diff --git a/docs/tutorials/PVSC 2021 Fig. 3.ipynb b/docs/tutorials/PVSC 2021 Fig. 3.ipynb
deleted file mode 100644
index 0ec83f7b..00000000
--- a/docs/tutorials/PVSC 2021 Fig. 3.ipynb	
+++ /dev/null
@@ -1,1841 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# PVSC Fig. 3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import PV_ICE\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import os,sys\n",
-    "import matplotlib.pyplot as plt\n",
-    "plt.rcParams.update({'font.size': 22})\n",
-    "plt.rcParams['figure.figsize'] = (12, 8)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Your simulation will be stored in C:\\Users\\sayala\\Documents\\GitHub\\CircularEconomy-MassFlowCalculator\\PV_ICE\\TEMP\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "from pathlib import Path\n",
-    "\n",
-    "testfolder = str(Path().resolve().parent.parent / 'PV_ICE' / 'TEMP')\n",
-    "\n",
-    "print (\"Your simulation will be stored in %s\" % testfolder)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "years = list(range(2009,2051))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "USyearly = pd.read_csv(os.path.join(testfolder,'PVSC_USYearly_DataforPlot.csv'))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['Unnamed: 0', 'Waste_glass_Reference.Mod',\n",
-       "       'Waste_silicon_Reference.Mod', 'Waste_silver_Reference.Mod',\n",
-       "       'Waste_copper_Reference.Mod', 'Waste_aluminum_Reference.Mod',\n",
-       "       'Waste_glass_95-by-35.Adv', 'Waste_silicon_95-by-35.Adv',\n",
-       "       'Waste_silver_95-by-35.Adv', 'Waste_copper_95-by-35.Adv',\n",
-       "       'Waste_aluminum_95-by-35.Adv', 'Waste_glass_95-by-35_Elec.Adv_DR',\n",
-       "       'Waste_silicon_95-by-35_Elec.Adv_DR',\n",
-       "       'Waste_silver_95-by-35_Elec.Adv_DR',\n",
-       "       'Waste_copper_95-by-35_Elec.Adv_DR',\n",
-       "       'Waste_aluminum_95-by-35_Elec.Adv_DR',\n",
-       "       'VirginStock_glass_Reference.Mod', 'VirginStock_silicon_Reference.Mod',\n",
-       "       'VirginStock_silver_Reference.Mod', 'VirginStock_copper_Reference.Mod',\n",
-       "       'VirginStock_aluminum_Reference.Mod', 'VirginStock_glass_95-by-35.Adv',\n",
-       "       'VirginStock_silicon_95-by-35.Adv', 'VirginStock_silver_95-by-35.Adv',\n",
-       "       'VirginStock_copper_95-by-35.Adv', 'VirginStock_aluminum_95-by-35.Adv',\n",
-       "       'VirginStock_glass_95-by-35_Elec.Adv_DR',\n",
-       "       'VirginStock_silicon_95-by-35_Elec.Adv_DR',\n",
-       "       'VirginStock_silver_95-by-35_Elec.Adv_DR',\n",
-       "       'VirginStock_copper_95-by-35_Elec.Adv_DR',\n",
-       "       'VirginStock_aluminum_95-by-35_Elec.Adv_DR'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "USyearly.keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>Waste_glass_Reference.Mod</th>\n",
-       "      <th>Waste_silicon_Reference.Mod</th>\n",
-       "      <th>Waste_silver_Reference.Mod</th>\n",
-       "      <th>Waste_copper_Reference.Mod</th>\n",
-       "      <th>Waste_aluminum_Reference.Mod</th>\n",
-       "      <th>Waste_glass_95-by-35.Adv</th>\n",
-       "      <th>Waste_silicon_95-by-35.Adv</th>\n",
-       "      <th>Waste_silver_95-by-35.Adv</th>\n",
-       "      <th>Waste_copper_95-by-35.Adv</th>\n",
-       "      <th>...</th>\n",
-       "      <th>VirginStock_glass_95-by-35.Adv</th>\n",
-       "      <th>VirginStock_silicon_95-by-35.Adv</th>\n",
-       "      <th>VirginStock_silver_95-by-35.Adv</th>\n",
-       "      <th>VirginStock_copper_95-by-35.Adv</th>\n",
-       "      <th>VirginStock_aluminum_95-by-35.Adv</th>\n",
-       "      <th>VirginStock_glass_95-by-35_Elec.Adv_DR</th>\n",
-       "      <th>VirginStock_silicon_95-by-35_Elec.Adv_DR</th>\n",
-       "      <th>VirginStock_silver_95-by-35_Elec.Adv_DR</th>\n",
-       "      <th>VirginStock_copper_95-by-35_Elec.Adv_DR</th>\n",
-       "      <th>VirginStock_aluminum_95-by-35_Elec.Adv_DR</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0.001223</td>\n",
-       "      <td>0.000628</td>\n",
-       "      <td>4.285685e-07</td>\n",
-       "      <td>2.017821e-08</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.001223</td>\n",
-       "      <td>0.000628</td>\n",
-       "      <td>4.285685e-07</td>\n",
-       "      <td>2.017821e-08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.025386e+03</td>\n",
-       "      <td>1036.039007</td>\n",
-       "      <td>23.764247</td>\n",
-       "      <td>4.485386</td>\n",
-       "      <td>7.738673e+02</td>\n",
-       "      <td>8.025386e+03</td>\n",
-       "      <td>1.036039e+03</td>\n",
-       "      <td>23.764247</td>\n",
-       "      <td>4.485386</td>\n",
-       "      <td>7.738673e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.001124</td>\n",
-       "      <td>0.000286</td>\n",
-       "      <td>2.009061e-07</td>\n",
-       "      <td>1.964373e-08</td>\n",
-       "      <td>7.984519e-12</td>\n",
-       "      <td>0.001124</td>\n",
-       "      <td>0.000286</td>\n",
-       "      <td>2.009061e-07</td>\n",
-       "      <td>1.964373e-08</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.713247e+03</td>\n",
-       "      <td>640.162987</td>\n",
-       "      <td>11.157407</td>\n",
-       "      <td>4.371755</td>\n",
-       "      <td>7.533675e+02</td>\n",
-       "      <td>7.713247e+03</td>\n",
-       "      <td>6.401630e+02</td>\n",
-       "      <td>11.157407</td>\n",
-       "      <td>4.371755</td>\n",
-       "      <td>7.533675e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>0.013594</td>\n",
-       "      <td>0.003413</td>\n",
-       "      <td>2.024336e-06</td>\n",
-       "      <td>2.375177e-07</td>\n",
-       "      <td>4.722305e-10</td>\n",
-       "      <td>0.013594</td>\n",
-       "      <td>0.003413</td>\n",
-       "      <td>2.024336e-06</td>\n",
-       "      <td>2.375177e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.326221e+04</td>\n",
-       "      <td>7689.440032</td>\n",
-       "      <td>111.997100</td>\n",
-       "      <td>52.827243</td>\n",
-       "      <td>9.109097e+03</td>\n",
-       "      <td>9.326221e+04</td>\n",
-       "      <td>7.689440e+03</td>\n",
-       "      <td>111.997100</td>\n",
-       "      <td>52.827243</td>\n",
-       "      <td>9.109097e+03</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>0.013084</td>\n",
-       "      <td>0.003423</td>\n",
-       "      <td>1.558864e-06</td>\n",
-       "      <td>2.286382e-07</td>\n",
-       "      <td>5.549092e-09</td>\n",
-       "      <td>0.013084</td>\n",
-       "      <td>0.003423</td>\n",
-       "      <td>1.558864e-06</td>\n",
-       "      <td>2.286382e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.976487e+04</td>\n",
-       "      <td>7557.015035</td>\n",
-       "      <td>86.524936</td>\n",
-       "      <td>50.841191</td>\n",
-       "      <td>8.767506e+03</td>\n",
-       "      <td>8.976487e+04</td>\n",
-       "      <td>7.557015e+03</td>\n",
-       "      <td>86.524936</td>\n",
-       "      <td>50.841191</td>\n",
-       "      <td>8.767506e+03</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>0.041959</td>\n",
-       "      <td>0.010847</td>\n",
-       "      <td>3.640602e-06</td>\n",
-       "      <td>7.628068e-07</td>\n",
-       "      <td>3.735847e-08</td>\n",
-       "      <td>0.041959</td>\n",
-       "      <td>0.010847</td>\n",
-       "      <td>3.640602e-06</td>\n",
-       "      <td>7.628068e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.015900e+05</td>\n",
-       "      <td>24561.064097</td>\n",
-       "      <td>203.098965</td>\n",
-       "      <td>169.758582</td>\n",
-       "      <td>2.924719e+04</td>\n",
-       "      <td>3.015900e+05</td>\n",
-       "      <td>2.456106e+04</td>\n",
-       "      <td>203.098965</td>\n",
-       "      <td>169.758582</td>\n",
-       "      <td>2.924719e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0.041021</td>\n",
-       "      <td>0.010312</td>\n",
-       "      <td>3.244131e-06</td>\n",
-       "      <td>7.322020e-07</td>\n",
-       "      <td>1.855378e-07</td>\n",
-       "      <td>0.041021</td>\n",
-       "      <td>0.010312</td>\n",
-       "      <td>3.244131e-06</td>\n",
-       "      <td>7.322020e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.948416e+05</td>\n",
-       "      <td>23449.823276</td>\n",
-       "      <td>181.582129</td>\n",
-       "      <td>162.572253</td>\n",
-       "      <td>2.804289e+04</td>\n",
-       "      <td>2.948416e+05</td>\n",
-       "      <td>2.344982e+04</td>\n",
-       "      <td>181.582129</td>\n",
-       "      <td>162.572253</td>\n",
-       "      <td>2.804289e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>6</td>\n",
-       "      <td>0.086805</td>\n",
-       "      <td>0.022937</td>\n",
-       "      <td>6.211354e-06</td>\n",
-       "      <td>1.783707e-06</td>\n",
-       "      <td>7.133639e-07</td>\n",
-       "      <td>0.086805</td>\n",
-       "      <td>0.022937</td>\n",
-       "      <td>6.211354e-06</td>\n",
-       "      <td>1.783707e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.551432e+05</td>\n",
-       "      <td>52589.010236</td>\n",
-       "      <td>347.870650</td>\n",
-       "      <td>396.287453</td>\n",
-       "      <td>6.340030e+04</td>\n",
-       "      <td>6.551432e+05</td>\n",
-       "      <td>5.258901e+04</td>\n",
-       "      <td>347.870650</td>\n",
-       "      <td>396.287453</td>\n",
-       "      <td>6.340030e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>7</td>\n",
-       "      <td>0.080150</td>\n",
-       "      <td>0.020210</td>\n",
-       "      <td>5.593786e-06</td>\n",
-       "      <td>1.897091e-06</td>\n",
-       "      <td>2.236392e-06</td>\n",
-       "      <td>0.080150</td>\n",
-       "      <td>0.020210</td>\n",
-       "      <td>5.593786e-06</td>\n",
-       "      <td>1.897091e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.367041e+05</td>\n",
-       "      <td>49194.730224</td>\n",
-       "      <td>312.035735</td>\n",
-       "      <td>419.025058</td>\n",
-       "      <td>6.268391e+04</td>\n",
-       "      <td>6.367041e+05</td>\n",
-       "      <td>4.919473e+04</td>\n",
-       "      <td>312.035735</td>\n",
-       "      <td>419.025058</td>\n",
-       "      <td>6.268391e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>8</td>\n",
-       "      <td>0.106870</td>\n",
-       "      <td>0.022679</td>\n",
-       "      <td>7.980107e-06</td>\n",
-       "      <td>3.157919e-06</td>\n",
-       "      <td>6.008380e-06</td>\n",
-       "      <td>0.106870</td>\n",
-       "      <td>0.022679</td>\n",
-       "      <td>7.980107e-06</td>\n",
-       "      <td>3.157919e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.960064e+05</td>\n",
-       "      <td>63216.628971</td>\n",
-       "      <td>442.471248</td>\n",
-       "      <td>694.637934</td>\n",
-       "      <td>8.945712e+04</td>\n",
-       "      <td>8.960064e+05</td>\n",
-       "      <td>6.321663e+04</td>\n",
-       "      <td>442.471248</td>\n",
-       "      <td>694.637934</td>\n",
-       "      <td>8.945712e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>9</td>\n",
-       "      <td>0.109019</td>\n",
-       "      <td>0.017783</td>\n",
-       "      <td>8.192585e-06</td>\n",
-       "      <td>3.177004e-06</td>\n",
-       "      <td>1.437589e-05</td>\n",
-       "      <td>0.109019</td>\n",
-       "      <td>0.017783</td>\n",
-       "      <td>8.192585e-06</td>\n",
-       "      <td>3.177004e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.134817e+05</td>\n",
-       "      <td>55380.797254</td>\n",
-       "      <td>448.126733</td>\n",
-       "      <td>688.803066</td>\n",
-       "      <td>8.572974e+04</td>\n",
-       "      <td>9.134817e+05</td>\n",
-       "      <td>5.538080e+04</td>\n",
-       "      <td>448.126733</td>\n",
-       "      <td>688.803066</td>\n",
-       "      <td>8.572974e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>10</td>\n",
-       "      <td>0.195854</td>\n",
-       "      <td>0.029167</td>\n",
-       "      <td>1.413817e-05</td>\n",
-       "      <td>6.304032e-06</td>\n",
-       "      <td>3.149377e-05</td>\n",
-       "      <td>0.194930</td>\n",
-       "      <td>0.029029</td>\n",
-       "      <td>1.407329e-05</td>\n",
-       "      <td>6.275057e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.632957e+06</td>\n",
-       "      <td>94182.347348</td>\n",
-       "      <td>765.783324</td>\n",
-       "      <td>1356.760012</td>\n",
-       "      <td>1.523814e+05</td>\n",
-       "      <td>1.645299e+06</td>\n",
-       "      <td>9.489416e+04</td>\n",
-       "      <td>771.571005</td>\n",
-       "      <td>1367.014212</td>\n",
-       "      <td>1.535330e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>11</td>\n",
-       "      <td>0.177409</td>\n",
-       "      <td>0.024827</td>\n",
-       "      <td>1.231834e-05</td>\n",
-       "      <td>6.267344e-06</td>\n",
-       "      <td>6.441594e-05</td>\n",
-       "      <td>0.176573</td>\n",
-       "      <td>0.024710</td>\n",
-       "      <td>1.226383e-05</td>\n",
-       "      <td>6.239381e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.563819e+06</td>\n",
-       "      <td>84123.648855</td>\n",
-       "      <td>643.391203</td>\n",
-       "      <td>1309.350048</td>\n",
-       "      <td>1.476974e+05</td>\n",
-       "      <td>1.575638e+06</td>\n",
-       "      <td>8.475944e+04</td>\n",
-       "      <td>648.253863</td>\n",
-       "      <td>1319.245930</td>\n",
-       "      <td>1.488137e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>12</td>\n",
-       "      <td>0.187496</td>\n",
-       "      <td>0.025955</td>\n",
-       "      <td>1.273085e-05</td>\n",
-       "      <td>6.949641e-06</td>\n",
-       "      <td>1.246754e-04</td>\n",
-       "      <td>0.186308</td>\n",
-       "      <td>0.025790</td>\n",
-       "      <td>1.265886e-05</td>\n",
-       "      <td>6.909687e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.646076e+06</td>\n",
-       "      <td>86301.832023</td>\n",
-       "      <td>629.443398</td>\n",
-       "      <td>1385.729134</td>\n",
-       "      <td>1.554664e+05</td>\n",
-       "      <td>1.667130e+06</td>\n",
-       "      <td>8.740568e+04</td>\n",
-       "      <td>637.494346</td>\n",
-       "      <td>1403.453419</td>\n",
-       "      <td>1.574549e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>13</td>\n",
-       "      <td>0.185151</td>\n",
-       "      <td>0.025336</td>\n",
-       "      <td>1.276931e-05</td>\n",
-       "      <td>7.452795e-06</td>\n",
-       "      <td>2.303997e-04</td>\n",
-       "      <td>0.183984</td>\n",
-       "      <td>0.025176</td>\n",
-       "      <td>1.270379e-05</td>\n",
-       "      <td>7.413310e-06</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.618034e+06</td>\n",
-       "      <td>82645.936987</td>\n",
-       "      <td>572.863065</td>\n",
-       "      <td>1369.501626</td>\n",
-       "      <td>1.528179e+05</td>\n",
-       "      <td>1.638730e+06</td>\n",
-       "      <td>8.370303e+04</td>\n",
-       "      <td>580.190318</td>\n",
-       "      <td>1387.018351</td>\n",
-       "      <td>1.547726e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>14</td>\n",
-       "      <td>0.246776</td>\n",
-       "      <td>0.031118</td>\n",
-       "      <td>1.694638e-05</td>\n",
-       "      <td>1.054243e-05</td>\n",
-       "      <td>4.088584e-04</td>\n",
-       "      <td>0.388597</td>\n",
-       "      <td>0.049139</td>\n",
-       "      <td>2.440697e-05</td>\n",
-       "      <td>1.538162e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.422864e+06</td>\n",
-       "      <td>168191.790193</td>\n",
-       "      <td>1135.563865</td>\n",
-       "      <td>2922.081188</td>\n",
-       "      <td>3.232780e+05</td>\n",
-       "      <td>3.145681e+06</td>\n",
-       "      <td>1.545716e+05</td>\n",
-       "      <td>1043.606109</td>\n",
-       "      <td>2685.451582</td>\n",
-       "      <td>2.970990e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>15</td>\n",
-       "      <td>0.246202</td>\n",
-       "      <td>0.027946</td>\n",
-       "      <td>1.839608e-05</td>\n",
-       "      <td>1.212721e-05</td>\n",
-       "      <td>6.991525e-04</td>\n",
-       "      <td>0.386349</td>\n",
-       "      <td>0.044050</td>\n",
-       "      <td>2.524480e-05</td>\n",
-       "      <td>1.695016e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.382475e+06</td>\n",
-       "      <td>158970.397752</td>\n",
-       "      <td>1042.433414</td>\n",
-       "      <td>2912.282638</td>\n",
-       "      <td>3.194635e+05</td>\n",
-       "      <td>3.108563e+06</td>\n",
-       "      <td>1.460970e+05</td>\n",
-       "      <td>958.017345</td>\n",
-       "      <td>2676.446517</td>\n",
-       "      <td>2.935934e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>16</td>\n",
-       "      <td>0.379303</td>\n",
-       "      <td>0.041087</td>\n",
-       "      <td>2.733941e-05</td>\n",
-       "      <td>1.874639e-05</td>\n",
-       "      <td>1.154571e-03</td>\n",
-       "      <td>0.710085</td>\n",
-       "      <td>0.077375</td>\n",
-       "      <td>4.260399e-05</td>\n",
-       "      <td>2.977600e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.225730e+06</td>\n",
-       "      <td>284772.575236</td>\n",
-       "      <td>1811.851080</td>\n",
-       "      <td>5193.738026</td>\n",
-       "      <td>5.879995e+05</td>\n",
-       "      <td>6.343689e+06</td>\n",
-       "      <td>2.901681e+05</td>\n",
-       "      <td>1846.180110</td>\n",
-       "      <td>5292.143456</td>\n",
-       "      <td>5.991403e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>17</td>\n",
-       "      <td>0.381453</td>\n",
-       "      <td>0.039390</td>\n",
-       "      <td>3.128039e-05</td>\n",
-       "      <td>2.216655e-05</td>\n",
-       "      <td>1.844060e-03</td>\n",
-       "      <td>0.709249</td>\n",
-       "      <td>0.073905</td>\n",
-       "      <td>4.556430e-05</td>\n",
-       "      <td>3.274601e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.169521e+06</td>\n",
-       "      <td>275074.274371</td>\n",
-       "      <td>1695.451381</td>\n",
-       "      <td>4981.788196</td>\n",
-       "      <td>5.826909e+05</td>\n",
-       "      <td>6.286415e+06</td>\n",
-       "      <td>2.802861e+05</td>\n",
-       "      <td>1727.574992</td>\n",
-       "      <td>5076.177826</td>\n",
-       "      <td>5.937311e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>18</td>\n",
-       "      <td>0.501465</td>\n",
-       "      <td>0.049838</td>\n",
-       "      <td>4.171634e-05</td>\n",
-       "      <td>3.108794e-05</td>\n",
-       "      <td>2.852477e-03</td>\n",
-       "      <td>0.884737</td>\n",
-       "      <td>0.088786</td>\n",
-       "      <td>5.748299e-05</td>\n",
-       "      <td>4.304799e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.656610e+06</td>\n",
-       "      <td>333249.422156</td>\n",
-       "      <td>1986.370466</td>\n",
-       "      <td>5977.743994</td>\n",
-       "      <td>7.231415e+05</td>\n",
-       "      <td>8.816110e+06</td>\n",
-       "      <td>3.837159e+05</td>\n",
-       "      <td>2287.181799</td>\n",
-       "      <td>6882.999668</td>\n",
-       "      <td>8.326524e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>19</td>\n",
-       "      <td>0.513461</td>\n",
-       "      <td>0.048561</td>\n",
-       "      <td>4.902133e-05</td>\n",
-       "      <td>3.881457e-05</td>\n",
-       "      <td>4.279934e-03</td>\n",
-       "      <td>0.897174</td>\n",
-       "      <td>0.086014</td>\n",
-       "      <td>6.372512e-05</td>\n",
-       "      <td>5.026210e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.665399e+06</td>\n",
-       "      <td>325531.212302</td>\n",
-       "      <td>1852.459673</td>\n",
-       "      <td>5721.444586</td>\n",
-       "      <td>7.178539e+05</td>\n",
-       "      <td>8.826231e+06</td>\n",
-       "      <td>3.748289e+05</td>\n",
-       "      <td>2132.991866</td>\n",
-       "      <td>6587.886873</td>\n",
-       "      <td>8.265640e+05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>20</td>\n",
-       "      <td>0.720590</td>\n",
-       "      <td>0.065966</td>\n",
-       "      <td>6.542370e-05</td>\n",
-       "      <td>5.547309e-05</td>\n",
-       "      <td>6.241336e-03</td>\n",
-       "      <td>1.154849</td>\n",
-       "      <td>0.107003</td>\n",
-       "      <td>8.099552e-05</td>\n",
-       "      <td>6.794914e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.813826e+06</td>\n",
-       "      <td>410069.187218</td>\n",
-       "      <td>2219.248128</td>\n",
-       "      <td>7052.855287</td>\n",
-       "      <td>9.190513e+05</td>\n",
-       "      <td>1.207558e+07</td>\n",
-       "      <td>5.045760e+05</td>\n",
-       "      <td>2730.708346</td>\n",
-       "      <td>8678.295388</td>\n",
-       "      <td>1.130861e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>21</td>\n",
-       "      <td>0.737674</td>\n",
-       "      <td>0.064625</td>\n",
-       "      <td>7.666464e-05</td>\n",
-       "      <td>7.055613e-05</td>\n",
-       "      <td>8.866731e-03</td>\n",
-       "      <td>1.169273</td>\n",
-       "      <td>0.104090</td>\n",
-       "      <td>9.108346e-05</td>\n",
-       "      <td>8.248517e-05</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.753521e+06</td>\n",
-       "      <td>400950.699645</td>\n",
-       "      <td>2054.572132</td>\n",
-       "      <td>6739.018570</td>\n",
-       "      <td>9.134043e+05</td>\n",
-       "      <td>1.200138e+07</td>\n",
-       "      <td>4.933560e+05</td>\n",
-       "      <td>2528.080207</td>\n",
-       "      <td>8292.130123</td>\n",
-       "      <td>1.123913e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>22</td>\n",
-       "      <td>0.795036</td>\n",
-       "      <td>0.068745</td>\n",
-       "      <td>9.334149e-05</td>\n",
-       "      <td>9.261527e-05</td>\n",
-       "      <td>1.229902e-02</td>\n",
-       "      <td>1.341590</td>\n",
-       "      <td>0.118721</td>\n",
-       "      <td>1.116072e-04</td>\n",
-       "      <td>1.077438e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.103668e+07</td>\n",
-       "      <td>453699.436631</td>\n",
-       "      <td>2324.869914</td>\n",
-       "      <td>7625.598188</td>\n",
-       "      <td>1.033571e+06</td>\n",
-       "      <td>1.379303e+07</td>\n",
-       "      <td>5.670082e+05</td>\n",
-       "      <td>2905.492307</td>\n",
-       "      <td>9530.045847</td>\n",
-       "      <td>1.291699e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>23</td>\n",
-       "      <td>0.826951</td>\n",
-       "      <td>0.070215</td>\n",
-       "      <td>1.121099e-04</td>\n",
-       "      <td>1.201568e-04</td>\n",
-       "      <td>1.667688e-02</td>\n",
-       "      <td>1.370681</td>\n",
-       "      <td>0.119929</td>\n",
-       "      <td>1.303008e-04</td>\n",
-       "      <td>1.352746e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.097820e+07</td>\n",
-       "      <td>451295.571449</td>\n",
-       "      <td>2312.551905</td>\n",
-       "      <td>7585.194986</td>\n",
-       "      <td>1.028095e+06</td>\n",
-       "      <td>1.371994e+07</td>\n",
-       "      <td>5.640039e+05</td>\n",
-       "      <td>2890.097949</td>\n",
-       "      <td>9479.552186</td>\n",
-       "      <td>1.284855e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>24</td>\n",
-       "      <td>0.905277</td>\n",
-       "      <td>0.075570</td>\n",
-       "      <td>1.358183e-04</td>\n",
-       "      <td>1.559843e-04</td>\n",
-       "      <td>2.208345e-02</td>\n",
-       "      <td>1.644712</td>\n",
-       "      <td>0.143170</td>\n",
-       "      <td>1.605935e-04</td>\n",
-       "      <td>1.766693e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.301877e+07</td>\n",
-       "      <td>535180.337000</td>\n",
-       "      <td>2742.398522</td>\n",
-       "      <td>8995.096486</td>\n",
-       "      <td>1.219192e+06</td>\n",
-       "      <td>1.791196e+07</td>\n",
-       "      <td>7.363309e+05</td>\n",
-       "      <td>3773.144631</td>\n",
-       "      <td>12375.954750</td>\n",
-       "      <td>1.677433e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>25</td>\n",
-       "      <td>0.954053</td>\n",
-       "      <td>0.077876</td>\n",
-       "      <td>1.618118e-04</td>\n",
-       "      <td>1.980445e-04</td>\n",
-       "      <td>2.845403e-02</td>\n",
-       "      <td>1.690431</td>\n",
-       "      <td>0.145176</td>\n",
-       "      <td>1.865898e-04</td>\n",
-       "      <td>2.190043e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.295812e+07</td>\n",
-       "      <td>532687.885814</td>\n",
-       "      <td>2729.626576</td>\n",
-       "      <td>8953.204366</td>\n",
-       "      <td>1.213514e+06</td>\n",
-       "      <td>1.782853e+07</td>\n",
-       "      <td>7.329017e+05</td>\n",
-       "      <td>3755.572276</td>\n",
-       "      <td>12318.317238</td>\n",
-       "      <td>1.669621e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>26</td>\n",
-       "      <td>1.050626</td>\n",
-       "      <td>0.084296</td>\n",
-       "      <td>1.910774e-04</td>\n",
-       "      <td>2.470661e-04</td>\n",
-       "      <td>3.546196e-02</td>\n",
-       "      <td>2.054799</td>\n",
-       "      <td>0.176042</td>\n",
-       "      <td>2.250153e-04</td>\n",
-       "      <td>2.761605e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.567521e+07</td>\n",
-       "      <td>644383.368470</td>\n",
-       "      <td>3301.982294</td>\n",
-       "      <td>10830.537246</td>\n",
-       "      <td>1.467967e+06</td>\n",
-       "      <td>2.149434e+07</td>\n",
-       "      <td>8.835975e+05</td>\n",
-       "      <td>4527.775439</td>\n",
-       "      <td>14851.151872</td>\n",
-       "      <td>2.012920e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>27</td>\n",
-       "      <td>1.106009</td>\n",
-       "      <td>0.086862</td>\n",
-       "      <td>2.181750e-04</td>\n",
-       "      <td>2.976550e-04</td>\n",
-       "      <td>4.252520e-02</td>\n",
-       "      <td>2.107562</td>\n",
-       "      <td>0.178288</td>\n",
-       "      <td>2.524408e-04</td>\n",
-       "      <td>3.281095e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.561007e+07</td>\n",
-       "      <td>641706.263566</td>\n",
-       "      <td>3288.264136</td>\n",
-       "      <td>10785.541541</td>\n",
-       "      <td>1.461869e+06</td>\n",
-       "      <td>2.140503e+07</td>\n",
-       "      <td>8.799265e+05</td>\n",
-       "      <td>4508.964696</td>\n",
-       "      <td>14789.452434</td>\n",
-       "      <td>2.004557e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>28</td>\n",
-       "      <td>1.248632</td>\n",
-       "      <td>0.097365</td>\n",
-       "      <td>2.484255e-04</td>\n",
-       "      <td>3.522708e-04</td>\n",
-       "      <td>4.947745e-02</td>\n",
-       "      <td>2.268901</td>\n",
-       "      <td>0.190351</td>\n",
-       "      <td>2.840788e-04</td>\n",
-       "      <td>3.858802e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.650213e+07</td>\n",
-       "      <td>678377.927531</td>\n",
-       "      <td>3476.178957</td>\n",
-       "      <td>11401.904163</td>\n",
-       "      <td>1.545410e+06</td>\n",
-       "      <td>2.374752e+07</td>\n",
-       "      <td>9.762230e+05</td>\n",
-       "      <td>5002.411869</td>\n",
-       "      <td>16407.964440</td>\n",
-       "      <td>2.223930e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>29</td>\n",
-       "      <td>1.297742</td>\n",
-       "      <td>0.099444</td>\n",
-       "      <td>2.671787e-04</td>\n",
-       "      <td>4.017728e-04</td>\n",
-       "      <td>5.561036e-02</td>\n",
-       "      <td>2.319273</td>\n",
-       "      <td>0.192278</td>\n",
-       "      <td>3.042125e-04</td>\n",
-       "      <td>4.400673e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.644024e+07</td>\n",
-       "      <td>675834.149848</td>\n",
-       "      <td>3463.144001</td>\n",
-       "      <td>11359.149367</td>\n",
-       "      <td>1.539615e+06</td>\n",
-       "      <td>2.365846e+07</td>\n",
-       "      <td>9.725623e+05</td>\n",
-       "      <td>4983.653854</td>\n",
-       "      <td>16346.437949</td>\n",
-       "      <td>2.215591e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>30</td>\n",
-       "      <td>1.401305</td>\n",
-       "      <td>0.107606</td>\n",
-       "      <td>2.687268e-04</td>\n",
-       "      <td>4.333743e-04</td>\n",
-       "      <td>5.773818e-02</td>\n",
-       "      <td>2.359496</td>\n",
-       "      <td>0.194193</td>\n",
-       "      <td>3.059051e-04</td>\n",
-       "      <td>4.778077e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.653371e+07</td>\n",
-       "      <td>679676.958883</td>\n",
-       "      <td>3482.835520</td>\n",
-       "      <td>11423.737761</td>\n",
-       "      <td>1.548370e+06</td>\n",
-       "      <td>2.395775e+07</td>\n",
-       "      <td>9.848659e+05</td>\n",
-       "      <td>5046.700552</td>\n",
-       "      <td>16553.231795</td>\n",
-       "      <td>2.243619e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>31</td>\n",
-       "      <td>1.439955</td>\n",
-       "      <td>0.108872</td>\n",
-       "      <td>2.779371e-04</td>\n",
-       "      <td>4.798020e-04</td>\n",
-       "      <td>6.241551e-02</td>\n",
-       "      <td>2.409155</td>\n",
-       "      <td>0.195714</td>\n",
-       "      <td>3.191703e-04</td>\n",
-       "      <td>5.374668e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.647720e+07</td>\n",
-       "      <td>677354.547362</td>\n",
-       "      <td>3470.934900</td>\n",
-       "      <td>11384.703599</td>\n",
-       "      <td>1.543079e+06</td>\n",
-       "      <td>2.387587e+07</td>\n",
-       "      <td>9.815007e+05</td>\n",
-       "      <td>5029.456308</td>\n",
-       "      <td>16496.670489</td>\n",
-       "      <td>2.235953e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>32</td>\n",
-       "      <td>1.523223</td>\n",
-       "      <td>0.115143</td>\n",
-       "      <td>2.712952e-04</td>\n",
-       "      <td>5.101453e-04</td>\n",
-       "      <td>6.340878e-02</td>\n",
-       "      <td>2.454487</td>\n",
-       "      <td>0.197314</td>\n",
-       "      <td>3.170890e-04</td>\n",
-       "      <td>5.872917e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.656200e+07</td>\n",
-       "      <td>680840.732666</td>\n",
-       "      <td>3488.798989</td>\n",
-       "      <td>11443.298004</td>\n",
-       "      <td>1.551021e+06</td>\n",
-       "      <td>2.514029e+07</td>\n",
-       "      <td>1.033479e+06</td>\n",
-       "      <td>5295.807447</td>\n",
-       "      <td>17370.305075</td>\n",
-       "      <td>2.354365e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>33</td>\n",
-       "      <td>1.581439</td>\n",
-       "      <td>0.116881</td>\n",
-       "      <td>2.854872e-04</td>\n",
-       "      <td>5.818602e-04</td>\n",
-       "      <td>7.018165e-02</td>\n",
-       "      <td>2.545114</td>\n",
-       "      <td>0.200150</td>\n",
-       "      <td>3.413036e-04</td>\n",
-       "      <td>6.915515e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.650999e+07</td>\n",
-       "      <td>678704.010166</td>\n",
-       "      <td>3477.849886</td>\n",
-       "      <td>11407.384829</td>\n",
-       "      <td>1.546153e+06</td>\n",
-       "      <td>2.506137e+07</td>\n",
-       "      <td>1.030236e+06</td>\n",
-       "      <td>5279.187303</td>\n",
-       "      <td>17315.790826</td>\n",
-       "      <td>2.346976e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>34</td>\n",
-       "      <td>1.796422</td>\n",
-       "      <td>0.131496</td>\n",
-       "      <td>3.076460e-04</td>\n",
-       "      <td>6.656371e-04</td>\n",
-       "      <td>7.877043e-02</td>\n",
-       "      <td>2.698586</td>\n",
-       "      <td>0.206325</td>\n",
-       "      <td>3.747291e-04</td>\n",
-       "      <td>8.210428e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.667850e+07</td>\n",
-       "      <td>685632.504459</td>\n",
-       "      <td>3513.353232</td>\n",
-       "      <td>11523.836182</td>\n",
-       "      <td>1.561937e+06</td>\n",
-       "      <td>2.656348e+07</td>\n",
-       "      <td>1.091986e+06</td>\n",
-       "      <td>5595.612704</td>\n",
-       "      <td>18353.669524</td>\n",
-       "      <td>2.487650e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>35</td>\n",
-       "      <td>1.878486</td>\n",
-       "      <td>0.133884</td>\n",
-       "      <td>3.189522e-04</td>\n",
-       "      <td>7.535916e-04</td>\n",
-       "      <td>8.860343e-02</td>\n",
-       "      <td>2.855973</td>\n",
-       "      <td>0.211471</td>\n",
-       "      <td>4.078259e-04</td>\n",
-       "      <td>9.800827e-04</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.663006e+07</td>\n",
-       "      <td>683642.944913</td>\n",
-       "      <td>3503.158229</td>\n",
-       "      <td>11490.396463</td>\n",
-       "      <td>1.557404e+06</td>\n",
-       "      <td>2.648635e+07</td>\n",
-       "      <td>1.088818e+06</td>\n",
-       "      <td>5579.375427</td>\n",
-       "      <td>18300.411083</td>\n",
-       "      <td>2.480432e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>36</td>\n",
-       "      <td>2.201141</td>\n",
-       "      <td>0.151072</td>\n",
-       "      <td>4.007223e-04</td>\n",
-       "      <td>9.796619e-04</td>\n",
-       "      <td>1.164729e-01</td>\n",
-       "      <td>3.268146</td>\n",
-       "      <td>0.230962</td>\n",
-       "      <td>5.196237e-04</td>\n",
-       "      <td>1.306075e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.718313e+07</td>\n",
-       "      <td>706382.592528</td>\n",
-       "      <td>3619.681897</td>\n",
-       "      <td>11872.595341</td>\n",
-       "      <td>1.609208e+06</td>\n",
-       "      <td>2.901691e+07</td>\n",
-       "      <td>1.192849e+06</td>\n",
-       "      <td>6112.456154</td>\n",
-       "      <td>20048.921568</td>\n",
-       "      <td>2.717424e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>37</td>\n",
-       "      <td>2.472502</td>\n",
-       "      <td>0.161541</td>\n",
-       "      <td>4.852152e-04</td>\n",
-       "      <td>1.233090e-03</td>\n",
-       "      <td>1.483842e-01</td>\n",
-       "      <td>3.689297</td>\n",
-       "      <td>0.247005</td>\n",
-       "      <td>6.457871e-04</td>\n",
-       "      <td>1.696850e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.713665e+07</td>\n",
-       "      <td>704476.500865</td>\n",
-       "      <td>3609.914604</td>\n",
-       "      <td>11840.558517</td>\n",
-       "      <td>1.604865e+06</td>\n",
-       "      <td>2.893849e+07</td>\n",
-       "      <td>1.189630e+06</td>\n",
-       "      <td>6095.962398</td>\n",
-       "      <td>19994.821874</td>\n",
-       "      <td>2.710091e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>38</td>\n",
-       "      <td>2.935136</td>\n",
-       "      <td>0.187808</td>\n",
-       "      <td>5.752492e-04</td>\n",
-       "      <td>1.510840e-03</td>\n",
-       "      <td>1.833232e-01</td>\n",
-       "      <td>4.388077</td>\n",
-       "      <td>0.284028</td>\n",
-       "      <td>7.915824e-04</td>\n",
-       "      <td>2.156751e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.887736e+07</td>\n",
-       "      <td>776039.529623</td>\n",
-       "      <td>3976.621545</td>\n",
-       "      <td>13043.361206</td>\n",
-       "      <td>1.767893e+06</td>\n",
-       "      <td>3.022863e+07</td>\n",
-       "      <td>1.242671e+06</td>\n",
-       "      <td>6367.760775</td>\n",
-       "      <td>20886.323457</td>\n",
-       "      <td>2.830925e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>39</td>\n",
-       "      <td>3.249834</td>\n",
-       "      <td>0.199238</td>\n",
-       "      <td>6.546092e-04</td>\n",
-       "      <td>1.793002e-03</td>\n",
-       "      <td>2.202285e-01</td>\n",
-       "      <td>4.959250</td>\n",
-       "      <td>0.304988</td>\n",
-       "      <td>9.393534e-04</td>\n",
-       "      <td>2.668277e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.882960e+07</td>\n",
-       "      <td>774082.643741</td>\n",
-       "      <td>3966.593971</td>\n",
-       "      <td>13010.470653</td>\n",
-       "      <td>1.763435e+06</td>\n",
-       "      <td>3.015224e+07</td>\n",
-       "      <td>1.239538e+06</td>\n",
-       "      <td>6351.703628</td>\n",
-       "      <td>20833.655842</td>\n",
-       "      <td>2.823787e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>40</td>\n",
-       "      <td>3.633649</td>\n",
-       "      <td>0.215909</td>\n",
-       "      <td>7.281388e-04</td>\n",
-       "      <td>2.078377e-03</td>\n",
-       "      <td>2.585010e-01</td>\n",
-       "      <td>5.666096</td>\n",
-       "      <td>0.334059</td>\n",
-       "      <td>1.094822e-03</td>\n",
-       "      <td>3.231128e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.936071e+07</td>\n",
-       "      <td>795922.607082</td>\n",
-       "      <td>4078.507430</td>\n",
-       "      <td>13377.547999</td>\n",
-       "      <td>1.813188e+06</td>\n",
-       "      <td>3.221011e+07</td>\n",
-       "      <td>1.324142e+06</td>\n",
-       "      <td>6785.234379</td>\n",
-       "      <td>22255.641342</td>\n",
-       "      <td>3.016522e+06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>41</td>\n",
-       "      <td>3.977672</td>\n",
-       "      <td>0.227830</td>\n",
-       "      <td>7.933713e-04</td>\n",
-       "      <td>2.362686e-03</td>\n",
-       "      <td>2.982925e-01</td>\n",
-       "      <td>6.380055</td>\n",
-       "      <td>0.359673</td>\n",
-       "      <td>1.252286e-03</td>\n",
-       "      <td>3.833597e-03</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.936052e+07</td>\n",
-       "      <td>795922.607082</td>\n",
-       "      <td>4078.507430</td>\n",
-       "      <td>13377.547999</td>\n",
-       "      <td>1.813188e+06</td>\n",
-       "      <td>3.220988e+07</td>\n",
-       "      <td>1.324142e+06</td>\n",
-       "      <td>6785.234379</td>\n",
-       "      <td>22255.641342</td>\n",
-       "      <td>3.016522e+06</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>42 rows × 31 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    Unnamed: 0  Waste_glass_Reference.Mod  Waste_silicon_Reference.Mod  \\\n",
-       "0            0                   0.001223                     0.000628   \n",
-       "1            1                   0.001124                     0.000286   \n",
-       "2            2                   0.013594                     0.003413   \n",
-       "3            3                   0.013084                     0.003423   \n",
-       "4            4                   0.041959                     0.010847   \n",
-       "5            5                   0.041021                     0.010312   \n",
-       "6            6                   0.086805                     0.022937   \n",
-       "7            7                   0.080150                     0.020210   \n",
-       "8            8                   0.106870                     0.022679   \n",
-       "9            9                   0.109019                     0.017783   \n",
-       "10          10                   0.195854                     0.029167   \n",
-       "11          11                   0.177409                     0.024827   \n",
-       "12          12                   0.187496                     0.025955   \n",
-       "13          13                   0.185151                     0.025336   \n",
-       "14          14                   0.246776                     0.031118   \n",
-       "15          15                   0.246202                     0.027946   \n",
-       "16          16                   0.379303                     0.041087   \n",
-       "17          17                   0.381453                     0.039390   \n",
-       "18          18                   0.501465                     0.049838   \n",
-       "19          19                   0.513461                     0.048561   \n",
-       "20          20                   0.720590                     0.065966   \n",
-       "21          21                   0.737674                     0.064625   \n",
-       "22          22                   0.795036                     0.068745   \n",
-       "23          23                   0.826951                     0.070215   \n",
-       "24          24                   0.905277                     0.075570   \n",
-       "25          25                   0.954053                     0.077876   \n",
-       "26          26                   1.050626                     0.084296   \n",
-       "27          27                   1.106009                     0.086862   \n",
-       "28          28                   1.248632                     0.097365   \n",
-       "29          29                   1.297742                     0.099444   \n",
-       "30          30                   1.401305                     0.107606   \n",
-       "31          31                   1.439955                     0.108872   \n",
-       "32          32                   1.523223                     0.115143   \n",
-       "33          33                   1.581439                     0.116881   \n",
-       "34          34                   1.796422                     0.131496   \n",
-       "35          35                   1.878486                     0.133884   \n",
-       "36          36                   2.201141                     0.151072   \n",
-       "37          37                   2.472502                     0.161541   \n",
-       "38          38                   2.935136                     0.187808   \n",
-       "39          39                   3.249834                     0.199238   \n",
-       "40          40                   3.633649                     0.215909   \n",
-       "41          41                   3.977672                     0.227830   \n",
-       "\n",
-       "    Waste_silver_Reference.Mod  Waste_copper_Reference.Mod  \\\n",
-       "0                 4.285685e-07                2.017821e-08   \n",
-       "1                 2.009061e-07                1.964373e-08   \n",
-       "2                 2.024336e-06                2.375177e-07   \n",
-       "3                 1.558864e-06                2.286382e-07   \n",
-       "4                 3.640602e-06                7.628068e-07   \n",
-       "5                 3.244131e-06                7.322020e-07   \n",
-       "6                 6.211354e-06                1.783707e-06   \n",
-       "7                 5.593786e-06                1.897091e-06   \n",
-       "8                 7.980107e-06                3.157919e-06   \n",
-       "9                 8.192585e-06                3.177004e-06   \n",
-       "10                1.413817e-05                6.304032e-06   \n",
-       "11                1.231834e-05                6.267344e-06   \n",
-       "12                1.273085e-05                6.949641e-06   \n",
-       "13                1.276931e-05                7.452795e-06   \n",
-       "14                1.694638e-05                1.054243e-05   \n",
-       "15                1.839608e-05                1.212721e-05   \n",
-       "16                2.733941e-05                1.874639e-05   \n",
-       "17                3.128039e-05                2.216655e-05   \n",
-       "18                4.171634e-05                3.108794e-05   \n",
-       "19                4.902133e-05                3.881457e-05   \n",
-       "20                6.542370e-05                5.547309e-05   \n",
-       "21                7.666464e-05                7.055613e-05   \n",
-       "22                9.334149e-05                9.261527e-05   \n",
-       "23                1.121099e-04                1.201568e-04   \n",
-       "24                1.358183e-04                1.559843e-04   \n",
-       "25                1.618118e-04                1.980445e-04   \n",
-       "26                1.910774e-04                2.470661e-04   \n",
-       "27                2.181750e-04                2.976550e-04   \n",
-       "28                2.484255e-04                3.522708e-04   \n",
-       "29                2.671787e-04                4.017728e-04   \n",
-       "30                2.687268e-04                4.333743e-04   \n",
-       "31                2.779371e-04                4.798020e-04   \n",
-       "32                2.712952e-04                5.101453e-04   \n",
-       "33                2.854872e-04                5.818602e-04   \n",
-       "34                3.076460e-04                6.656371e-04   \n",
-       "35                3.189522e-04                7.535916e-04   \n",
-       "36                4.007223e-04                9.796619e-04   \n",
-       "37                4.852152e-04                1.233090e-03   \n",
-       "38                5.752492e-04                1.510840e-03   \n",
-       "39                6.546092e-04                1.793002e-03   \n",
-       "40                7.281388e-04                2.078377e-03   \n",
-       "41                7.933713e-04                2.362686e-03   \n",
-       "\n",
-       "    Waste_aluminum_Reference.Mod  Waste_glass_95-by-35.Adv  \\\n",
-       "0                   0.000000e+00                  0.001223   \n",
-       "1                   7.984519e-12                  0.001124   \n",
-       "2                   4.722305e-10                  0.013594   \n",
-       "3                   5.549092e-09                  0.013084   \n",
-       "4                   3.735847e-08                  0.041959   \n",
-       "5                   1.855378e-07                  0.041021   \n",
-       "6                   7.133639e-07                  0.086805   \n",
-       "7                   2.236392e-06                  0.080150   \n",
-       "8                   6.008380e-06                  0.106870   \n",
-       "9                   1.437589e-05                  0.109019   \n",
-       "10                  3.149377e-05                  0.194930   \n",
-       "11                  6.441594e-05                  0.176573   \n",
-       "12                  1.246754e-04                  0.186308   \n",
-       "13                  2.303997e-04                  0.183984   \n",
-       "14                  4.088584e-04                  0.388597   \n",
-       "15                  6.991525e-04                  0.386349   \n",
-       "16                  1.154571e-03                  0.710085   \n",
-       "17                  1.844060e-03                  0.709249   \n",
-       "18                  2.852477e-03                  0.884737   \n",
-       "19                  4.279934e-03                  0.897174   \n",
-       "20                  6.241336e-03                  1.154849   \n",
-       "21                  8.866731e-03                  1.169273   \n",
-       "22                  1.229902e-02                  1.341590   \n",
-       "23                  1.667688e-02                  1.370681   \n",
-       "24                  2.208345e-02                  1.644712   \n",
-       "25                  2.845403e-02                  1.690431   \n",
-       "26                  3.546196e-02                  2.054799   \n",
-       "27                  4.252520e-02                  2.107562   \n",
-       "28                  4.947745e-02                  2.268901   \n",
-       "29                  5.561036e-02                  2.319273   \n",
-       "30                  5.773818e-02                  2.359496   \n",
-       "31                  6.241551e-02                  2.409155   \n",
-       "32                  6.340878e-02                  2.454487   \n",
-       "33                  7.018165e-02                  2.545114   \n",
-       "34                  7.877043e-02                  2.698586   \n",
-       "35                  8.860343e-02                  2.855973   \n",
-       "36                  1.164729e-01                  3.268146   \n",
-       "37                  1.483842e-01                  3.689297   \n",
-       "38                  1.833232e-01                  4.388077   \n",
-       "39                  2.202285e-01                  4.959250   \n",
-       "40                  2.585010e-01                  5.666096   \n",
-       "41                  2.982925e-01                  6.380055   \n",
-       "\n",
-       "    Waste_silicon_95-by-35.Adv  Waste_silver_95-by-35.Adv  \\\n",
-       "0                     0.000628               4.285685e-07   \n",
-       "1                     0.000286               2.009061e-07   \n",
-       "2                     0.003413               2.024336e-06   \n",
-       "3                     0.003423               1.558864e-06   \n",
-       "4                     0.010847               3.640602e-06   \n",
-       "5                     0.010312               3.244131e-06   \n",
-       "6                     0.022937               6.211354e-06   \n",
-       "7                     0.020210               5.593786e-06   \n",
-       "8                     0.022679               7.980107e-06   \n",
-       "9                     0.017783               8.192585e-06   \n",
-       "10                    0.029029               1.407329e-05   \n",
-       "11                    0.024710               1.226383e-05   \n",
-       "12                    0.025790               1.265886e-05   \n",
-       "13                    0.025176               1.270379e-05   \n",
-       "14                    0.049139               2.440697e-05   \n",
-       "15                    0.044050               2.524480e-05   \n",
-       "16                    0.077375               4.260399e-05   \n",
-       "17                    0.073905               4.556430e-05   \n",
-       "18                    0.088786               5.748299e-05   \n",
-       "19                    0.086014               6.372512e-05   \n",
-       "20                    0.107003               8.099552e-05   \n",
-       "21                    0.104090               9.108346e-05   \n",
-       "22                    0.118721               1.116072e-04   \n",
-       "23                    0.119929               1.303008e-04   \n",
-       "24                    0.143170               1.605935e-04   \n",
-       "25                    0.145176               1.865898e-04   \n",
-       "26                    0.176042               2.250153e-04   \n",
-       "27                    0.178288               2.524408e-04   \n",
-       "28                    0.190351               2.840788e-04   \n",
-       "29                    0.192278               3.042125e-04   \n",
-       "30                    0.194193               3.059051e-04   \n",
-       "31                    0.195714               3.191703e-04   \n",
-       "32                    0.197314               3.170890e-04   \n",
-       "33                    0.200150               3.413036e-04   \n",
-       "34                    0.206325               3.747291e-04   \n",
-       "35                    0.211471               4.078259e-04   \n",
-       "36                    0.230962               5.196237e-04   \n",
-       "37                    0.247005               6.457871e-04   \n",
-       "38                    0.284028               7.915824e-04   \n",
-       "39                    0.304988               9.393534e-04   \n",
-       "40                    0.334059               1.094822e-03   \n",
-       "41                    0.359673               1.252286e-03   \n",
-       "\n",
-       "    Waste_copper_95-by-35.Adv  ...  VirginStock_glass_95-by-35.Adv  \\\n",
-       "0                2.017821e-08  ...                    8.025386e+03   \n",
-       "1                1.964373e-08  ...                    7.713247e+03   \n",
-       "2                2.375177e-07  ...                    9.326221e+04   \n",
-       "3                2.286382e-07  ...                    8.976487e+04   \n",
-       "4                7.628068e-07  ...                    3.015900e+05   \n",
-       "5                7.322020e-07  ...                    2.948416e+05   \n",
-       "6                1.783707e-06  ...                    6.551432e+05   \n",
-       "7                1.897091e-06  ...                    6.367041e+05   \n",
-       "8                3.157919e-06  ...                    8.960064e+05   \n",
-       "9                3.177004e-06  ...                    9.134817e+05   \n",
-       "10               6.275057e-06  ...                    1.632957e+06   \n",
-       "11               6.239381e-06  ...                    1.563819e+06   \n",
-       "12               6.909687e-06  ...                    1.646076e+06   \n",
-       "13               7.413310e-06  ...                    1.618034e+06   \n",
-       "14               1.538162e-05  ...                    3.422864e+06   \n",
-       "15               1.695016e-05  ...                    3.382475e+06   \n",
-       "16               2.977600e-05  ...                    6.225730e+06   \n",
-       "17               3.274601e-05  ...                    6.169521e+06   \n",
-       "18               4.304799e-05  ...                    7.656610e+06   \n",
-       "19               5.026210e-05  ...                    7.665399e+06   \n",
-       "20               6.794914e-05  ...                    9.813826e+06   \n",
-       "21               8.248517e-05  ...                    9.753521e+06   \n",
-       "22               1.077438e-04  ...                    1.103668e+07   \n",
-       "23               1.352746e-04  ...                    1.097820e+07   \n",
-       "24               1.766693e-04  ...                    1.301877e+07   \n",
-       "25               2.190043e-04  ...                    1.295812e+07   \n",
-       "26               2.761605e-04  ...                    1.567521e+07   \n",
-       "27               3.281095e-04  ...                    1.561007e+07   \n",
-       "28               3.858802e-04  ...                    1.650213e+07   \n",
-       "29               4.400673e-04  ...                    1.644024e+07   \n",
-       "30               4.778077e-04  ...                    1.653371e+07   \n",
-       "31               5.374668e-04  ...                    1.647720e+07   \n",
-       "32               5.872917e-04  ...                    1.656200e+07   \n",
-       "33               6.915515e-04  ...                    1.650999e+07   \n",
-       "34               8.210428e-04  ...                    1.667850e+07   \n",
-       "35               9.800827e-04  ...                    1.663006e+07   \n",
-       "36               1.306075e-03  ...                    1.718313e+07   \n",
-       "37               1.696850e-03  ...                    1.713665e+07   \n",
-       "38               2.156751e-03  ...                    1.887736e+07   \n",
-       "39               2.668277e-03  ...                    1.882960e+07   \n",
-       "40               3.231128e-03  ...                    1.936071e+07   \n",
-       "41               3.833597e-03  ...                    1.936052e+07   \n",
-       "\n",
-       "    VirginStock_silicon_95-by-35.Adv  VirginStock_silver_95-by-35.Adv  \\\n",
-       "0                        1036.039007                        23.764247   \n",
-       "1                         640.162987                        11.157407   \n",
-       "2                        7689.440032                       111.997100   \n",
-       "3                        7557.015035                        86.524936   \n",
-       "4                       24561.064097                       203.098965   \n",
-       "5                       23449.823276                       181.582129   \n",
-       "6                       52589.010236                       347.870650   \n",
-       "7                       49194.730224                       312.035735   \n",
-       "8                       63216.628971                       442.471248   \n",
-       "9                       55380.797254                       448.126733   \n",
-       "10                      94182.347348                       765.783324   \n",
-       "11                      84123.648855                       643.391203   \n",
-       "12                      86301.832023                       629.443398   \n",
-       "13                      82645.936987                       572.863065   \n",
-       "14                     168191.790193                      1135.563865   \n",
-       "15                     158970.397752                      1042.433414   \n",
-       "16                     284772.575236                      1811.851080   \n",
-       "17                     275074.274371                      1695.451381   \n",
-       "18                     333249.422156                      1986.370466   \n",
-       "19                     325531.212302                      1852.459673   \n",
-       "20                     410069.187218                      2219.248128   \n",
-       "21                     400950.699645                      2054.572132   \n",
-       "22                     453699.436631                      2324.869914   \n",
-       "23                     451295.571449                      2312.551905   \n",
-       "24                     535180.337000                      2742.398522   \n",
-       "25                     532687.885814                      2729.626576   \n",
-       "26                     644383.368470                      3301.982294   \n",
-       "27                     641706.263566                      3288.264136   \n",
-       "28                     678377.927531                      3476.178957   \n",
-       "29                     675834.149848                      3463.144001   \n",
-       "30                     679676.958883                      3482.835520   \n",
-       "31                     677354.547362                      3470.934900   \n",
-       "32                     680840.732666                      3488.798989   \n",
-       "33                     678704.010166                      3477.849886   \n",
-       "34                     685632.504459                      3513.353232   \n",
-       "35                     683642.944913                      3503.158229   \n",
-       "36                     706382.592528                      3619.681897   \n",
-       "37                     704476.500865                      3609.914604   \n",
-       "38                     776039.529623                      3976.621545   \n",
-       "39                     774082.643741                      3966.593971   \n",
-       "40                     795922.607082                      4078.507430   \n",
-       "41                     795922.607082                      4078.507430   \n",
-       "\n",
-       "    VirginStock_copper_95-by-35.Adv  VirginStock_aluminum_95-by-35.Adv  \\\n",
-       "0                          4.485386                       7.738673e+02   \n",
-       "1                          4.371755                       7.533675e+02   \n",
-       "2                         52.827243                       9.109097e+03   \n",
-       "3                         50.841191                       8.767506e+03   \n",
-       "4                        169.758582                       2.924719e+04   \n",
-       "5                        162.572253                       2.804289e+04   \n",
-       "6                        396.287453                       6.340030e+04   \n",
-       "7                        419.025058                       6.268391e+04   \n",
-       "8                        694.637934                       8.945712e+04   \n",
-       "9                        688.803066                       8.572974e+04   \n",
-       "10                      1356.760012                       1.523814e+05   \n",
-       "11                      1309.350048                       1.476974e+05   \n",
-       "12                      1385.729134                       1.554664e+05   \n",
-       "13                      1369.501626                       1.528179e+05   \n",
-       "14                      2922.081188                       3.232780e+05   \n",
-       "15                      2912.282638                       3.194635e+05   \n",
-       "16                      5193.738026                       5.879995e+05   \n",
-       "17                      4981.788196                       5.826909e+05   \n",
-       "18                      5977.743994                       7.231415e+05   \n",
-       "19                      5721.444586                       7.178539e+05   \n",
-       "20                      7052.855287                       9.190513e+05   \n",
-       "21                      6739.018570                       9.134043e+05   \n",
-       "22                      7625.598188                       1.033571e+06   \n",
-       "23                      7585.194986                       1.028095e+06   \n",
-       "24                      8995.096486                       1.219192e+06   \n",
-       "25                      8953.204366                       1.213514e+06   \n",
-       "26                     10830.537246                       1.467967e+06   \n",
-       "27                     10785.541541                       1.461869e+06   \n",
-       "28                     11401.904163                       1.545410e+06   \n",
-       "29                     11359.149367                       1.539615e+06   \n",
-       "30                     11423.737761                       1.548370e+06   \n",
-       "31                     11384.703599                       1.543079e+06   \n",
-       "32                     11443.298004                       1.551021e+06   \n",
-       "33                     11407.384829                       1.546153e+06   \n",
-       "34                     11523.836182                       1.561937e+06   \n",
-       "35                     11490.396463                       1.557404e+06   \n",
-       "36                     11872.595341                       1.609208e+06   \n",
-       "37                     11840.558517                       1.604865e+06   \n",
-       "38                     13043.361206                       1.767893e+06   \n",
-       "39                     13010.470653                       1.763435e+06   \n",
-       "40                     13377.547999                       1.813188e+06   \n",
-       "41                     13377.547999                       1.813188e+06   \n",
-       "\n",
-       "    VirginStock_glass_95-by-35_Elec.Adv_DR  \\\n",
-       "0                             8.025386e+03   \n",
-       "1                             7.713247e+03   \n",
-       "2                             9.326221e+04   \n",
-       "3                             8.976487e+04   \n",
-       "4                             3.015900e+05   \n",
-       "5                             2.948416e+05   \n",
-       "6                             6.551432e+05   \n",
-       "7                             6.367041e+05   \n",
-       "8                             8.960064e+05   \n",
-       "9                             9.134817e+05   \n",
-       "10                            1.645299e+06   \n",
-       "11                            1.575638e+06   \n",
-       "12                            1.667130e+06   \n",
-       "13                            1.638730e+06   \n",
-       "14                            3.145681e+06   \n",
-       "15                            3.108563e+06   \n",
-       "16                            6.343689e+06   \n",
-       "17                            6.286415e+06   \n",
-       "18                            8.816110e+06   \n",
-       "19                            8.826231e+06   \n",
-       "20                            1.207558e+07   \n",
-       "21                            1.200138e+07   \n",
-       "22                            1.379303e+07   \n",
-       "23                            1.371994e+07   \n",
-       "24                            1.791196e+07   \n",
-       "25                            1.782853e+07   \n",
-       "26                            2.149434e+07   \n",
-       "27                            2.140503e+07   \n",
-       "28                            2.374752e+07   \n",
-       "29                            2.365846e+07   \n",
-       "30                            2.395775e+07   \n",
-       "31                            2.387587e+07   \n",
-       "32                            2.514029e+07   \n",
-       "33                            2.506137e+07   \n",
-       "34                            2.656348e+07   \n",
-       "35                            2.648635e+07   \n",
-       "36                            2.901691e+07   \n",
-       "37                            2.893849e+07   \n",
-       "38                            3.022863e+07   \n",
-       "39                            3.015224e+07   \n",
-       "40                            3.221011e+07   \n",
-       "41                            3.220988e+07   \n",
-       "\n",
-       "    VirginStock_silicon_95-by-35_Elec.Adv_DR  \\\n",
-       "0                               1.036039e+03   \n",
-       "1                               6.401630e+02   \n",
-       "2                               7.689440e+03   \n",
-       "3                               7.557015e+03   \n",
-       "4                               2.456106e+04   \n",
-       "5                               2.344982e+04   \n",
-       "6                               5.258901e+04   \n",
-       "7                               4.919473e+04   \n",
-       "8                               6.321663e+04   \n",
-       "9                               5.538080e+04   \n",
-       "10                              9.489416e+04   \n",
-       "11                              8.475944e+04   \n",
-       "12                              8.740568e+04   \n",
-       "13                              8.370303e+04   \n",
-       "14                              1.545716e+05   \n",
-       "15                              1.460970e+05   \n",
-       "16                              2.901681e+05   \n",
-       "17                              2.802861e+05   \n",
-       "18                              3.837159e+05   \n",
-       "19                              3.748289e+05   \n",
-       "20                              5.045760e+05   \n",
-       "21                              4.933560e+05   \n",
-       "22                              5.670082e+05   \n",
-       "23                              5.640039e+05   \n",
-       "24                              7.363309e+05   \n",
-       "25                              7.329017e+05   \n",
-       "26                              8.835975e+05   \n",
-       "27                              8.799265e+05   \n",
-       "28                              9.762230e+05   \n",
-       "29                              9.725623e+05   \n",
-       "30                              9.848659e+05   \n",
-       "31                              9.815007e+05   \n",
-       "32                              1.033479e+06   \n",
-       "33                              1.030236e+06   \n",
-       "34                              1.091986e+06   \n",
-       "35                              1.088818e+06   \n",
-       "36                              1.192849e+06   \n",
-       "37                              1.189630e+06   \n",
-       "38                              1.242671e+06   \n",
-       "39                              1.239538e+06   \n",
-       "40                              1.324142e+06   \n",
-       "41                              1.324142e+06   \n",
-       "\n",
-       "    VirginStock_silver_95-by-35_Elec.Adv_DR  \\\n",
-       "0                                 23.764247   \n",
-       "1                                 11.157407   \n",
-       "2                                111.997100   \n",
-       "3                                 86.524936   \n",
-       "4                                203.098965   \n",
-       "5                                181.582129   \n",
-       "6                                347.870650   \n",
-       "7                                312.035735   \n",
-       "8                                442.471248   \n",
-       "9                                448.126733   \n",
-       "10                               771.571005   \n",
-       "11                               648.253863   \n",
-       "12                               637.494346   \n",
-       "13                               580.190318   \n",
-       "14                              1043.606109   \n",
-       "15                               958.017345   \n",
-       "16                              1846.180110   \n",
-       "17                              1727.574992   \n",
-       "18                              2287.181799   \n",
-       "19                              2132.991866   \n",
-       "20                              2730.708346   \n",
-       "21                              2528.080207   \n",
-       "22                              2905.492307   \n",
-       "23                              2890.097949   \n",
-       "24                              3773.144631   \n",
-       "25                              3755.572276   \n",
-       "26                              4527.775439   \n",
-       "27                              4508.964696   \n",
-       "28                              5002.411869   \n",
-       "29                              4983.653854   \n",
-       "30                              5046.700552   \n",
-       "31                              5029.456308   \n",
-       "32                              5295.807447   \n",
-       "33                              5279.187303   \n",
-       "34                              5595.612704   \n",
-       "35                              5579.375427   \n",
-       "36                              6112.456154   \n",
-       "37                              6095.962398   \n",
-       "38                              6367.760775   \n",
-       "39                              6351.703628   \n",
-       "40                              6785.234379   \n",
-       "41                              6785.234379   \n",
-       "\n",
-       "    VirginStock_copper_95-by-35_Elec.Adv_DR  \\\n",
-       "0                                  4.485386   \n",
-       "1                                  4.371755   \n",
-       "2                                 52.827243   \n",
-       "3                                 50.841191   \n",
-       "4                                169.758582   \n",
-       "5                                162.572253   \n",
-       "6                                396.287453   \n",
-       "7                                419.025058   \n",
-       "8                                694.637934   \n",
-       "9                                688.803066   \n",
-       "10                              1367.014212   \n",
-       "11                              1319.245930   \n",
-       "12                              1403.453419   \n",
-       "13                              1387.018351   \n",
-       "14                              2685.451582   \n",
-       "15                              2676.446517   \n",
-       "16                              5292.143456   \n",
-       "17                              5076.177826   \n",
-       "18                              6882.999668   \n",
-       "19                              6587.886873   \n",
-       "20                              8678.295388   \n",
-       "21                              8292.130123   \n",
-       "22                              9530.045847   \n",
-       "23                              9479.552186   \n",
-       "24                             12375.954750   \n",
-       "25                             12318.317238   \n",
-       "26                             14851.151872   \n",
-       "27                             14789.452434   \n",
-       "28                             16407.964440   \n",
-       "29                             16346.437949   \n",
-       "30                             16553.231795   \n",
-       "31                             16496.670489   \n",
-       "32                             17370.305075   \n",
-       "33                             17315.790826   \n",
-       "34                             18353.669524   \n",
-       "35                             18300.411083   \n",
-       "36                             20048.921568   \n",
-       "37                             19994.821874   \n",
-       "38                             20886.323457   \n",
-       "39                             20833.655842   \n",
-       "40                             22255.641342   \n",
-       "41                             22255.641342   \n",
-       "\n",
-       "    VirginStock_aluminum_95-by-35_Elec.Adv_DR  \n",
-       "0                                7.738673e+02  \n",
-       "1                                7.533675e+02  \n",
-       "2                                9.109097e+03  \n",
-       "3                                8.767506e+03  \n",
-       "4                                2.924719e+04  \n",
-       "5                                2.804289e+04  \n",
-       "6                                6.340030e+04  \n",
-       "7                                6.268391e+04  \n",
-       "8                                8.945712e+04  \n",
-       "9                                8.572974e+04  \n",
-       "10                               1.535330e+05  \n",
-       "11                               1.488137e+05  \n",
-       "12                               1.574549e+05  \n",
-       "13                               1.547726e+05  \n",
-       "14                               2.970990e+05  \n",
-       "15                               2.935934e+05  \n",
-       "16                               5.991403e+05  \n",
-       "17                               5.937311e+05  \n",
-       "18                               8.326524e+05  \n",
-       "19                               8.265640e+05  \n",
-       "20                               1.130861e+06  \n",
-       "21                               1.123913e+06  \n",
-       "22                               1.291699e+06  \n",
-       "23                               1.284855e+06  \n",
-       "24                               1.677433e+06  \n",
-       "25                               1.669621e+06  \n",
-       "26                               2.012920e+06  \n",
-       "27                               2.004557e+06  \n",
-       "28                               2.223930e+06  \n",
-       "29                               2.215591e+06  \n",
-       "30                               2.243619e+06  \n",
-       "31                               2.235953e+06  \n",
-       "32                               2.354365e+06  \n",
-       "33                               2.346976e+06  \n",
-       "34                               2.487650e+06  \n",
-       "35                               2.480432e+06  \n",
-       "36                               2.717424e+06  \n",
-       "37                               2.710091e+06  \n",
-       "38                               2.830925e+06  \n",
-       "39                               2.823787e+06  \n",
-       "40                               3.016522e+06  \n",
-       "41                               3.016522e+06  \n",
-       "\n",
-       "[42 rows x 31 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "USyearly"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# USyearly.to_csv('PVSC_USYearly_DataforPlot.csv')\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.rcParams.update({'font.size': 8})\n",
-    "plt.rcParams['figure.figsize'] = (12, 8)\n",
-    "    \n",
-    "keywords=['VirginStock_', 'Waste_']\n",
-    "SFScenarios = ['Reference.Mod', '95-by-35.Adv', '95-by-35_Elec.Adv_DR']\n",
-    "materials = ['glass', 'silicon', 'silver', 'copper', 'aluminum']\n",
-    "\n",
-    "    \n",
-    "fig, axs = plt.subplots(2,1, figsize=(5, 5), facecolor='w', edgecolor='k')\n",
-    "fig.subplots_adjust(hspace = .6, wspace=.001)\n",
-    "fig.subplots_adjust(hspace = .3, wspace=.001)\n",
-    "\n",
-    "axs = axs.ravel()\n",
-    "i = 0\n",
-    "\n",
-    "### PLOT 1\n",
-    "\n",
-    "# Loop over Keywords\n",
-    "ii=0\n",
-    "keyw = keywords[ii]\n",
-    "# Loop over SF Scenarios\n",
-    "kk=0\n",
-    "\n",
-    "obj = SFScenarios[kk]\n",
-    "axs[i].yaxis.grid()\n",
-    "axs[i].axvspan(2000, 2018, facecolor='0.9', alpha=0.5)\n",
-    "axs[i].axvspan(2018, 2050.5, facecolor='yellow', alpha=0.1)\n",
-    "axs[i].plot([],[],color='c', label='glass', linewidth=5)\n",
-    "axs[i].plot([],[],color='k', label='silicon', linewidth=5)\n",
-    "axs[i].plot([],[],color='m', label='silver', linewidth=5)\n",
-    "axs[i].plot([],[],color='r', label='copper', linewidth=5)\n",
-    "axs[i].plot([],[],color='g', label='aluminum', linewidth=5)\n",
-    "\n",
-    "axs[i].stackplot(years, USyearly[keyw+materials[0]+'_'+SFScenarios[0]], \n",
-    "                                                  USyearly[keyw+materials[1]+'_'+SFScenarios[0]], \n",
-    "                                                  USyearly[keyw+materials[2]+'_'+SFScenarios[0]], \n",
-    "                                                  USyearly[keyw+materials[3]+'_'+SFScenarios[0]], \n",
-    "                                                  USyearly[keyw+materials[4]+'_'+SFScenarios[0]], \n",
-    "                                                  colors=['c','k','m','r', 'g'])\n",
-    "#axs[i].ylabel('Mass [Tons]')\n",
-    "axs[i].set_xlim([2010, 2050])\n",
-    "#axs[i].set_title(keyw+ ' ' + obj.name)\n",
-    "#axs[i].legend(materials)\n",
-    "\n",
-    "i += 1 \n",
-    "\n",
-    "### PLOT 2\n",
-    "\n",
-    "ii=1\n",
-    "keyw = keywords[ii]\n",
-    "# Loop over SF Scenarios\n",
-    "kk=0\n",
-    "\n",
-    "obj = SFScenarios[kk]\n",
-    "axs[i].yaxis.grid()\n",
-    "axs[i].axvspan(2000, 2018, facecolor='0.9', alpha=0.5)\n",
-    "axs[i].axvspan(2018, 2050.5, facecolor='yellow', alpha=0.1)\n",
-    "axs[i].plot([],[],color='c', label='glass', linewidth=5)\n",
-    "axs[i].plot([],[],color='k', label='silicon', linewidth=5)\n",
-    "axs[i].plot([],[],color='m', label='silver', linewidth=5)\n",
-    "axs[i].plot([],[],color='r', label='copper', linewidth=5)\n",
-    "axs[i].plot([],[],color='g', label='aluminum', linewidth=5)\n",
-    "\n",
-    "axs[i].stackplot(years, USyearly[keyw+materials[0]+'_'+SFScenarios[0]]*907185, \n",
-    "                                                  USyearly[keyw+materials[1]+'_'+SFScenarios[0]]*907185, \n",
-    "                                                  USyearly[keyw+materials[2]+'_'+SFScenarios[0]]*907185, \n",
-    "                                                  USyearly[keyw+materials[3]+'_'+SFScenarios[0]]*907185, \n",
-    "                                                  USyearly[keyw+materials[4]+'_'+SFScenarios[0]]*907185, \n",
-    "                                                  colors=['c','k','m','r', 'g'])\n",
-    "#axs[i].ylabel('Mass [Tons]')\n",
-    "axs[i].set_xlim([2010, 2050])\n",
-    "#axs[i].set_title(keyw+ ' ' + obj.name)\n",
-    "#axs[i].legend(materials)\n",
-    "\n",
-    "i += 1 \n",
-    "\n",
-    "\n",
-    "axs[0].set_ylim([0, 2e7])\n",
-    "axs[1].set_ylim([0, 5e6])\n",
-    "axs[0].set_title(\"Virgin Stock Needs\")\n",
-    "axs[1].set_title(\"Waste\")\n",
-    "        \n",
-    "axs[0].set_ylabel('Mass [Tons]')\n",
-    "axs[1].set_ylabel('Mass [Tons]')\n",
-    "axs[1].legend(materials)\n",
-    "\n",
-    "fig.savefig(os.path.join(testfolder,'testplot.png'), dpi=600)\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/docs/tutorials/PVSC 2021 Fig. 3.py b/docs/tutorials/PVSC 2021 Fig. 3.py
deleted file mode 100644
index 3fbfdd82..00000000
--- a/docs/tutorials/PVSC 2021 Fig. 3.py	
+++ /dev/null
@@ -1,147 +0,0 @@
-#!/usr/bin/env python
-# coding: utf-8
-
-# # PVSC Fig. 3
-
-# In[2]:
-
-
-import PV_ICE
-import numpy as np
-import pandas as pd
-import os,sys
-import matplotlib.pyplot as plt
-plt.rcParams.update({'font.size': 22})
-plt.rcParams['figure.figsize'] = (12, 8)
-
-
-# In[3]:
-
-
-import os
-from pathlib import Path
-
-testfolder = str(Path().resolve().parent.parent / 'PV_ICE' / 'TEMP')
-
-print ("Your simulation will be stored in %s" % testfolder)
-
-
-# In[18]:
-
-
-years = list(range(2009,2051))
-
-
-# In[9]:
-
-
-USyearly = pd.read_csv(os.path.join(testfolder,'PVSC_USYearly_DataforPlot.csv'))
-
-
-# In[12]:
-
-
-USyearly.keys()
-
-
-# In[19]:
-
-
-USyearly
-
-
-# In[21]:
-
-
-# USyearly.to_csv('PVSC_USYearly_DataforPlot.csv')
-
-
-
-plt.rcParams.update({'font.size': 8})
-plt.rcParams['figure.figsize'] = (12, 8)
-    
-keywords=['VirginStock_', 'Waste_']
-SFScenarios = ['Reference.Mod', '95-by-35.Adv', '95-by-35_Elec.Adv_DR']
-materials = ['glass', 'silicon', 'silver', 'copper', 'aluminum']
-
-    
-fig, axs = plt.subplots(2,1, figsize=(5, 5), facecolor='w', edgecolor='k')
-fig.subplots_adjust(hspace = .6, wspace=.001)
-fig.subplots_adjust(hspace = .3, wspace=.001)
-
-axs = axs.ravel()
-i = 0
-
-### PLOT 1
-
-# Loop over Keywords
-ii=0
-keyw = keywords[ii]
-# Loop over SF Scenarios
-kk=0
-
-obj = SFScenarios[kk]
-axs[i].yaxis.grid()
-axs[i].axvspan(2000, 2018, facecolor='0.9', alpha=0.5)
-axs[i].axvspan(2018, 2050.5, facecolor='yellow', alpha=0.1)
-axs[i].plot([],[],color='c', label='glass', linewidth=5)
-axs[i].plot([],[],color='k', label='silicon', linewidth=5)
-axs[i].plot([],[],color='m', label='silver', linewidth=5)
-axs[i].plot([],[],color='r', label='copper', linewidth=5)
-axs[i].plot([],[],color='g', label='aluminum', linewidth=5)
-
-axs[i].stackplot(years, USyearly[keyw+materials[0]+'_'+SFScenarios[0]], 
-                                                  USyearly[keyw+materials[1]+'_'+SFScenarios[0]], 
-                                                  USyearly[keyw+materials[2]+'_'+SFScenarios[0]], 
-                                                  USyearly[keyw+materials[3]+'_'+SFScenarios[0]], 
-                                                  USyearly[keyw+materials[4]+'_'+SFScenarios[0]], 
-                                                  colors=['c','k','m','r', 'g'])
-#axs[i].ylabel('Mass [Tons]')
-axs[i].set_xlim([2010, 2050])
-#axs[i].set_title(keyw+ ' ' + obj.name)
-#axs[i].legend(materials)
-
-i += 1 
-
-### PLOT 2
-
-ii=1
-keyw = keywords[ii]
-# Loop over SF Scenarios
-kk=0
-
-obj = SFScenarios[kk]
-axs[i].yaxis.grid()
-axs[i].axvspan(2000, 2018, facecolor='0.9', alpha=0.5)
-axs[i].axvspan(2018, 2050.5, facecolor='yellow', alpha=0.1)
-axs[i].plot([],[],color='c', label='glass', linewidth=5)
-axs[i].plot([],[],color='k', label='silicon', linewidth=5)
-axs[i].plot([],[],color='m', label='silver', linewidth=5)
-axs[i].plot([],[],color='r', label='copper', linewidth=5)
-axs[i].plot([],[],color='g', label='aluminum', linewidth=5)
-
-axs[i].stackplot(years, USyearly[keyw+materials[0]+'_'+SFScenarios[0]]*907185, 
-                                                  USyearly[keyw+materials[1]+'_'+SFScenarios[0]]*907185, 
-                                                  USyearly[keyw+materials[2]+'_'+SFScenarios[0]]*907185, 
-                                                  USyearly[keyw+materials[3]+'_'+SFScenarios[0]]*907185, 
-                                                  USyearly[keyw+materials[4]+'_'+SFScenarios[0]]*907185, 
-                                                  colors=['c','k','m','r', 'g'])
-#axs[i].ylabel('Mass [Tons]')
-axs[i].set_xlim([2010, 2050])
-#axs[i].set_title(keyw+ ' ' + obj.name)
-#axs[i].legend(materials)
-
-i += 1 
-
-
-axs[0].set_ylim([0, 2e7])
-axs[1].set_ylim([0, 5e6])
-axs[0].set_title("Virgin Stock Needs")
-axs[1].set_title("Waste")
-        
-axs[0].set_ylabel('Mass [Tons]')
-axs[1].set_ylabel('Mass [Tons]')
-axs[1].legend(materials)
-
-fig.savefig(os.path.join(testfolder,'testplot.png'), dpi=600)
-