diff --git a/docs/notebooks/Example_ISO_prob.ipynb b/docs/notebooks/Example_ISO_prob.ipynb
index 9128b0246be6e5958d49702a0f69ecaa9a72d68e..f341fd66d207420bde33c8aa9748797384d8b515 100644
--- a/docs/notebooks/Example_ISO_prob.ipynb
+++ b/docs/notebooks/Example_ISO_prob.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18,306 +18,17 @@
     "import pandas as pd\n",
     "import scipy\n",
     "from statsmodels.distributions.empirical_distribution import ECDF, monotone_fn_inverter\n",
-    "from hydesign.weather import isoprob_transfrom"
+    "from hydesign.weather import isoprob_transfrom\n",
+    "from hydesign.examples import examples_filepath"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>WS_1</th>\n",
-       "      <th>WS_50</th>\n",
-       "      <th>WS_100</th>\n",
-       "      <th>WS_150</th>\n",
-       "      <th>WS_200</th>\n",
-       "      <th>WD_1</th>\n",
-       "      <th>WD_50</th>\n",
-       "      <th>WD_100</th>\n",
-       "      <th>WD_150</th>\n",
-       "      <th>WD_200</th>\n",
-       "      <th>temp_air_1</th>\n",
-       "      <th>ghi</th>\n",
-       "      <th>dni</th>\n",
-       "      <th>dhi</th>\n",
-       "      <th>Price</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2012-01-01 00:00:00</th>\n",
-       "      <td>2.810816</td>\n",
-       "      <td>6.582182</td>\n",
-       "      <td>7.993129</td>\n",
-       "      <td>8.112989</td>\n",
-       "      <td>9.236903</td>\n",
-       "      <td>166.346357</td>\n",
-       "      <td>168.595724</td>\n",
-       "      <td>170.888214</td>\n",
-       "      <td>173.593446</td>\n",
-       "      <td>175.457612</td>\n",
-       "      <td>275.686735</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>31.558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-01-01 01:00:00</th>\n",
-       "      <td>2.904450</td>\n",
-       "      <td>6.810934</td>\n",
-       "      <td>8.275190</td>\n",
-       "      <td>8.356479</td>\n",
-       "      <td>9.566073</td>\n",
-       "      <td>169.298921</td>\n",
-       "      <td>171.004601</td>\n",
-       "      <td>172.747782</td>\n",
-       "      <td>175.411415</td>\n",
-       "      <td>176.846748</td>\n",
-       "      <td>275.846921</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>31.558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-01-01 02:00:00</th>\n",
-       "      <td>2.991752</td>\n",
-       "      <td>6.987023</td>\n",
-       "      <td>8.481921</td>\n",
-       "      <td>8.563847</td>\n",
-       "      <td>9.907062</td>\n",
-       "      <td>170.332390</td>\n",
-       "      <td>172.071325</td>\n",
-       "      <td>173.846343</td>\n",
-       "      <td>176.856068</td>\n",
-       "      <td>178.182438</td>\n",
-       "      <td>275.908146</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>31.558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-01-01 03:00:00</th>\n",
-       "      <td>3.081025</td>\n",
-       "      <td>7.153487</td>\n",
-       "      <td>8.673896</td>\n",
-       "      <td>8.668350</td>\n",
-       "      <td>10.113215</td>\n",
-       "      <td>172.369415</td>\n",
-       "      <td>174.117329</td>\n",
-       "      <td>175.900884</td>\n",
-       "      <td>179.006964</td>\n",
-       "      <td>180.215424</td>\n",
-       "      <td>275.985910</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>31.558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-01-01 04:00:00</th>\n",
-       "      <td>3.032618</td>\n",
-       "      <td>7.087701</td>\n",
-       "      <td>8.604443</td>\n",
-       "      <td>8.657067</td>\n",
-       "      <td>10.226668</td>\n",
-       "      <td>176.961308</td>\n",
-       "      <td>179.096749</td>\n",
-       "      <td>181.275850</td>\n",
-       "      <td>185.728569</td>\n",
-       "      <td>187.114208</td>\n",
-       "      <td>276.139611</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>31.558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 19:00:00</th>\n",
-       "      <td>4.346459</td>\n",
-       "      <td>9.731132</td>\n",
-       "      <td>11.725017</td>\n",
-       "      <td>11.833588</td>\n",
-       "      <td>13.738749</td>\n",
-       "      <td>232.070531</td>\n",
-       "      <td>233.096306</td>\n",
-       "      <td>234.139569</td>\n",
-       "      <td>235.862549</td>\n",
-       "      <td>236.381657</td>\n",
-       "      <td>276.787589</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>34.992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 20:00:00</th>\n",
-       "      <td>4.351285</td>\n",
-       "      <td>9.781253</td>\n",
-       "      <td>11.793128</td>\n",
-       "      <td>11.924614</td>\n",
-       "      <td>13.851638</td>\n",
-       "      <td>236.280844</td>\n",
-       "      <td>237.063277</td>\n",
-       "      <td>237.866713</td>\n",
-       "      <td>239.526916</td>\n",
-       "      <td>239.919572</td>\n",
-       "      <td>276.550026</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>33.135</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 21:00:00</th>\n",
-       "      <td>4.131801</td>\n",
-       "      <td>9.349829</td>\n",
-       "      <td>11.286007</td>\n",
-       "      <td>11.395169</td>\n",
-       "      <td>13.252576</td>\n",
-       "      <td>234.027128</td>\n",
-       "      <td>235.111454</td>\n",
-       "      <td>236.219895</td>\n",
-       "      <td>237.857080</td>\n",
-       "      <td>238.418164</td>\n",
-       "      <td>276.707764</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>32.290</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 22:00:00</th>\n",
-       "      <td>4.226335</td>\n",
-       "      <td>9.590430</td>\n",
-       "      <td>11.581791</td>\n",
-       "      <td>11.705639</td>\n",
-       "      <td>13.626405</td>\n",
-       "      <td>231.547924</td>\n",
-       "      <td>233.116758</td>\n",
-       "      <td>234.719448</td>\n",
-       "      <td>236.786499</td>\n",
-       "      <td>237.542031</td>\n",
-       "      <td>276.996122</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>30.990</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 23:00:00</th>\n",
-       "      <td>4.142047</td>\n",
-       "      <td>9.416042</td>\n",
-       "      <td>11.376241</td>\n",
-       "      <td>11.520482</td>\n",
-       "      <td>13.401961</td>\n",
-       "      <td>234.196810</td>\n",
-       "      <td>235.697595</td>\n",
-       "      <td>237.226551</td>\n",
-       "      <td>239.410625</td>\n",
-       "      <td>240.209847</td>\n",
-       "      <td>277.489206</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>29.739</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8760 rows × 15 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         WS_1     WS_50     WS_100     WS_150     WS_200  \\\n",
-       "2012-01-01 00:00:00  2.810816  6.582182   7.993129   8.112989   9.236903   \n",
-       "2012-01-01 01:00:00  2.904450  6.810934   8.275190   8.356479   9.566073   \n",
-       "2012-01-01 02:00:00  2.991752  6.987023   8.481921   8.563847   9.907062   \n",
-       "2012-01-01 03:00:00  3.081025  7.153487   8.673896   8.668350  10.113215   \n",
-       "2012-01-01 04:00:00  3.032618  7.087701   8.604443   8.657067  10.226668   \n",
-       "...                       ...       ...        ...        ...        ...   \n",
-       "2012-12-30 19:00:00  4.346459  9.731132  11.725017  11.833588  13.738749   \n",
-       "2012-12-30 20:00:00  4.351285  9.781253  11.793128  11.924614  13.851638   \n",
-       "2012-12-30 21:00:00  4.131801  9.349829  11.286007  11.395169  13.252576   \n",
-       "2012-12-30 22:00:00  4.226335  9.590430  11.581791  11.705639  13.626405   \n",
-       "2012-12-30 23:00:00  4.142047  9.416042  11.376241  11.520482  13.401961   \n",
-       "\n",
-       "                           WD_1       WD_50      WD_100      WD_150  \\\n",
-       "2012-01-01 00:00:00  166.346357  168.595724  170.888214  173.593446   \n",
-       "2012-01-01 01:00:00  169.298921  171.004601  172.747782  175.411415   \n",
-       "2012-01-01 02:00:00  170.332390  172.071325  173.846343  176.856068   \n",
-       "2012-01-01 03:00:00  172.369415  174.117329  175.900884  179.006964   \n",
-       "2012-01-01 04:00:00  176.961308  179.096749  181.275850  185.728569   \n",
-       "...                         ...         ...         ...         ...   \n",
-       "2012-12-30 19:00:00  232.070531  233.096306  234.139569  235.862549   \n",
-       "2012-12-30 20:00:00  236.280844  237.063277  237.866713  239.526916   \n",
-       "2012-12-30 21:00:00  234.027128  235.111454  236.219895  237.857080   \n",
-       "2012-12-30 22:00:00  231.547924  233.116758  234.719448  236.786499   \n",
-       "2012-12-30 23:00:00  234.196810  235.697595  237.226551  239.410625   \n",
-       "\n",
-       "                         WD_200  temp_air_1  ghi  dni  dhi   Price  \n",
-       "2012-01-01 00:00:00  175.457612  275.686735  0.0  0.0  0.0  31.558  \n",
-       "2012-01-01 01:00:00  176.846748  275.846921  0.0  0.0  0.0  31.558  \n",
-       "2012-01-01 02:00:00  178.182438  275.908146  0.0  0.0  0.0  31.558  \n",
-       "2012-01-01 03:00:00  180.215424  275.985910  0.0  0.0  0.0  31.558  \n",
-       "2012-01-01 04:00:00  187.114208  276.139611  0.0  0.0  0.0  31.558  \n",
-       "...                         ...         ...  ...  ...  ...     ...  \n",
-       "2012-12-30 19:00:00  236.381657  276.787589  0.0  0.0  0.0  34.992  \n",
-       "2012-12-30 20:00:00  239.919572  276.550026  0.0  0.0  0.0  33.135  \n",
-       "2012-12-30 21:00:00  238.418164  276.707764  0.0  0.0  0.0  32.290  \n",
-       "2012-12-30 22:00:00  237.542031  276.996122  0.0  0.0  0.0  30.990  \n",
-       "2012-12-30 23:00:00  240.209847  277.489206  0.0  0.0  0.0  29.739  \n",
-       "\n",
-       "[8760 rows x 15 columns]"
-      ]
-     },
-     "execution_count": 115,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "inputs = pd.read_csv('/home/jumu/hydesign/hydesign/examples/Europe/GWA2/input_ts_Denmark_good_solar.csv',\n",
+    "inputs = pd.read_csv(examples_filepath+'Europe/GWA2/input_ts_Denmark_good_solar.csv',\n",
     "                    index_col=0, parse_dates = True)\n",
     "inputs"
    ]
@@ -331,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 149,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -342,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -351,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -360,29 +71,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "inputs.Price.hist(bins=100, histtype='step', density=True, label = 'SM input')\n",
     "plt.hist(y_desired,bins=100, histtype='step', density=True, label = 'Desired PDF')\n",
@@ -395,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -404,103 +95,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Price</th>\n",
-       "      <th>SM_ISO</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>8760.000000</td>\n",
-       "      <td>8760.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>39.597426</td>\n",
-       "      <td>40.177218</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>14.988624</td>\n",
-       "      <td>11.590645</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>3.946000</td>\n",
-       "      <td>19.552648</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>32.804000</td>\n",
-       "      <td>31.441921</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>35.428500</td>\n",
-       "      <td>38.824107</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>41.028500</td>\n",
-       "      <td>47.432240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>127.491000</td>\n",
-       "      <td>109.753617</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "             Price       SM_ISO\n",
-       "count  8760.000000  8760.000000\n",
-       "mean     39.597426    40.177218\n",
-       "std      14.988624    11.590645\n",
-       "min       3.946000    19.552648\n",
-       "25%      32.804000    31.441921\n",
-       "50%      35.428500    38.824107\n",
-       "75%      41.028500    47.432240\n",
-       "max     127.491000   109.753617"
-      ]
-     },
-     "execution_count": 161,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "inputs.loc[:,['Price','SM_ISO']].describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "inputs.Price.plot(label = 'SM input')\n",
+    "inputs.SM_ISO.plot(alpha=0.5, label = 'SM ISO transformed')\n",
+    "plt.ylabel('SM [EUR/MW.h]')\n",
+    "plt.xlabel('time')\n",
+    "plt.legend()\n",
+    "print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "inputs.loc[:,['WS_100','Price','SM_ISO']].corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "inputs['ws_bin'] = pd.cut(inputs.WS_100, bins=np.arange(0,20,1))\n",
+    "\n",
+    "inputs_grp = inputs.groupby('ws_bin').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
    "metadata": {},
    "outputs": [
     {
@@ -512,7 +150,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -524,22 +162,25 @@
     }
    ],
    "source": [
-    "inputs.Price.plot(label = 'SM input')\n",
-    "inputs.SM_ISO.plot(alpha=0.5, label = 'SM ISO transformed')\n",
-    "plt.ylabel('SM [EUR/MW.h]')\n",
-    "plt.xlabel('time')\n",
+    "\n",
+    "plt.plot(inputs_grp.WS_100, inputs_grp.Price, label = 'SM input')\n",
+    "plt.plot(inputs_grp.WS_100, inputs_grp.SM_ISO, label = 'SM ISO transformed')\n",
     "plt.legend()\n",
+    "\n",
+    "plt.ylabel(r'E(SM|WS_10) [EUR/MW.h]')\n",
+    "plt.xlabel('WS_10 [m/s]')\n",
+    "\n",
     "print()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "import scipy.stats as st\n",
-    "def kde(\n",
+    "def kde_plot(\n",
     "    x,y,\n",
     "    ax,\n",
     "    c='k',\n",
@@ -573,167 +214,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'WS_10 [m/s]')"
-      ]
-     },
-     "execution_count": 169,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure()\n",
     "ax = fig.add_subplot(111)\n",
-    "kde(x=inputs.WS_100, y=inputs.Price, ax=ax, levels = [1e-5, 1e-4, 1e-3], c='C0', label='SM ISO transformed')\n",
-    "kde(x=inputs.WS_100, y=inputs.SM_ISO, ax=ax, levels = [1e-5, 1e-4, 1e-3], c='C1', label='SM input')\n",
+    "kde_plot(x=inputs.WS_100, y=inputs.Price, ax=ax, levels = [1e-5, 1e-4, 1e-3], c='C0', label='SM ISO transformed')\n",
+    "kde_plot(x=inputs.WS_100, y=inputs.SM_ISO, ax=ax, levels = [1e-5, 1e-4, 1e-3], c='C1', label='SM input')\n",
     "plt.legend()\n",
-    "\n",
+    "plt.title('Iso probability countours')\n",
     "plt.ylabel('SM [EUR/MW.h]')\n",
-    "plt.xlabel('WS_10 [m/s]')"
+    "plt.xlabel('WS_10 [m/s]')    "
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 170,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>WS_100</th>\n",
-       "      <th>Price</th>\n",
-       "      <th>SM_ISO</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>WS_100</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.272191</td>\n",
-       "      <td>-0.289951</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Price</th>\n",
-       "      <td>-0.272191</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.914359</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SM_ISO</th>\n",
-       "      <td>-0.289951</td>\n",
-       "      <td>0.914359</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          WS_100     Price    SM_ISO\n",
-       "WS_100  1.000000 -0.272191 -0.289951\n",
-       "Price  -0.272191  1.000000  0.914359\n",
-       "SM_ISO -0.289951  0.914359  1.000000"
-      ]
-     },
-     "execution_count": 170,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "inputs.loc[:,['WS_100','Price','SM_ISO']].corr()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 171,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "inputs['ws_bin'] = pd.cut(inputs.WS_100, bins=np.arange(0,20,1))\n",
-    "\n",
-    "inputs_grp = inputs.groupby('ws_bin').mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 172,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "plt.plot(inputs_grp.WS_100, inputs_grp.Price, label = 'SM input')\n",
-    "plt.plot(inputs_grp.WS_100, inputs_grp.SM_ISO, label = 'SM ISO transformed')\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.ylabel(r'E(SM|WS_10) [EUR/MW.h]')\n",
-    "plt.xlabel('WS_10 [m/s]')\n",
-    "\n",
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {