diff --git a/examples/Example.ipynb b/examples/Example.ipynb index 0a66ce9..b575a77 100644 --- a/examples/Example.ipynb +++ b/examples/Example.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,8 @@ "from pyGMS import GMS\n", "import matplotlib.pyplot as plt\n", "from matplotlib import tri\n", - "import numpy as np" + "import numpy as np\n", + "%matplotlib inline" ] }, { @@ -30,111 +31,27 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading ./model.fem\n", - "Done!\n", - "Triangulating layers\n", - "Done!\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model = GMS('./model.fem')" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
./model.fem
Number of layers46
Number of unique layers6
Points per layer1881
Number of points86526
xlim(200000.0, 1000000.0)
ylim(6200000.0, 7600000.0)
zlim(-102500.104684, 4736.80127)
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.info" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "x0 = 200e3\n", "y0 = 7000e3\n", @@ -231,22 +114,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "model.plot_layer_bounds(x0, y0, x1, y1, ax=ax, only='all')\n", @@ -276,30 +146,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computing surface heat flow\n", - "Progress: 100%\n" - ] - }, - { - "data": { - "image/png": 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\n", 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jmcGRAdx4Tn9S48KIC5fetUJ0BgneHuxQUaXj8jdbDx6nwd67NjnWNoQwrn8Yof7Su1aIzibB24NYrJodh4sdYbs/vwKAcH8zU4fZe9fGBONtksYzQjiTBK+Hq6htYNNPBazOyGft3jyK7b1rB/by5/pxsaTGhzOwl/SuFaIruTx4lVLTgL8APkAD8ITW+n37vGBgGTAEKANu0lr/6Kpau4sjJdX2HWP5fPtzIfUWjZdRMTImhPHxYYyLCyNCetcK4TIuD16gELhMa52jlIoGflBKbdBaFwAPAru01rOUUpcALwGTXFmsO7JaNbuPlDp6IWTk2nrXhvh6MWlwL1Ljw0mOCcHXLEMIQrgDlwev1npHk8e5SqlCIAooAK4ALrHPW6mUekUpFaG1LnRNte6jus7C5sxC21UZMvIpqLA1nukf7sfVY2JIjQ9jcGSg9K4Vwg25PHibUkpNAPyBvfZJfYHsJovk2KcVNnnNXcBdjc+joqKcX6iL5JfVsGavrRfC5sxCau29a5P6BnNZSl9S48OIkt61Qrg9twlepVR/YClwo9a6vq3FWk7QWr8IvNj4PDExUTunwq6ntSY9t4zV6bajEHYdKQUg0MfEuQPDSY0LY3S/UPy93ebHKIToAJf8i1VKzQN+Y386DzgMrATu1Vp/02TRHCAWOGB/3hc40lV1ukJNvYXvDth6167JyCe3tAaAmFBfLk/py/j4MIZGBUnvWiG6MZcEr9b6VeBVcBy5sA54Vmv93xaLfgjcCixQSs0EMj1xfLeoopa1e20dvjbtL6SqztZ4JjE6iJlJUaTGhdM3VHrXCuEp3OFv1N8Aw4DfKaV+Z592p33L9xlgmVJqP1AOzHVRjZ1Ka83+/ArH5W92ZNt61/qZjYzpH0pqXBhj+ocS6CONZ4TwRC4PXq31k8CTbcwrBWZ1bUXOUW+xsvXgcUfYZtt710YGeXOp/YoMiX2CpPGMED2Ay4PXk5VU1bF+XwGr7Y1nKmobUMDQ6EBuOtfWeKZfmDSeEaKnkeDtZAcKKliTYbvW2PeHirFYNT5eBlJiQ0mND2Ns/1BC/KTxjBA9mQTvWWqwWPn+UDFr9ubzVXoeBwsrAYgIMDN9eBSpcbbetWaTDCEIIWwkeM9AWU09G38qYE1GPuv25lNi7107qHcAc8b3IzUujPgIaTwjhGidBG8HHSutYdWeXNZk5PPdgSIarBqz0cCo2GDGx4cztn8o4dJ4RgjRARK8HfTRjhye/nxfs2kWrcnILedAQSUf/pCD2WTA22S03xua3BvxNhnwMhoc92aTwmw0YjYp+3MDZvt98+WaP5cTJ4To/iR4O2haYhQmg4GaegvV9RZq6q1U11uodTy33VfXW6mpt1BaXU9Nk+n1ls45k9loUI6APhHWtvD2MhqazWsW4C1e4+1l+0/C22TAx8t2723/j8Pby4CP/d5kUDJkIkQnk+DtoITeAST0Djjj11utmjqLldp6KzUNFmrrrdQ2WKhtsAV1bYP9ebP5tmk19SfmnbR80+f1Vspq6k8s32Bbvq7BesZ1GxTNw7jJlry3lxGfJmHt3exxkzD3MuLnZcTHy4iv2YiPlwFfLyO+XkZMctyy6IEkeLuIwaDwMdjCJ5iuPSOtaejXNjRumVuorjv5vqbeQlXdiWVq6k48r2nyuqo6C+UVtdQ0WfZMtuq9jArfZqFsdISyj5cBX7MJX3tQ+9hvfk2Wa3zu723Cz2yUE1BEtyDB2wM0DX2cGPr1FmuzcHbc11morLNQVddARW0DVbUWKusaqKxtoLLOYruvtc2vrLUtc6yshir7fIu144FuNhrw9zbiZzY1C2T/1p57tzLd2yThLZxOgld0msZx5s7sMaG1prbBSlVjQNfZQrqytsEe5BYqauopr2mgvLaB8pp6ymoaKK9poKy6nvKaeo6WVFNe00B1vaVD6/TxMhDk40WAt4kAHxOB3iYCfLwI8jER4G0i0Mf2PND+ONDHi0AfCWzRcRK8wq0ppRxDDGFnean5eouVisZQbgzrFvel1fWUVtdTXFVPaXUdJVX15JbUUFJdd8qhFB+T7T+dYD8vgn1tt5DGez8vgny9CPE1O+bJSTU9lwSv6DG8jAZC/c2EnkGAa62prrdQUlVPcVUdpVX1lFTXU1JVT0m1/XlVPUWVdRyvrKWgvJa9x8qorG17K9vPbHQEc5i/2X7zJjzA7Hge7m/Gzyz/TD2N/ESF6ACllH3c2ESfkI73Rq6pt3C8so6iijoKK2spqqijqKKWIvu0IntI/5RXQWFlLbqVjWpf+9Z+YxD3CvSmd6APvQO96R3kTa9Ab7xNciHT7kSCVwgn8vEy0ifEt0Nh3WCxUlBRS15ZLXllNeSX1ZBXVsuxshry7LcfDhdTVtNw0mtD/byaBXJ0sC99Q3zoE+JLmL9ZjsV2MxK8QrgJk9FAdLAv0cHth3R5TT1HSqo5UlxNTnE1R0qqySmuIqe4mvTcMjZn1jVb3sfLQF97+PcJ8SUmxJf+4X7EhPrJDkEXkeAVopsJ9PFiaJQXQ6OCWp1fVdfAoaIqDhZWcrCwkp8LKjhYWMmunFI27T9x5SyjQTlCuH+4P3HhfgzsFSA9R7qABK8QHsbPbGJYdBDDok8O5uLKOjILKth3rNxx25FdwsYmgRzubyahdwCDIgMZbL8PkCtZdyr5NoXoQUL9zYzzD2NcXJhjmtaa3NIa9h4rY3dOGbtySkjLLmHLweMAKCAuwp8RfYNJ6hPE8D7BBPnK9QDPhgSvED2cUsox/jtlaCRgC+OjpTXszC7h+0PFbDlQxKe7jvLxzqMADOzlz9g42xVVBvUOlK55p0mCVwhxEqUUfUN86RviyyUjogEora5ne9ZxvjtQxIZ9Bby7LZt3t2UT7GsiNT6ciYN6MaJvsIRwB0jwCiE6JNjXi4uGRXLRsEgW/AJyiqtYt6+ANRl5rNtnu/RVsK8XFwyKYMbwKPqH+7u6ZLclwSuEOCMxoX7MPac/c8/pT0lVHV/8eIxPduby2e5cPt2Vy7DoQC4d2YfzBkbIVnALErxCiLMW4mfm2nH9uHZcP7KPVzmGIZ75Yh99gg9x9ZhYLhzaWwLYTo6eFkJ0qtgwP+6fPoTNf7yQv14xApPRwN/W7ufe5WnszilxdXluQYJXCOEU3iYj16X2Y+19k3jy8iRKquqYv2IPf12VQan9ytw9lQSvEMKpTEYDc8b3Z/39F3LL+XF8c6CIu9/Zwc7snrv1K2O8QoguEeznxWOXDmf68Ch+924aj3y8h/unDeFXE+JP+VpdV9MFFXYd2eIVQnSpcwaE8/k9F3D+wAie/XIf//vlPrxNBnzNxjZv0DlX6XYXErxCiC4X4mfm9ZvH8cvkPry2+SB/WZXh6pK6lAw1CCFcwmwy8Pw1yWgNr2w6SFSwL7d2YNjBE8gWrxDCZQwGxbNXj+ScAWE8tTKDHYeLXV1Sl5DgFUK4lLfJyAvXpRDs68U976RR08GrQXdnErxCCJfrHeTDE5clcfh4FS9vPODqcpxOglcI4RZmJkVxfkI4L63PpKii1tXlOJUErxDCLSiluO/iIdTUW/nPN1muLsepJHiFEG5jdL9QUuPD+M+3hzx6rFeCVwjhVm4+L47S6nrWZOS7uhSnkeAVQriVKUN7E+hj4qMdR1xditNI8Aoh3IqPl5FpwyLZtL/AY4cbJHiFEG7ngsER1DZY+f6QZ55QIcErhHA75ydEALBpf6GLK3EOCV4hhNvpHehDfIQ/admyxSuEEF0msU8Q6UfL0NqzWkKCBK8Qwk0N7xNEWU0DOcXVri6l052yLaRSagKwEIizL68ArbXu59zShBA9WWJ0EAAZuWUurqTzdaQf72LgbiANsDqrEKWUF7AdKNBaT7VPCwaWAUOAMuAmrfWPzqpBdE95ZTWUVtejNVi1RmvQ2O+bPga01lg10Gxa89ehwdrK605+3xOva3y/jrzOqjX2lzimt3wd9jq1fdnG19lntfo6mny+5us88R4tX0eL76Ujr6OVz9L8u2s6rf3voPl31/x1FTW2C2JmFVU69ffHFToSvPla61VOrwQeAHYB0U2mPQjs0lrPUkpdArwETOqCWkQ38uAHu1i/r8DVZXgcBSgFCoVStmkGpezTbAsoFAZl67OAfXmDUk3m2+YZ7K9X9nkG+5s0XYdBnXjPxunxEf4UV9Zj8vLi95sfxWBQYLUHtm4S6vbnVmuT54C2aqxaY1AG+/oN0LguFGjlqKvxPeyfzvafjAaDMoJurN2AQRltNRoMKIPCYDBgUAYMBoVqvDcYaLA0NLT13XYkeP+ilPpf4AvA0TJIa72xA6/tEKXUEGAi8FdgQZNZVwCX2Ne3Uin1ilIqQmvtmceYiDMyLTGS8poGfjhc7PgHZzQokvoEMbZ/GEG+XifCgtaD4ESYqJMCp/HfqAHVLEzafF3j48bXNYYSJwLKFla2qS1f17gOQ5MwU/aJBsf8E7W1fJ1q7TM0ft4mz5sGquN1qnmd7uJ/owO5/LkoW/CeJq01VovGarXdWywnnusWz23zregWz5vOd9ysoK0KbVFYLaCttpvVAlYr8JVuM187EryTgeuAFE4MNWjg4tP+BlqhbD/hl4C7gKgWs/sC2U2e59inOYJXKXWX/bUAREW1fAvh6eaM78+c8f0pqqhl3b4C1mTkseGnAnbmlLL7SClDo4IYFxdGanwYsaG+bhcqwrmUUhhNCmMXr/ffj7b9e9aR4L0UGKi1dlaDzNuBr7XWe5VSp0rNkz6J1vpF4MXG54mJiZ537InokPAAb64aE8NVY2KobbCw5cBx1u7NZ3VGHv/5Nov/fJtFVJAPqfFhpMaFkdgnCC+jHNgjul5Hgjcd8KbJMMPZUkrNA35jf3oEGKGUugnwAYKVUl9oradj28KNBRpb0ve1Ly9Eu7xNRiYO7sXEwb147NJEfsqrYHVGHmsy8vhk11E+3nkUP7PR0YZwTL9Qgny9XF226CE6ErxGYLdSaj3Nx3hvO9OVaq1fBV5tOV0pNRl42B66AB8CtwILlFIzgUwZ3xWnSynFkKhAhkQFcteFCRRW1LJubz5r9+az4acCNmcWYlAwNCrIsTUcI0MSwok6Erwf2G+u8AywTCm1HygH5rqoDuFBIgK8uXpsLFePjXUMSazJyGN1Rj5LvsliyTdZRAf7OMaFh0cHYZIhCdGJOhK8X2itjzWdoJQa4YxitNbrgfVNnpcCs5yxLiGg+ZDE47M1+/LKWZNhGxeWIQnhLB0J3v8qpS62hyBKqWTgHWCoUysToosppRgaFcTQqKBmQxJrMvLZuP/EkMSw6CBS48IYFx9GTIgMSYjT15HgXQh8opSage0MsneAa5xalRBuoOWQxHeOIYk8Fn+TxeJvsuhjH5IYJ0MS4jScMni11p8ppYKAz4FewJVa6z1Or0wIN+JtMjJpcC8mDe7Fn2YPZ++xctZk5LEmI5+Pdx3lvzuP4m82Mrp/KKlxYYzpH0qgjwxJiNa1GbxKqfktJgUBPwCzlVKztdZPObUyIdyUUoph0UEMiw7iN1MGUVBey7p9+azJyGPT/kI27bcNSSRG246SGB8fTp8QX1eXLdxIe1u8Lf+7/qiN6UL0aL0CvblmbCzXjI2lpt7CdweKHDvoXv86i9e/ziI21Jfx8eGMjw9jcFSg43Rg0TO1Gbxa6z91ZSFCeAIfLyOTh/Rm8pDeLPzlcH48WsbqjDy+Ss/j/R9yeP+HHEL9vBgXF8b4+DBGxYbgberqk1mFq3Vk55oQ4gwopUjqG0xS32B+N3UwR0uqHSG8bl8+X6bn4W0ykBwbwjnx4YyNCyXEz+zqskUXkOAVoov0CfHlpnPjuOncOMpr6tnwUwGr0/NYuzefLQePo7AfqhZv2xqOCfVzdcnCSdrbuRajtc7pymKE6CkCfbyYNbIPs0b2od5iZVvWcb5Kt20NN5491zfEl/HxtrPnhkYFYTyDlojCPbW3xbtMKeWP7TCyz4DvtCdedU4IF/MyGjhvYATnDYzg0VmJ7MsrZ3V6Hl+m5/HhjiN8uOMIwb5ejO0fyvgB4aTEhuDjJePC3Vl7O9cmKaVCgOnAHcBrSqntwKfYTiMu7aIahegxmp4995spg8grq+ZZC+4AACAASURBVGF1Rh6r0/PYlFnImr35mI0GRsUGMz4+nHFxYYT5y7hwd9PuGK/WugR4F3jX3rB8PPAL4H6lVIXWekoX1ChEjxUZ5ONo9F5Z28Cm/QV8mZ7H2ox8tmUVAzAkMtAxLtwvzE9OYe4GOrxzzT7M8J399ohSqo/TqhJCnMTf28SMpGhmJEXTYLHy/aFiVmfYhiTe+O4Qb3x3iOhgH1Lth6ol9gmWcWE3dcZHNWitj3ZmIUKIjjMZDYwfEM74AeHMv2QYPxdU8GW6bUii8RTmAG8TY+NCOSc+nNH9QvE1y7iwu5DDyYTo5pRSJPQOJKF3IHdOTqCgvJa1e/P4Kj2fTfsLWL+vAC+jYlRMCOcMCCc1PoxQOV7YpSR4hfAwvQK9uXZcP64d14+qugY27S/kyx/zWLM3j+2HilHrYGh0IOfEhzM+Ppy+odJHoqudMniVUhHAr4H4pstrrX/lxLqEEJ3Az2xi+vAopg+PosFiZfuhYr5Kz+PLH485WlvGhvpyzgBbCA+KDJA+El2gI1u8K4A0YDNgcW45QghnMRkNnDMgnHMGhPPwL4axL6+cL3+0hfB73+fw3vc5hPmbGW/vqDYyJliuwuwkHQneQK31b069mBDC3eWWVvOfbw5RXlNPRW0DFTUN+HmbCA8wU1RRx/HKOlbtOcaqPcd46rIkRsSEuLpkj9SR4F2vlErVWm91ejVCCKf64VAJ/9rws+O5yaCICfUlKsiH+HB//L1N+JmN+JmN9Av3d2Glnq0jwTsLuEspdQTb5d0VtsN6Bzu1MiFEp5sytDf/d20y73+fw9c/F9JgtXUBuGBQLy4c0gs/s+xv7wod+Zbl7DQhPISv2chlKX25LKUvR0uq+WjHEd7dls2/NvzM0m+zuHBIby4ZEU2/MOmM5kwduebaIaVUGJAKaGCb1vq40ysTQjhVnxBf7rowgTsmDWTj/gLe+PYQK/fk8tnuXMb2D+WqMTEM7xPs6jI9UkcOJ5sF/BvYgm2Y4TWl1G1a65XOLk4I4XwGg3JcNSP7eBVLvsni7a2H+eOHuxkWHcg1Y2IZ0z9UekB0oo4MNfwZOE9rfQhAKRWH7fprErxCeJjYMD8emZXIb6ck8J9vDrH4m4P86dN0EqODuPm8OIZFB7m6RI/QkYP0jI2hC6C1zgLkpG8hPFiIn5l7pg7imz9O4Q/Th3D4eBUPfLCLJz5L5/DxKleX1+11JHjTlVLPKaWG2W/PAenOLkwI4Xp+ZhN3XZjApgcuZN6EeH44XMxv3/6B1zYfpLpOzqc6Ux0J3tvs928Cy1pME0L0AKH+Zh6elci6+yczIymKFWlHuOutH9h6sMjVpXVLHTmqoQy4rwtqEUK4uZhQP16aM4Y1GXk88t89/PmzDCYkRHDX5AQCfOQY4I5q72KXv9Jav66Umt/afK31U84rSwjhzi4aFsk5A8JZ9NVPvLb5ID/llXPfxUNIlJ1vHdLeUINXk/uWN/mvTYgezt/bxCOzEln6q1SsWvPQh7t4Z9thrHJN3FNq72KX/7Y//EJr/V3TeUqp8U6tSgjRbUwc3IvPfzeR+5bvZNmWw2QVVfG7iwbJlZDb0ZGday+1Mu2Fzi5ECNF9RQR48/rN4/h/EwfwdWYh8z/azfHKOleX5bbaG+NNAkYBoUqpG5rMCgKkZb0QohmjQfHQJcMY2DuABR/tZv5Hu3npxhSigzshLqz1Z/8ebqS9sdqBwFRsQTutyfQyYJ4zixJCdF/XjI0lKsiHXy/dzp1v7uCtX4+n/9m2mLR61jHDbQ41aK3/q7W+BbhSa31Lk9s90ptXCNGeiYN7seSWVIqr6rj2399xtKTa1SW5lVOO8Wqt1yulpimlfq+Umt9464rihBDd17kDw1l88ziOV9XxP69vpaRKxnwbnTJ47acI3wncD4Rhu/DlICfXJYTwAOMHhPPCdclkFlRw29LvqWuwurokt9CRoxqmAVcABVrr+4GxQG+nViWE8BgzkqJ5bFYiW7OO8+Rn0uYFOha8NVprDViUUn5a6yKgn5PrEkJ4kP85L44rRvflP98eYsWOI64ux+U6EryHlFKhwHvYLnz5JZDp3LKEEJ5EKcWTl41gaFQgD6/Yw5EevrOtIzvXrtZaF2ut/4JtnPcF4GqnVyaE8Ci+ZiPPX5tMbYOFhz7cje7BpxZ3ZOfas0qpUQBa641a60+11g3OL00I4WmGRQfx2ymD2PhTAcu3Z7u6HJfpyFDDUeBVpdQepdRDSqn+zi5KCOG57pg8kKFRgTz9+T7KajzrjLSO6shQw/Na63HA5YA38IVSaqPTKxNCeCQvo4FHZiVyvLKOF9f1zN1FHdnibVQI5AL5yOFkQoizcH5CBFOH9Wbx5ixyinveNdw6MsZ7jVLqYyANGAr8Xms9tDOLUEoNUUqtU0qlK6UylFJj7NODlVKfKqX2K6W+V0oN78z1CiFc58EZQ6m3Wnl54wFXl9LlOrLFOwv4BxCvtb5Xa729MwtQShmwHar2sNY6EUjhxOFqDwK7tNaDgEdovUWlEKIbGhQZyPTEKN7Zlk1+eY2ry+lSHRnjvQk4DFwKoJTyV0qFdWINFwM/a62/tq+vRmtdap93BfCqffpKIEEpFdGJ6xZCuNCdFw6krsHKkq+zXF1Kl+rIUMOd2K4w/Jx9UhTwfifWMASotg8ppCmlXlRKNTbw7As0PeYkxz6taX132Yco0pVS6cXFxZ1YmhDCmUbGhJAaF8by7dk9qo9DR4Ya/h9wPlAOoLX+GejMrU4vbH1/7wTGAAHAH9pYVrWcoLV+UWud2HgLDQ3txNKEEM52/fhYCivqWJOR5+pSukxHgrdaa13b+MQ+JntSAJ4OpdQ8+9Ztmr2GTVrrw1prC/AuMNq+aA4Q2+SlfQE50VsIDzIzKZogHxNvbT3s6lK6TEeCd4dS6teASSk1EtuY67qzWanW+lWtdbLWOhn4FzBMKRVinz0V+NH++EPgVgCl1EwgU2tdeDbrFkK4Fx8vI5el9OXrzEIKymtP/QIP0JHgvReIAWqA17FtcbY1FHDatNZl2I5Y2KyU2g30Af5qn/0MMEoptR94EttwhBDCw/xiRDRWDV+mH3N1KV2ivWuuAbajDIDH7Den0Fp/AHzQyvRSbIezCSE82Ni4MCICvFm1+xhzxnt+V4L2rjLc7uV9tNZPdX45QoieyGhQzEiK5O2t2ZRW1RPs5+XqkpyqvaEGr1PchBCi00we3BuLVfPtgSJXl+J0bW7xaq3/1JWFCCF6tnMGhmM0KDZnFjAjKcrV5ThVm1u8SqnXmjx+uMW8Fc4sSgjR8wR4m0iJDeHrTM/f4m1vqCGlyeMrWszz/NFvIUSXOy8hgoOFleSWevalgdoLXtXGY4Cee80OIYTTjO1vO/M07XCJiytxrvaCV7fxWAghnGJkTDAAaTmeHbztHcebrJSqa1yuyWPF6TVQF0KIDgnxMxMf4c/O7B4avFprCVchRJcbFRPMV+l5WKwao+Gs2sK4LQlXIYRbSeobTGWdhcPHPfeSQBK8Qgi3MigyEID9eeUursR5JHiFEG5lUO8AADILKlxcifNI8Aoh3Ep0sA/+ZiOZeRK8QgjRJZRSJEQGsj9fglcIIbrMwAh/DhRUoLVnnkIgwSuEcDsxYX5U1lkora53dSlOIcErhHA7MaG2C43nFHtmzwYJXiGE24kJaQxezzyWV4JXCOF2YkL9ANniFUKILhMd4oNBSfAKIUSX8TIaCA/wJq+sxtWlOIUErxDCLfUK8KawotbVZTiFBK8Qwi1FBHpTUC7BK4QQXSYiwExhRd2pF+yGJHiFEG6pV4A3FbUN1NRbXF1Kp5PgFUK4pV6B3gAeOdzQ3qV/PJKnnvstzoxSnnmFA08QEWAPXg/cwdZjgre+vp7s7Gxqaz3vhyjOnLe3N7GxsXh5ebm6FNFCsJ/tZ1Lmgf0aekzwZmdnExgYSFxcnGzlCMD2109RURHZ2dkMGDDA1eWIFoJ87MFb0+DiSjpfjwherTW1tbXExcVhMMiwtrBRShEeHk5hYSFaa/kP2c0E+3ruFm+PSiH5hyVakt8J9xXka9su9MTWkD0qeIUQ3ceJoQbPC94eMdTQmt05pZ3+niNigk+5TGVlJQ899BCffPIJAQEBeHl58fvf/54bb7yx0+vpiJKSEpYuXcrdd999Vu+zcOFCHn300Vbn3XzzzUydOtVln1F0Tz5eRswmA2XVnjfGK1u8Xey2226jqKiI9PR0du/ezerVqykvd91lrEtKSnjhhRfO+n0WLlzYCdWcOYvF8w6yF7atXk/c4pXg7UIHDhzgv//9Ly+99BK+vrZGz2FhYdxxxx0A5OTkMGPGDEaOHMm4ceP47rvvAFi/fj3nnXcec+bMITExkWuvvZZvv/2WiRMnEh8fz/LlywHIyspiwIAB3HbbbSQlJXHBBReQnZ0NQHV1NbfffjupqamMGDGCf/zjHwDce++9ZGdnk5yczE033eRY34QJExgzZgzTpk1zvMfNN9/Mb3/7W8d6X3zxRcd7WCwWkpOTmTp1arvfweLFi0lNTSUlJYXJkydz8OBBAC666CI2bdrkWO6OO+7gn//8JwDvvfce48ePJyUlhSuvvJLSUttfK5MnT2bBggVMnjyZ+++//2x+NMJNBfmaZOeaODs//vgjCQkJBAe3PiRx9913c8kll7Br1y5eeuklrrvuOurrbb90u3bt4sknn2TPnj0cOHCARYsWsW7dOj777DMefPBBx3scPHiQK664gj179nDttddy7733AvCXv/yFlJQUtm7dyrZt21i8eDHp6ek8//zzxMbGkpaWxtKlSzl+/DgPPfQQn332Gd9//z3z5s1rFmoHDx5k3bp1bN68mQULFlBfX8/zzz+P0WgkLS2N1atXt/sdzJ49m61bt7Jjxw7uvvtu5s+fD8Dtt9/OK6+8AkBVVRX//e9/ueGGG9i3bx8vv/wyGzduZMeOHaSmpvLUU0853i8nJ4d169bx/PPPn8FPRLi7QG8T5XI4mTgbpzpkaf369SxduhSAcePGERISwv79+wFISUkhLi4OgBEjRjB+/HiMRiOJiYnk5uZitVoBiIiIYMaMGQDMnTuXP/3pTwCsXLmS6upqx1ZkWVkZ+/btIyUlpVkN33zzDT/99BOTJk0CwGq1EhgY6Jh/+eWXYzQa6du3L6GhoeTl5RETE9Ph72Dfvn0sWLCAwsJCLBaL4/C+yy67jAceeICSkhJWrFjB9OnTCQ4O5o033mDPnj2MHz8esJ0IM2LECMf7XX/99XJkggfzNRspqfK8LV4J3i6UlJREZmYmZWVlBAUFdeg1jaHi7e3tmGYwGJo9BxzB2zSElFKO51prli1bRnJycrPXZWVlNXuuteaCCy5gxYoVrdbTdL1Go5GGhtPbGpkzZw5vvfUW5557Lrt37+byyy8HwMvLi+uuu45ly5bx9ttv88wzzzjqufbaa/m///u/Vt8vICDgtNYvuhc/s4ncUs9rhi5DDV1owIABzJ49m7vuuouaGtsvU2lpKf/+978B25jla6+9BsC2bdsoKSkhISHhtNZRUFDA559/DsDSpUuZOHEiADNnzuRvf/ubYydUZmYm5eXlBAUFNdu5d+6557J161b27NkDQENDA7t37z7lev38/KiqOvWFCcvKyujbty8AL7/8crN5v/71r3n66acpLi7mvPPOA2Dq1Kl89NFH5OTkALZhiL17955yPcIz+HoZqa7zvB2nPXaLtyOHfjnDyy+/zB//+EeGDRtGQEAAZrOZ++67D4AXXniBefPm8dprr+Ht7c3bb7992j0EBgwYwKpVq5g/fz7+/v689dZbADz88MP84Q9/YNSoUY4ztt5//30iIiKYOXMmo0aNYvTo0SxevJi3336befPmUV1dTUNDA3feeWezP+9bc88995CamkpMTIwj+Fvz7LPPMmnSJGJjY5kyZcpJtcfHxzu2ggGGDRvGokWLmD17NhaLBa01jz32GEOHDj2t70V0Tz4eGrzK07p1JSYm6vT09GbTtNbs3buXoUOHevR4YFZWFlOnTiUzM9PVpZyR8vJykpKS2LFjB2FhYV2yzp7yu9FdPbJiD29vPUzpf67m/1bPxGDoPj+jm5M/qqqtbvBvbZ4MNQi3sHz5ckaMGMF9993XZaEr3J+v2UiDVYMyurqUTtVjhxo8UVxcXLfd2r3mmmu45pprXF2GcDO+XvbANXm3v2A3I1u8Qgi35Wu2Ba+S4BVCiK7hZ27c4jW7tpBOJsErhHBbPl6NW7w+Lq6kc7lF8CqlHlBK/aiU2qOUek8p5W+f7qWUWqKUyrTPn+jqWoUQXcfbZI8oo2ddmsnlO9eUUgOAO4BErXW1Uuot4GbgReAWwKy1TlBKjQQ+VEoN1lpbz3a9d89/gNzS42f7Ns1EB4fxwlPPnHK55557jiVLlmAwGLBYLMyfP58bbrihQ+tYv349TzzxBKtXr+bjjz8mLS2tzXaMnSUrK4uNGzc6mugI0VXMRnvwGlweVZ3KXT6NF+CrlKoH/IFc+/QrgGcAtNa7lFIFQArw/dmuMLf0OGHXTTn1gqfznu+sPeUyW7Zs4a233mLbtm34+PhQWVlJbm7uKV/XmtmzZzN79uwzeu3pyMrKYunSpRK8osuZTZ4ZvC4fatBaHwCeBQ5hC9x6rfWH9tkxQHaTxQ/bpzkope5SSqU33oqLi7ui7DN25MgRgoODMZttOwv8/f1JSEjAarWyYMECR9vGxq5dAG+++SaDBg1i3LhxfPLJJ47pS5YsYd68eY7Hl156KZdddhmDBg3ivvvu45NPPuG8885j4MCBbNy40fG6v//976SmpjJq1CjmzZvn6IAWFxfHY489xrhx4xg8eDDffPMNYGv7uGXLFpKTk/njH/9Ifn4+U6ZMITk5meHDh/PSSy85/XsTPZOXfYtXSfB2LqVUf2AG0A+IAsqUUn9oskjTU+tOOm1Fa/2i1jqx8RYaGurcgs/SxRdfTElJCfHx8dx0000sX74crTVLlixBa83WrVtJS0tj165drFq1imPHjvHAAw+wceNGtm7dyuHDh9t877S0NBYvXszu3bt55513WLduHd988w1///vfeeyxxwBYu3YtW7Zs4bvvvmPnzp2YzWZeffVVx3v4+fmxbds2nnzyScdrnn/+ecaPH09aWhp//etfWbZsGRdeeCFpaWn8+OOPXH/99c790kSP5SVDDZ1HKTUP+I396ZvAD1rrYvu8d4DfYdsKzsYWyI1nBcQAOV1bbecKCAhg27ZtfPvtt6xbt44HHniAr776iuLiYnbu3MnKlSsB2yWC9u/fT11dHRMmTCA6OhqAG2+8kb///e+tvvfkyZNp/I9nyJAhTJ8+HYDk5GRHw/GVK1eyadMmRo8eDUBNTQ3+/ifOarzqqqsASE1N5aGHHmp1Pampqdxyyy3U1dUxffp0JkyYcLZfixCtMpvs21oSvGdPa/0q8CqAUupq4DKllLfWuhbb1m9js4UPgV8Ba5VSSUAvYIcLSu5URqORCRMmMGHCBKZPn85FF13ExRdfzLPPPstll13WbNm22jO2pq3WkQaDwdG+UWvNvffey+9+97t236O9lo/nn38+X3/9NZ9//jmPP/44Q4YMcVyNQojO5Nji9bCjGlw+1AB8gG1nWZpSajfQH3jSPm8JYFFKZQLLgXmdcUSDK+3bt69ZW8O0tDTi4+OZOXMm//znPx3tInNzczl27BjnnHMOmzdvJjc3F601b7755lmtf+bMmSxevJjGsfCSkhLH1nBbWraOzMrKIiQkhLlz57Jw4UK2bt16VjUJ0RZPHeN1+aexB+k9bcyrB/7HGeuNDg7r0FEIp/uep1JRUcE999zD8ePHMZlMhISEsHTpUkaNGkVOTg5jx45FKYW/vz9Llixh6NChPPPMM0yaNInIyEgmTpzIli1bzrjGqVOncvvttzuuMGEymfjb3/5GfHx8m68ZOXIkoaGhjB49mpkzZ5KQkMBzzz2HyWTCaDTy7LPPnnE9QrTHU8d4pS2k6NHkd8O9HS6qYuKz66jdtpj//QfSFlIIIZzNy0N3rknwCiHclqeO8UrwCiHclqeO8UrwCiHclqf2apDgFUK4LZPRNsYrQw1CCNFFjI1Hmhg8K6o867+R03DfAwsoKCrr1PfsFR7Ec8882e4yrV0JeMmSJWzevLlZzwRnWb16NY888ggFBQWYzWZSUlJYtGgRkZGRZ/3eK1asYMCAAYwcORKAxx9/nH//+99ERkZSVVXFrbfeyoMPPnjW62nP0aNHuf322/n444+duh7RNRyHjykJXo9QUFRG8sTOPTcjbeN/OvX9OpPFYmHfvn1cd911fPTRR1xwwQUAfPrpp+Tn558UvBaLBaPx9K7sumLFCqZOneoIXoC77rqLhx9+mGPHjjF06FCmT59OcnLy2X+gNvTp00dC18MYDYp6Dwtez/o03dzjjz/O3LlzmThxIoMHD+b+++93zIuLi2P+/PmkpKSQmJjIunXrHPPaa/P45z//mUmTJrFo0SKefvppbr/9dkfoAsyaNYsRI0aQlZXFgAED+P3vf8/48eP5+uuviYuLIyfH1pMoJyeHuLg4gFbbQq5bt46PP/6YBQsWkJyc7Ggp2SgqKoohQ4awf/9+srOzmTRpEqNHj2bEiBHNToNu/JwXXHABQ4YMYfv27cyZM4dhw4Zx3XXX0XjCz+TJk7nvvvsYO3YsgwcP5p133gFsf1EkJCQAUF1dzbRp0xgzZgxJSUlyhl03ZVRKtniFc23ZsoXt27fj4+PD5MmT+fTTT5k1axYAVquVHTt2sHPnTi699FIyMzPZvHmzo82jwWDgzjvv5NVXX+WOO+4AoK6ujg0bNgAwZswYLr/88jbXffDgQX7xi1+waNGidmtsbAv5yCOPAFBcXExoaCizZ89m6tSp3HjjjQB8+eWXjtdkZmaSkZHB8OHDiYiI4PPPP8fX15eysjLGjBnDrFmzCAkJASA0NJRNmzbxwgsvMHPmTLZs2UJ8fDznnnsuGzdudJzufPToUbZt28bRo0cZO3YsF110UbM6zWYz7733HiEhIdTV1XH++edz6aWXMnTo0A7/PITrGQxI8Iqz09ZpqY3TL7vsMoKCggC49tpr2bBhgyN4G68AMWrUKMLDw9m/f/8p2zzOmTPH8Vhr3e5psZGRkSeFV2tOpy3kiy++yPvvv4/JZOL5558nMTGR8vJy7rnnHrZt24bBYCA3N5fMzEzGjh0LwBVXXAHY2lkmJCQwYMAAwNYz4uDBg47gnTt3Lkop+vbtyznnnMPWrVsZPnx4s8+7cOFC1qxZg9aanJwc9uzZI8HbzcgWrzhr4eHhtLxKRlFREb169Wp1+faCUil1yjaPAQEBjscjRoxg+/bt/PKXvzzlsmBroGO12prB1dbWOqafTlvIxjHephYtWoSvry9paWkYjUbGjBnj6MoGNGtn2bLVZVutKuHk72rZsmX8/PPPbN26FW9vb6688spm6xHdg8HgecHrWZ+mGwgICGDgwIGOHUBVVVW8++67TJliu/7bihUrKCsro66ujnfffZeJE09cWHnp0qUA7Ny5k6KiIhISEk6rzeODDz7Iv/71L77++mvHtFWrVrF79+5Wl4+Pj+f7722Xt/vggw8c09tqC9myfWRbysrKiIqKwmg0smXLFnbu3HnK17TmjTfeQGvNkSNH+O677xg3btxJ64mIiMDb25uDBw/y1VdfndF6hGsZDQrlYcHbY7d4e4UHdfpRCL3Cgzq03BtvvMFdd93Fo48+itVqZe7cuUydOpXNmzczceJErrzySg4fPsyll17qGGYA22V5zj33XEpLS1myZAlms/m02jwmJiby9ttvc99991FUVITZbCY5OZnnn3+eqqqqk5b/05/+xC233MKiRYu48MILHdPXrVvXalvIOXPmMG/ePF5//XVeeOGFNj//b37zG6688ko+/vhjEhMTTwrMjhowYAAXXHAB+fn5LFq0iF69elFZWemYf+ONN/Lee++RnJzMgAEDmDx58hmtR7iWJw41SFtIN/L4449jMplO+tMcbHv7N2/eTExMTCuv7HkmT57ME088cdaXHeouvxs92bgnV5O7ez1PP7ZX2kIKIURX8MQt3h471OCOHn/88TbnZWVldVkd3cH69etdXYLoIkaD8rhThj3r0wghPI4nHsfrWZ9GCOFxbEMN3WdstyMkeIUQbs12ONnp9Q1xdxK8Qgi3ZvTAEyh67M61R++bT1VBaae+p1+vYBY+91S7y5hMpnbPvnK2d999l6eeeora2loMBgMTJ05k0aJF+Pn5nfV7L1myhClTptCvX79OqFQIG4Mc1eA5qgpKuX/E9Z36nv+7++1Ofb/OZLFYWLt2LX/4wx9YtWoVw4cPx2q1snTpUsrKypoFr9YarTWG09yTvGTJEhISEiR4RafyxC1ez/o03dijjz5KUlISSUlJLFy4EICPPvqIW265BbD1zTUajY5TgwcNGkRBQQFWq5UFCxaQmprKiBEjmD9/vuM9TSYTf/nLXzj//PN59913eeKJJ3j00UcdjWQMBgM333wzUVFRrF+/ngkTJnDzzTczZswYDh06hMl04v/lzZs3O8782rdvH+eeey4pKSkMHz6cFStWsGzZMrZv384tt9xCcnKyHP4mOo0nBm+P3eJ1Jx9//DGrV69m+/btAEycOJHU1FQmTZrk6Mm7YcMGxo4dy8aNGxk7dize3t706tWL119/Ha01W7duxWKx8Mtf/pJVq1Yxc+ZMLBYLvXv3dvRm+O1vf+voANaabdu28corrzBs2LB2633ppZe48847mTt3LlprysrKCA4O5pVXXumUs8mEaMqgPO84XgleN7B+/XrmzJmDj48PADfccANr165lxowZ+Pv7c+jQIb7++mvmz5/P+vXrqaysdPRmWLlyJTt38cknWQAAEaBJREFU7mTlypUAVFZWsn//fmbOnAk0bwsJ7Xc7S0lJOWXogq072cKFC8nOzmbmzJmkpKSc0ecWoiNsv7JyOJnoZK31y2gMyEmTJvHJJ59gMBi4+OKL+fbbb9mwYYPjz36tNc8++yxpaWmkpaWxf/9+7r77bgCMRqMjzAGSkpIcW9WtadkW0mAwOGpr2hbymmuuYeXKlURERHDbbbfJlR2EU3lW5NpI8LqBCy+8kDfffJPa2lpqamp46623HN3AJk+ezLPPPsuECRPw9fXF29ublStXOtpFzpw5k3/+85+OPrO5ubkcO3as1fU8/PDDLFy4kMYmQlprli5d2uby/fv3Jy0tDYAPP/zQMT0zM5PY2Fhuu+027r333tNuCynE6TB44AkUMtTQxSwWS7MOYzNmzODVV19l+/btjBkzBq011157LTNmzABs473Z2dmOLdzGNoiNF6e89dZbycnJYezYsSil8Pf3Z8mSJURFRZ207mnTpvH0009z/fXXU1tbi9FoZOLEiVx11VWt1vrMM89w1VVXERv7/9u78/ioqiyB479DVgIoIaggRLojgqCkA7JEdhtoQOn50DLTiiwjCrgEHG0bxg03WhttgZmeQaKgTYt8GhBtP9MjoMAQQdmMEBAUZVVAFhN2ARNSZ/54L0UlqSSVkFRVivP9WLHqvVuvzntUTm7d9+rcZDp37uxdvnDhQubNm0dsbCzx8fFkZmYCMHr0aB599FEmTZrEu+++S4sWLarlmJlLWyQONVyyZSFDdR2vCS9WFjL8/TZzLWs3fs6UR7IipizkJdvjtQRpTC0RgT1eG+M1xoS1yEq5Dku8xpiwVkcib861yNobY0zEESHiur2WeI0xYS0Sr2qwxGuMCWtC5HV5LfEaY8JaJA41XLKXk02cNI6jpw5U6zYbNWjGy5P/u9w2/urxZmdnM3v2bDIzM9m7dy+rVq1i5MiRgDPJZd++fdm5c2epbT377LM899xzbNiwgU6dOgGwfv160tPTmTx5st9p4gORlZXlrdULTrnHTz75hNmzZ1dpe8ZcDOf66sjqI16yiffoqQP0eaB6d3/FzKol8o4dO3qrhu3du5e33nrLm3grkpaWxttvv+1NvHPnzr3oojVZWVlER0d7E68xoRSBQ7wR9meklsrKyqJv374APPLII6xfv560tDQee+wxADweDw899BCpqal07dqVI0eOeJ87aNAgPvzwQ86fP09BQQHLly/3ViYDWLJkCenp6XTo0IEuXbqwceNGwEnwKSkppbb79ddfk5mZyYwZM0hLS2PRokXFYi2v/q8xNcFOrpkaN336dLp06UJOTg5TpkwBnCQ5dOhQtmzZQvv27Zk1a5a3fVxcHD179mTZsmUsXryYPn36EBMT412fnp7OmjVr2LhxIzNnziQjI8O7zt92W7duzf33309GRgY5OTml6jjMmTPHW/83JyeHLVu2sGTJkho+KuZSJj4/I8UlO9RQmzRr1oybb74ZgM6dO7N69epi60eMGEFmZibnzp1jwoQJLF261Lvu0KFDDB8+3DujhO9YcUXb9aei+r/GVDenOlmoo6helnhrgbi4OO/9qKioUifnunfvzgMPPAA4PVzfxPvggw8yduxYhg4dyqlTp0hMTAx4u/4U1f8dPHhwlffHmMpwrmqIrA/nlnjDTFVq2ooIU6dO9Ts55cmTJ71lKF9//fWAYzh8+LDfdUX1fwcMGEB8fDwHDx5ERPyWoTSmekRYd5dLOPE2atCsylchlLfNivirxzt8+HDv49TUVBITE+nQoQMDBw5kzJgxAb12//79/S6fPHkyo0aNokmTJgwaNCigbQ0ePJghQ4awYsWKUifPKlP/15jqEIkn14JSj1dE6gN/BzoB2ara12fd5cA8oDVwEhipqtvcdXcCzwNRwAJVrfAUeqD1eI0Be2/UBvfNzWbJhm388cF/WD3eSioAXgTqAQ+XWPfvwBZVHSQitwKvAr1EpCHwJ6Az8AOwSkRuUdWVQYrZGFOB48ePe2dHOXr0KD/++CPJycmAc4VO0RRWF8P3K8NnTxfwwqhVnM/34PEorW9qzKhJ7akTJWz/PJc5z29CBAoLlf7DWtLnzhS/2zyw6yRvPLORU8d+QhXGT+tCi+sbFmuz8p097N56jHuf63DR+1BSUBKvqv4ErBSR3n5W3w7c6rZbLCKzRKQx0BdYqaoHAUTkr25bS7zGhImGDRt65+WrqW84OifXnMQbVzeap+b0Ir5eNKrKtHFrWbN4H91/fQ0/a9OQF97tQ1R0Hc6eLmDCoI9I692EpCYJxbbnKVT+/PA67n3+Jlq1TyL/XCHnz3uqNeaKhMMYbzNgn8/j/e6y5iWWfwcMKPlkEckAvBenljfWqKr2cdIUE2lTX4WTPXv2MG7cOA4fPoyIMG3aNHr06FHp7fj+ytaJEuLrOWmrsEAp+KnQuy4+4UI6yz9XiKdQwc8/b86qgzRNaUCr9kkAxMZHEUtUuTHsyMnjzWc3Mn5aOnmHzvDejC9JapLAt9uP0+L6hvQbdi0Lpm0l7+AZhk1MpXP/5uVuLxwSb0m+mVHLWH6hgeoMYEbR47Zt25Y61CJCXFwceXl5JCUlWfI1gJN08/LyiIuLs/dEDbjnnnt49dVXadOmDbt376Zfv37s2rWrWJv8/PxiE6n6GjduHKNHj/Zbnezxwcs4sv9H2vduStdbk73Ld39xlNeeyObQd6e5a0IqSU0TKOngntPExEbx8n2fcOzwWVrf1Ji7JqYSG+c/+X7x6WH+NvULHn21G42vTiDv0Bm+/eoE417pQuJVdXlyyAo+ensXT73Vi/07TjD9oXWhS7wiMhoY5z4crarZZTTdDyQDu93HzYADOL3dVJ92zd22VZKcnMy+ffvIzc2t6iZMBIqLi/OOSZrqc+LECdauXcvQoUO9y86dO0dubi6NGzf2LouNjfUOVZTFd6ihyB/f70f+T4W8/mQ2G5YdIH2Ak+hS2jXipX/8imNHzvKf/7aOX/RoQpMW9Ys9t/C8h23rjjB54S9peEU8mY9ns/gv3zD4/jalXnv757l8symPJ/7Sg8uT4r3LU25M9Cb15FaX0abTFdSpIyS3upzc73+s8PjUWOJV1dlAIIM97wH3Ak+KyEBgp6rmishS4E8i0gTIBUYCk6oaT0xMDCkpKfbR0hRjPd2a4fF4qF+/foVJNaAer4jff6fYuCi6DbqG/3tnjzfxFkm8si7XtU9iU9ZBBv7rdcXWJTVN4PqOjb2JM31gc1a//63fGK5slsCRA2f49qvjpHa/MIwZHXvhmvk6IsS4j0UEDWC4OGhDDSKyBWgKNBCR/cBTqjoHeBmYJyI7gFPACABVPSEiE4HVODUlFlbHFQ32i2ZMzUtMTKRly5bFKu1t2rSpVOW8gHq8Pj+P/3CO2PgoEhrE4ClUsld8T/J1lwFw6NvTXNEsgajoOpw5VcDWNYe5a0Jqqe2l9WrC+69t58ypAhIaxLB1zRGat7zM72s3apLAqGc68NKY1Yx8UmjX9arKHYgyBC3xqmrpI+AsPwH4vbJfVecD82syLmNMzZg/fz4ZGRlMnTqVgoICunXrVqzAU6B8+0q5B8/wxtOf4/E4Y/St2id5hwi2rTvC0rk7iY4WPB7odXsL2nVzEuVH83Zy+ng+t2e0pd5lsQzJaMMzQ1dSRyC51eXc8bsby3z9xlcnMPG17rw09hNGPX1xJVe9+xRpH739fYHCGFN7PbIgh/fWbefFsYvC7gsUqop6oLDQg6dQnZtHKSxUxvf+4Ez+uUK/X6CIuMQrIie5iJNwQCJwrJrCCSaLO7gs7iASoU18vegC7wKlZObSomugiq1Sn59Fd7TERWbq81+JranP03xWqxZvrj5r1X22FhZqPVWt63d/Ii3xXiwR+VJV24Y6jsqyuIPL4g6u2hp3WSKr1poxxtQClniNMSbILPGWNqPiJmHJ4g4uizu4amvcftkYrzHGBJn1eI0xJsgs8RpjTJBZ4nWJSH0RWSYix0VkeajjKYuIPCwiO0Rkl4iML6ONiMh/iMg2EflSRGaKSPl172pYIHG77dJFZIMb+zYRuTqYcfqJJ6C43bYNReR7EanegrRVFOB7ZZiIbBaRLSLyWRk1s0NKRG5x38c7ReRNEQnHqoqVo6p2c8a544BbcL6+vDzU8ZQRY2vga6A+0ADYAVzrp90vgU9xpkyKwql3cVstiLsB8A3Qxn18OVA33OP2af86MBeYXYveK12BRu79G4BDQJ1Qx+8TXxRO5cIb3McLgVGhjutib9bjdanqT+oU4Tkd6ljK8RucuedOq+opYBHgb551BeKBWPcWB/ifNjg4Ao17GPCBqn4FTh0PVT0bxDhLCjRuROQWnOO8IojxlSeg2FV1jaoedR9+ifO+qV+yXQh1AvarOw8j8AbOTDS1miXe2sXfrBylKi67f0BWAgfd22otux5yMAQUN04vLU5EVojIJhH5g4S2nFxAcYtIXWAK8PsgxRWIQI+5r7uAbap6ssaiqryq7EfYs8Rb+1Q4K4eIdASuwSnD2RS4QUT+JQixlafCuIEYoDfwW5yPwF1wy4SGUCBxPwu8pqo/1Hw4lRJI7M5KkQ7AH4C7azKgKgp4P2qLSzrxishoEclxbx1DHY8/vjHi/OW/xmd1WbNy3A0sU9Wz7kf193DGr4OminF/ByxR1Tw37r8D1T/FazmqGHdX4GkR2Qu8AtwhIm/UeLAlVDF2RKQV8A5wp6ruqPlIKyXg/ahVQj3IHG43nB5XuJ5cawVsB+px4URUip92E4AFOH9Yo3B+qcbVgrhbAutxxhnr4IxLjgn3uEs8527C4+RaoMe8Oc6Jt36hjrmM/YgCdgFt3cfzsZNrkcWdJeMdoLuI7BeRu0McUjGq+g3wGrAZyAH+S1V3A4jI8yJyv9t0BnAe2ApsAU64zwuJQONW1Z3AW8BGnLiPAG+GJGgqdbzDTiVifwa4EmearaJPfz8LQch+qWohMAZYJCI7gTM4V47UavaVYWOMCTLr8RpjTJBZ4jXGmCCzxGuMMUFmidcYY4LMEq8xxgSZJV5jjAkyS7zGGBNklnhN2BORm0REReQ3IYzheREpVTfCjeuDEsuWiMj5Em1yRGSriHwsItcGI2YTvizxmtpgBPAZoS2YMxBY6md5IdBURK4AEJGrgKSSbVQ1TVVvBNYBU2s0UhP2LPGasObONnAHMBLoKSKNfNa1dmcN+UJE8t2e5ac1EENTIF/Lrj42H7jTvT8M+Fs5m8sCrnO3u0hEst2e8PTqiteEP0u8Jtz9CvhGVbcDi3FKRhYl5PeA6araDqeW7FqgRw3EcKv72mWZBwx1799FGYnXrS38T8AX7qL7VLUjkAr8XET6V0+4JtxZ4jXhbgROYsP9f9FwQ29gn6oWJcTNQKKqemoghtuA/y1rpaoeAM6KyO1ArqoeKtEkyi3VuBlnGOJRd/lYEdmEU8QmHWhX7ZGbsFT7J40zEUtEGgADgAx30XJgjnty6kacRFbkJuAzdyhiCc7H/544CfMXwGZVfUNEHgOuAqJVdbyINARmAaOBmcB4Vc3ziSEWuF5VfV/Ln7nAbMDfpJKFqppWYt96AUOAnqp6SkSm4pTDNJcA6/GacPbPwMfqzgnmlghcCAwHjgLtxdEYeBz4M07h9AWqOh3IxxmOeBm40T3xlQCcxB2SUNXjOEMUC4Df+yZdV09gVQCxvgu8CLwf4L5dBhx3k24SThI2lwjr8ZpwNgInue71WVYPp75wO+DXwDacRPqEqmaLyEQuTDipqnpMRNJxPs6/ADwGFODMGoGIxAPt3WX+JgS9DfjAz/Ji1JlQ8pVK7NtS4F4R2YYz88bHlXiuqeWsHq+JKCLyV5zC2XWBKar6gIg8CfwPzrhwc5wi8Q2A3+EMM7wEpAENVHVWie1tBm5W1TNB2wkT8SzxGmNMkNkYrzHGBJklXmOMCTJLvMYYE2SWeI0xJsgs8RpjTJBZ4jXGmCCzxGuMMUFmidcYY4LMEq8xxgTZ/wNsCEYdrieuGQAAAABJRU5ErkJggg==\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.plot_yse(loc, mode='extension', plot_bodies=True, kwds_fig=kwds_fig);" ] @@ -491,22 +314,9 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "color_levels = np.linspace(-1.4e9, 0, 100)\n", @@ -525,30 +335,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computing strength\n", - "Progress: 100%\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "strength = model.integrated_strength\n", "triangulation = tri.Triangulation(strength[:, 0], strength[:, 1])\n", @@ -618,8 +377,7 @@ "fig, ax = plt.subplots(figsize=(5,5), dpi=75)\n", "ax.set_aspect('equal')\n", "cm = ax.tricontourf(triangulation, strength[:, 2])\n", - "fig.colorbar(cm, label='Integrated strength / Pa m')\n", - "fig.show()" + "fig.colorbar(cm, label='Integrated strength / Pa m')" ] }, { @@ -631,46 +389,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computing elastic thickness\n", - "> Mode : compression\n", - "> Strain rate : 1e-16 1/s\n", - "> Horizontal resolution : 50000.0 m\n", - "> Number of vertical points : 500\n", - "> Min. sigma criterion : 20 MPa\n", - "> Lithostatic pressure crit.: 5.0 % of Plitho\n", - "Progress: 100%\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.compute_elastic_thickness()\n", "nlays, eet = model.elastic_thickness[1e-16]\n", @@ -694,27 +415,16 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computing brittle/ductile thicknesses\n", - "> Strain rate: 1e-16 1/s \n", - "> Resolution : 50000.0 m \n", - "Progress: 100%\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.compute_bd_thickness()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -725,32 +435,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Brittle thicknesses')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "triangles = tri.Triangulation(x, y)\n", "\n", @@ -780,32 +467,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'grad(T) / °C/km')" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "well = model.get_well(600e3, 7000e3, 'T', store=False)\n", "fig, ax = plt.subplots(figsize=(3,6))\n", @@ -829,7 +493,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:pygms]", + "display_name": "Python [conda env:pygms] *", "language": "python", "name": "conda-env-pygms-py" }, @@ -847,5 +511,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/pyGMS/structures.py b/pyGMS/structures.py index 996ca03..061d732 100644 --- a/pyGMS/structures.py +++ b/pyGMS/structures.py @@ -894,17 +894,17 @@ def compute_bd_thickness(self, dx=None, nz=500, mode='compression', return_params = ['t_brittle', 't_ductile'] if dx is None: - xpoints = self.data_raw[:, 0] - ypoints = self.data_raw[:, 1] - dx = xpoints[1] - xpoints[0] + pointsx = np.unique(self.data_raw[:, 0]) + pointsy = np.unique(self.data_raw[:, 1]) + dx = pointsx[1] - pointsy[0] else: xmin, xmax = self.xlim ymin, ymax = self.ylim pointsx = np.arange(xmin, xmax+dx, dx) pointsy = np.arange(ymin, ymax+dx, dx) - xgrid, ygrid = np.meshgrid(pointsx, pointsy) - xpoints = xgrid.flatten() - ypoints = ygrid.flatten() + xgrid, ygrid = np.meshgrid(pointsx, pointsy) + xpoints = xgrid.flatten() + ypoints = ygrid.flatten() t_brittle = OrderedDict() t_ductile = OrderedDict() @@ -972,16 +972,16 @@ def compute_elastic_thickness(self, dx=None, nz=500, mode='compression', """ strain_rate = strain_rate or self.strain_rate if dx is None: - xpoints = self.data_raw[:, 0] - ypoints = self.data_raw[:, 1] + pointsx = np.unique(self.data_raw[:, 0]) + pointsy = np.unique(self.data_raw[:, 1]) else: xmin, xmax = self.xlim ymin, ymax = self.ylim pointsx = np.arange(xmin, xmax+dx, dx) pointsy = np.arange(ymin, ymax+dx, dx) - xgrid, ygrid = np.meshgrid(pointsx, pointsy) - xpoints = xgrid.flatten() - ypoints = ygrid.flatten() + xgrid, ygrid = np.meshgrid(pointsx, pointsy) + xpoints = xgrid.flatten() + ypoints = ygrid.flatten() eff_Te = [] competent_layers = [] print('Computing elastic thickness')