{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Oxygen Evals in Saanich Inlet" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import netCDF4 as nc\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "\n", "import matplotlib.patches as mpatches\n", "import scipy.stats as stat" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mesh = nc.Dataset('/ocean/atall/MOAD/grid/mesh_mask202108.nc')\n", "bathy = nc.Dataset('/ocean/atall/MOAD/grid/bathymetry_202108.nc')\n", "\n", "meshb = nc.Dataset('/ocean/atall/MOAD/grid/mesh_mask_202310b.nc')\n", "bathyb = nc.Dataset('/ocean/atall/MOAD/grid/bathymetry_202310b.nc')\n", "grid = xr.open_dataset('/ocean/atall/MOAD/grid/bathymetry_202310b.nc', mask_and_scale=False)\n", "\n", "depthb = meshb.variables['gdept_0'][:]\n", "with xr.open_dataset('/ocean/atall/MOAD/grid/mesh_mask_202310b.nc') as mesh:\n", " tmask = mesh.tmask\n", " mbathy = mesh.mbathy\n", " long = mesh.nav_lon\n", " latg = mesh.nav_lat\n", "grid_dir = Path(\"/ocean/atall/MOAD/grid/\")\n", "grid_map = Path(\"grid_from_lat_lon_mask999.nc\")\n", "grid_lons_lats = xr.open_dataset(grid_dir / grid_map)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# hourly matching data\n", "bot202111_12 = pd.read_csv('/ocean/atall/MOAD/ObsModel/202111/ObsModel_202111_bot_20120101_20121231.csv')\n", "bot202410_12 = pd.read_csv('/ocean/atall/MOAD/ObsModel/202410/ObsModel_202410_bot_20120101_20121231.csv')\n", "bot202111_13 = pd.read_csv('/ocean/atall/MOAD/ObsModel/202111/ObsModel_202111_bot_20130101_20131231.csv')\n", "bot202410_13 = pd.read_csv('/ocean/atall/MOAD/ObsModel/202410/ObsModel_202410_bot_20130101_20131231.csv')\n", "\n", "df202111 = pd.concat([bot202111_12, bot202111_13], ignore_index=True)\n", "df202410 = pd.concat([bot202410_12, bot202410_13], ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4130602/3583211505.py:4: UserWarning: linewidths is ignored by contourf\n", " ax.contourf(long, latg, mbathy[0,:,:], linewidths=1, levels=[-0.01, 0.01], colors='whitesmoke')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(5, 4))\n", "lon1,lon2,lat1,lat2 = (-123.58,-123.44,48.5,48.695)\n", "\n", "ax.contourf(long, latg, mbathy[0,:,:], linewidths=1, levels=[-0.01, 0.01], colors='whitesmoke')\n", "ax.contour(long, latg, mbathy[0,:,:], linewidths=1, levels=[-0.01, 0.01], colors='dimgray')\n", "ax.set_ylabel('Latitude')\n", "ax.set_xlabel('Longitude')\n", "ax.set_ylim([48.4,48.8])\n", "ax.set_xlim([-124,-123])\n", "\n", "# plot the location of observations\n", "ax.scatter(df202111.Lon, df202111.Lat, s=5, label=\"ctd_1999-2016\")\n", "\n", "ax.legend()\n", "\n", "left, bottom, width, height = (lon2, lat1, lon1-lon2, lat2-lat1)\n", "rect=mpatches.Rectangle((left,bottom),width,height, \n", " fill=False,\n", " #alpha=0.1\n", " color=\"purple\",\n", " linewidth=2,\n", " label=\"Puget Sound\")\n", "\n", "plt.gca().add_patch(rect)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "df_21 = df202111[ df202111['Lon'].between(lon1, lon2) & df202111['Lat'].between(lat1, lat2) ]\n", "df_24 = df202410[ df202410['Lon'].between(lon1, lon2) & df202410['Lat'].between(lat1, lat2) ]\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def profiles(tracer,colour,ax):\n", " if tracer == 'Salinity':\n", " t_obs = 'AbsSal'\n", " t_mod = 'mod_vosaline'\n", " unit = 'g/kg'\n", " unity ='meter'\n", " elif tracer == 'DO':\n", " t_obs = 'Oxygen_Dissolved'\n", " t_mod = 'mod_dissolved_oxygen'\n", " unit = 'uM'\n", " unity ='meter'\n", "\n", " avg_obs, binsa, _ = stat.binned_statistic(-df_21['Z'][(np.isfinite(df_21[t_obs]))],df_21[t_obs][(np.isfinite(df_21[t_obs]))],statistic='mean',bins=8)\n", " avg_21, binsb, _ = stat.binned_statistic(-df_21['Z'][(np.isfinite(df_21[t_mod]))],df_21[t_mod][(np.isfinite(df_21[t_mod]))],statistic='mean',bins=8)\n", " avg_24, binsc, _ = stat.binned_statistic(-df_24['Z'][(np.isfinite(df_24[t_mod]))],df_24[t_mod][(np.isfinite(df_24[t_mod]))],statistic='mean',bins=8)\n", "\n", " ax.plot(avg_obs, binsa[:-1], lw=2,label='obs')\n", " ax.plot(avg_21, binsb[:-1], lw=2,label='202111')\n", " ax.plot(avg_24, binsc[:-1], lw=2,label='202410')\n", "\n", " ax.set_xlabel(unit)\n", " ax.set_ylabel(unity)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2012-2013\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('2012-2013')\n", "i, j = (0, 1)\n", "fig, ax = plt.subplots(1, 2, figsize=(8, 4))\n", "title = 'Salinity, Saanich Inlet'\n", "ax[i].set_title(title,fontsize=12)\n", "title = 'Oxygen, Saanich Inlet'\n", "ax[j].set_title(title,fontsize=12)\n", "ax[i].plot(df_24.AbsSal, -df_24.Z, '.',label='obs')\n", "ax[i].plot(df_21.mod_vosaline, -df_21.Z, '.', label='202111')\n", "ax[i].plot(df_24.mod_vosaline, -df_24.Z, '.', label='202410')\n", "ax[i].legend()\n", "ax[j].plot(df_24.Oxygen_Dissolved, -df_24.Z, '.',label='obs')\n", "ax[j].plot(df_21.mod_dissolved_oxygen, -df_21.Z, '.', label='202111')\n", "ax[j].plot(df_24.mod_dissolved_oxygen, -df_24.Z, '.', label='202410')\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(8,4))\n", "title = 'Salinity, Saanich Inlet'\n", "ax[i].set_title(title,fontsize=12)\n", "title = 'Oxygen, Saanich Inlet'\n", "ax[j].set_title(title,fontsize=12)\n", "\n", "# plot profiles Saaanich Inlet\n", "\n", "profiles('Salinity','k',ax[0])\n", "profiles('DO','k',ax[1])\n", "ax[0].legend()\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "analysis-abdoul", "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 2 }