samples-monthly.ipynb

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   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from datetime import datetime, timedelta\n",
    "import xarray as xa\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## One station and one climate model"
   ]
  },
  {
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    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '../projection_dataset/11528700-CanESM2-hist.npy'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-406446660288>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mstation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m11528700\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mclimate_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'CanESM2'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mhist_flow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../projection_dataset/'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mclimate_model\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'hist.npy'\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      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhist_flow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mproj_flow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../projection_dataset/'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mclimate_model\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'RCP8.5.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/tempest/duan0000/anaconda3/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m    420\u001b[0m         \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    421\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 422\u001b[0;31m         \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\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    423\u001b[0m         \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    424\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../projection_dataset/11528700-CanESM2-hist.npy'"
     ]
    }
   ],
   "source": [
    "station = 11528700\n",
    "climate_model = 'CanESM2'\n",
    "hist_flow = np.load('../projection_dataset/'+str(station)+'-'+climate_model+'-'+'hist.npy')\n",
    "print(hist_flow.shape)\n",
    "proj_flow = np.load('../projection_dataset/'+str(station)+'-'+climate_model+'-'+'RCP8.5.npy')\n",
    "print(proj_flow.shape)\n",
    "proj_flow = proj_flow[:hist_flow.shape[0]]\n",
    "p_flow = np.load(str(station)+climate_model+'_p_proj.npy')\n",
    "t_flow = np.load(str(station)+climate_model+'_t_proj.npy')\n",
    "s_flow = np.load(str(station)+climate_model+'_s_proj.npy')\n",
    "print(p_flow.shape)"
   ]
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   "execution_count": null,
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   "outputs": [],
   "source": []
  }
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