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", - "\"Open " + "\"Open " ] }, { @@ -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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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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", 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This quiver plot represents a simplification, as it projects the dominant FOD directions onto the XY plane (ignoring the Z component). The quiver lengths are not scaled by the FOD magnitude to maintain clarity in dense regions. Thus, the arrows indicate orientation but not the relative magnitude of anisotropy.\n", - "\n" + "####" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we will use the python libraries **DIPY** and **Matplotlib** to visualize white matter FODs of an axial slice. However, we will also need to reconstruct the fiber orientation distribution function (fODF) with DIPY in two steps:\n", + "\n", + "- Estimation of the fiber response function\n", + "- Use the response function to reconstruct the fODF\n", + "\n", + "#### Reconstruction with Constrained Spherical Deconvolution with DIPY\n", + "\n", + "A straightforward method for estimating the fiber response function is to focus on regions of the brain known to contain single, coherent fiber populations. For instance, placing a region of interest (ROI) at the center of the brain can capture single fibers from the corpus callosum. The ```auto_response_ssst``` function computes the fractional anisotropy (FA) within a cuboidal ROI, defined by radii specified in roi_radii. It then derives the response function based on voxels with an FA value exceeding 0.7." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# Convert vf.mif and wmfod.mif to .nii.gz\n", - "vf_nii_path = convert_mif_to_nii('vf.mif')\n", - "wmfod_nii_path = convert_mif_to_nii('wmfod.mif')\n", - "\n", - "# Load the vf image and FOD WM\n", - "vf_data = nib.load(vf_nii_path).get_fdata()\n", - "wmfod_data = nib.load(wmfod_nii_path).get_fdata()\n", - "\n", - "# Initialize figure\n", - "fig, ax = plt.subplots(1, 1, figsize=(7, 7))\n", - "\n", - "# Extract the middle axial slice of white matter, gray matter abd CSF\n", - "slice_index = vf_data.shape[2] // 2\n", - "csf = vf_data[:, :, slice_index, 0] \n", - "gray_matter = vf_data[:, :, slice_index, 1] \n", - "white_matter = vf_data[:, :, slice_index, 2] \n", - "\n", - "# Plot each tissue type with the corresponding color\n", - "ax.imshow(csf.T, cmap='Reds', origin='lower', alpha=0.8) \n", - "ax.imshow(gray_matter.T, cmap='Greens', origin='lower', alpha=0.6) \n", - "ax.imshow(white_matter.T, cmap='Blues', origin='lower', alpha=0.6)\n", - "\n", - "# Extract the FOD data for the the WM\n", - "fod_slice = wmfod_data[:, :, slice_index]\n", - "\n", - "# Generate grid for plotting\n", - "y, x = np.meshgrid(np.arange(fod_slice.shape[1]), np.arange(fod_slice.shape[0])) \n", - "\n", - "sh_order = 8 # Corresponds to lmax=8\n", - "fod_amplitudes = sh_to_sf(fod_slice, default_sphere, sh_order_max=sh_order, basis_type='tournier07') \n", - "\n", - "# Find the dominant direction for each voxel\n", - "max_fod_index = np.argmax(fod_amplitudes, axis=-1) \n", - "dominant_directions = default_sphere.vertices[max_fod_index] # directions are based on the default sphere\n", - "\n", - "# Extract the 2D components for quiver plot\n", - "u = dominant_directions[..., 0] # X-component\n", - "v = dominant_directions[..., 1] # Y-component\n", - "\n", - "# Apply the white matter mask \n", - "white_matter_mask = white_matter > 0.1\n", - "u[~white_matter_mask] = 0\n", - "v[~white_matter_mask] = 0\n", - "\n", - "# Normalize and scale the vectors for consistent arrow lengths and better visualization\n", - "magnitude = np.sqrt(u**2 + v**2)\n", - "u_normalized = u / (magnitude + 1e-6)\n", - "v_normalized = v / (magnitude + 1e-6)\n", - "scale_factor = 0.1\n", - "u_normalized *= scale_factor\n", - "v_normalized *= scale_factor\n", - "\n", - "# Plot the vectors using quiver\n", - "ax.quiver(x, y, u_normalized, v_normalized, color='k', scale=10, width=0.001)\n", - "ax.axis('off')\n", - "ax.set_title('White Matter FODs: Dominant Directions')\n", + "data_path = convert_mif_to_nii('sub-02_den_preproc_unbiased.mif')\n", + "\n", + "# Load the data\n", + "data, affine = load_nifti(data_path) \n", + "\n", + "bvals_ap = np.loadtxt('sub-02_AP.bval')\n", + "bvecs_ap = np.loadtxt('sub-02_AP.bvec').T # Make sure to transpose bvecs for correct shape\n", + "\n", + "# Create the gradient table\n", + "gtab_ap = gradient_table(bvals_ap, bvecs_ap)\n", + "\n", + "response, ratio = auto_response_ssst(gtab_ap, data, roi_radii=10, fa_thr=0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To ensure the response function is accurate, we can visualize its orientation distribution function (ODF):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "scene = window.Scene()\n", + "evals = response[0]\n", + "evecs = np.array([[0, 1, 0], [0, 0, 1], [1, 0, 0]]).T\n", + "\n", + "response_odf = single_tensor_odf(default_sphere.vertices, evals, evecs)\n", + "# transform our data from 1D to 4D\n", + "response_odf = response_odf[None, None, None, :]\n", + "response_actor = actor.odf_slicer(response_odf, sphere=default_sphere,\n", + " colormap='plasma')\n", + "scene.add(response_actor)\n", + "\n", + "csd_response = window.snapshot(\n", + " scene, fname=os.path.join(os.getcwd(), 'csd_response.png'), size=(200, 200),\n", + " offscreen=True)\n", + "\n", + "fig, axes = plt.subplots(figsize=(3,3))\n", + "axes.imshow(csd_response, cmap=\"plasma\")\n", + "axes.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After estimating the response function, we can begin the deconvolution process by fitting the CSD model to the data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the scene for visualization\n", + "scene = window.Scene()\n", + "\n", + "# Fit the CSD model to the data\n", + "csd_model = ConstrainedSphericalDeconvModel(gtab_ap, response)\n", + "\n", + "# Fit on a smaller portion of the data (optional for faster computation)\n", + "data_small = data[30:60, 40:70, 29:30] \n", + "csd_fit = csd_model.fit(data_small) \n", + "csd_odf = csd_fit.odf(default_sphere)\n", + "\n", + "fodf_spheres = actor.odf_slicer(csd_odf, sphere=default_sphere, \n", + " scale=0.9, norm=False, \n", + " colormap='plasma')\n", + "scene.add(fodf_spheres)\n", + "\n", + "csd_odfs = window.snapshot(\n", + " scene, fname=os.path.join(os.getcwd(), 'csd_odfs.png'), size=(600, 600),\n", + " offscreen=True)\n", + "\n", + "fig, axes = plt.subplots(figsize=(7,7))\n", + "axes.imshow(csd_odfs, cmap=\"plasma\")\n", + "axes.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using DIPY's ```peaks_from_model```, we can identify the peak directions (maxima) of the ODFs. We will then visualize the ODFs and their corresponding peaks in the same space." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "csd_peaks = peaks_from_model(model=csd_model,\n", + " data=data_small,\n", + " sphere=default_sphere,\n", + " relative_peak_threshold=.5,\n", + " min_separation_angle=25,\n", + " parallel=True,\n", + " num_processes=10)\n", + "\n", + "scene.clear()\n", + "fodf_peaks = actor.peak_slicer(csd_peaks.peak_dirs, peaks_values=csd_peaks.peak_values)\n", + "scene.add(fodf_peaks)\n", + "\n", + "fodf_spheres.GetProperty().SetOpacity(0.6)\n", + "scene.add(fodf_spheres)\n", + "\n", + "csd_both = window.snapshot(\n", + " scene, fname=os.path.join(os.getcwd(), 'csd_both.png'), size=(600, 600),\n", + " offscreen=True)\n", + "\n", + "fig, axes = plt.subplots(figsize=(7,7))\n", + "axes.imshow(csd_both, cmap=\"plasma\")\n", + "axes.axis(\"off\")\n", "plt.show()" ] }, @@ -670,8 +747,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "mrconvert: [100%] uncompressing image \"sub-CON02_ses-preop_T1w.nii.gz\"\u001b[0K[0K\u001b[?7h\u001b[?7l\u001b[?7l\u001b[?7l\n", - "mrconvert: [100%] copying from \"sub-CON02_ses-preop_T1w.nii.gz\" to \"T1.mif\"\u001b[0K[0K\u001b[?7h\u001b[?7l\n" + "mrconvert: [100%] uncompressing image \"sub-CON02_ses-preop_T1w.nii.gz\"\u001b[0K[0K\u001b[?7h\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\n", + "mrconvert: [100%] copying from \"sub-CON02_ses-preop_T1w.nii.gz\" to \"T1.mif\"\u001b[0K[0K\u001b[?7h\n" ] } ], @@ -691,9 +768,9 @@ "5ttgen: \u001b[03;32m\u001b[0m\n", "5ttgen: \u001b[03;32mNote that this script makes use of commands / algorithms that have relevant articles for citation; INCLUDING FROM EXTERNAL SOFTWARE PACKAGES. Please consult the help page (-help option) for more information.\u001b[0m\n", "5ttgen: \u001b[03;32m\u001b[0m\n", - "5ttgen: \u001b[03;32mGenerated scratch directory: /home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-1LOI5O/\u001b[0m\n", - "\u001b[03;36mCommand:\u001b[0m mrconvert /home/jovyan/Git_repositories/MRtrix_preprocessed/T1.mif /home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-1LOI5O/input.mif\n", - "5ttgen: \u001b[03;32mChanging to scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-1LOI5O/)\u001b[0m\n", + "5ttgen: \u001b[03;32mGenerated scratch directory: /home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-EHE0O1/\u001b[0m\n", + "\u001b[03;36mCommand:\u001b[0m mrconvert /home/jovyan/Git_repositories/MRtrix_preprocessed/T1.mif /home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-EHE0O1/input.mif\n", + "5ttgen: \u001b[03;32mChanging to scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-EHE0O1/)\u001b[0m\n", "\u001b[03;36mCommand:\u001b[0m mrconvert input.mif T1.nii -strides -1,+2,+3\n", "\u001b[03;36mCommand:\u001b[0m maskfilter /opt/fsl-6.0.5.1/data/standard/MNI152_T1_1mm_brain_mask_dil.nii.gz dilate mni_mask.nii -npass 4\n", "\u001b[03;36mCommand:\u001b[0m standard_space_roi T1.nii T1_preBET.nii.gz -maskMASK mni_mask.nii -roiFOV\n", @@ -715,7 +792,7 @@ "\u001b[03;36mCommand:\u001b[0m mrconvert result.mif /home/jovyan/Git_repositories/MRtrix_preprocessed/5tt_nocoreg.mif\n", "\u001b[03;36mCommand:\u001b[0m 5ttcheck result.mif\n", "5ttgen: \u001b[03;32mChanging back to original directory (/home/jovyan/Git_repositories/MRtrix_preprocessed)\u001b[0m\n", - "5ttgen: \u001b[03;32mDeleting scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-1LOI5O/)\u001b[0m\n" + "5ttgen: \u001b[03;32mDeleting scratch directory (/home/jovyan/Git_repositories/MRtrix_preprocessed/5ttgen-tmp-EHE0O1/)\u001b[0m\n" ] } ], @@ -745,131 +822,15 @@ "execution_count": 17, "metadata": {}, "outputs": [ - { - "data": { - "text/markdown": [ - "### GM" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de6796189ad247faa5cb4ffc39877ed2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "AnyNiivue()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### Subcortical GM" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "464e9a38af74427f9de2410cbe6b4d90", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "AnyNiivue()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### WM" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "36fa76f867454819af732f0d43a727fa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "AnyNiivue()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### CSF" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0cec9a510593453e9cf54defb32b9958", + "model_id": "9bae53c4cd5544429772b597066909b4", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "AnyNiivue()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### Pathological tissue" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "44ad5e67061f4e0baec514bff592b269", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "AnyNiivue()" + "VBox(children=(RadioButtons(description='Select Tissue Type:', options=(('GM', 0), ('Subcortical GM', 1), ('WM…" ] }, "metadata": {}, @@ -877,41 +838,61 @@ } ], "source": [ + "# Extract frames from 5tt_nocoreg.mif into temporary files\n", "output_files = []\n", "mif_file_path = '5tt_nocoreg.mif'\n", "\n", - "# Extract frames with mrconvert into temporary files\n", - "for idx in range(0,5):\n", + "for idx in range(5):\n", " with tempfile.NamedTemporaryFile(suffix=\".mif\", delete=False) as temp_file:\n", - " temp_file.close() # Close the temp file so subprocess can overwrite it\n", + " temp_file.close()\n", " output_path = temp_file.name\n", " output_files.append(output_path)\n", " subprocess.run([\"mrconvert\", mif_file_path, \"-coord\", \"3\", str(idx), output_path, \"-force\", \"-quiet\"])\n", "\n", - "nv1 = AnyNiivue()\n", - "nv2 = AnyNiivue()\n", - "nv3 = AnyNiivue()\n", - "nv4 = AnyNiivue()\n", - "nv5 = AnyNiivue()\n", - "\n", - "# Load the volumes into the separate viewers\n", - "nv1.load_volumes([{\"path\": output_files[0]}])\n", - "nv2.load_volumes([{\"path\": output_files[1]}])\n", - "nv3.load_volumes([{\"path\": output_files[2]}])\n", - "nv4.load_volumes([{\"path\": output_files[3]}])\n", - "nv5.load_volumes([{\"path\": output_files[4]}])\n", - "\n", - "# Display the viewers in separate outputs\n", - "display(Markdown(\"### GM\"))\n", - "display(nv1)\n", - "display(Markdown(\"### Subcortical GM\"))\n", - "display(nv2)\n", - "display(Markdown(\"### WM\"))\n", - "display(nv3)\n", - "display(Markdown(\"### CSF\"))\n", - "display(nv4)\n", - "display(Markdown(\"### Pathological tissue\"))\n", - "display(nv5)" + "# Initialize the AnyNiivue viewer\n", + "nv = AnyNiivue()\n", + "\n", + "# Define the volumes with opacity set to 0 initially for all but the default layer (opacity = 1.0)\n", + "volumes = [\n", + " {\"path\": output_files[0], \"colormap\": \"gray\", \"opacity\": 1.0}, #default layer\n", + " {\"path\": output_files[1], \"colormap\": \"gray\", \"opacity\": 0.0},\n", + " {\"path\": output_files[2], \"colormap\": \"gray\", \"opacity\": 0.0},\n", + " {\"path\": output_files[3], \"colormap\": \"gray\", \"opacity\": 0.0},\n", + " {\"path\": output_files[4], \"colormap\": \"gray\", \"opacity\": 0.0},\n", + "]\n", + "\n", + "# Load all the volumes into the viewer\n", + "nv.load_volumes(volumes)\n", + "\n", + "# Function to update the opacity of the layers based on selection\n", + "def update_layer(change):\n", + " selected_index = change.new\n", + "\n", + " # Set opacity to 0 for all volumes\n", + " for volume in nv.volumes:\n", + " volume.opacity = 0.0\n", + "\n", + " # Set opacity to 1 for the selected volume\n", + " nv.volumes[selected_index].opacity = 1.0\n", + "\n", + "# Create RadioButtons widget for selecting the active layer\n", + "layer_selector = RadioButtons(\n", + " options=[\n", + " (\"GM\", 0),\n", + " (\"Subcortical GM\", 1),\n", + " (\"WM\", 2),\n", + " (\"CSF\", 3),\n", + " (\"Pathological Tissue\", 4),\n", + " ],\n", + " description='Select Tissue Type:',\n", + " style={'description_width': 'initial'}\n", + ")\n", + "\n", + "# Observe changes in the RadioButtons widget\n", + "layer_selector.observe(update_layer, names='value')\n", + "\n", + "# Display the RadioButtons and the AnyNiivue viewer\n", + "display(VBox([layer_selector, nv]))\n" ] }, { @@ -935,7 +916,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:root] *", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" },