diff --git a/examples/data/wave/NDBC46050.csv b/examples/data/wave/NDBC46050.csv
new file mode 100644
index 000000000..0f7f62f02
--- /dev/null
+++ b/examples/data/wave/NDBC46050.csv
@@ -0,0 +1,194476 @@
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diff --git a/examples/data/wave/WDRT_caluculated_countours.json b/examples/data/wave/WDRT_caluculated_countours.json
new file mode 100644
index 000000000..8b90160a6
--- /dev/null
+++ b/examples/data/wave/WDRT_caluculated_countours.json
@@ -0,0 +1,14868 @@
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+        6.24032957093179,
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+        6.009382086299627,
+        5.843006352579983,
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+        5.4086516586315,
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+        4.311074728244719,
+        4.296129735366119,
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+        3.8734300207851855,
+        3.8667456269069027,
+        3.6401585855714917,
+        3.4406221089545403,
+        3.438565796104265,
+        3.438716171616027,
+        3.4390537423745204,
+        3.8667456269069027,
+        4.2952729187854475,
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+        5.152327502542537,
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+        6.437909378178171,
+        6.866436670056716,
+        6.867817405901009,
+        7.294963961935261
+    ]
+}
\ No newline at end of file
diff --git a/examples/environmental_contours.ipynb b/examples/environmental_contours.ipynb
index ebb0caf98..c48776147 100644
--- a/examples/environmental_contours.ipynb
+++ b/examples/environmental_contours.ipynb
@@ -15,12 +15,12 @@
     " 3. Find the data's 100-year contour\n",
     " 4. Plot the data and the 100-year contour\n",
     "\n",
-    "We will start by importing the necessary python packages (`scipy`, `pandas`, `numpy`), and MHKiT wave submodules (`resource`, `graphics`, and `io.ndbc`)."
+    "We will start by importing the necessary python packages (`scipy`, `pandas`, `numpy`), and MHKiT `wave` submodules (`resource`, `graphics`, and `io.ndbc`)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -52,237 +52,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "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>id</th>\n",
-       "      <th>year</th>\n",
-       "      <th>filename</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1478</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1996</td>\n",
-       "      <td>46022w1996.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1479</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>46022w1997.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1480</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1998</td>\n",
-       "      <td>46022w1998.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1481</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1999</td>\n",
-       "      <td>46022w1999.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1482</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2000</td>\n",
-       "      <td>46022w2000.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1483</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2001</td>\n",
-       "      <td>46022w2001.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1484</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2002</td>\n",
-       "      <td>46022w2002.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1485</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>46022w2003.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1486</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2004</td>\n",
-       "      <td>46022w2004.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1487</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2005</td>\n",
-       "      <td>46022w2005.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1488</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2006</td>\n",
-       "      <td>46022w2006.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1489</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2007</td>\n",
-       "      <td>46022w2007.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1490</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2008</td>\n",
-       "      <td>46022w2008.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1491</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2009</td>\n",
-       "      <td>46022w2009.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1492</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2010</td>\n",
-       "      <td>46022w2010.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1493</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2011</td>\n",
-       "      <td>46022w2011.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1494</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>46022w2012.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1495</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>46022w2013.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1496</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>46022w2014.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1497</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>46022w2015.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1498</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>46022w2016.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1499</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>46022w2017.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1500</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>46022w2018.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1501</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>46022w2019.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1502</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>46022w2020.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1503</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2004</td>\n",
-       "      <td>46022wb2004.txt.gz</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         id  year            filename\n",
-       "1478  46022  1996   46022w1996.txt.gz\n",
-       "1479  46022  1997   46022w1997.txt.gz\n",
-       "1480  46022  1998   46022w1998.txt.gz\n",
-       "1481  46022  1999   46022w1999.txt.gz\n",
-       "1482  46022  2000   46022w2000.txt.gz\n",
-       "1483  46022  2001   46022w2001.txt.gz\n",
-       "1484  46022  2002   46022w2002.txt.gz\n",
-       "1485  46022  2003   46022w2003.txt.gz\n",
-       "1486  46022  2004   46022w2004.txt.gz\n",
-       "1487  46022  2005   46022w2005.txt.gz\n",
-       "1488  46022  2006   46022w2006.txt.gz\n",
-       "1489  46022  2007   46022w2007.txt.gz\n",
-       "1490  46022  2008   46022w2008.txt.gz\n",
-       "1491  46022  2009   46022w2009.txt.gz\n",
-       "1492  46022  2010   46022w2010.txt.gz\n",
-       "1493  46022  2011   46022w2011.txt.gz\n",
-       "1494  46022  2012   46022w2012.txt.gz\n",
-       "1495  46022  2013   46022w2013.txt.gz\n",
-       "1496  46022  2014   46022w2014.txt.gz\n",
-       "1497  46022  2015   46022w2015.txt.gz\n",
-       "1498  46022  2016   46022w2016.txt.gz\n",
-       "1499  46022  2017   46022w2017.txt.gz\n",
-       "1500  46022  2018   46022w2018.txt.gz\n",
-       "1501  46022  2019   46022w2019.txt.gz\n",
-       "1502  46022  2020   46022w2020.txt.gz\n",
-       "1503  46022  2004  46022wb2004.txt.gz"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Specify the parameter as spectral wave density and the buoy number to be 46022\n",
     "parameter = 'swden'\n",
     "buoy_number = '46022' \n",
     "ndbc_available_data= ndbc.available_data(parameter, buoy_number)\n",
-    "ndbc_available_data"
+    "ndbc_available_data.head()"
    ]
   },
   {
@@ -296,86 +74,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
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-     "data": {
-      "text/html": [
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-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>year</th>\n",
-       "      <th>filename</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1478</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1996</td>\n",
-       "      <td>46022w1996.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1479</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>46022w1997.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1480</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1998</td>\n",
-       "      <td>46022w1998.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1481</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>1999</td>\n",
-       "      <td>46022w1999.txt.gz</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1482</th>\n",
-       "      <td>46022</td>\n",
-       "      <td>2000</td>\n",
-       "      <td>46022w2000.txt.gz</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         id  year           filename\n",
-       "1478  46022  1996  46022w1996.txt.gz\n",
-       "1479  46022  1997  46022w1997.txt.gz\n",
-       "1480  46022  1998  46022w1998.txt.gz\n",
-       "1481  46022  1999  46022w1999.txt.gz\n",
-       "1482  46022  2000  46022w2000.txt.gz"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Slice the available data to only include through year 2012\n",
     "years_of_interest = ndbc_available_data[ndbc_available_data.year < 2013]\n",
@@ -393,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -413,236 +116,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "      <th></th>\n",
-       "      <th>0.03</th>\n",
-       "      <th>0.04</th>\n",
-       "      <th>0.05</th>\n",
-       "      <th>0.06</th>\n",
-       "      <th>0.07</th>\n",
-       "      <th>0.08</th>\n",
-       "      <th>0.09</th>\n",
-       "      <th>0.10</th>\n",
-       "      <th>0.11</th>\n",
-       "      <th>0.12</th>\n",
-       "      <th>...</th>\n",
-       "      <th>0.31</th>\n",
-       "      <th>0.32</th>\n",
-       "      <th>0.33</th>\n",
-       "      <th>0.34</th>\n",
-       "      <th>0.35</th>\n",
-       "      <th>0.36</th>\n",
-       "      <th>0.37</th>\n",
-       "      <th>0.38</th>\n",
-       "      <th>0.39</th>\n",
-       "      <th>0.40</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 00:00:00</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.11</td>\n",
-       "      <td>27.49</td>\n",
-       "      <td>41.63</td>\n",
-       "      <td>27.23</td>\n",
-       "      <td>17.09</td>\n",
-       "      <td>8.61</td>\n",
-       "      <td>5.05</td>\n",
-       "      <td>3.73</td>\n",
-       "      <td>2.82</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>0.16</td>\n",
-       "      <td>0.14</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>0.13</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.06</td>\n",
-       "      <td>0.06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 01:00:00</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.20</td>\n",
-       "      <td>25.13</td>\n",
-       "      <td>57.69</td>\n",
-       "      <td>32.59</td>\n",
-       "      <td>11.75</td>\n",
-       "      <td>6.33</td>\n",
-       "      <td>4.16</td>\n",
-       "      <td>4.22</td>\n",
-       "      <td>2.98</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.22</td>\n",
-       "      <td>0.18</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>0.10</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0.10</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>0.04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 02:00:00</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.90</td>\n",
-       "      <td>15.98</td>\n",
-       "      <td>48.98</td>\n",
-       "      <td>37.98</td>\n",
-       "      <td>23.56</td>\n",
-       "      <td>11.87</td>\n",
-       "      <td>6.80</td>\n",
-       "      <td>3.75</td>\n",
-       "      <td>3.00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.14</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 03:00:00</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>14.73</td>\n",
-       "      <td>38.55</td>\n",
-       "      <td>34.99</td>\n",
-       "      <td>14.79</td>\n",
-       "      <td>9.23</td>\n",
-       "      <td>5.54</td>\n",
-       "      <td>4.43</td>\n",
-       "      <td>2.99</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>0.20</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>0.14</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>0.06</td>\n",
-       "      <td>0.04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 04:00:00</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>22.77</td>\n",
-       "      <td>52.11</td>\n",
-       "      <td>34.88</td>\n",
-       "      <td>18.90</td>\n",
-       "      <td>13.36</td>\n",
-       "      <td>7.49</td>\n",
-       "      <td>2.94</td>\n",
-       "      <td>2.55</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.12</td>\n",
-       "      <td>0.11</td>\n",
-       "      <td>0.09</td>\n",
-       "      <td>0.13</td>\n",
-       "      <td>0.10</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.08</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>0.03</td>\n",
-       "      <td>0.03</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 38 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     0.03  0.04   0.05   0.06   0.07   0.08   0.09  0.10  \\\n",
-       "date                                                                       \n",
-       "1996-01-01 00:00:00   0.0  2.11  27.49  41.63  27.23  17.09   8.61  5.05   \n",
-       "1996-01-01 01:00:00   0.0  1.20  25.13  57.69  32.59  11.75   6.33  4.16   \n",
-       "1996-01-01 02:00:00   0.0  0.90  15.98  48.98  37.98  23.56  11.87  6.80   \n",
-       "1996-01-01 03:00:00   0.0  0.38  14.73  38.55  34.99  14.79   9.23  5.54   \n",
-       "1996-01-01 04:00:00   0.0  0.12  22.77  52.11  34.88  18.90  13.36  7.49   \n",
-       "\n",
-       "                     0.11  0.12  ...  0.31  0.32  0.33  0.34  0.35  0.36  \\\n",
-       "date                             ...                                       \n",
-       "1996-01-01 00:00:00  3.73  2.82  ...  0.17  0.16  0.14  0.15  0.13  0.09   \n",
-       "1996-01-01 01:00:00  4.22  2.98  ...  0.22  0.18  0.20  0.10  0.12  0.10   \n",
-       "1996-01-01 02:00:00  3.75  3.00  ...  0.14  0.15  0.20  0.12  0.08  0.08   \n",
-       "1996-01-01 03:00:00  4.43  2.99  ...  0.17  0.20  0.17  0.14  0.12  0.09   \n",
-       "1996-01-01 04:00:00  2.94  2.55  ...  0.12  0.11  0.09  0.13  0.10  0.08   \n",
-       "\n",
-       "                     0.37  0.38  0.39  0.40  \n",
-       "date                                         \n",
-       "1996-01-01 00:00:00  0.09  0.08  0.06  0.06  \n",
-       "1996-01-01 01:00:00  0.07  0.07  0.05  0.04  \n",
-       "1996-01-01 02:00:00  0.07  0.09  0.07  0.05  \n",
-       "1996-01-01 03:00:00  0.07  0.05  0.06  0.04  \n",
-       "1996-01-01 04:00:00  0.08  0.07  0.03  0.03  \n",
-       "\n",
-       "[5 rows x 38 columns]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Lastly we will convert a DateTime Index \n",
     "ndbc_data={}\n",
@@ -666,123 +142,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "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>Hm0</th>\n",
-       "      <th>Te</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 00:00:00</th>\n",
-       "      <td>4.819627</td>\n",
-       "      <td>14.856398</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 01:00:00</th>\n",
-       "      <td>5.004158</td>\n",
-       "      <td>14.961679</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 02:00:00</th>\n",
-       "      <td>5.091169</td>\n",
-       "      <td>14.244618</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 03:00:00</th>\n",
-       "      <td>4.679487</td>\n",
-       "      <td>14.042246</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 04:00:00</th>\n",
-       "      <td>5.140895</td>\n",
-       "      <td>14.478961</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 19:00:00</th>\n",
-       "      <td>1.995194</td>\n",
-       "      <td>14.757854</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 20:00:00</th>\n",
-       "      <td>1.976259</td>\n",
-       "      <td>14.360242</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 21:00:00</th>\n",
-       "      <td>2.658421</td>\n",
-       "      <td>15.708162</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 22:00:00</th>\n",
-       "      <td>2.364910</td>\n",
-       "      <td>15.247587</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 23:00:00</th>\n",
-       "      <td>2.056891</td>\n",
-       "      <td>14.328179</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>125410 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          Hm0         Te\n",
-       "date                                    \n",
-       "1996-01-01 00:00:00  4.819627  14.856398\n",
-       "1996-01-01 01:00:00  5.004158  14.961679\n",
-       "1996-01-01 02:00:00  5.091169  14.244618\n",
-       "1996-01-01 03:00:00  4.679487  14.042246\n",
-       "1996-01-01 04:00:00  5.140895  14.478961\n",
-       "...                       ...        ...\n",
-       "2012-12-31 19:00:00  1.995194  14.757854\n",
-       "2012-12-31 20:00:00  1.976259  14.360242\n",
-       "2012-12-31 21:00:00  2.658421  15.708162\n",
-       "2012-12-31 22:00:00  2.364910  15.247587\n",
-       "2012-12-31 23:00:00  2.056891  14.328179\n",
-       "\n",
-       "[125410 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Intialize empty lists to store the results from each year\n",
     "Hm0_list=[]\n",
@@ -812,17 +174,17 @@
    "source": [
     "## 3. Find the contour line for the 100 year\n",
     "\n",
-    "With the sea state data calculated, we can now use the modified I-FORM method to define reliability for a 100-year sea state based on the 17 years of spectral wave density data obtained from NDBC for buoy 46022. Reliability is the likelihood that a certain event will not occur in a given period. The period will define a line of constant probability in the joint probability of Hm0 and Te but individually each component different reliability (marginal distribution) which we can find by evaluating a normal cumulative distribution function (CDF). This CDF returns each component's quantiles along the iso-reliability line that finally allows us to calculate each sea state value (e.g. the 100-year contour values for Hm0 and Te). \n",
+    "With the sea state data calculated, we can now use the modified I-FORM method to define reliability for a 100-year sea state based on the 17 years of spectral wave density data obtained from NDBC for buoy 46022. Reliability is the likelihood that a certain event will not occur in a given period. The period will define a line of constant probability in the joint probability of $H_{m0}$ and $T_e$ but individually each component different reliability (marginal distribution) which we can find by evaluating a normal cumulative distribution function (CDF). This CDF returns each component's quantiles along the iso-reliability line that finally allows us to calculate each sea state value (e.g. the 100-year contour values for Hm0 and Te). \n",
     "\n",
     "For more detail on the environmental contour method used here please refer to:\n",
     "[Eckert-Gallup et. al 2016](https://www.sciencedirect.com/science/article/abs/pii/S0029801815006721)\n",
     "\n",
-    "To apply the environmental contours function we will specify a 100-year sea state, the sea state data (Hm0, Te), and the time difference between measurements (dt in seconds)."
+    "To apply the `environmental_contours` function we will specify a 100-year sea state, the sea state data (Hm0, Te), and the time difference between measurements (dt in seconds)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -840,7 +202,9 @@
     "dt = (Hm0_Te_clean.index[2]-Hm0_Te_clean.index[1]).seconds  \n",
     "\n",
     "# Get the contour values\n",
-    "Hm0_contour, Te_contour, PCA = resource.environmental_contour(Hm0, Te, dt, period, return_PCA=True)"
+    "copula = resource.environmental_contours(Hm0, Te, dt, period, 'PCA', return_PCA=True)\n",
+    "Hm0_contour=copula['PCA_x1']\n",
+    "Te_contour=copula['PCA_x2']"
    ]
   },
   {
@@ -853,33 +217,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
+   "source": [
+    "fig,ax=plt.subplots(figsize=(8,4))\n",
+    "#%matplotlib inline\n",
+    "ax=graphics.plot_environmental_contour(Te, Hm0, \n",
+    "                                      Te_contour, Hm0_contour, \n",
+    "                                      data_label='NDBC 46022', \n",
+    "                                      contour_label='100 Year Contour',\n",
+    "                                      x_label = 'Energy Period, $Te$ [s]',\n",
+    "                                      y_label = 'Sig. wave height, $Hm0$ [m]', \n",
+    "                                      ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Other Contour Methods\n",
+    "\n",
+    "MHKiT has parametric, nonparametric, and Kernel Density Estimation methods for calculating environmental contours housed within the `resource.environmental_contours` function. We can compare other copulas to our PCA method simply by adding more methods. A single string method can be applied if only one copula is of interest as was done above for the PCA method or multiple methods can be sent in using a list of strings. If mutiple methods of the same type are desired is recommended to run them at the same time if possible as it will reduce the computational expense by utilizing the common computational calls across the copulas. In the example below we will compare the parametric and nonparametric Gaussain contours to the PCA method we ran previously. \n",
+    "\n",
+    "We start by using the default settings for our Gaussian methods. The `environmental_contours` function returns a dictionary with component 'x1' and 'x2' for each method. E.g. if the `environmental_contours` function were called with the `'gaussian'` method then `environmental_contours` function would return a dictionary with keys `['gaussian_x1', 'gaussian_x2']`. The copula methods are a generalized mathematical method and therefore 'x1' and 'x2' are used in place of Hm0 and Te for the component values. 'x1' refers to the first array passed and 'x2' refers to the second array passed. In the example below 'x1' would refer to the Hm0 component of the coupla and 'x2' would refer to Te. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
+    "copulas = resource.environmental_contours(Hm0, Te, dt, period, method=['gaussian', 'nonparametric_gaussian'])\n",
+    "\n",
     "fig, ax = plt.subplots(figsize=(9,4))\n",
+    "\n",
+    "Tes=[Te_contour]\n",
+    "Hm0s=[Hm0_contour]\n",
+    "methods=['gaussian', 'nonparametric_gaussian']\n",
+    "for method in methods:   \n",
+    "    Hm0s.append(copulas[f'{method}_x1'])\n",
+    "    Tes.append(copulas[f'{method}_x2'])\n",
+    "\n",
     "ax = graphics.plot_environmental_contour(Te, Hm0, \n",
-    "                                    Te_contour, Hm0_contour, \n",
-    "                                    data_label='NDBC 46022', \n",
-    "                                    contour_label='100 Year Contour',\n",
-    "                                    x_label = 'Energy Period, $Te$ [s]',\n",
-    "                                    y_label = 'Sig. wave height, $Hm0$ [m]', \n",
-    "                                    ax=ax)"
+    "                                         Tes, Hm0s,\n",
+    "                                         data_label='NDBC 46050', \n",
+    "                                         contour_label=['PCA','Gaussian', 'Nonparametric Gaussian'],\n",
+    "                                         x_label = 'Energy Period, $Te$ [s]',\n",
+    "                                         y_label = 'Sig. wave height, $Hm0$ [m]', \n",
+    "                                         ax=ax)"
    ]
   },
   {
@@ -893,123 +282,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<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",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Hm0</th>\n",
-       "      <th>Tp</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 00:00:00</th>\n",
-       "      <td>4.819627</td>\n",
-       "      <td>16.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 01:00:00</th>\n",
-       "      <td>5.004158</td>\n",
-       "      <td>16.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 02:00:00</th>\n",
-       "      <td>5.091169</td>\n",
-       "      <td>16.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 03:00:00</th>\n",
-       "      <td>4.679487</td>\n",
-       "      <td>16.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1996-01-01 04:00:00</th>\n",
-       "      <td>5.140895</td>\n",
-       "      <td>16.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 19:00:00</th>\n",
-       "      <td>1.995194</td>\n",
-       "      <td>19.047619</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 20:00:00</th>\n",
-       "      <td>1.976259</td>\n",
-       "      <td>17.391304</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 21:00:00</th>\n",
-       "      <td>2.658421</td>\n",
-       "      <td>17.391304</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 22:00:00</th>\n",
-       "      <td>2.364910</td>\n",
-       "      <td>17.391304</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 23:00:00</th>\n",
-       "      <td>2.056891</td>\n",
-       "      <td>17.391304</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>125426 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          Hm0         Tp\n",
-       "date                                    \n",
-       "1996-01-01 00:00:00  4.819627  16.666667\n",
-       "1996-01-01 01:00:00  5.004158  16.666667\n",
-       "1996-01-01 02:00:00  5.091169  16.666667\n",
-       "1996-01-01 03:00:00  4.679487  16.666667\n",
-       "1996-01-01 04:00:00  5.140895  16.666667\n",
-       "...                       ...        ...\n",
-       "2012-12-31 19:00:00  1.995194  19.047619\n",
-       "2012-12-31 20:00:00  1.976259  17.391304\n",
-       "2012-12-31 21:00:00  2.658421  17.391304\n",
-       "2012-12-31 22:00:00  2.364910  17.391304\n",
-       "2012-12-31 23:00:00  2.056891  17.391304\n",
-       "\n",
-       "[125426 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Intialize empty lists to store the results from each year\n",
     "Hm0_list=[]\n",
@@ -1045,105 +320,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "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>Tp</th>\n",
-       "      <th>Hm0</th>\n",
-       "      <th>weights</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>14.259526</td>\n",
-       "      <td>2.966858</td>\n",
-       "      <td>0.113034</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>8.232651</td>\n",
-       "      <td>2.003609</td>\n",
-       "      <td>0.193458</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>11.506644</td>\n",
-       "      <td>2.054998</td>\n",
-       "      <td>0.191291</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>16.493979</td>\n",
-       "      <td>2.036377</td>\n",
-       "      <td>0.090275</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>6.893078</td>\n",
-       "      <td>1.449927</td>\n",
-       "      <td>0.102138</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>12.192105</td>\n",
-       "      <td>3.319120</td>\n",
-       "      <td>0.113900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>9.574726</td>\n",
-       "      <td>2.598704</td>\n",
-       "      <td>0.138592</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>15.434905</td>\n",
-       "      <td>4.532350</td>\n",
-       "      <td>0.057313</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          Tp       Hm0   weights\n",
-       "0  14.259526  2.966858  0.113034\n",
-       "1   8.232651  2.003609  0.193458\n",
-       "2  11.506644  2.054998  0.191291\n",
-       "3  16.493979  2.036377  0.090275\n",
-       "4   6.893078  1.449927  0.102138\n",
-       "5  12.192105  3.319120  0.113900\n",
-       "6   9.574726  2.598704  0.138592\n",
-       "7  15.434905  4.532350  0.057313"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from sklearn.mixture import GaussianMixture\n",
     "\n",
@@ -1168,32 +347,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Sig. wave height, $Hm0$ [m]')"
-      ]
-     },
-     "execution_count": 11,
-     "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": [
     "# Plot the Sections of Data\n",
     "labels = gmm.predict(X)\n",
@@ -1202,13 +358,6 @@
     "plt.xlabel('Peak Period, $Tp$ [s]')\n",
     "plt.ylabel('Sig. wave height, $Hm0$ [m]')"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -1227,7 +376,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.7.5"
   }
  },
  "nbformat": 4,
diff --git a/mhkit/tests/test_wave.py b/mhkit/tests/test_wave.py
index ef45ffd88..535833af3 100644
--- a/mhkit/tests/test_wave.py
+++ b/mhkit/tests/test_wave.py
@@ -1,10 +1,11 @@
 from os.path import abspath, dirname, join, isfile, normpath, relpath
 from pandas.testing import assert_frame_equal
-import xarray.testing as xrt
 from numpy.testing import assert_allclose
 from scipy.interpolate import interp1d
+from random import seed, randint
 import matplotlib.pylab as plt
 from datetime import datetime
+import xarray.testing as xrt
 import mhkit.wave as wave
 from io import StringIO
 import pandas as pd
@@ -14,11 +15,11 @@
 import netCDF4
 import inspect
 import pickle
+import time
 import json
 import sys
 import os
-import time
-from random import seed, randint
+
 
 testdir = dirname(abspath(__file__))
 datadir = normpath(join(testdir,relpath('../../examples/data/wave')))
@@ -431,8 +432,7 @@ def test_metrics(self):
                         expected = data['J'][j]
                         calculated = wave.resource.energy_flux(S,i)
                         error = np.abs(expected-calculated.values)/expected
-                        self.assertLess(error, 0.1)
-
+                        self.assertLess(error, 0.1)                
 
                 # v
                 if file_i == 'CDiP':
@@ -440,20 +440,14 @@ def test_metrics(self):
                     expected = data['metrics']['v']
                     calculated = wave.resource.spectral_width(S,
                                         frequency_bins=f_bins).iloc[0,0]
-                    error = np.abs(expected-calculated)/expected
-
-
+                    error = np.abs(expected-calculated)/expected  
                     self.assertLess(error, 0.01)
 
-
-
                 if file_i == 'MC':
                     expected = data['metrics']['v']
                     # testing that default uniform frequency bin widths works
                     calculated = wave.resource.spectral_width(S).iloc[0,0]
                     error = np.abs(expected-calculated)/expected
-
-
                     self.assertLess(error, 0.01)
 
 
@@ -482,12 +476,23 @@ def setUpClass(self):
 
         f_name= 'Hm0_Te_46022.json'
         self.Hm0Te = pd.read_json(join(datadir,f_name))
-
-
-        with open(join(datadir, 'principal_component_analysis.pkl'), 'rb') as f:
-            self.pca = pickle.load(f)
-
-
+        
+        file_loc=join(datadir, 'principal_component_analysis.pkl')
+        with open(file_loc, 'rb') as f:
+            self.pca = pickle.load(f)                       
+        f.close()
+        
+        file_loc=join(datadir,'WDRT_caluculated_countours.json')
+        with open(file_loc) as f:
+            self.wdrt_copulas = json.load(f)
+        f.close()
+
+        ndbc_46050=pd.read_csv(join(datadir,'NDBC46050.csv'))       
+        self.wdrt_Hm0 = ndbc_46050['Hm0']
+        self.wdrt_Te = ndbc_46050['Te']
+        
+        self.wdrt_dt=3600
+        self.wdrt_period= 50
 
     @classmethod
     def tearDownClass(self):
@@ -497,18 +502,24 @@ def test_environmental_contour(self):
 
         Hm0Te = self.Hm0Te
         df = Hm0Te[Hm0Te['Hm0'] < 20]
-
-        Hm0 = df.Hm0.values
-        Te = df.Te.values
-
-        dt_ss = (Hm0Te.index[2]-Hm0Te.index[1]).seconds
-        time_R = 100
-
-        Hm0_contour, Te_contour = wave.resource.environmental_contour(Hm0, Te,
-                                                    dt_ss, time_R)
-
-        expected_contours = pd.read_csv(join(datadir,'Hm0_Te_contours_46022.csv'))
-        assert_allclose(expected_contours.Hm0_contour.values, Hm0_contour, rtol=1e-3)
+        
+        Hm0 = df.Hm0.values  
+        Te = df.Te.values 
+        
+        dt_ss = (Hm0Te.index[2]-Hm0Te.index[1]).seconds  
+        period = 100  
+        
+        copula = wave.resource.environmental_contours(Hm0, 
+            Te, dt_ss, period, 'PCA')
+        
+        Hm0_contour=copula['PCA_x1']
+        Te_contour=copula['PCA_x2'] 
+        
+        file_loc=join(datadir,'Hm0_Te_contours_46022.csv')
+        expected_contours = pd.read_csv(file_loc)
+        assert_allclose(expected_contours.Hm0_contour.values, 
+            Hm0_contour, rtol=1e-3)
+        
 
     def test__principal_component_analysis(self):
         Hm0Te = self.Hm0Te
@@ -516,39 +527,55 @@ def test__principal_component_analysis(self):
 
         Hm0 = df.Hm0.values
         Te = df.Te.values
-        PCA = wave.resource._principal_component_analysis(Hm0,Te, bin_size=250)
+        PCA = (wave._environmental_contours
+            ._principal_component_analysis(Hm0,Te, bin_size=250))
 
-        assert_allclose(PCA['principal_axes'], self.pca['principal_axes'])
+        assert_allclose(PCA['principal_axes'], 
+                        self.pca['principal_axes'])
         self.assertAlmostEqual(PCA['shift'], self.pca['shift'])
-        self.assertAlmostEqual(PCA['x1_fit']['mu'], self.pca['x1_fit']['mu'])
-        self.assertAlmostEqual(PCA['mu_fit'].slope, self.pca['mu_fit'].slope)
-        self.assertAlmostEqual(PCA['mu_fit'].intercept, self.pca['mu_fit'].intercept)
-        assert_allclose(PCA['sigma_fit']['x'], self.pca['sigma_fit']['x'])
+        self.assertAlmostEqual(PCA['x1_fit']['mu'], 
+                               self.pca['x1_fit']['mu'])
+        self.assertAlmostEqual(PCA['mu_fit'].slope, 
+                               self.pca['mu_fit'].slope)
+        self.assertAlmostEqual(PCA['mu_fit'].intercept, 
+                               self.pca['mu_fit'].intercept)
+        assert_allclose(PCA['sigma_fit']['x'], 
+                             self.pca['sigma_fit']['x'])
+
 
     def test_plot_environmental_contour(self):
-        filename = abspath(join(testdir, 'wave_plot_environmental_contour.png'))
+        file_loc= join(testdir, 'wave_plot_environmental_contour.png')
+        filename = abspath(file_loc)
         if isfile(filename):
             os.remove(filename)
 
         Hm0Te = self.Hm0Te
         df = Hm0Te[Hm0Te['Hm0'] < 20]
-
-        Hm0 = df.Hm0.values
-        Te = df.Te.values
-
+        
+        Hm0 = df.Hm0.values  
+        Te = df.Te.values 
+        
+        dt_ss = (Hm0Te.index[2]-Hm0Te.index[1]).seconds  
+        time_R = 100  
+        
+        copulas = wave.resource.environmental_contours(Hm0, Te, dt_ss, 
+            time_R, 'PCA')
+        
+        Hm0_contour=copulas['PCA_x1']
+        Te_contour=copulas['PCA_x2']        
+        
         dt_ss = (Hm0Te.index[2]-Hm0Te.index[1]).seconds
         time_R = 100
 
-        Hm0_contour, Te_contour = wave.resource.environmental_contour(Hm0, Te,
-                                                    dt_ss, time_R)
-
         plt.figure()
-        wave.graphics.plot_environmental_contour(Te, Hm0,
-                                                 Te_contour, Hm0_contour,
-                                                 data_label='NDBC 46022',
-                                                 contour_label='100-year Contour',
-                                                 x_label = 'Te [s]',
-                                                 y_label = 'Hm0 [m]')
+        (wave.graphics
+         .plot_environmental_contour(Te, Hm0,
+                                     Te_contour, Hm0_contour,
+                                     data_label='NDBC 46022',
+                                     contour_label='100-year Contour',
+                                     x_label = 'Te [s]',
+                                     y_label = 'Hm0 [m]')
+        )
         plt.savefig(filename, format='png')
         plt.close()
 
@@ -568,24 +595,93 @@ def test_plot_environmental_contour_multiyear(self):
 
         dt_ss = (Hm0Te.index[2]-Hm0Te.index[1]).seconds
 
-        time_R = np.array([100, 105, 110, 120, 150])
-
-        Hm0_contour, Te_contour = wave.resource.environmental_contour(Hm0, Te,
-                                                    dt_ss, time_R)
+        time_R = [100, 105, 110, 120, 150]
+        
+        Hm0s=[]
+        Tes=[]
+        for period in time_R:
+            copulas = (wave.resource
+                       .environmental_contours(Hm0,Te,dt_ss,period,'PCA'))
+                        
+            Hm0s.append(copulas['PCA_x1'])
+            Tes.append(copulas['PCA_x2'])
 
         contour_label = [f'{year}-year Contour' for year in time_R]
         plt.figure()
-        wave.graphics.plot_environmental_contour(Te, Hm0,
-                                                 Te_contour, Hm0_contour,
-                                                 data_label='NDBC 46022',
-                                                 contour_label=contour_label,
-                                                 x_label = 'Te [s]',
-                                                 y_label = 'Hm0 [m]')
+        (wave.graphics
+        .plot_environmental_contour(Te, Hm0,
+                                    Tes, Hm0s,
+                                    data_label='NDBC 46022',
+                                    contour_label=contour_label,
+                                    x_label = 'Te [s]',
+                                    y_label = 'Hm0 [m]')
+                                    )
         plt.savefig(filename, format='png')
         plt.close()
 
         self.assertTrue(isfile(filename))
 
+
+    def test_standard_copulas(self):
+        copulas = (wave.resource
+                   .environmental_contours(self.wdrt_Hm0, self.wdrt_Te, 
+                           self.wdrt_dt, self.wdrt_period, 
+                           method=['gaussian', 'gumbel', 'clayton'])
+                   )
+
+        # WDRT slightly vaires Rosenblatt copula parameters from 
+        #    the other copula default  parameters
+        rosen =(wave.resource
+                .environmental_contours(self.wdrt_Hm0, self.wdrt_Te, 
+                self.wdrt_dt, self.wdrt_period, method=['rosenblatt'], 
+                min_bin_count=50, initial_bin_max_val=0.5, 
+                bin_val_size=0.25))
+        copulas['rosenblatt_x1'] = rosen['rosenblatt_x1'] 
+        copulas['rosenblatt_x2'] = rosen['rosenblatt_x2'] 
+        
+        methods=['gaussian', 'gumbel', 'clayton', 'rosenblatt']
+        close=[]
+        for method in methods:
+            close.append(np.allclose(copulas[f'{method}_x1'], 
+                self.wdrt_copulas[f'{method}_x1']))
+            close.append(np.allclose(copulas[f'{method}_x2'], 
+                self.wdrt_copulas[f'{method}_x2']))
+        self.assertTrue(all(close))
+        
+    def test_nonparametric_copulas(self):
+        methods=['nonparametric_gaussian','nonparametric_clayton', 
+            'nonparametric_gumbel']
+            
+        np_copulas=wave.resource.environmental_contours(self.wdrt_Hm0, 
+            self.wdrt_Te, self.wdrt_dt, self.wdrt_period, method=methods)
+        
+        close=[]
+        for method in methods:
+            close.append(np.allclose(np_copulas[f'{method}_x1'], 
+                self.wdrt_copulas[f'{method}_x1'], atol=0.13))
+            close.append(np.allclose(np_copulas[f'{method}_x2'], 
+                self.wdrt_copulas[f'{method}_x2'], atol=0.13))
+        self.assertTrue(all(close))
+
+    def test_kde_copulas(self):
+        kde_copula = wave.resource.environmental_contours(self.wdrt_Hm0, 
+            self.wdrt_Te, self.wdrt_dt, self.wdrt_period, 
+            method=['bivariate_KDE'], bandwidth=[0.23, 0.23])
+        log_kde_copula = (wave.resource
+            .environmental_contours(self.wdrt_Hm0, self.wdrt_Te, 
+            self.wdrt_dt, self.wdrt_period, method=['bivariate_KDE_log'], bandwidth=[0.02, 0.11])
+            )            
+        
+        close= [ np.allclose(kde_copula['bivariate_KDE_x1'], 
+                     self.wdrt_copulas['bivariate_KDE_x1']),
+                 np.allclose(kde_copula['bivariate_KDE_x2'], 
+                     self.wdrt_copulas['bivariate_KDE_x2']),
+                 np.allclose(log_kde_copula['bivariate_KDE_log_x1'], 
+                     self.wdrt_copulas['bivariate_KDE_log_x1']),
+                 np.allclose(log_kde_copula['bivariate_KDE_log_x2'], 
+                     self.wdrt_copulas['bivariate_KDE_log_x2'])]
+        self.assertTrue(all(close))                         
+
 class TestPerformance(unittest.TestCase):
 
     @classmethod
@@ -918,30 +1014,36 @@ def setUpClass(self):
     def tearDownClass(self):
         pass
 
-    ### WPTO hindcast data
-    # only run test for one version of python per to not spam the server
-    # yet keep coverage high on each test
+    ## WPTO hindcast data
+    #   only run test for one version of python per to not spam the server
+    #   yet keep coverage high on each test
     if float(sys.version[0:3]) == 3.7:
         def test_multi_year(self):
             data_type = '3-hour'
             years = [1990,1992]
             lat_lon = (44.624076,-124.280097)
             parameters = 'significant_wave_height'
-            wave_multiyear, meta = wave.io.hindcast.request_wpto_point_data(data_type,parameters,lat_lon,years)
+            (wave_multiyear, 
+            meta) = (wave.io.hindcast
+                    .request_wpto_point_data(data_type,parameters,
+                                            lat_lon,years))
             assert_frame_equal(self.my_swh,wave_multiyear)
             assert_frame_equal(self.my_meta,meta)
 
     elif float(sys.version[0:3]) == 3.8:
         # wait five minute to ensure python 3.7 call is complete
-        #time.sleep(300)
+        time.sleep(300)
         def test_multi_loc(self):
             data_type = '3-hour'
             years = [1995]
             lat_lon = ((44.624076,-124.280097),(43.489171,-125.152137))
             parameters = 'mean_absolute_period'
-            wave_multiloc, meta= wave.io.hindcast.request_wpto_point_data(data_type,
-            parameters,lat_lon,years)
-            dir_multiyear, meta_dir = wave.io.hindcast.request_wpto_directional_spectrum(lat_lon,year='1995')
+            wave_multiloc, meta=(wave.io.hindcast
+                                .request_wpto_point_data(data_type,
+                                              parameters,lat_lon,years))
+            (dir_multiyear, 
+            meta_dir)=(wave.io.hindcast
+                       .request_wpto_directional_spectrum(lat_lon,year='1995'))
             dir_multiyear = dir_multiyear.sel(time_index=slice(dir_multiyear.time_index[0],dir_multiyear.time_index[99]))
             dir_multiyear = dir_multiyear.rename_vars({87:'87',58:'58'})
 
@@ -1216,6 +1318,7 @@ def test_plot_monthly_cumulative_distribution(self):
         plt.close()
 
         self.assertTrue(isfile(filename))
-
+        
+        
 if __name__ == '__main__':
     unittest.main()
diff --git a/mhkit/wave/_environmental_contours.py b/mhkit/wave/_environmental_contours.py
new file mode 100644
index 000000000..b41acb1ef
--- /dev/null
+++ b/mhkit/wave/_environmental_contours.py
@@ -0,0 +1,1524 @@
+from statsmodels.nonparametric.kde import KDEUnivariate 
+from sklearn.decomposition import PCA as skPCA
+from sklearn.metrics import mean_squared_error
+import matplotlib.pyplot as plt
+import scipy.optimize as optim
+import scipy.stats as stats
+import numpy as np
+
+
+def environmental_contours(x1, x2, sea_state_duration, return_period, method, **kwargs):
+    '''
+    Returns a Dictionary of x1 and x2 components for each contour
+    method passed. A method  may be one of the following: 
+    Principal Component Analysis, Gaussian, Gumbel, Clayton, Rosenblatt, 
+    nonparametric Gaussian, nonparametric Clayton, 
+    nonparametric Gumbel, bivariate KDE, log bivariate KDE
+    
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data 
+    sea_state_duration : int or float
+        `x1` and `x2` averaging period in seconds
+    return_period: int, float
+        Return period of interest in years
+    method: string or list
+        Copula method to apply. Options include ['PCA','gaussian', 
+        'gumbel', 'clayton', 'rosenblatt', 'nonparametric_gaussian',
+        'nonparametric_clayton', 'nonparametric_gumbel', 'bivariate_KDE'
+        'bivariate_KDE_log']
+
+    **kwargs
+        min_bin_count: int
+            Passed to _copula_parameters to sets the minimum number of 
+            bins allowed. Default = 40.
+        initial_bin_max_val: int, float
+            Passed to _copula_parameters to set the max value of the first
+            bin. Default = 1.
+        bin_val_size: int, float
+            Passed to _copula_parameters to set the size of each bin 
+            after the initial bin.  Default 0.25.            
+        nb_steps: int
+            Discretization of the circle in the normal space is used for
+            copula component calculation. Default nb_steps=1000.
+        bandwidth:
+            Must specify bandwidth for bivariate KDE method. Default = None.
+        Ndata_bivariate_KDE: int
+            Must specify bivariate KDE method. Defines the contoured space
+            from which samples are taken. Default = 100.
+        max_x1: float
+            Defines the max value of x1 to discretize the KDE space
+        max_x2: float
+            Defines the max value of x2 to discretize the KDE space
+        PCA: dict
+            If provided, the principal component analysis (PCA) on x1, x2 
+            is skipped. The PCA will be the same for a given x1, x2 
+            therefore this step may be skipped if multiple calls to 
+            environmental contours are made for the same x1, x2 pair. 
+            The PCA dict may be obtained by setting return_fit=True when 
+            calling the PCA method.            
+        return_fit: boolean
+            Will return fitting parameters used for each method passed. 
+            Default False.
+                
+    Returns
+    -------
+    copulas: Dictionary
+        Dictionary of x1 and x2 copula components for each copula method
+    '''
+    try: x1 = np.array(x1)
+    except: pass
+    try: x2 = np.array(x2)
+    except: pass
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(sea_state_duration, (int,float)), (
+        'sea_state_duration must be of type int or float')
+    assert isinstance(return_period, (int,float,np.ndarray)), (
+        'return_period must be of type int, float, or array')
+                                                 
+    bin_val_size = kwargs.get("bin_val_size", 0.25)
+    nb_steps = kwargs.get("nb_steps", 1000)
+    initial_bin_max_val=kwargs.get("initial_bin_max_val",1.)
+    min_bin_count=kwargs.get("min_bin_count",40)
+    bandwidth=kwargs.get("bandwidth", None)
+    Ndata_bivariate_KDE = kwargs.get("Ndata_bivariate_KDE", 100) 
+    max_x1 = kwargs.get("max_x1", None)
+    max_x2 = kwargs.get("max_x2", None)    
+    PCA = kwargs.get("PCA", None)
+    PCA_bin_size = kwargs.get("PCA_bin_size", 250)   
+    return_fit = kwargs.get("return_fit", False)
+    
+    assert isinstance(PCA, (dict, type(None))), (
+        'If specified PCA must be a dict')
+    assert isinstance(PCA_bin_size, int), 'PCA_bin_size must be of type int'
+    assert isinstance(return_fit, bool), 'return_fit must be of type bool'   
+    assert isinstance(bin_val_size, (int, float)), (
+        'bin_val_size must be of type int or float')
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    assert isinstance(min_bin_count, int), ('min_bin_count must be of '
+        +'type int')
+    assert isinstance(initial_bin_max_val, (int, float)), (
+        'initial_bin_max_val must be of type int or float')
+    if bandwidth == None:
+        assert(not 'bivariate_KDE' in method), (
+            'Must specify keyword bandwidth with bivariate KDE method')
+
+    if isinstance(method, str):
+        method = [method]
+    assert (len(set(method)) == len(method)), ('Can only pass a unique '
+        +'method once per function call. Consider wrapping this '
+        +'function in a for loop to investage variations on the same method')   
+    
+    method_class={'PCA':'parametric',
+                  'gaussian':'parametric',
+                  'gumbel':'parametric',
+                  'clayton':'parametric',
+                  'rosenblatt':'parametric',
+                  'nonparametric_gaussian':'nonparametric',
+                  'nonparametric_clayton':'nonparametric',
+                  'nonparametric_gumbel':'nonparametric',
+                  'bivariate_KDE':'KDE',
+                  'bivariate_KDE_log':'KDE'}
+    
+    classification=[]
+    methods=method
+    for method in methods:
+        classification.append(method_class[method])
+
+    fit = _iso_prob_and_quantile(sea_state_duration, return_period, nb_steps)
+    fit_parametric=None
+    fit_nonparametric=None
+    component_1=None
+    if 'parametric' in classification:
+        (para_dist_1, para_dist_2, 
+         mean_cond, std_cond) = (_copula_parameters(x1, x2, min_bin_count, 
+                                     initial_bin_max_val, bin_val_size))
+                                     
+        x_quantile = fit['x_quantile'] 
+        a=para_dist_1[0]
+        c=para_dist_1[1]
+        loc=para_dist_1[2]
+        scale=para_dist_1[3]
+
+        component_1 = stats.exponweib.ppf(x_quantile, a, c, loc=loc, scale=scale)
+        
+        fit_parametric = fit
+        fit_parametric['para_dist_1'] = para_dist_1
+        fit_parametric['para_dist_2'] = para_dist_2
+        fit_parametric['mean_cond'] = mean_cond
+        fit_parametric['std_cond'] = std_cond  
+        if PCA==None:
+            PCA=fit_parametric     
+        
+    if 'nonparametric' in classification:  
+        (nonpara_dist_1, 
+        nonpara_dist_2, 
+        nonpara_pdf_2) =_nonparametric_copula_parameters(x1, x2, nb_steps=nb_steps)
+        fit_nonparametric = fit
+        fit_nonparametric['nonpara_dist_1'] = nonpara_dist_1
+        fit_nonparametric['nonpara_dist_2'] = nonpara_dist_2
+        fit_nonparametric['nonpara_pdf_2'] = nonpara_pdf_2
+    
+    copula_functions={'PCA' : 
+                         {'func':PCA_contour,
+                         'vals':(x1, x2, PCA, {'nb_steps':nb_steps, 
+                                  'return_fit':return_fit, 
+                                  'bin_size':PCA_bin_size})},
+                      'gaussian' : 
+                         {'func':_gaussian_copula,
+                         'vals':(x1, x2, fit_parametric, component_1, 
+                                 {'return_fit':return_fit})},
+                      'gumbel' : 
+                          {'func':_gumbel_copula,
+                           'vals':(x1, x2, fit_parametric, component_1, 
+                               nb_steps, {'return_fit':return_fit})},
+                      'clayton' : 
+                          {'func': _clayton_copula,
+                           'vals':(x1, x2, fit_parametric, component_1, 
+                                 {'return_fit':return_fit})},
+                      'rosenblatt' : 
+                          {'func':_rosenblatt_copula,
+                          'vals':(x1, x2, fit_parametric, component_1, 
+                                 {'return_fit':return_fit})},
+                      'nonparametric_gaussian' : 
+                          {'func':_nonparametric_gaussian_copula,
+                           'vals':(x1, x2, fit_nonparametric, nb_steps, 
+                                 {'return_fit':return_fit})},
+                      'nonparametric_clayton' : 
+                          {'func':_nonparametric_clayton_copula,
+                           'vals':(x1, x2, fit_nonparametric, nb_steps, 
+                                 {'return_fit':return_fit})},
+                      'nonparametric_gumbel' : 
+                          {'func':_nonparametric_gumbel_copula,
+                           'vals':(x1, x2, fit_nonparametric, nb_steps, 
+                                 {'return_fit':return_fit})},
+                      'bivariate_KDE': 
+                          {'func' :_bivariate_KDE,
+                           'vals' : (x1, x2, bandwidth, fit, nb_steps,
+                                     Ndata_bivariate_KDE,
+                                     {'max_x1':max_x1, 'max_x2':max_x2,
+                                     'return_fit':return_fit} )},
+                      'bivariate_KDE_log': 
+                          {'func' :_bivariate_KDE,
+                           'vals' : (x1, x2, bandwidth, fit, nb_steps,
+                                     Ndata_bivariate_KDE,
+                                     {'max_x1':max_x1, 'max_x2':max_x2,
+                                     'log_transform':True, 
+                                     'return_fit':return_fit})},
+                      }
+    copulas={}
+    
+    for method in methods:
+        vals = copula_functions[method]['vals']
+        if return_fit: 
+            component_1, component_2, fit = copula_functions[method]['func'](*vals)
+            copulas[f'{method}_fit'] = fit
+        else:
+            component_1, component_2 = copula_functions[method]['func'](*vals)
+        copulas[f'{method}_x1'] = component_1
+        copulas[f'{method}_x2'] = component_2
+            
+    return copulas 
+    
+
+def PCA_contour(x1, x2, fit, kwargs):
+    '''
+    Calculates environmental contours of extreme sea
+    states using the improved joint probability distributions
+    with the inverse first-order reliability method (I-FORM)
+    probability for the desired return period (`return_period`). Given the
+    return_period of interest, a circle of iso-probability is created
+    in the principal component analysis (PCA) joint probability
+    (`x1`, `x2`) reference frame.
+    Using the joint probability value, the cumulative distribution
+    function (CDF) of the marginal distribution is used to find
+    the quantile of each component.
+    Finally, using the improved PCA methodology,
+    the component 2 contour lines are calculated from component 1 using
+    the relationships defined in Exkert-Gallup et. al. 2016.
+
+    Eckert-Gallup, A. C., Sallaberry, C. J., Dallman, A. R., & 
+    Neary, V. S. (2016). Application of principal component 
+    analysis (PCA) and improved joint probability distributions to 
+    the inverse first-order reliability method (I-FORM) for predicting 
+    extreme sea states. Ocean Engineering, 112, 307-319.
+
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        	
+    fit: dict
+        Dictionary of the iso-probability results. May additionally
+        contain the principal component analysis (PCA) on x1, x2 
+        The PCA will be the same for a given x1, x2 
+        therefore this step may be skipped if multiple calls to 
+        environmental contours are made for the same x1, x2 pair. 
+        The PCA dict may be obtained by setting return_fit=True when
+        calling the PCA method.
+    kwargs : optional        
+        bin_size : int
+            Data points in each bin for the PCA fit. Default bin_size=250.		
+        nb_steps : int
+            Discretization of the circle in the normal space used for
+            I-FORM calculation. Default nb_steps=1000.
+        return_fit: boolean
+            Default False, if True will retun the PCA fit dictionary 
+
+    Returns
+    -------
+    x1_contour : numpy array 
+        Calculated x1 values along the contour boundary following
+        return to original input orientation.
+    x2_contour : numpy array 
+        Calculated x2 values along the contour boundary following
+        return to original input orientation.
+    fit: dict (optional)
+	    principal component analysis dictionary 
+        Keys:
+        -----       
+        'principal_axes': sign corrected PCA axes 
+        'shift'         : The shift applied to x2 
+        'x1_fit'        : gaussian fit of x1 data
+        'mu_param'      : fit to _mu_fcn
+        'sigma_param'   : fit to _sig_fits 
+
+    '''
+    try: x1 = np.array(x1); 
+    except: pass
+    try: x2 = np.array(x2); 
+    except: pass
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    
+    bin_size = kwargs.get("bin_size", 250)
+    nb_steps = kwargs.get("nb_steps", 1000)
+    return_fit = kwargs.get("return_fit", False)
+
+    assert isinstance(bin_size, int), 'bin_size must be of type int'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    assert isinstance(return_fit, bool), 'return_fit must be of type bool'    
+   
+    if 'x1_fit' not in fit:
+        pca_fit = _principal_component_analysis(x1, x2, bin_size=bin_size)
+        for key in pca_fit:
+            fit[key]=pca_fit[key]
+	
+    x_quantile = fit['x_quantile'] 
+    y_quantile = fit['y_quantile'] 
+    
+    # Use the inverse of cdf to calculate component 1 values           
+    component_1 = stats.invgauss.ppf(x_quantile, 
+                                     mu   =fit['x1_fit']['mu'],
+                                     loc  =fit['x1_fit']['loc'], 
+                                     scale=fit['x1_fit']['scale'] )
+    
+    # Find Component 2 mu using first order linear regression
+    mu_slope     = fit['mu_fit'].slope
+    mu_intercept = fit['mu_fit'].intercept        
+    component_2_mu = mu_slope * component_1 + mu_intercept
+    
+    # Find Componenet 2 sigma using second order polynomial fit
+    sigma_polynomial_coeffcients =fit['sigma_fit'].x
+    component_2_sigma = np.polyval(sigma_polynomial_coeffcients, component_1)
+                
+    # Use calculated mu and sigma values to calculate C2 along the contour
+    component_2 = stats.norm.ppf(y_quantile,
+                                 loc  =component_2_mu, 
+                                 scale=component_2_sigma)
+                           
+    # Convert contours back to the original reference frame
+    principal_axes = fit['principal_axes']
+    shift = fit['shift']
+    pa00 = principal_axes[0, 0]
+    pa01 = principal_axes[0, 1]
+
+    x1_contour = (( pa00 * component_1 + pa01 * (component_2 - shift)) / \
+                  (pa01**2 + pa00**2))                         
+    x2_contour = (( pa01 * component_1 - pa00 * (component_2 - shift)) / \
+                  (pa01**2 + pa00**2))                                    
+    
+    # Assign 0 value to any negative x1 contour values
+    x1_contour = np.maximum(0, x1_contour)
+ 
+    if return_fit:
+        return np.transpose(x1_contour), np.transpose(x2_contour), fit
+    return np.transpose(x1_contour), np.transpose(x2_contour)
+
+
+def _principal_component_analysis(x1, x2, bin_size=250):
+    '''
+    Performs a modified principal component analysis (PCA) 
+    [Eckert et. al 2016] on two variables (`x1`, `x2`). The additional
+    PCA is performed in 5 steps:
+    1) Transform `x1` & `x2` into the principal component domain and shift
+       the y-axis so that all values are positive and non-zero
+    2) Fit the `x1` data in the transformed reference frame with an 
+       inverse Gaussian Distribution
+    3) Bin the transformed data into groups of size bin and find the 
+       mean of `x1`, the mean of `x2`, and the standard deviation of `x2`
+    4) Perform a first-order linear regression to determine a continuous
+       the function relating the mean of the `x1` bins to mean of the `x2` bins
+    5) Find a second-order polynomial which best relates the means of 
+       `x1` to the standard deviation of `x2` using constrained optimization
+         
+    Eckert-Gallup, A. C., Sallaberry, C. J., Dallman, A. R., & 
+    Neary, V. S. (2016). Application of principal component 
+    analysis (PCA) and improved joint probability distributions to 
+    the inverse first-order reliability method (I-FORM) for predicting 
+    extreme sea states. Ocean Engineering, 112, 307-319.
+
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        
+    bin_size : int
+        Number of data points in each bin 
+        
+    Returns
+    -------
+    PCA: dict 
+       Keys:
+       -----       
+       'principal_axes': sign corrected PCA axes 
+       'shift'         : The shift applied to x2 
+       'x1_fit'        : gaussian fit of x1 data
+       'mu_param'      : fit to _mu_fcn
+       'sigma_param'   : fit to _sig_fits            
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(bin_size, int), 'bin_size must be of type int'
+    # Step 0: Perform Standard PCA          
+    mean_location=0    
+    x1_mean_centered = x1 - x1.mean(axis=0)
+    x2_mean_centered = x2 - x2.mean(axis=0)
+    n_samples_by_n_features = np.column_stack((x1_mean_centered, 
+                                               x2_mean_centered))
+    pca = skPCA(n_components=2)                                               
+    pca.fit(n_samples_by_n_features)
+    principal_axes = pca.components_
+    
+    # STEP 1: Transform data into new reference frame
+    # Apply correct/expected sign convention    
+    principal_axes = abs(principal_axes)  
+    principal_axes[1, 1] = -principal_axes[1, 1]  
+
+    # Rotate data into Principal direction 
+    x1_and_x2 = np.column_stack((x1, x2))
+    x1_x2_components = np.dot(x1_and_x2, principal_axes)  
+    x1_components = x1_x2_components[:, 0]
+    x2_components = x1_x2_components[:, 1]
+
+    # Apply shift to Component 2 to make all values positive
+    shift = abs(min(x2_components)) + 0.1
+    x2_components = x2_components + shift 
+    
+    # STEP 2: Fit Component 1 data using a Gaussian Distribution
+    x1_sorted_index = x1_components.argsort()
+    x1_sorted = x1_components[x1_sorted_index]
+    x2_sorted = x2_components[x1_sorted_index]
+    
+    x1_fit_results = stats.invgauss.fit(x1_sorted, floc=mean_location)
+    x1_fit = { 'mu'    : x1_fit_results[0],
+               'loc'   : x1_fit_results[1],
+               'scale' : x1_fit_results[2]}
+    
+    # Step 3: Bin Data & find order 1 linear relation between x1 & x2 means
+    N = len(x1)  
+    minimum_4_bins = np.floor(N*0.25)
+    if bin_size > minimum_4_bins:
+        bin_size = minimum_4_bins
+        msg=('To allow for a minimum of 4 bins the bin size has been' +
+             f'set to {minimum_4_bins}')
+        print(msg)
+
+    N_multiples = N // bin_size
+    max_N_multiples_index  =  N_multiples*bin_size
+    
+    x1_integer_multiples_of_bin_size = x1_sorted[0:max_N_multiples_index]    
+    x2_integer_multiples_of_bin_size = x2_sorted[0:max_N_multiples_index] 
+    
+    x1_bins = np.split(x1_integer_multiples_of_bin_size, 
+                       N_multiples)
+    x2_bins = np.split(x2_integer_multiples_of_bin_size, 
+                       N_multiples)
+    
+    x1_last_bin = x1_sorted[max_N_multiples_index:]    
+    x2_last_bin = x2_sorted[max_N_multiples_index:]    
+    
+    x1_bins.append(x1_last_bin)
+    x2_bins.append(x2_last_bin)
+    
+    x1_means = np.array([]) 
+    x2_means = np.array([]) 
+    x2_sigmas  = np.array([])     
+    
+    for x1_bin, x2_bin in zip(x1_bins, x2_bins):                    
+        x1_means = np.append(x1_means, x1_bin.mean())                         
+        x2_means = np.append(x2_means, x2_bin.mean())         
+        x2_sigmas  = np.append(x2_sigmas, x2_bin.std()) 
+    
+    mu_fit = stats.linregress(x1_means, x2_means)    
+    
+    # STEP 4: Find order 2 relation between x1_mean and x2 standard deviation
+    sigma_polynomial_order=2
+    sig_0 = 0.1 * np.ones(sigma_polynomial_order+1)
+    
+    def _objective_function(sig_p, x1_means, x2_sigmas):
+        return mean_squared_error(np.polyval(sig_p, x1_means), x2_sigmas)
+    
+    # Constraint Functions
+    y_intercept_gt_0 = lambda sig_p: (sig_p[2])
+    sig_polynomial_min_gt_0 = lambda sig_p: (sig_p[2] - (sig_p[1]**2) / \
+                                             (4 * sig_p[0]))    
+    constraints = ({'type': 'ineq', 'fun': y_intercept_gt_0},
+                   {'type': 'ineq', 'fun': sig_polynomial_min_gt_0})    
+    
+    sigma_fit = optim.minimize(_objective_function, x0=sig_0, 
+                               args=(x1_means, x2_sigmas),
+                               method='SLSQP',constraints=constraints)     
+    
+    PCA = {'principal_axes': principal_axes, 
+           'shift'         : shift, 
+           'x1_fit'        : x1_fit, 
+           'mu_fit'        : mu_fit, 
+           'sigma_fit'     : sigma_fit }
+    
+    return PCA
+
+
+def _iso_prob_and_quantile(sea_state_duration, return_period, nb_steps):
+    '''
+    Calculates the iso-probability and the x, y quantiles along
+    the iso-probability radius
+    
+    Parameters
+    ----------
+    sea_state_duration : int or float
+        `x1` and `x2` sample rate (seconds)
+    return_period: int, float
+        Return period of interest in years
+    nb_steps: int
+        Discretization of the circle in the normal space. 
+        Default nb_steps=1000.
+    
+    Returns
+    -------
+    results: Dictionay
+        Dictionary of the iso-probability results
+        Keys:
+        'exceedance_probability' - probability of exceedance
+        'x_component_iso_prob' - x-component of iso probability circle
+        'y_component_iso_prob' - y-component of iso probability circle
+        'x_quantile' - CDF of x-component
+        'y_quantile' - CDF of y-component
+    '''
+    
+    assert isinstance(sea_state_duration, (int,float)), 'sea_state_duration must be of type int or float'
+    assert isinstance(return_period, (int,float)), ('return_period must be'
+                                           'of type int or float')
+                                            
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    
+    dt_yrs = sea_state_duration / ( 3600 * 24 * 365 )
+    exceedance_probability = 1 / ( return_period / dt_yrs)
+    iso_probability_radius = stats.norm.ppf((1 - exceedance_probability), 
+                                             loc=0, scale=1)  
+    discretized_radians = np.linspace(0, 2 * np.pi, nb_steps)
+    
+    x_component_iso_prob = iso_probability_radius * \
+                            np.cos(discretized_radians)
+    y_component_iso_prob = iso_probability_radius * \
+                            np.sin(discretized_radians)
+    
+    x_quantile = stats.norm.cdf(x_component_iso_prob, loc=0, scale=1)
+    y_quantile = stats.norm.cdf(y_component_iso_prob, loc=0, scale=1)
+    
+    results = { 'exceedance_probability' : exceedance_probability,
+                'x_component_iso_prob': x_component_iso_prob,
+                'y_component_iso_prob': y_component_iso_prob,
+                'x_quantile': x_quantile,
+                'y_quantile': y_quantile}
+    return results
+
+
+def _copula_parameters(x1, x2, min_bin_count, initial_bin_max_val, 
+    bin_val_size):
+    '''
+    Returns an estimate of the Weibull and Lognormal distribution for
+    x1 and x2 respectively. Additionally returns the estimates of the
+    coefficients from the mean and standard deviation of the Log of x2 
+    given x1.
+    
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data 
+    min_bin_count: int
+        Sets the minimum number of bins allowed
+    initial_bin_max_val: int, float
+        Sets the max value of the first bin    
+    bin_val_size: int, float
+        The size of each bin after the initial bin
+    
+    Returns
+    -------
+    para_dist_1: array
+        Weibull distribution parameters for  for component 1 
+    para_dist_2: array
+        Lognormal distribution parameters for component 2
+    mean_cond: array
+        Estimate coefficients of mean of Ln(x2|x1)
+    std_cond: array
+        Estimate coefficients of the standard deviation of Ln(x2|x1)
+    '''  
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(min_bin_count, int),('min_bin_count must be of'
+        +'type int')
+    assert isinstance(bin_val_size, (int, float)), ('bin_val_size must'
+        +'be of type int or float')
+    assert isinstance(initial_bin_max_val, (int, float)), (
+        'initial_bin_max_val must be of type int or float')    
+    
+    # Binning
+    x1_sorted_index = x1.argsort()
+    x1_sorted = x1[x1_sorted_index]
+    x2_sorted = x2[x1_sorted_index]
+    
+    # Because x1 is sorted we can find the max index as follows:
+    ind = np.array([])
+    N_vals_lt_limit = sum(x1_sorted <= initial_bin_max_val)
+    ind = np.append(ind, N_vals_lt_limit)
+
+    # Make sure first bin isn't empty or too small to avoid errors        
+    while ind == 0 or ind < min_bin_count:         
+        ind = np.array([])    
+        initial_bin_max_val += bin_val_size
+        N_vals_lt_limit = sum(x1_sorted <= initial_bin_max_val)
+        ind = np.append(ind, N_vals_lt_limit) 
+
+    # Add bins until the total number of vals inbetween bins is < the min bin size
+    i=0
+    bin_size_i=np.inf
+    while bin_size_i >= min_bin_count:
+        i+=1
+        bin_i_max_val = initial_bin_max_val + bin_val_size*(i)
+        N_vals_lt_limit = sum(x1_sorted <= bin_i_max_val)
+        ind = np.append(ind, N_vals_lt_limit)
+        bin_size_i = ind[i]-ind[i-1]
+        
+    # Weibull distribution parameters for  for component 1 using MLE    
+    para_dist_1=stats.exponweib.fit(x1_sorted,floc=0,fa=1)
+    # Lognormal distribution parameters for component 2 using MLE
+    para_dist_2=stats.norm.fit(np.log(x2_sorted))
+        
+    # Parameters for conditional distribution of T|Hs for each bin
+    num=len(ind) # num+1: number of bins
+    para_dist_cond = []
+    hss = []
+
+    # Bin zero special case (lognormal dist over only 1 bin)
+    # parameters for zero bin
+    ind0 = range(0, int(ind[0]))
+    x2_log0 = np.log(x2_sorted[ind0])
+    x2_lognormal_dist0 = stats.norm.fit(x2_log0)
+    para_dist_cond.append(x2_lognormal_dist0)  
+    # mean of x1 (component 1 for zero bin)
+    x1_bin0 = x1_sorted[range(0, int(ind[0])-1)]
+    hss.append(np.mean(x1_bin0)) 
+
+    # Intialize special case 2-bin lognormal Dist 
+    bin_range = 2
+    # parameters for 1 bin
+    ind1 = range(0, int(ind[1]))
+    x2_log1 = np.log(x2_sorted[ind1])
+    x2_lognormal_dist1 = stats.norm.fit(x2_log1)
+    para_dist_cond.append(x2_lognormal_dist1) 
+
+    # mean of Hs (component 1 for bin 1)
+    hss.append(np.mean(x1_sorted[range(0,int(ind[1])-1)])) 
+
+    # lognormal Dist (lognormal dist over only 2 bins)
+    for i in range(2,num):
+        ind_i = range(int(ind[i-2]), int(ind[i]))
+        x2_log_i = np.log(x2_sorted[ind_i])
+        x2_lognormal_dist_i = stats.norm.fit(x2_log_i)
+        para_dist_cond.append(x2_lognormal_dist_i);
+        
+        hss.append(np.mean(x1_sorted[ind_i]))
+
+    # Estimate coefficient using least square solution (mean: 3rd order, 
+    #    sigma: 2nd order)
+    ind_f = range(int(ind[num-2]),int(len(x1)))
+    x2_log_f = np.log(x2_sorted[ind_f])
+    x2_lognormal_dist_f = stats.norm.fit(x2_log_f)
+    para_dist_cond.append(x2_lognormal_dist_f)  # parameters for last bin
+
+    # mean of Hs (component 1 for last bin)
+    hss.append(np.mean(x1_sorted[ind_f])) 
+
+    para_dist_cond = np.array(para_dist_cond)
+    hss = np.array(hss)
+
+    # cubic in Hs: a + bx + cx**2 + dx**3
+    phi_mean = np.column_stack((np.ones(num+1), hss, hss**2, hss**3))
+    # quadratic in Hs  a + bx + cx**2
+    phi_std = np.column_stack((np.ones(num+1), hss, hss**2))
+
+    # Estimate coefficients of mean of Ln(T|Hs)(vector 4x1) (cubic in Hs)
+    mean_cond = np.linalg.lstsq(phi_mean, para_dist_cond[:,0],
+        rcond=None)[0]
+    # Estimate coefficients of standard deviation of Ln(T|Hs) 
+    #    (vector 3x1) (quadratic in Hs)
+    std_cond = np.linalg.lstsq(phi_std, para_dist_cond[:,1], 
+        rcond=None)[0]
+    
+    return para_dist_1, para_dist_2, mean_cond, std_cond
+
+
+def _gaussian_copula(x1, x2, fit, component_1, kwargs):
+    '''
+    Extreme Sea State Gaussian Copula Contour function.
+    This function calculates environmental contours of extreme sea 
+    states using a Gaussian copula and the inverse first-order 
+    reliability method.
+
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        	
+    fit: Dictionay
+        Dictionary of the iso-probability results
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not 
+        specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.
+          
+    Returns
+    -------    
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not 
+        specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    component_2_Gaussian      
+        Calculated x2 values along the contour boundary following
+        return to original input orientation. 
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed 
+        with additional fit metrics from the copula method.
+    '''
+    try: x1 = np.array(x1); 
+    except: pass
+    try: x2 = np.array(x2); 
+    except: pass
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(component_1, np.ndarray), (
+        'x2 must be of type np.ndarray')
+    
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), (
+        'If specified return_fit must be a bool')
+    
+    x_component_iso_prob = fit['x_component_iso_prob'] 
+    y_component_iso_prob = fit['y_component_iso_prob'] 
+    
+    # Calculate Kendall's tau
+    tau=stats.kendalltau(x2,x1)[0] 
+    rho_gau=np.sin(tau*np.pi/2.)
+
+    z2_Gauss=stats.norm.cdf(y_component_iso_prob*np.sqrt(1.-rho_gau**2.)
+                            + rho_gau*x_component_iso_prob)
+    
+    para_dist_2 = fit['para_dist_2'] 
+    s=para_dist_2[1]
+    loc=0
+    scale=np.exp(para_dist_2[0])
+
+    # lognormal inverse
+    component_2_Gaussian = stats.lognorm.ppf(z2_Gauss, s=s, loc=loc, 
+                                             scale=scale) 
+                                             
+    fit['tau'] = tau
+    fit['rho'] = rho_gau
+    fit['z2'] = z2_Gauss                                             
+    
+    if return_fit:       
+        return component_1, component_2_Gaussian, fit
+    return component_1, component_2_Gaussian
+
+
+def _gumbel_density(u, alpha):
+    ''' 
+    Calculates the Gumbel copula density.
+    
+    Parameters
+    ----------
+    u: np.array
+        Vector of equally spaced points between 0 and twice the
+            maximum value of T.
+    alpha: float
+        Copula parameter. Must be greater than or equal to 1.
+    
+    Returns
+    -------
+    y: np.array
+        Copula density function.
+    '''    
+    
+    #Ignore divide by 0 warnings and resulting NaN warnings
+    np.seterr(all='ignore')        
+    v = -np.log(u)
+    v = np.sort(v, axis=0)
+    vmin = v[0, :]
+    vmax = v[1, :]
+    nlogC = vmax * (1 + (vmin / vmax) ** alpha) ** (1 / alpha)
+    y = (alpha - 1 +nlogC)*np.exp(-nlogC+np.sum((alpha-1)*np.log(v)+v, axis =0) +(1-2*alpha)*np.log(nlogC))
+    np.seterr(all='warn')
+
+    return(y) 
+
+
+def _gumbel_copula(x1, x2, fit, component_1, nb_steps, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Gumbel copula and the inverse first-order reliability
+    method.
+    
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        	
+    fit: Dictionay
+        Dictionary of the iso-probability results
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistient output from all copula methods.
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation.
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.        
+          
+    Returns
+    -------    
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    component_2_Gumbel: array   
+        Calculated x2 values along the contour boundary following
+        return to original input orientation. 
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed with additional fit 
+        metrics from the copula method.        
+    '''
+    try: x1 = np.array(x1) 
+    except: pass
+    try: x2 = np.array(x2)
+    except: pass
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(component_1, np.ndarray), 'x2 must be of type np.ndarray'
+
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), 'If specified return_fit must be a bool'
+    
+    x_quantile = fit['x_quantile'] 
+    y_quantile =fit['y_quantile'] 
+    para_dist_2 = fit['para_dist_2'] 
+
+    # Calculate Kendall's tau
+    tau=stats.kendalltau(x2,x1)[0] 
+    theta_gum = 1./(1.-tau)
+    
+    min_limit_2=0
+    max_limit_2= np.ceil(np.amax(x2)*2)
+    Ndata=1000
+    
+    x = np.linspace(min_limit_2, max_limit_2, Ndata)
+    
+    s=para_dist_2[1]
+    scale=np.exp(para_dist_2[0])   
+    z2 = stats.lognorm.cdf(x,s=s,loc=0,scale=scale)
+
+    fit['tau'] = tau
+    fit['theta'] = theta_gum
+    fit['z2'] = z2
+
+    component_2_Gumbel = np.zeros(nb_steps)
+    for k in range(nb_steps):
+        z1 = np.array([x_quantile[k]]*Ndata)
+        Z = np.array((z1,z2))
+        Y = _gumbel_density(Z, theta_gum) 
+        Y =np.nan_to_num(Y)
+        # pdf 2|1, f(comp_2|comp_1)=c(z1,z2)*f(comp_2)
+        p_x_x1 = Y*(stats.lognorm.pdf(x, s=s, loc=0, scale=scale)) 
+        # Estimate CDF from PDF
+        dum = np.cumsum(p_x_x1)
+        cdf = dum/(dum[Ndata-1]) 
+        # Result of conditional CDF derived based on Gumbel copula
+        table = np.array((x, cdf)) 
+        table = table.T
+        for j in range(Ndata):
+            if y_quantile[k] <= table[0,1]:
+                component_2_Gumbel[k] = min(table[:,0])
+                break
+            elif y_quantile[k] <= table[j,1]:
+                component_2_Gumbel[k] = (table[j,0]+table[j-1,0])/2
+                break
+            else:
+                component_2_Gumbel[k] = table[:,0].max()
+    if return_fit:
+        component_1, component_2_Gumbel, fit
+    return component_1, component_2_Gumbel
+    
+ 
+def _clayton_copula(x1, x2, fit, component_1, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Clayton copula and the inverse first-order reliability
+    method.
+    
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        	
+    fit: Dictionay
+        Dictionary of the iso-probability results
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation.
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.        
+          
+    Returns
+    -------    
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    component_2_Clayton: array   
+        Calculated x2 values along the contour boundary following
+        return to original input orientation. 
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed with additional fit 
+        metrics from the copula method.        
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(component_1, np.ndarray), 'x2 must be of type np.ndarray'
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), 'If specified return_fit must be a bool'
+
+    x_quantile = fit['x_quantile'] 
+    y_quantile =fit['y_quantile']     
+    para_dist_2 = fit['para_dist_2'] 
+
+    # Calculate Kendall's tau
+    tau=stats.kendalltau(x2,x1)[0]     
+    theta_clay = (2.*tau)/(1.-tau)
+
+    s=para_dist_2[1]
+    scale=np.exp(para_dist_2[0])
+    z2_Clay=((1.-x_quantile**(-theta_clay)+x_quantile**(-theta_clay)/y_quantile)**(theta_clay/(1.+theta_clay)))**(-1./theta_clay)
+    
+    # lognormal inverse
+    component_2_Clayton = stats.lognorm.ppf(z2_Clay,s=s,loc=0,scale=scale) 
+ 
+    fit['theta_clay'] = theta_clay
+    fit['tau'] = tau
+    fit['z2_Clay'] = z2_Clay
+    
+    if return_fit:
+        component_1, component_2_Clayton, fit
+    return component_1, component_2_Clayton
+
+
+def _rosenblatt_copula(x1, x2, fit, component_1, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Rosenblatt transformation and the inverse first-order
+    reliability method.
+    
+    Parameters
+    ----------
+    x1: numpy array 
+        Component 1 data
+    x2: numpy array 
+        Component 2 data        	
+    fit: Dictionay
+        Dictionary of the iso-probability results
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation.
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.                 
+          
+    Returns
+    -------    
+    component_1: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation. component_1 is not specifically used in this calculation but is passed through to
+        create a consistent output from all copula methods.
+    component_2_Rosenblatt: array   
+        Calculated x2 values along the contour boundary following
+        return to original input orientation.  
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed with additional fit 
+        metrics from the copula method.        
+    '''
+    try: x1 = np.array(x1); 
+    except: pass
+    try: x2 = np.array(x2); 
+    except: pass
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'   
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(component_1, np.ndarray), 'x2 must be of type np.ndarray'
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), 'If specified return_fit must be a bool'
+    
+    y_quantile =fit['y_quantile'] 
+    mean_cond = fit['mean_cond'] 
+    std_cond = fit['std_cond'] 
+
+    # mean of Ln(T) as a function of x1
+    lamda_cond=mean_cond[0]+mean_cond[1]*component_1+mean_cond[2]*component_1**2+mean_cond[3]*component_1**3
+    # Standard deviation of Ln(x2) as a function of x1
+    sigma_cond=std_cond[0]+std_cond[1]*component_1+std_cond[2]*component_1**2                                
+    # lognormal inverse
+    component_2_Rosenblatt = stats.lognorm.ppf(y_quantile,s=sigma_cond,loc=0,scale=np.exp(lamda_cond))
+ 
+    fit['lamda_cond'] = lamda_cond
+    fit['sigma_cond'] = sigma_cond
+ 
+    if return_fit:
+        component_1, component_2_Rosenblatt, fit
+    return component_1, component_2_Rosenblatt  
+  
+
+def _nonparametric_copula_parameters(x1, x2, max_x1=None, max_x2=None,
+    nb_steps=1000):
+    '''
+    Calculates nonparametric copula parameters
+    
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data 
+    max_x1: float
+        Defines the max value of x1 to discretize the KDE space
+    max_x2:float
+        Defines the max value of x2 to discretize the KDE space
+    nb_steps: int
+        number of points used to discretize KDE space
+    
+    Returns
+    -------
+    nonpara_dist_1:
+        x1 points in KDE space and Nonparametric CDF for x1
+    nonpara_dist_2:
+        x2 points in KDE space and Nonparametric CDF for x2
+    nonpara_pdf_2:
+        x2 points in KDE space and Nonparametric PDF for x2
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    if not max_x1:
+        max_x1 = x1.max()*2
+    if not max_x2:
+        max_x2 = x2.max()*2
+    assert isinstance(max_x1, float), 'max_x1 must be of type float'
+    assert isinstance(max_x2, float), 'max_x2 must be of type float'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    
+    # Binning
+    x1_sorted_index = x1.argsort()
+    x1_sorted = x1[x1_sorted_index]
+    x2_sorted = x2[x1_sorted_index]
+    
+    # Calcualte KDE bounds (potential input)
+    min_limit_1 = 0
+    min_limit_2 = 0
+    
+    # Discretize for KDE
+    pts_x1 = np.linspace(min_limit_1, max_x1, nb_steps) 
+    pts_x2 = np.linspace(min_limit_2, max_x2, nb_steps)
+    
+    # Calculate optimal bandwidth for T and Hs
+    sig = stats.median_abs_deviation(x2_sorted)
+    num = float(len(x2_sorted))
+    bwT = sig*(4.0/(3.0*num))**(1.0/5.0)
+    
+    sig = stats.median_abs_deviation(x1_sorted)
+    num = float(len(x1_sorted))
+    bwHs = sig*(4.0/(3.0*num))**(1.0/5.0)
+    
+    # Nonparametric PDF for x2
+    temp = KDEUnivariate(x2_sorted)
+    temp.fit(bw = bwT)
+    f_x2 = temp.evaluate(pts_x2)
+    
+    # Nonparametric CDF for x1
+    temp = KDEUnivariate(x1_sorted)
+    temp.fit(bw = bwHs)
+    tempPDF = temp.evaluate(pts_x1)
+    F_x1 = tempPDF/sum(tempPDF)
+    F_x1 = np.cumsum(F_x1)
+    
+    # Nonparametric CDF for x2
+    F_x2 = f_x2/sum(f_x2)
+    F_x2 = np.cumsum(F_x2)
+    
+    nonpara_dist_1 = np.transpose(np.array([pts_x1, F_x1]))
+    nonpara_dist_2 = np.transpose(np.array([pts_x2, F_x2]))
+    nonpara_pdf_2 = np.transpose(np.array([pts_x2, f_x2]))
+    
+    return nonpara_dist_1, nonpara_dist_2, nonpara_pdf_2
+
+
+def _nonparametric_component(z, nonpara_dist, nb_steps):
+    '''
+    A generalized method for calculating copula components
+    
+    Parameters
+    ----------
+    z: array
+        CDF of isoprobability
+    nonpara_dist: array
+        x1 or x2 points in KDE space and Nonparametric CDF for x1 or x2
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation. 
+        
+    Returns
+    -------
+    component: array
+        nonparametic component values   
+    '''
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    
+    component=np.zeros(nb_steps)
+    for k in range(0,nb_steps):
+        for j in range(0,np.size(nonpara_dist,0)):
+            if z[k] <= nonpara_dist[0,1]: 
+                component[k] = min(nonpara_dist[:,0]) 
+                break
+            elif z[k] <= nonpara_dist[j,1]: 
+                component[k] = (nonpara_dist[j,0] + nonpara_dist[j-1,0])/2
+                break
+            else:
+                component[k]= max(nonpara_dist[:,0])
+    return component
+
+
+def _nonparametric_gaussian_copula(x1, x2, fit, nb_steps, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Gaussian copula with non-parametric marginal
+    distribution fits and the inverse first-order reliability method.
+
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data    
+    fit: Dictionary
+        Dictionary of the iso-probability results
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation.
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.         
+        
+    Returns
+    -------
+    component_1_np: array
+        Component 1 nonparametric copula 
+    component_2_np_gaussian: array
+        Component 2 nonparametric Gaussian copula 
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed 
+        with additional fit metrics from the copula method.        
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+    
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), 'If specified return_fit must be a bool'    
+    
+    x_component_iso_prob = fit['x_component_iso_prob'] 
+    y_component_iso_prob = fit['y_component_iso_prob'] 
+    nonpara_dist_1=fit['nonpara_dist_1']
+    nonpara_dist_2= fit['nonpara_dist_2']
+
+    # Calculate Kendall's tau    
+    tau = stats.kendalltau(x2, x1)[0]
+    rho_gau=np.sin(tau*np.pi/2.)
+
+    # Component 1
+    z1=stats.norm.cdf(x_component_iso_prob)
+    z2=stats.norm.cdf(y_component_iso_prob*np.sqrt(1.-rho_gau**2.)+rho_gau*x_component_iso_prob)
+
+    comps={1: {'z': z1,
+               'nonpara_dist':nonpara_dist_1
+              },
+           2: {'z': z2,
+               'nonpara_dist':nonpara_dist_2
+              }
+          }
+    
+    for c in comps:
+        z = comps[c]['z']
+        nonpara_dist = comps[c]['nonpara_dist']        
+        comps[c]['comp']=_nonparametric_component(z, nonpara_dist, nb_steps)
+
+    component_1_np = comps[1]['comp']
+    component_2_np_gaussian = comps[2]['comp']
+       
+    fit['tau'] = tau
+    fit['rho'] = rho_gau
+    fit['z1'] = z1
+    fit['z2'] = z2
+    
+    if return_fit: 
+        component_1_np, component_2_np_gaussian, fit    
+    return component_1_np, component_2_np_gaussian
+
+
+def _nonparametric_clayton_copula(x1, x2, fit, nb_steps, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Clayton copula with non-parametric marginal
+    distribution fits and the inverse first-order reliability method.
+
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data    
+    fit: Dictionary
+        Dictionary of the iso-probability results
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation.  
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False. 
+        
+    Returns
+    -------
+    component_1_np: array
+        Component 1 nonparametric copula 
+    component_2_np_gaussian: array
+        Component 2 nonparametric Clayton copula 
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed 
+        with additional fit metrics from the copula method.          
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), ('If specified return_fit '
+        +'must be a bool' )
+    
+    x_component_iso_prob= fit['x_component_iso_prob']     
+    x_quantile= fit['x_quantile']
+    y_quantile= fit['y_quantile']    
+    nonpara_dist_1= fit['nonpara_dist_1']
+    nonpara_dist_2= fit['nonpara_dist_2']
+    nonpara_pdf_2= fit['nonpara_pdf_2'] 
+        
+    # Calculate Kendall's tau    
+    tau = stats.kendalltau(x2, x1)[0]
+    theta_clay = (2.*tau)/(1.-tau)
+    
+    # Component 1 (Hs)
+    z1 = stats.norm.cdf(x_component_iso_prob)
+    z2_clay=((1-x_quantile**(-theta_clay)
+              +x_quantile**(-theta_clay)
+              /y_quantile)**(theta_clay/(1.+theta_clay)))**(-1./theta_clay)
+        
+    comps={1: {'z': z1,
+               'nonpara_dist':nonpara_dist_1
+              },
+           2: {'z': z2_clay,
+               'nonpara_dist':nonpara_dist_2
+              }
+          }
+    
+    for c in comps:
+        z = comps[c]['z']
+        nonpara_dist = comps[c]['nonpara_dist']
+        comps[c]['comp']=_nonparametric_component(z, nonpara_dist, nb_steps)
+
+    component_1_np = comps[1]['comp']
+    component_2_np_clayton = comps[2]['comp']
+
+    fit['tau'] = tau
+    fit['theta'] = theta_clay
+    fit['z1'] = z1
+    fit['z2'] = z2_clay
+
+    if return_fit: 
+        component_1_np, component_2_np_clayton, fit
+    return component_1_np, component_2_np_clayton
+
+    
+def _nonparametric_gumbel_copula(x1, x2, fit, nb_steps, kwargs):
+    '''
+    This function calculates environmental contours of extreme sea 
+    states using a Gumbel copula with non-parametric marginal
+    distribution fits and the inverse first-order reliability method.
+
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data    
+    results: Dictionay
+        Dictionary of the iso-probability results
+    nb_steps: int
+        Discretization of the circle in the normal space used for
+        copula component calculation. 
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.. 
+        
+    Returns
+    -------
+    component_1_np: array
+        Component 1 nonparametric copula 
+    component_2_np_gumbel: array
+        Component 2 nonparametric Gumbel copula  
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed 
+        with additional fit metrics from the copula method.         
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
+
+    return_fit = kwargs.get("return_fit", False)
+    assert isinstance(return_fit, bool), ('If specified return_fit '
+        +'must be a bool' )
+    
+    Ndata=1000
+   
+    x_quantile = fit['x_quantile']
+    y_quantile = fit['y_quantile']
+    nonpara_dist_1=fit['nonpara_dist_1']
+    nonpara_dist_2= fit['nonpara_dist_2']
+    nonpara_pdf_2=fit['nonpara_pdf_2']      
+        
+    # Calculate Kendall's tau    
+    tau = stats.kendalltau(x2, x1)[0]
+    theta_gum = 1./(1.-tau)   
+    
+    # Component 1 (Hs)
+    z1 = x_quantile       
+    component_1_np=_nonparametric_component(z1, nonpara_dist_1, nb_steps)
+
+    pts_x2 = nonpara_pdf_2[:,0]
+    f_x2 = nonpara_pdf_2[:,1]
+    F_x2 = nonpara_dist_2[:,1]
+    
+    component_2_np_gumbel = np.zeros(nb_steps)
+    for k in range(nb_steps):
+        z1 = np.array([x_quantile[k]]*Ndata)
+        Z = np.array((z1.T, F_x2))
+        Y = _gumbel_density(Z, theta_gum)
+        Y = np.nan_to_num(Y) 
+        # pdf 2|1
+        p_x2_x1 = Y*f_x2
+        # Estimate CDF from PDF
+        dum = np.cumsum(p_x2_x1)
+        cdf = dum/(dum[Ndata-1])
+        table = np.array((pts_x2, cdf))
+        table = table.T
+        for j in range(Ndata):
+            if y_quantile[k] <= table[0,1]:
+                component_2_np_gumbel[k] = min(table[:,0])
+                break
+            elif y_quantile[k] <= table[j,1]:
+                component_2_np_gumbel[k] = (table[j,0]+table[j-1,0])/2
+                break
+            else: 
+                component_2_np_gumbel[k] = max(table[:,0])
+
+    fit['tau'] = tau
+    fit['theta'] = theta_gum
+    fit['z1'] = z1
+    fit['pts_x2'] = pts_x2
+    fit['f_x2'] = f_x2
+    fit['F_x2'] = F_x2
+    
+    if return_fit:
+        return component_1_np, component_2_np_gumbel, fit        
+    return component_1_np, component_2_np_gumbel
+    
+  
+def _bivariate_KDE(x1, x2, bw, fit, nb_steps, Ndata_bivariate_KDE, kwargs):
+    '''
+    Contours generated under this class will use a non-parametric KDE to
+    fit the joint distribution. This function calculates environmental
+    contours of extreme sea states using a bivariate KDE to estimate 
+    the joint distribution. The contour is then calculated directly 
+    from the joint distribution.
+    
+    Parameters
+    ----------
+    x1: array 
+        Component 1 data
+    x2: array 
+        Component 2 data 
+    bw: np.array
+        Array containing KDE bandwidth for x1 and x2        
+    fit: Dictionay
+        Dictionary of the iso-probability results   
+    nb_steps: int
+        number of points used to discritize KDE space          
+    max_x1: float
+        Defines the max value of x1 to discretize the KDE space
+    max_x2: float
+        Defines the max value of x2 to discretize the KDE space
+    kwargs : optional     
+        return_fit: boolean
+              Will return fitting parameters used. Default False.         
+
+    Returns
+    -------
+    x1_bivariate_KDE: array
+        Calculated x1 values along the contour boundary following
+        return to original input orientation.
+    x2_bivariate_KDE: array
+        Calculated x2 values along the contour boundary following
+        return to original input orientation.
+    fit: Dictionary (optional)
+        If return_fit=True. Dictionary with iso-probabilities passed 
+        with additional fit metrics from the copula method.         
+    '''
+    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'    
+    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
+    assert isinstance(nb_steps, int), 'nb_steps must be of type int' 
+    
+    max_x1 = kwargs.get("max_x1", None)
+    max_x2 = kwargs.get("max_x2", None)
+    log_transform = kwargs.get("log_transform", False)
+    return_fit = kwargs.get("return_fit", False)
+    
+    if isinstance(max_x1, type(None)):
+        max_x1 = x1.max()*2
+    if isinstance(max_x2, type(None)):
+        max_x2 = x2.max()*2
+    assert isinstance(max_x1, float), 'max_x1 must be of type float'
+    assert isinstance(max_x2, float), 'max_x2 must be of type float'                      
+    assert isinstance(log_transform, bool), ('If specified log_transform'
+        +'must be a bool' )
+    assert isinstance(return_fit, bool), ('If specified return_fit must '
+        +'be a bool')
+     
+    p_f = fit['exceedance_probability']    
+
+    min_limit_1 = 0.01
+    min_limit_2 = 0.01
+    pts_x1 = np.linspace(min_limit_1, max_x1, Ndata_bivariate_KDE)
+    pts_x2 = np.linspace(min_limit_2, max_x2, Ndata_bivariate_KDE)    
+    pt1,pt2 = np.meshgrid(pts_x2, pts_x1)
+    mesh_pts_x2 = pt1.flatten()
+    mesh_pts_x1 = pt2.flatten()
+
+    # Transform gridded points using log
+    ty = [x2, x1]
+    xi = [mesh_pts_x2, mesh_pts_x1]    
+    txi=xi
+    if log_transform:            
+        ty = [np.log(x2), np.log(x1)]                  
+        txi = [np.log(mesh_pts_x2), np.log(mesh_pts_x1)]
+
+    m = len(txi[0])
+    n = len(ty[0])
+    d = 2
+    
+    # Create contour
+    f = np.zeros((1,m))
+    weight = np.ones((1,n))
+    for i in range(0,m):
+        ftemp = np.ones((n,1))
+        for j in range(0,d):
+            z = (txi[j][i] - ty[j])/bw[j]
+            fk = stats.norm.pdf(z)
+            if log_transform:     
+                fnew = fk*(1/np.transpose(xi[j][i]))
+            else: 
+                fnew = fk
+            fnew = np.reshape(fnew, (n,1))
+            ftemp = np.multiply(ftemp,fnew)
+        f[:,i] = np.dot(weight,ftemp)
+
+    fhat = f.reshape(100,100)
+    vals = plt.contour(pt1,pt2,fhat, levels = [p_f])
+    plt.clf()
+    x1_bivariate_KDE = []
+    x2_bivariate_KDE = []
+    
+    for i,seg in enumerate(vals.allsegs[0]):
+        x1_bivariate_KDE.append(seg[:,1])
+        x2_bivariate_KDE.append(seg[:,0])
+       
+    x1_bivariate_KDE = np.transpose(np.asarray(x1_bivariate_KDE)[0])
+    x2_bivariate_KDE = np.transpose(np.asarray(x2_bivariate_KDE)[0])
+
+    fit['mesh_pts_x1'] = mesh_pts_x1
+    fit['mesh_pts_x2'] = mesh_pts_x2
+    fit['ty'] = ty
+    fit['xi'] = xi
+    fit['contour_vals'] = vals
+
+    if return_fit:
+        return x1_bivariate_KDE, x2_bivariate_KDE, fit
+    return x1_bivariate_KDE, x2_bivariate_KDE
+    
diff --git a/mhkit/wave/graphics.py b/mhkit/wave/graphics.py
index 6e4e35ccd..92e2654bc 100644
--- a/mhkit/wave/graphics.py
+++ b/mhkit/wave/graphics.py
@@ -12,7 +12,6 @@
 import datetime
 
 
-
 def plot_spectrum(S, ax=None):
     """
     Plots wave amplitude spectrum versus omega
@@ -296,6 +295,7 @@ def plot_chakrabarti(H, lambda_w, D, ax=None):
 
     plt.tight_layout()
 
+
 def plot_environmental_contour(x1, x2, x1_contour, x2_contour, **kwargs):
     '''
     Plots an overlay of the x1 and x2 variables to the calculate
@@ -306,9 +306,9 @@ def plot_environmental_contour(x1, x2, x1_contour, x2_contour, **kwargs):
         x-axis data
     x2: numpy array 
         x-axis data
-    x1_contour: numpy array 
+    x1_contour: numpy array or list
         Calculated x1 contour values
-    x2_contour: numpy array 
+    x2_contour: numpy array or list
         Calculated x2 contour values 
     **kwargs : optional         
         x_label: string (optional)
@@ -324,35 +324,51 @@ def plot_environmental_contour(x1, x2, x1_contour, x2_contour, **kwargs):
         ax : matplotlib axes object (optional)
             Axes for plotting.  If None, then a new figure is created.
             Default None.
+        markers: string
+            string or list of strings to use as marker types
     Returns
     -------
     ax : matplotlib pyplot axes
-    '''
-    
+    '''      
+    try: x1 = x1.values
+    except: pass
+    try: x2 = x2.values
+    except: pass
     assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'
     assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
-    assert isinstance(x1_contour, np.ndarray), ('x1_contour must be of '
-                                                'type np.ndarray')
-    assert isinstance(x2_contour, np.ndarray), ('x2_contour must be of '
-                                               'type np.ndarray')
+    assert isinstance(x1_contour, (np.ndarray,list)), ('x1_contour must be of '
+                                                'type np.ndarray or list')
+    assert isinstance(x2_contour, (np.ndarray,list)), ('x2_contour must be of '
+                                               'type np.ndarray or list')
     x_label = kwargs.get("x_label", None)
     y_label = kwargs.get("y_label", None)
     data_label=kwargs.get("data_label", None)
     contour_label=kwargs.get("contour_label", None)
     ax=kwargs.get("ax", None)
-    assert isinstance(data_label, str), 'data_label must be of type str'
-    assert isinstance(contour_label, (str,list)), ('contour_label be of '
-                                                  'type str')
-    assert x2_contour.ndim == x1_contour.ndim,  ('contour must be of' 
-            f'equal dimesion got {x2_contour.ndim} and {x1_contour.ndim}')                                                  
-    
+    markers=kwargs.get("markers", '-')
+    assert isinstance(data_label, (str,type(None))), 'data_label must be of type str'
+    assert isinstance(contour_label, (str,list, type(None))), ('contour_label be of '
+                                                  'type str')    
+    
+    if isinstance(markers, list):
+        assert all( [isinstance(marker, (str)) for marker in markers] )
+    elif isinstance(markers, str):
+        markers=[markers]
+        assert all( [isinstance(marker, (str)) for marker in markers] )
+    else:
+        assert isinstance(markers, (str,list)), ('markers must be of type str or list of strings')
         
-    if x2_contour.ndim == 1:
-        x2_contour  = x2_contour.reshape(-1,1) 
-        x1_contour = x1_contour.reshape(-1,1) 
+    assert len(x2_contour) == len(x1_contour),  ('contour must be of' 
+            f'equal dimesion got {len(x2_contour)} and {len(x1_contour)}')
     
-    N_contours = x2_contour.shape[1]
     
+    if isinstance(x1_contour, np.ndarray):   
+        N_contours=1
+        x2_contour  = [x2_contour]
+        x1_contour = [x1_contour]
+    elif isinstance(x1_contour, list):   
+        N_contours=len(x1_contour) 
+
     if contour_label != None:
         if isinstance(contour_label, str):
             contour_label = [contour_label] 
@@ -362,19 +378,27 @@ def plot_environmental_contour(x1, x2, x1_contour, x2_contour, **kwargs):
             f'number of contour years. Got {N_c_labels} and {N_contours}')   
     else:
         contour_label = [None] * N_contours
-    
-    for i in range(N_contours):       
-        ax = _xy_plot(x1_contour[:,i], x2_contour[:,i],'-', 
+        
+    if len(markers)==1:
+        markers=markers*N_contours   
+    assert len(markers) == N_contours,  ('Markers must be same length'               
+            f'as N contours specified. Got: {len(markers)} and {len(x1_contour)}')        
+    
+    for i in range(N_contours):
+        contour1 = np.array(x1_contour[i]).T
+        contour2 = np.array(x2_contour[i]).T
+        ax = _xy_plot(contour1, contour2, markers[i], 
                       label=contour_label[i], ax=ax)
-            
-    ax = plt.plot(x1, x2, 'bo', alpha=0.1, 
-                  label=data_label) 
+                      
+    plt.plot(x1, x2, 'bo', alpha=0.1, label=data_label) 
+    
     plt.legend(loc='lower right')
     plt.xlabel(x_label)
     plt.ylabel(y_label)
     plt.tight_layout()
     return ax
     
+    
 def plot_avg_annual_energy_matrix(Hm0, Te, J, time_index=None, 
     Hm0_bin_size=None, Te_bin_size=None, Hm0_edges=None, Te_edges=None):
     '''
@@ -519,6 +543,7 @@ def monthly_cumulative_distribution(J):
     plt.legend()
     return ax
 
+
 def plot_compendium(Hs, Tp, Dp, buoy_title=None, ax=None):
     """
     Create subplots showing: Significant Wave Height (Hs), Peak Period (Tp), 
diff --git a/mhkit/wave/io/__init__.py b/mhkit/wave/io/__init__.py
index f998eaab3..850447ab8 100644
--- a/mhkit/wave/io/__init__.py
+++ b/mhkit/wave/io/__init__.py
@@ -5,7 +5,7 @@
 try:
     from mhkit.wave.io import hindcast
 except ImportError:
-    print("WARNING: Wave WPTO hindcast functions not imported from MHKiT-Python. If you are using Windows and calling from MHKiT-MATLAB this is expected.")
+    print("WARNING: Wave WPTO hindcast functions not imported from"
+          "MHKiT-Python. If you are using Windows and calling from"
+          "MHKiT-MATLAB this is expected.")
     pass
-
-
diff --git a/mhkit/wave/resource.py b/mhkit/wave/resource.py
index ea8bd1880..2317cd81d 100644
--- a/mhkit/wave/resource.py
+++ b/mhkit/wave/resource.py
@@ -1,14 +1,13 @@
-from sklearn.decomposition import PCA as skPCA
-from sklearn.metrics import mean_squared_error
+from mhkit.wave._environmental_contours import (environmental_contours, 
+                                               PCA_contour)
 from scipy.optimize import fsolve as _fsolve
 from scipy import signal as _signal
-import scipy.optimize as optim
-import scipy.stats as stats
 import pandas as pd
 import numpy as np
 
 ### Spectrum
-def elevation_spectrum(eta, sample_rate, nnft, window='hann', detrend=True, noverlap=None):
+def elevation_spectrum(eta, sample_rate, nnft, window='hann', 
+    detrend=True, noverlap=None):
     """
     Calculates the wave energy spectrum from wave elevation time-series
 
@@ -24,8 +23,8 @@ def elevation_spectrum(eta, sample_rate, nnft, window='hann', detrend=True, nove
         Signal window type. 'hann' is used by default given the broadband
         nature of waves. See scipy.signal.get_window for more options.
     detrend: bool (optional)
-        Specifies if a linear trend is removed from the data before calculating
-        the wave energy spectrum.  Data is detrended by default.
+        Specifies if a linear trend is removed from the data before 
+        calculating the wave energy spectrum.  Data is detrended by default.
     noverlap: int, optional
         Number of points to overlap between segments. If None,
         ``noverlap = nperseg / 2``.  Defaults to None.
@@ -663,6 +662,7 @@ def wave_celerity(k, h, g=9.80665, depth_check=False, ratio=2):
 
     return Cg
 
+
 def wave_length(k):
     """
     Calculates wave length from wave number
@@ -691,6 +691,7 @@ def wave_length(k):
 
     return l
 
+
 def wave_number(f, h, rho=1025, g=9.80665):
     """
     Calculates wave number
@@ -746,6 +747,7 @@ def func(kk):
 
     return k
 
+
 def depth_regime(l, h, ratio=2):
     '''
     Calculates the depth regime based on wavelength and height
@@ -786,290 +788,3 @@ def depth_regime(l, h, ratio=2):
     depth_reg = h/l > ratio
 
     return  depth_reg
-
-
-def environmental_contour(x1, x2, dt, period, **kwargs):
-    '''
-    Calculates environmental contours of extreme sea
-    states using the improved joint probability distributions
-    with the inverse first-order reliability method (I-FORM)
-    probability for the desired return period (`period`). Given the
-    period of interest, a circle of iso-probability is created
-    in the principal component analysis (PCA) joint probability
-    (`x1`, `x2`) reference frame.
-    Using the joint probability value, the cumulative distribution
-    function (CDF) of the marginal distribution is used to find
-    the quantile of each component.
-    Finally, using the improved PCA methodology,
-    the component 2 contour lines are calculated from component 1 using
-    the relationships defined in Exkert-Gallup et. al. 2016.
-
-    Eckert-Gallup, A. C., Sallaberry, C. J., Dallman, A. R., &
-    Neary, V. S. (2016). Application of principal component
-    analysis (PCA) and improved joint probability distributions to
-    the inverse first-order reliability method (I-FORM) for predicting
-    extreme sea states. Ocean Engineering, 112, 307-319.
-
-    Parameters
-    ----------
-    x1: numpy array
-        Component 1 data
-    x2: numpy array
-        Component 2 data
-    dt : int or float
-        `x1` and `x2` sample rate (seconds)
-    period : int, float, or numpy array
-        Desired return period (years) for calculation of environmental
-        contour, can be a scalar or a vector.
-    **kwargs : optional
-        PCA: dict
-            If provided, the principal component analysis (PCA) on x1, x2
-            is skipped. The PCA will be the same for a given x1, x2
-            therefore this step may be skipped if multiple calls to
-            environmental contours are made for the same x1, x2 pair.
-            The PCA dict may be obtained by setting return_PCA=True.
-        bin_size : int
-            Data points in each bin for the PCA. Default bin_size=250.
-        nb_steps : int
-            Discretization of the circle in the normal space used for
-            I-FORM calculation. Default nb_steps=1000.
-        return_PCA: boolean
-            Default False, if True will retun the PCA dictionary
-
-    Returns
-    -------
-    x1_contour : numpy array
-        Calculated x1 values along the contour boundary following
-        return to original input orientation.
-    x2_contour : numpy array
-        Calculated x2 values along the contour boundary following
-        return to original input orientation.
-    PCA: dict (optional)
-	    principal component analysis dictionary
-        Keys:
-        -----
-        'principal_axes': sign corrected PCA axes
-        'shift'         : The shift applied to x2
-        'x1_fit'        : gaussian fit of x1 data
-        'mu_param'      : fit to _mu_fcn
-        'sigma_param'   : fit to _sig_fits
-
-    '''
-    try: x1 = np.array(x1);
-    except: pass
-    try: x2 = np.array(x2);
-    except: pass
-    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'
-    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
-    assert isinstance(dt, (int,float)), 'dt must be of type int or float'
-    assert isinstance(period, (int,float,np.ndarray)), ('period must be'
-                                          'of type int, float, or array')
-    PCA = kwargs.get("PCA", None)
-    bin_size = kwargs.get("bin_size", 250)
-    nb_steps = kwargs.get("nb_steps", 1000)
-    return_PCA = kwargs.get("return_PCA", False)
-    assert isinstance(PCA, (dict, type(None))), 'If specified PCA must be a dict'
-    assert isinstance(bin_size, int), 'bin_size must be of type int'
-    assert isinstance(nb_steps, int), 'nb_steps must be of type int'
-    assert isinstance(return_PCA, bool), 'return_PCA must be of type bool'
-
-    if isinstance(period, np.ndarray) and len(period) > 1 and period.ndim == 1:
-        period = period.reshape(-1,1)
-
-    if PCA == None:
-        PCA = _principal_component_analysis(x1, x2, bin_size=bin_size)
-
-    dt_yrs = dt / ( 3600 * 24 * 365 )
-    exceedance_probability = 1 / ( period / dt_yrs)
-    iso_probability_radius = stats.norm.ppf((1 - exceedance_probability),
-                                             loc=0, scale=1)
-    discretized_radians = np.linspace(0, 2 * np.pi, nb_steps)
-
-    x_component_iso_prob = iso_probability_radius * \
-                            np.cos(discretized_radians)
-    y_component_iso_prob = iso_probability_radius * \
-                            np.sin(discretized_radians)
-
-    x_quantile = stats.norm.cdf(x_component_iso_prob, loc=0, scale=1)
-    y_quantile = stats.norm.cdf(y_component_iso_prob, loc=0, scale=1)
-
-    # Use the inverse of cdf to calculate component 1 values
-    component_1 = stats.invgauss.ppf(x_quantile,
-                                     mu   =PCA['x1_fit']['mu'],
-                                     loc  =PCA['x1_fit']['loc'],
-                                     scale=PCA['x1_fit']['scale'] )
-
-    # Find Component 2 mu using first order linear regression
-    mu_slope     = PCA['mu_fit'].slope
-    mu_intercept = PCA['mu_fit'].intercept
-    component_2_mu = mu_slope * component_1 + mu_intercept
-
-    # Find Componenet 2 sigma using second order polynomial fit
-    sigma_polynomial_coeffcients =PCA['sigma_fit'].x
-    component_2_sigma = np.polyval(sigma_polynomial_coeffcients, component_1)
-
-    # Use calculated mu and sigma values to calculate C2 along the contour
-    component_2 = stats.norm.ppf(y_quantile,
-                                 loc  =component_2_mu,
-                                 scale=component_2_sigma)
-
-    # Convert contours back to the original reference frame
-    principal_axes = PCA['principal_axes']
-    shift = PCA['shift']
-    pa00 = principal_axes[0, 0]
-    pa01 = principal_axes[0, 1]
-
-    x1_contour = (( pa00 * component_1 + pa01 * (component_2 - shift)) / \
-                  (pa01**2 + pa00**2))
-    x2_contour = (( pa01 * component_1 - pa00 * (component_2 - shift)) / \
-                  (pa01**2 + pa00**2))
-
-    # Assign 0 value to any negative x1 contour values
-    x1_contour = np.maximum(0, x1_contour)
-
-    if return_PCA:
-        return np.transpose(x1_contour), np.transpose(x2_contour), PCA
-    return np.transpose(x1_contour), np.transpose(x2_contour)
-
-def _principal_component_analysis(x1, x2, bin_size=250):
-    '''
-    Performs a modified principal component analysis (PCA)
-    [Eckert et. al 2016] on two variables (`x1`, `x2`). The additional
-    PCA is performed in 5 steps:
-    1) Transform `x1` & `x2` into the principal component domain and shift
-       the y-axis so that all values are positive and non-zero
-    2) Fit the `x1` data in the transformed reference frame with an
-       inverse Gaussian Distribution
-    3) Bin the transformed data into groups of size bin and find the
-       mean of `x1`, the mean of `x2`, and the standard deviation of `x2`
-    4) Perform a first-order linear regression to determine a continuous
-       the function relating the mean of the `x1` bins to mean of the `x2` bins
-    5) Find a second-order polynomial which best relates the means of
-       `x1` to the standard deviation of `x2` using constrained optimization
-
-    Eckert-Gallup, A. C., Sallaberry, C. J., Dallman, A. R., &
-    Neary, V. S. (2016). Application of principal component
-    analysis (PCA) and improved joint probability distributions to
-    the inverse first-order reliability method (I-FORM) for predicting
-    extreme sea states. Ocean Engineering, 112, 307-319.
-
-    Parameters
-    ----------
-    x1: numpy array
-        Component 1 data
-    x2: numpy array
-        Component 2 data
-    bin_size : int
-        Number of data points in each bin
-
-    Returns
-    -------
-    PCA: dict
-       Keys:
-       -----
-       'principal_axes': sign corrected PCA axes
-       'shift'         : The shift applied to x2
-       'x1_fit'        : gaussian fit of x1 data
-       'mu_param'      : fit to _mu_fcn
-       'sigma_param'   : fit to _sig_fits
-    '''
-    assert isinstance(x1, np.ndarray), 'x1 must be of type np.ndarray'
-    assert isinstance(x2, np.ndarray), 'x2 must be of type np.ndarray'
-    assert isinstance(bin_size, int), 'bin_size must be of type int'
-    # Step 0: Perform Standard PCA
-    mean_location=0
-    x1_mean_centered = x1 - x1.mean(axis=0)
-    x2_mean_centered = x2 - x2.mean(axis=0)
-    n_samples_by_n_features = np.column_stack((x1_mean_centered,
-                                               x2_mean_centered))
-    pca = skPCA(n_components=2)
-    pca.fit(n_samples_by_n_features)
-    principal_axes = pca.components_
-
-    # STEP 1: Transform data into new reference frame
-    # Apply correct/expected sign convention
-    principal_axes = abs(principal_axes)
-    principal_axes[1, 1] = -principal_axes[1, 1]
-
-    # Rotate data into Principal direction
-    x1_and_x2 = np.column_stack((x1, x2))
-    x1_x2_components = np.dot(x1_and_x2, principal_axes)
-    x1_components = x1_x2_components[:, 0]
-    x2_components = x1_x2_components[:, 1]
-
-    # Apply shift to Component 2 to make all values positive
-    shift = abs(min(x2_components)) + 0.1
-    x2_components = x2_components + shift
-
-    # STEP 2: Fit Component 1 data using a Gaussian Distribution
-    x1_sorted_index = x1_components.argsort()
-    x1_sorted = x1_components[x1_sorted_index]
-    x2_sorted = x2_components[x1_sorted_index]
-
-    x1_fit_results = stats.invgauss.fit(x1_sorted, floc=mean_location)
-    x1_fit = { 'mu'    : x1_fit_results[0],
-               'loc'   : x1_fit_results[1],
-               'scale' : x1_fit_results[2]}
-
-    # Step 3: Bin Data & find order 1 linear relation between x1 & x2 means
-    N = len(x1)
-    minimum_4_bins = np.floor(N*0.25)
-    if bin_size > minimum_4_bins:
-        bin_size = minimum_4_bins
-        msg=('To allow for a minimum of 4 bins the bin size has been' +
-             f'set to {minimum_4_bins}')
-        print(msg)
-
-    N_multiples = N // bin_size
-    max_N_multiples_index  =  N_multiples*bin_size
-
-    x1_integer_multiples_of_bin_size = x1_sorted[0:max_N_multiples_index]
-    x2_integer_multiples_of_bin_size = x2_sorted[0:max_N_multiples_index]
-
-    x1_bins = np.split(x1_integer_multiples_of_bin_size,
-                       N_multiples)
-    x2_bins = np.split(x2_integer_multiples_of_bin_size,
-                       N_multiples)
-
-    x1_last_bin = x1_sorted[max_N_multiples_index:]
-    x2_last_bin = x2_sorted[max_N_multiples_index:]
-
-    x1_bins.append(x1_last_bin)
-    x2_bins.append(x2_last_bin)
-
-    x1_means = np.array([])
-    x2_means = np.array([])
-    x2_sigmas  = np.array([])
-
-    for x1_bin, x2_bin in zip(x1_bins, x2_bins):
-        x1_means = np.append(x1_means, x1_bin.mean())
-        x2_means = np.append(x2_means, x2_bin.mean())
-        x2_sigmas  = np.append(x2_sigmas, x2_bin.std())
-
-    mu_fit = stats.linregress(x1_means, x2_means)
-
-    # STEP 4: Find order 2 relation between x1_mean and x2 standard deviation
-    sigma_polynomial_order=2
-    sig_0 = 0.1 * np.ones(sigma_polynomial_order+1)
-
-    def _objective_function(sig_p, x1_means, x2_sigmas):
-        return mean_squared_error(np.polyval(sig_p, x1_means), x2_sigmas)
-
-    # Constraint Functions
-    y_intercept_gt_0 = lambda sig_p: (sig_p[2])
-    sig_polynomial_min_gt_0 = lambda sig_p: (sig_p[2] - (sig_p[1]**2) / \
-                                             (4 * sig_p[0]))
-    constraints = ({'type': 'ineq', 'fun': y_intercept_gt_0},
-                   {'type': 'ineq', 'fun': sig_polynomial_min_gt_0})
-
-    sigma_fit = optim.minimize(_objective_function, x0=sig_0,
-                               args=(x1_means, x2_sigmas),
-                               method='SLSQP',constraints=constraints)
-
-    PCA = {'principal_axes': principal_axes,
-           'shift'         : shift,
-           'x1_fit'        : x1_fit,
-           'mu_fit'        : mu_fit,
-           'sigma_fit'     : sigma_fit }
-
-    return PCA
diff --git a/requirements.txt b/requirements.txt
index eda0b0514..6d06ddbbe 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,3 +11,4 @@ NREL-rex>=0.2.63
 six>=1.13.0
 netCDF4
 xarray
+statsmodels
\ No newline at end of file
diff --git a/setup.py b/setup.py
index c1c6d4f46..5d0a045bd 100644
--- a/setup.py
+++ b/setup.py
@@ -17,7 +17,7 @@
              'Intended Audience :: Science/Research',
              'Operating System :: OS Independent',
             ]
-DEPENDENCIES = ['pandas>=1.0.0', 
+DEPENDENCIES = ['pandas<=1.3.5', 
                 'numpy<1.21.0', 
                 'scipy',
                 'matplotlib', 
@@ -29,7 +29,8 @@
 		        'NREL-rex>=0.2.63',
                 'six>=1.13.0',
                 'netCDF4', 
-                'xarray']
+                'xarray',
+	       'statsmodels']
 
 # use README file as the long description
 file_dir = os.path.abspath(os.path.dirname(__file__))