From e11a3ccf65be91aaf7fdab0136842be1928e161f Mon Sep 17 00:00:00 2001 From: Rowan Cockett Date: Fri, 30 Aug 2013 21:34:15 -0700 Subject: [PATCH] Bug Fixes in TensorView and test_utils Updated ipnbs --- SimPEG/TensorView.py | 15 ++-- SimPEG/parameters.py | 128 +++++++++++++-------------- SimPEG/tests/test_utils.py | 4 +- notebooks/exLomPlots.ipynb | 28 +++--- notebooks/exPlotImage2D.ipynb | 159 ++++++++++++++++++++-------------- 5 files changed, 184 insertions(+), 150 deletions(-) diff --git a/SimPEG/TensorView.py b/SimPEG/TensorView.py index e98fb93e..01cad4e4 100644 --- a/SimPEG/TensorView.py +++ b/SimPEG/TensorView.py @@ -13,7 +13,7 @@ class TensorView(object): def __init__(self): pass - def plotImage(self, I, imageType='CC', figNum=1,ax=None,direction='z',numbering=True): + def plotImage(self, I, imageType='CC', figNum=1,ax=None,direction='z',numbering=True,annotationColor='w'): """ Mesh.plotImage(I) @@ -126,11 +126,11 @@ class TensorView(object): nY = np.ceil(self.nCz/nX) # allocate space for montage - C = np.zeros((nX*self.nCx,nY*self.nCz)) - - nCx = self.nCx nCy = self.nCy + + C = np.zeros((nX*nCx,nY*nCy)) + for iy in range(int(nY)): for ix in range(int(nX)): iz = ix + iy*nX @@ -142,6 +142,7 @@ class TensorView(object): C = np.ma.masked_where(np.isnan(C), C) xx = np.r_[0, np.cumsum(np.kron(np.ones((nX, 1)), self.hx).ravel())] yy = np.r_[0, np.cumsum(np.kron(np.ones((nY, 1)), self.hy).ravel())] + # Plot the mesh ph = ax.pcolormesh(xx, yy, C.T) # Plot the lines gx = np.arange(nX+1)*self.vectorNx[-1] @@ -151,8 +152,8 @@ class TensorView(object): gxY = np.kron(np.ones((nX+1, 1)), np.array([0, sum(self.hy)*nY, np.nan])).ravel() gyX = np.kron(np.ones((nY+1, 1)), np.array([0, sum(self.hx)*nX, np.nan])).ravel() gyY = np.c_[gy, gy, gy+np.nan].ravel() - ax.plot(gxX, gxY, 'w-', linewidth=2) - ax.plot(gyX, gyY, 'w-', linewidth=2) + ax.plot(gxX, gxY, annotationColor+'-', linewidth=2) + ax.plot(gyX, gyY, annotationColor+'-', linewidth=2) if numbering: pad = np.sum(self.hx)*0.04 @@ -161,7 +162,7 @@ class TensorView(object): iz = ix + iy*nX if iz < self.nCz: ax.text((ix+1)*self.vectorNx[-1]-pad,(iy)*self.vectorNy[-1]+pad, - '#%i'%iz,color='w',verticalalignment='bottom',horizontalalignment='right',size='x-large') + '#%i'%iz,color=annotationColor,verticalalignment='bottom',horizontalalignment='right',size='x-large') plt.show() return ph diff --git a/SimPEG/parameters.py b/SimPEG/parameters.py index c90686b0..842c96e9 100644 --- a/SimPEG/parameters.py +++ b/SimPEG/parameters.py @@ -5,64 +5,64 @@ import TensorView as tv def getIndecesBlock(p0,p1,ccMesh): """ - Creates a vector containing the block indexes in the cell centerd mesh. - Returns a tuple - + Creates a vector containing the block indexes in the cell centerd mesh. + Returns a tuple + The block is defined by the points - p0 : describe the position of the left upper front corner, and + p0 : describe the position of the left upper front corner, and p1 : describe the position of the right bottom back corner. - + ccMesh represents the cell-centered mesh - - The points p0 and p1 must live in the the same dimensional space as the mesh. + + The points p0 and p1 must live in the the same dimensional space as the mesh. """ - + # Validation of the input assert type(p0) == np.ndarray, "Vector must be a numpy array" assert type(p1) == np.ndarray, "Vector must be a numpy array" - + # Validation: p0 and p1 live in the same dimensional space assert len(p0) == len(p1), "Dimension mismatch. len(p0) != len(p1)" # Validation: mesh and points live in the same dimensional space dimMesh = np.size(ccMesh[0,:]) assert len(p0) == dimMesh, "Dimension mismatch. len(p0) != dimMesh" - + if dimMesh == 1: # Define the reference points - x1 = p0[0] - x2 = p1[0] - + x1 = p0[0] + x2 = p1[0] + indX = (x1 <= ccMesh[:,0]) & (ccMesh[:,0] <= x2) ind = np.where(indX) - + elif dimMesh == 2: # Define the reference points - x1 = p0[0] - y1 = p0[1] - - x2 = p1[0] - y2 = p1[1] - + x1 = p0[0] + y1 = p0[1] + + x2 = p1[0] + y2 = p1[1] + indX = (x1 <= ccMesh[:,0]) & (ccMesh[:,0] <= x2) indY = (y1 <= ccMesh[:,1]) & (ccMesh[:,1] <= y2) - + ind = np.where(indX & indY) - + else: # Define the points - x1 = p0[0] - y1 = p0[1] + x1 = p0[0] + y1 = p0[1] z1 = p0[2] - - x2 = p1[0] - y2 = p1[1] + + x2 = p1[0] + y2 = p1[1] z2 = p1[2] - + indX = (x1 <= ccMesh[:,0]) & (ccMesh[:,0] <= x2) indY = (y1 <= ccMesh[:,1]) & (ccMesh[:,1] <= y2) indZ = (z1 <= ccMesh[:,2]) & (ccMesh[:,2] <= z2) - + ind = np.where(indX & indY & indZ) # Return a tuple @@ -76,28 +76,28 @@ def defineBlockConductivity(p0,p1,ccMesh,condVals): """ sigma = np.zeros(ccMesh.shape[0]) + condVals[1] ind = getIndecesBlock(p0,p1,ccMesh) - + sigma[ind] = condVals[0] - + return sigma - + def defineTwoLayeredConductivity(depth,ccMesh,condVals): """ Define a two layered model. Depth of the first layer must be specified. CondVals vector with the conductivity values of the layers. Eg: - - Convention to number the layers: + + Convention to number the layers: <----------------------------|------------------------------------> 0 depth zf 1st layer 2nd layer """ sigma = np.zeros(ccMesh.shape[0]) + condVals[1] - + dim = np.size(ccMesh[0,:]) - + p0 = np.zeros(dim) p1 = np.zeros(dim) - + # Identify 1st cell centered reference point p0[0] = ccMesh[0,0] p0[1] = ccMesh[0,1] @@ -107,30 +107,30 @@ def defineTwoLayeredConductivity(depth,ccMesh,condVals): p1[0] = ccMesh[-1,0] p1[1] = ccMesh[-1,1] p1[2] = ccMesh[-1,2] - depth; - + ind = getIndecesBlock(p0,p1,ccMesh) - + sigma[ind] = condVals[0]; - + return sigma - + def scalarConductivity(ccMesh,pFunction): """ - Define the distribution conductivity in the mesh according to the - analytical expression given in pFunction + Define the distribution conductivity in the mesh according to the + analytical expression given in pFunction """ xCC = ccMesh[:,0] yCC = ccMesh[:,1] zCC = ccMesh[:,2] - + sigma = pFunction(xCC,yCC,zCC) - + return sigma if __name__ == '__main__': - + # Define the mesh - + testDim = 3 h1 = 0.3*np.ones(7) h1[0] = 0.5 @@ -149,44 +149,44 @@ if __name__ == '__main__': h = [h1, h2, h3] M = tm.TensorMesh(h, x0) - + ccMesh = M.gridCC - + # ------------------- Test conductivities! -------------------------- print('Testing 1 block conductivity') - + p0 = np.array([0.5,0.5,0.5]) p1 = np.array([1.0,1.0,1.0]) condVals = np.array([100,1e-6]) - - sigma = defineBlockConductivity(p0,p1,ccMesh,condVals) + + sigma = defineBlockConductivity(p0,p1,ccMesh,condVals) # Plot sigma model - #M.plotImage(sigma) - print sigma + print sigma.shape + M.plotImage(sigma) print 'Done with block! :)' - + # ----------------------------------------- - print('Testing the two layered model') + print('Testing the two layered model') condVals = np.array([100,1e-5]); depth = 1.0; - + sigma = defineTwoLayeredConductivity(depth,ccMesh,condVals) - - #M.plotImage(sigma) + + M.plotImage(sigma) print sigma print 'layer model!' - + # ----------------------------------------- print('Testing scalar conductivity') - + pFunction = lambda x,y,z: np.exp(x+y+z) - + sigma = scalarConductivity(ccMesh,pFunction) - + # Plot sigma model M.plotImage(sigma) print sigma print 'Scalar conductivity defined!' - + # ----------------------------------------- diff --git a/SimPEG/tests/test_utils.py b/SimPEG/tests/test_utils.py index 393cd78d..0dcdd362 100644 --- a/SimPEG/tests/test_utils.py +++ b/SimPEG/tests/test_utils.py @@ -2,8 +2,7 @@ import numpy as np import unittest import sys sys.path.append('../') -from utils import mkvc, ndgrid, indexCube -from sputils import sdiag, inv3X3BlockDiagonal, inv2X2BlockDiagonal, sp +from utils import mkvc, ndgrid, indexCube, sdiag, inv3X3BlockDiagonal, inv2X2BlockDiagonal class TestSequenceFunctions(unittest.TestCase): @@ -64,6 +63,7 @@ class TestSequenceFunctions(unittest.TestCase): self.assertTrue(np.all(indexCube('H', nN) == np.array([10, 11, 13, 14, 19, 20, 22, 23]))) def test_invXXXBlockDiagonal(self): + import scipy.sparse as sp a = [np.random.rand(5, 1) for i in range(4)] diff --git a/notebooks/exLomPlots.ipynb b/notebooks/exLomPlots.ipynb index e2156396..3170f831 100644 --- a/notebooks/exLomPlots.ipynb +++ b/notebooks/exLomPlots.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "exLomPlots" + "name": "" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,13 +16,13 @@ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from SimPEG import LogicallyOrthogonalMesh, utils, exampleLomGird\n", + "from SimPEG import LogicallyOrthogonalMesh, utils\n", "mkvc = utils.mkvc" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 38 + "prompt_number": 2 }, { "cell_type": "markdown", @@ -37,13 +37,13 @@ "cell_type": "code", "collapsed": false, "input": [ - "X, Y = exampleLomGird([3,3],'rotate')\n", + "X, Y = utils.exampleLomGird([3,3],'rotate')\n", "M = LogicallyOrthogonalMesh([X, Y])" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 39 + "prompt_number": 4 }, { "cell_type": "code", @@ -55,14 +55,15 @@ "metadata": {}, "outputs": [ { + "metadata": {}, "output_type": "display_data", - "png": 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106oqvTJ0003gfTUzSwphEEkGilillnrLLfDYY1BeDi1aqI2l7pTaZrhw+OjY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\nw4bpo6iWLdNH/3gaOTMQrkK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FqOhTAEhZAeOK67ZP17Oki7fy9nruLSQpCFPIKCRdt3Pg4523GxdeQpKCBfQd\nEq46BMNZbb6C6X0Kwhb13BtIn4Iwxfe/D//1X1BZqS8nbTuhoSRd+jE3F4KCoEsX/XkhrESSggXs\n35EL06JVh2Gorl0hLAyys/WlL1S7fClvMyRdWs4Y4De/0e9nnfQH04q3BDvUc28gSUGRpIQEKCzE\nt28ueZsOk5T+if5CaKjbB4g3qW1CskJSUCkmBh59VHUU5rBjPfd0khRUKSwkKSMDZ29IKi0j+t8F\nAK4mBm8UEVXCCx9/zK+YpToUpX0Ko0bB4cNw/Dh0764sDHPYsJ57OkkKFjM9Lw/qW1tq2jR4xLNX\n2Pz++PYc2PI8x0tn0r2z/ZZIr+XrC9HRsGED3H+/6mjU8OZ67ukkKSj2m/Vw8j9121/16MGAxx67\ncsewMPOCMshNnTrgfy6Cd9Zu4lfTf6A0FrP7FL6rdoiuXZKCneq5p5OkoNitxeC8bHtvYGD936C8\nxKjOsXyWl648KagWGwv//d/2meVtt3ruyWSeggVEqw7ARD8ZHcPOcvUTFlTPUxgwAGpqYP9+pWGY\nKlp1AKJR5EpBlUvj1nNz9aHqAQF1z3uzh2JGk5hZyM7C//C90JtUh6OMw1HXhNSvn+poDGTTeu7J\nHJqmWX7SvcPhwAPCbJboaJg2zcncudGqQzFN95//mHsHTWfxY/cpi0F1nwLABx/AJ5/AqlVKwzCF\nHeu5FTTns1OuFISpkhIS6F2yk5RjP6fzR2/XvVA7bv3MGXA66+4v8O67cOutqsI1VEwMzJkD1dXQ\nqpXqaITQSVKwAFvdu7awkHd3FRB/PyT99bjr6cyDByEyEnbtgrFj9Z7YFSsg3Jj1clRfJQD07KnP\nU9i2DSIiVEdjPFvVcw8mSUGYbtBJqPCFA50g7PRlL7z2mp4Q2rVTFpvZYmP1iyI7JAXhGWT0kQXY\n7d61DuC1dHBc1tS5oXdvfdU8kxKCqvspfJfVVo81kt3quaeSpCCUeOhr6H1GdRTqTZwIX34J5eWq\nIxFCJ0nBAqSt1XxW6FMA8PeHoUNh82bVkRhP6rlnkD4FYa7L7iuQnQ2DBkHHjth63HptE1JMjOpI\nhJCkYAm5uerHzJvl8uWSn3oKuofAs8+aH4cV5inUiomB557T77PgzexUzz2ZNB8JZeS+zbqxY2H3\nbjh9+tr7CmE0Q5NCZmYmgwYNol+/fixZsqTB/XJycvD19WX16tVGhmNZdm1rjY7W29IrKlSUHW1+\noQ1o21ZzU23UAAAX5klEQVSfn2eRAVGGsWs99zSGJoU5c+aQnJxMeno6S5cupaSk5Ip9qqurmTdv\nHlOmTPHapSxE/Tp1gsGD9dE3dlc7X0EI1QxLCmVlZQBERUUREhLC5MmTycrKumK/JUuWcPfdd9O1\na1ejQrE8O4/fVtWEZJV5CrVUJYXqmmrTvozZuZ57EsOSQk5ODgMHDnRtDx48mC1btrjtc+TIET79\n9FOeeOIJQF+8SdiLfEPWDR8Op05BcbG55ToLncR9GGduocLSlI4+mjt3Lq+99pprJb+rfWNJSEgg\n9NKwxYCAAMLDw13twrXf+jx1u/Y5q8Rj5vatt8LXXztZswZ+9CNzy69llfNx223RrF8PoaHmlZ9/\nKp82xW0Mr39nztT1KVjlfHvjttPpZPmlEX6hzRzmbdjS2WVlZURHR7Nt2zYAZs2axZQpU4iPj3ft\nExYW5koEJSUl+Pn58ac//Ynbb7/dPUgvXzo7KUn/164mTdKHp/74x6ojUeuddyAzEz780Lwy5/xj\nDsH+wfzi1l8YWo7UczWa89lpWPORv78/oI9AKiwsJC0tjcjISLd9Dhw4wMGDBzl48CB33303b731\n1hUJwQ7s3taqYv2f714tWIGPTyZ///t8Jk5MIi5uPikpmYaXmX8qnwGBAwwvB6SeewpDm48WLVpE\nYmIilZWVzJ49m8DAQJKTkwFITEw0smjhQWJi4KGH1MagaRr3rbqP5T9eTvvW7U0vPyUlk9deW8vF\ni6+SeSkXFBS8CEB8fJRh5eafymdAF3OSgvAQmgfwkDCbZeJETdu4UXUUalVVaVqnTpp2+LDaOG59\n91YtrSDN9HLPn9e0UaNe1EC74jF06HwtO1vTysoMKPfiea3twrZaZXVly7/5d0g9V6M5n52yzIVQ\nrlUruO022LABZsxQF0ds71jWH1hPbFisoeVUV8NXX+lNZunp+hpQPj71/1c8frwVjz0Ge/fCjTfC\ngAFXPkJDwbcZ/5P3l+4nNCAU3wbKFvYky1xYgLS1mj9fob4+hZiwGNIPtnwQmgb5+bB0Kdx5J3Tt\nCo88Av/5D/z853DkCIwZU1Xv744cWc22bfDtt3rymD8fhg2DwkJYvFjvj+nYUZ8EeMcd8Mtfwl/+\nos8UP3Xq6nHtKdlD61XlMk9BuJGvCMLNy86X6du5Lw8Me8DUcmNj4ZVX9A9QVdNVxvQaQ35JPqXl\npXRu3/m63uvYsborgfXr9WOKjYW774b//V/9NpyXmz17MgUFL1JQ8KrruT59XmDWrCkA+PhAUJD+\niP3OhUx5Oezbpyee/Hz9iuutt/SfW7eu/+qiTx9Yu2o147OPs271auLuuuu6jld4D0kKFmClNWG+\nPvE137vpe6aX27ev3gSSnw+XzXk0THQ9YyPbtGrDuOBxOAud3Dnozia9X1kZZGTUJYJjx/QbycXG\nwosv6sd3tWQXHx/FxYtw110LmDChFe3bVzNr1pRGdTK3b69fPQwb5v68psGJE3XJIj8fNm3S/y0q\n0ni31ac8UH6Rzx96iszVJ7lx9EB6fn8AXYd2x+HT8pnZSvVcNEySgnBTVFZEsH+w6eU6HHVNSGYk\nhYbE9o4l/UA6dwy846oz7Cu+qSDnXxdZu7kj69dDXh6MGaMfw3vvwYgRel9JUwwfHkVISBQZGdd5\nEJc4HPoVSffu+h3eLvf5/62iw09rcAB9L5ziyMa/4/N5BT5n8/lGu8gRv/6cvmkAlWEDqLptMl1/\nFEm/fuDn1zKxCeuSPgWFUlIy2b59Po8+mmDauPRrUZUUwNwlLxqapxAbFktaQRpPP/qoW1t7TVUN\n+X/NxfmjN9gaOIUK/65sfPLvVFfDwoV6/0Bamt6mHxHR9IQAUFQEwSacek3T2LDoDb5/UV+edlBN\nJV8En2No2SYCa05Ss/8g1X9YjBYTC+fPs+2zYu6/H7p0gZAQmDwZZs2CN9/Uj7moCGpqGi7PivVc\nNEyuFBRJSclkzpy1nD79KqdPOykoiDZlXPrVlFeWU1ZRxk0dblJSfkwM/OxnUFXVvNE0LWFot6Gc\nzTlOzSd/Y3XIKLrub42vM53+hzfQ2rcLjgExVD2SSM3jH7Ogd6cWLbuoSO8zMNraVauYkpdH7XWQ\nA4jLy3P1LXTq05lOfcbCY2MBiAaeRf+7HDpU1xS1YwesWqX/XFYG/fpd2Xdx8GAmzz9vrXours6w\nZS5akjcucxEXN59161654vmIiAV8+OFCgoLMv1Tfd2ofU1ZMoWB2gbkFX2boUFi2DL4z+d0UJ0/C\n+vUaxY/fwDNl5ymlNbtDfwIxMYT9Vww9I439xH7lFTh/3vg7sP1y5kzaHjjg1jymaRoVYWG89pe/\nNOs9v/lGHzZ7ef9Ffj7k5c2npubKeh4Xt4DU1IXNPgbROM357JQrBUUqKuo/9fv2teJHP9JXy+zY\nUW9OqO8RFKS3Ffu0YANgUVkRQTea8FX1KmqbkMxICufO6R2vtSOEDhyAEf1W8dK5ahxAdntffN6Y\nZtrInKIiGDnS+HKa+8F/NTfeqDebRUS4Pz9xoq9rhvblLlxoRvuaMIX0KSjStu3l49Kdrp/GjKlm\n3z79G+OOHfD22/Dgg/oEpSNH4K9/1dtzR47UR52EhemLjD30kD6G/Z13IDUVdu7Ux7Y3xaEzh/j2\nwyNKr8qMXAepqkq/oc/ChTB8uJNu3eC3vwV/f30OwcmTGiN83yC6Sm9rn1JeTurrr5t2PszqUzBT\nu3b11/N27apNj0U0jlwpKNKYcenduumP0aPrf48LF+DwYf3DpKhIv7rIydHbeWufa9Om4SuN4GDo\n2bOu/X7T56nc8mWR0nHrUVHwk5/oSfF6m880DXbtqrsSyMzUk2tsLDzwgN5/0aFD3f6pK6/e1m40\nb0wK16rnwnqkT0GhlJRMZsxIIzi4Fd27VzNr1qQW7XzTNCgtdU8atT/XPv7zH70ZKihI444dN/KL\nb87yl86hfO9niwkYGkK3iCD8QwIMGbfekPHj4Ve/0ke5NFVxsfuksXbt9CQQG6svpXG1G/wZ0dbe\nWJqmNxcePao3xXgTo+u5aFhzPjslKSimep35ykq9WWrV+ysZu/B+bq2q5KDDl+MdhxFYcZFuFYdw\noHGibTCnOwZTHhjMiVE/5ELcj11XHL166VckLSUpSZ+l+7vfXXvf06f1G96np+uPU6f0UUwxMXoi\nCAtrubiMdPo09O4NZ86ojsQYquu5XUlHs4fKzXXWO8PWDK1bQ0iIxuEv3mBsVSUAoVoViwe15vdf\nbsXhcFBWVEZNThHkFUF+EWer2rF+bd3VxtGjEBh49WaqwMDGL1/h55fJ73+/jqwsX9q2rWL27Mmu\nb5YXLsC//lV3NbB7N4wbpyeA//s//baWjel8v/xOY1bgjU1H36WynovGk6Qgrjlu3T/YH//goXDX\nUACigJmX/X51tb6sw+VNVPv26R/ctYmjvLwuQdSXNIKC9I7zlJRMkpPX8u23r7pm9u7a9SIxMXDk\nSBRbtsCQIXoSeP11fRZx27YmniyDmDVHQYhrkaRgAarXhHGmpNA2IoIvv9uWvmZNozpYW7XSm5B6\n9Wp4n7Nn9YRxeb9GRkbdz4cP623pFRXr+OabV91+9/DhV9m4cQFLlkSxcqU+Wuh6We0bqx2uFFTX\nc9E4khSE4Z2oADfcAIMG6Y/61NTond4//KEvl27r7aZ371Z4851a7ZAUhGeQeQoWIOvM6/0A3btD\n167131egpce1W+0ezXZIClLPPYMkBWEps2dPpk+fF92e08e1T1IUkTnskBSEZ5DmIwuQttY68fFR\nnDoFjz66gFtvbUW7do2/r0BTSJ+C+aSeewZJCsJygoKiiIyMwmItPIapqtL7U3r2VB2JENJ8ZAnS\n1uouP19fdtlIVupTOHoUbrpJnzPizaSeewZJCsJyzEgKViJzFISVSFKwAGlrdWdGUrBSn4Id+hNA\n6rmnkKQgLMduVwoFh8oJCvbOtb2E55GkYAHS1lqnokJfoM/oheys1Kfw1zO/oLDrUtVhGE7quWeQ\npCAsZf9+/ebw3t7permTF4vo390G7UfCI0hSsABpa61jVtORlfoUvnEUMdQGPc1Szz2D4UkhMzOT\nQYMG0a9fP5YsWXLF6ytWrGD48OEMHz6c+++/n7179xodkrAwu/UnAFxoW0REP7lSENZgeFKYM2cO\nycnJpKens3TpUkpKStxeDwsLIzMzk6+//pq4uDgWLlxodEiWkhsezcp/LlIdhmWYlRSs0qdw+OQ3\n4FNJWI/OqkMxlNRzz2FoUigrKwMgKiqKkJAQJk+eTFZWlts+Y8eOxf/SWsjx8fFk1C6iL2zJblcK\nX+0rpk15MD4m3u5UiKsxNCnk5OQwcOBA1/bgwYPZsmVLg/u/8847TJ061ciQLKnvkHDVIViCptmv\nT+HrQ0V0rLFH05HUc89gmbWP0tPT+fDDD9m8ebPqUIQiJSV6YujaVXUkxktKSIDCQtb7HcX/xm9J\nqk1SoaEkLV+uMDJhd4YmhdGjR/Pss8+6tnfu3MmUKVOu2G/79u08/vjjpKamEhAQUO97JSQkEBoa\nCkBAQADh4eGub3u17cOeup3x+UrCA6wTj6rtfec70ObOZWRkTDe8vNzcXObOnavseAtzc1n+9ddU\n3gbHdkP09uNEA0mK4jF6u+rwGfbvyIVp0ZaIx1u3nU4nyy99qaj9vGwyzWDh4eFaRkaGdvDgQW3A\ngAHayZMn3V4/dOiQ1rdvX23Lli0NvocJYSrjP2ei9rOFf1AdhiUk/PFdLewXM0wpa+PGjaaU05CX\nJk7UNNBm3IG2fDiapl8kaf9vwABNW79e0/bt07TycqUxtiSp52o057PT8OajRYsWkZiYSGVlJbNn\nzyYwMJDk5GQAEhMT+fWvf01paSmPP/44AK1btyY7O9vosCxF2lp1u/6TT5i/Ob3Mtd+yVHt5I9xY\nUbcdeuYMLFxYd+PqTp301fISEuBnP1MWZ0uQeu4ZHJeyiaU5HA48IMwmqW1TfrNvLtGFoQyputRs\nZuM25R4/n8YDQx/kjYfvVh2K4ZKio0mqZ6Rd0sSJJNUOl62pgRMn9ARxww3wve+ZG2QLkHquVnM+\nOy3T0Ww7hYUkZWTg7A3jd3zN3BP600lKg1Kr1JHP2P7mXCk4nU7LXC00yMcHevTQH55K6rnHkaRg\nMdPz8qC+YbnTpsEjj5gfkEkuXKziYoeDfH9YX9WhmCM0lOcr4Kuv4NZb3Z+3A7vWc08gSUGx36yH\n/t/WbX/VowcDHnvsyh2NXjZUsU15B/Et70HnG9ubUp7qq4Sk5cvZsgXWz4Ykp9JQTCH13HNIUlDs\n1mL37b2BgfV/g/JStW3OW9ucovPNZbYar2+Xm+uA1HNPIqukWoBTdQAqXWpz/v7ZHdx3/DRJGRl6\nB2xhoaHF1o7tVslOSQFsXs89iFwpqBIaShKQmwu+gWdw9qoblWFH+YEQfrxuu21VlbpgTFJUZIPW\nEqnnHkeGpCoWHQ1JSfq/dlQ7NHN9bwg9A31O689f9PGhzU036QshXf4YMQJ69lQbdAuZNg0eegju\nvFN1JMazez1XpTmfndJ8JCwh5mBdQgD47fjxkJ0N8+fDsGF6c9LixfDXvyqLsaXZrflIeAZpPrKA\n3FwPGDNvMs3h0GfyBgVBbGyLv78V5ikUF9srKUg99wySFIRaoaE8/Q3s3QsREe7Pe7Pz5+Hbb+2x\nIqzwLJIULMDO965NWr6cDz6AY19A0sfmlav6G2txsX4R5LDRvXXsXM89ifQpCOXsdrc1kP4EYV2S\nFCwgN9epOgSlVCQF1fMU7JgU7F7PPYUkBaGcXCkIYR2SFCzAzm2tNTWwfz/0729uuar7FOyYFOxc\nzz2JJAWhVFERdO6s3y7ATuyYFIRnkKRgAXZua1XVdCR9Cuazcz33JJIUhFJ27E/QNP1Om0FBqiMR\n4kqSFCzAzm2tqpKCyj6FkyehQwfw81MWghJ2rueeRJKCUMqOVwp2bDoSnkOSggXYua3Vjn0Kdk0K\ndq7nnkSSglDm3DkoKbHfB6Rdk4LwDJIULMCuba1790LfvtCqlfllq+xTsGtSsGs99zSSFGwsenk0\nzkKnsvKVdTIrPm5VSUH1cQvPIEnBAuza1qqykzl3S66agrHvlYJd67mnkaQglLHjyCOoWzZbCCuS\npGABdm1rVZkUwseEKym3ogJKS6F7dyXFK2XXeu5pJCkIJTRN72i225XC4cPQs6eaznUhGsPQpJCZ\nmcmgQYPo168fS5YsqXef559/nrCwMEaNGsWePXuMDMey7NjWevSoPqM3IEBN+ar6FOzanwD2rOee\nyNCkMGfOHJKTk0lPT2fp0qWUlJS4vZ6dnc2mTZvYunUrzzzzDM8884yR4VjW/v3qOj01TVNSrur+\nhH079ykpV3VSUPX3BrX1XDSeYUmhrKwMgKioKEJCQpg8eTJZWVlu+2RlZXH33XfTuXNnpk+fzu7d\nu40Kx5JSUjLZvn0+K1d+QlzcfFJSMk0tX9M0kue9bvoHRUpKJk89NZ99+5KUHXfG6nVKjnvhwvlk\nZKg7blV/b5X1XDSRZpC0tDTtvvvuc22/9dZb2vz58932efDBB7W1a9e6tiMjI7X9+/df8V4GhqnM\nmjUZWp8+L2h66/pLGmhanz4vaGvWZJgWw+gnB2tPdfDTUleuNK1M9+PWlB336Na+tjxutX9vNfXc\nzprz2emrOCFd8a3F4XAoisZcixevo6Dg1UtbhQAUFLxKQsICxoyJMrx8TdOY5dzPg+cukn3fo2R3\nXt7gvlu6TyMt+JEWKXfLlnWUlLzq9pyK406vrCLAhset9u9dCOjHvWTJAuLjjT9u0Qwtm5fqnDlz\nRgsPD3dtP/XUU9qaNWvc9lm8eLH2+9//3rUdFhZW73sNHz5cA+QhD3nIQx5NePTp06fJn92GXSn4\n+/sD+gik4OBg0tLSeOmll9z2iYyM5Omnn+ahhx5i7dq1DBo0qN73ys2VDiohhDCDoc1HixYtIjEx\nkcrKSmbPnk1gYCDJyckAJCYmcssttzB+/HgiIiLo3LkzH374oZHhCCGEuAaHpikcoyaEEMJSZEaz\nSWQin/mudc6dTif+/v6MGDGCESNG8MorryiI0rs8/PDDdOvWjaFDhza4j9TzlnWtc97ket7kXgjR\nLOHh4VpGRoZWWFioDRgwQDt58qTb61lZWdq4ceO0U6dOaR999JEWHx+vKFLvca1zvnHjRm3q1KmK\novNOmZmZ2r///W9tyJAh9b4u9bzlXeucN7Wey5WCCWQin/kac84BpTN8vdGECRPo1KlTg69LPW95\n1zrn0LR6LknBBDk5OQwcONC1PXjwYLZs2eK2T3Z2NoMHD3Ztd+3alYKCAtNi9DaNOecOh4PNmzcT\nHh7O008/LefbBFLPzdfUei5JwSI0G0/kU2XkyJEUFxeTk5PD4MGDmTNnjuqQvJ7Uc/M1tZ5LUjDB\n6NGj3TrUdu7cyZgxY9z2iYyMZNeuXa7tkydPEhYWZlqM3qYx57xjx474+fnRunVrHnnkEXJycqio\nqDA7VFuRem6+ptZzSQomuHwiX2FhIWlpaURGRrrtExkZyapVqzh16hQfffRRgxP5ROM05pyfOHHC\n9a31888/Z9iwYbRt29b0WO1E6rn5mlrPla59ZCcykc981zrnK1eu5K233sLX15dhw4bxP//zP4oj\n9nzTp08nIyODkpISgoKCePnll6msrASknhvlWue8qfVcJq8JIYRwkeYjIYQQLpIUhBBCuEhSEEII\n4SJJQQghhIskBSGEEC6SFIQQQrhIUhDiOk2ZMoVOnToxdepU1aEIcd0kKQhxnZ577jk++OAD1WEI\n0SIkKQjRSDk5OQwfPpyKigrOnTvHkCFD2LVrF7fddhs33HCD6vCEaBGyzIUQjTR69Ghuv/125s+f\nT3l5OTNmzHBbBloIbyBJQYgm+NWvfkVERATt27dv8LaqQngyaT4SoglKSko4d+4cZ8+epby83PW8\n3BNAeAtJCkI0QWJiIq+88gr3338/8+bNcz0v60oKbyHNR0I00vvvv0/btm257777qKmp4dZbb2Xj\nxo289NJL7Nmzh7NnzxIUFMSf//xnJk2apDpcIZpFls4WQgjhIs1HQgghXCQpCCGEcJGkIIQQwkWS\nghBCCBdJCkIIIVwkKQghhHCRpCCEEMJFkoIQQgiX/w9hq75i8ZY+vAAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 40 + "prompt_number": 6 }, { "cell_type": "markdown", @@ -77,13 +78,13 @@ "cell_type": "code", "collapsed": false, "input": [ - "X, Y, Z = exampleLomGird([3,3,3],'rotate')\n", + "X, Y, Z = utils.exampleLomGird([3,3,3],'rotate')\n", "M = LogicallyOrthogonalMesh([X, Y, Z])" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 41 + "prompt_number": 8 }, { "cell_type": "code", @@ -95,14 +96,15 @@ "metadata": {}, "outputs": [ { + "metadata": {}, "output_type": "display_data", - "png": 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qpusNow5Zhv79Tfr31zj33ND2wsuxiotl3nzTxtdfy1x+uYtjjtHrXMnEnzk5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\n3SpTVCRTWKjwwQdOiorcuN1EyBNDhsSWJ6LZO4Y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LEnTsaNKxo8Y//+nms89Urr7az6RJ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sZbb6mMGmVH10UH7PFAv34urrpKY8qUxn0lIss0RRqwBbqW4U18v2uG+UwkJyfHfM8+/VTmjjvs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\nlfImLS2Nzp07ExERwQcffMDGjRtZsWLFB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YKPH22zKbN6scPUpw5ll+vk6fPjZOO424l/0AP/0E+fn2oPvXokV+Bg48Qmpq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\nOgTAgwfXBuCkJJNVq1TefVdl7lwvhw5JHDggLotoj7w1uUdLfRIIBCI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2bfI2aElh926Z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vfcoyLLIRDu0cOge/dIT1OrwtULNc+vvgrX/yYnu8jLk7n8cigqknjxRYu3FX4TDocD0zRZuVLi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\n9wcPHqBRo0YVuGovnjS8QdcLL8qI0malnjAy4uLi8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"text": [ - "" + "" ] } ], - "prompt_number": 42 + "prompt_number": 9 }, { "cell_type": "code", diff --git a/notebooks/exPlotImage2D.ipynb b/notebooks/exPlotImage2D.ipynb index e46d6472..b354733f 100644 --- a/notebooks/exPlotImage2D.ipynb +++ b/notebooks/exPlotImage2D.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "exPlotImage2D" + "name": "" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,12 +16,21 @@ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from SimPEG import TensorMesh" + "from SimPEG import TensorMesh\n", + "%pylab inline" ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 1 + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 17 }, { "cell_type": "markdown", @@ -43,52 +52,40 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ - "sin = lambda x: np.sin(x)\n", - "xc = mesh.gridCC\n", - "xn = mesh.gridN\n", - "\n", - "fig = plt.figure(1)\n", - "fig.clf()\n", - "ax1 = subplot(121)\n", - "ax2 = subplot(122)\n", - "ph1 = mesh.plotImage(sin(xc),ax=ax1)\n", - "ph2 = mesh.plotImage(sin(xn),ax=ax2,imageType='N')\n", + "ax1 = plt.subplot()\n", "ax1.set_title('sin(x) on CC grid')\n", - "ax2.set_title('sin(x) on N grid')" + "ph1 = mesh.plotImage(np.sin(mesh.gridCC),ax=ax1)\n", + "ax2 = plt.subplot()\n", + "ax2.set_title('sin(x) on N grid')\n", + "ph2 = mesh.plotImage(np.sin(mesh.gridN), ax=ax2,imageType='N')" ], "language": "python", "metadata": {}, "outputs": [ { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/Users/larsruthotto/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/matplotlib/figure.py:362: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n", - " \"matplotlib is currently using a non-GUI backend, \"\n" - ] - }, - { - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "" - ] - }, - { + "metadata": {}, "output_type": "display_data", - "png": 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AmpvJf0ajVdxjY0lITKStNYBGcecxAQBoF0QavhYh5Y6lz91oWPrcTcDvf/97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\n27XLfLn6nqAP36FDyZrcWyExiUfuu494Gqm4m9V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zYXuXLytzBUNruX4d6N6d9WEoaeel+6muZkNDz5wBXFx4RyNtwcHARx+xfZBF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\n42m0jPi0agWMHQts2gT85S+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AOnXqhMGDByO1WiZKTU3FCy+8gNatW2PMmDHIzs62er6YGAExMQJiYwV7wtKU\n4GAgK4ut3CXWae2N6UihoZTcH+b6dSA/H+jZk3ckjmNXck9PT4e/v3/F1z169MD+ajWEtLQ09DBr\nKu3h4YHTp09bPF9SkoCkpMqG+QRo0oS94A4e5B2JslFyt65nT+DcOeDmTd6RKFd6OtC3L7vprBVO\nv6EqiiLEanP5DPTZ2WaxsQLy84Fx41inPwn1CKlUVsb634eF8Y5EmVxdgT592AAhJoZ3NMqktZup\ngJ3JPSwsDG+++WbF15mZmRg6dGiVYyIiIpCVlYUhQ4YAAAoLC9HZ6v5nAgDAZEpEYmIiYuiVCJMJ\nyM8XALDVl5UE+YNRqN9/B3x86J5NbaS6O72lLEtNBSZM4B3FwyUmstxoC7uSu/sf76bk5GT4+Phg\nx44diIuLq3JMREQEZs+ejXHjxmHbtm0ICAio5YwCAMBoFCixE5tRSebhQkOBjRt5R6FM0jTaxYt5\nR/JwMTExVXLjnDlzrB5rd1nmiy++wNSpU1FWVobXXnsNbdu2xZIlSwAAU6dORXh4OB5//HGEhoai\ndevWWLVqlb2XJKQKSu4PFxYGVBt3kT/k5rKV8d7evCNxLLuTe3R0dI0ZMFOnTq3y9bx58zBv3jwb\nziUAoFV0pG5SU4EZM3hHoWzdugFXrwJXrgBt2/KORlm0OjhQ1ArVxESBdwhEZYqK2AKmXr14R6Js\nLi5sNkhGBlDttpjupaVRciccSD1Cbt9mW8hJL0L6dMOkp7O1AA3plfxQ0nx3Su5VpaYCc+fyjsLx\n6C2hcNJ0x/JywMMDWLOG7RFKmP37tTnqcoawMIBueVV17x5w5Ih2OkGao+SuEi4uwIABbMs06nxY\nKTUVGD+edxTKFxsrICen5lx3va+XOHoU6NyZdV/VGkruKhIdTcndnDSF7dtveUeifCYTkJoqAKA9\nVc1p9WYqoLDNOkjtpOROGJOJ1dq1NoWNyEerN1MBSu6qEhgIXLrE/hDqBEnsRyN3oggNGgBRUUBy\nMu9IlEHLb0zifNevAxcuAGZ9DTWFkrvKUGmmEiV3Yo/0dLZLlVan0Wr0n6Vd0dHAd9/xjoI/LU9h\ncwZpvQTAZsz4+gKtWul7vYTWBweU3FUmKAjIywMKC9m8d73S8hQ2ZzCf7vj224CbG1BLzyldUEsn\nyPqisozKNGzIdrLXe909NZU2fK6vqChg927eUfAlitqeKQNQclclqrtr/yO1M/Xvz+rN9+7xjoQf\naRpthw4gBmyOAAAVM0lEQVS8I3EeSu4qFB0N2NivX7Mouddfy5ZAly763rpRD9NoKbmrUEgIG3lc\nvco7Ej6uXQMuXtTuFDY56L00o4fBASV3FXJ1Bfr10++bMy1Ne5sZy42SOyV3olB6rrvr4Y3pbFFR\nwN69rNuo3uhlGi0ld5WKidFv3Z2Su/28vNg896ws3pHI79gxfUyjpeSuUqGhwOnTbAm1nuhhCptc\n9FqaSU0FwsN5R+F8lNxVytWVJbg9e3hHIq/Tp4EmTWjDEkfQc3LXw+CAkruK6bHurpc3phykJnSi\nyDsSeenlNUTJXcX0WHfXyxtTDn5+wP37bFqtXkidIHv25B2J81FyV7GwMOD4caCoiHck8qHk7jgG\nA9u6UU+lGa13gjRHyV3F3NxYgt+7l3ck8igtBX7/nc1xJ46ht7q7nm7GU3JXOT2VZg4fBrp1A5o1\n4x2JdugtuetlpgxAyV319HRTlUoyjte7N9u28fJl3pE4n7Shul5eQ5TcVS4iAsjMBG7d4h2J8+np\njSmXBg1YKws9TKnV24bqlNxVrnFjVoNOSeEdifPt30/J3Rn0UprRQydIc5TcNUAPdffCQuDKFcDf\nn3ck2qO35K4XlNw1QA9197Q0NjPIhV6xDhcWBuTkaL+0l5amn5upACV3TYiMZHuKFhfzjsR59Dbq\nkpObG5v7vW8f70icp6yMzbbSeidIc5TcNaBpUyA4WNt1d0ruzjVggLb35T16FPD1BVq04B2JfCi5\na4SWSzPl5fpafMKD1uvuehwcUHLXCC0n95MnAXd34NFHeUeiXY89Bhw4wFYBaxEld6Ja/foBhw4B\nd+7wjsTx9PjGlFuLFkD37kBGBu9InEOPryFK7hrRrBkQGMjmgmuNHt+YPGi1NHPjBpCXp49OkOZ0\n0BtNP6TSzBNP8I7EfrGxQkUr2gMHWHvahATAaASWLxc4RqZdUVFAfDzw9tu8I3EsPXWCNKezf662\nRUcD8+bxjsIxTCYgKUmo+PrwYelvQs2DiUM8/jgweTLw4AFrS6AVev3kR2UZDenfn9VM797lHQlR\no0cfBdq1Y22VtYSSO1G95s1ZXTE1lXckRK20VnfXWydIc5TcNUbLUyKJ82ktuZ89q69OkOYouWsM\nJXdiD2mlqlY2zZY259BLJ0hzdENVYx5/HHjxRbYYxc2NdzT1ZzQCJSUCDh1iC2ykN6fRyDMq7TMa\n2c3U06fZDCW102tJBqDkrjnu7mwxSno6S/RqtXy5gFWrgA0bgLVreUejHwZDZWlGK8n9o494R8EH\nlWU0SCulmb172QwgIi+t1N312AnSHCV3DdLK5h0pKaytApGXVpK7HjtBmjOIojJunRgMBigkFNW7\ncQPw8QGuXgVcXXlHUzfSytT791l/8f792QYdtDJVPuXlQNu2QFYW4OnJO5r6W7SIlSfj43lH4jy1\n5c1619xv3bqFsWPH4tChQwgJCcGqVavwyCOP1DjOaDSiRYsWaNCgAVxdXZGWllbfSxIbtWwJdOnC\nFjQ99hjvaOpm61YTCgqWV3wtjSBzcmK5xKNHLi7sl+ru3cDo0byjqb/UVPW9/h2p3mWZRYsWwcfH\nBydPnoS3tzcWL15s8TiDwYDExEQcOnSIEruM1Fp3t7a6llbdyksLpRk9z5QB7EjuaWlpmDRpEtzc\n3DBx4kSk1rIsksot8tNK3Z3wofbkfuMGcP480KsX70j4qXdZJj09Hf5/bEXv7+9vdVRuMBjwxBNP\nwNfXFxMnTsSIESPqe0lSB1FRwPjxrHatt254xH59+7JNUoqK2PRatZDu2Vy7xubrDxrEHtfjPZta\n3/ZPPvkkLl26VOPxuXPn2jwa37t3L7y8vJCdnY3hw4cjPDwcnmq+S6MSbdoAnToBBw/qa8d34hiN\nGrHXTUoKMGwY72hsV72baGVpUqh5sMbVmtx37Nhh9XsrVqxAdnY2goODkZ2djbCwMIvHeXl5AQAC\nAgIwYsQIbNy4EVOmTLF4rCAIFX+PiYlBTEzMQ8IntZHq7mpK7o0b30BRkWDxcSKvqCjWikBNyV3r\nEhMTkWhjvbXeH9gjIiIQHx+P+fPnIz4+HpGRkTWOuXPnDh48eIDmzZujsLAQ27Ztw6xZs6ye0zy5\nE/vFxLBpYG++yTsS2w0dGoSEBMDLC/DwqHzcaAziF5RORUUB9JZUluqD3jlz5lg9tt7Jfdq0aRg7\ndiy6d++OkJAQfPrppwCA/Px8TJkyBZs3b8alS5fw/PPPAwDatGmD119/HR07dqzvJUkdDRgATJqk\nrs0Xli0T0KYNuxlsntyJ/CIj2QrPu3eBxo15R0Pqqt7JvXnz5tiwYUONx9u3b4/NmzcDADp37ozD\nlVvoEJl5eAAdOrA3aN++vKOxzZEjQPv2lNiV4JFHgB49gLQ0NlAg6kLzKDROmhKpluSelMTuFRBl\nkKZEqiW5G41AZib79Gc+b0OP3UQpuWtcdDSwahXw+uu8I7FNcjLwpz/xjoJIoqIAK+sTFem77wR4\negJbt+ozoZuj3jIad+kS+2hdWKjcurs0N1kU2dS70FDWi16Pc5OV5soV1spCmjeudDk5wNChbEqk\nHjiltwxRB09PtunxsWNAkEInnFSfm7x/v/Q3oebBRFZt27L7NkeOACEhvKOxTBocAEB+PlBSwsqR\neh8cUHLXAanurtTkTpRNqrsrNblXHxwAwOXLgN4HB9TPXQfU2kSMKMOAAeruM6NXlNx1IDqa3ags\nL+cdCVEjaeROt8TUhZK7DrRvz3rN/P4770iIGvn4sEVMJ07wjoTUBdXcdUIqzQQG8o6kJqMROHFC\nQJMmgPkCZr1PZVMSafTevTvvSIitKLnrRHQ08OuvwKuv8o6kpvh4Ad7ebG5y1668oyGWSMl98mTe\nkdRkNAJlZQL272d77kpTNvU+OKB57jpx/jxbpVpQABgMvKOpKj0dGDcOyM7mHQmxJisLeOYZ4MwZ\n3pFYtmYN8J//ABY6omhabXmTau460bEj0Lw5e5MqTUICQHu4KFtAAHDzJnDhAu9ILNu0if3yIZUo\nueuIUqdEUnJXPoMBePxxZU6JvH+flfSeeop3JMpCyV1HlJjcTSbg4kXWXpYom1L3Vd27F/D1ZStp\nSSVK7joSHc1Wqirp1sbGjezjtBr6luidUpP7pk3A8OG8o1AeSu46YjQCTZoAx4/zjqTShg1UklGL\n4GD2Sev6dd6RVEX1dssoueuMkkozN26wjSCefJJ3JMQWrq5ARAQrgyjFqVPsdaTUvjc8UXLXGSUl\n961bWd+SZs14R0JsJW2arRSbNwNPPw24UCargX4kOiN1iFRC3Z1myaiP0uru0j0bUhMtYtIZUWS9\nQnbt4rsatKwMePRRIDMT8PLiFwepmzt32P62hYVA06Z8Y7l5k82QuXiR7feqR7SIiVQwGJRRmtm9\nm/1yocSuLk2bsv5Eqam8IwG2b2dz7/Wa2B+GkrsOSaUZnmiWjHoppTRDs2RqR8ldh6SRO68qmChS\nvV3NlJDcHzwA/vtfdjOVWEZdIXXIz4+9OXJzgc6d5b++1Fe+Vy/5r03sExsr4ORJts9tdHRlEzq5\n9ytNS2P3bPTe+bE2lNx1yLzuziO5S6N2pXWnJA9nMgEpKQKA6lMiBVnjoFWpD0dlGZ3iWXdPSABG\njuRzbaINVG9/OEruOsVrxszFi8DJk6xuS0h9nDsH5Oez1bLEOkruOtW9O3D3LnD2rLzX3bgRGDqU\nLWUnpD42bwaGDaNmcw9DyV2nDAa29F/u0TvNkiH22riR6u22oBuqOibV3ceNk+d6xcXsJtyqVfJc\njzgem50iAGArRLOzgfBw589aiY0VYDKxWV4pKeza33wj/ywdNaHkrmPR0cCCBfJdb8cOlghatpTv\nmsSxzBOpKLJVxp9/zvbndSaTCUhKqrx2ZWdKoebBBACVZXStRw82Ajp/Xp7r0SwZbTEYgJdeYptT\nE+WhkbtOSR9zAWDwYLYgBHD8x1zpOqLIPk5nZQHr19PHaS2IjRWQlQUcPgxkZPBb0EQso+SuU+Yf\nc69cAXJypO8ITrsOYN5wyrHXIfIzmYD0dAGA8xc0FRQ4/JSaR2UZQoii7d7NdlwidUMjd+JU1KKf\n2OP4cWD0aGDgQODePaHG96m3jHWU3InTXL0KHDvGOwqiVpcvA089BXzyCTBxosA7HNWhsgxxioMH\ngdBQ2h+V1E9JCVvs9tJLwMSJvKNRJxq565T5YhSAbZ926BDg6Wn/ub/7DnjrLWDRItbgyWQSahxD\nH6fVr/prqKSE/VJv3dq+85aXA2PHAl26AB9+aN+59Iz2UCUVXn2VTWf76qv6Pb+0FHjtNdbS4Jdf\ngIAAx8ZHlG/BAmDLFrZgrb4tnd94A0hPZ9voubk5Nj6toT1UiU3+3/9jC1JOnqz7c8+dY50er15l\nGylQYtenGTOA69eB77+v3/O/+YZ92vvlF0rs9qLkTip4eACvvw68807dnrdzJ2sr8Kc/AWvXAi1a\nOCc+onwNGwJLlwJvvgkUFtbtuZs2AXPnsu3z7C3tECrLkGru3GHtgP/zH6Bfv9qPLS8HPv0U+Ppr\nYPVqNl2NEICVVi5dsr1J3IEDrBX0pk3Up70uasublNxJDcuXs9HXnj3W66ZFRcD48Wzl4Nq1gLe3\nrCEShSsuZnvkLl4MDBlS+7HnzrGBxFdfAc8/L098WkE1d1InL78M3L7N6p6W/P47EBYGdOjAWgZT\nYifVNWvGEvu0aSzRW1NUxOayv/46JXZHo5E7sWj7duDvfwcyM6vumvTDD2xGzIIF8vWBJ+o1dizg\n5QV89lnN7927xxJ7QAAbtdOG6XVHZRlSZ7GxAjZsANq2ZSP08nLgzBk20tq9W0BQEO8IiRpcvgz0\n7s2mR4aEVD4uisCkSaxp3S+/0JZ59UVlGSdKTEzkHUK9PCxukwm4cUPAqVMCkpIE7N4t4MIFAYGB\n4JrYtfrzVip7427XDpg/H5gyBbh/v/LxuXOBo0fZJ0FnJHa9/rzNUXK3k95eRLw3ttbbz5s3R8S9\na5eAM2cEdO8uICZGQECAgI8/FtC5s+C09hR6/nlLqP0AIcSpzp5lnwJv3GClPcnlywK3mPSARu6E\nEKJBirmhGhQUhCNHjvAOgxBCVCM6OtpqKUcxyZ0QQojjUFmGEEI0iJI7IYRoEPfknpycjICAAHTt\n2hVff/0173Bscv78eQwcOBA9e/ZETEwM1qxZwzukOnnw4AGCg4MxfPhw3qHYrLi4GOPHj0e3bt3Q\no0cP7N+/n3dINlm6dCn69euHvn37YubMmbzDqdXEiRPx6KOPonfv3hWP3bp1CyNHjoSPjw+effZZ\n3L59m2OEllmK+80330RAQABCQkIwc+ZMlJSUcIzQMktxSxYsWAAXFxdcu3at3ufnntxnzJiBJUuW\nYOfOnfjmm29w5coV3iE9lKurKxYuXIjMzEysW7cO77//Pm7dusU7LJt9+eWX6NGjBwwqWu8dFxcH\nHx8fHD16FEePHkWAChrGX7t2DZ988gl27NiB9PR0nDhxAtu2beMdllUTJkzA1q1bqzy2aNEi+Pj4\n4OTJk/D29sbixYs5RWedpbgHDx6MzMxMZGRkoLi4WJEDMEtxA2zwuGPHDnTq1Mmu83NN7kVFRQCA\nAQMGoFOnThg8eDBSU1N5hmQTT09PBP2xTLNt27bo2bMnMjIyOEdlm7y8PPz3v//F5MmTVdXuYefO\nnXj33XfRuHFjNGzYEO7u7rxDeqgmTZpAFEUUFRWhpKQEd+7cQatWrXiHZVVUVFSN+NLS0jBp0iS4\nublh4sSJinx/Wor7ySefhIuLC1xcXDBkyBAkJSVxis46S3EDwOzZszF//ny7z881uaenp8Pf37/i\nazV93JacOnUKmZmZCA8P5x2KTWbNmoXPPvsMLi7cP7TZLC8vD3fv3sW0adMQERGBTz/9FHfv3uUd\n1kM1adIEixYtgtFohKenJ/r376+a14nE/D3q7++PtLQ0zhHV3dKlS1VTgtywYQO8vb0RGBho97nU\n8w5XoFu3buHPf/4zFi5ciGbOWkftQJs2bUK7du0QHBysqlH73bt3ceLECYwaNQqJiYnIzMzETz/9\nxDushyosLMS0adOQlZUFk8mEffv2YfPmzbzDqhM1vU4s+fDDD9G8eXOMHj2adygPdefOHXzyySeY\nM2dOxWP2/Py5JvewsDDk5ORUfJ2ZmYnIyEiOEdmurKwMo0aNwssvv4yRI0fyDscmKSkpSEhIgK+v\nL8aMGYNdu3ZhnAr69vr5+aF79+4YPnw4mjRpgjFjxmDLli28w3qotLQ0REZGws/PD23atMHo0aOR\nnJzMO6w6CQsLQ3Z2NgAgOzsbYWFhnCOy3fLly7Ft2zassnU7KM5Onz4Nk8mEPn36wNfXF3l5eejb\nty8uX75cr/NxTe5S3TQ5ORkmkwk7duxAhAr22BJFEZMmTUKvXr0UPwPC3CeffILz588jNzcXP/74\nI5544gmsXLmSd1g26dq1K1JTU1FeXo7Nmzdj0KBBvEN6qKioKGRkZODatWsoLS3Fli1bMHjwYN5h\n1UlERATi4+NRUlKC+Ph41Qy+tm7dis8++wwJCQlo3Lgx73Bs0rt3bxQUFCA3Nxe5ubnw9vbGwYMH\n0a5du/qdUOQsMTFR9Pf3F7t06SJ++eWXvMOxye7du0WDwSD26dNHDAoKEoOCgsQtW7bwDqtOEhMT\nxeHDh/MOw2bHjx8XIyIixD59+oivv/66ePv2bd4h2eS7774TBwwYIIaGhorvv/+++ODBA94hWfXi\niy+KXl5eYqNGjURvb28xPj5evHnzpjhixAixY8eO4siRI8Vbt27xDrMGKW5XV1fR29tbXLZsmejn\n5yf6+PhUvD+nTZvGO8waLP28zfn6+opXr16t9/mp/QAhhGgQ3VAlhBANouROCCEaRMmdEEI0iJI7\nIYRoECV3QgjRIEruhBCiQZTcCSFEgyi5E0KIBlFyJ8SC9PR09OnTB6WlpSguLkavXr2QlZXFOyxC\nbEYrVAmx4oMPPsDdu3dRUlKCjh074h//+AfvkAixGSV3QqwoKytDaGgomjRpgn379qlq5ypCqCxD\niBVXrlxBcXExbt++rcg9OAmpDY3cCbFixIgReOmll3DmzBlcvHhRNRu4EwIADXkHQIgSrVy5Em5u\nbnjxxRdRXl6Ofv36ITExETExMbxDI8QmNHInhBANopo7IYRoECV3QgjRIEruhBCiQZTcCSFEgyi5\nE0KIBlFyJ4QQDaLkTgghGkTJnRBCNOj/A/5ARUli4EV5AAAAAElFTkSuQmCC\n", + "text": [ + "" ] } ], - "prompt_number": 3 + "prompt_number": 19 }, { "cell_type": "markdown", @@ -111,41 +108,49 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 4 + "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(1)\n", - "fig.clf()\n", - "ax1 = subplot(121)\n", - "ax2 = subplot(122)\n", + "ax1 = plt.subplot()\n", + "ax1.set_title('mesh.gridCC[:,0]')\n", "mesh.plotImage(mesh.gridCC[:,0],ax = ax1)\n", - "ax1.set_title('mesh.gridCC[:,0]') \n", - "mesh.plotImage(mesh.gridFx[:,1],ax = ax2,imageType='Fx')\n", - "ax2.set_title('mesh.gridFx[:,1]') \n", - "\n" + "ax2 = plt.subplot()\n", + "ax2.set_title('mesh.gridFx[:,1]')\n", + "mesh.plotImage(mesh.gridFx[:,1],ax = ax2,imageType='Fx')" ], "language": "python", "metadata": {}, "outputs": [ { - "output_type": "pyout", - "prompt_number": 5, + "metadata": {}, + "output_type": "display_data", + "png": 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MQc+ePZGRkYGDBw9q0QaRqjjXpHfurnjQsrIyjB8/3nbb19cXR48exd13393E0qYbrgfK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\nqBD9+/cX586ds7u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GGjZsmEaPHq09e/bowIEDtf4QO3AluqJ+wQ1oLJYsWaJmzZpp1KhRqq6uVt++\nfVVYWKjU1FSnowE/GnsMAAADxxgAAAaKAQBgoBgAAAaKAQBgoBgAAAaKAQBgoBgAAAaKAQBg+F94\niFFs+w+jIAAAAABJRU5ErkJggg==\n", "text": [ - "" + "" + ] + }, + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 21, + "text": [ + "" ] } ], - "prompt_number": 5 + "prompt_number": 21 }, { "cell_type": "markdown", @@ -162,49 +167,75 @@ "h1 = np.linspace(.1,.5,3)\n", "h1 = np.r_[1,2,1]\n", "h2 = np.r_[1,3]\n", - "h3 = np.linspace(.1,.5,5)\n", + "h3 = np.linspace(.1,.5,10)\n", "\n", "mesh = TensorMesh([h1,h2,h3],x0)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ - "ax1 = ax=subplot(131)\n", - "ax2 = ax=subplot(132)\n", - "ax3 = ax=subplot(133)\n", - "a1 = mesh.plotImage(mesh.gridCC[:,0],ax=ax1)\n", - "a2 = mesh.plotImage(mesh.gridFx[:,1],ax=ax2,imageType='Fx')\n", - "a3 = mesh.plotImage(mesh.gridEz[:,2],ax=ax3,imageType='Ez')\n", - "\n", + "ax1 = plt.subplot()\n", "ax1.set_title('mesh.gridCC[:,0]')\n", + "a1 = mesh.plotImage(mesh.gridCC[:,0],ax=ax1,annotationColor='w')\n", + "ax2 = plt.subplot()\n", "ax2.set_title('mesh.gridFx[:,1]')\n", - "ax3.set_title('mesh.gridEz[:,2]')\n" + "a2 = mesh.plotImage(mesh.gridFx[:,1],ax=ax2,imageType='Fx')\n", + "ax3 = plt.subplot()\n", + "ax3.set_title('mesh.gridEz[:,2]')\n", + "mesh.plotImage(mesh.gridEz[:,2],ax=ax3,imageType='Ez')" ], "language": "python", "metadata": {}, "outputs": [ { - "output_type": "pyout", - "prompt_number": 7, + "metadata": {}, + "output_type": "display_data", + "png": 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BaGoCJOmO126K9OnnrRoqKwEAvlOnIm/XLm2AE92NeIqhjKpQiYrCQjgOHIjc7dtRUVAA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\nTbr2k3RjaD8HP/0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