{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "I donwloaded recent water level observations from this website.\n", "http://www.pac.dfo-mpo.gc.ca/science/charts-cartes/obs-app/observed-eng.aspx?StationID=07795\n", "\n", "For comparison with nowcast or forecast." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "from dateutil import tz\n", "import datetime\n", "import numpy as np\n", "import os\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "\n", "from nowcast import analyze, residuals\n", "from nowcast.figures import shared, figures\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set_context('talk')\n", "sns.set_style('whitegrid')\n", "sns.set_color_codes()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def dateparse(s):\n", " \"\"\"Function to make datetime object aware of time zone\n", " e.g. date_parser=dateParserMeasured('2014-05-31 11:42')\n", "\n", " :arg s: string of date and time\n", " :type s: str\n", "\n", " :returns: datetime object that is timezone aware\n", " \"\"\"\n", " PST_tz = tz.tzoffset(\"PST\", -28800)\n", " # Convert the string to a datetime object\n", " unaware = datetime.datetime.strptime(s, \"%Y-%m-%d %H:%M\")\n", " # Add in the local time zone (Canada/Pacific)\n", " aware = unaware.replace(tzinfo=PST_tz)\n", " # Convert to UTC\n", " return aware.astimezone(tz.tzutc())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pd.read_csv('PA_Nov2016.csv',parse_dates=[1],date_parser=dateparse)\n", "data=data.rename(columns={'TIME_TAG PST (Z+8)': 'time'})\n", "series = pd.Series(np.array(data['ENCODER2']), index = data['time'])\n", "series=series.resample('15T')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nowcast = '/results/SalishSea/nowcast-blue/'\n", "location = 'PointAtkinson'\n", "tides_path = '/data/nsoontie/MEOPAR/tools/SalishSeaNowcast/tidal_predictions/'\n", "grid={}\n", "sdt = datetime.datetime(2016,11,1)\n", "edt = datetime.datetime(2016,11,30)\n", "\n", "numdays = (edt-sdt).total_seconds()/86400\n", "dates = [sdt + datetime.timedelta(days=d) for d in np.arange(numdays+1) ]\n", "\n", "ssh = np.array([])\n", "time = np.array([])\n", "for d in dates:\n", " fname = os.path.join(nowcast, d.strftime('%d%b%y').lower(), '{}.nc'.format(location))\n", " grid = nc.Dataset(fname)\n", " s,t = figures.load_model_ssh(grid)\n", " ssh=np.append(ssh,s)\n", " time=np.append(time,t)\n", "tides = shared.get_tides('Point Atkinson',path=tides_path)\n", "ssh_corr = shared.correct_model_ssh(ssh, time,tides )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## compare water levels - observed, model, tides" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:1: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " if __name__ == '__main__':\n" ] }, { "data": { "text/plain": [ "array([ 1.586 , 1.65693333, 1.74526667, ..., 1.15233333,\n", " 1.04406667, 0.96278571])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "series.values" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:2: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " from ipykernel import kernelapp as app\n" ] }, { "data": { "text/plain": [ "(736269.0, 736298.0)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T69SGVen9G4X39PBandJFeEUGNsr5immMV907xQWLBD945wSTHpYbACCktlNzieit7GG9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qGAtm0dwFUgZVTindYODBMzJ2msFe3+1Ga6miFMbbQuxisCNoKUU2n5k+beuuxUy24cUU5lA8fU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\ntIEBf3kZJS0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(series.index, series.values, label='obs')\n", "ax.plot(time,ssh_corr+figures.SITES['Point Atkinson']['msl'], label='model')\n", "ax.plot(tides.time, tides.pred_all + figures.SITES['Point Atkinson']['msl'], label='tides')\n", "ax.set_ylabel('water level (m)')\n", "ax.grid()\n", "ax.legend(loc=0)\n", "ax.set_xlim([sdt,edt])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks reasonable\n", "\n", "## compare residuals - observed, modelled" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:1: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " if __name__ == '__main__':\n" ] } ], "source": [ "obs_interp = shared.interp_to_model_time(time, series.values, series.index)\n", "obs_interp = np.array(obs_interp) - figures.SITES['Point Atkinson']['msl']\n", "\n", "model_res =residuals.compute_residual(ssh_corr, time, tides)\n", "obs_res = residuals.compute_residual(obs_interp, time, tides)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WNYIgCILoZbxXuq7VMapQMws7KEk/PJxWR62dFrXqlhrj79ou6lDwZYWEGkEQBEH0QURR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(time, obs_res, label='obs')\n", "ax.plot(time, model_res, label='model')\n", "ax.set_ylabel('residual (m)')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.0597936387957\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "error_nowcast = obs_res - model_res\n", "plt.boxplot(error_nowcast)\n", "print(error_nowcast.mean())\n", "plt.ylabel('Mean error (m)')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0825854507483\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EhCRp586dtg72p38GAAAAA1OP70GcP3++6uvrbR+ooaFBf/3Xf90nQwEAACB0egzEb3/7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\n5s2bF7ShAGCwmzF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(np.abs(error_nowcast))\n", "print(np.abs(error_nowcast).mean())\n", "plt.ylabel('Mean abs error (m)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Forecasts" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nowcast = '/results/SalishSea/forecast/'\n", "location = 'PointAtkinson'\n", "grid={}\n", "numdays = (edt-sdt).total_seconds()/86400\n", "dates = [sdt + datetime.timedelta(days=d-1) for d in np.arange(numdays+1) ]\n", "\n", "ssh_forecast = np.array([])\n", "time_forecast = np.array([])\n", "for d in dates:\n", " fname = os.path.join(nowcast, d.strftime('%d%b%y').lower(), '{}.nc'.format(location))\n", " grid = nc.Dataset(fname)\n", " s,t = figures.load_model_ssh(grid)\n", " s_sub = s[0:144] #subsample for just one day\n", " t_sub = t[0:144]\n", " ssh_forecast=np.append(ssh_forecast,s_sub)\n", " time_forecast=np.append(time_forecast,t_sub)\n", "ssh_corr_forecast = shared.correct_model_ssh(ssh_forecast, time_forecast,tides )\n", "model_res_forecast =residuals.compute_residual(ssh_corr_forecast, time_forecast, tides)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:3: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " app.launch_new_instance()\n" ] }, { "data": { "text/plain": [ "[None, None, None, None, None, None, None, None, None, None]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NGmH+/PmYP38+fvvtN0yZMgWdO3dG48aN0adPH6xYsaJC2Q6Ho8K2xMREREZG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tgUjMTTGJ5jYRRNZM9Pk4F38ZzF3NQBmvQeo6ZyQwAv4YiMZ6qcm5j6giKo6ds+DEv0SE00hZcp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\nALDgB8V3fTT2AZhIEzVzgKYnSGPg9Nmzhc8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Xu1NRdKcylUEuf1EgvUzDuQtipuC2ZdD0\nnGh7BO/a6vbONNJpZ9O57Ku2uqxwQmxrzcc3Iv+X0lRXA6Bwy0sJpFAbrRIfl2hPqsqLk53Rg+rE\nx9R1+28haWbdCr3S769OCwRnOUybJ+ErE0r4Qs5yQ0uFmSnsa3NK90skXgCgu7OZO1/SGRYYV1M1\nQLXH8LaDcGf7hBI+7145b8LnzGhqgjsiNPfGhf0c273bPwSrH5VH86/XjI61LVsA2OfPmjJ/tgkQ\n7UptZfGNjkrh2T3AU40zp7uFYqRXi3knJ9Zvb4GVX1Ydj0ivAoSbGwCFG1tSFZ/3pF8kfE6hlGTK\ncpf+KFoGYV3uDrR3OdPmbQn3Y8n2CABQnv+DzGZU7GjP72sT3grgXRq7ZXun2/ZCOrmtK/c0y+20\n/0DLYvL7HupjNVDCHe7jQLQTwRJUVCLqakRD8UzzpOFDxcfU8ufKZCqLHfkbaoqeFk34Al02vLd5\nkoMyoYtz753tjpQ9Xjabg3OBLnXn29mvWLzXozDrJpHwKYq9xNEeq5Dwdeb3tylKDoYqnPClvMVi\n7GPRBO/nua/j/EVXe754C5QswgG513KhzL2KtVu2uZ+XLFJBtDdqK4rfSyvL5PfMlHle97lkviWD\ncJ9j73LRjdu3u/toKwQTvkj+fdvZIgAUZvikq/nvSr9I+ML5ao7JpIUdHfaJWtHTovvaquKFn/3x\nlkJTcMnKoPa4hT/IzVvsE7VTzVJKWTgIZ8br4y2FREj6hFVfUQaguEhLZVz+Dak2WgU1WthMXFYh\nXyiGaG8cOXpE0eMywX3KDufklExl3Wq50jfUnOWTznKYouV3Qg16vYmVk/h4k6GQITPD5+5XzHrK\nd6dkEz4AbsLnneHrTMtWkSuuDtp9hs9Z3irB2ZLoLJd1Ek5Fy4r2k/VebG7YWrhWYMJHpRYNG4h6\nZr8aa+SXGXtbXFlJezzJ/Xtdf76V1d0ZPqegkoSop99gOmu/n6fy26GCgtVBd6dfJHzO3QEzpbhV\nOlU9B12wX5t3ueG6TYXkwF2+IaSmvDCuWygmLJvwxUMxQLcvBNZvLpywasrkEmoAqAyXQQkkiz5X\nWy7/hhQNRBCrK9yJHd7UL/5MqB9oqq1HrNr+Gzz4EHMPX90znBUE9gqKwr5hyRm+YJeeeO5skJIT\nm43xVpDsSOd7tXlaFoSFGs13Xb4KAB1mYfYpZMicU5w9bc5dZ6DLkk6BVQ3hQKCwd9CT1DpFFATq\nxLicmdRUviR7Ipnv/afldvk9PcHbULrdU2E3KnyRS7Q3Rg4urBoZUie/zLjcs0rL6rSv56Svm71/\ng1bGcGf4JP8G4+7MvuKuPEy7CZ/sjOau9Isr2Wh+X1faVNw9JkZAdlamIhIDVDsJWrOp0EukMiqb\nkFTFIm6ZdEcsJruvLR6IQtHtC5DVHzvP1RLfg1AWjEEJdhZ9rnnwINExHWNHlyFw8P8h0Pw6xgxj\nwRbqPX76zZPxlS9V4PYvn+XLeM6S+VTKQntnflZEl93D593wblmW2ztNcjbGm/A5yUiHp3S/RF86\noDDDl/O8rTszjFJ76QBAVe1zpLfhu5vwKTLjBjRPwudZtuq033CSMgnOvhlnf6RTgEjTZa8V4p7W\nKc4SNk3PQRcsUkG0t8aOKNQnGD1U/lonYGhuWzPLtP8epK8lVbVQVd7KGO4Mn2Rbhrhn9nBHfg+6\nM0kTDpUm4esXbRns6VoT2bSG9oSdhEnva4saYSh6GpapY93G/G07LS1aGRQAYsEoFCMFK1WYXSuL\nCU+HB6JQAilYyVgh4TNMlIXiu//GHhhXDXUi59wVVTNoHtQoOqZjSuMELP7kXQDApIZxvoxJtDca\nK+rwb4fLF2txOEvGTdNCeyKfiPhVFCurIZvLosNJ+FS52RjvcsPO/AxbwrPPLCy0pNNu6J4pmuFz\nZxbVrN0LUYCzAMbbAiKZlu0TFdAM+4ZlTi/ap5hxEz65JMjZF2qmC1VnAfmELxTQoekWshnFXcIm\nfX1CtLfOmDoSaze2YXBtDBNG1fgyZkUshM5UYXtQTbnsajHAzhOSqZRdJTef8EUEq3SWe4qL7ejo\nRDqTc1esRIRWi+xJv0j47F4iJqycih2t9slLsCcwANj7A3UTMMPYuNUpZGAiLLT8xlEejHdL+Crj\nsmePsmAMimE/x47O/AWBbiImuEcSAFRVRUWVhS2b7ceBaApBQ76KFACcNOpTaDcTKAtGMa6WTWtp\n4Aq7FdQUbN3hzLSlRZb8OdxeTTkdZjbt7qWTvDj3zuAl8wlXpyfhi0j1/8snfDlPw3cnGVKEllYC\nhYqY3mbrbjsIVaYBuqZqdj88AJ2e/ZF2wqe4SZmEoKECyCGTLm7PoAsnfAAQCatoa7OQ67RnMqSr\nEhLtrYp4ENf/+5G+jlkeC2DD1kLC50uxmGgQW7anYKXCcApxxSOCCZ9nf31rZwqdqcL7XVQw0dyd\nfpHwlcdCAOx9La077BNHJCI7ZRrQDKhGBlkAiU77hKkYJsKC/fAAoDJcDiXUAbRX2p/Q0qgqE55V\nzM/weSlGCvGg/H664YOD2LLc/rhxsPhwLl3V8IXxn/VvQKJeytt+ZdsOOxHRDYg2jnWTq6wGM2si\n4cNsjLftgpOMePfwRYT2DtoFalKwPP2a3OWOgjN8TsKX9kwtmp4G6IYqc3mgaHbClyqa4bP/L5nw\nBQIagJw7VtLMAVChCy4jdcQiGtraMkDavrCNC2/DIOrNvIVbAKDKh3YQTkHFXLJw3RqPyt20LPdU\nAG1LJN09w4C3cq+/+sVtpoqiDZ/5lgE+9GszAl2WF+lpRAQr1wFAPBiDFincGVFCHYgFZBMvXdMR\nCBbvG1R0E/GA/Abf0UOqYYx4B/qgVfjsp4aIj0dExcLhwnupU1xDekma2/LF0pAwU77M8DmFYgAg\nmd9s4SwlBYC40AxfQC8uUAN4qoMK7aUDPAlfunvDd1W1xPZKFhqg22Nlc5b73KWa2wNAOL8v1En4\nnOIthg8l0rte4FbG5avrEvVWtZXFr/+u/WUlRPOzeVbSsx0qKrktIQQo+RYwnWbRDJ/UuWRP+kXC\nVxnr/uYZF97XBgDBUPHFh6KbYhXVHKqioryykHypse2oCJWJjgkAkWjxSVENyi9fBYCxtaOh165H\n/UGbcPzIw8XHI6JiOyuZ7RRyERszVMgo25JJt5KkaFEPz/4xZ39XYQ+fVbTHryc5BWqcBu9AIeFT\ntJzdJF2AM7Plbfju7OdTBdsjOMViUvnnmPbsIZQsVx7KV8ZzWn2k8wlfwIcmyHUVxTdHGypl978T\n9WaDurR/GFwrP3ng9P9z9tGqCopaUvQ0VVGh6IWEL5H0JHzC7dt2pV+sK4gGQ4CWtjdj5lXEfLhj\nELWww/NYC2REW0E46hoUbNu4GrnOGIxBq1EZPk18zLK4ii2ex+FoRrR3keOwQYfgv06eibpYDaLC\newaJqLtwIGBXJM4VThdh6VYwnk3Y7Z2pfMKnQRe8OFcUxa4gaalIZewZPu/SSqm9dEGnGIxnhs/p\njSdZyNHpeZf29P9z9vNJ7mtzZmmd2cSUN+GTnOHLF0rIZYuLt4R8KJFu95Td6D5urGTlZxq4GmsK\nCV4kpIsWT3EU9gnm9+9FA+LXsKqWRTZtt4ApzPBZRec3P/WLhC9ihKHoJixPwldbJr+/LF5WfDaO\nhP2ZMK2KVMAYtrjwOFwuPmZNtYFVnsfl5f48V0VRMLJquC9jEVF3IT0ExdgOK1U4XUQjsifKsrBn\n/0NnsrCUVHg2RlEtWNnCDJtTul9Rc4LtIJzzlop0OgPD0N2Ez1n+KKEww+dN+OzkSxPMgbQu1UG9\nfQCd2U4JTmU8K6sik824rynJMR21FcWrkGorefOSBq7RQyqgKIBlARNH+1MZtKpLYRjJ5ZwOVc8h\nC6AjlS7s4dMyvqyO2+nxlGTUHhYPRov7tSk51JXLL5morii+41vhUxJU2WUJZ2VY/m5heTgCJez0\nR7DQUMemsUQDQcQIdSva5O0tJsF7B7StM+XOxkgu+QMANd+Eu5CMFJZWSgl5ZrWchu/OTJtk4uUs\nj80UzfA5DdDlEmstP7No5peSemf4ZBO+/JKunIZkNuXu5YsILutyDO7S0HpoPZd00sBVEQ/i0s9P\nxGHNdfjKZ/1pe1Vd3jXhky+coun5nqPJjJvwKSVM+PrFDF88EIMaSiDXaj9WgglU+DDr1VhTnHhV\nV/qTBHkTvLAe8uXFEwtGYQx/G+mPmqHXrEdtmY8lM4moZCJGGIrhSfiUHMoisu853iU+7ckU0vmt\ndE7DXimqaiGLQjNyZ6ZPFUz4vO0gOlImKiLRwkyb6J5FO5bZwtYStym55F5JPX/VkU53T/gkGyE7\nCR9yGlIZE9lMvieWD8vJhtQVJ3hd9zARDTTTjx2B6ceO8G28UiR8hgEkAXSmMtiRsFubQcsgLFzc\ncVf6xQyfqqoIRQslT5VgAuVB+TtodfFyKKH2/EFkUF/tz5u4d4avJlLpy5hlwRi0shaEDpkPvWEN\nKn1IqImo9MJGCEog6T5WAp2IBmWrDBq6au+nA9DRaSK/pU40IQAKzcidJMSpJCm5tDLsacLbmbIT\nazfxkpzhy7dA8DZ8LzRAl0w083sHM07xFk/CJ1j+NRYutPpIppPIZuznH/OhYl5VWQgjGu3z9sTR\nNUUVYYlIXtclnV0rhUpwKgB3prJo68yfQ9UsQjqLthyQqkEptK+2P1ajrSgPySd8leFyGMPnIr3u\nIOj1a1AZOVR8TAAYFK93Px5e4U+rgqouy0b92DdIRKUX1kOe5dx2K5ioUSc+rqrlkMuoSKTSyOQv\nzv1K+JwZPrd4imTC553hS3oTPkW0R1xA757w5btRICC4dFbPj+skl94ZvkhQbratkNip6EilYGXt\nX3Y87M/F141fPQqvLF6PaYexvRCR38qiAQQDmnuDqb5Kfh9tMJ/wpVI5tHbY7+2KlhGv5r8r/WKG\nDwBqKoMwmpZAq18Do/FDX3rEVYbLoZW3IDT+Neg1G3xpjwAAIyuHuqW6Txo11Zcxa6PVRY/92DdI\nRKUXMcJQY4V6xGqkHRFD/u6omt//kEilkcsnfFHh5XduQZF8yf5kyr440AXzzKhnhslpA+EUFPG2\niuhpTsKX8zR8z/rRAL1LsRh3hk/JIihUCRUA4qHCRdbGHa2AZT/H8qg/PfHqqiL4/AljUF3OHnxE\nflMUBUM8e2kbquRX5IWC9ntMyrQKCZ9hIswZvgNTFoxBr1sBACgPlUFV5XPZrkmPX8srQ0YIt33m\nGrSZ7RhXd5AvYw6KF9/RH1be6Mu4RFRaESMENdwBvWE1cu0V0OvXIBqQ74mpaRYysPc/5DJ2JhYN\ny+676Lq/zN5Lp4rOtHkL1DiN3p3ljoZk4mXoANLIebYn5ic2RZccOs/JKRbj7FeEmkVAk1zSWYjz\nui3b3Y8rY6yYSTQQTBpdiw/W7YCuqTh4uPz1eixin1BSSaC1I78RXTcR9uGG6c70m4TPu2evIepP\nmdeuCd4wn5ZXAsDo6ibfxgKAmkgVFCiwYMFQddT5FGMiKi3n5GQMW+5+zo8ZPt0AUgA6EnYPPgCI\nCSd8TsFMp1qlXS1TOOHzNHTvyM/wZXyoSmondWlY+f5/2WzO/Tgo2JsukE8mnaWk7pJONYeALjeD\nG48UXjsfbyksUa5iwkc0IPzbSQdB0xSMH1mN8pj8LFssap9QzKSK9k57vbwRsHzp170z/WZJZ0O8\n1v3Yu8dNkqqoOHaYfad7VOVw1EaqfBm3VG6YdjmGlg3CZUdd5EvTdSIqvZ1VAY4Y8hfJTj/y9vbC\nHi/p/VaGUVxQxGkdINn/LxQIugVqnL5/mXwFScmllU6Tc6cReVF7BMEG6E4y6VTJdBoSK2oWAU1w\nD58n4fukJeF+XB2X3/5BRKUXCxv4ymfHYUqzPzlCecx+z8lmNLS22+9zPtSI2qV+M8M3onKY+/Eh\n9Qf7Nu7XDz8fhzdOwMT6sf0+CZrYMBY/nX5zqQ+DiHwU1AJQFRU5q7D2LxrwocJZPslqTxTGLY8I\nVwd1Er78DJu7l04w8VIUBVCzQFZF0rQTPmf2S7IvnTuLZ6nI5qziBuiC7S9CAQ1Azk34EvllrNAy\nMFS5hC9oaFDUHKycii3bUgACAHKojDLhI6KeVxELAbDf0zs67HNJOFy6Cr39JuEbWzsaX550DpKZ\nJKYOO8K3cSNGGFOHH+nbeEREflIUBWEjhA6zMCvix5JOp8JZZ0fhRlplXHZm0alO6RQvcZpzS5fR\nV7UcclmgMz/D5yRDso3IC8lVysy4LSgAIByQS7zsSqum2xahPZ/wKZrsDB8A6IEc0kkVba32xZei\nZ2Fo/eYyiIh6EbsVRFvR56KR0r3f9Jt3OlVRcUbzSaU+DCKificWiBYlfH704YyE7YTATBSW4lVF\nZdvtBJ2CIl0SPsk2BQCg5Bu7J80ssjkLVs4eT3KmLRwqxDVpZouXdEommiEDgAlYKtKZrFuoBlpG\ntGgLAAQCFtJJwOy0E0vNyO7hO4iI9k9VPALAAlC4aRkPly7t6jd7+IiISEY8UChhHdZDvszwRdwT\nY/5kqWZQEZFdfufM5DkzbH4srQTsGT4ASJoZpMyM+3nJvnTRoobv6aJxvclgT4t4eikmkhkkkvas\npqJmERJsywAAwaD9e7XMfCEiQ66/IhENbNFAGNDNos9VxEu3iY8JHxER7VYsUFhKWe1T+5l4tDjJ\nUoy0+JI/t6BIvjddzoellQCg6XbikTSzRXvpwpIJnyepa0+axQ3QBZd0eltrdKYy6MgnfNAyCAn3\np4p02T8TCPbvffdEVDqxQASK4Un4lCwqy0rXh5MJHxER7VY8WJhZq45U7OYre07Xhti6D8vvQvmE\nz6lc6TQlD0snfPk8JGVm0emZaYsG5Wa8vA3f2zuThT18Sg7RYPfKrD0lFipO+Jx9i4oPCV+0y3Iq\nZ9kwEVFPiwdjUIyU+1gJdiLmQ8GzXeG7HRER7VaNp+VMVdifGb6qePGJ0QjkdvGVPceZyXMTvvxe\nurBg4gUAul7o++ed4YuILq0s/OyOzlRhXDWLoODSypintUYimUYy5Wm8Lryksyxa/PO7ziITEfWU\neDAGJdThPlaCCcQ82yP8xoSPiIh2qz5W6HM6uKzBlzFry4v36wV82PoQDtlLGa2s3aoAOXvqTXqG\nz2nsbqZzbi8+ACgLy820hXQDUO3ZxPZUGklnZlHNIqjJBbvrUlJnZlE3LKiK7CVJbUVxldfyuGyC\nSUQDV0AzEIwl3cdqpM2Xgme7woSPiIh267BB4xEPxmCoOo4cPMmXMevKy4oeR3y4MeomdpaKtkTh\nRB2PyGaben7LXDptob2zsAQoHpZb/mNoBqDZyVYiaaIjaY8rXTwlpAfdRLPNs5RUsrm9Y0hN8XLk\n6hLupyGi/q+8xoRdqRNQy7eiIlS2+28QxPUMRES0WxXhcvz8s7cimUn5VrRlUGW5nRjk7NNUWVz+\n/qR39mnTtnb343hYNuEz9ELD97ZkPtFUsogE5Gb4DM2AomZgIYhEKg3NrYaaQ1BwL11AMwDN/r22\nJVIwTae5vXzCN6KuFsAH7uPhdVW7/mIiogNUXaVj65iFsHIqtLIWJnxERNS7RQMRRAOyjc+94sEY\nlGAnrE67915VhfzyO2+xkvUtO9yPyyJyiRcABPL9/9IZC+35mTaoWdEiJgHNANT8DF/KhJrLNyPX\nMqJ7+AzNgKJlYaWBjqSJdNoe1ymYI2lEQ3GCN37YIPExiWjgKgvGoFWucR+XMuHjkk4iIup1dFWD\nES/Msg0fJNt0HSieyftkW6v7cXlEdumfkU/4shm7gAoAKJpswhfUAlDcJZ1ptHcWGqAHBRug24mm\nvaRze1sSuXwtnmDQhxncsIFg2B5Q0bIYUVsvPiYRDVzeCtchPYiQIXvzcHdKkvA9/PDDmDx5Mu6/\n//5SDE9ERH1A3ZjN0Ko+hjFyMYZUyy8l9e6Z27S9UF2tTDjhCwbsU3EmY8+2ARCf4dNUDUq+4Xsi\nlUGHpz2C5AxfQDOgaHbCt2VHYb9iJCQ/wwcA13zpCFRVKfjKGSN9GY+IBq66aI37cSln94ASLOn8\n/ve/j23btmHkSL7ZEhHRrlXGA9g6+m0AwBAfqoN6l25u3dFpf6BmEDZk9/AFjXzD94ziJl52tUzZ\nZayabiELIGlmkE3np9q0DEKCVToDWsAtFtOy3ZPwhf25HDl6/BAcPX6IL2MR0cDW4Klw3ehThetd\n8X2G7/TTT8fPfvYzRCL+7QUhIqK+Z1LDOABAdaQSTRVDxceLB8NwKqpta8snI1pGtIgJUNi/ls0q\nbiNyVctBVWVP0U7/v2Qqg85kNj9uFroml3x5Z/hadpju56MRQ2xMIqJSGFc7xv34kLqDS3gkJZjh\nO+yww/wekoiI+qAzm09GfawGE+qbxZMfAAgHgoCWBrIB7GjNAFChaBkYquypMhYOAEghl1HR0Wkn\nfJphiY4JAHr+aaXMHMyUPZ4unHcpigLdyCELYEdbvvefkkM06EOjRSIiH9VEq3DJERdiU8cWnDZ6\nWkmPpc9V6Uwmk3v+oh6QSqWK/k89h7GVw9jKYFzl7C62CoCjB00G4N97v6JnYGUD6GjP907Sc+K/\n91DASWYVbMvPeulG7oCe8968Zp2EL2lmYKbsYzAM+VgbgRyKjkpLI6Bovv2ODxTfD+QwtjIYVzl7\niu2xjVMAAJl0Bpl0xrfj6qrPJXxLly71dbyVK1f6Ot5AwtjKYWxlMK5yektsVT2DbAowU/YyS1XL\nip93Olq3AbD3D7ZsSwHQoaqZHhl393G1Lz4SCRNmSgegQlF6Ztzd0fTiix5FT2NHS4fv5/cD1Vte\ns/0RYyuDcZXT22Pb5xK+8ePH+zJOKpXCypUrMXr0aAS51KRHMbZyGFsZjKuc3hZb/eklyHoeBwKK\n+HlnU8DEc9gEAEgm7UQzHNYPaNy9iWts0WK0AMjldGSz9gxfJBIQf76xJfOxw/NY0dMYOmgIxo/x\n5/x+oHrba7Y/YWxlMK5yShXbfb1B1ucSvlDI3x4WwWDQ9zEHCsZWDmMrg3GV01tiqwesouWGwaAi\nflw1FXEgn/BlMgoAIBRUe2Tc3cU1ErGTy1RKQSY/6RYOaOLP1xnXpaURD0d7xe9/X/SW12x/xNjK\nYFzl9PbY+prw5XI5zJgxA4qiYMOGDVi1ahVmz56Nk08+Gd/5znf8PBQiIqJuAgELHZ7HQR/O3/FQ\nCFCygFVIhEI+NCIP53vfpU3FM658P7xYuHgMxTARFGwFQUQ00Pma8KmqimeeecbPIYmIiPZaIKgU\nPfajIXhQDwJ6BkgXxgqH5E/PO+t9F/bh+caixeMqgSRCwr0OiYgGMt/78BEREfVWXbdgRMJ+JHwB\nKFq6eFwfEr74TsaIRHwYNxIElJz7WAkkOcNHRCSICR8REVFe1wQv5kMCFNKCgFZcuTK6k9m3nhaL\nBrp9Lh6Wb4AeDgShBDrdx0ogiWggLD4uEdFAxYSPiIgorzxenGhVxLsnRT0tqAeg6MUzfNGw/Ljx\nSJcx1AwiPlSZC+lBKJG2wrDR2m9XMgAAIABJREFUVkQNJnxERFL6XJVOIiIiKZXlxUlQXZV8IhLU\ng1ACxU3HK+PyiVfYCAJaO5C1Z/UUPY2gHpEfVw/BaPwAZjIKrWITFMNENCA/LhHRQMWEj4iIKK+m\nPAh4OvFVxOTLdOqqBi1oFkZVM6iMyidAQT0IRTdh5RM+6CYiRpX4uGEjCDXahtCEV93PRQ0mfERE\nUrikk4iIKC8ejkCNbQMAqJWfIB6M+TJuIFRIMpVAErFgVHzMkB6AEvTspQt2IuLD0spYoPi5BbUA\ndI33n4mIpPAdloiIKC8WiMIYtRi57bXQqj5BRegkX8aNl2fR7jywlG5JkYSgHixK+NRgJ8KG/Ixm\n1+cWYcEWIiJRnOEjIiLKqwyXQw0modevhWKkUR4q82XcmmoF0E0AgFa7HjEf9rQFNQNKqNBmXgkm\nSjLDx+WcRESyOMNHRESUVxkq3+1jKfFwFIExb8FKlEGrXetLEZOgHoRW9QkyH48EoECt2OxLwhfv\nslyVBVuIiGQx4SMiIsqrjlQWPQ7q8u0RACAaiEKLbwfi2wF0nwWTENKDUINJhCa9DFiAYqT9Sfi6\nzfBxSScRkSQmfERERHnePWzV4crdfGXP8i7h1FUdQU0+0XSSSm8PQD/28AX1IHRVRyZnN5svC8bF\nxyQiGsi4h4+IiMjjm0d+BQfXjMINn77ctzG9M3qxQASKooiP2XWmDYAvM3yKohSNXRP1L7EmIhqI\nOMNHRETk8ekRx+DTI47xdUxvArSzREyCrukI6UEkMykAgAIFIV2+4TsAxIJRbEvuAODvTCoR0UDE\nGT4iIqIS887w1cZqfBvXm1yGjRBUxZ/LAu/zHVI+yJcxiYgGKiZ8REREJTYoXud+bKj+Lb7pupTU\nL5MaxgIANEXF8Iohvo1LRDQQcUknERFRiQ2vGIzyUBnaUu0442B/mr0D9tJKR4VPLSgAYPqYExDW\nQxhbO9q3ZaRERAMVEz4iIqISMzQDPzjxGnSmk2iqHOrbuN4lnRU+NZkH7OWj0w86wbfxiIgGMiZ8\nREREvUB9rNb3Mb0tEarCFb6PT0RE8riHj4iIaIDy7h1sLKsv4ZEQEZEUJnxEREQD1OjqJvfjMdUj\nSncgREQkhks6iYiIBqgx1SNw7dRLEA9EMapqeKkPh4iIBDDhIyIiGsCOGDyp1IdARESCuKSTiIiI\niIion2LCR0RERERE1E8x4SMiIiIiIuqnmPARERERERH1U0z4iIiIiIiI+ikmfERERERERP0UEz4i\nIiIiIqJ+igkfERERERFRP8WEj4iIiIiIqJ9iwkdERERERNRPMeEjIiIiIiLqp5jwERERERER9VNM\n+IiIiIiIiPopJnxERERERET9lO8J39tvv40vfvGLOOWUUzBjxgz85S9/8fsQiIiIiIiIBgTdz8FM\n08Tll1+OmTNnYvr06fjoo49wzjnnYPz48RgzZoyfh0JERERERNTv+TrDt2DBAiiKgunTpwMAhg0b\nhmnTpmHOnDl+HgYREREREdGA4GvCt3r1agwfPrzoc01NTVi5cqWfh0FERERERDQg+LqkM5FIIBQK\nFX0uFAqhs7Nzr39GMpns6cPaqVQqVfR/6jmMrRzGVgbjKoexlcG4ymFs5TC2MhhXOX0ltr4mfJFI\npFvC1tnZiUgkstc/Y+nSpT19WLvF2Uc5jK0cxlYG4yqHsZXBuMphbOUwtjIYVzm9Pba+JnxjxozB\n/fffX/S5Dz74AAcffPBeff+UKVMkDouIiIiIiKhf8nUP31FHHQVN0/DEE08AAN577z3Mnz8fZ555\npp+HQURERERENCAolmVZfg743nvv4ZZbbsG2bdsQDAZxxRVX4KSTTvLzEIiIiIiIiAYE3xM+IiIi\nIiIi8oevSzqJiIiIiIjIP0z4iIiIiIiI+ikmfERERERERP0UEz4iIiIiIqJ+igkfERERERFRP8WE\nj4iIiIiIqJ/SbrnllltKfRAD3fvvv48lS5YgGo0iGo2W+nD6FcZWBuMqh7GVwbjKYWxlMK5yGFs5\njK2MA40rE74SMk0TN9xwA37/+9/jo48+wpo1azB58mQEAoFSH1qfx9jKYFzlMLYyGFc5jK0MxlUO\nYyuHsZXRU3HVhY6P9sJrr72G1tZW/P3vfwcAWJYFRVFKfFT9A2Mrg3GVw9jKYFzlMLYyGFc5jK0c\nxlZGT8WVCV8J5HI5qKqKN998E7pu/wrmzp2Ll19+GQcddBAmTZqEQw45hH8s+4GxlcG4ymFsZTCu\nchhbGYyrHMZWDmMro6fjyqItPlm7di3eeuutos9VVlaiuroav/zlL3H//fejrq4OL730Ei655BIk\nEgn+YewlxlYG4yqHsZXBuMphbGUwrnIYWzmMrQzJuHIPnw8++OADnHfeeVi6dClOPPFERCIRAMDH\nH3+Mv//970in07j33ntx7LHHYvr06Xj66aexevVqTJs2Dblcjn8ku8HYymBc5TC2MhhXOYytDMZV\nDmMrh7GVIR1XzvD54JVXXkFzczPq6urw8MMPu5+fMWMGysvLsXjxYnz44YcAAF3Xcc4552DJkiUw\nTROqyl/R7jC2MhhXOYytDMZVDmMrg3GVw9jKYWxlSMeVkRewdetWmKYJAGhtbUUqlcJVV12FcePG\nYcGCBXj//ffdr7300ktRXV2NBQsWIJPJAAA2bNiA4447jpWNdoKxlcG4ymFsZTCuchhbGYyrHMZW\nDmMrw++4cklnD9qwYQNmzpyJv/71r3jqqacwevRoDB06FPX19RgzZgwCgQDeffddrFq1CtOmTQMA\nNDY2IpPJ4Omnn8bzzz+PZ599FsuWLcMFF1yAxsbGEj+j3oOxlcG4ymFsZTCuchhbGYyrHMZWDmMr\no1RxZcLXQzZv3oxLL70URxxxBG6//Xa88cYbePnll5FMJnH00UcDAOrr69HS0oI33ngDlZWVGDFi\nBABgwoQJOO6442AYBurq6vCjH/2IfxgejK0MxlUOYyuDcZXD2MpgXOUwtnIYWxmljCsTvh6yYMEC\nfPjhh7jtttugqiqOPvporF27Fi+++CImTpyIqqoqAEBZWRlWrlyJDz74ACeddBKeffZZpFIpjBo1\nCuPHj8ehhx5a4mfS+zC2MhhXOYytDMZVDmMrg3GVw9jKYWxllDKu3MO3n95++23MmTMHS5cuBQBE\no1EsXrwY6XQaABCLxXDiiSeioqICjzzyCAC7p0ZTUxNOP/10vPPOO/jMZz6DP/3pTwgGgyV7Hr0R\nYyuDcZXD2MpgXOUwtjIYVzmMrRzGVkZviitn+PZRR0cHbrzxRjz00ENob2/Hj370I0yYMAEjRozA\nwoUL0draismTJwMAamtrsXHjRixfvhwTJkxARUUFEokE7r33Xqxfvx5XXHEFrr/+elRXV5f4WfUO\njK0MxlUOYyuDcZXD2MpgXOUwtnIYWxm9Ma56TzyxgeRvf/sbNE3DU089BQCoqanB3XffjccffxxT\npkzByy+/jJNPPhlDhw6FoiiYMGECZs+ejWg0CgC45557MHToUNx5553QNK2UT6XXYWxlMK5yGFsZ\njKscxlYG4yqHsZXD2MrojXHlks69ZFkWLMvCa6+9VpRln3baaW5J1KlTpyIWi+G3v/2t+++TJk1C\nKBRCe3s7AODqq6/GVVddxT8MD8ZWBuMqh7GVwbjKYWxlMK5yGFs5jK2M3hxXLuncS4qiwLIs1NfX\n46ijjkI8HoeiKHjiiSfQ0tKCM888E/X19YjFYnjggQewadMmZLNZ3H777Rg+fDjOOOMMaJrGPwqP\nXC4HRVEYWyGMqxzGVgbj2rPS6TQ0TYNlWYytEMZVDmMrh7GV0ZvjqliWZfX4T+3jTNOEaZqIxWLd\n/i2dTsMwDABANpvFN77xDZx99tmYMWOG+zVvvPEG5s6di2XLluGUU07Bl7/8Zd+Ovbdrb2/HnDlz\ncN5553X7N8Z2/5mmiXQ67S4H8GJc5TC2+6+zsxPr1q3DmDFjuv0b43pgOjo6cP/992PQoEE455xz\niv6Nsd1/pmlCVVXoevfdMIzrgeF1l5xUKoWOjg63AqQXY7v/vLHb3b/1lrhyD18XDz74IGbPno2G\nhgaccMIJuOCCC4r+3fvL3bhxI1paWjB16lT3cytWrMDhhx+OI488Etlslnc/PP7whz9g9uzZmDRp\nUtHsnoOx3T9/+MMf8Pjjj6OhoQFHHHEELrjgAoRCIfffGdf9N2vWLJSVleG0007b6Rs7Y7t/MpkM\npk+fjrFjx+Kmm25CY2OjOwsFMK4HwnmfXbFiBWbOnAkAjG0PeOCBB/DEE0+gqakJ06ZNw+c+9zmo\nqurGlnHdfw8++CAee+wxNDQ04Pjjj8f5558PVS3sOGJs99/vfvc7PPLII2hsbMS5556L6dOnF/07\nY7t/HnjgAfz1r3/F2LFjMW3aNJx66qkA0KvfD7iHLy+TyeCmm27C/Pnzceedd+LUU0/FL37xCyxe\nvHiX37No0SIMGTIE5eXleOmll3DGGWfgySefRCaTAQD+YeS98cYbOOOMM7Bw4ULccccd+MEPfgBV\nVYuSva4Y2z3LZDK4+eabMW/ePNx1110444wz8Mc//hELFy7c5fcwrnvv7bffxp133olHHnkEa9as\n2ePXM7Z7J5fLobW1FZqmIZfL4Z///CcA7PL9gHHdOwsWLMDnP/95zJ8/H7///e9xxx13IJVKAWBs\nD4RlWbj11lsxb9483HHHHZg6dSr+53/+Bw888ABSqZS7hMuLcd07pmniuuuuw/z583HHHXfg1FNP\nxT333IN33nlnl9/D2O693/3ud3j++efx3//935g5cyYmTZq0269nbPcsm83illtuwcsvv4zvfe97\nOOigg3DXXXfh6aefRiaT2el7bW+JK2f48tatW4c333wTjz/+OMLhMJqbm/HII49g/vz5u/wjeffd\nd2GaJm688UYsX74cV155JU466SSfj7x3SyaTmDt3LrZs2YInn3wSALB69WqsX78ejY2NGDly5E6/\nj7Hds02bNmHJkiX44x//iGg0ipEjR2LWrFlYunQpjjnmmJ1+D+O6Z9ls1l1z/x//8R9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,5))\n", "#ax.plot(time,ssh_corr+figures.SITES['Point Atkinson']['msl'], 'g--',label='Nowcast')\n", "ax.plot(series.index, series.values, 'g',label='Observed Water Levels')\n", "ax.plot(time_forecast,ssh_corr_forecast+figures.SITES['Point Atkinson']['msl'], 'b',label='Forecast')\n", "ax.set_ylabel('Water level (m)')\n", "ax.legend(loc=0)\n", "ax.set_xlim([sdt,edt])\n", "ax.set_title('Water levels at Point Atkinson, BC')\n", "locs, labels = plt.xticks()\n", "plt.setp(labels, rotation=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only first 24 hours of forecast" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rs = '1H'\n", "obs_series = pd.Series(obs_res,index=time)\n", "obs_series=obs_series.resample(rs)\n", "forecast_series = pd.Series(model_res_forecast, index = time_forecast)\n", "forecast_series=forecast_series.resample(rs)\n", "nowcast_series = pd.Series(model_res, index = time)\n", "nowcast_series=nowcast_series.resample(rs)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:2: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " from ipykernel import kernelapp as app\n", "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:3: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n", " app.launch_new_instance()\n", "/home/nsoontie/anaconda3/envs/analysis/lib/python3.5/site-packages/ipykernel/__main__.py:4: FutureWarning: .resample() is now a deferred operation\n", "use .resample(...).mean() instead of .resample(...)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tLQ03NzdmzZpFoUKFCAkJyfL+GedVrVqVF154wRL+3nvvPZv2AgIYTNnF0MdY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\nREREREQ68j/GRyy4UC/C+gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(15,5))\n", "ax.plot(obs_series.index, obs_series.values, 'k', label='Observations',zorder=10)\n", "ax.plot(nowcast_series.index, nowcast_series.values, 'b',label='Nowcast',zorder=9)\n", "ax.plot(forecast_series.index, forecast_series.values,'r', label='Forecast')\n", "ax.set_ylabel('Residual (m)')\n", "ax.set_ylim([0,1])\n", "ax.legend()\n", "locs, labels = plt.xticks()\n", "plt.setp(labels, rotation=30)\n", "ax.set_title('Water level residuals at Point Atkinson')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig.savefig('/home/nsoontie/Desktop/Residuals_Nov2015.png',dpi=300,bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([datetime.datetime(2016, 11, 1, 0, 5, tzinfo=tzutc()),\n", " datetime.datetime(2016, 11, 1, 0, 15, tzinfo=tzutc()),\n", " datetime.datetime(2016, 11, 1, 0, 25, tzinfo=tzutc()), ...,\n", " datetime.datetime(2016, 11, 30, 23, 35, tzinfo=tzutc()),\n", " datetime.datetime(2016, 11, 30, 23, 45, tzinfo=tzutc()),\n", " datetime.datetime(2016, 11, 30, 23, 55, tzinfo=tzutc())], dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_forecast" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "forecast_error = obs_res-model_res_forecast" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.0565552239318\n" ] }, { "data": { "image/png": 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EiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgARkjroVK1bElClTYsqUKXH7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\nmYO8vQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(forecast_error)\n", "print(forecast_error.mean())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0927861219049\n" ] }, { "data": { "image/png": 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i1iNUbWpqKp7c/2qcOPhFP/8NWJC8/QoAkABRBwCQAFEHAJAAUQcAkABRB1Cl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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(np.abs(forecast_error))\n", "print(np.abs(forecast_error).mean())" ] }, { "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }