Upload 40 files
Browse files- plots/.DS_Store +0 -0
- plots/appendix2.ipynb +0 -0
- plots/carboncomparison/.DS_Store +0 -0
- plots/carboncomparison/01_ours.csv +14 -0
- plots/carboncomparison/02_cambridge.csv +16 -0
- plots/carboncomparison/03_digiconomist.csv +9 -0
- plots/carboncomparison/04_coinmetrics.csv +7 -0
- plots/carboncomparison/05_revisitingcarbon.csv +2 -0
- plots/carboncomparison/06_coinshares.csv +3 -0
- plots/carboncomparison/07_lifecycle.csv +2 -0
- plots/carboncomparison/08_stollcarbon.csv +2 -0
- plots/carboncomparison/09_bitcoinonlyproblem.csv +2 -0
- plots/carboncomparison/10_Sandner.csv +2 -0
- plots/carboncomparison/11_Krause.csv +2 -0
- plots/carboncomparison/12_McCook.csv +2 -0
- plots/carboncomparison/13_De Vries.csv +2 -0
- plots/carboncomparison/14_Vranken.csv +2 -0
- plots/carboncomparison/15_Bevand.csv +3 -0
- plots/carboncomparison/16_O'Dwyer.csv +2 -0
- plots/carboncomparison/17_Mora.csv +2 -0
- plots/carboncomparison/clean.ipynb +396 -0
- plots/carboncomparison/combine.ipynb +571 -0
- plots/carboncomparison/intensity.csv +14 -0
- plots/carboncomparison/orig/2_cambridge.csv +0 -0
- plots/carboncomparison/orig/3_digiconomist.csv +0 -0
- plots/carboncomparison/orig/4_coinmetrics.csv +7 -0
- plots/carboncomparison/table/table.csv +8 -0
- plots/carboncomparison/table/table.html +266 -0
- plots/carboncomparison/table/tableclean.ipynb +228 -0
- plots/carbonintensity.html +1 -0
- plots/pdfs/climate_thin.pdf +0 -0
- plots/pdfs/climate_thin_co2.pdf +0 -0
- plots/pdfs/climate_wide.pdf +0 -0
- plots/pdfs/climate_wide_co2.pdf +0 -0
- plots/pdfs/efficiencycomparison_thin.pdf +0 -0
- plots/pdfs/efficiencycomparison_wide.pdf +0 -0
- plots/pdfs/enveloppe_thin.pdf +0 -0
- plots/pdfs/enveloppe_wide.pdf +0 -0
- plots/pdfs/profit_thin.pdf +0 -0
- plots/pdfs/profit_wide.pdf +0 -0
plots/.DS_Store
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plots/appendix2.ipynb
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plots/carboncomparison/.DS_Store
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plots/carboncomparison/01_ours.csv
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ours,year
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plots/carboncomparison/02_cambridge.csv
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plots/carboncomparison/03_digiconomist.csv
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plots/carboncomparison/04_coinmetrics.csv
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plots/carboncomparison/05_revisitingcarbon.csv
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plots/carboncomparison/06_coinshares.csv
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plots/carboncomparison/07_lifecycle.csv
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plots/carboncomparison/08_stollcarbon.csv
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plots/carboncomparison/09_bitcoinonlyproblem.csv
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plots/carboncomparison/10_Sandner.csv
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plots/carboncomparison/11_Krause.csv
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"cells": [
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"metadata": {},
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"outputs": [
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{
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"text": [
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"c:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.0' or newer of 'numexpr' (version '2.7.3' currently installed).\n",
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"c:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\arrays\\masked.py:62: UserWarning: Pandas requires version '1.3.4' or newer of 'bottleneck' (version '1.3.2' currently installed).\n",
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],
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"source": [
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"import pandas as pd\n",
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"import numpy as np"
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},
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{
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{
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|
| 34 |
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" .dataframe tbody tr th:only-of-type {\n",
|
| 35 |
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" vertical-align: middle;\n",
|
| 36 |
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" }\n",
|
| 37 |
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"\n",
|
| 38 |
+
" .dataframe tbody tr th {\n",
|
| 39 |
+
" vertical-align: top;\n",
|
| 40 |
+
" }\n",
|
| 41 |
+
"\n",
|
| 42 |
+
" .dataframe thead th {\n",
|
| 43 |
+
" text-align: right;\n",
|
| 44 |
+
" }\n",
|
| 45 |
+
"</style>\n",
|
| 46 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 47 |
+
" <thead>\n",
|
| 48 |
+
" <tr style=\"text-align: right;\">\n",
|
| 49 |
+
" <th></th>\n",
|
| 50 |
+
" <th>intensity</th>\n",
|
| 51 |
+
" <th>year</th>\n",
|
| 52 |
+
" </tr>\n",
|
| 53 |
+
" </thead>\n",
|
| 54 |
+
" <tbody>\n",
|
| 55 |
+
" <tr>\n",
|
| 56 |
+
" <th>0</th>\n",
|
| 57 |
+
" <td>0.517203</td>\n",
|
| 58 |
+
" <td>2011</td>\n",
|
| 59 |
+
" </tr>\n",
|
| 60 |
+
" <tr>\n",
|
| 61 |
+
" <th>1</th>\n",
|
| 62 |
+
" <td>0.516045</td>\n",
|
| 63 |
+
" <td>2012</td>\n",
|
| 64 |
+
" </tr>\n",
|
| 65 |
+
" <tr>\n",
|
| 66 |
+
" <th>2</th>\n",
|
| 67 |
+
" <td>0.516379</td>\n",
|
| 68 |
+
" <td>2013</td>\n",
|
| 69 |
+
" </tr>\n",
|
| 70 |
+
" <tr>\n",
|
| 71 |
+
" <th>3</th>\n",
|
| 72 |
+
" <td>0.514491</td>\n",
|
| 73 |
+
" <td>2014</td>\n",
|
| 74 |
+
" </tr>\n",
|
| 75 |
+
" <tr>\n",
|
| 76 |
+
" <th>4</th>\n",
|
| 77 |
+
" <td>0.510113</td>\n",
|
| 78 |
+
" <td>2015</td>\n",
|
| 79 |
+
" </tr>\n",
|
| 80 |
+
" <tr>\n",
|
| 81 |
+
" <th>5</th>\n",
|
| 82 |
+
" <td>0.507194</td>\n",
|
| 83 |
+
" <td>2016</td>\n",
|
| 84 |
+
" </tr>\n",
|
| 85 |
+
" <tr>\n",
|
| 86 |
+
" <th>6</th>\n",
|
| 87 |
+
" <td>0.505843</td>\n",
|
| 88 |
+
" <td>2017</td>\n",
|
| 89 |
+
" </tr>\n",
|
| 90 |
+
" <tr>\n",
|
| 91 |
+
" <th>7</th>\n",
|
| 92 |
+
" <td>0.504636</td>\n",
|
| 93 |
+
" <td>2018</td>\n",
|
| 94 |
+
" </tr>\n",
|
| 95 |
+
" <tr>\n",
|
| 96 |
+
" <th>8</th>\n",
|
| 97 |
+
" <td>0.515194</td>\n",
|
| 98 |
+
" <td>2019</td>\n",
|
| 99 |
+
" </tr>\n",
|
| 100 |
+
" <tr>\n",
|
| 101 |
+
" <th>9</th>\n",
|
| 102 |
+
" <td>0.515194</td>\n",
|
| 103 |
+
" <td>2020</td>\n",
|
| 104 |
+
" </tr>\n",
|
| 105 |
+
" <tr>\n",
|
| 106 |
+
" <th>10</th>\n",
|
| 107 |
+
" <td>0.515194</td>\n",
|
| 108 |
+
" <td>2021</td>\n",
|
| 109 |
+
" </tr>\n",
|
| 110 |
+
" <tr>\n",
|
| 111 |
+
" <th>11</th>\n",
|
| 112 |
+
" <td>0.515194</td>\n",
|
| 113 |
+
" <td>2022</td>\n",
|
| 114 |
+
" </tr>\n",
|
| 115 |
+
" <tr>\n",
|
| 116 |
+
" <th>12</th>\n",
|
| 117 |
+
" <td>0.515194</td>\n",
|
| 118 |
+
" <td>2023</td>\n",
|
| 119 |
+
" </tr>\n",
|
| 120 |
+
" </tbody>\n",
|
| 121 |
+
"</table>\n",
|
| 122 |
+
"</div>"
|
| 123 |
+
],
|
| 124 |
+
"text/plain": [
|
| 125 |
+
" intensity year\n",
|
| 126 |
+
"0 0.517203 2011\n",
|
| 127 |
+
"1 0.516045 2012\n",
|
| 128 |
+
"2 0.516379 2013\n",
|
| 129 |
+
"3 0.514491 2014\n",
|
| 130 |
+
"4 0.510113 2015\n",
|
| 131 |
+
"5 0.507194 2016\n",
|
| 132 |
+
"6 0.505843 2017\n",
|
| 133 |
+
"7 0.504636 2018\n",
|
| 134 |
+
"8 0.515194 2019\n",
|
| 135 |
+
"9 0.515194 2020\n",
|
| 136 |
+
"10 0.515194 2021\n",
|
| 137 |
+
"11 0.515194 2022\n",
|
| 138 |
+
"12 0.515194 2023"
|
| 139 |
+
]
|
| 140 |
+
},
|
| 141 |
+
"execution_count": 3,
|
| 142 |
+
"metadata": {},
|
| 143 |
+
"output_type": "execute_result"
|
| 144 |
+
}
|
| 145 |
+
],
|
| 146 |
+
"source": [
|
| 147 |
+
"intensity = pd.read_csv('intensity.csv') # intensity\tyear\n",
|
| 148 |
+
"intensity"
|
| 149 |
+
]
|
| 150 |
+
},
|
| 151 |
+
{
|
| 152 |
+
"cell_type": "code",
|
| 153 |
+
"execution_count": 110,
|
| 154 |
+
"metadata": {},
|
| 155 |
+
"outputs": [
|
| 156 |
+
{
|
| 157 |
+
"data": {
|
| 158 |
+
"text/html": [
|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
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|
| 165 |
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|
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|
| 167 |
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|
| 168 |
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"\n",
|
| 169 |
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|
| 170 |
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|
| 171 |
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" }\n",
|
| 172 |
+
"</style>\n",
|
| 173 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 174 |
+
" <thead>\n",
|
| 175 |
+
" <tr style=\"text-align: right;\">\n",
|
| 176 |
+
" <th></th>\n",
|
| 177 |
+
" <th>cambridge</th>\n",
|
| 178 |
+
" <th>year</th>\n",
|
| 179 |
+
" </tr>\n",
|
| 180 |
+
" <tr>\n",
|
| 181 |
+
" <th>Date and Time</th>\n",
|
| 182 |
+
" <th></th>\n",
|
| 183 |
+
" <th></th>\n",
|
| 184 |
+
" </tr>\n",
|
| 185 |
+
" </thead>\n",
|
| 186 |
+
" <tbody>\n",
|
| 187 |
+
" <tr>\n",
|
| 188 |
+
" <th>2010-12-31</th>\n",
|
| 189 |
+
" <td>1.453766e+03</td>\n",
|
| 190 |
+
" <td>2010</td>\n",
|
| 191 |
+
" </tr>\n",
|
| 192 |
+
" <tr>\n",
|
| 193 |
+
" <th>2011-12-31</th>\n",
|
| 194 |
+
" <td>7.755366e+04</td>\n",
|
| 195 |
+
" <td>2011</td>\n",
|
| 196 |
+
" </tr>\n",
|
| 197 |
+
" <tr>\n",
|
| 198 |
+
" <th>2012-12-31</th>\n",
|
| 199 |
+
" <td>5.489394e+04</td>\n",
|
| 200 |
+
" <td>2012</td>\n",
|
| 201 |
+
" </tr>\n",
|
| 202 |
+
" <tr>\n",
|
| 203 |
+
" <th>2013-12-31</th>\n",
|
| 204 |
+
" <td>5.920221e+05</td>\n",
|
| 205 |
+
" <td>2013</td>\n",
|
| 206 |
+
" </tr>\n",
|
| 207 |
+
" <tr>\n",
|
| 208 |
+
" <th>2014-12-31</th>\n",
|
| 209 |
+
" <td>2.626312e+06</td>\n",
|
| 210 |
+
" <td>2014</td>\n",
|
| 211 |
+
" </tr>\n",
|
| 212 |
+
" <tr>\n",
|
| 213 |
+
" <th>2015-12-31</th>\n",
|
| 214 |
+
" <td>1.962968e+06</td>\n",
|
| 215 |
+
" <td>2015</td>\n",
|
| 216 |
+
" </tr>\n",
|
| 217 |
+
" <tr>\n",
|
| 218 |
+
" <th>2016-12-31</th>\n",
|
| 219 |
+
" <td>3.052266e+06</td>\n",
|
| 220 |
+
" <td>2016</td>\n",
|
| 221 |
+
" </tr>\n",
|
| 222 |
+
" <tr>\n",
|
| 223 |
+
" <th>2017-12-31</th>\n",
|
| 224 |
+
" <td>6.855055e+06</td>\n",
|
| 225 |
+
" <td>2017</td>\n",
|
| 226 |
+
" </tr>\n",
|
| 227 |
+
" <tr>\n",
|
| 228 |
+
" <th>2018-12-31</th>\n",
|
| 229 |
+
" <td>2.282154e+07</td>\n",
|
| 230 |
+
" <td>2018</td>\n",
|
| 231 |
+
" </tr>\n",
|
| 232 |
+
" <tr>\n",
|
| 233 |
+
" <th>2019-12-31</th>\n",
|
| 234 |
+
" <td>2.695055e+07</td>\n",
|
| 235 |
+
" <td>2019</td>\n",
|
| 236 |
+
" </tr>\n",
|
| 237 |
+
" <tr>\n",
|
| 238 |
+
" <th>2020-12-31</th>\n",
|
| 239 |
+
" <td>3.340410e+07</td>\n",
|
| 240 |
+
" <td>2020</td>\n",
|
| 241 |
+
" </tr>\n",
|
| 242 |
+
" <tr>\n",
|
| 243 |
+
" <th>2021-12-31</th>\n",
|
| 244 |
+
" <td>4.780382e+07</td>\n",
|
| 245 |
+
" <td>2021</td>\n",
|
| 246 |
+
" </tr>\n",
|
| 247 |
+
" <tr>\n",
|
| 248 |
+
" <th>2022-12-31</th>\n",
|
| 249 |
+
" <td>4.843909e+07</td>\n",
|
| 250 |
+
" <td>2022</td>\n",
|
| 251 |
+
" </tr>\n",
|
| 252 |
+
" <tr>\n",
|
| 253 |
+
" <th>2023-12-31</th>\n",
|
| 254 |
+
" <td>6.190480e+07</td>\n",
|
| 255 |
+
" <td>2023</td>\n",
|
| 256 |
+
" </tr>\n",
|
| 257 |
+
" <tr>\n",
|
| 258 |
+
" <th>2024-12-31</th>\n",
|
| 259 |
+
" <td>8.055568e+07</td>\n",
|
| 260 |
+
" <td>2024</td>\n",
|
| 261 |
+
" </tr>\n",
|
| 262 |
+
" </tbody>\n",
|
| 263 |
+
"</table>\n",
|
| 264 |
+
"</div>"
|
| 265 |
+
],
|
| 266 |
+
"text/plain": [
|
| 267 |
+
" cambridge year\n",
|
| 268 |
+
"Date and Time \n",
|
| 269 |
+
"2010-12-31 1.453766e+03 2010\n",
|
| 270 |
+
"2011-12-31 7.755366e+04 2011\n",
|
| 271 |
+
"2012-12-31 5.489394e+04 2012\n",
|
| 272 |
+
"2013-12-31 5.920221e+05 2013\n",
|
| 273 |
+
"2014-12-31 2.626312e+06 2014\n",
|
| 274 |
+
"2015-12-31 1.962968e+06 2015\n",
|
| 275 |
+
"2016-12-31 3.052266e+06 2016\n",
|
| 276 |
+
"2017-12-31 6.855055e+06 2017\n",
|
| 277 |
+
"2018-12-31 2.282154e+07 2018\n",
|
| 278 |
+
"2019-12-31 2.695055e+07 2019\n",
|
| 279 |
+
"2020-12-31 3.340410e+07 2020\n",
|
| 280 |
+
"2021-12-31 4.780382e+07 2021\n",
|
| 281 |
+
"2022-12-31 4.843909e+07 2022\n",
|
| 282 |
+
"2023-12-31 6.190480e+07 2023\n",
|
| 283 |
+
"2024-12-31 8.055568e+07 2024"
|
| 284 |
+
]
|
| 285 |
+
},
|
| 286 |
+
"execution_count": 110,
|
| 287 |
+
"metadata": {},
|
| 288 |
+
"output_type": "execute_result"
|
| 289 |
+
}
|
| 290 |
+
],
|
| 291 |
+
"source": [
|
| 292 |
+
"cambridge = pd.read_csv('orig/02_cambridge.csv') # Date and Time,\"Hydro-only, MtCO2e\",\"Estimated, MtCO2e\",\"Coal-only, MtCO2e\"\n",
|
| 293 |
+
"cambridge['Date and Time'] = pd.to_datetime(cambridge['Date and Time'])\n",
|
| 294 |
+
"cambridge.index = cambridge['Date and Time']\n",
|
| 295 |
+
"cambridge = cambridge[[\"Estimated, MtCO2e\"]]\n",
|
| 296 |
+
"#yearly avg\n",
|
| 297 |
+
"cambridge = cambridge.resample('Y').mean()\n",
|
| 298 |
+
"cambridge[\"year\"] = cambridge.index.year\n",
|
| 299 |
+
"cambridge.rename(columns={\"Estimated, MtCO2e\": \"cambridge\"}, inplace=True)\n",
|
| 300 |
+
"cambridge[\"cambridge\"] = cambridge[\"cambridge\"] * 1e6\n",
|
| 301 |
+
"cambridge.to_csv('2_cambridge.csv',index=False)\n",
|
| 302 |
+
"cambridge"
|
| 303 |
+
]
|
| 304 |
+
},
|
| 305 |
+
{
|
| 306 |
+
"cell_type": "code",
|
| 307 |
+
"execution_count": 111,
|
| 308 |
+
"metadata": {},
|
| 309 |
+
"outputs": [],
|
| 310 |
+
"source": [
|
| 311 |
+
"digiconomist = pd.read_csv('orig/03_digiconomist.csv') # \"DateTime\",\"Estimated TWh per Year\",\"Minimum TWh per Year\"\n",
|
| 312 |
+
"digiconomist['DateTime'] = pd.to_datetime(digiconomist['DateTime'])\n",
|
| 313 |
+
"digiconomist.index = digiconomist['DateTime']\n",
|
| 314 |
+
"digiconomist = digiconomist[[\"Estimated TWh per Year\"]]\n",
|
| 315 |
+
"\n",
|
| 316 |
+
"#yearly avg\n",
|
| 317 |
+
"digiconomist = digiconomist.resample('Y').mean()\n",
|
| 318 |
+
"digiconomist[\"year\"] = digiconomist.index.year\n",
|
| 319 |
+
"digiconomist.rename(columns={\"Estimated TWh per Year\": \"digiconomist\"}, inplace=True)\n",
|
| 320 |
+
"\n",
|
| 321 |
+
"#convert to co2\n",
|
| 322 |
+
"digiconomist = digiconomist.merge(intensity, on=\"year\", how=\"left\")\n",
|
| 323 |
+
"digiconomist[\"digiconomist\"] = digiconomist[\"digiconomist\"] * digiconomist[\"intensity\"] * 1e6\n",
|
| 324 |
+
"digiconomist.drop(columns=[\"intensity\"], inplace=True)\n",
|
| 325 |
+
"\n",
|
| 326 |
+
"digiconomist.to_csv('3_digiconomist.csv',index=False)"
|
| 327 |
+
]
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"cell_type": "code",
|
| 331 |
+
"execution_count": 112,
|
| 332 |
+
"metadata": {},
|
| 333 |
+
"outputs": [],
|
| 334 |
+
"source": [
|
| 335 |
+
"coinmetrics = pd.read_csv('orig/04_coinmetrics.csv') # year,coinmetrics\n",
|
| 336 |
+
"#convert gw to Twh per year\n",
|
| 337 |
+
"coinmetrics[\"coinmetrics\"] = coinmetrics[\"coinmetrics\"] * 8.76\n",
|
| 338 |
+
"#convert to co2\n",
|
| 339 |
+
"coinmetrics = coinmetrics.merge(intensity, on=\"year\", how=\"left\")\n",
|
| 340 |
+
"coinmetrics[\"coinmetrics\"] = coinmetrics[\"coinmetrics\"] * coinmetrics[\"intensity\"] * 1e6\n",
|
| 341 |
+
"coinmetrics.drop(columns=[\"intensity\"], inplace=True)\n",
|
| 342 |
+
"\n",
|
| 343 |
+
"coinmetrics.to_csv('4_coinmetrics.csv',index=False)"
|
| 344 |
+
]
|
| 345 |
+
},
|
| 346 |
+
{
|
| 347 |
+
"cell_type": "code",
|
| 348 |
+
"execution_count": 5,
|
| 349 |
+
"metadata": {},
|
| 350 |
+
"outputs": [],
|
| 351 |
+
"source": [
|
| 352 |
+
"rest = pd.read_csv('table/table.csv') # Author,Publication date,Title,Estimate (TWh)\n",
|
| 353 |
+
"\n",
|
| 354 |
+
"# for each row, create a csv with the author name\n",
|
| 355 |
+
"for index, row in rest.iterrows():\n",
|
| 356 |
+
" name = row[\"Author\"].split(\",\")[0]\n",
|
| 357 |
+
" twh_values = str(row[\"Estimate (TWh)\"]).split(\" to \")\n",
|
| 358 |
+
" twh_values = np.array([float(x) for x in twh_values])\n",
|
| 359 |
+
" year = row[\"Publication date\"].split(\" \")[-1]\n",
|
| 360 |
+
"\n",
|
| 361 |
+
" #convert to co2\n",
|
| 362 |
+
" intensity_year = float(intensity[intensity[\"year\"] == int(year)][\"intensity\"].values[0])\n",
|
| 363 |
+
" co2 = twh_values * intensity_year * 1e6\n",
|
| 364 |
+
"\n",
|
| 365 |
+
" # co2 = np.mean(co2)\n",
|
| 366 |
+
" co2 = str(co2[0]) + (\" to \" + str(co2[1]) if len(co2) > 1 else \"\")\n",
|
| 367 |
+
"\n",
|
| 368 |
+
"\n",
|
| 369 |
+
" with open(f'{index+10}_{name}.csv', 'w') as f:\n",
|
| 370 |
+
" f.write(f'year,{name}\\n')\n",
|
| 371 |
+
" f.write(f'{year},{co2}\\n')"
|
| 372 |
+
]
|
| 373 |
+
}
|
| 374 |
+
],
|
| 375 |
+
"metadata": {
|
| 376 |
+
"kernelspec": {
|
| 377 |
+
"display_name": "py310",
|
| 378 |
+
"language": "python",
|
| 379 |
+
"name": "python3"
|
| 380 |
+
},
|
| 381 |
+
"language_info": {
|
| 382 |
+
"codemirror_mode": {
|
| 383 |
+
"name": "ipython",
|
| 384 |
+
"version": 3
|
| 385 |
+
},
|
| 386 |
+
"file_extension": ".py",
|
| 387 |
+
"mimetype": "text/x-python",
|
| 388 |
+
"name": "python",
|
| 389 |
+
"nbconvert_exporter": "python",
|
| 390 |
+
"pygments_lexer": "ipython3",
|
| 391 |
+
"version": "3.9.7"
|
| 392 |
+
}
|
| 393 |
+
},
|
| 394 |
+
"nbformat": 4,
|
| 395 |
+
"nbformat_minor": 2
|
| 396 |
+
}
|
plots/carboncomparison/combine.ipynb
ADDED
|
@@ -0,0 +1,571 @@
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|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 20,
|
| 6 |
+
"metadata": {},
|
| 7 |
+
"outputs": [
|
| 8 |
+
{
|
| 9 |
+
"name": "stdout",
|
| 10 |
+
"output_type": "stream",
|
| 11 |
+
"text": [
|
| 12 |
+
"\\begin{tabular}{rlllllllllllllllll}\n",
|
| 13 |
+
"\\toprule\n",
|
| 14 |
+
"year & ours & cambridge & digiconomist & coinmetrics & revisitingcarbon & coinshares & lifecycle & stollcarbon & bitcoinonlyproblem & Sandner & Krause & McCook & De Vries & Vranken & Bevand & O'Dwyer & mora \\\\\n",
|
| 15 |
+
"\\midrule\n",
|
| 16 |
+
"2011 & 1.68e+04 & 7.76e+04 & & & & & & & & & & & & & & & \\\\\n",
|
| 17 |
+
"2012 & 1.95e+04 & 5.49e+04 & & & & & & & & & & & & & & & \\\\\n",
|
| 18 |
+
"2013 & 1.20e+04 & 5.92e+05 & & & & & & & & & & & & & & & \\\\\n",
|
| 19 |
+
"2014 & 6.91e+05 & 2.63e+06 & & & & & & & & & & & & & & 4.63e+05 to 4.51e+07 & \\\\\n",
|
| 20 |
+
"2015 & 1.27e+06 & 1.96e+06 & & & & & & & & & & & & & & & \\\\\n",
|
| 21 |
+
"2016 & 2.12e+06 & 3.05e+06 & & & & & & & & & & & & & & & \\\\\n",
|
| 22 |
+
"2017 & 4.70e+06 & 6.86e+06 & 8.84e+06 & & & & & & & & & & & 4.55e+05 to 2.23e+06 & As of Feb 2017: 1.47e+06 to 3.44e+06 TCO2/year & & 6.90e+07 \\\\\n",
|
| 23 |
+
"2018 & 1.94e+07 & 2.28e+07 & 3.16e+07 & 1.77e+07 & & & 1.73e+07 & & 3.37e+07 & & 1.52e+07 & 5.30e+07 & 1.13e+07 to 3.39e+07 & & As of Jan 2018: 7.17e+06 to 1.39e+07 TCO2/year & & \\\\\n",
|
| 24 |
+
"2019 & 2.95e+07 & 2.70e+07 & 3.29e+07 & 1.81e+07 & & & & 2.20e+07 & & & & & & & & & \\\\\n",
|
| 25 |
+
"2020 & 4.24e+07 & 3.34e+07 & 3.62e+07 & 3.61e+07 & & 3.60e+07 & & & & & & & & & & & \\\\\n",
|
| 26 |
+
"2021 & 4.62e+07 & 4.78e+07 & 6.90e+07 & 4.29e+07 & 6.50e+07 & 4.10e+07 & & & & 4.68e+07 & & & & & & & \\\\\n",
|
| 27 |
+
"2022 & 6.30e+07 & 4.84e+07 & 8.31e+07 & 4.51e+07 & & & & & & & & & & & & & \\\\\n",
|
| 28 |
+
"2023 & 7.52e+07 & 6.19e+07 & 5.61e+07 & 5.42e+07 & & & & & & & & & & & & & \\\\\n",
|
| 29 |
+
"\\bottomrule\n",
|
| 30 |
+
"\\end{tabular}\n",
|
| 31 |
+
"\n"
|
| 32 |
+
]
|
| 33 |
+
}
|
| 34 |
+
],
|
| 35 |
+
"source": [
|
| 36 |
+
"import os\n",
|
| 37 |
+
"import pandas as pd\n",
|
| 38 |
+
"\n",
|
| 39 |
+
"# Get a list of all CSV files in the current directory\n",
|
| 40 |
+
"csv_files = [file for file in os.listdir('.') if file.endswith('.csv') and not file.startswith('intensity')]\n",
|
| 41 |
+
"\n",
|
| 42 |
+
"# Read and merge all CSV files on the 'year' column\n",
|
| 43 |
+
"data_frames = [pd.read_csv(file) for file in csv_files]\n",
|
| 44 |
+
"merged_df = pd.concat(data_frames).groupby('year').sum().reset_index()\n",
|
| 45 |
+
"\n",
|
| 46 |
+
"# Define a custom formatting function for numerical columns\n",
|
| 47 |
+
"def custom_format(x):\n",
|
| 48 |
+
" if x == 0:\n",
|
| 49 |
+
" return \"\"\n",
|
| 50 |
+
" elif str(x).__contains__(' to '):\n",
|
| 51 |
+
" parts = [custom_format(float(part)) for part in x.split(' to ')]\n",
|
| 52 |
+
" return f\"{parts[0]} to {parts[1]}\"\n",
|
| 53 |
+
" else:\n",
|
| 54 |
+
" return f\"{x:.2e}\"\n",
|
| 55 |
+
"\n",
|
| 56 |
+
"# Apply the custom formatting function to numerical columns only\n",
|
| 57 |
+
"formatted_df = merged_df.copy()\n",
|
| 58 |
+
"for col in formatted_df.columns:\n",
|
| 59 |
+
" if col != 'year':\n",
|
| 60 |
+
" formatted_df[col] = formatted_df[col].apply(custom_format)\n",
|
| 61 |
+
"\n",
|
| 62 |
+
"# keep only 2011 to 2023\n",
|
| 63 |
+
"formatted_df = formatted_df[(formatted_df['year'] >= 2011) & (formatted_df['year'] <= 2023)]\n",
|
| 64 |
+
"\n",
|
| 65 |
+
"# Convert the DataFrame to a LaTeX table\n",
|
| 66 |
+
"latex_table = formatted_df.to_latex(index=False, escape=False)\n",
|
| 67 |
+
"\n",
|
| 68 |
+
"latex_table = latex_table.replace(\"1.00e+00 to 1.00e+00\", f\"As of Feb 2017: {2.9*1e6*0.505843:.2e} to {6.8*1e6*0.505843:.2e} TCO2/year\")\n",
|
| 69 |
+
"latex_table = latex_table.replace(\"2.00e+00 to 2.00e+00\", f\"As of Jan 2018: {14.2*1e6*0.504636:.2e} to {27.5*1e6*0.504636:.2e} TCO2/year\")\n",
|
| 70 |
+
"print(latex_table)"
|
| 71 |
+
]
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"cell_type": "code",
|
| 75 |
+
"execution_count": 21,
|
| 76 |
+
"metadata": {},
|
| 77 |
+
"outputs": [
|
| 78 |
+
{
|
| 79 |
+
"name": "stdout",
|
| 80 |
+
"output_type": "stream",
|
| 81 |
+
"text": [
|
| 82 |
+
"\\begin{tabular}{rllll}\n",
|
| 83 |
+
"\\toprule\n",
|
| 84 |
+
"year & ours & cambridge & digiconomist & coinmetrics \\\\\n",
|
| 85 |
+
"\\midrule\n",
|
| 86 |
+
"2011 & 1.68e+04 & 7.76e+04 & & \\\\\n",
|
| 87 |
+
"2012 & 1.95e+04 & 5.49e+04 & & \\\\\n",
|
| 88 |
+
"2013 & 1.20e+04 & 5.92e+05 & & \\\\\n",
|
| 89 |
+
"2014 & 6.91e+05 & 2.63e+06 & & \\\\\n",
|
| 90 |
+
"2015 & 1.27e+06 & 1.96e+06 & & \\\\\n",
|
| 91 |
+
"2016 & 2.12e+06 & 3.05e+06 & & \\\\\n",
|
| 92 |
+
"2017 & 4.70e+06 & 6.86e+06 & 8.84e+06 & \\\\\n",
|
| 93 |
+
"2018 & 1.94e+07 & 2.28e+07 & 3.16e+07 & 1.77e+07 \\\\\n",
|
| 94 |
+
"2019 & 2.95e+07 & 2.70e+07 & 3.29e+07 & 1.81e+07 \\\\\n",
|
| 95 |
+
"2020 & 4.24e+07 & 3.34e+07 & 3.62e+07 & 3.61e+07 \\\\\n",
|
| 96 |
+
"2021 & 4.62e+07 & 4.78e+07 & 6.90e+07 & 4.29e+07 \\\\\n",
|
| 97 |
+
"2022 & 6.30e+07 & 4.84e+07 & 8.31e+07 & 4.51e+07 \\\\\n",
|
| 98 |
+
"2023 & 7.52e+07 & 6.19e+07 & 5.61e+07 & 5.42e+07 \\\\\n",
|
| 99 |
+
"\\bottomrule\n",
|
| 100 |
+
"\\end{tabular}\n",
|
| 101 |
+
"\n"
|
| 102 |
+
]
|
| 103 |
+
}
|
| 104 |
+
],
|
| 105 |
+
"source": [
|
| 106 |
+
"# print latex with only the first 5 cols\n",
|
| 107 |
+
"latex_table = formatted_df.iloc[:, :5].to_latex(index=False, escape=False)\n",
|
| 108 |
+
"print(latex_table)"
|
| 109 |
+
]
|
| 110 |
+
},
|
| 111 |
+
{
|
| 112 |
+
"cell_type": "code",
|
| 113 |
+
"execution_count": 22,
|
| 114 |
+
"metadata": {},
|
| 115 |
+
"outputs": [
|
| 116 |
+
{
|
| 117 |
+
"name": "stdout",
|
| 118 |
+
"output_type": "stream",
|
| 119 |
+
"text": [
|
| 120 |
+
"\\begin{tabular}{llllllllllllll}\n",
|
| 121 |
+
"\\toprule\n",
|
| 122 |
+
" & 1 & 2 & 3 & 4 & 5 & 6 & 7 & 8 & 9 & 10 & 11 & 12 & 13 \\\\\n",
|
| 123 |
+
"\\midrule\n",
|
| 124 |
+
"year & 2011 & 2012 & 2013 & 2014 & 2015 & 2016 & 2017 & 2018 & 2019 & 2020 & 2021 & 2022 & 2023 \\\\\n",
|
| 125 |
+
"ours & 1.68e+04 & 1.95e+04 & 1.20e+04 & 6.91e+05 & 1.27e+06 & 2.12e+06 & 4.70e+06 & 1.94e+07 & 2.95e+07 & 4.24e+07 & 4.62e+07 & 6.30e+07 & 7.52e+07 \\\\\n",
|
| 126 |
+
"cambridge & 7.76e+04 & 5.49e+04 & 5.92e+05 & 2.63e+06 & 1.96e+06 & 3.05e+06 & 6.86e+06 & 2.28e+07 & 2.70e+07 & 3.34e+07 & 4.78e+07 & 4.84e+07 & 6.19e+07 \\\\\n",
|
| 127 |
+
"digiconomist & & & & & & & 8.84e+06 & 3.16e+07 & 3.29e+07 & 3.62e+07 & 6.90e+07 & 8.31e+07 & 5.61e+07 \\\\\n",
|
| 128 |
+
"coinmetrics & & & & & & & & 1.77e+07 & 1.81e+07 & 3.61e+07 & 4.29e+07 & 4.51e+07 & 5.42e+07 \\\\\n",
|
| 129 |
+
"revisitingcarbon & & & & & & & & & & & 6.50e+07 & & \\\\\n",
|
| 130 |
+
"coinshares & & & & & & & & & & 3.60e+07 & 4.10e+07 & & \\\\\n",
|
| 131 |
+
"lifecycle & & & & & & & & 1.73e+07 & & & & & \\\\\n",
|
| 132 |
+
"stollcarbon & & & & & & & & & 2.20e+07 & & & & \\\\\n",
|
| 133 |
+
"bitcoinonlyproblem & & & & & & & & 3.37e+07 & & & & & \\\\\n",
|
| 134 |
+
"Sandner & & & & & & & & & & & 4.68e+07 & & \\\\\n",
|
| 135 |
+
"Krause & & & & & & & & 1.52e+07 & & & & & \\\\\n",
|
| 136 |
+
"McCook & & & & & & & & 5.30e+07 & & & & & \\\\\n",
|
| 137 |
+
"De Vries & & & & & & & & 1.13e+07 to 3.39e+07 & & & & & \\\\\n",
|
| 138 |
+
"Vranken & & & & & & & 4.55e+05 to 2.23e+06 & & & & & & \\\\\n",
|
| 139 |
+
"Bevand & & & & & & & 1.00e+00 to 1.00e+00 & 2.00e+00 to 2.00e+00 & & & & & \\\\\n",
|
| 140 |
+
"O'Dwyer & & & & 4.63e+05 to 4.51e+07 & & & & & & & & & \\\\\n",
|
| 141 |
+
"mora & & & & & & & 6.90e+07 & & & & & & \\\\\n",
|
| 142 |
+
"\\bottomrule\n",
|
| 143 |
+
"\\end{tabular}\n",
|
| 144 |
+
"\n"
|
| 145 |
+
]
|
| 146 |
+
}
|
| 147 |
+
],
|
| 148 |
+
"source": [
|
| 149 |
+
"# print latex but transposed\n",
|
| 150 |
+
"latex_table = formatted_df.T.to_latex()\n",
|
| 151 |
+
"print(latex_table)"
|
| 152 |
+
]
|
| 153 |
+
},
|
| 154 |
+
{
|
| 155 |
+
"cell_type": "code",
|
| 156 |
+
"execution_count": 23,
|
| 157 |
+
"metadata": {},
|
| 158 |
+
"outputs": [
|
| 159 |
+
{
|
| 160 |
+
"data": {
|
| 161 |
+
"text/html": [
|
| 162 |
+
"<div>\n",
|
| 163 |
+
"<style scoped>\n",
|
| 164 |
+
" .dataframe tbody tr th:only-of-type {\n",
|
| 165 |
+
" vertical-align: middle;\n",
|
| 166 |
+
" }\n",
|
| 167 |
+
"\n",
|
| 168 |
+
" .dataframe tbody tr th {\n",
|
| 169 |
+
" vertical-align: top;\n",
|
| 170 |
+
" }\n",
|
| 171 |
+
"\n",
|
| 172 |
+
" .dataframe thead th {\n",
|
| 173 |
+
" text-align: right;\n",
|
| 174 |
+
" }\n",
|
| 175 |
+
"</style>\n",
|
| 176 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 177 |
+
" <thead>\n",
|
| 178 |
+
" <tr style=\"text-align: right;\">\n",
|
| 179 |
+
" <th></th>\n",
|
| 180 |
+
" <th>year</th>\n",
|
| 181 |
+
" <th>ours</th>\n",
|
| 182 |
+
" <th>cambridge</th>\n",
|
| 183 |
+
" <th>digiconomist</th>\n",
|
| 184 |
+
" <th>coinmetrics</th>\n",
|
| 185 |
+
" <th>revisitingcarbon</th>\n",
|
| 186 |
+
" <th>coinshares</th>\n",
|
| 187 |
+
" <th>lifecycle</th>\n",
|
| 188 |
+
" <th>stollcarbon</th>\n",
|
| 189 |
+
" <th>bitcoinonlyproblem</th>\n",
|
| 190 |
+
" <th>Sandner</th>\n",
|
| 191 |
+
" <th>Krause</th>\n",
|
| 192 |
+
" <th>McCook</th>\n",
|
| 193 |
+
" <th>De Vries</th>\n",
|
| 194 |
+
" <th>Vranken</th>\n",
|
| 195 |
+
" <th>Bevand</th>\n",
|
| 196 |
+
" <th>O'Dwyer</th>\n",
|
| 197 |
+
" <th>mora</th>\n",
|
| 198 |
+
" </tr>\n",
|
| 199 |
+
" </thead>\n",
|
| 200 |
+
" <tbody>\n",
|
| 201 |
+
" <tr>\n",
|
| 202 |
+
" <th>1</th>\n",
|
| 203 |
+
" <td>2011</td>\n",
|
| 204 |
+
" <td>1.68e+04</td>\n",
|
| 205 |
+
" <td>7.76e+04</td>\n",
|
| 206 |
+
" <td></td>\n",
|
| 207 |
+
" <td></td>\n",
|
| 208 |
+
" <td></td>\n",
|
| 209 |
+
" <td></td>\n",
|
| 210 |
+
" <td></td>\n",
|
| 211 |
+
" <td></td>\n",
|
| 212 |
+
" <td></td>\n",
|
| 213 |
+
" <td></td>\n",
|
| 214 |
+
" <td></td>\n",
|
| 215 |
+
" <td></td>\n",
|
| 216 |
+
" <td></td>\n",
|
| 217 |
+
" <td></td>\n",
|
| 218 |
+
" <td></td>\n",
|
| 219 |
+
" <td></td>\n",
|
| 220 |
+
" <td></td>\n",
|
| 221 |
+
" </tr>\n",
|
| 222 |
+
" <tr>\n",
|
| 223 |
+
" <th>2</th>\n",
|
| 224 |
+
" <td>2012</td>\n",
|
| 225 |
+
" <td>1.95e+04</td>\n",
|
| 226 |
+
" <td>5.49e+04</td>\n",
|
| 227 |
+
" <td></td>\n",
|
| 228 |
+
" <td></td>\n",
|
| 229 |
+
" <td></td>\n",
|
| 230 |
+
" <td></td>\n",
|
| 231 |
+
" <td></td>\n",
|
| 232 |
+
" <td></td>\n",
|
| 233 |
+
" <td></td>\n",
|
| 234 |
+
" <td></td>\n",
|
| 235 |
+
" <td></td>\n",
|
| 236 |
+
" <td></td>\n",
|
| 237 |
+
" <td></td>\n",
|
| 238 |
+
" <td></td>\n",
|
| 239 |
+
" <td></td>\n",
|
| 240 |
+
" <td></td>\n",
|
| 241 |
+
" <td></td>\n",
|
| 242 |
+
" </tr>\n",
|
| 243 |
+
" <tr>\n",
|
| 244 |
+
" <th>3</th>\n",
|
| 245 |
+
" <td>2013</td>\n",
|
| 246 |
+
" <td>1.20e+04</td>\n",
|
| 247 |
+
" <td>5.92e+05</td>\n",
|
| 248 |
+
" <td></td>\n",
|
| 249 |
+
" <td></td>\n",
|
| 250 |
+
" <td></td>\n",
|
| 251 |
+
" <td></td>\n",
|
| 252 |
+
" <td></td>\n",
|
| 253 |
+
" <td></td>\n",
|
| 254 |
+
" <td></td>\n",
|
| 255 |
+
" <td></td>\n",
|
| 256 |
+
" <td></td>\n",
|
| 257 |
+
" <td></td>\n",
|
| 258 |
+
" <td></td>\n",
|
| 259 |
+
" <td></td>\n",
|
| 260 |
+
" <td></td>\n",
|
| 261 |
+
" <td></td>\n",
|
| 262 |
+
" <td></td>\n",
|
| 263 |
+
" </tr>\n",
|
| 264 |
+
" <tr>\n",
|
| 265 |
+
" <th>4</th>\n",
|
| 266 |
+
" <td>2014</td>\n",
|
| 267 |
+
" <td>6.91e+05</td>\n",
|
| 268 |
+
" <td>2.63e+06</td>\n",
|
| 269 |
+
" <td></td>\n",
|
| 270 |
+
" <td></td>\n",
|
| 271 |
+
" <td></td>\n",
|
| 272 |
+
" <td></td>\n",
|
| 273 |
+
" <td></td>\n",
|
| 274 |
+
" <td></td>\n",
|
| 275 |
+
" <td></td>\n",
|
| 276 |
+
" <td></td>\n",
|
| 277 |
+
" <td></td>\n",
|
| 278 |
+
" <td></td>\n",
|
| 279 |
+
" <td></td>\n",
|
| 280 |
+
" <td></td>\n",
|
| 281 |
+
" <td></td>\n",
|
| 282 |
+
" <td>4.63e+05 to 4.51e+07</td>\n",
|
| 283 |
+
" <td></td>\n",
|
| 284 |
+
" </tr>\n",
|
| 285 |
+
" <tr>\n",
|
| 286 |
+
" <th>5</th>\n",
|
| 287 |
+
" <td>2015</td>\n",
|
| 288 |
+
" <td>1.27e+06</td>\n",
|
| 289 |
+
" <td>1.96e+06</td>\n",
|
| 290 |
+
" <td></td>\n",
|
| 291 |
+
" <td></td>\n",
|
| 292 |
+
" <td></td>\n",
|
| 293 |
+
" <td></td>\n",
|
| 294 |
+
" <td></td>\n",
|
| 295 |
+
" <td></td>\n",
|
| 296 |
+
" <td></td>\n",
|
| 297 |
+
" <td></td>\n",
|
| 298 |
+
" <td></td>\n",
|
| 299 |
+
" <td></td>\n",
|
| 300 |
+
" <td></td>\n",
|
| 301 |
+
" <td></td>\n",
|
| 302 |
+
" <td></td>\n",
|
| 303 |
+
" <td></td>\n",
|
| 304 |
+
" <td></td>\n",
|
| 305 |
+
" </tr>\n",
|
| 306 |
+
" <tr>\n",
|
| 307 |
+
" <th>6</th>\n",
|
| 308 |
+
" <td>2016</td>\n",
|
| 309 |
+
" <td>2.12e+06</td>\n",
|
| 310 |
+
" <td>3.05e+06</td>\n",
|
| 311 |
+
" <td></td>\n",
|
| 312 |
+
" <td></td>\n",
|
| 313 |
+
" <td></td>\n",
|
| 314 |
+
" <td></td>\n",
|
| 315 |
+
" <td></td>\n",
|
| 316 |
+
" <td></td>\n",
|
| 317 |
+
" <td></td>\n",
|
| 318 |
+
" <td></td>\n",
|
| 319 |
+
" <td></td>\n",
|
| 320 |
+
" <td></td>\n",
|
| 321 |
+
" <td></td>\n",
|
| 322 |
+
" <td></td>\n",
|
| 323 |
+
" <td></td>\n",
|
| 324 |
+
" <td></td>\n",
|
| 325 |
+
" <td></td>\n",
|
| 326 |
+
" </tr>\n",
|
| 327 |
+
" <tr>\n",
|
| 328 |
+
" <th>7</th>\n",
|
| 329 |
+
" <td>2017</td>\n",
|
| 330 |
+
" <td>4.70e+06</td>\n",
|
| 331 |
+
" <td>6.86e+06</td>\n",
|
| 332 |
+
" <td>8.84e+06</td>\n",
|
| 333 |
+
" <td></td>\n",
|
| 334 |
+
" <td></td>\n",
|
| 335 |
+
" <td></td>\n",
|
| 336 |
+
" <td></td>\n",
|
| 337 |
+
" <td></td>\n",
|
| 338 |
+
" <td></td>\n",
|
| 339 |
+
" <td></td>\n",
|
| 340 |
+
" <td></td>\n",
|
| 341 |
+
" <td></td>\n",
|
| 342 |
+
" <td></td>\n",
|
| 343 |
+
" <td>4.55e+05 to 2.23e+06</td>\n",
|
| 344 |
+
" <td>1.00e+00 to 1.00e+00</td>\n",
|
| 345 |
+
" <td></td>\n",
|
| 346 |
+
" <td>6.90e+07</td>\n",
|
| 347 |
+
" </tr>\n",
|
| 348 |
+
" <tr>\n",
|
| 349 |
+
" <th>8</th>\n",
|
| 350 |
+
" <td>2018</td>\n",
|
| 351 |
+
" <td>1.94e+07</td>\n",
|
| 352 |
+
" <td>2.28e+07</td>\n",
|
| 353 |
+
" <td>3.16e+07</td>\n",
|
| 354 |
+
" <td>1.77e+07</td>\n",
|
| 355 |
+
" <td></td>\n",
|
| 356 |
+
" <td></td>\n",
|
| 357 |
+
" <td>1.73e+07</td>\n",
|
| 358 |
+
" <td></td>\n",
|
| 359 |
+
" <td>3.37e+07</td>\n",
|
| 360 |
+
" <td></td>\n",
|
| 361 |
+
" <td>1.52e+07</td>\n",
|
| 362 |
+
" <td>5.30e+07</td>\n",
|
| 363 |
+
" <td>1.13e+07 to 3.39e+07</td>\n",
|
| 364 |
+
" <td></td>\n",
|
| 365 |
+
" <td>2.00e+00 to 2.00e+00</td>\n",
|
| 366 |
+
" <td></td>\n",
|
| 367 |
+
" <td></td>\n",
|
| 368 |
+
" </tr>\n",
|
| 369 |
+
" <tr>\n",
|
| 370 |
+
" <th>9</th>\n",
|
| 371 |
+
" <td>2019</td>\n",
|
| 372 |
+
" <td>2.95e+07</td>\n",
|
| 373 |
+
" <td>2.70e+07</td>\n",
|
| 374 |
+
" <td>3.29e+07</td>\n",
|
| 375 |
+
" <td>1.81e+07</td>\n",
|
| 376 |
+
" <td></td>\n",
|
| 377 |
+
" <td></td>\n",
|
| 378 |
+
" <td></td>\n",
|
| 379 |
+
" <td>2.20e+07</td>\n",
|
| 380 |
+
" <td></td>\n",
|
| 381 |
+
" <td></td>\n",
|
| 382 |
+
" <td></td>\n",
|
| 383 |
+
" <td></td>\n",
|
| 384 |
+
" <td></td>\n",
|
| 385 |
+
" <td></td>\n",
|
| 386 |
+
" <td></td>\n",
|
| 387 |
+
" <td></td>\n",
|
| 388 |
+
" <td></td>\n",
|
| 389 |
+
" </tr>\n",
|
| 390 |
+
" <tr>\n",
|
| 391 |
+
" <th>10</th>\n",
|
| 392 |
+
" <td>2020</td>\n",
|
| 393 |
+
" <td>4.24e+07</td>\n",
|
| 394 |
+
" <td>3.34e+07</td>\n",
|
| 395 |
+
" <td>3.62e+07</td>\n",
|
| 396 |
+
" <td>3.61e+07</td>\n",
|
| 397 |
+
" <td></td>\n",
|
| 398 |
+
" <td>3.60e+07</td>\n",
|
| 399 |
+
" <td></td>\n",
|
| 400 |
+
" <td></td>\n",
|
| 401 |
+
" <td></td>\n",
|
| 402 |
+
" <td></td>\n",
|
| 403 |
+
" <td></td>\n",
|
| 404 |
+
" <td></td>\n",
|
| 405 |
+
" <td></td>\n",
|
| 406 |
+
" <td></td>\n",
|
| 407 |
+
" <td></td>\n",
|
| 408 |
+
" <td></td>\n",
|
| 409 |
+
" <td></td>\n",
|
| 410 |
+
" </tr>\n",
|
| 411 |
+
" <tr>\n",
|
| 412 |
+
" <th>11</th>\n",
|
| 413 |
+
" <td>2021</td>\n",
|
| 414 |
+
" <td>4.62e+07</td>\n",
|
| 415 |
+
" <td>4.78e+07</td>\n",
|
| 416 |
+
" <td>6.90e+07</td>\n",
|
| 417 |
+
" <td>4.29e+07</td>\n",
|
| 418 |
+
" <td>6.50e+07</td>\n",
|
| 419 |
+
" <td>4.10e+07</td>\n",
|
| 420 |
+
" <td></td>\n",
|
| 421 |
+
" <td></td>\n",
|
| 422 |
+
" <td></td>\n",
|
| 423 |
+
" <td>4.68e+07</td>\n",
|
| 424 |
+
" <td></td>\n",
|
| 425 |
+
" <td></td>\n",
|
| 426 |
+
" <td></td>\n",
|
| 427 |
+
" <td></td>\n",
|
| 428 |
+
" <td></td>\n",
|
| 429 |
+
" <td></td>\n",
|
| 430 |
+
" <td></td>\n",
|
| 431 |
+
" </tr>\n",
|
| 432 |
+
" <tr>\n",
|
| 433 |
+
" <th>12</th>\n",
|
| 434 |
+
" <td>2022</td>\n",
|
| 435 |
+
" <td>6.30e+07</td>\n",
|
| 436 |
+
" <td>4.84e+07</td>\n",
|
| 437 |
+
" <td>8.31e+07</td>\n",
|
| 438 |
+
" <td>4.51e+07</td>\n",
|
| 439 |
+
" <td></td>\n",
|
| 440 |
+
" <td></td>\n",
|
| 441 |
+
" <td></td>\n",
|
| 442 |
+
" <td></td>\n",
|
| 443 |
+
" <td></td>\n",
|
| 444 |
+
" <td></td>\n",
|
| 445 |
+
" <td></td>\n",
|
| 446 |
+
" <td></td>\n",
|
| 447 |
+
" <td></td>\n",
|
| 448 |
+
" <td></td>\n",
|
| 449 |
+
" <td></td>\n",
|
| 450 |
+
" <td></td>\n",
|
| 451 |
+
" <td></td>\n",
|
| 452 |
+
" </tr>\n",
|
| 453 |
+
" <tr>\n",
|
| 454 |
+
" <th>13</th>\n",
|
| 455 |
+
" <td>2023</td>\n",
|
| 456 |
+
" <td>7.52e+07</td>\n",
|
| 457 |
+
" <td>6.19e+07</td>\n",
|
| 458 |
+
" <td>5.61e+07</td>\n",
|
| 459 |
+
" <td>5.42e+07</td>\n",
|
| 460 |
+
" <td></td>\n",
|
| 461 |
+
" <td></td>\n",
|
| 462 |
+
" <td></td>\n",
|
| 463 |
+
" <td></td>\n",
|
| 464 |
+
" <td></td>\n",
|
| 465 |
+
" <td></td>\n",
|
| 466 |
+
" <td></td>\n",
|
| 467 |
+
" <td></td>\n",
|
| 468 |
+
" <td></td>\n",
|
| 469 |
+
" <td></td>\n",
|
| 470 |
+
" <td></td>\n",
|
| 471 |
+
" <td></td>\n",
|
| 472 |
+
" <td></td>\n",
|
| 473 |
+
" </tr>\n",
|
| 474 |
+
" </tbody>\n",
|
| 475 |
+
"</table>\n",
|
| 476 |
+
"</div>"
|
| 477 |
+
],
|
| 478 |
+
"text/plain": [
|
| 479 |
+
" year ours cambridge digiconomist coinmetrics revisitingcarbon \\\n",
|
| 480 |
+
"1 2011 1.68e+04 7.76e+04 \n",
|
| 481 |
+
"2 2012 1.95e+04 5.49e+04 \n",
|
| 482 |
+
"3 2013 1.20e+04 5.92e+05 \n",
|
| 483 |
+
"4 2014 6.91e+05 2.63e+06 \n",
|
| 484 |
+
"5 2015 1.27e+06 1.96e+06 \n",
|
| 485 |
+
"6 2016 2.12e+06 3.05e+06 \n",
|
| 486 |
+
"7 2017 4.70e+06 6.86e+06 8.84e+06 \n",
|
| 487 |
+
"8 2018 1.94e+07 2.28e+07 3.16e+07 1.77e+07 \n",
|
| 488 |
+
"9 2019 2.95e+07 2.70e+07 3.29e+07 1.81e+07 \n",
|
| 489 |
+
"10 2020 4.24e+07 3.34e+07 3.62e+07 3.61e+07 \n",
|
| 490 |
+
"11 2021 4.62e+07 4.78e+07 6.90e+07 4.29e+07 6.50e+07 \n",
|
| 491 |
+
"12 2022 6.30e+07 4.84e+07 8.31e+07 4.51e+07 \n",
|
| 492 |
+
"13 2023 7.52e+07 6.19e+07 5.61e+07 5.42e+07 \n",
|
| 493 |
+
"\n",
|
| 494 |
+
" coinshares lifecycle stollcarbon bitcoinonlyproblem Sandner Krause \\\n",
|
| 495 |
+
"1 \n",
|
| 496 |
+
"2 \n",
|
| 497 |
+
"3 \n",
|
| 498 |
+
"4 \n",
|
| 499 |
+
"5 \n",
|
| 500 |
+
"6 \n",
|
| 501 |
+
"7 \n",
|
| 502 |
+
"8 1.73e+07 3.37e+07 1.52e+07 \n",
|
| 503 |
+
"9 2.20e+07 \n",
|
| 504 |
+
"10 3.60e+07 \n",
|
| 505 |
+
"11 4.10e+07 4.68e+07 \n",
|
| 506 |
+
"12 \n",
|
| 507 |
+
"13 \n",
|
| 508 |
+
"\n",
|
| 509 |
+
" McCook De Vries Vranken \\\n",
|
| 510 |
+
"1 \n",
|
| 511 |
+
"2 \n",
|
| 512 |
+
"3 \n",
|
| 513 |
+
"4 \n",
|
| 514 |
+
"5 \n",
|
| 515 |
+
"6 \n",
|
| 516 |
+
"7 4.55e+05 to 2.23e+06 \n",
|
| 517 |
+
"8 5.30e+07 1.13e+07 to 3.39e+07 \n",
|
| 518 |
+
"9 \n",
|
| 519 |
+
"10 \n",
|
| 520 |
+
"11 \n",
|
| 521 |
+
"12 \n",
|
| 522 |
+
"13 \n",
|
| 523 |
+
"\n",
|
| 524 |
+
" Bevand O'Dwyer mora \n",
|
| 525 |
+
"1 \n",
|
| 526 |
+
"2 \n",
|
| 527 |
+
"3 \n",
|
| 528 |
+
"4 4.63e+05 to 4.51e+07 \n",
|
| 529 |
+
"5 \n",
|
| 530 |
+
"6 \n",
|
| 531 |
+
"7 1.00e+00 to 1.00e+00 6.90e+07 \n",
|
| 532 |
+
"8 2.00e+00 to 2.00e+00 \n",
|
| 533 |
+
"9 \n",
|
| 534 |
+
"10 \n",
|
| 535 |
+
"11 \n",
|
| 536 |
+
"12 \n",
|
| 537 |
+
"13 "
|
| 538 |
+
]
|
| 539 |
+
},
|
| 540 |
+
"execution_count": 23,
|
| 541 |
+
"metadata": {},
|
| 542 |
+
"output_type": "execute_result"
|
| 543 |
+
}
|
| 544 |
+
],
|
| 545 |
+
"source": [
|
| 546 |
+
"formatted_df"
|
| 547 |
+
]
|
| 548 |
+
}
|
| 549 |
+
],
|
| 550 |
+
"metadata": {
|
| 551 |
+
"kernelspec": {
|
| 552 |
+
"display_name": "py310",
|
| 553 |
+
"language": "python",
|
| 554 |
+
"name": "python3"
|
| 555 |
+
},
|
| 556 |
+
"language_info": {
|
| 557 |
+
"codemirror_mode": {
|
| 558 |
+
"name": "ipython",
|
| 559 |
+
"version": 3
|
| 560 |
+
},
|
| 561 |
+
"file_extension": ".py",
|
| 562 |
+
"mimetype": "text/x-python",
|
| 563 |
+
"name": "python",
|
| 564 |
+
"nbconvert_exporter": "python",
|
| 565 |
+
"pygments_lexer": "ipython3",
|
| 566 |
+
"version": "3.9.7"
|
| 567 |
+
}
|
| 568 |
+
},
|
| 569 |
+
"nbformat": 4,
|
| 570 |
+
"nbformat_minor": 2
|
| 571 |
+
}
|
plots/carboncomparison/intensity.csv
ADDED
|
@@ -0,0 +1,14 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
intensity,year
|
| 2 |
+
0.5172029645833334,2011
|
| 3 |
+
0.5160452145833334,2012
|
| 4 |
+
0.51637850625,2013
|
| 5 |
+
0.5144910229166667,2014
|
| 6 |
+
0.5101126229166667,2015
|
| 7 |
+
0.5071936895833333,2016
|
| 8 |
+
0.50584298125,2017
|
| 9 |
+
0.5046361145833334,2018
|
| 10 |
+
0.5151935049999999,2019
|
| 11 |
+
0.5151935049999999,2020
|
| 12 |
+
0.5151935049999999,2021
|
| 13 |
+
0.5151935049999999,2022
|
| 14 |
+
0.5151935049999999,2023
|
plots/carboncomparison/orig/2_cambridge.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
plots/carboncomparison/orig/3_digiconomist.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
plots/carboncomparison/orig/4_coinmetrics.csv
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
year,coinmetrics
|
| 2 |
+
2018,4
|
| 3 |
+
2019,4
|
| 4 |
+
2020,8
|
| 5 |
+
2021,9.5
|
| 6 |
+
2022,10
|
| 7 |
+
2023,12
|
plots/carboncomparison/table/table.csv
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Author,Publication date,Title,Estimate (TWh)
|
| 2 |
+
"Sandner, P., Lichti, C., Richter, R., Heidt, C. and Schaub, B.",August 2021,The Carbon Emissions of Bitcoin From an Investor Perspective,90.9
|
| 3 |
+
"Krause, M.J. and Tolaymat, T.",November 2018,Quantification of energy and carbon costs for mining cryptocurrencies,30.1
|
| 4 |
+
"McCook, H.",August 2018,The cost & sustainability of Bitcoin,105.0
|
| 5 |
+
"De Vries, A.",May 2018,Bitcoin's Growing Energy Problem,22.4 to 67.2
|
| 6 |
+
"Vranken, H.",October 2017,Sustainability of bitcoin and blockchains,0.9 to 4.4
|
| 7 |
+
"Bevand, M.",February 2017,Electricity consumption of Bitcoin: a market-based and technical analysis,4.1 to 4.7
|
| 8 |
+
"O'Dwyer, K.L. and Malone, D.",September 2014,Bitcoin Mining and its Energy Footprint,0.9 to 87.6
|
plots/carboncomparison/table/table.html
ADDED
|
@@ -0,0 +1,266 @@
|
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|
|
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|
| 1 |
+
<table>
|
| 2 |
+
<tbody>
|
| 3 |
+
<tr>
|
| 4 |
+
<td>
|
| 5 |
+
<p><strong><span>Author</span></strong></p>
|
| 6 |
+
</td>
|
| 7 |
+
<td>
|
| 8 |
+
<p><strong><span>Publication date</span></strong></p>
|
| 9 |
+
</td>
|
| 10 |
+
<td>
|
| 11 |
+
<p><strong><span>Title</span></strong></p>
|
| 12 |
+
</td>
|
| 13 |
+
<td>
|
| 14 |
+
<p><strong><span>Estimate (TWh)</span></strong></p>
|
| 15 |
+
</td>
|
| 16 |
+
</tr>
|
| 17 |
+
<tr>
|
| 18 |
+
<td>
|
| 19 |
+
<p><span>Digiconomist</span></p>
|
| 20 |
+
</td>
|
| 21 |
+
<td>
|
| 22 |
+
<p><span>Live estimate</span></p>
|
| 23 |
+
</td>
|
| 24 |
+
<td>
|
| 25 |
+
<p><a href="https://digiconomist.net/bitcoin-energy-consumption"
|
| 26 |
+
rel="noopener noreferrer nofollow"><span>Bitcoin Energy Consumption
|
| 27 |
+
Index</span></a></p>
|
| 28 |
+
</td>
|
| 29 |
+
<td>
|
| 30 |
+
<p class="text-right">{insert API}</p>
|
| 31 |
+
</td>
|
| 32 |
+
</tr>
|
| 33 |
+
<tr>
|
| 34 |
+
<td>
|
| 35 |
+
<p><span>CoinMetrics</span></p>
|
| 36 |
+
</td>
|
| 37 |
+
<td>
|
| 38 |
+
<p><span>June 2023</span></p>
|
| 39 |
+
</td>
|
| 40 |
+
<td>
|
| 41 |
+
<p><a
|
| 42 |
+
href="https://coinmetrics.io/special-insights/bitcoin-nonce-analysis/#:~:text=The%20Signal%20%26%20The%20Nonce%20This%20paper%20introduces,patterns%20and%20incorporating%20data%20sourced%20from%20real-world%20ASICs."
|
| 43 |
+
rel="noopener noreferrer nofollow"><span>The Signal & The
|
| 44 |
+
Nonce</span></a></p>
|
| 45 |
+
</td>
|
| 46 |
+
<td>
|
| 47 |
+
<p class="text-right"><span>117.4</span></p>
|
| 48 |
+
</td>
|
| 49 |
+
</tr>
|
| 50 |
+
<tr>
|
| 51 |
+
<td>
|
| 52 |
+
<p><span>De Vries, A., Gallersdorfer, U., Klaaßen, L. and
|
| 53 |
+
Stoll, C.</span></p>
|
| 54 |
+
</td>
|
| 55 |
+
<td>
|
| 56 |
+
<p><span>February 2022</span></p>
|
| 57 |
+
</td>
|
| 58 |
+
<td>
|
| 59 |
+
<p><a href="https://www.sciencedirect.com/science/article/pii/S2542435122000861"
|
| 60 |
+
rel="noopener noreferrer nofollow"><span>Revisiting Bitcoin's carbon
|
| 61 |
+
footprint</span></a></p>
|
| 62 |
+
</td>
|
| 63 |
+
<td>
|
| 64 |
+
<p class="text-right"><span>117.3</span></p>
|
| 65 |
+
</td>
|
| 66 |
+
</tr>
|
| 67 |
+
<tr>
|
| 68 |
+
<td>
|
| 69 |
+
<p><span>CoinShares</span></p>
|
| 70 |
+
</td>
|
| 71 |
+
<td>
|
| 72 |
+
<p><span>January 2022</span></p>
|
| 73 |
+
</td>
|
| 74 |
+
<td>
|
| 75 |
+
<p><a href="https://coinshares.com/research/bitcoin-mining-network-2022"
|
| 76 |
+
rel="noopener noreferrer nofollow"><span>The Bitcoin Mining
|
| 77 |
+
Network</span></a></p>
|
| 78 |
+
</td>
|
| 79 |
+
<td>
|
| 80 |
+
<p class="text-right"><span>89.0</span></p>
|
| 81 |
+
</td>
|
| 82 |
+
</tr>
|
| 83 |
+
<tr>
|
| 84 |
+
<td>
|
| 85 |
+
<p><span>Sandner, P., Lichti, C., Richter, R., Heidt, C. and
|
| 86 |
+
Schaub, B.</span></p>
|
| 87 |
+
</td>
|
| 88 |
+
<td>
|
| 89 |
+
<p><span>August 2021</span></p>
|
| 90 |
+
</td>
|
| 91 |
+
<td>
|
| 92 |
+
<p><a
|
| 93 |
+
href="https://philippsandner.medium.com/study-the-carbon-emissions-of-bitcoin-from-an-investor-perspective-4c90707474b8"
|
| 94 |
+
rel="noopener noreferrer nofollow"><span>The Carbon Emissions of
|
| 95 |
+
Bitcoin From an Investor Perspective</span></a></p>
|
| 96 |
+
</td>
|
| 97 |
+
<td>
|
| 98 |
+
<p class="text-right"><span>90.9</span></p>
|
| 99 |
+
</td>
|
| 100 |
+
</tr>
|
| 101 |
+
<tr>
|
| 102 |
+
<td>
|
| 103 |
+
<p><span>Köhler, S. and Pizzol, M.</span></p>
|
| 104 |
+
</td>
|
| 105 |
+
<td>
|
| 106 |
+
<p><span>November 2019</span></p>
|
| 107 |
+
</td>
|
| 108 |
+
<td>
|
| 109 |
+
<p><a href="https://pubs.acs.org/doi/10.1021/acs.est.9b05687"
|
| 110 |
+
rel="noopener noreferrer nofollow"><span>Life Cycle Assessment of
|
| 111 |
+
Bitcoin Mining</span></a></p>
|
| 112 |
+
</td>
|
| 113 |
+
<td>
|
| 114 |
+
<p class="text-right"><span>31.3</span></p>
|
| 115 |
+
</td>
|
| 116 |
+
</tr>
|
| 117 |
+
<tr>
|
| 118 |
+
<td>
|
| 119 |
+
<p><span>Stoll, C., Klaaßen, L. and Gallersdorfer, U.</span>
|
| 120 |
+
</p>
|
| 121 |
+
</td>
|
| 122 |
+
<td>
|
| 123 |
+
<p><span>June 2019</span></p>
|
| 124 |
+
</td>
|
| 125 |
+
<td>
|
| 126 |
+
<p><a href="https://www.cell.com/action/showPdf?pii=S2542-4351%2819%2930255-7"
|
| 127 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>The Carbon
|
| 128 |
+
Footprint of Bitcoin</span></a></p>
|
| 129 |
+
</td>
|
| 130 |
+
<td>
|
| 131 |
+
<p class="text-right"><span>48.5</span></p>
|
| 132 |
+
</td>
|
| 133 |
+
</tr>
|
| 134 |
+
<tr>
|
| 135 |
+
<td>
|
| 136 |
+
<p><span style="font-size: 16px">Zade, M., Myklebost, J., Tzscheutschler, P. and
|
| 137 |
+
Wagner, U.</span></p>
|
| 138 |
+
</td>
|
| 139 |
+
<td>
|
| 140 |
+
<p><span>March 2019</span></p>
|
| 141 |
+
</td>
|
| 142 |
+
<td>
|
| 143 |
+
<p><a href="https://www.frontiersin.org/articles/10.3389/fenrg.2019.00021/full"
|
| 144 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>Is Bitcoin
|
| 145 |
+
the Only Problem? A Scenario Model for the Power Demand of Blockchains</span></a></p>
|
| 146 |
+
</td>
|
| 147 |
+
<td>
|
| 148 |
+
<p class="text-right"><span>33.7</span></p>
|
| 149 |
+
</td>
|
| 150 |
+
</tr>
|
| 151 |
+
<tr>
|
| 152 |
+
<td>
|
| 153 |
+
<p><span>Krause, M.J. and Tolaymat, T.</span></p>
|
| 154 |
+
</td>
|
| 155 |
+
<td>
|
| 156 |
+
<p><span>November 2018</span></p>
|
| 157 |
+
</td>
|
| 158 |
+
<td>
|
| 159 |
+
<p><a href="https://www.nature.com/articles/s41893-018-0152-7.pdf" target="_blank"
|
| 160 |
+
rel="noopener noreferrer nofollow"><span>Quantification of energy and
|
| 161 |
+
carbon costs for mining cryptocurrencies</span></a></p>
|
| 162 |
+
</td>
|
| 163 |
+
<td>
|
| 164 |
+
<p class="text-right"><span>30.1</span></p>
|
| 165 |
+
</td>
|
| 166 |
+
</tr>
|
| 167 |
+
<tr>
|
| 168 |
+
<td>
|
| 169 |
+
<p><span>McCook, H.</span></p>
|
| 170 |
+
</td>
|
| 171 |
+
<td>
|
| 172 |
+
<p><span>August 2018</span></p>
|
| 173 |
+
</td>
|
| 174 |
+
<td>
|
| 175 |
+
<p><a
|
| 176 |
+
href="https://www.academia.edu/37178295/The_Cost_and_Sustainability_of_Bitcoin_August_2018_"
|
| 177 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>The cost
|
| 178 |
+
& sustainability of Bitcoin</span></a></p>
|
| 179 |
+
</td>
|
| 180 |
+
<td>
|
| 181 |
+
<p class="text-right"><span>105.0</span></p>
|
| 182 |
+
</td>
|
| 183 |
+
</tr>
|
| 184 |
+
<tr>
|
| 185 |
+
<td>
|
| 186 |
+
<p><span>De Vries, A.</span></p>
|
| 187 |
+
</td>
|
| 188 |
+
<td>
|
| 189 |
+
<p><span>May 2018</span></p>
|
| 190 |
+
</td>
|
| 191 |
+
<td>
|
| 192 |
+
<p><a
|
| 193 |
+
href="https://www.researchgate.net/publication/325188032_Bitcoin's_Growing_Energy_Problem"
|
| 194 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>Bitcoin's
|
| 195 |
+
Growing Energy Problem</span></a></p>
|
| 196 |
+
</td>
|
| 197 |
+
<td>
|
| 198 |
+
<p class="text-right"><span>22.4 to 67.2</span></p>
|
| 199 |
+
</td>
|
| 200 |
+
</tr>
|
| 201 |
+
<tr>
|
| 202 |
+
<td>
|
| 203 |
+
<p><span>Vranken, H.</span></p>
|
| 204 |
+
</td>
|
| 205 |
+
<td>
|
| 206 |
+
<p><span>October 2017</span></p>
|
| 207 |
+
</td>
|
| 208 |
+
<td>
|
| 209 |
+
<p><a href="https://www.sciencedirect.com/science/article/pii/S1877343517300015"
|
| 210 |
+
target="_blank" rel="noopener noreferrer nofollow"><span
|
| 211 |
+
>Sustainability of bitcoin and blockchains</span></a></p>
|
| 212 |
+
</td>
|
| 213 |
+
<td>
|
| 214 |
+
<p class="text-right"><span>0.9 to 4.4</span></p>
|
| 215 |
+
</td>
|
| 216 |
+
</tr>
|
| 217 |
+
<tr>
|
| 218 |
+
<td>
|
| 219 |
+
<p><span>Bevand, M.</span></p>
|
| 220 |
+
</td>
|
| 221 |
+
<td>
|
| 222 |
+
<p><span>February 2017</span></p>
|
| 223 |
+
</td>
|
| 224 |
+
<td>
|
| 225 |
+
<p><a href="http://blog.zorinaq.com/bitcoin-electricity-consumption/#fnref:refD:1"
|
| 226 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>Electricity
|
| 227 |
+
consumption of Bitcoin: a market-based and technical analysis</span></a></p>
|
| 228 |
+
</td>
|
| 229 |
+
<td>
|
| 230 |
+
<p class="text-right"><span>4.1 to 4.7</span></p>
|
| 231 |
+
</td>
|
| 232 |
+
</tr>
|
| 233 |
+
<tr>
|
| 234 |
+
<td>
|
| 235 |
+
<p><span>Hayes, A.S.</span></p>
|
| 236 |
+
</td>
|
| 237 |
+
<td>
|
| 238 |
+
<p><span>March 2015</span></p>
|
| 239 |
+
</td>
|
| 240 |
+
<td>
|
| 241 |
+
<p><a href="http://www.economicpolicyresearch.org/econ/2015/NSSR_WP_052015.pdf"
|
| 242 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>A Cost
|
| 243 |
+
Production Model for Bitcoin</span></a></p>
|
| 244 |
+
</td>
|
| 245 |
+
<td>
|
| 246 |
+
<p><span> </span></p>
|
| 247 |
+
</td>
|
| 248 |
+
</tr>
|
| 249 |
+
<tr>
|
| 250 |
+
<td>
|
| 251 |
+
<p><span>O'Dwyer, K.L. and Malone, D.</span></p>
|
| 252 |
+
</td>
|
| 253 |
+
<td>
|
| 254 |
+
<p><span>September 2014</span></p>
|
| 255 |
+
</td>
|
| 256 |
+
<td>
|
| 257 |
+
<p><a href="http://karlodwyer.com/publications/pdf/bitcoin_KJOD_2014.pdf"
|
| 258 |
+
target="_blank" rel="noopener noreferrer nofollow"><span>Bitcoin
|
| 259 |
+
Mining and its Energy Footprint</span></a></p>
|
| 260 |
+
</td>
|
| 261 |
+
<td>
|
| 262 |
+
<p class="text-right"><span>0.9 to 87.6</span></p>
|
| 263 |
+
</td>
|
| 264 |
+
</tr>
|
| 265 |
+
</tbody>
|
| 266 |
+
</table>
|
plots/carboncomparison/table/tableclean.ipynb
ADDED
|
@@ -0,0 +1,228 @@
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|
|
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|
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|
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|
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|
|
|
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|
|
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|
|
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|
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|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "markdown",
|
| 5 |
+
"metadata": {},
|
| 6 |
+
"source": [
|
| 7 |
+
"# don't run this again it will overwrite the csv"
|
| 8 |
+
]
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"cell_type": "code",
|
| 12 |
+
"execution_count": 4,
|
| 13 |
+
"metadata": {},
|
| 14 |
+
"outputs": [
|
| 15 |
+
{
|
| 16 |
+
"data": {
|
| 17 |
+
"text/html": [
|
| 18 |
+
"<div>\n",
|
| 19 |
+
"<style scoped>\n",
|
| 20 |
+
" .dataframe tbody tr th:only-of-type {\n",
|
| 21 |
+
" vertical-align: middle;\n",
|
| 22 |
+
" }\n",
|
| 23 |
+
"\n",
|
| 24 |
+
" .dataframe tbody tr th {\n",
|
| 25 |
+
" vertical-align: top;\n",
|
| 26 |
+
" }\n",
|
| 27 |
+
"\n",
|
| 28 |
+
" .dataframe thead th {\n",
|
| 29 |
+
" text-align: right;\n",
|
| 30 |
+
" }\n",
|
| 31 |
+
"</style>\n",
|
| 32 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 33 |
+
" <thead>\n",
|
| 34 |
+
" <tr style=\"text-align: right;\">\n",
|
| 35 |
+
" <th></th>\n",
|
| 36 |
+
" <th>Author</th>\n",
|
| 37 |
+
" <th>Publication date</th>\n",
|
| 38 |
+
" <th>Title</th>\n",
|
| 39 |
+
" <th>Estimate (TWh)</th>\n",
|
| 40 |
+
" </tr>\n",
|
| 41 |
+
" </thead>\n",
|
| 42 |
+
" <tbody>\n",
|
| 43 |
+
" <tr>\n",
|
| 44 |
+
" <th>0</th>\n",
|
| 45 |
+
" <td>Digiconomist</td>\n",
|
| 46 |
+
" <td>Live estimate</td>\n",
|
| 47 |
+
" <td>Bitcoin Energy Consumption Index</td>\n",
|
| 48 |
+
" <td>{insert API}</td>\n",
|
| 49 |
+
" </tr>\n",
|
| 50 |
+
" <tr>\n",
|
| 51 |
+
" <th>1</th>\n",
|
| 52 |
+
" <td>CoinMetrics</td>\n",
|
| 53 |
+
" <td>June 2023</td>\n",
|
| 54 |
+
" <td>The Signal & The Nonce</td>\n",
|
| 55 |
+
" <td>117.4</td>\n",
|
| 56 |
+
" </tr>\n",
|
| 57 |
+
" <tr>\n",
|
| 58 |
+
" <th>2</th>\n",
|
| 59 |
+
" <td>De Vries, A., Gallersdorfer, U., KlaaÃen, L. ...</td>\n",
|
| 60 |
+
" <td>February 2022</td>\n",
|
| 61 |
+
" <td>Revisiting Bitcoin's carbon footprint</td>\n",
|
| 62 |
+
" <td>117.3</td>\n",
|
| 63 |
+
" </tr>\n",
|
| 64 |
+
" <tr>\n",
|
| 65 |
+
" <th>3</th>\n",
|
| 66 |
+
" <td>CoinShares</td>\n",
|
| 67 |
+
" <td>January 2022</td>\n",
|
| 68 |
+
" <td>The Bitcoin Mining Network</td>\n",
|
| 69 |
+
" <td>89.0</td>\n",
|
| 70 |
+
" </tr>\n",
|
| 71 |
+
" <tr>\n",
|
| 72 |
+
" <th>4</th>\n",
|
| 73 |
+
" <td>Sandner, P., Lichti, C., Richter, R., Heidt, C...</td>\n",
|
| 74 |
+
" <td>August 2021</td>\n",
|
| 75 |
+
" <td>The Carbon Emissions of Bitcoin From an Invest...</td>\n",
|
| 76 |
+
" <td>90.9</td>\n",
|
| 77 |
+
" </tr>\n",
|
| 78 |
+
" <tr>\n",
|
| 79 |
+
" <th>5</th>\n",
|
| 80 |
+
" <td>Köhler, S. and Pizzol, M.</td>\n",
|
| 81 |
+
" <td>November 2019</td>\n",
|
| 82 |
+
" <td>Life Cycle Assessment of Bitcoin Mining</td>\n",
|
| 83 |
+
" <td>31.3</td>\n",
|
| 84 |
+
" </tr>\n",
|
| 85 |
+
" <tr>\n",
|
| 86 |
+
" <th>6</th>\n",
|
| 87 |
+
" <td>Stoll, C., KlaaÃen, L. and Gallersdorfer, U.</td>\n",
|
| 88 |
+
" <td>June 2019</td>\n",
|
| 89 |
+
" <td>The Carbon Footprint of Bitcoin</td>\n",
|
| 90 |
+
" <td>48.5</td>\n",
|
| 91 |
+
" </tr>\n",
|
| 92 |
+
" <tr>\n",
|
| 93 |
+
" <th>7</th>\n",
|
| 94 |
+
" <td>Zade, M., Myklebost, J., Tzscheutschler, P. an...</td>\n",
|
| 95 |
+
" <td>March 2019</td>\n",
|
| 96 |
+
" <td>Is Bitcoin the Only Problem? A Scenario Model ...</td>\n",
|
| 97 |
+
" <td>33.7</td>\n",
|
| 98 |
+
" </tr>\n",
|
| 99 |
+
" <tr>\n",
|
| 100 |
+
" <th>8</th>\n",
|
| 101 |
+
" <td>Krause, M.J. and Tolaymat, T.</td>\n",
|
| 102 |
+
" <td>November 2018</td>\n",
|
| 103 |
+
" <td>Quantification of energy and carbon costs for ...</td>\n",
|
| 104 |
+
" <td>30.1</td>\n",
|
| 105 |
+
" </tr>\n",
|
| 106 |
+
" <tr>\n",
|
| 107 |
+
" <th>9</th>\n",
|
| 108 |
+
" <td>McCook, H.</td>\n",
|
| 109 |
+
" <td>August 2018</td>\n",
|
| 110 |
+
" <td>The cost & sustainability of Bitcoin</td>\n",
|
| 111 |
+
" <td>105.0</td>\n",
|
| 112 |
+
" </tr>\n",
|
| 113 |
+
" <tr>\n",
|
| 114 |
+
" <th>10</th>\n",
|
| 115 |
+
" <td>De Vries, A.</td>\n",
|
| 116 |
+
" <td>May 2018</td>\n",
|
| 117 |
+
" <td>Bitcoin's Growing Energy Problem</td>\n",
|
| 118 |
+
" <td>22.4 to 67.2</td>\n",
|
| 119 |
+
" </tr>\n",
|
| 120 |
+
" <tr>\n",
|
| 121 |
+
" <th>11</th>\n",
|
| 122 |
+
" <td>Vranken, H.</td>\n",
|
| 123 |
+
" <td>October 2017</td>\n",
|
| 124 |
+
" <td>Sustainability of bitcoin and blockchains</td>\n",
|
| 125 |
+
" <td>0.9 to 4.4</td>\n",
|
| 126 |
+
" </tr>\n",
|
| 127 |
+
" <tr>\n",
|
| 128 |
+
" <th>12</th>\n",
|
| 129 |
+
" <td>Bevand, M.</td>\n",
|
| 130 |
+
" <td>February 2017</td>\n",
|
| 131 |
+
" <td>Electricity consumption of Bitcoin: a market-b...</td>\n",
|
| 132 |
+
" <td>4.1 to 4.7</td>\n",
|
| 133 |
+
" </tr>\n",
|
| 134 |
+
" <tr>\n",
|
| 135 |
+
" <th>13</th>\n",
|
| 136 |
+
" <td>Hayes, A.S.</td>\n",
|
| 137 |
+
" <td>March 2015</td>\n",
|
| 138 |
+
" <td>A Cost Production Model for Bitcoin</td>\n",
|
| 139 |
+
" <td>NaN</td>\n",
|
| 140 |
+
" </tr>\n",
|
| 141 |
+
" <tr>\n",
|
| 142 |
+
" <th>14</th>\n",
|
| 143 |
+
" <td>O'Dwyer, K.L. and Malone, D.</td>\n",
|
| 144 |
+
" <td>September 2014</td>\n",
|
| 145 |
+
" <td>Bitcoin Mining and its Energy Footprint</td>\n",
|
| 146 |
+
" <td>0.9 to 87.6</td>\n",
|
| 147 |
+
" </tr>\n",
|
| 148 |
+
" </tbody>\n",
|
| 149 |
+
"</table>\n",
|
| 150 |
+
"</div>"
|
| 151 |
+
],
|
| 152 |
+
"text/plain": [
|
| 153 |
+
" Author Publication date \\\n",
|
| 154 |
+
"0 Digiconomist Live estimate \n",
|
| 155 |
+
"1 CoinMetrics June 2023 \n",
|
| 156 |
+
"2 De Vries, A., Gallersdorfer, U., KlaaÃen, L. ... February 2022 \n",
|
| 157 |
+
"3 CoinShares January 2022 \n",
|
| 158 |
+
"4 Sandner, P., Lichti, C., Richter, R., Heidt, C... August 2021 \n",
|
| 159 |
+
"5 Köhler, S. and Pizzol, M. November 2019 \n",
|
| 160 |
+
"6 Stoll, C., KlaaÃen, L. and Gallersdorfer, U. June 2019 \n",
|
| 161 |
+
"7 Zade, M., Myklebost, J., Tzscheutschler, P. an... March 2019 \n",
|
| 162 |
+
"8 Krause, M.J. and Tolaymat, T. November 2018 \n",
|
| 163 |
+
"9 McCook, H. August 2018 \n",
|
| 164 |
+
"10 De Vries, A. May 2018 \n",
|
| 165 |
+
"11 Vranken, H. October 2017 \n",
|
| 166 |
+
"12 Bevand, M. February 2017 \n",
|
| 167 |
+
"13 Hayes, A.S. March 2015 \n",
|
| 168 |
+
"14 O'Dwyer, K.L. and Malone, D. September 2014 \n",
|
| 169 |
+
"\n",
|
| 170 |
+
" Title Estimate (TWh) \n",
|
| 171 |
+
"0 Bitcoin Energy Consumption Index {insert API} \n",
|
| 172 |
+
"1 The Signal & The Nonce 117.4 \n",
|
| 173 |
+
"2 Revisiting Bitcoin's carbon footprint 117.3 \n",
|
| 174 |
+
"3 The Bitcoin Mining Network 89.0 \n",
|
| 175 |
+
"4 The Carbon Emissions of Bitcoin From an Invest... 90.9 \n",
|
| 176 |
+
"5 Life Cycle Assessment of Bitcoin Mining 31.3 \n",
|
| 177 |
+
"6 The Carbon Footprint of Bitcoin 48.5 \n",
|
| 178 |
+
"7 Is Bitcoin the Only Problem? A Scenario Model ... 33.7 \n",
|
| 179 |
+
"8 Quantification of energy and carbon costs for ... 30.1 \n",
|
| 180 |
+
"9 The cost & sustainability of Bitcoin 105.0 \n",
|
| 181 |
+
"10 Bitcoin's Growing Energy Problem 22.4 to 67.2 \n",
|
| 182 |
+
"11 Sustainability of bitcoin and blockchains 0.9 to 4.4 \n",
|
| 183 |
+
"12 Electricity consumption of Bitcoin: a market-b... 4.1 to 4.7 \n",
|
| 184 |
+
"13 A Cost Production Model for Bitcoin NaN \n",
|
| 185 |
+
"14 Bitcoin Mining and its Energy Footprint 0.9 to 87.6 "
|
| 186 |
+
]
|
| 187 |
+
},
|
| 188 |
+
"execution_count": 4,
|
| 189 |
+
"metadata": {},
|
| 190 |
+
"output_type": "execute_result"
|
| 191 |
+
}
|
| 192 |
+
],
|
| 193 |
+
"source": [
|
| 194 |
+
"import pandas as pd\n",
|
| 195 |
+
"\n",
|
| 196 |
+
"intensity_file = \"table.html\"\n",
|
| 197 |
+
"# read the html file using the first row as header\n",
|
| 198 |
+
"dfs = pd.read_html(intensity_file, header=0)\n",
|
| 199 |
+
"\n",
|
| 200 |
+
"# Access the second table (index 1)\n",
|
| 201 |
+
"df = dfs[0]\n",
|
| 202 |
+
"df.to_csv(\"table.csv\", index=False)\n",
|
| 203 |
+
"df"
|
| 204 |
+
]
|
| 205 |
+
}
|
| 206 |
+
],
|
| 207 |
+
"metadata": {
|
| 208 |
+
"kernelspec": {
|
| 209 |
+
"display_name": "py310",
|
| 210 |
+
"language": "python",
|
| 211 |
+
"name": "python3"
|
| 212 |
+
},
|
| 213 |
+
"language_info": {
|
| 214 |
+
"codemirror_mode": {
|
| 215 |
+
"name": "ipython",
|
| 216 |
+
"version": 3
|
| 217 |
+
},
|
| 218 |
+
"file_extension": ".py",
|
| 219 |
+
"mimetype": "text/x-python",
|
| 220 |
+
"name": "python",
|
| 221 |
+
"nbconvert_exporter": "python",
|
| 222 |
+
"pygments_lexer": "ipython3",
|
| 223 |
+
"version": "3.10.13"
|
| 224 |
+
}
|
| 225 |
+
},
|
| 226 |
+
"nbformat": 4,
|
| 227 |
+
"nbformat_minor": 2
|
| 228 |
+
}
|
plots/carbonintensity.html
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
<table><tbody><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">Date</span></strong></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">China (% hashrate)</span></strong></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">China emission intensity (in gCO</span><sub><span style="font-size: 12px">2</span></sub><span style="font-size: 16px">e/kwh)</span></strong></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">Rest (% hashrate)</span></strong></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">Rest of the world emission intensity (in gCO</span><sub><span style="font-size: 12px">2</span></sub><span style="font-size: 16px">e/kwh)</span></strong></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><strong><span style="font-size: 16px">World emission intensity (in gCO</span><sub><span style="font-size: 12px">2</span></sub><span style="font-size: 16px">e/kwh)</span></strong></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">417.53</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">418.69</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">382.74</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">420.01</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.53</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2010</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.12</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">588.93</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">603.89</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">610.25</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">614.54</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">612.74</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.94</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">439.18</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">420.23</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">421.39</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">385.42</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">422.66</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.15</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2011</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">562.26</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">592.74</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">602.99</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">609.36</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">613.45</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">611.58</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">541.60</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">438.01</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">419.14</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">420.29</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">384.33</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">421.58</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">531.68</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2012</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">558.96</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">591.19</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">603.25</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">609.62</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">613.77</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">611.91</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">541.99</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">438.35</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">419.45</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">420.60</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">384.65</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">421.89</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">532.10</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2013</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">559.91</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">591.64</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">601.78</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">608.16</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">612.00</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">610.02</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">539.81</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">436.45</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">417.67</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">418.82</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">382.88</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">420.14</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.71</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2014</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">554.53</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">589.13</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">598.37</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">604.79</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">607.88</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">605.63</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">534.75</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">432.04</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">413.53</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">414.69</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">378.77</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">416.07</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">524.17</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2015</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">542.05</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">583.29</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">596.10</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">602.54</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">605.15</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">602.70</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">531.38</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">429.10</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">410.78</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">411.93</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">376.04</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">413.35</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">520.48</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2016</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">533.73</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">579.41</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">595.05</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">601.50</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">603.87</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">601.34</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.82</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">427.74</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">409.50</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">410.65</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">374.77</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">412.10</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">518.76</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2017</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">577.61</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">594.11</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">600.57</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">602.74</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">600.13</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">528.43</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">426.53</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">408.36</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">409.51</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">09/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">298.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">373.64</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">10/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">355.06</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">410.98</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">11/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">55.6</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">509.88</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">44.4</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">517.24</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">12/2018</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">53.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.47</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">46.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">526.44</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">576.00</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">01/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">72.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">619.54</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">590.38</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">02/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">73.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">628.03</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">27.0</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">596.88</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">03/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">67.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.22</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">32.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">598.25</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">04/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.8</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">640.15</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.2</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">595.33</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">05/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">59.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">529.78</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">40.5</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">522.90</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">06/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">64.7</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">371.95</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">35.3</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">421.70</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">07/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">349.82</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">403.83</span></p></td></tr><tr><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">08/2019</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">66.9</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">351.55</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">33.1</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">512.79</span></p></td><td style="background-color: rgb(242, 242, 242);"><p class=""><span style="font-size: 16px">404.99</span></p></td></tr></tbody></table>
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