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62748458e3 Jeff*0001 {
                0002  "cells": [
                0003   {
                0004    "cell_type": "markdown",
                0005    "metadata": {},
                0006    "source": [
                0007     "## Python notebook: Analysis of Tutorial Reentrant Channel Output\n",
                0008     "\n",
                0009     "We require standard python packages ``numpy`` and ``matplotlib``,\n",
                0010     "and use package ``MITgcmutils`` (as described in chapter 11 of the MITgcm users guide)\n",
                0011     "to load model grid and diagnostic output data (in binary format). Users should feel free to substitute\n",
                0012     "``xmitgcm`` (and ``xarray``) for this purpose if they are comfortable with these packages.\n"
                0013    ]
                0014   },
                0015   {
                0016    "cell_type": "code",
                0017    "execution_count": 1,
                0018    "metadata": {},
                0019    "outputs": [],
                0020    "source": [
                0021     "import numpy as np\n",
                0022     "import matplotlib.pyplot as plt\n",
                0023     "from matplotlib.patches import Rectangle # used to shade land cells\n",
                0024     "from MITgcmutils import diagnostics      # used to read in statistical diagnostics output\n",
                0025     "from MITgcmutils import mds\n",
                0026     "import cmocean                           # uses cmocean colormaps https://matplotlib.org/cmocean/\n"
                0027    ]
                0028   },
                0029   {
                0030    "cell_type": "markdown",
                0031    "metadata": {},
                0032    "source": [
                0033     "First, load up grid information. Note there is no straightforward way to load the `pkg/layers` temperature coordinate, so we copy the data from `data.layers` configuration."
                0034    ]
                0035   },
                0036   {
                0037    "cell_type": "code",
                0038    "execution_count": 2,
                0039    "metadata": {},
                0040    "outputs": [],
                0041    "source": [
                0042     "path = '../run/'                         # point to run directory\n",
                0043     "XC = mds.rdmds(path + 'XC')\n",
                0044     "YC = mds.rdmds(path + 'YC')\n",
                0045     "XG = mds.rdmds(path + 'XG')\n",
                0046     "YG = mds.rdmds(path + 'YG')\n",
                0047     "RC = mds.rdmds(path + 'RC')\n",
                0048     "RF = mds.rdmds(path + 'RF')\n",
                0049     "DXC = mds.rdmds(path + 'DXC')\n",
                0050     "DYC = mds.rdmds(path + 'DYC')\n",
                0051     "DXG = mds.rdmds(path + 'DXG')\n",
                0052     "DYG = mds.rdmds(path + 'DYG')\n",
                0053     "DRF = mds.rdmds(path + 'DRF')\n",
                0054     "DRC = mds.rdmds(path + 'DRC')\n",
                0055     "RAC = mds.rdmds(path + 'RAC')\n",
                0056     "hFacC = mds.rdmds(path + 'hFacC')\n",
                0057     "hFacW = mds.rdmds(path + 'hFacW')\n",
                0058     "hFacS = mds.rdmds(path + 'hFacS')\n",
                0059     "\n",
                0060     "# create Nx+1,Ny+1 sized x,y vectors that include the eastern and northern\n",
                0061     "# domain edge locations respectively\n",
                0062     "Xp1 = np.append(XG[0,:], XG[0,-1] + DXG[0,-1])\n",
                0063     "Yp1 = np.append(YG[:,0], YG[-1,0] + DYG[-1,0])\n",
                0064     "\n",
                0065     "# as specified in data.layers configuration\n",
                0066     "layer_bounds = np.array([-2.00, -1.75, -1.50, -1.25,\n",
                0067     "                         -1.00, -0.75, -0.50, -0.25,\n",
                0068     "                          0.00,  0.25,  0.50,  0.75,\n",
                0069     "                          1.00,  1.25,  1.50,  1.75,\n",
                0070     "                          2.00,  2.25,  2.50,  2.75,\n",
                0071     "                          3.00,  3.25,  3.50,  3.75,\n",
                0072     "                          4.00,  4.25,  4.50,   5.0,\n",
                0073     "                          5.5,    6.0,   6.5,   7.0,\n",
                0074     "                          7.5,    8.0,   8.5,   9.0,\n",
                0075     "                          9.5,   10.0,])\n",
                0076     "\n",
                0077     "# extract overall MITgcm domain dimensions\n",
                0078     "Ny = XC.shape[0]\n",
                0079     "Nx = XC.shape[1]\n",
                0080     "Nr = RC.size\n",
                0081     "Nr_layers = layer_bounds.size - 1\n"
                0082    ]
                0083   },
                0084   {
                0085    "cell_type": "markdown",
                0086    "metadata": {},
                0087    "source": [
                0088     "\n",
                0089     "The hyperbolic tangent method of Stewart et al. (2017) was used to generate an optimal vertical grid: https://github.com/kialstewart/vertical_grid_for_ocean_models\n",
                0090     "The vertical spacing is plotted below; near the surface, the vertical grid is quite refined,\n",
                0091     "with a uppermost cell thickness of 5.5 m, whereas the deepest cell is 150 m thick.\n",
                0092     "\n"
                0093    ]
                0094   },
                0095   {
                0096    "cell_type": "code",
                0097    "execution_count": 3,
                0098    "metadata": {
                0099     "scrolled": true
                0100    },
                0101    "outputs": [
                0102     {
                0103      "data": {
                0104       "image/png": 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\n",
                0105       "text/plain": [
                0106        "<Figure size 1008x360 with 2 Axes>"
                0107       ]
                0108      },
                0109      "metadata": {
                0110       "needs_background": "light"
                0111      },
                0112      "output_type": "display_data"
                0113     }
                0114    ],
                0115    "source": [
                0116     "# plot vertical grid spacing\n",
                0117     "\n",
                0118     "plt.figure(figsize=(14,5))\n",
                0119     "plt.subplot(1,2,1)\n",
                0120     "plt.plot(DRF[:,0,0], RC[:,0,0], '-o')\n",
                0121     "plt.grid()\n",
                0122     "plt.title('Vertical grid spacing')\n",
                0123     "plt.xlabel('Grid spacing (m)')\n",
                0124     "plt.ylabel('Depth (m)')\n",
                0125     "plt.subplot(1,2,2)\n",
                0126     "plt.plot(RF[:,0,0], '-o')\n",
                0127     "plt.grid()\n",
                0128     "plt.title('Vertical layer face depths')\n",
                0129     "plt.xlabel('Level')\n",
                0130     "plt.ylabel('Depth (m)'); \n"
                0131    ]
                0132   },
                0133   {
                0134    "cell_type": "markdown",
                0135    "metadata": {},
                0136    "source": [
                0137     "The bathymetry consists of a reentrant channel in the x-coordinate, including a deep ridge running N-S\n",
                0138     "with a sloping notch cut out in the middle. A wall (\"land cells\") exists at the southernmost row of \n",
                0139     "the domain (row of wall cells not plotted in figure below)."
                0140    ]
                0141   },
                0142   {
                0143    "cell_type": "code",
                0144    "execution_count": 4,
                0145    "metadata": {},
                0146    "outputs": [
                0147     {
                0148      "data": {
                0149       "image/png": 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\n",
                0150       "text/plain": [
                0151        "<Figure size 720x576 with 1 Axes>"
                0152       ]
                0153      },
                0154      "metadata": {
                0155       "needs_background": "light"
                0156      },
                0157      "output_type": "display_data"
                0158     }
                0159    ],
                0160    "source": [
                0161     "#plot bathymetry as 3D surface plot, as shown in fig 4.10\n",
                0162     "\n",
                0163     "bathy = np.fromfile(path + 'bathy.50km.bin', dtype='>f4')\n",
                0164     "bathy.shape = (Ny,Nx)\n",
                0165     "plt.figure(figsize=(10,8)) \n",
                0166     "ax = plt.axes(projection='3d')\n",
                0167     "ax.plot_surface(XC[1:,:]/1000, YC[1:,:]/1000, bathy[1:,:], cmap='copper', edgecolor='none');\n",
                0168     "ax.view_init(40, -50)\n",
                0169     "ax.set_zlim(-4000,0)\n",
                0170     "ax.set_zlabel('Z (m)', fontsize=16)\n",
                0171     "ax.set_title('Tutorial SO Reentrant Channel Bathymetry', fontsize=18)\n",
                0172     "plt.xlabel('x (km)',fontsize=16); plt.ylabel('y (km)', fontsize=16)\n",
                0173     "plt.xlim(0,1000)\n",
                0174     "plt.ylim(0,2000);\n"
                0175    ]
                0176   },
                0177   {
                0178    "cell_type": "markdown",
                0179    "metadata": {},
                0180    "source": [
                0181     "In the surface layer, temperature is restored to a linear profile:\n"
                0182    ]
                0183   },
                0184   {
                0185    "cell_type": "code",
                0186    "execution_count": 5,
                0187    "metadata": {},
                0188    "outputs": [
                0189     {
                0190      "data": {
                0191       "image/png": 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\n",
                0192       "text/plain": [
                0193        "<Figure size 432x288 with 1 Axes>"
                0194       ]
                0195      },
                0196      "metadata": {
                0197       "needs_background": "light"
                0198      },
                0199      "output_type": "display_data"
                0200     }
                0201    ],
                0202    "source": [
                0203     "# SST linear restoring temp\n",
                0204     "\n",
                0205     "sst_relax = np.fromfile(path + 'SST_relax.50km.bin', dtype='>f4')\n",
                0206     "sst_relax.shape = (Ny,Nx)\n",
                0207     "plt.plot(YC[:,0]/1000, sst_relax[:,0], linewidth=3)\n",
                0208     "plt.grid()\n",
                0209     "plt.ylabel('Temperature ($^{\\circ}$C)')\n",
                0210     "plt.xlabel('Y (km)')\n",
                0211     "plt.title('SST Restoring Temperature', fontsize=18);\n"
                0212    ]
                0213   },
                0214   {
                0215    "cell_type": "markdown",
                0216    "metadata": {},
                0217    "source": [
                0218     "The vertical profile of initial conditions in temperature at the northern and southern ends of the domain is shown.\n",
                0219     "Note that during the run, temperature is restored back to these conditions along the northen boundary.\n",
                0220     "\n",
                0221     "The vertical profile is specified as follows (where $T_{max}$ is the restoring SST(y)\n",
                0222     "and $T_{min}$ = -2 $^{\\circ}$C), and $H$ is the maximum ocean depth):\n",
                0223     "\n",
                0224     "\n",
                0225     "$$ T(z) = (T_{max} - T_{min}) \\frac{exp(z/h) - exp(-H/h)}{1 - exp(-H/h)} + T_{min} $$ "
                0226    ]
                0227   },
                0228   {
                0229    "cell_type": "code",
                0230    "execution_count": 6,
                0231    "metadata": {},
                0232    "outputs": [
                0233     {
                0234      "data": {
                0235       "image/png": 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\n",
                0236       "text/plain": [
                0237        "<Figure size 720x288 with 1 Axes>"
                0238       ]
                0239      },
                0240      "metadata": {
                0241       "needs_background": "light"
                0242      },
                0243      "output_type": "display_data"
                0244     }
                0245    ],
                0246    "source": [
                0247     "# Temperature initial conditions, as shown in  fig 4.11\n",
                0248     "\n",
                0249     "T_3D = np.fromfile(path + 'temperature.50km.bin', dtype='>f4')\n",
                0250     "T_3D.shape = (Nr,Ny,Nx)\n",
                0251     "plt.figure(figsize=(10,4))\n",
                0252     "plt.plot(T_3D[:,1,1], RC[:,0,0], linewidth=3, label='Southern end')\n",
                0253     "plt.plot(T_3D[:,-1,1], RC[:,0,0], linewidth=3, label='Northern end')\n",
                0254     "plt.legend()\n",
                0255     "plt.grid()\n",
                0256     "plt.xlabel('Temperature ($^{\\circ}$C)')\n",
                0257     "plt.ylabel('Depth (m)')\n",
                0258     "plt.title('Temperature: Initial Conditions', fontsize=18);\n"
                0259    ]
                0260   },
                0261   {
                0262    "cell_type": "markdown",
                0263    "metadata": {},
                0264    "source": [
                0265     "The \"mask\" used for 3D temperature restoring (`pkg/rbcs`) is plotted below (showing YZ plane). Note that we are not\n",
                0266     "using `pkg/rbcs` in the surface layer (`T_msk[0,:,:]=0`), instead the SST is restored through\n",
                0267     "options set in file `data`. Mask values range between 0 and 1, with 0=no restoring, 1=full restoring with timescale prescibed in `data.rbcs`, with fractional strength in between."
                0268    ]
                0269   },
                0270   {
                0271    "cell_type": "code",
                0272    "execution_count": 7,
                0273    "metadata": {},
                0274    "outputs": [
                0275     {
                0276      "data": {
                0277       "image/png": 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\n",
                0278       "text/plain": [
                0279        "<Figure size 432x288 with 2 Axes>"
                0280       ]
                0281      },
                0282      "metadata": {
                0283       "needs_background": "light"
                0284      },
                0285      "output_type": "display_data"
                0286     }
                0287    ],
                0288    "source": [
                0289     "# restoring mask in yz plane, showing restoring along northern boundary\n",
                0290     "\n",
                0291     "T_msk = np.fromfile(path + 'T_relax_mask.50km.bin',dtype='>f4')\n",
                0292     "T_msk.shape = (Nr,Ny,Nx)\n",
                0293     "# just shade where restoring occurs (non-zero mask), white figure background = no restoring\n",
                0294     "plt.pcolormesh(Yp1/1000, RF, np.ma.array(T_msk[:,:,0], mask=(T_msk[:,:,0]==0)), cmap='Reds', vmin=0)\n",
                0295     "plt.title('Temperature Restoring Mask YZ plane', fontsize=18)\n",
                0296     "plt.colorbar()\n",
                0297     "plt.xlabel('Y (km)')\n",
                0298     "plt.ylabel('Depth (m)');\n"
                0299    ]
                0300   },
                0301   {
                0302    "cell_type": "markdown",
                0303    "metadata": {},
                0304    "source": [
                0305     "Applied surface wind stress in the x-direction\n",
                0306     "\n",
                0307     "$$ \\tau_x(y) = \\tau_{0}\\sin \\left( \\frac{y}{2 L_y} \\pi \\right) $$\n",
                0308     "\n",
                0309     "is as follows:"
                0310    ]
                0311   },
                0312   {
                0313    "cell_type": "code",
                0314    "execution_count": 8,
                0315    "metadata": {},
                0316    "outputs": [
                0317     {
                0318      "data": {
                0319       "image/png": 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\n",
                0320       "text/plain": [
                0321        "<Figure size 432x288 with 1 Axes>"
                0322       ]
                0323      },
                0324      "metadata": {
                0325       "needs_background": "light"
                0326      },
                0327      "output_type": "display_data"
                0328     }
                0329    ],
                0330    "source": [
                0331     "# wind stress profile\n",
                0332     "\n",
                0333     "taux = np.fromfile(path + 'zonal_wind.50km.bin',dtype='>f4')\n",
                0334     "taux.shape = (Ny,Nx)\n",
                0335     "plt.plot(taux[:,0], YC[:,0]/1000, linewidth=3)\n",
                0336     "plt.grid()\n",
                0337     "plt.xlabel('N/m$^2$')\n",
                0338     "plt.ylabel('Y (km)')\n",
                0339     "plt.title(r'Wind stress $\\tau_x$',fontsize=18);\n"
                0340    ]
                0341   },
                0342   {
                0343    "cell_type": "markdown",
                0344    "metadata": {},
                0345    "source": [
                0346     "# Load diagnostic data\n",
                0347     "\n",
                0348     "Here we have separate directories labelled ``run`` and ``run_noGM`` and we load up \n",
                0349     "sets of statistical diagnostics and  diagnostics of (annual mean) year 30 data (corresponding to iteration number 933120) from each.\n",
                0350     "\n",
                0351     "Diagnostics output (as specified in ``data.diagnostics``) consists of:\n",
                0352     "\n",
                0353     "  state[0,1,2,3,4] = ``THETA``, ``VVEL``, ``UVEL``, ``WVEL``, ``CONVADJ`` <br>\n",
                0354     "  diag2D[0,1,2] = ``TRELAX``, ``MXDEPTH``, ``ETAN`` <br>\n",
                0355     "  gm_diags[0,1] = ``GM_PsiX``, ``GM_PsiY`` <br>\n",
                0356     "  laydiag[0,1,2] = ``LaVH1TH``, ``LaHs1TH``, ``LaVa1TH`` <br>\n",
                0357     "  \n",
                0358     "Statistical diagnostics are loaded into a dictionary-like object which can be accessed\n",
                0359     "by key ``THETA`` or ``TRELAX``: \n",
                0360     " - statdiags_2D is dimensioned (iter, [ave,std,min,max,vol])\n",
                0361     " - statdiags_bylev is dimensioned (iter, kLev, [ave,std,min,max,vol]).\n",
                0362     "\n",
                0363     "See output file ``available_diagnostics.log`` for a description of these diagnostics, including units.\n"
                0364    ]
                0365   },
                0366   {
                0367    "cell_type": "code",
                0368    "execution_count": 9,
                0369    "metadata": {},
                0370    "outputs": [],
                0371    "source": [
                0372     "# choose iteration number corresponding to year 30 (annual average)\n",
                0373     "\n",
                0374     "iter = 933120\n",
                0375     "\n",
                0376     "state_wGM = mds.rdmds(path + 'Diags/state', iter)\n",
                0377     "diag2D_wGM = mds.rdmds(path + 'Diags/2D_diags', iter)\n",
                0378     "gm_diags = mds.rdmds(path + 'Diags/GM_diags', iter)\n",
                0379     "laydiag_wGM = mds.rdmds(path + 'Diags/layDiag', iter)\n",
                0380     "stdiags_bylev_wGM,stdiags_2D_wGM,iters = diagnostics.readstats(path + 'dynStDiag.0000000000.txt')"
                0381    ]
                0382   },
                0383   {
                0384    "cell_type": "code",
                0385    "execution_count": 10,
                0386    "metadata": {},
                0387    "outputs": [],
                0388    "source": [
                0389     "path = '../run_noGM/'     # switch path to load output data from run without GM\n",
                0390     "state_woGM = mds.rdmds(path + 'Diags/state', iter)\n",
                0391     "diag2D_woGM = mds.rdmds(path + 'Diags/2D_diags', iter)\n",
                0392     "laydiag_woGM = mds.rdmds(path + 'Diags/layDiag', iter)\n",
                0393     "stdiags_bylev_woGM,stdiags_2D_woGM,iters = diagnostics.readstats(path + 'dynStDiag.0000000000.txt')\n"
                0394    ]
                0395   },
                0396   {
                0397    "cell_type": "markdown",
                0398    "metadata": {},
                0399    "source": [
                0400     "# Statistical Diagnostics Time Series\n",
                0401     "\n",
                0402     "First we'll examine the time series of net surface heat flux into the ocean\n",
                0403     "(here, diagnostic ``TRELAX``, from temperature relaxation),\n",
                0404     "showing both w/GM and w/o GM\n",
                0405     "runs on the same plot. As an equilibrium is approached, these series level off to a constant non-zero value because\n",
                0406     "of net heat loss at the sponge layer northern boundary."
                0407    ]
                0408   },
                0409   {
                0410    "cell_type": "code",
                0411    "execution_count": 11,
                0412    "metadata": {},
                0413    "outputs": [
                0414     {
                0415      "data": {
                0416       "image/png": 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\n",
                0417       "text/plain": [
                0418        "<Figure size 432x288 with 1 Axes>"
                0419       ]
                0420      },
                0421      "metadata": {
                0422       "needs_background": "light"
                0423      },
                0424      "output_type": "display_data"
                0425     }
                0426    ],
                0427    "source": [
                0428     "#statistical diagnostics - TRELAX\n",
                0429     "\n",
                0430     "# note we have to do a conversion of iteration number into time units, \n",
                0431     "# using timestep deltaT=1000 sec (and convert seconds -> years)\n",
                0432     "\n",
                0433     "deltaT = 1000\n",
                0434     "plt.plot(np.array(iters['TRELAX'][:]) * deltaT/86400/360, stdiags_2D_wGM['TRELAX'][:,0],\n",
                0435     "                  'b--', linewidth=4, label='Mean')\n",
                0436     "plt.grid()\n",
                0437     "plt.plot(np.array(iters['TRELAX'][:]) * deltaT/86400/360, stdiags_2D_wGM['TRELAX'][:,1], \n",
                0438     "                  'm--', linewidth=4, label='Std Dev')\n",
                0439     "plt.legend()\n",
                0440     "plt.plot(np.array(iters['TRELAX'][:]) * deltaT/86400/360, stdiags_2D_woGM['TRELAX'][:,0],\n",
                0441     "                  'b', linewidth=4)\n",
                0442     "plt.plot(np.array(iters['TRELAX'][:]) * deltaT/86400/360, stdiags_2D_woGM['TRELAX'][:,1], \n",
                0443     "                  'm', linewidth=4)\n",
                0444     "plt.xlim(0,30)\n",
                0445     "plt.xlabel('Time (yrs)')\n",
                0446     "plt.ylabel('W/m$^2$')\n",
                0447     "plt.title('Net Heat Flux into Ocean; dashed=w/GM', fontsize=18);\n"
                0448    ]
                0449   },
                0450   {
                0451    "cell_type": "markdown",
                0452    "metadata": {},
                0453    "source": [
                0454     "Similary, we plot a time series of (global mean) ``THETA`` at the surface, mid-depth, and abyss,\n",
                0455     "which appear to show similar equilibration at 30 years except for\n",
                0456     "some continued warming at depth in the w/o GM run:"
                0457    ]
                0458   },
                0459   {
                0460    "cell_type": "code",
                0461    "execution_count": 12,
                0462    "metadata": {},
                0463    "outputs": [
                0464     {
                0465      "data": {
                0466       "image/png": 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\n",
                0467       "text/plain": [
                0468        "<Figure size 576x504 with 3 Axes>"
                0469       ]
                0470      },
                0471      "metadata": {
                0472       "needs_background": "light"
                0473      },
                0474      "output_type": "display_data"
                0475     }
                0476    ],
                0477    "source": [
                0478     "#statistical diagnostics - THETA\n",
                0479     "\n",
                0480     "# choose depths for time series plots of THETA \n",
                0481     "kloc1 = 0    # MITgcm k=1 surface\n",
                0482     "kloc2 = 16   # MITgcm k=17 270m\n",
                0483     "kloc3 = 39   # MITgcm k=40 2577m depth\n",
                0484     "\n",
                0485     "fig, axarr = plt.subplots(3, 1, sharex=True, figsize=(8,7))\n",
                0486     "\n",
                0487     "axarr[0].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_wGM['THETA'][:,kloc1,0],\n",
                0488     "                       'c--', linewidth=4)\n",
                0489     "axarr[0].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_woGM['THETA'][:,kloc1,0],\n",
                0490     "                       'c', linewidth=4)\n",
                0491     "axarr[0].grid()\n",
                0492     "axarr[0].set_ylabel('$^{\\circ}$C')\n",
                0493     "axarr[0].set_title('Mean Temperature, %d m Depth; dashed=w/GM' %np.abs(RC[kloc1]), fontsize=16)\n",
                0494     "axarr[1].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_wGM['THETA'][:,kloc2,0],\n",
                0495     "                       'g--', linewidth=4)\n",
                0496     "axarr[1].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_woGM['THETA'][:,kloc2,0],\n",
                0497     "                       'g', linewidth=4);\n",
                0498     "axarr[1].set_title('Mean Temperature, %d m Depth; dashed=w/GM' %np.abs(RC[kloc2]), fontsize=16)\n",
                0499     "axarr[1].grid()\n",
                0500     "axarr[1].set_ylabel('$^{\\circ}$C')\n",
                0501     "axarr[2].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_wGM['THETA'][:,kloc3,0],\n",
                0502     "                       'r--', linewidth=4)\n",
                0503     "axarr[2].plot(np.array(iters['THETA'][:]) * deltaT/86400/360, stdiags_bylev_woGM['THETA'][:,kloc3,0],\n",
                0504     "                       'r', linewidth=4)\n",
                0505     "axarr[2].grid()\n",
                0506     "axarr[2].set_ylabel('$^{\\circ}$C')\n",
                0507     "axarr[2].set_title('Mean Temperature, %d m Depth; dashed=w/GM' %np.abs(RC[kloc3]), fontsize=16);\n",
                0508     "axarr[2].set_xlim(0,30)\n",
                0509     "axarr[2].set_xlabel('Time (yrs)');\n"
                0510    ]
                0511   },
                0512   {
                0513    "cell_type": "markdown",
                0514    "metadata": {},
                0515    "source": [
                0516     "# Data.diagnostics output, year 30 annual mean\n",
                0517     "\n",
                0518     "To look at temperature structure in the yz plane,\n",
                0519     "we compute and plot zonal mean temperature and zonal mean mixed layer depth. We use the grid variable\n",
                0520     "``hFacC``, which contains the partial cell fraction, to compute a weighted mean.\n",
                0521     "\n",
                0522     "To plot, we use ``contourf`` to shade zonal mean temperature; unless we take extra steps,\n",
                0523     "the plot will include a thin strip of white\n",
                0524     "(or background color) space between land points and valid data at ``YC``, ``RC`` points. To avoid this,\n",
                0525     "we create a \"padded\" copy (``zmTpad``) of the zonal mean temperature (``zmT``) data with an extra row and column,\n",
                0526     "and do the following:\n",
                0527     "\n",
                0528     "  - duplicate the ``zmT`` data adjacent to the southern wall onto these \"land\" points\n",
                0529     "  - copy the northernmost ``zmT`` data onto the extra column (at the north)\n",
                0530     "  - copy the bottommost ``zmT`` data onto the extra row (at the bottom)\n",
                0531     "  - we plot a gray rectangle over the southern wall points to properly show the land location\n",
                0532     "\n",
                0533     "Finally, when we call ``contourf``, we need to augment the both the ``YC`` and ``RC`` vectors\n",
                0534     "with an additional gridpoint location.\n",
                0535     "\n",
                0536     "Note that we did NOT \"pad\" the top zmT row which is located at ``RC[0]``= -2.7 m\n",
                0537     "(whereas our plot extends to the surface).\n",
                0538     "Given that our vertical axis ranges over 2500 m depth, this 2.7 m worth of white space\n",
                0539     "is not noticeable -- but it is obvious if one limits the plot\n",
                0540     "to the top 100 m, for example, in which case repeating the padding procedure at the\n",
                0541     "surface (i.e. augmenting a surface value\n",
                0542     "point at 0 m depth) might be worthwhile.\n",
                0543     "\n",
                0544     "This may seem like a lot of extra effort when ``pcolormesh`` will avoid the white space problem, whether you pass\n",
                0545     "``pcolormesh`` with ``Yp1``, ``RF`` sized dimensions or ``YC``, ``RC``\n",
                0546     "dimensions with ``shading='auto'``. Indeed, it is. However\n",
                0547     "``pcolormesh`` will generally give you a plot that looks pixelated whereas a ``contourf`` plot will render smooth\n",
                0548     "gradations, depending on your choice of contour interval, often permitting better visualization of results.\n"
                0549    ]
                0550   },
                0551   {
                0552    "cell_type": "code",
                0553    "execution_count": 13,
                0554    "metadata": {},
                0555    "outputs": [
                0556     {
                0557      "data": {
                0558       "image/png": 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\n",
                0559       "text/plain": [
                0560        "<Figure size 1008x360 with 4 Axes>"
                0561       ]
                0562      },
                0563      "metadata": {
                0564       "needs_background": "light"
                0565      },
                0566      "output_type": "display_data"
                0567     }
                0568    ],
                0569    "source": [
                0570     "# compute and compare zonal mean temperature and mixed layer depth\n",
                0571     "\n",
                0572     "# compute zonal mean T, weight by partial cell factor\n",
                0573     "# using Cartesian grid (uniform horiz. spacing), all grid cells(k) have same volume\n",
                0574     "# using a more complex grid, one might need to weight by cell area RAC\n",
                0575     "# when computing area-weighted quantities\n",
                0576     "\n",
                0577     "zmT_woGM = np.ma.average(state_woGM[0,:,:,:], axis=2, weights=hFacC)\n",
                0578     "zmT_wGM = np.ma.average(state_wGM[0,:,:,:], axis=2, weights=hFacC)\n",
                0579     "\n",
                0580     "# to pad zmT with temp values on land points, to avoid white space in contourf plot e.g.\n",
                0581     "# between y=50km and first YC point with data, 75km\n",
                0582     "\n",
                0583     "zmTpad_woGM = np.zeros((RF.size, Ny+1))\n",
                0584     "zmTpad_woGM[:-1,:-1] = zmT_woGM        # augment zmT shape (+1,+1)\n",
                0585     "zmTpad_woGM[:-1,0] = zmT_woGM[:,1]     # copy zmT values onto southern land column\n",
                0586     "zmTpad_woGM[:-1,-1] = zmT_woGM[:,-1]\n",
                0587     "zmTpad_woGM[-1,:] = zmTpad_woGM[-2,:]  # copy onto added northern col. and bottom row\n",
                0588     "zmTpad_wGM = np.zeros((RF.size, Ny+1))\n",
                0589     "zmTpad_wGM[:-1,:-1] = zmT_wGM          # repeat padding procedure with GM run data\n",
                0590     "zmTpad_wGM[:-1,0] = zmT_wGM[:,1]\n",
                0591     "zmTpad_wGM[:-1,-1] = zmT_wGM[:,-1]\n",
                0592     "zmTpad_wGM[-1,:] = zmTpad_wGM[-2,:]\n",
                0593     "\n",
                0594     "# make the plots\n",
                0595     "# the plot in the users manual was done using MATLAB parula colormap\n",
                0596     "# (which Mathworks arguably claim they have copyrighted, albeit posted here:\n",
                0597     "# https://stackoverflow.com/questions/34859628/has-someone-made-the-parula-colormap-in-matplotlib )\n",
                0598     "# instead we will use cmocean_v2 thermal, which out-of-the-box is a bit dark, so we lighten a bit.\n",
                0599     "\n",
                0600     "light_thermal = cmocean.tools.lighten(cmocean.cm.thermal, 0.90)\n",
                0601     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(14,5))\n",
                0602     "\n",
                0603     "im = axarr[0].contourf(np.append(YC[:,0], YC[-1,0] + DYC[-1,0])/1000,\n",
                0604     "                       np.append(RC[:,0,0], RC[-1,0,0] + DRC[-1,0,0]),\n",
                0605     "                       zmTpad_woGM, np.arange(-2,10,.2), cmap=light_thermal)\n",
                0606     "plt.colorbar(im, ax =axarr[0])\n",
                0607     "im = axarr[1].contourf(np.append(YC[:,0], YC[-1,0] + DYC[-1,0])/1000,\n",
                0608     "                       np.append(RC[:,0,0], RC[-1,0,0] + DRC[-1,0,0]),\n",
                0609     "                       zmTpad_wGM, np.arange(-2,10,.2), cmap=light_thermal)\n",
                0610     "plt.colorbar(im, ax = axarr[1])\n",
                0611     "axarr[0].set_xlim(0,2000)\n",
                0612     "axarr[1].set_xlim(0,2000)\n",
                0613     "axarr[0].set_ylim(-2500,0)\n",
                0614     "axarr[0].add_patch(Rectangle((0, RF[-1,0,0]), 50, -RF[-1,0,0], facecolor='lightgray'))\n",
                0615     "axarr[1].add_patch(Rectangle((0, RF[-1,0,0]), 50, -RF[-1,0,0], facecolor='lightgray'))\n",
                0616     "axarr[0].set_xlabel('y-coordinate (km)')\n",
                0617     "axarr[1].set_xlabel('y-coordinate (km)')\n",
                0618     "axarr[0].set_ylabel('Depth (m)')\n",
                0619     "axarr[1].set_ylabel('Depth (m)')\n",
                0620     "\n",
                0621     "# compute zonal mean ML depth and add to the plots\n",
                0622     "zmML_woGM = np.ma.average(diag2D_woGM[1,:,:], axis=1, weights=hFacC[0,:,:])\n",
                0623     "zmML_wGM = np.ma.average(diag2D_wGM[1,:,:], axis=1, weights=hFacC[0,:,:])\n",
                0624     "axarr[0].plot(YC[1:,0]/1000, -zmML_woGM[1:], linewidth=4, color='aquamarine')\n",
                0625     "axarr[1].plot(YC[1:,0]/1000, -zmML_wGM[1:], linewidth=4, color='aquamarine')\n",
                0626     "\n",
                0627     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                0628     "axarr[1].set_title('w/GM', fontsize=16)\n",
                0629     "fig.suptitle('Zonal Mean Temp. ($^{\\circ}$C) and ML Depth',fontsize=18);\n"
                0630    ]
                0631   },
                0632   {
                0633    "cell_type": "markdown",
                0634    "metadata": {},
                0635    "source": [
                0636     "Next, we plot the convective adjustment index (``CONVADJ``) fairly close to the surface\n",
                0637     "(here, we choose 92 m depth).\n",
                0638     "Typically, it is useful to know where\n",
                0639     "convective mixing is occuring (and how often; 0=never convecting, 1= always convecting), and in this\n",
                0640     "setup we see a big difference in mixed layer depths w/ and w/o GM. This is also readily\n",
                0641     "apparent in the mixed layer depth plotted above.\n",
                0642     "\n",
                0643     "For this plot ``pcolormesh`` is perfectly acceptable. For clarity we again show the southern wall as a gray\n",
                0644     "rectangle patch."
                0645    ]
                0646   },
                0647   {
                0648    "cell_type": "code",
                0649    "execution_count": 14,
                0650    "metadata": {
                0651     "scrolled": false
                0652    },
                0653    "outputs": [
                0654     {
                0655      "data": {
                0656       "image/png": 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\n",
                0657       "text/plain": [
                0658        "<Figure size 1008x720 with 4 Axes>"
                0659       ]
                0660      },
                0661      "metadata": {
                0662       "needs_background": "light"
                0663      },
                0664      "output_type": "display_data"
                0665     }
                0666    ],
                0667    "source": [
                0668     "# compare convective adjustment index\n",
                0669     "\n",
                0670     "#plot at MITgcm k=10 which is 92 m depth\n",
                0671     "klev = 9\n",
                0672     "\n",
                0673     "# make plots; note here we use pcolormesh passed with size XC,YC\n",
                0674     "# and let matplotlib figure out the XG,YG locations\n",
                0675     "# uses cmocean_v2 colormap 'deep'\n",
                0676     "\n",
                0677     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(14,10))\n",
                0678     "\n",
                0679     "im = axarr[0].pcolormesh(XC/1000, YC/1000, state_woGM[4,klev,:,:],\n",
                0680     "                         cmap=cmocean.cm.deep, shading='auto')\n",
                0681     "plt.colorbar(im, ax=axarr[0])\n",
                0682     "axarr[0].add_patch(Rectangle((0, 0), 1000, 50, facecolor='lightgray'))\n",
                0683     "axarr[0].set_xlabel('x-coordinate (km)')\n",
                0684     "axarr[0].set_ylabel('y-coordinate (km)')\n",
                0685     "axarr[0].set_aspect('equal')\n",
                0686     "im = axarr[1].pcolormesh(XC/1000, YC/1000, state_wGM[4,klev,:,:],\n",
                0687     "                         cmap=cmocean.cm.deep, shading='auto')\n",
                0688     "plt.colorbar(im, ax =axarr[1])\n",
                0689     "axarr[1].add_patch(Rectangle((0, 0), 1000, 50, facecolor='lightgray'));\n",
                0690     "axarr[1].set_aspect('equal')\n",
                0691     "axarr[1].set_xlabel('x-coordinate (km)')\n",
                0692     "axarr[1].set_ylabel('y-coordinate (km)')\n",
                0693     "\n",
                0694     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                0695     "axarr[1].set_title('w/GM', fontsize=16)\n",
                0696     "fig.suptitle('Convective Adj. Index (depth %d m)' %np.abs(RC[klev]), fontsize=18);\n"
                0697    ]
                0698   },
                0699   {
                0700    "cell_type": "markdown",
                0701    "metadata": {},
                0702    "source": [
                0703     "Let's examine the barotropic streamfunction to assess the strength of the zonal current. Similar to the\n",
                0704     "computation in tutorial Baroclinic Ocean Gyre, first compute a depth-integrated\n",
                0705     "zonal transport $U_{bt}$ (i.e., $u$ multiplied by the vertical cell depth ``DRF``).\n",
                0706     "Note we use ``np.pad`` option ``'wrap'`` with specification ``[(0,0),(0,0),(0,1)]`` which will duplicate the upper end\n",
                0707     "of the **third** axis (i.e., the x-axis) with values taken from the lower end. It is necessary to wrap the\n",
                0708     "u-velocity entering the domain from the west to the domain eastern edge, in order to plot a contour of\n",
                0709     "streamfunction over the full domain. We also weight the u-velocity by ``hFacW``,\n",
                0710     "the partial cell factor at the western\n",
                0711     "edge of each gridcell; this is the portion of the gridcell edge open to flow. The streamfunction $\\Psi_{bt}$\n",
                0712     "is then formulated as follows:\n",
                0713     "\n",
                0714     "$$U_{bt} = - \\frac{\\partial \\Psi_{bt}}{\\partial y}, \\phantom{WW} V_{bt} = \\frac{\\partial \\Psi_{bt}}{\\partial x}$$\n",
                0715     "\n",
                0716     "which we compute by multiplying $U_{bt}$ by the length of the western gridcell edge (``DYG``) and doing\n",
                0717     "a cumulative sum in the north-south direction. When $\\Psi_{bt}$ is plotted we add a row of zeros (i.e., no flow)\n",
                0718     "at the southern boundary.\n"
                0719    ]
                0720   },
                0721   {
                0722    "cell_type": "code",
                0723    "execution_count": 15,
                0724    "metadata": {},
                0725    "outputs": [
                0726     {
                0727      "data": {
                0728       "image/png": 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\n",
                0729       "text/plain": [
                0730        "<Figure size 1008x720 with 4 Axes>"
                0731       ]
                0732      },
                0733      "metadata": {
                0734       "needs_background": "light"
                0735      },
                0736      "output_type": "display_data"
                0737     }
                0738    ],
                0739    "source": [
                0740     "# barotropic streamfunction computation and comparison\n",
                0741     "\n",
                0742     "ubt_woGM = ((np.pad(state_woGM[2,:,:,:], [(0,0),(0,0),(0,1)], 'wrap') * \n",
                0743     "             np.pad(hFacW, [(0,0),(0,0),(0,1)], 'wrap')) * DRF).sum(0)       # depth-integrated uvel\n",
                0744     "psi_woGM = (np.pad(DYG,[(0,0),(0,1)], 'wrap') * (-ubt_woGM)).cumsum(0) / 1E6 # cumsum in N-S direction\n",
                0745     "\n",
                0746     "ubt_wGM = ((np.pad(state_wGM[2,:,:,:],[(0,0),(0,0),(0,1)], 'wrap')  * \n",
                0747     "            np.pad(hFacW, [(0,0),(0,0),(0,1)], 'wrap')) * DRF).sum(0)        # repeat calculation w/GM data\n",
                0748     "psi_wGM = (np.pad(DYG,[(0,0),(0,1)], 'wrap') * (-ubt_wGM)).cumsum(0) / 1E6\n",
                0749     "\n",
                0750     "# make plots\n",
                0751     "# use cmocean_v2 colormap 'speed_r'\n",
                0752     "\n",
                0753     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(14,10))\n",
                0754     "\n",
                0755     "im=axarr[0].contourf(Xp1/1000, Yp1/1000, np.concatenate((np.zeros((Nx+1,1)).T, psi_woGM)),\n",
                0756     "                     levels=np.arange(-240,40,20), cmap=cmocean.cm.speed_r)\n",
                0757     "plt.colorbar(im, ax=axarr[0])\n",
                0758     "axarr[0].contour(Xp1/1000, Yp1/1000, np.concatenate((np.zeros((Nx+1,1)).T, psi_woGM)),\n",
                0759     "                 levels=np.arange(-240,40,20), colors='k')\n",
                0760     "axarr[0].add_patch(Rectangle((0, 0), 1000, 50, facecolor='lightgray'))\n",
                0761     "axarr[0].set_xlabel('x-coordinate (km)')\n",
                0762     "axarr[0].set_ylabel('y-coordinate (km)')\n",
                0763     "axarr[0].set_aspect('equal')\n",
                0764     "\n",
                0765     "im = axarr[1].contourf(Xp1/1000, Yp1/1000, np.concatenate((np.zeros((Nx+1,1)).T, psi_wGM)),\n",
                0766     "                       levels=np.arange(-240,40,20), cmap=cmocean.cm.speed_r)\n",
                0767     "plt.colorbar(im, ax=axarr[1])\n",
                0768     "axarr[1].contour(Xp1/1000, Yp1/1000, np.concatenate((np.zeros((Nx+1,1)).T, psi_wGM)),\n",
                0769     "                 levels=np.arange(-240,40,20), colors='k')\n",
                0770     "axarr[1].add_patch(Rectangle((0, 0), 1000, 50, facecolor='lightgray'))\n",
                0771     "axarr[1].set_xlabel('x-coordinate (km)')\n",
                0772     "axarr[1].set_ylabel('y-coordinate (km)')\n",
                0773     "axarr[1].set_aspect('equal')\n",
                0774     "\n",
                0775     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                0776     "axarr[1].set_title('w/GM', fontsize=16)\n",
                0777     "fig.suptitle('Barotropic Streamfunction', fontsize=18);\n"
                0778    ]
                0779   },
                0780   {
                0781    "cell_type": "markdown",
                0782    "metadata": {},
                0783    "source": [
                0784     "Shifting focus to the overturning circulation in the vertical, we compute and plot the \n",
                0785     "meridional overturning circulation (MOC) streamfunction as:\n",
                0786     "\n",
                0787     "$$\\Psi_{moc} = \\int_{z}^0 \\int_\\mathrm{west}^\\mathrm{east} v \\,\\mathrm{d} x \\,\\mathrm{d} z $$\n",
                0788     "\n",
                0789     "First, we compute meridional transport: v-velocity multiplied\n",
                0790     "by the southern edge gridcell length (``DXG``) and gridcell thickness (``DRF``),\n",
                0791     "weighted by the partial cell factor on this southern edge (``hFacS``), and take its zonal sum (variable ``vzi``).\n",
                0792     "A row of zeros is added at the bottom; we compute the streamfunction by doing a cumulative sum of ``vzi``\n",
                0793     "in reverse k-index order. In general, integrating from the bottom upward is preferable, and in fact\n",
                0794     "avoids issues if a non-linear free surface option is employed."
                0795    ]
                0796   },
                0797   {
                0798    "cell_type": "code",
                0799    "execution_count": 16,
                0800    "metadata": {},
                0801    "outputs": [
                0802     {
                0803      "data": {
                0804       "image/png": 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\n",
                0805       "text/plain": [
                0806        "<Figure size 1080x360 with 4 Axes>"
                0807       ]
                0808      },
                0809      "metadata": {
                0810       "needs_background": "light"
                0811      },
                0812      "output_type": "display_data"
                0813     }
                0814    ],
                0815    "source": [
                0816     "# compute and compare Eulerian MOC\n",
                0817     "\n",
                0818     "# first, take zonal sum of v*dx*dz, adding a row of zeros at the bottom (RF spans 0:-3982 m dimension 50)\n",
                0819     "vzi_woGM = np.concatenate((np.sum(state_woGM[1,:,:,:] * DXG * DRF * hFacS, 2), np.zeros((Ny,1)).T))\n",
                0820     "moc_woGM = -np.cumsum(vzi_woGM[::-1,:],0)[::-1] / 1E6\n",
                0821     "# repeat w/GM run\n",
                0822     "vzi_wGM = np.concatenate((np.sum(state_wGM[1,:,:,:] * DXG * DRF * hFacS, 2), np.zeros((Ny,1)).T))\n",
                0823     "moc_wGM = -np.cumsum(vzi_wGM[::-1,:],0)[::-1] / 1E6\n",
                0824     "\n",
                0825     "# make plots\n",
                0826     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(15,5))\n",
                0827     "\n",
                0828     "im = axarr[0].contourf(YG[:,0]/1000, RF[:,0,0], moc_woGM, np.arange(-3,3.1,.1), cmap='bwr')\n",
                0829     "plt.colorbar(im, ax=axarr[0])\n",
                0830     "axarr[0].contour(YG[:,0]/1000, RF[:,0,0], moc_woGM, np.arange(-3,3.5,.5), colors='k', linewidths=.5)\n",
                0831     "im = axarr[1].contourf(YG[:,0]/1000, RF[:,0,0], moc_wGM, np.arange(-3,3.1,.1), cmap='bwr')\n",
                0832     "plt.colorbar(im, ax=axarr[1])\n",
                0833     "axarr[1].contour(YG[:,0]/1000, RF[:,0,0], moc_wGM, np.arange(-3,3.5,.5), colors='k', linewidths=.5)\n",
                0834     "\n",
                0835     "axarr[0].set_xlabel('y-coordinate (km)')\n",
                0836     "axarr[1].set_xlabel('y-coordinate (km)')\n",
                0837     "axarr[0].set_ylabel('Depth (m)')\n",
                0838     "axarr[1].set_ylabel('Depth (m)')\n",
                0839     "axarr[0].add_patch(Rectangle((0, RF[-1,0,0]), 50, -RF[-1,0,0], facecolor='lightgray'))\n",
                0840     "axarr[1].add_patch(Rectangle((0, RF[-1,0,0]), 50, -RF[-1,0,0], facecolor='lightgray'))\n",
                0841     "\n",
                0842     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                0843     "axarr[1].set_title('w/GM', fontsize=16)\n",
                0844     "fig.suptitle('Eulerian MOC (Sv)', fontsize=18);\n"
                0845    ]
                0846   },
                0847   {
                0848    "cell_type": "markdown",
                0849    "metadata": {},
                0850    "source": [
                0851     "The above figures plot the Eulerian MOC, not the residual MOC, the latter being defined as the Eulerian component\n",
                0852     "plus a contribution from the eddy induced circulation, here formulated as a bolus velocity.\n",
                0853     "The output diagnostics from ``pkg/gmredi``  include bolus transport streamfunction (below, variable ``psi_bol``, i.e., diagnostic ``GM_PsiY``). Bolus v-velocity is computed as:\n",
                0854     "\n",
                0855     "$$ v_\\mathrm{bolus} = \\frac{- \\partial \\: \\mathrm{GM}_{\\Psi y}}{\\partial z} $$\n",
                0856     "\n",
                0857     "Conveniently, ``GM_PsiY`` is output at v-velocity points in the horizontal plane, but at the RF\n",
                0858     "points in the vertical (i.e. vertical cell separation depths, not cell centers);\n",
                0859     "see sections 2.11.4-2.11.5 in the MITgcm users guide. Thus, computing a\n",
                0860     "derivative of ``GM_PsiY`` in the vertical (differencing and dividing by ``DRF``) locates\n",
                0861     "the resulting bolus velocity at the vertical cell center (i.e. ``RC`` depths),\n",
                0862     "coincident with the ``VVEL`` locations, so they can be added together without any spatial\n",
                0863     "averaging. Note that ``GM_PsiY`` lacks a value at RF[-1] so we\n",
                0864     "first augment variable ``psi_bol`` with a plane of zeros at the bottom.\n",
                0865     "In the calculation of  ``vzi``, the zonally summed,  Eulerian+bolus meridional transport,\n",
                0866     "it is not necessary to multiply ``bolV`` by ``hFacS`` because ``GM_PsiY`` is a transport diagnostic\n",
                0867     "and has already been weighted by ``hFacS``.\n"
                0868    ]
                0869   },
                0870   {
                0871    "cell_type": "code",
                0872    "execution_count": 17,
                0873    "metadata": {},
                0874    "outputs": [
                0875     {
                0876      "data": {
                0877       "image/png": 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\n",
                0878       "text/plain": [
                0879        "<Figure size 468x360 with 2 Axes>"
                0880       ]
                0881      },
                0882      "metadata": {
                0883       "needs_background": "light"
                0884      },
                0885      "output_type": "display_data"
                0886     }
                0887    ],
                0888    "source": [
                0889     "# Compute and plot residual MOC (first computing bolus velocity from GM diagnostics)\n",
                0890     "\n",
                0891     "psi_bol = np.zeros((RF.size,Ny,Nx))\n",
                0892     "psi_bol[:-1,:,:] = gm_diags[1,:,:,:] # pad bolus streamfn with zeros at bottom\n",
                0893     "bolV = (psi_bol[1:,:,:] - psi_bol[:-1,:,:,]) / DRF\n",
                0894     "# compute moc as before, except adding bolV to v-velocity\n",
                0895     "vzi = np.concatenate((np.sum((state_wGM[1,:,:,:] * hFacS + bolV) * DXG * DRF,2), np.zeros((Ny,1)).T))\n",
                0896     "moc_res = -np.cumsum(vzi[::-1,:],0)[::-1] / 1E6\n",
                0897     "\n",
                0898     "#make plot\n",
                0899     "plt.figure(figsize=(6.5,5))\n",
                0900     "plt.contourf(YG[:,0]/1000, RF[:,0,0], moc_res, np.arange(-3,3.2,.1), cmap='bwr')\n",
                0901     "plt.colorbar()\n",
                0902     "plt.colorbar(im, ax=axarr[0])\n",
                0903     "plt.contour(YG[:,0]/1000, RF[:,0,0], moc_res,np.arange(-3,3.5,.5), colors='k', linewidths=.5)\n",
                0904     "ax = plt.gca()\n",
                0905     "ax.add_patch(Rectangle((0, RF[-1,0,0]), 50, -RF[-1,0,0], facecolor='lightgray'))\n",
                0906     "\n",
                0907     "plt.xlabel('y-coordinate (km)')\n",
                0908     "plt.ylabel('Depth (m)')\n",
                0909     "plt.title('Eulerian + Bolus MOC (Sv)', fontsize=18);"
                0910    ]
                0911   },
                0912   {
                0913    "cell_type": "markdown",
                0914    "metadata": {},
                0915    "source": [
                0916     "# Package Layer Diagnostics\n",
                0917     "\n",
                0918     "### In temperature (density space):\n",
                0919     "\n",
                0920     "Computing and plotting the MOC in density space is straightforward; ``pkg/layers`` has\n",
                0921     "already done the heavy lifting for you. While computing the MOC in z-coordinates is a fairly standard diagnostic\n",
                0922     "for illustrating circulation, examining the overturning in density space is illuminating from a watermass\n",
                0923     "transformation perspective.\n",
                0924     "Given ``LaVH1TH``, the meridional mass transport in layers with units m$^2$s$^{-1}$\n",
                0925     "(using a temperature vertical coordinate to define layers, see Fig. 4.12\n",
                0926     "in the MITgcm users guide; also note this includes the bolus contribution), we can follow a procedure analogous\n",
                0927     "to the above (depth-coordinate) MOC computations. Specifically, we take ``LaVH1TH`` (computed\n",
                0928     "at v-velocity locations), do a cumlative sum in the vertical, multiply by \n",
                0929     "the southern edge gridcell length (``DXG``) to get units of m$^3$s$^{-1}$, and then finally\n",
                0930     "take the zonal sum (variable ``vti``).\n",
                0931     "One important caveat: in depth space,\n",
                0932     "k=[0:Nr] proceeds from ocean surface to bottom, whereas\n",
                0933     "for layers diagnostics k=[0:Nr_layers] proceeds from the ocean bottom to the surface\n",
                0934     "(this is because vector ``layer_bounds``, which is otherwise analogous to grid variable ``RF``\n",
                0935     "for the vertical temperature coordinate,\n",
                0936     "increases from coldest to warmest model temperature). Inserting a row of zeros at the top of ``vti``\n",
                0937     "specifyies a zero starting value at the ocean bottom (as we did previously).\n",
                0938     "\n",
                0939     "Because ``pkg/layers`` is essentially doing calculations in a vertical coordinate that is different from\n",
                0940     "the true model (grid) coordinate, some error is introduced in calculations and the value of streamfunction at\n",
                0941     "the surface (from a bottom-up ``cumsum``) is not precisely zero. This residual could show up as \"noise\" contours in\n",
                0942     "the upper left quadrant of our output plots. To eliminate this, we zero out small positive and \n",
                0943     "negative values of ``vti``, here using a threshold of 0.005 Sv, which produces a clean contourf plot.\n",
                0944     "\n",
                0945     "In interpreting the output plot, the upper contour reflects the surface temperature (i.e., warmest at the north end, coldest at the southern wall). However, given that SST is not zonally uniform,\n",
                0946     "we have added green dashed lines of maximum and minimum SST to delineate the surface layer.\n",
                0947     "As such, contours between the SST max and min lines do not reflect overturning in the vertical,\n",
                0948     "but are indicative of watermass transformation (i.e., surface heat exchange) in the surface layer.\n",
                0949     "\n",
                0950     "Finally, as noted above, the diagnostic ``LaVH1TH`` includes bolus transport from ``pkg/gmredi``\n",
                0951     "(if used) so our plot below shows the residual MOC;\n",
                0952     "in other words, the figure below w/GM is the density coordinate representation of the Eulerian + Bolus\n",
                0953     "depth MOC shown above. In density space, any circulation that occurs strictly within a density \"class\", for example\n",
                0954     "between ``layer_bounds[1]`` and ``layer_bounds[2]`` (temperature -1.75 to -1.5 $^{\\circ}$C)\n",
                0955     "is not represented in the plot below; see additional discussion of these plots in section 4.3.5.1."
                0956    ]
                0957   },
                0958   {
                0959    "cell_type": "code",
                0960    "execution_count": 18,
                0961    "metadata": {},
                0962    "outputs": [
                0963     {
                0964      "data": {
                0965       "image/png": 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\n",
                0966       "text/plain": [
                0967        "<Figure size 1080x360 with 4 Axes>"
                0968       ]
                0969      },
                0970      "metadata": {
                0971       "needs_background": "light"
                0972      },
                0973      "output_type": "display_data"
                0974     }
                0975    ],
                0976    "source": [
                0977     "# Compute and plot residual MOC from package layer diagnostics, in density space\n",
                0978     "\n",
                0979     "vti_woGM = -np.concatenate((np.zeros((Ny,1)).T, (laydiag_woGM[0,:,:,:].cumsum(0)*DXG).sum(2))) / 1E6\n",
                0980     "# due to small error in calculation, at the ocean top the value is not precisely zero\n",
                0981     "# force small residual -> 0 to make a cleaner plot\n",
                0982     "vti_woGM[abs(vti_woGM) < .005] = 0\n",
                0983     "vti_wGM = -np.concatenate((np.zeros((Ny,1)).T, (laydiag_wGM[0,:,:,:].cumsum(0)*DXG).sum(2))) / 1E6\n",
                0984     "vti_wGM[abs(vti_wGM) < .005] = 0\n",
                0985     " \n",
                0986     "# make plots\n",
                0987     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(15,5))\n",
                0988     "\n",
                0989     "im = axarr[0].contourf(YG[:,0]/1000, layer_bounds, vti_woGM, np.arange(-3,3,.01), cmap='bwr')\n",
                0990     "plt.colorbar(im, ax=axarr[0])\n",
                0991     "axarr[0].contour(YG[:,0]/1000, layer_bounds, vti_woGM, np.arange(-3,3,.5), linewidths=0.5, colors='k')\n",
                0992     "# trick matplotlib to get it to draw top 0 contour\n",
                0993     "axarr[0].contour(YG[:,0]/1000, layer_bounds, vti_woGM,[-0.00001], linewidths=0.5, colors='k') \n",
                0994     "axarr[0].plot(YC[1:,0]/1000, state_woGM[0,0,1:,:].max(1), 'g--') # plot maximum SST(y) \n",
                0995     "axarr[0].plot(YC[1:,0]/1000, state_woGM[0,0,1:,:].min(1), 'g--') # and minimum SST(y) to delineate the surface layer\n",
                0996     "# in an eddy-resolving run, you need to dump data more frequently to obtain\n",
                0997     "# reasonable estimates for SST max, min (e.g. daily, not monthly, dumps)\n",
                0998     "\n",
                0999     "im = axarr[1].contourf(YG[:,0]/1000, layer_bounds, vti_wGM, np.arange(-3,3,.01), cmap='bwr')\n",
                1000     "plt.colorbar(im, ax=axarr[1])\n",
                1001     "axarr[1].contour(YG[:,0]/1000, layer_bounds,vti_wGM, np.arange(-3,3,.5), linewidths=0.5, colors='k')\n",
                1002     "axarr[1].contour(YG[:,0]/1000, layer_bounds, vti_wGM, [-0.00001], linewidths=0.5, colors='k') \n",
                1003     "axarr[1].plot(YC[1:,0]/1000, state_wGM[0,0,1:,:].max(1), 'g--')\n",
                1004     "axarr[1].plot(YC[1:,0]/1000, state_wGM[0,0,1:,:].min(1), 'g--')\n",
                1005     "\n",
                1006     "axarr[0].set_xlabel('y-coordinate (km)')\n",
                1007     "axarr[0].set_ylabel('Temperature ($^{\\circ}$C)')\n",
                1008     "axarr[1].set_xlabel('y-coordinate (km)')\n",
                1009     "axarr[1].set_ylabel('Temperature ($^{\\circ}$C)')\n",
                1010     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                1011     "axarr[1].set_title('w/GM', fontsize=16)\n",
                1012     "fig.suptitle('Residual MOC (Sv)', fontsize=18);\n"
                1013    ]
                1014   },
                1015   {
                1016    "cell_type": "markdown",
                1017    "metadata": {},
                1018    "source": [
                1019     "### Converted back to depth (z) space:\n",
                1020     "\n",
                1021     "While the merits of visualizing the overturning in density space is apparent, these plots can be\n",
                1022     "a challenge to interpret in terms of the true spatial circulation. Moreover, it is often useful\n",
                1023     "to compute and compare the depth-coordinate rendering of the above plots with our earlier\n",
                1024     "z-coordinate MOC plots; the former will eliminate any adiabatic circulation as compared to the latter.\n",
                1025     "\n",
                1026     "For this calculation, we will first calculate the z-location of layer depths (``csum_th``)\n",
                1027     "through a surface-to-bottom cumulative sum of diagnostic ``LaHs1TH`` (note, this is the layer thickness\n",
                1028     "on the southern face of each cell, corresponding spatially with diagnostic ``LAVH1TH``).\n",
                1029     "It is again necessary to first augment the result with a row\n",
                1030     "of zeros, corresponding to the surface at z=0. Then we take a zonal mean. To calculate\n",
                1031     "the layer transports (``csum_tr``), the computation is the same as above (using ``LAVH1TH``)\n",
                1032     "except for reversing the\n",
                1033     "k-index on the ``cumsum`` given for this calculation we proceed from the surface downward.\n",
                1034     "\n",
                1035     "To assess the extent to which interior circulation is adiabatic, also plotted are\n",
                1036     "zonal mean temperature contours, using variable ``zmT`` computed earlier in this notebook. Not surprisingly,\n",
                1037     "we see a big difference between the run without GM (which includes large parameterized horizontal mixing)\n",
                1038     "versus the run with GM.\n",
                1039     "\n",
                1040     "Note that using a zonal mean to compute layer depths in the YZ plane may be problematic in a solution\n",
                1041     "where layer depths vary significantly in a zonal band, e.g., in a setup with  more complex topography,\n",
                1042     "if using a non-linear\n",
                1043     "equation of state, and/or which includes marginal seas."
                1044    ]
                1045   },
                1046   {
                1047    "cell_type": "code",
                1048    "execution_count": 19,
                1049    "metadata": {},
                1050    "outputs": [
                1051     {
                1052      "data": {
                1053       "image/png": 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\n",
                1054       "text/plain": [
                1055        "<Figure size 1080x360 with 4 Axes>"
                1056       ]
                1057      },
                1058      "metadata": {
                1059       "needs_background": "light"
                1060      },
                1061      "output_type": "display_data"
                1062     }
                1063    ],
                1064    "source": [
                1065     "#residual MOC from layers, converted back into depth coordinates\n",
                1066     "\n",
                1067     "# calculate layer depths through cumsum of layer thickness, surface to bottom\n",
                1068     "# need to reverse k-index on cumsum given k[0] is coldest temperature (ocean bottom)\n",
                1069     "csum_th_woGM = -np.concatenate((np.zeros((40,1)).T, laydiag_woGM[1,::-1,:,:].cumsum(0).mean(2)))\n",
                1070     "# then cumsum the layer transports from ocean surface downward, multiply by DXG, and integrate zonally\n",
                1071     "csum_tr_woGM = np.concatenate((np.zeros((40,1)).T, (laydiag_woGM[0,::-1,:,:].cumsum(0)*DXG).sum(2))) / 1E6\n",
                1072     "# then this can be plotted specifying 2D arrays for x-axis (Y-coor) and y-axis (layer z-locations)\n",
                1073     "\n",
                1074     "# repeat calculation for run w/GM\n",
                1075     "csum_th_wGM = -np.concatenate((np.zeros((40,1)).T, laydiag_wGM[1,::-1,:,:].cumsum(0).mean(2)))\n",
                1076     "csum_tr_wGM = np.concatenate((np.zeros((40,1)).T, (laydiag_wGM[0,::-1,:,:].cumsum(0)*DXG).sum(2))) / 1E6\n",
                1077     "\n",
                1078     "Y = np.tile(YG[:,0]/1000, (38, 1))  # this is basically the Y output of a meshgrid(layer_bounds,YG[:,0])\n",
                1079     "\n",
                1080     "# make plots\n",
                1081     "fig, axarr = plt.subplots(1, 2, sharey=True, figsize=(15,5))\n",
                1082     "\n",
                1083     "axarr[0].add_patch(Rectangle((0, -4000), 2000, 520.5, facecolor='lightgray'))\n",
                1084     "im = axarr[0].contourf(Y, csum_th_woGM, csum_tr_woGM,np.arange(-3,3,.01), cmap='bwr', zorder=2)\n",
                1085     "plt.colorbar(im, ax=axarr[0])\n",
                1086     "# use zonal mean temperature variable zmT computed above\n",
                1087     "axarr[0].contour(YC[:,0]/1000,RC[:,0,0], zmT_woGM, np.arange(-2,10,1), colors='k')\n",
                1088     "axarr[0].add_patch(Rectangle((0, -4000), 50, 4000, facecolor='lightgray'))\n",
                1089     "\n",
                1090     "axarr[1].add_patch(Rectangle((0, -4000), 2000, 520.5, facecolor='lightgray'))\n",
                1091     "im = axarr[1].contourf(Y, csum_th_wGM, csum_tr_wGM, np.arange(-3,3,.01), cmap='bwr', zorder=2)\n",
                1092     "plt.colorbar(im, ax=axarr[1])\n",
                1093     "axarr[1].contour(YC[:,0]/1000, RC[:,0,0], zmT_wGM, np.arange(-2,10,1), colors='k')\n",
                1094     "axarr[1].add_patch(Rectangle((0, -4000), 50, 4000, facecolor='lightgray'))\n",
                1095     "\n",
                1096     "axarr[0].set_xlabel('y-coordinate (km)')\n",
                1097     "axarr[0].set_ylabel('Depth (m)')\n",
                1098     "axarr[1].set_xlabel('y-coordinate (km)')\n",
                1099     "axarr[1].set_ylabel('Depth (m)')\n",
                1100     "axarr[0].set_title('w/o GM', fontsize=16)\n",
                1101     "axarr[1].set_title('w/GM', fontsize=16)\n",
                1102     "fig.suptitle('Residual MOC converted to depth space (Sv)', fontsize=18);\n"
                1103    ]
                1104   },
                1105   {
                1106    "cell_type": "code",
                1107    "execution_count": null,
                1108    "metadata": {},
                1109    "outputs": [],
                1110    "source": []
                1111   }
                1112  ],
                1113  "metadata": {
                1114   "kernelspec": {
                1115    "display_name": "Python 3",
                1116    "language": "python",
                1117    "name": "python3"
                1118   },
                1119   "language_info": {
                1120    "codemirror_mode": {
                1121     "name": "ipython",
                1122     "version": 3
                1123    },
                1124    "file_extension": ".py",
                1125    "mimetype": "text/x-python",
                1126    "name": "python",
                1127    "nbconvert_exporter": "python",
                1128    "pygments_lexer": "ipython3",
                1129    "version": "3.8.5"
                1130   }
                1131  },
                1132  "nbformat": 4,
                1133  "nbformat_minor": 4
                1134 }