpoBfne/Pyq6DimhSrLotVOCTUAHCSZMmFbEpU6YUMSpyOWrUqBfdtoiIjo6OIlYtJPn0008Xy1ARRSrcSdu7adOm1GdpHUOGDCli1f0/6qijimWoPbZs2ZLaNlonFbSkfaDiqNRvqm1M6yRUtLW9vT31WdoHavPMPuzbt69YhmLZoqKEPnu4i372xH2lmd/cauZtkyRJkiRpoPINc0mSJEmSJEmSwgfmkiRJkiRJkiRFhA/MJUmSJEmSJEmKCB+YS5IkSZIkSZIUERFHvvgi6i3ZYp7ZwnmZ5RpdCJS+j4oBUuFLKvI4YsSILv+mAo/PPPNMEaPCijt37ixie/fuLWKtra1FbOLEiS+6bRERd911VxGbO3dul3/T9mYLS7a1tRUxakv6PioYSp9dt25dl3+PHz++WIb2YePGjUWM2ogMHTq0iFEBVSreSftQPf7UL6k/UOFS6kvUp6kQJu0XfV+1oGe2gCidM5kCwHV19/uy17g6eqK4sSRJkiRJ6j98w1ySJEmSJEmSpPCBuSRJkiRJkiRJEeEDc0mSJEmSJEmSIsIH5pIkSZIkSZIkRYRFP5va4S7ASZ+jQoJ1CvPVKaRHhQ6rBR2zRRSpmCcVqtyzZ09qO6jYKBUHJdOmTevy76eeeqpYhgpmVgtBRvBxoEKgmzZtKmKTJ08uYqtWrSpi1cKa9F3UHrt37y5i1EbU5kceWV6aqLDm8OHDi9iYMWOKWLWgJ7Xvjh07ili2wCehzxLqh9TnMt+f3TY6L+ucq40smFnnuxpdMFSSJEmSJA08vmEuSZIkSZIkSVL4wFySJEmSJEmSpIjwgbkkSZIkSZIkSRFhDvOmls0dTrFMjuJsvt/sctn8ySSbt7ia2/m5554rlhk5cmQRo5zYlCea8kLTck8++WQRo9zZlJ+7mj97woQJxTLVPOcREVu2bCli1fziB4tRvvJqXu+DraOaO33dunXFMrTvFKO85tW89AdD+fXHjh1bxCgX+cqVK7v8m44pfT/1r2xucsrrTnnoKYd55lyqk687e81oZnX2v6/tqyRJkiRJ6jm+YS5JkiRJkiRJUvjAXJIkSZIkSZKkiPCBuSRJkiRJkiRJEeEDc0mSJEmSJEmSIiJiUGey+lmdAmt6cdkifHWW6y76fiqQWKfoZ1Z1v2jbqMDn8OHDixhtLxVgpMKPI0aMSH2WYtVikPRdVDCT9nXmzJlFjIpobt68uYi1t7cXscxxpXYbN25cERs9enQRo4Kk1Ea0r0899VQqlimOSkU/s6gvEVoH7WvmXKX2oOKjmWK/h7KOZtYT18zD3SZ9rc0lSZIkSRoIfMNckiRJkiRJkqTwgbkkSZIkSZIkSRHhA3NJkiRJkiRJkiLCB+aSJEmSJEmSJEVEExX97I2Ca83ucLd5nfbNbluzHEMqNknFQWl7qXgj7T8Vw6RYtbDm0KFDi2WomCWhwpq0bfR9+/btS62jWlySiqBSAcpsMVPaXiqOuWPHjiJG7UvfV91XWob2IRujtqRtq1OUM7MdtF91Cpw2s2a5Z9TZjma5PkqSJEmSpP/LN8wlSZIkSZIkSQofmEuSJEmSJEmSFBE+MJckSZIkSZIkKSJ8YC5JkiRJkiRJUkQ0UdHPga5O4bhmKX5XLWYZkS/KeLi3l9ZJRT+pkCLtF30fFcOk4pVV2TaibcsWlqTlSOY8p++nNqLtzX5fdh9oucx6aXupPxAq8Fmnzbsr2+aZPqjeYdFPSZIkSZKaj2+YS5IkSZIkSZIUPjCXJEmSJEmSJCkifGAuSZIkSZIkSVJE+MBckiRJkiRJkqSIiMhVudNhV6f4W7MUjmuW7SDZoozZApxUIHLIkCHd2hZaJxUQpVi2GG8jC61mv4uKTWa3lwpaZouNZgqmUnHMbNHWbJFS0sjj0MznmyRJkiRJUl/lG+aSJEmSJEmSJIUPzCVJkiRJkiRJiggfmEuSJEmSJEmSFBE+MJckSZIkSZIkKSIs+tlvZYoLZgswkmzhQyrKSEUuewNtB+0DtRMViHz22WeLGO1/teAkFRDNFqDMtm92H0im39Q5ztm+NHTo0NR6qaBn9djs27fvRZeJaGyRzrqflSRJkiRJ0uHnG+aSJEmSJEmSJIUPzCVJkiRJkiRJiggfmEuSJEmSJEmSFBE+MJckSZIkSZIkKSIiBnUmq9DVKRCpvi1b+DDbR/pD4cM6bVKNUeHKIUOGpL6LCoZScVCSLQ6aOV51imNSkU6SLdJKxUyrn23kvveWbPHVbHFX9bxm7l+SJEmSJA1UvmEuSZIkSZIkSVL4wFySJEmSJEmSpIjwgbkkSZIkSZIkSRHhA3NJkiRJkiRJkiLCop8DSvUYZotU1inwSfpDobtGFoikQo1UlJKWyxZ+zMYyx5X2k76LlssW7nz22WdTn82qrqOvFfgkA/0c7A88DpIkSZIkNR/fMJckSZIkSZIkKXxgLkmSJEmSJElSRPjAXJIkSZIkSZKkiPCBuSRJkiRJkiRJEWHRz35R/O9wozaiWLYoY6O/b6CoU5C1TuFWKujZXbQd2dhAPlezx8p261s8DpIkSZIkNR/fMJckSZIkSZIkKXxgLkmSJEmSJElSRPjAXJIkSZIkSZKkiPCBuSRJkiRJkiRJERFxZG9vQG+z6FpXdYoL1vk+dZVttzoFHbPLZYqvZrejzvnmudqV7SFJkiRJktR4vmEuSZIkSZIkSVL4wFySJEmSJEmSpIjwgbkkSZIkSZIkSRFhDnNVmIu6OdTJEV8nr3lmW3qij6irOm3Z6LoEkiRJkiRJ/ZlvmEuSJEmSJEmSFD4wlyRJkiRJkiQpInxgLkmSJEmSJElSRPjAXJIkSZIkSZKkiLDopyqyBR0Pd2HJg6mud6AXKuyN/R/obd7XNPpclSRJkiRJ6s98w1ySJEmSJEmSpPCBuSRJkiRJkiRJEeEDc0mSJEmSJEmSIsIH5pIkSZIkSZIkRYRFP5VARQOz6hQXtFhhc/K4NC86NkcccUQR279/f09sjiRJkiRJUp/jG+aSJEmSJEmSJIUPzCVJkiRJkiRJiggfmEuSJEmSJEmSFBE+MJckSZIkSZIkKSIs+jmgUYHAbEFHimU/W6eIaPWzdbYj8/2H8tmBwvbI6Y2+NHhwOQbq8ZIkSZIkScrzDXNJkiRJkiRJksIH5pIkSZIkSZIkRYQPzCVJkiRJkiRJiggfmEuSJEmSJEmSFBGHUPTTwnGSJEmSJEmSpP7MN8wlSZIkSZIkSQofmEuSJEmSJEmSFBE+MJckSZIkSZIkKSJ8YC5JkiRJkiRJUkT4wFySJEmSJEmSpIjwgbkkSZIkSZIkSRHhA3NJkiRJkiRJkiLCB+aSJEmSJEmSJEWED8wlSZIkSZIkSYqIiP8P8Abm4y7EyGEAAAAASUVORK5CYII=",
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