From 3f8ec7b07ecfe5962c62ad827a9089a6c571485b Mon Sep 17 00:00:00 2001 From: seogi Date: Mon, 24 Nov 2014 09:37:14 -0800 Subject: [PATCH] modify figures --- notebooks/DC_schumberger_Inv.ipynb | 36 ++++++++++++++--------------- notebooks/logcond1d.png | Bin 43480 -> 44645 bytes notebooks/obspred_dc1d_mod.png | Bin 56633 -> 57013 bytes 3 files changed, 18 insertions(+), 18 deletions(-) diff --git a/notebooks/DC_schumberger_Inv.ipynb b/notebooks/DC_schumberger_Inv.ipynb index 9441b280..380a7996 100644 --- a/notebooks/DC_schumberger_Inv.ipynb +++ b/notebooks/DC_schumberger_Inv.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:6d6af1057c1850efe10fdefd31e17fe9c89bce947e1f3745be6437de3f80879b" + "signature": "sha256:4229cd58b6b60201a30952dbf77a9ee8094f47ebfbad5229647a4b44c623620f" }, "nbformat": 3, "nbformat_minor": 0, @@ -166,7 +166,7 @@ "ax.set_ylim(-500, 0)\n", "ax.set_xlim(-7, -4)\n", "ax.set_xlabel('$log(\\sigma)$', fontsize = 20)\n", - "ax.set_ylabel('z (m)', fontsize = 22)\n", + "ax.set_ylabel('Depth (m)', fontsize = 22)\n", "ax.text(-7., 10., '(a)', fontsize = 30)\n", "fig.savefig('logcond1d.png', dpi=200)" ], @@ -176,13 +176,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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rKRwOtz0XCoUkSTc3N33LAQCYpKkNZs/ztLCw0PX55gldTc0grtVqfcsBAJgk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\nf4iKNyR3BwAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 7 + "prompt_number": 45 }, { "cell_type": "code", @@ -193,8 +193,8 @@ "cb = plt.colorbar(dat[0], ax =ax)\n", "ax.set_title(\"Vertical section\", fontsize = 16)\n", "cb.set_label(\"Conductivity (S/m)\", fontsize = 16)\n", - "ax.set_xlabel('x (m)', fontsize = 16)\n", - "ax.set_ylabel('z (m)', fontsize = 16)\n", + "ax.set_xlabel('Easting (m)', fontsize = 16)\n", + "ax.set_ylabel('Depth (m)', fontsize = 16)\n", "ax.set_xlim(-1000., 1000.)\n", "ax.set_ylim(-500., 0.)\n", "ax.text(-1000., 20., '(b)', fontsize = 20)\n", @@ -206,13 +206,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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XarWwvb3tuF3HwXd3d9dcfrS0tGQpy+fzePnypeMvJSKi2bcIE64ikYjlfTqd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\ne9vb23j27FnfMlVVbQMvAPh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sy4jFYtjc3EQ2m8XZ2ZllJwu7dCIimoJHuxotojsdfBOJBB4/foxoNDpyIe5arYb19XXz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\nxvPrTSLL8sj7cUrTNGQyGfR6PQ/vioj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FIhGEw+GB82qahlarZUtGhUIB9XrdlsT8fj9UVXUdaBUAyuVyXx28ggmJiBbG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\nERJjjC1ezCv18FpsnDJu5Se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S1/AQQgg5P66ifT9+/BiFQmHI0+7Tp09jF1URQshVJJfLIRgMwufz4fDw0KLF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\nPL/9AAAAAElFTkSuQmCC\n", "text": [ - "" + "" ] } ], - "prompt_number": 13 + "prompt_number": 42 }, { "cell_type": "markdown", @@ -516,8 +516,8 @@ "cb = plt.colorbar(dat[0], ax =ax[0])\n", "ax[0].set_title(\"Vertical section\", fontsize = 16)\n", "cb.set_label(\"Conductivity (S/m)\", fontsize = 14)\n", - "ax[0].set_xlabel('x (m)', fontsize = 16)\n", - "ax[0].set_ylabel('z (m)', fontsize = 16)\n", + "ax[0].set_xlabel('Easting (m)', fontsize = 16)\n", + "ax[0].set_ylabel('Depth (m)', fontsize = 16)\n", "ax[0].set_xlim(-1000., 1000.)\n", "ax[0].set_ylim(-500., 0.)\n", "ax[0].text(-1000, 20, '(b)', fontsize = 16)\n", @@ -529,13 +529,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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ETW4XPMmHh4cxNDSUs7+7u7vsc1ut1qztRCIBl8sFg8GAYDAIrVaLxcXFsq9D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\nZFnGxMQESqUSFEXB0tJSy2Qebrfb0DYREZEd5PN5JJNJxGIxAMDa2lp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nHxsbw+joaMH7/f39NR/b7XYbtjOZDPx+P2w2G+LxOMxmMxYXF2s+DxERkYbp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\nALCystLZDnSo08mai8UiFEVBoVCAz+druzyRSODy5cu4ePE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