diff --git a/Jupyterhub_features.ipynb b/Jupyterhub_features.ipynb
index e77956843a432873147a6b10888d6d254ebf78cf..79e8f9489bafaa1fcfefed8c25d19c20497a386a 100644
--- a/Jupyterhub_features.ipynb
+++ b/Jupyterhub_features.ipynb
@@ -1,5 +1,12 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook was created using Python 2.7.12 kernel. Mentioning the Python version becomes more important in case where this document is executed with Python 3.5 kernel and it may turn out that some part of the python code might not be compatible with Python 3.5."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -11,7 +18,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "At the moment, the current Jupyterhub environment features 2 python kernels (python 2.7.12 and python 3.5.2). A notebook (existing one or a new one) is started with either of these kernels. Irrespective of the choice of the kernel, it is a feature of the notebook server that a bash kernel is also started along with chosen kernel. This means unix commands can also be executed in the code cells. In this case, the command needs to be prefixed with \"!\" character."
+    "At the moment, the current Jupyterhub environment features 2 python kernels (python 2.7.12 and python 3.5.2). A notebook document (existing one or a new one) is opened with either of these kernels. Irrespective of the choice of the kernel, it is a feature of the notebook server that a bash kernel is also started along with chosen kernel. This means unix commands can also be executed in the code cells. In order to do this, the command needs to be prefixed with \"!\" character."
    ]
   },
   {
@@ -40,28 +47,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{\r\n",
-      " \"cells\": [\r\n",
-      "  {\r\n",
-      "   \"cell_type\": \"markdown\",\r\n",
-      "   \"metadata\": {},\r\n",
-      "   \"source\": [\r\n",
-      "    \"# Exploring features available in Jupyterhub environment\"\r\n",
-      "   ]\r\n",
-      "  },\r\n",
-      "  {\r\n"
+      "Jupyterhub notebooks\r\n",
+      "====================\r\n",
+      "\r\n",
+      "A collection of notebook examples to get started with using the jupyterhub service.\r\n"
      ]
     }
    ],
    "source": [
-    "!head Jupyterhub_features.ipynb"
+    "!head README.md"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "One can also use cell magic \"%%bash\" to execute unix commands. This is particularly usefull in case of a multi line commands."
+    "One can also use cell magic \"%%bash\" to execute unix commands. This is particularly useful in case of a multi line command."
    ]
   },
   {
@@ -91,13 +92,13 @@
    "source": [
     "Notice that this environment comes preloaded with few modules like `cdo`, `netcdf` and `texlive`. The `python` version depends on the selected kernel.\n",
     "\n",
-    "Since `cdo` is already loaded into the environment, we can execute `cdo` commands in the notebook.\n",
+    "Since `cdo` module is already loaded into the environment, we can execute `cdo` commands in the notebook.\n",
     "\n",
-    "It is important to note that this is a forzen environment. Meaning, no new modules can be loaded or these module version can not be swapped. I guess for the most part, this is minimal environment must be good enough.\n",
+    "It is important to note that this is a frozen environment. Meaning, no new modules can be loaded or these module versions cannot be swapped. I guess for the most part, this minimal environment must be good enough.\n",
     "\n",
     "Likewise, for `python` quite a decent set of packages are available.\n",
     "\n",
-    "Before continuning further it is probably worth to take a moment and quickly go through the following links as they cover some of the most common features of a notebook and most of them are also valid in this environment.\n",
+    "Before continuing further it is probably useful to take a moment and quickly go through the following links as they cover some of the most common features of a notebook and most of them are also valid in this environment.\n",
     "\n",
     " - http://quasiben.github.io/dfwmeetup_2014/#/\n",
     " - http://arogozhnikov.github.io/2016/09/10/jupyter-features.html\n",
@@ -145,7 +146,7 @@
    "source": [
     "### Inline Audio\n",
     "\n",
-    "Be cautioned that this audio any not be pleasent. "
+    "Please be warned that this audio may not be pleasent. "
    ]
   },
   {
@@ -210,7 +211,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x2b908ad47190>"
+       "<IPython.lib.display.YouTubeVideo at 0x2acb9ad37fd0>"
       ]
      },
      "execution_count": 6,
@@ -252,7 +253,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x2b9094422590>"
+       "<IPython.lib.display.YouTubeVideo at 0x2acb9bb90590>"
       ]
      },
      "metadata": {},
@@ -272,7 +273,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x2b9094422590>"
+       "<IPython.lib.display.YouTubeVideo at 0x2acb9bb90590>"
       ]
      },
      "metadata": {},
@@ -292,7 +293,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x2b9094422590>"
+       "<IPython.lib.display.YouTubeVideo at 0x2acb9bb90590>"
       ]
      },
      "metadata": {},
@@ -312,7 +313,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.YouTubeVideo at 0x2b9094422590>"
+       "<IPython.lib.display.YouTubeVideo at 0x2acb9bb90590>"
       ]
      },
      "metadata": {},
@@ -330,7 +331,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Latex"
+    "## $\\LaTeX$"
    ]
   },
   {
@@ -366,6 +367,13 @@
     "\\end{align}"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The same equation can also also be rendered in a markdown cell like this: $\\frac{\\partial u}{\\partial t} + \\nabla \\cdot \\left( \\boldsymbol{v} u - D\\nabla u \\right) = f$"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -381,7 +389,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2b909a77a810>]"
+       "[<matplotlib.lines.Line2D at 0x2acba9ee4810>]"
       ]
      },
      "execution_count": 9,
@@ -392,7 +400,7 @@
      "data": {
       "image/png": 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QIpKQ/Hz4+muYPDl2EpGyN3AgHHQQHH547CTpTwVCRBJy8MFw2GFa0inZ5+OP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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b9094422990>"
+       "<matplotlib.figure.Figure at 0x2acb9bb909d0>"
       ]
      },
      "metadata": {},
@@ -413,7 +421,7 @@
     "collapsed": true
    },
    "source": [
-    "### Expanding cell with to fill the screen width"
+    "### Expanding cell width to fill the screen width"
    ]
   },
   {
@@ -442,7 +450,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The things covered so far might give you some idea of what can be done in a notebook. Although not every thing is needed all the time but it is good to know that these features exists. The main take away is that these features exists and one can take advantage  of them to create a rich document to enhance the story telling part."
+    "The things covered so far might give you some idea of what can be done in a notebook. Although not everything is needed all the time, it is good to know that these features exist. The main take away is that one can take advantage  of them to create a rich document to enhance the story telling part."
    ]
   },
   {
@@ -451,9 +459,12 @@
    "source": [
     "# Working with netcdf file\n",
     "\n",
-    "A more realistic example using these features is to work with real data and show a typical work-flow. In this case it a sample meteogram dataset from ICON-LEM-DE simulations.\n",
     "\n",
-    "Data is found at: https://swift.dkrz.de/v1/dkrz_1e33ba3a-9ecb-452f-93b9-583cf4a66e57/jupyterhub_sample_datasets/Meteogram_sample_dataset.nc\n",
+    "A more realistic example using these features is to work with real data and show a typical work-flow. In this case it is a sample meteogram dataset from ICON-LEM-DE simulations.\n",
+    "\n",
+    "Data URL: https://swift.dkrz.de/v1/dkrz_1e33ba3a-9ecb-452f-93b9-583cf4a66e57/jupyterhub_sample_datasets/Meteogram_sample_dataset.nc\n",
+    "\n",
+    "\n",
     "\n",
     "Downloading the data"
    ]
@@ -466,16 +477,17 @@
    "source": [
     "import requests\n",
     "import shutil\n",
-    "\n",
+    "import os\n",
     "\n",
     "url = \"https://swift.dkrz.de/v1/dkrz_1e33ba3a-9ecb-452f-93b9-583cf4a66e57/jupyterhub_sample_datasets/Meteogram_sample_dataset.nc\"\n",
     "filename = \"Meteogram_sample_dataset.nc\"\n",
     "\n",
-    "r = requests.get(url, stream=True)\n",
-    "if r.status_code == 200:\n",
-    "    with open(filename, 'wb') as f:\n",
-    "        r.raw.decode_content = True\n",
-    "        shutil.copyfileobj(r.raw, f)     "
+    "if not os.path.exists(filename):\n",
+    "    r = requests.get(url, stream=True)\n",
+    "    if r.status_code == 200:\n",
+    "        with open(filename, 'wb') as f:\n",
+    "            r.raw.decode_content = True\n",
+    "            shutil.copyfileobj(r.raw, f)     "
    ]
   },
   {
@@ -487,10 +499,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "total 13M\r\n",
-      "-rw-r--r-- 1 k202101 k20200 15K Jan 25 14:22 Jupyterhub_features.ipynb\r\n",
-      "-rw-r--r-- 1 k202101 k20200 13M Jan 25 14:23 Meteogram_sample_dataset.nc\r\n",
-      "-rw-r--r-- 1 k202101 k20200 127 Jan 24 14:50 README.md\r\n"
+      "total 16M\r\n",
+      "-rw-r--r-- 1 k202101 k20200 3.1M Jan 26 03:18 Jupyterhub_features.ipynb\r\n",
+      "-rw-r--r-- 1 k202101 k20200  13M Jan 25 19:49 Meteogram_sample_dataset.nc\r\n",
+      "-rw-r--r-- 1 k202101 k20200  127 Jan 24 14:50 README.md\r\n"
      ]
     }
    ],
@@ -502,7 +514,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The file is 13MB in size. AS mentioned earlier we can use `cdo` on this file"
+    "The file is 13MB in size. As mentioned earlier we can use `cdo` to perform some basic operations on this file."
    ]
   },
   {
@@ -515,7 +527,7 @@
      "output_type": "stream",
      "text": [
       " T SHFL LHFL T2M\r\n",
-      "cdo showname: Processed 4 variables ( 0.02s )\r\n"
+      "cdo showname: Processed 4 variables ( 0.03s )\r\n"
      ]
     }
    ],
@@ -581,7 +593,7 @@
       "  2013-05-11 23:58:48  2013-05-11 23:58:57  2013-05-11 23:59:06  2013-05-11 23:59:15\n",
       "  2013-05-11 23:59:24  2013-05-11 23:59:33  2013-05-11 23:59:42  2013-05-11 23:59:51\n",
       "  2013-05-12 00:00:00\n",
-      "cdo sinfo: Processed 4 variables over 9601 timesteps ( 0.20s )\n"
+      "cdo sinfo: Processed 4 variables over 9601 timesteps ( 0.21s )\n"
      ]
     }
    ],
@@ -593,7 +605,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "So we have 4 variables in this dataset. Mesurements for the full day with a temporal frequency of 9 seconds.\n",
+    "So we have 4 variables in this dataset. Measurements for the full day with a temporal frequency of 9 seconds.\n",
     "\n",
     "We can also use `ncdump -h` command to get the header information."
    ]
@@ -607,68 +619,61 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "netcdf Meteogram_sample_dataset {\n",
-      "dimensions:\n",
-      "\ttime = UNLIMITED ; // (9601 currently)\n",
-      "\theight_2 = 150 ;\n",
-      "variables:\n",
-      "\tdouble time(time) ;\n",
-      "\t\ttime:standard_name = \"time\" ;\n",
-      "\t\ttime:long_name = \"time\" ;\n",
-      "\t\ttime:units = \"seconds since 2013-05-11 00:00:00\" ;\n",
-      "\t\ttime:calendar = \"proleptic_gregorian\" ;\n",
-      "\t\ttime:axis = \"T\" ;\n",
-      "\tdouble height_2(height_2) ;\n",
-      "\t\theight_2:standard_name = \"height\" ;\n",
-      "\t\theight_2:long_name = \"height\" ;\n",
-      "\t\theight_2:units = \"m\" ;\n",
-      "\t\theight_2:positive = \"up\" ;\n",
-      "\t\theight_2:axis = \"Z\" ;\n",
-      "\tdouble T(time, height_2) ;\n",
-      "\t\tT:long_name = \"Temperature\" ;\n",
-      "\t\tT:name = \"T\" ;\n",
-      "\t\tT:unit = \"K\" ;\n",
-      "\t\tT:group_id = 1 ;\n",
-      "\t\tT:nlevs = 150 ;\n",
-      "\tdouble SHFL(time) ;\n",
-      "\t\tSHFL:long_name = \"sensible heat flux (surface)\" ;\n",
-      "\t\tSHFL:name = \"SHFL\" ;\n",
-      "\t\tSHFL:unit = \"W/m2\" ;\n",
-      "\t\tSHFL:group_id = 3 ;\n",
-      "\t\tSHFL:comment = \"surface variable\" ;\n",
-      "\tdouble LHFL(time) ;\n",
-      "\t\tLHFL:long_name = \"latent heat flux (surface)\" ;\n",
-      "\t\tLHFL:name = \"LHFL\" ;\n",
-      "\t\tLHFL:unit = \"W/m2\" ;\n",
-      "\t\tLHFL:group_id = 3 ;\n",
-      "\t\tLHFL:comment = \"surface variable\" ;\n",
-      "\tdouble T2M(time) ;\n",
-      "\t\tT2M:long_name = \"temperature in 2m\" ;\n",
-      "\t\tT2M:name = \"T2M\" ;\n",
-      "\t\tT2M:unit = \"K\" ;\n",
-      "\t\tT2M:group_id = 3 ;\n",
-      "\t\tT2M:comment = \"surface variable\" ;\n",
-      "\n",
-      "// global attributes:\n",
-      "\t\t:_NCProperties = \"version=1|netcdflibversion=4.4.1.1|hdf5libversion=1.8.14\" ;\n",
-      "\t\t:CDI = \"Climate Data Interface version 1.9.2 (http://mpimet.mpg.de/cdi)\" ;\n",
-      "\t\t:Conventions = \"CF-1.6\" ;\n",
-      "\t\t:history = \"Wed Jan 24 13:55:31 2018: cdo selvar,T,T2M,LHFL,SHFL 1d_vars_DOM03_20130511T000000Z_20130512T000000Z_c11.nc Meteogram_sample_dataset.nc\\n/work/bm0834/k203095/icon-hdcp2-20150930/build/x86_64-unknown-linux-gnu/bin/icon at 20160419 122237\" ;\n",
-      "\t\t:source = \"@\" ;\n",
-      "\t\t:institution = \"Max Planck Institute for Meteorology\" ;\n",
-      "\t\t:title = \"ICON Meteogram File\" ;\n",
-      "\t\t:comment = \"HDCP2 Sammelaccount (k203095) on m11523 (Linux 2.6.32-431.23.3.el6.x86_64 x86_64)\" ;\n",
-      "\t\t:references = \"see MPIM/DWD publications\" ;\n",
-      "\t\t:numberOfGridUsed = 42 ;\n",
-      "\t\t:merged_files = \"/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T000000-20130511T060000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T060000-20130511T120000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T120009-20130511T130000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T130009-20130511T140000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T140009-20130511T150000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T150009-20130511T160000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T160009-20130511T170000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T170009-20130511T180000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T180009-20130511T190000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T190009-20130511T200000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T200009-20130511T220000.nc,/work/bm0834/k203095/OUTPUT/20130511/DATA/1d_vars_DOM03_20130511T220009-20130512T000000.nc\" ;\n",
-      "\t\t:station = \"station_name=c11\\nstation_lon=11.9\\nstation_lat=49.43\\nstation_idx=10\\nstation_blk=548527\\nstation_hsurf=392.27588329\\nstation_frland=1.0\\nstation_fc=0.000110785302225\\nstation_soiltype=3\" ;\n",
-      "\t\t:CDO = \"Climate Data Operators version 1.9.2 (http://mpimet.mpg.de/cdo)\" ;\n",
-      "}\n"
+      "netcdf Meteogram_sample_dataset {\r\n",
+      "dimensions:\r\n",
+      "\ttime = UNLIMITED ; // (9601 currently)\r\n",
+      "\theight_2 = 150 ;\r\n",
+      "variables:\r\n",
+      "\tdouble time(time) ;\r\n",
+      "\t\ttime:standard_name = \"time\" ;\r\n",
+      "\t\ttime:long_name = \"time\" ;\r\n",
+      "\t\ttime:units = \"seconds since 2013-05-11 00:00:00\" ;\r\n",
+      "\t\ttime:calendar = \"proleptic_gregorian\" ;\r\n",
+      "\t\ttime:axis = \"T\" ;\r\n",
+      "\tdouble height_2(height_2) ;\r\n",
+      "\t\theight_2:standard_name = \"height\" ;\r\n",
+      "\t\theight_2:long_name = \"height\" ;\r\n",
+      "\t\theight_2:units = \"m\" ;\r\n",
+      "\t\theight_2:positive = \"up\" ;\r\n",
+      "\t\theight_2:axis = \"Z\" ;\r\n",
+      "\tdouble T(time, height_2) ;\r\n",
+      "\t\tT:long_name = \"Temperature\" ;\r\n",
+      "\t\tT:name = \"T\" ;\r\n",
+      "\t\tT:unit = \"K\" ;\r\n",
+      "\t\tT:group_id = 1 ;\r\n",
+      "\t\tT:nlevs = 150 ;\r\n",
+      "\tdouble SHFL(time) ;\r\n",
+      "\t\tSHFL:long_name = \"sensible heat flux (surface)\" ;\r\n",
+      "\t\tSHFL:name = \"SHFL\" ;\r\n",
+      "\t\tSHFL:unit = \"W/m2\" ;\r\n",
+      "\t\tSHFL:group_id = 3 ;\r\n",
+      "\t\tSHFL:comment = \"surface variable\" ;\r\n",
+      "\tdouble LHFL(time) ;\r\n",
+      "\t\tLHFL:long_name = \"latent heat flux (surface)\" ;\r\n",
+      "\t\tLHFL:name = \"LHFL\" ;\r\n",
+      "\t\tLHFL:unit = \"W/m2\" ;\r\n",
+      "\t\tLHFL:group_id = 3 ;\r\n",
+      "\t\tLHFL:comment = \"surface variable\" ;\r\n",
+      "\tdouble T2M(time) ;\r\n",
+      "\t\tT2M:long_name = \"temperature in 2m\" ;\r\n",
+      "\t\tT2M:name = \"T2M\" ;\r\n",
+      "\t\tT2M:unit = \"K\" ;\r\n",
+      "\t\tT2M:group_id = 3 ;\r\n",
+      "\t\tT2M:comment = \"surface variable\" ;\r\n",
+      "\r\n",
+      "// global attributes:\r\n",
+      "\t\t:_NCProperties = \"version=1|netcdflibversion=4.4.1.1|hdf5libversion=1.8.14\" ;\r\n",
+      "\t\t:CDI = \"Climate Data Interface version 1.9.2 (http://mpimet.mpg.de/cdi)\" ;\r\n",
+      "\t\t:Conventions = \"CF-1.6\" ;\r\n",
+      "\t\t:history = \"Wed Jan 24 13:55:31 2018: cdo selvar,T,T2M,LHFL,SHFL 1d_vars_DOM03_20130511T000000Z_20130512T000000Z_c11.nc Meteogram_sample_dataset.nc\\n/work/bm0834/k203095/icon-hdcp2-20150930/build/x86_64-unknown-linux-gnu/bin/icon at 20160419 122237\" ;\r\n",
+      "\t\t:source = \"@\" ;\r\n",
+      "\t\t:institution = \"Max Planck Institute for Meteorology\" ;\r\n",
+      "\t\t:title = \"ICON Meteogram File\" ;\r\n"
      ]
     }
    ],
    "source": [
-    "!ncdump -h $filename"
+    "!ncdump -h $filename | head -n 50"
    ]
   },
   {
@@ -759,7 +764,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2b90a4331c10>]"
+       "[<matplotlib.lines.Line2D at 0x2acbb44d4690>]"
       ]
      },
      "execution_count": 18,
@@ -770,7 +775,7 @@
      "data": {
       "image/png": 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PoFaUxFqdOxTDhun1PFXce6/7Plz/O3dWcemntgtAURIXkYKvDjxQKyp6RUmb\nNmr+nDlTA72C5y7o0kWXNrMnEvbCkAj3jXVDffWV5t3PmqUmtj/8QbeLaJDurFm1/yxC8p1IosS6\nC159tXafYQPp/aSs3nqr3hwjVSe1IgeoKUquvFKtI0uXqsVlwACtnRStBPuJJ2qWS2Wlzhy77776\nSgc9ewLnnuuuWxHyyy+B64C/uJpgRDQm78ILdd0+kFqrOpBYUZJqRo8GTjtN3ydKQFKUxEGkVKf+\n/dXdsXq1K0pENOL90Uc1ECzYUmJn7o30xGJZs0a/vH4jwCNRWqo/yksv1Qqx336r7ilr2QE0nTBZ\nUfqE5BNWlGzbVnOfrWtU24JmP/+s1x0/5v7SUr0hRnLLLF+uT7gigZko3uD3++/X2Wv/+ld/fTz5\nZD3n4MEaV+Kd4DQdeD/bWkqsGNu+Xa/ZlZXu38k+tPmlqMi9Ye+5p/6PvQ+mVoxkSzpwMP/+d80s\npdpAURIjLVpE/vL0769f4C+/DCxuNmyYq76DfW/162tAlx9R4p03JxHMmRNovgymRw/tV7yFcAgh\nihUc06bVDDCNZ1JOLxs36pN8rLU9WrVyr0uhWL5cH8L22iuw2Jq3ZP2//qXuoFNO8feZzZtr1t8n\nn/jvZzLxWnYqKvR/YcvJX3WVirfLLlOXztChwLPPJvbzraWkNsUw00nDhonNkqIoiZFovlpb9W7N\nmkAf2mmn6ZPBddeF/vJ16eLPfbNmTWLiSSzRyi9366aCxE+8CyEkPN5UYGsZCbVub4h+MUZvlj17\napB9qJIF4fAjStq31wepKVPc7atW6dIGxd96q79S7pbmzTPHMuDtd0VF6GzDF17Qv1Nwym4isPeJ\nM89M/LmzEYqSGIkWDV5S4rbxCpjGjbVq4W23hT6uSxf/7ptU5qx366ZLlpsnpHZ4RcnWrYH7vJYS\ne8P3y5w5+vrlF82+OeII/8e2bFlTlFRVaWZMRYVbHXb//TUOxFp4bHzJf/8LvPyyzpWVC1RU6HU6\neL6digqNCbRTiyQSm0wwalTiz52NUJTEiJ8UNRu4GkuZ3c6d/btvEmkpiUbnzupzzbQ8eUKyDa8o\nCbaGeC0lNq3XLx9/rCmmL76o8WG/+53/Y0NZSr74QjPxHnpIYwXat9fYst273TLsq1erhWGffdQK\nnOwsmVSxZYuO0ZvSbOtvrF2bHEsJoJ/nLRORz1CUxIgfUTJypAY0xTIrY5cu+lQSLXYj0e6baBQU\nqLXEm77+GNSZAAAgAElEQVRHCIkdbxBrKFFi3RnejBc/fPyx1h056yyND4uW/eIllCix7ovx47Vw\nV7duGjNSVOROnLdqlR6bazfS8nJNVPBOPjdggFtXJBmWEhIIRUmM+BEl55yj89PEIh66dFGzaaQo\n5upqvYCkUpQAGuRGSwkhtSOa+6ZdO/1t+51vyhgtbvb++4EpprHQqpU+6HgFkxVFkyfr8oAD9Ka8\nzz6uKPnii8AsvWzn7rt1nBs3qqva1nAC1CVvMySTZSkhLhQlMZKsCoPW5RPJhbNhgwqXVM+D0KMH\nLSWE1JZo7psmTdTC+u23/mK47r1X21dWapptPHTtqmmv3oehX35Rl2379vqAZW/IgwZp3zZs0MwZ\nO49OLvCXvwDHH69/h5Ur3Vg6QF1TzZvr+1Q/EOYjFCUxkqy0LT+1ShJZzTUWevXS7JvgjAFCiH+q\nq930z82bA/eVl2vq6UEH6RwrPXpoEcZwGKMT2Q0bphYNmwUTK7ZexuTJwOuvq+BYu1b7sXw58Pzz\nbttBg9S18d//6lhOOim+z8xUmjRxxWJwCfWjjtJluHnPSOKgKMkQGjRQC0iktOB0iRI7YZS3TgEh\nJDreImPV1ZrV0ahRoKVk+3bN7GjSRLPz3npLt9tlKBYu1Cf6iy/WKtLx0r69umXOOEMtH5deqpaS\nULET+++vYmjMGK3cmuzJ8lKN1zUTXGH2xhvVWty5c2r7lI/ktSgRkUtFZLGIbBeRb0XkoHT2p3Nn\n9RGHw5aQTvXFYK+99EIa6cmNEBLI5s3A55+768ZoxkrjxoGi5L779IZnjAaTnnCCZtB89ln4c0+c\nqALn4INr10cRrTR91FH6ma++qgKpVauabXv21ErSFRXA//1f7T43Ezn4YHXT3HGHuq+++879HxQU\nBMaZkORRGL1JbiIiZwC4D8B5AL4BMBLAeyLS0xgTY/x7Yth3Xy1+FI5Fi1SQpHqOhIIC7Vss5eZf\neAF47z0tFueNZCckH3j+ec3Cs3OnNG6slpI6dTRw0itKPvpIl94A18MO02qiK1eGrpb52WfqTknE\ndBNDhmiZ+M2b9bM2bAgdt1ZQoO3mzwfOO6/2n5tpdOjgTsQHqAWJpJ58tpSMAvCwMeYVY8xSY8x1\nAH4EcEm6OjR0qP7gw2Xg/Phj5MkAk8l++/m3lMyZoxNQlZXpmObO1afAZ57RWgqE5DIzZgAXXKBl\n199+W98XF6soEalpKbHppt65Y844Q38zRx6pwe1ffKEi3/Lllxr3kUhKStzJ1cLFqBx4oI4nV+qS\nkMwjL0WJiBQBGAhgYtCujwEMSX2PlOOP14vXgw+G3j9lis6tkw7220+f5CJVm9y6Vf3gZ5yhAWEr\nVuiT1/HH6yRWI0ZoNP/774c+ftUqNWNXV7uZRoTUlq1bgQceUJG8cGHsdUBi5b77gD320DlSfvtb\nfW+Maylp3Dgw0HXFCuBPfwKGD3e32bixefNUBBx8sP6ObMrq8uVq4Ug0t9wC3HST9puQdJCv7psW\nAAoABE3GjdUAUpxw61JaCvz5z8Dtt+vFq2NHfYravVsDYBctir8eQW05/nh1G11xhUb826JJ5eUa\ngPvppxrBv3u3xqC8+qq6mt55R/P/n39exdYbb+hF9pJL1G+7ZYtah37+WWcL9dZL6NBBZ6CMpWw2\nIcFccUXgJGp16uh3uEULzSorLweefDIxdTeMAT78UAW4LVVurQrhYkps1dRgXntNg0+ff17F/cqV\nwD33aPZL06bJuRZ07KhBnYSki3wVJeGIOnH4qFGjUFpaGrBt+PDhGO59zKkF11+vT0NPPKEXy8pK\nvZAVF2sKXrqeYJo21bLTf/qTCg5LYaHuGzJEpyE/+mjN8bcX4o4d9WmvvFzfn3yyXrAfeUQtIQ0a\nqIjZZx/NJOjUSQVKcbG6e44+Wi+Sf/1reqc3J9nJ+vXAc88B99+vE57NmaPWuHHjXDEwYYK6QxIh\nStas0eyV4JnAvZaS4mLX4lherqn2oSb6PPlktaiI6DFnnAHcdZcGY371VWLiSQhJBmVlZSgrKwvY\nVu53KmxjTN69ABQB2A3g+KDt9wL4JMwxAwCYadOmmVRSWWlMdXVKPzIiVVXG7NhhzLZt+kpm3yor\njbnhBmMKCozZe29jVq9O3meR3OTf/zZGxJhVq8K3advWmJtuiu/c990XuO3rr40BjJkxw912223G\ntG5tzI03GtOhgzEjRmibZ581ZvJkfT99evTPmzLFmJYtjXnhhdj7Ski6mTZtmoE++A8wEe7PeRlT\nYozZDWAagMODdh0GYHLqexSegoLMCiqrU0ddSg0b6iuZfSsoUB/3jBkaY8JZNEmsvPsuMHhw5CrI\noeZ/icbjj2uc1OjRgbFPtvhhcD0LaykRcbPnLrjAzbjxk246aJD28+yzY+srIdlEXooSh/sBXCIi\np4lIZxG5DUB3AI+luV8kiL59VZyMGwfMmpXu3pBk8cQTGhQ6d27izjllik5WF4nWrd3ChH7YsgW4\n9lp3agjvFAzr16tL01v52Qp3676xE+8BWvPDK1QIyXfyVpQYY14GMBrAPQDmAzgGwHHGmGVp7RgJ\nyQUXaOzJJZcEziFCcoOqKo0bWrIE+OabxJxzwwY9ny2lHo5WrYDVwSHvEXjoIc3oee89FR8jR2pQ\namWlCpaSkpoWRG9MiVeA7NgB1K+fWdZQQtJJ3ooSADDGPGaM2cMY08AYM8gY82W6+0RCU7cu8Nhj\nmuHzzDPp7g1JNHPnaoA3EHqqhW++0UyZWLDto9X26dbNragajZ07dc6ZCy7QWh7jxmkw6imnAH//\nu74vKQk8RkTnk7nzzpqWEitKCCFKXosSkl0ccghw/vk6P8d552lWD8lujNEU+Bde0PU+fWpOtfDM\nM5pWvs8+sc2/ZIsQhkq39bLPPlrJ04+1ZNw4jeu46ipdP+YYLUd+0UXASy+FFiVegl0127cHihRC\n8h2KEpJVPPYYcOutwKRJWi123jx92qRLJzuZMkXT4O+5R4M9Bw3SujWWjRuByy7TeVl69NDaHDfc\noHVForFypYqAaBNYDh6sy48/jtzOGC3CdswxNSueHnywiqmlS0NbSizV1aHdN4QQhaKEZBX16+ss\npVOnakbFoEF60znhBH/md5JZeONH+vfXSd/stAQvvQQ0a6Y37ltv1UrA+++vM+ledFHgeVatAr7+\nOnDbxo1akLAwSjWmdu1UmIwbF7ndzJlqqbn88pr7bNzKm29Gnkm2spLuG0IiQVFCspLmzXUis/79\n9cb13nvABx9o9sOnnwZOGU8yl+nT3fe9e+vkjdu2aXGwCy8ETj1VhUCfPu7/+emntb03Fffww3Ve\nFi/btuns1n4YOVKrD3//ffg2L7+s37ujj665b6+93Pe/+13gPq+lZPfuQEtJRQXdN4R4oSghWUvr\n1jpR2eLFOjfPP/4BHHeczrDaubP6+klmM3Mm0LWrvu/f3725X365WhCeeqrmfE92Ajuv8Fy/Xpc7\ndrjbYhElZ5+t35mRIzWG5frrA88FqMvwqKOAoqKax9epo3VLOnaMXHW5qirQord5My0lhHihKCFZ\nj4i6dCZOBL79VicUa9NG5w3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iiZdMnb2YkEwkFy0l/wAwHcBGAPsBuA/AHtAZjQGgDYDV\n3gOMMVtEpMLZR0jW0rixlnRPJDZQ02LL2ZPYoKWEkOhkhSgRkRsB3BihiQEwyBgz3RjziGf7AhHZ\nCOAtEbnaGLMyzPH2HFEZNWoUSktLA7YNHz4cw4cP93M4IUmlRQtg/frEnnPFisB1ipLYoKWE5Btl\nZWUoKysL2FZeXu7r2KwQJQAeBFAWpc2SMNu/hQa8dgKwEmol2dfbQESKATRCkAUlFGPHjsWAAQOi\nNSMkLbRoAaxaldhz/vBD4Hq+pvbGC+uUkHwj1IP69OnTMXBg9AiJrLi8OPEfG6I2DE1/qBVkubP+\nFYAxItLME1dyBIAdAKbVqqOEpJkWLXTyu0SycKG6HuzNlZaS2GD2DSH+ySntLiKDReQSEekpIu1F\n5CQATwEYb4yxomQCgAUAnhWRvUTkQAD3AniCmTck22nZElgblHe2fTvw2Wc6/4wxwEsvAT/95P+c\nP/wAdOvm3lQpSmKD7htC/JNTogTALgAXAPgawE8AHgAwDsDZtoExphrAb6EunWkA3gTwNoBrUt1Z\nQhJNixbAunWBN8KzzwYOPRQ48khgxAjgzDOBRx4Je4oaLFwIdO+uxdkAum/ihZYSQqKTU5cXY8wM\nAPv7aLccwLDk94iQ1NKqFVBVpcGuNuj1jTeAs87S5aRJ2m73bv/nnD8fOPFEPXbHDlpKYoWWEkL8\nk2uWEkLyms6ddblkiS7nztWb4rXXArNmabxJv35AZaW/823fDixapPPXWDFCURIbjCkhxD85ZSkh\nJN/p2lWXP/0E7LcfsGCBZn107w7UdUoIFhb6t5TMn6831d69A48n/qEoIcQ/tJQQkkM0bQqUlACL\nF+v6+vVAaakrKAC1dPi1lHz/vS579XLPQUtJbFCUEOIfihJCcggRYM893doi5eVAkyaBbWKxlMyZ\nA3TsqEKH7pvaQVFCSHQoSgjJMQYOBL79Vt9v2lRTlMRiKVmwANh7b31PS0l8MNCVEP9QlBCSYxxw\ngFo4Fi0CHn0UWB1UpzgWS8myZW7wrBUjjCmJD1pKCIkORQkhOcYJJwAFBVrwDACOOy5wfyyWkmXL\n1H0D0FISL7SUEOIfPvMQkmO0bg08/zwwYQJwww2upcPi11Kycyfwyy+uKGFMSXzYWZY59w0h0aEo\nISQHOeMMfYWiqEiLoEXDzg7coYMumRJcO+i+ISQ61O6E5BmFhf7cNxuc6SqbN9clLSXxQfcNIf6h\nKCEkzygq8ue+KS/Xpc3eYUxJ7aClhJDoUJQQkmf4tZRYUVJaqku6b+KDlhJC/ENRQkie4ddSsmmT\nLq0osRYSv5k7RGFFV0L8Q1FCSJ7hNyW4vBxo1Mi1jIwYoUsbY0L8QVFCiH9oiCUkz/CbEhxcov6Y\nY+iKiAf7N2NKMCHR4c+EkDzDr6Vk61aguDj5/cl1aCkhxD8UJYTkGbEUT6tXL/n9yXUoSgjxD0UJ\nIXlG3brArl3R21GUJAaKEkL8Q1FCSJ7RsCFQURG93c6dbhowiR/GlBDiHwa6EpJnxCJKaCmpPaNG\nAbNmAX36pLsnhGQ+FCWE5BmNGuncN1VVOptwOHbtoihJBHvsAXz6abp7QUh2QIMiIXlGw4a6jGYt\noaWEEJJqKEoIyTMaNdIlRQkhJNOgKCEkz7CWkm3bIrejKCGEpBqKEkLyDFpKCCGZCkUJIXmGFSW0\nlBBCMg2KEkLyDLpvCCGZCkUJIXmGnWRv06bI7XbtYvE0QkhqoSghJM9o2lRLnq9fH7ldZaXOk0MI\nIamCooSQPKOgQK0l0URJdXXk4mqEEJJoKEoIyUOaNQM2bIjcpqqK87UQQlILLzmE5CHNm0e3lEQr\nQ08IIYmGooSQPMSPKKmupqWEEJJaeMkhJA/x676hpYQQkkooSgjJQ1q1AtasidyGlhJCSKrhJYeQ\nPKRdO2DVqshtaCkhhKQaihJC8pB27YAtW/QVDlpKCCGphpccQvKQ9u11uXJl+Da0lBBCUg1FCSF5\nSLt2uowkSmgpIYSkGl5yCMlD2rbVJS0lhJBMgqKEkDykuBgoKQkvSozRF0UJISSVUJQQkqd06gQs\nWRJ6X3W1Lum+IYSkEl5yCMlT9t4bmDcv9L6qKl3SUkIISSUUJYTkKT17hhcltJQQQtIBLzmE5Cm9\newOrV4cuokZLCSEkHWSdKBGRa0XkSxHZJiIhZ+8QkY4i8paIbBWRX0TkAREpDGpziIhMFZHtIvKj\niIxMzQgIyQyOOgooLAQuuAD4/vvAfbSUEELSQTZecooAvAzg0VA7RaQOgHed1QEATgLwWwD3edp0\nAfCO024vANcB+KeInJysThOSaTRrBjz4IDB1KnD66ZptY6GlhBCSDgqjN8ksjDE3A4CInB+myTEA\nugM4xBizwWk7GkCZiFxnjNkK4BIAC4wxf3eOWSoiBwC4GsDrSR0AIRnExRcDHTsCJ5wA/PAD0KOH\nbrCRKC8AACAASURBVKelhBCSDnLxknMAgFlWkDhMBFAfwEBPm4+DjvsYwH4iwmdDklccfLAup0xx\nt9FSQghJB7koStoAWO3dYIzZAqDC2ReyjbNeCKBFsjtISCZRUgLUrw9s8Mh4K0poKSGEpJKMcN+I\nyI0AbozQxAAYZIyZXouPMbXcDwAYNWoUSktLA7YNHz4cw4cPj7dfhKSd4mJg61Z33bpvaCkhhMRK\nWVkZysrKAraVl5f7OjYjRAmABwGURWmzxOe5VgPY17tBRIoBNAKwytOmTdBxbQFUAlgX6eRjx47F\ngAEDfHaFkOygceNAUUJLCSEkXkI9qE+fPh0DBw4Mc4RLRogSJ/4jZHpvHHwFYIyINPPElRwBYAeA\n6Z42RwYddwSAqcaYqgT1g5CsobgY2LLFXaelhBCSDrLuOcipQdIPQGcABSLSz3k1cppMALAAwLMi\nspeIHAjgXgBPOJk3APAYgL1E5GYR6SQipwO4CMA/UjwcQjICWkoIIZlANl5yboFaPG4EUOy8nw4n\ns8YYUw2tSyIApgF4E8DbAK6xJzDGLAFwPIAToALmTgBXGWPeSNUgCMkkiouBr79212kpIYSkg4xw\n38SCMeYCABdEabMcwLAobSbBTREmJK+ZMwdYuRKYNElThGkpIYSkA15yCCG44QZdrnYS5X/+WZe0\nlBBCUglFCSEEf/yjLisqdDlpki779ElPfwgh+QlFCSEEhYXqqtmxQ9e//x44+mggqCQPIYQkFYoS\nQggAreq6c6e+X7YM6NQpvf0hhOQfFCWEEABAvXqupWTZMp2ojxBCUglFCSEEgIqSnTs182bNGqBt\n23T3iBCSb1CUEEIAqPtmxw63iFqTJuntDyEk/6AoIYQAcC0ldt6skpL09ocQkn9QlBBCAABFRcDu\n3cDmzbrOzBtCSKqhKCGEAKgpSmgpIYSkGooSQggAoG5dYNcuum8IIemDooQQAoDuG0JI+qEoIYQA\nCBQlIkCjRunuESEk36AoIYQAcEVJeTnQuDFnCCaEpB5edgghANyYks2b6bohhKQHihJCCIBA9w2D\nXAkh6YCihBACINB9Q1FCCEkHFCWEEACBlhK6bwgh6YCihBACIDCmhJYSQkg6oCghhAAIdN/QUkII\nSQeF6e4AISQzsKJkxw5aSggh6YGWEkIIABUldN8QQtIJRQkhBIDGlNB9QwhJJxQlhBAAainZvh2o\nqKClhBCSHihKCCEAVJSsX6/vKUoIIemAooQQAkBFyY4d+p7uG0JIOqAoIYQA0JgSCy0lhJB0QFFC\nCAGglhILRQkhJB1QlBBCAASKErpvCCHpgKKEEAKAlhJCSPqhKCGEAAiMKWnYMH39IITkLxQlhBAA\nrqWkXj1AJL19IYTkJxQlhBAArihp0CC9/SCE5C8UJYQQABQlhJD0Q1FCCAHgxpRQlBBC0gVFCSEE\nAC0lhJD0Q1FCCAFAUUIIST8UJYQQAK4oKS5Obz8IIfkLRQkhBIAbU0JRQghJFxQlhBAArqWkUaP0\n9oMQkr9QlBBCAABNmuhy8OD09oMQkr8UprsDhJDMoEsXYOpUoF+/dPeEEJKvUJQQQn5l4MB094AQ\nks/QfUMIIYSQjICihNSgrKws3V1ICRxnbsFx5hb5Mk4gv8YajawSJSJyrYh8KSLbRGRDmDbVQa8q\nEbkoqE1fEflURCpEZJmI3JCaEWQH+fID4ThzC44zt8iXcQL5NdZoZFtMSRGAlwF8BeDCCO3OB/A+\nADsBe7ndISKNAUwA8DaAPwDoAeBFEdlqjBmbhD4TQgghxAdZJUqMMTcDgIicH6VpuTFmbZh95zjL\nS4wxlQCWiMhtAK4GQFFCCCGEpImsct/EwMMiskFE5ojIaBERz74DAExyBInlYwDtRKRzartJCCGE\nEEtWWUp8MgbARAAVAA4FcA+A5gCudfa3AbAg6JjVUFdPGwA/hzlvfQCYN29eYnubgZSXl2P69Onp\n7kbS4ThzC44zt8iXcQL5MVbPvbN+xIbGmLS+ANwIoDrCqwrAgKBjzgewwef5LwWwBUChs/4BgH8F\ntWnufNbgCOc5C4Dhiy+++OKLL77ifp0V6Z6dCZaSBwFECz1eUovzfwugIYAWUIvIaqhFxEtb6B9r\ndYTzfADgbKcvO2rRH0IIISTfqA+gC/ReGpa0ixJjzAYAIdN7E0R/qIhY76x/BeDvIlJgjKlyth0B\nYKUxJpzrBsaY9QD+m8R+EkIIIbnM5GgNsirQVUQ6ikg/AJ0BFIhIP+fVyNl/vIicKyLdnbbnArgb\nwOPGmN3OaayweFREuorI0QCuA3BfqsdDCCGEEBdx4iWyAhF5FsB5IXYdZoz5XESOhYqQPaE1TZYA\neBbAPcaYas95egN4GMD+ADYCeNQYc1uSu08IIYSQCGSVKCGEEEJI7pJV7htCCCGE5C4UJYQQQgjJ\nCChKCCGEEJIRUJQAEJGDRKRTUDn6nCOPxnmkk5XVIN19SSb5Mk4AEJG8uFaJSMN09yEV5MM48+z3\nmbB7S14HuorIUADPQMVZITSH+l5jzFQREZMjf5w8GucQAM85q3Wh0wk8ZIwZz3FmJ05G3WgASwFM\nAfCqMWa9iNTxZtRlO844r4PWU5oK4GVjzEKOM/vIs99nwu8tefH0EQoRaQvgVgAvQCfpuxBARwB3\ni0gvY4zJhaezPBpnMYC/AngDWjDvFABrANwjIvtxnNmHiFwDYBxUjOwA8DcAT4lIU2NMda5Y/ETk\nYmj9pPcBzID+T18WkVa5cqMG8mOcefb7TM69Jd1z36T6Bdc6NBQ6aV83z75DALwH4LV095PjjHmc\nfQHsBjDQs28vAK8DmJ7ufnKcMY+3CfSp63zPtuOhAuV5Z71OuvuZgHE2gN6k/+rZ1gdaeXpCuvvH\ncfoeX978PpN9b8kJxeYHW/XVOH85AC0BzEVgqf3PoU9m/UVkmHNcVj2N5dE4mwMB46wPYA70ZgZn\n3wIAYwF0E5HzneOy6jufL+MMQRGATtCLnuVjAP8EMFxEhhi1lmT7OHdBb1rlnm3fQ11Wh4jIaUBO\n/D9zcpz59PtM1b0l6/4wsSIiB4vIZwBeFJE7RKSvs2sugF4Aetq2zh/7M+jT2BmebRlPHo3zIBH5\nCsCrIvKYiBzl7FoLoDGAPiJS13PIdwCeBzASAEyWmInzZZwAICKDROSPIjJQROzFvBl0gszWIlIA\nAMaYnQAmAHgTwO3Otmwa5wEiMkZEDheRDs7mlgDmAehh/59GmQzg31DzOMeZYeTZ7zOl95acFiUi\nMhx6AZsE4EsAxwH4r4jsbYyZB73AXS2eSHBjzBIAPwJo4fgHM548GucJUDPoB9BAss4AxonIQc54\nJgC42NkOADDGlAOYBsCISOcaJ81A8micDUXkRQAToTNwvwPgORFp4DxdrgBwIvSGZtkA9dc3F5H+\nqe5zPIhIfRF5BsBHAA6DTn3xloi0NcasBrAQGn/QJ+jQFwA0FpHDUtrhOMmjcebF7xNI070l3f6p\nZL2gJqVXANzt2dbD+SNOddZ7Qs2KlwGo62n3J+hTWr10j4PjDBjrYwD+41kvgV7QFjnvG0LNw3cA\naOlpdyaAzQCap3sMHGfAOH8LYCaAvZz1YwHMAvC2s94bQDU0gK6e57jfAFgGoHu6x+BznEOgroq+\nznov6AX+G6iZvwt0nq6bADTxHNcTwA8ADk33GDjOgHHmy+8zLfeWnLWUGGMqoT7MbZ7NPwC4BsDe\nInKJUaV3J4DrAZwtIg0cU/EBAF4wai7OaPJlnA59AGwB1CdrjNkM/fKXALjOGFMBYAyAUwFcISJN\nRaQIehN7FYH+7EwmX8Z5LoCVRq0iMMa8D2AEgGNF5CJjzPcAngBwFYAjPMcVQLNxdiM7OA1AuTFm\ntogUGGPmQv93PQH82eiT5ZMATgBwluc4gY51XYr7Gy/5Ms68+H2m7d6SbjWWRJVXAv0CPAGgUdC+\nOwGs8qw/BK2DMBmaU/4DgH3TPQaO89d+C1S1/xPAh3CesgAUOsvLoD/0Rs76aAA/Qf24PzrvB6d7\nHBznr+Os4yzvBPC1Z3uBs/wn9Im6DvSp810AswH8AypkfoQ+rRaleyw+x3kVgKWe7XWd5bUAVkFn\nNa/r/D6XA/gP9Ca3AJpC2yjVfec4Q44zL36fnvGm5d6S9oEn+Y96O9R8+Jug7QMA/AzgNGe9PoB+\nAC4A8Id095vjDDvOS51xnuGs29S0Fs5F7mJP2z2g7oHh6e43x/lrXwtCjPMLAEd79wNoDX0SPcdZ\n7wxgFDTVcBaAa9M9lijjrBO0fhy0Lse5znqhZ986AFc770sBDAfwIjRV9q+p6C/HGfO4c/L3GWas\nKb+3pH3QtfhjDYTHL+nZfob9AgBoC1Vs9wBo5WnTCcB8ACd5v1SZ+MqjcR4MoFOI7cMBjHbet4A+\nobwIYA9PmybOxW0Ux5n5L7gxJL2houQBAMXOtjrOaxyAJ4OOq4cMtI4E35w92/s7yy4AXoIG6DZ1\ntlkrwoMAPghxbEGi+8lx+hpj3vw+M/XeknUxJSJyvIgsAVAGYJqI/ENE2jn7WgG4BcDJItLcGLMK\nalY6CsB5ntMYaB2EX4DMTIfNo3EeIyI/Q0sVfyUiz9qsChFpCh3P70WkjTFmHYCnoU/OVwedqgk0\nRY3jTDMi8jsRGS8i9zjf4zrO9mIReQzASyJSajRm5D0Ag6DZNzCaKmkAdIM+df5a08EYs9MYkzFx\nJCJysoh8BOBJEbnA+T/C8avfCuALEWlmNJbiXQCtAPwZAIwxu5zTdIFe9ANqVxhjqlI2kCjkwzjz\n7PeZ2feWdKu1GJVdX6j59iroRescaBT+UwA6OG1+C6Bf0HH3Qv15rwC4BOrjexshVGImvPJonJ2g\nTxZjoGmfxwP4Ghrd3c1pMwRONL/nuEuhPuqPoQFWM6G58W3SPaY8H2cRgPug85rcC2A89KJ1D4D6\nTpsroE/NHZ31JgAeh/rcT3X+PodAY0iOTfeYwoxToBkk653lUwAWO7+7hk6b3wF4GMCeznpDaJn8\nTc7/tQc08HEuMtS0n0fjzIvfp9PnjL+3pP2P5PMPaQOpzoEG03jTyf4AzaG+K8LxjaD1Dl6E+sdu\nTfeYOE4D58e/BUA7z76jnR/5f6Oc40AA/4KWrr453WPK53F6+toZmhJ6qGfbKGghpZuc9QaefdYX\n3wUaxLrRudhtBfD3dI8nwjhbQieTO9Wz7WTnpvS4s+5NYbbjbATgL1Bf/PfQ9NCM/Z/m+jjz6feZ\nTfeWtP+xovwhgwPj/g7gU3gigaHR3HdCle1+Qe33DnHOuonuJ8fpe5wNg9bPccbT1fu3AHARVJUf\nEdR+QIhzFia6nxxnzOO1N6P9oQXP9vfsawrgZugTdg9nW7jYhM5QM3HTdI8pyjg7QGswHOvZ1wCa\nzlwJYJ8o42zm3Mwy1YKZ0+PMp99nNt5bMjKmRESOEpEPoT7My0SktbPrS6gZrb3TrsCoz/It6BwZ\nR3vOMQJaee4k77mN6+NMO3k2zknQft4kIr2cXQugEdvdbFujPuZPoU9jwz3nGAagTHSmUXjaVya5\n+77Jl3ECv5YSHyYi3aEXcEBvWFXQpyoAgDFmI9SN8xOAK51t1SLSVkTuFJHDnfMVGGN+NsZ86ByT\nEYiWEx/hxBeUOJubQ8327UV0Xg9jzHZoRdqP4CmBLyLNReQhETnFOV+hMWaDMeYrY8ymlA8oDPkw\nzjz7fWbtvSXjRImIXAX1W02DmnH/AuBx0emtP4bOn3CD09wAgNH5E7ZA/ZeWadApo1elqOsxkUfj\nHAHgZWi0+lQAJ0G/6B2NMd9C89qvFpF69hhjzEJonYqWItLA2TwXbg58xpFH42wqIm9CA1SvhZp9\n7c3pM+iF7eygw+YA+BZAdxtQB6AdNB7Bzo+REQGPFhEpEZH/Qf3m50EDOJ8RETHGfAdNcT0Rmolh\nWQvgNQCdRGRvZ1sp9Ib3RyAjb175Ms68+H0COXBvSbd5KcgsVAK9yI3wbDsWalYqc9ZPh5aePjTo\n2LFwSt9m+iuPxlkP+lR1g2ebTQP91FnfD/p0fT486Z4AroOa/DN+evp8GafT30uccXUEUAwtGLUI\nwAPO/tMB7ARwQNBxZ0Ev8PU9236Tqn7HMc7ToRflTtCCWb+Fzt0yztl/gPP7PBOB5bWPgcZSdPJs\n653u8eTzOPPs95n195a0/xGD/ijNoUE4Z3m21YU+TVUCGOpsK4NG6x/krNeHKuAr0z0GjrPGWH/0\n9hca0T8YWibcFsca61zgzoVmcNSDVhK8Jd395zhrjHMKgAc964XOhbwajhCBBghOhlOPxNl2IfQJ\nNaPiCyKM8117Y/ZsO8QZ51nO+gtQC9CRnjbHQZ9E26Z7DBxnwJjy5feZ9feWtP8Rg/6gnZ0v/5UI\nrAbYHGqOmuTZ9iE0lekd6JPaDDjpW5n+yqNxNoP6Kv+FoImZoGmEizzrj0PNhJ9Bn0zmAOiZ7jFw\nnL/2W5xXGYCng/bVhZr/Jznr7aBP258AuNy5IC5FBmfUeMZisxQeBPCxZ7utNvs0gLme//sE5394\nK1R4/QxNi87oJ+t8Gef/t3fmwXIVVRj/fZiEnUgkYiQgISEKpAQkogQwoGAkSFwoRAQMi4goKrJp\nuZRiUVgsLiWgFSwECWAZjbuAikFFQVGDghsIiCwRhLgQIzFA2j9OX999k3nvDXkzuXdmvl/V1Jvb\nc+99/d2l+3T36dOl/Pf0+1nKf9fXLVVduCGjvwGLiZZWeXqWiO7f24G9ctpEYnns9wHHVn0h1+Ea\n9ITOUuHW9J4SrY8fAi9uSN+LCI41N29vTIQuPg44smpdQ2gZ7rntGZ0N+W/03r+IMEB2bkifTbQ6\n983bL87X5EbCQHlP1VqGu6dNdJ4K/BiYXf49F/qrgHl5e0p+N79DxH+opc5h7mdP6myiu6fezxHK\noq6uW9b3hdyJwdZbUSC8iTy+TCx3/RRwAoPHn1+SH56dRropVX+A3ShNa+xhnR+i1JVfSj8aODR/\nn0q0OD4KTCjtM52I8HhgF+ic3ix/vaZzhGtQBDvbn5hJc1LDu/xcomfk5IbjtqRmocQLHUOk75j/\nziQCap1Hbl3ngn0s0er+ZMNxG1HDXgNg8z7R2RfvJ31Qh66X2TeS3pBD+C4GfiHp5DxlLEmaToxZ\nvkrSJimWu/4M0f10YOk0xXLlq6GeIXwlHSnpbqKL+zZJp0PkVdI0ekfnAZLuBw4F/iRpq9Jvk4kX\n/xBJW6SU7ia6gucyeFZGsVx5nUPgHyHpHmIF05sknaRYlhtJ29EjOuH/oeHPl3ScpB1ymiRNkPRt\n4GOSxqaUbiB6Pw4H9iudYgXhPPivfGwRGv4fqUYzayQdJelR4LTSjAokbS7pCuBKSRumlH5JtDZn\nEU6exb0TsAMxHFXWuSpFiPxakJ/dG4FFkt4rqZgCOr5XdEo6VNIdknbKZaxKv/VMOQT9U4cCne8p\nAQ4gHGqOJyy19xPTBs8Axud9jgFmlI4pxqhvI8YtjySmYF1KPRfk2ppYQOyvRAtyLyLs8CrgWaX9\nju5mnTnPYwija8johcQUwl0ajvk0UcAtJMIz/56YordZ1ZqG0PBWIhDYsURr8lTC+e90cusTmNcD\nOqcRsQseJgq8vxAtx/JzeyERcXWrvL0dsIToGdknP8evIRxZZ1ShowWdOwFLiSmupwyxz2lEN/+k\nvL01cFm+HgcT4/JziC7wl1WtaQgNE4jpuo8QM0c+Q/gLnFzap6t1ErO+zsrP6n+B7zT8Xgwpv7rb\n38+c756vQwfp7eCFLLqVPkh44qv029lEl+Hxwxy3DeEkdw0RevqDVV+sYbTuQ1iqLyilbZ8f+Ck0\n71rsOp0lrcuJNS42Jrp9zwZOHO7FzgXJYUSY4puAD1StZZi8bpzvxzl5uxhn/xpReR/VIzqnEkGw\nPkeeFZMrqIeBM0v7bVL6XhT4swjj9J8MxEOo3HN/CJ0ziIr5zlLahsDmlIYiGNzVXbyfUwk/mkeJ\nSnoFcHrVmobROo+YFTOtlHYTpRDiNA8N3zU6c14XEA2HucSskkOK57NZeVs6tpvez76pQwflvwMX\nctDSz7ngKuZHj81/xxPW/FeA5zUc37g9jhpadlnn80rbz6c0dg58ipgbfjR5saou1lm+n68jLPC9\niJbVkvyCrwauII9Vl/Zfy3OdGoZkbqJzGfDO/L1YfOyzRG/Yl8g+Ft2msyF/WwLfJIfNLgp0wkv/\nkhbPsRuxkF5T34U6fIgW8kWEk+YuRG/mUqKHaAlhtAzr90I0MuZQ4xZ1zuencmW1bSltMdFrML6U\nNpRjerfonMnAjLBLgbtG2L9r3s9+qUOH1N/GC/kKwgHuLsKZ5mrCg/swYCUD1tuY/PfwXDC8tnSO\ns3IhsWu78tWBB6ZR50Jgt9LvOxBW6TLgC0T32V3AnC7XeSXR6zMTeJzozj+HgZbzPCIY0cdK5ziZ\n6NJ/ZdV6nub9fCnRA3QfAw6eBxHe+58lWt17l87xjrrrzPl8Wa5wyo5ya1VUhDG91uwKooX6fmoa\nJGsEnXvn5/Of+f08kej+/jkRSvzlpX23zfe/mKVQO0fdYXQeRfSUXEHMILmXWOjwNiLGzLu6SScR\n+GsBMWw6q8nvIgzNvwNnNNPRRe9nX9ShI16HNl3MyUSr4wPENKMigtz3iTHKX5NXFWRwtLw7GBxl\n7+BcSFQ+V/pp6Lw56yyWuN4FeD2DFzy6Hfh0l+v8GeEQN41oXa8B3tFw3AJiiKPwudib6FWp5QvS\nROdB+X5eR4RAv5EwLv9CGGLH5eMeA44unafuOrciDOQ1+V2c0vB7uVt4AtEDtla0VcJvZDk1nQ7a\nROf2Db+fSSzBPrmUNj6/nxcwMPtkb6Ji+ETVmtZR5yFEl/8D5NkmwI7EcgB/YGAhvX3rqpOYzXUt\nYVAtJCrff1PycWGgkt6AMJZXMHhmTfH7vnV+P3Me+6IObelatOmCHpgfmO0a0q4lppWdlAvyyfm3\nwtL7OiMsDV2nzxA6X5EfnEVN9i+62q4Gbq46/6PUeUDW+WWidVY4fZZDT5+dC7ladou2qPNAIlDU\n5US3/1yiVV34XGxKBFR6S9X5b1HjmPz+XUeEl15JxCVoutJnfp7vA7Yun6P0fW7VmtZVJ+HAuX1p\nu/AV+jhwa8P5ahkCv9X7SQzX3AZMLKXNJlri8+qsM79jV+Vyc1Ip/WZgYf6+QcMxzwV+B1yWt3cn\njJHaTV8eQnNf1KGtfNo1JXhCfiDGltJ+QIxlTie62JYAiyVtk1J6Mk8j3Zao5LqFZjpvIHwMZkqa\nU945pfSEpCmEzovXWy5HTzOdSwidLyKcXIspZ/sBSNqM6CX6QqrZYlzDMNRzu4jQtX9K6ZqU0oI0\nsNLpHsTzfMP6zOi6ku/FUuDilNIi4FxiJtHO5f2Kqc6EUXJnSulhSeMkXQCcImmjfL5r1l/uW6cV\nnSml5SmleyGmOwNJ0hhiyPXPkp5Rmvr60/UsoSVavZ+EAbI8pfRIKa1YbO4PpfPVTmdKaSXRQ/L5\nlNJfJY3LP11HXsk3NUxLTiktAz4CHCXpq4Tz9Sz4/72uO/1Sh45Mm6y8GUT39tyG9B2JAv7zhCV7\nB9E1fBXRGvsRXbJ2wgg6pxEOR5fl7WcSDmNHZp3X9pjOSwjnqe8CDxEOhPdRkzDFbdA5Neu8PG9v\nQRQM84kx+guJIFK1DD7URKcath8khtrWck4lCv4TCB+hB4nhq5dUraEdOhk8TFV07c8nevdeU3X+\n23k/iamja4hhnJcCRxAhxRcQjYpaP7s0DxB2JdkBu8k12DhrXUP0qMyuWsPT1NsXdWhL16KNF/Ua\nwrLbqCH9AuDa/H060eX4cWB+1eLbrPN8opttPDH2fkt+aN5edZ47oPO6/H0i0aNwKnBE1XnugM5v\nEwGHdiZ6iR4A3lZ1nkehdVz+exjwBDmKZU5Tfj+L4EorafAZ6pbPcDpz+u65XPoJEeztmKrz3CGd\nZxEG153d/uxmPT8u6g0GG5ibEg67jwMnVJ3PUejrizp0xOvQxgu6a34x3sJgR5wzCAu9dp7dbdZ5\nJuEQOYaIf/DqqvPa4fvZFX4jbdBZ+B28qOq8tln3TYSP0LPz9lbZyHyI0gyqbv800TmRiFVxNXB2\n1fnrgM6t8/aE/HdTYM+q89cGfTvkZ3OPUlr5fe3697Nf6tCRPmNoEyml30g6jxjXWy3pS0RX2kzC\nOak2oaZHwzA69wCuSjHmu4JoZXctLdzPbvEbGZZWn9uU0tLqctk+cmjqJ4khmt8Ab5Q0lZhxcjwR\nU2dllXlsB8Po3IeYNvvmXniGm+g8POucJemkFGHkb6k0k6NAklLUzPsAK1JKv8rpHwaeI+mslNJD\nvfB+9ksdOhLFWF37TihdTEynvAeYRFh+h6WUftvWf1Qx1mmd3Y6kW4gC737grSml71acpY5Q0nkf\ncKJ1dh+SLiKGFK8nfNo2Iablf6/SjHWAfiyLynTCKNmQGIPfDXgipXRlW/9BTbDO3qJfdALklvTX\niS7xd6WULq04Sx3BOnuDPPPrdsIBfTXw4ZTSudXmqnP0U1nUjLYbJcaYeiNpe2IBr3NTSo9XmpkO\nYp29g6TvE7NOTk0prao6P6Zz2CgxxhhTayQ9o198KvodGyXGGGOMqQXtiuhqjDHGGDMqbJQYY4wx\nphbYKDHGGGNMLbBRYowxxphaYKPEGGOMMbXARokxxhhjaoGNEmOMMcbUAhslxhhjjKkFNkqMMbVG\n0mxJT0naouq8GGM6i40SY0ytkHSDpE+Ukn4KTEopPVZVnowx64cxVWfAGGOGI6X0JPC3qvNhjOk8\n7ikxxtQGSZcBs4F3S1qTh23m5+9b5H3mS/qHpIMl/VHSSklfkbSppOMk/TmnXSJJpXOPlXSepAck\nrZJ0q6SDqtJqjFkb95QYY+rEu4HpwO3AhwABM4DGlUM3AU4EXgdsBnwL+AawDDgAmAJ8E7gRfVBx\nYwAAAXlJREFUWJiPuRyYBLwWeCgfu1jSniml33ZMkTGmZWyUGGNqQ0rpMUmrgf+klB4BkNRsyfox\nwNtSSsvyPouANwMTU0pPAHdLuh7YD1goaSpwOPCclNKj+RwX5p6SY4HTOqnLGNMaNkqMMd3IisIg\nySwH7s0GSTntmfn77sRw9T3lIR1gHPDvjubUGNMyNkqMMd3ImhbTCgNkA+C/wK6ltAIbJcbUBBsl\nxpi68RRrGw6j5VaiV2TLlNLSNp/bGNMmPPvGGFM37gf2lDRZ0rOIcmpURkpK6U/A1cAXJc2VtI2k\nF0o6RdKcNuTZGNMGbJQYY+rG+cCGwD1EfJLtWHv2zbpwDGGYXJjPfT2wP/BgG85tjGkDSqkd77ox\nxhhjzOhwT4kxxhhjaoGNEmOMMcbUAhslxhhjjKkFNkqMMcYYUwtslBhjjDGmFtgoMcYYY0wtsFFi\njDHGmFpgo8QYY4wxtcBGiTHGGGNqgY0SY4wxxtQCGyXGGGOMqQX/A5hPfEKAShtUAAAAAElFTkSu\nQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a42f5890>"
+       "<matplotlib.figure.Figure at 0x2acbade6bfd0>"
       ]
      },
      "metadata": {},
@@ -785,7 +790,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "we can pass some arguments to customize the plot"
+    "we can pass some arguments to plot function to customize it."
    ]
   },
   {
@@ -796,7 +801,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2b90a7c3fb50>]"
+       "[<matplotlib.lines.Line2D at 0x2acbb7df2a10>]"
       ]
      },
      "execution_count": 19,
@@ -807,7 +812,7 @@
      "data": {
       "image/png": 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Dh/jcmGlJkVBgHyWHDgH9+ztzRopi5crw5sevWsVTdyk+kJgGc7bNJUZat2bJ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\n+pRu8AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a4344190>"
+       "<matplotlib.figure.Figure at 0x2acbb44ff610>"
       ]
      },
      "metadata": {},
@@ -815,16 +820,14 @@
     }
    ],
    "source": [
-    "options = dict(figsize=(12, 4))\n",
-    "\n",
-    "ds['SHFL'].plot(**options)"
+    "ds['SHFL'].plot(figsize=(12, 4))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can convert the dataset to pandas series object and plot"
+    "We can convert the dataset to pandas series object and plot. This will produce the same plot but formatting of the time labels is altered."
    ]
   },
   {
@@ -835,7 +838,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2b90a7c268d0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2acbb7dd4110>"
       ]
      },
      "execution_count": 20,
@@ -846,7 +849,7 @@
      "data": {
       "image/png": 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/OnSIfBs338wPUr9+nMPXurVzXZs2HO4XaLiSiIhIokn0sO/uAVTYj6/RoxlC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\n5JYNqzwuAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a42f5810>"
+       "<matplotlib.figure.Figure at 0x2acbade54a90>"
       ]
      },
      "metadata": {},
@@ -854,16 +857,14 @@
     }
    ],
    "source": [
-    "ds['SHFL'].to_pandas().plot(**options)"
+    "ds['SHFL'].to_pandas().plot(figsize=(12, 4))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Notice the representation of time labels has changed.\n",
-    "\n",
-    "We can also include the latent heat flux in the same plot."
+    "To visualize sensible and latent heat fluxes in the same plot, the dataset is converted to a dataframe object."
    ]
   },
   {
@@ -874,7 +875,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2b90a7f4b6d0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2acbb7fe6cd0>"
       ]
      },
      "execution_count": 21,
@@ -885,7 +886,7 @@
      "data": {
       "image/png": 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PVuw3bGgc40qVmE4QGspoAtuxAECBAkYhPyDpugQnbBK/9ToNqaFvKy1dDLIrIvadiMlE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\nfYyCfREREREREZE+5v8DUJO9J2z21eMAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a42dc650>"
+       "<matplotlib.figure.Figure at 0x2acbb7e78d50>"
       ]
      },
      "metadata": {},
@@ -893,14 +894,17 @@
     }
    ],
    "source": [
-    "ds[['SHFL', 'LHFL']].to_dataframe().plot(**options)"
+    "fluxes = ds[['SHFL', 'LHFL']].to_dataframe()\n",
+    "fluxes.plot(figsize=(12, 4))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "ploting temerature at 2 meters (T2M)"
+    "Instead of plotting, we can also take a look at the data.\n",
+    "\n",
+    "top five rows"
    ]
   },
   {
@@ -910,28 +914,68 @@
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SHFL</th>\n",
+       "      <th>LHFL</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:00</th>\n",
+       "      <td>8.146858</td>\n",
+       "      <td>-3.025265</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:09</th>\n",
+       "      <td>5.140743</td>\n",
+       "      <td>-2.587417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:18</th>\n",
+       "      <td>5.580678</td>\n",
+       "      <td>-2.725939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:27</th>\n",
+       "      <td>5.569650</td>\n",
+       "      <td>-2.622955</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:36</th>\n",
+       "      <td>6.191970</td>\n",
+       "      <td>-2.816991</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2b90a7f36910>"
+       "                         SHFL      LHFL\n",
+       "time                                   \n",
+       "2013-05-11 00:00:00  8.146858 -3.025265\n",
+       "2013-05-11 00:00:09  5.140743 -2.587417\n",
+       "2013-05-11 00:00:18  5.580678 -2.725939\n",
+       "2013-05-11 00:00:27  5.569650 -2.622955\n",
+       "2013-05-11 00:00:36  6.191970 -2.816991"
       ]
      },
      "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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ma3yXfpmz0LlPPWWVAZ06hTe+1KpVs/n66ZvW/f47DB8enlHdRYusaVznzjm/lqQVuhmS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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a7f51b50>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "t2m = ds.T2M.to_pandas()\n",
-    "t2m.plot(**options)"
+    "fluxes.head()"
    ]
   },
   {
@@ -941,14 +985,59 @@
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SHFL</th>\n",
+       "      <th>LHFL</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 23:59:24</th>\n",
+       "      <td>25.527535</td>\n",
+       "      <td>-1.143051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 23:59:33</th>\n",
+       "      <td>26.024381</td>\n",
+       "      <td>-1.136174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 23:59:42</th>\n",
+       "      <td>26.282030</td>\n",
+       "      <td>-1.135403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 23:59:51</th>\n",
+       "      <td>26.327582</td>\n",
+       "      <td>-1.138894</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-12 00:00:00</th>\n",
+       "      <td>26.183319</td>\n",
+       "      <td>-1.144655</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "time\n",
-       "2013-05-11 00:00:00    283.212119\n",
-       "2013-05-11 00:00:09    283.207816\n",
-       "2013-05-11 00:00:18    283.204736\n",
-       "2013-05-11 00:00:27    283.217462\n",
-       "2013-05-11 00:00:36    283.215609\n",
-       "dtype: float64"
+       "                          SHFL      LHFL\n",
+       "time                                    \n",
+       "2013-05-11 23:59:24  25.527535 -1.143051\n",
+       "2013-05-11 23:59:33  26.024381 -1.136174\n",
+       "2013-05-11 23:59:42  26.282030 -1.135403\n",
+       "2013-05-11 23:59:51  26.327582 -1.138894\n",
+       "2013-05-12 00:00:00  26.183319 -1.144655"
       ]
      },
      "execution_count": 23,
@@ -957,7 +1046,14 @@
     }
    ],
    "source": [
-    "t2m.head()"
+    "fluxes.tail()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Resamplling data to 10 minute frequency."
    ]
   },
   {
@@ -968,22 +1064,27 @@
     {
      "data": {
       "text/plain": [
-       "time\n",
-       "2013-05-11 23:59:24    280.710900\n",
-       "2013-05-11 23:59:33    280.730648\n",
-       "2013-05-11 23:59:42    280.741969\n",
-       "2013-05-11 23:59:51    280.745821\n",
-       "2013-05-12 00:00:00    280.743393\n",
-       "dtype: float64"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2acbb8262e90>"
       ]
      },
      "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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WATNnAoGB+l+HFhUF1KpFKf0HDsg9GsYYYyx3Jk+m2erq1SlAVXeGnkoFfP01\nsGYNZcZNm6be42fFy5f0/H788fMZjSoVjW/1auC332j/j1dFevYM+Osvqr+PjgYqV6ame61a0cfa\nteVtBsgYy1+4QR/LkLExNa85eRI4fTpnx7h6FfjpJ7rTre+BPkC1eytW0FJ8x47JPRrGGGMs586f\np0D/hx8ocO3ShVYEUpeUFKpTX7sW2LhRnkAfoJn4r76izIKzZ4F37z7dJykJGDqUxrphA13bpLf8\nceXKwB9/0IxvUBDw9CmwYwfw5ZeURcCBPmMsP+OZfR0jBNWURUZSQ5LsNI4JCqK6tKpV6YIhv6wz\nKgTQqRPw5AktX2hmJveIGGOMseyJiQHq1aM083Pn6O9ZmzZA/fo0CZDb2uTkZFrHfP9+6mQ+dKha\nhp1jERG0zFpqGV7lylSe17AhbatX06pCu3YB/fvLO1bGGMsqntlnnyVJwPLlwN271Bk3q5KSaJk9\nSaIlbfJLoA/Qc16zhu7qL14s92gYY4yx7PvxRyAkhNLRFQoK8o8epfrkQYNyt/JMQgIFzAcP0jWC\n3IE+QL2KUm/Su7gA/frRRMeKFdSx/8oVKmnkQJ8xxnIuzwT7kiRNliTpqSRJ8ZIkeUiS1EruMWlK\nkybA4MHUsC8mJmuP+fZb4OZN6sKfH9L3P1ajBqU9LlkC+PnJPRrGGGP6yMODuryrm7s7zWQvXkzZ\nealatqR+NCdOUPp9Vpeae19sLAXPZ84AR47o1pK8hoZAnTp082HZMspoCA8HAgLoRkD79nKPkDHG\n8rY8EexLkjQIwHIAPwCoCeA0gBOSJJWTdWAatHgx8PYt8L//Zb6vszPNbP/5J9C8uebHpqt+/JHq\nAKdModR+xhhjTF3276eb8QMH5izozkhsLAXyrVpRv52PdelCNeguLnRjP6t/36KiqN69USPg+nUq\nBejSRX3j1hRJAipW1N+lgxljTJsM5R5AFk0HsEYI4frv/2dLktQNwCQAs+UbluZUrAhMn053uidM\noGVj0nP7NjWhGTOGPuZnBQrQzEi3brRki6Njzo8VG0sphBcvUs3g8+f0GlSs+OFWoQJQvDgt8VOo\nEDcCYowxfeTlRevQN29OQfPvv1PDOHWYPZvK0E6cyPhviKMjTQBMngy8eUNrkDdrBtSs+eljfHyo\nyZ+LCxAfD/TuTUvONWignvEyxhjLO3S+QZ8kSUYA4gD0FkIcf+/zy0CND9ql85g826DvfVFRQLVq\nQNu2dDG2NVHaAAAgAElEQVRgaUmBpakpfT0sjO7YlyoF/PNP2ufzuwEDKFD39QWKFv38vnFxQGgo\nbcHBNPtx4QKVRCQn08xCu3ZUJvD6NQX9z59TQ6GkpA+PJUm0OoCFBW0lSlDDocqVgSpV0v5dsiTN\nzERHU33iu3f0MTKS6ioNDGhTKNL+bWoK2NrSDQXGGNMlKhX1mHn3DjA3/3ArVIjS0osUkXuUORcU\nRDP6pUtTuv3vv9MycGfP0t+H3Lh8mZryLltGs/aZWbOGAnlfX/o7YmFBY2vWDLCyogD/8mWgTBma\nKBg/nj7PGGNMO3StQV9eCPbLAHgNoPH73zBJkr4DMFYIYZ3OY/Qi2E9QJuDrdQew6dwZwDARUCgB\nKQUGRkoYmyqhQgqQYIGhvcugRpkyKGteFmXMy6BMoTKoWKQiChnnz8jwwt2H6PSjE5RmLyApVDA0\nSoGBoQoKoxQYGKZAkoDkBCMkxRsjJckYSDECUoyBFGMUQAlYW1mhqXU5dGpWDq1tyqFogSKQPlrv\nR6WimwMvXlBH4dRgPXWLiqKvPw1Q4smbELxTvgEKBQHmQTAoFIGU582AFy0BkfXlFoyMaFapUyfA\nwYFu9GRntQbGGNOEVauAb76h4D4m5tM08wIFgNGjKVutWjV5xphTCQl0w/3FC6rXt7Ki5es6d6ZG\nul5eQNmyOTt2XBzNtltaApcuZe/9PCqKxnP9OnDjBn0MDaUa98mTgV698lejXsYY0xUc7GfTZ4L9\nGQDGfS7Yb926NSwsLD742uDBgzF48GANjzp37oXcwybPTdjhswNvE96ibvGGMBFFoFIaIiXZAMpk\nQyiTDKFMUqCY1TvESkEIjA5EZGLaYrzGBsboXbM3xjQcA4cqDjBQ6HdUqFQpcdT/KFbfXI1zz86h\nmEkJlJEaQJWigEgxgCpFAVWKAVKUCggBGBorYWCcBIVREhRGyYBBEoQiEe+SQxEUHQSBtN+LAoYF\nUNysOFRCBaVK+clmIBnAUGEIIwMjGCoM6d8KIyQoExAaFwqVSCvulCDBCAWQhDiYG1iiRbFe6Fi+\nDxyqdESp4gVgakoXkioVfUz9d2QkzSidOUPLKkZHU9ZChw7AyJFA9+7prz/MGGOa9PgxdY0fN476\nxqhUFMTGxND7VFQUcOwYlViFhVHH9e+/B5o2lXvkmROClqo7cICy5+zs0r4WEkLLw1WrRk3lDHNQ\nFPnVV8CmTcCdO0CtWrkfa3Q0ZZcxxhjTvKjEKGzZvgX79+1HUkoSklKSkJiSiOioaLy6+wrgYD9r\n8ksaf0xSDPbe2wsnLydcf3UdJQuWxCibURhrOxY1itfI0jHikuPwJuYNAqMDcfP1TWzx2oL7ofdh\nZW6FkTYjMarBKFQvXl3Dz0S7QmND4XTbCeturcPLqJdoVq4ZptpNxYDaA2BiaJKjYyanJONNzBu8\ninr13/Y24e1/gfz7m4FkAJVQIVmVDKVKieSUfz+qkmGkMPov0yL1Y8mCJWGgMIDHaw8cfHgQBx8e\nhH+4P8yMzNClWhd81eQrtK3U9vPjS6Yyg9OngePHgVu3gB496EK7cuUcPWXGGMs2lYpmvV+/pjrx\nggUz3jc+Hti+nZaWffSImtHNnEnvXbp6o3LRIiqh27OHlr772OXL9Py/+45S+7Njxw7qAbBmDc3E\nM8YY013hceG4FXgLHoEetL32QFBM0Cf7WZhYwDzcHK+WcbCfLZIkXQdwWQjx3Xuf8wRwUgjxSYM+\nuYP9+yH3UcCoAKoUrZKl/d183TD1+FSExIagc7XOGG87Hj1q9ICxgXGuxiGEwK3AW9h6Zyt23d2F\nyMRI2Fewx4+tfkTX6l1zdWw5CSFwMeAiNt3ehP0P9kMhKTCk7hBMaTIFtmXyxs2d9z0Me4hDDw9h\n973d8A/3x7Wx19CgdNY6KQkBHDoETJtGKZyzZ9OsmUnO7nMwxliW/fUX8PXX1OekbdusPUalAv7+\nG1i6lHqr/Pab+hrdpUcIWo61RAla1z2rNxYOHqQshF9+AebPz3i/ZcvoPffwYUqdz4rbt2lJvcGD\ngc2bdfdmB2OM5Rdv498iMDrwk+119GvceXMHz949AwAUMS0Cu7J2sCtrh3ql6qFkwZIoYVYClmaW\nKG5WHMYGxpzGnxOSJH0BYCuAUQBuAhgP4GsAdYQQL9PZP9fBfkR8BFx8XLDZazPikuPgWMcRw22G\nZzjLnqBMgJuvG9Z6rMW1V9dgIBlgdIPRmNt2LsoVTr+VflB0EKaemIoDDw6gT60+WNF5BSoVqZSj\n8WYmPjkehx4ewtpba3H5xWV0qdYFyzstR+0StTVyvqxQCRX8w/1x49UN3Hh9A/7h/rC2tEbTck3R\n1KopqhWr9kGtfHBMMLbd2QYnLyc8jniMmsVrYrzteIxqMArFzYrL9jzUJT45Hi23tERkYiRujb+F\nogUy6S74nthY4NdfadascmWaLXJw0OBgGWP52tOnQL16VIu/enXOjjFvHgXS27cDw4erdXj/mTED\n+OMP+re5+adNU42NKesgIYG2+HjaNm9OW9nlc6usCEHr1ru7UxCfWXZVaCjQuDE1ar10iRvrMsaY\ntiUqE+H1xgvXXl7D9dfXce3lNbyM+jCcLFagGPVCK1QGdUrUQROrJrCzskPVolU/6eP1MQ72c0iS\npIkAfgBQGsA9AN8IIa5ksK8tAM+uS7tiyfAlqFeqXpbOIYSA+3N3mjH23Y8UkYLeNXujiGkRuPm6\nITIxEk2smmB4/eFwrOsISzNLBLwLwIZbG+Dk5YSwuDB0rNIRkxpPwsvIl1h4aSGiE6MxtclU/Njq\nx/8CUiEEtt3Zhm9PfwtjA2Os6bYG/a37Z/rDow5CCBz2O4zvTn+HgHcBmNR4Eua1naeVYFkIgasv\nr+LE4xO48foGPF57/NdnwNrSGjUta8I31Bf+4f4AgKKmRdHEqgmaWDXB/dD7OOJ3BIYKQwyoPQDj\nbcfDvoK9Vr5n2vTs7TM02tgILcq3wJHBR6CQsreWn68vpYS6uwP9+1NNqL09LwnIGFMflYr6hQQE\nUJO6nK4SIgR1i3d2ppIkdd+g3LeP0u/nzQPq1gWePaObFM+epW3JydRAsEABCrxNTenf1tbAtm2A\nmVnm53n3jlZLMTGhbvh0jfcppZIarN67B3h6AuXLq/PZMsYY+1h4XDh8Q33hG+qL+6H34RHogdtB\nt5GUkgRTQ1M0LtsYzcs1h20ZW1SwqPBf6a2pYc7vxHKwrwWpwX7pb0vjTeE36F69O2a1moVWFVp9\nsJ8QAi+jXsI31Be3Am/B2dsZjyMeo3qx6hhvOx4jG4xEyYIlAdDM/d9+f2OHzw6ceHwCAGBTyga3\ng26jsElhjGowCpMaT0JNy5r/HT86MRp/XPsDy64tg0JS4PsW36NPrT749tS3OPP0DEbYjMAfnf6Q\nZVY6UZmIv27+hV//+RUKSYF5beZhst1kGBmov32vUqXEft/9WH5tOTwCPVCyYEk0K9cMTco2QdNy\nTWFX1g4WpmmNFCPiI+Dx2gM3Xt/Azdc3cfP1TZQxL4NxDcdhWP1h2ZrxzotOPDqB7ru6Y37b+ZjT\nZk62Hy8EsGsX8PPPdDFevjwwZAg1mqpbV/3jZYypT1wc9eFo0iRrs75CUA+Pp08pLVwb1q4Fpkyh\nxnTt2+fuWMnJtA785cvUBE9da8H7+tL3sFcvYOfO9FPlUy9/1HHP+MED+v7fvUtlVQsWfHoTZMYM\nWrng3DmgTZvcn5MxxliaoOggXAy4iKsvr+J+6H34hvoiODYYAGAgGaBasWpoVLYRmlk1Q/PyzVG/\nVP1cl0ynh4N9LUgN9m/cvAE/Yz8subIE90Pvo2X5luharSseRTyCb6gvHoQ9QExSDADAzMgMfWv1\nxXjb8WhdsfVnZ4xDY0Ox9/5eXAi4gK7VumJw3cEoaJxxZ6LQ2FAsurQIa2+tRVJKEipYVMCGHhvQ\npVoXdT/1bAuJDcEvF37BptubYGVuhT61+qB3zd5oXbF1rgP/qMQoON12wqobq/Ai8gXaV26PGc1n\noEu1Ltmesc5vFrgvwLyL83B86PEc/5wIAVy9SjNNe/cCb98CNjbA0KGAoyPPKjGmay5dAsaMoQ73\nRYtS8Dh6NM0Uf/wnKSqKgtgNGwBvb/qcqyswYIBmx/jsGaXvDx9O672rQ0xMWqO/69eBihVzd7yo\nKAr0jYzoeJ9rHKhOycnAypXA3LnUI2DdOioFAOgG7NCh9PVp07QzHsYY02fBMcFwf+6OC88u4OLz\ni3gY9hAAUKN4DdQvVR91StRB7RK1UbtEbdQoXkMjgX16ONjXgo9r9lVCheOPjuP3y7/jXsg91LKs\nBesS1qhtWfu/H4KKRSpqPAB9/u45zj87jwG1B8DcxFyj58quu8F3scFzAw77HcarqFcoYloE3ap3\nQ++avdGlWhcUNvl0PR8hBOKV8QiLC/tvC48LR1hcGPzD/bHdZzvikuMwuO5gfNv82yw3nWPUz6Dn\n7p649vIaPCd4onLR3LXZT0oCTp6kwP/IESAxkS6G+/enrWpVNQ2cMZZtMTHAjz9S7XuLFlTHfu4c\n1bIHBlJGzujRlJ3z4gUF+Lt3U215z57Al1/SEm6XLwP371OgqQkqFdCxI/DkCaWim6vxz1hwMD13\nY2Nq3FesWM6OIwQwcCAtU+rhAdTI2mI2avX0KTBxIo1h0CB67fr2pffa7du5IR9jjGWHEAIvIl/A\nO9gb3m+84RPiA+833ngU8QgABfftKrVDu0rt0KZSG5QuVFrW8XKwrwVyd+PPy4QQ8HrjhcMPD+Ow\n32F4B3tDISlgYmAClVB9sL2/Fv37TAxMUKpQKQypOwRTm0yFVWErLT8L/fA2/i0ab2oMCxMLXBlz\nBQWMCqjluJGRtO61mxtw4gQ1pWrQgGYEe/QAKlWitZr5gpQxzTt7lurWQ0KAxYspPd7AgL6mVFLA\nuHUrdXtPTqZgtnx5Wtd+7FjA6t+31+BgoHZtqnvfs0f940xOBubMAZYsoTF17Kj+c/j7U8BvbU3n\nyEnzutTu+AcPAn36qH+MWZVaTvXNN0BYGNCwId2MyUoPAMYYy69ik2JxP/Q+vN94wzvYGz7BPvAJ\n9vmvx1dR06KwKW2D+iXro4lVE7St1Fbn4gwO9rWAg331ef7uOc48PYO45DgoJMUnm6mh6X9LTqRu\nZkZmetc4Ty7eb7zRbHMzONZ1xJZeW9T+fY2NpYDfzY1uAMRQVQvMzICyZYEyZehj2bLAyJFUBsAY\ny73ISFqf3ckJaNeOPlb5zGqt4eHAgQP0O9m1a9oNgfft3k39OdzcaBZZXW7fpvKCe/do1Y8ff1Tf\nsT92/Tr1AbC1pVVFsvOec+EC3YSYOZNunOiCsDBg/Xp6/+TSKcbyPiEEllxZgmuvrsG+gj3aVmqL\nhqUbwkCRzptyFilVShhIBnp17RyZEIkHYQ+obDr0AXzDfPEk4gmMDIxQyLjQh5tRIYTFh8En2AeP\nwh9BQEAhKVCzeE3UL1UfNqVs6GNpG1iZW+n894mDfS3gYJ/pkx3eOzDi0Ais7LwS05pprtgzPp4a\ngwUGpm1BQfTR35+CDScnqjtljOVOmzaAlxetNz9+vHpWzBCC1oa/coUa1Fla5u548fFUUrBsGdXp\nb95MQbim/fMPlSb4+wMTJlCzu8xKE169orHVr08lS4aGmh8nYyx/UQkVpp2YhtUeq9GifAt4BXkh\nXhkPCxMLtK7YmlLJK7dD/VL1My0NFkLg7NOz+PPmnzjmfwwKSYHCJoVhbmJOH43pY+OyjTHCZkSG\nS39rkhACscmxUKqUn2xJKUkIjgnG6+jXeB31mj5Gv0ZgdCCevn2KwOhAAIAECZWLVoa1pTWqF6sO\nlVAhJikGMckx9DEpBtGJ0bAwtUgL6kvZoHaJ2mrLaNU2Dva1gIN9pm9mnpmJZVeX4bDjYfSs2VPr\n54+PpxrU7duBb7+lVF6+mGYsZ+7cobTu/fspOFenN2+AOnVoibfdu3N+nEuXqFQgIIAazn3/PTW8\n05bkZOr6P3culRTNm0fLir4/hogI4Px5KoX4+2+6YXL7tuZ6FjDGgMcRj7Hq+iqUKlQK1pbWsC5h\njWrFqmmt+ZlcUlQp+PLol9jitQXre6zHhEYTkJSShJuvb/7XIO7qy6tIUCagTKEy6F69O3rU6IEO\nVTqgkHHa0hyxSbHY4bMDf974Ew/CHqB+qfoY02AMjA2MEZ0UjajEKEQnRiMqKQrvEt7hwrMLiEyM\nRPNyzTHSZiQG1R2EIqZFNPIcQ2JD4PHaAzdf34RHoAc8Aj0QFheW6eMKGReClbkVrApbwcrcChUt\nKlJvtH8b45kZ5a/6JQ72tYCDfaZvVEKFga4DcfLxSVwafQm2ZbT/cy0E8OeftHxU27bU4b+49leN\nZCzPmzSJavCfP9dMAJ3a+T0nNxOEoMB++XKqn9+8GahVS/1jzKrQUOCXX4CNG6nZ3g8/0Iz/mTO0\nVr0QQM2alL4/daq8Y2VM3+27vw/jjoxDAaMCUKqUiIiPAJC2rJl1CWuMaTBGlkkJTUpOScaow6Ow\n594ebOu9DcNthqe7X4IyAVdfXsXxR8dx1P8o/ML9YGxgjHaV2qF79e54EfkCTl5OiEqMQp9affB1\nk68zXQEsPjkeR/yOwNnbGaeenIKRwgi9a/XGmAZj0Klqp1yltCenJOPUk1PYdXcXrry8gheRLwAA\nlmaWsCtrB7uydqhpWRMmBiYwVBh+spUsWBJWha3SbeKdn3GwrwUc7DN9FJcch7bb2uJ19GvcGHcD\n5QqXk2UcFy5Qt2tzc+DQIa7jZyw7YmKoB8a0aVT/rglCUPf3a9eoO3920vkfPaKgeu5casiXXm8A\nOXh7U7O7ixeBkiUpuE/duBaeMc1KUCZgxqkZWHtrLQbVGYSNPTfC3NgcoXGheBD6AA/CHuBB6APc\neH0DHoEecOrphNENR8s9bLVISkmCo5sj/vb/G7v67cLAOgOz/NjHEY9xzP8Yjj46CvcAdxQ0Lojx\ntuMxxW4KKhbJ/hqjQdFB2Hl3J5y9nXEv5B7sK9hjeaflsLOyy9Zx7ry5g+3e27Hz7k6ExIagXsl6\n6Fy1M+ysKMCvVKSSztfF6zIO9rWAg32mr97EvEFTp6YoaloUl0Zfkm0Jx4AACib8/IAtWwBHR1mG\nwVies2kTlcQ8ewZUqKC58wQFUTp/587ZS+dfswaYPp1S5AsVynx/bRICeP2abpaoo8cBYyxzjyMe\n4wvXL+Ab6otVXVZhQqMJGQaCKqHClGNTsN5zPf7s8ie+avqVlkerXvHJ8ei/rz/OPTsHt4FuucpY\niEmKgaHCEKaGOVhm5CNCCJx6cgrfn/ke90LuYUi9IVjUflGGNxCEEHjy9sl/GQI+wT4oYVYCQ+sN\nxcgGI3lpbDXjYF8LONhn+uxeyD203NISrSq0wmHHwzBUyFM8HxdHjcV27aJO3atW6V5wkNc8e0a1\nxykpFNioVPQxdUtIoP4JH2+mpjQbW6sWbdWrAwXyZl8brYmOplUntD1z3bgxULo0cPSo5s+1cycw\nbBidq3v3rD2mVy8gKopm0Blj+ZvrfVeMPTIWpQqVgutA1ywFhUII6jN0bRl+a/8bfrL/SQsjVb+g\n6CAMPTAU119dx2HHw3Co6iD3kD6RokrB1jtbMefCHLyNf4tpTafhJ/ufUNikMB5FPMLFgItwf+6O\niwEXERgdCGMDY/Sq2QsjbUaic9XOMDLQYiOWfISDfS3gYJ/pu9NPTqPbzm6Y2Hgi/ur6l2zpVkLQ\nzP7XX9Ns286dQJMm6jt+cDAtI7Z3LzXsmjGDapD1cVbPxYUakCUmAsbG1JTs483UlIL49zczM1pC\n0c+P6psB2rdSJZrZXbiQSy0+FhBAa9ID9LFuXeo2n/qxTBn6HqrbrVuAnR1w5AjQUwslrULQ+SpX\nBlxdM98/KYn6cPz0k2aX12OM6S6VUOHCswvY4LkBrr6u/6XtZ6cuWwiBX//5FXMvzsWslrOwqMOi\nbF+n7Lm3B4suLcKSjkvQtXrXLD0mOSUZUYlRKG6W84ZCKaoUrL+1Hj+d/wkmBiZw+8INrSu2zvHx\ntCEmKQZLryzF0qtLYWZkBiMDI7yJeQMDyQC2ZWzRtlJbtKnYBq0qtIKFqYXcw9V7uhbsQwihdxsA\nWwDC09NTMKavNtzaIDAP4vvT34uohChZx+LvL4SdnRAGBkL8+qsQSmXOjxURIcTmzUI4OAihUAhh\naChE165CdOhA89u1agnh7CxEUpL6xi+nyEghhg2j5zZsGP0/p8LChLhyRYgtW4SYOVOIOnWEMDcX\n4tQp9Y1XH4waJUSpUkIsXy7E6NH0s2tmlpZD0bevZs47bpwQ5cvn7vcju377TYiCBYWIi8t834sX\n6fnzn07G8p9nb5+JuRfmioorKgrMg6j5V03h5OkkVCpVjo+5/OpygXkQU49NFSmqlCw/7n7IfWH2\nm5kovay0wDyIUYdGiYi4iAz3T1GliD1394gqq6oIxXyF6Le3n7j8/HK2x+4Z6CnsNtoJzIOYcGTC\nZ8+pi15FvhLfnPhG/HDmB3Hc/7iITMjFBQXLMU9PTwFAALAVOhAX88w+Y3nY4kuLMc99HgqbFMas\nlrMw2W6ybOuSJifTmtyLFwPNmwM7dtCMIkCz1cHBVEf85g3NQEdHf7qFhADu7oBSSeuQDx5MM/mp\nDcauXwcWLaJU90qVqDP3qFE0452R2Fg6X+oWEkIh3dChNIMupxs3gCFDaEzr1lHKtTrFxFA/hZMn\nqZv5mDHqPX5e9PAhZTysXAl89V45qUpFZRT79tHMto8PzfKrS2QkYGUFzJxJ3eW15cEDyl74+2+g\nR4/P7/vTT4CTE/2O6mP2DGPsQ/HJ8Tjw4AC23tmKc8/OoZBxITjWccTohqPRvFxztWQNbvTciIlH\nJ2Jkg5Fw6ukEA8Xna6dik2LRxKkJJEi4Me4G9t7fi+mnpqOgUUFs6LHhk7r5C88uYObZmbgVeAs9\navRAx8odsd5zPR6GPUQTqyaY3mw6+lv3/2zKenRiNH658Av+vPkn6pSog/U91qNF+Ra5fu4sf9K1\nmX0O9hnL415GvsTCfxZiy50tKGFWAj+3/hnjbMfJtubtpUvA8OHU4Kt8eQrw3779dL+CBamj//ub\nhQXQrh3wxRdUFpARHx8K+vfto7RjS0uqc1cqaUv9d3Q01bSnp08ferw21w5PlZIC/O9/FPTZ2lLf\ng6pVNXMupZLKLNatA37+GViwQDMp6nnFoEHUpf7RI8DE5NOvJydT47x+/ahZnbqsXUuvw/PnFPRr\nixDUx8HengL5z2ncmJax27lTO2NjjGmfEAIegR7Y6rUVu+/tRmRiJNpUbIPRDUZjQO0BKGhcUO3n\n3OmzEyMPjUQ/635w6efy2euTMYfHYO/9vfAY74HaJaje6lXUK3x59Escf3Qcw+oPw6ouq/A66jVm\nnZuF44+Oo4lVEyx1WPpfur1KqHDy8Un8ce0PnHt2DuULl8cUuymoYFEBscmxiE2K/eDj/gf7EREf\ngXlt5uGbZt9wLTvLFQ72tYCDfZYfPYl4gvnu8+Hi44IKFhXwk/1PaFepHaoWqwqFpN1pushImuGP\nj6dmZGXKfPjR0lI9jdH8/YFt2yhzwNCQjmlomPbvQoWAEiU+3CwtgbNnaTWBnj2BPXu0G/DfuUPL\nrl26BMyaRdkQmj6/EMDSpZQJMWwYrZ0ud1aDHO7cARo2pI7448ZlvN8vvwArVgCBgXQTKreEABo0\nAKpUAQ4ezP3xsuuHH4CtW+nGW0a/d6GhQKlStN/IkdodH2NM80JiQ+Di44ItXltwP/Q+yhUuh5E2\nIzGqwShUK1ZN4+c/9PAQBrkNgkMVB7gOdE03C9H5jjNGHR4F5z7OGGEz4oOvCSGww2cHpp2cBgkS\n3iW8Q9ViVbGo/SIMqD0gwywE7zfeWHljJXb67ESyKhkAUMCwAAoaF0RBo4IoZFwIdUvWxZKOS3K0\nHB5jH+NgXws42Gf5mW+oL+ZenAs3XzcAgJmRGeqVrAebUjaoX6o+bErboIlVE9lm/nXF338D/fsD\nvXvTzLqmA+5Xr2hmfft26py/bh1lMWjT3r3AiBFAy5bAgQNAkSLaPb/cevakNH5f38+/3i9fUpnI\nmjW0TF5uXb9OpS0nTgBduuT+eNl17RrQogXdYGrVKv19du+mkpLAQLopxxjTD+Fx4Zh1dha2eW+D\nQlKgT60+GNNgDDpW6ZhpSr26nX5yGn329EGzcs1w2PHwB8sH3w+5D7tNdnCs64gtvbdkeIyg6CAs\nvrwYNYrXwIRGE7J8LROXHAeVUMHMyEzrEyAsf+FgXws42GeM7uJ7v/GGT7APvIO94R3sjQehD5Cs\nSkZTq6Y4MfQEihYoKvcwZXX4MDBgAKVs79xJGQHqFhVFKfvLl9Ms8fz5NKssR/kAQAFf796Usn36\ntDxjkENqwL1zJwW1menbF3j6lLIBclv2MGoU9aJ48kSeWniVispihg0Dli1Lf59RowAvL8DbW6tD\nY4xpSOpM+IzTM6BUKTGn9RyMtBmZq0716nDp+SV039UddUrWwfEhx1G0QNEP6vRvjr8JMyMzWcfI\nWG7oWrDPt7YY01MlC5aEQ1UHzGgxA9v7bof3RG/E/BSDcyPO4XHEY7RzboeQ2BC5hymr3r2pbv/A\nAeozoFSq79hKJc3eV6tGgf6MGcDjx8CkSfIF+gDVbq9dC5w5QzPc+cXs2bS0nqNj1vafNIl6Q1y9\nmrvzvn1LGRXjx8vX9E6hoJ/1Q4eopOBjQtCNn06dtD82xpj6+YX5ocP2Dhh5aCQ6Ve2Eh1Me4tvm\n38oe6AOAfUV7nBtxDv7h/v9dh0w9MRUB7wLgOtCVA33G1IyDfcbyEWMDY7Sv3B7uo9wRHBuM1ltb\n41XUK7mHJau+falu39WVUtzVEfA/fUpB9ZQpQLdu1Axu4UKgcNaXKdaofv2AkiWB9evlHol2nD9P\n2/nJcC8AACAASURBVK+/Zj3g7tiRmiauW5e7c+/YQT9Tcq+E0KcPZRbcv//p1+7do3r+zp21Py7G\nmPokKBMw7+I81F9fHy8iX+DUsFPY2W8nShUqJffQPmBnZQf3Ue54E/MG9dfVx7Y727Cu+zpYl7CW\ne2iM6R0O9hnLh+qUrINLoy8hXhkP+632ePr2qdxDklX//lSzvG8f0LUrLVeWE0JQTb6NDS01eOUK\nNRAsV06tw801Y2Ng7FjA2ZmWJtRnQtCsvp0dzW5nlUJBs/uurtS8LqfnXr+eAu3SpXN2DHVp357K\nSA4d+vRrp04BBQpkXM/PGNNtQggc8TuC+uvqY9GlRfi+xfe4O+kuOlXV3XSduiXr4tLoSzAzMsPE\nRhM/acjHGFMPDvYZy6eqFauGS6MvwUhhBPut9ngQmsMIV08MHAgcPUqz8vXq0TJpERFZf/zbt8Dg\nwdTJvH9/qvVu3lxz482tCRNoacLdu+UeiWYdO0b1+gsXZr/2ftQoesyWjHtFfda5c3Tj6Msvc/Z4\ndTIxoSyT9FYDOH0aaNMGMDXV/rgYY7lzK/AW2jm3Q+89vVGxSEXcmXgHC9svTLfbva6pXrw6Hn31\nCGu7r5V7KIzpLQ72GcvHKlhUwD+j/0GxAsXQeltreAV5yT0kWXXpQmnOv/1GS5BVrw6sXp15ar+7\nO83mnzpFJQHbtulOyn5GKlWi4G/duvTruPWBSkUrILRuDTg4ZP/xxYsDgwYBGzYAKSnZe6wQwJw5\nlFHQoUP2z60JffoAt28DL16kfS4uDvjnH07hZyyveRH5AsMODIPdJjuExYXhxNATOD3s9H9r0+cV\nBgqDDJfNY4zlHgf7jOVzpQuVxsWRF1GpSCW0dW6L3Xf1fKo3E6amtC75o0dUz//11xTI791Ly/W5\nuNCSbIsW0X5Dh9ISelWqUCfzQYPkfgZZN2kSBX8eHnKPRDMOHKDX5Lffct5Rf9Ik4NkzupGTHbnJ\nKNCUrl2pOeThw2mfu3QJSEzk5nyM5RUxSTH48eyPqPFXDZx9ehYbe2zEnYl30KVaFw6aGWOf4KX3\nGGMAgKjEKHx59EvsubcHg+sOxtrua1HENJ8txJ6O27eBb76hoCiVkRFgYZG2DRpE3fYNtLtkca6l\npFATunbtKJNB3zg6UlnGzZs5P4YQQKNGgJUV3ezJCpUKsLWln42LF3Un2AcoeyU5mUoMAODbb6kv\nwYsXujVOxtinhBDot68fTj0+he9bfI/vW36PQsaF5B4WY+w9vPQeY0wnFTYpjN39d2Nnv504/ug4\n6q+rj4sBF+UeluxsbSlN/9kz6lgeF0czoaGhtJSepycwc2beC/QBGvOXX1LpQXb6E+QFQtDr1r59\n7o4jSTS7f+wYEBCQtce4ueU+o0BT+vSh70vq633qFM3q69o4GWOfcvV1xaGHh+DSzwXz283nQJ8x\nlikO9hljHxhSbwi8J3qjStEqaO/cHjPPzESiMlHuYclKkqjGvXRp6lquT4HR2LE0w+/sLPdI1OvR\nI+DNG2o8l1tDhlAn+40bM99XqQR++YVm0HWxu32vXvR6HzsGvHoF+PpyvT5jeUFYXBimHp+K/tb9\n0c+6n9zDYYzlERzsM8Y+UbFIRZwbcQ6/d/wdK6+vRFOnpvAL85N7WEwDSpak1QPWr9evRn3u7rR8\nXsuWuT9WwYK0ysLmzZTV8TkuLoCfH9Xq66KyZYGmTWkJvtOn6caVrjQQZIxlbPqp6VCqlFjdbbXc\nQ2GM5SEc7DPG0mWgMMDMljNxY9wNJCgT0Gprq3zfrV9fTZoE+PsD58/LPRL1cXenEgx1rYoweTIQ\nHk59AOLi0t8nKQmYPx/o14/q/HVVnz7AyZPUqM/OjlYdYIzpruOPjsPFxwUrOq9A6UKl5R4OYywP\n4WCfMfZZDcs0xJUxV1CpSCW0c26Hqy+vyj0kpmb29kCdOrQMnz4QghrjtW2rvmPWqpU2G96+PRAS\n8uk+Tk7A8+fAggXqO68m9O1LNyyOHOEUfsZ0XWrz3M5VO2OEzQi5h8MYy2M42GeMZaq4WXGcG3EO\nNqVt4LDDAWefnpV7SEyNJAmYOJGC2cBAuUeTe0+fAq9fq6de/309elDGQEAA0Lw5ZUOkio+n1P2h\nQ+nGiS6rWZNuXgC85B5juu6HMz/gXcI7bOixgZfWY4xlGwf7jLEsKWxSGCeGnkDriq3RfVd3HH54\nOPMHsTxj+HDAxIRmp/M6d3e6gaGJBnmNGwPXr9P3qnlz4MoV+vzatbRCw7x56j+nJgwYABQrRvX7\njDHd5B7gjvWe6/F7h99RsUhFuYfDGMuDONhnjGWZmZEZDjseRq+avdB/X3/s9Nkp95CYmlhY0Kz0\nxo3UUT4vc3cHGjQAihTRzPErVaIgv149am63dSvw++/AmDFA1aqaOae6zZ4NeHkBRkZyj4Qxlp64\n5DiM+3scWlVohUl2k+QeDmMsj+JgnzGWLcYGxtjdfzdG2IzA8IPDseHWBrmHxNRkwgRKf3d3l3sk\nuePurv4U/o8VLUpr1PfvT0F+dDQwZ45mz6lOpqZAhQpyj4IxlpG5F+biZeRLOPV0gkLiy3XGWM4Y\nyj0AxljeY6gwhFMvJxQyLoRJxyahevHqaF+5vdzDYrnUqBFQqhRw5kzeXY4tIICa5KmzOV9GTEyA\nHTsAGxvq+l+unObPyRjTfyuvr8Sya8uwpOMS1LSsKfdwGGN5GAf7jLEcUUgKrOi8Ar6hvhh2YBi8\nJ3qjRMEScg+L5YIkAR07AmfzcP/F1Hp9e3vtnE+hAGbO1M65GGP6TQiB+e7zMd99Pma1nIXvW3wv\n95AYY3kc5wUxxnLMQGGAHX13QKlSYuShkVAJldxDYrnUsSNw+zatKZ8XubtTLX2xYnKPhDHGsk4l\nVJh+ajrmu8/H4g6LsbjjYu6+zxjLNQ72GWO5Usa8DJz7OOPE4xNYeX2l3MNhueTgQOvUnz8v90hy\nRhv1+owxpk5KlRJjj4zFnzf+xLru6zCr1Sy5h8QY0xMc7DPGcq1r9a6Y0XwGZp2dhVuBt+QeDssF\nKyvA2prq9vOaV6+Ap0852GeM5R2JykR84foFdnjvgEs/F0xsPFHuITHG9AgH+4wxtVjUYRFsStvA\n0c0RUYlRcg+H5ULHjhTsCyH3SLIndRWB1q3lHQdjLG8IjQ1FRHyEbOd/FfUKPXf3xInHJ3DI8RCG\n1Bsi21gYY/qJg33GmFqkLskXHBuMSccmQeS1SJH9x8GButo/fSr3SLLH3R2oUwcowX0iGWNZMMB1\nAPrt7aeVcwkh8CD0ATZ6bsTwg8NReVVllF9RHtdfXceJoSfQo0YPrYyDMZa/yNqNX5KkAADvr/Qr\nACwRQvz03j7lAawF0A5AHIDdAGYIIZRaHCpjLAuqFauGDT02YOiBoXCo4oBRDUbJPSSWA23aAAYG\nNLtftarco8m6ixfpRgVjjGXmbfxbXH5xGSqhgleQFxqWaaixc313+js4ezsjLC4MCkmBhqUbok/N\nPrCvaI82FduguFlxjZ2bMZa/yb30ngDwM4BNAFJbjsakflGSJAWA4wACANgCKA5gx79fnqa1UTLG\nsmxIvSE48/QMphyfAruydqhTso7cQ2LZVLgw0KwZLcE3MY+UjwYFAY8eAQsXyj0SxlhecO7ZOaiE\nCpZmlvjz5p/Y2nurRs5z4dkFLL+2HFPtpqJnzZ5oXq45zE3MNXIuxhj7mC6k8ceI/7N33+FVVVkf\nx78nPSGNTkJCC70LIUAAQZqgAsrYUBEQxzIWbDOWUSljGUdfAbHrjIogihVsCIKU0AlKQugIJKEk\ngUBCejvvH5cgCOn35lyS3+d58kTu3WfvJY9C1t17rW2aKaZpJp/5yjrnvSuBNsAE0zT3mKa5HngU\n+KthGL6WRCsiZZozcg5hdcMYMncIO1J2WB2OVMLQobaO/IWFVkdSPqrXF5GKWLJvCR0bduTvkX/n\nk9hPSM5MtvsapmkydeVUegb15LWRrzE8bLgSfRGpVs6Q7D9hGEaqYRh7DMN43jAMj3Pe6wPEmKZ5\nbveUFYAX0LNaoxSRcvP18GX57ctpVKcRV3x0BduTt1sdklTQsGFw8iRER1sdSfmsWgXt20OTJlZH\nIiLOzjRNluxbwpVhV3JnjztxNVx5Z8s7dl9n+YHlrIlfw4wrZmAYRtkPiIjYmdXJ/svAWKAvMB2Y\nDHx4zvtNgGPnPmCa5mlstfv6kU7EiTWs05AVE1YQ5BvEFR9dQUxSjNUhSQVERICfn+0o/6Vg1Spd\nuSci5bMjZQeHTx9mROsR1POux+3dbufNLW+SV5hntzVM0+TZX56ld9PejGw90m7ziohUhN2TfcMw\nphqGUVTKV6FhGD0ATNN80zTNDaZp7jZNcz5wB3CTYRjBZSyjNt8il4AGPg1YMWEFof6hDP5oML8d\n+83qkKSc3N1h0CBbkz5nl5QEO3cq2XdGuQW5ZOVnlT1QpBot2bcEbzdvLm9uq/t5IOIBjmUc44sd\nX9htjZ/2/8T6xPXa1RcRSxn2vh7LMIx6QIMyhh00TfOCj08Nw2gIJAGRpmluMAxjOjDSNM2Ic8b4\nAunAFaZpriohhh5A9OWXX05AQMB5740bN45x48ZV6N9JRKrmZPZJhs8bzv7U/fx8+8/0COphdUhS\nDnPmwGOPQWoq1KljdTQl+/xzuPFGOHwYgsv6qFiq1V8W/oW9J/YSfVc07q7uVocjAsCwj4fh5uLG\nj7f+eN5r6bnpbLxzY5XnN02TiPcj8HT1ZM2kNUr2RWqoBQsWsGDBgvNeS0tLY/Xq1QA9TdPcaklg\n57B7N/4z9fWpZQ68uO7Ydu0Tz/x6PfC4YRj1zqnbHwLkAGVWks6cOZMePZRUiFitrnddlo1fxpXz\nrmTI3CEsvW0pvZr2sjosKcPQoZCXB2vWwIgRVkdTslWroHVrJfrOZu+JvXy18ysA3ol+h/sj7rc4\nIhHIzMtk9aHV/Gfof857fUrvKYxaMIoNiRvoE9KnSmt8t+c7thzZwvLblyvRF6nBLraJvHXrVnr2\ndJ7WcpbV7BuG0dswjHsNw+hgGEZTwzDGAO8Di0zTLE72lwK7gQ8Mw2hnGEZf4BXgXdM0M0qYWkSc\nUKBXIEtvW0r7Bu0Z8MEAnlr+FKdzT1sdlpSifXto2tT5j/KvWmUrORDn8vqm12ng04Dbut7G1JVT\nSc2u7D6AiP2sOrSKvMI8RrQ+/xPMq9pcRVjdMGZvnF2l+U3T5NmVzzKw+UCuaHFFleYSEakqKxv0\n5QGTgA3AAWA28Clwa/EA0zSLgKsBA9tO/mLgO+Dv1R2siFRdgFcAy29fzj/6/YOZG2bS9vW2fPDr\nBxSZRVaHJhdhGLbd/dKa9BUV2e63t0pmJmzfDpGR1sUgF0rPTeeD3z7g7p538/Kwl8krzGPGqhlW\nhyXCkn1LaBHYgrb12573uovhwgMRD/DFji84nH640vN/s+sbfjv2G9MHTdeuvohYzrJk3zTNX03T\njDBNM8A0TQ/TNFuYpvm4aZrZfxqXaJrmaNM0fU3TbGia5sOmaeZbFbeIVI2Puw8zrpjBrvt2MbD5\nQO5YfAcR70UQFR91wdjMvEy2HdvGFzu+YNuxbRZEK8OGQUyMrQnen+Xnw/jx0LatdV37d+ywfe/S\nxZr15eI++PUDsguyuTf8Xpr4NuGfA/7JG5vfYPfx3VaHJrVc8ZV7F0vEJ102CW83b97a8lal5i4y\ni5i6cipDWg5hYAt1DBUR61l99Z6I1FLNA5vz6fWfEjXJluQP+GAAf1n4F/66+K8M+nAQTV9tiu+L\nvnR/pzs3fH4Dff7bh82HN1scde0zdKjt+5+T+exsGDvW1hyvdWt49FEoLKz++OLibN87dKj+teXi\niswi5myaw/Udr6epf1MAHurzECH+ITy27DGLo5Pa7PeTv7M3de8FR/iL+Xv6M6n7JN6JfoecgpwK\nz//lji+JTY5lxhU6xSIizkHJvohYql+zfmz66yY+GPMBcclxRB+NprFvYyZ1n8SHYz5k7R1rSXw4\nke5NujPm0zFVOl4pFde4sW3X/Nxk//RpuPpqWL4cvv0W5s2z7f7PnVv98W3fDq1aOfdtAbXND3t/\nYP/J/UzpPeXsa15uXrw87GW+2/MdS/cvtTA6qc1+2vcTbi5uDG45uMQx90fcz4msE3wS+0mF5i4s\nKmTaqmmMaD2CyFDVFYmIc7D71XvOoPjqvejoaHXjF6khjmUco9d7vWji24TVE1fj7e5tdUi1xqOP\nwmefQUKC7Rq+kSNh9274/nvo39825uabbV379+yp3sR75Ehwd4fFi6tvTSnd8I+Hk5abdsEVZqZp\nMvDDgaRmp/LbPb/h5mL3C4FESjXm0zGk5aSxcuLKUsdd88k1JKQn8Nvdv5W77n5ezDzGfz2ejXdu\nJKJpRNkPiEiNdE43fqe4ek87+yJySWji24RFNy8iLjmOyYsnUxM/qHRWQ4fa7rBfuRIGDoQDB+CX\nX/5I9AFefBGOH4dXX63e2OLioHPn6l1TSrYjZQfLfl/GgxEPXvCeYRjMvHImO1J28F70exZEJ7VZ\nXmEeKw6s4MqwK8sc+3Cfh4lJiuHrXV+Xa+6cghz+ueKfXNf+OiX6IuJUlOyLyCWjR1APPrr2IxZs\nX8CLUS9aHU6tcfnltt3zK6+EU6dsO/h/PjTVsiU8+CC89BIcPVo9caWl2U4bdOpUPetJ2V7b+BpB\nvkHc0OmGi77fM7gnE7pP4JlfnuFUzqlqjk5qs3UJ68jIyyixXv9cQ1oN4ao2V/Ho0kfJzs8uc/yc\njXM4cvoI/x76b3uEKiJiN0r2ReSSckOnG5g6cCr/XPFPvt5Zvl0XqZo6dWy7+82aQVQUtG9/8XFP\nPQWenjB1avXEVdyJX8m+cziZfZK52+Zyb/i9eLh6lDju+cHPk1OQw79W/asao5Pabsm+JTSu05hu\nTbqVa/zMK2dyOP0wr6x7pdRxJ7JO8Pya57m7590XXOcnImI1Jfsicsl5duCzXN/xesZ/PV5X8lWT\nzz+3HZlv0aLkMXXrwrPPwn//a2uc52jbt4OLS8kfPkj1en/r+xSahdzV865SxwX7BfNk/yd5bdNr\nHDp1qJqiE6vMj5lP2Gth/O/X/1FYZMGVHWcs2beE4WHDcTHK96Nv2/pteajPQ7wY9SLxafEljntu\n9XO2K/cGVtOnnCIiFaBkX0QuOS6GCx+O+ZC29dsy+tPR7EzZaXVINV6dOrZd+7Lce6+tO/7f/+74\nmOLibNf+eXk5fi0pXUFRAa9vfp1xncfR2LdxmeMf7P0gBgbf7vm2GqITK32580tSMlOYvHgyPd/t\nyfLfl5c6ftfxXTyz4hleXW+/BiBHTx9lW9K2ch3hP9fTlz9NgFcA/1j2j4u+vz91P29sfoMn+j9B\nwzoN7RGqiIhdKdkXkUtSHY86LLp5EZ6unnR7uxvPrHimXLWV4lgeHra6/SVLYKmDb1hTcz7nsXj3\nYuLT4nmw94WN+S7Gz9OP/s36s2TfEgdHJlYyTZOo+Cim9J7C+snr8XH3YejHQxm1YBS7ju86O+5Y\nxjFmbZhF+LvhdHijA/9e+28e//lxUrNT7RLH0v1LMTAY1mpYhZ7z9/TnpaEv8VncZ6w6uOqC959a\n8RSN6jTioT4P2SVOERF7U7IvIpes0IBQYu6N4Yn+T/DS2pfo8lYXlu1fZnVYtd5119k69f/971Do\nwFO727erXt9ZzN44m/7N+tMjqPzX3Y5oPYJfDv5CTkGOAyMTK+1N3UtKVgr9m/WnT0gf1t6xloXX\nLyQuOY7Ob3bmzsV3MnL+SJq+2pR/LPsHzQKa8eWNX7L3gb0UmUV8tfMru8SxZP8SwoPDK7X7flvX\n2+gT0ocHlzxIQVHB2dc3Jm5kYdxCnhv8HD7uPnaJU0TE3pTsi8glzcvNixlXzGDbPdsI8Q9h+Lzh\n3PrVrSRlJFkdWq1lGPDKKxATAx9/7Jg1TpyAY8e0s+8MEtISWH1oNff1uq9Cz41oPYKs/Cyi4qMc\nFJlYLSo+ChfDhb6hfQHb9Ys3dLqBnfft5N9D/823e74lIy+Dt65+i2OPHeOrm75ibIextAhswaAW\ng/gs7rMqx1BYVMjS/UvLdeXexbgYLrw24jVikmJ4N/pdwHZi4bFlj9G1cVfGdx1f5RhFRBxFyb6I\n1AgdGnbglwm/8MGYD/hp30+0f6M9b2x6g/zCfKtDqxDTNK0OwS5694bBg+Er+2zMXSAuzvZdO/vW\n++3YbwD0C+1Xoee6NOpCkG+QjvLXYFHxUXRt3BV/T//zXvd08+SxyMdIeiyJNZPWcFfPu6jnXe+8\nMTd3upkVB1ZU+YPbDYkbSM1OrXC9/rl6Ne3FHd3v4OkVT3Mi6wSLdi8iKj6Kl4e9jKuLa5XiExFx\nJCX7IlJjGIbBxO4T2XX/Lsa2H8sDPz5Al7e68M2uby6JJPpfq/5F0P8F8d2e76wOxS4iI2HjRnDE\nb31cHLi5QZs29p9bKiY2OZZAr0BC/EMq9JxhGIxoPULJfg0WFR9F/9D+lXp2bIexuBgufLHjiyrF\n8EnsJ4T4h5w9XVBZLwx5gUKzkCeXP8njPz/O8LDhDA8bXqU5RUQcTcm+iNQ4DXwa8N8x/2Xr3Vtp\nFtCM6z67jss/vJwNiRusDq1Emw9vZvqq6fh6+DJqwSju/+H+S77hYEQEJCdDfMm3VlVaXBy0a2dr\nCCjWikmKoWvjrhiGUeFnR7QeQVxKHAlpCQ6ITADikuPYe2Jvta+blJHE3tS99G9WuWS/vk99hocN\n59O4TysdQ35hPgt3LGRc53HlvnKvJI19GzNt4DTe2/oee0/s5eVhL1dpPhGR6qBkX0RqrO5NurN0\n/FJ+uu0n0nPT6fvfvtzw+Q3sS91ndWjnySnIYeKiiXRv0p2d9+3k9ZGv899f/0uv93oRmxRrdXiV\nFhFh+75xo/3nVnM+5xGTFEPXRl0r9ezQVkNxMVz4af9Pdo5KwJbsDp83nK5vd+V/v/6vWtdem7AW\ngH7NKlbeca6bO91MVHxUpT8MWvb7Mo5nHefWLrdWOoZz3R9xPz2CenBv+L10bVy5/+ZFRKqTkn0R\nqfGGhw1n611b+XDMh2xI3EDnNzsTkxRjdVhnTVs5jX2p+/jw2g9xd3Xnvoj72PzXzRiGQa/3evHa\nxtcuiTKEP2vcGJo3h02b7DuvadqSfTXns15OQQ57TuyhS+MulXq+nnc9ejftrWTfQb7a+RVHTh9h\nROsRTF48mUmLJpGVn1Uta0fFR9EisEWFyzvONab9GDxdPVkYt7BSz8+PnU/Hhh3tlpi7u7qz8c6N\nvH7V63aZT0TE0ZTsi0it4OriyoTuE9h9/25C/EN4esXTVocE2JpHvbzuZaYPmk7nRn9kr50bdWbz\nXzdzd8+7mbJkCld/crXd7pyuTr17239nPznZ1o1fO/vW25myk0KzsErJ1IjWI1i2f9l515qJfczZ\nNIdBLQbx9U1f8+GYD/ls+2f0eb8Pu4/vdvjaUfFRlT7CX8zf05+r2lxVqa78mXmZfLPrG27tcmul\nSkxK4ubiZtf5REQcScm+iNQqPu4+zLhiBt/u+Zb1CestjSU7P5uJ30wkPDicxyIfu+B9LzcvZo+c\nzQ+3/MCGxA3cseiOS26Hv3dviI6GfDteiqBO/M6j+ITMuR9UVdSI1iNIy01jY6ID6j1qsV+P/sra\nhLU8EPEAABO6T2DTXzeRV5hH+Hvhld4tL4/MvEy2Ht1a6eZ857q5881sPrKZ/an7K/Tcot2LyMrP\nYlzncVWOQUTkUqVkX0RqnZs730yXRl14asVTlibPz/zyDAdPHeTDMR/i5uJW4riRbUby3qj3WLR7\nEXO3za3GCKsuIgKys/9I0O1h+3bw9ISwMPvNKZUTkxRDq7qt8PXwrfQcPYN6Ut+7vrry29mcTXMI\n9Q9ldLvRZ18rPjF0TdtruOmLm5jy4xSH/Bm48fBGCs3CKu/sA1zd5mrquNep8O7+/Nj5RIZG0rJu\nyyrHICJyqVKyLyK1jovhwvODn2flwZX8/PvPlsSwNn4tr65/lecGP0eHhh3KHP+Xjn9hfNfxPPDj\nAxw6dagaIrSPHj3A1dW+R/nj4qB9e9vVe2Kt2OTYKtdDu7q4MjxsOEv2K9m3l+NZx/kk9hP+1utv\nF3yQ6OfpxydjP2HWlbN4bdNrLPt9md3Xj4qPoq5X3XL92VaWOh51GN1uNJ9uL39X/pTMFH7a9xO3\ndL6lyuuLiFzKlOyLSK10Tdtr6BvS15Ld/az8LCYumkifkD483Ofhcj83Z+QcAr0CmbhoIkVmkQMj\ntB8fH+ja1f7JvprzOYeqdOI/14jWI9hyZAvJmcl2iEre3/o+AHf2uPOi7xuGwYO9H6RHUA9eXf+q\n3dePio8iMjSyytfdFbu5883EJscSl1y+I0Kf7/gcgBs73WiX9UVELlVK9kWkVjIMgxeGvMCWI1v4\netfX1bauaZr8Y9k/SExP5MNrP8TVxbXczwZ4BfDhtR+y8uBKZm+Y7cAo7Ssiwn4d+Ys78ate33rJ\nmckkZSZVuhP/uYaHDQdg2X777zLXNgVFBby5+U1u6XILDXwalDjOMAwe7vMwP+3/qdxJdHnXX5+4\n3i5H+ItdGXYlAZ4B5T7K/0nsJwwPG07DOg3tFoOIyKVIyb6I1FqDWgxiWKthPL3iaQqLCh2+Xnpu\nOuO+HMcbm9/glWGv0LZ+2wrPMbjlYKb0nsKTy59kR8oOB0Rpf717w44dkJ5e9bmOHIG0NO3sO4PY\npFgAu1xr1sS3CZc1uUxH+e1g8e7FJKQnnG3MV5obO91IsF8wszbMstv6MUkxZORl2DXZ93TzZGyH\nsXwW91mZJ7EOnjrI2oS13NrlVrutLyJyqVKyLyK12vODn2fn8Z3Mj53v0HV+O/Yb4e+G8+O+H/n8\nhs+5L+K+Ss/14pAXaVm3JeO/Hk9eYZ4do3SMiAjbjnx0dNXn2r7d9l07+9aLSYrB282bsLr2qeVB\npQAAIABJREFU6ZQ4ovUIftr30yVTouKs5myaQ7/QflwWdFmZYz1cPXgg4gE+jvnYbiUUa+PX4uHq\nQXhwuF3mK3ZTp5vYc2IPvx37rdRxC2IX4OPuw5j2Y+y6vojIpUjJvojUar2a9mJsh7FMXTnVIYmz\naZq8s+Ud+rzfB18PX6Lviub6jtdXaU5vd28+vu5jYpJieG71c3aK1HHatwc/P/vU7cfF2foAtGhR\n9bmkamKSY+jcqHOFSlFKM6L1CFKyUvj16K92ma82ik2KZeXBleXa1S92V8+7cHVx5e0tb9slhqiE\nKHoF98LLzcsu8xUb3HIwDXwalNqozzRN5sfOZ0y7MVW6IUJEpKZQsi8itd6/rvgXh04d4r3o9+w6\n7+nc09z61a3c8/093HHZHaybvI7W9VrbZe7w4HCeufwZXljzAmsOrSE7P5v8wnxLrxIsiasr9Opl\nv2S/Y0dw0d9elotJiqFLo6rX6xfrG9IXPw8/XcFXis/jPuf51c+TnnvxmpjXN71OsF8wYzuMLfec\n9bzrMbHbRN7Y/AY5BTlVis80TaLio+x6hL+Yu6s713e4nk/jPi3xz7nY5FjiUuJ0hF9E5Az9uCQi\ntV7Hhh0Z3208/1r9LzLzMis9T1Z+FjFJMXy18yv+s/Y/9HqvF9/u+ZZP//Ipb179pt13up7s/yQ9\ngnpw+YeX4/OCDx7PeeAywwXXGa54PedFk1easC5hnV3XrCx7NelTcz7nUFBUwI6UHXap1y/m7urO\n0FZDVbdfgpyCHP72w994+penCXstjFkbZpFbkHv2/ZPZJ5kXO497et6Du6t7heae0mcKKZkpfBL7\nSZViPHjqIEdOH3FIsg+2rvzxafE8tOQhEtMTL3h/fsx86nvXP9vwUUSkttMtxSIiwLSB01gQu4DB\ncwfTPKA5Pu4+1HGvg4+7Dz7uPni6eZJXmEduQS45BTnkFuba/rkwh8T0RPal7uPI6SNn5/P39Cc8\nOJzF4xZXqhFfebi7uvPTbT+x7Pdl5BfmU1BUcPYrvyif97a+xyM/PcL6yesxDMMhMZRX797w739D\nYiKEhFRujqIiW6O/G26wb2xScftS95FTkGPXZB9sR/n/9v3fOJVzikCvQLvOfan7dPunHM86zi8T\nfmF+zHweXfooszbMYsYVM7i1y63879f/UVBUwF0976rw3G3rt+Wattcwc8NMJnWfVOk/L6LiowCI\nDI2s1PNlGdB8AM9e/iyzN87mzS1vMq7zOB6LfIyujbtSZBaxYPsCbux0Y4U/7BARqamU7IuIAC3r\ntuS9Ue/x9a6vOZVziiOnj5CVn0VWfhaZ+ZnkFuTi4eqBp5snXm5eeLp64unmiaerJ8F+wQxsPpDW\n9VrTpl4bWtdrTQOfBtWSYNf1rlviXdIdG3ZkyNwhLNq9iGvbX+vwWEoTEWH7vnFj5ZP9+HjIyNDO\nvjOISYoBsMu1e+e6MuxKCs1Clv++nL90/Itd57aHr3d+Tf9m/av9SjfTNHlt42uMbD2SQS0GMajF\nIB6NfJR/rvgnE76ZwMvrXuZUzilu7HQjjX0bV2qNR/o+whUfXcHPv//MsLBhlZojKj6KTg07Uc+7\nXqWeL4uL4cL0K6bzWORjvL/1fWZtnMXHMR8zPGw4Q1oOISE9gVu63OKQtUVELkVK9kVEzpjQfQIT\nuk+wOgy7GdxyMENbDeWp5U8xqu0ouzVSq4zgYFuSv2kT/KWSOVzcmavAde2e9WKTYgnyDSr1HvfK\naB7YnA4NOvDd3u+cLtlPzU5l7MKxzB4xmwd7P1ita69LWMevx37lx1t/PPta+wbt+fLGL9l0eBNP\n/PwEO1J2MKX3lEqvMbD5QC5rchmvbnj1osl+bkEur6x7hZ8P/Mwrw16hZ3DPC8ZEJUQxoNmASsdQ\nXn6efjzc92Huj7ifL3Z8wcvrXubxnx+neUBzh50qEBG5FKlmX0SkBnth8AvsPL6Tj2M+tjoUeveu\nWpO+uDjw96/8yQCxn5jkGLsf4S82rvM4Ptv+GanZqQ6Zv7KK+1+czD5Z7Wu/tuk12tRrc9Fa9Iim\nESy/fTnJjyVX6bo7wzB4uM/DLNm3hB0pO857b9n+ZXR9uyvTVk0jMT2RPv/tw/SV08kvzD875kTW\nCXak7HBYvf7FuLu6M67LOKLvimblhJV8eeOXuBj60VZEpJj+RBQRqcF6Ne3F9R2vZ+rKqVXutF1V\nERGwZQsUFlbu+e3bbZ34LW4/INi/E/+57g6/m0KzkPe3vu+Q+StrbfxaAE7lnKrWdRPTE/lyx5c8\nEPFAiYmsYRjU96lf5bVu6nwTQb5BzNow6+zaN35+I8PnDSfIN4jf7v6NuL/F8WT/J/nX6n8R+b9I\ndqbsBP74MKQ6k/1ihmEwsMXAi542EBGpzZTsi4jUcM9d8RyH0w/b7R7tyurdGzIzbU32KiMuTkf4\nnUF6bjoHTx102M5+ozqNuKXLLby+6XUKigocskZlRCXYms+dyq3eZP/tLW/j7e5dLSVGHq4e3B9x\nP3O3zWXGqhm0f709qw+tZt518/hlwi90atQJD1cPZlwxg3WT13E69zSXvXMZM9fPZPWh1TT1a0rz\ngOYOj1NERMpHyb6ISA3XrkE7JnWfxPNrSr6fuzr07AkuLpU7yl9YaPuQQM35rLc9eTuAw5J9gCm9\np5CQnsA3u75x2BoVkVuQy+bDmwFIy0mrtnVzCnJ4N/pdJnWfhL+nf7WseXfPu22N8FZNZ/Jlk9l9\n/25u7XrrBQ1HI5pG8Ovdv3JP+D08svQRXt3wKv2b9bf85g8REfmDkn0RkVpg6qCpnM49zavrX7Us\nBl9fW7K+aVPFnz1wAHJytLPvDGKSYnBzcaN9g/YOW6N7k+5c3vxyZm+c7bA1KiL6aDS5hbm0rd+2\nWo/xf7b9M1KyUrg/4v5qW7O+T31+vPVHfr37V2aPnE2AV0CJY73dvZk1YhYrbl9B50adS7wZRERE\nrKFkX0SkFgjxD+GBiAf4v/X/R3JmsmVxVLZJX3Enfu3sWy8mKYZ29dvh6ebp0HWm9J5CVHwUW49u\ndeg65bE2fi0+7j4MbD6w2pJ90zSZs2kOI1qPoG39ttWyZrGBLQZW6OTGFS2vYNs92xjbYawDoxIR\nkYpSsi8iUks80f8JXAwXXljzgmUxRETYGu1lZFTsuW3boF49aNLEMXFJ+cUmxzr0CH+xMe3G0Dyg\nuVPs7kclRNEnpA8NfBpUW7K/PnE90UejeSDigWpZT0REah4l+yIitUR9n/r8I/IfvLXlLQ6eOmhJ\nDL17Q1ERbK3gZm10tK3mX+XA1jJNk5gkx127dy5XF1fuj7ifT7d/SlJGksPXK4lpmqyNX0u/0H4E\negVWW7I/Z9McWtdrzYjWI6plPRERqXmU7IuI1CJT+kyhrlddnlv9nCXrd+oEdepU/Ch/cbIv1opP\niyc9N91h1+792eTLJuPm4mbpTRK7T+zmRPYJ+jfrT6BXIGm5aRSZRQ5d88jpI3yx4wvu73W/7o0X\nEZFK098gIiK1iK+HL5O6T+K7Pd9hmma1r+/qakvaK5LsJyXB4cNK9p1BTFIM4NhO/Oeq612XCd0m\n8NaWt8gtyK2WNf9sbfxaXAwX+oT0IdArkCKziIy8CtahVNDbW97G09WTid0nOnQdERGp2ZTsi4jU\nMv2a9SMpM4kDpw5Ysn7v3hXryB8dbfuuZN96scmxBHoFEuIfUm1rPtj7QZIyk1gYt7Da1jxXVEIU\nXRt3xd/Tn0CvQMCx1+/lFOTwTvQ7TOw+sdRO+CIiImVxaLJvGMZThmGsNQwj0zCM1BLGhBqG8a1h\nGBmGYSQbhjHbMAy3P40ZaBjGFsMwsg3D2GcYxt2OjFtEpCbrG9IXsO1YWqF3b0hIgMTE8o2Pjoa6\ndaFFC4eGJeUQkxRDl0ZdqvUu9fYN2nNl2JXM3jjbktMoUfFR9AvtB0CApy35dmTd/n/W/ofU7FSm\n9J7isDVERKR2cPTOvjuwEHjrYm8ahuEC/HDmlz2AMcDVwP+dM6YF8P2Zce2AfwKzDMO4zlFBi4jU\nZPV96tO+QXvWJayzZP3+/W3f15bzswY153Me1dWc78+m9J5C9NHoav9vNikjiX2p++jfzPYfbfHO\nvqOS/X2p+3hhzQs81vcx2tRv45A1RESk9nBosm+a5nTTNGcDsSUMuRJoA0wwTXOPaZrrgUeBvxqG\n4XtmzL3AbtM0nzVNM940zc+At4HHHBm7iEhN1i+0H+sSrUn2GzeGNm1gzZryjVdzPueQU5DDnhN7\nLEn2r2x9JW3rt632a/jWJtg+kaqOZN80Te774T6C/IJ4ZuAzdp9fRERqH6tr9vsAMaZpnnvEfwXg\nBfQ8Z8zyPz23HAg3DMPV8SGKiNQ8kaGRxCbFOrT2uDT9+0NUVNnjkpNtx/2V7FtvZ8pOCs1CS5J9\nF8OFByMe5KudX7H60OpqW3dt/FqaBTQ726OguIbeEcn+5zs+Z+n+pcwZOQcfdx+7zy8iIrWP1cl+\nE+DYuS+YpnkayDrz3kXHnPm1G9DA0QGKiNREkaGRmJhsPFzBO/DsZMAAiImBU2XkTGrO5zyKO/F3\natjJkvUn95jMwBYDufqTq9mQuKFa1oxKiDq7qw/g5eaFl5uX3ZP99Nx0HlryENe2v5Zr2l5j17lF\nRKT2cit7yPkMw5gKTC1liAn0Mk1za6Wjss1RlfcBePjhhwkIOL+T7bhx4xg3blxl4xIRqRHa1W9H\nPe96rI1fy/Cw4dW+fv/+YJqwfj2MHFnyuOLmfC1bVl9scr6cghzmbpvLi1Ev0q5+O/w8/SyJw8vN\ni8U3L2bE/BGMmDeC5bcvp2ew4z4FysrPYuvRrUzoNuG81wO9AknLte+JmGd/eZb03HRmj6jeMgUR\nEam8BQsWsGDBgvNeS0uz5sRkSSqc7ANzgAVljDlYzrmOAZed+8KZWv06wNFzxjT503NBQAFwvLTJ\nZ86cSY8ePcoZiohI7WEYBpGhkZbV7bduDY0a2Y7yl5Xs9+ih5nxWSM9N5+0tbzNzw0ySMpK4vuP1\nTBs0zdKY6njU4ftbvmf4x8MZPm84v0z4xWFlBZsOb6KgqOC8nX2wdeS3587+1qNbmbNpDi8NfYlm\nAc3sNq+IiDjWxTaRt27dSk8nOo5Y4WP8pmmmnmmmV9pXXjmnWw90NQyj3jmvDQFygK3njBn8p+eG\nAFtM0yysaPwiImLTL7QfGxI3UFhU/X+UGobtKH9ZTfrUnK/6JWUk8dTyp2g2sxnP/PIMo9qOYtf9\nu1h4w0I6NuxodXj4e/rz460/0jygOUPnDmVnyk6HrLM2fi3+nv4XlC0EegXaLdkvLCrk3u/vpWPD\njrpqT0RE7M6hNfuGYYQahtENaA64GobR7cxXnTNDlgK7gQ8Mw2hnGEZf4BXgXdM0M86MeRtoZxjG\ndMMwmhmGcSNwF/CyI2MXEanpIkMjycjLIDa5pAtTHKt/f9i0CXJzL/5+SgokJCjZr065Bbl0e7sb\nczbN4a6ed3FgygHeHfUubeu3tTq089T1rsvS8Utp7NuYIXOHsC91n93XiEqIIjI0EleX83sB2zPZ\nf2/re2w6vIm3r34bd1d3u8wpIiJSrDLH+CtiBnD7Ob8u3q2/AlhtmmaRYRhXA28C0UA2MA/4R/ED\npmkeNAzjKmDWmdePAA+ZpvmNg2MXEanRwoPDcXNxY13COro36V7t6w8YYEv0t2yBfv0ufL+2NufL\nyMvA18O37IEOsOv4LpIyk1g1cRWXN7/ckhjKq4FPA34e/zMDPxzI4I8G8+KQFyk0C8kpyCE7P5uc\nghxyCnJwMVzo3Kgz3Zt0p0VgC4xy1IQUFhWyPmE9j0VeeMtvoFcgx7NKrSIsl6SMJJ5c/iSTL5tM\nv2YX+R9ARESkihya7JumOQmYVMaYRGB0GWPW8MdVfCIiYgc+7j70COrB2oS1/K3X36p9/W7dwNfX\nVrdfUrIfGAitWlV7aJb516p/8e+1/2b3/bvPXvdWnYpPeXRr3K3a166Mxr6NWX77cgbPHcxtX98G\ngIGBt7v32c75uQW5nMg+Adjq7bs16Ub3xt25LOgyRrcbTT3vehfMG5cSR1pu2gX1+mBL9qt6kmDb\nsW3csfgOXA1XXhr6UpXmEhERKYmjd/ZFRMSJRYZE8s1uaw5KublB3762uv3HH7/w/drWnG9h3EKe\nXfksAN/u/pZ7e91b7THEJsXSLKDZ2fvkLwVN/ZsS97c4svKz8HLzwt3F/bzde9M0OZZxjN+O/Wb7\nSvqNJfuXMGfTHIL8gvjo2o8Y2mroeXOujV+Lm4sbEU0jLlivKt34s/OzmbFqBi+ve5kODTuw5LYl\n1PepX6m5REREyqJkX0SkFuvXrB+zNs7iyOkjBPsFV/v6/fvDzJlQVAQuf+oiEx0NN91U7SFZYsuR\nLUz4ZgK3dLmFI6eP8O2eyiX7+YX5nM47TXpuOqdzT5NdkE23xt3wdPMs1/OxybF0adSlwutazc3F\nDX9P/4u+ZxgGQX5BBPkFMbLNH1c/HE4/zMRFExn28TAe7fsozw9+/uzvU1RCFD2CeuDj7nPBfJWt\n2V9xYAV3f3c38WnxTB80nb/3+zserh4VnkdERKS8HNqgT0REnFtkaCQA6xKsuYKvf384dQri4s5/\nPSUF4uNrR73+4fTDjPl0DN0ad+P9Ue8zuu1oVhxYQUZeRtkPAz///jNNXmmC13NeeDznQf3/1Kfl\n7JZ0fbsrvd/vzeyN5b+7/VJN9iujqX9TfrrtJ/5v+P8xZ9Mcer/fmx0pOwDbzn6/0IvX0RdfvWea\nZrnWOZl9ksmLJjNk7hCC/YKJuSeGf17+TyX6IiLicEr2RURqsWC/YFoEtrAs2e/d23acPyrq/Ndr\nS3O+rPwsxnw6BlfDlW9u/gZvd29GtxtNbmEuy/YvK9ccr296nUCvQF4e9jIfjPmAL2/8kqW3LWX9\n5PVEhkayPnF9ueY5mX2SxPREujSuHck+gIvhwiN9H2HjnRvJK8yj57s9mb5yOofSDl20Xh9sO/sF\nRQVk5WeVOX9eYR493u3BFzu/4J1r3uGXCb/QrkE7e/9riIiIXJSO8YuI1HKRoZGsTVhrydp16tjq\n8tesgXvPObUeHQ0BARAWZklY1cI0TSYtmsTO4ztZe8damvg2ASCsXhgdGnTg2z3fcl2H60qdIzU7\nlR/2/sDLw17mgd4PXPD+gGYDmB87v1zxbE/eDlBrdvbP1b1Jd7bctYW/L/0701ZNAyhxZz/QKxCA\nUzmnqONR56Jjih05fYSDpw7y7bhvuabtNXaNWUREpCza2RcRqeUiQyLZenQr2fnZlqw/YMDFd/Zr\nenO+GatmsDBuIfOum3fB1Yej2o7iuz3fUVhUWOocX+z4gkKzkJs6X7y5QXhwOInpiSRlJJUZT2xy\nLG4ubrV259nH3Yc3rn6D78Z9x/ODn6exb+OLjjs32S9LSmYKAE39mtovUBERkXJSsi8iUsv1a9aP\ngqICNh/ZbMn6/ftDQoKtRr9YdHTNPsL/edznTFs1jecHP3/R3fvR7UaTkpXCpsObSp1nXsw8hrUa\ndvZUwJ/1DLL9JkYfjS4zptikWNo3aF/ra8mvbns1Tw14qsT3K5TsZ9mS/UZ1GtknOBERkQpQsi8i\nUst1btQZXw9fy+r2+505Lb1mje378eM1vznf1JVTGdV2FE/2f/Ki7/cJ6UMDnwZ8u+fbEuc4dOoQ\na+LXcGuXW0sc0yKwBfW867HlyJYyY6pNzfmqojjZL8/1e8U7+w18Gjg0JhERkYtRsi8iUsu5ubjR\nJ6SPZcl+w4bQvv0fR/lrenO+1OxUdh7fyQ0dbzjvPvhzubq4clWbq1i8e3GJ8yzYvgBvN2+ubX9t\niWMMwyA8OLzMZN80TbYnb1eyXw4BXgFA+Xb2kzOT8ff0L/fVhyIiIvakZF9ERIgMiWRdwrpyXydm\nb/37/7GzX9Ob821M3Aj8ce1hSUa3HU1cShwHTh644D3TNJkXM49r21+Ln6dfqfOEB5Wd7CekJ5CW\nm1arOvFXlrebN+4u7uU+xt/Qp2E1RCUiInIhJfsiIkJkaCQnsk+w58QeS9YfMADi4iA19Y/mfC41\n9G+odQnraFSnEa3qtip13PCw4Xi4elz0KH9MUgxxKXGlHuEvFh4cztGMoxw5faTEMbFJsUDt7MRf\nUYZhEOgVWO5kX/X6IiJilRr6o5SIiFREn5A+GBiWXcHX/8yV5mvX1vzmfOsS1xEZGlniEf5ifp5+\nDGox6KJH+efHzqeBTwOGhw0vc73w4HCAUnf3Y5Nj8ff0p1lAszLnE8qf7Gem0LCOdvZFRMQaSvZF\nRIQArwA6N+psWd1+y5YQHAyLFsGhQzU32S8oKmBj4kYiQ0o/wl9sdNvRrDq0irScP5rBFRYV8kns\nJ9zU6SbcXd3LnCPEP4RGdRqVmex3btS5zA8gxKa8yX5yZrKO8YuIiGWU7IuICAD9QvtZtrNvGLbd\n/fnzbb+uqcl+bFIsmfmZ9A3tW67x17S9hoKiAn7a/9PZ11YfWs3h04fLdYQf/mjSV9r1e7FJ6sRf\nEYFegeXrxq+afRERsZCSfRERAWx1+7uO7+JE1glL1h8wAHJywN+/5jbnW5+4HncXd3oGle/TjOaB\nzenWuNt5R/nnx86nVd1W9AnpU+51ewb1ZMuRLRdtwJhfmM+u47uU7FdAgFdAuY/xq2ZfRESsomRf\nREQA6NW0FwDbkrZZsn5x3X5Nb87XI6gH3u7e5X5mVNtR/LD3BwqKCsgpyOHzHZ9za5dbK3TkPjw4\nnOTMZBLTEy94b/eJ3eQX5asTfwUEepZ9jD8rP4vM/EzV7IuIiGVq6I9TIiJSUS0DW2JgsD91vyXr\nd+kCgYHQq5cly1eLdQnryrxy789GtRvFyZyTrEtYx/d7vic9N73cR/iLldakT534K648NfspmSkA\nOsYvIiKWcbM6ABERcQ6ebp6EBoSy/6Q1yb6rK6xaBaGhlizvcEdPH+XAqQMVTvbDg8Np4tuExbsX\n8/vJ3+kZ1JN2DdpVaI5gv2CCfIPYcmQL13W47rz3YpNjaerXlLredSs0Z21WrmQ/60yyr519ERGx\niJJ9ERE5K6xumGXJPkDXrpYt7XDrE9cD0DekfM35irkYLlzT5ho+3/E5xzKO8dLQlyq1fnhwOFuO\nXmRnPzmWro1r8G+8A1RkZ181+yIiYhUd4xcRkbPC6obx+8nfrQ6jRlqXsI5mAc1o6t+0ws+OajeK\n+LR4CooKuLnzzZVaPzw4/KJN+tSJv+ICvQLJK8wjpyCnxDFnd/Z1jF9ERCyiZF9ERM4KqxfG/tT9\nF+3aLlWzPnF9hY/wFxvaaihebl4MaTmEJr5NKjVHeHA4qdmpHDx18Oxr6bnpHEo7pOZ8FRTgFQBQ\n6u5+cmYyfh5+eLp5VldYIiIi51GyLyIiZ4XVDSMtN43U7FSrQ6lRcgty2XJkC5EhlUv2fdx9eG/U\ne/x76L8rHUPxdX/RR6PPvrY9eTug5nwVFegVCJSe7KdkpqheX0RELKVkX0REzgqrZ7vg3sq6/Zpo\n69Gt5BXmVXpnH+C2rrfRI6hHpZ9v7NuYEP+Q8zryxybF4mq40r5B+0rPWxuVK9nPSlG9voiIWErJ\nvoiInBVW90yyb9H1ezXVuoR1+Lj7WN4Ir7huv1hsciztGrTTUfMKKm+yr3p9ERGxkpJ9ERE5K8Ar\ngPre9bWzb2frEtfRK7gX7q7ulsYRHnR+k77YZDXnq4zyJPvJmclK9kVExFJK9kVE5Dxh9ay9fq+m\nMU2TdQnrqnSE317Cg8NJy01j/0lbE0Z14q+cOu51cDVcVbMvIiJOzc3qAERExLmE1Q3TMX47OpR2\niGMZx5wi2e8ZbGvSt+XIFrzdvDmZc1Kd+CvBMAwCvQJJy0krcYxq9kVExGpK9kVE5Dyt6rZi1aFV\nVodRY6xLWAdAn5A+FkcCDXwa0CKwBVuObDl7FF07+5UT4BVQ4s5+dn42GXkZOsYvIiKWUrIvIiLn\nCasbxpHTR8jOz8bb3dvqcC556xLW0a5+Oxr4NLA6FOCPJn2N6zTG18OX5oHNrQ7pkhToFVhisp+S\nlQKgY/wiImIp1eyLiMh5iq/f+/3k7xZH4hjpuem0mt2KZfuXVct66xLW0Te0b7WsVR49g3qy9ehW\ntiVto3OjzrgY+lGgMgK9AjmVW0Kyn3km2dfOvoiIWEh/w4uIyHnOXr9XQ5v0Ldm3hAOnDvDcmucc\nvlZGXgbbkrYRGWJ9vX6x8OBwTued5vu93+sIfxWUZ2dfNfsiImIlJfsiInKeIL8gvNy8amyTvm92\nfYO3mzerD60m+ki0Q9fafHgzRWaRUzTnK9YzyNak71TOKSX7VRDoWUqyn6lj/CIiYj0l+yIich4X\nw4VWdVvVyGP8+YX5/LD3Bx6LfIyWgS2ZuWGmQ9dbl7COAM8AOjTs4NB1KqKud92zpzfUib/ySuvG\nn5yZjK+HL15uXtUclYiIyB+U7IuIyAXC6obVyGP8qw6tIi03jbEdxvJg7wf5LO4zEtMTHbbeukRb\nvb6z1cWHB4cD6sRfFaV140/JSlG9voiIWM65fvoQERGnUFOT/UW7FtE8oDndGnfjjsvuwMfdh9c3\nve6QtYrMItYnrHeqev1iI1uPJDw4nPo+9a0O5ZJVas1+Zorq9UVExHJK9kVE5AJh9cI4cPIAhUWF\nVodiN6Zpsmj3Ika3G41hGPh7+vPXHn/lneh3yMjLsPt6O1N2cjLnpFN14i82ofsENv91s9VhXNIC\nvQLJLsgmtyD3gvdSslJUry8iIpZTsi8iIhcIqxtGflG+Q4+4V7dfj/1KQnoCY9qNOfvaAxEPkJ6b\nzke/fWT39T7f8Tl+Hn5O1ZxP7CfQKxCAtNwL6/aTM5N1jF9ERCynZF9ERC4QVq/mXb+3aNciAr0C\nubz55Wdfax7YnOs7Xs+sjbMoMovstlaRWcTcbXO5oeMN+Lj72G1ecR7Fyf7FjvKrZl9Y6IqJAAAg\nAElEQVRERJyBkn0REblAi8AWuBguNer6vUW7F3F1m6txd3U/7/VH+jzCvtR9fLfnO7uttTZ+LQdO\nHeD2brfbbU5xLqUm+6rZFxERJ6BkX0RELuDh6kGof2iN2dk/eOog25K2nXeEv1jvkN70DenLq+tf\ntdt6c7fNpUVgCwY0H2C3OcW5BHgGAFxw/V5OQQ6n806rZl9ERCynZF9ERC4qrF7N6ci/aNciPFw9\nGNF6xEXff6TvI6w6tIroI9FVXis7P5uFOxYyvut4p7tyT+ynpJ39lMwUAB3jFxERyznspxDDMJ4y\nDGOtYRiZhmGkljCm6E9fhYZh3PWnMV0Mw1hpGEaWYRgJhmE846iYRUTkD2F1w2rMMf5FuxcxuOVg\n/Dz9Lvr+te2vpUVgC2ZumFnltRbvXkx6bjrju46v8lzivPw8/TAwLkz2s84k+9rZFxERizlyy8Ed\nWAi8Vca4CUBjoAkQBJxtiWwYhh+wFNgLdAQmAw8ahvGwIwIWEZE/hNW17eybpml1KFWSmp3K6kOr\nL3qEv5ibixtTek/hs7jPOJx+uErrzY2ZS9+QvrSp36ZK84hzczFcCPAKKHFnXzX7IiJiNYcl+6Zp\nTjdNczYQW8bQNNM0U0zTTD7zde6Ftbed+X6vaZoHTdNcCjwHPOKImEVE5A9h9cJIz03nRPYJq0Op\nkh/2/kChWcjodqNLHXfHZXfg7ebNnE1zKr3WsYxj/LTvJzXmqyUCvQJL3tnXMX4REbGYMxQTvmEY\nRqphGNsNw3jUMAzjnPf6AGtM0yw457XlQLBhGM2rN0wRkdolrO6Z6/cu8aP8i3YvIqJpBMF+waWO\n8/f0547L7uB/v/6P/ML8Sq21IHYBri6u3Njpxko9L5eWiyX7yZnJ1HGvg7e7t0VRiYiI2Fid7D8O\nXAv0A94ApgHPn/N+E+DYn545Bhhn3hMREQdpVbcVwCXdpC+nIIcf9/5Y6hH+c03qPomUrBSW7FtS\nqfXmxsxlVNtR1POuV6nn5dIS4BlAWu753fhTMlNUry8iIk7BrSKDDcOYCkwtZYgJ9DJNc2t55jNN\n8+VzfrnzzK7+S4ZhPPun3fw/r1EuDz/8MAEBAee9Nm7cOMaNG1feKUREaq0ArwDqe9fn95O/Wx1K\npa04sILM/MxyJ/vdmnSjW+NufLTtI0a1G1WhtWKSYvjt2G9MHzS9MqHKJaikY/yq1xcRqfkWLFjA\nggULznstLS2thNHWqFCyD8wBFpQx5mDlQgFgM+ADNMC2g3+MC3fwg7Al/H/e8b/AzJkz6dGjRxXC\nERGp3S6F6/c+3f4pgV6BDGs1DFcX1/PeW7RrEWF1w+jYsGO555vQbQJPLH+C1OzUCu3Qf7ztYxr4\nNCjxej+peQK9AtmXuu+811KyUlSvLyJSC1xsE3nr1q307NnTooguVKFj/KZpppqmuaeMr7wqxNMd\nyAGKu0GtB/obhnHuT29DgCOmaR6qwjoiIlIOzn79Xl5hHrd8eQsj548kdGYojy97nB0pOwAoMotY\nvGcxY9qN4fx2MKW7pcstFBYV8tn2z8r9TEFRAfNi53FL51vwcPWo8L+HXJouurOvY/wiIuIkHFaz\nbxhGqGEY3YDmgKthGN3OfNU58/5VhmGMNwyjzZmx44GXgHdM0yzujPTJme9vGYbRyjCM4cA/gf9z\nVNwiIvKH4uv3nNWR00cwMfnP0P8wtsNY3v/1fTq92Yle7/Xi8WWPcyzjGNe2v7ZCczb2bcyI1iOY\nGzO33M/8/PvPHMs4pi78tUxJDfq0sy8iIs7AkQ36ZgBbsdX4+575561A8bmGIuAx4FdgH/A08J8z\nrwFgmmY6MAxoC2wHPgBeM01zlgPjFhGRM8LqhXHk9BGy87OtDuWiEtISALi67dW8ftXrHHnkCF/e\n+CXBfsHM2jiLxnUaExkaWeF5b+92OxsSN7D7+O5yjZ+7bS4dG3akR5BKx2oT1eyLiIgzq2jNfrmZ\npjkJmFTK+0uAMtsdm6YZBwyyX2QiIlJexdfv/X7ydzo16mRxNBdKTE8EIMQ/BABPN0/GdhjL2A5j\nSc5MJjs/+4I6/vIY3W40AZ4BfBzzMc8Nfq7Usem56Xy962umDZxWoXIBufQFegWSmZ9JQVEBbi5u\n5Bbkkp6brp19ERFxClZfvSciIk4srJ4t2XfWo/yJ6Yn4efjh7+l/wXuN6jSieWDzSs3r5ebFTZ1u\n4uOYjykyi0od+8WOL8gtyOXWrrdWai25dAV42m78ScuxdV8+nnUcQDX7IiLiFJTsi4hIiYJ8g/B2\n83baJn2J6YmEBoQ6ZO4J3ScQnxbPyoMrSxxzKucUL6x5gWFhw86eLpDaI9ArEODsUf7kzGQA7eyL\niIhTULIvIiIlMgyDVnVbOe3OfkJ6gsOS7L4hfWldrzVzt128UV+RWcSEbyZwPOs4b171pkNiEOf2\n52Q/JSsFQDX7IiLiFJTsi4hIqcLqOW9H/sT0REL8HJPsG4bB7V1v54sdX5CRl3HB+y9FvcTi3YuZ\nN3be2XIHqV0uSPYzbcm+jvGLiIgzULIvIiKlCqsbViuP8QOM7zaezPxMvt759XmvL9u/jKd/eZqn\nBzzNNW2vcdj64twutrPv4+6Dj7uPlWGJiIgASvZFRKQMYXXDOHjqIIVFhRe8V2QWWfZBQH5hPscy\njjm0Vr5FYAsGNh/IR9s+OvtafFo8474cx9BWQ5k2aJrD1hbnV9wY8tyafdXri4iIs1CyLyIipQqr\nF0Z+UT4J6Qnnvb4zZScDPxxI6zmtmfLjFPIL86s1riOnj2BiOrwx3oRuE1hxYAUJaQnkFuRy/cLr\n8fXw5ZOxn1TqWj+pOVxdXPHz8CMt19aNPyUzRfX6IiLiNJTsi4hIqcLq2urRfz/5OwA5BTk8+8uz\ndHu7G0kZSTzZ/0ne3PImg+cO5ujpo9UWV2J6IoDDk/2/dPwLXm5ezIuZx5QlU4hJiuGLG7+gvk99\nh64rl4ZAr8DzjvGrXl9ERJyFm9UBiIiIc2se2BwXw4X9qfsxMLjn+3s4cPIAT/R/gqcGPIWXmxfX\ntL2G6xdeT893e/LFjV8QGRrp8LiKk/1Qf8fV7IPtqPbYDmN5MepFTued5r1R7xEeHO7QNeXS8edk\nv029NhZHJCIiYqOdfRERKZWHqwfNApoxY/UMBs8dTKM6jfjtnt+YccUMvNy8AIgMjWTr3VsJqxfG\nwA8H8samNzBN06FxJaYn4uvhe7Zu2pFu73Y7p/NOM/myydzZ406HryeXjnOTfdXsi4iIM1GyLyIi\nZerSqAsZeRm8e827rJq4io4NO14wpolvE1bcvoL7et3H/T/ez8RFE8nOz3ZYTAnpCYT4h2AYhsPW\nKDas1TCW3raUN656w+FryaXlvJ191eyLiIgT0TF+EREp09zr5mJgEOAVUOo4d1d3Zo2YRUTTCO5c\nbNsB/+jaj0p9prIS0xMdXq9fzDAMhoUNq5a15NIS6BXIwVMHySvMIy03TTX7IiLiNLSzLyIiZQr0\nCiwz0T/XLV1u4ZXhrzAvZh47U3Y6JKbE9ESH1+uLlCXAM4C03DSOZx0H0DF+ERFxGkr2RUTEISZf\nNpkQ/xCmr5rukPmrc2dfpCTFx/iTM5MBtLMvIiJOQ8m+iIg4hKebJ08PeJqFcQuJTYq169wFRQUc\nzTiqZF8sV5zsp2SmAKhmX0REnIaSfRERcZiJ3SfSIrAF01ZNs+u8R08fpcgs0jF+sVygVyDpuekc\nyzgG6Bi/iIg4DyX7IiLiMO6u7jw78Fm+2vkVvx791W7zJqYnAmhnXywX6BUIwP6T+/F286aORx2L\nIxIREbFRsi8iIg51W9fbaFOvDVNXTrXbnEr2xVkUJ/t7U/eqXl9ERJyKkn0REXEoNxc3pg6cyrd7\nvmXz4c12mTMhPQEfd5+ziZaIVYpvqdh7Yq/q9UVExKko2RcREYe7ufPNdGjQgWdXPmuX+Yqv3TMM\nwy7ziVTWeTv7qtcXEREnomRfREQcztXFlWmDprFk3xLWJayr8ny6dk+cRXGyfyrnlI7xi4iIU1Gy\nLyIi1eL6jtfTpVEXnv2l6rv7SvbFWQR4Bpz9Z+3si4iIM1GyLyIi1cLFcGH6oOksP7CcVQdXVWmu\nhPQEJfviFNxd3anjbuvAr5p9ERFxJkr2RUSk2lzb/loua3JZlWr3C4oKOHr6KKH+oXaMTKTyio/y\na2dfRESciZJ9ERGpNoZh8EjfR1h9aDXHs45Xao6kjCQKzULt7IvTKO7Ir5p9ERFxJkr2RUSkWrWt\n3xaAhLSESj2fmJ4IoGRfnIZ29kVExBkp2RcRkWpVfPy+OGmvqIR024cEoQE6xi/OoTjZV82+iIg4\nEyX7IiJSrRrVaYSbi9vZpL2iEtMT8Xbzpq5XXTtHJlI5Z3f2dYxfRESciJJ9ERGpVq4urjT1a1ql\nY/wh/iEYhmHnyEQqJ9AzEC83r7Nd+UVERJyBkn0REal2oQGhld7Z17V74mya+jeleUBzfQAlIiJO\nRcm+iIhUu1D/0ErX7CemJ6peX5zKQ30eYsWEFVaHISIich4l+yIiUu1C/Su/s5+YnkiIn3b2xXn4\nuPsQ7BdsdRgiIiLnUbIvIiLVLsQ/hMT0RIrMogo9V1hUyJHTR3SMX0RERKQMSvZFRKTahQaEkleY\nR0pmSoWeS8pMoqCoQMm+iIiISBmU7IuISLUL9bfV3Ff0KH9xnb9q9kVERERKp2RfRESqXXGyXtEm\nfcXjtbMvIiIiUjo3qwOwSnx8PMePH7c6DPmTBg0a0KxZM6vDEBEHa+jTEA9XDxLSKr6z7+XmRX3v\n+g6KTERERKRmqJXJfnx8PB06dCArK8vqUORPfHx82LlzpxJ+kRrOMAxC/EMqfIw/IS2BEP8Q3Wcu\nIiIiUoZamewfP36crKws5s2bR4cOHawOR87YuXMnt912G8ePH1eyL1ILVOb6vcTTiTrCLyIiIlIO\ntTLZL9ahQwd69OhhdRgiIrVSaEAoB08drNAziemJtAhs4ZB4RETk/9u7+zi5qvrw45/vbkJwIxuE\nAAnsJhDBpFhICUJNBcKzVXlSfyXloSLW1gfUgPx+gFbgp1WLPCtarSgRENNgoSJikTYEsoXwUxNL\nxfKkBDYJCZCgSXgM2T2/P+6dMJmd3ZlNdjI7k8/79bqv7Jxz7rln55uZ2e/cc8+V1ExqtkBfROwZ\nETdERHdErM///UpEbFfSbr+IuCciXoqIpRFxYZm+3h8Rv4mIVyLioYg4qVbjliRtHZ3tnZt1zX7H\nDp7ZlyRJqqSWq/G/BVgHnAbsBXwYOB24stAgInYA7gIeB/YF/hr4VEScU9RmOjAH+Hre57eAmyPi\noBqOXZJUYx3tHSxft5ye3p6q2vemXpavXe5t9yRJkqpQs2Q/pXRXSumslFJXSml5Suku4DKg+Kz8\n6fm/H0spPZm3+SLw6aI2s4DbU0rfTCl1p5S+DtwBnF2rsUuSaq+zvZMNvRt45sVnqmr/7IvP8lrv\na16zL0mSVIVantkvZyzwfNHjtwNdKaUNRWXzgN0jYmL+eHpeRkmbP6vZKCVJNVc4Q79s7bKq2hfa\nmexLkiRVttWS/Yh4M/AJ4Kqi4nHAypKmK4HI6wZqMw5JUsPqbM+S/Wqv2zfZlyRJqt6gk/2IuDgi\negfYeiJiWsk+uwP/BsxNKc2ucIhUxTCqabPNuueee3jPe97D2LFjGTlyJDvttBMHH3wws2bN2tjm\n8MMPZ//99y+7/+rVq2lpaeELX/jCxrJ7772XlpaWstvJJ59cVb+SVGynN+zEG0a8oerb7y1ds5Tt\nWrdjl7ZdajwySZKkxrc5t967hmzBvIE8WfghT/TvBu5LKX2kpF25M/TjyZL5FRXalJ7t7+Occ85h\nzJgxm5SdcsopTJ48udKuDeuOO+7gxBNP5F3vehfXXnst48aNY/Xq1SxcuJCbb76Zr371qwBExGb1\nf8kll3D44YdvUrbzzjtv/Hlz+5W07YkIOto7BnVmv6O9w/cZSZJUd3PmzGHOnE3T4jVr1tRpNOUN\nOtlPKT3Pptfd9ysi9iBL9H8BfKhMk4XARRHRmlIqLMd8FPB0Sqm7qM2RwD8W7XckcH+l41911VVM\nmzatT/nixYurGX5Duuyyy5g8eTK33377JuXHHXccX/rSl7a4/7333puDDz54i/uRJMiu26/2zP6y\ndcucwi9JkoaFU045hVNOOWWTssWLF3PggQfWaUR91eya/YgYD9wDdAPnA7tGxG4RsVtRsx/k/34z\nIiZFxLHA3wFXFLX5KnB8RHwsIiZExFnAu9n02n/lVqxY0Wc2gyQNV53tnYNaoK9wnb8kSZIGtjnT\n+Kt1LDAp3wpn6YNsin4rQEppbUQcA3wDeAj4PfC1lNLVhU5SSgsj4hTgS2QJ/u+AmSmlX9Zw7Jt4\n6SV45JHaHmPKFGhr2/J+Dj74YG666SbOPfdcTj31VKZOncqIEf2Huaen7/2tN2zYUKZlpre3t88+\nra2tmz9gSdu0zvZO5i0pveFKeUvXLGV6x/Qaj0iSJKk51CzZTyldD1xfRbvfAIdXaHMrcOvQjGzw\nHnkEaj0bY9EiKHPFwaBdccUVdHd3c/XVV3PVVVcxcuRIpk6dyvHHH88nP/lJdtxxx41tH3roIUaO\nHFm2n/6uiZ05cyYppU3aPf7440yaNGnLBy9pm9M5ppOn1z3Nht4NjGjp/yOpN/WyfN1yp/FLkiRV\nqZZn9pvGlClZMl7rYwyFXXfdlXvvvZfFixczb948Fi1axIIFC7j44ou59tpreeCBB9h9992B7Pr7\nuXPnbpK8Q7awxFFHHVW2/0svvZQjjjhik7LOTqfVSto8He0d9KZeVqxbQeeY/t9LVr20ivU96032\nJUmSqmSyX4W2tqE56741TZs2bePihL29vXzuc5/jkksu4dJLL+Xqq7OrJLbffnsOOOCAPvuuXr26\n33732muvsoseStLmKFyDv2ztsgGT/cJ1/V6zL0mSVJ2aLdCn4aOlpYULL7wQgEcffbTOo5Gk1xUS\n/Eor8hduz+eZfUmSpOqY7DeZlStXli1/7LHHAJgwYcLWHI4kDWjMqDG8cbs3bkzm+/PUmqfYrnU7\ndhm9y1YamSRJUmNzGn+Teec730lHRwfHH388U6ZMobW1lQcffJCvfOUr7LDDDsyaNavmY1i7di23\n3HJLn/JddtmFww47rObHl9Q4IoKO9o6KZ/YXLlvItPHTaAm/o5YkSaqGyX6T+exnP8utt97K5Zdf\nzvLly0kpMX78eI4++mguuOACJk+evLFtfyvuF+pK6wdqX2zp0qWcfPLJfcpnzJjB3XffXeVvImlb\n0dneufGa/HJSSnQ91cWp+526FUclSZLU2Ez2m8zMmTOZOXNmxXbz58/vt27nnXemp6dnk7IZM2b0\nKRtsv5JUTmd7Jw8991C/9U/+4UmWr1vOoRMO3YqjkiRJamzOh5Qk1VXnmM4Br9nv6u4C4B0T3rG1\nhiRJktTwTPYlSXXV2d7JyhdWsr5nfdn6BU8tYL9d92OnN+y0lUcmSZLUuEz2JUl11dHeQSKxYt2K\nsvVd3V1O4ZckSRokk31JUl11jukEKLsi/zMvPMNjqx/j0Ikm+5IkSYNhsi9JqqvO9jzZL3Pd/n92\n/yeAZ/YlSZIGyWRfklRXO4zagTGjxpQ9s7/gqQXsteNe7NG+Rx1GJkmS1LhM9iVJddffivxd3V0c\nNvGwOoxIkiSpsZnsS5LqrqO9g2Xrlm1StuaVNTz4zINO4ZckSdoMJvuSpLrrbO97Zv/+pffTm3pd\nnE+SJGkzmOxLkuqus72zzzX7Xd1d7Dp6V/bZaZ86jUqSJKlxmew3oeuvv56WlhYWL15ctv6pp56i\npaWFK6+8smz95ZdfTktLC93d3RvLzjzzTFpaWvpsra2t/PSnP62qX0nqT+eYTp598Vle3fDqxrLC\n9foRUceRSZIkNaYR9R6AamNL/jiOiLL7t7W1MX/+fFJKm5RPmTJls48lSZBdsw+wfN1yJr1pEq9s\neIWfL/85lx1zWZ1HJkmS1JhM9lW1lpYWDjrooHoPQ1IT6mzvBGDpmqVMetMkfr7856zvWe/ifJIk\nSZvJafySpLrrHJMn+/l1+11PddE+qp39d9u/nsOSJElqWJ7Zr8JLr73EI6seqekxpoydQtvItpoe\no1Rvby89PT19ysuV9VcXEbS0+J2RpC3TNrKNnd6w08YV+bu6u3hH5ztobWmt88gkSZIak8l+FR5Z\n9QgHfvvAmh5j0d8uYtr4aTU9Rqnzzz+f8847r2xduWv2X3jhBUaOHLlJ2SGHHMKCBQtqMj5J25bO\n9k6WrV3Ght4N3L/0fj5zyGfqPSRJkqSGZbJfhSljp7DobxfV/Bhb29lnn81pp53Wp/zGG2/ka1/7\nWp/ytrY2urq6Nlmgb4cddqjpGCVtOzraO1i6dikPrnyQdevXcehEr9eXJEnaXCb7VWgb2bbVz7pv\nDXvssQfTpvX9vebPn1+2fUtLCwcccECthyVpG9XZ3skDyx+gq7uLUa2jOGh3FwSVJEnaXF5sLUka\nFjrHdLJ0zVK6urv4044/ZdSIUfUekiRJUsMy2ZckDQud7Z2sfnk185fM95Z7kiRJW8hp/E0qpcS8\nefNYsmRJn7p99923psf+9a9/zS233NKn/KCDDmLChAk1PbakxlW4/d7vX/m9yb4kSdIWMtlvUhHB\nBRdcULZuyZIlRETZFfcr9VlNmxtuuIEbbrihT93s2bP5wAc+MKhjStp2dLR3ANASLUzvnF7n0UiS\nJDU2k/0mdMYZZ3DGGWcM2Kanp6ffunPPPZdzzz13k7LZs2cze/bsAfucOHHigP1K0kAKyf4B4w6g\nfVR7nUcjSZLU2LxmX5I0LGw/YnvGv3E8MybOqPdQJEmSGp5n9iVJw8adp99JZ3tnvYchSZLU8Ez2\nJUnDxv677V/vIUiSJDUFp/FLkiRJktRkTPYlSZIkSWoyJvuSJEmSJDUZk31JkiRJkprMNr1A38MP\nP1zvIaiI8ZAkSZKkobFNJvtjx46lra2N008/vd5DUYm2tjbGjh1b72FIkiRJUkPbJpP9CRMm8PDD\nD7Nq1ap6D0Ulxo4dy4QJE+o9DEmSJElqaNtksg9Zwm9SKUmSJElqRjVboC8i9oyIGyKiOyLW5/9+\nJSK2K2ozMSJ6S7aeiDi2pK8ZEfHLiHg5In4bER+p1bglSZIkSWp0tTyz/xZgHXAa8ATwVmA2MBr4\nRFG7BBwF/E9R2fOFHyJiT+AO4ErgfcB04HsR8WxK6V9rN3xJkiRJkhpTzc7sp5TuSimdlVLqSikt\nTyndBVwGnFTSNIDnU0rPFm0biuo/CjyaUroopdSdUpoLfAv437Uau4afOXPm1HsIGkLGs7kYz+Zj\nTJuL8WwuxrO5GE/VUs2S/X6MpeisfZHbI+L5iFgUEWeU1E0H5pWUzQPeFhGttRikhh/fCJuL8Wwu\nxrP5GNPmYjybi/FsLsZTtbTVFuiLiDeTTd8/p6j4hbzsPqAHOAH4TkSMSil9O28zDlhZ0t1KsrGP\nBZ4pc7jtwfu2N5M1a9awePHieg9DQ8R4Nhfj2XyMaXMxns3FeDYX49lcivLP7es5joJIKQ1uh4iL\ngYsHaJKAg1JKG//XRsTuwD3A/JTSgIvrRcSlwEkppbfkjx8F/imldGVRmwOBnwO7p5T6JPsRcSpw\nU9W/lCRJkiRJQ+O0lNIP6j2IzTmzfw1Qab7Jk4Uf8kT/buC+Sol+7hfAp4oeryQ7u19sPLABWNVP\nHz8jWxjwS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s5PZAvjLQY+n9efkNffntfPyes/UqHfTWYBpJSeTylt6Kf+h8A3gW8BvwZm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\nJmOyL0mSJElSkzHZlyRJkiSpyfx/D36HLnwu1f8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2acbb8115210>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "t2m.tail()"
+    "fluxes_10min = fluxes.resample('10min').mean()\n",
+    "fluxes_10min.plot(figsize=(12, 4))"
    ]
   },
   {
@@ -993,34 +1094,77 @@
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SHFL</th>\n",
+       "      <th>LHFL</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:00:00</th>\n",
+       "      <td>12.673652</td>\n",
+       "      <td>-4.167772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:10:00</th>\n",
+       "      <td>24.247781</td>\n",
+       "      <td>-7.099160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:20:00</th>\n",
+       "      <td>20.975509</td>\n",
+       "      <td>-6.078053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:30:00</th>\n",
+       "      <td>12.999360</td>\n",
+       "      <td>-3.620255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-05-11 00:40:00</th>\n",
+       "      <td>21.582636</td>\n",
+       "      <td>-5.885859</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2b90a81b9f10>"
+       "                          SHFL      LHFL\n",
+       "time                                    \n",
+       "2013-05-11 00:00:00  12.673652 -4.167772\n",
+       "2013-05-11 00:10:00  24.247781 -7.099160\n",
+       "2013-05-11 00:20:00  20.975509 -6.078053\n",
+       "2013-05-11 00:30:00  12.999360 -3.620255\n",
+       "2013-05-11 00:40:00  21.582636 -5.885859"
       ]
      },
      "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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110FHIyKxKKRf/d77Zt778d77ld77JUA7LAE/K8thNYCnvfdp3vufvPd9gbVA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\nSZIkSRrI5nvBOkmSJEmStGD0dp93SZIkSZLUz0zeJUmSJEl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pyZm8S5IkSZLU5EzeJUmS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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a7beb410>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "t2m.resample('10min').mean().plot(**options)"
+    "fluxes_10min.head()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "plotting profile variable $T$"
+    "working with $T2M$ (temperature at 2 meters) will be similar, so skipping it.\n",
+    "\n",
+    "Next, working with profile variable $T$ (temperature) which is a 2 dimensional data (time, height_2)."
    ]
   },
   {
@@ -1061,7 +1205,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x2b90a47f3ed0>"
+       "<matplotlib.collections.QuadMesh at 0x2acbb848b410>"
       ]
      },
      "execution_count": 27,
@@ -1072,7 +1216,7 @@
      "data": {
       "image/png": 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iRo7q4+8LNROjfB/T54g2HmFNfTklE2nqr2CWyqiDTj7oHzt+jVLh9kHbbTI/ZxMgquZL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\nVOBRFEVRFGXpUYFHURRFUZSl5/8Dx9AIFRfvCvcAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b902cfe6e90>"
+       "<matplotlib.figure.Figure at 0x2acbb8309fd0>"
       ]
      },
      "metadata": {},
@@ -1087,7 +1231,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To fix this, the data needs to transposed."
+    "A better representation is shown when the data is transposed, so the axes are swapped."
    ]
   },
   {
@@ -1098,7 +1242,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x2b90af2fb3d0>"
+       "<matplotlib.collections.QuadMesh at 0x2acbc093d4d0>"
       ]
      },
      "execution_count": 28,
@@ -1109,7 +1253,7 @@
      "data": {
       "image/png": 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oabXnKq8fv9fa8cjWOhdybI3Yr0bxeb/Mp8ii+dBUPK8AuHXB10ghlKJMk/se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\nlEB31AHDTk60g912yQ5qdG3bwcPFTqjarndO0XYAmqmO4+7wsCM19I9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4AADfCeDHiOgj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\n/x+rG3nigs8exAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a81afa10>"
+       "<matplotlib.figure.Figure at 0x2acbb9aed850>"
       ]
      },
      "metadata": {},
@@ -1125,7 +1269,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This 2d plot shows a complete picture of the temperature for whole day (every time step) and for all height levels. In practice, profile plot at a specific time stamp is a preffered way of visualizing the data."
+    "This 2d plot shows a complete picture of the temperature for whole day (every time step) and for all height levels. In practice, producing profile plot at a specific time stamp is a preferred way of visualizing the data."
    ]
   },
   {
@@ -1136,7 +1280,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2b90b20708d0>]"
+       "[<matplotlib.lines.Line2D at 0x2acbc36c4f90>]"
       ]
      },
      "execution_count": 29,
@@ -1147,7 +1291,7 @@
      "data": {
       "image/png": 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2hEceCX1gxoxJOioREREBJS9VatcO/vQnuOEGeOihpKMRERERJS/VcN55sP/+cPTRsHBh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\noyQ1zfQKyMoAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90a9010050>"
+       "<matplotlib.figure.Figure at 0x2acbc0a22b10>"
       ]
      },
      "metadata": {},
@@ -1163,7 +1307,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The above plot look better if the axes were swapped."
+    "The above plot looks better if the axes are swapped. Here the technique of transposing the data doesnot work (1 dimension data), so the 'height' information has to be explicitly passed as the second argument in the plotting function."
    ]
   },
   {
@@ -1174,7 +1318,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x2b90b20002d0>"
+       "<matplotlib.text.Text at 0x2acbc36eb4d0>"
       ]
      },
      "execution_count": 30,
@@ -1185,7 +1329,7 @@
      "data": {
       "image/png": 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FopNIklR9FpwGtf760Lkz3HJL0UkkSao+C06DmnNOWH11uOmmopNIklR9FpwGNnQo3HYb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\nzMzMKscJjpmZmVXOHwDM/BSVGSlCfAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90b2028350>"
+       "<matplotlib.figure.Figure at 0x2acbc36653d0>"
       ]
      },
      "metadata": {},
@@ -1206,7 +1350,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Resampling to hourly profiles by taking mean."
+    "Resampling to hourly profiles by taking means."
    ]
   },
   {
@@ -1260,19 +1404,9 @@
    "outputs": [
     {
      "data": {
+      "image/png": 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ufr+IiMiLpeA9ymSmZmg+ppn07kPZ36zGWzSfu/v7YcsWjt1/CwAbbj2dBVta+cUpZxGF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\nBG8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3IcoN1jlMjrfegJ+jQJ0KDBUTUAM8TnR/RkU/048hY50/DHc9JcqPAZqBU4oxJqIf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\nzPLIDW8zMzMzMzOzPPp/DxZqaY6Yvk8AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.text.Text at 0x2b90b20cd8d0>"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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S59St5GxtbTGfz2mahqtXrzKZTJhOp6yvrzMajYjjmNlsxt7eni8sbtuWsiyJ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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x2b90b2032150>"
+       "<matplotlib.figure.Figure at 0x2acbc379e2d0>"
       ]
      },
      "metadata": {},
@@ -1280,12 +1414,25 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(figsize=(6, 7))\n",
-    "\n",
+    "f, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(10, 7))\n",
     "for t in T:\n",
-    "    ax.plot(t, t.height_2, alpha=0.1, color='grey')\n",
-    "ax.set_ylabel('height (m)')\n",
-    "ax.set_xlabel('Temperature (K)')"
+    "    ax1.plot(t, t.height_2)\n",
+    "    ax2.plot(t, t.height_2, alpha=0.1, color='grey')\n",
+    "ax1.set_ylabel('height (m)')\n",
+    "ax1.set_xlabel('Temperature (K)')\n",
+    "ax2.set_xlabel('Temperature (K)')\n",
+    "f.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The above plot is an example for over-plotting. Setting a constant color and alpha value would result in a better representation of the data.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "[Holoviews](http://holoviews.org/) is a very interesting plotting library. Since this package is available, repeating the profile plot exercise with it."
    ]
   },
   {
@@ -2532,9 +2679,18 @@
    "source": [
     "import pandas as pd\n",
     "import holoviews as hv\n",
+    "\n",
+    "# holoviews support matplotlib, bokeh and plotly backends for visualization\n",
     "hv.extension('bokeh')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "creating a profile plot for the first time-step"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 35,
@@ -2546,7 +2702,7 @@
        "<div style='display: table; margin: 0 auto;'>\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"3a5e5a69-9d26-4b5a-8063-18016cc696bd\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"abe11192-76cb-4551-93dc-fb4eb468e1c6\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -2587,7 +2743,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        document.getElementById(\"3a5e5a69-9d26-4b5a-8063-18016cc696bd\").textContent = \"BokehJS successfully loaded.\";\n",
+       "        document.getElementById(\"abe11192-76cb-4551-93dc-fb4eb468e1c6\").textContent = \"BokehJS successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
        "      }\n",
@@ -2629,9 +2785,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"3a5e5a69-9d26-4b5a-8063-18016cc696bd\");\n",
+       "    };var element = document.getElementById(\"abe11192-76cb-4551-93dc-fb4eb468e1c6\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '3a5e5a69-9d26-4b5a-8063-18016cc696bd' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'abe11192-76cb-4551-93dc-fb4eb468e1c6' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -2641,8 +2797,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
        "          var fn = function() {\n",
-       "            var docs_json = 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Application\",\"version\":\"0.12.4\"}};\n",
+       "            var render_items = [{\"docid\":\"f668cb59-479e-480f-bc79-11ba3f75e4b8\",\"elementid\":\"abe11192-76cb-4551-93dc-fb4eb468e1c6\",\"modelid\":\"9d4c6078-676a-4dd2-9b1d-1935ba90d68b\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -2667,7 +2823,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"3a5e5a69-9d26-4b5a-8063-18016cc696bd\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"abe11192-76cb-4551-93dc-fb4eb468e1c6\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
@@ -2695,9 +2851,16 @@
     }
    ],
    "source": [
-    "%%opts Curve [width=500 height=600 invert_axes=True]\n",
+    "%%opts Curve [width=500 height=600 invert_axes=True show_grid=True]\n",
     "\n",
-    "hv.Curve(t)"
+    "hv.Curve(T[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notice that we did not change the dataset or pass the height information for get a proper plot as we have done in the earlier example. Setting 'invert_axis' to 'True' did the magic. "
    ]
   },
   {
@@ -2711,7 +2874,7 @@
        "<div style='display: table; margin: 0 auto;'>\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"80d81949-3a2b-4955-95cf-04ef9dea33b4\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"ffb44184-9b5b-4f99-be44-eb8e690a1ac2\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -2752,7 +2915,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        document.getElementById(\"80d81949-3a2b-4955-95cf-04ef9dea33b4\").textContent = \"BokehJS successfully loaded.\";\n",
+       "        document.getElementById(\"ffb44184-9b5b-4f99-be44-eb8e690a1ac2\").textContent = \"BokehJS successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
        "      }\n",
@@ -2794,9 +2957,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"80d81949-3a2b-4955-95cf-04ef9dea33b4\");\n",
+       "    };var element = document.getElementById(\"ffb44184-9b5b-4f99-be44-eb8e690a1ac2\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '80d81949-3a2b-4955-95cf-04ef9dea33b4' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ffb44184-9b5b-4f99-be44-eb8e690a1ac2' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -2806,8 +2969,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
        "          var fn = function() {\n",
-       "            var docs_json = 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+       "            var render_items = [{\"docid\":\"a371b8e3-d817-4b7b-94de-0271171c4c11\",\"elementid\":\"ffb44184-9b5b-4f99-be44-eb8e690a1ac2\",\"modelid\":\"170825c6-b5d1-44b4-ac41-ee0e90d01328\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -2832,7 +2995,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"80d81949-3a2b-4955-95cf-04ef9dea33b4\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"ffb44184-9b5b-4f99-be44-eb8e690a1ac2\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
@@ -2861,13 +3024,25 @@
     }
    ],
    "source": [
-    "%%opts Curve [width=500 height=600 invert_axes=True show_legend=False] (alpha=0.2 )\n",
+    "%%opts Curve [width=500 height=600 invert_axes=True show_legend=False show_grid=True] (alpha=0.1 color='gray')\n",
+    "\n",
+    "# creating a mapping of curve objects w.r.t time\n",
+    "curves = {pd.to_datetime(t.time.values): hv.Curve(t) for t in T}\n",
     "\n",
-    "hmap = hv.HoloMap({pd.to_datetime(t.time.values): hv.Curve(t) for t in T}, kdims=['Time']).relabel(\"Temperature profiles - Hourly\")\n",
+    "# creating a holomap object out of curves\n",
+    "hmap = hv.HoloMap(curves, kdims=['Time']).relabel(\"Temperature profiles - Hourly\")\n",
     "\n",
+    "# overlaying curves\n",
     "hv.NdOverlay(hmap)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "'NdOverlay' plots all the curves in a single plot. Directly visualizing the 'Holomap' object automatically creates the widget object as shown below. "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 37,
@@ -2877,13 +3052,13 @@
      "data": {
       "text/html": [
        "<div class=\"hololayout row row-fluid\">\n",
-       "  <div class=\"holoframe\" id=\"display_areae3363ffe2ecb44fd8d3fab0a0f0b97ac\">\n",
-       "    <div id=\"_anim_imge3363ffe2ecb44fd8d3fab0a0f0b97ac\">\n",
+       "  <div class=\"holoframe\" id=\"display_area0a2fb765d2854d9f902d2c2af779d2e6\">\n",
+       "    <div id=\"_anim_img0a2fb765d2854d9f902d2c2af779d2e6\">\n",
        "      \n",
        "      <div style='display: table; margin: 0 auto;'>\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"38cb11f3-39ec-4702-97e5-dd04850c8cec\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"a0e8169b-e179-45bb-a27f-b78bde8b8ad9\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -2924,7 +3099,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        document.getElementById(\"38cb11f3-39ec-4702-97e5-dd04850c8cec\").textContent = \"BokehJS successfully loaded.\";\n",
+       "        document.getElementById(\"a0e8169b-e179-45bb-a27f-b78bde8b8ad9\").textContent = \"BokehJS successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
        "      }\n",
@@ -2966,9 +3141,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"38cb11f3-39ec-4702-97e5-dd04850c8cec\");\n",
+       "    };var element = document.getElementById(\"a0e8169b-e179-45bb-a27f-b78bde8b8ad9\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '38cb11f3-39ec-4702-97e5-dd04850c8cec' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'a0e8169b-e179-45bb-a27f-b78bde8b8ad9' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -2978,8 +3153,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
        "          var fn = function() {\n",
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00:00:00\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"12pt\"}},\"id\":\"1ff1fadb-87f2-4bf9-b389-4d16e405693c\",\"type\":\"Title\"},{\"attributes\":{\"plot\":{\"id\":\"606c95bd-b716-4cd1-a12f-c39f4c75bc84\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"76d36197-93bc-48f0-ae28-aef956b1cf26\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"e301a6bb-3a82-4168-b121-a1ece81444dd\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#30a2da\"},\"line_width\":{\"value\":2},\"x\":{\"field\":\"T\"},\"y\":{\"field\":\"height_2\"}},\"id\":\"9c0750d8-63ce-431e-9fb5-0ac79336c297\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"T\",\"height_2\"],\"data\":{\"T\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]},\"height_2\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]}}},\"id\":\"c653e0c1-e316-48bd-98fa-15b387fb83b1\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":286.68768286318254,\"start\":213.67562341591747},\"id\":\"8ec83679-c761-44c7-843b-5b97988cf3ee\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"e6d57bee-9127-4322-b122-57e78a79c6bc\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"606c95bd-b716-4cd1-a12f-c39f4c75bc84\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"97eea5ec-3c1d-40e0-9112-0f8d0ea64d66\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis_label\":\"T\",\"formatter\":{\"id\":\"01ee70d1-c0a7-40cd-8bda-9868cf073730\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"606c95bd-b716-4cd1-a12f-c39f4c75bc84\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e301a6bb-3a82-4168-b121-a1ece81444dd\",\"type\":\"BasicTicker\"}},\"id\":\"66a1db72-4395-47db-89e6-9afdd26ad4a5\",\"ty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Application\",\"version\":\"0.12.4\"}};\n",
+       "            var render_items = [{\"docid\":\"9a6b67ec-d679-4af6-83b8-eb043bcdcd55\",\"elementid\":\"a0e8169b-e179-45bb-a27f-b78bde8b8ad9\",\"modelid\":\"606c95bd-b716-4cd1-a12f-c39f4c75bc84\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -3004,7 +3179,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"38cb11f3-39ec-4702-97e5-dd04850c8cec\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"a0e8169b-e179-45bb-a27f-b78bde8b8ad9\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
@@ -3024,18 +3199,18 @@
        "      \n",
        "    </div>\n",
        "  </div>\n",
-       "  <div class=\"holowidgets\" id=\"widget_areae3363ffe2ecb44fd8d3fab0a0f0b97ac\">\n",
-       "    <form class=\"holoform well\" id=\"forme3363ffe2ecb44fd8d3fab0a0f0b97ac\">\n",
+       "  <div class=\"holowidgets\" id=\"widget_area0a2fb765d2854d9f902d2c2af779d2e6\">\n",
+       "    <form class=\"holoform well\" id=\"form0a2fb765d2854d9f902d2c2af779d2e6\">\n",
        "      \n",
        "      \n",
        "        <div class=\"form-group control-group holoformgroup\" style=''>\n",
-       "          <label for=\"textInpute3363ffe2ecb44fd8d3fab0a0f0b97ac_Time\"><strong>Time:</strong></label>\n",
-       "          <select class=\"holoselect form-control\" id=\"_anim_widgete3363ffe2ecb44fd8d3fab0a0f0b97ac_Time\" >\n",
+       "          <label for=\"textInput0a2fb765d2854d9f902d2c2af779d2e6_Time\"><strong>Time:</strong></label>\n",
+       "          <select class=\"holoselect form-control\" id=\"_anim_widget0a2fb765d2854d9f902d2c2af779d2e6_Time\" >\n",
        "          </select>\n",
        "        </div>\n",
        "        <script>\n",
        "        function init_dropdown() {\n",
-       "        var widget = $(\"#_anim_widgete3363ffe2ecb44fd8d3fab0a0f0b97ac_Time\");\n",
+       "        var widget = $(\"#_anim_widget0a2fb765d2854d9f902d2c2af779d2e6_Time\");\n",
        "        var vals = ['2013-05-11 00:00:00', '2013-05-11 01:00:00', '2013-05-11 02:00:00', '2013-05-11 03:00:00', '2013-05-11 04:00:00', '2013-05-11 05:00:00', '2013-05-11 06:00:00', '2013-05-11 07:00:00', '2013-05-11 08:00:00', '2013-05-11 09:00:00', '2013-05-11 10:00:00', '2013-05-11 11:00:00', '2013-05-11 12:00:00', '2013-05-11 13:00:00', '2013-05-11 14:00:00', '2013-05-11 15:00:00', '2013-05-11 16:00:00', '2013-05-11 17:00:00', '2013-05-11 18:00:00', '2013-05-11 19:00:00', '2013-05-11 20:00:00', '2013-05-11 21:00:00', '2013-05-11 22:00:00', '2013-05-11 23:00:00', '2013-05-12 00:00:00'];\n",
        "        var labels = ['2013-05-11 00:00:00', '2013-05-11 01:00:00', '2013-05-11 02:00:00', '2013-05-11 03:00:00', '2013-05-11 04:00:00', '2013-05-11 05:00:00', '2013-05-11 06:00:00', '2013-05-11 07:00:00', '2013-05-11 08:00:00', '2013-05-11 09:00:00', '2013-05-11 10:00:00', '2013-05-11 11:00:00', '2013-05-11 12:00:00', '2013-05-11 13:00:00', '2013-05-11 14:00:00', '2013-05-11 15:00:00', '2013-05-11 16:00:00', '2013-05-11 17:00:00', '2013-05-11 18:00:00', '2013-05-11 19:00:00', '2013-05-11 20:00:00', '2013-05-11 21:00:00', '2013-05-11 22:00:00', '2013-05-11 23:00:00', '2013-05-12 00:00:00'];\n",
        "        widget.data('values', vals)\n",
@@ -3060,11 +3235,11 @@
        "            var next_vals = $.data(this, \"next_vals\");\n",
        "            if (Object.keys(next_vals).length > 0) {\n",
        "                var new_vals = next_vals[dim_val];\n",
-       "                var next_widget = $('#_anim_widgete3363ffe2ecb44fd8d3fab0a0f0b97ac_');\n",
+       "                var next_widget = $('#_anim_widget0a2fb765d2854d9f902d2c2af779d2e6_');\n",
        "                update_widget(next_widget, new_vals);\n",
        "            }\n",
-       "\t\t\tif (anime3363ffe2ecb44fd8d3fab0a0f0b97ac) {\n",
-       "                anime3363ffe2ecb44fd8d3fab0a0f0b97ac.set_frame(dim_val, 0);\n",
+       "\t\t\tif (anim0a2fb765d2854d9f902d2c2af779d2e6) {\n",
+       "                anim0a2fb765d2854d9f902d2c2af779d2e6.set_frame(dim_val, 0);\n",
        "            }\n",
        "\n",
        "        });\n",
@@ -3083,24 +3258,24 @@
        "/* The IDs given should match those used in the template above. */\n",
        "(function() {\n",
        "\tif (jQuery.ui !== undefined) {\n",
-       "\t\t$(\"#display_areae3363ffe2ecb44fd8d3fab0a0f0b97ac\").resizable({\n",
+       "\t\t$(\"#display_area0a2fb765d2854d9f902d2c2af779d2e6\").resizable({\n",
        "\t\t\tresize: function(event, ui) {\n",
-       "\t\t\t\t$(\"#widget_areae3363ffe2ecb44fd8d3fab0a0f0b97ac\").width($(this).parent().width()-ui.size.width);\n",
+       "\t\t\t\t$(\"#widget_area0a2fb765d2854d9f902d2c2af779d2e6\").width($(this).parent().width()-ui.size.width);\n",
        "\t\t\t}\n",
        "\t\t});\n",
-       "\t\t$(\"#widget_areae3363ffe2ecb44fd8d3fab0a0f0b97ac\").resizable();\n",
+       "\t\t$(\"#widget_area0a2fb765d2854d9f902d2c2af779d2e6\").resizable();\n",
        "\t}\n",
        "    var widget_ids = new Array(1);\n",
        "    \n",
-       "    widget_ids[0] = \"_anim_widgete3363ffe2ecb44fd8d3fab0a0f0b97ac_Time\";\n",
+       "    widget_ids[0] = \"_anim_widget0a2fb765d2854d9f902d2c2af779d2e6_Time\";\n",
        "    \n",
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        "    var dim_vals = ['2013-05-11 00:00:00'];\n",
        "    var keyMap = {\"('2013-05-11 00:00:00',)\": 0, \"('2013-05-11 01:00:00',)\": 1, \"('2013-05-11 02:00:00',)\": 2, \"('2013-05-11 03:00:00',)\": 3, \"('2013-05-11 04:00:00',)\": 4, \"('2013-05-11 05:00:00',)\": 5, \"('2013-05-11 06:00:00',)\": 6, \"('2013-05-11 07:00:00',)\": 7, \"('2013-05-11 08:00:00',)\": 8, \"('2013-05-11 09:00:00',)\": 9, \"('2013-05-11 10:00:00',)\": 10, \"('2013-05-11 11:00:00',)\": 11, \"('2013-05-11 12:00:00',)\": 12, \"('2013-05-11 13:00:00',)\": 13, \"('2013-05-11 14:00:00',)\": 14, \"('2013-05-11 15:00:00',)\": 15, \"('2013-05-11 16:00:00',)\": 16, \"('2013-05-11 17:00:00',)\": 17, \"('2013-05-11 18:00:00',)\": 18, \"('2013-05-11 19:00:00',)\": 19, \"('2013-05-11 20:00:00',)\": 20, \"('2013-05-11 21:00:00',)\": 21, \"('2013-05-11 22:00:00',)\": 22, \"('2013-05-11 23:00:00',)\": 23, \"('2013-05-12 00:00:00',)\": 24};\n",
        "    var notFound = \"<h2 style='vertical-align: middle>No frame at selected dimension value.<h2>\";\n",
        "    function create_widget() {\n",
        "        setTimeout(function() {\n",
-       "            anime3363ffe2ecb44fd8d3fab0a0f0b97ac = new BokehSelectionWidget(frame_data, \"e3363ffe2ecb44fd8d3fab0a0f0b97ac\", widget_ids,\n",
+       "            anim0a2fb765d2854d9f902d2c2af779d2e6 = new BokehSelectionWidget(frame_data, \"0a2fb765d2854d9f902d2c2af779d2e6\", widget_ids,\n",
        "\t\t\t\tkeyMap, dim_vals, notFound, false, \"default\",\n",
        "\t\t\t\ttrue, \"./json_figures/\", false);\n",
        "        }, 0);\n",
@@ -3122,10 +3297,10 @@
     }
    ],
    "source": [
-    "%%opts Curve [width=500 height=600 invert_axes=True]\n",
-    "\n",
-    "hmap = hv.HoloMap({pd.to_datetime(t.time.values): hv.Curve(t) for t in T}, kdims=['Time'])\n",
+    "%%opts Curve [width=500 height=600 invert_axes=True show_grid=True]\n",
     "\n",
+    "curves = {pd.to_datetime(t.time.values): hv.Curve(t) for t in T}\n",
+    "hmap = hv.HoloMap(curves, kdims=['Time']).relabel(\"Temperature profiles - Hourly\")\n",
     "hmap"
    ]
   }