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20:20:34 +0100 Subject: [PATCH 2/3] Add files via upload --- 02-fMRIDA_homework.ipynb | 174 ++++++++++++++++++++++++++++++++++----- 1 file changed, 154 insertions(+), 20 deletions(-) diff --git a/02-fMRIDA_homework.ipynb b/02-fMRIDA_homework.ipynb index 1b36ab9..6d0d5ca 100644 --- a/02-fMRIDA_homework.ipynb +++ b/02-fMRIDA_homework.ipynb @@ -33,23 +33,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Article (Authors, year, title, journal): ...\n", + "*Article (Authors, year, title, journal):*\n", "\n", + "Yakunina, N., Kim, S. S., & Nam, E. C. (2018). BOLD fMRI effects of transcutaneous vagus nerve stimulation in patients with chronic tinnitus. PLoS One, 13(11), e0207281.\n", + "[DOI](https://doi.org/10.1371/journal.pone.0207281 \"DOI\")\n", "\n", "*Structural scan (T1):*\n", "\n", - "- voxel size = ...\n", - "- slice thicknes = ...\n", - "- FOV = ...\n", - "- matrix size = ...\n", + "- TR = 9.8 ms\n", + "- voxel size = 0.94 × 0.94 mm\n", + "- slice thicknes = 1.0 mm\n", + "- FOV = 220 × 220 mm\n", + "- matrix size = 256 × 256 × 195\n", "\n", "*Functional scan (T2*):*\n", - "- TR = ...\n", - "- voxel size = ... \n", - "- slice thicknes = ...\n", - "- FOV = ...\n", - "- matrix size = ... \n", - "- number of volumes = ... " + "\n", + "- TR = 2000 m\n", + "- voxel size = 2.75 × 2.75 mm\n", + "- slice thicknes = *30 oblique coronal slices*\n", + "- FOV = 220 × 220 mm\n", + "- matrix size = 80 × 80 \n", + "- number of volumes = 300" ] }, { @@ -64,27 +68,110 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Load libraries\n", "\n", - "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ "# Load the image \n", "\n", + "image = mpimg.imread(\"images\\clancy_400x400.jpg\")\n", "\n", "# Create a new variable containing only the first (RED) channel of image (e.g. new_image = image[:,:,0])\n", "\n", + "red = image[:,:,0]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 400, 3)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print shape of the image\n", "\n", - "# Print shape and type of the image\n", - "\n", + "image.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print type of the image\n", "\n", + "type(image)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8A+FMyGqgILMBGk8GrkakyoPGOYYQe6Hq5qVsiep7NZHBviqExEr0afR89By1tBeTG3Rfp6GOvL1dmBkBQUSC+wSYIq2Sy4fC0DfAodFCZrYaCIfAloCQkHBIvF+2MLh9jBtajn3baEJ8E5HhlO1QFa+0ThlAH2NH6vwVHAgZ9rHMSyWnRKqOjRTH0eAtTX20dmkdlSBi7ae9fbS3jVJR+2NKNyqO7QAiBdVTRX8hN78L3D6wKUmtRt6etqrEvEWdOjgPAvCViesJbRuGqKNlCLGNAPoZKyvV1I8UtTyA2TDaCiXZgWRrKGk1VSS4zuaFtrePZGyTYkhLbh1FMk7FHvW7M7XJovfRWbR2XCUFeTALQoqBPgCShqUqLTiNxWGbIW0FIHyE980WBs4CGsH7IZz9Fl/787VsA3yMRbIrFPFGl4622tw8lnkKyuMKIsEl6l4mC9bz62wdu/a2SfV70A7SNreOQqNr/vREHSMR+3EgD7z1L1C2Nw+QIUdx+6QeXNABTiM7QQ2uRHimbGHZZ+D/QX0ejN3M+kufYsrTl7GbS6jgC+AdoATTxtYPUaVdyL3oi3iDvcakJDvrtSr0lIe7K8+zp9wTSNvcEoI+7a9yxIjVxKIzx42nGUb0fqV5jCnpHMKU4I4HMskGGLgXXH7xkLLTsJFlCeElYpAFHWDbBA05sj+PF+6/nuf3DuTr70zBzWJ8HIsUAVDnq4bNIcwwkULE21tvTFZ7YB8ir7UjiOc/il6nveWxEOt/T0STk64Yx7GQpAYtacmto7Ahb3+Frjot5ck70uN2NHVMEYRVrWs25mWjHAcFIOTm0CAYhqAuaqhyAEBiJLeAU8hy4F6Z5/WQe89P2bZkCSe/MpNKLsGHFzueFjeBDzDtbUHkYWpGiK0KqQvXhOll7UPnSifF8x/Fsve1tY9YiGe/nUF3PWLxXHNnkHYodBDd2SCmO2OM1NtVZQH0RQhB1NNCgNxaQ1rLMJwIBqmpzyNF2GY6LBwngf8T8Lkhvxrbowv474tz2LP8CjaUDaOmwUF5s4vdiD/XS3+ajd1UshshtlwkJk5JLLuQHNt6hNz6Gcu8xrUea8w7aKwTq7xSIvKOj0LPZjLOPy25He2I5T20Qi1T0lqG8duD8pTasTO0nxeyGkSy8rvAGZApUcSm4PLLgPV9CtikoY0i0iuWM3jOiwyuzhfS83qkbHp9tkw1efJZnc9Hewbz1kfHsabZxVqgngNACW5K8BFCGs8oVdbaS9Wq3qaR2kiMzU3TtEHAcsSWEQaW6rr++7Z6sGiadisSgBkCfqjr+mttHSNNbklBPLfVg0guYPTXwYx5yyeEl6LcWiEeONyJoKZkqAjRKq/Lb6qsYNj/ML24YRvk1DEy6GBkXQ6Ly4fC1tF8unIWt783gTXAcOxs5xJC7Af+iRC6IvOtyD0rJF0YM8WROMktCPxE1/VSTdMygS2apq0B5iM9WO7WNO0WpAfLzZqmjURKU5+CtHJ7Q9O0Yl3XW30rphC59SSPUTxo73rUQ6xsb4cwwylOBA4yPL/aSJo3bCeKzBShJVqCi4YaxM4AZDWZAb/WZepTnaMzIKr0hA2csOBRVuwZDK9P4+3H53PdJ8MoZwA+zkNaa4A4T4qQPNt6pGJKGqmLxEhuRisC1Y6gUdO0j5HB0FoPlguAZ3RdbwY+1TStDCmO+5/WjtEzlOceh3iI2lrdVhl+PUA2biOmLC+rIXKTeBKWEzEpacwqmQX1yN+KdJ0B+fS5RT31u0wC9HhhaDkseJQpq2bywWPz+WNmAxIgPBvJXT0WqZAyAQkYTiPlEV/ifK6maZst06LWdqdpWhHwVeA9onqwAKoHy/HAZ5bNKo15rSJFJDeNSJd5Z0M0omPGEoX29tveubXnllfR+5FwKmnI6h2FrqnAYN2v3yXkZXVmRDs2rNKlIyiqrFMHTzP47eKwGL+RBRsmsOD+6xn/l0VsYghy3RsQdXwEZhtCK6Lvb7L+ZysSFSbUmf12NnSlCxB/+lWtpd1nq9A0zQO8AFyv63qDUfw25qqxzqatfacIuUUjEX9cZ+OqYu3nSNHW9dgR+5OyvzXioxnYR1PASZ+AU5wKQYeQhiIWNXWFW15VIoHWCU45OoIOIcOwDYIBM9Qk4BSCzK2FJUvYmF/NSXf+gp0cj5DaGkSK6+h/n6j/ORrJIo949ttdsXFxIIHeUk3T+iDE9qSu6y8as1vrwVIJDLJsXghYDMGHI0XILToUJFFlYTqSwB7vNp05j1jHUZJaX8ShEELe2PWIkd3Dx3v7cnrQIcRgHVBWO1xXwSo5WolNQZ1nwGkSsZXwAk5xSjRkyXTFcv7rdzHstzexn9ONxLNVyJiNRjL+k/aQrNJE8ew3EeWYkoWEeUs14BHgY13X77Msaq0Hy0rgKU3T7kMcCsOBjW0dI0XILRpddVrJeuvHOk40mizLVCmhZmOqJoPT2VTu53SfW2xXClapDbom5sgWFjWzLQeGClPxuSPJTWVSBB2Qg1yLss0teJSysmGc8NIc+nI6VXyBBP+mApI1BpMVk9eFSMyYOwP4DvCBpmlbjXk/Q0jtsB4suq5/qGnac8BHyEP7g7Y8pRDHXdQ07VFgJlCj63qJMS9hsSgCG2asV1cj+hZ0lddWkWq9cUzlPc0FvqAZ2NTsgnWTYMrbZn6pyy+kUZcj0pD6bY1/U5KdIyhxaUc6GKM9o22to45tCx8equLzg8cgyT2DZd6vbuOlsmFM/mAUecykhgcQoh+ESLBW+5May73Ns96DkCC1VNf1dcS2o0ErPVh0Xb8LuCveY8Rzlo8D06Pm3YLEogxHysjeAhAVizIdeFDTtBQfifaoqSvRByE56wso2/h9gE3ACz/7tRnEW5sLlYbaNnCv9DrNqxGCCzpEalKBtirAVnk3E+FBbWuyqqRqfXXefpd8r82V8wNTrR68h9H/dxMjWq5/HCK92jEzFzKNe9JIOg6uu6HF6y3tdrR7FrqurwXqomZfgMSgYHzOtsx/Rtf1Zl3XP0UKgo1P0Ln2QrQlOO9gJ3D5vnx4eTbk1EnmgN8lNiul9ikCUQZ/JcE1ZMHegeb8I0G0E6Ozk9dj5rG6fULKjiCM3srGC1/kAJDH6ZhSbQiRbFU3rmbS5NbNUN7S9qYUQGfPIiIWRdM0ayzKBst6rcaiGHEvRuxLLpGJ892FeO1vR+qoCCJSiTWpPHqfOwjhJ4+zuPLWu3ki6IA5L5rpWOVDLXXeAkIUHq8pxSkPJiRGLT3SgGGVw6ryWJ0Bc152PVx/P0temsM9QGS8m0oAzzCm6Oq+kPI2qi5BFzqYUkQyaw+JPsu4Y1F0XV+q6/pYiYXJSvBpdBZd6cjogzy4sYgNY1k1XuRtMfD2X3HLKR/Bbb+C9RPFZhVwSmhFbq2QRUOWzK/NFYlo2G4zb/RIJkjMPqI9riBqqt8FIz/iltt/iR3IZCqwHwlqLkLekX2RUJGDCfoPelpnrhQ5X73nqKWdfZoTFouSeujKMjdtleqRQpCNPEIjw4DT+F88PPj0ZRQ8fRnjgOnH1DFv0jo4+y2YuN5U/Txe+Z5Tl5gUrUQNVrdPzkep0X6X6U21hWHa61x15y94EmikEPEo5wL/AE5GcqzLEDX1aEKKhYakCHm1h87ekYTFogi6s+RRd6G961UVeSsAo/M8U2ikPyFgN/DKlzl89x+z6PuPWdyshbnxgcVw/qumt3LvwJSxfwBCumGbaXsDM0A4bIOcOu6+fAXPPjkPs2n1AES6bcJsbN2dZaq6A7FClrrpfHtTySNN055GEllzNU2rBO4ggbEoxlFIu/etULfMgUgpfRAhuAz4GB/1wCCaKUTUtgH8Wrfxzg8eZNXfZ8G014UwdhaLja6rA35jQcXKeT0yGd22WmxvPrd8zlrJuCfn0Yid/S2e5CLgC6Q8Ui5mjGCikapjMFY/h246197U/UrX9UtbWZSQWJSjF31oO4fQ2uYvGzGyD0Mkly+QOr1BYB0+XPTlG7wC/HPxA5y3cbxJGFkNya8eEg9U/JuS1Fx+mdy+yPCRYWVcNWgPf/tMxT7WI9e9w/L9szYO1FmkKrGlGtI9FNJoF20Rm91YfghpzOJAqsPUWtYpMz6lb8F+VmBnHqs/G8x5ewfKIpXZkAqDMWyTwOOwTQgXTGeCOj+3FC8/b9ZKiv60mApA1PLRxmfQ+EwEEfUkMkuxc02F8RQHesZZHtVQ4Q9gEp6a6sHSH7QIoy2L16gLZ63UkeipM4jeTklr0R7VCRvIAURizUQ8pLkcfY6EFISyufVib2mCEV3yKI34YG0CMoi+gBtMNTQZJckVkjGAwzY557wa5mphtukeQhQi0poiturEHzeNDiCtlnYQGunI887AhVldpIQqYIgWNtVRFcTbQwzALVKc28d3z36L3715DlVkAx8jaVkORGLN7NbTPKrRm7ylafQEuMhjAAeA6aPeF1JTmQtWm1Z3o73zUBV9HUGyJmyg8M1zqMIOfA58BVHPm0mTW3eiF3lLuwbRoSCJ6oQUbYiNZ7+d2aa9fXR2P+3tV6Vv9aPA+PaVSetkUaoQWkegHhpnAIaWMwj4EPC15JbG2/c0Wfe/M0jEeIq1n2jE2m8SHBFpya2jiLa5dWcV1ERs05n9dLasdTNwLG7EocDZb5lGXWuVju5AR+19YZvZ7WvwHk4BVgPiLVWdskwHSseQKjbdVBrbnUHa5pZGh9FZ4t0P5PIZ8AOAETtkUdBhBst2Fzr6EChycwbA7WPGyR9x58cnIeRWj2T3pW2z3Yq05JYIJKOkczz7TFSai3U/nT1urPLTar1DSDK5h0zsVNLMVWe+J84EayiINdwiVmMXK5TE1x4hqkKU0du2tm5ry1s7B6PQ5umjt5Lx8Uic2CXEhULMZs7twXqfwCxQ4Iha3hXo6Fhobx+xEGu/ybjGtOTWQcSTW9qZSr3R2zTHsU2/dparBsptwRHj2NGIPpf2BqfD8hnEfFiLGAqUk8FxE9eLAwFEAspqkKKVYHpOFaL7oVrJz9qb1EqMrQ3q6P2o3FbrcpUwb11fnYf1U1UYzmqAYWWMA9YRAjaQwQU0sx2RViGyXJT1/g0wPpsRiU8dT6m0LoyIwDYQ7/8cj10rEVWmEzH+E4Q0uaVxZFDpV4oo+xqf1ofZBVRQzolMBhhWJpV682rMqrxZDWb+pqr/pojEGkCrCK02V0onqUq+9dlQl0NDbS4AIWNgB4IOnI4gHpefPh6vHDO3FvKr5dPjNTMRIJJcVcHKWJ20VGK9LSyVhi1oZhtmzJtyMBwikoiCSD9U1eBarWu1acbrmEjjMPSm3NKjC6l0O/oheZRW9cr6EPsRcjsFgJ+eWAaFlUJoHq9Z1lvVc1NQ5cC9HqjOl8ohO4v5tGwY2/YMprIuh1DYRl9ngGy3jwEeLwM8XnI8Xuy2MA5bGLsxBYIOdtfmUr9nMIH3R+H1u9jv9bQQX2FOHWOKKug3YgcM3iOl0XNrzWYz0WqpMyCFKxX5jXqfc4B67HzMBYR4z7jmIkwV3Y9IYSFMsvsPZr28bITo1IshjSNC2ubWUWgkR4ROVo/IzrjYo48TTyPeSiIf4miJI5sSTscLTJm8VqQmVYI8u16ITpUWCjilkOXOYthewpulY9hZnU+GI8iQ3FrGDS1n9jlviLQ0cK8QpJoMAz9gkpIh8R2nJD91LK9HSLUmD/YO5GD5UN5cNZPdtbkEwzaKcms5pbCS44eWmz0g8qsja8+par0eLzNO2c4bH5ZwNrCGXMTmppwKjqhP9b+8a6znIbJMkrqPqrJvW0hUT41kNXJO1rHaQ9rm1kH0pPSrrnLl+5FEeQemlKYeVPXQVlCAYWLPqRNicfuE4JwBUSm3jobtJfy7dAzlNXl4XH5OHbyHqdNeZ2rJdpPIVBs+ONxmprprtQUVOJxdLxKkoer2C9uY6vUI+dXlQEUR7Czmvx+NZPfayew3nB9Dcmspzq8md+BeITyD/Aqy66kEvg6IQyEDs0S7ktSakTJIKtZrgnF/FIF5kfzULzClPKW2dgSJ6kIfXXK+PcRzjHSxymikCLnFg1iew86s01OQjVQE8YLRsliuRxmx+wL5ZBtrUp8N20uE4DaOZ09lIac5DK8AACAASURBVGt3jGC/18PJA/cybdT7nHnFchj5kZBHdC/Utr6rzlptIbpRtMoTBVPqG7wHRr0PYRsnBR2cpAhvz2AoG4Z/70BeXz+RTbuLCAInHlPHzi9zyEFcCCeSQT2F7GcfkkjvQUhN2SbBfCkEiRwPivwyjfvXmT4Y0UjEiy5WIcrW1ksB9CC1VNP1mC0OuvYktBIdXmhjjUT9sYkaRJ1xy3d0H/0QSaWZSFWqL/JwhhiAnTOAPGjJUCgeUIvdFubiyWvFwTBih6h91rpuqnlMtKcy2gamBnHA2T65KcmvrTCSaEO09SGxVpSozhfpsy4H1k3i89pc/vjuJJYBTqT4Ux7iE+2L0H8V0EgzIp0pqc6qylulXgfmC6MtJOJ/TiUM2yI9SzqPsfmF+uYrf9juetr/3XzExzpSpMi/01VlxhN1jK7rs5BNBgPIIAeROZqQUo1V2GlCHvKbx21k2MC9MKYUSrabZFaffXi3eBXqoYglVlybNRREQUlfrUF5XKM9oNYQE0Woav/R56Ja/lmbTI/8iONH7ODumjzufn+UzH9/FJ+un8iz703gFcQy2UiIDDIopJBC476AkF4FUNnijDlE/E1mUuTxSCmkbW5dgHiCFo9EgrJuazUsq/i04xApwIskdn9hzFdNlV2I9KUq7qqHy2FZL4jQ1X7jGNnYKWQQ0B84FekiUI504BmKdLpeOG4jwyatE9vWsDJR91SSvCKzoCNSWouus2WVoqxxagrW79EqZyxY99eamhv9UKhtrPtWsXCK9Fx+s/3f2M1ynSN2cMLcZ7jF5+YWw3HBnsGEdxbz/p7BLPtgFNswo+EygRLsOLGTTQZ2PKwhm8OdDGC1cbrpj0npVgm6yfityLIP8l8rlbcZoVXVc7Wv5VjR2yjZs6PoRpNLbyE3TdMeBWYCNbqulxjzlgDXYD7RP9N1/VVj2a3A1cjT/ENd119r/zQS5S3tjHertYR96/zo9nvNCKGpeSo8QalDIUwJ4ZBlmwygiEw8NLIfcLTIGv2NrVQb4ipjq5OB2wv2MnvSOhi/UQzt+dWmPUtlIShSUJ7L1mCVkqLRGilB+7FNsUI7oo/bWiHD6Hnq3GxhsxG1QsBpXntWQ0uwr6xuY3TYxgN7Bou31vAOv7djBK98PJKVwFuAqPQZDAXysGMnAy/yAtkNNGIH9uOjDNO2p4qG+jFfcP0Q2VqcE83sQ/Jf/caykzG9u4rcvByeNXGk47YL0YNsbvGINo8DDwDLo+b/Ttf1e6wzNE0bCcxFgq8GAm9omlYcX5OYzsBq0O2Muzx6m9YGjN+yzPrGtkpkyh6WjQxgB6aNR8ViCRqBsxiAHTNjsgq5adOBhV9bz+AJGyQmrLDS7EuqOrSrpHhH8HBVsLsGXncPeKsaXFQhL4EJGyBs43S/i9Prs/llTZ40s64oAq+Hf380kjW7itkE7ET+gwygBA+ZeKhgCHZjfoj9mNkOuYjFbx9wkCAe3EBzRIjKsWQwgOaWl7a1Z4aV6Kxjy4rOjO2uQC9SS3VdX6tpWlGc+7sAeEbX9WbgU03TyoDxSFRlG0hEKEiyKn4cQhnwBfWIWjKabDxGYMEnmLJWIW6Oa9la1BoHBfSnELnhNcZ8B3AucNVpmzlp0jrxJKrofmt3KGWoVy3wVKaB1V6WCk1gUgHqnlglU2dAQmWKKoTwAOqzOdPv4kyfW+LyKgthZzGflw/lw8pCSncXUYrY6zKARgYAA3Bi2vMqOY4aQoTYTSP1COGV4MZOM9BMM+a4UZ+KAJWzI4hpvugouiF8qpdJbq1hsaZpVyBNNX+i6/qXwPFIg3SFSmPeYdA0bRGwSH4VHsFpJBqqdHe02qYILgMht0+oZwBQgJsTcXKiQXRefBwiAw85yJXZsVMD1AHnAJcP3ymR+xPXixNg8B6RyqzkZQ2cVVCSWtBhBue2lZh+NMHag0HdH6sa7AiaLw11b1X+bU6dSHqT13J80MHxXg/TVAvC6nyoKGLPjhG8snU0rzS5+RAZDXlAIXYCDKGcIfjYB1Thi7CxNWE6MJQ0r9RUMPOEO4ruigvt/elXfwbuRHj8TuBeYAEigkUjZqyJrutLgaUAmjZaTy3fhvVcrGTXB1E7h2MGj1bgw4GPAbjx0N9QURqRYS3vcrhqSAXTzn9V7GZ5NfKwqfI+QUdkgrvHK8uVrcmqcqnfKl80FWq1WTIWUgLR1VDUd59b7lvAKaEmcLh3V/0v+dXmfsI2BodtfL8hi+9bApFff+tslu8uYjtCdB6Ow4k4gOr5L2bnLmugcTZin1V2vIO0P/ZT6Nno7ZKbruv71HdN0/4CrDJ+VgKDLKsWAnvb32MqdZxXHk1rUGg/ZDCqQSqpPRl4aMZDBhkUIB7OA8hFDwGuOKGcqdNXiyqk7GYgD1pRhSmJqRZ36mFUD5VKII81qW2728amiK298JL2HA6JhNtnSnBWgrMev6gi8ryj14UIciNsEwnP4xU76MT1TJv/ONP8LrHjrZvEE6tmsvxANkOBECexi5OMMXEcPrYhL0flNlKB2N1VIbiz6EU2t1jQNK1A13VlZLoQiVgAWAk8pWnafYhDYTiwMY49khq9GaO9pX2A/i0m4SAZhPCQiUhkTqCvsTSAhG7MHbSH82a/DCrXU2UCqIdH2YJUDqiyp6kEd+U4iK6UYbUltVeCKBloLcA3nnXV+l1FblYni5WgrOSlwmbUdajYumj11u8y82ZVHJ51UtJg8U6uvGI5V24dzQv33cDt+/KZDhyLeGDXcio+tqPCRcTIocZ8Koz9ONGbJDdN054GpgC5mqZVAncAUzRNG41cagXwXQBd1z/UNO054CNEBPpB8jylXQFHy7BT71gPQmyVxvcxGCrnOW/AxPViPwNTvYHDC0W6fRKqoFRQJdGpB8lokhKhekaXJupKB0IsqUt5bAPOyGBcqzG/tVzVZKMuxzyuNXBYlV0POuTlYpWCrY4bZRLweky7nDW31ucWM4LyXqsYQ7cPprzNt8aU8q0V81j8xHz+RCVzKGQ4sI2TkdSwPsZrVHneexC5JVByS3aYWTze0ktjzH6kjfXvAu5qb7+R6Iy3NNI9bsdjDJj/IrFGHkRBVJ5LL2ZYp0pCVyqoCzsZLeG3AeNTecaGIJaSemPeGODCU7YzdvpqcQhYJbToQozRwa3qwVHGbUUS0cTQXmoUREoZVrucVcVS0qEVVgnQmgNqNcKr79bSSEaw7Kc1eeyqzqemIYt6n5tQ2NZS583pCOJ2BlpKJuV4vBTl1nJcbq0k6edXm+EtHq/pEY6Og1PeYiXtqqIASuJqC+qlEqtgZqwHM1pCtgYQWwOco0lcfVfStkJWA3zvIR44/1XGLFzGnY1wBrALu+E9zwCasZNBKGZuaSIS9JMUPpLYem6Pk8Qws1QxdB0xQhzAjEHKR1WFMIM4+hjz1TxVpbUJUTjNdRWZ7UccA/UIod0+9Q2yprwt9prcWvPBBJMwrMb1WKqY9eFVv6NJKnrdtmA9RnRWgfpUJGc9t+jAWFtYJJLaXLEhfTSSTz8ayfbKQnbsHUilbmsh/L6YzfXsmhwnpMuxm0IODjS7CAKh/XJ3A4iM4jC2HwAMOaaOksJKRhdVQPFOmawVSpwBOR9rCpdV3WwLrWVTdMTuZ11PvSysy9qqkqKOP6yMBY/P57NvvchvgFHAJnKxAxlkGNY3awmnRMIaV5dgJEhyS3aYWYqQW2ccCtHry4Cyk4Eb02yrhH4HGQw3vlcBNWQg6U4ZnIg8cCoqSSVmLxlQy6WzVkraT1GFOeCt6og1Yr6rbRGtpVZZiRZMySi6G5ZqIvP+KCgdw/rSMWwoG8bukIMQ4iDJ6xOgv9tHnvHAOh3BCEktFLYRDNtwGMeyWz7tFoIIhW0Egg6CYRtNASeVX+aw88scln8wCh/gRv6DycN3cmbJdqleoiqYZNe3LXmlEqJjDwsrueOv8yj9zgpKgZOxsxO5tzWAaBnDonaSSjnQUegam9sRhZkppAi5QcftDpHSqNuQvHxIEnVkeSCR1LbjwI6dbCQxJo8MnNASe14A/O8p2xmr7GdDy2XnfpcZV+bym8b/gFOkt9akp66AVT2ySmhW1VOlYwWcci3V+fD+KL7cMIGVpWNYdyCbDCAHGNAnwKnuhhYSAyLIrNGQ+NQ8qzqqoOYpglO/M4x1+joDZLr82G1hmg2JKBB04G128cquYpbvKib00hwKgbNOKGfqxPWw4FHT46z+i1REtOTt8sOkdfz9+w9yzJ+v5UQkVMTUKFzE19v0yJ6PxCFum1uupmmbLb+XGuFf7eGIw8wUUojcjgw+mlEJyRkteYAqSlyFcATJ4DjyEHWpEhgB3HxsDRdf9hRMWmeqRMq+43eZcU8er2mMVg4DpdJBJMF0B6JV4rBNzjXoEEJbO5mtayez+oNR1CBWybwMP+P6ib0w0+UnEHTQHHQQNAhEEZhVCgsEHRESmpXMrJ8Og7zUb+v3YNjWQmwZhl3Qg59Ctw+7LczK/bncyRaKaoezb89gjktlQlNo7QXnDMA5b3Dun6+lAnntHjAW2RnSSRrqRj9dfORW25mSR4kMM0sZcuu4vyhyi5DROCTPEkS7Hy/Qh68ZwbV2RK7tC9w7aA/nXfycBNWqKrZWT6RSO5VK5/Uc3tikO0IyYiE6HsvrkXk1ebBuEv9eNZN3dxVTheHttQcZ7gzgdgYiyEkRm8MWJmi5Jrst3LKu3RamKeCMWA609Fawwhdw4nYG8AWcLds6LORmJT11HCUZjrMHeSbUxN8bs1iwaKnpGEllkos1DpQd0xngqkF7uOezwYQItWQaD8JOFdEuhXieBnub9BZrDwmhQz25cW6JDDNLCXJLRAhvBidiR+w2yt6WgYdRxvL9wOV9Aqw6/1WYtVIM2CpOKWwTDx5EesisMU5gesZilQjqDliDTa3nXFHE58sW8vzG8Ww45KQAKNDCjMlqaCGz5qADX8BJKGwj0+WnOejA7Qy0EJ2CIiRFenZbGKcjiL2Na7eqoT7j3gWCDjItHkVFbNbjOSxk19cZYFLTJFbyLGyYABc9L/+Fkqh7CizOmlMKK3F+Nhjwkkl/GjFJqDPjv6PbJIbcSJi3NNlhZilDbkca6eNBPHGNiO2sBDHYfozQ/1++/Zw8ICqtJuAUycbtE8ktr0Y+d4wwbVjKAK/CElT4hrWkUHcTHJhSJsg5vz2F+9+dxD28w9mcxYxj6giFbTgdQQJBx2Fq5H6vB4/Lz36vp4XooqWwpoCTqkNOvMApfX2HLVew2ukAdje7KLAHcTqCLRIamESmvitJrr/bR01DFgd8bqYD63Dx2wev5cZZK2XlHpLX2AIl3bt97K7NRV6hQYYCOxDnVWfGfjxElZzoOQ09cd7SpIaZ9bCR0jqagBpCuLGTh/iH5wL//v6DMPvlw+OjcmvlU3Vs8nqgzPBaKXVUZQqoYFVr4GcsdCTUIB5EB/9GL4v2zCnMeZHyJ+YDMF0TVc/tDNDod0W05lPt+V5qctP3oIez7JEEZCWqdw85+RsPA7Ck6bsMyPAf5g1Vtjn1fXXIwRpuh9Bt/DjkYij+CIktlr0uFLaR4QjS1xnAGbZReOgCbtK93FibawbTWuMHrfentfCbeBFPGE5roT3Ry60e6ex6KBvGS7uKjZWC5AG7AB/7cbc0kY4f3RX2q+scJt2nKlLmLO1tTCBvqr6IC92DWe9UZek1EqIAO+cgMWqPDNrDfX/+Hlz7oEhkjqAZOKoq1Sp100pmitCsDYzV/K6MtA84ze7rKpPBWiVEpQIpabIux8x/fH8UL3I7Z3EWBdn1LcSR4Qhit4XxBZw0+l3U+9y80pjFGr7GSra0rJPp8pNtGPbttjDPNrn5Gw9wNt8F/CwxzOF5WQ0tXs8DzS68h8TGlpfVQCDkYA2/B04C5vE7XuNAsyuCMA/43BxokklJcjUNWYTCNtyGJHo2AE/Cqpmm+q3ycetyItoARjhQrIHNsSYrWlsnOtdU2WJdfjP9SqnaVrK1StFG0HbDsoX8DjWec9mOjGcMW3BXTImBFuEpb21KBaTGWcSJaFFcBYX2BQqwUwS8BlzSz8t5v/yFxEmp8kHWxHVIDXWyLagSPdaHuSFLztvoAk99tkwNWaYE2pDFnlfPB6q5sM/hNjRFHCEj3uxF3gTqKeY0nI4gQSMeTcWl/fGgh3f4PjezmDffG8/K478FLGF7s4tA0EF/t4+A8WD3NdTPpoATCS+vIDQjmx/wN+Cn3IGotxmGeuwxiOEZ4A+NWS32OQW7Lcyp9iAwgRufvsy0fyojvddjpkkp25bVJtoW1MurtckWlhdFVoOQmLXisdcj9z06qDiaVEHO5/7rOePNc5iDBDS7sZOJCoRORr/e5EGHHkNuKaGWtmdzs/ZZVwRnJzJafghQCvyhn5dFy6+IJDJbWGxtakD2BCgpRT1QKh2qJk8KKyrvbk6dlNlW6nPQwVX/mQj0EwkqSs1UIRh2W5hXdBuwBCjhDMs6obCNmsYs/heo5zvA9dx93R9g/Gl8841z4OTXeJh9TAr3we0MsL/ZRQbgcflp9LvY1ORmPz/mu/wOm+cZ/sQ6pEXLV3lQ/3/8JOBkgMdLo99F/74+tjU1AYtZ2fQ0MzKE8KwxcidyKvfwCb99fRpU57N143g+M/JHSworOWH6ajj7LdN+6nd17OWl1rVuo5Lm1fxY6ygzhQr/URkr1vS35Vdw2iMLyUTswTuRAHGVq6y6LvQU6DqHecpTFSnzpLf1B6uAx2jJzWlMHpT0BouWLZSKtnsHykpBhxl029OgUpAUuZWOYfPyKzjgc9Pf7cPrd9EUcNLf7WPinBclTu/9UbzFKiYxk0DQbF9nDZYFqGx28Q73IhHy8zlZC7c4HA40u7iN3cAS/nXiHUwZv5F/r57OmeHrYcRK6r7+CTn/+htvfflnZrn8ZNrl1TPA46WyLofHeBaYx0OXr+CCJ+chtTEcQAUVfJNXmv/BLFuYAR6vqMxNGcA6VvMC08PfbPHIhsI2mmxhLgzZuIf/MO2u2/jjaZsZPfcZRo/8SIjlrbN54aHvceHmsdh+eo8pZbX3EouW7qLJy+qkiWVnUzmvKvRGTYrganPh8fmMf3YuecjYfReR09xInJsPGb89CbquRbwwUxk94yyJTX52ZKCodKvr+vpM9VO1tlNv0I6+zbsbVrtf0AHrJ/LPZQs5b8GjcNlTkocZcErhxHWT2PPMXHh7ChvKhgF/5Rxm0uh3YbeFWzIDlMR2oMltuAYeQgoKzKSvM0Ag6GBXs4s/sAW4jb8e8yRTFtwD57zBtslrOfPl2TCnmGOWnw2DVvMYu5nQMIA8I8SkKeDknkNOYAVrh98LfhcruZXIpslvs5pbGdP0m5bYOeky5QUeYPehb+EMGA4F47zztDDo5wJw0uPzoeR8xF3UCLPu5FsT17Piew8x76nLYNHStvM+rdkbcHjQs1USy2ow11E2WpXlocKC1Lq2sEhyW0ez57mLWfifiS05yQEkSMuJvIADmEXpVWOgngLdsLn1BPQIcpNE49aTVNQbcNzQcpHYBu6VgalsVCA2Kmsj4lSHtYji3oGsf+oyzlu4DH7xPvA0qmAmObtgDAyeOxv/Fcu55IuNwEwGZTZQ1ZjFsf281PvceFz+Fg/lx0A9VyGk4+JkjgP8lDa7eIxHgF8BY7lkwga5b3k1TBhWBsuvgDmvQOFDHJhaTf83X2HTwZs5112D3Rbm3X35VHIN3+UfnHn+/fzj+YuA6zCLfwaR4p8P8Wsu4sHAyVI5BPAxAXCwDPi1xXajbHhncRxr2GZU0L0EieP0AJkwaz7zqvN5+e5bpEtY8c7Ydjer0V8RFxyujqqXYV2OSVxun0luavnegSKh7R3IoR0jWFk6huX78tmA0SAbeB8J1vIiIfUDjN/NHECcCW0H46Yi0uSWQKiapU7jewCT6JRqWgOs3TGCsbGap/QQMToC1nN/f5QEwN5wH/AK8thkAltokWDyPLguewpeK2YSM/G4anB6PYTCNjwuPw5bGK/hKFjOPuANhGhyKQFWNrtYw63AMmP+Bu7959+4ZfAe2DuQsWe/xduvns8Ufgi8R9bSM+DEcpaxj0mBDHwBJ79jG/ArHnpsPmwdzdrPCxG112Xs04MQqheYy6+bdnFzy4NyEXauppH/YX/zHabKitjfJoRsvMMH8Po0mKhqkmQCZ4HrN7Dw53zt+Ytg5Sy5T7EeQOuLTTkvrOPF+l05aFQp+Loc+V1ZCGXD8FcUseztKaxudrED0ywyBPg28AkS6rEfCVNS9mGzZYwLu1G0siehJ4WCpMRTb0O5xWNDhXs4LL/VPJAhngHcE3Jwg6qMWpsrC5X9RSW49yQY5/vl5rF8ZdI68JyDKDqZiGlamakBCuTBZguTkUT2AR5vS8WORr+Lvs4Aq5vcwEKEZABGsBpo5EJgHWZHpmqeBG7xeEX1nbyW0KqZEKgGZyMMvQ798hVoT+7nxQM/QkoM3I1+54li1A84jRIO1p6dqo6eH6igkm+ytvkfZAOVbOWR/vXMP7CD54Hr/C6y3b6WB0k6TEzh0ftmsWDJFcBpwFeBs+R63F6Om7SOzStnyQsuusdEdAiIUjNV/rDyRtfltEyHKorYtmcwm8qHsqHJzTbEVuZESKwYGIcUYSg1pk3IWB6AqJxY7rRqvS2OhIyWNjJtjf3UQ1otTSgUsamBYY3daUIGT4nx+fsb7uNHjy6AETsiVRNrdyllc7HaWtSyWIUOo4M72/tzY61j/a1i56zrWie1jhF/t7M6n9MXPArMQKw1agIhuL3AhUx9YQ9wAidmNrRU3Mh2+1qIre6gR9KZ2GFsKxJaIydg9tCcjShO6ySaXnkNS7aLDaw2FwZmyrncN4mCJ2tYycOIhLYC5p4EG8eDx2tE48PhxRiVmrqdv3E78FOgWlTfLU+znUcQ1VOcFPu9HnJcXkoOFnJTIyyo2ApFmUh9vvsRkrsEBt9HVX02lI6R+6uqGivyMkI4wj43XzRkUdOQxSdG4c3duo39iIkjYEyNxt31IORaYsyrQ7K465HxWGPcPTU2VdksVbsuZOy3ybh6J0J8PeLhi0JY1yICvVMZKXGW0bmlrUUpKduEejTUvDrkrVkMPHbIyervrOD5c1+n39xnzBxSlTYVyxBsjVeKLkoY/ea3Bv+q+dbP6O8Q6YmzxkJZ149VwdeQLA743BLKwhjgWeB847siOC+8PoK3eIKzuJJjsyqpNEIlVGXcmgYJ7YDbMJsLi4Sm2s0V0shn/5kA/3cT2kvVIlGoIOLcWj7eO5Azy4fCQA9QAHnz2fuXheReswwn8FN7UKQ241pFsjarHZvH8gC55PExNXgRcioiL6uBTadsZ9yHq1l28Gq+ZwvjcflbUsLOAv7Ew/DoAvjlDCATwiPA9lP5970env28kD/++H6jVlpkVWWMTxV+YVjsALMCM5blSqLyGnc6YNkfSB1s9a95iA2jPnOL4ysWOvMQxnpddBV6jeSmadogpAxwPhBG6jL9XtO0HORJK0Je9RcbReU6XOs8ntzS9parwXcqRn7pmmkUrJnGtX0C/OiypyQOKqfOJDqIJBlryehocoomPGtJ6dai3a3LYpGXyiiIXk8RqjJog0gjdTnAq8YOBiKPYBVi6VnFofuvB3ZxLhIoC5BtBNju93rYHnJQz3nG9n7Mv978/Oznv4IJf4J7vg0vfYtiMMs/5dQxwOOVODueQdTBGbDwJmonjYAHFrPiqcvM+xe2GWqZIjdFcGqawL4X5sCwMrRTnwHu5xiPl7HTV7Pw5r+xjBV823sZdoPgnEEHpwA05fLzO7/LXb+cDdwOtk3Ia60KdhZTjxjulX3WGhdp/V6OmdcZ3TZZ9crIQ8hJSXNNxtWo9TKIj1QSbVcLtXLcrrDf9TabWxCphlmqaVomsEXTtDXAfOBNXdfv1jTtFuAW4ObO1DqPRmf+pAJMS5QTUSGagT8ecrLkifnkPTGfmzMbmDxiB8NKtkPJdmnmokJHrA6IWKqiWhbdkyAWkamI+eh11PZKglPHUlCkpmw/NXlQlyOR+z43IrEZXtKWkNACYBnj/vke4OXYfqLGgRji93s9eA85eYzXgLFI+EcJJuEo0rlIQky4WCrzUsYMzSBbIw830FJuWzk1CoC/wohMGPpbUVtVZkXYxtcQidokU9W3Ip9ZPAZzvg+cyUJOYxnfkOIFo7fylycvY9nlJ/E73cZvEOlTpY3BbH5NJXdVbobCUmSoVQG/4/OPLmcHpqkCIiUtJZ0FEWlfBYI7EalKGf0zjLFTadnG2jsezDHaHQ6B7nRC9KpQEKO2UpXxvVHTtI+R8r4XIOVKAJ4A3gZuphO1ziHyD+tMHVI1EE9FKsoqdTUHU5pb15jFY5vG8/Gm8dgRo/Ak4OvHV3Lq4D0Mzq+WJOesBnmgrbmoKp9Q2eYUWpPUwPS+WbtaqWDP2lwxWu8dSHlNHuU1eXxWl0PVQQ91iPFZlTtvBL5fUYS8K/ZiSmxVgBc2h9jGE8ziShy2Bg4YoR8qjGI5AHdzr30N5SEHf2ox6rsQonwZ/cZ3YOSlwE7evOE+4HIum7ielh6rXo+QZk4dohIXY9ZgyQSP16zGa5SPWviV9/nTB1aPqQtYgX71LnjABbwLpdewjBom8RvIvkeqH0/YADxGFf9DxYE7KDauw+t3sRA7y9gKz10MN2Dcg2fB9wTPb/w9Q417p4pBtgZl7Lc2BLJ64e1yVRHZMdYczXjVwGQRUbdVBellklsLjGYOXwXeA45TReV0Xa/SNC3PWC2uWueapi0CFslJDI5Y1pk/pREIEaIeOx5Mg7AKPMhG+kfmANMxjb87gQ2fFxL8vBAvQnhW20pfY9scTONypiapQX2dgZZkdDBThlR0/X6vh5omN18Y56G60KtjK9XJazlPkAcvG1GvMpGb+fLS2eQ+PQAAIABJREFURcxesgyxDngRj6fhTLj7FqCaU5HUGJ9uY4CRbVAecrCTayjiX9yw8CG2rp9oEE4lUMhrQ15iWukYyHlJznD5c5zz6QDgFo4v2W52qnp/lFzn0HLgQUwr0075KKwU9dnrkTjDnDpGj90MH/wZuMpYdyz6X/8C836BRIBdy/dOKwW+wytT35AXy7Dd8PYZlJDBdrJ5EFjic9MUcFIfcjCun5dlB0fz+h9KmHbDGkQ23AKvns+zh5wMx7REwuFjSdnSCozf0ZKZsrsFLOs7o7ZXSFR8WnvjPRFFxxOFXiW5KWia5gFeAK7Xdb1B02KVNJdVY8w7rNa5UU99KUBfbax+pH/W1wCwU4HEF9kRqacA05Bbg+mOV0HBynMVQgjFWuzS6pVVRmU5eRuBkA1vkwMfh6soalu3ZZ4iMqvaA/IHeCzbq+NUIrXoDiCEe2/VQGZXPgyFYxGpyVBP/Wcw/gU/EKIoswFfwEmmXQi33ufmT+wD5vLpC3Ngewmjx2+EDxYD1wPfYtrr0wxiq4LHV6NddTlwPQ/3uxOyHpRKxe6vwFtnU1JYCUOHGscHIZZXgEYYsUPIb2exNNQZ9T7U5fDakLP5xu5hQBmgUpqehbIneGLsZh7mm/yf9neyRt0v6WPMgOWzePikHWS6zmLUtr+zqekChhj302ELU0QhV++Gz+pvhOw7oG4t/7xhK/UIKWUSGV6hBrn1/ym3zLNOTstnU9QyLNsnEvHYm1Ml0FfX6THpV3FRsKZpfRBie1LX9ReN2fs0TSswlhdAi4Oqkg7WOocjL+fSFyEJNyJlFULLA1GJSD8qoDKASEpqqsF0529C6hp/gkh6VcZ2AUySPIAZmJlpzFefboRU84zl6lhVyAP1IWZM1PvGsXYjUp3bOO9TEavYIEQBPMvYFz+9B4KrgMnGFl54eTabeJiF2PEYPRCyjdJIjx/0ALehf/MgzOkHo7eCM8DK47+ByK8Pc8NJO2HxB9znuAjtqkxgCTP4mEVXLJdwmonrIbiFj56/iDOnvI2QIsbxFd0Xw9Ag55ZsF3XRERSiGriXaee8wf193kFsY+vQLjkDTbsJbfitzD9wK0v4Bzde+6Ak/4/eCntKeeLFOUy8+xa+snIW53IBj/FfAkBeZgPBsI2vA5U8AcsWQv3/wKKlXPvZYIYY93I/YpJQk3qp1Vgm1RSoETNMI5pAYuUzq3lWyS7ZU6KOkwjoaASNAgxtTamAds9CExHtEeBjXdfvsyxaCVxpfL8S+Ltl/lxN0zI0TTuBOGqdJwK7iZTYVCx8DSIl9cd0+3sxB7N1kPoQSS8bk8jqEXL8BJGkKo31mo3PUIypyjgfdewM49h5mKRbgKST90eIK2Q5Vjkm4XmM45wMTH12Lrx1NkJ3AFVs/fXPgErOPbZGbGwhKSVUcSCb/3A7MJePKguBUiGqogq+efFzbDrlDmA7v+NCtD/9nZ+EvglM4jf8h1XX/UHKRc1aKfbDtZNZ/f4omPMipkLnNc5wBqIi/5UTZr/Mn5cukrSknDrZPreWHy1chn7BVGbxJWKm3cS5XM3ur32HO77/oDh2Zq0Uqe6G+8TWNzsTBv+Y139zC/A2zwP93T6y3T7G9fUBhUy78R5qZ7/MNS9cxDhMibkvsaUtq0Q+AhmY6r/IwVQ/Y6mq1qnRmNrIYO290HtOySNN19vsjoWmaZOAfwMfIKEgAD9D7G7PAYOBPcC3dV2vM7b5OdKOK4iosf9s6xhubaxezOa2VmkXaqBZB2jIMs+NqQpal0dnO1hVl+j9qHipWDFN1gfJGtBpVUut66mAzlihCtbj2hFVeTiGVDljFbZVy4DTwPcbTurnYyf/5cG+gyjOr6aqPpuq+mxu0r8A+qHf+gceuO8GFr84B6a8LcSzerp8+tz4d4zg3Z3FDM2r4YSxm8VeNrQcpr0uTzxQO+VFcvOr4ZnvIPa2uZYrVdFiVVD9VV4eU8rs234F1+4E/zpp8Lx2MuwZbFY5Ud5iv0uktVkrYaADnprEjZc/xW+3jIExpbJPZvN07itctv9WlvAXxg/aQ01DFrcdyKaSCyngJWYg0nQ9IpGp/6ktVU5VUVOhHbH+b+v/ZY+xPJESUVdgG9qWznSksqI4Y5T+wMCV7a73jYoTjvhYR4p2ya0r0E8bq484QnLrbchAJJDdxu88RBndDqy6YwkseRQePQft6hnM4lucm+FnSG4tVfXZfPcgwGvo//se3PQOXHslj66Yx4INE0TVDDiFdLaXCOkEnOIVLt4pEltOnRCQxwuLlvLCqpl8a8MEKDoTyRwoxrS7KewEnoX797Pil79g3urpQlwgRFaXIyEm1flmeElRhTgssrOg3MHvR+zgRwsehYeyEel0J+CBnZeinbQGqOfZYwvw+l3i+ebbjONvDMKUossxQzrSiERpAshteMYo/Q/5q9pd7/w9Q7qd3FLGMtiT3oBdAZW604ipbpcistLU/1nCmzl1PPer24CNfA2JBdtVnc9jIQdwDbvGXQM3vQHcDr+cz4QNE3h68louXTcJRhTCyEYY/KpIUlkN4ApBOGRWuvW54doH+e1Tl3Hj4/OjiC0z6mxVSMhkWDiDeaVjePr8V7n05dkwaQ84KiWGbcIGsxyRMwBOD3ApbN7Emxc/x1WT18JDP0Mo/R3EWfFjKP4++v88gnZHPx774mYWHlfNqX4XHLqITTzAGBbThGlvKyQ9npKGHhQK0jPO8iiED3lQMxDFrwBRu5oR4pv6oz9wyRf/JpOZ5GU2EArb2BZysJ0nuJm/MOzFOcAvgLMg9zeMXDGPM4p38uj4jbB8IAS3gCfHbLoCYDtZVMVVM3l5/EZeeOMcbnx5NlyRjxl6Ek1sCl6gGDx3wgOLufSi5/nztNdhwRJYP1FIU8UKeozeEOtGwsVfZ+mUt5k67XWyVsxDKMqo9sFZSBLMXPjFA/yKm1nNjZTuy6cgu54BXAI80WKSUB7vNLElD6pYZXtTKiAl1FKPNlYflVZLI6A8eCrBegiiam0ChiLq13bO5Mf8mxknlLP606Hcw5ucy1Rer8qH/DsRcihAiOeXUPcs3HcD/3h8PgM8XibOXCWhHqrS78bx/HP1dD6pyWPxRc9L/FzhJoReVRReAYfD8Ny2ZExUAXfCq04+//XPeGr9RPKyGig0UrjqfW5qGrIAmDF6K/1+eg9M+xfi07ZKhjuREkySR7t11FS++sFvgNn8MeMCdjS7+BPn4eafnPr/2zv7+LbLeu+/ryRL05B2oS1lrXUbYyvb3BmjjIkyN+SIIkwUb8Tp8aA37qC3Ik9yFBWVBxHw4PD5KA5UjqIg90E5DKc8jnsHJhtlm2Mb3ZjbyFlH6ErXZGmaJbnuP67rSn5J0zbt8tj9Pq9XXk1/+T0mv3zyffx89Vke1FtW12SC0uD5ArilJ09aIG9v+Muo610SPLHsbmnFklv2r2+l1PmUEoOka/JqURnTIMo97eJXwC7uqftXWvx9nP/aALAH+ccfw4XfRBGMNTbWpbdcC4H/gv/8MK8/dDGb900l0NvAZG+Exe1dnHjhI2oU4sxPoqJ8prEtF6kZZJWFpJZ1QvLdsHGhGqwcaFNW4pQDKvbX3gVTw6CzuuoYpq3MdGM8AHwUes/lssZeOoHNnEsNj/Ml4Bb+DDzDPG5LZcnfGO8bPsFRCHKbMWmBvNX/xKjrfbznhLKTW2XYj1nIx63IZ51yEWKucxvrufggVbdlykuMTpja/yrgGV4LObkhVA98gDr+Cxw/REXpQqRbpOpIE91SaFsKV4Y48crf8t7Ir1TAv94F3IEa+n2nPuKLqCb5duCaEc7WNPFnL1sKjv+BRfthUac+r1nAJaSlmsIoUrPmoB/Q571Urx+G629nJ2rA9g4eZ5DTWMVLvIP38TxXALeljnqIoWUapfqxHE+3QbH2WxT3vIpibhVBboLRB2WM54OqpNjLWM/FVMobCfVmFNEdwrheUc7DyY2EgXfTxgY12nfVClj2N9JkYdxJ4+r5UKQRAjrA+x0y42jdZLqgpkHeihBDY2+GSENZy30oYcnT9b6tQkM+MmSbUstNbE83U238Ist+vpFZKHr8AnAnt9DNR2jj98CZbCXBUpwpHbXRUK57o1jHLdX1TMj2q2IiH8mjbFSy5QZH365jRBBN+9WpgG6SIsivgRvYCsD7gQ0sRcXovv/Y+VwV+Th4ryAdA7MmAsKWo7SSGd9aS9qSWooiLOMeQiZxmedWkjMWnGnuh3QMzRCfL2v9Tv280/La+ZbtPsSuz/2EnagWuxf0+3Idy7iTPWzgGuATwI/o4ypAZUuz33PbcisM7OlX40AxPoh8buhS/OKN5ximGt5U0G9FxeBOBoKsBj5LgA8Av+YjKCqZBdx4xM1Vt18PN3foLU/P2nNL1l/01iZDaYUhxRbL/2Z9GFrObCWvFsv6a/U2HQy1JJdatl2tH1fr9dfCU/18YcMiOlCyMn79yi+AFq6gm48AfwCe4QyuolfvKZ9+zXKg+i032y21cZRIoMjMOsB3DkaD41HUvIMn+EntCTwxoCjFhUoBfP/267lq+QKYu4yh5AZpq8sQTa6ei/2W5caqMoRkteDMPlahrC1TC9eFIqpOVMLAzH4wmVVrdwOkpdMv0NuvheBl3PuhXbSgqHI9abo9E2Wh7eX3rOE0YBerCPAR2ohRffNAqwVSVo9bWh1nWSAUq5m4WEigMqWmDWsOEOD7KBr7JZ/hFNYPeDmISjQEUbSw+oibv338foj+AEUy3QyNh5ne0P1kuq0hlKV1EfA54BbgWVS0q4t0vM3qjprkBaRdzYvgkafh0nMhOp/MeJrJiJpzM8+NO1wHXETPJQ9yX6iedmAN6c6DRhSxxVCW3Km8hBLi/HFeVpuNo0O19JZWhOWWHXMrlvtYLIG/0eI744EpAQFFQya5oCy2jVzDyawl3eBvhpBsANbyFb6w+Tae+fZX4eZVKGvIJAdg+EJcHymL66ufVSUbn1sJrtNR2VKzj2xi6ybtXv4OAjfBvZfx/379Cd516X3g8er9tmdtY7KkxoIzbu1d8O1/5Yy1Z5u0B0EyZx8MoEQG3CjSb+Z59qJIL0hxmtrH8zmXTVQyz2OPFVJSMaofo6EiyC0b1RaXKMZ+rdlSI6/UCJzD71mCypwa8rNaK8o2e5RXuY2V3/4q1y4+H95ryiqy42dGftMKH9AOlzzIm9eu5PiudjUHdMZdwDK9TitpC24/qcaw8NfhDx9i308eJNDbwLtuvBE+HiTdIQvpbGw22Zpz+RLcd5ivfe0+9vBHIIqbj9Ksr9FISAVIy0s59XvUpvdWQ3HIrdoy9kVJKNjZUhtHCyeK0Izz6EdZJH7gadSXej6qYHUQ9eU2lk0ncTqAWMLFxmtXsvAHV8I5q4HvkO5ayIU6FHHNggX/wPE/uBK+/VVe/9QvOfHsZ+CcJ2H6PapP1B1Ly6VvmwsPXcwzz23C742w4BO/ZuqKVdDwEzITC1bX2Fht1jjci3D/IW765P1aNUXNXmiv62dvqJ4AaTl5o5LsI60IYmJttltaPEggZpNb/hhPKcixAKPSawQ2w8BrpGcrNOplZqZr+ovdRjfQdnwvnXum8/KH/5NP/uBKuPRLKPfSBO0N0Vjr1lpQjqAP5vngl5/ixL+8Fx66mG3XriSRdKTk1I3a7/SmHpqaejj7GzfDpb9Fhf6/g4rddZKelmVcV2vtnInxPQAPDXD35b/kENDmjEPiOOAw8aQjpdHWp8+0DWWhBUm3pw2gagD92AmFYqJauoUqgtxsDIWZ4WBmOhxCWSon69dN1MpMecrUi/OzgTDB/np8nijbD/lZedm9XBv4Blz/RXAYV9TMC8uOxRniuwbcS2FZNyz7A3P7r4Qds5VMEihJpKn7lHSR9yRUh8OPyexYML2tJp6WnXXtgviH4Dtf4kc3f4PwoIc2Z1yNETzkB15h92FfatJ7I2b6fNrem0ymPLyN4kFSuPdYCHEvKtYRlFLO08sKNjK0IshNYDc6Z8N8UY2Kb5j0sBqjBmsC51ZXTP09FfgzocT/InTYR6MeaLPyGzdz7Zb5cMO3YF4nmS5qdv2ZngVKC6qC7hqo74ZFL8Kil8iQOaJVb+NDlX+sJT0hazmZWVprMqILes+FL/2Ur92zgkZnnGmNPew92JSepEUPAZTrba7fjZIPzzXjoBmb4IqJQpIb8EvgR6AHtClcT4FGhlYMudluaSayy2VbUNbbIdR7ZawXP8oVC6AoTb2Pqh/TuKtmUlc46uHaB5Yz+9FlXH7dnfC5K6H5U3pPz+rtjMruWr2sBeXGGsvL6l5aYZRzfXof1rq2LlQpialYCwFfhifgb9c9xX2bFzCjVuWCQ1EPDceF9WDpw4CHGSgiD6AIzZBas+Xo1r4L+14qLgpFblLKZ/VEPSsKNjK0IsgN7BtyvLDKkxsXTRXS/m/6+GSKNBJJB831/UxzxzgU8bLyWzdwxv0f512f+DVccZGWFF+BIjLTrXA6uQt8c8EQXhdpW9O4o2FSiiR0wvrT4QdXsvLBS4glXHQ09uB0JInFXXrwsoGaH589Zs+2zMoHSXqOa5FwVCNDrRiV3IQQb0WZjVNQMxTullJ+XwhxI/AvpBVmviqlfExvMybf2LbcxgcrDZg6N4B/An7DJvYCZ/jCJJIO+iJe+iJeQlEPNa44zfX9rN81kzXfvJlz77uUs+dvgWWPwiUt4FtFumRjBWlrKx/UoUgMUgW6sXuUxPia89j32F089MIi+hIu/M44TpGku89Pc31/av5ruhA0ALw9RWbGErVRPkjyLrNpEkJYdczu1uM8x4u8RoZakY/lFge+KKXsFELUAS8KIR7Xr90lpbwz4wzG4RvbGB+sVlsCRUVe1FhA8PMU8FFtEdW44gxqldSBmBunI0mjL0xtzM32/a08/OpM3A9/mDO/+m3Om7+F49p7YP5r8OF/gKbnGFnPzcBkPv8ZdpwMmxbAM2ez7YX1bN43le0Hm2icFKPF30cLEOhtyCA0pyOJy5EkkXQQjnpQ5PbR1DUW2WKwkQfGEHPrGaee2+tCiBZttR3VyNBRyU2biMZMDAkhtjOyOThm39jG+GAlNzcq6B4HaifF4MinOMijHIosAUi5e26XGticSDoYjLtwu+Icinhp0dsdDPv44ePvJfD4ewH40a6Z8J1VqP7QkaDzt5HLOPyh1fzmuXfyxmHl0jbURqjzRGmpjVCjjw/Q6AsTt7TsGNIF6JMOYA91tKWu0QzSzsax8KtZSeKtRT62GRl6O0NHht4vhFhJqhhz5JGhY4q56eDfaaixfmcBVwghLgU2oqy7NxmHb2y7peODi3T3Qo3+6wIOHnGjhi5fx6uhZbTURFN1aUCKYCIxNy5HksneCLG4C687xmRvhEZfGF+fn52DHiVkmRfCwAPQ1c596xYzEHPTUBshkXQQi7sI9termaqTYjT4wtS44tS6YwzE3AT761NWpd+rtlE/1weYgSLtGEPH7B1LqJRrLnApyG9RyYMmIUQApZR6O/CgEOLT6JGhAFLKl4UQDwLbUL/hnx/NG8yb3IQQPtTU+aullP1CiH9HdVVL/fe7qFmlefnGQojLgcsBjmNqxXx41YYYitgm6/+dqIzqqZzIZgJsAC5EZUxrXPGU+2daaEwmNRT14HbFqfNEU89rB1Gj9/hsHmfiA0IQ9dA74GVyTZRw1ENCOnAKRaq+STHqPGp5GHj1zQY6UQUjzSJNvk5Hkh0AxJnD0JKPYvTyVhvKdc2FJDcp5ceGeekfh1n/VuDWfPefF7kJISahiO03Usr/1Ad63fL6z1E6PJCnb6yDi3cDNImF5R/kUKUwA4j9+vlk0sppm/lHHifAhTRlkJrTkaTrzQb2oprOayfFUmR3MOxjIOZmIOZWN3F9P8M32ltRB3wUHM9Q64xb6tSUK+xyJHFrcj0Y9rH9iJufcQ+qzOk8nPI2rkw4aAQGYm42AzAvJbVuLVI+FtzQSoUkc7h5JWPUJjEhhADuAbZLKVdallsjzBeBFoZVvvFyIUSNEOIk8vCN88FoUkX5yBnlWqdUj2KcSxz1pXejMqUR0vVe7YCTG4Bb2TGorKlIzM1kb4THDzZxC3dwH+/mDss5dR/20XWwKZVsSIAe+5dPOciLQB1ol9elrbBY3EU46knF/AbjLvYecfMz/i/wUxbzErCcBO/iLr7Atw/5afSFCREAFuBHdR806qMMFOm9zMcSKtbnnM82o60znn2MB8ZyG+1RCcinA/Ys4J+Bc4QQm/TjfOA7Qoi/CSG2AO9GTxCRUr4MGN94DXn4xibmdjQ3QC4U48MdL4p1Lj69P9N/GkERga8myrkA7OL3evnOwz6ue30Kv+AiYDbwEH28ny8fUcQzgLoxG3xhNYIPdMwte/hLLmi5cEeSgSNugiE1us/pSBJLKAehL+IlHPVwFy8CP2IxG1gCfG/SHL7rfBq4jS7exacOrUP9ns5LWaOTUSSe7aIW8r08WvLLtY9CbVOI70OhUC3klk+2dB2542iPjbDNmHxjG+ODqfuy3kzmeXDQw7nOOGsSqwjyfTq5ijV8HdhIB39iuUiSkA5+zJ8I8H6+mHgP/8QXOe/4XrzuGIFe5bYSMVpso5WC6I6EniaCKDJq1gkK4/J2vtHMHawF1rCCp2kXSULSwcEjygW+ER8B/h+r+D/AQ5zKN3lNX1MzaSvVRvlQ4ParoqIiOhRy9ZYWo6Yp18WWonaqWMc1PaVGktzcdOaXO5F0cAHTWM2PWMM6YDnncQsdQEA6iIC27v7EL7iH3/B+fvfmn/hu2IfTkVR0NuUA6cb6kaDX6fMTQqvlNvTi80QJ9Daw6o1mHucLQBvXcBszaqIcGvQQQw2YjqDugbcB33X+kM2Jf6cR2A4p19RLWpXYYLgb+Gjf3/F8Zvl+mcp1zxUCNrmNEbmUeItxYtnmerGOk8+xC7VPJ4rkrF8YoyCCdDAdgG8BF/DDGhf/PagyPm2kCTEB3Man+QWfpotzufrIAi7g3+gAmLmL/Ap4AcIQc1MDnHBcGLcrzt6eJj5+sA54F3A135v0ATYfgQ2DHmpRFplVrqgTeEfCxanOOF2JzE/HTZrgst8HKwr1uY7nMxttm2q/58Amt6NCqeJj5YzDjefYw8mvO1FWz6BlWQIVg2sBbuOjdAPrBxWR+FFaMi5gXk2U9YMeuoHPOOPsTTzOD/guq/kXTuXnOqHQiXI7R4KOy8XcuFHJiUdenclqfgb8khqe54vAwBFlhe1GlZ57gRk1UcKDnhRBRwASLmpQ69bq5aavNLv9p1SlIfnsdzznUojzLRXhjKH9quyoSHKzkRu5vgTWmzr7w4yhassGjrg5iOohcAOTayO4BryqODbuYo5+rTvhogH4Yc3nWT3oUYW0UQ9Kxmg0cmsBuqG/nnXABu5Ajdz7Hit4njnOOAcTrpR00TRUW3wfsHPQgxNFdF7S7vZkhlr0+b4v5cJo51JO4i0EStA4XzBUDLlV0g1aTbBaMrnew91H3ExzxpmXcLEdbS0NeKlFWXrdCVeqRs6MEAwOevin43tZ/2YDeCM59poLugilz88GEsB0Ps/zLDkhyN6eJN0JFy3OON0JV0oJrkUkCUgHe0ir60I6a+tEZYNjlv8rIfN9LMOOudkoCfJJuwcAEq6UWq0PZS3tRllG02qiPD3oYTIwz6lq1PYecdPd51fVbdP3oCSU8kEIehu4ACefectZBHojbHijmYMoS22vjqG5UFIyPulIKbwFSc+IiJCWWLe6ojapVQZschsDHNgp/vGgWZPR7iNu+lCWVwtQpy2kAFqmDZVkGES5n6arwQl0D3o4AeUO7k24cCZUDMzrjhEI1YMrjtJ1G03yqAXogqiHGqA37GPDgBc/aWl0MwfBKJgYdWGvSNIsVXeCk/SwlwHSYw2tasP2vVI+2JbbOGD/Ko8dexMuEol0DAsUKQQTLmIoN2+ANC2ZbKOT9IAVQxwuwC2S+DxR2qcc4NVgs4q59TZAs1HYHQmPAp/jyL6f0gbMaA7SfciPWxOwqWUzLif62L3AIelInYc5P2sSARTJBcnso7VRetgJhQmOXKUH5YBJEkxHuXNxFAmYLgUviiTaUP2jfm+E5vp+JnsjqT7TgZibvT1NaamhiJc1f5/BXuCixh5IOlDTq1aMcja3QDTIJHeMg8Cane24gWn+PvzeCKGoh76IN0PyyCjvxuIuQgkXvZAarNwyKZZSDTl4xJ1quxrvj2ClfGZQWecyVtiW2xhR7ZJH5Tr3GZCyhoL6PBpRgXq3SzWvnzFjN4HeBjq7W9l6yE34kJ8I6VGBZiZqG3DGpBhnzNjNVXO3weJ1Spl3yipyz0zIxnfAE4IffZZfL3mW6F/ey+pNC1j/+hS2HlREPKDPbzZp97m5vl9NukI17T/1ZgN+oNat7IMBTWyTgUanarwPyaOfm1lJ91slnUs+qBZyE1KWX5CjVSyUK9g4+oo2MuCFlNvXp0nAD0xr7KG5vp/f/H1GyuKZB1x0Widz521VSYKmHvD3KdWPtgC07lfdCI7PoMhMT55PdSeMFnOzKod0o6y9uyAYhd0zINAG+1vhwBTYM519e6YrmfM3mtmgt+4AzpjcR3N9P3t6mtg54E0pnkzW2nADMXdByO1YxC2IF8epjptCrVgoT8rju7q9AMc6WlSE5QbV9+tVCegDEgkXvgQ06iSAzxOl841mnjrYxHJnnGuvXQnnPwYLNoF/Icq9/Be9h/1kzo0KoaZU7USRm3kt3w4FIzNehxr5Nwuad+oxVUuwzvSayl+ZynIu2R9Xs1CfOoeedYu5b91ifn/ITyNwqjNOTNfG9Q54cYskER2fs1Ee2G6pjZJhAE1ygx7Om76H1a/MJgG8cMsNcN2d4PkacB3KAqsjcyiygSGvF0krgPjIn9QMwpbtzWi/MEr16nQU8ZkqtxX5xQHsAAAgAElEQVTANdAaUqLR54Rp4lGu7bmYa3/6WW7/+rdYm3BxzqQYHHETRJWO+J1xQgn7ti0nbHIbAwQVciJVhpZJMfp0FrLtuDA3vjKb5XX9XLb+TJj7JEpmD9IT4EMoJgmTm7ysbqh1KvxYUEeaSM1E+3DW62EU0bXo8zGEtwya2uGGFq7/XAPRj9/PeX8+j4tronRMOUB3n59gf719r5QRSaonW2oHLyoc8RzPjVs2cMRNY02UpSft5onDPmqByx66GOb+gbSF1ko6omXIJpuw9Ai+lNVlJbZOUlptIyKEsvx2Zi17CRV/e1Gfw1L9t0Xv91F97LX6r08tb1iBZ80HeOabN9I96AFUkiFoibflck+rpTWomjFh9NxKgXJmS42+v0GiEJm4rH2OZ79unRns1lX8tbowtxGY3bKfvT1NbD3i5gwt590GrPyvZfDer5Emr+xkgOkHyIaP4evYRusptSLXNPqrLc/rLH+tVmI2TkcNh14BN97CrdzIB2+6kc9P28O8yX10HfID0FarBtt0H3HTqGv0dg548aGSLTYKj2qKuR3TllsuEqo0pGSNXPFUQetAzE0iqSr6m+v7uePvM1j5wT/AsuNRJNVKfhpsIXK7ncMtHwtG2u9w+w6jrDdQBKhjczd8i++9fT037J3O29oC+EUSJ6pOzu2Kq/dIT/eykw3Fh225jRGVQjRu58iOjVGVHSvGen2m0LU24cDtjON1x6jT7llfxEsi6WBabYQd3a1qCPP3rgauQrmW+RBbpcLEBo2V1wGuJznp3ss4523beHrbXGZNOcCO7lZAfR6G9F2OZKrFa7T327y/R4Px3gtlQwGqvqpJFSSfATEeIcQLQojNQoiXhRA36eUNQojHhRA79d/jLdt8RQixSwjxihDifcW8gKNF6hd/DI/x7HOsSCQdKWvNqSdHNRynAvPhqAefJ8r0ph4eAVZesxKm/wXlQj7L0PKOaoJJRED6Ojpg7se4/aZvsE461FzVmiixuItE0pHxC+0kv1/s8Xzuhfhcqx3VNCAmn/tgEDhHShnWI/7WCSH+BHwYeFJKebsQ4nrgeuDLQoi5wHKUYnQr8IQQon2kITECmXGj5POLWMobqxDHGus+zJfHi3K/AOo8UXoP+0hIB831/RwMqyQCV38PuBbl0nWh6te0vlpek6sqBaZwGBQpm4mQ7cD5sOIDnPzNm+mLeGnx97E72KzmrjrTLV1ePRvCilzvfSURU/b9ns+5jWebQrDOhOotlaqFwfyETtIPCXwQNS0a4FfAM8CX9fLfSSkHgb8LIXYBi4DnhzuGEGTMuSwnuY1205TqF9sMUXaKJDGpprZPtmirndwcZNXf5vPtOdtg6gWkyylaSH9cL6KC89VGcAYme9sOtEKriy+etY5V/72Yd0zbg9ul3HUrVNxt6GdUjM+sUPdCtZFbpVhmoyHfocxO1DdlJvBjKeVfhRAnSim7AaSU3UKIZr36W4D1ls0DelneKOevqpVkh0MpYi1mErzbFafviJtIzE2DL0ztJLWswRcmBLx9xSqUgQyK1C5AEVy1uaOQ7na1uqbdpOvyLuAtl9/N7v9eTId2SZ2OJF53jMG4i7j+H0a/hyop5jaecynnd6RayC2vT0dKmZBSLkBVHCwSQswbYfVcYwCHhDKFEJcLITYKITaG5Rv5ne0xBkO0A0B40JOKw9V5orwcaGMOwIWPoL74a1Ext2Wki2jbqS6rzdTVWUtX2vXfOuACuPAR/MCz/9OG3xthsjeSep+qLsBfpZAkRn1UAsaULZVS9gkhngHOA14XQrRoq82IqYKy1N5q2ayNdPDEuq+7gbsBpjk6ZCl+iXLd/KO5L/lsUyyYWNtkVBY3FndR41L1b+tem8o1S5+BmY2oONusHHswcTfz17RfmWWQtopKDXPcOtJklm1ttpJ5bkvB/1M+esoOvvrKbM70RlLlIImkI0X+pUIlxe1Kh+rJl45KbkKIE4AjmthqgfcAdwCPAJ8Ebtd//6g3eQS4XwixEnV3zgJeGPkgpblRqs38D/bXk0g6mHNCkAGte2biPDuBpkseBH6CIgprIN5KWGtRjfKrSVtCq1G9naaubCyFukcDaxZ3P+myFdOt0I1yq0Fdh8/y3GAp7/zU9wl+5XYafWEGYspld7viDMTceN0xEkkHcduKKxKSQLTcJ5EX8rHcWoBf6bibA3hQSvmoEOJ54EEhxKeBfcBHAKSULwshHgS2oSj+8yNlSm0MD2OFHNRDkr3uWMqaCwJ0dKJ+Z6ykMYwlFv8E/OFDcPEJpONZ1uxkKWCSHub4O6FzOUzdB01/Jrf1mQ0fvOcJGr+iipndrjgHwz687lgquWC7p8XEBLLcpJRbgNNyLD8I/OMw29wK3HrUZ1dguLKssEr+dU8kHdRowcm9bzbQUKvUc32eKMH+es4CmLsNZXm1k1bkyG6v0smF595Jz4+uoOniS1GWmrGaxtsgf7TwAavgB1eqwc83hMnPgqyDhQOsmNzHnp4m5rTuT5WGeN0xgv31Ff25Vj8mELmVAg4hqSlBrGRIfK2CvwQmfuR0JAmhBr04HUnqPFE2v9HMpadvhPp/Iq3yAUOljCAVb9s2V1s0HaSzkqVGXdZzH0w5QHTdYjx8Dng5z/O6mk9e8iDX/vxy5gCHBj0060xpKOrB7YqX5H46dlEd721FkFt2EW+xUMn1c7lg3FI3UOOKU6vFKA8Cpyx7FEVUVlFJqztqbVLvgl0zObGpB1X3ZmSIrG1OxUZ214HO5s7YzeZHLuTt4b155jV0YuTDvyT488uJxV1qdkTUk5q54LbMaRgO+Xweo61TqGRTIe7L0iW+qsdyq1zT5RiHSRwMxNw010TxeVQQt07/5Z3PkXZHs1U9rISli3p3z1Cy4ixBkWKIdJFsqWAkl9bq/y+Audvo7vMr+fG8rLb9wCxYsIk2VJ+tf1KMuJYgn4jZ0spKhBlyG+1RflSE5QaVmy0t17HNdKq+iJdpTT2pjoW+iJca0PG2XHVsuSyxTl7ZdwmnzN8CvF8vC6GIpmWYbYoFow93OrAU5m1VLmSgDWaa+OFI0GQ+5VzOekuAvT1NtGshy0TSkRo2U4gi3kKtUy37yA+Fy5YKIfaQHqUbl1IuFEI0AA+ghrrtAS6RUr45nv3blluFwu1SdW3hI26a6/up80Rxu+Js2D2DU+v61TCXvNGprKO2AOlyEFDCkuHhNysKjOWmrTT/x5jdul9ZljyWx/amTu9qPrDoBXYOepjRHKTWHcPpSNLoC5fUejs2UVDL7d1SygWWYTLXo3rWZwFP6v/HhYqw3MQ46tzKVVybz3ELcW5G8aKlrh+3K86hiBefJ8p26eDeZY+C699QHXF5jN2LPKdG5U3fQ1px19SXQWmSC+YYyy3H7gJaOWnqPti0gPQo5mxkW5Z6+0W/J/Dwh/F5ojgdSWJxF7W6FcuUzMD4Po9yFm+X89ijo+gxt+F61seMqrXcStEYPd7jFuLcEkkHg3EXDb6wCponHYSjHhUle88TqNhZLqsrxBBRyD6/qgFr6iEtM95C6ZvqwygyXk66MyGkxgrum0p6vsJIqEuvN3sHfUBv2EfMQmijvf+lcjfHi3Ld2/kh75hbk2mv1I/Lh9nZX4QQL1pez+hZR89OGw8qwnIbL8r1oZfiy2F+vRNJpQhS54lyMOxTc0gXbEKRQD7TqcIQ8TIYd4HPbFPqRMJwqANmwdTt7HthEVN5ktEtUUvb2Nxt1KI6OWp1ZwIUzvKpJIKrHORtufXkMbf0LCnlfi268bgQYsdRn54FVW25lUs0cLRjF0LU0GxjyM3vjRCOepgBMGM3mbGzURDxKqumvp9MxY1Sw0emThtAO7QFVEwwlUUdCeb8fdAWYDGwt6eJFn8foLoWcmE8n0e57rHKFsQsXLZUSrlf/w0CD6Ok0V7Xvepk9ayPGRViuY29zi2X6V4qKaJCrJMPaiwN4Q2+MKGoh3Mbe8Bfz5gGJYd96r1J6cFZXdFyNM5bXc8WaA5yKOIlP3KzwNvEhad18vBLHZzl62Jr3MWgpf/WYLyfR6V4BqW6t/ODpBDZUiHEcYBDShnSz98L3MzwPetjRkWQ23gSCrlQKTfjeNfJhskAAvi9EQKDHq5Y9igqZpWr1SoXQqDdNixilxmvl4zcLHE2IHX+/j5CUQ/010J9vvvqBq5h7uJ1/OylDnyeqBL3LKKem+2mQgETCicCDwshQPHQ/VLKNUKIDeToWR8PKoLcbAyF05FMSfkYa+QgwDlPoZIJJuOZR6Yz6lG1ZA4/5XNLrR0KWUNg6vuVZdJfPwZy02omZ3+fgz+8MtXBYfqHK8fSmWgoDLlJKXcDp+ZYPmzP+lhREeQmyOwtPVYbn62N/XHdOG/IbW9Pk5rFuXAjSj0jX2urDvrrde2X2S57gEy+Lm6hkJUR1YW39PmV+l9e2AksgY5O3MCenqYMS3c0S6ecIgrZn/PR7uNo9jN2VE/7VWWQW4n03CoZueIstRZtss37ptIA0G6msltFHkdBxKv3b7oRsiWSSo2wfmjLzasUT4jkO0rZaNYBbQHmiCRb9k1lRnMwZbFlf/mzUSkhjPHG08r7fakOcqsIE0lKUoHzanQnipGJM83fJhPodCRZevIu8J9Culyia8h2Q6Fibup97QZ+p5ebPs9SWW0hVNFxC2oKvQ94FPg5+AbpmL4H9kxHZVKN67xaP6xKvV36tSVAJ7hO4az2Lg6GfbhdcaY19aj44iiw3m/D3XOVnC3N5/yLA9N+Ndqj/Kg+JjmGENPZvzpPlA1vNLNk9g4yK/whbQUNZ4HVQdRj+ZJkW3uljL+Z+rqhHQeNvrBunjfxOEiXjphry8qy0gJcwDvnbmO7dKSEBqrxB3IkVJZXYzfOjwkTzS0txLWYX2S/N0KtO8ZmwNHRSVrQ0aqmOwr663VDeQeKEKzy3aVOLmQfs44UUa8/E660uqxG9cTAkB3pbWiBBX9k58MfpsYVV8XKFG+UXzFQ6R0TmaiemNvE+ombQLCS20DMrQbhLtxIOtZmLJdcsFpzq2HXTO2qdWRtU+p4m9XCNATWgpEX/69nl0D0U5b1zUAbK0KW13QL2cKNDAIRbbVZ+0ptFBoTyHITQniAZ4Eavf5DUspvCiFuRE0eMXP5viqlfExv8xXg0ygpkyullH8e8RhZRby5fqXGKi6Y7y/daC5MPudSiG1yIRJzM72ph4GYW1FSSubIwGoBmS99FmHF/5WNuzZx6tR9OY5gdODGkJw4KmTrzvkwSsIDMTfr/6eNDzz3TjjHxAKHI/As62/BJppR3QlmcPVoyiDjEavMxnitqWK4zaW17CqDvEZDPj9xg8A5UsqwEGISsE4I8Sf92l1SyjutKwsh5qICQ29D3blPCCHaRxwSk4dbWizTvVK3MQOH2xp62Rpo46yaqJYsgoxMYwq5RuTVwY7ZPL1tLic3Bzk+Q7vNGssqFYbXjjsY9rED4NFlcM6zqKRJLsK1bq/fh9a38g69j+b6/oLdK+V0QysXE8gtlQrmWzBJP4YMWbbgg8DvpJSDUsq/A7tQPWMFRT4ZpVw9nqXIfhXqWDWuOE31/Wzf38qFHZ3g+QjpuNNwze/GEtMu3aYFdEsleqlqw0wpyEhzF4qF1qz/jWvZSV/ESxvw1zXnQfwmMi1RqytqLUI28k3X8L63bWX3G82pIc1jff9LeX9UNyZYtlQI4RRCbEI1sT4upfyrfukKIcQWIcS9Qojj9bK3AK9ZNg/oZcPvX7ulYyGq0V4f7w09HtLMB2PdJpF0qDiZK87OAS9TOzqBj+pXjWzRSNBlE+sW041SzkhrqA2ZkV0i5JrMBaBKOS46eRdPbJ8LXSMJAliTIV2YcpaFZ65nK6pNbTyffT4oFvnlcx+W64d6KCZQzA1Au5QLhBB+VD/YPODfgVtQV3sL8F3gMkDk2kX2Aq3fdDnAia7WUWNu5UK53GGnQ7VfRSNeZaPN34LqLTYWl+nRzLa8jFR3CHiA17ct4wxnnN6wHqXH14c54mhxt2JYeN0oyXF4o7+eeW0Bnnp1JmxcCHONxZbd+2pt4zLrtMPC3xK8Z0VKFcS8v05HMuXijxWFCJWUCnbMbSjGlFbSU+efAc6zxtqEED9HVWSCstTeatmsjRymgpTybuBugDm182Ql3SiVghpXnO4+v9KnXfIscJ1+ZRmKxExpiNFp60JJdes6uP2/5vcv3MyS2Tt4+OV5vD+4BZq7GCIWmTEpC4YmJ4rRWO9DFfUCyQTdoXp2HpjCToDODrg0hCLjEHANmUIBIZSCyHJS171wI6eCasAnPRoRMpMLE60GrvSonphbPtnSE4AjmthqgfcAdwghWoxiJnARsFU/fwS4XwixEhVkmQW8UPhTn9gwltvOA1Pwg1KrzYnspMCs9LKudnYPerh0ygH2vjxP9W42m7kJJt41ksVmSG2kIuGxwBCpOa4mYcccWur6OXXqPs7r8/PKusWcwgOkh0eP1EWh448zdwFK280MiYHKsq4mBiYQuaHurF8JIZyoGN2DUspHhRD/IYRYgLraPcBnAKSULwshHgS2od6Fz4+YKbWREybm1t3n54zGnnRz+ZBSCmtRq6kL083xmxZQC9RP36Pq5A5MgfZu0jG71SgCGU39tlClIvtJu5lh1JAjH/S/xtZQPe+OuTljxm5Wb1rAKeGzwbcahmR4rcXLlvfC/xbm1PXTdWAK587bymDYN2xsFmwLbvyYQOQmpdwCnJZj+T+PsM2twK1Hd2rHNpwONcnp1UN+rnn3U+A4Q7+SK/aVXbUP8CI8czbNk2JQ389kgGAziszMSEBT1JudeS2Wvlu2+6tVSpIOaoEWfx/hqIetCZeKu50dQs15sCIXyfqAJVzY0cmda8+mzhMlHPWklDLGU/9oYzgURqyyFKiIUm4hMiWPbCgJm0TSwQBw/KIXUISU3baUbVGZMo864Ms8+NzTKuMaaMMJsG0umYW7ppZsddbRre5oi2V963HyseSyxSmt1xBGlaYA+6ayFzgU8SolFIB1i9MzkDJglIOtFp1ycZsWvcDAWrWRmT5vYJIKRi1kNNUQG8NhAlluNsoDl87yJUC3XQ3R9bMgu/+yG/Yc5r/faObdLft5/cAUljb2QEMvsAU4AOyH5M/AMQclX29c2uxsLAy1FvN1UbPr00zsrkUdn7XqecTLWbURfJ6oGmcIvPnUORx/wxrSHRkjjSEMAUtg4R1quq8mslp3jFDUk2ply86g2hgPbHKzcZRwOpL0Rby4QU+7eh9DhSVNzM36hQ8D+6Gzg1eBL7QFqHXH+NgvPwXL/pWMditHO2nX1GqN7Ue5qt1kZkyt5RfDwdqYH876/wH9/woUaf2HWnxmF/8n0AZ3Xke0s4OOE4I8vHEhl3ExStoIVIYYhrq2lufzt1ALBHobaK5X8177It4hbqlNbkcDm9xsFACb901lxnFhPe1qtGylCbaHgE7o7KAFmDl9j0pGvPM5iP8j9DSBvw88CYxkkEqAt2Ma2NMZTSsxmezmcL2ohmyMZJFxj00Cw8iLd+pHN0T+Dg4tUtkQgnlbcW+Zz7y2AL94qQOCLmh+KeschpvV2gptAWYdF2b9rpksP3M9EUvNm01mhYJNbjZGgfnCmaB3jSuempmQSDrweaIE++uZ07ofHJ8h07rqJtOCMa+ZxEAYtsynESDpUGUSDbPU61O+TmaJRTvwjWHO0lhr2S5qLnfVqsHmy1rXyDRlWYhegLXg+R5wH8y8mYGYmxnNQQIAu2ZCs7Vf1uo6mw4FS+zN5+YdM3fx1La5uF1x9vQ0UedRwe9Q1EMs7iKRdNCoB13bGA/shMKYkK0KUqhf2ezMWLHknMejMOF2xTMC3qauDUgNYQ5HPUqhljoUQeh4GmtJu2mQziimW5Ke3PpBWibF6OlpomnKAVTB65f0dvuBl8js1Ryp1s0E8A1y1Z0NV4tmXW4INbvezfS8qms/vjmo6HHrPHgnwBTLPoz1ppMRLCXdkdHBP8zfwvO7ZgKq5aytoTc1jT4U9SiFFT3jtFIxnnuudLAtt6NCtakxjKdFK0Vm2oLI1iEbjLt4VTqon78FFXeyzj8YqRUqDP2/Yf3f/52LTutU2dL6fmAWRCaB17iVUyj9YJiRYnW/UyUr3gi4Y7SLpOpUYDO5J3aZc7daicDcbez8j0txOpJ4LVPos/swq70kpHznXz3kZgciygxrUalxm4xVlylQmV3EO5xkUTdsXEgImN26n+O8EWgOAjshNVvAajWVA7mI6gFo6MXhC0PEy4zmIH9bfyaqTCUXCWdrw2mXvL2LPki59qbEKLvBvNrJrXyYYI3zxYbg2LvZDIkZUovE3Clro07H2/wA87aS7h+FTHXaYRrn1y3GCTg8UXDFteXWCa5W0vG608nscCgFsjOvJpY3C5J90IQqVwm00dbQy7qudv4h3JujptiIXFqxH1gKs39LHaTeT0gTW40rnvoBMcttjBW25WZjFGR/wcyXzulI0uALE+yvZ0ZNFFIxNyuGs7hCwE76n12CXySVy1vfD009qDjdNaTbn7KTEKWAlUhN/BBSMUPHhdDUw5thH3WeKC8PePXQmOxyF7N9thXrg+l7mFETpVcLVxpYLTc7c3q0qA7Lzf6UywQrubktmVJQFlegt4H2KQeg3uh8WhvnrV9qA00Uyad4pLODFn8fhyNe8ES1W2pKO7LLKUpJbrkEMvU1ONqAFmgOpt6Tg6DJLVcJiDUZYroWZoH3f3Hq1H1sDbRR54kSt8QybUutEKgescqKcEvzkRmfaDBfOLclJmQGwtDQy/Y3G5T6Liv0FqZ+LFdwHVIk0dvA2jcb+N+n7CAc9aiYm9vUr2W3UZnsagelQS4XuJt0F0IYGhKE9ChCHyjhysVW9zn7Gqz7VTNR3zV3Gzf98UNc7IkSi7syJI+ORt/NBlSTW1oR5CaEHHWgx0SDKQOp0Raby5Ek4UimBpx0AvUzdwF+MurXMsjNShbaNdsznQHg5OagGnPniaIIYSeKRPaTGa8q5RyFYRIgqddC0BxOEVK7SOpBzSZOaM49F7mbbogWmP04W/6ofkCsZGbLiBcCNrmNDbI0cZB86s8KsY981vF5ovTpRvEaV5xad4xad4y9PU2cUt/PPIDF68gYYWed1an2gvriP4qq92qFFxYxAJzY0Kvc0vp+0paRVq2lE0UUp6Pq30qF5aQ6KPDpc1kGrIVwDHwt4N9AnSdKrTtGn3TApgUo4upEdVNkw7SkWRIt87fgQ/2ABPvrmeyNpIQ/QTXV5yrinUixuOKSd3WQ28T5NEuEQhYYZ2fuTC9kf2+D+pq2d5G2UnKVQ5jXDui/Idi0gGmQLvvwGYvGrG/tcjD7LUVJiCFpSLdjmWVh1UlBK3gjqSEv044L89ddM0mTofX8s5MMlpRqexeQ7kow5SBmYHMuRZCJRGxQzOuxS0HGhjLG3Apx3JFEEYGcMR5DZqYFy1oGsrenCa9IwtR9qH5PK7Hlan1KN6bv2vQ+Oo7v1WSBzpTOIU0mueablqMcxIpZmox94IkyyR3jcMTLvLYALwfaeDt3kdtqGwZT9+FEjfrzeyMZckfDSWvZbmq+qB63dGL9XFUIchFZrnXqtMQPkOqBbPSFCfQ2MLt1P0yJMVTHzShzGMvLEn+L38SaLfOZ0RwkqYPyTDlA5nBjq5ItlDZbqs9zCOrA4wVaVIxQxx2b6/vZE6qH/ScMs90waOilHeju86fKQUxdodORTPXz2hgP7GzpmJDdW1os5BMbK9Z+cvW5GkHFWNyF3xshHPUw2Rvhtd4Gzp23FVWXZlXmsLpjrWRmCcOwv5X1gx7O8UYYiLk5LlUG0k2mlLjVgsueLlVs5Co8rkNZZiEVI/T3cVzYR607phroA23QatWZGwWuj3HGSbt5NdhMvS9MrM/PoE4uDKfpNhEtt+K5prblVnEoVLasUPvx6sB2LO7iOE8UpyOJxx2j+7CPk+ZuQ/WUZpd+ZCvvQqrTYNtcDqKsv3DUo6SNUgW8SyzbWcspSumSQqackvV8lgBh8LnVeWv3cQB0xhSGbznLxhKWzN5B72Hl5iaSDgZ0x4KV1CZ65rQ42eHCxdyEEOcJIV4RQuwSQlxfoBNM4Zgit0qDzxNl0CQVLE3evaDnlGZbVLlasCyvbVpAHdBghsnU94PfQbrI1RqvK3XTvIG1mNgK8/8F0BYAdwyvO5audUshHzJuZ9K8rQQBLO+xVXnFxnhRGHLTA6d+DLwfmAt8TAgxt5BnapNbmWBNKCSSDiXaCPT016uv7+wdI2xtzRpaOhe2zeVt+mk86dCZ0g5UdjJbuTY7BlcqmGNbVYRNRrdbLW8OprK9J4PSdUuRWj4xwnaYvUO5tJaWK7v9qhAomOW2CNglpdwtpYwBvwM+WMgztT/lMsJhjfto1+HVYLMa5tIWGGarXGSkNNH697fS8ZYAAzG3ygr6+1DTpQIMza7mkusuFayutnXgC0C3ImXtTs44IUiyp4n8JM4tmLGbPoCwsnCzB8TYGC+MWOVRJxTeArxm+T+glxUMQkpZyP2N7ySEeAM4DPSU+1yKgCbs66o2TNRrmyalPOFodiCEWIN6f0aDh0yWu1tKebdlPx8B3ielXKH//2dgkZTyC0dzflZURLZUSnmCEGKjlHJhuc+l0LCvq/owka/taCGlPK9AuwoAb7X830amOsRRw3ZLbdiwUQ5sAGYJIU4SQrhRvXmPFPIAFWG52bBh49iClDIuhLgC+DPgBO6VUr5cyGNUErndPfoqVQn7uqoPE/naKgZSyseAx4q1/4pIKNiwYcNGoWHH3GzYsDEhUXZyK3YLRrEhhLhXCBEUQmy1LGsQQjwuhNip/x5vee0r+lpfEUK8rzxnPTqEEG8VQjwthNguhHhZCHGVXl7V1yaE8AghXhBCbNbXdZNeXtXXZSMHpJRle8bSn3UAAAILSURBVKACia8CMwA3akjl3HKe0ziuYQmqDWCrZdl3gOv18+uBO/Tzufoaa4CT9LU7y30Nw1xXC9Chn9eh2hzmVvu1oYat+fTzScBfgTOr/brsx9BHuS23ordgFBtSymfR7aAWfBD4lX7+K+BDluW/k1IOSin/DuxCvQcVByllt5SyUz8PAdtRFeRVfW1SwTTpTtIPSZVfl42hKDe5Fb0Fo0w4UUrZDYokgGa9vCqvVwgxHTgNZeVU/bUJIZxCiE1AEHhcSjkhrstGJspNbiLHsomcvq266xVC+ID/C1wtpewfadUcyyry2qSUCSnlAlRV/CIhxLwRVq+a67KRiXKTW9FbMMqE14UQLQD6b1Avr6rrFUJMQhHbb6SU/6kXT4hrA5BS9gHPAOcxga7LhkK5ya3oLRhlwiPAJ/XzTwJ/tCxfLoSoEUKchBqQ8EIZzm9UCCEEcA+wXUq50vJSVV+bEOIEIYRfP68F3gPsoMqvy0YOlDujAZyPysS9Cnyt3OczjvP/LUpk7AjqV/7TQCPwJGpY6JNAg2X9r+lrfQV4f7nPf4TrWoxyv7YAm/Tj/Gq/NmA+8JK+rq3AN/Tyqr4u+zH0YXco2LBhY0Ki3G6pDRs2bBQFNrnZsGFjQsImNxs2bExI2ORmw4aNCQmb3GzYsDEhYZObDRs2JiRscrNhw8aEhE1uNmzYmJD4/1hL8Sw7LRGoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "# Plot the new image using plt.imshow with changed cmap and colorbar\n", "\n", + "plt.imshow(red, cmap=\"gnuplot2\")\n", + "plt.colorbar()\n", "\n", - "# Save the new image as numpy array (use np.save())\n", - "\n" + "# Save the new image as numpy array (use np.save())\n" ] }, { @@ -105,19 +192,66 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "# Load libraries\n", "\n", + "import nibabel as nib\n", + "from nilearn import plotting, image\n", + "import numpy as np\n", "\n", "# Load MRI image in python (.nii file in \"data\" folder)\n", "\n", + "mri_path = \"data/sub-01_T1w_space-MNI152NLin2009cAsym_preproc.nii.gz\"\n", + "mri = image.load_img(mri_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(193, 229, 193)\n" + ] + } + ], + "source": [ + "# Print shape of the image\n", "\n", - "# Print shape and type of the image\n", - "\n", + "print(mri.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Print type of the image\n", "\n", + "print(type(mri))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "# Plot sagittal section of the MRI image presenting the hippocampus\n", "\n" ] From 15f425d102fb0cdf617ec5391fb0af530894bed9 Mon Sep 17 00:00:00 2001 From: Krzysztof Majcher <62710579+krzysztofm296@users.noreply.github.com> Date: Sun, 24 Jan 2021 14:36:37 +0100 Subject: [PATCH 3/3] Add files via upload --- 02-fMRIDA_homework.ipynb | 122 +++++++++++++++++++++------------------ 1 file changed, 67 insertions(+), 55 deletions(-) diff --git a/02-fMRIDA_homework.ipynb b/02-fMRIDA_homework.ipynb index 6d0d5ca..f14ba41 100644 --- a/02-fMRIDA_homework.ipynb +++ b/02-fMRIDA_homework.ipynb @@ -33,42 +33,31 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "*Article (Authors, year, title, journal):*\n", - "\n", - "Yakunina, N., Kim, S. S., & Nam, E. C. (2018). BOLD fMRI effects of transcutaneous vagus nerve stimulation in patients with chronic tinnitus. PLoS One, 13(11), e0207281.\n", - "[DOI](https://doi.org/10.1371/journal.pone.0207281 \"DOI\")\n", + "Carhart-Harris, R. L., Muthukumaraswamy, S., Roseman, L., Kaelen, M., Droog, W., Murphy, K., ... & Leech, R. (2016). Neural correlates of the LSD experience revealed by multimodal neuroimaging. Proceedings of the National Academy of Sciences, 113(17), 4853-4858.\n", + "[DOI]( https://doi.org/10.1073/pnas.1518377113 )\n", "\n", "*Structural scan (T1):*\n", "\n", - "- TR = 9.8 ms\n", - "- voxel size = 0.94 × 0.94 mm\n", - "- slice thicknes = 1.0 mm\n", - "- FOV = 220 × 220 mm\n", - "- matrix size = 256 × 256 × 195\n", + "- TR = 7.9/3.0 ms\n", + "- FOV = 256 × 256 × 192\n", + "- matrix size = 256 × 256 × 192\n", + "- isotropic voxel resolution = 1 mm\n", + "- inversion time = 450ms \n", + "- flip angle = 20°\n", "\n", "*Functional scan (T2*):*\n", "\n", - "- TR = 2000 m\n", - "- voxel size = 2.75 × 2.75 mm\n", - "- slice thicknes = *30 oblique coronal slices*\n", - "- FOV = 220 × 220 mm\n", - "- matrix size = 80 × 80 \n", - "- number of volumes = 300" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2. Find a portrait photo (.jpg) of your favourite TV series or movie character (head and shoulders) and complete exercises.**\n", - "\n", - "- Crop a photo using online tool (https://www.iloveimg.com/crop-image) to size 400 x 400 (face has to be in the center of image)\n", - "- Manipulate the image in python (fill code below)" + "- TR = 2000/35 ms\n", + "- voxel size = 3.4 mm\n", + "- slice thicknes = 3.4mm thick with zero slice gap\n", + "- FOV = 220 mm\n", + "- acquisition matrix = 64 × 64 \n", + "- parallel acceleration factor = 2, 90° flip angle" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -80,13 +69,13 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load the image \n", "\n", - "image = mpimg.imread(\"images\\clancy_400x400.jpg\")\n", + "image = mpimg.imread(\"C:/Users/krzys/OneDrive/Pulpit/02-homework-master/images/judah.jpg\")\n", "\n", "# Create a new variable containing only the first (RED) channel of image (e.g. new_image = image[:,:,0])\n", "\n", @@ -95,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -104,7 +93,7 @@ "(400, 400, 3)" ] }, - "execution_count": 42, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -117,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -126,7 +115,7 @@ "numpy.ndarray" ] }, - "execution_count": 43, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -139,22 +128,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -168,10 +147,11 @@ "source": [ "# Plot the new image using plt.imshow with changed cmap and colorbar\n", "\n", - "plt.imshow(red, cmap=\"gnuplot2\")\n", + "plt.imshow(red, cmap=\"prism\")\n", "plt.colorbar()\n", "\n", - "# Save the new image as numpy array (use np.save())\n" + "# Save the new image as numpy array (use np.save())\n", + "np.save(\"C:/Users/krzys/OneDrive/Pulpit/02-homework-master/data/judah.npy\",red)" ] }, { @@ -192,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -204,13 +184,13 @@ "\n", "# Load MRI image in python (.nii file in \"data\" folder)\n", "\n", - "mri_path = \"data/sub-01_T1w_space-MNI152NLin2009cAsym_preproc.nii.gz\"\n", + "mri_path = \"C:/Users/krzys/OneDrive/Pulpit/02-homework-master/data/sub-01_T1w_space-MNI152NLin2009cAsym_preproc.nii.gz\"\n", "mri = image.load_img(mri_path)" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -229,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -248,12 +228,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot sagittal section of the MRI image presenting the hippocampus\n", - "\n" + "mri_array = mri.get_fdata()\n", + "sagittal = np.rot90(mri_array[65,:,:])\n", + "plt.imshow(sagittal)" ] }, { @@ -265,13 +270,20 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Optional code\n", "\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -290,7 +302,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.7.6" } }, "nbformat": 4,