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periodic topo calculations
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"%config InlineBackend.figure_format = 'retina'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import halfspace.load as hs\n", | |
"import halfspace.sandbox as hbx\n", | |
"import matplotlib.pyplot as plt\n", | |
"import scipy.signal as sc\n", | |
"import time" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"#import h5py\n", | |
"#b_stress_file = 'period_b_stress.h5'\n", | |
"#c_stress_file = 'period_b_stress.h5'\n", | |
"#stress_file = 'period_topo_stress.h5'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def zeta_t(x, t=0, g=9.81, rho=2700, lamb=1, eta=1):\n", | |
" \n", | |
" k = k_(lamb)\n", | |
" z_i = zeta_i(x, lamb) \n", | |
" return (np.exp(-(g * t * rho)/(2 * k * eta)) * np.cos(k * x) \n", | |
" * z_i)\n", | |
" \n", | |
"\n", | |
"def zeta_i(x, lamb=1):\n", | |
" \n", | |
" k = k_(lamb)\n", | |
" \n", | |
" return np.cos(k * x)\n", | |
" \n", | |
"\n", | |
"def k_(lamb):\n", | |
" return (np.pi) / lamb" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7ff8cc13d780>]" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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cIhPQPSZBmZS0v/KKJevVqtkGysaNQ0eUOW64wWoUjz/ebt0xihoAsGqVdRlbv96mng4Y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\nJz8OvfebJb0vqaqkjgn8Gbv2OgJAkZQrJ117rZ0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1I/FUVFTEDqGsqf/jynf/N2vmCfDw\n4f7fN90EvXrBwoV5/bV1NnUqdO/uq5s2bQpPPeUx7lCA0pDe+3Gp/+NS/5cPCyHU/4fNOgMvA7sD\nTwNzgCOA3sBc4OgQwrICthMAcjknqT8zU99HpP6Pq5D9P2UKnHeeryrapAmMGAFDh0KDBgX59f9i\n+XKvqN93nw+NOeIIX+V0330LF4Pe+3Gp/+NS/8dhZgCEEKxQvzPXGsi9eKJ9RQjh9BDC9SGEPsBo\noCvw8wK3IyJS8nr3hunT4Zxz4Isv4Ac/gB49fLaZQl27N2706Sj32w/uvdcr6jfcAH/+c2ETdhGR\nclHvSntSHZ8HLAwhdK5xbBfgQyAArUMIX+S7neT1qrRHpG/7can/44rV/889B5ddBu++6//duzfc\neKPPPGN5qP9s2uSrtd50E7z9tj933HFw991+s2wMeu/Hpf6PS/0fR7FV2nsn++drHgghrAL+CjQF\njixQOyIiZefkk2HWLLjlFp/TfcoUX5ypRw9fUXX16nR+zwcfwH/8h1fRBw70hL1TJ3j0Uf+dsRJ2\nEZFykUvS3jXZv13L8XnJvkuB2hERKUtNmsC11/pNqT/5iU+v+I9/wIUXwu67w+mnw8MP+/G6FuQ2\nb4bZs+H22+H4432O9R//2Cv6nTv70Jg5c+Dcc/NT0RcRkX+Vy21LzZN9bWv0VT6/rdlf0mpHRKSs\ntWjhw1Z+/GOfxeVXv4L//V+fdWbiRH9N69Y+y0u7dp6IN20KO+7oSfonn8BHH3kVffp0WLWqqu0G\nDTz5v+QSn3KyELPCiIhIlQhzDeSfqewTjfo+LvV/XMXQ/x99BM9/aTDitm3cCBMm+JZFxdD3pUz9\nH5f6vzzkUiuprIA3r+V45fMrCtSOiIiIiEhJyqXSPifZd63leOUY9NrGqqfdTkHv4BURERERKZRc\npnzsBMwHFgL7hmoNmVkz4AN8qsY9Qghr8t2OiIiIiEipqvfwmBDCAnyaxo7A5TUOjwCaAL+pTLTN\nrIGZdUuS9Hq3IyIiIiJSbupdaYf/XyV/GdgD+B0+1OUIoBcwFzgqhLA8eW0HYAGwKITQsb7tiIiI\niIiUm5ySdgAzawvcCJwM7AosBSYCI0IIK6u9rgOetL8bQuhU33ZERERERMpNzkm7iIiIiIjkl5bH\nEBERERHJOCXtIiIiIiIZV7RJu5kdZWZ/NLNlZvaFmU03s6vMrM7nZGZdzOxaM3vRzBab2Toz+9DM\nnjazXnkMvyiYWVszG2tmS81srZktNLPRZtYiRjvlJtd+M7NWZnaRmU00s/nJ/ycrzOzPZnahaQm9\nWuXjPWtm55nZ5mT7Tprxlpo0+9/M+iT/D3yYtLXEzJ4zs1PyEXuxS6PvzQ0wsylJf39hZu+Y2RNm\ndmQ+4y9WZnammY1JPp8/Tz4nflPPtnTN3U5p9H8hrrlFOabdzL4JPAV8ATwOLAP64ws0PRlCOLuO\n7TwGnA3MAv6StNMtaWtH4KoQwpjUT6AImFlnfEaf3YGnqZrRpzc+o8/RIYRlhWqn3KTRb2Z2KXAv\nflP3FOA9oA1wOr7S8FMhhLPydQ7FKh/vWTPbB5iBF0p2AS4KIYxNM+5SkWb/m9lI4PvAYuBZ4FN8\nlrLDgEkhhOtSP4EiluLn/oPAhXh/P53su+DX1gbA+SGER/NxDsXKzN4ADgb+CSzBc5FHQgjnb2c7\nuubWQxr9X5BrbgihqDbg34CPgTXAYdWebwz8FdgMDKhjW4OA7lt4/lhgHbAWaBP7nCP18/8kfXl5\njedvS56/r5DtlNuWRr/hH9L9tvB8a2BR0s7psc81a1va71nAgEnAPGBk0saFsc8zq1uKnz0XJ68f\nCzTYwvEvPVfuW0qfO+2T1y4FdqtxrFdy7J3Y55q1Lembzsnj45J+ejjGv2E5bmn0fyGuudE7qh4d\ne2Fy4uNq6bDNwNQUfs/z5ZrUAJ1r+2DFq4Sr8G+jTQrRTrltheg34EfJ77gz9vlmactH3wNXAZuA\nrwMVStrz3/94EedjfKVtJeeF7fseSTsTazn+ObAy9vlmeav25WZ7k0ZdcyP2/zbaTOWaW4xj2o9P\n9s9t4dhLeAW+p5k1zPH3bKixLye9k/3zNQ+EEFbhf9FoCmxrbGJa7ZSbQvTbxhp7can2vZntD9wC\n3BFC+EtaQZawtPq/L7AbMAEIZtbP/P6lqzSmulZp9f1M4EPgCDPbtfoBMzsWTx4n5RytbImuudmV\nyjW3GJP2rsn+7ZoHQgibSCorwJcWcKorM2sP9AFW418Eyk2tfZyYl+y7FKidcpPXfjOzBkDlOL0t\nffktZ6n1fdLPvwHeBa7PObLykFb/fzXZrwPeAP4A3AyMBl42s6lmtlsugZagVPo+hLAWOBWv6s42\ns/vN7GYzewIfuvE88N0U4pUv0zU3g9K85hZj0t4cCEBtq6SuxMeQ1usuaTNrDDwKNAIqQnmuxto8\n2W+tj2HbfZxWO+Um3/12C3Ag8EwI4YV6tlGq0uz7G4BDgMEhhHW5BlYm0ur/PZL9D6gamrQLfqPZ\n8/h9S7+tf5glKc33/pvAeGAn4CLgWuBM/Ibgh0IIn9Y/TNkKXXOzKbVrbpSk3czerTb1WV22ek17\nVI+4dsQrY0cBj4UQbivE7xUpFDO7ErgaeAsYGDmckmVmR+BjGEeFEP4WO54yVHlt2wD0DyG8HEL4\nIoQwEzgNeB84TkNl0pdUFScDPwMewP/q3QQ4HFgAPGpmt8aLUKRw0r7mNsg5ovqZj0/XWFdLqj2u\nrKQ3r+W1lc+v2J6AkoT9Ebwa8Dhw3vb8fImp/Daeax+n1U65yUu/mdkQ4A58itM+IQT1+5fl3PdJ\n0vIwPr3aT2t7Wb2iK31pvfcrj78eQniv+oEQwhoz+x/gO/gwmmn1CbQEpdX35wE9gQkhhO9Xe/51\nMzsNH7pxjZn9MoSwsN7Rypbompsh+bjmRknaQwgn5PDjc/Fv7F2B16sfSC6WHfHqyoK6NpjctPoo\nnrA/is8hW3wT2KdnTrLvWsvxyvFwtY2bS7udcpN6v5nZUOB2fK7wPvrzdK3S6Ptdqr1ubS3raTxg\nZg/gMwkM2+4oS1fanz21XSQrn9+5jnGVg7T6vkeyn1LzQPKF6e/4mPdD8HvQJD265mZEvq65sSrt\nuZgMnAucDDxW49ix+Ifwn0IIdZr1xcwaAU/giz48FEK4IMVYi1Xlh21fM7PqX2DMrBlwNH6T7rYq\nVGm1U25S7Tczuxa/Ce91oG/Qwhpbk0bfrwV+jd97U9PhwKHAn/ECxMtpBF1C0nrvT8b7/4Ca7SQO\nSvZKGquk1ffrk/0etRzfvcbrJD265mZAXq+5sefDrMdcl83w+XfXAodXe34n/AK4GTi7xs/8G766\nVZsazzcGnkl+5n6SFWK1BfA7nDcDQ2o8f3vy/L3VnmuQ9G+nXNrRlpf+H568/hWgRezzKoYtrb6v\npe0KNE97QfofXw1yMzC0xvMnJs9/BjSLfb5Z2tLoe+AbyWs/APaqceyU5NhqoGXs883qxjbmCdc1\nN9P9n9drriW/pKiY2TeBJ/HE/TFgOV4p3w/4bQhhQI3XD8ZXxfuXSrqZjcNXRf0UX3p2S6aEEP6U\n9jlknZl1wr8E7QH8jqqlkHvhFcKjQgjLk9d2wIcjLQohdKxvO1Iljf43s0HAOHz2jDH4oiY1j8ON\nVAAAAb5JREFULQwhPJSv8yhGab33a2m7Ap9V5qIQwtj0oy9+KX727J20sw9eeX8DHz55Kv7/xDkh\nhIl5P6EikmLfT8D7+Z/AROAjYH/g/+F/ARkaQhiT9xMqImZ2Kt5nAG3wL5cLgMr1HT4JIfwgeW0H\ndM1NVRr9X5BrbuxvNDl8EzoKr5Ivw29qnY6vPPilajmemG8CxtZ4fkry/Cb8m1HNbRNwQ+xzjdjH\nbfEvO0vx+Y4X4t/Wm9d4XYekvxbk0o62dPsfvwmy8n28pff3ZuDF2OeZxS2t9/4W2v1p8u+hSnsB\n+h9fYOkufK78dfhfaZ8CesQ+x6xuafQ9PnvPpfhiPivx+8w+BH4PnBD7HLO41fi8rr5trtnPuuZm\ns/8Lcc0tykq7iIiIiEg5KcbFlUREREREyoqSdhERERGRjFPSLiIiIiKScUraRUREREQyTkm7iIiI\niEjGKWkXEREREck4Je0iIiIiIhmnpF1EREREJOOUtIuIiIiIZJySdhERERGRjFPSLiIiIiKScUra\nRUREREQyTkm7iIiIiEjGKWkXEREREck4Je0iIiIiIhmnpF1EREREJOOUtIuIiIiIZNz/AYQjxvoG\nArZjAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff8ce1a7358>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 374 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(np.linspace(-0.2, 1.2, 1000),\n", | |
" zeta_t(np.linspace(-0.2, 1.2, 1000)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"5.0" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"x, step = np.linspace(-10000, 15000, 5001, retstep=True)\n", | |
"step" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"sin_topo_1d = (zeta_t(x, lamb=5000) * 2 -1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7ff8cc119978>]" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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oMIX9BSVhf0FJbO8v8sCiISO8qM2w/aJmLsxgLigJc0FJmAsqt7sLXL8uv45W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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff8cc160358>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 390 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(x, sin_topo_1d)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(30001, 5001)" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sin_topo = np.tile(sin_topo_1d, (30001,1))\n", | |
"sin_topo.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"#z_range, z_step = np.linspace(10, 10010, 11, retstep=True)\n", | |
"#z_range = np.insert(z_range, 0, 1)\n", | |
"\n", | |
"z_range = np.array([step, 10, 510, 1010, 2010])\n", | |
"\n", | |
"z_len = len(z_range)\n", | |
"#z_step" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[2001 2001]\n" | |
] | |
} | |
], | |
"source": [ | |
"kernel_rad = 5000\n", | |
"kernel_len = int( kernel_rad * 2 / step +1 )\n", | |
"kernel_shape = np.array( [kernel_len, kernel_len] )\n", | |
"print(kernel_shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"dem = -sin_topo" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"b_conv_mode='same'\n", | |
"c_conv_mode='same'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"b_out_x, b_out_y = hbx.size_output(kernel_shape, dem.shape,\n", | |
" mode=b_conv_mode)\n", | |
"\n", | |
"b_out_size = np.array((b_out_x, b_out_y, z_len))\n", | |
"b_stress_empty = np.zeros( (b_out_size))\n", | |
"\n", | |
"#b_db = h5py.File(b_stress_file, mode='w')\n", | |
"b_dict = {}\n", | |
"comp_list = ['xx', 'zz', 'yy', 'xy', 'xz', 'yz']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"working on xx stresses\n", | |
"120.15907955169678 secs for convolution\n", | |
"working on zz stresses\n", | |
"115.03383326530457 secs for convolution\n", | |
"working on yy stresses\n", | |
"118.32640790939331 secs for convolution\n", | |
"working on xy stresses\n", | |
"119.20705580711365 secs for convolution\n", | |
"working on xz stresses\n", | |
"115.10026407241821 secs for convolution\n", | |
"working on yz stresses\n", | |
"114.62678289413452 secs for convolution\n", | |
"done with Boussinesq calcs in 11.94783642689387 m\n" | |
] | |
} | |
], | |
"source": [ | |
"t2 = time.time()\n", | |
"for comp in comp_list:\n", | |
" print('working on {} stresses'.format(comp) )\n", | |
" b_dict[comp] = b_stress_empty.copy()\n", | |
" \n", | |
" t_conv_start = time.time()\n", | |
" for i, z in enumerate(z_range):\n", | |
" b_dict[comp][:,:,i] = hs.do_b_convo(component=comp, z=z, \n", | |
" load=dem, \n", | |
" Fv=1, load_mode='topo',\n", | |
" conv_mode=b_conv_mode, \n", | |
" kernel_radius=kernel_rad,\n", | |
" kernel_res=step,\n", | |
" lamb=1, mu=0)\n", | |
" t_conv_stop = time.time()\n", | |
" print(t_conv_stop - t_conv_start, 'secs for convolution')\n", | |
" #b_dict[comp] *= 1e-6 # scale results to MPa\n", | |
" \n", | |
" #b_db.create_dataset('b_{}_MPa'.format(comp), data = b_dict[comp],\n", | |
" # chunks = True, compression = 'gzip')\n", | |
"\n", | |
" #del b_dict[comp]\n", | |
"\n", | |
"print('done with Boussinesq calcs in', (time.time() - t2) / 60., 'm')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"b_xx_top = b_dict['xx'][:,:,0]\n", | |
"b_xy_top = b_dict['xy'][:,:,0]\n", | |
"b_yy_top = b_dict['yy'][:,:,0]\n", | |
"\n", | |
"b_shape = b_xx_top.shape\n", | |
"\n", | |
"topo = hs._centered(dem, b_shape)\n", | |
"topo_dy, topo_dx = np.gradient(topo, step)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"Fv = 1\n", | |
"\n", | |
"Fht_x = topo * Fv * topo_dx\n", | |
"Fhb_x = b_xx_top * topo_dx + b_xy_top * topo_dy \n", | |
"\n", | |
"Fht_y = topo * Fv * topo_dy\n", | |
"Fhb_y = b_yy_top * topo_dy + b_xy_top * topo_dx\n", | |
"#Fhb_y =b_xy_top * topo_dx\n", | |
"\n", | |
"Fh_x = Fht_x + Fhb_x\n", | |
"Fh_y = Fht_y + Fhb_y" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"c_x = np.zeros([topo.shape[0], topo.shape[1], z_len])\n", | |
"c_y = c_x.copy()\n", | |
"\n", | |
"cerr_x = {}\n", | |
"cerr_y = {}\n", | |
"cerr = {}\n", | |
"total_dict = {}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"working on xx stresses\n", | |
"working on zz stresses\n", | |
"working on yy stresses\n", | |
"working on xy stresses\n", | |
"working on xz stresses\n", | |
"working on yz stresses\n", | |
"done with topo corrections in 24.92117267847061 m\n" | |
] | |
} | |
], | |
"source": [ | |
"#comp_list = ['xx', 'zz', 'xz', 'yy', ]\n", | |
"\n", | |
"t3 = time.time()\n", | |
"for comp in comp_list:\n", | |
" print('working on {} stresses'.format(comp))\n", | |
"\n", | |
" cerr_x[comp] = c_x.copy()\n", | |
" cerr_y[comp] = c_y.copy()\n", | |
"\n", | |
" for i, z in enumerate(z_range):\n", | |
" cerr_x[comp][:,:,i] = hs.do_c_convo(component=comp, f_dir='x',z=z,\n", | |
" load=Fh_x, kernel_res=step,\n", | |
" kernel_radius=kernel_rad,\n", | |
" conv_mode=c_conv_mode,\n", | |
" lamb=1, mu=0) \n", | |
"\n", | |
" cerr_y[comp][:,:,i] = hs.do_c_convo(component=comp, f_dir='y', z=z,\n", | |
" load=Fh_y, kernel_res=step,\n", | |
" kernel_radius=kernel_rad,\n", | |
" conv_mode=c_conv_mode,\n", | |
" lamb=1, mu=0)\n", | |
" \n", | |
" total_dict[comp] = cerr_x[comp] + cerr_y[comp] + b_dict[comp]\n", | |
" \n", | |
" #del b_dict[comp]\n", | |
" #del cerr_x[comp]\n", | |
" #del cerr_y[comp]\n", | |
"\n", | |
"print('done with topo corrections in', (time.time() - t3) / 60., 'm')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(30001, 5001, 5)" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"total_dict['xx'].shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"c_dict = {}\n", | |
"for comp in comp_list:\n", | |
" c_dict[comp] = cerr_x[comp] + cerr_y[comp]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/ubuntu/anaconda3/lib/python3.4/site-packages/numexpr/cpuinfo.py:40: UserWarning: [Errno 12] Cannot allocate memory\n", | |
" warnings.warn(str(e), UserWarning, stacklevel=stacklevel)\n" | |
] | |
} | |
], | |
"source": [ | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(5001, 5)" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"total_dict['xx'][15000,:,:].shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"topo = pd.Series(data= -sin_topo_1d, index=x)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"xx_slice = pd.DataFrame(total_dict['xx'][15000,:,:], index=x, columns=z_range)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"xx_slice = pd.DataFrame(total_dict['xx'][15000,:,:], index=x, columns=z_range)\n", | |
"yy_slice = pd.DataFrame(total_dict['yy'][15000,:,:], index=x, columns=z_range)\n", | |
"zz_slice = pd.DataFrame(total_dict['zz'][15000,:,:], index=x, columns=z_range)\n", | |
"xy_slice = pd.DataFrame(total_dict['xy'][15000,:,:], index=x, columns=z_range)\n", | |
"xz_slice = pd.DataFrame(total_dict['xz'][15000,:,:], index=x, columns=z_range)\n", | |
"yz_slice = pd.DataFrame(total_dict['yz'][15000,:,:], index=x, columns=z_range)\n", | |
"\n", | |
"c_xx_slice = pd.DataFrame(c_dict['xx'][15000,:,:], index=x, columns=z_range)\n", | |
"c_yy_slice = pd.DataFrame(c_dict['yy'][15000,:,:], index=x, columns=z_range)\n", | |
"c_zz_slice = pd.DataFrame(c_dict['zz'][15000,:,:], index=x, columns=z_range)\n", | |
"c_xy_slice = pd.DataFrame(c_dict['xy'][15000,:,:], index=x, columns=z_range)\n", | |
"c_xz_slice = pd.DataFrame(c_dict['xz'][15000,:,:], index=x, columns=z_range)\n", | |
"c_yz_slice = pd.DataFrame(c_dict['yz'][15000,:,:], index=x, columns=z_range)\n", | |
"\n", | |
"b_xx_slice = pd.DataFrame(b_dict['xx'][15000,:,:], index=x, columns=z_range)\n", | |
"b_yy_slice = pd.DataFrame(b_dict['yy'][15000,:,:], index=x, columns=z_range)\n", | |
"b_zz_slice = pd.DataFrame(b_dict['zz'][15000,:,:], index=x, columns=z_range)\n", | |
"b_xy_slice = pd.DataFrame(b_dict['xy'][15000,:,:], index=x, columns=z_range)\n", | |
"b_xz_slice = pd.DataFrame(b_dict['xz'][15000,:,:], index=x, columns=z_range)\n", | |
"b_yz_slice = pd.DataFrame(b_dict['yz'][15000,:,:], index=x, columns=z_range)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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ds8but24Nn35qxcsiImlB4cBHKByISFqJjra6gsHeNdRuugm+/NJm+JxXUhJMmwb9+rF+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\nEHQajNgNw//JhP6P+apfQVqLj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"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431ca6470>" | |
] | |
}, | |
"metadata": { | |
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"height": 255, | |
"width": 387 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"topo[0:5000].plot(color='r', lw=2)\n", | |
"for i in z_range:\n", | |
" zz_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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ctXV1W5+XEBPDkRkZnDt4MHunpUXmKKLj2EaTK1dqiZhIJNlnH/jsM3jmmYjt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\nAGhNaAEAAFr7BlxbY5RfX4wSAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431f3b5f8>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 251, | |
"width": 406 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"#topo.plot(c='r', lw=2)\n", | |
"for i in z_range:\n", | |
" c_zz_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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U6/bcpXshvPMOPP20PYWKSI6lcOAmFA5EJNMlJFgTXC8KBmblSkyc1J4X/xhjHfjpFVr7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\nvlrtnzBzJiP/9jQrL1hEi63DOPrWKti8GXr2rPWjQ8dClHx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rCpF2UU1jbyBQFQK2+Hxs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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431c73ac8>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 387 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"topo[0:5000].plot(color='r', lw=2)\n", | |
"for i in z_range:\n", | |
" xx_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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zbvfnKFLExtpErtHD3X1pETEb3E4+aHie30smnXC54NFHremNREQykcKBiHg/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\nkIkVj9qxkPbedvKuySN/XD65l+dicDQP1+e3Zvd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WTkHEQV0frFb7dwH7NE3rVuucEziO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\nQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431c10588>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 387 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"topo[0:5000].plot(color='r', lw=2)\n", | |
"for i in z_range:\n", | |
" b_xx_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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EqUtJ31+d2283yxBCQx2uNwfZvBnatoV9+yD/ja9wtOYTAIxeCk+tO+vAadM0giAiGUrh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\n3HMQH99+b1KS3NjJDAcHPxUqm/j9wcePVWaltfYjSR2KvdRO7e5aaia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ueH0tKISU8n/m+LoC9Z5l4VCgde7mw4uH3bNgIt69wjwLII9vMjMiCACH9/Iv72MSowkOigIIoF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\nICIiIiIigJIDERERERGJ/D9jeBAwh3KEJwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431f6ba20>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 387 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"topo[0:5000].plot(color='r', lw=2)\n", | |
"for i in z_range:\n", | |
" b_yy_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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wrr8jt9PCmPv12EAgzXt/P/vXolPfF0tqMLC7zZcuOVB/CYC76u/a8z0P92pj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Ep+Ki+2KIotjm7z8p5lPrxr+ni6v8hNK2b4eTDGD0dG+PHICO/q7eVLK1fSM8sW+UIJ/FbTECMv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\n6QuBQqBdDesrIiIiIiJxwgpMxgevbyXI+wt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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff8cc168d68>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 403 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"#topo.plot(c='r', lw=2)\n", | |
"for i in z_range:\n", | |
" c_xx_slice.loc[:,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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g/Hi3y5T2qE8fZxdlrxcefxymTQNgYu/eHNyxI/kNDVy0bBkBrT9ocxQORERE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CAAAg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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff433925710>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 255, | |
"width": 387 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"#topo.plot(c='r', lw=2)\n", | |
"for i in z_range:\n", | |
" xz_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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8uaD3qzn0OZVlWRQNK8q/b/o3AKPWjnI4kYiIiIhkFxX0fqR7ze6EBoWy4sAKDp055HQc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\n9ePQyUOl+lhTt0wF4I72d2CMK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"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7ff431ef5400>" | |
] | |
}, | |
"metadata": { | |
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"height": 261, | |
"width": 378 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"#topo[0:5000].plot(color='r', lw=2)\n", | |
"for i in z_range:\n", | |
" yz_slice.loc[0:5000,i].plot()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"xx_slice.to_csv('xx_slice.csv')\n", | |
"yy_slice.to_csv('yy_slice.csv')\n", | |
"zz_slice.to_csv('zz_slice.csv')\n", | |
"xy_slice.to_csv('xy_slice.csv')\n", | |
"xz_slice.to_csv('xz_slice.csv')\n", | |
"yz_slice.to_csv('yz_slice.csv')\n", | |
"\n", | |
"b_xx_slice.to_csv('b_xx_slice.csv')\n", | |
"b_yy_slice.to_csv('b_yy_slice.csv')\n", | |
"b_zz_slice.to_csv('b_zz_slice.csv')\n", | |
"b_xy_slice.to_csv('b_xy_slice.csv')\n", | |
"b_xz_slice.to_csv('b_xz_slice.csv')\n", | |
"b_yz_slice.to_csv('b_yz_slice.csv')\n", | |
"\n", | |
"c_xx_slice.to_csv('c_xx_slice.csv')\n", | |
"c_yy_slice.to_csv('c_yy_slice.csv')\n", | |
"c_zz_slice.to_csv('c_zz_slice.csv')\n", | |
"c_xy_slice.to_csv('c_xy_slice.csv')\n", | |
"c_xz_slice.to_csv('c_xz_slice.csv')\n", | |
"c_yz_slice.to_csv('c_yz_slice.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"#del topo_dict" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 57, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'/home/ubuntu/stress/halfspace_testing_ground/notebooks'" | |
] | |
}, | |
"execution_count": 57, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pwd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 58, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>5.0</th>\n", | |
" <th>10.0</th>\n", | |
" <th>510.0</th>\n", | |
" <th>1010.0</th>\n", | |
" <th>2010.0</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>-10000</th>\n", | |
" <td>-0.483500</td>\n", | |
" <td>-0.486238</td>\n", | |
" <td>-0.088683</td>\n", | |
" <td>0.048479</td>\n", | |
" <td>0.077135</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>-9995</th>\n", | |
" <td>-0.643381</td>\n", | |
" <td>-0.536920</td>\n", | |
" <td>-0.087234</td>\n", | |
" <td>0.049381</td>\n", | |
" <td>0.077243</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>-9990</th>\n", | |
" <td>-0.745059</td>\n", | |
" <td>-0.616228</td>\n", | |
" <td>-0.085782</td>\n", | |
" <td>0.050282</td>\n", | |
" <td>0.077348</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>-9985</th>\n", | |
" <td>-0.802143</td>\n", | |
" <td>-0.683741</td>\n", | |
" <td>-0.084331</td>\n", | |
" <td>0.051180</td>\n", | |
" <td>0.077450</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>-9980</th>\n", | |
" <td>-0.837149</td>\n", | |
" <td>-0.734355</td>\n", | |
" <td>-0.082880</td>\n", | |
" <td>0.052075</td>\n", | |
" <td>0.077549</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 5 10 510 1010 2010\n", | |
"-10000 -0.483500 -0.486238 -0.088683 0.048479 0.077135\n", | |
"-9995 -0.643381 -0.536920 -0.087234 0.049381 0.077243\n", | |
"-9990 -0.745059 -0.616228 -0.085782 0.050282 0.077348\n", | |
"-9985 -0.802143 -0.683741 -0.084331 0.051180 0.077450\n", | |
"-9980 -0.837149 -0.734355 -0.082880 0.052075 0.077549" | |
] | |
}, | |
"execution_count": 58, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"xx_slice.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.4.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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