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Last active August 27, 2019 15:52
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pump/notebooks/tao-simple-mi.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\n\nimport dask\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport seawater as sw\nimport xarray as xr\n\n# import hvplot.xarray\n\nimport dcpy\nimport pump\n\nmpl.rcParams['savefig.dpi'] = 300\nmpl.rcParams['savefig.bbox'] = 'tight'\nmpl.rcParams['figure.dpi'] = 250\n\nxr.set_options(keep_attrs=True)\n\nimport distributed\nimport ncar_jobqueue\n\nif 'client' in locals():\n client.close(); cluster.close()\n\ncluster = ncar_jobqueue.NCARCluster(\n cores=1, processes=1, memory='25GB',\n walltime='02:00:00', project='NCGD0043')\n\nclient = dask.distributed.Client(cluster)",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "cluster.adapt(minimum=2, maximum=12, wait_count=600)",
"execution_count": 2,
"outputs": [
{
"data": {
"text/plain": "<distributed.deploy.adaptive.Adaptive at 0x2b54608cc6a0>"
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "client",
"execution_count": 3,
"outputs": [
{
"data": {
"text/html": "<table style=\"border: 2px solid white;\">\n<tr>\n<td style=\"vertical-align: top; border: 0px solid white\">\n<h3 style=\"text-align: left;\">Client</h3>\n<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n <li><b>Scheduler: </b>tcp://10.12.205.30:32977</li>\n <li><b>Dashboard: </b><a href='https://jupyterhub.ucar.edu/dav/user/dcherian/proxy/8787/status' target='_blank'>https://jupyterhub.ucar.edu/dav/user/dcherian/proxy/8787/status</a>\n</ul>\n</td>\n<td style=\"vertical-align: top; border: 0px solid white\">\n<h3 style=\"text-align: left;\">Cluster</h3>\n<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n <li><b>Workers: </b>2</li>\n <li><b>Cores: </b>2</li>\n <li><b>Memory: </b>50.00 GB</li>\n</ul>\n</td>\n</tr>\n</table>",
"text/plain": "<Client: scheduler='tcp://10.12.205.30:32977' processes=2 cores=2>"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Read data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def estimate_euc_depth_terms(ds):\n\n ds.load()\n\n surface = {'depth': -20, 'method': 'nearest'}\n\n ds['h'] = (ds.eucmax - surface['depth'])\n ds['h'].attrs['long_name'] = '$h$'\n\n if 'u' in ds:\n ds['us'] = ds.u.sel(**surface)\n ds['ueuc'] = ds.u.interp(depth=ds.eucmax, longitude=ds.longitude, method='linear')\n ds['du'] = ds.us - ds.ueuc\n ds.du.attrs['long_name'] = '$\\Delta$u'\n\n if 'dens' in ds:\n ds['dens_euc'] = ds.dens.interp(depth=ds.eucmax,\n longitude=ds.longitude,\n method='linear')\n ds['b'] = ds.dens * -9.81/ds.dens_euc\n ds['bs'] = ds.b.sel(**surface)\n ds['beuc'] = -9.81 * xr.ones_like(ds.bs)\n\n ds['db'] = ds.bs - ds.beuc\n ds.db.attrs['long_name'] = '$\\Delta$b'\n\n if 'db' in ds and 'du' in ds and 'h' in ds:\n with xr.set_options(keep_attrs=False):\n ds['Ri'] = ds.db * np.abs(ds.h) / (ds.du**2)\n\n return ds\n\nif 'gcm1' in locals():\n import airsea\n print('skipping gcm1, jra, ssh')\n subset = (gcm1.annual.sel(latitude=0, method='nearest')\n .assign_coords(latitude=0)\n .squeeze()\n .sel(depth=slice(0, -250)))\n subset['dens'] = pump.mdjwf.dens(subset.salt, subset.theta, subset.depth)\n subset['eucmax'] = pump.calc.get_euc_max(subset.u)\n\n subset = estimate_euc_depth_terms(subset)\n subset.attrs['name'] = 'gcm 1m 1996 mean'\n\n jra = (pump.obs.read_jra()\n .sel(latitude=0, method='nearest')\n .sel(time='1996')\n .load())\n jra['tau'] = jra.Uwind.copy(\n data=airsea.windstress.stress(np.hypot(jra.Uwind, jra.Vwind)))\n\n mean_jra = jra.mean('time')\n ssh = xr.open_mfdataset(pump.obs.root + 'make_TPOS_MITgcm/1996/SSH*.nc').zos\n\njohnson = (pump.obs.read_johnson()\n .sel(latitude=0))\njohnson['eucmax'] = pump.get_euc_max(johnson.u)\njohnson = estimate_euc_depth_terms(johnson)\njohnson.attrs['name'] = 'Johnson'\n\n# need to fill to the surface\ntao_adcp = pump.obs.read_tao_adcp().mean('time').bfill('depth')\ntao_adcp['eucmax'] = pump.get_euc_max(tao_adcp.u)\n\ntao_ctd = (pump.obs.read_tao()\n .sel(latitude=0, longitude=tao_adcp.longitude)\n .drop(['u', 'v'])\n .mean('time')\n .compute())\ntao_ctd['eucmax'] = tao_adcp.eucmax\ntao_ctd['dens'] = pump.mdjwf.dens(np.array(35.0), tao_ctd.temp, tao_ctd.depth)\ntao_ctd_raw = tao_ctd.copy(deep=True)\ntao_ctd = (tao_ctd\n .sortby('depth')\n .interpolate_na('depth')\n .sortby('depth', ascending=False)\n .bfill('depth'))\n\ntao = xr.merge([estimate_euc_depth_terms(tao_adcp)[['us', 'ueuc', 'du', 'eucmax']],\n estimate_euc_depth_terms(tao_ctd)[['bs', 'beuc', 'db']]])\ntao = estimate_euc_depth_terms(tao)\ntao.attrs['name'] = 'TAO'\n\nhires = xr.load_dataset('~/pump/glade/small-eq-mean.nc').sel(longitude=slice(-221, None))\nhires['eucmax'] = (pump.calc.get_euc_max(hires.u)\n .rolling(longitude=200, center=True, min_periods=1)\n .mean())\nhires = estimate_euc_depth_terms(hires)",
"execution_count": 4,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/glade/u/home/dcherian/pump/pump/obs.py:170: FutureWarning: In xarray version 0.13 the default behaviour of `open_mfdataset`\nwill change. To retain the existing behavior, pass\ncombine='nested'. To use future default behavior, pass\ncombine='by_coords'. See\nhttp://xarray.pydata.org/en/stable/combining.html#combining-multi\n\n chunks={\"lat\": 1, \"lon\": 1, \"depth\": 5},\n/gpfs/u/home/dcherian/python/xarray/xarray/backends/api.py:931: FutureWarning: The datasets supplied have global dimension coordinates. You may want\nto use the new `combine_by_coords` function (or the\n`combine='by_coords'` option to `open_mfdataset`) to order the datasets\nbefore concatenation. Alternatively, to continue concatenating based\non the order the datasets are supplied in future, please use the new\n`combine_nested` function (or the `combine='nested'` option to\nopen_mfdataset).The datasets supplied require both concatenation and merging. From\nxarray version 0.13 this will operation will require either using the\nnew `combine_nested` function (or the `combine='nested'` option to\nopen_mfdataset), with a nested list structure such that you can combine\nalong the dimensions None. Alternatively if your datasets have global\ndimension coordinates then you can use the new `combine_by_coords`\nfunction.\n from_openmfds=True,\n/glade/u/home/dcherian/miniconda3/envs/dcpy/lib/python3.6/site-packages/dask/array/core.py:3776: PerformanceWarning: Increasing number of chunks by factor of 15\n **blockwise_kwargs\n/glade/u/home/dcherian/miniconda3/envs/dcpy/lib/python3.6/site-packages/dask/array/core.py:3776: PerformanceWarning: Increasing number of chunks by factor of 11\n **blockwise_kwargs\n/glade/u/home/dcherian/miniconda3/envs/dcpy/lib/python3.6/site-packages/dask/array/core.py:3776: PerformanceWarning: Increasing number of chunks by factor of 10\n **blockwise_kwargs\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Heat flux"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "qnet = (xr.open_dataset('../glade/obs/tao/qnet_xyt_dy.cdf').rename({\n 'QT_210': 'qnet',\n 'lat': 'latitude',\n 'lon': 'longitude'\n})['qnet'])\nqnet['longitude'] -= 360\nqnet = qnet.where(np.abs(qnet) < 1e5)\nqnet",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "<xarray.DataArray 'qnet' (time: 6469, depth: 1, latitude: 11, longitude: 8)>\narray([[[[ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n 92.55531]]],\n\n\n [[[ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n 123.92926],\n [ nan, nan, nan, ..., nan, nan,\n 167.82068]]],\n\n\n [[[ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n 144.79332],\n [ nan, nan, nan, ..., nan, nan,\n 143.83264]]],\n\n\n ...,\n\n\n [[[ nan, 127.62819, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan]]],\n\n\n [[[ nan, 134.15 , nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan]]],\n\n\n [[[ nan, 33.85962, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n ...,\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan],\n [ nan, nan, nan, ..., nan, nan,\n nan]]]], dtype=float32)\nCoordinates:\n * time (time) datetime64[ns] 2000-04-22T12:00:00 ... 2018-01-06T12:00:00\n * depth (depth) float32 0.0\n * latitude (latitude) float32 -8.0 -5.0 -2.0 0.0 2.0 ... 8.0 9.0 10.0 12.0\n * longitude (longitude) float32 -195.0 -180.0 -170.0 ... -125.0 -110.0 -95.0\nAttributes:\n name: QT\n long_name: TOTAL HEAT FLUX\n generic_name: qtot\n FORTRAN_format: \n units: W/M**2\n epic_code: 210"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## SSH"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ssh = (xr.open_mfdataset([pump.obs.root + 'obs/aviso/zos_AVISO_L4_199210-201012.nc'])\n .zos\n .rename({'lat': 'latitude', 'lon': 'longitude'}))\nssh['longitude'] -= 360\nssh = ssh.sel(longitude=slice(-200, -80), latitude=slice(-25, 25)).mean('time').compute()\nssh",
"execution_count": 6,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/glade/u/home/dcherian/miniconda3/envs/dcpy/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: In xarray version 0.13 the default behaviour of `open_mfdataset`\nwill change. To retain the existing behavior, pass\ncombine='nested'. To use future default behavior, pass\ncombine='by_coords'. See\nhttp://xarray.pydata.org/en/stable/combining.html#combining-multi\n\n \"\"\"Entry point for launching an IPython kernel.\n/gpfs/u/home/dcherian/python/xarray/xarray/backends/api.py:931: FutureWarning: The datasets supplied have global dimension coordinates. You may want\nto use the new `combine_by_coords` function (or the\n`combine='by_coords'` option to `open_mfdataset`) to order the datasets\nbefore concatenation. Alternatively, to continue concatenating based\non the order the datasets are supplied in future, please use the new\n`combine_nested` function (or the `combine='nested'` option to\nopen_mfdataset).\n from_openmfds=True,\n"
},
{
"data": {
"text/plain": "<xarray.DataArray 'zos' (latitude: 50, longitude: 120)>\narray([[1.0146531 , 1.0037938 , 0.99376035, ..., 0.63221073, 0.61761034,\n 0.6016931 ],\n [1.0273066 , 1.0175812 , 1.0088582 , ..., 0.62273055, 0.6081634 ,\n 0.5922261 ],\n [1.046003 , 1.0380611 , 1.0309224 , ..., 0.61169213, 0.597813 ,\n 0.5830368 ],\n ...,\n [1.3097773 , 1.3013064 , 1.2935021 , ..., 0.6009446 , 0.6040544 ,\n 0.60238636],\n [1.2980543 , 1.2906426 , 1.2837585 , ..., 0.5306964 , 0.53614575,\n 0.5542671 ],\n [1.2794156 , 1.2714981 , 1.263941 , ..., 0.43182534, 0.45010972,\n 0.49250126]], dtype=float32)\nCoordinates:\n * latitude (latitude) float64 -24.5 -23.5 -22.5 -21.5 ... 22.5 23.5 24.5\n * longitude (longitude) float64 -199.5 -198.5 -197.5 ... -82.5 -81.5 -80.5\nAttributes:\n standard_name: sea_surface_height_above_geoid\n long_name: Sea Surface Height Above Geoid\n units: m\n original_name: maps_of_absolute_dynamic_topography\n history: 2011-02-11, 12:02:38, AVISO, Aviso2Cmor 2009-01-01 200...\n original_units: cm\n cell_methods: time: mean\n cell_measures: area: areacello\n associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..."
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "(ssh).plot(robust=True, cmap=mpl.cm.Spectral_r)\nplt.gcf().set_size_inches((8, 3))\nplt.gca().set_title('SSH')",
"execution_count": 7,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'SSH')"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
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\n",
"text/plain": "<Figure size 2000x750 with 2 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "(ssh.differentiate('longitude')/110e3).plot(robust=True)\nplt.gcf().set_size_inches((8, 3))\nplt.gca().set_title('$∂/∂_x$ SSH')",
"execution_count": 8,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, '$∂/∂_x$ SSH')"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 2000x750 with 2 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## TAO wind"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "tau = (xr.open_mfdataset('../glade/obs/tao/tau[x-y]_*_dy.cdf')\n .rename({'TX_442': 'taux',\n 'TY_443': 'tauy',\n 'lat': 'latitude',\n 'lon': 'longitude'}))\ntau['longitude'] -= 360\ntau = tau.where((tau.taux < 5) & (tau.tauy < 5))\n\ntao = xr.merge([\n tao,\n tau.mean('time').sel(\n latitude=0, longitude=tao.longitude).squeeze().drop('depth').load()[['taux', 'tauy']],\n qnet.sel(latitude=0)\n .reindex(longitude=tao.longitude)\n .squeeze().drop('depth')\n .mean('time')\n])\ntao['tau'] = np.hypot(tao.taux, tao.tauy)\ntao = tao.squeeze()\ntao",
"execution_count": 10,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/glade/u/home/dcherian/miniconda3/envs/dcpy/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: In xarray version 0.13 the default behaviour of `open_mfdataset`\nwill change. To retain the existing behavior, pass\ncombine='nested'. To use future default behavior, pass\ncombine='by_coords'. See\nhttp://xarray.pydata.org/en/stable/combining.html#combining-multi\n\n \"\"\"Entry point for launching an IPython kernel.\n/gpfs/u/home/dcherian/python/xarray/xarray/backends/api.py:931: FutureWarning: The datasets supplied have global dimension coordinates. You may want\nto use the new `combine_by_coords` function (or the\n`combine='by_coords'` option to `open_mfdataset`) to order the datasets\nbefore concatenation. Alternatively, to continue concatenating based\non the order the datasets are supplied in future, please use the new\n`combine_nested` function (or the `combine='nested'` option to\nopen_mfdataset).The datasets supplied require both concatenation and merging. From\nxarray version 0.13 this will operation will require either using the\nnew `combine_nested` function (or the `combine='nested'` option to\nopen_mfdataset), with a nested list structure such that you can combine\nalong the dimensions None. Alternatively if your datasets have global\ndimension coordinates then you can use the new `combine_by_coords`\nfunction.\n from_openmfds=True,\n/gpfs/u/home/dcherian/python/xarray/xarray/core/nanops.py:157: RuntimeWarning: Mean of empty slice\n return np.nanmean(a, axis=axis, dtype=dtype)\n"
},
{
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (longitude: 6)\nCoordinates:\n latitude float64 0.0\n * longitude (longitude) float64 -213.0 -204.0 -195.0 -170.0 -140.0 -110.0\nData variables:\n us (longitude) float32 -0.06934669 0.08536129 ... 0.011650631\n ueuc (longitude) float64 0.3355 0.4491 0.4932 0.6898 1.049 0.965\n du (longitude) float64 -0.4049 -0.3638 -0.4965 ... -1.149 -0.9534\n eucmax (longitude) float32 -225.0 -200.0 -195.0 -155.0 -105.0 -75.0\n bs (longitude) float64 -9.783 -9.783 -9.785 -9.795 -9.799 -9.8\n beuc (longitude) float64 -9.81 -9.81 -9.81 -9.81 -9.81 -9.81\n db (longitude) float64 0.0273 0.02699 0.02499 ... 0.01052 0.009748\n h (longitude) float32 -205.0 -180.0 -175.0 -135.0 -85.0 -55.0\n Ri (longitude) float64 34.14 36.72 17.75 2.764 0.6773 0.5898\n taux (longitude) float32 -0.0027862845 -0.005322009 ... -0.028835593\n tauy (longitude) float32 -0.0014525932 0.0005883495 ... 0.021475606\n qnet (longitude) float32 nan nan 61.240654 ... 137.68852 163.67712\n tau (longitude) float32 0.003142198 0.005354431 ... 0.03595404"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "tau.mean('time').taux.plot(edgecolor='w')\nplt.gcf().set_size_inches((8, 2))\nplt.gca().set_title('Time averaged TAO wind stress')",
"execution_count": 11,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'Time averaged TAO wind stress')"
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 2000x500 with 2 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Estimate terms"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "\\begin{align}\nRi &= \\frac{2 \\bar{w} h Q}{\\left(ghη_x + Δb/2 h h_x + τ_w \\right)²} \\\\\nRi/\\bar{w} &= \\frac{10^2 10^{-8}}{\\left(10×10^2×10^{-8} + 10^{-2} × 10^2 × 10^{-5} + 10^{-5}\\right)²} = \\frac{10^{-6}}{10^{-10}} = 10^{-4}\n\\end{align}"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "xr.set_options(keep_attrs=False)\n\n# interpolate to SSH longitudes\nds = tao.interp(longitude=ssh.longitude)\n\ndb = ds.db\nbeuc = -9.81 # b = -gρ/ρ_{euc}\nQ = ds.qnet * 9.81 * 2e-4 / (1025 * 4200) # g α Q / (ρ c_p): heat flux in W/m² → m²/s³\nh = np.abs(ds.eucmax) # derivation integrates from z=-h to z=η\nhx = h.differentiate('longitude')/110e3\nsshx = (ssh.sel(latitude=0, method='nearest')\n .rolling(longitude=20, center=True, min_periods=5)\n .mean()\n .differentiate('longitude'))/110e3\n\nnum = 2 * h * Q\nden = (beuc * h * sshx + db/2 * h * hx + ds.tau/1025)**2\n\nRiow = num / den\nRiow.attrs['long_name'] = '$Ri/w$'\nRiow.attrs['units'] = 's/m'\n\nnum.attrs['units'] = 'm³/s³'\nden.attrs['units'] = 'm⁴/s⁴'\n\n\nf, ax = plt.subplots(3, 1, sharex=True, sharey=False, constrained_layout=True)\nRiow.plot(ax=ax[0], yscale='log', ylim=[1e2, 1e6])\nnum.plot(ax=ax[1])\nden.plot(ax=ax[2])\n\nax[0].set_yticks([1e2, 1e3, 1e4, 1e5, 1e6])\nax[0].grid(True)\n\nax[1].set_title('numerator = $2 h Q$')\nax[2].set_title('denominator = $(ghη_x + Δb/2 h h_x + τ/ρ_0)²$')",
"execution_count": 81,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'denominator = $(ghη_x + Δb/2 h h_x + τ/ρ_0)²$')"
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Yu3fvyr41pv4Nd3WsI0RNR//+/WVTjOm7sXH+/Hns27dPtLWtacc6QkQ1xTpC1LS8//77WLdunWiHhYVh+fLlNcrJOkJNCQddiKjBkCQJkydPlt2knDdvHubOnVvj3G3btkVYWJhor1ixQvY+5YqLizFp0iSx6JuFhQX+53/+R2teKysrWf9++eUXfPXVV5XiJEnCrFmzEBMTA+Dx9AALFy6s9vkQ0T/L1NQUEydOFO0zZ85g6tSpKC4u1hh///59jBo1SjYN2eTJkzXGso4QNR3NmjXDkiVLRPuHH37QeoPjzp07ePnll8UAr6mpqdb51VlHiKimWEeImo5///vfWLFihWiHhoZi9erVNc7LOkJNiUqSJKmuO0FEpMSPP/6IoKAg0TY3N9f6zXBNunXrpvMJlszMTPTt2xfXr18H8PjGx4QJEzB69GjY2dkhPj4eq1evxoULF8Qx33zzDd5++22d71tUVAR/f3+cOHFC7Hv++ecxceJEODs749atW1i/fr1sTtNZs2YhPDxc8bkRUdUsXrxY4zer1BeuNjIygrGxcaWY+Ph4uLm5VdqflJSE7t27y6Yn7NixI0JDQ9GjRw9YW1sjLS0NR48excaNG5GdnS3iXn/9daxdu1Zrf1lHiOqf2qgj5V599VVs2bJFtAcPHoxXX30VHh4eyMvLw9GjR7F69Wrk5OSImFWrVmHatGlac7KOENU/tVlH9AkNDcWmTZsAPH7aNioqSu8xrCNE9Y+h68jp06dla942a9YMQ4YMQbNmyr637+TkJGqLJqwj1GRIREQNxMaNGyUA1X75+vrqfY/4+HjJ1dVVUb7Zs2cr7ntqaqrk4+OjKO/48eOl0tLSGlwpItJn/vz51a4lCQkJWvP+9ddfUtu2bauUb9y4cVJRUZHePrOOENUvtVVHJEmSCgsLpRdeeEFRLpVKJS1ZskRRn1lHiOqX2qwj+oSEhFTp30nlWEeI6hdD15HIyMhq5wMgubm56e0z6wg1BZxejIhIjZeXFy5cuIApU6bAwsJCY8wTTzyBXbt2yeYX1cfBwQGnT5/GBx98ABsbG40xbm5uWLduHbZt26b4WyREVL889dRTuHjxImbNmgU7OzudsT179sT27duxY8cOretCA5Ft1QAAIABJREFUqWMdIWo6TE1NsWvXLnz33Xfw8PDQGjdo0CBERUUpnmqVdYSIaop1hIhqinWEmgJOL0ZEpEVubi4OHz6Mu3fvIi8vD61bt4aPjw+6d+9eo7wFBQWIiorCrVu3kJmZCScnJ3h7e6Nfv35QqVQG6j0R1bWSkhLExsbiwoULePDgAQoLC9GiRQu4uLigd+/ecHV1rXZu1hGipiUmJgaXL19GcnIyzMzM0Lp1awwaNAguLi7Vzsk6QkQ1xTpCRDXFOkKNFQddiIiIiIiIiIiIiIiIDIDPZxERERERERERERERERkAB12IiIiIiIiIiIiIiIgMgIMuREREREREREREREREBsBBFyIiIiIiIiIiIiIiIgPgoAsREREREREREREREZEBcNCFiIiIiIiIiIiIiIjIADjoQkREREREREREREREZAAcdCEiIiIiIiIiIiIiIjIADroQEREREREREREREREZAAddiIiIiIiIiIiIiIiIDICDLkRERERERERERERERAbAQRciIiIiIiIiIiIiIiID4KALERERERERERERERGRAXDQhYiIiIiIiIiIiIiIyAA46EJERERERERERERERGQAHHQhIiIiIiIiIiIiIiIyAA66EBERERERERERERERGQAHXYiIiIiIiIiIiIiIiAyAgy5ERERERFXg5+cHlUoFlUqFiIiIuu5Ovebu7i6uVVRUVF13p1bcunVLnKNKparr7mi1YMECWT/VX6NHjzbY+zSU60HUGOzcuVPr77W7u3tdd4+IiKjJ4qALERERERERERERERGRARjXdQeIiIiIiKjpioiIwKRJkwAAvr6+jfaJmPqkTZs28PHxEe0ePXrUYW+I6NatW/Dw8BBtSZIUHefk5IRhw4aJdkZGBmJiYgzePyIiIqoaDroQERERERE1IUOHDuXUeESNQL9+/bB//37RjoqKgr+/fx32iIiIiAAOuhARERERUS25detWXXeBiIiIiIjoH8U1XYiIiIiIiIiIiIiIiAyAgy5EREREREREREREREQGwEEXIiIiIqJaFhkZibCwMHTu3Bm2trawsLCAm5sbRowYgVWrViEvL09RHpVKJV7lU3dlZ2djxYoV6NevH5ycnGBubo527dohODgYhw8frlI/JUnCjz/+iMDAQLRt2xbm5uZo27YtBg8ejPXr1yM/Px8AEBERIfrh5+enNZ+7u7uIi4qKkv0sNDQUKpUKkyZNEvuOHDkiO0f1V8XjdeXW5NatW7J8Spw/fx7Tpk1Dx44dYWlpCQcHB/Tq1QuLFy9GcnKyohzaREVFYfr06fDx8UGrVq1gZmYGFxcXPPvss/jqq6/w8OHDGuWvDQ3peqSnp2PRokXo1asX7OzsYGVlBS8vL4SEhODPP/8UcX5+fuIzoW2dG22f91OnTmHatGno0qUL7Ozs9P4+lJSU4IcffsCECRPQsWNHtGjRApaWlvDw8MC4ceOwY8cOlJWVVek8AeDcuXOYPXs2evbsCScnJ5iamsLZ2RkDBw7Ep59+irS0NMW5bt++jQULFsDX1xdOTk4wMzODmZkZ7O3t8eSTTyI4OBgrV67EvXv3qtzP6pIkCbt378aUKVPg7e0NW1tbUecCAwOxbt06FBUVKc535swZLF26FIGBgfD09IS1tTVMTU3h5OSEPn36YNasWbh8+XKV+ljd61b+2fLw8JDt11YHFyxYUKV+ERERUR2RiIiIiIhIMV9fXwmABEDauHGjztjU1FRpxIgRIl7by8XFRdqzZ4/e91Y/JiEhQTp16pTUrl07nbnfeecdqaysTG/u1NRU2blpenXr1k26ceOGtHHjRrHP19dXa043NzcRFxkZKftZSEiI3uui/qp4vK7cmiQkJMjy6TNv3jzJyMhIa3/s7Oyk/fv3Vznv7du3pYCAAL3n6+zsLO3du1dvPqXmz58vcoeEhFT5+IZ0Pfbu3Ss5ODjozPfee+9JxcXFin6fK37eCwsLpenTp2vMq+33ITIyUurUqZPe8+zevbt0/fp1ReeZkZEhBQcHSyqVSmfOFi1aSBs2bNCbb/ny5ZKZmZmi30cLCwtFfayp2NhYqXfv3nr74+npKUVHR+vM9eDBA6ljx46Kzk+lUknTpk2TioqK9PaxJtdN/bOl5DV//nydfYmMjBSxbm5uevtOREREtcMYRERERERkcMnJyfD398fVq1fFPjMzM3Tt2hVWVla4fv06kpKSAACJiYkYNWoUNm3ahIkTJyrKf+nSJYwfPx4PHz5Es2bN0LlzZzg4OCAtLQ2XL1+GJEkAgJUrV8LNzQ0zZ87UmisnJwdDhw5FbGys2GdsbAwfHx/Y2Njgzp07uHnzJi5cuICAgAC899571bkkMj4+Phg2bBgSExNx6dIlAICtrS369OmjMd7Ozq7G76nUnDlz8Pnnn8v2eXp6wtXVFWlpaYiLi0NGRgZeeOEFbN++XXHey5cvIyAgAPfv3xf7rKys0KVLF1hbWyMxMRHx8fEAHn9+Ro0ahR9++AEvvfSSYU6smhrS9Th06BDGjBkje/LB3t4eTzzxBEpKSnDlyhXxdJixcfX+Ofzee+9hzZo1AABra2t07twZ5ubmSEhI0Bi/Y8cOvPbaa7I+OTk5wdPTEyYmJrh+/bq4Bn/99RcGDBiAY8eOwcvLS2sfEhMTERAQgLi4OLHPzMwMXbp0QcuWLUUdKCsrQ05ODiZPnozs7GzMmDFDY761a9fi/fffl+3z8PBAu3btYGxsjOzsbNy4cQNZWVkAUK0ncqrqyJEjeOGFF5CTkyP2tWzZEt7e3jA3N8ft27fFNf/7778xePBgHDhwAAMGDNCY79GjR7h+/bpoW1hYoGPHjrC1tYVKpcL9+/dx/fp1SJIESZKwevVqpKWl4aefftLax5peNxcXFwwbNgz5+fk4evSo2D9s2DCN79ehQwetfSEiIqJ6pI4HfYiIiIiIGhSlT7oMHz5c9q3pWbNmSZmZmeLnZWVl0u7du6U2bdqIOHNzc+nKlStac0LtG8/29vYSAGnKlCnS/fv3ZXFXrlyRfHx8RKyVlZWUnZ2tNe+bb74pyz1lyhQpLS1NFnP69GnpySeflABIrVq10vvNfklS9jSK0qdmqpNbndInMH7//XdZXLdu3aQzZ87IYv7++29p6NChla6Frrw5OTlS+/btRZyLi4u0fft2qbi4WBZ37do1adiwYbKnFBISEvSenz7VfdKlIV2PzMxMydnZWcS2bNlS2rx5syxnYWGhtGrVKsnS0lJSqVSSnZ1dlZ50ad68ufjvmjVrpIKCgkrXQt25c+ckU1NTcXz//v2lP//8s9J7HD58WOrQoYOI69Gjh9anLIqLi6V+/frJznP16tXSo0ePZHH379+XXnnlFRFnbGwsnTp1qlK+oqIi2XUYNWpUpfMod/XqVWnp0qWSl5eXxp8byt27d2V96ty5s7Rv3z6ptLRUFnf27FnZkzCurq6yOlsxp7Ozs/TRRx9JZ86ckUpKSirFJCYmSv/6179kTw9t27ZNYz5DXreqPiGmDZ90ISIiqh846EJEREREVAVKBl3++9//ym6gLV26VGu++Ph42Y27gIAArbHqOQFIc+bM0Rp7584dydLSUsSuX79eY9yVK1dkNxinTZumNWdGRobk5eUl60NjG3Tp0qWLiPHy8pIyMjI0xhUVFUn+/v6V/ky0UZ+OytPTU0pOTtYaW1JSIpuWLjQ0VO/56VPdQZeGdD3mzJkjG2DQNLhRbs+ePZX6qmTQpTz3sWPHtOYuV1ZWJhv8HD16dKVBJXWpqamSq6uriI+IiNAY9+WXX4oYe3t76erVqzr7ERYWJuL9/Pwq/fzo0aPi5x4eHoqm1NI0YGFIzz//vOhT3759pYcPH2qNzcvLk7p37y7iFyxYoDGuqKhIKiwsVPT+X331lcjXs2dPjTGGvG4cdCEiImpcmoGIiIiIiAzqP//5j9ju0aMHZs+erTXWy8sLixcvFu1Dhw7h2rVret/Dy8sLixYt0vpzV1dXjB07VrTVFw9Xt27dOjEVmbOzM8LDw7XmtLW1xYoVK/T2raE6fvy4bAHtlStXwtbWVmOsiYkJ1q5dCxMTE715MzIysGHDBtGOiIiAk5OT1ngjIyN8++23IvcPP/yA7OxspadhMA3pepSUlGDjxo2iPW3aNPTv319rzpEjRyIoKEhvXzWZNm0aBg4cqDdu//79uHjxIoDHU5xFRETonNLMwcEBX375pWivXr26UkxJSQmWL18u2itWrECnTp109mPZsmWwt7cHAERFRcmmPAQgW9y9T58+iv4MjYyM9MZUV1xcHPbu3QsAMDU1xbZt22BlZaU13tLSUkz3BgBr1qwRNU2diYkJTE1NFfXh3XffRbt27QAAZ8+elU2BV66+XTciIiKqPzjoQkRERERkQA8fPsThw4dF+5133kGzZrr/2j1p0iTY2NgAACRJwq+//qr3fSZPnqx3TQr1G8MVb7SW++2338T2K6+8ovPmJvB4rQF3d3e9/WuIdu3aJbY7duyIgIAAnfGenp4YPny43rw///wzHj16BADo2bOnohv2bdu2ha+vLwCgsLAQJ06c0HuMoTWk63Hu3DmkpKSIdlhYmN6cU6dO1RujyRtvvKEobsuWLWI7NDRU/I7rMmbMGFhaWgIAzpw5g9zcXNnPIyMjkZiYCABwdHREcHCw3pyWlpYYM2aMLIc6c3NzsX3x4sV/ZL0WXbZu3SoGTQIDA9G+fXu9x/Tp00esd5KcnKy13imlUqlk60vFxMRUiqlv142IiIjqDw66EBEREREZUExMjOzm23PPPaf3GHNzcwwZMkS0o6Oj9R7Tr18/vTFt27YV2+ULOavLzc0VC5UDgL+/v96cKpUKfn5+euMaotOnT4ttfQMM5ZT8+R47dkxsK7nG5bp27Sq2z507p/g4Q2lI10P9priDgwO6dOmiN9+AAQMUPZ2gzsbGRtYPXapzniYmJvDy8gIAlJaW4sKFC1pzPvPMM4qfnNB17Xr27Cm24+LiMGnSJCQnJyvKWxv+id+XR48eYefOnZg3bx5ee+01jB49Gs899xyGDx8uXuoDe+UDXerq23UjIiKi+kP3V+OIiIiIiKhK/v77b7Ht4OCgc9okdd26dcMvv/xSKYc2zs7OemPKvzEPQDxZoO7evXuyASJvb28lXVUc19CoX3elN9aV3NxXn6Jrz549YsopfW7cuCG209PTFR1jSA3pety5c0dsK/18mpiYwNPTs0pPRXh4eEClUumNy83Nxd27d0V7yZIlWLlypaL3uH37ttiueJ7q1y4mJkbRk0WAfNCgYs527dph7Nix+PnnnwEAmzdvxrZt2+Dr64uhQ4diwIAB6N27N8zMzBS9V02pn+P69euxe/duRcepf460/b7k5+dj0aJF+Oabbyo9RaSLpun96tt1IyIiovqDgy5ERERERAak/kRJq1atFB+nHpuZmak3XunaBOU0rXFQ8UZiy5YtFeVSGtfQqF/38jUw9FES9+DBA7F99erVak19VBdrujSk66Hersrns6qf5ebNmyuKUz9HANWeHq7iearnvX37tmyApro5AWDt2rVITU0VT5mUlJTgjz/+wB9//AEAsLCwgL+/P1599VW8/PLLtbY2SVlZmayG/vXXX9XKo+kcc3NzERAQgFOnTlU5X2Fhocb99eW6ERERUf3C6cWIiIiIiAxI/eZcVQZG1L8Nre0Gn6FpGoipzePqu6KiIrGt9M9OybfY8/Lyqt2ncnWxXkRDuh7/1GdZ3/pM5QxxjkDl86ytz5KtrS2ioqKwefNmPP3005We5snPz8dvv/2G8ePHo2vXrtUeDNEnPz/fIJ91TTk++OAD2YDL8OHDsXHjRsTGxiI9PR0FBQWQJEm8QkJC9L5PfbluREREVL9w0IWIiIiIyIDUF8uuyvQ1OTk5YvufepKk4vtoWvdFk7p46qKmlNzIbdGihdhW+menJE79OkdERMhu7Cp9RUREKOqPITWk66GeU+nnGKi9z3LF361bt25V6zxDQ0O15l2wYEG1ckZFRWnsc7NmzfDqq6/i5MmTSE5Oxo8//oh33nkHnTt3lsVdvXoVgwcPxs2bNw1yrdRZWVnJ1tmJioqq1jkuWLBAlvfBgwdYt26daIeHh2Pfvn0IDQ1Ft27dYG9vX2nAUOlnvj5cNyIiIqpfOOhCRERERGRADg4OYvvevXsoLi5WdFzFtWD+CW3btpV9c1/pNE/VmQ7K0NSfvFByjZVM2ebo6Ci2b926pagfCQkJVcp7/fp1RXnrg4Z0Pdq1aye2lX4+i4uLa+0GeKtWrWS/W4Y6z3/qs+To6IiXX34ZX3/9NS5fvoz4+Hi88cYb4udZWVn49NNPa+W91eufoc7x8OHDKC0tBQC4u7tj5syZeo+5f/9+ld+nLq8bERER1R8cdCEiIiIiMqAePXqI7aKiIpw/f17RcerT3qjnqE3NmzdHp06dRFvbN+ArOnLkiMH6oH5juipTPamvraFkQOXSpUt6Y7p37y62Y2JiFPVDSdzTTz8ttsvXemgIGtL16N27t9hOS0tDXFyc3mNOnDghm0LNkMzMzPDUU0+JtqHOU/3aRUZG/mNT/Xl5eeG7776TTbl18ODBWnmv2vh83LlzR2z36tWr0jRgFeXn5yuu3boovW4Vp61rrFM4EhERNRUcdCEiIiIiMqCOHTvC2dlZtH/44Qe9x1y5cgXnzp0T7UGDBtVK3zQZMWKE2N6yZQsePXqkM/7gwYOKnmZQysrKSmzn5+crPk79yYaLFy/qjd+1a5feGPXrfvDgQb3TVJWVleHHH3/UmzcgIEBsnzp1yiA3c/8JDel69OjRA05OTqL97bff6j1GSUxNqJ/npk2bUFBQUOOcQ4cOFdv379/Hr7/+WuOcVTF69GixnZKSUivvoX7ddu7cieTk5BrnVH8aTt+ACwDs2LHDIH9e5fRdN/U6CFStFhIREVH9w0EXIiIiIiIDmzRpkthes2aN3qmZPvzwQ7Ht6OiI559/vra6Vsnrr78ubkImJSVhzpw5WmOzs7Px3nvvGfT91Qeobt68qfgb3upPA/3yyy86jzt9+rSim9NBQUFiXYeCggIsWrRIZ/z69esVTU8VEBAgW99h6tSpKCws1HtcXWtI18PY2Fj2e7d69WrZ02MV7d+/H9u3b6/Re+rz9ttvi/VJkpKSMHfu3Brn9Pb2xvDhw0X7X//6l6InvXSpylMVDx8+FNt2dnY1el9tXnnlFbRq1QrA48/dW2+9VeMnP1q3bi22T506JaYa0yQrKwsff/yx3pyGvG4tW7aEubm5aKtPN0lEREQNDwddiIiIiIgMbPr06bCxsQHw+BvLgYGBSEpKqhQnSRLmzp2L3bt3i32zZ8+WrVdS27y9vfHmm2+K9sqVKxEWFob09HRZ3NmzZ+Hn54erV6+KG6KG4OPjA2NjYwCPF7vevHmzouPGjBkjtuPi4rBs2TKNcXFxcRg7dqzOm6zl7Ozs8Prrr4v28uXLsWnTJo2xUVFRigegVCoVwsPDxeBWdHQ0Ro4cqfdJgfz8fGzevBlDhgxR9D6G1tCux4cffigG8YqLizFixAhs3bpV9mdfVFSEb7/9FmPHjhXnWFvatm2L999/X7S/+uorzJw5U+8AU2pqKj799FO8++67Gn++ZMkSMRh28+ZNDB48GDdu3NCZs7i4GDt37kS/fv0qPcHxxRdf4K233kJ8fLzOHBkZGfj8889F+5lnntEZX11WVlZYuHChaP/3v//FxIkT9S5sn52djW+++QbBwcGVfqbe17t372pdVyUtLQ0jRoxAYmKi3n4a8roZGRmhW7duor1ixQqUlZXp7QMRERHVTyqJk4USERERESnm5+cn1jTZuHEjQkNDNcZt3rxZNo+/ra0twsLCMGjQIFhaWuLatWvYsGEDoqOjRczAgQNx5MiRSvP7l1OfFichIQHu7u46+xoVFQV/f38AgJubm9YnbnJycjBo0CBcuHBB7DM2Nka3bt1gY2ODO3fuiG9ee3h4YMaMGeIGe0BAAA4cOKAxr7u7O27fvg3g8foTfn5+GuPGjBmDnTt3iraXlxc8PT1lg0+LFy9G165dZcc999xz2L9/v2gHBQVh3LhxcHBwQGpqKg4ePIhNmzahsLAQr7zyCrZs2SJitf0zKDs7Gz4+Prh7967YFxgYiODgYLRt2xZpaWnYs2cPvv/+e5SWliIoKAg7duzQmxcA5s2bJ3taxNLSEkFBQfD394eLiwuMjY2RmZmJ+Ph4REdH48CBA8jLy4OTk1ONp1hasGABPvnkEwBASEgIIiIiFB3X0K7HwYMHERgYKFurpVWrVvD29kZZWRni4uLENGkzZ87EmTNnxO/ztm3bMH78+Eo5IyIixFM0vr6+itc+AoCSkhIMGzYMhw8fFvvatGmDCRMm4Omnn4aDgwNKSkqQnp6OS5cu4fjx4zh69Ki4ltqextmwYQOmTJki2sbGxnjxxRcxdOhQuLu7w8zMDFlZWbh58yZiYmKwb98+ZGRkAHg8eKX+VIX6Z6N79+4YMmQIunfvDkdHR1hYWCA9PR3R0dHYsGGDGBgzMjJCdHQ0evbsqfhaVFVISIhsENbW1hYTJkzAwIEDxeBaRkYG4uLicPLkSfz+++8oKipC3759NT7lNGrUKNkTbyNGjMDEiRPh6uqK7OxsHD9+HGvXrkVGRgbatGmDJ598Evv27QMAzJ8/HwsWLJDlM/R1W7FiBWbMmCHazs7O6Nq1q2zqseDgYI2DSuWU1nwiIiKqZRIRERERESnm6+srAZAASBs3btQZu2LFCkmlUol4Xa8BAwZIWVlZOvOpxyckJOjta2RkpIh3c3PTGZuamio7N02vbt26STdu3JBWr14t9r388stac7q5uYm4yMhIrXEJCQlS27Ztdb63puMTEhKkNm3a6L2248aNk/7++2/ZPl3i4uIkBwcHvXkHDx4sXbt2TXFeSZKk5cuXS0ZGRoo+E+UvJycnvXn1mT9/vsgXEhJSpWMb2vXYs2eP1KpVK5053n33Xam4uFjq27ev2Ld3716N+TZu3ChifH19q3TtJEmS8vPzpYkTJ1bpHAFIQUFBOvNu375dsrCwqHLe/Px8WR71z4aSl7GxsbRp06YqX4eqKi0tlWbNmlXl8+vbt6/GfPfv35dcXV31Hm9jYyMdP35cCgkJEfvmz59fKZ+hr1tRUZHk7++vM4emfqirSs0nIiKi2sPpxYiIiIiIasm7776LEydOyBYkr8jJyQnLli1DZGSkmJKsLjg4OCAyMhLbt2/HyJEj0bp1a5iamqJNmzbw8/PD2rVrcerUKXh6eiI1NVUcZ4ipxtzd3REbG4ulS5fimWeegaOjo6Ip1tzd3XHs2DHZ4uLq7O3tER4eju3bt2t9ekiTJ554AufPn8eYMWM0HmdtbY0PPvgABw4cEGt2KDVjxgxcvHgRwcHBsqcNNPH29saHH35YpScrakNDux4jR47ElStX8Mknn6B79+5o2bIlLC0t0aFDB7z66qs4duwYVqxYAWNjY4N/ljUxNzfHli1bsH//fgwaNEjnZ9HIyAj9+/fHsmXL8M033+jMGxQUhPj4eEydOhXNmzfXGevu7o7p06cjJiam0nV+6aWXMH36dHh6eurMYWRkhJEjR+Ls2bN47bXXdMYaQrNmzRAeHo5Tp05hxIgRYhpCTVQqFZ566iksWrQIP/30k8aY1q1bIzo6GoGBgVrfb9iwYfjrr78wYMAAvf0z9HUzMTHBoUOHEBERgeeffx6urq6wsLDQ2w8iIiKqfzi9GBERERHRPyAxMRHHjh1DUlISCgsL4eDggK5du6J3795VGhCoDwIDA7Fnzx4AwJo1axAWFlbHPQKuX7+OY8eOISUlBS1atED79u0xZMiQGq+Pk5iYiMjISCQmJsLKygrt2rXD4MGDYW1tXeM+FxQU4M8//8TNmzfx4MEDAICNjQ3at28PHx8ftGnTpsbvUa6604tV1FiuBwCkp6fDwcEBwOMb4zk5ObC0tDToe2jy4MEDHD9+HImJicjMzISpqSns7Ozg5eWFJ598Ei1atKhyzpKSEkRHRyM+Ph7p6ekoLS1FixYt4Obmhq5du+qdirBcSkoKYmNjkZCQgMzMTJSVlaFFixbw9PREnz59YG9vX+W+GUpubi6OHz+OO3fuICMjA0ZGRmjZsiU6dOiAbt26VWnQ7ObNmzh69CiSkpJgYWEBFxcX9O/fHy4uLtXqW325bpxejIiIqH7goAsRERERESmWmJgIDw8PFBcXAwBiY2NlC0BT/WSoQZfGJDw8HLNnzwbweE2Oc+fO1XGPiGqGgy5ERET1g/bnc4mIiIiIqMmQJAkqlUpnTHFxMSZPniwGXLp3784Blwbo0KFDGD58uGj3798f8+bNq8MeGY6SzzEAXL58GQsXLhTt0NDQWuwVUe04efKkGEwFgIyMjDrsDREREZXjoAsREREREWHAgAEYM2YMXnzxxUprFEiShCNHjmDu3Lk4deqU2N9YbtQ3Nffv38f9+/dFW99aKg3JoUOHsHz5ckyZMgXDhw+vNO3Zw4cPsWnTJnz00Ud4+PAhAMDV1ZWDLtQgpaSk4MCBA3XdDSIiIqqAgy5ERERERISbN29i9uzZmD17NhwcHODp6Qlra2vk5uYiPj4eWVlZsvipU6di9OjRddRbIs3Kysqwf/9+7N+/H82aNUOHDh3g7OwMIyMjpKen48qVKygpKRHx5ubm2Lx5c7XWUSEiIiIi0oRruhAREREREdq0aYOkpCS9cWZmZpg7dy7mzZunaBonon/SwYMHMWzYMEWx7du3x/fff4/+/fvXcq8at//93//FoUOHapxn5syZGDp0qAF6RERERFS3+KQLERERERHh/Pnz2LVrF44cOYJLly7hzp07yM3NhbGxMezt7eHl5YXBgwdj0qQP+Y/xAAACDElEQVRJcHFxqevuEmkUEBCAmJgY/Pbbbzh58iSuXbuGlJQU5Ofno3nz5nBwcEDv3r0xYsQIBAcHw9iY/ySuqYsXLxpkiqvg4GAD9IaIiIio7vFvmEREREREBEdHR7zxxht444036rorRDXSq1cv9OrVq667QURERERNFKcXIyIiIiIiIiIiIiIiMoBmdd0BIiIiIiIiIiIiIiKixoCDLkRERERERERERERERAbAQRciIiIiIiIiIiIiIiID4KALERERERERERERERGRAXDQhYiIiIiIiIiIiIiIyAA46EJERERERERERERERGQAHHQhIiIiIiIiIiIiIiIyAA66EBERERERERERERERGQAHXYiIiIiIiIiIiIiIiAyAgy5EREREREREREREREQGwEEXIiIiIiIiIiIiIiIiA+CgCxERERERERERERERkQFw0IWIiIiIiIiIiIiIiMgAOOhCRERERERERERERERkABx0ISIiIiIiIiIiIiIiMgAOuhARERERERERERERERkAB12IiIiIiIiIiIiIiIgMgIMuREREREREREREREREBsBBFyIiIiIiIiIiIiIiIgPgoAsREREREREREREREZEBcNCFiIiIiIiIiIiIiIjIADjoQkREREREREREREREZAAcdCEiIiIiIiIiIiIiIjIADroQEREREREREREREREZwP8D3z5Z0uPpJvIAAAAASUVORK5CYII=\n",
"text/plain": "<Figure size 1600x1200 with 3 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "cluster.scale(0)",
"execution_count": 109,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Numerator terms"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "h.plot(label='eucmax')\nds.qnet.plot(label='qnet')\nplt.gca().legend()\nplt.gca().set_ylabel('')\nplt.gcf().set_size_inches((8, 3))",
"execution_count": 105,
"outputs": [
{
"data": {
"image/png": 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XJEnR0dF6+umnHR5z9OjRYr9OWZ43AAAAOIdGEwAAAMq91q1bm9tZWVn6+eefnTrOekkn6xylqUqVKmrUqJE5tnelw7VWrVrltjlYfxlfnGXMrO+V40wT6ddff3UY06pVK3N706ZNTs3Dmbj27dub2/n3bqkIKtL5aNeunbl98uRJ7dy50+Ex69ats1ke0J18fX31hz/8wRy7631an7vExMTrtoxlbGys3n//fZvl5FauXFkqr1Uan4+DBw+a223bti2wxN210tPTna7dRXH2vF27JGNlXZ4UAACgPKDRBAAAgHKvYcOGql27tjn+5JNPHB6za9cubd261Rx37ty5VOZWmD59+pjb8+fP1+XLl4uMX7lypVNXrTgrMDDQ3E5PT3f6OOsrWH755ReH8Z999pnDGOvzvnLlSodLsOXm5urTTz91mLdnz57m9vr1693yBfb1UJHOR+vWrRUWFmaO33vvPYfHOBNTEtbvc968ecrIyChxzh49epjbR48e1eeff17inMVx1113mdvHjx8vldewPm9Lly5VampqiXNaX/XoqMkkSYsWLXLLn1c+R+fNug5KxauFAAAAKB4aTQAAAKgQRo8ebW7PnDnT4bJjzz33nLldq1Yt9evXr7SmVsADDzxgfvF67NgxPf/883Zjz58/r8cff9ytr2/dlNu3b5/Tv+S3vupryZIlRR63ceNGp76QHzx4sHmfloyMDL3yyitFxs+ePduppdd69uxpc7+Whx56SJmZmQ6PK2sV6Xx4eXnZ/L2bMWOGzVWC11qxYoUWLlxYotd05JFHHjHvN3Ts2DG98MILJc7ZuHFj9e7d2xw/9dRTTl3RV5TiXD1z8eJFc7t69eolel177rvvPtWsWVNS3ufu4YcfLvEVPuHh4eb2+vXrzWX0CnPu3Dn95S9/cZjTneetatWq8vPzM8fWS6kCAADAvWg0AQAAoEIYP368QkJCJOX9Mr1///46duxYgTjDMPTCCy/oiy++MPc9++yzNvcfKm2NGzfWgw8+aI7feecdjR07VqdOnbKJ27Jli+Lj47V7927zS2B3aNGihby8vCRJp0+f1ocffujUcQMHDjS3d+7cqSlTphQat3PnTg0aNKjIL5bzVa9eXQ888IA5njp1qubNm1dobFJSktNNN4vFosmTJ5sNvQ0bNqhv374OrwhJT0/Xhx9+qO7duzv1Ou5W0c7Hc889ZzYus7Oz1adPHy1YsMDmzz4rK0vvvfeeBg0aZL7H0hIZGaknn3zSHL/99tt6+umnHTbVTpw4oddee02PPfZYoc+//vrrZgNw37596tatm/bu3VtkzuzsbC1dulQdOnQocKXOW2+9pYcffljJyclF5jhz5ozefPNNc9ylS5ci410VGBiol19+2Rz/97//1fDhw3XhwoUijzt//rzeffddDRkypMBz1nM9dOiQ3fsknTx5Un369NGRI0ccztOd583T01MtW7Y0x9OmTVNubq7DOQAAAKD4LAYLFQMAAKCMxcfHm/comjt3rkaNGlVo3IcffmhzX45q1app7Nix6ty5swICAvTbb79pzpw52rBhgxlz2223adWqVQXu15HPesmnlJQURUdHFznXpKQkde3aVZIUFRVl98qqtLQ0de7cWdu3bzf3eXl5qWXLlgoJCdHBgwfNX9jXr19fTzzxhNlU6Nmzp77++utC80ZHR+vAgQOS8u4nEx8fX2jcwIEDtXTpUnMcGxurmJgYm4bbq6++qubNm9scd8cdd2jFihXmePDgwbr33nsVGhqqEydOaOXKlZo3b54yMzN13333af78+Wasvf+0OH/+vFq0aKFDhw6Z+/r3768hQ4YoMjJSJ0+e1LJly/TRRx/pypUrGjx4sBYtWuQwryS99NJLNlcFBQQEaPDgweratasiIiLk5eWls2fPKjk5WRs2bNDXX3+tS5cuKSwsrMTLh02aNEl/+9vfJEkjR45UQkKCU8dVtPOxcuVK9e/f3+beSzVr1lTjxo2Vm5urnTt3mksAPv3009q8ebP59/njjz/W0KFDC+RMSEgwr5aKi4tz+l5mkpSTk6NevXrp+++/N/fVqVNHw4YNU/v27RUaGqqcnBydOnVKv/76q3744QetXr3aPJf2rrqaM2eOxowZY469vLz0xz/+UT169FB0dLR8fX117tw57du3T5s2bdJXX32lM2fOSMpr2FlfPWP92WjVqpW6d++uVq1aqVatWvL399epU6e0YcMGzZkzx2wGenp6asOGDWrTpo3T56K4Ro4cadN4rlatmoYNG6bbbrvNbCieOXNGO3fu1I8//qhvv/1WWVlZuvXWWwu9mm3AgAE2Vzb26dNHw4cPV926dXX+/Hn98MMP+uCDD3TmzBnVqVNHN998s7766itJ0sSJEzVp0iSbfO4+b9OmTdMTTzxhjmvXrq3mzZvbLKs3ZMiQQhtp+Zyt+QAAADc0AwAAAChjcXFxhiRDkjF37twiY6dNm2ZYLBYzvqhHp06djHPnzhWZzzo+JSXF4VwTExPN+KioqCJjT5w4YfPeCnu0bNnS2Lt3rzFjxgxz3z333GM3Z1RUlBmXmJhoNy4lJcWIjIws8rULOz4lJcWoU6eOw3N77733Gr///rvNvqLs3LnTCA0NdZi3W7duxm+//eZ0XsMwjKlTpxqenp5OfSbyH2FhYQ7zOjJx4kQz38iRI4t1bEU7H8uWLTNq1qxZZI7HHnvMyM7ONm699VZz3/LlywvNN3fuXDMmLi6uWOfOMAwjPT3dGD58eLHeoyRj8ODBReZduHCh4e/vX+y86enpNnmsPxvOPLy8vIx58+YV+zwU15UrV4wJEyYU+/3deuutheY7evSoUbduXYfHh4SEGD/88IMxcuRIc9/EiRML5HP3ecvKyjK6du1aZI7C5mGtODUfAADgRsXSeQAAAKhQHnvsMa1bt06dO3e2GxMWFqYpU6YoMTHRXG6vLISGhioxMVELFy5U3759FR4eLh8fH9WpU0fx8fH64IMPtH79esXExOjEiRPmce5YRi86Olrbtm3TG2+8oS5duqhWrVpOLR8YHR2tNWvWqEePHoU+X6NGDU2ePFkLFy60e5VYYZo0aaKff/5ZAwcOLPS4oKAgPfPMM/r666/Ne/A464knntAvv/yiIUOG2FxVUpjGjRvrueeeK9YVNKWhop2Pvn37ateuXfrb3/6mVq1aqWrVqgoICNBNN92kESNGaM2aNZo2bZq8vLzc/lkujJ+fn+bPn68VK1aoc+fORX4WPT091bFjR02ZMkXvvvtukXkHDx6s5ORkPfTQQ6pSpUqRsdHR0Ro/frw2bdpU4DzffffdGj9+vGJiYorM4enpqb59+2rLli3605/+VGSsO3h4eGjy5Mlav369+vTpYy6xWRiLxaI//OEPeuWVV7R48eJCY8LDw7Vhwwb179/f7uv16tVLP/30kzp16uRwfu4+b97e3vrmm2+UkJCgfv36qW7duvL393c4DwAAABQPS+cBAACgwjpy5IjWrFmjY8eOKTMzU6GhoWrevLnatWtXrCZIedC/f38tW7ZMkjRz5kyNHTu2jGck7dmzR2vWrNHx48cVHBysBg0aqHv37iW+39WRI0eUmJioI0eOKDAwUPXq1VO3bt0UFBRU4jlnZGRo7dq1/9/e3bxUtfZxHP6W0hu1i8QIJSIVR70QWIPdLKikUTVy2AtC80CQwEHTiP6G6i9oEpYjQ7AIIqkIG+xAUBF8ibbQQNNncDjCeU7nWEt9dvZc12xtbtb+sdiTxYd936lUKpmZmUmS7N27Ny0tLTl27FiamprW/B1/Krp13n/7XZ5HkkxPT6exsTHJHzHgy5cv2bVr17p+x/fMzMxkaGgo4+PjmZuby7Zt27J///60t7fnxIkTKZVKP33PxcXFvHz5MqOjo5mens63b99SKpVy+PDhHD16dNVtNv80NTWVkZGRfPr0KXNzc1laWkqpVEpra2tOnz6dhoaGn55tvVSr1QwNDWVsbCyzs7Opq6vLvn370tbWluPHj/9UKKxUKnn+/HkmJyezc+fONDc3p1wup7m5udBsv8pzs3UeAMDqhCYAAKix8fHxHDlyJAsLC0mSkZGRvxxiz69pvULT7+Tu3bvp6elJ8scZO69fv67xRLA2QhMAwOr++X/yAADAmiwvL2fLli3/umZhYSHXr19fiUwnT54UmTahgYGBdHZ2rlyXy+X09fXVcKL18yO/4yR5//597ty5s3J99erVDZwKNsbw8PBKQE6S2dnZGk4DALA5CE0AALBBzpw5k8uXL+fKlSt/O3NkeXk5g4OD6e3tzYsXL1Y+/13ixP+biYmJTExMrFyvdjbSZjIwMJD79+/nxo0b6ezs/NuWfvPz83nw4EFu376d+fn5JMmhQ4eEJjalqampPH36tNZjAABsKkITAABskEqlkp6envT09KSxsTGtra3ZvXt3qtVqRkdH8/nz57+sv3nzZi5dulSjaeH7lpaW0t/fn/7+/mzdujVtbW05ePBg6urqMj09nQ8fPmRxcXFl/Y4dO/Lw4cNC5yIBAACbjzOaAABggzQ1NYH0Bo4AAAHHSURBVGVycnLVddu3b09vb2/6+vp+aIsy+F969uxZLly48ENrW1pa8ujRo5TL5Q2e6vd27969DAwMrPk+t27dyrlz59ZhIgAA+Gf+0QQAABvkzZs3efz4cQYHB/Pu3buMjY2lWq2mvr4+DQ0NaW9vz9mzZ3Pt2rU0NzfXelz4rvPnz+fVq1d58uRJhoeH8/Hjx0xNTeXr16/Zs2dPGhsbc+rUqVy8eDFdXV2pr/eauVZv375dl+3burq61mEaAAD4d94AAABggxw4cCDd3d3p7u6u9SiwJh0dHeno6Kj1GAAAwC/I1nkAAAAAAAAUsrXWAwAAAAAAALA5CU0AAAAAAAAUIjQBAAAAAABQiNAEAAAAAABAIUITAAAAAAAAhQhNAAAAAAAAFCI0AQAAAAAAUIjQBAAAAAAAQCFCEwAAAAAAAIUITQAAAAAAABQiNAEAAAAAAFCI0AQAAAAAAEAhQhMAAAAAAACFCE0AAAAAAAAUIjQBAAAAAABQiNAEAAAAAABAIUITAAAAAAAAhQhNAAAAAAAAFCI0AQAAAAAAUIjQBAAAAAAAQCFCEwAAAAAAAIUITQAAAAAAABQiNAEAAAAAAFDIfwAiVOdUhWqDXQAAAABJRU5ErkJggg==\n",
"text/plain": "<Figure size 2000x750 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Denominator terms"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# den = (beuc * h * sshx + db/2 * h * hx + ds.tau/1025)**2\n\n(beuc * h * sshx).plot(label='$-gh η_x$')\n(ds.tau/1025).plot(label='$τ/ρ_0$')\n(ds.db/2 * h * hx).plot(label='$Δb/2 hh_x$', ylim=[-1.5e-4, 1.5e-4])\n(beuc * h * sshx + db/2 * h * hx + ds.tau/1025).plot(label='denom', color='k')\nplt.gca().legend()\ndcpy.plots.liney(0)\nplt.gcf().set_size_inches((8, 3))",
"execution_count": 73,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 2000x750 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Medians as approx."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(f\"η_x = {sshx.median().values:.1e}\")\nprint(f\"h_x = {hx.median().values:.1e}\")\nprint(f\"Δb/2 = {ds.db.median().values/2:.1e}\")",
"execution_count": 26,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "η_x = -4.3e-08\nh_x = -1.5e-05\nΔb/2 = 6.4e-03\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ds.tau.plot()",
"execution_count": 47,
"outputs": [
{
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x2b54892150b8>]"
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1600x1200 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/83ac80127a3c58cbffcb6f80c881a1e2"
},
"gist": {
"id": "83ac80127a3c58cbffcb6f80c881a1e2",
"data": {
"description": "pump/notebooks/tao-simple-mi.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.7",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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