demo_plot.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo: plotting\n",
    "\n",
    "This version handles the **AERONET AOD and INV data**. Further versions will include MODIS observations and comparisons with model results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import aerosol_obs_analysis as ana\n",
    "\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data\n",
    "\n",
    "Refer to demo_analysis.ipynb for preparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading AERONET data from pickle: COM20_20060101_20061231.pkl\n"
     ]
    }
   ],
   "source": [
    "aeronet = ana.aeronet(pickle_name='COM20_20060101_20061231.pkl', \n",
    "                      from_pickle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting: averages of each sites\n",
    "\n",
    "First, create a plot_aeronet instance, with the aeronet object as input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot = ana.plot_aeronet(aeronet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('cb52dd43-dfb4-4759-816f-17576368c8bf');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "# aod -> 'AOD_500nm', alfa -> '440-870_Angstrom_Exponent'\n",
    "plot.plot_var_map_interactive(var='aod',min_rec=30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.plot_var_map_interactive(var='AOD_Extinction-Coarse[675nm]',min_rec=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting: Specific site\n",
    "\n",
    "To plot the time series of any specific site, the `single_site_plot`(For AOD) and `single_site_size_plot` (For size information) is used.\n",
    "\n",
    "### Optical properties\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "site_plot = ana.plot_single_site(aeronet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plot time series**\n",
    "\n",
    "Different variables and sites can be plotted at the same time. To suppress outputs and save the files instead, set `save=True,show=False`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h3ZXJdmCFpIfIPCdyHPAHSTcBRMRX8xifmdmAUZUdRqXEugVDumRyb/LKeiQ/oZiZDWxVtXWMG1HO3mNKZxiVrDTJ5MGI2GXcLEmzI6I6TzGZmQ1IlTX1zJ04huyMtqUkTZvJY5LOyq5I+jq7XqmYmVkPtbQE1SXakwvSXZkcA9wm6Uxgb6CSzIjAZmbWS157+x0aGptLsr0E0g1BXwP8DjgKmA78LCK25DkuM7MBpaqmdHtyQYork6QXVw3wHjKDNf5E0qMRcWm+gzMzGygqa+sZJJg1oTSTSZo2k1si4rMRsSkiXiAzeu/mPMdlZjagVNXUMb1iJMOHlNYwKlntJhNJcwCSUXx39lOLiCbgoT6IzcxswMhMiFWa7SXQ8ZXJv+Ys/7HVe/+ch1jMzAakLdubeP3td5hbYhNi5eoomaid5bbWzcysm6qTJ99LbUKsXB0lk2hnua11MzPrpsoS78kFHffmmpKMv6WcZZL1yXmPzMxsgKiqrWP00MFMHje80KF0W0fJ5LKc5dZT5noKXTOzXlJVk3nyvRSHUclqN5lExB19GYiZ2UAUEVTV1nP6vNK+4ZPmORMzM8uTtX9uYMv2ppLuFgxOJmZmBZWdw6SUG9/BycTMrKCyPblm713aySTN2FwzgIvJDPK4c/uIOCV/YZmZDQxVtXVM22sEI4emGcS9eKW5MllMZh747wPfy3l1StKJkqolrZJ0RQfbHS6pWdIZOWXjJN0lqUpSpaSj0pzTzKyUVNXUM6eEn3zPSpMKt0XETZ1vtitJZcAtZOaMXws8Jem+iFjZxnbXAktaHeJG4HcRcYakIcCIrsZgZlbMGnY088pbW/nEoZMKHUqPpUkmN0r6FvAfwPZsYUQ808l+C4BVEbEaQNIi4FRgZavtLgbuBg7PFkgaA3wIOD851w5gR4pYzcxKxotv1BNByffkgnTJ5GDgM8BHgJakLJL1jkwG1uSsrwWOyN1A0mTg9ORYh+e8tR+wAfippEOBp4FLImJr65NIugC4AGDfffdNUR0zs+JQVZtpfJ9b4j25IF2byenAfhHxFxHx4eTVWSKBtgeDbD2m1w3A5RHR3Kp8MPBe4F8iYh6wFWizzSUibouI+RExf/z48SnCMjMrDpU19YwYUsbUPUr/Ln6aK5PngHHAm1089lpgas76FGB9q23mA4uSIQQqgJMlNQF/AtZGxBPJdnfRTjIxMytVlTV1zJ44mkGDSncYlaw0yWRvoErSU+zaZtJZ1+CngFlJ1+J1wNnAubkbRMSM7LKk24H7I2Jxsr5G0uyIqAaOZfe2FjOzkpUdRuXkg/cpdCi9Ik0y+VZ3DhwRTZIuItNLqwz4SUSskHRh8v6tnRziYuDOpCfXauDz3YnDzKwY1dZtY3NDY79oL4EUySQi/lvS3rzbQP5kRKS65RURDwAPtCprM4lExPmt1p8lcxvMzKzfqaop/QmxcnXaAC/pLOBJ4EzgLOCJ3IcLzcys6yprS39CrFxpbnP9DXB49mpE0njgP8k0ipuZWTdU1dQzedxwxgwrL3QovSJN1+BBrW5rvZVyPzMza0dlTV2/aS+BdFcmv5O0BPhlsv5pWrWDmJlZetsam1m9cSsnHDSx0KH0mjQN8JdJ+iRwNJkHEW+LiHvzHpmZWT+16s0tNLdEv2kvgU6SSTII45KI+ChwT9+EZGbWv+2cEKuf9OSCTto+kmFO3pE0to/iMTPr96pq6hg6eBAzKkYWOpRek2oIemC5pIfIjJEFQER8NW9RmZn1Y1W19cyeOJqyfjCMSlaaZPLb5JWr9YCNZmaWQkRQWVPHsXMnFDqUXpUmmYyLiBtzCyRdkqd4zMz6tQ1btvPW1h39qr0E0j0v8rk2ys7v5TjMzAaEncOo9KOeXNDBlYmkc8iM8jtD0n05b40h8+CimZl1UXZCrP52ZdLRba7HgRoy84x8L6e8Hng+n0GZmfVXVTX17D1mKHuOHFLoUHpVu8kkIl4DXpP0UaAhIlokHQDMAZb3VYBmZv1JZW19v5jzvbU0bSaPAsOS+dp/T2ZekdvzGZSZWX/U2NzCqjfr+90tLkiXTBQR7wCfBL4fEacDB+Y3LDOz/uflDVtobI5+NcBjVpquwZJ0FPC/gC90YT8zs6KxeNk6Fi6pZv2mBiaNG85lJ8zmtHmT+zSG/jYhVq40VyZfA64E7k2m3d0PeDi/YZmZ9Z7Fy9Zx5T3LWbepgQDWbWrgynuWs3jZuj6No7K2jvIysd/4/A+j8vjLG/nAP/wXj7+8Me/nghTJJCL+OyJOiYhrk/XVHkrFzErJwiXVNDQ271LW0NjMwiXVfRpHVU09+08YTXlZfqeEevzljXzh9qWs29TAF25f2icJpdPbVZJ+w+7Dp2wGlgI/iIht+QjMzKy3rN/U0KXyfKmqreMD+1fk9RzZRJJNng2NzXzh9qX8+Pz5vH9m/s6dJj2uBrYAP0xedcAbwAHJuplZUdtn7LA2yyeNG95nMby9dQdv1G1nbh7bS1onkqxsQsnnFUqaZDIvIs6NiN8kr/OABRHxFeC9He0o6URJ1ZJWSbqig+0Ol9Qs6YxW5WWSlkm6P1VtzMza8L5pe7RZPnP8SHY0tfRJDFU1yZPveezJddmvn98tkWQ1NDZz2a/z97x5mmQyXtK+2ZVkOXuttKO9nZKJtW4BTiLTlfgcSbt1KU62uxZY0sZhLgEqU8RoZtamjVu283D1Bg7cZzSTxw1HwKSxw/jgrAoefWkjZ/7gj6x5+528x1HZBxNiLTzzEIaXl7X53vDyMhaeeUjezp2mi+/XgT9IepnMtL0zgC9LGgnc0cF+C4BVEbEaQNIi4FRgZavtLgbuBg7PLZQ0BfgY8PfA/00Rp5nZbq5/6EW2NTZz0znvZf8Jo3Z578HlNfz1Xc/zsZse43tnHcZxB+6dtziqauqoGDWE8aOH5u0c759ZwY/Pn7/bra7h5WWFbzOJiAeAWWS6CH8NmB0Rv42IrRFxQwe7TgbW5KyvTcp2Sp6qPx24tY39bwD+GujwGlTSBZKWSlq6YcOGzqpjZgNIdW09i558nfOOnLZbIgE46eB9uP+rR7PvXiP44s+W8t0HKmlszs9tr6ravnnyPZtQslcofZFIIN1tLoD3AQcBhwBnSfpsin3amkKsda+wG4DLk+mB391R+jjwZkQ83dlJIuK2iJgfEfPHjx+fIiwzGwgigqt/u5JRQwdzybGz2t1u2l4juevC9/OZI6dx26Or+fQP/tjrvbyamlt48Y165kzsmyffswll8rjhfZJIIF3X4J8DM4FngeyXfgA/62TXtcDUnPUpwPpW28wHFkmCTDvMyZKagCOAUySdDAwDxkj6RdL4b2bWqUeqN/DYSxv55sfmskcnI/QOKy/jO6e9hwUz9uSKuzO3va7/9GF8eHbvzIb46lvvsL2ppU8HeHz/zAr+54qP9Nn50rSZzAcOjIiuTtX7FDBL0gxgHXA2mflRdoqIGdllSbcD90fEYmAxmafukXQMcKkTiZml1djcwtW/XcmMipF89qjpqff7xKGTOGjSGL585zN8/qdP8aVjZvL14w5gcA8fMqzsg55chZbmf+gFYGJXDxwRTcBFZHppVQK/SoZjuVDShV09nplZWr988nVe3rCVK0+aw5DBXUsE+40fxeKvfIBzFkzlXx55mXN/9ARv1PXs2eyq2jrKBqnNdpv+Is2VSQWwUtKTwPZsYUSc0tmOSeP9A63K2mpsJyLOb6f8EeCRFHGambH5nUb+6aEXOWq/vbrdO2tYeRnXfPIQFszYk2/c8wIn3/gYN5x9GB+c1b122aqaemaOH8nQwW132+0P0iSTb+c7CDOz3nLzwy+xqaGRb358Lkl7bLedPm8KB08ey5fvfIbP/uRJLv7w/lzy0QMoG9S141bV1rf74GR/kXagx50voAk4K/+hmZl1zasbt3L7469y5vumcNCksb1yzP0njGbxVz7Ap947hZv+axXn/egJ3qxPf9trc0Mj6zY19Ov2EkjZNVjSYZKuk/QqcDV+Kt3MitA1D1ZSXjaIS4+f3avHHTFkMP945qFcd8YhLFvzZ06+8Q+px7mqTp58749T9eZqN5lIOkDSVZIqgZvJPICoiPhwRNzcZxGamaXwx5ffYsmKN/jSX8xkwpi2B3bsqbPmT+Xfv3I0Y4YP5rwfPcFNv3+JlpaOO7pW1WZ6cuVzgMdi0NGVSRVwLPCJiDg6Ir7Pu8+ZmJkVjZaWzAOKk8YO44sf2i+v55o9cTS/uehoTjl0Etc/9CKf++mTvLVle7vbV9bUMW5EOXuPyd8wKsWgo2TyKaAWeFjSDyUdS9tPtZuZFdTdz6xlxfo6Lj9pDsPaGeiwN40cOph/+vRhXPPJg3nilbc5+abHePKVt9vctrIm8+R7TzsDFLt2k0lE3BsRnwbmkOma+1fA3pL+RdLxfRSfmVmHtm5vYuGSag6bOo5TDp3UZ+eVxDkL9uXeL7+f4eVlnPPDP/HPj6za5bZXS0tQ3UdjchVamt5cWyPizoj4OJkhUZ4F2p2bxMysL/3g0dW8Wb+d/9cLXYG746BJY/nNxUdz4nsmct3vqvnCHU/x562Z2Tlef/sdGhqbmdvPe3JBuudMdoqIt4EfJC8zs4Kq2dzAbY++zMcP2Yf3TduzYHGMHlbOzefM48gZe/Kd+ys5+abHOGv+FH7+p9cA+MclLzJ0cBmnzZvcyZFKV35ntTczy6PrfldNS8DlJ84pdChI4jNHTefuL72f7U3N3Pj7Vby9tRGADVu2c+U9y1m8bF2Bo8wfJxMzK0nPrdnEvcvW8YWjZzB1zxGFDmeng6eMbXPYlIbGZhYuqS5ARH3DycTMSk5E8J37V1IxaghfPmZmocPZTe3mtp+Q7+15UoqJk4mZlZwHltey9LU/8/XjZzN6WHmhw9nNpHHDu1TeHziZmFlJ2dbYzDUPVjJn4mjOmj+18x0K4LITZu+cNjdreHkZl53Qu8O8FJMu9eYyMyu02x9/lbV/buAXXziiy6P39pVsr62FS6pZv6mBSeOGc9kJs/t1by4nEzMrGRu3bOfm/1rFsXMmcPSs/M9r3hOnzZvcr5NHa77NZWYl4/qHXmRbYzPf+NjcQodirTiZmFlJqK6tZ9GTr3PekdOYOb7/Tn9bqpxMzKzoRWRGBR49rJxLjp1V6HCsDU4mZlb0HqnewGMvbeSrx85ij5FDCh2OtcHJxMyKWmNzC1f/diUzKkbymSOnFToca0dek4mkEyVVS1olqd2RhiUdLqlZ0hnJ+lRJD0uqlLRC0iX5jNPMitcvn3ydlzds5cqT5jBksP/+LVZ5+2QklQG3ACcBBwLnSDqwne2uBZbkFDcBX4+IucCRwFfa2tfM+rfN7zTyTw+9yFH77cVxB+5d6HCsA/lM8wuAVRGxOiJ2AIuAU9vY7mLgbuDNbEFE1ETEM8lyPVAJDJwO22YGwM0Pv8Smhka+WaC5Siy9fCaTycCanPW1tEoIkiYDpwO3tncQSdOBecAT7bx/gaSlkpZu2LChhyGbWbF4deNWbn/8Vc5631QOmjS20OFYJ/KZTNr6MyJard8AXB4RzW0eQBpF5qrlaxFR19Y2EXFbRMyPiPnjx4/vUcBmVjyuebCS8rJBfP34AwodiqWQz+FU1gK5o7BNAda32mY+sCi5fK0ATpbUFBGLJZWTSSR3RsQ9eYzTzIrMH19+iyUr3uDS4w9gwphhhQ7HUshnMnkKmCVpBrAOOBs4N3eDiJiRXZZ0O3B/kkgE/BiojIjr8xijmRWZlpbMA4qTxg7jLz+4X6HDsZTydpsrIpqAi8j00qoEfhURKyRdKOnCTnb/APAZ4COSnk1eJ+crVjMrHnc/s5YV6+u4/KQ5DCvffcZCK055HTU4Ih4AHmhV1mZje0Scn7P8B9puczGzfmzr9iYWLqnmsKnjOOXQSYUOx7rATwCZWdH4waOrebN+O//v4we6K3CJcTIxs6JQs7mB2x59mU8cOon3Tduj0OFYFzmZmFlRuO531bQEXH5i/53atj9zMjGzgntuzSbuXbaOvzx6BlP2GFHocKwbnEzMrKAigu/cv5KKUUP48of3L3Q41k2eA97MCmLxsnUsXFLNuk0NAJw1fwqjhhSObVkAAAtUSURBVPorqVT5ysTM+tziZeu48p7lOxMJwG+eW8/iZesKGJX1hJOJmfW5hUuqaWjcdUi+hsYWFi6pLlBE1lNOJmbW59bnXJGkKbfi5xuUZtZntm5v4vqHXtxt+PCsSeOG92k81nucTMysT/znyje46t9foKZuGx+YuSdPv76JbY0tO98fXl7GZSf4GZNS5WRiZnlVu3kb375vBb9bUcvsvUfz/XPfy/um7bGzN9f6TQ1MGjecy06YzWnzPKFqqXIyMbO8aG4JfvGn11i4pJrG5hb++sTZfPGD+1FelmmqPW3eZCePfsTJxMx63Yr1m/nGvS/w3JpNfHBWBX9/2sHsu5efbO/PnEzMrNe8s6OJG/7zJX78h1fYY0Q5N559GKccOskjAA8ATiZm1isernqTby5+gXWbGjhnwVSuOHEuY0eUFzos6yNOJmbWI2/WbeNvf7OS3y6vYdaEUfz6wqM4fPqehQ7L+piTiZl1S0tLcOeTr3Pdg1Vsb27h0uMP4IIPzWTIYD8LPRA5mZhZl1XV1nHlPctZ9vomPrD/Xvz9aQczvWJkocOyAnIyMbPUGnY0c+PvX+JHj61mzPBy/unTh3LaYZPdwG5OJmaWzn+/uIFvLl7OmrcbOGv+FK48aS57jBxS6LCsSOT15qakEyVVS1ol6YoOtjtcUrOkM7q6r5nl15v12/jqL5fxuZ88SXnZIBZdcCTXnXGoE4ntIm9XJpLKgFuA44C1wFOS7ouIlW1sdy2wpKv7mln+tLQEi55awz88WMm2xhb+6qMHcOEx+zF0cFmhQ7MilM/bXAuAVRGxGkDSIuBUoHVCuBi4Gzi8G/uaWS/JHStr/OihjBxSxitvvcNR++3F1ae/h5njRxU6RCti+Uwmk4E1OetrgSNyN5A0GTgd+Ai7JpNO9805xgXABQD77rtvj4M2G4iyMx9mJ6x6s347AOcsmMp3Tz/YDezWqXy2mbT109d6GoMbgMsjorlVeZp9M4URt0XE/IiYP378+G6EaWZtzXwI8OiLG51ILJV8XpmsBabmrE8B1rfaZj6wKPlhrQBOltSUcl8z6yWe+dB6Kp/J5ClglqQZwDrgbODc3A0iYkZ2WdLtwP0RsVjS4M72NbPeM2nccNa1kTg886GllbfbXBHRBFxEppdWJfCriFgh6UJJF3Zn33zFajbQXXbCbIaX79pLyzMfWlcoor3ZmEvP/PnzY+nSpYUOw6wkeebDgUnS0xExv6fH8RPwZgZ45kPrGQ/vaWZmPeZkYmZmPeZkYmZmPeZkYmZmPeZkYmZmPdavugZL2gC8Vug4uqAC2FjoIPKgv9Yry/Urba7frqZFRI/HoupXyaTUSFraG/27i01/rVeW61faXL/88G0uMzPrMScTMzPrMSeTwrqt0AHkSX+tV5brV9pcvzxwm4mZmfWYr0zMzKzHnEzMzKzHnEw6IWmqpIclVUpaIemSpHxPSQ9Jein5d4+cfa6UtEpStaQTcsqHSLpN0ouSqiR9qp1zvippuaRnk9f7O4hvuqQXSqFeybbzJEXu/vlSwM+uor/VK9m2v392YyX9TNLLyetnksZ2Euf5kiaVQN2y3ynLJa2UdLWkoV2Ju1MR4VcHL2Af4L3J8mjgReBA4DrgiqT8CuDaZPlA4DlgKDADeBkoS977W+DqZHkQUNHOOV9t7702tp0OvFAK9Urevw54DLi9GzGXFXsdu/LZldLPZE8/u1KoI3AX8O2c9b8Fft1JnI8A80ugbjt/LoFRwL8Cd/TqZ5bvH4r+9gL+HTgOqAb2yfnhqE6WrwSuzNl+CXBUsrwGGJniHG1+IQGXkZkO+Xngb5Oy6UAVcEdSfhcwokjrJWA1MBNYDwzrrA7J/8VVwB+As0vls6NVkgcuJfmiIvMFdC3wJJkvkg+WQL06+uzaq+fhyef5R2Ah3fijp6/qCOwPvELOHyxAWVI2M1n/a2A5mS/2fwDOALYkMT0LDC/GuuX+XOasjwE2A3sm67t9tyTln03KngN+3tE5fJurCyRNB+YBTwB7R0QNQPLvhGSzyWQ+4Ky1wGRJ45L170h6RtKvJe3dwekeTm5xPZGc+3hgFrAAOAx4n6QPJdvOBm6LiEOAOuDLRVqvDwCvRMTLZL5QT855r6M6bIuIoyNiUVfqlauPP7s0BkfEAuBrwLe6e5Ai+eza81Pgwog4CmhOXalW+qiOBwLPRsTOOJPlZ4GDJJ0EnAYcERGHAtdFxF3AUuB/RcRhEdFQpHXbTUTUkUmUs9r7bpF0EPA3wEeSOl/S0TGdTFKSNAq4G/ha8kG0u2kbZUFmVsspwP9ExHvJ/LX2jx0c58PJD+gRyfrxyWsZ8Awwh8wPAMCaiPifZPkXwNEpqpQJtm/rdQ6QTQiLkvWsjurwbx1WohMF+OzSuCf592kyf913WRF9dm3FNg4YHRGPJ0X/2tH2HRynr+qoZPv2yj8K/DQi3gGIiLdTV6K9gAv/c5k9bnvfLR8B7oqIjdB5nZ1MUpBUTuZDvzMisl8Cb0jaJ3l/H+DNpHwtMDVn9ylkbgu8BbwD3JuU/xp4r6QyvdvQ/ncdhQFckySYwyJi/4j4cfJe61+CVA8P9WW9JJUBnwKukvQq8H3gJEmjU9Rha5r6FLqOrU7dxK6/X8Navb89+beZbkyfXUSfXXv1bOsLsGjrCKwA5knaWZdk+VCgkvaTTSnUra3zjybzR8yLtP/d0rU6d+ce30B6Jf+hPwNuaFW+kF0by65Llg9i18ay1bzbWLaIzCUjwPm007hHG20mZP5yeAIYlaxPJnMZPD35wLP3UH8IfL3Y6gWcACxpVXYH8JmO6tDW/0UpfHZAOZmRW/dKjvcndm0zmZ8sVwCvFnO9OvnsOqrnC8CRyfJ36UKbSYE+u3uAq3LWrwLuTpZPBB7n3ba8bFvDb8jcRSjaz6/17xGZBvifkzTA0/53y0Fkks1euXVut17d+SUdSC8yt1uCTCPUs8nr5OSX5/fAS8m/e+bs8zdkelxUAyfllE8DHk2O9Xtg384++Fbll5BpAFxO5pJ2Jpkv4pXArclx7yZFA3xf1wu4ncz989yyU4AHO6pDe/8XRfzZrSVzewfgq8Aq4KGk/t9Oyh+hZ8mkaD67Tup5BO82wF9D5nZMUdYx2W4PMrdYVyXH+QUwLuf9K5Kf02eB7yZln6KLDfAFqturZL43Xkjq8PcknSja+25Jyj+X7PMcnfTi83AqVnBJI+T9EfGeAofSI5LGk2nEnVzoWIqBpFERsSVZvoJMT6UOG3GtdLnNxKwXSDqFzDMYVxY6liLyseS+/QvAB4GrCx2Q5Y+vTMzMrMd8ZWJmZj3mZGJmZj3mZGJmZj3mZGLWTZKakwbmFZKek/R/cx96a2ef6ZLO7asYzfqKk4lZ9zVE5onhg8gM1HcynY+zNR1wMrF+x725zLpJ0paIGJWzvh+ZkVcryDxM9nNgZPL2RRHxuKQ/AXPJDLJ3B3ATmRFojyHzhPMtEfGDPquEWS9xMjHrptbJJCn7M5mB8uqBlojYJmkW8MuImC/pGODSiPh4sv0FwISIyE5W9D/AmRHxSp9WxqyHujzAnJl1KDvAYTlws6TDyAzmeEA72x8PHCLpjGR9LJkRW51MrKQ4mZj1kuQ2VzOZ0V6/BbxBZtTZQcC29nYDLo6IJX0SpFmeuAHerBck43LdCtwcmXvHY4GaiGghM7puWbJpPZmpWrOWAF9KhiRH0gGSRmJWYnxlYtZ9wyU9S+aWVhOZBvfrk/f+Gbhb0pnAw7w7J8vzQJOk58iMsHsjmR5ez0gSsIHMjH5mJcUN8GZm1mO+zWVmZj3mZGJmZj3mZGJmZj3mZGJmZj3mZGJmZj3mZGJmZj3mZGJmZj32/wG2VKnJ3Ntj8gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sites=['Ilorin','Niamey']\n",
    "var = ['aod','alfa']\n",
    "site_plot.plot_sites(sites=sites,var=var,plot_time=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare two variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "site_plot.plot_sites(sites=sites,var=['aod','alfa'],plot_2var=True,plot_time=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Size distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "site_plot = ana.plot_single_site_size(aeronet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Average distribution**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "site_plot.plot_dvdlnr('Niamey')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Time series**\n",
    "\n",
    "The number and volume concentrations can be plotted against time. The default plots all available data, but `time_range` can be used to specify the exact time period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "site_plot.plot_dV_time('Niamey')\n",
    "site_plot.plot_dN_time('Niamey')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_range = [datetime.date(2006,11,1),datetime.date(2006,12,31)]\n",
    "site_plot.plot_dN_time('Niamey',time_range=time_range)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "aeronet_env",
   "language": "python",
   "name": "aeronet_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}