diff --git a/docs/source/tutorial/impact-studies-parallel.ipynb b/docs/source/tutorial/impact-studies-parallel.ipynb
index 2f64ea3c..aae6c9dd 100644
--- a/docs/source/tutorial/impact-studies-parallel.ipynb
+++ b/docs/source/tutorial/impact-studies-parallel.ipynb
@@ -44,8 +44,8 @@
    "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-06-09T12:05:10.628729Z",
-     "start_time": "2019-06-09T12:05:08.064242Z"
+     "end_time": "2019-08-30T13:21:03.735582Z",
+     "start_time": "2019-08-30T13:21:01.345213Z"
     }
    },
    "outputs": [
@@ -53,8 +53,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "supy: 2019.6.8 \n",
-      "supy_driver: 2018c8\n"
+      "supy: 2019.8.30dev\n",
+      "supy_driver: 2019a4\n"
      ]
     }
    ],
@@ -69,6 +69,9 @@
     "import matplotlib.pyplot as plt\n",
     "import matplotlib.dates as mdates\n",
     "from time import time\n",
+    "import logging\n",
+    "logging.basicConfig()\n",
+    "logging.getLogger().setLevel(logging.WARNING)\n",
     "\n",
     "get_ipython().run_line_magic('matplotlib', 'inline')\n",
     "# produce high-quality figures, which can also be set as one of ['svg', 'pdf', 'retina', 'png']\n",
@@ -83,8 +86,8 @@
    "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-06-09T12:05:38.237060Z",
-     "start_time": "2019-06-09T12:05:18.161572Z"
+     "end_time": "2019-08-30T13:21:09.458105Z",
+     "start_time": "2019-08-30T13:21:03.737055Z"
     }
    },
    "outputs": [],
@@ -97,18 +100,14 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "heading_collapsed": true
-   },
+   "metadata": {},
    "source": [
     "### Paralell setup for `supy` using `dask`"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
     "Given the nature of impact studies that requires multiple independent models with selected parameters/variables varying across the setups, such simulations well fall into the scope of so-called [*embarrassingly parallel computation*](http://docs.dask.org/en/latest/use-cases.html#embarrassingly-parallel-computation) that is fully supported by `dask`. Also, as `supy` is readily built on the data structure `pandas.DataFrame`, we can fairly easily transfer it to the `dask` framework for parallel operations thanks to [`dask.dataframe`](http://docs.dask.org/en/latest/dataframe.html), a specialized `dataframe` extending `pandas.DataFrame`'s ability in parallel operations.\n",
     "\n",
@@ -122,10 +121,9 @@
    "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T06:56:49.674130Z",
-     "start_time": "2019-05-29T06:56:49.666777Z"
-    },
-    "hidden": true
+     "end_time": "2019-08-30T13:21:09.464444Z",
+     "start_time": "2019-08-30T13:21:09.459417Z"
+    }
    },
    "outputs": [
     {
@@ -134,7 +132,7 @@
      "text": [
       "machine : x86_64\n",
       "system : Darwin\n",
-      "mac_ver : ('10.14.4', ('', '', ''), 'x86_64')\n",
+      "mac_ver : ('10.14.6', ('', '', ''), 'x86_64')\n",
       "processor : i386\n",
       "number of CPU processors: 12\n",
       "memory size (GB): 32.0\n"
@@ -156,9 +154,7 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
     "To demonstrate the parallelization, we simply duplicate the contents in `df_state_init` to make it seemingly large. Note we intentionally choose `24` as the number for copies to accompany the power of CPU.\n",
     "\n",
@@ -167,9 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
     "#### Baseline serial  run"
    ]
@@ -179,17 +173,17 @@
    "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T06:57:21.643493Z",
-     "start_time": "2019-05-29T06:56:49.675515Z"
+     "end_time": "2019-08-30T13:21:17.143124Z",
+     "start_time": "2019-08-30T13:21:09.465534Z"
     },
-    "hidden": true
+    "scrolled": false
    },
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Execution time: 31.88 s\n"
+      "WARNING:root:Execution time: 7.61 s\n"
      ]
     }
    ],
@@ -207,14 +201,12 @@
     "    xx = sp.run_supy(df_forcing_part, df_state_init_mgrids.iloc[[i]])\n",
     "t1 = time()\n",
     "t_ser = t1-t0\n",
-    "print(f'Execution time: {t_ser:.2f} s')\n"
+    "logging.warning(f'Execution time: {t_ser:.2f} s')\n"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
     "#### Parallel  run"
    ]
@@ -224,17 +216,16 @@
    "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T06:57:30.237555Z",
-     "start_time": "2019-05-29T06:57:21.645143Z"
-    },
-    "hidden": true
+     "end_time": "2019-08-30T13:21:21.281001Z",
+     "start_time": "2019-08-30T13:21:17.144236Z"
+    }
    },
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Execution time: 8.59 s\n"
+      "WARNING:root:Execution time: 4.13 s\n"
      ]
     }
    ],
@@ -244,15 +235,12 @@
     "xx = sp.run_supy(df_forcing_part, df_state_init_mgrids)\n",
     "t1 = time()\n",
     "t_par = t1-t0\n",
-    "print(f'Execution time: {t_par:.2f} s')"
+    "logging.warning(f'Execution time: {t_par:.2f} s')"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "heading_collapsed": true,
-    "hidden": true
-   },
+   "metadata": {},
    "source": [
     "#### Benchmark test\n",
     "\n",
@@ -264,78 +252,78 @@
    "execution_count": 6,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T07:29:49.916995Z",
-     "start_time": "2019-05-29T06:57:30.240188Z"
+     "end_time": "2019-08-30T13:27:55.748034Z",
+     "start_time": "2019-08-30T13:21:21.282807Z"
     },
-    "hidden": true
+    "scrolled": false
    },
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sim days: 30.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 16.66 s\n",
-      "parallel:\n",
-      "Execution time: 4.83 s\n",
+      "WARNING:root:Sim days: 30.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 4.07 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 2.17 s\n",
       "\n",
-      "Sim days: 90.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 47.56 s\n",
-      "parallel:\n",
-      "Execution time: 13.11 s\n",
+      "WARNING:root:Sim days: 90.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 8.99 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 4.07 s\n",
       "\n",
-      "Sim days: 120.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 59.75 s\n",
-      "parallel:\n",
-      "Execution time: 17.03 s\n",
+      "WARNING:root:Sim days: 120.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 10.88 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 5.08 s\n",
       "\n",
-      "Sim days: 150.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 75.88 s\n",
-      "parallel:\n",
-      "Execution time: 21.21 s\n",
+      "WARNING:root:Sim days: 150.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 13.29 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 5.80 s\n",
       "\n",
-      "Sim days: 180.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 89.50 s\n",
-      "parallel:\n",
-      "Execution time: 26.77 s\n",
+      "WARNING:root:Sim days: 180.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 15.47 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 6.70 s\n",
       "\n",
-      "Sim days: 270.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 134.00 s\n",
-      "parallel:\n",
-      "Execution time: 39.63 s\n",
+      "WARNING:root:Sim days: 270.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 22.23 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 9.84 s\n",
       "\n",
-      "Sim days: 365.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 174.84 s\n",
-      "parallel:\n",
-      "Execution time: 53.04 s\n",
+      "WARNING:root:Sim days: 365.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 29.06 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 13.65 s\n",
       "\n",
-      "Sim days: 730.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 347.02 s\n",
-      "parallel:\n",
-      "Execution time: 118.87 s\n",
+      "WARNING:root:Sim days: 730.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 67.05 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 28.66 s\n",
       "\n",
-      "Sim days: 1095.0\n",
-      "No. of grids: 12\n",
-      "serial:\n",
-      "Execution time: 515.71 s\n",
-      "parallel:\n",
-      "Execution time: 184.12 s\n",
+      "WARNING:root:Sim days: 1095.0\n",
+      "WARNING:root:No. of grids: 12\n",
+      "WARNING:root:serial:\n",
+      "WARNING:root:Execution time: 98.66 s\n",
+      "WARNING:root:parallel:\n",
+      "WARNING:root:Execution time: 48.68 s\n",
       "\n"
      ]
     }
@@ -364,39 +352,38 @@
     "dict_time_par = dict()\n",
     "for sim_len in list_sim_len:\n",
     "    df_forcing_part = df_forcing_m.iloc[:sim_len]\n",
-    "    print('Sim days:', sim_len / 288)\n",
-    "    print('No. of grids:', df_state_init_m.shape[0])\n",
+    "    logging.warning(f'Sim days: {sim_len / 288}')\n",
+    "    logging.warning(f'No. of grids: {df_state_init_m.shape[0]}')\n",
     "    # serial run\n",
-    "    print('serial:')\n",
+    "    logging.warning('serial:')\n",
     "    t0 = time()\n",
     "    for i in range(df_state_init_m.shape[0]):\n",
     "        sp.run_supy(df_forcing_part, df_state_init_m.iloc[[i]])\n",
     "    t1 = time()\n",
     "    t_test = t1 - t0\n",
-    "    print(f'Execution time: {t_test:.2f} s')\n",
-    "    #     print()\n",
+    "    logging.warning(f'Execution time: {t_test:.2f} s')\n",
+    "\n",
     "    dict_time_ser.update({sim_len: t_test})\n",
     "\n",
     "    # parallel run\n",
-    "    print('parallel:')\n",
+    "    logging.warning('parallel:')\n",
     "    t0 = time()\n",
     "    sp.run_supy(df_forcing_part, df_state_init_m)\n",
     "    t1 = time()\n",
     "    t_test = t1 - t0\n",
-    "    print(f'Execution time: {t_test:.2f} s')\n",
-    "    print()\n",
+    "    logging.warning(f'Execution time: {t_test:.2f} s\\n')\n",
+    "\n",
     "    dict_time_par.update({sim_len: t_test})"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2019-05-29T07:43:34.829549Z",
-     "start_time": "2019-05-29T07:43:34.605746Z"
-    },
-    "hidden": true
+     "end_time": "2019-08-30T13:27:56.036351Z",
+     "start_time": "2019-08-30T13:27:55.753954Z"
+    }
    },
    "outputs": [
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@@ -423,10 +410,10 @@
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        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
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@@ -2052,7 +1905,7 @@
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@@ -6487,7 +6402,7 @@
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@@ -6518,12 +6433,12 @@
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@@ -6925,11 +6840,11 @@
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-     "start_time": "2019-05-29T12:33:16.571619Z"
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@@ -6937,7 +6852,7 @@
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@@ -6959,11 +6874,11 @@
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    "source": [
     "ax_temp_diff_stat=df_temp_diff_stat.plot()\n",
     "ax_temp_diff_stat.set_ylabel('$\\\\Delta T_2$ ($^{\\\\circ}}$C)')\n",