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@lkluft
Created October 25, 2018 12:41
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Convert pressure to height assuming hydrostatic equilibrium.
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport typhon as ty\nfrom typhon.physics import pressure2height\nfrom typhon.arts import xml\n\n\ncases = [\n 'tropical',\n 'midlatitude-summer',\n 'midlatitude-winter',\n 'subarctic-summer',\n 'subarctic-winter',\n]\n\nty.plots.styles.use()\nfig, axes = plt.subplots(5, figsize=(8, 16), sharex=True)\nfor case, ax in zip(cases, axes.flat):\n ax.set_title(case)\n ax.axhline(0, color='black', linewidth=0.8)\n \n p = xml.load(f'../{case}/{case}.t.xml').grids[0]\n T = xml.load(f'../{case}/{case}.t.xml')[:].ravel()\n z = xml.load(f'../{case}/{case}.z.xml')[:].ravel()\n\n ax.plot(z, pressure2height(p) + z[0] - z, color='black', label='z(p)')\n ax.plot(z, pressure2height(p, T) + z[0] - z, color='red', label='z(p, T)')\n \n ax.set_ylim(-5e3, 3e3)\n ty.plots.set_yaxis_formatter(ty.plots.ScalingFormatter(1e3), ax=ax)\n ax.set_ylabel('z(x) - z [km]')\n \nax.set_xlim(left=0)\nty.plots.set_xaxis_formatter(ty.plots.ScalingFormatter(1e3))\nax.set_xlabel('z [km]')\n \naxes[0].legend()\nfig.tight_layout()",
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 576x1152 with 5 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.6",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Convert pressure to height assuming hydrostatic equilibrium.",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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