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@rabernat
Last active August 29, 2015 14:08
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "code",
"input": "import numpy as np\nfrom matplotlib import pyplot as plt\n%matplotlib inline\n\nexpts = ['lores_ctrl', 'hires_ctrl', 'lores_CO2', 'hires_CO2']\nparams = 'sigma2_hconst050'\nSv = 1e6",
"prompt_number": 6,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Temporal Variability in Transformation Rates #\n\nFirst let's just look at the temporal variability in annual mean transformation rate in the various experiments.\nWe take the monthly data, average over each year, and plot as a function of time and sigma."
},
{
"metadata": {},
"cell_type": "code",
"input": "r = 'so'\nfig = plt.figure(figsize=(18,9))\nfor n, expt in enumerate(['lores_ctrl', 'lores_CO2', 'hires_ctrl', 'hires_CO2']):\n plt.subplot(2,2,n+1)\n a = np.load('../data/WMT_%s_%s_%s.npz' % (expt, params, r))\n A, rholevs = a['A'], a['rholevs']-1000.\n Nt = A.shape[0]\n Tm = np.arange(Nt)\n Aann = np.add.reduceat(A, range(0,Nt,12), axis=0)/12.\n Ty = np.arange(Nt/12)\n Alevs = np.arange(-30,30,5)+2.5\n plt.contourf(Ty, rholevs[1:], -Aann[:,:2].sum(axis=1).T/Sv,\n Alevs, cmap='RdBu_r', extend='both')\n plt.xlabel('time (years)')\n plt.ylabel(r'$\\sigma_2$')\n plt.title(expt)",
"prompt_number": 16,
"outputs": [
{
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hB3b+3pu2P+D0u9t8g1slGRbTChQZkhRjgvU+FbsMQpy/SxAWMghUAsJLlHgE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\n86VYxfRVAwDPBP4m3aH0top9z+VvgZMpK4hfxd7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5v9bKyvx+M7/fc87e++zz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"text": "<matplotlib.figure.Figure at 0x2b895d1ab050>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The most striking thing about this to me is the _complete lack of trend_ in the CO2 forcing experiments. Did I analyze the right data? On the other hand, there to appear to be significant differences in the _mean_ transformation rates between the control and CO2 experiments. I find this really puzzling.\n\n# Differences in Mean Trasnformation Rates #\n\nMotivated by the above figure, I didn't think it was meaningful to try to look for a \"trend\" in the CO2 forcing experiments. Instead, I just plot the overall mean for each set of experiments and their difference."
},
{
"metadata": {},
"cell_type": "code",
"input": "regions = ['natl', 'npac', 'so', 'globe']\n\n\nA_trend = dict()\nA_mean = dict()\nrholevs = dict()\nd = dict()\nfor expt in expts:\n A_trend[expt] = dict()\n A_mean[expt] = dict()\n rholevs[expt] = dict()\n for r in regions:\n d[r] = np.load('../data/WMT_%s_%s_%s.npz' % (expt, params, r))\n rholevs[expt][r] = d[r]['rholevs']\n T = np.arange(d['natl']['A'].shape[0])/12.\n\n for r in regions:\n # exclude mixing\n A_mean[expt][r] = d[r]['A'][:,:2].mean(axis=0)\n A_trend[expt][r] = ( d[r]['A'][-60:,:2].mean(axis=0)\n - d[r]['A'][:60,:2].mean(axis=0) )",
"prompt_number": 87,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "r = 'so'\nSv = 1e6\n\nf = plt.figure(figsize=(12,5.5))\n\nfor expt, ls in zip(['hires_ctrl', 'lores_ctrl'], ['-', '--']):\n sigma = rholevs[expt][r][1:] - 1000.\n plt.plot(sigma, -A_mean[expt][r].sum(axis=0)/ Sv, 'k'+ls, linewidth=2)\n plt.plot(sigma, -A_mean[expt][r][0]/ Sv, 'r'+ls)\n plt.plot(sigma, -A_mean[expt][r][1]/ Sv, 'b'+ls)\nplt.grid()\nplt.legend(['Net (hires)','HF (hires)','FWF (hires)',\n 'Net (lores)','HF (lores)','FWF (lores)'], loc='lower left')\nplt.xlabel(r'$\\sigma_2$')\nplt.ylabel('Sv')\nplt.title('Annual Mean Water Mass Transformation Rate South of 30S')\n\nf = plt.figure(figsize=(12,5.5))\n\nfor expt, ls in zip(['hires_CO2', 'lores_CO2'], ['-', '--']):\n sigma = rholevs[expt][r][1:] - 1000.\n plt.plot(sigma, -A_mean[expt][r].sum(axis=0)/ Sv, 'k'+ls, linewidth=2)\n plt.plot(sigma, -A_mean[expt][r][0]/ Sv, 'r'+ls)\n plt.plot(sigma, -A_mean[expt][r][1]/ Sv, 'b'+ls)\nplt.grid()\nplt.legend(['Net (hires)','HF (hires)','FWF (hires)',\n 'Net (lores)','HF (lores)','FWF (lores)'], loc='lower left')\n\nplt.xlabel(r'$\\sigma_2$')\nplt.ylabel('Sv')\nplt.title('Annual Mean Water Mass Transformation Rate with CO2 forcing')\n\nf = plt.figure(figsize=(12,5.5))\n\nfor expt, ls in zip(['hires', 'lores'], ['-', '--']):\n sigma = rholevs[expt + '_CO2'][r][1:] - 1000.\n plt.plot(sigma, -(A_mean[expt + '_CO2'][r].sum(axis=0) -\n A_mean[expt + '_ctrl'][r].sum(axis=0))/ Sv, 'k'+ls, linewidth=2)\n plt.plot(sigma, -(A_mean[expt + '_CO2'][r][0] - \n A_mean[expt + '_ctrl'][r][0])/ Sv, 'r'+ls)\n plt.plot(sigma, -(A_mean[expt + '_CO2'][r][1] -\n A_mean[expt + '_ctrl'][r][1])/ Sv, 'b'+ls)\nplt.grid()\nplt.legend(['Net (hires)','HF (hires)','FWF (hires)',\n 'Net (lores)','HF (lores)','FWF (lores)'], loc='lower left')\n\nplt.xlabel(r'$\\sigma_2$')\nplt.ylabel('Sv')\nplt.title('Difference (CO2 - ctrl)')",
"prompt_number": 93,
"outputs": [
{
"text": "<matplotlib.text.Text at 0x2ac50aacd190>",
"output_type": "pyout",
"metadata": {},
"prompt_number": 93
},
{
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OuOoq+P77S5dNSoLISBg+HGrWhFdfhU6dTI/355/Dhx/CwoWwYUNevwuVn/jz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\nIJEiRURKlhSpWVNk4ECRL74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smfnoNEWKmOJuZ/G21l0XHHafxCilVK64cOGCXHPNNQJI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Wu/KB2bhRHZuX4H2L9/P9q3b69bVyqVuHfvXrplN27ciJYtW0puw5IlSzBu3DjJ65XJBxwcRI7l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\n5MuXj4sXLxIeHs7SpUuZMGGCZ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"text": "<matplotlib.figure.Figure at 0x2ac50a89b0d0>",
"output_type": "display_data",
"metadata": {}
},
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kF8tJkyaxe/duKlasSIUKFahYsSIVK1akTJkyBCaegVXFcbdxrZFUSikvioiI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\nTKEPyad+JJf6crZ8JiUlsXz5c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"text": "<matplotlib.figure.Figure at 0x2ac50a979050>",
"output_type": "display_data",
"metadata": {}
},
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+aiqo3Q88oHx8fBSgLl68mCvbcuLWrVvqww8/VIGBgen/r+6++269c+FCpfr0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igEasMvLl++TIaFSR/mAUFBQQTAyZMni6bcjRsW7W9xPlFyMunqysS7dy05idwrBuoJ3LmjJ8ut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