From abd571bfa4a8ad6e15a5c6802d49718a5a191976 Mon Sep 17 00:00:00 2001
From: Ting Sun <sunting.05@gmail.com>
Date: Fri, 30 Aug 2019 14:50:06 +0100
Subject: [PATCH] updated tutorial

---
 .../tutorial/external-interaction.ipynb       | 33599 ++++++++--------
 1 file changed, 16927 insertions(+), 16672 deletions(-)

diff --git a/docs/source/tutorial/external-interaction.ipynb b/docs/source/tutorial/external-interaction.ipynb
index e6e08557..3a5fa6e2 100644
--- a/docs/source/tutorial/external-interaction.ipynb
+++ b/docs/source/tutorial/external-interaction.ipynb
@@ -32,11 +32,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T10:58:25.798295Z",
-     "start_time": "2019-05-29T10:58:23.041136Z"
+     "end_time": "2019-08-30T13:48:14.958948Z",
+     "start_time": "2019-08-30T13:48:11.762303Z"
     },
     "scrolled": true
    },
@@ -45,8 +45,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "supy: 2019.5.28 \n",
-      "supy_driver: 2018c8\n"
+      "supy: 2019.8.30dev\n",
+      "supy_driver: 2019a4\n"
      ]
     }
    ],
@@ -74,14 +74,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T10:58:42.695155Z",
-     "start_time": "2019-05-29T10:58:25.807192Z"
+     "end_time": "2019-08-30T13:48:20.437533Z",
+     "start_time": "2019-08-30T13:48:14.960494Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:All cache cleared.\n",
+      "INFO:root:====================\n",
+      "INFO:root:Simulation period:\n",
+      "INFO:root:  Start: 2012-01-01 00:05:00\n",
+      "INFO:root:  End: 2013-01-01 00:00:00\n",
+      "INFO:root:\n",
+      "INFO:root:No. of grids: 1\n",
+      "INFO:root:SuPy is running in serial mode\n",
+      "INFO:root:Execution time: 3.0 s\n",
+      "INFO:root:====================\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "# load sample run dataset\n",
     "df_state_init, df_forcing = sp.load_SampleData()\n",
@@ -98,11 +116,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T10:58:43.178258Z",
-     "start_time": "2019-05-29T10:58:43.174736Z"
+     "end_time": "2019-08-30T13:48:20.443607Z",
+     "start_time": "2019-08-30T13:48:20.439128Z"
     }
    },
    "outputs": [
@@ -117,13 +135,14 @@
        "       'SMDGrass', 'SMDBSoil', 'StPaved', 'StBldgs', 'StEveTr', 'StDecTr',\n",
        "       'StGrass', 'StBSoil', 'StWater', 'Zenith', 'Azimuth', 'AlbBulk', 'Fcld',\n",
        "       'LAI', 'z0m', 'zdm', 'UStar', 'Lob', 'RA', 'RS', 'Fc', 'FcPhoto',\n",
-       "       'FcRespi', 'FcMetab', 'FcTraff', 'FcBuild', 'QNSnowFr', 'QNSnow',\n",
-       "       'AlbSnow', 'QM', 'QMFreeze', 'QMRain', 'SWE', 'MeltWater', 'MeltWStore',\n",
-       "       'SnowCh', 'SnowRPaved', 'SnowRBldgs', 'Ts', 'T2', 'Q2', 'U10', 'RH2'],\n",
+       "       'FcRespi', 'FcMetab', 'FcTraff', 'FcBuild', 'FcPoint', 'QNSnowFr',\n",
+       "       'QNSnow', 'AlbSnow', 'QM', 'QMFreeze', 'QMRain', 'SWE', 'MeltWater',\n",
+       "       'MeltWStore', 'SnowCh', 'SnowRPaved', 'SnowRBldgs', 'Ts', 'T2', 'Q2',\n",
+       "       'U10', 'RH2'],\n",
        "      dtype='object', name='var')"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -184,11 +203,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T10:30:00.957473Z",
-     "start_time": "2019-05-29T10:30:00.954327Z"
+     "end_time": "2019-08-30T13:48:20.448300Z",
+     "start_time": "2019-08-30T13:48:20.444936Z"
     }
    },
    "outputs": [],
@@ -200,31 +219,6 @@
     "    return qf_res"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2019-05-29T10:57:23.823888Z",
-     "start_time": "2019-05-29T10:57:23.820503Z"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.5"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "QF_simple(21)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -234,11 +228,11 @@
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+   "execution_count": 6,
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     "ExecuteTime": {
-     "end_time": "2019-05-29T09:38:39.207901Z",
-     "start_time": "2019-05-29T09:38:38.687212Z"
+     "end_time": "2019-08-30T13:48:20.852919Z",
+     "start_time": "2019-08-30T13:48:20.454074Z"
     }
    },
    "outputs": [
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-   "execution_count": 11,
+   "execution_count": 7,
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     "ExecuteTime": {
-     "end_time": "2019-05-29T10:59:03.633467Z",
-     "start_time": "2019-05-29T10:59:03.622626Z"
+     "end_time": "2019-08-30T13:48:20.864368Z",
+     "start_time": "2019-08-30T13:48:20.855741Z"
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    "outputs": [],
@@ -1701,7 +1695,7 @@
     "                'pres': 'press_hpa',\n",
     "                'rain': 'precip',\n",
     "                'kdown': 'avkdn',\n",
-    "                'snow': 'snow_obs',\n",
+    "                'snow': 'snowfrac_obs',\n",
     "                'ldown': 'ldown_obs',\n",
     "                'fcld': 'fcld_obs',\n",
     "                'Wuh': 'wu_m3',\n",
@@ -1779,14 +1773,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 8,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T10:59:17.956160Z",
-     "start_time": "2019-05-29T10:59:08.302837Z"
+     "end_time": "2019-08-30T13:48:22.456005Z",
+     "start_time": "2019-08-30T13:48:20.866521Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:====================\n",
+      "INFO:root:Simulation period:\n",
+      "INFO:root:  Start: 2012-01-01 00:05:00\n",
+      "INFO:root:  End: 2012-06-30 23:55:00\n",
+      "INFO:root:\n",
+      "INFO:root:No. of grids: 1\n",
+      "INFO:root:SuPy is running in serial mode\n",
+      "INFO:root:Execution time: 1.6 s\n",
+      "INFO:root:====================\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "df_output_june, df_state_jul = sp.run_supy(\n",
     "    df_forcing.loc[:'2012 6'], df_state_init)\n",
@@ -1802,14 +1813,31 @@
   },
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    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {
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-     "start_time": "2019-05-29T10:59:18.469556Z"
+     "end_time": "2019-08-30T13:48:23.735452Z",
+     "start_time": "2019-08-30T13:48:22.457206Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:====================\n",
+      "INFO:root:Simulation period:\n",
+      "INFO:root:  Start: 2012-07-01 00:00:00\n",
+      "INFO:root:  End: 2012-11-30 23:55:00\n",
+      "INFO:root:\n",
+      "INFO:root:No. of grids: 1\n",
+      "INFO:root:SuPy is running in serial mode\n",
+      "INFO:root:Execution time: 1.3 s\n",
+      "INFO:root:====================\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "df_output_oct, df_state_dec = sp.run_supy(\n",
     "    df_forcing.loc['2012 7':'2012 11'], df_state_jul_init)\n",
@@ -1825,11 +1853,11 @@
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+   "execution_count": 10,
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-     "start_time": "2019-05-29T10:59:26.399027Z"
+     "end_time": "2019-08-30T13:48:42.976356Z",
+     "start_time": "2019-08-30T13:48:23.736688Z"
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    "outputs": [],
@@ -1856,21 +1884,21 @@
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+     "end_time": "2019-08-30T13:48:43.411003Z",
+     "start_time": "2019-08-30T13:48:42.977735Z"
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+     "end_time": "2019-08-30T13:48:44.649754Z",
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     "ExecuteTime": {
-     "end_time": "2019-05-29T10:59:57.945513Z",
-     "start_time": "2019-05-29T10:59:54.783648Z"
+     "end_time": "2019-08-30T13:48:47.997958Z",
+     "start_time": "2019-08-30T13:48:44.650952Z"
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@@ -13575,10 +13753,10 @@
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-     "execution_count": 19,
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