{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Collapsing things\n", "### May 12, 2017" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import numpy.ma as ma\n", "%matplotlib inline \n", "import netCDF4 as nc\n", "from salishsea_tools import nc_tools as nc_tools\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "day1u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141218-20141218.nc')\n", "day2u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141219-20141219.nc')\n", "day3u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141220-20141220.nc')\n", "day4u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141221-20141221.nc')\n", "day5u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141222-20141222.nc')\n", "day6u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141223-20141223.nc')\n", "day7u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141224-20141224.nc') \n", "day8u = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141225-20141225.nc')\n", "\n", "day1v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141218-20141218.nc')\n", "day2v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141219-20141219.nc')\n", "day3v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141220-20141220.nc')\n", "day4v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141221-20141221.nc')\n", "day5v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141222-20141222.nc')\n", "day6v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141223-20141223.nc')\n", "day7v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141224-20141224.nc')\n", "day8v = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_V_20141225-20141225.nc')\n", "\n", "day1w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141218-20141218.nc')\n", "day2w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141219-20141219.nc')\n", "day3w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141220-20141220.nc')\n", "day4w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141221-20141221.nc')\n", "day5w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141222-20141222.nc')\n", "day6w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141223-20141223.nc')\n", "day7w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141224-20141224.nc')\n", "day8w = xr.open_dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_W_20141225-20141225.nc')\n", "\n", "u_files = [day1u,day2u,day3u,day4u,day5u,day6u,day7u,day8u]\n", "v_files = [day1v,day2v,day3v,day4v,day5v,day6v,day7v,day8v]\n", "w_files = [day1w,day2w,day3w,day4w,day5w,day6w,day7w,day8w]\n", "\n", "mesh_mask = xr.open_dataset('/home/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "delta_x = mesh_mask.e1u\n", "delta_y = mesh_mask.e2v\n", "delta_z = mesh_mask.e3w_1d\n", "t_mask = mesh_mask.tmask\n", "u_mask = mesh_mask.umask\n", "v_mask = mesh_mask.vmask " ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BfsIIvTPMqh6nBomZsUFzU9RZwT+raqLnTGkqFsbmlQM/IMkv09mqmUNrP9oN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nc_u = nc.Dataset('/home/vdo/MEOPAR/completed-runs/VAT19/SalishSea_1h_20141218_20141225_grid_U_20141218-20141218.nc')\n", "nc_mask = nc.Dataset('/home/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "try_this = nc_u['vozocrtx'][1,:,:,:] / nc_mask['e1u']\n", "fig,ax = plt.subplots(1,1)\n", "ax.pcolormesh(try_this[1,:,:])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/xarray/core/variable.py:1143: RuntimeWarning: invalid value encountered in true_divide\n", " if not reflexive\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ nan],\n", " [ nan],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " [[ nan],\n", " [ nan],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " ..., \n", " [ nan],\n", " [ nan]]])\n", "Coordinates:\n", " depthu float32 441.466\n", " nav_lat (y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " nav_lon (y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " time_centered datetime64[ns] 2014-12-25T23:30:00\n", " time_counter datetime64[ns] 2014-12-25T23:30:00\n", "Dimensions without coordinates: y, x, t\n" ] } ], "source": [ "ubdx = np.zeros((40,898,398,1))\n", "for file in u_files:\n", " for n in range(0,24):\n", " u = np.abs(file.vozocrtx.isel(time_counter=n) / delta_x)\n", " ubdx = np.maximum(u,ubdx)\n", "new_u = np.zeros((898,398,1))\n", "for m in range(0,40):\n", " u = ubdx.isel(depthu = m)\n", " new_u = np.maximum(u,new_u)\n", "print(new_u)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Pr0HbHShlT6VTUwRN6+osUUQ4OloVo20DVIHhClsSMjZqwrjdXnJGG4ztMDeN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_u.plot()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/xarray/core/variable.py:1143: RuntimeWarning: invalid value encountered in true_divide\n", " if not reflexive\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ nan],\n", " [ nan],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " [[ nan],\n", " [ nan],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " ..., \n", " [ nan],\n", " [ nan]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " ..., \n", " [ nan],\n", " [ nan]]])\n", "Coordinates:\n", " depthv float32 441.466\n", " nav_lat (y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " nav_lon (y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " time_centered datetime64[ns] 2014-12-25T23:30:00\n", " time_counter datetime64[ns] 2014-12-25T23:30:00\n", "Dimensions without coordinates: y, x, t\n" ] } ], "source": [ "vbdx = np.zeros((40,898,398,1))\n", "for file in v_files:\n", " for n in range(0,24):\n", " v = np.abs(file.vomecrty.isel(time_counter=n) / delta_y)\n", " vbdx = np.maximum(v,vbdx)\n", "new_v = np.zeros((898,398,1))\n", "for m in range(0,40):\n", " v = vbdx.isel(depthv = m)\n", " new_v = np.maximum(v,new_v)\n", "print(new_v)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9aeZy8+L156JdZUsqOzJA+thIA33U2wtOWsyjI/pu24yvp0YC11Eg/uY9w9w/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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_v.plot()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "wbdx = np.zeros((40,898,398,1,40))\n", "for file in w_files:\n", " for n in range(0,24):\n", " w = np.abs(file.vovecrtz.isel(time_counter=n) / delta_z)\n", " wbdx = np.maximum(w,wbdx)\n", "\n", "new_w = np.zeros((40,898,398,1))\n", "for m in range(0,40):\n", " w = wbdx.isel(z = m)\n", " new_w = np.maximum(w,new_w)\n", "\n", "newer_w = np.zeros((898,398,1))\n", "for l in range(0,40):\n", " tries = new_w.isel(depthw=l)\n", " newer_w = np.maximum(tries,newer_w)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f0EzH5uzJu+F4d0r34/pSa/cbHUI65mcRvADYo6r3q2oPuA5LHJlDVWdVPc0r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\nc6XZGHkGdH0gDqknJyYOnzik1cY9egm5eccmmnbLOPuL86jPgUuSQLN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "newer_w.isel(t=0).plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }