diff --git a/examples/data/data_loads_dfmaxs.csv b/examples/data/data_loads_maxs.csv
similarity index 100%
rename from examples/data/data_loads_dfmaxs.csv
rename to examples/data/data_loads_maxs.csv
diff --git a/examples/data/data_loads_dfmeans.csv b/examples/data/data_loads_means.csv
similarity index 100%
rename from examples/data/data_loads_dfmeans.csv
rename to examples/data/data_loads_means.csv
diff --git a/examples/data/data_loads_dfmins.csv b/examples/data/data_loads_mins.csv
similarity index 100%
rename from examples/data/data_loads_dfmins.csv
rename to examples/data/data_loads_mins.csv
diff --git a/examples/data/data_loads_dfstd.csv b/examples/data/data_loads_std.csv
similarity index 100%
rename from examples/data/data_loads_dfstd.csv
rename to examples/data/data_loads_std.csv
diff --git a/examples/loads_example.ipynb b/examples/loads_example.ipynb
index 8f86126c6..49eaf5ba1 100644
--- a/examples/loads_example.ipynb
+++ b/examples/loads_example.ipynb
@@ -22,7 +22,7 @@
     "from mhkit import utils\n",
     "from mhkit import loads \n",
     "import matplotlib.pyplot as plt \n",
-    "import os"
+    "from os.path import join"
    ]
   },
   {
@@ -40,20 +40,208 @@
    "metadata": {},
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
-      "text/plain": "      Timestamp  Time  uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod  \\\n0  42795.061586  0.00   3.226754           1.0  157.302829     157.279582   \n1  42795.061586  0.02   3.221099           1.0  157.302829     157.279582   \n2  42795.061586  0.04   3.223492           1.0  157.302829     157.279582   \n3  42795.061586  0.06   3.223274           1.0  157.302829     157.279582   \n4  42795.061587  0.08   3.223927           1.0  157.302829     157.279582   \n\n    LSSDW_Tq    LSSDW_My   LSSDW_Mz       TTTq  TT_ForeAft  TT_SideSide  \\\n0 -41.380694 -234.487436  -6.207381 -70.130726 -936.247028   -12.605151   \n1 -38.614459 -233.715870  -8.886200 -66.916338 -942.675906   -24.350452   \n2 -39.717967 -234.341966  -7.970862 -67.860011 -922.971018   -22.485796   \n3 -41.415143 -235.645598 -10.451794 -72.371951 -939.515265   -33.030892   \n4 -38.614459 -234.755991  -8.648988 -76.530014 -924.771486   -29.228398   \n\n   TB_ForeAft  TB_SideSide  BL3_FlapMom  BL3_EdgeMom  BL1_FlapMom  \\\n0 -330.410779  1024.816867   470.774738  -165.541786    33.427748   \n1 -315.445562   873.214212   469.244736  -163.588005    32.697822   \n2 -292.252115   876.299461   468.736474  -166.018111    35.495810   \n3 -274.812769   763.833828   467.373452  -164.645639    37.952455   \n4 -310.213400   704.537757   466.318754  -161.233863    37.430668   \n\n   BL1_EdgeMom  ActivePower  yawoffset  \n0   -59.452360    -5.279680   0.023247  \n1   -62.300637    -5.671178   0.023247  \n2   -61.733604    -5.551847   0.023247  \n3   -64.390050    -4.626557   0.023247  \n4   -65.974766    -4.708621   0.023247  ",
-      "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>Timestamp</th>\n      <th>Time</th>\n      <th>uWind_80m</th>\n      <th>WD_ModActive</th>\n      <th>WD_Nacelle</th>\n      <th>WD_NacelleMod</th>\n      <th>LSSDW_Tq</th>\n      <th>LSSDW_My</th>\n      <th>LSSDW_Mz</th>\n      <th>TTTq</th>\n      <th>TT_ForeAft</th>\n      <th>TT_SideSide</th>\n      <th>TB_ForeAft</th>\n      <th>TB_SideSide</th>\n      <th>BL3_FlapMom</th>\n      <th>BL3_EdgeMom</th>\n      <th>BL1_FlapMom</th>\n      <th>BL1_EdgeMom</th>\n      <th>ActivePower</th>\n      <th>yawoffset</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>42795.061586</td>\n      <td>0.00</td>\n      <td>3.226754</td>\n      <td>1.0</td>\n      <td>157.302829</td>\n      <td>157.279582</td>\n      <td>-41.380694</td>\n      <td>-234.487436</td>\n      <td>-6.207381</td>\n      <td>-70.130726</td>\n      <td>-936.247028</td>\n      <td>-12.605151</td>\n      <td>-330.410779</td>\n      <td>1024.816867</td>\n      <td>470.774738</td>\n      <td>-165.541786</td>\n      <td>33.427748</td>\n      <td>-59.452360</td>\n      <td>-5.279680</td>\n      <td>0.023247</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>42795.061586</td>\n      <td>0.02</td>\n      <td>3.221099</td>\n      <td>1.0</td>\n      <td>157.302829</td>\n      <td>157.279582</td>\n      <td>-38.614459</td>\n      <td>-233.715870</td>\n      <td>-8.886200</td>\n      <td>-66.916338</td>\n      <td>-942.675906</td>\n      <td>-24.350452</td>\n      <td>-315.445562</td>\n      <td>873.214212</td>\n      <td>469.244736</td>\n      <td>-163.588005</td>\n      <td>32.697822</td>\n      <td>-62.300637</td>\n      <td>-5.671178</td>\n      <td>0.023247</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>42795.061586</td>\n      <td>0.04</td>\n      <td>3.223492</td>\n      <td>1.0</td>\n      <td>157.302829</td>\n      <td>157.279582</td>\n      <td>-39.717967</td>\n      <td>-234.341966</td>\n      <td>-7.970862</td>\n      <td>-67.860011</td>\n      <td>-922.971018</td>\n      <td>-22.485796</td>\n      <td>-292.252115</td>\n      <td>876.299461</td>\n      <td>468.736474</td>\n      <td>-166.018111</td>\n      <td>35.495810</td>\n      <td>-61.733604</td>\n      <td>-5.551847</td>\n      <td>0.023247</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>42795.061586</td>\n      <td>0.06</td>\n      <td>3.223274</td>\n      <td>1.0</td>\n      <td>157.302829</td>\n      <td>157.279582</td>\n      <td>-41.415143</td>\n      <td>-235.645598</td>\n      <td>-10.451794</td>\n      <td>-72.371951</td>\n      <td>-939.515265</td>\n      <td>-33.030892</td>\n      <td>-274.812769</td>\n      <td>763.833828</td>\n      <td>467.373452</td>\n      <td>-164.645639</td>\n      <td>37.952455</td>\n      <td>-64.390050</td>\n      <td>-4.626557</td>\n      <td>0.023247</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>42795.061587</td>\n      <td>0.08</td>\n      <td>3.223927</td>\n      <td>1.0</td>\n      <td>157.302829</td>\n      <td>157.279582</td>\n      <td>-38.614459</td>\n      <td>-234.755991</td>\n      <td>-8.648988</td>\n      <td>-76.530014</td>\n      <td>-924.771486</td>\n      <td>-29.228398</td>\n      <td>-310.213400</td>\n      <td>704.537757</td>\n      <td>466.318754</td>\n      <td>-161.233863</td>\n      <td>37.430668</td>\n      <td>-65.974766</td>\n      <td>-4.708621</td>\n      <td>0.023247</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>Timestamp</th>\n",
+       "      <th>Time</th>\n",
+       "      <th>uWind_80m</th>\n",
+       "      <th>WD_ModActive</th>\n",
+       "      <th>WD_Nacelle</th>\n",
+       "      <th>WD_NacelleMod</th>\n",
+       "      <th>LSSDW_Tq</th>\n",
+       "      <th>LSSDW_My</th>\n",
+       "      <th>LSSDW_Mz</th>\n",
+       "      <th>TTTq</th>\n",
+       "      <th>TT_ForeAft</th>\n",
+       "      <th>TT_SideSide</th>\n",
+       "      <th>TB_ForeAft</th>\n",
+       "      <th>TB_SideSide</th>\n",
+       "      <th>BL3_FlapMom</th>\n",
+       "      <th>BL3_EdgeMom</th>\n",
+       "      <th>BL1_FlapMom</th>\n",
+       "      <th>BL1_EdgeMom</th>\n",
+       "      <th>ActivePower</th>\n",
+       "      <th>yawoffset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42795.061586</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>3.226754</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-41.380694</td>\n",
+       "      <td>-234.487436</td>\n",
+       "      <td>-6.207381</td>\n",
+       "      <td>-70.130726</td>\n",
+       "      <td>-936.247028</td>\n",
+       "      <td>-12.605151</td>\n",
+       "      <td>-330.410779</td>\n",
+       "      <td>1024.816867</td>\n",
+       "      <td>470.774738</td>\n",
+       "      <td>-165.541786</td>\n",
+       "      <td>33.427748</td>\n",
+       "      <td>-59.452360</td>\n",
+       "      <td>-5.279680</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>42795.061586</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>3.221099</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-38.614459</td>\n",
+       "      <td>-233.715870</td>\n",
+       "      <td>-8.886200</td>\n",
+       "      <td>-66.916338</td>\n",
+       "      <td>-942.675906</td>\n",
+       "      <td>-24.350452</td>\n",
+       "      <td>-315.445562</td>\n",
+       "      <td>873.214212</td>\n",
+       "      <td>469.244736</td>\n",
+       "      <td>-163.588005</td>\n",
+       "      <td>32.697822</td>\n",
+       "      <td>-62.300637</td>\n",
+       "      <td>-5.671178</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>42795.061586</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>3.223492</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-39.717967</td>\n",
+       "      <td>-234.341966</td>\n",
+       "      <td>-7.970862</td>\n",
+       "      <td>-67.860011</td>\n",
+       "      <td>-922.971018</td>\n",
+       "      <td>-22.485796</td>\n",
+       "      <td>-292.252115</td>\n",
+       "      <td>876.299461</td>\n",
+       "      <td>468.736474</td>\n",
+       "      <td>-166.018111</td>\n",
+       "      <td>35.495810</td>\n",
+       "      <td>-61.733604</td>\n",
+       "      <td>-5.551847</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>42795.061586</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>3.223274</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-41.415143</td>\n",
+       "      <td>-235.645598</td>\n",
+       "      <td>-10.451794</td>\n",
+       "      <td>-72.371951</td>\n",
+       "      <td>-939.515265</td>\n",
+       "      <td>-33.030892</td>\n",
+       "      <td>-274.812769</td>\n",
+       "      <td>763.833828</td>\n",
+       "      <td>467.373452</td>\n",
+       "      <td>-164.645639</td>\n",
+       "      <td>37.952455</td>\n",
+       "      <td>-64.390050</td>\n",
+       "      <td>-4.626557</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>42795.061587</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td>3.223927</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-38.614459</td>\n",
+       "      <td>-234.755991</td>\n",
+       "      <td>-8.648988</td>\n",
+       "      <td>-76.530014</td>\n",
+       "      <td>-924.771486</td>\n",
+       "      <td>-29.228398</td>\n",
+       "      <td>-310.213400</td>\n",
+       "      <td>704.537757</td>\n",
+       "      <td>466.318754</td>\n",
+       "      <td>-161.233863</td>\n",
+       "      <td>37.430668</td>\n",
+       "      <td>-65.974766</td>\n",
+       "      <td>-4.708621</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Timestamp  Time  uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod  \\\n",
+       "0  42795.061586  0.00   3.226754           1.0  157.302829     157.279582   \n",
+       "1  42795.061586  0.02   3.221099           1.0  157.302829     157.279582   \n",
+       "2  42795.061586  0.04   3.223492           1.0  157.302829     157.279582   \n",
+       "3  42795.061586  0.06   3.223274           1.0  157.302829     157.279582   \n",
+       "4  42795.061587  0.08   3.223927           1.0  157.302829     157.279582   \n",
+       "\n",
+       "    LSSDW_Tq    LSSDW_My   LSSDW_Mz       TTTq  TT_ForeAft  TT_SideSide  \\\n",
+       "0 -41.380694 -234.487436  -6.207381 -70.130726 -936.247028   -12.605151   \n",
+       "1 -38.614459 -233.715870  -8.886200 -66.916338 -942.675906   -24.350452   \n",
+       "2 -39.717967 -234.341966  -7.970862 -67.860011 -922.971018   -22.485796   \n",
+       "3 -41.415143 -235.645598 -10.451794 -72.371951 -939.515265   -33.030892   \n",
+       "4 -38.614459 -234.755991  -8.648988 -76.530014 -924.771486   -29.228398   \n",
+       "\n",
+       "   TB_ForeAft  TB_SideSide  BL3_FlapMom  BL3_EdgeMom  BL1_FlapMom  \\\n",
+       "0 -330.410779  1024.816867   470.774738  -165.541786    33.427748   \n",
+       "1 -315.445562   873.214212   469.244736  -163.588005    32.697822   \n",
+       "2 -292.252115   876.299461   468.736474  -166.018111    35.495810   \n",
+       "3 -274.812769   763.833828   467.373452  -164.645639    37.952455   \n",
+       "4 -310.213400   704.537757   466.318754  -161.233863    37.430668   \n",
+       "\n",
+       "   BL1_EdgeMom  ActivePower  yawoffset  \n",
+       "0   -59.452360    -5.279680   0.023247  \n",
+       "1   -62.300637    -5.671178   0.023247  \n",
+       "2   -61.733604    -5.551847   0.023247  \n",
+       "3   -64.390050    -4.626557   0.023247  \n",
+       "4   -65.974766    -4.708621   0.023247  "
+      ]
      },
+     "execution_count": 2,
      "metadata": {},
-     "execution_count": 2
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "# import csv file\n",
-    "filepath = 'data/data_loads_example.csv'\n",
-    "df_example = pd.read_csv(filepath)\n",
-    "df_example.head()"
+    "# Import csv file\n",
+    "filepath = join('data','data_loads_example.csv')\n",
+    "loads_data = pd.read_csv(filepath)\n",
+    "loads_data.head()"
    ]
   },
   {
@@ -69,25 +257,242 @@
    "metadata": {},
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
-      "text/plain": "                               uWind_80m  WD_ModActive  WD_Nacelle  \\\nTimestamp                                                            \n2017-03-01 01:28:40.999987200   3.226754           1.0  157.302829   \n2017-03-01 01:28:41.020032000   3.221099           1.0  157.302829   \n2017-03-01 01:28:41.039990400   3.223492           1.0  157.302829   \n2017-03-01 01:28:41.060035200   3.223274           1.0  157.302829   \n2017-03-01 01:28:41.079993600   3.223927           1.0  157.302829   \n\n                               WD_NacelleMod   LSSDW_Tq    LSSDW_My  \\\nTimestamp                                                             \n2017-03-01 01:28:40.999987200     157.279582 -41.380694 -234.487436   \n2017-03-01 01:28:41.020032000     157.279582 -38.614459 -233.715870   \n2017-03-01 01:28:41.039990400     157.279582 -39.717967 -234.341966   \n2017-03-01 01:28:41.060035200     157.279582 -41.415143 -235.645598   \n2017-03-01 01:28:41.079993600     157.279582 -38.614459 -234.755991   \n\n                                LSSDW_Mz       TTTq  TT_ForeAft  TT_SideSide  \\\nTimestamp                                                                      \n2017-03-01 01:28:40.999987200  -6.207381 -70.130726 -936.247028   -12.605151   \n2017-03-01 01:28:41.020032000  -8.886200 -66.916338 -942.675906   -24.350452   \n2017-03-01 01:28:41.039990400  -7.970862 -67.860011 -922.971018   -22.485796   \n2017-03-01 01:28:41.060035200 -10.451794 -72.371951 -939.515265   -33.030892   \n2017-03-01 01:28:41.079993600  -8.648988 -76.530014 -924.771486   -29.228398   \n\n                               TB_ForeAft  TB_SideSide  BL3_FlapMom  \\\nTimestamp                                                             \n2017-03-01 01:28:40.999987200 -330.410779  1024.816867   470.774738   \n2017-03-01 01:28:41.020032000 -315.445562   873.214212   469.244736   \n2017-03-01 01:28:41.039990400 -292.252115   876.299461   468.736474   \n2017-03-01 01:28:41.060035200 -274.812769   763.833828   467.373452   \n2017-03-01 01:28:41.079993600 -310.213400   704.537757   466.318754   \n\n                               BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  \\\nTimestamp                                                              \n2017-03-01 01:28:40.999987200  -165.541786    33.427748   -59.452360   \n2017-03-01 01:28:41.020032000  -163.588005    32.697822   -62.300637   \n2017-03-01 01:28:41.039990400  -166.018111    35.495810   -61.733604   \n2017-03-01 01:28:41.060035200  -164.645639    37.952455   -64.390050   \n2017-03-01 01:28:41.079993600  -161.233863    37.430668   -65.974766   \n\n                               ActivePower  yawoffset  \nTimestamp                                              \n2017-03-01 01:28:40.999987200    -5.279680   0.023247  \n2017-03-01 01:28:41.020032000    -5.671178   0.023247  \n2017-03-01 01:28:41.039990400    -5.551847   0.023247  \n2017-03-01 01:28:41.060035200    -4.626557   0.023247  \n2017-03-01 01:28:41.079993600    -4.708621   0.023247  ",
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>uWind_80m</th>\n",
+       "      <th>WD_ModActive</th>\n",
+       "      <th>WD_Nacelle</th>\n",
+       "      <th>WD_NacelleMod</th>\n",
+       "      <th>LSSDW_Tq</th>\n",
+       "      <th>LSSDW_My</th>\n",
+       "      <th>LSSDW_Mz</th>\n",
+       "      <th>TTTq</th>\n",
+       "      <th>TT_ForeAft</th>\n",
+       "      <th>TT_SideSide</th>\n",
+       "      <th>TB_ForeAft</th>\n",
+       "      <th>TB_SideSide</th>\n",
+       "      <th>BL3_FlapMom</th>\n",
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+       "      <th>BL1_FlapMom</th>\n",
+       "      <th>BL1_EdgeMom</th>\n",
+       "      <th>ActivePower</th>\n",
+       "      <th>yawoffset</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Timestamp</th>\n",
+       "      <th></th>\n",
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+       "      <th>2017-03-01 01:28:40.999987200</th>\n",
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+       "      <td>-24.350452</td>\n",
+       "      <td>-315.445562</td>\n",
+       "      <td>873.214212</td>\n",
+       "      <td>469.244736</td>\n",
+       "      <td>-163.588005</td>\n",
+       "      <td>32.697822</td>\n",
+       "      <td>-62.300637</td>\n",
+       "      <td>-5.671178</td>\n",
+       "      <td>0.023247</td>\n",
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+       "      <th>2017-03-01 01:28:41.039990400</th>\n",
+       "      <td>3.223492</td>\n",
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+       "      <td>0.023247</td>\n",
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+       "      <th>2017-03-01 01:28:41.060035200</th>\n",
+       "      <td>3.223274</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
+       "      <td>157.279582</td>\n",
+       "      <td>-41.415143</td>\n",
+       "      <td>-235.645598</td>\n",
+       "      <td>-10.451794</td>\n",
+       "      <td>-72.371951</td>\n",
+       "      <td>-939.515265</td>\n",
+       "      <td>-33.030892</td>\n",
+       "      <td>-274.812769</td>\n",
+       "      <td>763.833828</td>\n",
+       "      <td>467.373452</td>\n",
+       "      <td>-164.645639</td>\n",
+       "      <td>37.952455</td>\n",
+       "      <td>-64.390050</td>\n",
+       "      <td>-4.626557</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-03-01 01:28:41.079993600</th>\n",
+       "      <td>3.223927</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>157.302829</td>\n",
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+       "      <td>-234.755991</td>\n",
+       "      <td>-8.648988</td>\n",
+       "      <td>-76.530014</td>\n",
+       "      <td>-924.771486</td>\n",
+       "      <td>-29.228398</td>\n",
+       "      <td>-310.213400</td>\n",
+       "      <td>704.537757</td>\n",
+       "      <td>466.318754</td>\n",
+       "      <td>-161.233863</td>\n",
+       "      <td>37.430668</td>\n",
+       "      <td>-65.974766</td>\n",
+       "      <td>-4.708621</td>\n",
+       "      <td>0.023247</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               uWind_80m  WD_ModActive  WD_Nacelle  \\\n",
+       "Timestamp                                                            \n",
+       "2017-03-01 01:28:40.999987200   3.226754           1.0  157.302829   \n",
+       "2017-03-01 01:28:41.020032000   3.221099           1.0  157.302829   \n",
+       "2017-03-01 01:28:41.039990400   3.223492           1.0  157.302829   \n",
+       "2017-03-01 01:28:41.060035200   3.223274           1.0  157.302829   \n",
+       "2017-03-01 01:28:41.079993600   3.223927           1.0  157.302829   \n",
+       "\n",
+       "                               WD_NacelleMod   LSSDW_Tq    LSSDW_My  \\\n",
+       "Timestamp                                                             \n",
+       "2017-03-01 01:28:40.999987200     157.279582 -41.380694 -234.487436   \n",
+       "2017-03-01 01:28:41.020032000     157.279582 -38.614459 -233.715870   \n",
+       "2017-03-01 01:28:41.039990400     157.279582 -39.717967 -234.341966   \n",
+       "2017-03-01 01:28:41.060035200     157.279582 -41.415143 -235.645598   \n",
+       "2017-03-01 01:28:41.079993600     157.279582 -38.614459 -234.755991   \n",
+       "\n",
+       "                                LSSDW_Mz       TTTq  TT_ForeAft  TT_SideSide  \\\n",
+       "Timestamp                                                                      \n",
+       "2017-03-01 01:28:40.999987200  -6.207381 -70.130726 -936.247028   -12.605151   \n",
+       "2017-03-01 01:28:41.020032000  -8.886200 -66.916338 -942.675906   -24.350452   \n",
+       "2017-03-01 01:28:41.039990400  -7.970862 -67.860011 -922.971018   -22.485796   \n",
+       "2017-03-01 01:28:41.060035200 -10.451794 -72.371951 -939.515265   -33.030892   \n",
+       "2017-03-01 01:28:41.079993600  -8.648988 -76.530014 -924.771486   -29.228398   \n",
+       "\n",
+       "                               TB_ForeAft  TB_SideSide  BL3_FlapMom  \\\n",
+       "Timestamp                                                             \n",
+       "2017-03-01 01:28:40.999987200 -330.410779  1024.816867   470.774738   \n",
+       "2017-03-01 01:28:41.020032000 -315.445562   873.214212   469.244736   \n",
+       "2017-03-01 01:28:41.039990400 -292.252115   876.299461   468.736474   \n",
+       "2017-03-01 01:28:41.060035200 -274.812769   763.833828   467.373452   \n",
+       "2017-03-01 01:28:41.079993600 -310.213400   704.537757   466.318754   \n",
+       "\n",
+       "                               BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  \\\n",
+       "Timestamp                                                              \n",
+       "2017-03-01 01:28:40.999987200  -165.541786    33.427748   -59.452360   \n",
+       "2017-03-01 01:28:41.020032000  -163.588005    32.697822   -62.300637   \n",
+       "2017-03-01 01:28:41.039990400  -166.018111    35.495810   -61.733604   \n",
+       "2017-03-01 01:28:41.060035200  -164.645639    37.952455   -64.390050   \n",
+       "2017-03-01 01:28:41.079993600  -161.233863    37.430668   -65.974766   \n",
+       "\n",
+       "                               ActivePower  yawoffset  \n",
+       "Timestamp                                              \n",
+       "2017-03-01 01:28:40.999987200    -5.279680   0.023247  \n",
+       "2017-03-01 01:28:41.020032000    -5.671178   0.023247  \n",
+       "2017-03-01 01:28:41.039990400    -5.551847   0.023247  \n",
+       "2017-03-01 01:28:41.060035200    -4.626557   0.023247  \n",
+       "2017-03-01 01:28:41.079993600    -4.708621   0.023247  "
+      ]
      },
+     "execution_count": 3,
      "metadata": {},
-     "execution_count": 3
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "# use the datetime conversion function from the utils module\n",
-    "newtime = utils.excel2datetime(df_example['Timestamp'])\n",
+    "newtime = utils.excel2datetime(loads_data['Timestamp'])\n",
     "# replace the timestamp column with our newly formatted datetime\n",
-    "df_example['Timestamp'] = newtime \n",
+    "loads_data['Timestamp'] = newtime \n",
     "# set this as our index for our dataframe\n",
-    "df_example = df_example.set_index('Timestamp')\n",
+    "loads_data = loads_data.set_index('Timestamp')\n",
     "# remove the \"time\" column as its unnecessary \n",
-    "df_example.drop(columns='Time',inplace=True)\n",
-    "df_example.head()"
+    "loads_data.drop(columns='Time',inplace=True)\n",
+    "loads_data.head()"
    ]
   },
   {
@@ -101,21 +506,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "output_type": "stream",
      "name": "stdout",
-     "text": "DEL_tower: 3914.3955392796324\nDEL_blade: 1435.906825651158\n"
+     "output_type": "stream",
+     "text": [
+      "DEL_tower: 3914.3955392796324\n",
+      "DEL_blade: 1435.906825651158\n"
+     ]
     }
    ],
    "source": [
     "# use the fatigue function to calculate the damage equivalent load for this file\n",
-    "DEL_tower = loads.damage_equivalent_load(df_example['TB_ForeAft'],4,binNum=100,t=600)\n",
-    "DEL_blade = loads.damage_equivalent_load(df_example['BL1_FlapMom'],10,binNum=100,t=600)\n",
+    "DEL_tower = loads.damage_equivalent_load(loads_data['TB_ForeAft'],4,bin_num=100,t=600)\n",
+    "DEL_blade = loads.damage_equivalent_load(loads_data['BL1_FlapMom'],10,bin_num=100,t=600)\n",
     "print('DEL_tower: '+ str(DEL_tower))\n",
     "print('DEL_blade: '+ str(DEL_blade))"
    ]
@@ -135,18 +543,97 @@
    "metadata": {},
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
-      "text/plain": "                     uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod  \\\n2017-03-01 01:28:41   7.773325           1.0  178.612256     178.602595   \n\n                       LSSDW_Tq   LSSDW_My  LSSDW_Mz      TTTq  TT_ForeAft  \\\n2017-03-01 01:28:41  127.244191 -252.23813   3.50322  7.032573 -846.663367   \n\n                     TT_SideSide   TB_ForeAft  TB_SideSide  BL3_FlapMom  \\\n2017-03-01 01:28:41   271.446574  3785.034515     7.199176  -494.858287   \n\n                     BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  ActivePower  \\\n2017-03-01 01:28:41   266.790368  -452.652744    21.259999   234.578289   \n\n                     yawoffset  \n2017-03-01 01:28:41   0.009661  ",
-      "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>uWind_80m</th>\n      <th>WD_ModActive</th>\n      <th>WD_Nacelle</th>\n      <th>WD_NacelleMod</th>\n      <th>LSSDW_Tq</th>\n      <th>LSSDW_My</th>\n      <th>LSSDW_Mz</th>\n      <th>TTTq</th>\n      <th>TT_ForeAft</th>\n      <th>TT_SideSide</th>\n      <th>TB_ForeAft</th>\n      <th>TB_SideSide</th>\n      <th>BL3_FlapMom</th>\n      <th>BL3_EdgeMom</th>\n      <th>BL1_FlapMom</th>\n      <th>BL1_EdgeMom</th>\n      <th>ActivePower</th>\n      <th>yawoffset</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2017-03-01 01:28:41</th>\n      <td>7.773325</td>\n      <td>1.0</td>\n      <td>178.612256</td>\n      <td>178.602595</td>\n      <td>127.244191</td>\n      <td>-252.23813</td>\n      <td>3.50322</td>\n      <td>7.032573</td>\n      <td>-846.663367</td>\n      <td>271.446574</td>\n      <td>3785.034515</td>\n      <td>7.199176</td>\n      <td>-494.858287</td>\n      <td>266.790368</td>\n      <td>-452.652744</td>\n      <td>21.259999</td>\n      <td>234.578289</td>\n      <td>0.009661</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>uWind_80m</th>\n",
+       "      <th>WD_ModActive</th>\n",
+       "      <th>WD_Nacelle</th>\n",
+       "      <th>WD_NacelleMod</th>\n",
+       "      <th>LSSDW_Tq</th>\n",
+       "      <th>LSSDW_My</th>\n",
+       "      <th>LSSDW_Mz</th>\n",
+       "      <th>TTTq</th>\n",
+       "      <th>TT_ForeAft</th>\n",
+       "      <th>TT_SideSide</th>\n",
+       "      <th>TB_ForeAft</th>\n",
+       "      <th>TB_SideSide</th>\n",
+       "      <th>BL3_FlapMom</th>\n",
+       "      <th>BL3_EdgeMom</th>\n",
+       "      <th>BL1_FlapMom</th>\n",
+       "      <th>BL1_EdgeMom</th>\n",
+       "      <th>ActivePower</th>\n",
+       "      <th>yawoffset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2017-03-01 01:28:41</th>\n",
+       "      <td>7.773325</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>178.612256</td>\n",
+       "      <td>178.602595</td>\n",
+       "      <td>127.244191</td>\n",
+       "      <td>-252.23813</td>\n",
+       "      <td>3.50322</td>\n",
+       "      <td>7.032573</td>\n",
+       "      <td>-846.663367</td>\n",
+       "      <td>271.446574</td>\n",
+       "      <td>3785.034515</td>\n",
+       "      <td>7.199176</td>\n",
+       "      <td>-494.858287</td>\n",
+       "      <td>266.790368</td>\n",
+       "      <td>-452.652744</td>\n",
+       "      <td>21.259999</td>\n",
+       "      <td>234.578289</td>\n",
+       "      <td>0.009661</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod  \\\n",
+       "2017-03-01 01:28:41   7.773325           1.0  178.612256     178.602595   \n",
+       "\n",
+       "                       LSSDW_Tq   LSSDW_My  LSSDW_Mz      TTTq  TT_ForeAft  \\\n",
+       "2017-03-01 01:28:41  127.244191 -252.23813   3.50322  7.032573 -846.663367   \n",
+       "\n",
+       "                     TT_SideSide   TB_ForeAft  TB_SideSide  BL3_FlapMom  \\\n",
+       "2017-03-01 01:28:41   271.446574  3785.034515     7.199176  -494.858287   \n",
+       "\n",
+       "                     BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  ActivePower  \\\n",
+       "2017-03-01 01:28:41   266.790368  -452.652744    21.259999   234.578289   \n",
+       "\n",
+       "                     yawoffset  \n",
+       "2017-03-01 01:28:41   0.009661  "
+      ]
      },
+     "execution_count": 5,
      "metadata": {},
-     "execution_count": 5
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "# calculate the means, maxs, mins, and stdevs of this file\n",
-    "means,maxs,mins,stdevs = utils.get_stats(df_example,50,period=600)\n",
+    "means,maxs,mins,stdevs = utils.get_stats(loads_data,50,period=600)\n",
     "# show the results which is indexed by the first timestamp of the corresponding statistical window\n",
     "means"
    ]
@@ -165,10 +652,10 @@
    "outputs": [],
    "source": [
     "# load in dataframes\n",
-    "dfmeans = pd.read_csv('data/data_loads_dfmeans.csv')\n",
-    "dfmaxs = pd.read_csv('data/data_loads_dfmaxs.csv')\n",
-    "dfmins = pd.read_csv('data/data_loads_dfmins.csv')\n",
-    "dfstd = pd.read_csv('data/data_loads_dfstd.csv')"
+    "means = pd.read_csv(join('data','data_loads_means.csv'))\n",
+    "maxs = pd.read_csv(join('data','data_loads_maxs.csv'))\n",
+    "mins = pd.read_csv(join('data','data_loads_mins.csv'))\n",
+    "std = pd.read_csv(join('data','data_loads_std.csv'))"
    ]
   },
   {
@@ -184,31 +671,46 @@
    "metadata": {},
    "outputs": [
     {
-     "output_type": "display_data",
      "data": {
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\n"
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     },
     {
-     "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "loads.statplotter(dfmeans['uWind_80m'],dfmeans['BL1_FlapMom'],dfmaxs['BL1_FlapMom'],dfmins['BL1_FlapMom'],vstdev=dfstd['BL1_FlapMom'],xlabel='Wind Speed [m/s]',ylabel='Blade Flap Mom [kNm]')\n",
-    "loads.statplotter(dfmeans['uWind_80m'],dfmeans['TB_ForeAft'],dfmaxs['TB_ForeAft'],dfmins['TB_ForeAft'],vstdev=dfstd['TB_ForeAft'],xlabel='Wind Speed [m/s]',ylabel='Tower Base Mom [kNm]')"
+    "loads.plot_statistics(means['uWind_80m'],\n",
+    "                      means['BL1_FlapMom'],\n",
+    "                      maxs['BL1_FlapMom'],\n",
+    "                      mins['BL1_FlapMom'],\n",
+    "                      vstdev=std['BL1_FlapMom'],\n",
+    "                      xlabel='Wind Speed [m/s]',\n",
+    "                      ylabel='Blade Flap Mom [kNm]')\n",
+    "\n",
+    "loads.plot_statistics(means['uWind_80m'],\n",
+    "                      means['TB_ForeAft'],\n",
+    "                      maxs['TB_ForeAft'],\n",
+    "                      mins['TB_ForeAft'],\n",
+    "                      vstdev=std['TB_ForeAft'],\n",
+    "                      xlabel='Wind Speed [m/s]',\n",
+    "                      ylabel='Tower Base Mom [kNm]')"
    ]
   },
   {
@@ -226,28 +728,635 @@
    },
    "outputs": [
     {
-     "output_type": "stream",
      "name": "stdout",
-     "text": "Warning: some bins may be empty!\nWarning: some bins may be empty!\nWarning: some bins may be empty!\nWarning: some bins may be empty!\n"
+     "output_type": "stream",
+     "text": [
+      "Warning: some bins may be empty!\n",
+      "Warning: some bins may be empty!\n",
+      "Warning: some bins may be empty!\n",
+      "Warning: some bins may be empty!\n"
+     ]
     },
     {
-     "output_type": "execute_result",
      "data": {
-      "text/plain": "    uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod    LSSDW_Tq  \\\n0    3.582788      1.000000  179.116583     179.215605   29.890756   \n1    4.498995      1.000000  178.968041     178.963826   77.559257   \n2    5.525786      0.980392  180.016225     179.996997  171.459516   \n3    6.520641      0.970588  180.835469     180.788600  219.138550   \n4    7.534458      1.000000  181.373937     181.474371  285.072650   \n5    8.483451      0.966667  180.006753     180.002341  405.504595   \n6    9.635533      0.880000  178.894596     178.885289  581.709245   \n7   10.552790      0.892857  179.473587     179.487138  653.097969   \n8   11.431282      0.814807  179.157452     179.173400  738.418861   \n9   12.447532      0.888889  178.668483     178.658239  791.696059   \n10  13.406650      0.833333  180.438968     180.452124  817.388823   \n11  14.348479      0.542676  179.354862     179.346215  875.198293   \n12  15.579021      0.833333  178.013520     178.001359  880.603457   \n13  16.400735      1.000000  178.314956     178.311169  866.227371   \n14  17.602406      1.000000  179.171230     179.157532  886.425220   \n15  18.982808      1.000000  179.199942     179.421965  863.882390   \n16  19.519921      1.000000  178.361870     178.356581  881.739431   \n17        NaN           NaN         NaN            NaN         NaN   \n18        NaN           NaN         NaN            NaN         NaN   \n19  22.062534      1.000000  178.524018     178.507149  854.648338   \n20        NaN           NaN         NaN            NaN         NaN   \n21  24.759699      1.000000  179.912515     179.904301  334.771556   \n\n      LSSDW_My   LSSDW_Mz        TTTq  TT_ForeAft  TT_SideSide    TB_ForeAft  \\\n0  -252.235192  -2.931479  -26.271654 -932.953738   126.807011    994.638671   \n1  -248.081262  -3.389182  -51.890684 -856.012087   154.470046   2235.672810   \n2  -230.697510  -2.588070  -50.333653 -761.047719   213.700239   3822.643018   \n3  -237.979417  -5.688640  -42.827109 -647.310249   302.591017   6122.425105   \n4  -240.838000  -8.602511  -56.222891 -571.093365   376.755167   7551.899048   \n5  -233.796744  -7.596248  -32.233513 -430.681550   502.070942   9938.523640   \n6  -218.693601  -8.801577  -72.657764 -330.525678   668.243228  11477.966048   \n7  -224.998487  -5.756869  -62.714160 -283.620699   750.186980  12002.102796   \n8  -209.685631  -1.320960  -22.419344 -295.116952   874.826602  12237.843754   \n9  -188.741923  -2.588168  -29.769987 -291.021580   902.150404  11648.909089   \n10 -198.989294  -7.197755  -24.899471 -331.564307   992.711011  10733.428547   \n11  -59.267478  -1.437998    4.153358 -374.601981   907.552054   9896.827494   \n12 -164.536103  -1.851375  -26.848873 -330.960964  1059.024803   9234.857465   \n13 -185.673240 -12.999453  -78.397677 -287.228505  1071.363839   8983.182063   \n14 -137.146930  -8.231045   -3.156350 -383.416299  1063.362197   8563.213120   \n15 -158.281553 -23.757701  -74.334173 -270.882688  1056.399578   8206.587839   \n16 -169.696939   1.018761  -61.347061 -284.548611  1113.928290   7807.792946   \n17         NaN        NaN         NaN         NaN          NaN           NaN   \n18         NaN        NaN         NaN         NaN          NaN           NaN   \n19 -142.928299 -43.759922 -111.305482 -262.456906  1067.274340   7566.500039   \n20         NaN        NaN         NaN         NaN          NaN           NaN   \n21 -206.441986 -11.694631  -32.524912 -679.532690   492.819279   3419.356234   \n\n    TB_SideSide  BL3_FlapMom  BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  \\\n0   -102.050137  -206.591291   129.390923  -238.085263   -14.874877   \n1     55.864708  -327.707803   162.318746  -354.474414    -7.655706   \n2    137.424215  -495.457116   191.503291  -599.658658  1436.266991   \n3    192.772384  -708.321569   237.072176  -777.545681   599.754365   \n4    296.723677  -861.049383   252.077699  -874.336546    88.957621   \n5    335.667789 -1073.556266   313.335072 -1167.966930  1302.506123   \n6    588.384954 -1209.842191   342.343342 -1526.574097  4686.436750   \n7    740.834502 -1234.723513   354.710593 -1380.119025  2065.459821   \n8    668.581523 -1248.802900   362.942457 -1291.630102   173.010056   \n9    743.454123 -1173.606189   328.218911 -1262.103186   738.232546   \n10   791.711119 -1074.877395   300.227189 -1114.404530   121.228715   \n11   677.680004  -971.840066   285.582399 -1036.798595   102.258425   \n12   926.368719  -899.553762   227.524012  -923.851217    74.708350   \n13   984.403585  -860.376373   200.755492  -864.637118    53.896186   \n14   873.449181  -762.282362   225.211156  -810.106716    48.225543   \n15  1349.955119  -699.125685   205.630765  -703.231687    14.362069   \n16   981.873207  -695.129807   151.699529  -709.755338    20.152316   \n17          NaN          NaN          NaN          NaN          NaN   \n18          NaN          NaN          NaN          NaN          NaN   \n19  1369.827084  -572.629544   186.356598  -575.251752     4.025634   \n20          NaN          NaN          NaN          NaN          NaN   \n21   752.087159  -226.330646   137.392161  -187.876792   -33.225278   \n\n    ActivePower  yawoffset  \n0     21.370858  -0.099022  \n1     76.033527   0.004216  \n2    167.928433   0.019228  \n3    317.629187   0.046869  \n4    454.388684  -0.100434  \n5    679.886822   0.004413  \n6    942.635185   0.009307  \n7   1101.930764  -0.013551  \n8   1251.222715  -0.015947  \n9   1316.246001   0.010243  \n10  1384.312354  -0.013155  \n11  1350.838415   0.008648  \n12  1491.638595   0.012160  \n13  1499.435045   0.003787  \n14  1476.244726   0.013698  \n15  1514.168487  -0.222023  \n16  1514.549099   0.005289  \n17          NaN        NaN  \n18          NaN        NaN  \n19  1500.616164   0.016870  \n20          NaN        NaN  \n21   615.054202   0.008214  ",
-      "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>uWind_80m</th>\n      <th>WD_ModActive</th>\n      <th>WD_Nacelle</th>\n      <th>WD_NacelleMod</th>\n      <th>LSSDW_Tq</th>\n      <th>LSSDW_My</th>\n      <th>LSSDW_Mz</th>\n      <th>TTTq</th>\n      <th>TT_ForeAft</th>\n      <th>TT_SideSide</th>\n      <th>TB_ForeAft</th>\n      <th>TB_SideSide</th>\n      <th>BL3_FlapMom</th>\n      <th>BL3_EdgeMom</th>\n      <th>BL1_FlapMom</th>\n      <th>BL1_EdgeMom</th>\n      <th>ActivePower</th>\n      <th>yawoffset</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>3.582788</td>\n      <td>1.000000</td>\n      <td>179.116583</td>\n      <td>179.215605</td>\n      <td>29.890756</td>\n      <td>-252.235192</td>\n      <td>-2.931479</td>\n      <td>-26.271654</td>\n      <td>-932.953738</td>\n      <td>126.807011</td>\n      <td>994.638671</td>\n      <td>-102.050137</td>\n      <td>-206.591291</td>\n      <td>129.390923</td>\n      <td>-238.085263</td>\n      <td>-14.874877</td>\n      <td>21.370858</td>\n      <td>-0.099022</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4.498995</td>\n      <td>1.000000</td>\n      <td>178.968041</td>\n      <td>178.963826</td>\n      <td>77.559257</td>\n      <td>-248.081262</td>\n      <td>-3.389182</td>\n      <td>-51.890684</td>\n      <td>-856.012087</td>\n      <td>154.470046</td>\n      <td>2235.672810</td>\n      <td>55.864708</td>\n      <td>-327.707803</td>\n      <td>162.318746</td>\n      <td>-354.474414</td>\n      <td>-7.655706</td>\n      <td>76.033527</td>\n      <td>0.004216</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>5.525786</td>\n      <td>0.980392</td>\n      <td>180.016225</td>\n      <td>179.996997</td>\n      <td>171.459516</td>\n      <td>-230.697510</td>\n      <td>-2.588070</td>\n      <td>-50.333653</td>\n      <td>-761.047719</td>\n      <td>213.700239</td>\n      <td>3822.643018</td>\n      <td>137.424215</td>\n      <td>-495.457116</td>\n      <td>191.503291</td>\n      <td>-599.658658</td>\n      <td>1436.266991</td>\n      <td>167.928433</td>\n      <td>0.019228</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>6.520641</td>\n      <td>0.970588</td>\n      <td>180.835469</td>\n      <td>180.788600</td>\n      <td>219.138550</td>\n      <td>-237.979417</td>\n      <td>-5.688640</td>\n      <td>-42.827109</td>\n      <td>-647.310249</td>\n      <td>302.591017</td>\n      <td>6122.425105</td>\n      <td>192.772384</td>\n      <td>-708.321569</td>\n      <td>237.072176</td>\n      <td>-777.545681</td>\n      <td>599.754365</td>\n      <td>317.629187</td>\n      <td>0.046869</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>7.534458</td>\n      <td>1.000000</td>\n      <td>181.373937</td>\n      <td>181.474371</td>\n      <td>285.072650</td>\n      <td>-240.838000</td>\n      <td>-8.602511</td>\n      <td>-56.222891</td>\n      <td>-571.093365</td>\n      <td>376.755167</td>\n      <td>7551.899048</td>\n      <td>296.723677</td>\n      <td>-861.049383</td>\n      <td>252.077699</td>\n      <td>-874.336546</td>\n      <td>88.957621</td>\n      <td>454.388684</td>\n      <td>-0.100434</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>8.483451</td>\n      <td>0.966667</td>\n      <td>180.006753</td>\n      <td>180.002341</td>\n      <td>405.504595</td>\n      <td>-233.796744</td>\n      <td>-7.596248</td>\n      <td>-32.233513</td>\n      <td>-430.681550</td>\n      <td>502.070942</td>\n      <td>9938.523640</td>\n      <td>335.667789</td>\n      <td>-1073.556266</td>\n      <td>313.335072</td>\n      <td>-1167.966930</td>\n      <td>1302.506123</td>\n      <td>679.886822</td>\n      <td>0.004413</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>9.635533</td>\n      <td>0.880000</td>\n      <td>178.894596</td>\n      <td>178.885289</td>\n      <td>581.709245</td>\n      <td>-218.693601</td>\n      <td>-8.801577</td>\n      <td>-72.657764</td>\n      <td>-330.525678</td>\n      <td>668.243228</td>\n      <td>11477.966048</td>\n      <td>588.384954</td>\n      <td>-1209.842191</td>\n      <td>342.343342</td>\n      <td>-1526.574097</td>\n      <td>4686.436750</td>\n      <td>942.635185</td>\n      <td>0.009307</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>10.552790</td>\n      <td>0.892857</td>\n      <td>179.473587</td>\n      <td>179.487138</td>\n      <td>653.097969</td>\n      <td>-224.998487</td>\n      <td>-5.756869</td>\n      <td>-62.714160</td>\n      <td>-283.620699</td>\n      <td>750.186980</td>\n      <td>12002.102796</td>\n      <td>740.834502</td>\n      <td>-1234.723513</td>\n      <td>354.710593</td>\n      <td>-1380.119025</td>\n      <td>2065.459821</td>\n      <td>1101.930764</td>\n      <td>-0.013551</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>11.431282</td>\n      <td>0.814807</td>\n      <td>179.157452</td>\n      <td>179.173400</td>\n      <td>738.418861</td>\n      <td>-209.685631</td>\n      <td>-1.320960</td>\n      <td>-22.419344</td>\n      <td>-295.116952</td>\n      <td>874.826602</td>\n      <td>12237.843754</td>\n      <td>668.581523</td>\n      <td>-1248.802900</td>\n      <td>362.942457</td>\n      <td>-1291.630102</td>\n      <td>173.010056</td>\n      <td>1251.222715</td>\n      <td>-0.015947</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>12.447532</td>\n      <td>0.888889</td>\n      <td>178.668483</td>\n      <td>178.658239</td>\n      <td>791.696059</td>\n      <td>-188.741923</td>\n      <td>-2.588168</td>\n      <td>-29.769987</td>\n      <td>-291.021580</td>\n      <td>902.150404</td>\n      <td>11648.909089</td>\n      <td>743.454123</td>\n      <td>-1173.606189</td>\n      <td>328.218911</td>\n      <td>-1262.103186</td>\n      <td>738.232546</td>\n      <td>1316.246001</td>\n      <td>0.010243</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>13.406650</td>\n      <td>0.833333</td>\n      <td>180.438968</td>\n      <td>180.452124</td>\n      <td>817.388823</td>\n      <td>-198.989294</td>\n      <td>-7.197755</td>\n      <td>-24.899471</td>\n      <td>-331.564307</td>\n      <td>992.711011</td>\n      <td>10733.428547</td>\n      <td>791.711119</td>\n      <td>-1074.877395</td>\n      <td>300.227189</td>\n      <td>-1114.404530</td>\n      <td>121.228715</td>\n      <td>1384.312354</td>\n      <td>-0.013155</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>14.348479</td>\n      <td>0.542676</td>\n      <td>179.354862</td>\n      <td>179.346215</td>\n      <td>875.198293</td>\n      <td>-59.267478</td>\n      <td>-1.437998</td>\n      <td>4.153358</td>\n      <td>-374.601981</td>\n      <td>907.552054</td>\n      <td>9896.827494</td>\n      <td>677.680004</td>\n      <td>-971.840066</td>\n      <td>285.582399</td>\n      <td>-1036.798595</td>\n      <td>102.258425</td>\n      <td>1350.838415</td>\n      <td>0.008648</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>15.579021</td>\n      <td>0.833333</td>\n      <td>178.013520</td>\n      <td>178.001359</td>\n      <td>880.603457</td>\n      <td>-164.536103</td>\n      <td>-1.851375</td>\n      <td>-26.848873</td>\n      <td>-330.960964</td>\n      <td>1059.024803</td>\n      <td>9234.857465</td>\n      <td>926.368719</td>\n      <td>-899.553762</td>\n      <td>227.524012</td>\n      <td>-923.851217</td>\n      <td>74.708350</td>\n      <td>1491.638595</td>\n      <td>0.012160</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>16.400735</td>\n      <td>1.000000</td>\n      <td>178.314956</td>\n      <td>178.311169</td>\n      <td>866.227371</td>\n      <td>-185.673240</td>\n      <td>-12.999453</td>\n      <td>-78.397677</td>\n      <td>-287.228505</td>\n      <td>1071.363839</td>\n      <td>8983.182063</td>\n      <td>984.403585</td>\n      <td>-860.376373</td>\n      <td>200.755492</td>\n      <td>-864.637118</td>\n      <td>53.896186</td>\n      <td>1499.435045</td>\n      <td>0.003787</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>17.602406</td>\n      <td>1.000000</td>\n      <td>179.171230</td>\n      <td>179.157532</td>\n      <td>886.425220</td>\n      <td>-137.146930</td>\n      <td>-8.231045</td>\n      <td>-3.156350</td>\n      <td>-383.416299</td>\n      <td>1063.362197</td>\n      <td>8563.213120</td>\n      <td>873.449181</td>\n      <td>-762.282362</td>\n      <td>225.211156</td>\n      <td>-810.106716</td>\n      <td>48.225543</td>\n      <td>1476.244726</td>\n      <td>0.013698</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>18.982808</td>\n      <td>1.000000</td>\n      <td>179.199942</td>\n      <td>179.421965</td>\n      <td>863.882390</td>\n      <td>-158.281553</td>\n      <td>-23.757701</td>\n      <td>-74.334173</td>\n      <td>-270.882688</td>\n      <td>1056.399578</td>\n      <td>8206.587839</td>\n      <td>1349.955119</td>\n      <td>-699.125685</td>\n      <td>205.630765</td>\n      <td>-703.231687</td>\n      <td>14.362069</td>\n      <td>1514.168487</td>\n      <td>-0.222023</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>19.519921</td>\n      <td>1.000000</td>\n      <td>178.361870</td>\n      <td>178.356581</td>\n      <td>881.739431</td>\n      <td>-169.696939</td>\n      <td>1.018761</td>\n      <td>-61.347061</td>\n      <td>-284.548611</td>\n      <td>1113.928290</td>\n      <td>7807.792946</td>\n      <td>981.873207</td>\n      <td>-695.129807</td>\n      <td>151.699529</td>\n      <td>-709.755338</td>\n      <td>20.152316</td>\n      <td>1514.549099</td>\n      <td>0.005289</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>22.062534</td>\n      <td>1.000000</td>\n      <td>178.524018</td>\n      <td>178.507149</td>\n      <td>854.648338</td>\n      <td>-142.928299</td>\n      <td>-43.759922</td>\n      <td>-111.305482</td>\n      <td>-262.456906</td>\n      <td>1067.274340</td>\n      <td>7566.500039</td>\n      <td>1369.827084</td>\n      <td>-572.629544</td>\n      <td>186.356598</td>\n      <td>-575.251752</td>\n      <td>4.025634</td>\n      <td>1500.616164</td>\n      <td>0.016870</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>24.759699</td>\n      <td>1.000000</td>\n      <td>179.912515</td>\n      <td>179.904301</td>\n      <td>334.771556</td>\n      <td>-206.441986</td>\n      <td>-11.694631</td>\n      <td>-32.524912</td>\n      <td>-679.532690</td>\n      <td>492.819279</td>\n      <td>3419.356234</td>\n      <td>752.087159</td>\n      <td>-226.330646</td>\n      <td>137.392161</td>\n      <td>-187.876792</td>\n      <td>-33.225278</td>\n      <td>615.054202</td>\n      <td>0.008214</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>uWind_80m</th>\n",
+       "      <th>WD_ModActive</th>\n",
+       "      <th>WD_Nacelle</th>\n",
+       "      <th>WD_NacelleMod</th>\n",
+       "      <th>LSSDW_Tq</th>\n",
+       "      <th>LSSDW_My</th>\n",
+       "      <th>LSSDW_Mz</th>\n",
+       "      <th>TTTq</th>\n",
+       "      <th>TT_ForeAft</th>\n",
+       "      <th>TT_SideSide</th>\n",
+       "      <th>TB_ForeAft</th>\n",
+       "      <th>TB_SideSide</th>\n",
+       "      <th>BL3_FlapMom</th>\n",
+       "      <th>BL3_EdgeMom</th>\n",
+       "      <th>BL1_FlapMom</th>\n",
+       "      <th>BL1_EdgeMom</th>\n",
+       "      <th>ActivePower</th>\n",
+       "      <th>yawoffset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3.582788</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>179.116583</td>\n",
+       "      <td>179.215605</td>\n",
+       "      <td>29.890756</td>\n",
+       "      <td>-252.235192</td>\n",
+       "      <td>-2.931479</td>\n",
+       "      <td>-26.271654</td>\n",
+       "      <td>-932.953738</td>\n",
+       "      <td>126.807011</td>\n",
+       "      <td>994.638671</td>\n",
+       "      <td>-102.050137</td>\n",
+       "      <td>-206.591291</td>\n",
+       "      <td>129.390923</td>\n",
+       "      <td>-238.085263</td>\n",
+       "      <td>-14.874877</td>\n",
+       "      <td>21.370858</td>\n",
+       "      <td>-0.099022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.498995</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>178.968041</td>\n",
+       "      <td>178.963826</td>\n",
+       "      <td>77.559257</td>\n",
+       "      <td>-248.081262</td>\n",
+       "      <td>-3.389182</td>\n",
+       "      <td>-51.890684</td>\n",
+       "      <td>-856.012087</td>\n",
+       "      <td>154.470046</td>\n",
+       "      <td>2235.672810</td>\n",
+       "      <td>55.864708</td>\n",
+       "      <td>-327.707803</td>\n",
+       "      <td>162.318746</td>\n",
+       "      <td>-354.474414</td>\n",
+       "      <td>-7.655706</td>\n",
+       "      <td>76.033527</td>\n",
+       "      <td>0.004216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.525786</td>\n",
+       "      <td>0.980392</td>\n",
+       "      <td>180.016225</td>\n",
+       "      <td>179.996997</td>\n",
+       "      <td>171.459516</td>\n",
+       "      <td>-230.697510</td>\n",
+       "      <td>-2.588070</td>\n",
+       "      <td>-50.333653</td>\n",
+       "      <td>-761.047719</td>\n",
+       "      <td>213.700239</td>\n",
+       "      <td>3822.643018</td>\n",
+       "      <td>137.424215</td>\n",
+       "      <td>-495.457116</td>\n",
+       "      <td>191.503291</td>\n",
+       "      <td>-599.658658</td>\n",
+       "      <td>1436.266991</td>\n",
+       "      <td>167.928433</td>\n",
+       "      <td>0.019228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6.520641</td>\n",
+       "      <td>0.970588</td>\n",
+       "      <td>180.835469</td>\n",
+       "      <td>180.788600</td>\n",
+       "      <td>219.138550</td>\n",
+       "      <td>-237.979417</td>\n",
+       "      <td>-5.688640</td>\n",
+       "      <td>-42.827109</td>\n",
+       "      <td>-647.310249</td>\n",
+       "      <td>302.591017</td>\n",
+       "      <td>6122.425105</td>\n",
+       "      <td>192.772384</td>\n",
+       "      <td>-708.321569</td>\n",
+       "      <td>237.072176</td>\n",
+       "      <td>-777.545681</td>\n",
+       "      <td>599.754365</td>\n",
+       "      <td>317.629187</td>\n",
+       "      <td>0.046869</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7.534458</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>181.373937</td>\n",
+       "      <td>181.474371</td>\n",
+       "      <td>285.072650</td>\n",
+       "      <td>-240.838000</td>\n",
+       "      <td>-8.602511</td>\n",
+       "      <td>-56.222891</td>\n",
+       "      <td>-571.093365</td>\n",
+       "      <td>376.755167</td>\n",
+       "      <td>7551.899048</td>\n",
+       "      <td>296.723677</td>\n",
+       "      <td>-861.049383</td>\n",
+       "      <td>252.077699</td>\n",
+       "      <td>-874.336546</td>\n",
+       "      <td>88.957621</td>\n",
+       "      <td>454.388684</td>\n",
+       "      <td>-0.100434</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>8.483451</td>\n",
+       "      <td>0.966667</td>\n",
+       "      <td>180.006753</td>\n",
+       "      <td>180.002341</td>\n",
+       "      <td>405.504595</td>\n",
+       "      <td>-233.796744</td>\n",
+       "      <td>-7.596248</td>\n",
+       "      <td>-32.233513</td>\n",
+       "      <td>-430.681550</td>\n",
+       "      <td>502.070942</td>\n",
+       "      <td>9938.523640</td>\n",
+       "      <td>335.667789</td>\n",
+       "      <td>-1073.556266</td>\n",
+       "      <td>313.335072</td>\n",
+       "      <td>-1167.966930</td>\n",
+       "      <td>1302.506123</td>\n",
+       "      <td>679.886822</td>\n",
+       "      <td>0.004413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>9.635533</td>\n",
+       "      <td>0.880000</td>\n",
+       "      <td>178.894596</td>\n",
+       "      <td>178.885289</td>\n",
+       "      <td>581.709245</td>\n",
+       "      <td>-218.693601</td>\n",
+       "      <td>-8.801577</td>\n",
+       "      <td>-72.657764</td>\n",
+       "      <td>-330.525678</td>\n",
+       "      <td>668.243228</td>\n",
+       "      <td>11477.966048</td>\n",
+       "      <td>588.384954</td>\n",
+       "      <td>-1209.842191</td>\n",
+       "      <td>342.343342</td>\n",
+       "      <td>-1526.574097</td>\n",
+       "      <td>4686.436750</td>\n",
+       "      <td>942.635185</td>\n",
+       "      <td>0.009307</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>10.552790</td>\n",
+       "      <td>0.892857</td>\n",
+       "      <td>179.473587</td>\n",
+       "      <td>179.487138</td>\n",
+       "      <td>653.097969</td>\n",
+       "      <td>-224.998487</td>\n",
+       "      <td>-5.756869</td>\n",
+       "      <td>-62.714160</td>\n",
+       "      <td>-283.620699</td>\n",
+       "      <td>750.186980</td>\n",
+       "      <td>12002.102796</td>\n",
+       "      <td>740.834502</td>\n",
+       "      <td>-1234.723513</td>\n",
+       "      <td>354.710593</td>\n",
+       "      <td>-1380.119025</td>\n",
+       "      <td>2065.459821</td>\n",
+       "      <td>1101.930764</td>\n",
+       "      <td>-0.013551</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>11.431282</td>\n",
+       "      <td>0.814807</td>\n",
+       "      <td>179.157452</td>\n",
+       "      <td>179.173400</td>\n",
+       "      <td>738.418861</td>\n",
+       "      <td>-209.685631</td>\n",
+       "      <td>-1.320960</td>\n",
+       "      <td>-22.419344</td>\n",
+       "      <td>-295.116952</td>\n",
+       "      <td>874.826602</td>\n",
+       "      <td>12237.843754</td>\n",
+       "      <td>668.581523</td>\n",
+       "      <td>-1248.802900</td>\n",
+       "      <td>362.942457</td>\n",
+       "      <td>-1291.630102</td>\n",
+       "      <td>173.010056</td>\n",
+       "      <td>1251.222715</td>\n",
+       "      <td>-0.015947</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>12.447532</td>\n",
+       "      <td>0.888889</td>\n",
+       "      <td>178.668483</td>\n",
+       "      <td>178.658239</td>\n",
+       "      <td>791.696059</td>\n",
+       "      <td>-188.741923</td>\n",
+       "      <td>-2.588168</td>\n",
+       "      <td>-29.769987</td>\n",
+       "      <td>-291.021580</td>\n",
+       "      <td>902.150404</td>\n",
+       "      <td>11648.909089</td>\n",
+       "      <td>743.454123</td>\n",
+       "      <td>-1173.606189</td>\n",
+       "      <td>328.218911</td>\n",
+       "      <td>-1262.103186</td>\n",
+       "      <td>738.232546</td>\n",
+       "      <td>1316.246001</td>\n",
+       "      <td>0.010243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>13.406650</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>180.438968</td>\n",
+       "      <td>180.452124</td>\n",
+       "      <td>817.388823</td>\n",
+       "      <td>-198.989294</td>\n",
+       "      <td>-7.197755</td>\n",
+       "      <td>-24.899471</td>\n",
+       "      <td>-331.564307</td>\n",
+       "      <td>992.711011</td>\n",
+       "      <td>10733.428547</td>\n",
+       "      <td>791.711119</td>\n",
+       "      <td>-1074.877395</td>\n",
+       "      <td>300.227189</td>\n",
+       "      <td>-1114.404530</td>\n",
+       "      <td>121.228715</td>\n",
+       "      <td>1384.312354</td>\n",
+       "      <td>-0.013155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>14.348479</td>\n",
+       "      <td>0.542676</td>\n",
+       "      <td>179.354862</td>\n",
+       "      <td>179.346215</td>\n",
+       "      <td>875.198293</td>\n",
+       "      <td>-59.267478</td>\n",
+       "      <td>-1.437998</td>\n",
+       "      <td>4.153358</td>\n",
+       "      <td>-374.601981</td>\n",
+       "      <td>907.552054</td>\n",
+       "      <td>9896.827494</td>\n",
+       "      <td>677.680004</td>\n",
+       "      <td>-971.840066</td>\n",
+       "      <td>285.582399</td>\n",
+       "      <td>-1036.798595</td>\n",
+       "      <td>102.258425</td>\n",
+       "      <td>1350.838415</td>\n",
+       "      <td>0.008648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>15.579021</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>178.013520</td>\n",
+       "      <td>178.001359</td>\n",
+       "      <td>880.603457</td>\n",
+       "      <td>-164.536103</td>\n",
+       "      <td>-1.851375</td>\n",
+       "      <td>-26.848873</td>\n",
+       "      <td>-330.960964</td>\n",
+       "      <td>1059.024803</td>\n",
+       "      <td>9234.857465</td>\n",
+       "      <td>926.368719</td>\n",
+       "      <td>-899.553762</td>\n",
+       "      <td>227.524012</td>\n",
+       "      <td>-923.851217</td>\n",
+       "      <td>74.708350</td>\n",
+       "      <td>1491.638595</td>\n",
+       "      <td>0.012160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>16.400735</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>178.314956</td>\n",
+       "      <td>178.311169</td>\n",
+       "      <td>866.227371</td>\n",
+       "      <td>-185.673240</td>\n",
+       "      <td>-12.999453</td>\n",
+       "      <td>-78.397677</td>\n",
+       "      <td>-287.228505</td>\n",
+       "      <td>1071.363839</td>\n",
+       "      <td>8983.182063</td>\n",
+       "      <td>984.403585</td>\n",
+       "      <td>-860.376373</td>\n",
+       "      <td>200.755492</td>\n",
+       "      <td>-864.637118</td>\n",
+       "      <td>53.896186</td>\n",
+       "      <td>1499.435045</td>\n",
+       "      <td>0.003787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>17.602406</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>179.171230</td>\n",
+       "      <td>179.157532</td>\n",
+       "      <td>886.425220</td>\n",
+       "      <td>-137.146930</td>\n",
+       "      <td>-8.231045</td>\n",
+       "      <td>-3.156350</td>\n",
+       "      <td>-383.416299</td>\n",
+       "      <td>1063.362197</td>\n",
+       "      <td>8563.213120</td>\n",
+       "      <td>873.449181</td>\n",
+       "      <td>-762.282362</td>\n",
+       "      <td>225.211156</td>\n",
+       "      <td>-810.106716</td>\n",
+       "      <td>48.225543</td>\n",
+       "      <td>1476.244726</td>\n",
+       "      <td>0.013698</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>18.982808</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>179.199942</td>\n",
+       "      <td>179.421965</td>\n",
+       "      <td>863.882390</td>\n",
+       "      <td>-158.281553</td>\n",
+       "      <td>-23.757701</td>\n",
+       "      <td>-74.334173</td>\n",
+       "      <td>-270.882688</td>\n",
+       "      <td>1056.399578</td>\n",
+       "      <td>8206.587839</td>\n",
+       "      <td>1349.955119</td>\n",
+       "      <td>-699.125685</td>\n",
+       "      <td>205.630765</td>\n",
+       "      <td>-703.231687</td>\n",
+       "      <td>14.362069</td>\n",
+       "      <td>1514.168487</td>\n",
+       "      <td>-0.222023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>19.519921</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>178.361870</td>\n",
+       "      <td>178.356581</td>\n",
+       "      <td>881.739431</td>\n",
+       "      <td>-169.696939</td>\n",
+       "      <td>1.018761</td>\n",
+       "      <td>-61.347061</td>\n",
+       "      <td>-284.548611</td>\n",
+       "      <td>1113.928290</td>\n",
+       "      <td>7807.792946</td>\n",
+       "      <td>981.873207</td>\n",
+       "      <td>-695.129807</td>\n",
+       "      <td>151.699529</td>\n",
+       "      <td>-709.755338</td>\n",
+       "      <td>20.152316</td>\n",
+       "      <td>1514.549099</td>\n",
+       "      <td>0.005289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>22.062534</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>178.524018</td>\n",
+       "      <td>178.507149</td>\n",
+       "      <td>854.648338</td>\n",
+       "      <td>-142.928299</td>\n",
+       "      <td>-43.759922</td>\n",
+       "      <td>-111.305482</td>\n",
+       "      <td>-262.456906</td>\n",
+       "      <td>1067.274340</td>\n",
+       "      <td>7566.500039</td>\n",
+       "      <td>1369.827084</td>\n",
+       "      <td>-572.629544</td>\n",
+       "      <td>186.356598</td>\n",
+       "      <td>-575.251752</td>\n",
+       "      <td>4.025634</td>\n",
+       "      <td>1500.616164</td>\n",
+       "      <td>0.016870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>24.759699</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>179.912515</td>\n",
+       "      <td>179.904301</td>\n",
+       "      <td>334.771556</td>\n",
+       "      <td>-206.441986</td>\n",
+       "      <td>-11.694631</td>\n",
+       "      <td>-32.524912</td>\n",
+       "      <td>-679.532690</td>\n",
+       "      <td>492.819279</td>\n",
+       "      <td>3419.356234</td>\n",
+       "      <td>752.087159</td>\n",
+       "      <td>-226.330646</td>\n",
+       "      <td>137.392161</td>\n",
+       "      <td>-187.876792</td>\n",
+       "      <td>-33.225278</td>\n",
+       "      <td>615.054202</td>\n",
+       "      <td>0.008214</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    uWind_80m  WD_ModActive  WD_Nacelle  WD_NacelleMod    LSSDW_Tq  \\\n",
+       "0    3.582788      1.000000  179.116583     179.215605   29.890756   \n",
+       "1    4.498995      1.000000  178.968041     178.963826   77.559257   \n",
+       "2    5.525786      0.980392  180.016225     179.996997  171.459516   \n",
+       "3    6.520641      0.970588  180.835469     180.788600  219.138550   \n",
+       "4    7.534458      1.000000  181.373937     181.474371  285.072650   \n",
+       "5    8.483451      0.966667  180.006753     180.002341  405.504595   \n",
+       "6    9.635533      0.880000  178.894596     178.885289  581.709245   \n",
+       "7   10.552790      0.892857  179.473587     179.487138  653.097969   \n",
+       "8   11.431282      0.814807  179.157452     179.173400  738.418861   \n",
+       "9   12.447532      0.888889  178.668483     178.658239  791.696059   \n",
+       "10  13.406650      0.833333  180.438968     180.452124  817.388823   \n",
+       "11  14.348479      0.542676  179.354862     179.346215  875.198293   \n",
+       "12  15.579021      0.833333  178.013520     178.001359  880.603457   \n",
+       "13  16.400735      1.000000  178.314956     178.311169  866.227371   \n",
+       "14  17.602406      1.000000  179.171230     179.157532  886.425220   \n",
+       "15  18.982808      1.000000  179.199942     179.421965  863.882390   \n",
+       "16  19.519921      1.000000  178.361870     178.356581  881.739431   \n",
+       "17        NaN           NaN         NaN            NaN         NaN   \n",
+       "18        NaN           NaN         NaN            NaN         NaN   \n",
+       "19  22.062534      1.000000  178.524018     178.507149  854.648338   \n",
+       "20        NaN           NaN         NaN            NaN         NaN   \n",
+       "21  24.759699      1.000000  179.912515     179.904301  334.771556   \n",
+       "\n",
+       "      LSSDW_My   LSSDW_Mz        TTTq  TT_ForeAft  TT_SideSide    TB_ForeAft  \\\n",
+       "0  -252.235192  -2.931479  -26.271654 -932.953738   126.807011    994.638671   \n",
+       "1  -248.081262  -3.389182  -51.890684 -856.012087   154.470046   2235.672810   \n",
+       "2  -230.697510  -2.588070  -50.333653 -761.047719   213.700239   3822.643018   \n",
+       "3  -237.979417  -5.688640  -42.827109 -647.310249   302.591017   6122.425105   \n",
+       "4  -240.838000  -8.602511  -56.222891 -571.093365   376.755167   7551.899048   \n",
+       "5  -233.796744  -7.596248  -32.233513 -430.681550   502.070942   9938.523640   \n",
+       "6  -218.693601  -8.801577  -72.657764 -330.525678   668.243228  11477.966048   \n",
+       "7  -224.998487  -5.756869  -62.714160 -283.620699   750.186980  12002.102796   \n",
+       "8  -209.685631  -1.320960  -22.419344 -295.116952   874.826602  12237.843754   \n",
+       "9  -188.741923  -2.588168  -29.769987 -291.021580   902.150404  11648.909089   \n",
+       "10 -198.989294  -7.197755  -24.899471 -331.564307   992.711011  10733.428547   \n",
+       "11  -59.267478  -1.437998    4.153358 -374.601981   907.552054   9896.827494   \n",
+       "12 -164.536103  -1.851375  -26.848873 -330.960964  1059.024803   9234.857465   \n",
+       "13 -185.673240 -12.999453  -78.397677 -287.228505  1071.363839   8983.182063   \n",
+       "14 -137.146930  -8.231045   -3.156350 -383.416299  1063.362197   8563.213120   \n",
+       "15 -158.281553 -23.757701  -74.334173 -270.882688  1056.399578   8206.587839   \n",
+       "16 -169.696939   1.018761  -61.347061 -284.548611  1113.928290   7807.792946   \n",
+       "17         NaN        NaN         NaN         NaN          NaN           NaN   \n",
+       "18         NaN        NaN         NaN         NaN          NaN           NaN   \n",
+       "19 -142.928299 -43.759922 -111.305482 -262.456906  1067.274340   7566.500039   \n",
+       "20         NaN        NaN         NaN         NaN          NaN           NaN   \n",
+       "21 -206.441986 -11.694631  -32.524912 -679.532690   492.819279   3419.356234   \n",
+       "\n",
+       "    TB_SideSide  BL3_FlapMom  BL3_EdgeMom  BL1_FlapMom  BL1_EdgeMom  \\\n",
+       "0   -102.050137  -206.591291   129.390923  -238.085263   -14.874877   \n",
+       "1     55.864708  -327.707803   162.318746  -354.474414    -7.655706   \n",
+       "2    137.424215  -495.457116   191.503291  -599.658658  1436.266991   \n",
+       "3    192.772384  -708.321569   237.072176  -777.545681   599.754365   \n",
+       "4    296.723677  -861.049383   252.077699  -874.336546    88.957621   \n",
+       "5    335.667789 -1073.556266   313.335072 -1167.966930  1302.506123   \n",
+       "6    588.384954 -1209.842191   342.343342 -1526.574097  4686.436750   \n",
+       "7    740.834502 -1234.723513   354.710593 -1380.119025  2065.459821   \n",
+       "8    668.581523 -1248.802900   362.942457 -1291.630102   173.010056   \n",
+       "9    743.454123 -1173.606189   328.218911 -1262.103186   738.232546   \n",
+       "10   791.711119 -1074.877395   300.227189 -1114.404530   121.228715   \n",
+       "11   677.680004  -971.840066   285.582399 -1036.798595   102.258425   \n",
+       "12   926.368719  -899.553762   227.524012  -923.851217    74.708350   \n",
+       "13   984.403585  -860.376373   200.755492  -864.637118    53.896186   \n",
+       "14   873.449181  -762.282362   225.211156  -810.106716    48.225543   \n",
+       "15  1349.955119  -699.125685   205.630765  -703.231687    14.362069   \n",
+       "16   981.873207  -695.129807   151.699529  -709.755338    20.152316   \n",
+       "17          NaN          NaN          NaN          NaN          NaN   \n",
+       "18          NaN          NaN          NaN          NaN          NaN   \n",
+       "19  1369.827084  -572.629544   186.356598  -575.251752     4.025634   \n",
+       "20          NaN          NaN          NaN          NaN          NaN   \n",
+       "21   752.087159  -226.330646   137.392161  -187.876792   -33.225278   \n",
+       "\n",
+       "    ActivePower  yawoffset  \n",
+       "0     21.370858  -0.099022  \n",
+       "1     76.033527   0.004216  \n",
+       "2    167.928433   0.019228  \n",
+       "3    317.629187   0.046869  \n",
+       "4    454.388684  -0.100434  \n",
+       "5    679.886822   0.004413  \n",
+       "6    942.635185   0.009307  \n",
+       "7   1101.930764  -0.013551  \n",
+       "8   1251.222715  -0.015947  \n",
+       "9   1316.246001   0.010243  \n",
+       "10  1384.312354  -0.013155  \n",
+       "11  1350.838415   0.008648  \n",
+       "12  1491.638595   0.012160  \n",
+       "13  1499.435045   0.003787  \n",
+       "14  1476.244726   0.013698  \n",
+       "15  1514.168487  -0.222023  \n",
+       "16  1514.549099   0.005289  \n",
+       "17          NaN        NaN  \n",
+       "18          NaN        NaN  \n",
+       "19  1500.616164   0.016870  \n",
+       "20          NaN        NaN  \n",
+       "21   615.054202   0.008214  "
+      ]
      },
+     "execution_count": 8,
      "metadata": {},
-     "execution_count": 8
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "# create array containg wind speeds to use as bin edges\n",
     "b_edges = np.arange(3,26,1)\n",
+    "compare_against = means['uWind_80m']\n",
     "# apply function for means, maxs, mins, and DELs \n",
-    "[bin_means, bin_means_std] = loads.bin_stats(dfmeans,dfmeans['uWind_80m'],b_edges)\n",
-    "[bin_maxs, bin_maxs_std] = loads.bin_stats(dfmaxs,dfmeans['uWind_80m'],b_edges)\n",
-    "[bin_mins, bin_mins_std] = loads.bin_stats(dfmins,dfmeans['uWind_80m'],b_edges)\n",
-    "[bin_DELs, bin_DELs_std] = loads.bin_stats(dfmaxs,dfmeans['uWind_80m'],b_edges)\n",
+    "[bin_means, bin_means_std] = loads.bin_stats(means,compare_against,b_edges)\n",
+    "[bin_maxs, bin_maxs_std] = loads.bin_stats(maxs,compare_against,b_edges)\n",
+    "[bin_mins, bin_mins_std] = loads.bin_stats(mins,compare_against,b_edges)\n",
+    "[bin_DELs, bin_DELs_std] = loads.bin_stats(maxs,compare_against,b_edges)\n",
     "\n",
     "bin_means"
    ]
@@ -265,15 +1374,16 @@
    "metadata": {},
    "outputs": [
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ee402wyilaFrPAw9nB95avJ/2wT4oBXd0a8RL8/eg8zWzNkTztekGo5GfG5GNjWQeGeZLi0BP7Irp7S5t6aK2kgReFb2fNtq8nT2Nkvfx1cbz/q9U69tec801TJ06lalTp6KUYvv27XTq1Ink5GRCQkKws7Nj5syZ5OXllX2yWsKaSjlJGdnsiEliZ0wyO2ISWXc0gTytiUnKRAE7Y5K5snkAI7qEmKqlPQn1dSs2eRRlrtXtKrvIjlKKYB9Xgn1c6d+qPnBxzfsG3s64OTnwxV1dGPTJarxcHcqdvM29bkDBMr4FNzq3RIay/3QqSsGch3qy91QKW6MS2RJ9ntWH4/l1+0nAaCro3MiXLo19iWzsS4dQH9ydHaQtXdRaksCroqCj2sLHjGrzJc8aybuae6G//PLLPPbYY7Rv3x6tNWFhYfz++++MGzeO4cOH88svv9CvXz/c3d2rNQ5bUFbpKys3j/2nU/l7dwInNiSyMzaZ46be1UpBE3838rUmxNcVH1dHpt7VmaGT/+XVoa0rXJqrjtXtquryZFmZWgFzrxtQ2o2Os4P9xWp3jGr3E+cz2BqdyJboRLZGJfKxqbe7vZ2ieaA7Z1OyCPV1Zd7WWB7s01RK4bVIXEomT8/dxQe3tK+T/26SwKuq3YiLHdbMMA68vMuJTpky5ZJqcYDw8HB27dpV+Pydd94BoG/fvvTt27dw++TJk6scp60oWvp66bpWRCVksCMmkZ0xyWyPSWL/qRSy84we34GeznQM9eGWyBA6hvjQLsSbj5cZJcuCBNfIz71S1d7WylJr3pemIjc6Sika+7vT2N+dmzsbfUCSL+Sw/UQiW6MTmbs1Fg2cSLxAYz83Plt+hDdvalvtn0GYxxerjrEzJslm/r9VlCTwyipuJrYJ3hd/l5nYrF5cSibxqVn4uTsxc10UP2+JITXT6Bvg5mRPu2BvRvcKo2OoD/4qja5tmv+n2tgaE5w5WWOtQFV5uzrSNyKQ1g28mLU+mo4h3pzPyCY2MYMfNkXTJyKAga2Dajwua+7nYY3iUjKZty2WH+7rzl3fbKyTtSeSwCur6ExsotY5nXyBkV9tJE8bY6V93RwJ9HRm9LVN6BDqQ3igxyW9qqOioopt87XFBFdXFG0eaODtymd3dOburzfywKytPDWoBQ/3bV6jU7xaUz+P2qDg369tsLdN1XpVhCRwUadk5ebx9ZrjTFpxmMzcfIK8nAn2dePzkZ0Z9Mlqrm4VWKvv4s3ZYczcnc+szeW1JzdO+RcAPzcnPvjrEOuOJvDxbR2p71V7/x5sVUHpe9n43gA81Kcpgz5ZXedK4ZLARbWylmpBrTV/H4jj9d/3EZ2QQWM/N7o18Ssc6lXZIVvWxpwdxszd+czalFR7orXml62xvLpgL0M+XcOHt3SgX8tAi8Up/qug9B1ourmylf+/FSUJXFQra6gWPBafxuu/72PlwXiaB3rw3dhufLr8ML9sjS08xtJt17Ze2q1NlFLcGhlK50Y+PPrjdkbP2Mx9Vzbh2cEtKzSXvKg+BbUn3/57/JLtttL3pLwkgVfS1B1T+Xzn5yXuf7jDw4zrOK4GIxKXS8vKZdLfh/l27XFcHOx56bpW3HNFGI72dlwVXg+wnrZGWy/t1kbNAz2Z/0gv3l6yn6/XHmdT1Hk+u70TYQHVPzxTJpcpXUHtSV0nCbySxnUcV5igR/8xGoDpg0uY/9zMFi5cyK5du3jppZdq5P1qG60183ec5J0lB4hLzeKWLiE8O7gl9Tydy36xsGo1XVPh4mjP68PackWzAJ6bt4vrPlvD2ze3Y1jHYLO9R3FkchlRHpLAq2DU0lFsj9te+LzdTGNq006BnZg1ZFa1ve/QoUO55pprqu38tdmek8m8unAvW6MT6RDizbS7u9CpUd2qVrNllqqpGNw2iHYh3vxv9naemL2DNYfP8drQNrg7m/8rNDohnbjULIJ9ZHIZUTpJ4FXQxr8NbfzbcOD8AcAogU/cNLFK80OXZznRffv2sXHjRj7//HPuvfdevLy82LJlC2fOnOG9995jxIi6tx55QloWH/x1iNmbT+Dv7sR7I9ozonNImdOXVoW0W9ctwT6u/HR/Dz5bcZhJ/xxh24lEJt3RiTYNvct+cSkysnPZFp3EhmMJbDiWwLYTieRriEm8QIivK58uP1y45KoQRUkCL8XETRMLk3NxsvOy2ZuwF2d7Z+yUHSMXj2Rvwl7a+rctrFa/XEu/ljzX7blS37es5URvvPHGS44/ffo0a9eu5cCBAwwdOtTmE3jR9kE/Nye+3xDNR8sOkZGdx5heTXhiQPglS2FWF2m3rnsc7O14clAEPZr5M37ODm6aso7/u64Vo3o2LveNe0Z2LlujE00J+zw7Y5LIzdfY2ykigjxxtLcjxMeFXA2nki7w48YTXNk8gCHtGlTzpxO1jSTwKnCyd8Lf1Z/EzESc7Z05k3GGANcAHO2rljzKWk70cjfeeCN2dna0bt2as2fPVum9a4OC9sEJC/Zy7Fw6B86kcmXzAF69oTXh9T0tHZ6oA65oFsCSx6/imbm7eHXhXtYeOcd7w9sX2/ksPatowk5gV2xyYcJuF+zNfVc1pUdTY2W4j/46RI8m/oVT804d2Zk7vtzAwz9s4/H+4TzRP7xGJ5cR1k0SeCnKKikDxGfEM3DuQBp5NuJk+knmD5tPgGtAld63rOVESztea12l97Z2xvSn2bg727NkzxkaeLvwxV1duKZN/Rpd2lIIfw9nvrknkm//jeLdpfu59rM1ZOXkkZaVy8vz99C0ngcbjiWwu0jCbh/izf29m9KjqT9dGvvicVkb+uWTy1z32Vrjvdyd+GzFYTYeS+DT2zsR5C1t4kISeJXVc6uHv6s/BxMPcmerO6ucvEXJki/kMHbmZvK0Ji0rl06hPrQP9WZw24rNWy1t18JclFKMvbIJ3cL8ePiHrZzPyAHgz71nsVdn6RDqwwNFEnZZnd5Km5p33tZYXl6wh2s/k8llhEESuBkEuQWRmZvJmLZjLB2KTcrOzef7DdF8suIQKRdy8XNzpJG/O9PuNtamfqRf8wr10pW2a2Fu7UK86RcRyK/bYvF2daRdiDf1vVx4fZj5VjYb3iWEDqE+PPrjNkbP2Mz9VzXhmWtkcpm6TBK4GTjZO9HCt4VZSt/lXU70jjvu+M9+gLS0tCrHYC201izdc4aJfxwgOiGDht4uXB0RyOnkTKDuTp8orE9cSiYLd56iRX1PnBzseGNYWwZ9sppHr67YzWVZmgd6MP+RXry5eB9frTnOpqhEJt3eiUb+bmZ7D1F7SAKvpOJmYisYBw4yE1tVbY1O5K3F+9h2IomI+p7MGN2VyX8fYf6OU4XHWHr6UyEKFF3ZDKr35tLF0Z43b2xHr2YBPGuaXObd4e25rr30Uq9rJIFXUtGZ2IT5RCek894fB1m8+zSBns5MHN6OEV1CsbdT9I0w2vysZfpTIQpYYl34Ie0a0DbYm8d+2s4jP25j3dFGvHx9a1wc7avtPYV1qZEErpT6FrgeiNNatzVtmwDcD8SbDntRa73EtO8FYCyQBzyutf7TtH0w8ClgD3yttX7XtL0JMBvwA7YBd2utsysbr9a6TvZotmQP9sT0bCb9fYTvNkThaG/H+AEtuL93E9yc5B5TWD9zrAtfmc6VoX5u/PJQTz748yDTVh9ja3Qik+/sTPNAjwq/v6h9aurbcQYwGbh8ftGPtdYfFN2glGoN3A60ARoCy5VSBX+1U4CBQCywWSm1UGu9D5hoOtdspdQXGMm/5JVGSuHi4kJCQgL+/v51KolrrUlISMDFpWaHp2Tm5DFrfRST/j5CelYut3UNZfyAFoXLBApRV1S2c6WjvR0vXNuKHs38eernndwwaS2vD2vDiC4hdeo7rC6qkQSutV6tlAor5+HDgNla6yzguFLqCNDNtO+I1voYgFJqNjBMKbUfuBq403TMTGAClUzgISEhxMbGEh8fX/bBFpSbm4uDg3n/+VxcXAgJCTHrOYsqOslFgLszi3ad4r0/DnIy6QL9IurxwrWtaCETsYgaYItDCftFBLL0iat4YvZ2npm7i3VHE3jjxrZkZOXy9NxdfHBLe5lT3cZYun7yUaXUKGAL8JTWOhEIBjYUOSbWtA0g5rLt3QF/IElrnVvM8f+hlHoAeAAgODi42JnNlFK4urpW5vPUmISEBDw9zZ/sTp48yfTNcczcWvINzD1d6jG6a8XHoMacTyMtM5dnf9rMmdQcDsRfoLm/Cx9e35guIR5wIYGoqIQyz5OZafRCL+7frrokJJQdlzCv6rzmN4U7cVN4m1KPqczflyX+Ni/31oAgvt9mz8ytJ9l8LJ6W9VzYHpPO+4t28MgVJc+ZIH/jNcsc19uSCfxz4A1Am35+CIwBiqvz0UBxgx11KccXS2v9JfAlQGRkpA4LC6tQ0NakumJ/LSyM124xfjdXh7G4lEwSM/bh5uzAymMpBHo68+EtHbipU3CFFxxxcTkNVN/nL0lt/luprWrbNbfU3+blXm3ahGs6J/Doj9tYfiSFx/s3Z9b6aJ65oWOppXBLx20L4lIyy13jUdXrbbEZALTWZ7XWeVrrfOArLlaTxwKhRQ4NAU6Vsv0c4KOUcrhsu7AiHy47RL7WpGfl0qWxL0PaBTG8S/WuFiZEXdajqT+DWtcnxNeVNg29C4e1ier1xapj7IxJqpFrbbEErpQqOmjxJqBg9pKFwO1KKWdT7/JwYBOwGQhXSjVRSjlhdHRbqI2u0/8ABUtw3QMsqInPIMonJjGduVtjAWjb0JvPR3ZmwY5TxKVmWjgyIWxXXEomi3efYd5DPbmmTRAP9WnKvG2x8v+uGsWlZDJvWyw/3Ne9Rq51jSRwpdRPwHogQikVq5QaC7ynlNqtlNoF9APGA2it9wI/A/uAP4BHTCX1XOBR4E9gP/Cz6ViA54AnTR3e/IFvauJzifK5b+ZW8vI1zQM9cHWyv2SSCyFE9SiYXKa+t9GfR/7fVb+Ca942uGZqPGqqF/odxWwuMclqrd8C3ipm+xJgSTHbj3GxCl5YkZ+3xHDwTCoAh+OMaV5lBjUhql/B5DLf/nv8ku3y/656FJS+l43vDcBDfZoy6JPVPNinabX1/rd0L3Rhw3bHJvPS/D30au7PzNHdGPn1RkBmUBOiJhRMLiNqRkHpu2AOi5pYq0ESuKgWienZPPT9VgLcnfjs9k442MuKSUII22WJGg9J4MLs8vI1j8/eTnxqFr881BN/D+cqn9MWJ94QQtgOS9R4SAIXZvfRsoOsOXyOd29uR4dQH7OcU9bwFkKIS0m9pjCrv/aeYco/R7m9ayi3d2tk6XCEEMJmSQIXZnMsPo2nft5J+xBvJgwtfZpKIYQQVSNV6MIs0rNyefC7rTg62PH5XV1kTWJRZ0j/DGEpksBFlWmteXbeLo7Gp/Hd2O4E+1j3QjBCmJP0zxCWIlXoosq+WXucxbtO88w1LenVPMDS4QghRJ0gJXAbUlxVXlHVUZW3/mgC7yw9wGDTXMtCCCFqhiRwG1K0Ks9cy4CW5nTyBR77aRth/m68f0t7lJKVxYQQoqZIAheVkpWbx7gftnEhO4/ZD/TA08XR0iEJIUSdIglcVMobv+9j+4kkpo7sTPNAT0uHI4QQdY4kcFFhv2yJ4fsNJ3iwd1Oubdeg7BdYm3/egVXvlry/z/PQ74Wai0cIISpBEriokD0nk/m/+Xvo2dSfZ66JsHQ4ldPvhYsJevp1xs/Ri0s+XgghrJAkcFFuienZPPjdVvzdnZh0p6wwJiV5IYQlSQIX5VJ0hbGfH+pJQDlXGLPpWarMWZKXmwEhRAVJAhelys7N59i5dN78fR9rDp/j7Zva0bECK4zJLFXlJNX6QogKquN1oKIsp5MvkJqZw/R1UdwaGcId3UItHZIQQggkgYtSxKVkEp+aDRrsleKxq8NlshYhhLASksBFiaauPIpSoOwUw7sEM2NdlKVDEkIIYSIJXBQrLiWTnzadIDdf0yTAnacHRTBvWyxxqZmWDk0IIQSSwEUJXl24l6zcfOp5OOPv7kSglws3dwph2qpjlg7Ntu2eC6e2QfRamNLDeC6EEMWQXujiP5Iyslm+/ywA8WlZxKdlFWvh8EAAACAASURBVA79imzsa8nQbNvuubDidfBrCs5eRq/0BY8a+9qNsGxsQgirIwlcXEJrzfPzdgOw6NEreXPxPqB6VzUTQH4erHwbuo6FrTNB50OjnjBsMix5tvwJXMaTC1FnSAIXl5izOYY/9p7hhSEtaRfibelwaoeCau+cDKPau/fTxSfc/DxIOQkJR+H8UTh//OLviVGQlw3LXrl4/IctofWNcO4gaA3lGQEg48mFqDMkgYtCR+LSeG3RPno19+f+q5paOpza4fJq7z7Pw4KHIW4feAXD+WPGI6EgSWddfK2Di/G6gBYQMQR2zYGej8PeXyE7HepFwDZTaXxSZ2h/G7S7BfybWezjCiGshyRwARjrez8xezsujnZ8dGtH7OxkvHe5rH4fuj8E6yYZifrHW4wkveZDY39hkg6HFtcYydevKfg1A88GYFekH2lQe+NmwNkTXH2N6vSTW6FZf0g8BivfhZXvQHCkkczb3gzuAZb53EIIi5MELgD48K9D7D2VwlejIqnv5WLpcKxbbhYcXw37F0H8AfjzBUCBiw90vQt8wmDpM/C/3eDZ8NIkXZqCaveFjxnV8UuehQETLm5PPgl75sKuX4zz//E8NO9vJPOIa8HJzfyfVQhhtSSBC9YcjufL1ce4q0cjBraub+lwrJLKyYC9842kffgvyEoBJw+j2rz7Q0ZCt3OAQW8avwdEgHdIxd+o3QjYMt34/fK2a+9g6PWE8Ti7F3b9bFThzxtrxNLyemh/KzTpA/vml69dXghRa0kCr+MS0rJ48uedhAd68H/XtrZ0ONYl4zwc+gP2LyL0yAqjatzNH1oPg1Y3GInywO8Xq72dvYzkveBR6P9K2eevivptYOBr0P9VOLHOaD/fuwB2zTbiAPBoAB6BcPWLMhxNCBskCbwO01rz3LxdJGfkMGtMN1yd7C0dUs0qrvd4415GUt6/CKLWgs4DrxDSWgzHq/tICO0B9kX+2xRX7d3/lZpLlHZ2EHal8RjyvlE7MH8c5F6AxKOQdhouJMLQSbD0OUngQtgQSeB12Pcbolm+P45Xrm9NqwZelg6ndOYe31y097idEzRsbyS+gl7i/uFGVXWrG6BhJ85HR+MVFlb8uUqr9q5Jji7Qeij8cg88dRC+HQKpp+DnURDSzRiOJoSwGZLA66hDZ1N5c/F++kbUY3SvMEuHUzZzj29e/QEMfhfmPwyZSXB6m9EzPCsF7l1sDOGqrQIijM51nkHgUR/a3wLLJxjD0eaOMardfRtbOkohRBVJAq+DMnPyePyn7Xi6OPD+iA51c4nQcwfhn7cgM9noNX7vImNY15uBlknexdUwTCgykU5Fahh6P220eRe0y/s3Axcvo5r9wBKjeaD7Q3DVU+DqY77PIISoUZLA66B3lx7gwJlUpt/blXqezpYOp+YlxRg9xuMPQWBrY8y1T6OLvcctoWgNQ1UV2y7/qrE9+aRx47JuEmz/Hvo+D5FjwN7xv+eRaVmFsGqSwOuYfw7EMWNdFKN7hdGvZaClw6l5547ArGGg7MHV25ieVOfXXO/xmlJSu7x3MNw4Fbo/CH+9BEufhY3TYODr0PK6S6drlWlZhbBqspxoHRKfmsUzc3fSMsiT5wa3tHQ4Ne/0Lpg+GHIzYeyfcM1bxuxpJ9bVfO9xS2vQAUYthDt/Nmoj5oyEGdfByW2WjkwIUU5SAq8j8vM1T/+yk9TMXH68vwcujnVsyNiJDfDDrUa78Kj5xtSmDTpYR+9xS1HKmN61WX9jzvV/3oav+kG7W42bGZ9Q87yPVMULUS0kgdcRM9ZFsepQPG/c2JYW9T0tHU7NOrIC5twFXg3h7vnmS0y2wt7BmHe93S2w9mPYMBX2LYCe4+DKJ42x5VWZ1U2q4oWoFpLA64B9p1J4d+kBBrSqz13dG1k6nJq1dz7Muw/qtYS7fzVmJrNlVenN7uIFA141OrX9/YaRzDd9bXRw820CLt7Ga2VWNyGsgiRwG3chO4/HZ2/Hx82R90a0r1tDxrZ9B4seh5CuRluvuYdMmXPol7mYoze7Tyjc/CX0eBimXwsXUiHngjF2POwqGDbZ6DMgCVwIi5IEbuPeWrKPI3FpfD+2O37uTpYOp+asn2qsEtbsarjte3ByN/97mHPolzVq2Mno8Hfrd/DrA8bkMF/2gd7PyqxuQlgBSeA2Kjs3n4NnU9l4/DwP9G7KleF1ZN1orY01s1dNhFZDYfjX4FAHx7qbS0CEUXPRsDOkxxkT38wZaaxzfmS50QGuLtXqCGFFZBiZjYpNvEBGdh7+7k48PagWTwtaEfn5xhrZqyZCp7tgxHRJ3lVVMKtbVjK414PrPzZWZHN0h++Hw7fXwLGVxo2TEKJGSQK3QXEpmZxLy0IB2Xn5JF3ItnRI1S8vFxY8Ahu/gB6PwNDJl64aJiqn3QhjSFnBePk/XoQh78FTB+C6j4xZ7WYNM8aQR/1r6WiFqFPkG84GffDXITTQ0MeFwW0aMG3VMV6+vvxrfX+87BCfrjh8ybaw5y8O+3mifzjjB7YwV7hVl5tlLNJx4Hfo93/Q+xmp1jWnkmZ16zoWOo40xpCv+RBmXGuskd7v/6BRd8vEKkQdUiMJXCn1LXA9EKe1bmva5gfMAcKAKOBWrXWiMrpJfwpcC2QA92qtt5lecw/wkum0b2qtZ5q2dwFmAK7AEuAJretmnV5cSiYLdpwEINDDmYf6NGXQJ6t5sE9TAj1dynWO8QNbWFeCLk1WmtEme2ylUTLs/qClI6pbHF2Ma955FGz51hh69u0gaD4A+r4IIV0sHaEQNqumqtBnAIMv2/Y8sEJrHQ6sMD0HGAKEmx4PAJ9DYcJ/FegOdANeVUr5ml7zuenYgtdd/l51xuerjuJgr/ByccDZ0Z5ALxdu7hTCtFXHLB2aeeyea0wqEr0WJneFaVfB8TVw4xeSvC3J0RV6PgJP7IQBrxlTsn59Nfx4G5zaYenohLBJNVIC11qvVkqFXbZ5GNDX9PtMYCXwnGn7LFMJeoNSykcp1cB07DKt9XkApdQyYLBSaiXgpbVeb9o+C7gRWFp9n8h6rT18jvSsPAA2Hj9fWPUd2di3tJfVDrvnworXwa+p0Qs6/RwkRRlt3h3vsHR0tqcy49yd3OHK/xnV6xunGauefdkHWl4PwZFVm9FNCHEJS7aB19danwbQWp9WShVMkRUMxBQ5Lta0rbTtscVsL5ZS6gGM0jrBwcFERUVV7VNYSEJCQrHbgz3sOJtsT2NfJ+yU4tNhTQr31dbPWqDhirc53/0lfLZOwuncblB2JEU+iceBBZxq+UClzhmUmQnAmTKuTUnX26Y1ucN4lKa069ZoBCroGrz2/YD37m+xO/A7eY4e5Pq1JrHzePz/fIWk+HjSmw4p9uV18ppbkFzvmmWO622NndiK632kK7G9WFrrL4EvASIjI3VYWFglQrQOl8d+Pj2bf6P3cXePMPaeSi72mFot+ThBXW+EVc9Afg6M+RO/hp3gzU8q9Dmn7pjK5zs/N564mTauuqFw/8MdHmZcx3H/eZ1NXcua1OJdiF0BDTthv3su9uf3EXToO+g8knr7Z1Dv6odLfKlc85ol17tmVfV6WzKBn1VKNTCVvhsAcabtsUDR1SZCgFOm7X0v277StD2kmOPrnF+3xZKTp7mtayivLEi2dDjmFxABy16GzCTwawah3Yx1vAMqNs59XMdxhQl69IxIAKbfu8Xs4YoiEo7Aw+vgfBSknTF+Hl9t7Fv2KnS5F/yalHICIcTlLDkOfCFwj+n3e4AFRbaPUoYeQLKpqv1PYJBSytfUeW0Q8KdpX6pSqoepB/uoIueqM7TWzNkcQ8dQHyKCbHS1sc53G+2qju7gHmgkgAWPGm2pwroFRMCJ9cbCKN6h8MQO6D8BnDxg3WfwWUeYdaOxClpejqWjFaJWqKlhZD9hlJ4DlFKxGL3J3wV+VkqNBU4At5gOX4IxhOwIxjCy0QBa6/NKqTeAzabjXi/o0AY8zMVhZEupgx3Ytp1I4nBcGu/e3M7SoVzKXGtB5+XC3t+M3s46H2LWGwtq9H+l4h2hisQ0vWCbpRchsXUFM7o5e4KzF0T/C1unww2fQuMrjIVnts2En0eBR33odBcOgf0xRpkKIYpTU73QS+oJ07+YYzXwSAnn+Rb4tpjtW4C2VYmxtvt5cwxuTvZc36GhpUO5lLnWgv73Y4jdDMO/KX5SkUrGNPqP0UZog6eX9gpRVQU3WQsfM3qhX37z1fc5I8kfXlY4njxYfwQ7+xvLm4ZfIzPrCXEZ+R9hA9Kyclm06xQ3tG+Ih7MN/pOe3gkr34W2wy+dFcyGXNKxrhgldayrVUqa0a2AnT1EDDYeSTEk//MZPscWwew7wbMBdLrbmDDGJ9QYUrj6A2NVtIAIGZIm6iQb/Lave37feYqM7Dxu7Rpa9sG1TU4m/PoguAXAtR9YOppqc0nHOqkVAJ9Qkjo9gs/Qd+DQH0Z1++r3jcflg0zi98O8scZDmj9EHSIJ3AbM3hxDeKAHnRv5WDoU8/v7DeMLeuQ8cPOzdDSiptk7QKvrjUditNFO/u8nkJ8H9k7g4gtXPAK52bDzR+nQKOoUSeC13MEzqeyISeKl61qhbG0Bj6i1sH4KRI6F8AGWjkZYmm9jo9187ccw4ltY/BRcOA/LXrl4zFtB4BsGAS3AvzkEhIN/uPHTzf+/i9xIVbyoxcqVwJVSzlrrrLK2iZo3Z3MMjvaKmzuHlH1wbZKZAr89bIwNHvSGpaMpVp1ot7ZGARHG2uSBbYznt/8Au3+BNR8ZU+qeOwTnjsCR5ZBXZCldV9+Lydy/OaTHw775MHQKNLnKGOa24FHjWEniohYobwl8PdC5HNtEBRW3dGdRpS3dmZWbx6/bYxnUOgg/d6fqCtEy/nwBUmJhzJ/G/NpWSNqtLeTyIWlndhlzrg9649LEm58HSSeMSWTOHYJzh43fj6yAHT9cPO77my49/7yxxrHSli6sXKkJXCkVhDGvuKtSqhMXpy314uIklKIKii7dedu09QDMebBnuV77196zJGXkcJutdV47sAS2fw9XPWXMtiZEgeLmFZhpmgb38sRrZ2/U4Pg1gfCBl74mMwUmNoahk2HlO5CdZiT8rBRj/74FRvV8k97QuJf0vxBWqawS+DXAvRjTk37IxQSeArxYfWGJ8vh5SwzBPq5c2TzA0qGYT/o5WPQ4BLUzehQLUVTReQWqYv0UY0KgBSU0ceRmGjeRm74ElPH32KQ3hF1lTDzj4nXxWHNNViREBZWVwH201v2UUi9prd+skYhEuZxOyWbN4XOMH9ACOzsb6bymNSx6AjKTYdRCcLCxZgFhPfq9YLSFr3gdhk2GRj0vtoEXTDCTm20sf3p8DRxfBZu+gvWTQdlDw45GMm/SG3o9bpxv99yLE9XUayUd4kS1KyuBjwY+BW4GJIFbkaUHk1AKRkTaUOe1nbPhwO8w8A2o39rS0Qhzqcy64jWhILkuefZiL/Sis8M5OEGjHsajzzPGnASxm0wJfbWRzP/9BOwcjZ7v6XHgEQju9aH/S9IhTlS7shL4fqVUFFBPKbWryHaFMetp+2qLTJQoL1+z9EAivcPrEezjaulwzCMpBpY+C42ugJ7FzqQraitzVXtXh3Yjyp9gHV2MEneT3sD/QXY6nNhgJPONX0BullF7lBgNf70E9dvAXy9Dg47g3+y/Q9iEqKJSE7jW+g5TR7Y/gaE1E5Ioy+rD8cSn53K7rXRey8+H+Q8bbZI3fW50PhLC2jm5Q/P+xmPdZ/DMEZhxA2SlgosPHFsNOWkwuYvxPCQSgiMhpCsEd5aOcaLKyhxGprU+A3Qouk0pFQrcDrxfTXGJUszZFIOPiz39W9W3dCjmsfELiFoDQycZVZFC1DYBERC3z0jKbn5wz0I4uhIWj4crx0PsFuNx9D3jRhWMsejBkUZiD4mE+m2N5VZlchlRTuWeiU0pFYCx5OcdGEPLfquuoETJ4lOzWL7/LDe388PJwZLLuZtJ3AFYPgFaDDEWqxCiNrp8bPrx1cZoioI29c6jjOOyUuHU9iIJ/W/YNdvY5+ACXiFGW3qPh6HDnZB8QtrSRYnKGgfuCdwE3Am0wEjaTbXWNtRzqnb5dVssufma61r6WjqUqsvLgd8eBGcPGPpZ6W2E1toRSoiKjE139izSjo4x8iI5xlgqd/3ncHKzsX3VRONRYN5YiNkEQyZKW7ooVFYJPA7YBLwErNVaa6XUTWW8RlQTrTVztsQQ2diXxr7Olg6n6la/D6d3wK3fGb13S2PNHaFE3VaVv02lwKeR8Yg/dDGBF2fTNGOCmcZXmB69oF5LsLOBmjhRKWUl8Bcx2ro/B35USs2p/pBESbZEJ3IsPp2HRzQD8iwdTtXEbjXa+TrcAa2lf6QQ9HvBSNDXvnexhA5wbBX8/j+44jGIXgdR/8LeX419rr7GyI2CpB7U3ljBrYC0p9u0snqhfwx8rJRqitH2PR9oqJR6DvhNa32oBmIUJrM3xeDh7MB17RsQdyrW0uFUXnaGUXXu2QAGlzKDlRB1TUFbetHJZRY+drEtPXKMUe2eFG0k8+h/jZ8HFxuvd/KA0O4Q1uviEqvDplw6UQ1IErcR5erEprU+BrwFvKWUaoeRzJcCzaoxNlFESmYOi3ef4qZOIbg51fJVYJdPgITDMGoBuNrgGuZCVFZZk8uAUe3uG2Y8Ot5pbEs5DSfWmZL6OmOGOTAmmVn1HnS51zjHsMnGuSWB24SK9EJvDIRrrZcrpY4CUnSqQYt2niIzJ7/2jv3ePdeYljInA6LXQrMB0LSvpaMSwvpUZHKZAl4NoO1w4wGQcR7ebwqRYyFmg7HGABgl8XMHzRuvpUjzQLnXA78feADwwyh1BwNfAP2rLzRR1JzNMbQM8qR9iHfZB1ub3XONEoFPY2M5R4/6kHDI2F7H/sMJUSPc/CCgJbS6Dq4t0pv9xHoj2dV2Bd8pl89jD3XqO6W8JfBHgG7ARgCt9WGlVBndhoW57D2VzK7YZF69oTWqJoaQmHt1pdUfwPWfwLz7ID8HbvvOWL5RqvKEqD7FtacXLNZS263+wPhcBZ39mvSuk80D5U3gWVrr7ILkoZRyAHS1RSUu8fPmGJwc7LipU3DNvGHRYTHTrzN+jl5c+fOdOwhrPoALCeDbxJhGMi/HdqryhLBG5WlPr63OHTRuSoqypeaBcipvAl+llHoRcFVKDQTGAYuqLyxRIDMnj9+2n2RwmyB83Grh8pqJ0WDnYCz64N/i4nhvW6nKE8KaVaY9vTYIiDC+Q4oOt6uD3ynlnQHgeSAe2A08CCzBmNxFVLM/954hJTOX22pj57WT2+DrAcbiJO4BxvKMOt+YZnLBo0YVnxBCVFRB88Dx1UZtXh39TimzBK6Usgdmaq3vAr6q/pBEUbM3xRDq50rPpv6WDqViDi6FuWOMxH3v73BmtzGeNSfDqNKzlao8IUTNs+XmgQooz2pkeUqpekopJ611dk0EJQzRCemsP5bA04NaYGdXdue1j5cd4tMVhy/ZFvb8xbbrJ/qHM35gC7PH+R+bvjLW9m7QAe6YA571oV4EbJlu7K9Ke7oQQoDtNg9UQHnbwKOAf5VSC4H0go1a64+qIyhh+HlLDHYKRnQpX/X5+IEtaiZBlyQ/H5a9DOsnQ8S1MPxrY81kIYQQZlfeBH7K9LADPKsvHFEgNy+fX7bE0jcikCBvF0uHU7acC/DrA7B/IXR7EAa/Y7R9CyGEqBblnUr1NShcXlRrrdOqNSrByoPxxKVm1Y7Oa+nn4KfbjfWNr3kHeo6zdERCCGHzyjsTW1vgO4yZ2FBKnQNGaa33VmNsddrszTEEeDhzdUsrny/n3BH4YQSknoZbZ8nKYhY2dcdUPt/5eYn7H+7wMOM6yg2WELagvFXoXwJPaq3/AVBK9cXokX5FNcVVp8WlZPLPwTjuv6opjvZWvNZv9HqYfQcoe7h3MYREWjqiOm9cx3GFCXr0H6MBmD54uiVDEkJUk/JmB/eC5A2gtV4JSO+kajJ3Wyx5+ZpbI0MsHUrJ9syDWcPAzR/uWybJWwghalh5S+DHlFIvY1SjA9wFHK+ekOo2rTVzNsfQrYkfTet5WDqc/9Ia/v3EWBK00RVw+w/GwgnC5kh1vBDWrbwJfAzwGvCr6flqYHS1RFSHZefmc+hsKunZeTzRP9zS4fxXXi4seRq2TjeWLRw2FRxrQQ95USlSHS+EdSs1gSulHLTWuVrrRODxGoqpzjqdfIGM7Dwc7RVD2jawdDiXruE9uRvYO8LZPXDlk3D1y2Bnxe3zQghh48r6Bt5U8ItSalI1x1KnxaVkEp+WjQaUUqRm5Vg2oIL1dv2aQsMukJdtJO/Oo2DAq5K8hRDCwsqqQi86f2ev6gykrpvyzxHsFOQD17YNYtqqY7x8fWvLBVSw3u7y1+DMLrB3ggETYOccy8Uk6jxplxfiorISuKz5XQNOJ13gh00nyM3TNKvnzovXtmLQJ6t5sE9TAj0t1MZ87iAEdzV+5ufBfUshsJVRKrcA+eIWIO3yQhRVVgJvqZTahVESb2b6HdNzrbVuX63R1QFaa+6dvoncPE1jPzcCPJwJ9HLh5k4hli2FB0TA7+MhK9X4vUF7Y8k+C623K1/cQghxqbISeKsaiaIO+2jZIQ6eNWamjT6fQfT5jMIVxCIb+1ousNZDYdVEcPExxnoXrLfb/xXLxWSFRi0dxfa47YXP281sB0CnwE7MGjLLUmEJIeqAUhO41jq6PCdRSq3XWvc0T0h1x4x/jzPp7yPc3jWUd25ux+1fbgBgzoMWvpQXkmDHT8Za3lnpcGKdrOFdgjb+bWjj34YD5w8ARq3AxE0TUars5V+FEKIqyjsOvCwyGLiCFuw4yYRF+7imTX3evLGt9Xzhaw2Ln4KUkzD2L1j2qrFd1vAu1pi2Y7hxwY14OXmRkp3C9/u/Z9HRRcy/cb6lQxNC2DhzjQWSzm4VsOpQPE/9vJPuTfz49PZOOFjTfOe75sCeudD3BZketRwy8zJxc3QjNi2WjJwMJm6aiEaz8fRG8vLzLB2eEMKGWVHmqBt2xCTx8PdbCa/vyVf3ROLiaEVrZp8/DoufNqZIvepJS0dj1fLy8/hu33cMXzic5Kxk7LAj3CccNwc3AlwDeH7N89y88Gb+OP4H+Trf0uEKIWyQuRK4ldT/WrcjcWmMnr6JAA9nZo7pipeLo6VDuigvB369H5Qd3Pwl2FnRjYWVOZJ4hFFLR/He5vfoGtSVhTcuJMAtgENJhxjeYji/DfuND/t8iJ2y45nVzzB84XD+ivpLErkQwqwq3AaulAoAErTWRavN7zZfSLXDx8sO8emKwyXuf6J/OOMHtih8fjr5AqO+2Yi9nR3fje1mufHdJVn1HsRuhhHfgk+o+c77zzuw6t1Lt03wvvh7n+eh3wvme79qlJOXwzd7vmHarml4Onoy8aqJDGkyBKUUQW5BZOZmMqbtGOyUHYPCBjGg8QD+ivqLqTun8tSqp2jh24JxHcdxdejV1tPnQQhRa5U1F3oP4F3gPPAGxmpkAYCdUmqU1voPAK31nsoGoJSKAlKBPCBXax2plPID5gBhQBRwq9Y6URnfep8C1wIZwL1a622m89wDvGQ67Zta65mVjak8xg9sUZigb5u2Hii593hSRjajvtlEamYuPz3Qg8b+VrYSa/Q6WPMBdBxpLFJiTv1eqDUJujSHUg7x5OInOZx4mCFNhvB8t+fxc7m4CpuTvRMtfFsQ4BpQuM1O2TG4yWAGNh7I0qilTNs5jf/98z9a+bViXMdx9AnpI4lcCFFpZZXAJwMvAt7A38AQrfUGpVRL4CfgDzPF0U9rfa7I8+eBFVrrd5VSz5uePwcMAcJNj+7A50B3U8J/FYjE6FC3VSm10LQIi0VdyM5jzIzNRJ/PYObobrQN9i77RZVVXGm3qOJKuxeS4NcHwKcxDJlYfbHVUhdyLzB1x1Rm7Z1FgFsAk66eRN/QvhU6h72dPdc3vZ7BYYNZcnwJX+z8gsf+fow2/m0Y13EcVwVfJYlcCFFhZSVwB631XwBKqde11hsAtNYHqvkLZxjQ1/T7TGAlRgIfBswyVd9vUEr5KKUamI5dprU+b4p1GTAY4ybDYnLy8hn3w1Z2xCQxdWRnejbzr943LFranX6d8bO04V9aw+InIfU0jPkLnD2rN75aZvOZzUxYN4ETqScY3GAwr/R9BU+nyl8jBzsHhjYbypAmQ/j96O9M2zWNR1Y8QvuA9ozrOI5pO6exPV4mhRFClE9ZCbxor5sLl+0z19AxDfyllNLANK31l0B9rfVpAK31aaVUoOnYYCCmyGtjTdtK2m4x+fmaZ+fu4p+D8bxzczsGW8PyoJfbORv2zDOWBg3pYulorEZqdiofb/2YXw79QqhnKN8M+obArMAqJe+iHO0cuSn8Jq5vdj0Ljyxk2q5pPLT8Ieq51mNAowEkZiailJJJYYQQpSorgXdUSqVg9DJ3Nf2O6bm5emH10lqfMiXpZUqpA6UcW9w3mS5l+39PoNQDwAMAwcHBREVFVTDc/8rMzAQoPJfWms/Xn+W3XQmM7RpIz8D8cr3P5ecpTUJCQqn7g0znOlPCuRxSYmj4+5Nk14/kTMhNUMJxZZ3HEipynSp6rk0Jm5h6aCqJ2YncFHITd4bdiUuWS5nXu7IxdXHqwpTOU1h+Zjmzo2ez/MRyXO1c8Xf25589/7Dg8AKmdJ1Sqc9andepJlTXNRfFK+t6C/Myx/UuK4Hv1Fp3qvK7lEJrfcr0M04p9RvQDTirlGpgKn03AOJMh8cCRbtIhwCnTNv7XrZ9ZQnv9yXwJUBkZKQOCwur8mdwcTkNQMG5vlh1lJ93JXDvFWG8dEPrcpegLj9PWUo9zsWl5GPycuDbseDgiMudMwnzDqnceSzE5UDVY7p8DvMbVt1Q+Hu4bziTB06mbUDbS15TELrz0AAAIABJREFU2vtVNabwpuGM7T6Wh5Y/xNYzW4m9EMvjWx/Hy8mLBecW0DWoK5H1I6nvXr/c5zTHdTLHuaqyklx1XnPxX3Ita1ZVr7dFlxNVSrkDdlrrVNPvg4DXgYXAPRg94O8BFpheshB4VCk1G6MTW7Ipyf8JvK2UKlj9YxBgka7PP2+J4d2lBxjaoSGvXF/+5F2jVk2Ek1vglhlQWvK2YQVzmO9P2M/5zPMkZSWRlJVE+3rtmX7NdBzta36MvpO9ExOvmsjAuQNp4tmE0+mnaePfhr+i/mLe4XkAhHqGElk/ksigSCLrR9LQo2GNx1lRspKcENWjrAQeqJQqcUourfVHVXz/+sBvpiTnAPyotf5DKbUZ+FkpNRY4AdxiOn4JxhCyIxjDyEab4jivlHoD2Gw67vWCDm01ITs3n2Pn0pm7NZYXft1N7xb1+OCWDtjZWWHyjl4Haz6EjndBm5ssHY3FjGk7hqHzhwKQlpNGK79W5OTn8Em/TyySvAvUc6uHv6s/J1JPcGerO3m267Pk5edxMPEgW85sYcvZLaw4sYLfjvwGQEP3hoXJPDIokhCPEO754x5ZIU2IOqCsBG4PeFBNM61prY8BHYrZngD0L2a7Bh4p4VzfAt+aO8byOJ18gdTMHJ6bu5O2IT58PrIzTg5WOEttwZAx37DSh4zZ0OQrxUnKTOKr3V+RnpMOQKhHKJ0DOxMZFHnJOG5LKTopDBjD0Fr7t6a1f2tGtRlFvs7ncOJhtpzdwpYzW1gTu4aFRxcCUN+tPm4ObnRv0J307HSc7Z2ZMWSGdIYTwgaVlcBPa61fr5FIaqm4lEziU7MAo73h/RHtcXc21yJvZqQ1/D7eGDI29i9w9ij5WBuZfOVyOXk5/HTgJ77Y9QXpOenc0OwGFh9bjKfT/7d353FRlfsDxz9fwAUUEYVEQUVFyVxyxyy3m1TevGi7qVlx00ytXDNb1V+Ltnsrc0uv2qKm5ZZl2U28lYpeF3Atd1wQRVFBQZbn98cMhgaKAnNmhu/79fLFzJkz53zn8cB3nuc8iy/L9i1jUXfnWEEsv0lh8vIQD8KrhBNeJZzeDXtjjGFPyh5bQj+2gdijsew7s892LI+y/LD/B5buXeo0n08pVTyulmn0K/tVTI7Zg4jgKUKP5sHMW5/Ay91usjqsv9ryJWz72ramd3DpGjJmjOHnhJ9573/vceDMAW6tcSsjWo0gzD+MtUfXsuvULno17OUUte/rISKE+YcR5h9Gzxt7YozhxV9fZNXBVWTmZDI8ZjjNb2h+ycxxSinXd7UE/pdmbPWnpDPpLNx4mPBqFfH08GDEHQ2444PVPNmxrnPNdZ68B5aPhNq3wa1DHHrqovRALg47T+7k7fVvE5sYS12/uky6fRLtQ9pffP3y5mp3ICIMbTGU5XuXE+YXxt4ze9mUtIlnf36W1297nUplK1kdolKqGFwxgTuyI5grmhyzl/tahLDtyGkAbqhUnnubhzAlZq/z1MJzVxnz8IJ7pzh8lTGreiAfP3ecjzZ/xDd/fINfOT9eiHiB+xvcTxmPSzuoXa252lXldobbfXo3vW7sRY2KNXh3w7v0XNaT9zq9x41VbrQ6RKVUETnhzVrXEXcohQ0H/pxuPfR527SlrWr7F/QWx1s1Hg7/Dx6YVSqGjKVnpTN7+2ymx08nMyeTvjf1pf/N/UtlrfNi60KTaAK8A2gc0Jjhq4bTZ3kfXmr7Ej3CelgdolKqCDSBF8GCp9oBV1+NzOHiF8CRjZB5Dg78ArVvhUbu/cfaGMN3+77jg40fcDTtKLfXup1hLYdRq1Itq0OzzOWtC81uaMb8f8xn1OpRvPzry2xO2szoiNGU8yxncaRKqeuhCdzdxC+An8aBX204uRsqBMLpBNv2JvcX6hBW37cuyOWzp+WOb27g34DyXuWJOx5HwyoNef2212kd1Nrh8bmCqt5VmRI5hY83f8y0+GlsT97Oe53eI8TX/VtnlHI3msDdzep3oNsHsDAacrKg52dwIQ2WP1foBO6sM2flzp6286Rtuvw3bnuD/j/25/dTvxPgHcC4duOIqheFp4Pv87saTw9PnmnxDE0Dm/LCf1/gwWUPMr79eDqEdLA6NKXUNXDC2UZUkZzYBWsnwflTUKWubchYrVts211cdONoluxZQkZWBodTD9Ptm27sP7OfPg378O0933JP/Xs0eV+DTjU7Me8f8wiuGMygnwbxr43/Ijsn2+qwlFKFpAncnVxIA6/ysPtHqFIPfO1LmB5cAwHh1sZWDAJ9AomqF8UfKX9wNO0oNSrW4N6wexnVZhQ+ZXysDs8l1fStyZyuc7i3/r1Mi5/Gkyuf5GS6Dj5R6rrEL4CP28JYf9vP+AUlejpN4O4i4yx8dj9kngefqlDGG0wO7FsNiwdDhxFWR1gsqpSvQnp2OgHlAziVcYqnWzxtdUgur7xXeca2G8u4duPYnLSZB5c+yOakzVaHpZRrye1/9Pe34KUk28+fxpVoEtcE7g7Op8CceyBhHdz/KXR9C07uhYO/2e593/5Koe9/O7MNiRuYtHkSZT3KcirjFFH1otxu/LaV7ql/D3O6zqGMRxke//5xPt/xObblB5RSV7X6Hej+EdTpAJ5lbD+7f2TbXkK0E5urS0uGOT0gaQc8OBsadrNt32DvdPb4t9bFVowS0xIZHjOcEN8QKnhVICE1wa1mT3MWDas2ZG63ubz0y0uMjx3PlC1TOJXx51wHurKZUgU4scvW3yivEu5/pAn8Or3/4+9M/OmPS7blTuQC8Ozt9Rka2aBkj5OaBLO722rbD38J9SOv4RO4jozsDIb+PJT0rHRm3DmD19a+5pazpzkLv3J+TPzbRGZsncHEjROpVLYSNX1r4u3lzcy7ZurKZkrlJyDc1t+oTp7RHCXc/0gT+HUaGtmgUAn6qsfxWsjQ8uML3sHreeCvK4N5ph2DpYPgzGHoNR/qdixyLM7IGMNra19ja/JWPuj0AfUq17M6pFLBQzx4oskT1PStyciYkWxP3k4t31okpia6xcpmzjrXgXJhHUbY+ht1/8hW8z64xvb89ldK7JSawK2Wd+nOmXfbfl6t2TvlIEHfR0PGaejzNdR2khngSsC8XfNYtHsR/Zv25/bauraOo90Zeie/Hf6NpXuXcuDsAR5c9iBtgtpY2vpR0IQ+19Ks76xzHSgXltvPaPlztmbzgPAS73+kCdzVJO+BWVF4ZJyGvoshxH2XBt14bCMTYifQPrg9g5oNsjqcUmtw88Es3rOY4IrBHEk9wo8HfuSZ/zzD8FbDqV2ptsPjyZ3QZ3vydgBmdZ1labO+1ubVRU3ud2iHYU3griRpp+2ed04mx+6cTg03Tt6JaYkMWzWMYN9gxncYj4fogAmr5K5slpiWyMM3PkygTyDT46fTY1EPet7YkwE3D8CvnJ/D4ukY0pGBPw0kMycTD/Hgnyv+SdzxOD7o/AHZOdkOn8xHa/PKKprAXUViPMzuYVsO9LFvuXDO2+qISsyF7AsMWzWM81nn+fTOT0vlSmLOJndls35N+xHgHUCPsB58tOkjvtj5BUv3LuWpm5/iwfAH/7Jca3HJysliVcIqPt/xORuObcBTPCnvWR7fsr7sPLmT9Ox0BqwcgG9ZX1pWa0mboDa0CWpDff/6+uVPuS1N4K7g8EbbOO+yFaDvEggIg/37rY6qRBhjeH3d68SfiOf9Tu9rpzUncfnKZgHeAYxpN4aHb3yYtze8zfjY8czdOZcRrUbQIaRDsTVnp6SnsPCPhczbNc82+16FGgxvOZz2Ie25b8l9BHoHcjjtMAv+sYDdKbtZn7ie2MRYViWsAqByucq0DmpN66DWRARFUMevzsXYiuNeulJW0gTu7A6uhc8fAG9/eHQJ+IdaHVGJ+ur3r/j6j6/p16QfXWp3sTocdRXhVcKZFjmN1YdW886Gdxj8n8G0rd6WEa1GEF7l+ofP7Dq5i6m7phLzSwwZ2RlEBEXwfJvn6RjS8WITeVXvquw6tYteDXsRXiWc8Crh3F3X1hE0MS2R2MRY1h1dx/rE9fx44EfA9sWjdbXWtK7emlq+tS5ZHEeHyClXowncme37L3zxEPgGwaNLwS/Y6ohK1KakTbwZ+6Z2WnMxIkLHmh1pF9yO+bvm88mWT3hw2YPcE3YPg5sPLnSP9cubyct6lCUqLIpeN/aivn/9v+yf26yf34Q+QRWCiKoXRVS9KIwxHEo9xPrE9RcT+nf7v7PFjlC5XGX8y/uTlJbkFkPkVOmhCdxZ7V4Jc3vbatx9F9uSuBtLOpfEsFXDqFGhBuM7jNdVxVxQGY8y9G7Ym251uzF5y2Tm7pzLd/u+o1/Tfjxy0yOU8yyX7/sKaiZvWa4lTeo3KfB8lzfrF0REqOlbk5q+Nbm3/r0YY9h/Zj/rE9cza9ssEs4mcCrjFM/8/AxRdXV6XuU6NIE7i/gFcGQjZJ6D9xvBmaNQ7SZ4ZBFUKNwflEuGs+T225n15x9AZx3OciH7AkNXDSUtM41pkdO005qL8yvnx6g2o3go/CHe+997TNw4kU82f8KFnAsX98m931y1fFVSM1PzbSbfX0L9PESEOn51qONXh841OxO5IBLfsr5sS95G44DGGGO0GV25BE3gziB3FZsqdSErE07+AR5e0PqJQidvgIGnTjNw38GCd6h1uhiCLX5vrHuDuONxvNfpPcL8w6wORxWTUL9Q/vW3f7Hu6DpGxozkQsYFKpSpQED5AG6ocAPrE9eTkpHCPfXvKbCZvKTlDpFLPp9MA/8GzNs1Dx8vH4a2HKpJXDk9TeDOYPU78I8PYekzkLLfNg3frUNg5Rho+Vjhj5NnVjdXGY/61e9fsfCPhfRr0o/I2u45l3tpF1E9gvnd5hO1OIr0rHQOnD1AelY65T3LM6/bPOpWrmtpfLn30id3mczUuKnM3DaTHJPD8FbDNYkrp6YJ3Bmc2AVrPrQlb5+q0GcheJaFuQ9bHVmJ2py0mTfWvcFtwbe5ZKe1/GbgauICtyysEFQxiPvq38eK/Suo6l2Vlje0xMPDw/LkDX/eSw/0CeSFiBcQEWZtn0UOOYxsNVKTuHJamsCtlrAexAP2/Af864Jvddt4732rS3QVG6slnUti6KqhVK9QnfHtXbPTWt4ZuJyFM3+piG4czZc7vyTQO5Bl+5Y5ZW9vEWF0m9F4iAdzts/BGMNzrZ/TJK6ckiZwqxgDayfBj69AeT9bjbusD2BsybuEV7GxUu5Ma2mZaUyNnOrQaTjdnTN+qciVe785d+y2s/b2FhFGtR6FIHy24zMMxvZck7hyMprArXD+lC1B71wG4XdDj49h90+w5GlbL/Tlz5X4KjZXU5KzVI2PHc+W41t4t+O7lnRcUta50thtZyIiF2vec7bPIcfkMLrNaE3iyqloAne0w/+Drx6DM0fgzjeg7UAQsSXrDfYOZ1dbTtQBcld8Ko5Zqi7/MrDh2AYAPtvxGXeE3lE8ASuXUNix285ARGz3wBFmb59NjsnhxYgXNYkrp6EJ3FGMgdipsOJF26Qsj38PNVtbHVWBohtH02NxD0IqhnAq4xSvrX2NRbsX0TO8J1O2TMHLw+viP0/xvOTn5Y+rlKtCl1pd2Ht6L/tO76NdjXaEVgrFw0MXmVDWKGxfARFhRKsReIgH/972bwBeiHhBF0hRTkETuCOkn7Y1j29fDA3ugh6fgE8VwHknXwn0CaRzzc4s27uMbJPNgt8XkGNymLV9VpGOW86zHCNbj+TR7x91yk5MqnS4lr4CIsKwlsMQEWZunYkxhhfbvqhJXFlOE3hJO7oF5j8KKQehy1ho9wzkqXlespbwv1sBMPOxDZaEmlfc8ThWJawi22QTWimUUxmnWNR9EVXLVyXLZJGdk01WThbZJpvMnEzb8zzbs0yW7XX79jnb57A+cT2hlUJZ8PsCourplJXKdYgIQ1sMRRBmbJ1BDjm83PZlTeLKUprAr9fPb0LM+IJf7zAKfKvB96NtY7sf+xZq3+K4+IogJiGGETEjCPAOwMvDi4SzCZf0Gi4jZa553eeQiiFELojkQvYFXTBCuSQRYUiLIXiIB9Pjp2OM4ZVbXtEkriyjCfx65Zn1jJm2JQwvdj7LOAtLh8DqCVDvdrh36jVNiWqlr37/itfWvsaNVW7k49s/5tn/PEtmTmaRew27yhAipa5ERHim+TMIwrT4aRgMr97yqiZxZQlN4MUtcSt89Sic3At/exluG3ZJk7mzMsbw8eaPmRI3hduCb+Pdju/iU8anWHsNu8oQIqWuRER4uvnTeIgHU+KmkGNyGNturCZx5XCawIsq7ypi794IaSdsHdT6LoE67a/+/jxN8RdnLR+TZ2KTjs//WdMvIZk5mYxbM45FuxfRI6wHr9zyyjU3kRdGUb4MOPMMY6r0EREGNRuEiDB5y2SMMYxtN9bqsFQpowm8KHJXEascCmlJcPYoeJWHjqMKl7zB8gVIzmWeY3jMcH45/AtPNn3y4h8lZ+PMM4yp0ik3iXvgwaQtk1i8Z/HF14pz4iOlCqJtPkWx+h2I+hDOHIJzJ6DTaHh4HsROszqyQjlx/gSPr3ic3478xiu3vMLg5oOdMnkr5cyeavYUTQObArb1zVve0JL4R+Pp07APjQMaWxydcmdaAy+KE7ugdjuoFGJbkKTT85Cdadvu5A6cOcCAHwdw4vwJJnaeSKeanawOSSmX9UGnD+j6dVeS05PJMTkcPntYR1uoEqc18KIICIeDa2z3vL0r27YdXOP0q4jFHY/jkeWPkJaZxqd3fqrJW6kiCvQJ5IEGD1CxTEVOZZyi73d9uSv0Lh1toUqUJvCi6DDCtihJegqYnD9XEeswwurIChSTEMM/V/yTCmUqMOfvcy42/Smliia6cTTns84TXDGYpPNJ/Hr4Vw6dPWR1WMqNaRN6UeSuFuZEq4hdyeVjvLV2oFTxyZ3rIDEtkTtq38Gao2vovbw3k26fRKOARld9f34jLfLSkRbqcprAi8rJVhHLT0FjvJVSxSt3roPREaM5k3GGp1Y+xeMrHuedju/QIaTDFd97ybTKFoxIUa5HE/j1ym8qVQeP3y4MR43xVkpdOtdBgHcAn9/9OQNXDuTp/zzNS21f4oEGDzgslsuX8c2lQ9vchybw65V3KlUncvkvbYs5LQBbzWBcu3E6TEwpBwrwDuDfd/2b4THDGbdmHEdTj/J086cd8nvYqGojGlVtRN+b+uLt5U3l8pWZEDtB/wa4Ee3E5mYaVW1En4Z9uDngZny8fPAQDyKqRxAZGqm/uEpZwKeMDx/+7UPuq38f0+KnMfqX0WRmZ5b4ebvV7cb8XfPp+nVXpsdP5/i54yzdu1SnMnYjblUDF5G7gImAJzDdGHOF5cLcy4XsC2w5vgWAL3d+SbbJxgMPxt06jrc3vM349qWmKFySThXr3rw8vHj1llepUbEGH276kBPnTvB+5/fxLetb7Oc6lnaM6fHTWfjHQrJysgirHEbvhr2ZsXWGLuPrZtwmgYuIJ/AxEAkcAtaLyBJjzHZrIysZ2SabrSe2svboWmKPxrIpaRPp2el4iAf+5fw5n3WeOn512Hlyp/7SugCdKtb9iQj9m/aneoXqvPLrK/T9ri+fdPmEoApBxXL84+eO8+nWT/lq11fkmBy6h3Xnvvr3MWDlAFIyUnRiGTfkNgkcaAPsNsbsBRCRuUB3wOkT+OX3rfObR9kYw56UPaxLXMe6o+uIPRJLWnYaAGGVw7ivwX1EBEXQKqgV6VnpRC6IxBijv7RKOZl/1PsHgT6BDP15KL2/7c2kLpMIr3L9kz+dOH+CGVtnMH/XfLJysoiqF0X/pv0J8Q0BIKpeFE/88ATdw7rrF3k3404JPBhIyPP8EBBx+U4i0h/oDxAcHMz+/fsdEtyV1CxTk5rBNdmbuheAN5u9ybTd0ziXdY4pa6YQlxJH3Kk4UjJTAAgqH0TLSi2JCIqgSeUm+Jf1tx0oB5KPJANQuUxldp3aRbca3Ug9lkoqqdcVW3p6OkCxlFNxHqu4FDam5ORkB0TjvIrr/+5ajnO1Mnfl6ymIIN5s+iZj4sfwyPJHGH3TaJpXaX5Nx0m5kMLXCV/z7ZFvycrJonO1zjxU+yGqe1cnKzmL/cm290b6RbK9wnYi/SKveLzSfo07WnGUtzsl8Px6aJm/bDBmKjAVoFWrViY0NLSEw7q6ITcMocfiHoT6hpKalcqkg5P4/vD3GAwrj60kwDuAdiHtaFu9LW2qtyG4ou2Lx5ViD94WTOaZTIbcOqRI37rL7ywPcMVzWXGs4nItMTlT3I5WXP9313qcK+3n8tcTocytM5eBPw1k3NZxvNruVXqE9bjqcU6ln2LmtpnM3TmXjOwM7q5zN0/e/CS1K9Uu8DyzwmcVKn5nKsvSoKjl7U4J/BBQM8/zEOCIRbFck0CfQKLqRfHNH9+QlpVGwtkEQiqG0Pum3rSt3pa6fnWvuQd5UdbeVgq0Y50jBFUIYtZdsxi6aigv//oyR9OOMqDpgHz3TUlPYdb2WXyx4wvOZ52na52uDLh5AHX86jg4auUs3CmBrwfqi0gd4DDQE+hlbUiF16JaCz7b8RmVylZCEGb/fbYmX2Up7VjnGL5lffnk9k8Ys2YMkzZPYtLmSRdfy/3CVM2nGqmZqZzLPMedoXcy4OYB1Ktcz6qQlZNwmwRujMkSkcHACmzDyGYYY7ZZHFahnEw/yfh14/EUT9Iy0+jVsJcmb+U2irMm766tAmU8y/Dara+x7/Q+4k/EU6lsJUIrhdIuuB2fxn/KsXPHuKP2HTx181OE+YdZHa5yEm6TwAGMMcuB5VbHcS1yTA4v/vIiKRkp1PWry7Fzx3SiBeVWirMm786tAiLCxM4T+fvXf+fMhTPEnYgj7kQcZTzKMC1yGm1rtLU6ROVk3CqBu6LZ22bzy+FfeCHiBX7Y/wN+5fy09q1UKRXoE8j9De5n2d5leIkXEdUjqOJdRZO3ypcmcAttOb6FiRsn0qVWF3qG9+SH/T9YHRLgvs2USrmC6MbRfLnzS8L9w/nlyC86j4MqkCZwi5zOOM1zMc9RrUI1xt461qnmKXfnZkrQLyjKueWuK77r1C7tD6OuSBO4BYwxjPltDEnnkpjVdRaVylayOqRSxd2/oCjXl7uuuPaHUVeiq5FZYO6uuaw8uJJnWzxL08CmVoejlHIyOo+DKgxN4A62I3kHb69/m/bB7enbqK/V4SillHJR2oTuQGmZaYxcPRL/cv68ftvreIj7f3/S+81KKVUyNIFfp/wSU16XJyZjDOPWjCPhbALT75iOf3l/R4RpOb3frJRSJUMT+HXKm5ge//5xAGbeNbPA/RftXsTyfcsZ1GwQrYNaOyRGpZRS7ksTuAPsSdnDG+veICIogn5N+lkdjlKqGOltImUVTeAl7HzWeUbEjMCnjA9vtn8TTw9Pq0NSShUjvU2krKIJvIRNiJ3A7pTdTOkyhUCfQKvDUUop5Sbcvxu0hZbvXc7CPxbyRJMnaBfczupwlFJKuRFN4CXkwJkDjF0zlmaBzRjUbJDV4SillHIz2oReAi5kX2BkzEi8PLx4q8NbeHloMSulrkw7w6lrpZmlBLy74V12nNzBvzr/i+oVq1sdjlLKBWhnOHWttAm9mP108Ce+2PkFfRr2oXOtzlaHo5RSyk1pDbwYHUk9wsu/vsxNVW9iaMuhDj+/NsEppVTpoQm8CPp+15dNSZsuPr9z4Z22B8a2mlBhFGfS1SY4pZQqPTSBF0Gjqo1oVLURO0/u5NDZQySeS6R9cHtC/UILfQxNukoppa6H3gMvgujG0SzZs4Tk88kknkvk7rp3E3cijujG0VaHppRSys1pAi+CQJ9AoupFkXA2AW8vbyqVrURUvSgCvAOsDk0ppZSb0wReRNGNozEYgisGs3zfcq19K6WUcghN4EUU6BNIVe+q7Du9T2vfSimlHEY7sRWDIJ8g0rPStfatlFLKYbQGXgzKepalgX8DrX0rpZRyGK2BK6WUcimXz8GRq/kNzZnddbYFEVlDE7hSSimXkjsHx6g2oy5umxA7ARGxMCrH0yZ0pZRSLiV3Do7j544DcPzccZbuXVrq+iFpAldKKeVScufgmLF1BgAzts4olaOANIErpZRyObm18B3JO0pl7Rs0gSullHJBubXwJ354olTWvkE7sSmllHJR0Y2j2Xd6X6msfYMmcKWUUi4q0CeQyZGTrQ7DMtqErpRSSrkgTeBKKaWUC9Im9Os0afMkPtnyySXbmsxqcvHxUzc/xcBmAx0dllJKqVJCE/h1GthsoCZopZRSltEmdKWUUsoFaQJXSimlXJAmcKWUUsoFaQJXSimlXJAmcKWUUsoFaQJXSimlXJAmcKWUUsoFaQJXSimlXJAmcKWUUsoFWTYTm4iMAfoBx+2bXjDGLLe/Nhr4J5ANPGOMWWHffhcwEfAEphtjxtu31wHmAlWAjcAjxpgLjvs0SimlSrO+3/VlU9Kmv2xvfkNzZnedXSLntHoq1feNMe/k3SAiNwE9gUZADWCliDSwv/wxEAkcAtaLyBJjzHZggv1Yc0VkMrbkf+lE5UoppVQJaVS1EY2qNmJUm1EXt02InYCIlNg5nbEJvTsw1xiTYYzZB+wG2tj/7TbG7LXXrucC3cVWOn8DFtjfPwvoYUHcSimlSqnoxtEs2bOE4+dsjcrHzx1n6d6lRDeOLrFzWl0DHywifYENwHBjzCkgGFibZ59D9m0ACZdtjwCqAinGmKx89v8LEekP9AcIDg5m//79xfAxHC85OdnqEEoVLW/H0zJ3LC3vousU2IkPfvuAfmH9mLZ7Gp0COpF6LJVUUv+yb3GUd4kmcBFZCQTl89KL2Jq4/w8w9p/vAtFAfu0NhvxbC8wV9s+XMWYqMBWgVatWJjQ0tOAP4ORcOXZXpOXteFrmjqXlXTRDbhhCj8U96NO8DzEnYljUfREB3gEGZv3jAAAIIklEQVQF7l/U8i7RBG6M6VKY/URkGrDM/vQQUDPPyyHAEfvj/LafACqLiJe9Fp53f6WUUsohAn0CiaoXxRM/PEH3sO5XTN7FwbJ74CJSPc/Te4Ct9sdLgJ4iUs7eu7w+EAusB+qLSB0RKYuto9sSY4wBfgbut7//UWCxIz6DUkoplVd042iaBDQp0Xvfuay8B/6WiDTD1ty9H3gSwBizTUTmA9uBLGCQMSYbQEQGAyuwDSObYYzZZj/WKGCuiLwGbAI+deQHUUoppcBWC58cOdkh57IsgRtjHrnCa68Dr+ezfTmwPJ/te7H1UldKKaVKBWccRqaUUkqpq9AErpRSSrkgTeBKKaWUC9IErpRSSrkgTeBKKaWUC9IErpRSSrkgTeBKKaWUCxLbRGalk4gcBw5YHcd1CsA2jaxyDC1vx9Mydywtb8e6lvKubYwJvHxjqU7grkxENhhjWlkdR2mh5e14WuaOpeXtWMVR3tqErpRSSrkgTeBKKaWUC9IE7rqmWh1AKaPl7Xha5o6l5e1YRS5vvQeulFJKuSCtgSullFIuSBO4Ukop5YI0gbsYEdkvIvEisllENlgdjzsSkRkikiQiW/NsqyIiP4rIH/af/lbG6E4KKO8xInLYfp1vFpG/WxmjOxGRmiLys4jsEJFtIvKsfbte4yXkCmVepOtc74G7GBHZD7QyxuiECyVERDoAqcBsY0xj+7a3gJPGmPEi8jzgb4wZZWWc7qKA8h4DpBpj3rEyNnckItWB6saYjSLiC/wP6AE8hl7jJeIKZf4gRbjOtQau1GWMMauBk5dt7g7Msj+ehe2XTxWDAspblRBjzFFjzEb747PADiAYvcZLzBXKvEg0gbseA/wgIv8Tkf5WB1OKVDPGHAXbLyNwg8XxlAaDRSTO3sSuzbklQERCgebAOvQad4jLyhyKcJ1rAnc9txpjWgBdgUH25kel3M0nQD2gGXAUeNfacNyPiFQEFgJDjDFnrI6nNMinzIt0nWsCdzHGmCP2n0nAN0AbayMqNY7Z72Pl3s9Ksjget2aMOWaMyTbG5ADT0Ou8WIlIGWyJ5HNjzNf2zXqNl6D8yryo17kmcBciIhXsHSAQkQrAHcDWK79LFZMlwKP2x48Ciy2Mxe3lJhK7e9DrvNiIiACfAjuMMe/leUmv8RJSUJkX9TrXXuguRETqYqt1A3gBXxhjXrcwJLckIl8CnbAt93cMeBVYBMwHagEHgQeMMdrxqhgUUN6dsDUrGmA/8GTu/VlVNCJyG/BfIB7IsW9+Ads9Wb3GS8AVyvxhinCdawJXSimlXJA2oSullFIuSBO4Ukop5YI0gSullFIuSBO4Ukop5YI0gSullFIuSBO4Uk5MRN4XkSF5nq8Qkel5nr8rIsNEpIaILLjGYz8mIh/ls72aiCwTkS0isl1ElhftU1w1jtC8K5Hl2d5JRE5fz/lFpLqI/HCF138WkVQRaXWtx1bKWWgCV8q5/Qa0AxARD2xjpRvleb0d8Ksx5ogx5v5iOuc44EdjzM3GmJuA54vpuNfjv8aY61lK9C5gRUEvGmM6A7ocr3JpmsCVcm6/Yk/g2BL3VuCsiPiLSDmgIbApby3WXrP+WkS+t6/t/FbuwUTkcRH5XURigFsLOGd14FDuE2NMnP29nURktYh8Y6+ZT7Z/qUBE7hCRNSKyUUS+ss/5jIi0FJEY++I7K/JM1dnSXsNfAwwqTEHYzx8jIvPtn2G8iPQWkVgRiReRenl2vwv4zl4TX21fa3mriLQvzLmUcgWawJVyYva577NEpBa2RL4G24xZtwCtgDhjzIV83toMeAhoAjwkIjXtyXMstsQdCdxUwGk/Bj61NzO/KCI18rzWBhhuP2494F4RCQBeArrYF9rZAAyzz/38IXC/MaYlMAPInTlwJvCMMeaWayySm4Fn7ed/BGhgjGkDTAeeBhARTyDcGLMd6AWsMMY0s7938zWeTymn5WV1AEqpq8qthbcD3sO2jnA74DS2Jvb8/GSMOQ0gItuB2tia31cZY47bt88DGlz+RmPMCvu0vXdhW/Vuk4g0tr8ca4zZa3//l8BtQDq2LwO/2qZ8piy2LxrhQGPgR/t2T+CoiPgBlY0xMfZjzrGfpzDW5041KSJ7gNz73PFAZ/vjCP5cqnE9MMP+ZWKRMUYTuHIbmsCVcn6598GbYGtCT8BWCz6DrVabn4w8j7P583e9UHMn2+fA/gL4QkSWAR2A5HzebwDBds/84bwviEgTYNvltWwRqVzYOPKR93Pl5Hmew5+fsSvwvf1zrLYvuXs3MEdE3jbGzL7OcyvlVLQJXSnn9yvQDThpX3rwJFAZWzP6mms4zjqgk4hUtddIH8hvJxH5m4j42B/7YmsqP2h/uY2I1LHf+34I+AVYC9wqImH29/iISANgFxAoIrfYt5cRkUbGmBTgtH2BB4De1/AZCuN24Cf7OWsDScaYadhWg2pRzOdSyjKawJVyfvHYmr/XXrbttDHmRGEPYm96HoMt6a8ENhawa0tgg4jE2fedboxZb39tDTAeW0vAPuAbe5P8Y8CX9vesBW6035u/H5ggIluw3X/O7ZD3OPCxvRPb+cJ+hqsRkUAg3Rhzxr6pE7BZRDYB9wETi+tcSllNVyNTShWKiHQCRhhjujnr+USkDxBijBlfiH1X2Y+vw8mUS9J74EopZ3UBaCwiyws7FtwY81lh9hORn4G6QGYR4lPKUloDV0oppVyQ3gNXSimlXJAmcKWUUsoFaQJXSimlXJAmcKWUUsoFaQJXSimlXND/A/mGwIZht9w5AAAAAElFTkSuQmCC\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x360 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -288,7 +1398,11 @@
     "bstdmin = bin_mins_std[variab]\n",
     "\n",
     "# create plot\n",
-    "loads.binplotter(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,xlabel='Wind Speed [m/s]',ylabel=variab,title='Binned Stats')\n"
+    "loads.plot_bin_statistics(bcenters,bmean,bmax,bmin,\n",
+    "                          bstdmean,bstdmax,bstdmin,\n",
+    "                          xlabel='Wind Speed [m/s]',\n",
+    "                          ylabel=variab,\n",
+    "                          title='Binned Stats')\n"
    ]
   },
   {
@@ -301,9 +1415,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.7.4 64-bit",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python37464bit5b3fdd4675464f71a51d22569ec1a318"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -315,9 +1429,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4-final"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}
diff --git a/mhkit/loads.py b/mhkit/loads.py
index 078f0d517..fe6058069 100644
--- a/mhkit/loads.py
+++ b/mhkit/loads.py
@@ -1,11 +1,9 @@
-# import statements
-import pandas as pd 
-import numpy as np
-import fatpack #### this is a 3rd party module used for rainflow counting
 from scipy.stats import binned_statistic
 import matplotlib.pyplot as plt 
+import pandas as pd 
+import numpy as np
+import fatpack
 
-################ general functions
 
 def bin_stats(df,x,bin_edges,statlist=[]):
     """
@@ -83,7 +81,7 @@ def bin_stats(df,x,bin_edges,statlist=[]):
 
 ################ fatigue functions
 
-def damage_equivalent_load(var, m, binNum=100, t=600):
+def damage_equivalent_load(var, m, bin_num=100, t=600):
     """ Calculates the damage equivalent load of a single variable
     
     Parameters: 
@@ -94,7 +92,7 @@ def damage_equivalent_load(var, m, binNum=100, t=600):
     m : float/int
         fatigue slope factor of material
     
-    binNum : int
+    bin_num : int
         number of bins for rainflow counting method (minimum=100)
     
     t : float/int
@@ -112,14 +110,14 @@ def damage_equivalent_load(var, m, binNum=100, t=600):
         pass
     assert isinstance(var, np.ndarray), 'var must be of type np.ndarray'
     assert isinstance(m, (float,int)), 'm must be of type float or int'
-    assert isinstance(binNum, (float,int)), 'binNum must be of type float or int'
+    assert isinstance(bin_num, (float,int)), 'bin_num must be of type float or int'
     assert isinstance(t, (float,int)), 't must be of type float or int'
 
     # find rainflow ranges
     ranges = fatpack.find_rainflow_ranges(var)
 
     # find range count and bin
-    Nrf, Srf = fatpack.find_range_count(ranges,binNum)
+    Nrf, Srf = fatpack.find_range_count(ranges, bin_num)
 
     # get DEL
     DELs = Srf**m * Nrf / t
@@ -130,7 +128,7 @@ def damage_equivalent_load(var, m, binNum=100, t=600):
     
 ################ plotting functions
 
-def statplotter(x,vmean,vmax,vmin,vstdev=[],xlabel=None,ylabel=None,title=None,savepath=None):
+def plot_statistics(x,vmean,vmax,vmin,vstdev=[],xlabel=None,ylabel=None,title=None,savepath=None):
     """
     plot showing standard raw statistics of variable
 
@@ -189,7 +187,7 @@ def statplotter(x,vmean,vmax,vmin,vstdev=[],xlabel=None,ylabel=None,title=None,s
         plt.close()
 
 
-def binplotter(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,xlabel=None,ylabel=None,title=None,savepath=None):
+def plot_bin_statistics(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,xlabel=None,ylabel=None,title=None,savepath=None):
     """
     plot showing standard binned statistics of single variable
 
@@ -235,4 +233,4 @@ def binplotter(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,xlabel=None,yla
     if savepath==None: plt.show()
     else: 
         fig.savefig(savepath)
-        plt.close()
\ No newline at end of file
+        plt.close()
diff --git a/mhkit/tests/data/data_loads.csv b/mhkit/tests/data/data_loads.csv
deleted file mode 100644
index 867a5e643..000000000
--- a/mhkit/tests/data/data_loads.csv
+++ /dev/null
@@ -1,30001 +0,0 @@
-Timestamp,uWind_80m,WD_ModActive,WD_Nacelle,WD_NacelleMod,LSSDW_Tq,LSSDW_My,LSSDW_Mz,TTTq,TT_ForeAft,TT_SideSide,TB_ForeAft,TB_SideSide,BL3_FlapMom,BL3_EdgeMom,BL1_FlapMom,BL1_EdgeMom,ActivePower,yawoffset
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-2017-03-01 01:28:41.020032000,3.22109917667142,1.0,157.30282875903,157.2795818000108,-38.61445877928382,-233.71586990172293,-8.886200008820795,-66.91633780074001,-942.67590589958,-24.350451730838103,-315.445561870791,873.2142124410809,469.2447362277,-163.588004778342,32.69782249945591,-62.30063719823591,-5.671178095710084,0.02324695901921814
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diff --git a/mhkit/tests/data/data_loads_binmaxs.csv b/mhkit/tests/data/data_loads_binmaxs.csv
deleted file mode 100644
index d892cb36a..000000000
--- a/mhkit/tests/data/data_loads_binmaxs.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_binmaxs_std.csv b/mhkit/tests/data/data_loads_binmaxs_std.csv
deleted file mode 100644
index d44cd71e6..000000000
--- a/mhkit/tests/data/data_loads_binmaxs_std.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_binmeans.csv b/mhkit/tests/data/data_loads_binmeans.csv
deleted file mode 100644
index c9626080f..000000000
--- a/mhkit/tests/data/data_loads_binmeans.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_binmeans_std.csv b/mhkit/tests/data/data_loads_binmeans_std.csv
deleted file mode 100644
index 114011ba5..000000000
--- a/mhkit/tests/data/data_loads_binmeans_std.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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-,,,,,,,,,,,,,,,,,
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diff --git a/mhkit/tests/data/data_loads_binmins.csv b/mhkit/tests/data/data_loads_binmins.csv
deleted file mode 100644
index 6129c4db8..000000000
--- a/mhkit/tests/data/data_loads_binmins.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_binmins_std.csv b/mhkit/tests/data/data_loads_binmins_std.csv
deleted file mode 100644
index 08ee66b01..000000000
--- a/mhkit/tests/data/data_loads_binmins_std.csv
+++ /dev/null
@@ -1,23 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_dfmaxs.csv b/mhkit/tests/data/data_loads_dfmaxs.csv
deleted file mode 100644
index 172964d67..000000000
--- a/mhkit/tests/data/data_loads_dfmaxs.csv
+++ /dev/null
@@ -1,332 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_dfmeans.csv b/mhkit/tests/data/data_loads_dfmeans.csv
deleted file mode 100644
index 96af85f57..000000000
--- a/mhkit/tests/data/data_loads_dfmeans.csv
+++ /dev/null
@@ -1,332 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_dfmins.csv b/mhkit/tests/data/data_loads_dfmins.csv
deleted file mode 100644
index e54eb691b..000000000
--- a/mhkit/tests/data/data_loads_dfmins.csv
+++ /dev/null
@@ -1,332 +0,0 @@
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diff --git a/mhkit/tests/data/data_loads_dfstd.csv b/mhkit/tests/data/data_loads_dfstd.csv
deleted file mode 100644
index 362dd794e..000000000
--- a/mhkit/tests/data/data_loads_dfstd.csv
+++ /dev/null
@@ -1,332 +0,0 @@
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diff --git a/mhkit/tests/data/loads_data_dict.json b/mhkit/tests/data/loads_data_dict.json
new file mode 100644
index 000000000..1da892165
--- /dev/null
+++ b/mhkit/tests/data/loads_data_dict.json
@@ -0,0 +1,659144 @@
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+            "WD_NacelleMod": 8.883312363,
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+        },
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+            "TT_ForeAft": 85.86820961,
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+            "WD_ModActive": 0.0,
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+            "WD_NacelleMod": 12.68799776,
+            "uWind_80m": 0.634985111,
+            "yawoffset": 0.035833839
+        }
+    ]
+}
\ No newline at end of file
diff --git a/mhkit/tests/test_loads.py b/mhkit/tests/test_loads.py
index 9773abac8..3f61eddb2 100644
--- a/mhkit/tests/test_loads.py
+++ b/mhkit/tests/test_loads.py
@@ -1,30 +1,31 @@
-# import statements
-import unittest
 from os.path import abspath, dirname, join, isfile
-import pandas as pd 
-import numpy as np
+from pandas.testing import assert_frame_equal
 from mhkit import utils
 from mhkit import loads
-from pandas.testing import assert_frame_equal
+import pandas as pd 
+import numpy as np
+import unittest
+import json
 
 testdir = dirname(abspath(__file__))
+datadir = join(testdir, 'data')
 
 class TestLoads(unittest.TestCase):
 
     @classmethod
     def setUpClass(self):
-        filepath1 = 'data/data_loads.csv'
-        self.df = pd.read_csv(filepath1)
-        filepath2 = 'data/data_loads_dfmeans.csv'
-        self.dfmeans = pd.read_csv(filepath2)
-        filepath3 = 'data/data_loads_dfmaxs.csv'
-        self.dfmaxs = pd.read_csv(filepath3)
-        filepath4 = 'data/data_loads_dfmins.csv'
-        self.dfmins = pd.read_csv(filepath4)
-        filepath5 = 'data/data_loads_dfstd.csv'
-        self.dfstd = pd.read_csv(filepath5)
-        self.bin_means = pd.read_csv('data/data_loads_binmeans.csv')
-        self.bin_means_std = pd.read_csv('data/data_loads_binmeans_std.csv')
+
+        loads_data_file = join(datadir, "loads_data_dict.json")
+        with open(loads_data_file, 'r') as fp:
+            data_dict = json.load(fp)
+        # convert dictionaries into dataframes
+        data = {
+                key: pd.DataFrame(data_dict[key]) 
+                for key in data_dict
+               }
+        self.data = data
+
+
         self.fatigue_tower = 3804
         self.fatigue_blade = 1388
 
@@ -32,15 +33,19 @@ def test_bin_stats(self):
         # create array containg wind speeds to use as bin edges
         b_edges = np.arange(3,26,1)
         # apply function for means
-        [b_means, b_means_std] = loads.bin_stats(self.dfmeans,self.dfmeans['uWind_80m'],b_edges)
+        load_means =self.data['means']
+        bin_against = load_means['uWind_80m']
+        [b_means, b_means_std] = loads.bin_stats(load_means, bin_against, b_edges)
 
-        # check that slices are equal
-        assert_frame_equal(self.bin_means,b_means)
-        assert_frame_equal(self.bin_means_std,b_means_std)
+        assert_frame_equal(self.data['bin_means'],b_means)
+        assert_frame_equal(self.data['bin_means_std'],b_means_std)
 
-    def test_get_DELs(self):
-        DEL_tower = loads.damage_equivalent_load(self.df['TB_ForeAft'],4,binNum=100,t=600)
-        DEL_blade = loads.damage_equivalent_load(self.df['BL1_FlapMom'],10,binNum=100,t=600)
+    def test_damage_equivalent_loads(self):
+        loads_data = self.data['loads']
+        tower_load = loads_data['TB_ForeAft']
+        blade_load = loads_data['BL1_FlapMom']
+        DEL_tower = loads.damage_equivalent_load(tower_load, 4,bin_num=100,t=600)
+        DEL_blade = loads.damage_equivalent_load(blade_load,10,bin_num=100,t=600)
 
         err_tower = np.abs((self.fatigue_tower-DEL_tower)/self.fatigue_tower)
         err_blade = np.abs((self.fatigue_blade-DEL_blade)/self.fatigue_tower)
@@ -48,36 +53,44 @@ def test_get_DELs(self):
         self.assertTrue((err_tower < 0.05).all())
         self.assertTrue((err_blade < 0.05).all())
 
-    def test_scatplotter(self):
+    def test_plot_statistics(self):
         savepath = abspath(join(testdir, 'test_scatplotter.png'))
-        loads.statplotter(self.dfmeans['uWind_80m'],self.dfmeans['TB_ForeAft'],self.dfmaxs['TB_ForeAft'],self.dfmins['TB_ForeAft'],
-            vstdev=self.dfstd['TB_ForeAft'],xlabel='Wind Speed [m/s]',ylabel='Tower Base Mom [kNm]',savepath=savepath)
+
+        loads.plot_statistics( self.data['means']['uWind_80m'],
+                           self.data['means']['TB_ForeAft'],
+                           self.data['maxs']['TB_ForeAft'],
+                           self.data['mins']['TB_ForeAft'],
+                    vstdev=self.data['std']['TB_ForeAft'],
+                    xlabel='Wind Speed [m/s]',
+                    ylabel='Tower Base Mom [kNm]',
+                    savepath=savepath)
         
         self.assertTrue(isfile(savepath))
 
     def test_binplotter(self):
-        # load in data
-        bin_maxs = pd.read_csv('data/data_loads_binmaxs.csv')
-        bin_maxs_std = pd.read_csv('data/data_loads_binmaxs_std.csv')
-        bin_mins = pd.read_csv('data/data_loads_binmins.csv')
-        bin_mins_std = pd.read_csv('data/data_loads_binmins_std.csv')
+        bin_maxs     = self.data['bin_maxs']
+        bin_maxs_std = self.data['bin_maxs_std']
+        bin_mins     = self.data['bin_mins']
+        bin_mins_std = self.data['bin_maxs_std']
+
         # define some extra input variables
         savepath = abspath(join(testdir, 'test_binplotter.png'))
         bcenters = np.arange(3.5,25.5,step=1)
         variab = 'TB_ForeAft'
+
         # decleration of inputs to be used in plotting
-        bmean = self.bin_means[variab]
-        bmax = bin_maxs[variab]
-        bmin = bin_mins[variab]
-        bstdmean = self.bin_means_std[variab]
+        bmean = self.data['bin_means'][variab]
+        bmax  = self.data['bin_maxs'][variab]
+        bmin  = self.data['bin_mins'][variab]
+        bstdmean = self.data['bin_means_std'][variab]
         bstdmax = bin_maxs_std[variab]
         bstdmin = bin_mins_std[variab]
 
         # create plot
-        loads.binplotter(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,
+        loads.plot_bin_statistics(bcenters,bmean,bmax,bmin,bstdmean,bstdmax,bstdmin,
             xlabel='Wind Speed [m/s]',ylabel=variab,title='Binned Stats',savepath=savepath)
 
         self.assertTrue(isfile(savepath))
 
 if __name__ == '__main__':
-    unittest.main()
\ No newline at end of file
+    unittest.main()