{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Compare Insitu Data from Rich with Model Results" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arrow\n", "import datetime\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{tabular}{c c l}\n", "Year & Half-height Bloom period & Nominal Level \\\\ \\hline\n", "2003 & 03/25 - 04/25 & 14 \\\\\n", "2004 & 03/13 - 03/31 & 17 \\\\\n", "2005 & 02/26 - 03/08 & 36\\\\ \n", "2006 & 03/27 - 04/07 & 27\\\\\n", "2007 & 04/03 - 04/19 & 37\\\\\n", "2008 & 03/10 - 03/23 & 18\\\\\n", "2009 & 02/21 - 04/11 & Limits only\\\\\n", "2010 & 03/18 - 04/01 & 13\\\\ \n", "2011 & 04/08 - 05/17 & Limits only\\\\\n", "2012 & 03/00 - 05/10 & Estimated\\\\\n", "2013 & 03/26 - 04/20 & 4\\\\\n", "2014 & 04/01 - 04/21 & 5\\\\\n", "2015 & 03/06 - 03/16 & 10\\\\\n", "2016 & 03/19 - 03/29 & 3.5\\\\ \n", "2017 & 03/18 - 03/28 & 12 \\\\\n", "2018 & 03/09 - 03/20 & 9 \\\\ \n", "2019 & 03/11 - 03/29 & 7.3 \\\\\n", "2020 & 03/07 - 03/28 & 10\\\\ \\hline\n", "Mean (-2017) & 03/18 - 04/03\n", "\\end{tabular}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2003-04-25T00:00:00+00:00\n" ] } ], "source": [ "Chldates=[\n", "[2003, 3, 25, 2003, 4, 25, 14],\n", "[2004, 3, 13, 2004, 3, 31, 17],\n", "[2005, 2, 26, 2005, 3, 8, 36],\n", "[2006, 3, 27, 2006, 4, 7, 27],\n", "[2007, 4, 3, 2007, 4, 19, 37*.5],\n", "[2008, 3, 10, 2008, 3, 23, 18*.5],\n", "[2009, 2, 21, 2009, 4, 11, 0*.5],\n", "[2010, 3, 18, 2010, 4, 1, 13*.5],\n", "[2011, 4, 8, 2011, 5, 17, 0*.5],\n", "[2012, 2, 29, 2012, 5, 10, 0*1.5],\n", "[2013, 3, 26, 2013, 4, 20, 4*1.5],\n", "[2014, 4, 1, 2014, 4, 21, 5*1.5],\n", "[2015, 3, 6, 2015, 3, 16, 10*1.5],\n", "[2016, 3, 18, 2016, 3, 29, 3.5*1.5],\n", "[2017, 3, 18, 2017, 3, 28, 12*1.5 ],\n", "[2018, 3, 9, 2018, 3, 20, 9*1.5],\n", "[2019, 3, 11, 2019, 3, 29, 7.3*1.5],\n", "[2020, 3, 7, 2020, 3, 28, 10*1.5],\n", "[2021, 3, 26, 2021, 4, 18, 0]] \n", "rich = np.array(Chldates)\n", "length = rich.shape[0]\n", "startdates, enddates = [],[]\n", "for year in Chldates:\n", " startdates.append(arrow.get(*year[:3]))\n", " enddates.append(arrow.get(*year[3:6]))\n", "\n", "print (enddates[0])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "51" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "int(arrow.get('2016-02-20').format('DDD'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(7, 7))\n", "for iyear in range(length):\n", " ax.plot((rich[iyear,0], rich[iyear,0]), \n", " (int(startdates[iyear].format('DDD')), int(enddates[iyear].format('DDD'))),'o-g')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SalishSeaCast 2019-05" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14\n", "3\n" ] } ], "source": [ "SSC = [[2007, 4, 19],\n", " [2008, 4, 16],\n", " [2009, 4, 19],\n", " [2010, 4, 19],\n", " [2011, 5, 5],\n", " [2012, 4, 25],\n", " [2013, 4, 4],\n", " [2014, 4, 8], # 8th strictly applying the nitrate requirement at S3, otherwise the 3rd\n", " [2015, 4, 3],\n", " [2016, 4, 4],\n", " [2017, 4, 22],\n", " [2018, 3, 25],\n", " [2019, 3, 28],\n", " [2020, 4, 10],\n", " ]\n", "SSCdates = []\n", "for year in SSC:\n", " SSCdates.append(arrow.get(*year[:3]))\n", "print (len(SSCdates))\n", "print (len(SSC[0]))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(5,5))\n", "for iyear in range(len(SSCdates)):\n", " ax.plot(SSC[iyear][0], int(SSCdates[iyear].format('DDD')), 'o-k', markersize=10, alpha=0.5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(56, 2)\n", "[2023. 77.]\n" ] } ], "source": [ "Model = np.loadtxt('/ocean/sallen/allen/research/sog/Hindcasts/bloomdates_29feb2024.dat', \n", "skiprows=4)\n", "#Model = np.loadtxt('bloomdates_29mar2019.dat', skiprows=4)\n", "print (Model.shape)\n", "mlength = Model.shape[0]\n", "print (Model[-1])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "84.76785714285714 10.569482808384462\n", "1991.0 2022.0\n", "84.375 12.287569938763319\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Model[:,1])\n", "print (Model[:, 1].mean(), Model[:, 1].std())\n", "print (Model[23, 0], Model[-2, 0])\n", "print (Model[23:-1, 1].mean(), Model[23:-1, 1].std())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "13.5\n", "[77. 86. 91.]\n", "[77. 86. 91.25]\n", "[1975. 1976. 1977. 1980. 1988. 1999. 2002. 2007. 2009. 2010. 2011. 2012.\n", " 2017.]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print (54/4)\n", "plt.hist(Model[:, 1], bins=20)\n", "plt.hist(Model[23:-1, 1], bins=20 )\n", "print (np.quantile(Model[:, 1], [0.25, 0.5, 0.75]))\n", "print (np.quantile(Model[23:-1, 1], [0.25, 0.5, 0.75]))\n", "print (Model[Model[:, 1] > 91] [:, 0])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "delta = Model[1:, 1] - Model[:-1, 1]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-8.5 -1. 9. ]\n", "[-10. 7. 7. -2. -4. -10. -2. -9. 11. 16. -27. 0. 1. 13.\n", " -10. -4.]\n", "[2008. 2009. 2010. 2011. 2012. 2013. 2014. 2015. 2016. 2017. 2018. 2019.\n", " 2020. 2021. 2022. 2023.]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Model[1:, 0], delta)\n", "plt.plot([1967, 2022], [-8, -8])\n", "plt.plot([1967, 2022], [-1, -1])\n", "plt.plot([1967, 2022], [11, 11])\n", "print (np.quantile(delta, [0.25, 0.5, 0.75]))\n", "print (delta[-16:])\n", "print (Model[-16:, 0])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(15,7))\n", "for iyear in range(length):\n", " ax.plot((rich[iyear,0], rich[iyear,0]), \n", " (int(startdates[iyear].format('DDD')), int(enddates[iyear].format('DDD'))),\n", " 'o-g', linewidth=2)\n", "for ii in range(mlength):\n", " if (Model[ii,0] != 2017):\n", " ax.plot((Model[ii,0], Model[ii,0]), (Model[ii,1]-5, Model[ii,1]+5), 'x-r', \n", " linewidth=2)\n", " else:\n", " ax.plot((Model[ii,0], Model[ii,0]), (Model[ii,1]-5, Model[ii,1]+5), 'x-', color='orange', linewidth=2)\n", "\n", "ax.plot((2024, 2024), (74, 84), 'x-b', linewidth=2) # March 19, 2024 = 79\n", "\n", "tstart = 1967; tend = 2025\n", "ax.set_xlim((tstart, tend))\n", "ax.tick_params(axis='both', which='major', labelsize=14)\n", "\n", "ax.set_ylabel('Year Day', fontsize=20)\n", "ax.set_xlabel('Year', fontsize=20)\n", "ax.text(1970, 135,'Observations', color='g', fontsize=20)\n", "ax.text(1970, 130,'Model', color='r', fontsize=20)\n", "ax.text(1970, 124, 'Model with too low Solar', color='orange', fontsize=20)\n", "ax.text(1970, 110, 'Model Prediction for this Year', color='b', fontsize=20)\n", "\n", "ax.plot((tstart, tend), (60,60), 'k')\n", "ax.text(tend+0.5, 60, 'March 1', fontsize=20)\n", "ax.plot((tstart, tend), (91, 91), 'k')\n", "ax.text(tend+0.5, 91, 'April 1', fontsize=20)\n", "ax.plot((tstart, tend), (121, 121), 'k')\n", "ax.text(tend+0.5, 121, 'May 1', fontsize=20);\n", "\n", "fig.savefig('springbloom_2024_w2024.png', dpi=600)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "84.86792452830188\n", "1.4787055561010252\n", "53\n" ] } ], "source": [ "print (Model[:, 1].mean())\n", "print (Model[:, 1].std()/np.sqrt(Model.shape[0]))\n", "print (Model.shape[0])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'list' object has no attribute 'format'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstartdates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'DDD'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menddates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'DDD'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'format'" ] } ], "source": [ "print (np.array(int(startdates[:].format('DDD'))).mean())\n", "print (np.array(int(enddates[:].format('DDD'))).mean())" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[109. 107. 109. 109. 125. 116. 94. 98. 93. 95. 112. 84. 87.]\n", "102.92307692307692\n", "11.585544962193445\n" ] } ], "source": [ "SSCday = np.ones((13))\n", "for ii, iy in enumerate(SSCdates):\n", " SSCday[ii] = iy.format('DDD')\n", "print (SSCday)\n", "print (SSCday.mean())\n", "print (SSCday.std())" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2007. 2008. 2009. 2010. 2011. 2012. 2013. 2014. 2015. 2016. 2017. 2018.\n", " 2019.]\n", "91.38461538461539\n", "9.825699908822012\n" ] } ], "source": [ "print (Model[-13:, 0])\n", "print (Model[-13:, 1].mean())\n", "print (Model[-13:, 1].std())" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(Model[-13:, 0], SSCday, 'o-')\n", "plt.plot(Model[-13:, 0], Model[-13:, 1], 'o-')\n", "plt.plot(Model[-13:, 0], np.ones(13)*SSCday.mean())\n", "plt.plot(Model[-13:, 0], np.ones(13)*Model[-13:, 1].mean())" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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