Paris Agreement target (°C)

1.5

Paris Agreement target (°C)

2

Temperature anomalies (°C)

Monthly global temperature anomalies, HadCRUT5 dataset.

Last observation

The last observation at the time of computation was 2024-10.

Probability of breaching the 1.5°C and 2°C thresholds based on the HadCRUT5 dataset. The probabilities are calculated using a 20-year moving average following Betts et. al. (2023). The simulation considers 10,000 simulations of 800 months each.

895×3 DataFrame
 Row │ Date (month)  1.5°C Threshold  2°C Threshold 
     │ Dates.Date    Float64          Float64       
─────┼──────────────────────────────────────────────
   1 │ 2006-12-01             0.0            0.0
   2 │ 2007-01-01             0.0            0.0
   3 │ 2007-02-01             0.0            0.0
   4 │ 2007-03-01             0.0            0.0
   5 │ 2007-04-01             0.0            0.0
   6 │ 2007-05-01             0.0            0.0
   7 │ 2007-06-01             0.0            0.0
   8 │ 2007-07-01             0.0            0.0
   9 │ 2007-08-01             0.0            0.0
  10 │ 2007-09-01             0.0            0.0
  11 │ 2007-10-01             0.0            0.0
  12 │ 2007-11-01             0.0            0.0
  13 │ 2007-12-01             0.0            0.0
  14 │ 2008-01-01             0.0            0.0
  15 │ 2008-02-01             0.0            0.0
  16 │ 2008-03-01             0.0            0.0
  17 │ 2008-04-01             0.0            0.0
  18 │ 2008-05-01             0.0            0.0
  19 │ 2008-06-01             0.0            0.0
  20 │ 2008-07-01             0.0            0.0
  21 │ 2008-08-01             0.0            0.0
  22 │ 2008-09-01             0.0            0.0
  23 │ 2008-10-01             0.0            0.0
  24 │ 2008-11-01             0.0            0.0
  25 │ 2008-12-01             0.0            0.0
  26 │ 2009-01-01             0.0            0.0
  27 │ 2009-02-01             0.0            0.0
  28 │ 2009-03-01             0.0            0.0
  29 │ 2009-04-01             0.0            0.0
  30 │ 2009-05-01             0.0            0.0
  31 │ 2009-06-01             0.0            0.0
  32 │ 2009-07-01             0.0            0.0
  33 │ 2009-08-01             0.0            0.0
  34 │ 2009-09-01             0.0            0.0
  35 │ 2009-10-01             0.0            0.0
  36 │ 2009-11-01             0.0            0.0
  37 │ 2009-12-01             0.0            0.0
  38 │ 2010-01-01             0.0            0.0
  39 │ 2010-02-01             0.0            0.0
  40 │ 2010-03-01             0.0            0.0
  41 │ 2010-04-01             0.0            0.0
  42 │ 2010-05-01             0.0            0.0
  43 │ 2010-06-01             0.0            0.0
  44 │ 2010-07-01             0.0            0.0
  45 │ 2010-08-01             0.0            0.0
  46 │ 2010-09-01             0.0            0.0
  47 │ 2010-10-01             0.0            0.0
  48 │ 2010-11-01             0.0            0.0
  49 │ 2010-12-01             0.0            0.0
  50 │ 2011-01-01             0.0            0.0
  51 │ 2011-02-01             0.0            0.0
  52 │ 2011-03-01             0.0            0.0
  53 │ 2011-04-01             0.0            0.0
  54 │ 2011-05-01             0.0            0.0
  55 │ 2011-06-01             0.0            0.0
  56 │ 2011-07-01             0.0            0.0
  57 │ 2011-08-01             0.0            0.0
  58 │ 2011-09-01             0.0            0.0
  59 │ 2011-10-01             0.0            0.0
  60 │ 2011-11-01             0.0            0.0
  61 │ 2011-12-01             0.0            0.0
  62 │ 2012-01-01             0.0            0.0
  63 │ 2012-02-01             0.0            0.0
  64 │ 2012-03-01             0.0            0.0
  65 │ 2012-04-01             0.0            0.0
  66 │ 2012-05-01             0.0            0.0
  67 │ 2012-06-01             0.0            0.0
  68 │ 2012-07-01             0.0            0.0
  69 │ 2012-08-01             0.0            0.0
  70 │ 2012-09-01             0.0            0.0
  71 │ 2012-10-01             0.0            0.0
  72 │ 2012-11-01             0.0            0.0
  73 │ 2012-12-01             0.0            0.0
  74 │ 2013-01-01             0.0            0.0
  75 │ 2013-02-01             0.0            0.0
  76 │ 2013-03-01             0.0            0.0
  77 │ 2013-04-01             0.0            0.0
  78 │ 2013-05-01             0.0            0.0
  79 │ 2013-06-01             0.0            0.0
  80 │ 2013-07-01             0.0            0.0
  81 │ 2013-08-01             0.0            0.0
  82 │ 2013-09-01             0.0            0.0
  83 │ 2013-10-01             0.0            0.0
  84 │ 2013-11-01             0.0            0.0
  85 │ 2013-12-01             0.0            0.0
  86 │ 2014-01-01             0.0            0.0
  87 │ 2014-02-01             0.0            0.0
  88 │ 2014-03-01             0.0            0.0
  89 │ 2014-04-01             0.0            0.0
  90 │ 2014-05-01             0.0            0.0
  91 │ 2014-06-01             0.0            0.0
  92 │ 2014-07-01             0.0            0.0
  93 │ 2014-08-01             0.0            0.0
  94 │ 2014-09-01             0.0            0.0
  95 │ 2014-10-01             0.0            0.0
  96 │ 2014-11-01             0.0            0.0
  97 │ 2014-12-01             0.0            0.0
  98 │ 2015-01-01             0.0            0.0
  99 │ 2015-02-01             0.0            0.0
 100 │ 2015-03-01             0.0            0.0
 101 │ 2015-04-01             0.0            0.0
 102 │ 2015-05-01             0.0            0.0
 103 │ 2015-06-01             0.0            0.0
 104 │ 2015-07-01             0.0            0.0
 105 │ 2015-08-01             0.0            0.0
 106 │ 2015-09-01             0.0            0.0
 107 │ 2015-10-01             0.0            0.0
 108 │ 2015-11-01             0.0            0.0
 109 │ 2015-12-01             0.0            0.0
 110 │ 2016-01-01             0.0            0.0
 111 │ 2016-02-01             0.0            0.0
 112 │ 2016-03-01             0.0            0.0
 113 │ 2016-04-01             0.0            0.0
 114 │ 2016-05-01             0.0            0.0
 115 │ 2016-06-01             0.0            0.0
 116 │ 2016-07-01             0.0            0.0
 117 │ 2016-08-01             0.0            0.0
 118 │ 2016-09-01             0.0            0.0
 119 │ 2016-10-01             0.0            0.0
 120 │ 2016-11-01             0.0            0.0
 121 │ 2016-12-01             0.0            0.0
 122 │ 2017-01-01             0.0            0.0
 123 │ 2017-02-01             0.0            0.0
 124 │ 2017-03-01             0.0            0.0
 125 │ 2017-04-01             0.0            0.0
 126 │ 2017-05-01             0.0            0.0
 127 │ 2017-06-01             0.0            0.0
 128 │ 2017-07-01             0.0            0.0
 129 │ 2017-08-01             0.0            0.0
 130 │ 2017-09-01             0.0            0.0
 131 │ 2017-10-01             0.0            0.0
 132 │ 2017-11-01             0.0            0.0
 133 │ 2017-12-01             0.0            0.0
 134 │ 2018-01-01             0.0            0.0
 135 │ 2018-02-01             0.0            0.0
 136 │ 2018-03-01             0.0            0.0
 137 │ 2018-04-01             0.0            0.0
 138 │ 2018-05-01             0.0            0.0
 139 │ 2018-06-01             0.0            0.0
 140 │ 2018-07-01             0.0            0.0
 141 │ 2018-08-01             0.0            0.0
 142 │ 2018-09-01             0.0            0.0
 143 │ 2018-10-01             0.0            0.0
 144 │ 2018-11-01             0.0            0.0
 145 │ 2018-12-01             0.0            0.0
 146 │ 2019-01-01             0.0            0.0
 147 │ 2019-02-01             0.0            0.0
 148 │ 2019-03-01             0.0            0.0
 149 │ 2019-04-01             0.0            0.0
 150 │ 2019-05-01             0.0            0.0
 151 │ 2019-06-01             0.0            0.0
 152 │ 2019-07-01             0.0            0.0
 153 │ 2019-08-01             0.0            0.0
 154 │ 2019-09-01             0.0            0.0
 155 │ 2019-10-01             0.0            0.0
 156 │ 2019-11-01             0.0            0.0
 157 │ 2019-12-01             0.0            0.0
 158 │ 2020-01-01             0.0            0.0
 159 │ 2020-02-01             0.0            0.0
 160 │ 2020-03-01             0.0            0.0
 161 │ 2020-04-01             0.0            0.0
 162 │ 2020-05-01             0.0            0.0
 163 │ 2020-06-01             0.0            0.0
 164 │ 2020-07-01             0.0            0.0
 165 │ 2020-08-01             0.0            0.0
 166 │ 2020-09-01             0.0            0.0
 167 │ 2020-10-01             0.0            0.0
 168 │ 2020-11-01             0.0            0.0
 169 │ 2020-12-01             0.0            0.0
 170 │ 2021-01-01             0.0            0.0
 171 │ 2021-02-01             0.0            0.0
 172 │ 2021-03-01             0.0            0.0
 173 │ 2021-04-01             0.0            0.0
 174 │ 2021-05-01             0.0            0.0
 175 │ 2021-06-01             0.0            0.0
 176 │ 2021-07-01             0.0001         0.0
 177 │ 2021-08-01             0.0001         0.0
 178 │ 2021-09-01             0.0001         0.0
 179 │ 2021-10-01             0.0001         0.0
 180 │ 2021-11-01             0.0001         0.0
 181 │ 2021-12-01             0.0001         0.0
 182 │ 2022-01-01             0.0001         0.0
 183 │ 2022-02-01             0.0001         0.0
 184 │ 2022-03-01             0.0001         0.0
 185 │ 2022-04-01             0.0002         0.0
 186 │ 2022-05-01             0.0002         0.0
 187 │ 2022-06-01             0.0004         0.0
 188 │ 2022-07-01             0.0004         0.0
 189 │ 2022-08-01             0.0004         0.0
 190 │ 2022-09-01             0.0005         0.0
 191 │ 2022-10-01             0.0007         0.0
 192 │ 2022-11-01             0.0007         0.0
 193 │ 2022-12-01             0.0009         0.0
 194 │ 2023-01-01             0.0009         0.0
 195 │ 2023-02-01             0.0009         0.0
 196 │ 2023-03-01             0.0011         0.0
 197 │ 2023-04-01             0.0012         0.0
 198 │ 2023-05-01             0.0012         0.0
 199 │ 2023-06-01             0.0012         0.0
 200 │ 2023-07-01             0.0013         0.0
 201 │ 2023-08-01             0.0017         0.0
 202 │ 2023-09-01             0.0017         0.0
 203 │ 2023-10-01             0.002          0.0
 204 │ 2023-11-01             0.0022         0.0
 205 │ 2023-12-01             0.0026         0.0
 206 │ 2024-01-01             0.003          0.0
 207 │ 2024-02-01             0.0035         0.0
 208 │ 2024-03-01             0.0039         0.0
 209 │ 2024-04-01             0.0041         0.0
 210 │ 2024-05-01             0.0052         0.0
 211 │ 2024-06-01             0.0057         0.0
 212 │ 2024-07-01             0.0062         0.0
 213 │ 2024-08-01             0.0066         0.0
 214 │ 2024-09-01             0.007          0.0
 215 │ 2024-10-01             0.0078         0.0
 216 │ 2024-11-01             0.0084         0.0
 217 │ 2024-12-01             0.0089         0.0
 218 │ 2025-01-01             0.0106         0.0
 219 │ 2025-02-01             0.0117         0.0
 220 │ 2025-03-01             0.0131         0.0
 221 │ 2025-04-01             0.0149         0.0
 222 │ 2025-05-01             0.0163         0.0
 223 │ 2025-06-01             0.0185         0.0
 224 │ 2025-07-01             0.0201         0.0
 225 │ 2025-08-01             0.0229         0.0
 226 │ 2025-09-01             0.0251         0.0
 227 │ 2025-10-01             0.0266         0.0
 228 │ 2025-11-01             0.0281         0.0
 229 │ 2025-12-01             0.0301         0.0
 230 │ 2026-01-01             0.0314         0.0
 231 │ 2026-02-01             0.0319         0.0
 232 │ 2026-03-01             0.0331         0.0
 233 │ 2026-04-01             0.0353         0.0
 234 │ 2026-05-01             0.0384         0.0
 235 │ 2026-06-01             0.0421         0.0
 236 │ 2026-07-01             0.0476         0.0
 237 │ 2026-08-01             0.0509         0.0
 238 │ 2026-09-01             0.0551         0.0
 239 │ 2026-10-01             0.0602         0.0
 240 │ 2026-11-01             0.0661         0.0
 241 │ 2026-12-01             0.0724         0.0
 242 │ 2027-01-01             0.0779         0.0
 243 │ 2027-02-01             0.081          0.0
 244 │ 2027-03-01             0.0846         0.0
 245 │ 2027-04-01             0.0919         0.0
 246 │ 2027-05-01             0.0998         0.0
 247 │ 2027-06-01             0.1093         0.0
 248 │ 2027-07-01             0.117          0.0
 249 │ 2027-08-01             0.1251         0.0
 250 │ 2027-09-01             0.1363         0.0
 251 │ 2027-10-01             0.1459         0.0
 252 │ 2027-11-01             0.1546         0.0
 253 │ 2027-12-01             0.1644         0.0
 254 │ 2028-01-01             0.1755         0.0
 255 │ 2028-02-01             0.1858         0.0
 256 │ 2028-03-01             0.1974         0.0
 257 │ 2028-04-01             0.2081         0.0
 258 │ 2028-05-01             0.2213         0.0
 259 │ 2028-06-01             0.2337         0.0
 260 │ 2028-07-01             0.2483         0.0
 261 │ 2028-08-01             0.2633         0.0
 262 │ 2028-09-01             0.2772         0.0
 263 │ 2028-10-01             0.2896         0.0
 264 │ 2028-11-01             0.3044         0.0
 265 │ 2028-12-01             0.3172         0.0
 266 │ 2029-01-01             0.3311         0.0
 267 │ 2029-02-01             0.3442         0.0
 268 │ 2029-03-01             0.3509         0.0
 269 │ 2029-04-01             0.3615         0.0
 270 │ 2029-05-01             0.3761         0.0
 271 │ 2029-06-01             0.3909         0.0
 272 │ 2029-07-01             0.4044         0.0
 273 │ 2029-08-01             0.4194         0.0
 274 │ 2029-09-01             0.4327         0.0
 275 │ 2029-10-01             0.4433         0.0
 276 │ 2029-11-01             0.4535         0.0
 277 │ 2029-12-01             0.4617         0.0
 278 │ 2030-01-01             0.4691         0.0
 279 │ 2030-02-01             0.4749         0.0
 280 │ 2030-03-01             0.4816         0.0
 281 │ 2030-04-01             0.4877         0.0
 282 │ 2030-05-01             0.4978         0.0
 283 │ 2030-06-01             0.5117         0.0
 284 │ 2030-07-01             0.5237         0.0001
 285 │ 2030-08-01             0.5383         0.0001
 286 │ 2030-09-01             0.5498         0.0001
 287 │ 2030-10-01             0.5642         0.0001
 288 │ 2030-11-01             0.5723         0.0001
 289 │ 2030-12-01             0.5875         0.0001
 290 │ 2031-01-01             0.6024         0.0001
 291 │ 2031-02-01             0.6205         0.0001
 292 │ 2031-03-01             0.632          0.0001
 293 │ 2031-04-01             0.645          0.0001
 294 │ 2031-05-01             0.6586         0.0001
 295 │ 2031-06-01             0.671          0.0001
 296 │ 2031-07-01             0.6803         0.0001
 297 │ 2031-08-01             0.6918         0.0001
 298 │ 2031-09-01             0.6992         0.0001
 299 │ 2031-10-01             0.7071         0.0002
 300 │ 2031-11-01             0.7168         0.0002
 301 │ 2031-12-01             0.7286         0.0003
 302 │ 2032-01-01             0.7381         0.0003
 303 │ 2032-02-01             0.7498         0.0003
 304 │ 2032-03-01             0.7574         0.0003
 305 │ 2032-04-01             0.7669         0.0003
 306 │ 2032-05-01             0.7758         0.0004
 307 │ 2032-06-01             0.7833         0.0004
 308 │ 2032-07-01             0.7913         0.0004
 309 │ 2032-08-01             0.7997         0.0004
 310 │ 2032-09-01             0.8078         0.0004
 311 │ 2032-10-01             0.8133         0.0006
 312 │ 2032-11-01             0.8237         0.0006
 313 │ 2032-12-01             0.8318         0.0006
 314 │ 2033-01-01             0.8383         0.0008
 315 │ 2033-02-01             0.8432         0.0008
 316 │ 2033-03-01             0.8456         0.0008
 317 │ 2033-04-01             0.849          0.0008
 318 │ 2033-05-01             0.8526         0.0008
 319 │ 2033-06-01             0.8558         0.0008
 320 │ 2033-07-01             0.8574         0.0008
 321 │ 2033-08-01             0.8583         0.0008
 322 │ 2033-09-01             0.8581         0.0008
 323 │ 2033-10-01             0.8582         0.0008
 324 │ 2033-11-01             0.8577         0.0009
 325 │ 2033-12-01             0.8586         0.0009
 326 │ 2034-01-01             0.8612         0.001
 327 │ 2034-02-01             0.861          0.001
 328 │ 2034-03-01             0.8615         0.001
 329 │ 2034-04-01             0.8626         0.001
 330 │ 2034-05-01             0.8652         0.001
 331 │ 2034-06-01             0.8675         0.001
 332 │ 2034-07-01             0.8699         0.001
 333 │ 2034-08-01             0.8707         0.001
 334 │ 2034-09-01             0.8725         0.001
 335 │ 2034-10-01             0.8737         0.001
 336 │ 2034-11-01             0.876          0.0011
 337 │ 2034-12-01             0.88           0.0011
 338 │ 2035-01-01             0.8835         0.0012
 339 │ 2035-02-01             0.886          0.0012
 340 │ 2035-03-01             0.8899         0.0012
 341 │ 2035-04-01             0.893          0.0012
 342 │ 2035-05-01             0.8955         0.0012
 343 │ 2035-06-01             0.8981         0.0012
 344 │ 2035-07-01             0.9015         0.0012
 345 │ 2035-08-01             0.9044         0.0012
 346 │ 2035-09-01             0.9068         0.0013
 347 │ 2035-10-01             0.9103         0.0013
 348 │ 2035-11-01             0.914          0.0014
 349 │ 2035-12-01             0.9171         0.0014
 350 │ 2036-01-01             0.9205         0.0014
 351 │ 2036-02-01             0.9225         0.0014
 352 │ 2036-03-01             0.9243         0.0014
 353 │ 2036-04-01             0.9271         0.0014
 354 │ 2036-05-01             0.9301         0.0014
 355 │ 2036-06-01             0.9323         0.0014
 356 │ 2036-07-01             0.9348         0.0014
 357 │ 2036-08-01             0.9363         0.0014
 358 │ 2036-09-01             0.9378         0.0014
 359 │ 2036-10-01             0.9401         0.0014
 360 │ 2036-11-01             0.9417         0.0014
 361 │ 2036-12-01             0.9439         0.0015
 362 │ 2037-01-01             0.9459         0.0015
 363 │ 2037-02-01             0.9478         0.0015
 364 │ 2037-03-01             0.9497         0.0015
 365 │ 2037-04-01             0.9517         0.0015
 366 │ 2037-05-01             0.9535         0.0015
 367 │ 2037-06-01             0.9549         0.0015
 368 │ 2037-07-01             0.9565         0.0015
 369 │ 2037-08-01             0.9574         0.0015
 370 │ 2037-09-01             0.9593         0.0018
 371 │ 2037-10-01             0.9608         0.0018
 372 │ 2037-11-01             0.9617         0.002
 373 │ 2037-12-01             0.9636         0.0021
 374 │ 2038-01-01             0.9659         0.0022
 375 │ 2038-02-01             0.9669         0.0024
 376 │ 2038-03-01             0.968          0.0024
 377 │ 2038-04-01             0.9691         0.0024
 378 │ 2038-05-01             0.9702         0.0024
 379 │ 2038-06-01             0.971          0.0026
 380 │ 2038-07-01             0.9723         0.0026
 381 │ 2038-08-01             0.9742         0.0027
 382 │ 2038-09-01             0.9748         0.0027
 383 │ 2038-10-01             0.9755         0.0028
 384 │ 2038-11-01             0.9761         0.0029
 385 │ 2038-12-01             0.9773         0.0029
 386 │ 2039-01-01             0.9783         0.003
 387 │ 2039-02-01             0.9789         0.0035
 388 │ 2039-03-01             0.9801         0.0035
 389 │ 2039-04-01             0.981          0.0036
 390 │ 2039-05-01             0.9816         0.0036
 391 │ 2039-06-01             0.9821         0.0036
 392 │ 2039-07-01             0.9833         0.004
 393 │ 2039-08-01             0.9837         0.004
 394 │ 2039-09-01             0.984          0.0041
 395 │ 2039-10-01             0.9843         0.0041
 396 │ 2039-11-01             0.9847         0.0042
 397 │ 2039-12-01             0.9854         0.0042
 398 │ 2040-01-01             0.9857         0.0043
 399 │ 2040-02-01             0.986          0.0044
 400 │ 2040-03-01             0.987          0.0044
 401 │ 2040-04-01             0.9875         0.0044
 402 │ 2040-05-01             0.9882         0.0045
 403 │ 2040-06-01             0.9886         0.0046
 404 │ 2040-07-01             0.9887         0.0047
 405 │ 2040-08-01             0.9888         0.0052
 406 │ 2040-09-01             0.9894         0.0054
 407 │ 2040-10-01             0.9896         0.0055
 408 │ 2040-11-01             0.99           0.0056
 409 │ 2040-12-01             0.9905         0.0056
 410 │ 2041-01-01             0.9908         0.0056
 411 │ 2041-02-01             0.9912         0.0057
 412 │ 2041-03-01             0.9915         0.0057
 413 │ 2041-04-01             0.9922         0.0058
 414 │ 2041-05-01             0.9923         0.0061
 415 │ 2041-06-01             0.9926         0.0062
 416 │ 2041-07-01             0.9926         0.0064
 417 │ 2041-08-01             0.9933         0.0065
 418 │ 2041-09-01             0.9937         0.0065
 419 │ 2041-10-01             0.9938         0.0066
 420 │ 2041-11-01             0.994          0.0068
 421 │ 2041-12-01             0.9941         0.007
 422 │ 2042-01-01             0.9942         0.0072
 423 │ 2042-02-01             0.9945         0.0075
 424 │ 2042-03-01             0.9946         0.0078
 425 │ 2042-04-01             0.9946         0.0082
 426 │ 2042-05-01             0.9946         0.0083
 427 │ 2042-06-01             0.9947         0.0084
 428 │ 2042-07-01             0.9949         0.0084
 429 │ 2042-08-01             0.995          0.0085
 430 │ 2042-09-01             0.9952         0.0092
 431 │ 2042-10-01             0.9954         0.0097
 432 │ 2042-11-01             0.9954         0.01
 433 │ 2042-12-01             0.9955         0.0102
 434 │ 2043-01-01             0.9958         0.0103
 435 │ 2043-02-01             0.9962         0.0104
 436 │ 2043-03-01             0.9963         0.0109
 437 │ 2043-04-01             0.9963         0.0111
 438 │ 2043-05-01             0.9964         0.0111
 439 │ 2043-06-01             0.9964         0.0113
 440 │ 2043-07-01             0.9964         0.0116
 441 │ 2043-08-01             0.9965         0.0121
 442 │ 2043-09-01             0.9966         0.0125
 443 │ 2043-10-01             0.9967         0.0131
 444 │ 2043-11-01             0.9967         0.0133
 445 │ 2043-12-01             0.997          0.014
 446 │ 2044-01-01             0.997          0.0143
 447 │ 2044-02-01             0.997          0.0147
 448 │ 2044-03-01             0.9971         0.0153
 449 │ 2044-04-01             0.9974         0.0158
 450 │ 2044-05-01             0.9975         0.0161
 451 │ 2044-06-01             0.9975         0.0164
 452 │ 2044-07-01             0.9976         0.0166
 453 │ 2044-08-01             0.9977         0.017
 454 │ 2044-09-01             0.9978         0.0173
 455 │ 2044-10-01             0.9981         0.0179
 456 │ 2044-11-01             0.9984         0.0184
 457 │ 2044-12-01             0.9984         0.0194
 458 │ 2045-01-01             0.9985         0.0202
 459 │ 2045-02-01             0.9985         0.0209
 460 │ 2045-03-01             0.9986         0.0213
 461 │ 2045-04-01             0.9986         0.0221
 462 │ 2045-05-01             0.9987         0.023
 463 │ 2045-06-01             0.9988         0.024
 464 │ 2045-07-01             0.9988         0.0246
 465 │ 2045-08-01             0.9988         0.025
 466 │ 2045-09-01             0.9988         0.0254
 467 │ 2045-10-01             0.9988         0.0261
 468 │ 2045-11-01             0.9989         0.0273
 469 │ 2045-12-01             0.9989         0.0281
 470 │ 2046-01-01             0.9989         0.0289
 471 │ 2046-02-01             0.9989         0.0297
 472 │ 2046-03-01             0.999          0.0305
 473 │ 2046-04-01             0.999          0.0314
 474 │ 2046-05-01             0.999          0.0322
 475 │ 2046-06-01             0.999          0.0333
 476 │ 2046-07-01             0.9991         0.0341
 477 │ 2046-08-01             0.9991         0.0357
 478 │ 2046-09-01             0.9991         0.0374
 479 │ 2046-10-01             0.9992         0.0389
 480 │ 2046-11-01             0.9992         0.0407
 481 │ 2046-12-01             0.9992         0.0419
 482 │ 2047-01-01             0.9993         0.0437
 483 │ 2047-02-01             0.9993         0.0453
 484 │ 2047-03-01             0.9993         0.0466
 485 │ 2047-04-01             0.9993         0.048
 486 │ 2047-05-01             0.9993         0.0495
 487 │ 2047-06-01             0.9993         0.0512
 488 │ 2047-07-01             0.9993         0.0526
 489 │ 2047-08-01             0.9993         0.0541
 490 │ 2047-09-01             0.9993         0.0565
 491 │ 2047-10-01             0.9994         0.0587
 492 │ 2047-11-01             0.9994         0.0608
 493 │ 2047-12-01             0.9994         0.0629
 494 │ 2048-01-01             0.9994         0.0651
 495 │ 2048-02-01             0.9994         0.0675
 496 │ 2048-03-01             0.9995         0.0697
 497 │ 2048-04-01             0.9996         0.0712
 498 │ 2048-05-01             0.9996         0.0732
 499 │ 2048-06-01             0.9996         0.0752
 500 │ 2048-07-01             0.9996         0.0777
 501 │ 2048-08-01             0.9996         0.08
 502 │ 2048-09-01             0.9996         0.0825
 503 │ 2048-10-01             0.9996         0.0845
 504 │ 2048-11-01             0.9996         0.087
 505 │ 2048-12-01             0.9996         0.0896
 506 │ 2049-01-01             0.9996         0.0916
 507 │ 2049-02-01             0.9996         0.0944
 508 │ 2049-03-01             0.9996         0.0969
 509 │ 2049-04-01             0.9996         0.0995
 510 │ 2049-05-01             0.9996         0.103
 511 │ 2049-06-01             0.9996         0.105
 512 │ 2049-07-01             0.9997         0.1095
 513 │ 2049-08-01             0.9998         0.1127
 514 │ 2049-09-01             0.9998         0.116
 515 │ 2049-10-01             0.9998         0.1204
 516 │ 2049-11-01             0.9998         0.1243
 517 │ 2049-12-01             0.9998         0.1282
 518 │ 2050-01-01             0.9998         0.1308
 519 │ 2050-02-01             0.9998         0.1346
 520 │ 2050-03-01             0.9998         0.1387
 521 │ 2050-04-01             0.9998         0.1433
 522 │ 2050-05-01             0.9998         0.1475
 523 │ 2050-06-01             0.9998         0.1518
 524 │ 2050-07-01             0.9998         0.1553
 525 │ 2050-08-01             0.9998         0.1594
 526 │ 2050-09-01             0.9998         0.1632
 527 │ 2050-10-01             0.9998         0.1683
 528 │ 2050-11-01             0.9998         0.1739
 529 │ 2050-12-01             0.9998         0.179
 530 │ 2051-01-01             0.9998         0.1829
 531 │ 2051-02-01             0.9998         0.1879
 532 │ 2051-03-01             0.9998         0.192
 533 │ 2051-04-01             0.9998         0.1956
 534 │ 2051-05-01             0.9998         0.1994
 535 │ 2051-06-01             0.9998         0.2034
 536 │ 2051-07-01             0.9998         0.2078
 537 │ 2051-08-01             0.9998         0.212
 538 │ 2051-09-01             0.9998         0.2179
 539 │ 2051-10-01             0.9998         0.2217
 540 │ 2051-11-01             0.9998         0.2265
 541 │ 2051-12-01             0.9998         0.2311
 542 │ 2052-01-01             0.9998         0.2367
 543 │ 2052-02-01             0.9998         0.2417
 544 │ 2052-03-01             0.9998         0.2466
 545 │ 2052-04-01             0.9998         0.2516
 546 │ 2052-05-01             0.9998         0.2585
 547 │ 2052-06-01             0.9998         0.2646
 548 │ 2052-07-01             0.9998         0.2695
 549 │ 2052-08-01             0.9998         0.2755
 550 │ 2052-09-01             0.9998         0.2814
 551 │ 2052-10-01             0.9998         0.2859
 552 │ 2052-11-01             0.9998         0.2924
 553 │ 2052-12-01             0.9998         0.2981
 554 │ 2053-01-01             0.9998         0.3055
 555 │ 2053-02-01             0.9998         0.311
 556 │ 2053-03-01             0.9998         0.3171
 557 │ 2053-04-01             0.9998         0.3232
 558 │ 2053-05-01             0.9998         0.3294
 559 │ 2053-06-01             0.9998         0.336
 560 │ 2053-07-01             0.9998         0.3407
 561 │ 2053-08-01             0.9998         0.3474
 562 │ 2053-09-01             0.9998         0.3533
 563 │ 2053-10-01             0.9998         0.359
 564 │ 2053-11-01             0.9998         0.3664
 565 │ 2053-12-01             0.9998         0.3716
 566 │ 2054-01-01             0.9998         0.3779
 567 │ 2054-02-01             0.9999         0.383
 568 │ 2054-03-01             0.9999         0.3895
 569 │ 2054-04-01             0.9999         0.3964
 570 │ 2054-05-01             0.9999         0.4035
 571 │ 2054-06-01             0.9999         0.4097
 572 │ 2054-07-01             0.9999         0.416
 573 │ 2054-08-01             0.9999         0.4236
 574 │ 2054-09-01             0.9999         0.4297
 575 │ 2054-10-01             0.9999         0.4363
 576 │ 2054-11-01             0.9999         0.4434
 577 │ 2054-12-01             0.9999         0.4504
 578 │ 2055-01-01             0.9999         0.4583
 579 │ 2055-02-01             0.9999         0.4668
 580 │ 2055-03-01             0.9999         0.4747
 581 │ 2055-04-01             0.9999         0.4809
 582 │ 2055-05-01             0.9999         0.4882
 583 │ 2055-06-01             0.9999         0.4947
 584 │ 2055-07-01             0.9999         0.5021
 585 │ 2055-08-01             0.9999         0.5099
 586 │ 2055-09-01             0.9999         0.5172
 587 │ 2055-10-01             0.9999         0.5236
 588 │ 2055-11-01             0.9999         0.53
 589 │ 2055-12-01             0.9999         0.5368
 590 │ 2056-01-01             0.9999         0.5426
 591 │ 2056-02-01             0.9999         0.5495
 592 │ 2056-03-01             0.9999         0.5563
 593 │ 2056-04-01             0.9999         0.5617
 594 │ 2056-05-01             0.9999         0.5664
 595 │ 2056-06-01             0.9999         0.5737
 596 │ 2056-07-01             0.9999         0.5806
 597 │ 2056-08-01             0.9999         0.5875
 598 │ 2056-09-01             0.9999         0.594
 599 │ 2056-10-01             0.9999         0.6004
 600 │ 2056-11-01             0.9999         0.6072
 601 │ 2056-12-01             0.9999         0.6158
 602 │ 2057-01-01             0.9999         0.6214
 603 │ 2057-02-01             0.9999         0.6286
 604 │ 2057-03-01             0.9999         0.6347
 605 │ 2057-04-01             0.9999         0.6392
 606 │ 2057-05-01             0.9999         0.6465
 607 │ 2057-06-01             0.9999         0.6522
 608 │ 2057-07-01             0.9999         0.6586
 609 │ 2057-08-01             0.9999         0.6643
 610 │ 2057-09-01             0.9999         0.6698
 611 │ 2057-10-01             0.9999         0.675
 612 │ 2057-11-01             0.9999         0.6808
 613 │ 2057-12-01             0.9999         0.6869
 614 │ 2058-01-01             0.9999         0.6924
 615 │ 2058-02-01             0.9999         0.6983
 616 │ 2058-03-01             0.9999         0.7045
 617 │ 2058-04-01             0.9999         0.71
 618 │ 2058-05-01             0.9999         0.7148
 619 │ 2058-06-01             0.9999         0.7206
 620 │ 2058-07-01             0.9999         0.7274
 621 │ 2058-08-01             0.9999         0.7336
 622 │ 2058-09-01             0.9999         0.7395
 623 │ 2058-10-01             0.9999         0.7451
 624 │ 2058-11-01             0.9999         0.7492
 625 │ 2058-12-01             0.9999         0.754
 626 │ 2059-01-01             0.9999         0.7599
 627 │ 2059-02-01             0.9999         0.7648
 628 │ 2059-03-01             0.9999         0.7699
 629 │ 2059-04-01             0.9999         0.7745
 630 │ 2059-05-01             0.9999         0.7792
 631 │ 2059-06-01             1.0            0.7847
 632 │ 2059-07-01             1.0            0.7882
 633 │ 2059-08-01             1.0            0.7934
 634 │ 2059-09-01             1.0            0.7991
 635 │ 2059-10-01             1.0            0.8036
 636 │ 2059-11-01             1.0            0.8069
 637 │ 2059-12-01             1.0            0.8106
 638 │ 2060-01-01             1.0            0.8158
 639 │ 2060-02-01             1.0            0.8213
 640 │ 2060-03-01             1.0            0.826
 641 │ 2060-04-01             1.0            0.8296
 642 │ 2060-05-01             1.0            0.8342
 643 │ 2060-06-01             1.0            0.8384
 644 │ 2060-07-01             1.0            0.8426
 645 │ 2060-08-01             1.0            0.8465
 646 │ 2060-09-01             1.0            0.8498
 647 │ 2060-10-01             1.0            0.8535
 648 │ 2060-11-01             1.0            0.8569
 649 │ 2060-12-01             1.0            0.8598
 650 │ 2061-01-01             1.0            0.8631
 651 │ 2061-02-01             1.0            0.8673
 652 │ 2061-03-01             1.0            0.8706
 653 │ 2061-04-01             1.0            0.8745
 654 │ 2061-05-01             1.0            0.8779
 655 │ 2061-06-01             1.0            0.88
 656 │ 2061-07-01             1.0            0.8828
 657 │ 2061-08-01             1.0            0.8851
 658 │ 2061-09-01             1.0            0.8884
 659 │ 2061-10-01             1.0            0.8912
 660 │ 2061-11-01             1.0            0.8947
 661 │ 2061-12-01             1.0            0.8969
 662 │ 2062-01-01             1.0            0.9
 663 │ 2062-02-01             1.0            0.9029
 664 │ 2062-03-01             1.0            0.9052
 665 │ 2062-04-01             1.0            0.907
 666 │ 2062-05-01             1.0            0.9086
 667 │ 2062-06-01             1.0            0.9118
 668 │ 2062-07-01             1.0            0.9141
 669 │ 2062-08-01             1.0            0.9163
 670 │ 2062-09-01             1.0            0.9188
 671 │ 2062-10-01             1.0            0.9208
 672 │ 2062-11-01             1.0            0.9226
 673 │ 2062-12-01             1.0            0.9251
 674 │ 2063-01-01             1.0            0.9275
 675 │ 2063-02-01             1.0            0.9292
 676 │ 2063-03-01             1.0            0.9318
 677 │ 2063-04-01             1.0            0.9344
 678 │ 2063-05-01             1.0            0.9364
 679 │ 2063-06-01             1.0            0.9384
 680 │ 2063-07-01             1.0            0.9407
 681 │ 2063-08-01             1.0            0.9425
 682 │ 2063-09-01             1.0            0.9445
 683 │ 2063-10-01             1.0            0.9469
 684 │ 2063-11-01             1.0            0.9483
 685 │ 2063-12-01             1.0            0.9502
 686 │ 2064-01-01             1.0            0.9512
 687 │ 2064-02-01             1.0            0.9527
 688 │ 2064-03-01             1.0            0.9548
 689 │ 2064-04-01             1.0            0.956
 690 │ 2064-05-01             1.0            0.9573
 691 │ 2064-06-01             1.0            0.9585
 692 │ 2064-07-01             1.0            0.9596
 693 │ 2064-08-01             1.0            0.9605
 694 │ 2064-09-01             1.0            0.9619
 695 │ 2064-10-01             1.0            0.9635
 696 │ 2064-11-01             1.0            0.9643
 697 │ 2064-12-01             1.0            0.9658
 698 │ 2065-01-01             1.0            0.9668
 699 │ 2065-02-01             1.0            0.9682
 700 │ 2065-03-01             1.0            0.9692
 701 │ 2065-04-01             1.0            0.9703
 702 │ 2065-05-01             1.0            0.9715
 703 │ 2065-06-01             1.0            0.9727
 704 │ 2065-07-01             1.0            0.9736
 705 │ 2065-08-01             1.0            0.9752
 706 │ 2065-09-01             1.0            0.9759
 707 │ 2065-10-01             1.0            0.9764
 708 │ 2065-11-01             1.0            0.9772
 709 │ 2065-12-01             1.0            0.9777
 710 │ 2066-01-01             1.0            0.9782
 711 │ 2066-02-01             1.0            0.9793
 712 │ 2066-03-01             1.0            0.98
 713 │ 2066-04-01             1.0            0.9805
 714 │ 2066-05-01             1.0            0.9811
 715 │ 2066-06-01             1.0            0.9819
 716 │ 2066-07-01             1.0            0.9823
 717 │ 2066-08-01             1.0            0.9828
 718 │ 2066-09-01             1.0            0.9836
 719 │ 2066-10-01             1.0            0.9841
 720 │ 2066-11-01             1.0            0.9846
 721 │ 2066-12-01             1.0            0.9859
 722 │ 2067-01-01             1.0            0.9865
 723 │ 2067-02-01             1.0            0.987
 724 │ 2067-03-01             1.0            0.9873
 725 │ 2067-04-01             1.0            0.9881
 726 │ 2067-05-01             1.0            0.9886
 727 │ 2067-06-01             1.0            0.9893
 728 │ 2067-07-01             1.0            0.9895
 729 │ 2067-08-01             1.0            0.9901
 730 │ 2067-09-01             1.0            0.9903
 731 │ 2067-10-01             1.0            0.9905
 732 │ 2067-11-01             1.0            0.9909
 733 │ 2067-12-01             1.0            0.9911
 734 │ 2068-01-01             1.0            0.9915
 735 │ 2068-02-01             1.0            0.9917
 736 │ 2068-03-01             1.0            0.992
 737 │ 2068-04-01             1.0            0.9921
 738 │ 2068-05-01             1.0            0.9921
 739 │ 2068-06-01             1.0            0.9924
 740 │ 2068-07-01             1.0            0.9927
 741 │ 2068-08-01             1.0            0.9927
 742 │ 2068-09-01             1.0            0.993
 743 │ 2068-10-01             1.0            0.993
 744 │ 2068-11-01             1.0            0.9932
 745 │ 2068-12-01             1.0            0.9934
 746 │ 2069-01-01             1.0            0.994
 747 │ 2069-02-01             1.0            0.9944
 748 │ 2069-03-01             1.0            0.9945
 749 │ 2069-04-01             1.0            0.9948
 750 │ 2069-05-01             1.0            0.9953
 751 │ 2069-06-01             1.0            0.9954
 752 │ 2069-07-01             1.0            0.9954
 753 │ 2069-08-01             1.0            0.9957
 754 │ 2069-09-01             1.0            0.9957
 755 │ 2069-10-01             1.0            0.9958
 756 │ 2069-11-01             1.0            0.9959
 757 │ 2069-12-01             1.0            0.9961
 758 │ 2070-01-01             1.0            0.9963
 759 │ 2070-02-01             1.0            0.9963
 760 │ 2070-03-01             1.0            0.9964
 761 │ 2070-04-01             1.0            0.9964
 762 │ 2070-05-01             1.0            0.9967
 763 │ 2070-06-01             1.0            0.9968
 764 │ 2070-07-01             1.0            0.9968
 765 │ 2070-08-01             1.0            0.9969
 766 │ 2070-09-01             1.0            0.9971
 767 │ 2070-10-01             1.0            0.9973
 768 │ 2070-11-01             1.0            0.9976
 769 │ 2070-12-01             1.0            0.9976
 770 │ 2071-01-01             1.0            0.9976
 771 │ 2071-02-01             1.0            0.9977
 772 │ 2071-03-01             1.0            0.9977
 773 │ 2071-04-01             1.0            0.9978
 774 │ 2071-05-01             1.0            0.998
 775 │ 2071-06-01             1.0            0.998
 776 │ 2071-07-01             1.0            0.998
 777 │ 2071-08-01             1.0            0.9982
 778 │ 2071-09-01             1.0            0.9983
 779 │ 2071-10-01             1.0            0.9986
 780 │ 2071-11-01             1.0            0.9986
 781 │ 2071-12-01             1.0            0.9986
 782 │ 2072-01-01             1.0            0.9986
 783 │ 2072-02-01             1.0            0.9986
 784 │ 2072-03-01             1.0            0.9987
 785 │ 2072-04-01             1.0            0.9987
 786 │ 2072-05-01             1.0            0.9988
 787 │ 2072-06-01             1.0            0.9988
 788 │ 2072-07-01             1.0            0.9989
 789 │ 2072-08-01             1.0            0.999
 790 │ 2072-09-01             1.0            0.999
 791 │ 2072-10-01             1.0            0.999
 792 │ 2072-11-01             1.0            0.999
 793 │ 2072-12-01             1.0            0.999
 794 │ 2073-01-01             1.0            0.999
 795 │ 2073-02-01             1.0            0.9991
 796 │ 2073-03-01             1.0            0.9991
 797 │ 2073-04-01             1.0            0.9991
 798 │ 2073-05-01             1.0            0.9991
 799 │ 2073-06-01             1.0            0.9992
 800 │ 2073-07-01             1.0            0.9993
 801 │ 2073-08-01             1.0            0.9995
 802 │ 2073-09-01             1.0            0.9995
 803 │ 2073-10-01             1.0            0.9995
 804 │ 2073-11-01             1.0            0.9995
 805 │ 2073-12-01             1.0            0.9995
 806 │ 2074-01-01             1.0            0.9997
 807 │ 2074-02-01             1.0            0.9997
 808 │ 2074-03-01             1.0            0.9997
 809 │ 2074-04-01             1.0            0.9997
 810 │ 2074-05-01             1.0            0.9997
 811 │ 2074-06-01             1.0            0.9997
 812 │ 2074-07-01             1.0            0.9997
 813 │ 2074-08-01             1.0            0.9997
 814 │ 2074-09-01             1.0            0.9997
 815 │ 2074-10-01             1.0            0.9997
 816 │ 2074-11-01             1.0            0.9997
 817 │ 2074-12-01             1.0            0.9998
 818 │ 2075-01-01             1.0            0.9998
 819 │ 2075-02-01             1.0            0.9998
 820 │ 2075-03-01             1.0            0.9998
 821 │ 2075-04-01             1.0            0.9998
 822 │ 2075-05-01             1.0            0.9998
 823 │ 2075-06-01             1.0            0.9998
 824 │ 2075-07-01             1.0            0.9999
 825 │ 2075-08-01             1.0            0.9999
 826 │ 2075-09-01             1.0            0.9999
 827 │ 2075-10-01             1.0            0.9999
 828 │ 2075-11-01             1.0            0.9999
 829 │ 2075-12-01             1.0            0.9999
 830 │ 2076-01-01             1.0            0.9999
 831 │ 2076-02-01             1.0            0.9999
 832 │ 2076-03-01             1.0            0.9999
 833 │ 2076-04-01             1.0            0.9999
 834 │ 2076-05-01             1.0            0.9999
 835 │ 2076-06-01             1.0            0.9999
 836 │ 2076-07-01             1.0            0.9999
 837 │ 2076-08-01             1.0            0.9999
 838 │ 2076-09-01             1.0            0.9999
 839 │ 2076-10-01             1.0            0.9999
 840 │ 2076-11-01             1.0            0.9999
 841 │ 2076-12-01             1.0            0.9999
 842 │ 2077-01-01             1.0            0.9999
 843 │ 2077-02-01             1.0            0.9999
 844 │ 2077-03-01             1.0            0.9999
 845 │ 2077-04-01             1.0            0.9999
 846 │ 2077-05-01             1.0            0.9999
 847 │ 2077-06-01             1.0            0.9999
 848 │ 2077-07-01             1.0            0.9999
 849 │ 2077-08-01             1.0            0.9999
 850 │ 2077-09-01             1.0            0.9999
 851 │ 2077-10-01             1.0            0.9999
 852 │ 2077-11-01             1.0            0.9999
 853 │ 2077-12-01             1.0            0.9999
 854 │ 2078-01-01             1.0            0.9999
 855 │ 2078-02-01             1.0            0.9999
 856 │ 2078-03-01             1.0            0.9999
 857 │ 2078-04-01             1.0            0.9999
 858 │ 2078-05-01             1.0            0.9999
 859 │ 2078-06-01             1.0            0.9999
 860 │ 2078-07-01             1.0            0.9999
 861 │ 2078-08-01             1.0            0.9999
 862 │ 2078-09-01             1.0            0.9999
 863 │ 2078-10-01             1.0            0.9999
 864 │ 2078-11-01             1.0            0.9999
 865 │ 2078-12-01             1.0            0.9999
 866 │ 2079-01-01             1.0            0.9999
 867 │ 2079-02-01             1.0            0.9999
 868 │ 2079-03-01             1.0            0.9999
 869 │ 2079-04-01             1.0            0.9999
 870 │ 2079-05-01             1.0            0.9999
 871 │ 2079-06-01             1.0            0.9999
 872 │ 2079-07-01             1.0            0.9999
 873 │ 2079-08-01             1.0            0.9999
 874 │ 2079-09-01             1.0            0.9999
 875 │ 2079-10-01             1.0            0.9999
 876 │ 2079-11-01             1.0            0.9999
 877 │ 2079-12-01             1.0            0.9999
 878 │ 2080-01-01             1.0            0.9999
 879 │ 2080-02-01             1.0            0.9999
 880 │ 2080-03-01             1.0            0.9999
 881 │ 2080-04-01             1.0            0.9999
 882 │ 2080-05-01             1.0            0.9999
 883 │ 2080-06-01             1.0            0.9999
 884 │ 2080-07-01             1.0            0.9999
 885 │ 2080-08-01             1.0            0.9999
 886 │ 2080-09-01             1.0            0.9999
 887 │ 2080-10-01             1.0            0.9999
 888 │ 2080-11-01             1.0            0.9999
 889 │ 2080-12-01             1.0            0.9999
 890 │ 2081-01-01             1.0            0.9999
 891 │ 2081-02-01             1.0            0.9999
 892 │ 2081-03-01             1.0            0.9999
 893 │ 2081-04-01             1.0            0.9999
 894 │ 2081-05-01             1.0            0.9999
 895 │ 2081-06-01             1.0            0.9999
Summary of probabilities of breaching the 1.5°C and 2°C thresholds
9×3 DataFrame
First month when the probability of breaching the 1.5°C and 2°C thresholds is above or equal to a given probability level.
Row Probability level and period 1.5°C Threshold 2°C Threshold
String Date Date
1 Above 1%, 20-years avg. 2025-01-01 2042-11-01
2 Above 5%, 20-years avg. 2026-08-01 2047-06-01
3 Above 10%, 20-years avg. 2027-06-01 2049-05-01
4 Above 25%, 20-years avg. 2028-08-01 2052-04-01
5 Above 50%, 20-years avg. 2030-06-01 2055-07-01
6 Above 75%, 20-years avg. 2032-03-01 2058-12-01
7 Above 90%, 20-years avg. 2035-07-01 2062-01-01
8 Above 95%, 20-years avg. 2037-04-01 2063-12-01
9 Above 99%, 20-years avg. 2040-11-01 2067-08-01
Recommended citation

Vera-Valdés, J. Eduardo, and Olivia Kvist. 2024. “Breaching 1.5°C: Give Me the Odds.” arXiv, December. https://doi.org/10.48550/arXiv.2412.13855.

@article{vera-valdés2024,
  author = {Vera-Valdés, J. Eduardo and Kvist, Olivia},
  title = {Breaching {1.5°C:} Give Me the Odds},
  journal = {arXiv},
  date = {2024-12-17},
  url = {https://arxiv.org/abs/2412.13855},
  doi = {10.48550/arXiv.2412.13855},
}