{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>20</th>\n",
       "      <th>22.44</th>\n",
       "      <th>25.179</th>\n",
       "      <th>28.251</th>\n",
       "      <th>31.698</th>\n",
       "      <th>35.566</th>\n",
       "      <th>39.905</th>\n",
       "      <th>44.774</th>\n",
       "      <th>50.238</th>\n",
       "      <th>56.368</th>\n",
       "      <th>...</th>\n",
       "      <th>178.25</th>\n",
       "      <th>200</th>\n",
       "      <th>224.4</th>\n",
       "      <th>251.79</th>\n",
       "      <th>282.51</th>\n",
       "      <th>316.98</th>\n",
       "      <th>355.66</th>\n",
       "      <th>399.05</th>\n",
       "      <th>447.74</th>\n",
       "      <th>502.38</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2011-03-09 17:00:00</td>\n",
       "      <td>3.3445</td>\n",
       "      <td>8.045</td>\n",
       "      <td>13.866</td>\n",
       "      <td>21.003</td>\n",
       "      <td>28.447</td>\n",
       "      <td>39.927</td>\n",
       "      <td>51.982</td>\n",
       "      <td>63.703</td>\n",
       "      <td>79.670</td>\n",
       "      <td>85.088</td>\n",
       "      <td>...</td>\n",
       "      <td>311.72</td>\n",
       "      <td>290.10</td>\n",
       "      <td>255.67</td>\n",
       "      <td>211.08</td>\n",
       "      <td>165.99</td>\n",
       "      <td>119.020</td>\n",
       "      <td>73.452</td>\n",
       "      <td>43.607</td>\n",
       "      <td>23.425</td>\n",
       "      <td>8.4638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-03-09 18:00:00</td>\n",
       "      <td>4.8833</td>\n",
       "      <td>10.524</td>\n",
       "      <td>15.432</td>\n",
       "      <td>20.768</td>\n",
       "      <td>28.467</td>\n",
       "      <td>41.422</td>\n",
       "      <td>52.083</td>\n",
       "      <td>58.478</td>\n",
       "      <td>75.990</td>\n",
       "      <td>79.277</td>\n",
       "      <td>...</td>\n",
       "      <td>295.35</td>\n",
       "      <td>269.51</td>\n",
       "      <td>228.55</td>\n",
       "      <td>189.06</td>\n",
       "      <td>142.27</td>\n",
       "      <td>102.080</td>\n",
       "      <td>63.478</td>\n",
       "      <td>37.759</td>\n",
       "      <td>20.441</td>\n",
       "      <td>7.6548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-03-09 19:00:00</td>\n",
       "      <td>6.3406</td>\n",
       "      <td>10.776</td>\n",
       "      <td>15.885</td>\n",
       "      <td>23.361</td>\n",
       "      <td>28.971</td>\n",
       "      <td>38.983</td>\n",
       "      <td>48.910</td>\n",
       "      <td>59.262</td>\n",
       "      <td>70.109</td>\n",
       "      <td>78.992</td>\n",
       "      <td>...</td>\n",
       "      <td>282.68</td>\n",
       "      <td>260.59</td>\n",
       "      <td>214.83</td>\n",
       "      <td>169.40</td>\n",
       "      <td>126.08</td>\n",
       "      <td>88.288</td>\n",
       "      <td>57.421</td>\n",
       "      <td>33.223</td>\n",
       "      <td>17.924</td>\n",
       "      <td>1.3050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-03-09 20:00:00</td>\n",
       "      <td>6.2400</td>\n",
       "      <td>10.927</td>\n",
       "      <td>15.791</td>\n",
       "      <td>24.441</td>\n",
       "      <td>30.602</td>\n",
       "      <td>38.621</td>\n",
       "      <td>44.506</td>\n",
       "      <td>56.345</td>\n",
       "      <td>68.949</td>\n",
       "      <td>79.314</td>\n",
       "      <td>...</td>\n",
       "      <td>285.11</td>\n",
       "      <td>247.82</td>\n",
       "      <td>209.27</td>\n",
       "      <td>154.78</td>\n",
       "      <td>119.68</td>\n",
       "      <td>80.829</td>\n",
       "      <td>54.092</td>\n",
       "      <td>33.785</td>\n",
       "      <td>17.973</td>\n",
       "      <td>4.9442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-03-09 21:00:00</td>\n",
       "      <td>4.9639</td>\n",
       "      <td>10.088</td>\n",
       "      <td>13.454</td>\n",
       "      <td>22.094</td>\n",
       "      <td>28.368</td>\n",
       "      <td>36.623</td>\n",
       "      <td>44.544</td>\n",
       "      <td>57.107</td>\n",
       "      <td>70.272</td>\n",
       "      <td>79.959</td>\n",
       "      <td>...</td>\n",
       "      <td>288.24</td>\n",
       "      <td>254.88</td>\n",
       "      <td>216.97</td>\n",
       "      <td>163.78</td>\n",
       "      <td>123.32</td>\n",
       "      <td>85.730</td>\n",
       "      <td>53.396</td>\n",
       "      <td>34.907</td>\n",
       "      <td>19.318</td>\n",
       "      <td>3.9253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013-12-31 19:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013-12-31 20:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013-12-31 21:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013-12-31 22:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013-12-31 23:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24653 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         20   22.44  25.179  28.251  31.698  35.566  39.905  \\\n",
       "Time                                                                          \n",
       "2011-03-09 17:00:00  3.3445   8.045  13.866  21.003  28.447  39.927  51.982   \n",
       "2011-03-09 18:00:00  4.8833  10.524  15.432  20.768  28.467  41.422  52.083   \n",
       "2011-03-09 19:00:00  6.3406  10.776  15.885  23.361  28.971  38.983  48.910   \n",
       "2011-03-09 20:00:00  6.2400  10.927  15.791  24.441  30.602  38.621  44.506   \n",
       "2011-03-09 21:00:00  4.9639  10.088  13.454  22.094  28.368  36.623  44.544   \n",
       "...                     ...     ...     ...     ...     ...     ...     ...   \n",
       "2013-12-31 19:00:00     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       "2013-12-31 20:00:00     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       "2013-12-31 21:00:00     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       "2013-12-31 22:00:00     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       "2013-12-31 23:00:00     NaN     NaN     NaN     NaN     NaN     NaN     NaN   \n",
       "\n",
       "                     44.774  50.238  56.368  ...  178.25     200   224.4  \\\n",
       "Time                                         ...                           \n",
       "2011-03-09 17:00:00  63.703  79.670  85.088  ...  311.72  290.10  255.67   \n",
       "2011-03-09 18:00:00  58.478  75.990  79.277  ...  295.35  269.51  228.55   \n",
       "2011-03-09 19:00:00  59.262  70.109  78.992  ...  282.68  260.59  214.83   \n",
       "2011-03-09 20:00:00  56.345  68.949  79.314  ...  285.11  247.82  209.27   \n",
       "2011-03-09 21:00:00  57.107  70.272  79.959  ...  288.24  254.88  216.97   \n",
       "...                     ...     ...     ...  ...     ...     ...     ...   \n",
       "2013-12-31 19:00:00     NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       "2013-12-31 20:00:00     NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       "2013-12-31 21:00:00     NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       "2013-12-31 22:00:00     NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       "2013-12-31 23:00:00     NaN     NaN     NaN  ...     NaN     NaN     NaN   \n",
       "\n",
       "                     251.79  282.51   316.98  355.66  399.05  447.74  502.38  \n",
       "Time                                                                          \n",
       "2011-03-09 17:00:00  211.08  165.99  119.020  73.452  43.607  23.425  8.4638  \n",
       "2011-03-09 18:00:00  189.06  142.27  102.080  63.478  37.759  20.441  7.6548  \n",
       "2011-03-09 19:00:00  169.40  126.08   88.288  57.421  33.223  17.924  1.3050  \n",
       "2011-03-09 20:00:00  154.78  119.68   80.829  54.092  33.785  17.973  4.9442  \n",
       "2011-03-09 21:00:00  163.78  123.32   85.730  53.396  34.907  19.318  3.9253  \n",
       "...                     ...     ...      ...     ...     ...     ...     ...  \n",
       "2013-12-31 19:00:00     NaN     NaN      NaN     NaN     NaN     NaN     NaN  \n",
       "2013-12-31 20:00:00     NaN     NaN      NaN     NaN     NaN     NaN     NaN  \n",
       "2013-12-31 21:00:00     NaN     NaN      NaN     NaN     NaN     NaN     NaN  \n",
       "2013-12-31 22:00:00     NaN     NaN      NaN     NaN     NaN     NaN     NaN  \n",
       "2013-12-31 23:00:00     NaN     NaN      NaN     NaN     NaN     NaN     NaN  \n",
       "\n",
       "[24653 rows x 29 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import glob\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "import matplotlib as mpl\n",
    "\n",
    "my_dateparser = lambda x: pd.datetime.strptime(x, \"%Y %m %d %H %M\")\n",
    "\n",
    "path = 'shared-ns1000k/inputs/Aerosol_sizedist_obs/' \n",
    "all_files = glob.glob(path + \"/ALERT_201*_hourly.csv\")\n",
    "\n",
    "\n",
    "myorder = [2, 1, 0]\n",
    "mylist = [all_files[i] for i in myorder]\n",
    "  \n",
    "li = []\n",
    "\n",
    "for filename in mylist:\n",
    "    df = pd.read_csv(filename, parse_dates=[['0', '0.1', '0.2', '0.3', '0.4']], date_parser = my_dateparser)\n",
    "    li.append(df)\n",
    "\n",
    "\n",
    "df = pd.concat(li, axis=0, ignore_index=True)\n",
    "\n",
    "df.rename(columns={'0_0.1_0.2_0.3_0.4':'Time'},inplace = True)\n",
    "df.replace(-999, np.nan, inplace=True)\n",
    "df.drop(labels=['0.5','0.6'], axis=1, inplace=True)\n",
    "df = df.set_index('Time')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "diam = df.columns\n",
    "diam = ([float(ii) for ii in diam])\n",
    "time = df.index\n",
    "data = xr.DataArray(df.values,dims={'Time':time, 'Diameter':diam})\n",
    "datas = xr.Dataset({'SizeDist':data})\n",
    "datas['Time']=time\n",
    "datas['Diameter']=diam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f13f87c9f28>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/matplotlib/colors.py:1031: RuntimeWarning: invalid value encountered in less_equal\n",
      "  mask |= resdat <= 0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "datas['SizeDist'].plot(x='Time', robust=True, yscale='log', norm=mpl.colors.LogNorm())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_weekly = df.resample('w').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "diam = df_weekly.columns\n",
    "diam = ([float(ii) for ii in diam])\n",
    "time = df_weekly.index\n",
    "data_w = xr.DataArray(df_weekly.values,dims={'Time':time, 'Diameter':diam})\n",
    "datas_w = xr.Dataset({'SizeDist':data_w})\n",
    "datas_w['Time']=time\n",
    "datas_w['Diameter']=diam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f13f8518e80>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "datas_w['SizeDist'].plot(x='Time', robust=True, yscale='log', norm=mpl.colors.LogNorm())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}