From 675eb1e1bcc25771cfe82daf2f2e7b6fe015fcfe Mon Sep 17 00:00:00 2001 From: Jacob Vogel Date: Tue, 20 Aug 2019 13:50:36 -0400 Subject: [PATCH] redid ATPM analyses and saved figures as pdfs --- N6_HAGGIS.ipynb | 122 ++++++++++++++++++++++++++++++++++-------------- 1 file changed, 88 insertions(+), 34 deletions(-) diff --git a/N6_HAGGIS.ipynb b/N6_HAGGIS.ipynb index b726799..1e06204 100644 --- a/N6_HAGGIS.ipynb +++ b/N6_HAGGIS.ipynb @@ -2,11 +2,20 @@ "cells": [ { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/users/jvogel/anaconda2/envs/Hipp/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " from ._conv import register_converters as _register_converters\n", + "/home/users/jvogel/anaconda2/envs/Hipp/lib/python3.6/site-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n", + " warnings.warn(msg, category=DeprecationWarning)\n" + ] + } + ], "source": [ "import pandas\n", "import os\n", @@ -47,6 +56,19 @@ "import HAP_Utils as hap" ] }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# If you want to save figure to disk, input the directory you want to save figures to here:\n", + "\n", + "# fig_dir = '/home/users/jvogel/Science/Allen_Human_Brain_Atlas/NCRevisions/'" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -6685,12 +6707,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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jw0wl63dcopSUcvd07s9zf/895Z0GvyKl/Kcqx35SCHEh8CIwy3v5M0KI26SU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\n/VzvzRvBFp31or2prBHZwnjBYkVXkvGCjeV4GObsM7TN2LveffoSlrY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OIpWJ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\noQ7mAt/U2cuard185d6XcnVyWxkK7Q1RGuJh+hPpbLTC8Pe4r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x5CRJjTFKMuGmZfX4Jr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EJ+\n6s5TVfWpSRpSTWIza8MwDGMyeSf5hnqNGeqRmLE2DMMwJpOPBI6LOZzNaGwZ3DAMw5gURORy4Je+\non3AEao6OElDqllsZm0YhmFMOCJyBPD1QPFXzVAXxmbWhmEYRlURkWbgquxhA06p7N1Ao6/aHmCZ\nqvZM8PCmBGasDcMwjKoiIkuAzWNUu0JVf1b90UxNIpM9AMMwpj8isgJYUaXL36+qL1bp2tOawIy3\n0uxU1ZUl1MsAf2uGenTMWBuGMRFcCny+Stf+AGDG+tDoYGRe6UqxCihmrBO42OoHga+r6uoqjWHa\nYMbaMAzDqCqquoX81JdGmZg3uGEYhmHUOOZgZhiGYRg1js2sDcMwDKPGMWNtGIZhGDWOGWvDMAzD\nqHHMWBuGYRhGjWPG2jAMwzBqHDPWhmEYhlHj/H+QUKuxEP/6mQAAAABJRU5ErkJggg==\n", 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BDCr4VfNpzPF2POL/pHqPRanyUlvNUTNs39SHe2/fjPXL27FQ8TA9X8FCxcXufaOh34LM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FedMClu3X0xDozM4NnX51d8PLqE5ELRwan5Yo1Njgwu8r4iC6nawvSlLXSYFLc98DzG54uR56GE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\nUyXFUT/8UKF9ACT2n1DGqTKB4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" ] @@ -6715,7 +6737,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -6724,7 +6746,7 @@ "True" ] }, - "execution_count": 16, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -6744,7 +6766,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -6772,14 +6794,14 @@ "plt.scatter(coords[:,0],coords[:,1], c=isabove(coords,a,b), cmap=\"bwr_r\", vmin=0, vmax=1)\n", "plt.xlabel('Y')\n", "plt.ylabel('Z')\n", - "#plt.savefig(os.path.join(fig_dir,'NCRevisions/R2_AP_Arbit.png'),\n", - "# bbox_inches='tight')\n", + "plt.savefig(os.path.join(fig_dir,'R2_AP_Arbit.pdf'),\n", + " bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 32, "metadata": { "collapsed": true }, @@ -6801,7 +6823,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -6822,12 +6844,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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c6YH1jC89sK+AEUqpRa0blFJDgdY12T/0ct4kPN969Dut9W5HHLnYK2m0dycQ\nAzzb/jmdUmpcoOerDXbDLjrPf411USbKV/U79/ilHTEwvPZDoTN5Aby9qZiSWvtzrX0demSetlU2\nNLu8ttg0a/a5jnI9dXy6y63H0akxHJEZ1+vYByNfemAPAxcDzymlzsJ+a/BHQBT2W3crOp6glJqA\n/fnXx/4LtUtXYi8l9ZBSaj6wFTga+xyxHdira7S31fHdpY+vlDoW+KXjZeviVaOVUk+1HqO1XuzP\nwAeL0Tf8jrKvvqF2y7Zgh+JUvWlLsEMQIaS6wzMrDdSYLaQPganZ8by9uW0UrdGgmDzUNfFkJ0Sx\nv9J1YJDVptlTXk9WfBQRRgN5yTE8eO5kvtxTTnyUieNHJstoxB7qMoFprb9VSt2IfWThj7H/myrs\ngzcu1Z77vpc5vgcsgWmtdyul8oE/AacAp2HvAT4I3Km19nWyzyjgZx22pXXYtrh30Q5OTYfLqN0W\nWo8hbWYzzRWVhCfJszAB88aksvZA21ivnMQoRqbYC/jkD0vk17PzeHdLMRFGAxdMyyZ9iOtj/hvn\nj+a61zfSbLV/LKbEhPPf1fuobbIwJMLIDfNGMyUrnoy4SH40NStwb2yAUr7ee1VKTQYWYf8w3w88\no7X2WFpBKXUX9tt2f+pG4hjQ8vPz9dq1a4MdRlCtv/omSt7zNJ0wiCLCWbDmU8KiooIdiQgyq03z\n5Df7+GBbCQalmDI0jp/OGM76g1VYbJrjR6WQFN1WTaOsvomiajMHqxsprDaTPyyRKVnxVDW28OWe\nciKMBt7aVOTSIxsaF8kj508Nxtvrt5RS67TW+Z72+VzMV2u9Adjg47G3+NquGDyayyuCHYKb2Lzh\nkrwEAB9uK2l3i1Cz9kAVu8saKHc813p9QyFLzplMUkw4r/5wiOfXHqDdmA7e2lTMVcePYP6YNGeF\njf+uKnC5RnGtGa21y+Rm0XMDaj0wEdoyzzg52CG4aTx4KNghiBCxvdR1TqBN40xeANVmC5/uOkxV\nYwsvrD3okrxavbulxOX1MXmuqzHNzE2S5OVHA2k5FRHiEmfk24vv9rJ+oT9Z6xowF5cSmZHW9cFi\nQBuXPoTPdrXN/FHYH/i3p1BUNTRj9fLoJbLDZOdfzcojPtLE1pJaxqTFctGR2QDUmFtYseMwjS1W\n5o5OJTPO/iytsqGZz3eVoZTihNEpxEX6Z77jQNVlAlNKuY0y7AattZ7fi/PFALL1zr+GVPJqZS4u\nlgQmMCgID1M0WzWRRgM/nzmcNzYWOctDJUWbmDc6hfgoEzmJ7qMNjQblNjAj0hTG4qNdCxI1Wazc\n+OYmimvsVWmWbyrivrMm8YctJdIAACAASURBVPnuMl5Zf8jZs3trUxEPnDuZ2AjpZ3jjy9/M3F60\nL7PzhFP9nhBcG9RkIm6ip3n6YjAprW3i0S/3Oj+wzBYbjS027jtrEl/uKcdiszF7RLKzR3THKeN5\nef0hSmqbyEuOJn1IBFOy4t1GJXZU32zh+bUHnMkLwNxi47+rC/juoGst8rL6Zr7aU87J4/tuHb3+\nzpcEdmmfRyEGhbjx4zhccjjYYbhqaZFnEoL1h6rcftveUFjNWZMyOXFcGrvL6nnth0KSYsJZMCaV\npJhwfjU7z+f2i2rMvLelhI+2l9DY4n4X4nBds4ezPJeiEm18mQf2dCACEQPfuFtv5PBnXwQ7DDfm\n0sNEZcq6TINZVYN70d3W3LGpqIbb393qfO61clcZ/zhros+/+BRWN3L9G5tc6h+2lxhlYvqwBA5U\nud6STIsNZ3aHQSDCldxcFYETFpqDXiPT5fnXYJed6D6V4qhh9sntH2wtcRm0sausnu2ldYxLd69x\nvqe8npW7yoiPMnHi2DRiI4x84his4cnJ49L4SX4OpjDFwapG1h6owmhQzMxN4jfHjiAqPMzjecJO\nEpgImB+uvinYIXikbTaUITSTqwiMGcMTGZ4YxT7HwAyjQTEi1V6Bw9MyKuFGAxabja/2VFBY3Uh4\nmIGaphbe3lyC1TEK49Odh1lyzmSXCvbtJUSZWHx0DlEmI1prJmTEcbiumbTYcC6YliXJywc+JTCl\n1DQgE9iktd7fbvvVgLdRhq9prZ/qdYRiQLC1tFDzw6Zgh+GRbmkBo/wuN5hZbXC4XRV5i02zbN1B\nbjl5HAsnZrKqoIKGZnsvamhcJBX1zdz/6S4OVnlfEHV/ZSObimo4aVw6H24rdSkSDFDV2MJfP97J\nHaeM450tJTzzrf2jdV9lA3sqGvjPBVMxyi9Wneryb8exHMknwBNAx/UwpgJnePm633GuECFZhQPA\nlJQolTgEtU0tzgTVqqS2CZvWtNhsnDmh7RlpYY2Zuz7c3mnyaqNJjgnnwfMmkxTtPqfrh0PVbCyq\n4dsOFevL65vZU+a/5YcGKl9+7fwRkADcoLUu97BfAz/vsC0fe3X4RdgTnxjkItLTQCkIsXWPooZJ\nQVUBKTERjEmNZcfhtmocR2bHc81rG9zme3XHqz8UMiUrgR8OVVPhYaAIQGOLlayESH4obBtGbzQo\n0roYki98S2CnAhbgv94O6DhSUSm1DHv19tOQBCaAluqakEteABEpycEOQYSIP5w4hmXfHWR/ZSP5\nOQnUmC29Sl4AGwprKK0189Q3+zzuTx8SwbSsBMamxrKjtI5dZfVEGA38bEYOCVFShaMrviSwacD3\nWuvqLo900Fo3KaXWAlN6HJkYUMKiIlFRUejG3n0g+NvI314e7BBEiEiMDueKY0c4X9+7YqdP5xmA\no3MTWVXgvvCGyQAVDS2Ud+h9KeC0I9JZNCWLcKOBMIOJf5w1kUPVjVht9mVcRNd8SWDpwHov+xqB\nGi/7irDfShSCsIgIwsJNWEIsgZkLi4k/YnywwxAhaFZeEl/uaXtqEqbA6uEmgg1Yf8jz7/exEUbe\n3FTkLFHVau7oFFJjIrjujY00NFtpttqIDg/DZoOGFitD4yK5+cQx5CRG+/ttDSi+DHEJBzxOE9da\nX6m19rYSoHKcKwTNFZVYqr39rhM8P1xzc7BDECGooKKBJx23/RSQMSTcY/Jq5am6BkBlo4Wv91bQ\nbNXOidGpMeF8f7Cap9bsp6KhBbPFhk1DXZOVBsd8scIaM4+vKvDfGxqgfElgFdiH0HdXJiCLWQoA\njENi7YM4QoxuaaFudwjWaBRBYbVpmi02nly9z1neSQPFtZ5LPXVHa5Hew/XNVDV6HtDR3oFePn8b\nDHy5hbgNOEopFaG1buryaEApFQkcBQzuJYiFk8Fkwhg3JCR7YdYGc7BDECHg3S3FvLDuAI3NNoxh\nPf9la2hcBMU1TfR23YX8HG83t0QrX3pgHwPRwBXdaPcKIAr4sCdBiYEp7/LFwQ7Bo6gsqYM42B2q\nbmTp1wXUNVmxak2TxXP6OTI7nq5SW1FNExGmnk1AjjQaULQt7aJDcORuKPHlb/k/QAPwF6XUKV0d\nrJQ6FbgH+wCPx3oXnhhIwiIjgh2CR/V793d9kBjQ9pbV+7T20/pD1S7HJUaZyM9JcDlG4/2ZWFfM\nFhsa++3Gd7aU8NUeT1NvRasuE5hj8vLVQATwtlLqJaXUQqXUUKWUyfE11LHtf8Bb2AdvXKu1Luus\nbTG47FzySLBD8Cg8VeaCDXbjM+K81ixsz9Yhy41MieHmBWN86gn0xE6pxtEpnwrAaa2fcJSF+gf2\nyhw/8nKoAqzAjVrrpf4JUQwEzRWVWOtC8z9jTE52sEMQQZYcE86N88ew9Ou9LjURu9LYYuWO97b2\n2cq9EzPj+qjlgcHnXxy01g9in9T8AlCFPVm1/6oGngeO1Frf7/9QRX+mrZ6Xkwi2uClHBDsEESJm\nDE/knClDu3XOtpJaNhXV9kkCy0mI4igZyNGpbpXg1lpvBi5R9pXc8oAUx64yYK+WJ47CC2tjaI70\nGzJ2dLBDECHi2/2VPLGqwKdjI8IUk7LiWLvf5wJF3VZa59Og70GtR7dutd0erfUax9ceSV6iM9E5\n2YTFhF5VgZaq2mCHIELE46v2YvHhU+zCI7N54uLpGJV/nnydfkS6x+3ZCVJOqiuy2IwImOGX/iTY\nIbiJzPT84SEGn4r6ricXA7z2wyGueXUDq/f1vk6DKUwxPdv9NmGYUlw9Z1Sv2x/oZEFLETD7n/9f\nsENwk3PJhcEOQYSIlNgIimq6vtXdbNXdGujRGZtNs2a/+1p5Vq3ZebiOYVLUt1NdJrB2C1o2Ax2f\neLcuaOnJsUqpV7XWco9GAGCprAp2CG7W/uI3zPloebDDECFgZHK0TwnMn6wa3t9a6nHf57vKmDcm\nNaDx9DeyoKUICKs5NAdxmPcdwFxUIrcSBV2W2AiwpBhZD6wrvjwD82lBy/ZfwA1APfYFLYWg8WBh\nsEPwquFQ6MYmAic3KSbYIbjIjJMVmbviSwLr0YKW2Av5yoKWAoCYvOHBDsGrqKFSC1GAuSW05iq+\n9kOh1ELsgi8JLB3wViyuqwUt5b6MAECFhTFk4oRgh+EuzEDU0J6sFiQGmhnDk4IdgguzxcaqAvcB\nHqLNgFrQUimVrZR6QilVqJRqUkoVKKUeUEp1azq7UirJcV6Bo51CR7tSc6gXGnbvCXYIbgzhoVlg\nWASW1ab5ZLvnwRTBtOtwaJZfCxW+DOLoFwtaKqVGAl8DacBy7OuYzcBeiPgUpdRsL4NQOraT7Ghn\nDLACWAaMAy4FTldKHaO1Dr1P4n7A2uzbPJuAsoXWbSMRHB9uK+GDEExgI1JCb/J/KPGlB+Zc0NLX\nRtstaLm9p4H1wCPYk9fvtNZna61v1lrPA5YAY4G7fWznHuzJ636t9XxHO2djT4RpjuuIHggLD2iH\n3Cc2qxWbxRLsMESQbS0OvYVWw8MUx45I6frAQWxALGjp6H2dBBQA/+qw+3bsIyIvUUp1OsxIKRUL\nXOI4/o4Ou/8J7ANOVkqN6H3Ug0/U8GHBDsGdxUrtth3BjkIE2YSM0Kv6np0QJYM4ujBQFrQ8wfH9\nQ621y0pyjonUX2FPwjO7aGcm9sT7VccJ2I52P+hwPdEdKsQm2jjIIA4xNTsh5H4895Q3sHK3LGjZ\nmS6fgWmtyx0lox7HvqDlq9iXTVkLHHYclop98vJPgHOxD+D4dQAXtBzr+O7tV+md2HtoY7BXFelN\nOzja6ZaNGzeSm5vb3dMGlL+Y4klSYcEOw8U+m4UxR04LdhgiyEZc9AfiRoberJ9bljzGgXdkYXtv\nBsqClvGO797mqrVuT/Cy39/tAKCUugP7LUzCwkLrgzvQFBAXgrWjt9j8U9NO9G9RaTnBDsEjq1lG\nIXbG5/XAtNYPKqU+Bm7GXmGj49D0KuAd4O9a643+C7H/0lrfgeNZWn5+vl67dm1Q4wm2FUfPoyXE\n6iGemTqU+7/6EIOxW0vjiQHm9ve28sOhvlvbq6deXXIrmXG+jj8bmFQn93a79Sux1nqz1voS7AtZ\njsL+zGim48/JWutLgpS8Wn/y4r3sb93e1aenv9oRHqgQ7IVaKqtolFJSg97ls3KJNoXez2dxgIsL\n9zd9uqClUmpi70P0SetwfW/PplqX3e1quJm/2hEdWBoaaS4LzQfSpjhvv6+IwSIrPopbT+72o+0+\n9+bGomCHENL8/lBCKRWvlLpCKfUtsN7f7XvxqeP7SUq5LpPqeHY3G/tIytVdtLMa++jJ2Y7z2rdj\nwD4QpP31hI9CbYRXe42F8iEx2FlsNh74PPTqEyRES0X6zvgtgSml5iulngcKsc+Zmg7YOj/LP7TW\nu7HPOcsFftNh951ADPCs1tr5RFQpNU4pNa5DO3XAs47j7+jQzm8d7X8glTi6LywqCkNkaFbXjhku\nFcIGu02FNZTUNgU7DDcLZD2wTvXqybVSKgd7iaWfAa3lxhWwDnsieLFX0XXPldhLQD2klJoPbAWO\nxj5nawfwxw7Hb3V879g3+D9gLnCdUmoqsAYYD5wFlOKeIIUP6nbtwRaCa4Klzp+DMTY22GGIICus\nDr2fTYBtJXUckSm3uL3pdgJTSoUD52FfxPIE7AmgNQloYLzWOpAlpOwX1nq3Uiof+BNwCvaRkkXA\ng8CdWmuf6jI65r0dg334+9nAcUA58CRwm9b6YF/EP9CFJ3WrnnJApMw7niMfXRLsMEQI+D4ERyAC\nFMogjk75nMCUUtOxJ60Lsc+DUtgXunwX+4f7zcCMYCSvVlrrA9h7hL4c6/WpjNa6Anvtw6v9FNqg\nF56UiCkhnpaq0PmgqN2+K9ghiBBhCNFntKawEA0sRHT5DEwpdbVSaj32W2lXYJ//tRX4PZDtKJy7\nHHsyE8K7EBvJ0XSokEOvvRnsMEQIOH1CaC5qGh4WepP/Q4kvfztLgEnY50j9Gzhaaz1Ra32f1jr0\n1h8QISs6N/RWZd73zLJghyBCwKe7Dnd9UBDERMgE+850J70bgQjHlxDdlnvpxcEOwY21sTHYIYgQ\nsGZfwJYu9FlEGMwbLaMQO+NLAvsV8A0QCywGPldK7VRK/Z+sUCy6I37yEcEOwU1ivhTyFRAWgg/B\njGFhJETJPLDOdJnAtNZLtdazgAnA/diHko8E/gzsVUq9r5S6EOmZiS6YEnyqgRxQspilAJg+LPR+\nNuubrVSbQ3AV8xDi8y1ErfU2rfXvgWzsw8vfxj5s/iTsy6tMB1BKzeqDOMUAYG1oCLmBHDVbgjZo\nVoSQ40ckBzsEN+FhBlJipF/QmW4PcdFaW7XWb2qtz8KezG4CttE2H+wLpdRupdQdSqlR/g1X9Gfm\nohIIsRVmzUXFwQ5BhICimtCrwjE+XSbYd6VXYzS11qVa639orY8AZgH/BeqAPOBW7IlNCADiJoxF\nhVg5qbDw8GCHIEJApCn0hqtvKqqlvkluIXbGb/9qWuvVWuvLgAzsk4m/xL1MkxjEmquqwRaQ8pg+\nyzz95GCHIELArLzQu4Vo1Zo3pBp9p/z+a4fWulFr/bTWeg5ty48Iwa4HH0U3h84KyMmzZzLqWilt\nKULu0WybELvlHmq6nCWnlPppL68hldsFAHXbdwY7BBexo0dijI4KdhgiBDS2hNadgVZabmJ1ypdp\n3k9hH23YU8/04lwxgMSOH0vV9xuCHYZT1Q/BWDxchKKS2tAsmpsaK6MQO+NLAluJ9wQ2ByhBBmsI\nH8RPmcjBF14OdhhOtqbQG3kmguNAZWhWZFkwNi3YIYS0LhOY1nqut31KKRvwntb65/4MSgxMRW+8\nHewQXDSXVQQ7BBEiEkNw5eNIowrJCiGhJPTGjooBydbSQsWqb4MdhovmqiqpxCEA+HxXWbBDcNNk\n0TRZQvPZXKiQBCYCQltD7z+ibm5h79Kngh2GCAEpMaE3H1ADn+0MzSr5oUISmAgIQ0TofUAAlLz/\nSbBDECEgLkSXLfn+YFWwQwhpksBEQCilyDz7jGCH4abxwCG0zLUZ9A5UheYgjgNVDcEOIaRJAhMB\nM/Ge2xh28fnBDsOFpa4O8yGpdjDYhRtD86MwY0holV4LNaH5ryYGpJbqGirWrAt2GC7CoqKISJNF\nAwe7UKz6bgCuO0HqoXfGl0ocx3dxSEZnx2itV3Y7KjEgbf6/P1G/c3eww3ARP3UShvDQG0ItAmvd\ngdB71jQk0khMhPxsdsaXJ5ef4X0iswZOdnx52x+aT0dFwJV9tTqo1w+LjcFaV++yLfP0k4IUjQgl\nlY2hU6OzVbXZwvpDVUzNCr3FNkOFL8llP70rJSUEAOEJ8TSVehkWrFSfFy7tmLwAwlNT+vSaon/I\njI8MyTXB1uyrlATWiS6fgWmtc7XWeT39CsSbEP3DyN9c5nWfMihix43pVftTH7mfIUeM9/l4ZQwj\nbvy4Xl1TDAw2W2j+jj48KTrYIYQ0GcQhAmbYRT/CEOH5Ybm22qjbtoPoEbk9br9u526MMb7/h5/4\nlzuIzJBacwKSokNznuLxI0NvnbJQIglMBEzd7r1dFtBt2FPQs8aVouDxZ6j0MMrR0yTqoeecwdCz\nTu/ZtcSAc8bETIwhVnYwf1gCUSYZQtAZSWAiYIwx0X22cqAhPBxLba3HfbYm9wf0thapgSjajEiO\n4dELpjFvTCrhYaGRyc6ZnBnsEEKeJDARMJEZ6eT00UTmbi+NYrX2SRyi/0qNjeDKY/M4Misu2KEA\nsKO0LtghhDxJYCKgxt92E6NvuCqoMSijkZxLLgxqDCI0Lfl0N6v3Vwc7DADe3lIc7BBCniQwEXBD\nPIw2DIuOJm3B3LYNfXSrEWDk735NYv60Pmtf9E9Wm2bV3vJgh+HU2Bx6KziEGklgIuBSZs8kYfpU\n52tTYgKzli9j8pK/MPS8hUSPyCU8xTH6qoeJLO2k+URmZrhtD4uJJnvR2T1qUwxsh2ubCKWUEar1\nGUOJDHERAafCwjjq2cco++xLLHV1pM6fg2nIEDbfdjeFr77perCHyc3KZGLM9VeR89ML2XDd/1Hy\n/scu+7MWnc3Eu29D22w0lZZRt3sPW//0dxr2FmCtb2Dt4l+T/9S/iUhO6su3KfqZd7eWBDsEF9Oy\n44MdQsgbMAlMKTULuAWYCUQBO4EngIe11j4/sVdK/QKYAUwFJjnaultrfYvfgx7EDEaj6y1DoPCN\nd7wen3f5pSTkTyVqaCYRqSmEJ9qrE0x96O/svP+f7H38GbTFQvyUiYy53v6MTRkMRGakYamvp2Fv\ngbOtuu27KHjiWcb+/mq/vy/RfxXVmIMdglNitIlLjx4e7DBC3oBIYEqps4BXATPwElABnAksAWYD\ni7rR3H1APFAJFAIj/RqscGGpb8BSW0tkRjoRKck0Hjzkdkzk0AxGXXMFBqPnH9fR1/2W3F/+jJaq\nKqKGZVP+1Woa9h8kdc5sorKGYi50Xy5FllARHc3MTeTb/ZXBDgMAk0ERFymFfLvS7xOYUioOWApY\ngbla67WO7bcCK4AfKaUu1Fov87HJC4GtWut9SqnFwJN9ELYA9j27jJ33PoS10Uxi/jRGXvUrttx6\nF7bmZjAYiExLZciEsYy54Xdek1crU9wQTHFD2Hjz7RS+9hYA2yMiyH/qUaJyslEmE7qlxXl8xqkn\n9ul7E/3PvNGpvLD2IOUNwS/sm5UQFewQ+oV+n8CAHwGpwDOtyQtAa21WSt0CfAJcAfiUwLTW7/dJ\nlMKFubiU7ffch3bMx6pc+z3x0yZz/OfvUrNpK/GTJhCelNitNhsPFTqTF9jnhu1d+hQo5ZK8IjLS\nST95vl/ehxgYDtc1ccd7W0MieQH8YmZusEPoFwbCMJd5ju+eEs9KoAGYpZQKvRXrBrH6gn3O5OXc\ntmsPEclJpM6Z7Za8Gg8WUrNlG7qTivWeqmvYmpup/n6Dy7am4hIs9bJUu2jzwroDHKoOnWdg967Y\nSUOzVIvpykBIYGMd33d03KG1tgB7sfc0RwQyKNG5hKmTMCW6LhOResJxHo/d+ue/s3L+maw6+8es\nPu8nNFd5nmgak5tDyvGz2zYYDOT85AKXIfsAQ8aP7VbRXzHwFYZQ8gIoqGjgg22lwQ4j5A2EW4it\nY029TZ9v3R7wRXWUUncAtwNkZkpds/bCIiPJf/IRdt7/L8wlpQxdeCrZF5zndlzN5q3sf7bt7m/N\nJvvrUVf9ymO7U/91L4VvvEPj/oOknXQCCVMmET/pCGzNLVSs/pa4I8ZxxF239tn7Ev1T/rAEtvey\ndFNilJHKRv/1mkprQ299slATEglMKVUAdGfM6PNa65/0UTh+o7W+A7gDID8/PzQXHAqiuAnjmP74\nw50e0+hhtKCnUYWtwiIiGHbBuS7bIlJTmL70oZ4FKQaFzLjeDZoIU3DOlKE8s+YAFh/WFjMo6Oqw\nsemxvYppMAiJBAbsxj4E3leF7f7c2sPyNuuvdXtVd4MSgWNtbGTPo/+lav0GEqZNYcSvf05YVBTJ\ns2ZgSkigpartny9dRhAKPwvv5VoqVg3L1h3CFKa6TGAp0SYsWlPVRW/t0S/3MCY1lqHxMiLRm5BI\nYFrr3gwJ2w7kA2MAl8WglFJGIA+wAHt6cQ3Rx7bcdg+Fy+0TmStWr8VcVMKkv/8JY2wsM55fyp7/\nPEFLVQ1Zi84mtf1zLiH8YPqwRJKjTZQ3tHR9sIPR4JqsGlp8q5dQ5uM1miyaFTsO85OjcnyOabAZ\nCIM4Vji+n+Jh3/FANPC11lpuKIew4vc+8vo6dvRIJt97N9Mff5gMGf4u+kCYQXHelCyXbZFGAzkJ\nkV7P8eVWYW9FGMP6/Br92UBIYK8AZcCFSqn81o1KqUjgLsfLR9ufoJSKVkqNU0rJrzYhwNrYiDHe\ndQ2mqCwZ9CICa+0B1yocZouN/VXBG50YbQpjwdjUoF2/PwiJW4i9obWuUUpdhj2RfaaUWoa9lNRC\n7EPsX8FeXqq9GcCnwOfA3PY7lFK/BI51vBzl+H6mUirb8edtWuu/+vt9DFYttbWs/tFPaT5c5twW\nFhPDuFtvDGJUYjDKiIvE22DmMIN90EUn0xDdZA4J56jhyby5qftly3KTorjjlPEkRId3+9zBZCD0\nwNBavwHMwT5x+TzgKqAFuA64UHc2+9XdscDPHF+tD1smt9vm6Val6KGi5e/SsHefy7Yxv/8dKbNn\n+u0a2mrF1uL7sw0xOC2amsWIZM/zA2flJrPsZ0eRHe/9lmJHRbXNhHUyNmRMWiz5wxLIS3K/5rj0\nOElePuj3PbBWWuuvgNN8PPYzwOOPltZ6MbDYX3GJzlnN7rdoOlbo6I19T7/Arof/g83cRPb55zDu\nlt+jDAPi9zbhZ4nR4dx/zmQOVjXy/Nr9rCpou6W4rbSWnzyzlpZuPvdKHeK9AFBMeBi3nDyObSW1\n3PzWZpd9xSFUGT+Uyf9kEVSZZ5yKKaFtBkR4chIZp53kl7Zrtu5g2933YqmpxdbczP7nXup0yRYh\nALITohie4NorOlzX3P3kFRvOiWPTyPXQwwKYP9r+fGtYQhSx4a6DNWrMUkbKFwOmByb6p8iMNI55\n/XkOvrIcpRRZi87220KTNZu2eNyWde6ZfmlfDFyvbijs8pjwMANxkUYqG5rJTY7hlPHpJEQa+bqg\ngvhIE2dOzMQUZuDkcWn85+sC53lKwXVzR3FMXjL/+mIPK3YcxtrhKcfe8nrqmizERshHdGfkb0cE\nXVTWUEZffYXf203MnwYGA9jaFopPPDq/kzOEgK3FNZ32tiKNBuIjjZTUNaOBK48bQWVDC1GmMI4c\nlsiUrAS+2FPGxztKmZWbzOhU14oaWkNKTASf7TrMR9s91zuMMBkwhckNsq5IAhMDVkzecCbfeze7\nH/4PloYGci4+X+aRiU61WG08tNJ7zYMwgyIvOZqtJfa6ieX1zTzc7vhjRyRTbW5hY2ENAC9/f8jj\nUPj1h6qob/b+rPe0CRlEGCWBdUUSmBjQMs84mcwzTg52GKIf+GRHKc9+u99jiadoUxijU2O4bFYe\nN725yWsbX+4pd3ltsWn2VzS6HZcWG4FS3ocozh8j8798IQlMCDHo7Smv558r9+DpxuFJ49K48ti2\n1ZjiIo2d9p46So4N55z0TN7aVOys3vGvL/Zw3tShmAzK7XblMblJZEn9Q59IH1UIMehtKqrxmLwA\nFk7MAMCmNRsLqzlhtPfe0bEjkpk+rG3lJoOCo4Yl8rMZwzmx3a1EG/Dy+kIWTcsizNETizQaWDwj\nhxvmje71+xkspAcmhBj0RqXEeN131wfbqW+2YjQoKhvtE+JzEqMYnhhNYrSJ6TkJ7DpcT2ZcJEcP\nT2JjUTXrDthXT7BpWLqqgCOHJbD2gPuCGOPTh7D0omkUVpsZnRorz726SRKYEGLQm5ARx0/yh7Hs\nu4MuRXoVUOxhYcn9lY2cNyWLOaNSAJgytK3XtWpvhcuxtU0Wvj9YRUV9s8t2BUQYDTy/9gBgf842\nopNEKtxJAhNCCOBHU7M4Z/JQPt15mM3FNaDh011lXo+vMXsuT5YS4159IzU2grhIk7MHB5AUHc6t\n726lyWKf5vHF7nIeOm+yoyaj8IX0V4UQwiHMoFgwNo2r54zi/COzMXgZKBhlCuOYPM8T7k+dkM6I\n5Lae1PwxqYxLH8LPZuQ4n3cZDYrJWXHO5AXQbLWx7LuD/nszg4D0wIQQwoPMuEgun5XLv78qcNke\nYTTwt4VHeOxpAVQ1tpAdH0mYAWbnJXP25KEAzB2dysShcewuq2dMaizfHazi052uPbzW+WPCN5LA\nhBDCi1PGZ7ChsIav2z3XOn1CBjmJnusbNlms3PLOFqoctwp3Hq4nbUgEs/KSAfvtxdbENyMniY4L\nxXvr8QnPJIEJIUQnrp4zkuGJ0ewuq2fS0DhOm5Dh9djNRbXO5NXq670VzgTW3pBIIwvGpPLxjsPO\nbadOSPdf4IOAJDAhSDgsowAAEztJREFUhOhEhDGMC47M7vpAIM3D8ilpsd6XVLni2BGMSYtlT1k9\nk7PiPSY64Z0kMCGE8JPshCjOmzKU1zcUYtOQlxzNWZMyvR4fZlCcNE56XT0lCUwIIfzokqNyOG1C\nBtXmFvKSojuteSh6RxKYEEL4WXJMOMkx4V0eV1Jr5vUfCqlobGHuqBS5hdhNksCEEKIbLDYb+ysb\nyRwSSVSHlZS7o8Vq45Z3tnC4zl6hY82+Sm5eoJiZ658FXQcDSWBCCOGjveX13PXBdsobmok0Gbjq\nuJHMHtGzXtO2klpn8mr1+a4ySWDdIJU4hBDCR099s5/yBnvSMbfYeOzrvVjarfjdHUkebjH6cttR\ntJEEJoQQPiquNbu8rjZbaOjG2mDtZcVHsXBi2wjFzLhIznFU7RC+kVuIQgjho5m5SSzfWOR8fUTG\nEOIiTT1u7+czh3PqhHSqGloYkxZLmJTi6BZJYEII4aNLjhpGlCmM9QeryE2K5qLpw3rdZmZcJJlS\ngb5HJIEJIUQXWqw2Xt9QyJbiWsalD+HO0ybI4pMhQBKYEEJ04bGvC/hoeykA6w9VU1Jr5uo5o/rk\nWnvK6mmx2RiTGiuToLsgCUwIIbrwxe6yDq/L/Z7ArDbNXz/ewbf7KwEYkxrLnaeNJ8rU87lmA530\ngYUQogspHYa398Vw93UHqpzJC2DH4To+3Xm4kzOEJDAhhOjCL47JJdJk/7iMMBr45TG5fr9GZWOz\n27byevdtoo3cQhRCiC5My07giYuOZG95A8OToomN8P9H54ycRJ427aehxT6vzGhQHNvDKh+DhSQw\nIYTwQXS4kSMy4/qs/cTocO45YwJvbiqmxWbj1PHp5CXH9Nn1BgJJYEIIESJyk2P43ZyRwQ6j3xgw\nz8CUUrOUUu8qpSqUUo1KqQ1KqWuUUj4P4VFKZSmlrlJKvaeUKlBKNSmlypVSHymlzu3L+IUQQnTP\ngEhgSqmzgJXA8cDrwD+BcGAJsKwbTV0FPASMBT4F7gc+AI4DXlVK3e/HsIUQQvRCv7+FqJSKA5YC\nVmCu1nqtY/utwArgR0qpC7XWviSyNY42Pu9wjfHAauBapdTzWut1fn0TQgghum0g9MB+BKQCy1qT\nF4DW2gzc4nh5hS8Naa1f65i8HNu3Ai85Xs7tVbRCCCH8YiAksHmO7+972LcSaABmKaUienmdFsd3\nSy/bEUII4QcDIYGNdXzf0XGH1toC7MV+q3RETy/guE15HqCBD3vajhBCCP8ZCAks3vG92sv+1u0J\nPWlc2atpPg6kA486bif6eu4dSimtlNKFhYU9ubwQQggvQiKBOYas6258PRfA8O4DFgFfANd150St\n9R1aa6W1VkOHykqrQgjhT6EyCnE3YO7yqDbtuzOtPax4Twe2217V3aCUUn8HrsX+LO10rXVTd9to\ntW7dujKl1L6eni/cDMX150CIUCE/m/413NuOkEhgWuv5vTh9O5APjAFchrcrpYxAHvaBF3u606hS\naglwDfb5YGdorRt6ESNa69TenC9cKaW01lq6tSLkyM9m4ITELcReWuH4foqHfccD0cDXvvaelN2/\nsCevj7D3vHqVvIQQQvjfQEhgrwBlwIVKqfzWjUqpSOAux8tH25+glIpWSo1TSuV02K6Ax4ArgfeA\nhVrrxr4MXgghRM+ExC3E3tBa1yilLsOeyD5TSi0DKoCF2IfYv0LbJORWM7DfGvwc14nJtwG/BBqB\n9cDNHpb0Xq+1fsPPb0N0353BDkAIL+RnM0CU1jrYMfiFUmo28EfgGCAS2AU8ATyktbZ2OHYujgSm\ntZ7bbvtTwM+6uNTTWuvF/opbCCFEzwyYBCaEEGJwGQjPwIQQQgxCksCEEEL0S5LAhBBC9EuSwIQQ\nQvRLksDEoKOUynXU1Hwq2LEI4QtHvdiCYMcRaiSBCZ8ppf7YrqDy2K7P8Lndz5RSMhxWdMpDUW+r\nUqpMKbVCKfXjAMbRusrE3EBdU3jW7ycyi8BwVCn5JfY10RRwGXBDUIPquUPAeLwvwSNCW+tEYRMw\nDjgLOEEpla+17taKEf1Ib+rFDlgyD0z4RCl1MvZVr5/6//bOPNqquorjny9SIFrmkLP5NLVclohK\nLhCETKXMnEItE0VTa9ng1HIuKElXFmWZpZmFmpiVI0pqoRiDaYiSrgZNfQ6EaTg8hgT17f7YvyOH\nw7n33fsu78LF/Vnrt37v/Kb9O+/87t337N+w8XMnewNbmNnSldD2VGCYma1w7EkQZGRv6cVxIulj\n+LmlANuaWXsP92MsMAb4qJlN7UlZQXXChBjUygkpvgK4FtgIOKRYKG9ekTRS0gOSFkt6SdKvJW2R\nK9uWvpSGpeu8eWhqod0tJf1Y0pOSlkiaL+lWSQO76MORku6XtDCbQ6g2ByZpM0mXpjmHpZJelHSj\npN1Kyo5O7YyW9PFkCn01zKHNxcymAP/ALQPLjQdJh0v6U3ou/5P0iKSzJfUptiNpZ0nXpWe/JD37\n2ZIulvSOVKYdV14A9+THbKGtfknOw5IWpfF3n6TPlsgdntoYK+kjkm5PnxeT1JbJLZsDk9RH0lnp\nvhZL6pA0TdLhJWXfGveSdpB0vaQXJHW2qjk0TIhBl0jaBD9b8jEzmympAzgdOJEVz5nMOCnVuRU/\nc3IP4Aigv6RdkneAV3Bz0Gjc50/+DLn2nPxdgbuADYA7gRtxBXowMF3SIWY2uaQPpwP7ApPwo8Mq\n+YzL5GwDTMf9Od0NXAdshTs0/aSkT5vZbSVVR+Jvpb8HLqOK/6Kgx8jeyt5SJJIuAM7GD/ueCCwE\nPgFcAIyQtF9mQZC0M3B/qn8r8BTwbmA7fCyfB7wOXIyPu2HAVeTGaU7ue/DxMwCYjR9p1wsYAUyU\ntJOZnVdyD4NSf6enOhsBFS0ckt6Jfx6G4Qr8Utz7xkjg+vQ5O6ek6vvTvT6G/xhdG+ioJGe1xswi\nRKgagLPwD/bZubRZQCewXaHs2FS2A/hwIW9iyju8kD7Vh2Kp7N74uZav4WbGfN7m+HzWPKBPSR8W\nAQNK2mxL+RMK6Xem9HML6YNxn3LzgXVz6aNT+U7g46v6Oa3pIf2vVxgnwD7pGXQCW6e0Qan8M8Cm\nhfE0KeWdk0sfn9IOKml/faBXyfgaXqGfE1L+GYX0vrgZvhPYJZc+PLs34AsV2mwH2gtpZ6c6k4He\nufSNU3kDBufS23JyLljVz3NlhDAhBlXJLd7oBK7OZU1g2WKOMn5kZo8U0q5I8Ufq6MIn8V+Ml5jZ\nvfkMM/s3cBGwKeWT3D8zs4dqESJpS2A//AvvooKcmfjb2AbAoSXVbzGzO2qREzROMrWNlfRtSb/D\nlYKAi80s83p+XIrHmdnzWV0zewN/M+/Ex3WRFdwnmdnLZtZZY982BI4CZplZcRy9BpyZ+lq2avJh\nM7u8FjmJ43BldFq6r0zOC8D56bLsHv/DGnJifpgQg67YG1cgd5rZ3Fz6RPxX62hJ55nZ64V6s0ra\nejbF69chf1CKt06T50W2T/GO+C/RPA/UIWdAiqeV3Au4SeioVO7qQl49coLGyeagDDdDTwOuNLNf\n5crsmuK7KWBmj0l6DthG0npm9ipuCj8ZuDkpxT8CM8zsiTr7NhBYC7AK4/UdKd6xJK/mcSTpXbh5\nc66Z/aOkSHbfA0ry5liNDn5Xd0KBBV1xYoon5BPN7CVJk4BP48uYf1eo90pJW9mvxLXqkL9hig/r\noty6JWnPl6RVIpsfm1chP0t/T4Nyggax2lar1vI834c/z1fN7AFJQ3GXTCOBUQCS/gl808yuq7F7\n2XgdSGFBSYEYryuBMCEGFZH0XnzCGuC6wipBw5UXLFNyPUG2V+sgM1OVUGYSqWc1YCZn0wr5mxXK\ndVdO0Bzqfp5mdp+ZHYBbCPbEzXCb4Asv9qlT7g+6GK8fLakb47VO4g0sqMYxwDuBB3EP1WUcCOwj\naRsze6qbct4EkLSWFZyPAn9O8VB8dVhPkc2VDZHUOz+nkMi+cGb3YB+ClcdDuBlxOLCcGVDSdsCW\nwFNmtoKlIJnXZgIzJT2Om4wPws2KkMYr5ZaEB/D5taGN30JlzGyBpCeAbSVtb2aPF4q8LcZrvIEF\n1cgWaJxkZseXBeByfFK6bLK4Vuan+H0lebfgX0BfkrR/WWVJgyT1a0A+ZvYcvhm2DTil0P4e+KT7\ny8BNjcgJmsYvUnxesiQA/iMJ+B7+3XdlLn2wpLVL2tkkxYtzaRXHa1pAcS2wu6SvJ3nLIen9actG\no/wC/+x9Ny9H0kbA13Nl1ljiDSwoJW1s3AF4xMyqTS5fic8bHCtpTJVy1ZiCz3HdKGkyvhLsaTO7\nxsxel3QovsT9dkkz8bfBxfgerYHAtrjJZHFp67XzRWAG/oWwH74QJdsH1gkca2YLGpQRNAHz/YoX\nAWcAj6aFGYvwfWAfwvdafTdX5Qxgb0nT8D1gC4GdUvmXgZ/lyt6Dj4cLJX0o5WNm41L+l/HFRd8C\nRkmajq/82xxfvDEQ+GyS0wjfS/07CJiTPjv98PG6MXCRmU1vUMZqTSiwoBLZ29fPqxUys3ZJf8Q3\nDH+qm7J+jm/+/Qz+RdIb3/x8TZLxV0n9gdOAA4Bj8S+QebipaAy+WbUhzOxJSbvjm1b3x81PHfgy\n7W+b2V8alRE0DzM7U9JDuEI5Gl8B+AT+fMfb8seg/QRXRHsAQ/Ax+FxKH59bno+Z/V3SMfhZoCfh\n+7sAxqX8DknD8LnhI/G54r64EnscOJVlR181cn9LJe2Lfy6OBL6CL5SaA5xSx8KTliXOQgyCIAha\nkpgDC4IgCFqSUGBBEARBSxIKLAiCIGhJQoEFQRAELUkosCAIgqAlCQUWBEEQtCShwIIgCIKWJBRY\nEDQZSb0kPZMORX4xc1ff5D5kbuzzoTO5pJ8l6RvJZUcQrLbESRxB0Hz2xY+oAncbfyBww8oUIKkd\nP91kGzNrr1J0Ectc4fTCz4LcA9gNPwZpaN4hZDNIng5qdZsSvI0JBRYEzSfzFjwX2CJdr1QFVgf/\nNbPR+QRJO+JHHW2Hn7d31CroVxB0SZgQg6CJSNoAP3zV8LMf3wRGSNp8lXYsh5n9HfhGujxYUvzQ\nDVZLQoEFQXP5HNAHmJpOCr8L9yt1TFnhnPNQJB0h6T5JCyUtkDRF0pBC+dGp/NYp6anCPFdbjf2c\nleJ1cDNnXsZOkq6W9KykJZL+K2mypE9UuIe+ks6SNDv1fYmkeelexknqm8qNze41f+/5/0EQ5AkF\nFgTNJTMfTkjxL1N8bLVKkr4FTASWArfjJ6XvDUyRNChX9F/AVfjcFrhp8qpcWFhjP9+d+3tJrh8H\n4g5OR+Hefm8A/gaMACZLOr/Q716pvxfibm/uzdXZCnfFk7m9fzj1MeOqQgiC5TGzCBEiNCEAA3DT\nYQfQL6X1wR0kGjC0pI6lMB/YLZfeC/dRZcAfSuq1p7y2Cn0ZnvLbK+SPT/lP59I2xZWWAaeVtLco\n5Y3Ipe+V0h4E1inUEbBn9r8o3vOqfl4RVv8Qb2BB0Dyyt6/fmNlieMt9/bWF/DLGmNmD2YWZdbLM\n6+7QlbEUPy3vb5M0Fjg5JV+cK3IC/mY2w8y+n69rZlOBS9Ll13JZmUfjaWa2qFDHzGxG9r8IgnoJ\nBRYETUBSH9zpICwzG1K4PkzSuhWauK2YYGb/wZ0w9gE27GbXts7NMb2Jewkeg78dfZ/lFdiwFFcy\n52Xu64fkXNzPTu1+XtJJkjYprxoE9ROri4KgORwMbAA8bmYz8hlm9pCkOUB/4AjgypL6z1RotwNY\nn2Vegeslvw/M8Dmyx4DbzKzo8n6LFBfTM9pxT9l9cYX6gpk9IelUfDn+pcClkp4EZgK3ADeZ2Zvd\n7HvwNicUWBA0h8w8uJ6k6SX5G+fKraDAksmwJ1hhH1gN1LUi0MwukfRbXIkPSeGoFB6WNMzMOurs\nQxCEAguCnkbSVsA+6XJjlimrMgZL+oCZ/bPne1Y3c4EP4qsJp5Tkt+HTEq8BL+UzzE/zuCwFJPUH\nrgF2Ac4CzumpTgdrLjEHFgQ9z2j8s3a3malSAH6TyldbzFErS1O8Mn+k3pvioyvkZ1sBppvZG9Ua\nMrM5wA/TZf9C9usAsYE66IpQYEHQg0gSrsDA3ziqkeWPyi2C6C5zU7xjg+3kuQJYgC/S+Go+Q9Je\nwFfS5fhc+t6S9i8qo3R/+6fLpwtyeqLvwRpI/MIJgp5lOG5y+x9dn3d4B/AisBn+5T6pAbk3JdnX\nSroLeCWln2lm87vToJk9L2kUcD3wQ0nHA48CmwND8R/E48zsjly1nYEfAK9Kmg3MA/rhBwZvBjwP\nfKek76fim7TvJm2+NrPju9PvYM0lFFgQ9CyZOfBmM1tQraCZvSHp1/ibzHE0psB+jO/Z+hxwAL7U\nHmAcvim6W5jZLZJ2B87ETwIZib+V3QVcYmaTC1Um4Sdt7IUfDjwYV0jP4PNhPzWzFwt1zsUXihwC\nHApke9xCgQXLIbM4YiwIgiBoPWIOLAiCIGhJQoEFQRAELUkosCAIgqAlCQUWBEEQtCShwIIgCIKW\nJBRYEARB0JKEAguCIAhaklBgQRAEQUsSCiwIgiBoSUKBBUEQBC3J/wEP2iBt0D0DLgAAAABJRU5E\nrkJggg==\n", 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8lbtPgM8B/wW4s//+h8D4YcdL9fGX7HsR4Ppt/x14zzKv/3Qi4wuZOFbGFYV09+6X7p59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" ] @@ -6839,12 +6861,14 @@ "source": [ "plt.close()\n", "sns.stripplot(x='AntPost', y='AP_axis_gxp_signature_similarity_SPCR', data=gdf,jitter=True,\n", - " palette=colors)\n", + " palette=colors, alpha = 0.1)\n", + "sns.boxplot(x='AntPost', y='AP_axis_gxp_signature_similarity_SPCR', data=gdf,\n", + " color='grey')\n", "plt.ylabel('HAGGIS')\n", "plt.plot([-.5,1.5],[0,0], color = 'k')\n", "plt.text(.70,0.18,'Acc: %s'%round(gdf.acc_class.mean(),3))\n", - "# plt.savefig(os.path.join(fig_dir,'R2_AP_Arbit_Test.png'),\n", - "# bbox_inches='tight')\n", + "plt.savefig(os.path.join(fig_dir,'R2_AP_Arbit_Test.pdf'),\n", + " bbox_inches='tight')\n", "plt.show()" ] }, @@ -6914,7 +6938,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -6923,8 +6947,8 @@ "text": [ "amygdala 56\n", "tpole 11\n", - "ofront 84\n", - "whole AT system 151\n" + "ofront 91\n", + "whole AT system 158\n" ] } ], @@ -6944,7 +6968,7 @@ "print('amygdala',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in amygs]))\n", "tpoles = [x for x in gdf.structure_name.unique() if 'temporal pole' in x and 'inferior' in x]\n", "print('tpole',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in tpoles]))\n", - "ofronts = [x for x in gdf.structure_name.unique() if 'orbital' in x]\n", + "ofronts = [x for x in gdf.structure_name.unique() if 'orbital gyrus' in x or 'rectus' in x]\n", "print('ofront',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in ofronts]))\n", "AT_system = amygs + tpoles + ofronts\n", "AT_samps = [i for i in gdf.index if gdf.loc[i,'structure_name'] in AT_system]\n", @@ -6953,7 +6977,33 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['frontal pole, left, medial aspect',\n", + " 'frontal pole, right, medial aspect',\n", + " 'cingulate gyrus, frontal part, left, superior bank of gyrus',\n", + " 'cingulate gyrus, frontal part, right, superior bank of gyrus',\n", + " 'cingulate gyrus, frontal part, left, inferior bank of gyrus',\n", + " 'cingulate gyrus, frontal part, right, inferior bank of gyrus']" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpfc = [x for x in gdf.structure_name.unique() if 'frontal' in x and 'cingulate' in x or 'frontal pole' in x and 'medial' in x]\n", + "mpfc" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -6966,7 +7016,8 @@ "ang gyr 47\n", "pcc 42\n", "rsc 15\n", - "whole PM system 204\n" + "mpfc 145\n", + "whole PM system 349\n" ] } ], @@ -6985,7 +7036,9 @@ "print('pcc',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in pccs]))\n", "rscs = [x for x in gdf.structure_name.unique() if 'cingulate' in x and 'retrosplenial' in x]\n", "print('rsc',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in rscs]))\n", - "PM_system = mbs + athal + prec + angg + pccs + rscs\n", + "mpfc = [x for x in gdf.structure_name.unique() if 'frontal' in x and 'cingulate' and 'inferior' in x or 'frontal pole' in x and 'medial' in x]\n", + "print('mpfc',len([i for i in gdf.index if gdf.loc[i,'structure_name'] in mpfc]))\n", + "PM_system = mbs + athal + prec + angg + pccs + rscs + mpfc\n", "PM_samps = [i for i in gdf.index if gdf.loc[i,'structure_name'] in PM_system]\n", "print('whole PM system',len(PM_samps))" ] @@ -7002,7 +7055,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 21, "metadata": { "collapsed": true }, @@ -7014,7 +7067,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -7074,7 +7127,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "metadata": { "collapsed": true }, @@ -7088,7 +7141,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -7111,12 +7164,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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/X8NWWWe0UbrvALsfe9ahjSm/gIPvfMjQj99xKD++Z59dvACs5RVkzf/VQcBK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\npagi1y+qELvCGFMtIrdgA9lqEXkUO5XUpdgu9o9hp5fyNQt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WaS0/7chHJwTT+yUo8WoBzQqYlHK1EOIutA/2C9C2DQVQBVwuvZsxOgPeHRUB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\n8Sal1bzyBhvun4s2NTFwztX0Pf/srq6SSVGrdx5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" ] @@ -7127,6 +7180,7 @@ ], "source": [ "from matplotlib.cm import get_cmap\n", + "sns.set_context('notebook',font_scale=2)\n", "\n", "colors = [get_cmap('RdBu')(30), get_cmap('RdBu')(200)]\n", "plt.close()\n", @@ -7137,8 +7191,8 @@ "plt.xlabel('AT/PM System')\n", "#plt.xticks('PM','AT')\n", "plt.text(.70,0.18,'Acc: %s'%round(gdf.acc_class.mean(),3))\n", - "#plt.savefig(os.path.join(fig_dir,'/home/users/jvogel/Science/Allen_Human_Brain_Atlas/NCRevisions/R2_ATPM_test.pdf'),\n", - "# bbox_inches='tight')\n", + "plt.savefig(os.path.join(fig_dir,'/home/users/jvogel/Science/Allen_Human_Brain_Atlas/NCRevisions/R2_ATPM_test.pdf'),\n", + " bbox_inches='tight')\n", "plt.show()" ] },